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@smsharma
Created August 21, 2019 22:05
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{
"cells": [
{
"cell_type": "code",
"execution_count": 687,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The autoreload extension is already loaded. To reload it, use:\n",
" %reload_ext autoreload\n"
]
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import emcee\n",
"from tqdm import *\n",
"import corner\n",
"\n",
"%matplotlib inline\n",
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Toy case"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Uniform prior over $a$ and $b$"
]
},
{
"cell_type": "code",
"execution_count": 688,
"metadata": {},
"outputs": [],
"source": [
"def log_probability(theta):\n",
" a, b = theta\n",
" if not ((0 < a < 1) and (0 < b < 1)):\n",
" return -np.inf\n",
" return 0."
]
},
{
"cell_type": "code",
"execution_count": 689,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "ba582dcc746b4324870d7349415a391c",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, max=50000), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pos = np.random.random((32, 2))\n",
"nwalkers, ndim = pos.shape\n",
"\n",
"sampler = emcee.EnsembleSampler(nwalkers, ndim, log_probability)\n",
"sampler.run_mcmc(pos, 50000, progress='notebook');"
]
},
{
"cell_type": "code",
"execution_count": 690,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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KIZ4Rz0ugOwC1FUVZrKrqsN9D3VJVVZ2qqmMVRSkPqECKqqqZ/4sNCg8Px8rKSvvPr1dYWMiECRP46aefgOIDh6OjIz/++CMAFSpUwMnJicuXL5Oeng5AmzZtDMK8JEVR6NmzJ5MnT2bZsmW899571KtXj/Pnz7Ny5Upq1Kjxl7c9KysLU1NTrKysSE9Px8HBQWvFlqxTX7lyhfDwcLp16wZAo0aN8PLyYt68ebz88ssG1wsKCgrYsmUL9evX164NnDp1itzcXK1unpeXh52dHSkpKeh0OipVqoSpqSm5ubls2LCBwsJC5s6dy1tvvcXBgwf56quv6Nq1K3Xr1qVDhw6EhITwxhtvGNSySzpz5gzh4eEMGjTI4HM5duwYn3/+OVWrVqVNmzZUqFCBw4cPM27cOHQ6HZ06dWLu3Ll06tSJ5cuXs2DBAkxMTChXrhxt27Zl7969xMbG0rdv3weWb4R4Vjwv/zrPqKoarCjKp4qifKmq6hBVVXUAiqJ0B46qqvqXisp5eXkGp9CmpqakpaWRn59Peno6GRkZWm+StLQ0bty4ARSXX65fv05ERASurq6kpqZq5RaAH3/8kZ9++kkLjvr162Nubs7du3fZu3cvV69eJTY2lvLly1OtWjUCAwMpV64ciYmJWk8WMCwB2dvb065dO0JCQqhZsyY5OTl06dKFb775RjtQ6Htj5OXlGZRZ9AcN/XIiIiK4d+8epqamJCUlkZaWhqIo3LlzR7tomZaWxtWrVxk4cCBJSUlYWlpqZyGfffYZ/fr1Y/jw4cybNw8rKysSExP55ZdfiI+PZ+DAgaSmpgJoJa1atWqRlpaGpaUleXl5KIqCs7MzFSpUICcnBzs7O6ysrPjmm29wcHBg1KhRdOvWjWPHjrFw4UKGDx9O/fr1OXDgAMuXL2fIkCFkZ2dr+5WUlISVlRUbN27EycmJihUraiWk9PR07e+LFy8mLS0Nb29v2rdvz+jRo5kyZQo5OTkEBwcTHBzMpk2b2LVrF7Vr19bKTDqdjiNHjrBs2TJatWqlL0VJC108c56XQFcA9fe6+ef6UP/9OSfAHvhLgV5UVKQFd2RkJLdv3zY4jdcLDAykcuXKVKlSRas5BwQEEB8fT8uWLfH29tZ6WKiqypo1ayhdujQfffQRiYmJWu+PChUqEBAQoJVD9F0F9eLj4w0e60sgUFwqqVWrFmfPnmXz5s28//77+Pj4UL16dcaPH8+FCxcYMWIEzs7OnDhxwmA5JfcpNTWVihUrcuHCBaytrXF3d0dRFBwdHcnNzcXDwwN3d3eysrIYP348eXl5BAYGMnnyZI4cOYK9vT1eXl7MnDmTMWPG8MYbb9CxY0d+++03bt68iaenJ507d9ZKNUlJSbi5uRETE0NqaiopKSla7V3/96ioKBITE/Hx8UFVVZYvX46vry8dOnSga9eufPfdd4waNYoaNWrQo0cP1qxZg4+PD0OGDNHKUtHR0eTl5XHx4kXeeecdypYtq33ut27d4sSJE/Tr1w9fX19SU1O1M4sNGzbQu3dv5syZQ0BAAN27d+enn35i79699OzZk6ysLLy8vKhVqxb29vaEhISwdu1aWrVqBc/P/x3xAnkuernoh/f//vsoIFlRlMOKovQGVqqqev3RS/ijlJQUtm7dyqFDh9DpdDRs2JC3336bkSNH0q1bN959913efPNN0tPT2bVrl1ZCAbSeHvoeGnp37tzht99+o2fPngZ9wZ8EKysrRo4cSUREBKdOnQKKDxLdu3cnMzOTRYsWGbRaHyU/P18rHRQUFGBmZkZKSorWTXHRokVcu3aNGjVqULduXWJjYxk2bJh2wbdZs2aMHz8eFxcX9u3bh5mZGV27dmXp0qUGJYnU1FQKCwvJysqiVKlSuLi4aBeCi4qKSEhIIDc3FysrKxwcHPjXv/5Fy5YtmTFjBvn5+QwfPpyCggI2b94MwMCBA+nduzfbt29nx44dBvs0b948AF577TWDv4eFhVFQUEDdunX/8DlYW1uzYsUK/Pz8WLhwIaamprz99tvcvn1b+4z1qlatyrvvvkulSpU4cuQIFJf4hHimPDetDFVV1RK9XRYBLwOnVVV9ZH/ghylTpgxjxozBzMwMMzMzg4ui1tbWWr/z4OBghg8frvWiAAgKCsLExES7uKinD1R96/BJe+WVVwgICODw4cN06dIFRVHw9vZm8ODBLFq0iBUrVhhcoH0YS0tLLZwdHBxIS0vD3t5eG6xz+vRpqlatioeHB1ZWVlSpUoVDhw4xcOBAVqxYAUC/fv3o0aMHFhYWJCYmahdmS/awGTZsGD/88ANXrlzh5ZdfpqioCED7zPPy8rQBVtnZ2eTl5ZGXl0dubi7Z2dn4+PhovW6guAw1bNgwjhw5wuXLlw32qUOHDly+fJmTJ0/SoEED7e8vv/wynp6ezJo1i4YNG/7hs7CxsaFMmTJamUgf/JGRkQYXxgEqV66sXUgfNGjQH0/nhHjKnptAh+JQ//3XZKCXqqpJf3dZubm5XLt2DQsLC1xcXAxa1Kmpqdy+/Z9+/dbW1kRHR3PlyhXS0tIoLCykRo0aXLhwgbp162r1a/17EhMTiY6OJiUlxWAEY2JioraehIQEg3XGx8cbjH4sKTY2VitVtGzZkmXLlnHs2DECAwNJSUnB0dGRtm3bEhISQlZWFoqiaCWbzMz/XCM2MzPj6tWr5ObmkpWVxb1797C0tOT27dvY2tqSlZVFcnIy58+fp1atWnh7e2NqakqdOnVwcHDg0KFD9O/fnw8++EBbZk5ODklJSVrNv+RBrnTp0sycOZOxY8diY2NDs2bNyM/PR1VVdDodXl5epKenY2lpSWFhIa6urtrnFR0djbm5OZaWlqSmpnL37l1ycnIA8PLy4urVq9q1i4SEBKpVq0aFChVYsmQJrq6u2mebmZnJ+PHjGTlyJG+//TYffvihwWebk5OjXb+Ii4vDwcEBOzs7rl27hrOzs3bg0/fXL+G5OLsVL5bnKtD1fr8gqvvTFz5CQkICixYtAopbrAEBAbz00ku8/vrr2NnZGfT2cHJyIj8/n8DAQC5fvkyZMmVo1qwZ586dIzo6WhtEk5WVBRT39/b19cXOzg4LCwvmzZvH2LFj8ff311qyZmZmBr1EVFU16H6ob81Ccej4+PgA0KNHD9atW8evv/7Ka6+9RkFBAT4+PtSvXx9nZ2fWrVtHQkICnTp1AjAYkBMbG0tgYCAxMTGEhYVhY2ND6dKlOXPmDPb29ty9e5ekpCStF8zVq1dxdHTEzMwMFxcXKlWqxNGjRzE1NWXt2rVaiJuZmWmjVRVFwcHBQVtncHAwX3zxBcOGDaNUqVKULVuW1NRUsrOzKSwsJDMzk4yMDHQ6HSYmJiQmFt9FzsbGBnd3d2xtbSkqKsLHxwf9VA3VqlXj3Llz+Pj4YGFhgaIolClThg8++ICBAweye/dumjRpgqIomJqaEhQUxNSpU5k8eTKLFy9m2bJl2gHPzs6O7OxsypYti7e3Ny4uLpQpU4aMjAx8fX21fweKonDfUH4LhHjGPJeB/iS4ubnRvXt3LUSuXLnCvn37+Pnnnxk9erTBa/WjKEvy8fHBzc3N4NRf31Iv2bMkNTWV+vXrEx0dbRDYf5eNjQ3Nmzdn//793Lt3z+C5zp07c/HiRY4ePYqnpyf16tV74DL0reDc3FxcXV3R6XRYWFiQlJSkbbupqSnp6ek4Ojri4OCAubk5tWrVQlVVDh8+zK+//krt2g++A9v169fZtm0bDRs2pEaNGnTt2pWUlBQmTpxI48aNcXNzw8rKCjs7OxRFITMzE0tLS+zs7LSzlJIDsu4/c/H396eoqIi7d+8alLf0FzY3bdrEpEmTmDhxovZct27diIuL48svvyQ8PJxq1appzxUWFhpchA4ICCA0NFQbnfsQRY96UojHtXz5cjZu3PhElvXCnjbqW+gLFizg9u3bDBgwgEWLFpGUlMS6dev+MIlUyRo7FLfYqlWrxu3bt7WwL126tFbW0KtQoQJdunR57P7iWVlZXL58mQMHDrBq1SpWr17NwYMHOXr0KFeuXEFVVVq1aoWqqmzfvv0P2/TKK69Qvnx5tmzZYjDatST9vhQUFGg9YvQlF1dXV2xtbYmJiaGoqIiUlBRiY2MpLCzE3t6eoKAgTE1NOXz48B+WGxsbqw3WWbZsGX379qVv374cPXqUt99+m8WLF/Pzzz9z8eJF0tPTtQuyNjY2ODg4aEHv5+entYyTk5O5fxI1/TwyJUfI6g0cOJA333yTw4cPM2bMGIPvsU+fPlhYWLB161aD93h6enL37l3tcXBwMBkZGYSHhz/4S3oMV69epXnz5jRv3pzly//7e2EsX75cW95/s9wntRzx5GzcuJGwsLAnsqwXuoXerVs3kpKSOHz4MMOHD6dWrVoMGDCA5cuXs2/fPm1Ajb5XiE6nIysrS2vFBgQEcOTIEX788UeaNm0KFLcer1y5Qn5+Pnl5eRQW/uearU6n02rhGRkZ2Nraas+dPn2akJCQP50rpXr16nTu3JkWLVqwZcsWKleubNDaLFOmDGPHjmX8+PGsXbuWIUOGaOWQpKQkFEXReqLodDrtrEEffBEREdSrV4/IyEhsbGzIycnRZo1UVRUrKytq1arFkSNHtHp0QUEB69atY8aMGaiqSo8ePXjrrbcIDQ1lxYoVvPnmm9SpU4fPPvuMb7/9lgEDBnDgwAGSkpIoW7YsZmZmWFtbc+DAAU6fPs0nn3xCYWEhOp2OlJQUXFxcUFVVa0WXDHRFUSgsLDRoTbdo0QI3NzcWLlzIvn376N+/PwAWFhY0atSInTt3Mm7cOCwtLTExMcHb25uzZ89iYWGBhYUFDRs2pFSpUpw9e1abFM3W1hYbG5uSX8Vj9XI5duwYx44d+69bYMeOHQPQpia4f7k9e/Zk0KBBD3xvyRbgf7Mc8c8JCgri6NGj2uOSZ4x/xQsb6AkJCXz55ZcAtG7dmgYNGrBo0SJiY2OpU6cOq1atom7duvj6+hpM81qSfirZsLAwLdDLly/PL7/88tjbce/ePebPn8+RI0dwcnKiT58+BAQE4O3tjZeXF4qicPnyZRwdHQkPD2f9+vVMmzaNoUOHcu7cOWbPns3BgwepVq2aNtrUzs6ODz74gIkTJ7J27Vr+/e9/G5QwSnZZ9PDwwNzcXOuvfvXqVRo3bsyRI0coX7485ubmWq+UpKQkrK2tMTMz4+LFi6SlpeHo6EhmZiafffYZL730EuPGjaNq1apAcZmjfv36/PLLL3zyySf07NmTbdu2cfToUaZPn87WrVu5e/cuTk5O+Pr6cvr0ad5++2369u1LdHS01mouObMjoB2g7u9lVFLHjh05dOgQGzZsoF+/ftp/kODgYH744Qd+/PFHXnnlFaB4dOzu3bu1g4eZmRmtW7dmy5YtZGZmGgz4KuGRvasqVKjA0aNHn9jpdLNmzQzC9v6QftRBo2SI/9XlSMD/x1/9Lh/22d2/nLCwsMfqnfY4XthA9/T0JDg4mGvXrrF//36Cg4OZOXMmgwcP5o033uCXX37h5MmT+Pr64ubmxsWLF7VeFnppaWlkZ2cb1MY9PDxISkoyuKj5IPrJvebPn09hYSFdu3ZlwIABWh2+5PtdXFwICAigfPny6HQ6li1bhr+/P3PnzmX58uVEREQQGhrKrl276NmzJz4+PpQuXZqRI0cye/ZsNm/eTK9evbTl6YPQwcEBU1NT/Pz8iI6OJjAwkKNHjzJ//nw+/fRTzMzMyM/PR1EUUlNTyc/PJzMzk/DwcIKCgrC3twdg4cKFpKens3z5coO5YwBtqt9KlSoxePBgunbtytatW1mwYAGdO3dmwoQJhIWFERkZyZAhQwzq3ps3b0ZRFBo0aGDQ519/evqo+cZNTEyoWrWqNsJXLza2eN62kvPddOzYkdWrVzNjxgxWrFiBubk5bdu2ZdOmTRw/flybQvf+r/ChKy9h0KBB/0ggllzunwXN/SH+uMt52gH/JGvLf+Zxwvf+s5tHedRB9v7lBAUF0bNnz7+97SW9sIFubW2Nl5cX5ubmKIrC9OnT2bx5M/b29pw+fRo/Pz9OnDhBkyZN8Pb25ty5cxw7dgx7e3utu5xpstiJAAAgAElEQVS+PFK+fHlu3rwJFF9gKyoq0souJU+dYmJiyMzMJDk5mXnz5nHp0iUqVarEgAEDyM/PJzo6+oHbmpSUhKmpKSkpKaxdu5bKlStr86y/+eabeHt7Ex4ezmeffcbnn39O3759qVy5Mh4eHjRq1IgTJ07w1VdfUbFiRczMzLh27RpWVlbodDoiIiLw8PDg119/pVu3bmzcuJGUlBR69+7N8uXL6dKlCx4eHpiampKXl0doaCgmJibMmTOHxMRETp06xfbt2+natSuOjo5ERkby888/s3HjRjw8PKhcuTKvvPIKtra2TJkyhWnTptGpUycWLlyIt7c327ZtIyMjAycnJzIzM7WDTUREBOvXr6dp06ZYWFhw584drZ//jh07cHBwwNnZmVu3bhEXF2cQ+AkJCZiYmBAVFaX13oHig+iuXbuoVKkS7u7uJCcnY2Jigru7OxMmTGDSpEnMmTOHwYMH4+bmhqurK3v27KFKlSrExcUZzDDJM3RR9EkdNO5fzoNakvrX/RUPCuYnHaD/jccN30cdGO/3qIPRX1nOX/XCBrq5uTn37t0jJSUFGxsbdDodixcv1uZM6dq1K+vXr8fT05OGDRvy888/ExYWRt26dfH398fW1patW7dSoUIFg4Es+n7L+tP0kuWCtLQ0wsLC+Pzzz8nJyeHf//43HTt2xMTEhIiICK1rImBQ4jEzM8Pf3581a9ZQVFTE8OHDtQmw7O3t8fHxoXLlyjRu3JhBgwaxYsUKhgwZQs+ePXFxccHLy4vvvvuO27dvExwcTHp6On5+fri5ueHr60vNmjU5efIktWrVYt26dfzwww/079+f/fv3s337durUqcPdu3cpKioiNjaWJUuWUL58ebKyspg2bZp2NmBlZcX27dtZtWoV9vb23L59m6NHj7J69WpatGjB//3f/7Fq1Sreeecd+vfvz7hx4+jTp4/WfVNVVa3Vf+zYMbKyshg6dChubm6kpaXh7u5ORkYG586do3379loLPT8/32DCLlNTU8qWLUteXh4uLi5aT5hLly5x584dPv74Y62Frv+c33nnHcLDw/n2229p0qQJHTp0oEWLFmzevBkHBwc8PDwMplTgGQr0f8r9Ad+8eXPCwsJo3rw58PglhT+r25f0dwP0v/FPhO8/dWb2Z17YQDcxMcHf3x8rKys8PDyIiYlh165drFixgm+//RYnJyeKior46KOPaNeuHQMHDmT16tXs37+f/fv3A8UXLkp2DUxOTua7775DURQsLCzub9Fx8eJFZs6cScWKFendu/dDu/3dLz8/n1mzZvHDDz/Qr18/PD09DZ5PTEwkJiaGypUr8/HHH7NixQqWLFlCmTJlKFOmDJ06daJRo0YsW7aMffv2AcUDlPTKly8PFA/CqV+/PvPnz6d27drs27eP+fPnc+nSJezt7UlNTWXatGk0atSIoqIixowZQ0xMjDZJ17p161i2bBlBQUFMmjQJa2trDh06xKVLlwgJCcHPz4+hQ4dq89FMnjyZypUr/+FzuHPnDuvWraNBgwZaPR7gwoULfPTRR+Tn5+vnU3mkpKQkg3JYSEgI5ubmdOzY8YGvHzlyJNevX2fSpEk0adKEunXr8u2333L+/Pk/fOYvopJlgUeVY/S9NvR14UfV7e/3vwrxkp5W+P4TXthAt7CwwNzcnPz8fO1U3sTEhFatWmkXID/88EPmzJlDfHw87733HlOnTtXP44GJiQkeHh5ai/LatWvMnTuX3NxcZsyYoU0+pZeXl8fq1avx8fFh0aJFBjM0PkpycjKffPIJN2/epF+/fvTr14+kpCR2797NgQMHCA8P1wbj1K5dm6FDhzJp0iSioqKYM2cOM2fOxNHREVdXVzp06ECjRo2A4h46+p4hvr6+uLi4cPToUWbNmsW//vUvxowZw6FDh5g+fTpgeNU9MjKSyZMns3fvXsaPH0+VKlVYuXIly5Yto169ekyZMkXrGlmtWjU6depEbGws27ZtY9CgQfj4+LBixQo6d+7MyJEj2bdvn3ZGo9PpGDp0KABTp07V1nnnzh0+/PBDHB0dWbhwoXYQepTExERtqL6+/3zdunUNbtl3584dFi5cSNu2bSlfvjzjxo3j9ddfJzQ0VLvBx0N6HLxwA4set96uD/OSvTYethzxZL2wgV5YWIiDg4MW7Kampri4uJCbm0u9evW0vtPvvfce8+bNY/bs2fTu3RtbW1utNJKXl8eFCxcIDQ3l5MmTODk5MXPmTPz8/IiLiyM+Pl4Lg+3btxMbG8vo0aOJjo4mNjbW4O5G9+7dMwgOKysrbt++zaJFi8jMzOT999+nQYMGxMbGsmjRIn788Ud8fHyoVKkSNWvWxMzMjMWLF/P+++8zYcIE3n33Xd577z0WLVpEnz59UBSF5ORkbSZE/Zzk+iluK1asyIkTJ0hPT+f9999n0qRJjBgxgunTpxtsV2JiIkOGDOHq1asMGDCAli1bsmnTJpYvX06TJk1o2bKlQf/3lJQUioqKaNKkCYsXL9ZKGgBDhgxh6tSpjBgxglq1anH16lVu3LhBeHg4o0aNoqCggMjISJKTk5kyZQqmpqaMHj0ae3t7g77+8fHxBmdDKSkpFBQUaDeyuHv3LteuXSMuLo433niDjIwMMjMzWbZsGV9//TV5eXmEhISwdOlSfH19cXJy4uDBg9SqVQsoPqjm5+dr87387oUdwwGPrrc/yYt84q95oQM9MjKS2NhYMjIyiI2Nxc/PD0dHR7p3786BAwe4fv06AwYMwMbGhtmzZ/PJJ59gbm6Om5sbqqqSkJBAQUEBlpaWvPLKK4wbN85gEIyJiQleXl6kpKSwbds2Xn75Zdq0aQMUDyAq2UvDxMTE4IbSP/30E3PmzMHZ2ZlPP/2Uli1bEhkZyfjx47l27RqjRo1i5MiRZGRkaOts3bo1ffr0Yfz48SxZsoT333+fWbNmkZSURKtWrVAUxaAOHBUVpa2zQYMGnDx5kuvXr9OqVSuuXLnC+vXradKkCV26dAGKe4j06tWLlJQU5s6dS3BwMHfu3NEu1I4dO5YbN24YXAvQD9v39PRk+/bt7Nu3T+vb3aBBAwYOHMiyZcs4dOiQNqho3LhxNG7cGFdXV4qKivjggw/IzMxk7ty5Wsu85MEwNzfXYMSoubm51lvI39+fMmXKsG3bNkxNTenUqRPx8fG8/vrrJCQk4Ovri6+vL7/88gvr169nyZIlvPLKK4SGhmr3ivXy8kJVVTw9PYmKitKf0f2hhq4oyiBgEPxzE7Q9q6TV/Wx4YQNdfy/O5ORk4uLiSEtL0wYSValSherVq/PZZ58RExODn58fX375JWFhYdy4cYO8vDyKiorw8PAgMDCQNm3aGPTzvl9BQQH5+fkPvQFzSaqqsmnTJtasWUONGjWYOXMmqqpy8uRJRo0ahampKZ999hmvv/669h6dTkdOTg7Vq1dn7dq1jBgxgg8//JCDBw+yY8cO1q1bx6uvvvrI9epnl7x27RpNmjShd+/ehIeHM2bMGBYsWICLiwspKSmkpaXx+eefU79+fQDWr19PUVEREydONLgH6f2Kiooe2J+/Tp06hISEMGXKFMqXL6/VqvVnDhcvXuS3336jX79+j1Vm0dNPb6CfnCwlJQV7e3ucnJy4ePEiCQkJNG3alAoVKpCens6tW7eIiIgAivulp6WlaVMrODs7k5yczI0bN5g1a9ZD16mq6nJgOUDt2rVlel3xP/fCBnpMTAyhoaFERkbi6enJV199Rd26dUlISCApKYkJEyYwa9YsvvrqKwoLC7GyssLHx4eioiJtcE1sbCzHjx9n9erVWFhYEBgYSPny5SlXrhxVqlQhISFBG4FZu3ZtfvjhB9q1a6f1sLm/lGFmZsbatWs5ceIEzZo10+YD37dvHytWrKBs2bLaWcKHH37IiRMnSEhIIDMzE0VRmDJlCg0aNGDYsGH83//9H1u2bKFNmzbMnz+frVu34urqajAUPjExUavl5+Tk4OzsrM1imJ2dzbhx49i+fTspKSnazJFjxozByspKuzfnrl27qF69OmlpaaSlpREfH28wOjY1NRUrKyuOHz9OQkICI0aM0O6odO/ePSZNmkRcXBxjxoxh6tSpWpkjNjaWzMxMduzYgbm5OV5eXly5ckVbbsm531NSUgxGiuonF3N2diYsLIzY2Fjs7OxITU3lzp072n1dFUXBzc1N229zc3MSExO5c+cOLi4uXLhwAUVRKCoqIiYmhv3792NlZUWbNm347rvv/ta0zUL8k57bQNfPjV5ijvS/RH+T6FatWvHuu+8ajAb09vbGzc2NkJAQMjIyOHToEL/++ivR0dHa4CJ9qcXT0xN7e3uysrK4cOECBw8eBIrvvzlx4kStxdm/f3+GDBlCVFQUrVq1wsTE5A/3xly6dClnz57VaveKorBmzRqWLl1Kw4YNWb16NYmJibzzzjtcvnwZHx8fatSoQU5ODjY2NsyaNYvNmzfTuXNnFi9ezI4dO1i5ciVHjhxh48aNjB071mBOmZs3bxIQEADA3bt3KV26NOnp6fj4+JCUlERAQIBBLxM9fd/1zZs3k5ubS9u2bbUSQ35+vrZM/XIDAgKYMmUKFStW1OZxB9iyZQtxcXHMnj2bTz/9lFmzZvHNN9/g4+NDSkoKzs7OnD17lnr16uHh4WEwA6Z+ZksoLrmULPPo7/5UtWpVrly5op1J6b83f39/LdSjo6MpLCwkKSmJoKAgSpUqRVpaGp6entqdlMqWLcupU6eIjIykefPm1K5dm+++++6Fuygqnn3PZaAriuIF1FEU5ZSqqvf+9A0P4Ovry5IlS7THDzsm2Nvb8+qrr2olDv2FsRs3blCxYkV0Op1Br4moqCh2797NtGnTWLx4sdZLpF69enh7e7Nx40ZtyLleQUEBn376KVFRUUyePJm2bduiKAo//PADc+bMoUWLFqxcuZK0tDQ6duxIYWEhlStXpnz58rz00kvcunWL1NRUHB0dmT59Otu3b+ftt99m7NixXLx4kdmzZ9OvXz8WLlxIhQoVcHZ2/sN+ZmZmkpqa+sjS0f1CQ0Px9fV96E2b9Z/rqlWrtLseKYpCRkYGS5YsYf369XTs2JHu3btTvXp1unfvTr9+/fj666+B4rC9d+8effv2fextKqly5cocP36cmJgYLfAvX75M06ZNadq0KStWrODmzZt4eXkRFxenTYOsv7bw66+/UqVKFaC49GNqaqqVmoR4Fj13V+oVRSkN1Kd42ycoilLq97//pdlsrl+/TocOHejSpQuDBw/W5sou2dWwpNDQUP7973/TunVrKlasSPv27alWrRoffPABR44c0U753d3d6d+/P2+//Ta7d+/WZuxTFIVevXpx+/ZtPvzwQ4OLeuvXr+fmzZtMmTLFYJj5qlWr8PLyYsaMGVhYWDBixAiysrJo2rQpPj4+mJqaaj/W1tY4OTlx5swZbt26RadOnbCxsWHv3r24urry6aefkpmZyYwZM/7QPz4xMZFZs2YRHx/P4MGDH/szrFy5sna/0IfZtWsX69evp0OHDjRu3Ji4uDg6d+7M119/Tfv27bUDXqVKlZg3bx7JycmMHz8eQOsSWvKz+iv0A752795NUFAQL730EsuWLUOn0/H+++8zYMAA7t27x88//4y1tTU9evTgxo0b3Lp1i/Lly5OcnEyNGjUoKirixo0blC9fvuSEalIjF8+c57GFbg8cUVU1TVGUaCBHURQrVVX/9JZgJXshWFhYaCNEf/vtN44fP05mZibr1q3js88+027eAHDlyhX69euHra0tZcqUwd/fHwsLC+Li4ggNDSUkJARfX1/WrFmjtX779evH9u3b+eijj1iwYAGmpqaUKVOG3r17s379eiIiIujatSseHh5s2LCBOnXqULFiRe2AEh4ezpkzZxg+fDgZGRmsXbuW0NBQ2rZtS+PGjbl16xampqY4ODjg7u6Oqqo4OTlx/fp1NmzYwLvvvsurr77KgQMH6NWrF05OTtrQ/pEjR/Laa6+RlpamDbHPyMhg/PjxlC1blri4OFJTUw1mgyx5BhMfH09+fj61a9dm/fr1HDx4UCtZJSYmahdH9+zZw86dO3nllVfo06cPN2/eZOrUqWRkZLB06VKtx41+9kovLy86d+7Mpk2buHXrFu7u7lhaWnLt2jVsbW0N5tIpOT99SkqKwfWI3NxcbRsCAgLYvn07rVq1ok+fPkyePJkvvviCPn36MGLECPr378/Vq1d56aWXyMrK4qOPPsLCwkK7mOro6MiBAwfIysrCwcGh5JS6Rj9SVDx/notAv69ObgUMVBTFBugO3AHsFEWZAYSqqprzsOWU7IVQuXJlVX/HIii+ocKFCxcYMGAAs2bNYseOHVoofPHFF5iZmVGrVi1tGHxGRgb+/v60b9+e8+fP89NPP9GvXz927tyJu7s7Hh4ejBo1ismTJ3Pq1Cl69epFQUEB9evXp2nTpsydO5fVq1ejKAqenp68++67lC1bVtueNWvWYG9vz6BBg1BVlS+//JJatWrh6elJREQEd+7cITk5GW9vb+Lj43F2dkZVVRo3bszu3buZOnUqvXv3JiQkhKioKFq2bMkbb7yBra0t69atY8GCBdq6HBwcmD59usHoy4SEBIO6dMlAz83Nxd3dHX9/f2rWrMn58+cZPXq0dpD09/dnw4YN7Ny5k+bNm/P5559TUFDAgAEDuHv3Lhs3bqR+/fqkp6f/Ya7z9u3bs379epKSkqhXrx6lS5cmMzMTHx8fg15CJW8icv36dYMun7GxsVpNv2nTpqxZs4bExETatGlDSEgIy5Yto3v37ri4uFCqVCmtZPTxxx9z6tQpJk6cyL59+/Dx8aFKlSps2rQJRVGoWbNmyVsKSg1dPHOel5KL1tdNVdVzwDkgDDgKfA5MBtwBhwe9+XFVr16dGTNmcOHCBRYvXgygTbQVEBCAra2tNrK0VKlSFBUVkZ+fj62tLb6+vty5c8egJ0arVq2oU6cOX375pUGZIygoiOnTpzNjxgxq1arF1KlT759rm/Pnz9OkSRNtTpSoqCisrKywtbXF2tqa/Px8nJyccHBwwNLSkvT0dDIzMzEzMyMmJoZDhw7RpEkTPDw8+Oabb7TlDhgwgE2bNrFy5UqmTJnC/Pnz2bBhg9ZtUa+wsJA9e/awdOlSrVfKg/To0YP4+HhGjRrFgQMH+Prrr+nevTvLly/n1VdfZfjw4ZiamrJ582YuXLjAggULHlmH1p8ZZWdno9PpSEpK0qb7/Ttq166NoiicPHkSgMGDB6PT6WjTpg1nz57VDlRbt27lyy+/pGXLlrz22muEhYVp9fOrV68a3O9U/xH97Y0S4h/yzAe6oijewEhFUVoqivIygKqqh4G9wAHgoKqqPwBRQMXHXW5iYiKrVq1i7969BlPVtmnThpYtW7Jw4UKuXLmCiYkJY8eO5fz580RERJCTk4OFhYXWTS81NZWCggJyc3OpVKkSjRs3LrntDB06lISEBNavX3//ftG8eXO++OILLThKKlWqlFZW0JcaCgsLtfXpSyxlypTB2dkZW1tbLC0tKVu2LD4+PixZsgRTU1N69erF6dOnDW6V5+npSZUqVahUqRJ169Y1aCXn5+ezc+dO3nnnHUaPHs38+fMJDg7mww8/5Nq1a3/YzubNmzN06FCuX7/O7NmzOX78OIGBgYwZM4YJEyZgampKdnY2K1eupF69enTo0OGR38uqVatwcHCgUaNGHDx4kNTUVG0g0t9ha2tLQEAAv/32GwB+fn6sXLkSVVV5/fXXefXVV5kyZQqjR4+mVq1azJ49m3PnzlFQUKD1e9ffRPo+EujimfNMB7qiKJ5AELAf8AG6KIrSFUBV1XzADpiqKEpdoAJw/nGXnZCQwJIlS5g0aRLvvPMOV65cITMzk8zMTAYMGICdnR2jR48mPT2dFi1a0KJFC8LDw7l69Sq5ubnk5ORotduIiAgiIiIYNWqUQe3dwsJCu83XkiVLyMvLw9raGmtraywtLbUbR+hboEVFRdqPq6sriYmJFBUVaTefMDEx0fqc63/X34WooKBAC3pLS0tOnTrFtWvX6NOnD3Z2dkyYMAFFUbC3t9d+9H2wnZ2dcXJyYvfu3XTp0oXJkydjbW3NkiVLCA0NpXfv3uzfv59OnTqxZs0abGxstP2wtrambdu2HDlyhDVr1vDNN9+wePFievXqhYuLC05OTmzcuJHk5GTee+89gwu5UHyQ0v+cOXOG/fv306tXL/Ly8ti2bRt+fn5UqFBBG8yl/7GxsdF+7O3tsbOz035sbGywtLTUeuxUrlyZixcvkpubS3p6OtWqVWPnzp1MnjwZW1tbvvrqK6pXr84HH3xAQUEBJ0+exMzMDE9PT7KyskhJScHa2tpgW4G/d0sZIf5Bz3SgA3mAN3AV2AqEAk0URXkDQFXVDRSXXZyA71RVfXh3i/uUK1eOvXv3MmbMGG7cuMFbb73FhQsXgOILYZMmTeLixYt88sknqKrKmjVrmDhxIseOHSMkJITQ0FAuXrzIvn37uHTpEvXr13/oLH4TJ04kOzv7D630R3FxcSEhIQH4TwvdxMSEnJwccnNzURSFvLw8dDod+fn5mJubY29vj6WlpTaL5OrVq3FwcGDp0qXcuXOHESNGEBUVZbCerKwsrUwyYcIEnJ2dWbFiBRs2bKB9+/b4+fkxdepUjh8/zquvvsrnn39uUFbSs7a2pmrVqn+492pMTAyLFi2iffv2vPzyyw/d37CwMGbMmIGzszO9e/fm+++/5+rVq3To0OFv344Lig+ShYWFZGRkEBcXp/3d1taWf/3rX2zYsIH9+/ezatUqbbqA8+fPU7lyZSwsLEhNTUVVVe25Ep71/zviBfSs/6PMprhXS/Pffz8GHARqKIpSXlGUbkC4qqoHVFV9eKH3AfRT3LZp04avvvoKFxcXJkyYoM1c2K5dO3r16sXatWuZPHkyqqoyfPhw9uzZQ/v27fH09MTOzo6goCAWLlzId99998Db1AEEBgYSHBxMaGjoQ/u738/Pz4/ExEQyMjK096iqSmpqKmlpaeTk5KDT6cjOzjbokQHF4ert7c327dvR6XTaoKTk5GR69OjBwYMHWb9+PePGjaNhw4bMmjULb29v1qxZw44dO2jRosUfQtTJyYmPP/4YDw8Pxo0bpw3N/zOXLl2isLCQYcOGPfD52NhYxo8fT7t27UhLS2PYsGEMGjSIb775hoYNG2pz3/wdsbGxzJ49mz179tC8eXPc3Nwe+LrSpUsb9L83NzfXRrs6OjpibW1NUlLS/W/Lv/8PQjxtz3QvF1VVcxVF2QOMBgoobqGHAmWBUhRfBHUEEv7qsnU6ncEUtsOHD2fq1KmMGTOGESNGYGJiQu/evTE3N2fNmjV069aNTz75RBtir6e/K73+DvQl75xz79497XHdunXZv38/P/30E4GBgVrXP727d+8ahL0+fE6fPq3V0n18fLC0tKRcuXJYWVlRVFRE2bJltVaxvb291jq3sLBgx44d7N69m1deeYXy5csza9YsPvnkE0aNGgUUj4jt0qULLVq0wNvbGx8fH21d9w8yys3NxcTEhAULFjBgwADeeecdvvjiC7y9vbVpC6C43lzy4uHVq1cxMTHBxsaG+Ph4LCwsyM3N5ejRo2zdupXz58+jKAqvvfYaubm5zJo1C1tbW7p160ZQUBC//voraWlp3L59m/z8fKytrXnppZcM1qGfXqDkd7Jp0yY2bdqEiYkJw4cPp0mTJiQmJpKUlGQw50zJfbx79y4FBQW4urpy4sQJ4uPjycrKoly5cly6dIlbt26VLKkZnooI8Qx4pgMdQFXVq4qiLADeBWyBw8AZoJyqqqv+7nL1FxD1AgICGDVqFLNnz2bfvn2MHz8eExMThg4dSqlSpViwYAFvvvkm3bt3Z+jQoVoo5ObmPuwmwuTn52sXHF977TWmT5/O5cuXadasGbm5uQYtRv2shHr6/uwJCQna61JSUrC0tCQ+Pp7MzEx0Oh2qqpKenk52drZWRzczM6OwsBB3d3eOHDlCjx49gOLpCEJCQjh+/DhVq1bF0dFRW3Z6ero2tS4Ut/JL3h9U30vH09OTJUuWMGTIED744APeeecdgoKCtOH+tra2BjeD0A/hP336NJcuXSIsLIzLly+Tl5eHu7s7AwYMICAggBUrVhAZGUnTpk3p27cvYWFhhIaG8sMPPxgc+KB41O3QoUO1g0hCQoI2RYFOp+Pjjz/m5MmT1K1bl0GDBlGzZk2D/Sr5OZfsQaPT6fDy8qJq1ars378fd3d3AgMD0el0XLhwAUdHRypUqADA999//6yf3YoX0DMf6ACqqv6mKMo8oDUwFLgN7HzS62ndujVhYWHs3LmT8+fP07t3bzp06EDLli2pWbMmX3zxBV988QVHjhxh/vz5BnOW/BkrKyusra0N5gp/FH0ZQD80HdBuHWdjY0NRURHZ2dlYWVmRk5NDUVEROTk5WrfKjIwM8vPztesCeg4ODrRv3x7gDyM84+Li2Lp1K56enrz00kvUqFHjgfXrwMBAVq1axfjx45k2bRoANWrUwM/PT5uOOCMjgzlz5mhdD8eOHYuVlRVVqlShV69eNGvWDHNzc3bs2MHEiRPx8PBgyJAhNGvWjBMnTrB69WqysrKoWbMmFStWJCsri6pVq3LmzBkOHDhAuXLlHnjz5jVr1vDjjz8yePBg+vfvr91P9K/Qz/Ny8OBBAgMDqVGjBlZWVuzZswdPT0/9gU5KLuKZ81wEOoCqqhGKokQCNr8/Tvsn1vP+++9Trlw5Dh48yMyZM9m2bRtDhw6lZcuWrFu3jh07dvDJJ5/QoUMHpk+f/od5WR5mwYIF5Obm8tZbbz3w+ejoaHbuLD5GDRs2DBMTEzw9PYmPj9fOAIqKisjLyyMnJ4ekpCRycnKws7OjsAsMJI8AACAASURBVLAQJycnCgsLtT7qqqqSkZGhTQn8KHFxcXz++eds2bLFoL+8s7MzLVu2ZO7cuX8I9urVqxMSEsL169fZtm0bp06d4uzZszg6OlK6dGkuXrzItGnTWLBgAfHx8ZQpU0abXEtVVfbs2cPMmTO1bolDhgzh0KFDTJo0SZv8S996h+IJwdzd3WnXrh0RERHs37+f1q1bG/QqioqKYvv27TRr1oy33377T/dbVVVu3rxJWFgYnp6e2r1Ng4KC6N69O99++y1ly5aldevWtGvXjj179vDp/7P33uFRlmn7/+eZkpnMTCa9k5AGgURCJyAkICUIIggIKnFZBUVElqLgigUBK6DIoigqIEURBBuIgNRQAiIthCItJKTXSTIpM5nyfP+Icy+j7q6777vvD3/mPA6OgyQzyfNMMtd93+d1Xuf5xhuuyLzfzXunBX8c/K7+KH+SKv6vFPKfc+g3c9+tWrXir3/9q0ivnz59OsOGDWPcuHFERUWxevVqXnrpJWbNmsWgQYN48cUXfz50AjSPyNvtdq5fv85HH31E//798fX1pbCwkIKCAsxmMxkZGezevZtr166J5/Xq1YukpCR8fHwoKCgQRdbf35+4uDhCQkIoLi7GZrPRpUsXSkpK0Gq1+Pr60q5dOy5fvsylS5ew2+2MGDFC8Puuhq8LJpOJ999/n5UrV+J0OuncuTMJCQk0NTUhSRKnT5/ms88+o66ujldeeUU0fW9uEPr5+XHXXXcxYcIEoJmHDg4O5sCBAzz77LN88cUXpKeni9fjxo0bvPXWW5w+fZrw8HAmTJhAaGgor7/+Onv37kWj0ZCWliY8yF3X7lrIoDm0Yv/+/WzdupX27dvjcDjIz89n6dKlqNVqBgwYILzMKysr0el0VFdXU1hYyI8//ojVaiUnJ4ezZ8+6nVI8PT3p2bMnffv2FbTPypUrUalU6HQ6hg0bxunTp13j/7+r904L/hj4w/5R/pxDv9lfu7GxkYCAAIYOHUpqairvv/8+33zzDadOneLVV1+lQ4cOrF69mnfffZcPP/yQ0tJStmzZglKpdNvJujj02bNno9PpmDJlitgFmkwmrl+/zooVKwgPD+eBBx6gQ4cOPPvss5SVlREUFCR2uq7RdFdT0Wq1YjKZ0Ov1QvViNpupqakhPz+f8+fPc+XKFQYMGCCCel24mSd/6623WLduHZGRkfTt2xdZlqmvr6eyspK4uDhat24tqIa2bdvy17/+VTz3ZodJlUpFQEAA0Ky99/f354EHHuDrr7/ms88+Y9KkSXh6etLU1MS8efO4ceMGU6ZMISAgAG9vbxYtWkRpaSkxMTHcfffd6HQ6Tp8+7ebiWFRUJH5f/v7+ZGdnc+7cOYYOHSoi5bKyspgyZQqdOnUSVgCNjY3MmzePzMxMt9chLCyMfv360bNnT7p3705eXh5fffUVhw8fZv/+/Tz22GMsWLCAuXPnsmrVKkaMGMG9994r+hGjR49u8XJpwS2HP2xB/60wGAykp6czYsQInnrqKTZv3kyXLl1QqVRMmzaNpqYm1q5di8lkEkXtZmRlZXHw4EGefvppN9vaxsZG3nrrLUJDQ1mzZg1FRUWEh4djMBg4fvw448aNIzo6mh07diBJEgEBAZhMJmJiYmhqakKr1RIREYFer0elUlFdXY3FYhHB0UFBQW4F+Nfw7bffEhwcTEJCAhqNhrq6OvR6PVVVVTQ2NmI2mwkJCSEgIECMzv9WSJLE2LFjeeqppygtLSUqKopz586Rk5PDrFmzSEtLIzMzk+zsbEpLS5k4cSJWq/UXFgi/BpvNhsVicWto7t27F61Wy+jRo8XifPr0aZ544gnsdjvTp0+nQ4cO6PV6kpKSxInK9T3i4uJEo/j555/n/fffZ/fu3Tz11FN89NFHbN68mYyMDIYOHepqjLZMirbglsMftqDfHJAMiKM9NKsmbjZ/ampqIiwsjNtvv50dO3YwatQooeRw0QA2m43y8nI3TrekpIRly5ZhMBgYMGAA+fn5QjP+3nvviaSeGzduCBljYmIihw8f5saNG7Ru3Rqn08nBgwfp168f3333He3btycgIIDGxkYUCgWBgYGYzWYqKir48ccfKSoq4v7772fq1Kl4enqyd+9ezp49S5cuXfD39xfSyKamJioqKujcuTPh4eHExsZy5coV/Pz8kCSJ2NhYNBoNer2eCxcuYLPZxGtUVlbmpjwpLy8XJxPXMBQgJlyLi4tRq9ViUfDz8+PKlSsUFxdz6tQpPDw88PLycgt7rq+vdxuCslqt3LhxA2heJOvq6ujVqxd5eXk4nU4yMjLo2LEjlZWV1NXVcfr0aV566SUCAgJYtmyZ2O2Xl5djtVqFJe/NEsba2lo0Gg3PP/88vXv3FgHWd911FyNHjuTUqVOsWbPmN/19taAF/1/gD1vQ1Wq1m3zt5je2y7ujsrKSsLAwQYGMHz+e77//ns2bN/Pyyy8DzY01nU4nvtfNlEtOTg4HDx5k0qRJREZGYrVaCQoK4vvvvyczM5ORI0fSr18/4O+pO/379+f777+nqKiIlJQUlEolV69eZezYsWzZsoWjR4/StWtXoWQpLi6mrKyMw4cP06ZNGz744AM8PT155ZVXOHr0KCaTCWjmh+fPn09CQgIAeXl5QHNhz8nJQafTUVJSQn19PTU1NcLewGKxUF9fL8b4Xc+5mXIBxOlEkiRB67geExAQQGhoqIh2c3nX3LhxA5PJRFRUFLGxsdTW1gpaRa1WuxmGFRQUkJiYiMlkYsuWLfTt21cMHZ06dQqTycSwYcOIjY2loqKC2bNn065dO5YuXeqWRerp6el2klKpVCJTtKSkRNgXjx49ml69eon4PtdiO3nyZBQKhVs4SgtacKvgD1vQ/xHKy8vZv38/586dw2Kx8OCDDxIXFwc0c7cDBw5kx44dzJgxg4CAAKqqqn5R3FzYs2cPsiz/wl3w/fffJzg4mPHjx//iOV27dkWpVHLo0CG6dOlC+/btOX78OK+//jpLlixh1qxZZGVl4ePjQ2RkJPv37ycgIIB58+Zx//33s2DBAjZs2IC/vz+pqakkJyfTtm1b5s6dyzPPPINarWb06NFit+3h4YHNZqOurg6z2YzFYkGr1WIwGKivr8disRAcHPw/cjx0mZ/l5OS4LaLQvHhKkkR2drab37kLLp19bm4uubm5nDx5EoBx48YBzb7omzZtQqVSCWO0zz//nMrKSl5//XU3Lf0/wrBhw9zMy6BZT5+amsqIESOYOnWqGNJasWKF6yEtXi4tuOXQUtB/gosLd9ECXbt2JS8vT8gWXXDJ6EwmE/7+/mRlZdGjR49f/Z533nknW7du5ZlnnhGSRGg2pAoODv7VuDe9Xk/r1q1FgRkyZAiLFy8mOzub9PR0YmNjWbZsGXv37qWkpIRp06Yxffp0cnJyGDFiBJcuXWLcuHHMmjULnU4n1Dtr1qzh8ccf58knn8TpdHL33Xfj5eVFRUWFSAZyOBzCOMvb25vy8nKKioq4cOECS5YsEddoNpv55JNPOHHiBA899BAdOnT41ft35X66ZJdJSUls3bpVLBoAI0aMYO/evXzwwQdA867ey8sLs9mMJEnipADNXjZRUVGkp6cTGBhIYWEhr776KuXl5cyfPx+j0ciBAwf48MMPGTJkCP369aOm5l+LopKSkrh48SL33XcfSqWS6upqLl68yPHjx9mxYwfQfMqIj4/nnnvuQaVSsWXLlpbEohbccvjDFnSLxSIsVe12Ox988AHXr1+nS5cuREVFERwcTFxcHJ999hlff/21oBFcDbfc3FwqKiqoqKiga9euonDczKFrNBoWLFjA5MmT2bBhA7fddhtWqxWVSkVNTY2bVLGsrEzw20FBQZw/f568vDy6du2Kh4cHy5cvZ/78+URHR/Piiy/y6quvotFoKC4uZtGiRaxatQpvb29mzZqFt7c3c+bMEQM+DQ0N9O/fnylTprBixQpmzZqFr68vd9xxB9999x2DBw8mMTERSZKQZRmlUknr1q2pq6sjMzOTLl260Lt3b7Kzs9mwYQNbtmyhoaEBb29vDhw4QK9evZgzZ44IVnb5oBQVFQHNhb24uJju3buzefNmdu3aRZcuXaiuriYqKorx48dTWlpKdnY29fX1WK1WPD098fLywsPDAz8/Pzw9PYVi5/Lly8yfP59z586h0+l44okn6Nq1K5mZmTz77LPExMTw9NNPi9/PzZYKVVVVbhJVnU7HuHHj2LRpEw0NDbRr1442bdrQo0cPjEYjR48eJS8vD6vVSm1tLVlZWb+YXHXh5kQsV8BGC1rwf4k/bEFXqVQEBwfjdDpZunQp169fZ9SoUSQnJ3P+/HlCQkIICQmhb9++7N+/H5PJRFJSkmiW6vV6wUPffffdBAcHA6BUKqmoqBBH/dtuu42OHTuyfft20tLSCAwMJDAwEJPJ5CabdDqdREVFAc07xmPHjqFUKomLixM0z9y5c/Hx8cFqtRIYGEhxcTEzZ87kxx9/JC0tjWeffZa3336bL774Ak9PT/z9/fHy8kKWZT788EPsdjtvv/02d955JytXrmTSpEls3bqV06dP4+fnh8lkErthvV7Pnj17qKysZOPGjVgsFsaNG4fJZCIlJYUnnniC2NhY1q1bJxKApkyZwj333CMWP7vdjkKhIC4uTgxKLVy4kMuXL/OnP/0JhUJBRESEeA2Sk5OF3LCwsJDY2FihHT9z5gwHDhwgOzubhoYGgoKCSE9PJz09XWR+vvTSS/j7+7N06VJRUGVZpqamhl27diHLMk6nk+DgYFq1akVycjI6nY7u3buTkpLC8ePHqaioICgoiPDwcOx2O1qtltDQUDw8PJBlmR49eqDValm+fLl7MCvuiVjdunVr2cG34P8cf9iC7sL+/fs5c+YMI0aMIDk5+Rdf7927NwcOHODixYskJSWJ3Z1SqeTw4cNERkYSERFBbW0t27ZtY8uWLRw7doy4uDhefPFF+vTpw8SJE5k2bRpr165l1qxZREVFkZGRwcWLF8WY+c1w8cxFRUUEBQUxcuRIvv32W1auXMmsWbOA5gVgxowZ5OXlsWjRIgYPHsyPP/7I559/Tr9+/Zg5cyaenp7IsozdbueVV15hzZo1DBw4kEmTJrFo0SLuv/9+7rzzTnbu3Imvry9xcXFCmXLp0iVycnJ48skniY+P5+6776axsZHPPvsMHx8fsYA98sgj9OrVi9WrV/Pmm2+yZ88e3nnnHfz9/dm2bRuRkZHi1KJUKhk8eDAbNmxgxYoVv5pcVFtby5kzZzh8+DCXL18WA0JqtZro6GgGDRpEamoqoaGhXLt2jTfeeINDhw5hsVjw8/MTzpk2m409e/awdu1afvjhh1/93cfFxTFp0iRGjx7NlClTeOCBB8TJwGw24+XlJfzqfXx80Gq1FBYWuk4gLV4uLbjl8Ict6A6HQwwEtW/fXiTE/xz19fXIsixMrFwqiJCQEH744Qfuu+8+vvrqK2bMmIHVaqVNmzbExMTQ2NjIn//8Zx599FFmzJjBuHHjBO3y5z//ma1btwpvmJ9z6S73RNfiERsby7Bhw/jwww85dOgQRqMRtVrN999/z+zZsxk8eDAAa9euRavVMm3aNDf/bpVKxaxZs3jssceYM2cOGzduZOPGjbz11lt89dVXAOzcuZPa2loxyXrhwgVefvllHnnkEWbNmsWZM2dYunQpHTp0ID8/XywUarWa4OBgli9fLkIjhg4dKnoQb731ltu9Pfjgg5SUlLBp0ya++uorevfuTefOnbl69SonT56koKAAaFajdO/enfvvvx8vLy9yc3MpKSnhxIkTbN26VdAoAQEBDBo0iFGjRtGjRw/UajUVFRU88cQT7N27l+DgYKZPn87o0aPx9fXlxo0b6PV6jh8/ztq1a3n66ad57bXXWLhwISkpKWRnZ1NbW4tSqUSn04kTmVKp5OLFi9TX17uavC1uiy245fCHLej5+fnMnj0bSZK455573HhVQIy5u2R/kZGRaDQaSkpK8PHx4dq1a9jtdgYOHMgrr7xCbGwsRqORgIAAgoKCaGpq4uTJk7z//vscOHCATZs2cenSJV5++WU+/fRTpk+fzosvvsjnn3/O448/jsFgENJJVzG2Wq3Y7XYaGhqYNWsWWq2WoqIiiouLqampYcyYMfTu3ZuGhgaKi4vZtWuXkEG69O43e7Okp6fzt7/9jYULFzJ58mQxmv/uu++yadMmFi5cSHV1NUajkWXLljFkyBA++OADPv74Y/70pz/RrVs3srKy2LhxIydPnqSwsJD09HTS0tIwGo0imWnJkiUcOHCAsWPH0rlzZzef+JCQEBYtWsTp06fZtGkTR48eZd++fXh4eJCQkMDo0aNJTk7GarWyZ88eVq1aJZqrrVq1okuXLowbN4527drRrl074uLiMJlMorELzZbDe/fuZdKkSfTv35+AgAC2bt3KpUuXuHDhAqWlpSgUCsaOHcuUKVNYvnw5f/nLX3j++ec5cuQIxcXFBAcHo1QqaWxsRK1Wk5uby6VLlwDR5G2hVFpwy+EPW9B9fX1JS0sjPDyc8PDwXzgPuuBy63M5Hubl5dG2bVv27duHv78/TqeTq1ev0rFjR/z8/AgODiY4OJjq6mrS0tLw9/fn9OnTTJgwgUWLFvHQQw8xdepUlixZwt13383GjRtJTU11S/px/d9VyKDZH33+/PnimlzXc+XKFQC2bduG0+n8p2Zhbdu25b777mPjxo0MGzaMzp07s3TpUsaOHctdd93F0KFD+eijjxgzZgyenp5cvHiRBQsW0K9fPyZOnMhLL73Erl27AOjQoQORkZGsW7eO8+fPs2LFCiRJIjQ0lE8++YSMjAx69+79qyoThUJB165dCQoKYv78+eTk5AgdeuvWrVm+fDnvvPMOWq2W4cOH079/f+Lj43E4HGzYsIHi4mJu3LjBrl27ePjhh916EdAc+Ozp6cmECRO4ceMGL730EhkZGRgMBkJCQkhNTaWkpISVK1cSFhbG7Nmzef3113n33Xe5//77+eyzz4iIiCAoKAir1YparRaWxK64P6Bl9L8Ftxz+sAXdYDCQkpLyTx9js9nIzMwkLCwMX19fqquryc3NJS0tjXXr1jF8+HD27duHRqMhMDBQ7IYLCgowmUwEBgaKQIZTp06xdu1alixZwtixY/nss8+YMmUKP/zwA3PnzmXOnDni57Zu3Rpvb2927txJ//79f9P9+Pn5IcuymyfNr2HkyJFs3LiRy5cvc//99/PXv/6VAwcOkJKSItKIoJlDnzlzJgaDgSVLlnDw4EF27drFPffcQ58+fYTi5NNPP2XVqlXs27ePAQMGAM0L0sCBAwH+pWxQq9WKYScXduzYQceOHfnkk0+Exv/EiROMHz8eu92Ol5cXarWampoaYdLl2qG7JmvvuOMOvL292b9/PxkZGUycOJH09HSuXLkiGqZnzpxh+fLlPPXUU6Snp7N+/XqioqKw2+0UFxcTHR1NbW0tZrOZ4OBgETACcOXKlZaC3oJbDn/Ygl5SUsLChQvx8/MjNTXVrRCazWZyc3M5e/YstbW1pKamUlBQwNGjR0W+ZGNjIz179mThwoWkpqYSEhKCRqPBy8uL8vJyvLy8CA0NxeFw0LZtWyRJYv369XTt2pV77rmHrVu3kpKSwpNPPsnzzz/PsmXLePrpp8UAz4ABA/jyyy/JzMxEr9e70Rbl5eViWKekpASbzcZtt92GSqVi//79wgAM3E3HrFYrWq1W8MH33HOPyBANCwsTvLTNZmPatGnk5OSwcOFCampq+OCDD/D29mbo0KGUlpZy+fJloNlqNjQ0lEWLFhEaGip4dRdKS0vdZIM3X09paanbZK3JZMLpdJKTk8O4ceOQJEkYjk2cOBG9Xk9aWhpqtRqlUklZWRnbtm1j7ty5LF26FIDs7GxMJhMJCQlkZmayatUq4uLiSEhIICsri+LiYi5fvkxTUxMBAQE8++yzvPXWW3z55ZdERESwYcMG2rRpg9FopFOnTsKhMiwsDKVSSXR0tOveWyiXFtxy+N0XdEmSFLIs/9u7JYVCgVqtJisrC6PRyL333ivUGNeuXSMgIIANGzaQkJBASkoKSUlJbNy4kdDQUEpKSjAYDERHR1NSUkJQUBCSJKHX67FYLFRXV2M2m9FqtVRVVWG1WomJicHhcDBv3jw+//xz9u7dy6effsqHH36Iw+Fgzpw5fPfdd0ybNg2A8ePHs23bNvbt28ef//xntyIty7LwkmlqahL/T0lJ4dSpU8THx4sFwMWlQ3MBjY6OJigoiIaGBgICApgxYwbz5s3jmWeeYd26dQQGBjJnzhyysrJYsGABgwYN4vz581y4cIGJEycSGRlJY2Oj28Tnn/70JxYtWsR3333HmDFj/uG1Am4abhdF44Knp6dYAJKTkwkMDKS8vJzJkyfjcDiIi4vDbDZjt9tF+HOrVq3YvXs3mZmZDBs2jB9++AFJkujfvz/PPPMMCoWCxx57DF9fX65evcrmzZvJzc1FlmUGDBjA448/zqRJk3j66aeJj4/n5MmTDBs2jO3btxMfHy92542NjZSWlgrVDS2Toi24BfG7lF5JkhQgSdJQSZIi/5NiDs3NuWeeeYYhQ4Zw6NAhXn/9dc6cOcOpU6f4+uuvmTt3LhaLhREjRgDNg0hnzpwhOTmZ77//nttvv51Tp04B0L17d9RqNSaTiYqKChobG3E4HDidTjw8PGhoaKC2tpaYmBisVivr169n4sSJ/PDDD/z4448MHTqUtLQ0vvzySzGS7+fnx5AhQ9i1a9cvGrb/CMOHD6empoZVq1b9w8fk5+dTX18vCuvYsWNJT0/n0qVLfP311xQVFbFp0yZGjRol7j0jIwNoDs7+NbRp04b27dtz6NCh33Sd/wwuisbVu/jmm2/Izc2lXbt2Iv3IZrPh7e2N0WgkISEBPz8/tmzZAsChQ4eIj48XfufDhg3D398fu93OkiVLKCkp4Y477qBz587s3buXvLw8YmJi6NmzJ5cvXyYkJITq6mpkWaa8vFxMzer1eqBZHfWTtLPFbbEFtxx+dwVdkqRAoBegBQbd9Pn/aMd0zz338Nhjj2G321m1ahUfffQRZWVlDBw4kBdeeEG49F28eBG73c5tt93GjRs3iI+PF5I213SlUqnEZDJhNpupqqoSro1qtRqdTkdkZCR9+vThyJEjQibpmlbt3r078HfTLGgeSrLZbJSWlv6me0lJSWHAgAFs2bKF9957TzgKQrMEcteuXUycOBGn0ykCKXbu3MmGDRvo0qUL6enpgh5xDfjA3/NNb1bM3IzGxkZycnJ+4b3+n+COO+6gd+/eLF68mJMnTzJmzBiio6PJz89Hq9Wi1+txOp3i5CHLMlVVVfTs2ROHw0F2djbt27cXihQXP19UVITFYiElJUXIKm++p5CQEBoaGoiMjBRa/MbGRhobGykrK6OxsZGQkBChOgI8aEELbjH8HikXCQiXZXmFJEkaSZJuBwpkWb7xL59402i20WgU+Z5+fn6MGzeOqqoqGhoa0Ov1hIWFiVQjp9PJhQsXBN/r8mK5ePEiOp0OX19fgoODhXywuroaX19f4uPjKSoqQqfTYbPZiI6O5uzZs1y5coWmpia8vLw4ceIEKSkpgjvPysrCz89PUELQXPRvVnJUVlaKx/+82A8ZMgSn0ynMpNq3b0+7du04cuQIBQUFJCcn8/DDD6PT6cjJyeGFF14gISGB2bNnU1dXJxapyspKobl3ySnPnj1LVFTUzbQDAAcOHMBqtYr0pJs9zcvKytzsEG7m0AsLC0XxhGYO3W63M23aNKZNm8b48ePZuHEjCxYs4KGHHiI5OVnw2i57AJdu/fbbb+fkyZM0Njbi5+cnpl9ramq4dOkSZ86cAZrtGC5fvizuraCgAKVSSX19PQ6HA61WS0FBARqNBqVSSUREBDqdjtjYWPLz81EoFK7FooVyacEth99FQZckSZL/3llrBLSSJIUCEUAsMEOSpPWyLG/72WPdcPNodkxMjOxKigeE/wg0+7S40t2hudBs27aNdu3aiSLbqVMnzp8/j16vJycnB5VKRVNTEzU1NcKrvKqqioqKCvR6PTabjUuXLoldc3V1NR06dCA3N5eIiAhuu+02NBoNBw8epEOHDnh4eLjJF2/mrNVqtcjn/DkP7XQ6SU1N5fjx42RkZHDgwAGysrIICAhgzpw5InGnrKyMN998k6amJpYuXYqXlxdBQUHiZ3p6eoqf6Xqd1Go1cXFxSJIkTi4Oh4Nly5YRERFBWlqasBx2wTXy78LNjooNDQ2o1Wq+/vprwsLC8PLyIj4+Hl9fX+bNm8fMmTOZPXs269atY/LkySxfvpwbN24QGhpKfX09CoWC6upqOnbsSPv27fnyyy8B6Ny5M/v27aNNmzYEBgYSFBTEkSNHkCQJm81G69atMZvNQLO2PTY2luzsbKB5cb948SLBwcEUFRWJE4vLqz0sLIyYmBjOnTvXonJpwS2H30VBB5SAHUCWZbMkSRpgJTBfluX1kiSVAo9IknRWluW8f/aN/hNYrVZ+/PFHHn74YXFE12q1tGrVivLycqqrq/Hx8UGWZby9vYXHdnV1NQ0NDciyLHZ8roZhbm4uXbp0Yfny5VRVVaFQKBg+fDibN28W4/3Q7Knicnj8rZAkieTkZJKTk5kxYwa5ubkEBwdTX19PbW0t69atY926ddjtdp577jliYmJEMIWXlxcajcZtF+6Kojt58iR9+/YVn5dlmffee49r167x3HPP/SJI+l9BlmUWLlzI4cOHxefUajWDBg1i6tSpvPHGG/zlL39hxowZLFy4kOvXr/Ptt9+KhUelUpGXl8drr70G/D3r1M/PD41GQ3l5uSjIcXFxnD59mp07d7Jz506g2Q45IiICh8PBwYMHCQgI4OzZS6tpSwAAIABJREFUs4SFhZGTk0NISAg2mw2lUonVaqWmpgaFQuG6TyUtaMEthlu+oEuSFAaMkyQpC6iUZfmULMsLf+LSF0iSNFSW5e9++jgB+E0F3WKxiKEc+LtnNzTvnm8OvLh27RqyLAutNzR7ew8YMIA333wTs9lMt27dsFgsyLIsJhc7duwoKIiqqipiY2Px9PREo9GQl5fHnXfeiSzLrF+/ns6dOzNmzBh69uwpmpZ2u53Y2FiamprckoAqKiqE/ezPKY2Kigq3j6HZkrawsJBPP/2UjIwMGhsbGThwIGPHjiU5OVlw/i5lTGxsLBcvXhRuidB8Ijlw4AAjR46kvLwclUrF9u3b2bZtG3fccQfdu3enpKQEk8nkZjvgam664NoZQ/Mw1OHDhxkzZgxJSUlcuHCB4uJivv32W8rKynjppZfEJOfcuXNZuHAhffv25cCBAxw+fBiz2Uzv3r3p2bMnZWVlgs4pKyujf//+vPvuu/zwww907tyZ1q1b8+STT3Ls2DHKy8sJCQkhJiYGs9nM4cOHycvLY8iQIezYsYOpU6eSlZVFWloadrsdT09PdDodZ86cEW6Q/A7eOy344+GW/qOUJCkE6ATsAroC/SRJipNl+TNZlmdJkjQfmCdJ0mHAE8j8J9/ODVqt1q3xd7POu6CggHbt2omPXd7kvXv3FioUq9VKu3btSE1N5eLFi5SUlGC326mpqaGurk7scuvr60Vz7fr16xQXFxMaGiosbQcOHMiaNWtISUkR4+w/3bv4+eXl5W6Ui16vF1YBSqVSGGW57sNFcdTU1JCZmcm+ffvYuXMnTqeT4cOH88QTT5CYmEhNTY1wRlQqlRiNRgA6duzIt99+S1hYmLiOkSNHcuzYMV5//XV8fX0pKysjLy+PQYMGMWXKFHGKKCsrc6NcZFl2uz6XN3plZSVffvkl7dq1Y8KECSiVSvz8/IiKiiImJobVq1fzt7/9jRdeeIHq6mo++eQTOnTowGOPPcbYsWNRKpVkZWXRtm1bGhsb8fb2Ft87LCyMXr168fXXX5OVlcXkyZPFfQQFBbn1I3Jzc9m6dSudOnUSubCu11qlUlFZWUltbS1GoxGj0YhOp0OWZc6cOfN38r8FLbhFcEsXdKAJCAP2ANeB3sCQn7TnG2VZflGSpFia7+O0LMv/Os3gP0BRURGenp6EhISIHXpxcTEAY8aM4YknnuDHH3+kVatWNDU1Ybfb0ev1yLJMU1MTRqNRNP8aGhpo1aqVGMxZsGABaWlpTJs2jcmTJzNq1CiampowmUyYTCby8vI4e/YsxcXF5ObmCo270+lEq9WSmJhISkoK3bp1w9PTk5KSEvLz88nMzGTt2rU0NDTg4+PDAw88wH333UeXLl3+5f2GhoZSU1OD2WwWRT4gIACdTsfVq1cJDQ2lTZs2pKWlkZ6e/ptCJH6OVatWYbFYeOqpp9wWU2iOf6uuruaLL74gKSmJJ554gsLCQl5//XVSUlJISEhArVbTrVs34O+8vOtkcOnSJWJjY5k4cSILFixg0aJFTJkyxc3vpaamhrVr1/Ldd98RGxvL4MGDWbRoETNnzmTPnj34+fnh7+9PTU0NVqsVDw8PwsLC8PT0dFky/DYtaQta8H+IW72gNwBeQD+ai3oGzdd8uyRJp2jevWfIsvzbdH3/IcxmM/7+/igUCry9vYmJieHIkSNMmjSJvn370qNHD3788UfUajVqtRpZlrFarZjNZlHsGhsbsdvtIoXn6tWr7N69m7S0NNavX88LL7zAK6+8wmuvveZG/0AzrxwbG0tiYiK+vr6oVCpCQkIoLi7myJEjYkry5xgyZAgTJ04kKSkJpVJJTU0NX3zxBZs3b0ar1eLp6UlQUBB33nmnyO90OBx8/vnnJCQkiAJ47NgxZs6cKa4rISGB+fPn/4La+a2wWCzs2rWLHj16iObqzzF8+HDOnDnD7t27GTVqFNOnT+fYsWN8/PHHvPrqq7/6nKFDh7J69Wpee+012rZty9133012djZbt27lwIEDdOzYEYvFgl6v59KlS1gsFtLT0+nUqRNz5swhISGBsLAwlixZQnx8PDU1NdjtdpqamlAoFEKX/tPrcKu/d1rwB8Qt/Ucpy7JFkqRvgSdp3hEd/OlfNOAH6Gku+P92QW9sbHTLkXRx0vD39HcXqqqq0Gq15Ofn09jYSI8ePfjyyy+FpHHhwoU8+OCDnD9/ntTUVGG1+5MaAj8/P9RqNTExMahUKiIiIigtLeXNN9+kR48exMTE8PLLL3P16lXOnDmD0WjEz88PX19f4R9ycwKOyw0QYNSoUajVai5cuIDT6cRsNhMUFERwcDARERHo9XoaGxs5d+4cr732GufOnRNNzurqakwmk4iAa2hoEMM206ZN49q1a+zbt4/33nuP0NBQZsyYwb59+/j222+RJIkJEyaI8XzX6/VzDr+oqMhtOtRFA9XV1ZGQkCCko9CsJHEtGvX19XTq1Ikvv/ySM2fO4OnpycCBA/n888+566676Nixo3heWVmZUCktWbKEBx98kKlTp7Js2TJSU1NFmtHVq1exWCzYbDbatWvHnXfeSXZ2Nn/961+JiYnh7rvv5plnniE5OZn27dsTGRmJzWZDkiSCg4NF/ulPSqCWwaIW3HK4pQs6gCzLlyRJWgb8heYCvhc4AbSRZfmj//T7ajQakRAEf+d2obkI3Zw473A4CAgIICIiApPJxKBBg9i4cSMXLlygR48ehIaGsmXLFkaPHs2RI0fo1KkTgYGB5ObmUlZWRmVlJbIsU1dXR0FBAbIsExcXx/79+zl58iTDhw/H09OTXr168eCDD3Lu3Dm++eYbjh07Rl1dHTabDYVCgaenJ6NHj2bgwIFi2EetVuPj40NiYiLQvPjcnGovSRLPPPMMn3zyCYGBgSQkJNC6dWuh8Pj666+5cOECCoUCHx8fPv30UyIjI+nbty9HjhzhnXfeoVu3bsyZMwe9Xk9iYiKyLLNjxw6MRqMI0nDxzj/n9C0Wi5sVgMFg4OjRowQHB5OcnOy2Q3c4HOJ3UlxczF133cUXX3xBTk4Offr0Yfbs2WRmZvLSSy+xfft20bi22+3inoOCgnj77beZNGkSM2bMYPTo0aSnpzNy5EigedEIDg7mk08+YdmyZTQ0NPDnP/+Z/v378+ijj3LbbbcJKWp1dTXFxcUolUpkWRYh2j/hln/vtOCPh9/FH6Usy+clSXoTGAxMoVnJsvWfP+t/D5IkuU1dJicnEx4ezjvvvMOaNWuAZr/0zZs3M2LECOrr6wkICMDT0xOj0ShCMqD5JNDQ0EBMTAz5+fm8/fbb9OnThwMHDnDu3Dl2797NpUuXUKvVxMfHU1paikajwWaz4ePjw/Tp02nbti0vvvjiP7XKhWYfl0ceeYSjR48SGRlJr169qK6uFlOtVqtVNAvr6urYtm0bZ8+e5ZVXXuHs2bMsXbqUHj168Nprr4ldtiRJjBkzBqPRyKZNm+jevfuvpi79I2RmZvLDDz/w6KOP/lPKpq6uTozz35y1mpqayjfffENtba3bwnUz4uPjWb9+PYsWLeLdd99l5cqVxMXFER4ezrVr18TUaJ8+fXj55ZcpKipi4sSJhIaGYjQaaWxsRJZlQZ+p1WrRiFar1S41TYs5VwtuOfwuCjqALMtXJEnKBXQ/ffw/aoDm5+czY8YMwsLC3HTfv4bo6GgOHTokPFU8PDyYOXMms2bNYteuXWKMPioqiueee46ZM2dSX1+Pj48PkiShVCoxGAx4enqKaUSXQiUrK0soW9RqNV27duX2228nNDQUvV6P1WolKCiI6upqdDodYWFhXLt2jfT0dPr378+TTz4pLGZvRnV1NePHjyc7O5suXboQExNDYGCgOG0YDAacTie+vr60adMGf39/3njjDRITE2nfvj3jxo0jOjqa+fPno1arf2Gq9fjjj3P48GFWr17NokWLftNrXl1dzcKFC4mJieH+++8nNzf3Vx93+vRpFi9eTF1dHY8//jh33XUXtbW15Ofn88033zB69Oh/WMxd6NSpExs2bCAjI4PvvvuOCxcucPXqVYKDg0lJSaFz587079+fNWvWsHTpUtq1a0enTp0oLS1Fr9ej0Wjw9fXFZDIJOsfhcCDLsltztQUtuJXwuynoALIs24D/FSWLTqejbdu2nDp1ijNnztC7d2/xNafT6daYjIqKYvfu3Vy9elWENA8aNIj27dvzzjvvMGbMGMEh33fffaxdu5arV68KQymlUolWq8Vut2O1WgkJCcHHx4eoqCiamprw8/OjQ4cOYhDG5QnjGpRx8dTe3t5EREQQGRlJZmYmx48fZ/To0cyePZspU6agVquxWq1cuXKFadOmceXKFRITE9Hr9eKU0NjYiNlsRpIknE4nR44cYdasWaxYsYLi4mImT57MI488glar5fHHHxdqnpt9XEwmEyEhIdx3330sWbKEQ4cOCSmgywnRBavVKk43r776KrW1tbz++utIkoRCoXDT+5vNZlasWMHWrVtp1aoV77//vtvuf/HixSiVSqZPn+62u795qhaah6NcZlq9evViyJAh4muumL3c3FwmTJjAiRMnCAoKElYPFosFjUaDTqdDqVSi1+vR6/V4eXnh7e19s47+d+eD1IL//+N3VdD/N+Hn58dDDz3ElStXOHbsmFtB/zlcGuvz58+LxykUCp566ikeeeQRNm3axPjx44FmDnn16tUMHjyYM2fOEBMTg0ajEcUWEGoYg8FAz549UalUBAYGiuaeK6/T398fnU4nou9cz42JiaFbt27CSvbll19mzZo1hISEkJ2djdVqRafT0bFjR7y9vbHb7dTX12M2m2lsbMRisQjfGVmWGTRoEMOHDyc1NZWPPvoIm83Go48+isFg4MSJExQUFHDjxg1KSkq48847hS1C//792bhxI9u3bxf3/49w6tQp9u7dy4QJE4iLi/vF11etWsX69evx8PBg7Nix3HvvveLkUllZyfLly9m+fTvTpk1z4+j/XeTm5rJmzRrefvttFAoFiYmJxMTEoNVq3bT+LprNarUSEBAgvHU8PDxcO/YWL5cW3HL4zQVdkqRU4GXAH8gClsqyfPy/dWH/bdjtdm7cuEFdXZ1QpfwjBAUFERAQwIkTJ9wKv4tLP3r0qFtBCw8P5/nnn2f69OmEh4fj6ekpUukbGho4ffo0GRkZNDU1kZ+fT69evQgJCRFKG4fDgUKhIDo6GqVSidlsRpZlampqUKlUNDY2ihOBSqUiPj4ep9OJSqUiKSkJPz8/fHx8xBCUi8dXKBQoFAo0Go2QT7o8aSwWC23btuXgwYMsXLgQWZZZsWIFp0+fRpIkgoKCqKur4/Dhw6Kgu04eN++O/xFczcRfc2Q8ePAg69evp0+fPjz77LNicMlisbBy5UrWr1+P1Wpl7NixPPbYY//yZ1VVVbF//34KCgpoaGjAw8OD+vp69u7dK5RNKSkp+Pj44OHhIQaGDAYDWq2W0tJSampqROPZ29ubhoYGampqsNlsLk6/ZYfeglsO/84OfTXwOHCG5qnNpZIkLZVl+bP/ypX9l1FUVMQbb7yBQqEgKirKzQagoaHBTbZYV1dHYmIix44dY9SoUW40QXR0NKdOnRLeJy4+u2fPniiVSurq6oiLi0OlUlFcXMzx48ex2WxERESQlJSE0Wjk7NmzDBkyhNatW2O1WrHZbDQ1NaFSqdDpdISHh9PQ0CAom9atW1NcXIyHhweRkZE4nU6x62/fvj25ubloNBqMRiO1tbVCBRIfH4+Xl5fQpJ85c4apU6fyxRdf4O/vz759+wgODsbHx4evvvqK06dP0717d7p164ZKpSIzM5NTp06Rn5+Pj4+PmH698847hTVBZWUldrud8vJyoqKiKC0txWazidfz1KlTgg4pLy+nsrKSV199ldjYWEaOHInD4aCiooKTJ0+yZs0abty4Qf/+/Rk9ejS33347TU1NNDU1uclMa2pqKC0tZcuWLRw8eJDz58+7pSRB8467W7du3HPPPajVaoKDg2lqasJqtYq8UIPBgI+PD2q1WihuysrKREPUdY8/uUn+QrZ4s5vnzTLTFrTg/wr/TkGvkGV590//3/nTuP0x4HdZ0P39/Rk+fDhBQUG0adPGrUAUFha6jYcXFxczYMAAMjIyqKiocNuld+zYkcOHDwtLXVex8vb2pmfPnpSUlAjp27Zt2xg8eDBLliwRMsH8/Hz69+/PN998I2LOqqurhX+LWq0WdExdXR2yLJOdnU15ebnw5i4pKRGLjM1mIz8/H41GgyzLblazvr6+GI1GPDw82L9/PwD9+vXj/fffp1u3bhw9epSJEydiNBo5dOgQgYGBDB48GJVKhaenJ926dePkyZPCl+b48ePIskzPnj25ePEi69at49q1a5hMJgCeffZZUlJShETSFfbhkiqq1WreeecdlEolixcvRqvVEhUVxbJly/jggw8IDQ1l48aNpKSkUFtbi7+/v3jdJUlClmVOnjzJu+++y/bt25Ekie7du9OnTx88PT1RKpV07dqVsrIyYc3g7e3N+fPnKSwsRJZlwZVLkkRJSQnV1dWo1WpxgjGbzRQWFmI0GqmqqsLpdLr4+18U9JvdPLt169aigmnB/zn+ZUGXJGkdcAo4LEnSXOBVWZbtgBX43fpZGAyGf8qb/xwREREAwn/bBZfioaSkxI3bPXjwIFevXqW6uprg4GAyMzOZPHkyL774IpIkiaIXERHByy+/zIwZM4iNjSUsLEzw6FarVfDfFosFlUqFUqkUPK7LJ8bhcKDX64XtADRTMZIkYTQakWUZg8EgirxWqxU2t+Xl5WJ4RqlU0q9fP7Kzs6mrq+Puu+8WvuvQvEhB8/CQ0+nkiy++QKPRoNVqmT17NhqNhr59+5KQkEBGRgZLly4lNjYWf39/lEolrVu3djsJ1dbWcvz4cR5++GGRFLRt2zZWrFjBsGHDWLx4sbAeuHz5Ml9++SXff/89FosFi8Ui3CNdjpSdO3emoaGB6Ohorly5IqZ1XYtafX09RqNR0FauRcHDwwNPT09sNhu1tbUoFAp8fX3x8PBApVKJ04WHhwcKhcLV9G1xW2zBLYffskNfRfOIvR/QH5ggSdJVmqc1P/kvXtsthT179qBQKIR/iAvbt28nMjKSm73V58+fz3vvvUdMTIwYMsrMzESr1f6qxezYsWPZvn07GRkZgsc1GAyEhISg1+vx8fHBZrNRUVHxC/mgqxBrNBocDgcajQaVSoXT6RRTka7JU7VaTXl5OVVVVULnfu3aNaB5Zx8QECAke4Ab7QRw5MgRFAoFHTp04Ntvv+XUqVNMmTKFZcuWYTQa2bp1qzDjGjZsGHfddRdvvPEGq1atQqVScfvtt/Pxxx9jNpvx8vLCy8sLtVrtpqD54osviIqKYu7cuXh5ebF9+3ZWrVrF999/j0ajISAgAEmShHVBXFwcSUlJwufG4XAIrxu1Wo3dbkehUKDT6YT/jUqlQqFQYLFYhCUDNFMpdrsdlUpFVVWVeM1cr3VDQwOBgYGu01CLH3oLbjn8y4Iuy3IGzR4qAEiSpKTZprbjT/9+l2hqanLbbd9cvEwmEzdu/D0AKT8/n88//5wuXbrgdDqF4uTq1atkZ2czY8YMkfRz9OhR3nvvPTp06MD48eO5fv26MJL65ptvmDx5MtA8rn5zVuiMGTM4ffo0DoeDjh07otFoiIiIEKP8LhdHu91OaGgoTqcTu91OQkICxcXF6HQ6amtrRSNVp9NRU1NDbW0tBoMBvV5PZGQkDQ0NOBwOrl+/zoABAzh37hxBQUGCK75y5YqQS+bm5goNdmVlJUePHqVt27Y0NTWxfv162rdvT1ZWFkVFRSIyzhUg4evry7PPPsszzzzDe++9x3333UeHDh1wOBxs376dnj17YjKZCAoK4tKlS+Tl5VFbW8vp06cZOXIk1dXVHD16lOnTpxMZGcmwYcOEd7mrWLtCRdq0aSMWM7vdTlxcnODZQ0NDqa6uRqPR4O3tTatWraisrBTDVQ0NDTidTgwGgwj7djgcQv9fUlKCxWIhPj5enHh+OrW0NEVbcMvh35YtyrLsALJ/+vfx//oV/R/BYDCQnJwsPr5555yXlyesdXNycti6dSsOh4Onn34aT09PIiIikGWZpUuXotVqefTRR/H29qaxsZE333yT0NBQoqOjycvLo6ysTBzpT5w4QVFREQkJCSLo2IWoqCjmzZvH1KlTMRgMJCQkcOXKFTHoUlRUhMPhoKmpSQRR19bWcuHCBaxWKxEREZSXl9PQ0EBVVRWhoaHk5eVRV1eHr6+v0MHn5OSIgt25c2eOHDlC27ZtuXDhAomJiURHR4sIOaPRSGJiIidOnGDXrl1ER0czY8YMvv76a2praxk3bhwrVqzg4YcfZvHixW5xeJIk8be//Y20tDQ+/fRTRo8ezZAhQ3j11Ve5evUq48aNo6CggJiYGLKzswkNDaW4uJimpib69u1LUFAQ48ePJykpSUT85eXluZmcuRQnLvqppqaGoKAgrl69yvXr1zEYDCiVSiwWC5WVlZjNZsrLyykvL8fHx0eEjpSUlAj9f21tLTabDZvNJhY3Fy1TW1tLXV2dy92xpaC34JbDH1aHXllZySeffIIkSXh4eKDVatFoNFitVgoKCvDw8CAnJ4eTJ0+i0WiYMWMGERERVFRUiKQdV+iyt7c3NTU1PPTQQ2RlZZGUlCSO7q5pw9jYWM6ePcvMmTPZtm3br17TqFGjWLx4MY2NjZSXl+Pl5YXBYEClUolFoaamBrVajZeXFxaLRexWtVotRqMRSZKw2+2UlJSgVCqx2WyiCPn6+mK1WjGZTEiSRGJiIjk5OfTq1YuLFy8KZUhAQAABAQFs3bqV/fv3YzabSUxMZPr06VRVVfHdd9+RlpbGxx9/TLdu3TCZTFRUVNCrVy9at25NYWEhRUVFvPXWW3zwwQdkZGSwefNmnn/+eRITE90MuVJTUzl06BBHjx4VMkGXMsYVDuLj40NTU5PoI7hSgxwOhxtdUlVVJdKjnE4nDocDnU5HU1OTKPqu3binpycKhQKVSoXBYBAKl5KSEpqamvDx8RHumi7qq7q6mtraWldB/8O+d1pw6+IP+0dZVVXFxx//4wOGWq3G19eXsWPH0rlzZxITEykvL6e0tJS33nqLffv2iQGYvLw8Jk6cyLVr17j99tuJiIhAoVDg5+dHbW0tPj4++Pj4cO+997Jq1SpeeeUV0tPT3XJMTSYTCoWCRx55hBdeeAE/Pz8CAwMxGAxERUWJE4TdbicsLIzS0lIUCgWxsbEUFhbS2NhIaGgo4eHhgpaQZVnsRDUaDYmJieh0Oqqrq+ncuTOlpaVYrVb0ej1Go5H8/Hzy8poDn/r378/+/fspLy8nOTmZUaNGUV1dzQcffICHh4eQD44cOZLnn3+eDh060L17d8LCwsQitH//fk6dOkXPnj3ZsWMHkyZNQq1WU1FRIYzLoqOjMRgMfPXVVzz66KPEx8ezYcMG+vXrR2RkJBqNhm7duglDMUD0EVyKoPj4eMxmMzqdDkmSiI2Npba2VhiF1dTUCB8Wg8HAjRs3xCJpsVhEv6JVq1YiNtDX1xd/f38KCwsxGAzEx8fT1NQkmtVHjx5tcVtswS2HP2xBT0xMZMuWLTgcDiwWC3V1dVitVjQaDWaz2c0FsKysjPDwcEpKSpg9ezaXL1/mueee47HHHqOgoICHH36Y/Px8OnXqhMFgoLq6mqqqKiwWC+Xl5QQEBIgos/DwcFauXMnQoUPdskIVCgVGo5EHH3yQFStWUFdXR15eHgaDgaamJhFsUVtbS2FhIdXV1UCzlru4uBiLxSK04cXFxTQ2NuLh4SGGgqBZe3/9+nXOnj3LnDlzRGGMi4sjMjKSs2fPujV3R48ejcPhQKVSERoayo4dO8jJyeGBBx7g008/5S9/+QufffYZAQEBdOrUCa1Wy7Vr17h27ZqQZWZkZDBy5Egh+YyOjmbfvn1i4XE5O+7ZswetVsvw4cNZvHgxNTU1JCUlcfHiRRwOBwUFBZhMJuE+6VKguCL4XEodl3rIbDbjcDgoLCwUJxTXYgLNswaVlZVcv35dOClWVFS4xdhVVFRQVFSETqfD398fq9Uqhr5oDl9pQQtuKfxhecDCwkKee+45Fi9eTEZGBjabjbCwMAICAtwGh6DZO3379u3ce++95Ofns3r1aiZPnkxpaSl/+tOfRDF3mW85nU50Op2gXIxGI5WVlTQ2NhIeHo5er2fVqlW/el0eHh5MnTqVH374gZKSEry8vJBlWeSMqtVqjEajWxPXbrfjcDjEAI+Pjw9+fn7odDoCAwPFZGhWVhbnz58HIC0tjZycHKA5si04OBiTyeRK4wGaeXCXbNE1fn/bbbcJk6tOnTqRlZVFYmIiJpOJoqIiGhoaxHCUwWBg9+7dpKamolAoOHTokIi8c02xQrMW3mq1snPnTgYPHgzAxo0bSUpK4tq1axQWFmK1WsWpwKXesVqtOJ1OGhoaKCwsxGQyCfMsl9ulS54YHBwskofq6+spLCykoqJCeM+4rtvb25vo6GgCAgKEdNFsNlNSUkJQUBCtWrVyWRf8V9KxWtCC/wn+sDv0+vp6jh49SnV1NWvXrgUgODiYuLg4fH19adu2LVqtlsOHD3P06FFsNhuxsbG888479OnTh/z8fO6//34qKytp3749np6eorGmVqvRaDT4+/uLxqjD4RC7Xb1e76bv/jnGjRtHTk4OH374IV5eXrRt21bYuur1emHeZbVahUdMQ0MDBQUFnD17FpvNJrJLw8PDKSwsFPxyly5dmDdvHrfddhtPPfUU4eHhtG/fXjSBz50759YshmYrgvnz52OxWPh/7J13WBT39sY/w9J7BwVRFJVYUGMXe4saew/GGo0lxViuJZoYk2vUWFIs0cSGNTF7hKjKAAAgAElEQVRGY+8Ne4+gggWkI2UpS2dh5/cHme/dsaTcm3t/5Mm+z+Mjy8zOzBbOnO973vOeqVOnMmnSJEJCQkQ2W716dXQ6ndC4K3M3Fd27s7MzDg4OZGZmCh+XvLw8cfygoCCCg4PZsWMH3bp1Y+jQoXz//feEhoZSrVo1Dhw4QKdOncRKw8nJCUdHR/Ly8sjLyxO1AkX+qFBZysSh9PR0ysrKsLGxwdraGmdnZ5FpazQaUWQ2GAxkZWWRmZmJt7c3Hh4e6HQ6YmNjefLkCcnJyYJS4m+cDJlQcfG3Deg1atQgNDSU0tJSoqOjuXXrFnfv3iU+Pp6ff/6ZAwcOAODt7U3Xrl3p0aMHDRs2pKCggMuXL/POO+9QUFBASEiIMN0yNzfH3NycvLw8nJychNuiUrxThlBcvnwZe3t7sfwHRDFOwfTp04XveVRUFK1ataJmzZo4OzuLbFqv14umJUVP7uzsTJMmTWjbti1paWmCjlF48ODgYCRJ4vz589y8eZNx48aRmpoq5HgXLlygcuXKQtoHcOjQIW7dusXbb78tZHz169cXtE/dunVFYLWzs8PCwoKioiLS0tKwtbVFq9ViY2ODVqsVA6yjo6NFwRKgb9++REVFMXnyZBYuXMiZM2eYPXs269evZ9asWRw8eJA2bdqIZjB7e3uysrKws7MjICAANzc3sZJR5IaVK1emZs2aRERECP+bhg0bcvXqVTQajbBUyM/Px87ODnd3d6KiopBlGb1ej52dHW5ublhZWREYGEhycjL29vZKIfZfrcUmmFBB8JcN6JIkmcuyXCpJkiQ/bdzxO6D4oEB5htmxY0exTRmjptPpqFKlimqYQmhoKB988AGenp7UqFGDkpIStFqt8AORZZns7GwcHR2xsLAQfi55eXncv3+f+Ph4DAaD0GoriI2NZeXKlcTExDBx4kRatWrFkCFDaNq0KRMmTODQoUMEBASIblKtVktCQgL37t1DkiTeffddBg0ahLOzs+q4xnLMtLQ0MZlpx44dWFpaMmLECJydnQkICKBevXrExcVRu3ZtLCwsqFq1KteuXePEiRP079+fcePGiYEenTt35uDBg0D5UObS0lK0Wi2urq6kp6eTn5+PVqvF0dERDw8P4fqoZOiOjo5CF65gwoQJLFmyhPXr1zNt2jRmzpzJhg0b2L59O9OmTePw4cM8ePAAJycn4dFuMBi4fPkyOp0OS0tLPD09KS0tJSsrCwcHB5XUUKmPZGdnCyrG398frVaLl5cXBQUFQuuvyByLi4vx8fEhOzub1NRUkpKSlNWV7R/9zplgwn8bf8mALkmSPfC6JEk7ZVnO/HeD+q9BUaYYIz8/n48//phmzZqJJbySkebm5lJSUkJOTo7wUy8qKsLCwkJwzenp6SQlJaHRaKhfvz4AN27cYP369Rw5ckRQBWFhYTRo0IBx48bRo0cPvvvuO7744gs2bdrEo0ePVNf06quvMm/ePGFNoGjMX4Ti4mI+++wzdu7cSf/+/VWvsbS0VJHkCRw/fhwXFxdmzpwJILpMnZ2dxQ3x0qVL+Pv7U1BQgJubm/B5Dw8PF6uSvLw8QTcpj411+ABVq1Zl4sSJfPnll9SpU4fx48fz9ddf4+npyaJFi2jQoAFbt24lNTVVdINCeUFZmQRVWlqKp6cnHh4eGAwGUlNTycvLE52iSUlJ6PV6oZBJTk7GYDCQk5Mj6BgHBwe0Wq3w99HpdKJJy8jr3dQpakKFw18yoFPuI1MJGClJUuh/K6g/jUOHDomgYW1tLRpOFNWFkjHa2dnh6ekpAkVxcTFhYWEkJyfj5+fHzp07qV27Nl9++SXLly/H0dGRoUOHMnbsWFxcXNizZw+bN2/m7bffpmHDhixZsoSlS5cyZ84cMjIyiI+Pp7i4mGrVquHt7f2bE3SU8//www+EhYWRm5vL6NGjef3118U+kZGR3Llzh3fffVf13Ly8PNzc3ERwe+mll9Dr9URGRtKxY0cmTpzI119/Lboo9Xo9SUlJREZGkpOTw7Rp00hLSyMpKYlRo0aJgK7w70+jX79+hIeHExoaysaNG0lPTxcrl7Vr1zJt2jSxb0FBgRil5+joyMWLFxk9ejTHjx+ncePGQnuvNCAphl2yLGNubk5iYiL5+floNBpcXV3x9vamUqVKQv/u7u5OWVkZBQUFwv1SKchi8nIxoQLiLxnQZVnWS5L0AKgJjJUkaaMsy+m/FdSN7U19fHxUvijGE3A0Go2qaKlI5H788UeqVKkilCOKx3dpaalocFG4aIU3vnv3rsgS33jjDaZNm4a5uTnvvPMOR48epVevXsyePZvk5GShwOjatSu9evXi6NGjLFy4kL59+7JkyRJeeeUVPD09VYOYU1NTBdetPD579izXrl0jLi6O2NhYEhISKC0txd7enk6dOtGtWzdatmxJTEyM6Ar98ccfcXJyolu3bmKlYGZmJgqxytuqrCyuXbtGYGAgM2fOJDo6mmPHjmFjYyOopcLCQiZNmoSPjw9Xr5bb5terV0/cfBQ1jfHHlZubS05ODuPHjycqKor33nuPDRs24O7uzpo1a+jTpw+rV6/G1dVV+OIYDAZyc3OxsrKicePG7Nu3jxEjRhAWFkb16tWpUaOGmNRUUlKCm5sbrq6umJmZidF+yvMdHByIiooiIyNDNBQ5ODgIewAoL7j+QmP9y7fBBBMqCP4SAd04UBv9fBqIB6pRnqlvkGU581cOo7I3DQoK+kPZfE5ODmFhYVSpUoWkpCScnZ2Fr3hOTg5arZbs7GyKiorQ6XRYWVkRGxuLRqOhc+fOvP/++9ja2nL79m2WLFnCzZs3mTBhAm+++SaSJFFSUsKePXvIyMhgyJAheHl50b17d+rXry9GzM2aNYtx48Y99/p0Oh3r1q1j48aNFBQUYG1tjZ+fHzVr1qRTp06i6UehZhTo9Xp27NjB7du3GT16tMpGGMqzYEVqCOUSR2dnZ65fv87w4cMxMzNj4cKF1K5dm82bN2NhYcHrr79OgwYN6NOnD0lJSezevRtzc3Pq1q0rhnS8KEMHsLGx4e2332bBggV88MEHrFmzBhcXF5YtWyY08JUrV37uc6tVq8aOHTuYPn06Fy5coEaNGmKyk6IGUoqeyuvS6/XY2Nig0+koKSnB0tISDw8PJEkS1I6y+lAasTAFdBMqIP4SAZ3y5W0pgFEGngdYANeBdsA8SZKOAEdlWf5NfjMhIYHJkyfj5OREq1ataN26tbBqfR7s7OyEj8mtW7defKEaDdWqVeOll16ib9++NGrUiJSUFBYtWsS5c+fIy8vD1dWVOXPmMHDgQAoLC9m1axcbN24UTTF79+5lxowZdO3aFV9fX7766iu+/PJLFi1axJkzZxg4cCD9+/fHzMyMe/fucfz4cfbt20dubi7t27dnxIgRNGvWTAxqUGBsOAbljUYzZ87k4cOHvPzyywwYMOCZ1+Pn58fNmzeFD7gkSbRq1Ypjx44JdYi1tTUffPABc+fOJTs7W3DjRUVFzJ49m9OnT/Pee+9hbW1NbGwspaWlqsLt8+Dt7c2MGTP46KOP2LlzJ927d6devXqMGTOGCRMmsHPnzmduPgocHBwIDQ2lSZMmwmZXmayk1+tFHUCv12Nra4urqyuWlpZCkWRnZ4dOp6OoqEhQLgonr9x8MVEuJlRAVPiALklSZSBEkqTbQLosyz8DyLKskyTpkSzL8ZIkvQT0AeyAMCD/xUcsR35+PleuXCEzM5NNmzah0WioU6cO3bp1Izg4WEXHZGVl4eXlxRtvvEG/fv0EraB0gyo+H/n5+SQmJvLw4UOOHz8upI9QrnFv3rw5LVu25OWXX+b+/fvMnz+fEydOkJeXR40aNRgzZgz29vaEhoYye/Zsdu7cyfjx47G2tua9997Dz8+PPXv2MH36dJYvX461tTUxMTFYWlrSrl07hg4dip2dHR4eHsIoy/h1JCQkiMz43LlzrF69GgsLCyZPnoyXlxdJSUliX8XzvHr16pw8eZLTp09Tq1YtoHz03qFDh9ixYwc9e/YUtrWAGMSRn5/PtGnTuHbtGpMmTaJnz57Ex8dz+fJloNx7RZFAKkhNTRXURlFREdWqVaNBgwasWbMGLy8vmjVrxsyZM/nkk0+YMGECixYtwszMjMzMTBVlpnjQv/7663z11Vf06tVLyA+rVKlCTs6/eoIUGkaWZdHRW1paiizL+Pr6UlhYiF6vJyAgQBS0TSPoTKiokP7LdcT/CJIkeQMvAwmUj72rCdyUZfnHX7Y3AloCMYAzcFGW5fgXHE6FOnXqyFu3bkWv1xMREcG1a9cICwsjKioKV1dX3nzzTfr374+rqysZGRmCs37y5AlmZmY8fvyYa9eucebMGTGTE8rVMYGBgfj7+2NlZUWtWrXw8PDAxsaG+/fvY2Fhwblz5zh16hQGg4EWLVowePBgzM3NqVatGlDO0x4/fpz169fj5eXFxx9/LGZxlpaW8tNPPwlVTLt27RgyZIjgphMTE6lUqZJ4ncYB/dGjR3h4ePDFF1+wb98+AgICmDdvHp6enjx8+FCcH8qz+YCAAHQ6HYMHD2bMmDFMnDgRKFe6vPnmm7i5ubFjxw7V+5OUlER4eDirV68mKiqKKVOmMGzYMHHcTZs28eWXX/Ljjz+Smpqqki1GRUWJSVFJSUkEBgaSnp7O+PHj8ff3JzQ0FEmS2LZtG8uXL2fs2LHMnj1bBHAFOTk5uLm5kZ2dTePGjXFycqJOnTpA+UCRqKgoYRUgSRIWFhaYmZnh7e1NZmammPBkbm6OtbU1BoMBb29vDAYDjx8/pqSkhLCwMK0sy+4v+n41adJEvn79+u/5KppgwjOQJOmGLMtNfntPNSp6hl4CVAZOAI+BYKC7JElmsiz/IMvyLUmSsmRZjv13T2BhYcHLL79Mq1atePfdd7ly5QqrVq1i0aJFLFq0SBhXeXh4UFJSQnx8vIr/rV69Ol27dhUTg+Lj43n48CHXr19X+Z0bw9bWlo4dOzJs2DARfB88eCC2azQaBg4cSI0aNZg+fTrbtm0TAd3c3Jy2bdsSEhIClNMmv6VyMcaJEyfYt28fQ4YMoWPHjqL78kVwdHQkMDCQa9euiYAuSRIhISEsWLCAMWPG0LVrVwYMGEB0dDTvv/8+ERERuLu7s2LFCtGBCuU3o+PHj+Pq6oqbm5vKbvdF8PDw4LXXXmP9+vUkJCTg5+dHSEgIsbGxrFu3jnfeeeeFz3V2diYkJIT169dTq1YtnJyccHZ2xtzcXAR0pfMWytVAiueLJEmiKGxvby/sAZRh3EDFzYRM+Nuiogf0AsABaE95UD9L+TW3kiTpZ6DRL7/jtxQuT+PBgwd07NgRV1dXevbsyaBBg3Bzc6NFixYEBASQk5PDuXPnyMjIICUlhYKCAszNzWnQoAEBAQEUFBSQkpLC+fPn2bdvH1A+JMPf358WLVrg5uZGYWEhnp6eWFtb4+TkRFFREQEBAfj4+DyTST8PjRo1ol+/fuzevZvIyEheeumlf+MtVOPnn3/GycmJt956SzUO7tdQtWpVQZUoGDVqFHq9ntDQUM6dO8eiRYsoLCzE0dGRTz/9lL59+6LRaIiNjRXP2bhxI/fu3ePDDz987uSmF0Hh5BXlkSRJYjWhTCV6EUaNGsWmTZuIi4ujcePGlJSUCC5ckTw6OTlhY2MjRvgp1g2Ojo7k5uaKTD0zM5OSkhKF3rH43S/ABBP+R6jQAV2W5SJJkg4BUykviob98s8fcKOcM3cAUv+oBt3W1pZmzZoRHx/PihUr+Prrr2nWrBnt27fH398fPz8/OnfuDJTzwm5ubkRHR7N3716OHDkifMmrV6/OoEGDCAwMVE0WcnJyQq/XqwYbZ2dnU1paSlxcHMnJySojLGW4gwKlQNu2bVuOHj3KvHnzWLhwoeCMFc76acuAJ0+eqAqhxpRLSkoKN2/epEaNGsTFxZGUlCRWGykpKcLCQLlWJeja2NiQlZVFZGQk9vb2oiuzZ8+edO/enbNnz3Ljxg0cHBzo1KkTVapUEdOgEhISyM/PJzo6mrVr19K8eXP8/f2JiYl55pxpaWlCxqjT6UTRU+H2s7KyBMeuDA5RGn6MC6SZmZki+FtYWNCnTx8OHjwountzcnLExCJlXB+U37ju3LmDRqMRXax3794Vo+6UQRtFRUWEhYWZ7HNNqHCo0AEdQJbl+5IkfQW8Q3kAP0m5sqWmLMsb/93jenl5MXnyZKA86Jw8eZJjx45x8eJFbG1tadu2LXXr1iUxMZGIiAhSU1OFv0mTJk1o164djRo14vTp09y+fZvjx48Ly1ZADEWeMWOG0HorE3WUn318fMT1FBQUiM5LQDTgQPnM0Q0bNnDhwgUGDBhAaWmpsCIoKipS0SbKiDoFRp2NJCcn8+TJE/r27SuKgwqHnZ+fr5I0SpIkLITr1avH7t27KS0txcfHBysrKzw8PMS+bdu2ZfDgwUC5hYHxTSwnJwd3d3emTp2Ki4sLM2bMEDervLw8lU2xwWAQFE1SUpL4+dKlS0C5/44SuMvKysTYOBsbG9U5lU5W5XOYPHkyu3btYs+ePXTo0IHk5GRKS0uFQke5ISi+MxYWFtjY2JCeno5Wq0WSJGFNHBMTo9xAf/8SwwQT/keo8AEdQJblu5IkLQNeASYBccC+P+v4VapUYdKkSYwbN44bN25w+PBhLl++zJEjR7C2tsbHx4emTZtSt25dPDw8qFWrFsnJyaxZs4awsDDR3u/s7IyNjY1QcJw5c4adO3cyatSo/+j6goODuXPnDsuWLWPfvn00bdqUQYMGPaMp/y0o2fDTLfe/BeUGkZSUJFr5/whu375NbGws8+bN+1Vp6POg1WrZs2cP1atXV1kGR0VFqW4Gv4bAwEDeffddVq1axffff4+Xlxe+vr44OTlhaWlJWVkZGo0Ga2trrK2tKSkpEYqgmJgYiouLiY2NRavVotVqlZvkMzyPceOa8c3ZBBP+V/hLBHQAWZYfSpIUyy+mSLIs/0d+1AUFBdy+fVs8VjJiW1tbunbtyrBhw8jKysLFxUW4EQI8fPiQH3/8kevXr6PRaAgMDKRevXrY2NgA/zLD8vPzo06dOpw6dYpKlSpRpUoV4e0Caome8tiYCzbO0PPz8xk7diw1atTg6tWrbN++ne3bt+Pl5YW7uzvVq1enSpUqtGjRgry8PNVxjblqhZp5+PAhderUUckGU1NTVVRNbm6u8IVXbgT37t2jdu3agrJQYEz7JCYmqqSIycnJ7Ny5U5ihGXPqT78HGRkZ4v3JysrC1taW5cuXU1RUxGuvvSaKqAUFBYSHhzNixAgyMjLIzc19hnIxPqZer2fixIn06dOH9evXs3fvXpKTk8XEJ3Nzc9LT04mJiSE5OVm4SAK4uLjg5+eHg4MDdevWxcXFBXNzc9asWfOMDt24ca1JkyamoqkJ/3P8ZQI6lLf88ycNFpBlWYwfc3JyUgXQ3NxcXF1dRSdhQkICDg4O3Lx5k9DQUPLz82nYsCHt27fn3r17KpWJcQbauHFjnjx5wokTJ5gzZw6ZmZliSlFZWZlqYpHizaLAOBtNSkqiSpUqjBgxghEjRnDz5k3i4uKIiooiOjqaI0eOoNfrOXLkCO+8846KcjG2MCgsLMTJyYmysjL8/f3Jzc0VHZd6vV51PUlJSarHTk5OFBQU4Ovri7m5uYrmKS4uFhRMXl6e6vyRkZFcvHiRoUOHUrNmTRXfX1ZWpsqyra2tBc2SmJjItm3biIiIYObMmWJeKcCZM2coKyujS5cuouj8tJGa8jno9Xrx+dSuXZtZs2Yxd+5cLl68yJ07d7hz5w53797FysoKb29vGjRoQNWqValVqxb5+fnk5+eTmppKZmamGDht0qGbUFHxlwrofyZSUlL45JNPkCSJwMBAOnbsSOPGjUWGaAydTseWLVs4e/YsLi4uDBw48HfRHRYWFrRq1Yr9+/cTGxv7h+mGF8HNzY1mzZoB5XrxqlWrcvXqVRYtWsScOXNYsGCB8A1/GopX+B+Fs7Ozyr/99+L06dOYmZmpjMB+C+Hh4Xz++eckJCTw1ltv0a9fP9W5z5w5g5WVFS+//PIfvh4oD/bdunWjW7duqt8nJiYSFRXF8ePHCQ0NJSUlRbVdmc36RxQ6Jpjwv8TfNqC7u7vTr18/kpOTuXTpEqtWrcLe3p66devi5OREcXEx1tbWHDlyhIsXLyLLMh07dsTHx+cPcdfx8fHY29vj5+enWsr/mdBoNLRs2ZK1a9cya9Yspk6dysSJExk5cuQz+/r7+/+qdcHzoNPpSEhIEKqfP4Jq1apRVlZGQkKCaO55HnJzc7l06RLr16/n6tWruLm5sXjxYtq1a6faT6vVsn//fvr166daxfwRlJSUkJKSQmZmJpmZmaSnp3Pu3DlOnDhBfn4+tra2tG7dmpEjR9K6dWt8fX3JysoSwzkAXnrpJZPKxYQKh79tQIdyN0FfX18GDBiAVqvl7t27REZGotPpOHbsGFDutBgYGMjLL7+Mo6MjcXFx6HQ6cYzc3FwxLQh4xl88PDycFi1aiMHNcXFxQPlwZ2OkpaWpJIbGKwXFXEpBVlaW8C03/hlg7NixHDp0iNWrVwvLWiWjTElJwd3dnfT0dKHcUc6ZkZGh4sWzs7OF98v169cxGAz4+/sTHx8vlB8KkpOTBZWSnJwsbITNzMyoVq0aFhYWrFmzhgEDBpCfn09RURG5ubnExcUhyzLJyck8ePCAsrIy3Nzc6N+/P61ataJWrVqkpaUB5by4ra0tGzdupKSkhAEDBoisPTs7W3Xt6enpgvdPSUkhLi6OnTt38vDhQ2JiYsRIQGM4OzvTrFkzOnbsyMsvv4ylpSXJycnIskxCQoJqgPQvMHHkJlQ4/G0Durm5uUrqVq1aNRo3bgyUF/9sbW3Jzc2lTp06PHjwQLSkR0dHqzjizMxMlaJB2Q/g4MGDSJLE66+/jpubGykpKaI5yFgWCOXyQ+PHxrL6mJgYVWt7bm6u4KyNf4Zy6d/8+fP5/PPP2bt3L97e3rzxxhtAOdfdokULtm/fTm5uLn5+fkK2aGFhobr2pKQkatasSU5ODhERETg6OtKhQwc0Gg2SJKmy1aKiIvFYp9Px3XffcejQIdzc3KhatSpt2rTh1KlT/Pzzz898Dvb29nh7ezNs2DCCgoLo1KkTkiSRlpamWgmlpaXh5OTEvn376NSpE02a/Ksr2szMTKXcUfzRoXzY9MqVKyksLKRGjRrUrFmTXr164evri5ubGw4ODjg7O1OpUiUSEhJULo4WFhZs2rSJgoICXnvttacNxUwZugkVDn/bgP5rsLa2FkZU/y5SU1P5+eefadWqlerG8b+AmZkZU6ZMQa/X880339CyZUtBd9SuXRsXFxfmz5/P8OHDVV4qCkpLS7l9+zZbt27l4sWLlJaWMmzYMFUW/CL88MMPHDp0iB49elBUVMTp06d55ZVXWLZsmbCetbW1Fbru2rVri+c+efLkGX66qKiI6Ohorl27Rnh4ODk5OYwZM+Z3vQ+7du1i4cKFNGvWjI8++gh/f38SExNVN6Nf6zItKyvj4MGDFBUV0bt376c3m4qiJlQ4mAL6fwGKgZaVlRUjRoz4U45ZWFgohmU8ePCA4uJiLCwscHNzE26AxtI9MzMz3n77bW7dusVnn33Ghg0bgHI55Lp16/joo4/45ptvSExMZMCAATx48ID79+/z+PFjzp07R05ODs7OzvTt25du3bpRr16937zGn3/+mcOHD9O3b1+mTZtGRkYGp06dolatWjRv3hxQyyiVblJjpKamcu3aNa5cuUJ0dDT3798X9Ii1tTW9e/cWK6lfw5EjR5g1axZNmzbl22+/FRLM34LBYCA7OxtXV1fMzc05evQoBoPhmQIp8PsOaIIJ/0P8bQN6aWmp4GcBoSOH8uW9MReuTLWB8oBkHBxcXV1Vy3Q/Pz/hJDh69GiVOVVxcTHHjh3D0tKSmjVrqqSSNjY2quPm5eUhyzIxMTEcOHCAR48eCZ7a2toaDw8PiouL+fnnnzl58iQajYZBgwZRo0YNVQY6YcIEFixYwMaNG2nfvj0WFhb4+vqyZs0aPvvsM/bu3cuhQ4fE/paWlrRu3Zo2bdrQt29fweUbU0DW1tYqu1pZlsnLy2PBggV4eHgwfvx4DAYDd+/eBaBu3bpif+PX7OHhgYuLCzqdjiNHjrB7925u3bqFLMvY2dnRsGFDJkyYQN26dXF3d6dBgwZilWDMgZeUlIj3prS0lOXLl7Nt2zaCgoKYNWuWaqJUTk6O6hqMrQS2bdvGxYsXefLkCbNnz6Z+/fqi8Gpvb/+0CZqJQzehwuFvG9D/W4iIiODw4cO0bt1a1VVZVlbGsmXLCA8PB6Bnz56/6hQIsGXLFi5cuICFhQWNGzcWU4diY2MJCAgAyvl+S0tLzpw5w/fff89rr71GgwYNxDG6dOnC+fPnWbt2LdbW1kJbbm5uzvDhw3njjTe4du0a5ubmNG7cGC8vLzQaDampqc+VcL4I33//PcnJyfzjH/8QVgf37t1Do9H8Kn119uxZ3nrrLUpKSvDz82PKlCl06dJF+KYoUEbtabVaioqKKC4uprS0VMX7A0ydOpWDBw8ycOBA3n///d8l0dy/fz9LlizBYDDQqFEj3NzcWLRoEQsXLnzm+CaYUJFhCuh/IgoKCggNDcXHx4eQkBCVKmLz5s2Eh4czZcoUHj16xP79+/H19aVfv34vPF5ZWRkWFhaMGTPmhZI/a2trAgMDqVmzJv/85z+5ePEiffv2FdslSeLDDz+ke/fuKjWOAi8vL3r27ElKSopYaeTm5nLz5k0OHjxIQUEBHTt2JCgo6Ff11/Xr18fMzIyTJ0/SvXt3NBoNly9fplatWi+UF+bk5PD+++/j5+fHwoUL8fX1FQXnp1VAAB999BFbt25V/Qufw5YAACAASURBVK5OnTp88skneHp68ujRIw4ePMiwYcOYO3fuC6/VGKWlpaxatYqgoCCGDx9OkyZNWLVqFZGRkc+1Jc7KyiIvLw9MfzsmVED8bb+URUVFKvtY46BTUlJCVFSUeFxQUMCjR4/Ez8aj3IqLi0lISECWZc6dO0d+fj5Dhw4lOTlZ6K8jIiLYtm0bzZo1Izg4mBYtWvD48WPWrFlDaWkpLVu2JCMjQ0UjZGVl4eHhgV6vJyYmRkVxaLVaQTHk5+dz7949oLzgeeXKFU6fPi1oF+WmYmdnR3p6OsnJyeI4GRkZgmpKSUnh1KlTHDx4kJiYGGRZFhazGzZswMvLiw4dOtC/f38loAmkpaXh7e3N8OHDCQ0NZcmSJXTp0oWYmBh69+5NQkKC2NdYKbJ06VIyMzNZtmwZVapUQavVis8hPT1dRfPs3LmTrVu30r17dxo0aCAGaq9du5aRI0fyySefEBYWhqWlJR06dBA2AU9bKjztRnnv3j3y8vJo27YtBoOBhw8fcuDAAZo0aYJerxcZfnZ2NpcvX2bx4sXK800qFxMqHP62Ad3S0lLFfRvz1wkJCSr1R2JiolBjPN0gk5ycTP369bl48SKJiYmMHDmSrl27AuWB19nZmXXr1lG9enUmT54slvCzZ89m2bJlbNy4kUaNGlGjRg2V+2J6ejpVq1bl4MGDaLVacUwoz6AVSV9MTIz42d3dnRs3bhARESE6SZVtLi4ulJWVqewFHBwccHBwYN26dXz33Xfk5ubSoEEDpk6dSkBAAO3atUOSJI4ePcrevXvZtWsX586dY+nSparjKBN9Jk2aREpKCocPH+b+/fsAdOjQQSXHVOSFx44d48KFC0ybNo327dsD5asNxUVSlmUR/B89esSaNWt4+eWX+eyzz1R2Bl27dmXixIlMnToVc3Nz+vTpQ61atQRdU1JSorIpKCsrU8lOjx8/DpRTUw8ePGDNmjUUFBQIBZBSA9m2bRuLFy+mVatWDBgwgKlTp/6racAEEyoITNKrPwFZWVns3r2bWrVq8eqrr6q23b59m5ycHFq1aqVaBVhaWrJo0SI8PT1Zt27dc49ra2tLYGAg9+7dU83BfBFsbGzw8/MTGbsxrKysVN7jUB40J0+ezPr162nWrBl79uxh//79TJ48mZYtW+Lo6IiDgwMDBw5k3bp1/PDDDyQlJamKqE9j8ODB2NjYEBMTg0ajeaG6ZO/evbi4uDBp0qQXHkun0zF37lxeffVVzM3NWbJkiSqYQ3kRevXq1fTs2RPgDztbKhn4Z599xowZM7h79y7/+Mc/xIQoKH+fPv/8c1q0aMHGjRsZOHAgmDJ0EyogTAH9P0RKSgqff/45sizz2muvqagRKPcKb9asGdu3b+fmzZuqbXZ2drzyyivcvn1bqGieRkhICKWlpWzfvl3lTPg8yLJMWlqaylRLwZMnT1QNSFDuM3758mU++OADFi5c+JtyQOWG9DztunL+b775huLiYqZPn465uTnr1q3jebNHGjZsSFZW1nO5coC7d+/Sq1cvvv/+e4YMGcLGjRtVKypj2NjYsGzZMq5cuSIKsKdPn+ann3567rmNofi4nzt3jo4dO7Jjxw769Omj2kcpwrZr185YGvpiAbsJJvw/4W9LuSge1wqMM7/S0lJiYmJUjx8/fiyeFxcXh8Fg4NatW4SHh+Ps7MzAgQPJy8sTXDuUBwJLS0tGjRpFamoqS5cuxdHRkZo1a5KSkkJZWRm1a9fGYDBw4cIFoQ4BVPM2mzRpwuXLl/nhhx9o2rQpOp1OXJ+x9YBSsPPy8hK/k2WZwsJCsrKysLOzExlpWVkZa9asEZOZtFqtSrqpuAsqyM3N5cyZM0C53NCYF09KSqKoqIjdu3dz9epVXnvtNYKCghgwYADbt29n27ZttGnTBkBQKkFBQUB588/QoUOBcpqppKSEHTt2sGLFClxdXfniiy/EoBHj99b48zK2y83NzeX+/ftMmTKFwsJCgoKCmD17tjjv0zcQjUbDtm3byMnJobCwUFUjyc3NFdOaFBiZhP1t/3ZMqLj4y38pfxkY/eup63NgZWWl0ogbB6/k5GSV1C49PZ369esD5Rl5pUqVWLduHXFxcTRo0IB33nlHZG5P294qfO3ChQuZPHkyixYtYunSpXh6elK1alX8/Pzw9vbm/v37vP322yLDN9aSK0W8K1eu4O/vT6VKlYRs8dGjR+JaT5w4AZTzwUoA8/HxEYGwdu3aglP/6aefSE5O5ttvv8XPzw+dTqfK4DUajUqLb2VlxZUrV3B1dRWDPhRkZGRw8OBBdu7cScuWLRk7diySJDF69GiuXr1KaGgolStXpl27doJD9/LyEjWCbt26kZSUxJkzZ7hx44bwv/n000/F/rGxsZw/f56UlBRq165NgwYNBDcuy7LqelauXIler2fy5MmsXbuW8ePH89FHHwlaxnhfYyVSfHy8ysYhIyMDHx8fUVS1tbUV7yum1a0JFRB/yYAuSVI1IBC4L8vy4//luWNjY9m4cSOSJDFu3Dg8PDxUHZovgqurK9OmTePzzz9n4sSJjBo1ijFjxiBJEoMHD+arr75ixYoVvPvuu8+VB4aEhJCXl8cPP/yAm5sbQ4YMUWmkY2NjOXbsGNWqVTMOOgDCTMzY70Th5H/P4GmDwcBHH33E2bNnmTRpkri+srIy9u/fz4oVK8jKyqJ9+/aEhISI7RqNhvHjx7Ny5Uref/995s6dK7JxgBEjRrB48WLh4mhmZsZLL73EvHnzaNmyJba2tuzbt4+jR49y9epVMdxZoVE8PT0ZPnw4HTt2VF2vRqPBYDDQvn17WrVqxaJFi5g6dSqAuDH/ESgDShYsWEDlypWVArXJQ9eECgfpD85W/n+HJEk1gNeBAmAiMEyW5UuSJEl/ZFC0g4ODbOynbZyh6/V6lbxOUXHcunWLmzdv4uXlxcCBA3F2diYzM1OlTjGGTqdTNccUFBTg5OTE2rVruXv3Lh06dGDUqFHCjTAsLIzu3bszZMgQlaNjVFQUbm5uyLJMVFQUhw4doqCgADMzMxwdHTE3N0en02FjY0Pv3r1Vq4sqVaoQERHBsmXLmD59Ol26dAHKVw9jxoxh2rRpDBkyhOzsbJX648mTJ7i6ulJWVsaCBQvYu3cvgwcPZuzYsTx+/Jjs7GxWrVolstqQkBBq1KghnqdAmSn6xRdfEBUVxQcffCC4euU1XrhwgerVq+Pk5CTey9OnT/P999+TkJCAp6cnderUoVWrVnh7e5OQkEBSUhK3bt0iMjKSdu3aMXXqVPEZpqamMmvWLKytrVmwYAFVq1Zl3Lhx5OXlsXDhQtXqx/h9Tk5OVn1eOTk5ImOPj48Xr8HW1pb8/PxsWZZVbl3GaNKkiXz9+vUXbTbBhF+FJEk3ZFlu8tt7qvFXzNBdgHWyLCdJkpQKrJMkqbUsy1m/9UTjmY8ODg6qjkpjTjY5OVnlXZKSksKlS5e4desWjRo1YtasWYJaefTokaA/AJVG++HDh6oAkZycTPXq1fn000/59ttvOXDgAMnJySxYsIAJEybg7u7O7t27RUBSKAVzc3NBlTRv3pw6deqQlpbGlStXyM/Px97eHisrK/r06UNpaakq63ZzcxPacw8PDxG0K1WqRLVq1bhw4YJQmhgP4FB8wWfPns3evXsZO3Ys48ePR5Ikjh07xqpVq7CxsWHu3Ll4eHgIGWN2drYqYOr1enx9ffn444+ZOXMmixcvZuXKldSpUwe9Xk+1atXE9SrU0DfffMO+fftwdXVl1qxZtGzZksjISHEOT09P2rRpw+DBg9m0aRM//fQTZWVlfPzxx9jY2GBmZsby5csZPXo0q1evZvPmzcyYMYOxY8cSHh4uJJ1Pf16A6uackpIiPgODwcCmTZvYvHkzOTk5bN261eTlYkKFw1+CB5TUHIQGmCpJkr8sy5uBUH6RkEmS9Kt2gLIsfyPLchNZlpsYFwB/DWVlZRw5coRbt27x2muv0b9//397sIJ4ARoNffv2ZeHChTx+/JjFixcjSRLTp09nzpw5REZGMmbMGI4fP/5clYalpSXBwcFMnTqVwYMHM3nyZCZMmKDKsJ+Hp2WLrVu35tq1a/zwww/PnOfOnTsMHz6cn376iSlTpjBhwgQkSSIuLo7PP/+cSpUqsXLlSqFV/y3Y2toyf/58XF1defvtt/nnP//JmTNnhCd7WFgYX3zxBf369ePAgQN07NiRVatW0apVqxce38zMjDFjxjBs2DAuXrzIe++9J15j06ZNmTt3LpcvX2b37t20b9+exo0bs27dOlUx/I/A1taWCRMmMHPmTPiL/O2Y8PfCX+VLKQK1LMtXgASj3xUCgZIkOQDP19P9mzAYDOzdu5eYmBiGDRtGly5d/tTxY61bt6Z169Yig5YkiZ49exIaGkq1atVYsGABy5cv/0254m+hXr16mJubc/XqVdXvBw8eTHBwMLNmzRI3mFOnTjF27FhBrSxYsEClFV+/fj0ajYZFixY9I4P8Lbi6urJ69Wrat2/P+fPnWbFiBT169KBdu3ZMmTKFO3fu0LNnT9avX8/AgQNVqh8oL1I+fPjwmfejU6dOzJ8/n/DwcNauXSt+P2TIECpVqsTx48eRJInFixcDMG7cOJUx278Jkw7dhAqHCk+5SJJUGQiRJOk2kCnL8g1Zlr8w2uUcEAOMAoZIktQeKPstPl2RHyowNqJStl2+fJk7d+7QsGFDateuTWJiIjqdjqSkJLGvVqtVNc8YS9zS09NVwaegoEBQOwUFBVhbW2Nubk5WVhapqalimyRJzJw5k507d7J//37i4uJ48803BUdsPDEoMzNTSCqhnPIwllwqxc/69esTFhYmGn6gnD+eM2cOwcHBHD16lG+//ZY1a9ZgZ2fH0KFDGT58ODY2NiQkJKDVakUXaHBwMFqtFq1WC5RTSYpaJDU1VaUcyc3NpaioSDx2cXGhX79+9OnThwcPHpCamkpqaioNGjTA1dUVNzc3CgsLiY2NFTLGyMhIrly5Iux27e3tCQoKIigoCG9vb2RZpmrVqrRv357vvvuOypUri88zKCiIs2fPkpiYiL29PbNnz2b+/Pm8+eabfP311yr9/9O2AGlpaaSmppKUlIRWq8XW1pbS0lJlNWPSoZtQ4VChA7okSd5AQ+Ao0Bho/wvVsstot2jgS6ApMFyW5d/1h2ZnZ6dqpDGmUZKTk8VE+M6dO9OxY0fBt6empuLn58e2bduoV68etWrVUkndjHXOT7sBJiUliTb49PR0/Pz88PHxoaCgADc3N1U7vSzLfPDBB/j6+vL111+ze/du5s2bJ7YrnLqVlZXqeY8fP6ZmzZrisb29PQC9evXi448/JiEhQeVNXrlyZUJCQujYsSN2dnbcuHGDxo0bo9PpVFy4paUlGzduxMLCgt69e6umCWVlZYlmo6dnb+bn56syeWPDq8qVK4u2f4DIyEhRUH38+DGxsbHs2LGDwsJCHBwc6Ny5M25uboSHh3P58mUuXrxIy5Yt6datG+7u7kycOJGoqCg2b97MgAEDsLGxoUOHDhw9epSYmBjatWtH+/btsbW15d133+XChQuqwRVlZWWqyUvLli3jxo0bL1ohPbO6Na7RGH8nTDDhf4UKHdCBEqAycAJ4DAQD3X+RrilB3eGXfQbLshz5Z5w0MzOTU6dO0b59ewYPHiwyUQX79+9n48aNQPnIudGjR9OyZctnukR/D5SC4OLFi1mxYoUIwArq16+PpaUlt2/fprS09JnW99+LFi1aYGVlxblz50RAfxrOzs506tQJUKs/FCg3q5SUlF8d+FxWVsaePXvIzMwkKysLc3NzbGxsaNmyJW3btv1dr+HRo0fs2bMHf39/evfuTX5+vugbaNSoEQD79u3j4sWL4sZsY2PDqFGjWLRoEXfv3qVJkybiBmH8Gfbo0YNt27axYMECatas+Vzp5u7du7l27RohISHCPM3Pzw8LCwskSWL48OHPPEeW5W+Ab6Bc5fKbL9IEE/5kVHQOvYDygN3+l5/PAseBRpIk1ZAkaTCQCwz8s4I5ICiMHj16PBOkDQYDu3btIjAwkJkzZ5KXl8eHH37I5MmTVdTC70WLFi14//33iYyMZNy4cTx+/JjHjx9z+fJlNm7cyDvvvIOHhwcrV678t4M5IIZqPG0/8Efw4Ycf4uPjw6pVq4iIiHjhfvHx8Rw/fpzHjx+Tn5+PJEkkJCSwZs0axo8fz+bNm4mNjX1hW35MTIywF37rrbeoWbPmM7ULe3t7evToAZRn9gqUcX/KZ3HhwgUkSaJt27ZiH0mS+PLLL3F2dua999575oYN5U1cVatWZfz48QQFBVGtWjX8/f3x9fVVlDAmDt2ECocKnaHLslwkSdIhYCrlnGXYL//8AQ/AEfCUZflZo+/fgEajUTXaGAeMuLg4/Pz8BFVgbm4ugum9e/dISkpi0aJFdOnShaZNm3Lz5k0hRZwwYYI4jpOTkyrjtra2VnH1Sgdi586dKSkpYfXq1cJbREGzZs0YOXIk3t7eYulvaWkpmpmUGZ0KrKysVIHfOGgGBgaya9cu0tPTcXFxER4lUM7pFxYWin1LSkpUVIONjQ02NjasXbuW0aNH8/HHH7N06VKCgoJwdHQU1yBJkrAtmDhxIunp6VSvXl1Y016/fp1Dhw5x4MABHB0dad68OfXq1cPGxobExESysrL4+uuvsbKyYuTIkZSWlpKXl0d+fj75+fmq98bc3Bw/Pz/u3r0rXofyORYXF2NmZsaFCxdo1qyZkCM6ODhga2tL1apV2bx5M71792batGls2bIFKysrzMzMyM/P586dO7zyyiuiHpCZmfm0P/p/Vqk2wYT/Aip0QAeQZfm+JElfAe8AdsBJ4DpQU5bl59sU/gcoLi4mKSlJ6KSfntpz9uxZPDw86NChA1B+Y+jXrx9JSUmEhoby0ksv0a5duz983rp167JlyxYiIiIoKyvD3d0dDw8PvL29VcXb/wSKBXBERIQqY/0jcHNz48MPP2TBggVMnz6dzZs3P7OP4q3i4uIiaBozMzNq165N3bp1ycvL486dO1y9epWTJ08KC1sFNjY29OrV67kDJp5GYGAgx44dIzs7G2dnZ1HwLSoqIjIykkePHjFs2LDnPrd+/fp89tlnvPvuu6xYsULw6bdu3aKsrEw1ceo5qPB/Oyb8/fCX+FLKsnxXkqRlwCvAJCAO2PffOJeFhQVBQUHcvn2b+fPnM2PGDNV2FxcX7ty5Iwp1CiZMmMDNmzf58ssvqV27tqow+Hvh5uYmioT/jQ5eRYHztDXAH4WzszNLly7l9ddfZ9OmTXTv3l21XVnZvOhGZG9vT4sWLahUqRJVq1bl8ePH6PV6kpKS8PT0xN/fXzWI49cQHx+Pra2tmBN6+fJlAGrVqsXs2bNxdXVlwIABHDp0iAcPHpCQkEBOTg6VK1dm3rx5dO/ene7du7Njxw7hOa/chIybwp4DE0duQoXDXyKgA8iy/FCSpFjA9pfHv20Q/it4emKRsVytYcOG+Pv7s3//fpYvX07//v1F5lenTh1OnDjB1q1b6datG2lpaYJnf+edd5g8ebLoiszIyFAF5oyMDJHxG8sboVw983TXooLs7GzV1B3jc6anp6soFq1Wq1pVGEsqr127Jiia+Ph40tPTxXGePHmiolhSU1NV1258jvT0dDw8POjcuTOHDx/G399fXJ8i77OysuLYsWMEBQXx4MED8VxjakuheMzMzLCyssLNzQ0HBwfS09PJyspSnV+n06nkmXZ2duTk5BAVFUXjxo158uQJpaWlHD58WFBL0dHRfPLJJ+zcuZN//vOfQDkN5u7uzuHDh8nPz2fq1Kn07duXw4cPs3//fnr27CluJpmZmWJyVWJiIpmZmURHRyvX/Xy/YxNM+H/EXyagA8iyrAf+o0CuwNraWqVuMOZnHzx4QMuWLZEkiT179nDjxg2aNGkinlerVi3CwsIYPXo0Go1GSBGrVq3KnDlzmDt3LkeOHKFHjx4q7/Do6GghY3z48KHK3zsrK0sU9J5GcXGxqiVdo9FQXFzMhQsX0Ol0ODs7Y25uTnBwMDVq1FBJCpUAKssyjx49onnz5kLmaGZmJo779CQfg8GgOufT3bHe3t689957nDp1iuvXr9OrVy+gXHfu4+NDmzZtOH36NC1btlR5y+j1/xr0ExcXp5JcxsfHs2PHDtLS0njrrbdUn48kSSp3TAcHB3bs2IFGo6F79+7Ur1+fU6dOodPpGDduHCtWrGDQoEHUq1ePwYMH06NHD9zd3bG3txc3ne+++46aNWsyfvx4AgMDOX/+PJMmTRL1CS8vL7HSiouL4+jRoxj5s5ha/02ocKjoKpf/VzRv3pygoCDOnTun8uLu2bMnDx48UGWeCjp27MiwYcPYs2cPu3bt+q9QJwaDgdmzZ7Nlyxb27dvH5s2bWb9+PW+88QabNm167rCMnJwcsrKyflVu+Efh6OiIr68v4eHhz7zOOnXqUFZW9oc6Mg0Gg9h/7dq1rFmzhgsXLjyjQklKSmLVqlWcPXuWZs2a4eDgQHFxMZs3b6ZKlSr8/PPPlJWVMWDAACZMmICnpycGgwErKyvs7OxwcnKiefPm9O7dm4ULF5KSkkJISAiPHj0iJSWF3Nxc7OzsxOrFYDBw5MgRrl+/Trdu3ZgzZw6ABSaYUMHwl8rQ/0xkZGSwdu1aKlWqpGouMYYkSfTv35/Y2FhWrVrFp59+CpSrUlauXMnevXsZOXLkM8+bNGkSBQUF7NmzB09PT0JCQv7Ua3/48CFZWVnMnz+fgIAAqlatSl5eHuvXr2fXrl3cunWLiRMn0rlzZ5GhOzg4oNFonqsv/3exZMkSHj16JHxejHHz5k2srKxeOGXoeVCojtatW5OXl0dCQgJ37twR1x8YGEhxcTHh4eHY2trSp08fOnXqRGFhIatWrRIOkhs2bGDMmDHMnj2bwsJC2rVrh52dHcXFxciyTH5+Pnq9nuzsbAwGA6GhoQQHBwPlGvvU1FSV1/rmzZuJioqiZ8+ewuoXk32uCRUQf9uArtfriY+PJyIiAjc3N5X0Lysri7t374rHrVu35vDhw6xYsYJevXphZ2dHixYtOHToEMHBwSo6QtE/Dxs2jNjYWLZs2UJJSQldunRRcdZPT6NPTk4mPT2dmJgYDAaDyHhr1aolOGYF58+fx8LCgmrVqpGRkSG2DRkyhCpVqrB3714+/fRTzp49y4gRIwSF4OjoyOPHj0WxMi0tTQTilJQUFYeelpamyrqNufiIiAgOHTrEhQsX6NWrFz4+PoJrTklJISMjgytXrvDSSy+h0+lUKxljyqWwsFC1LSIiAgsLCxo3bkxWVhYdO3ZEq9USHx/Pw4cPCQ8Px2Aw0LRpUzEOLi0tjZs3b3L48GF69OjB3r17qVy5Mjdv3iQlJYWRI0ciyzL29vaUlJTg5uZGXl4ehYWFBAQEYG1tzZYtW4Sn+t27d0lISMDR0ZH4+Hh++uknTp48Se3atXF0dOTatWviLXne98oEE/4/8bcN6D4+PvzjH/9g2rRp3Llzh8GDB4ti4u3bt1Xct4WFBW3atOH8+fP06NFDtMuHhYURERHBK6+8IvY1DoKzZ89m1apVfP/99+Tm5hIcHCza8ouKilRcd1paGt99950Yf6agbt26DB06VHDNsiwTGRlJy5YtqVu3LikpKao2czMzM/r378+mTZvYsGEDCQkJrF27FltbWzE6zsbGBg8PDyRJEq+zrKxM9ZoNBoPIrvV6PVqtlidPnnDmzBkxq/P1119nxIgR3LlzR/DvkZGRXL16Fb1ezyuvvIJOp1PZHzzNoSv8uizLbNmyhaCgIBo0aEB0dLSQWUJ552iNGjUwGAyYm5sLv/rHjx9z7NgxWrVqhZ2dHVlZWYSEhLB161aaNGlCVlYWiYmJ2NnZ4eHhQWlpKdHR0eh0OhwdHTEYDOTk5HD//n2gvDdAoaYsLS25ePEi9erVo2rVqk+bhZl06CZUOPxtAzqU65379OnDzp07ycjIYNiwYS+U9Lm5uWEwGERW7enpiSRJv9odqtFomD9/PmvXruXHH3/k0KFDNG3a9Llt4/Cv7L5u3bpUqlSJK1euCHMtBdnZ2WRmZtK0adNfPe+gQYM4cOAAeXl5Igtv3749GzZsICQkhHXr1v2mVcGPP/7Ihg0bVIocCwsLmjRpwttvvy0KhrIsc+PGDY4cOcLt27eRJIng4GD8/f25ffv2r55DgSRJODg4EBkZKeaePg0zM7Nnrnnz5s1YWVkxfvx4Ro8eTf/+/dm7dy+dO3fG19cXGxsbUlNTsbOzIy8vj+LiYrKzsykpKcHDwwN7e3vMzMyE8VdRURFarRY/Pz/i4+MpLCwkODhYZcj2C0ydoiZUOPxtA7qie65Xrx4WFhbs2rWLL7/8knbt2mFlZaXSUBcUFHDu3DlcXFwwGAzEx8dz48YNZFnG19dXVfjLyMjgxIkTuLi44Ovri6WlJSEhIbz66qts3bqVS5cuMW3aNAYOHKi6nqysLPr06cOJEye4f/++oHwCAgLIyMgQkj1l+LOdnR1JSUnPyBZTUlIoKCjgs88+Iz09nRkzZohgFRAQwMKFC5k3bx6ffvopY8aMUckWjXHy5EnWr19P7dq1hXGXk5MT1atXJzMzk7i4OGJiYoiIiODkyZNotVrs7e2pX78+derUwc7OjuvXr5Odna0q0hrLQ/V6vYraCg4O5vDhwyxatEi09Ru/P8ZTpZSGq2vXrtGzZ0+++uorQasoTpYajQZ3d3dcXV2xs7NDr9fj5OREUVERNjY2uLi44OHhgcFgEJ2mSgHWycmJs2fPYmZmJm4CT0tNTTChouFvG9Dt7OyESVXz5s1p2rQpq1ev5sSJE1SvXp2RI0fi7OxMcXExK1asQKvV8tZbb1GlShUCAgLYt28fNjY2v+WCxQAAFZFJREFUtG3bFl9fXy5dusS2bds4deqU4KLNzc1p06YNr776Kj169KBSpUpizuauXbsICgoScsiioiJ8fHxo3bo1BoOBjIwM0tLSRMFTmYqkWOM2btxYmEUZUyX5+fmcPn2a8PBw/vGPf9CmTRuxzWAwEBAQwNixY/nqq6+Ii4sTxUBJkgQFFB8fz/bt26lRowbLli3D2tpadH8CJCQkEBsby6FDh9BqtTg6OvLqq68SGBjI/fv3VQ05T548UV2fcYadmJiokkaamZkxceJE1qxZw4EDB3j//ffFKiAxMVElY6xcuTJbtmzBwcGBoKAgDhw4wHvvvceKFSuoU6cOOp0OnU5HVlYWCQkJGAwG9Hq9aEBycXERtgLK6zf+v1mzZnz99df4+fmJMX5PyUpNCjETKhz+tl/KsrIycnNzBafr7u7O3Llzef3114mPj2f+/PliglBCQgJjx45FmUEaHR3NqVOnaNSoEZIkMWXKFEaPHs2NGzcYP348586dY9++fQwZMoT79+8zffp02rdvz5YtWzAYDHzzzTdUqlSJDz/8kEuXLj1zbWZmZri6uhIYGMjTk5VSU1OF7e3zUFxczE8//USdOnWENvxp9OrVi4CAAHbu3Pnc7UuXLsXMzIyPP/74mQHYWq2WH3/8kS1btmBjY8Mbb7xB9+7dqVu3riqD/nfh5+fHW2+9RVlZGR9++CHr169/hnaCcu78/PnzDBo0iF27dlGrVi0S/6+9c4+q6joT+O/jDYIIKEYUjRLFRxit1qjkRSbjQmnpGjQL0tEkmubpVKetszKm09UkTTOrs/qYxsZlqi6DEmuimTSRWKNifEWbZvkgutQqyGgUjfhEvCCXx54/zrmnF4KQhnu5evl+/3DPuefsb+/Dt7+7z7e//e3Tp4mOjmbixImA9T+uq6tzctZEREQQERHhzAl4EqHB3/LGf/HFF/Tt25empiYuXbrEkCFDblTVbjsYUm5euq1SVlRUOLvi5Obmct999xEfH8+UKVOIiIjgxIkT1NbWEhkZSb9+/Zg0aRJgTfoVFRXRo0cPZ0f7zZs3M3fuXJ5++mknGVdqairJycm8+OKL7Ny5kxUrVlBYWMiqVauYMWMGzz//PL/97W956aWXeOGFF75yJsWGhoYWycJas3r1aiorK51d7tsiNDSUKVOm8Nprr3HmzJkWPw6NjY0cOHCAe++990tL33ft2sXSpUupr6/noYceIjMzk5CQEGe5va/o378/M2bM4Pjx4+zatYuysrIv5WPx3rjjzTffZPbs2bz33nskJSURHx9PQkICbrfbGXH36NHDWYl68uRJmpubCQkJoVevXvTq1Ys9e/YwdOhQ9u/fT05OjuPaaifsUpf+Kzcd3dagJyUl8a1vfYtjx46xZs0a3n33XSZMmMC9995LaGioY8DBGpV6NmV+//33GThwID/+8Y9555132Lx5M0888QSzZs3C5XKxYcMG3nzzTerq6oiNjeW2224jJSWF5557jvz8fD744AMKCws5cuQI8+fP5xe/+AWvvPIK+fn5LcIG3W6389mzgw9Yk6KedLRgRcd47jt48CDr168nKyuLuLg4/vrXv7bw+7pcLudaT57wTZs28eCDD3L27FmMMZw8eZLr16+TkJDghCKClXt848aNpKSkMGbMGAB2794NWP7ts2fPApZbxztFr4hQWlra4thDeHg4e/fudY4jIiK8V2IyatQokpKSKC4uZsmSJTQ0NDh5YjxvVidOnMDtdhMWFsa5c+fIzs4mJSWF2tpaGhoaaGxspLq6ml69ejmx7NHR0YgIly9f5v333yc3N5fi4mImTZpEWVkZaWlpzo9UTU0Nx44do66urvU8g0a5KDcd3dage2LJ8/LyiImJYdGiRaxfv56PP/6YQYMGkZ2dzT333MMXX3xBeXk5hw8fZseOHYwbN47f//73rFixguLiYh5++GFefvll1q5dy69//WsnFK+2tpa4uDgOHTrEpk2bWL58OVOnTuXnP/85d955J7/85S9JSEhg6dKlzJw5k+LiYrKzsx0/rXcq2zNnzjjhjvHx8YSEhDgjx8bGRpKTk3G5XCxcuJA+ffrw7LPPOq4S77wuZ8+ede7r168fPXv2pKKigtmzZ2OMITU11THGI0aMcPzXu3btYtOmTQwdOpSHH36YLVu2tIhLLy8vd+p9/vx5Z1EOWMbee5Tr7UM/d+5ci6X/ly5dct4KqqqqGDx4MAkJCSQmJlJUVERhYSHz588nNTXV8X173Dye6CMRoaysjNOnTzsul+rqauxNUVqM2vfu3Ut0dDS1tbXEx8dTXV1NcnIykyZNYt++fURHR5ORkeG0y9vff+DAgQ40TFG6nm7rQ//888+ZM2cOeXl5/OY3v+F73/seH3zwAfPnzyciIoIlS5bw6KOP8txzz/H2229z9OhRvvvd7/KDH/yABQsW8Lvf/Y68vDy+//3v8/jjjzNv3jwSExO56667GD58OCNHjmTUqFHcfvvt3H///QwbNoyPPvqIyZMnM2HCBJ566ik+/PBD9u3bx6JFi3C5XBQVFXVYb88y9wsXLrQ4v2bNGmchjbff2xjDn//8Z2cE7UFEGDZsmLMS08PRo0eJjY11RsL19fUsW7aM/v37U1BQ0KlNNr4uffv2Zdq0aYSHh7N48WKam5udHxTPZG11dTVRUVHU1dVRU1NDY2MjCQkJDBs2jMGDBztRL2BFLR0/fpyzZ8+SnZ3N1q1befDBBzly5Aj33XcfIsLx48dvmFvHRsMWlZuObjtC90RwbN++nddff52tW7cyc+ZMHnnkEcaNG0dDQwOlpaUMGDCAHj16kJGRwa5du5g7dy4ul4sFCxaQl5fHM888Q2lpKcOHDyc9PZ2QkBCuXr1KSEgI4eHhxMbGEhoayvDhwxkzZgx79+7lySefZOXKlWzbto1XX32VdevWkZWVRUlJibNT/Y3IzMyksLCQbdu2OaGPZWVl/OEPf+Duu+92omHAMuarV69m8+bNJCYmtth8Ayw//969e1u8DZSXl7fYIciT8Gr69Olfyg3flcTHxzN9+nSWLVtGeXm5k3P+ypUrgBUlFBYWRmhoKCEhIURERDBw4EDi4uKoqalxVt82NDRw7do1ysvLCQsLo6amhqioKK5cuUJkZCTf/va3cblcnDp1ypkEvwHu9r5UlEDQbQ16bGwsmZmZZGZm8thjj/Hiiy+yfPlyioqKGDt2LDk5OUyePJkTJ07w6aefsmrVKnbu3El6ejpLly4lISGBgoICysrKGD9+fIvwOs9S/ZqaGlwul7NT/KhRoxgyZAgVFRUUFRXx/PPPM3v2bNatW8fMmTPZvn07a9eu5Sc/+UmLiBHPTjoAQ4YMoW/fvpSUlJCVlcXixYvZsmULsbGxzJo1i6qqKsLDw2lubmblypXs2LGD0aNHc+jQIYqKikhPT3fK7t27t5OFMTo6mvr6esrLy5k6dSqXL192sk2mpaXhdruddMNHjx51fPhghTF64vZDQkKcHYs8eL9NeM8TePzY3sce3/j169dbuHXcbjcZGRmEh4ezfft2cnJyiI2NdUbonh2KYmJinNWk586do7KykitXrhAfH09tbS3nz5/n4sWLnD9/ntzcXP74xz86PvQHHniApqYmSktLMcaQkpLihDkOGDCgxebbQOdDehTFx3Rbl4s3KSkpLFy4kPXr1/P4449TWVnJCy+8QE5ODnPmzKGwsJBz584xb948Vq9ezYgRI8jPz+fkyZN85zvfIS0tjZiYGNxuN8YYxy1RX1+Py+WiqanJyScyaNAgRo0axdq1a0lNTWXixIm89tprJCYmMm3aNDZs2EBJSckN6yoijB8/nj179lBQUEBJSQm5ubmsXLmyRXrZDRs2sGPHDrKysigoKCAvL49Tp06xcePGFu0GnAnXw4cPU1dX55Rz4MABLl68SHZ29peSbwWCyMhI0tPTOXToECJCnz59nEVL9fX1zg+V2+3G5XJx/PhxqqqquHr1KteuXaOyspK6ujrH/XT9+nViY2NxuVz06NHDidmvqKhARFrMBbRB4B+IorSi247Q2yIjI4OMjAxmz57NpUuXOHjwIEOGDCE5OdnJee6ZjDt27BiDBw+md+/enDp1ipiYGGcVpNvtpqGhgZiYGFJSUoiKisLtdjv+XU/K2aqqKjIzM/nkk09obm7m2Wef5a233qKioqJFlE1rPBOH1dXV5Ofnf8mVAlY8dWJiopNnZuzYsRQXF7dY1erJTeLZN9Nj6EaOHEllZaUTGpiWlsb+/fu//oP1IUlJSRw+fBiwctN7nnlzczMigogQERFBc3MzCQkJhIaGEhcXR1VVFbW1tTQ1NVFfX8+gQYO4evUqd9xxB9XV1dxxxx1OzH9dXd2X9n9tA41yUW461KC3gYgwdOhQ5xXbe5WkN6GhoYSHh5OQkECvXr2cjZWbmpq4du0aUVFRhIWFER0dzYULFwgNDSU2NtZJLNWasLCwDvOrtKb1xhOt29He8Y3wdnXcaqSkpBAdHU1MTAxXr14lNDSUK1euEBUVRXJyMklJSV/rObeBGnTlpkP8sQHDrYCIXAbOY706C5b7yWBtXNCIFcVQ53UsQE/7b73XPQANWJNkYfa5JiDSvua6fb4R6A1cwjIGDYBnGWiMfZ3Y5TQAsfZ9dV7f9bTLwb631pbXjOXTNfb30V7XJdj3u+2yPO2MsctssuVdB+IAz9ZNYpcZZd/neU7NtBwIePbNi7TLjrKfWb3Xs3B73d9kXxNiyzX2tdFedfHUP8KW55mA9LbChr/9LyLtZ3PerluT17URXsee8qNatSXUPt9gHzd4feepc4T9zGrtuqUaY1os4xWRp4Cn7MN04ChdR2/gQodXqcxbRWa6MabjXdJb0W0NeiAQkT3GmG+qzFtfZiDa2B7d4ZmrzI7RSVFFUZQgQQ26oihKkKAGvWtZojKDRmYg2tge3eGZq8wOUB+6oihKkKAjdEVRlCBBDXoXIyLd4pl3ZTvFDrCXm2E5awBR3fKLrFtKt7qFAgQaEbldRKaIyGBjTJctSBGRMPtvlyijiPQWkRwRGdhV7RSRfkCuiCSbLvQfeoxKoDu66pZfZd5yuqUG3c+ISBrwGJABbBGRSfZ5v3YEEYkFnhCRRGOM6QJ5fYBJWIt2Jnud95tcERkATMTS4/8UkUR/y7TL7wvki0hqV3b0NuqhuuU/mbekbunSf/+TACwzxlSKyDlgmYjcY4zx9xby9UA/4DERWWGMuSQi4kcDJEB/Y8zrIhIpIpnAaWPM536SB9bK1o+MMdUichqoE5EoY8x1fwkUkUHAWKzVqz8TkT8Bu40xlf6S2Q6qW/7jltQtHaH7gVa/4qHAj+xX4pXACuzNEUTEbylYjTENwDEgHms01cfXo6lWZdUBUfZr6mggDfiViOS2ca2vZEYBT4rIT7Ge67vAZhHJFpHoNgvoPOHAKWPMu8AbWB0wW0T6t3+bb1DdUt1qDzXo/sHpTMaYvwCnvM7VAcNFJA4Y4CuB3sro9XkrsAU4izWaSvTxKMq7nTVYOVWW2cdF9udHRGSQD+V6y9wP7AdKgW3A/wA/BZKxcrv4gxQsIybGmB3AOmAEkAld4lNW3VLduiEah+5jRCQF+BfgM+CSMWZvq+/HABVYvs8CIAto6qxSikiYMaax1bmewDexOt39WMrxIbCxsxNLrdp50Rizzz7/K+BOIMcY0ywiM7Cew4bOyGtDpvNsRSQcyAHW2SPFLMAYY7Z3VuYN6vErYDiQa8t7AHga+JEx5ow/ZNpyVbdUt9q/Xw267xCR27Bek04B44ChwH5jzDte18QBrwLjgUeMMaU+kOutjOe9yxQrKuBzEZkGPAlUAv9mjHG1XdpXktdWOz8zxqyxv38Jy+/5MTAQWGuMqf668tqRuc8Y87/29zOAYcB64BvA28aYK52RaZfr+IZFJMIY47Y/L8R69f9nY0yDiDyE9ez91dFVt1Dd6rBMNei+Q6yZ8GnASqx0q3cDU4GPPR3P7iDLgR8aY474QGZHyvgNrAiBCqAX1iRLpyaT2mnnJ8aYt+xr0rAm3S8ZY853Rl4HMnd7dfYHsPyQnxljzt2orL9Tbjow2xizwD727nj/DfQANmG9hr9njLl2w8I6Vw/VLdWtDnVLo1x8Sy3W7HgWUAJsx3rGmSKyH6tTbAAe8mHHd2P53kqA/8NWRhEJMcasNcbsF5HLxpgTPpIH7bdzHzAG2O4rxf8KMkuBf7BldrqDt6In8E0RWWSM+VdjjFtEIo0x9caY/xCRYVi52S/7y5jbqG6pbnWITor6EGOFNP0JmI6lHI3ADiw/Yx+sf2Cyjzu+tzLWYinjZmCMiAwVkXysyTKfTdh10M5ErJHF352cv5Mye2JFXfiaPcaYf8IKW1ts16UeQEQKgGpjTJkxxq8bIKhuqW59FdSg+xhjzFFgIZCP9drWBOwBhhpjlhljjvtYXnvKmIRXB+js5Fgrue218w1jTLmvZH1Fmcv9IRPLX4sx5t+B656OZ9MLHxuX9lDdUt3qsED1ofsHERkKZGPFs54ENnV28qYDeaOAuVgTN1uwXhOHGivEy290dTsDIbPV5NUrWCsI3wBWG2Oa/CW3nfqobgWJTF/rlhp0P2KHPMUA+FsRbXld3gFsuV3azkDI9HQ8sRa3vAHMNcaU+VtuO/VR3QoSmb7ULTXoQUYgOkB3QkQigVhjzMVA16WrUd3yL77QLTXoiqIoQYJOiiqKogQJatAVRVGCBDXoiqIoQYIadEVRlCBBDbqiKEqQoAZdURQlSFCDriiKEiSoQVcURQkS1KAriqIECWrQFUVRggQ16IqiKEGCGnRFUZQgQQ26oihKkKAGXVEUJUhQg64oihIkqEFXFEUJEtSgK4qiBAlq0BVFUYIENeiKoihBghp0RVGUIEENuqIoSpCgBl1RFCVIUIOufAkReUhEPhGRz0TkYxHpE+g6KcGBiGSJSFGg6xGsqEFX2mKrMWaiMWY0sBnID3SFlKBhDLA/0JUIVtSgK20xS0Q+FZHPgDnA9UBXSAkaRgP9ReQvIlIhIlmBrlAwoQZdaYGIPArcBfyjPUI/ChwKbK2UIGIMUGOMmQA8A7wc4PoEFWrQldZkALuNMddEZDqQCRwMcJ2UIEBEwoAk4L/sU6VA78DVKPhQg660ZgUwT0R2AsOACmOMK8B1UoKDkUC5McZtH48FPgtgfYIOMcYEug6KonQDROQR4GfAcCAca8L9h8aYTwJasSAiLNAVUBSl2zAaWAXsBqKBl9WY+xYdoSuKogQJ6kNXFEUJEtSgK4qiBAlq0BVFUYIENeiKoihBghp0RVGUIEENuqIoSpCgBl1RFCVIUIOuKIoSJPw/5TaUHirff/MAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 396x396 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"flat_samples = sampler.get_chain(discard=1000, thin=15, flat=True)\n",
"corner.corner(flat_samples, labels=['$a$','$b$'],bins=40,smooth=1.5,smooth1d=1);"
]
},
{
"cell_type": "code",
"execution_count": 691,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 244.8x244.8 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"corner.corner(np.sum(flat_samples, axis=1),labels=['$a+b$'],bins=40,smooth=1.5,smooth1d=1);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Force prior over $a + b$ to be uniform"
]
},
{
"cell_type": "code",
"execution_count": 692,
"metadata": {},
"outputs": [],
"source": [
"def triangular(x, a=0., c=1., b=2.):\n",
" if a <= x < c:\n",
" return 2 * (x - a) / ((b - a) * (c - a))\n",
" elif x == c:\n",
" return 2 / (b - a)\n",
" elif c < x <= b:\n",
" return 2 * (b - x) / ((b - a) * (b - c))\n",
" else:\n",
" return 0\n",
" \n",
"def log_probability(theta):\n",
" a, b = theta\n",
" if not ((0 < a < 1) and (0 < b < 1)):\n",
" return -np.inf\n",
" p = 1 / triangular(a + b)\n",
" return np.log(p)"
]
},
{
"cell_type": "code",
"execution_count": 693,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3c7b5349545a4414938c8e021a722b07",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, max=50000), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pos = np.random.random((32, 2))\n",
"nwalkers, ndim = pos.shape\n",
"\n",
"sampler = emcee.EnsembleSampler(nwalkers, ndim, log_probability)\n",
"sampler.run_mcmc(pos, 50000, progress='notebook');"
]
},
{
"cell_type": "code",
"execution_count": 696,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 396x396 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"flat_samples = sampler.get_chain(discard=1000, thin=15, flat=True)\n",
"corner.corner(flat_samples,bins=40,smooth=5,smooth1d=1, labels=['$a$','$b$']);"
]
},
{
"cell_type": "code",
"execution_count": 697,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 244.8x244.8 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"corner.corner(np.sum(flat_samples, axis=1),bins=40,smooth=5,smooth1d=1,labels=['$a+b$']);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Simple source count"
]
},
{
"cell_type": "code",
"execution_count": 698,
"metadata": {},
"outputs": [],
"source": [
"def dnds(s, a, n1, n2, n3, sb1, sb2):\n",
" if s < sb2:\n",
" return a * (s / sb2) ** - n3\n",
" elif sb2 <= s < sb1: \n",
" return a * (s / sb2) ** - n2\n",
" else:\n",
" return a * (sb1 / sb2) ** - n2 * (s / sb1) ** - n1"
]
},
{
"cell_type": "code",
"execution_count": 699,
"metadata": {},
"outputs": [],
"source": [
"def flux(theta):\n",
" a, n1, n2, n3, sb1, sb2 = theta \n",
" return (a*sb1**2)/(-2 + n1) - (a*sb1**n2*sb2**(2 - n2))/(-2 + n3) + \\\n",
" (a*sb1**n2*(-sb1**(2 - n2) + sb2**(2 - n2)))/(-2 + n2)"
]
},
{
"cell_type": "code",
"execution_count": 700,
"metadata": {},
"outputs": [],
"source": [
"def log_probability(theta):\n",
" a, n1, n2, n3, sb1, sb2 = theta\n",
" if not ((0. < a < 10.) and \n",
" (5. < n1 < 20.) and\n",
" (1. < n2 < 3.) and\n",
" (-5 < n3 < 1.) and\n",
" (1 < sb1 < 100) and\n",
" (0.001 < sb2 < 1)):\n",
" return -np.inf\n",
" return 0."
]
},
{
"cell_type": "code",
"execution_count": 701,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d5a89c100b8a4b258b68a3df5354a71a",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, max=50000), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pos = np.array([0.5, 10, 1.9, 0, 10, 0.5]) + 1e-4 * np.random.randn(32, 6)\n",
"nwalkers, ndim = pos.shape\n",
"\n",
"sampler = emcee.EnsembleSampler(nwalkers, ndim, log_probability)\n",
"sampler.run_mcmc(pos, 50000, progress='notebook');"
]
},
{
"cell_type": "code",
"execution_count": 702,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "15df300120994a399bca4a0c44694a66",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, max=104512), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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FumzznMpWSSaTXbavdma7SHKNncfGGHtsjOmyJbVznEwmdcUVVygajWrlypU6+eSTXfdwrm/EiBGaPn26IpFIl+ukb1/tnEskEvZ64vG4a0vqeDzuyohJJBJ21ovzOHXd1NbW3W17nb4tdmoNiUTC1QIWj8ftwllqO/GCggJNmzZN55xzjmur7R07digajSoUCqm2tlYej0fhcFjJZFI/+tGPurxG5Xzjqry8nNYlAAAAAECPBkohZr1lWQuMMf9hjPmVZVlflTTKGLNM0m5J4yW9lKnFdHR06JVXXtHzzz+vv/71r0okEjrllFP0y1/+UosXL+4S3nusCYfD2rFjh775zW8e1NbOqbeG+jpD52BEIhF98MEHikQidjHraPJ6vSouLrYLM+mhyD/60Y96fV0GAAAAAIDeDJRCjJFkWZZ1izHm58aY/7Qs62ZjzHmS2iX9xbKsgwpficfjamxslNS5Y5Dzj/v03Y4CgYCdI+P3+7Vp0yY9//zzeuGFFxQKhVRcXKwvfvGLOvPMM3XaaafZn/H7/a78Gb/fb2+PfKDWJGc7TSAQ6LU1yck5110rknMcjUbl8/nU1NTk+lz6uanWpNQ57e3tCgaDrjX01pqUGqdvbe1sN5I6W5VS49raWoVCIT344IPavn276urqXOsbO3aspk6dqhkzZmjcuHGaM2eOqyUr9fycx6lx6jeor69XR0eHay59nPr96uvr1d7e7lwCGTEAAAAAgMM2IAoxlmUlU1tUW5Z1ozHm/zfG/EnS45Zl/fZQruXxeOxtqKPRqGtL6vz8fFf70ZAhQxQOh/X888/r8ccf17Zt2+Tz+bRw4UJ96lOf0uLFi+Xz+VRXV+cq6ESjUVdbTEdHh93CE4vFXC088Xjc1U7jfPsivTXJsiz7XOdxSm+tSc52o9S5ra2tKi4u7rKLU2psWZZrbvz48X3SmpRIJFytSclk0m5Ham9v1/e+9z1t27ZN5557roqLi3XaaacpJydHb7/9tvbt26fNmzdrzZo1kqTCwkKdeuqpOvnkkzV27FhNmTJF+fn5isfjrmfnfO7O30Pq+nu1t7fbv2c3b+KwrQ0AAAAA4LANiEKM1Pk6TKoYI+leSSsl/a0em3w/AAAgAElEQVSv75NIJLRp0yatXr1aL7/8sj744ANJ0oknnqgf/vCHuvjiizVy5Ej5/X75fAPm8XUxduxYrV27Vtu3b9fcuXN7PTcQCMjr9dp5OUfTs88+q02bNumee+7R+eefr3379tnbS0+aNMk+rq6u1urVq1VRUaGNGzfahRljjH3eSSedpClTpthFnpKSktTOR0eC1iQAAAAAwGEbUJUE66N+lpCkf7EsK9jb+Qe4loLBoPbs2aOqqipt2rRJb731lt5//321tbXJGKOTTz5Zt956qxYvXqzhw4d3eatkILvjjju0bNkyff7zn9dPfvITXXbZZd2eF41G9corr+iMM85w7cR0tOzYsUNlZWU6//zzez1v7NixWrBgga655hpJnTtcvf7666qtrdW2bdu0bds2rVu3ztUC5fF4NGLECOXl5WnEiBEaOnSo8vLylEwmVVhYqOzsbHm9XkWjURUUFNghvUOHDpUxJtWyxRsxAAAAAIDDNqAKMSmWZUUlddm95mB88MEHmjZtmtra2lw5Lj6fT5MnT9ZFF12kk08+WWeeeaarnWXfvn2usNra2lp77DyWOjNQnNeuq6uzM0iceTGpcSozprtck/SMmNQ4EAi4igzObaedOS7dnRsMBlVWVqYnnnhCN954o2644Qa98cYbuuGGG1xZKbt379YPfvAD7dq1S1/72te6XOdQMmKcn+stI2bPnj2aMGGC9u/fL6lzO2tnfkxvWTNjx47V7NmztWjRItXV1amwsFDV1dUKBALas2ePOjo61NjYqFAopEQioVAopGg0qvb2diUSCcViMSWTScXjcSWTSVmWZd/PcZ+jX40CAAAAAPzTGpCFmCNRWFioxYsXKy8vTwUFBZo6darGjh2ryZMnq6WlxZUrUltbq4KCAkmdOw05s0LC4bCdK9LW1mYXbCKRiCKRiPbt2+cKBW5oaNCQIUNkjNHw4cPttqZYLObKUknfjtm5Hue4u62tnRktzrd3nFkuzvmRI0fqkUce0UMPPaQHHnhAzz77rM4991wtWbJEknTfffepsrJSv/jFL3TppZcqGAz2eN30jBjnWtO3mU4kEvaW1Kn50tJSxeNx+f1+ffKTn7RbkJLJZLfHzs+lOLfFjsVimjBhgsrKyiRJVVVVmjBhgiRp79699nF3497OnTt37keVIAAAAAAADtGgK8SMGzdOd955p6TON0ycxYOWlpaDvk4ikdDWrVv1/vvva+PGjdq/f7927typpqamA37W4/Fo9OjRmj59uo477jidddZZOumkkw79y/QBn8+nf//3f9enP/1pPfnkk3rmmWf0l7/8RVJn0ep3v/udzjrrrIyspaOjQ/F43BWYfAw64pAZAAAAAMDgNegKMYcrFovpnXfe0dtvv60NGzZow4YNamtrkyTl5eVp2rRpWrhwocaOHSuv16spU6aosLBQxhjV1dVp1KhRamlp0datWxWNRrV//35t3rxZr732mlauXKmsrCzNnj1bS5Ys0YIFC7rsZHS0zZo1S7NmzdL111+vuro65ebmaujQoa7djY62/Px8jRkzRjt37szYPQ8DrUkAAAAAgMM26AoxHR0d2rdvn6TOXJOecl86Ojq0bt067d27V++99542bdqkjo4OGWNUVlamuXPnavbs2Zo+fbqSyaSr1aaurs61XfOQIUNUUFCggoICZWVluYobFRUVampq0rvvvqu1a9fqu9/9rr7//e+rvLxc55xzjj75yU/aO/04M2LS82MCgYArPyZ97mDzZILBoN3uU19fr6ysLHvO7/cfdkZMb9kuzoyY0tJSbdmypduMmJqaGtd1ampqXJk6tbW19ri2ttbO3kkf19bWurJw/H6/a1xbW2tn/Pj9flfejwjrBQAAAAAcgUFXiPH5fHbWS1tbm4YPH654PK49e/bo7bffVl1dnTZv3qwPPvjA/gN88uTJWrhwoc4991yddtppKiws1J49ezR+/HhJUmVlpSsDJRKJuAox7e3t9jgajbrmOjo6dNZZZ2nRokXat2+f2tra9L//+7964YUX9Pbbb+vxxx/XRRddpM985jMaOXKknbuSSCS65Mek2qwsy3K1XKVnxDjHlmW53r5Jn+stayb9nulzqWeSnhGTXriyLMsuTs2YMUPvvvuuhg8friFDhvSaEZNIJOzfIDVOzcdiMY0dO9b1nFMFpvb2dle2TDQadRXHIpGIPW5vb09/KyghAAAAAAAO06ArxOzbt0+33XabIpGI9u/fr4aGBgWDQftNiuzsbE2dOlWXX365Jk6caLcJVVVVuf7oPxqMMZo+fbqmT5+ur371q3r22Wf1+uuva8WKFXrooYd05plnaunSpZo7d+5RXUd/OvXUU7Vq1Sq9/vrruvDCC/t7Od2xDnwKAAAAAADdG3SFmLa2Nm3YsEHZ2dkaOnSoTjrpJI0cOVLjx49XQUGBZs2aZbcC1dTUKBgMKhgMqra21s6EkXrfvtrv96u9vd0e19fX22/XBAIBVxtMIBCwW2acx5J03HHHad68eaqrq9PLL7+sv/zlL1q2bJnKysq0ZMkSXXTRRfJ4PPZnUy086a1JwWCwx9ak7tqWUuP6+nrXXHo7lLNVKb39qLe57lqTUvOpt36ee+45nXzyya7WpOrqalcrUm+tSt2dm9o2vLa21rWFeF1dnWvsbF1K325ctCYBAAAAAI7AoCvETJ48WStXrpTU2VLk3Jp49+7drpaZlpYWu43IeSxJra2t9rmtra2u9pW2trYeW13S22A6Ojrs6ziPpc7tmEtKSlRSUqKTTz5ZV1xxhbZu3apHHnlEv/jFL/TnP/9Zy5cv1/nnn+9qVUrf9rq3VqUDtS2lz6Vfx7mddnprUk/bV6e3JjnHyWRSixYt0qpVq1RQUOBqR3K2HqXGzt8vHo/bby3FYjHXG0zRaNQeO49TY+d1I5GI61znnCS2rwYAAAAAHDZ2gBlAsrOzddFFF+nJJ5/UrbfeKsuy9K1vfUuXX365Xn/9ddfbIQPZBRdcoHg8rj//+c/9vZTuxA98CgAAAAAA3aMQMwB5vV59/OMf19NPP60f//jHkqS77rpLl112mVavXu1q+xmIZsyYoZkzZ+r3v//9sfhdKMQAAAAAAA7boGtNam9v1/bt2yV1ZoOkb1/tzHY52ByYuro61+cCgYBry+NgMGhnjjiPJSkUCtkZJM7jnsapDJlUwPAJJ5yge+65Ry+//LL+9Kc/6Rvf+IZmzZqlm2++2W7b6S0zpreMmPS57ravTuktB6a3z6WebWo+dXzBBRfopz/9qdasWaP58+dL6poJ48yWSc2ncmFqampceTvOcfpcb5kx3WTEZAsAAAAAgMM06AoxWVlZdh5JOBx25bWkZ720tLTY2xw3Nze7tjxubW21xy0tLa6tksPhsGsciUTscSQScV3HuZWyc4tlqTPnxLmeVGZM+rHU2c6zbNkyPf3007r//vv1la98RV/4whe0fPnyLhkt6dku6bkvvW1J3dO56XO9bV9tWZYrbyc9I6a0tFSf+9zn9Jvf/EZvvvmmrr76anuut+2r4/G4XXyKxWKaOHGiPdfR0aFJkyZJ6sx9cc6lj9vb2+1x+pykLAEAAAAAcJhoTfon4vP5dNVVV+lXv/qVFi9erJUrV+qKK67Q5s2b+3tphywnJ0eXXXaZ/va3v6m6urq/lwMAAAAAQJ8YdG/EtLe3a+vWrZLc20pLXVuMnO1H6VtSBwIBexwMBl3XCYVCrvajhoYGe9zQ0OBqdWlsbLTbZBobG11zDQ0NrhaahoYGu/UmFAq5tmd2jltbW/XlL39Zc+fO1c9//nPddNNNuuyyy/TFL35R2dnZh9Sa5JTeUuTc3rq39qP0z3V3rnOr69Txueeeq5UrV+o3v/mNli5d2qUVqbtxT61Jzrna2toe25ZSa0id6/f7Xc9ZZMQAAAAAAI7AoCvEZGVl2e0tbW1trlaX1tbWLuNU64vzOP3ccDjsmguHw122Q06NnceSe3vkjo4O11wsFnO1OMViMbt1qbu2pdQ41epTUlKij33sY/rxj3+sp59+Whs2bNDdd9+tkSNH2q1Czjal7sY9tSKln5v+OWc7kmVZXVqTempVsizLblMaN26c5s2bp1deeUW33HJLt9tXO8e9tSbFYjGVlZXZzzx1fKBxR0eHa068RQYAAAAAOAL8UdmHYrGYmpub1dTUpOrqau3bt09NTU39uq30kCFDdN111+mXv/ylmpubdc011+j111/vt/UcqksuuUQtLS364x//2N9LSTnmtnECAAAAAAwcA/KNGGOMsfp5X2PLslRRUaFt27Zpy5YtampqcrXVOBljVFBQoJKSEg0fPlwtLS2aPHmyRowYkbH1zps3T0888YRuueUW3XXXXWpsbNR1112XsfsfrpkzZ2rmzJlatWqVTj/99P5ejiRFD3wKAAAAAADdG1CFGGOMkZQn6TJjzH8fTjEmPSPGmcmSvlWx3++3s13q6+sViURUVVWlHTt2aPv27fZ21kOHDtXo0aN1+umnKz8/X7FYTMOGDZMxRm1tbXbWSzAY1M6dO/X2229L6mz7GT9+vKqqqlRaWqqWlhZXVklzc7Mrn8T5dk1DQ4PrTZvGxka7CBQKhVxzoVDInrv99tv185//XPfff7+2bNmia665xlU8CgaD9nF6fowzEyY1dj4rJ+dceoGqrq7Oda5zPv1cv99vb2W9bt06zZs3z57rLSPGedzdnPM5p+fAOMfdZMR4lcYYs1zScknpOywBAAAAAOAyoAoxkkolJSXNkpQrKXKoF8jOzrb/WHZuUyx1ZsY4x+FwWBMnTlRHR4f++te/auvWrWpsbFR2drbGjx+vj33sY5oxY4aqqqo0bdo0+3Pbt2/vcbxt2zbl5+drz5492rx5szZt2qT33ntPI0aM0AknnKDLLrtMBQUFkqTdu3e7smdisZidiRKPx135KMlk0s6TSW0BnWJZlitP5uabb9bs2bP1i1/8QqFQSCtWrNCQIUPseWd+S2/5Menz6ef2dp307au7y4hJjWfMmKEHH3xQGzdu1FVXXWXPdZcRk3pe3W1f7cyIOe6441xzxx9/fLfjeDyuyZMnO7/yEKWxLGuFpBWSVF5eTusSAAAAAKBHA60Qc7qkJyX9xrKsiDHmk5K2SmqxLKuhpw8531hwhs0ejB07dui3v/2t6uvrNWPGDH3mM5/RiSeeqJ07d2rKlCmH/AW8Xq8mTZqkSZMmaf78+dqyZYs6Ojq0fv16vfXWW1q/fr3mzp2rT33qU4d87YNljNHSpUs1evRo3XHHHfrGN76h+++/X9nZ2UftnkciPz9fF1xwgf70pz8pHA67ikb9gEILAAAAAOCwDYhCjDHGY1lW0rKs540xn5HUYIxZIGmSpDMkBYwxj1uW1dTd551vLBx33HEH9Yd0LBbTa6+9pg0bNqioqEiXXnqpFixY0Eff6CO5ubk69dRTdcYZZ+idd95RRUWF3nzzTb355ps65ZRTVFpaquHDh/f5fSVp8eLFamxs1E9/+lN9+9vf1k9+8pOjcp++cOmll+qZZ57RX/7yF1166aX9uRQKMQAAAACAwzYgCjGSphpjllmWdatlWS8ZY+ZLarAs6yFjzGxJl0kqkNRtIcbJmRETCARc+R+pcV1dnf70pz8pGAzqpJNO0tlnn63m5mZ9+OGH9rmhUMi+TkNDg2uuqalJW7ZsscfNzc32uLW11TUXDoe1efNmSZ2tNqeeeqqmTp2qv//973r33Xd1yy23qLy8XHPnzlU0GrUzUVpaWlz5KM3NzfbYmReTWp9TKBSyj2fMmKFly5bp4YcfVlZWlq688kp1RvF0Pg+n+vp6ey417u5YcmfGpGfCpOfJ+P3+HjNi6urqlEwmNWrUKJWWluqpp56yQ3sPJSOmrq7OHjuPU/d3juvr6+3rOo//gbBeAAAAAMBhGyiFmAJJpxlj7rcs618ty1pjjBlvjPmUZVn/Y4w5U9LJkvYe6EI5OTl2PkgsFnNlhUSjUUWjUf3ud7/TsGHDdNFFF+kTn/iEJGnLli2ucyORiJ050t7erkmTJtlz27Zt04QJE+zxjh077PHOnTtd2SW7du2y5yoqKuzj6dOn691339XWrVv15ptvatu2bVq0aJHmzJkjSdqzZ4/rHlVVVXY+imVZrmwZSXZ+TEoqQ8YYo3/9139VLBbTo48+qnHjxumGG26wz3PmvKSPjTG95sA455zH6XPOcXf5ManMmMWLF+vhhx9WNBrVlClTlEgkXN8rFov1mBETi8Xs3ysej9vHqTlnRowzFyaRSKS3oPXfXuQAAAAAgAHP098LOEjrLcs6X1KbMeZX//j/JkrKMcacJCkoaV1f3Ojll19WYWGhvvOd77iKK/2hsLBQX/rSl/SNb3xDlmXp8ccf1xtvvHFU7nX99ddr/vz5WrlypXbt2nVU7nGkFixYoOzsbD311FP9uYys/rw5AAAAAGBgGyhvxBhJlmVZtxhjfmaMudeyrG8YY8ZJGivp1d7Cep3a29u1fft2SV23Z96+fbt27Nihs88+W/v371coFNK2bdskdbb3pI6lzvaf1Nh5LHW2JjnHLS0tdhtTW1ubq43JOW5ra3O1LUUiEXt8ySWX6OWXX9bKlSu1ceNGlZeXu9be2tpqHzc3N7taiJqamlzjhoYGexwKhezjpUuX6p133tGtt96qn/3sZ2psbHR9LhAIyOP5qHaX3prkPNfZftRdK1JP4/Q5Z6tSe3u7zjnnHL344ov67Gc/q2Aw2KU1KTVOtTQ5r+Oc66kVKfU9U/d0buf9DwOleAkAAAAAOAYNiEKMZVlJY4yxOn3TGHOXMeZ/JP23pMcty4of7LVycnI0depUSZ1tL862k5deeknZ2dm66KKLlJ+fr46ODnu+o6PDtY1xNBq1xx9++KGrteXDDz90tb5s377dHu/cudP1ps2uXbvsFpqKigrX3J49e1zjrKwsbd++XWvWrFE4HNaNN96orKzOFzQqKyvt61RVVbnalowxrlYlY4y97bMxxm5TKi0t1XXXXad77rlHf/7zn3XxxRe7tpJOb0WSPmo5Sp8zxtitSs5j6dBak5zjZDKpa6+9VqtXr9bGjRt15plnulqTnFt6x+Nx1zOIxWL2s0xvTUokEq62s/R/LtJak2ICAAAAAOAwDZj/um9ZlmU+euXiv9S5e81bh1KEOZDq6mqVlJQoLy+vry7Zpzwejy699FJdcskl2rFjh5544ok+v8fZZ5+t888/XytWrOgS1nssmDVrlmbMmKGnn37a9UZQBrFrEgAAAADgsA2YQozUWYz5x2FI0r9YlrWjL68/e/Zs7d27V+vW9UnczFFz3nnnqby8XGvXrtVbb73V59f/5je/qWQyqd///vd9fu2+cNVVV2nnzp167733+uP23v64KQAAAADgn8OAaE1KZ1lWVIe5jXA0GtXOnTsldc3/GDdunMaPH68//OEPGjp0qFpbW7VjR2etp7Gx0c6WkTpzV1Jj57HUmQmT+lxqnJoPh8Ou/JhIJGKPI5GInSUjubfaltx5MtOnT1dNTY0ee+wxJZNJZWdn2xktra2t8no/qhc0NTW5sl0aGxvtcUNDg2suFApp/PjxWrBggV566SVdeeWVdttQIBDokhnT21bXKem5L71tde3cylrqPvfl1FNP1fDhw/X000/r5JNP7vVc53V7musuI6a7YwAAAAAAjtSALMQcidzcXE2fPl1SZ3aJM//DsiwtXbpUd955pyoqKjRz5kx7PpFIuDJiNm/ebM9t2bLFNbd161bXdbdt22bPb9++3ZVHUlFRYY+dx5K0e/duV5bJnj177PnKykp97Wtf0913362//vWv+uxnP2vP7d271/W5vXv3urJmvF6vnZ/i9Xpd+TFer1djx47V9ddfr9WrV+vFF1/U7bffLqmzNcqZGePxeOz8Fo/H02NGjNR1G2znnHM+PT8mmUza90gkEhozZowk6XOf+5weeOABV76LczvrRCLh+l6JRMLO0Ekmk67nk0wmXc9dkv17pf8zIjJiAAAAAABHYEC1JmXCmDFjdOaZZ+rVV1/Vxo0b+3s5vRo+fLguvvhiVVZWqra2tk+vPXbsWJ199tl6+eWXXW+LHCuuvPJK5eXl6b777sv0rc2BTwEAAAAAoHuD7o2YaDSqXbt2SepsTXK22oRCIe3atUtnnHGGAoGA3njjDXk8Hp1yyilqaGiwW5qkznaf1Li5udk1l96a5Gxxam1tdZ3b1tZmz0UiEVeLk7NtKX2camMaOnSovF6vNmzYYO8Y1Nra6mo3am5udrUqNTY22uOGhgbXXCgUks/X+Y/FtGnTtGbNGr322muaPn26AoGA61zndtbpbUvO7azr6+u7bHudfm5Kb21M6XNLlizRU089pT/+8Y+aM2eOa6tr53H6OL39Kb1Vyvm9gsGga+0ahP/OAAAAAAD6zqD7ozIvL08zZ86U1NmG42w78Xg89njGjBm65557tHbtWo0bN06jR492tR8lk0l7nN6a1Fur0vbt21333LVrlz2uqKhwze3evds13rNnjz12Hs+aNUs7duxQWVmZvF6vqqqqXNtp792719V642xV8vl8rm2efT6fXdCZP3++Hn74YW3dulXnnXeevF7vQbcmOcfpbUpS19akoqKibud629r6mmuu0VtvvaVHH31UixcvdrUmJZNJ+3ukxqnvmUwmXa1aklzPx+Px2M/P6/W6fkvxFhkAAAAA4AjwR2UPfD6fFi9erFmzZunJJ590veFyrJk9e7ba2tpUUVHRp9ctLCzUiSeeqL/97W99et2+kp2drVtuuUUVFRVauXJlpm476IqXAAAAAIC+QyGmF16vV0uXLtXkyZP1yiuvHJWtovvC8OHDJXW2K/W1yZMna9++fX1+3b4yf/58LVq0SPfff7/efffdTNzy2AvMAQAAAAAMGIPuv+5Ho1H7zRFnFojUfWaMMUYXXnihWltb9dRTT6m6ulqnnnqqmpqa7KwZ57HUmRHjHLe2ttrjcDjcZS6VGdPW1tZjfkxqnMqQcR6ntljeu3evcnNzXZk0UmdGTFZWlj1ubGy0c2AaGhrs49Q4dW4gEFB+fr4CgYCqqqpc2TKp+dQ4PQfG+WwPJiPGmSfj5MyFSc99SWW9LF++XJs3b9Y999yjsWPHqri4WHV1dT1ep7f7p683PRdH7JoEAAAAADgCg64Qk5uba2fEZGVlufI/fD6fK1vFGGPPezwevf7663rjjTc0evRojR071nVu+tbWPWXEbNu2zZX7smPHDk2dOlVSZ17MtGnT7LmKigrXePfu3fZ4z5499vGwYcMkde74NG3aNFVVVdnXlNQlM2bfvn12Jkp2drYrLyU7O9ve9tnn82nKlClKJpPKyspSSUmJvX201PnGkDMjxpnf4vV67ayX9IwYY4wrE0Zy58KMHDnSPk7PiHHm0DgzY375y1/q8ssv17333qsVK1ZIkp0Xk5LKjDHGuHJxPB6P6xn4fD77+WRlZbmenSjEAAAAAACOAK1JB8nr9eraa6/VnDlz9Oyzz+rvf/+76+2M/hQKhSR1BhH3tcLCQkmdb/kcy8rKynTzzTdr8+bNuu6669TY2Hi0bpV14FMAAAAAAOgehZhDkMqMOfPMM/X222/rhRdeUDLZ/5EhGzZsUG5urk444YQ+v3ZbW5uko1Pk6WtnnXWWfvKTn2jbtm269dZbXW1efWjQvUUGAAAAAOg7g+6Pyo6ODlVWVkrqmv8RCARcWSHBYNDOCgmFQna2y7x58xQMBvX666/L7/drxowZrtyX5ubmHjNjesuP6W7OWUwIh8P2OBwOa8eOHYrFYtq0aZOOP/54O/umpaXF9bmmpiZlZ2fbY2cOjPM49T1T42AwqOrqavs7xeNx1/MKBoP2uLtn6cxZSc+PcT7n9DwZp1T+jeTOeelpPGvWLP34xz/W97//fV177bW66aabdMYZZ8jv99v3dB6n7pm+9lRuTiAQcD0fSUYAAAAAABymwy7EGGMulPQXy7ISfbieoy43N1czZsyQ1DX/w+v12tkgUmd2iHM+LStEW7du1UsvvaRoNKqvfvWr9h/sxhhXDsyWLVvssTMvRpK2b99uZ73s3LnT9VbLrl27XOPdu3dr+vTp9vGMGTO0du1axeNxnXbaafZcZWWlKyNm7969rnvu3bvX/i779+9XWVmZPZeTk2Pnp2RlZdkFicmTJ6upqUmlpaX2uancGKkzV8WZ3+LMiPF4PK4MGI/H48qBSc+Mcc6lj5336G5cUlKiiRMnqqioSHfddZfuvvtuXX755Vq8eLH9nT0ej50Xk1q7MzMmKytLEydOtJ+HMz8GAAAAAIAj0WtrkjFmljHm19387zeS/r+BVoTpS8YYLVmyRFdccYV2796tBx98UOFwOKNr2Ldvn5577jlNmTLFVVjoSzt37lRpaalycnL69LqJREJVVVWKRqN9et2UUaNG6de//rWuuOIK/eEPf9DXvvY1Pfzww32xxXeXH9kYs9wYs94Ysz79jR4AAAAAAJwO9EbMh5LelvTnbua+YIzxWJbV/yEph6Cjo0NVVVWSum9J6amFpqetrSdNmqSzzz5bb775pn76059qyZIlam9vd7UYObe3PpS2pfRzm5ub7Zaj/fv3a/Xq1crOztb8+fPV0NBgzzU1NdltSlLndtXprUmpcSgUcs0Fg0FXa9LGjRs1bdo0VVdXu+ZSzyf1/JxtSulzqecaj8e1fv16vfDCC1q3bp1CoZA8Ho/GjBmj448/XnPmzNE555zjepvH2ZrkbBVL/32krttgG2N07bXXauHChbr//vv14IMPatWqVZo7d64uvfRSewcoZytS6rPOLbzTWpO6/DtjWdYKSSskqby8/NhIcAYAAAAAHJN6LcRYlpUwxvyvZVlV6XPGmNcHWhFG6mxNSrUC+QPVfpgAACAASURBVHw+V1uO1+t1taEYY+xWJedxauxsVZo7d64eeOABPfPMM1qwYIFmzZplz23ZssUuLnz44YeuQoOzNWnHjh2u7arTW5MqKio0Y8YMhUIhrVq1Sj6fT7feeqtKSkq0Z88eu+Vqz549rs+lb2ftbE3Kzc3t0pqUastpa2tTXV2dvvCFL2j8+PHKzs52bV/t8/kOqjXJ6/WqoaFBV199taqqqpSXl6eFCxdq3rx5qq2t1bZt21RZWal7771X999/vy6++GJdffXVOv300yV91JqU3sLU3Ti1Bud22hMnTlRZWZlqamr0yCOPaPXq1XrllVc0b948LV68WBMnTnS1bjm38M7NzbWPU49IAAAAAAAcpgNmxFjW/2PvzsMkK8v7/79P7VvX2tXd09sMPYzMjMAwLBpREI0QhERINIZgjFc0ISYYkhiTLwZR5BJN1MRExShERSOgESQguWT5iTGCziibMsPs09N77fteder8/ijOY52eHpgZNidzv/6qp59Tp0/VwB99X8/9uY19AJqmXQhcSm98rwZsBH7tRX26Y8i6dev44Ac/yE033cS9995LvV7noosuspwSeb4Mw+AXv/gFt99+O+12WxVhXixPPPEEAKeddtrzus/Pf/5zrrrqKjRN40tf+hKnn366pZUqn88TiUTYs2cPX/rSl7jnnnu488472bBhA+94xzv4/d//fcupnaO1efNmNm/ezJNPPskjjzzCd77zHa655hqgl4GzadMmTj75ZAKBAJFIBL/fv9JtOs/7QYQQQgghhBBCHLeOJKz3NOBTQPuZ9SUv/OM8N03T1gKvB/4HSBqG8dIGszyLeDzO3/3d3/GlL32J73//++zfv5+3vvWtL8i95+fnueeee1hYWGB0dJQ3velNloDZF8N9993H6tWrOeWUU476Hvfffz9XXnklIyMj/Md//AdTU1Pk8/kVr123bh1///d/z0c+8hHuvfdebrrpJj70oQ/x+c9/nve85z1ccMEFlhMwR2twcJD3vve9XHHFFezcuZP777+fnTt38uCDD/Kd73xHXReNRvH7/QwPDxMOh82imox8F0IIIYQQQghx1I6kEPMokDYMowSgadpPX5xHOjRN09bTK8KMAh8G7gbu0jRNMwzjsLI5Wq0Wc3NzQG+McX/myEpjjfszR/r1Z5fkcjnL3mmnncbo6Cj/+7//y6c//WkmJiYolUqEw+GD8lv682OW7+XzeX7yk5/wi1/8gj179uB2uznvvPM45ZRTKJfLB+XAmOt8Ps/09LTl+frDdrPZrFr3vzY/l9PpZHZ2lu3bt3PFFVeQTCbVtf1ZKv2jrpfnrGSzWe677z6uueYaXvGKV3DTTTcRjUYpFAoqG6b/2v4snsHBQS688EJ+4zd+g3vvvZfvfOc73HDDDXzmM5/hbW97G5dffjkjIyMHZfr0Z8gsz6zpf/b+/JrBwUHOO+88LrvsMrrdLslkkscff5xCoUAmkyGRSFCr1UgkEnS7XYDnfzRHCCGEEEIIIcRx60gKMdcBUU3TEs+s19MriLyUQsD3DMOY1TTtbcC7NE27zzCMZx2Fo2naFcAV0BtvvHbtWqCXXWLmoUAvV6R/DVgyY/qzVABLZkx/XozNZuPcc8/loosu4sEHH+SBBx7gP//zPznllFOIxWKceuqpKvdk165dKr9lz549rF69mqWlJbZv387WrVspFAo4nU4uvPBC1q1bx6ZNmwDrKGuw5sLMzMxYsmaWZ8R4vV71HXi93hUzYm699VacTid/+Id/SCQSAXrZKf3jq10ul8phWZ4RMzc3x/XXX8+rXvUqPve5z1lyVux2O+Fw2PJ9mev+1wCXXHIJ73rXu/j5z3/OZz/7WW699VZuu+02fuu3fos3v/nNbNy4URVV+sdi92fULH8+p9NpeVaXy6VavKamplizZo3KwllaWrLk4mzcuBEhhBBCCCGEEOJoHUkh5mOGYdxnLjRNe+2L8Dwr6pvOVAR+R9O0XxiGcYemaa+kl1XzmKZpEcMwVux56Z9qs379+pdsqo3P5+OSSy5hfHycPXv28Pjjj/Pzn/+chx56SLW8tNttQqEQrVaLxcVFKpUK0AueHRsb4+KLL2bz5s34/X7LBKUX0/79+7nrrrs4//zzVRHmSBSLRa666iq8Xi+f+9zn8Pl8z/uZNm3axKc+9Sk+8pGPcPPNN/Ptb3+bu+66i1WrVvE7v/M7/OZv/uaLmpfT53nPvxZCCCGEEEIIcfw67EJMfxHmmfUjL/zjHNI6TdP+wDCMa5/JiDnwzM93AN5nXm8GHnquG7Xbbebn5wFIJpOWViSzBad/bXY8pVIp+ruf+teZTMayt3zUdbPZZPPmzZx22mns2bOHYrFIJpOhVCrRaDSo1+vY7Xbi8TibNm0iEokwNjZGvV5neHhYPVc+nz9k+1F/i1EmkzloJPXhtialUiluvPFGPB4PF198seU7WT7Kefmoa4fDga7rXHXVVczPz/PVr34Vv99/UEtTPp+3tBT1r5fvmWPCzb1YLMbf/M3f8L73vY+77rqLhx56iH/7t3/jxhtvZNWqVZx//vm84Q1vYGhoyNKalMvlDjlqe/lY7v6Wq+V7QAshhBBCCCGEEOIoHcmJmJdTEHitpmn/ZBjG3/T9fCvQ0DTtcuAPNU37kWEY7ZVv0eNyuVQrjqZpBwXe9q+73a5qVTIMw9Km1O121X0MwzioNcls/YFem4y5drlcz2t8tbl/4MABy7X97Uizs7OWccxzc3OW5/H5fOp5fT6fpTXpBz/4Adu2beP6669nw4YNjI7+svts+fjq/tYkp9PJ4OAgN9xwAw8//DAf/vCHueCCC9Tn7z9ZY7fbCYVClnUwGFTfXf+ezWZTe8vf9453vIM/+7M/I5vNcv/993PXXXdx++238/Wvfx2fz8drX/tazj33XF71qlcxOjqqWpWcTqdqYTI/R38bk9vtVqHAHo/HsieEEEIIIYQQQjwfx0oh5lHDMN6oadqnNU37omEY733m523g88DJwB88VxFGPLs9e/bw5S9/mVe/+tVceumlBwUUP5d77rmHL3zhC7zzne/ksssue5Ge8mCxWIzLL7+cN7/5zdhsNn70ox/x4IMPsnXrVh588EGgl4Vz2mmnsWnTJiYmJjjrrLNYu3bt8tMuh0N77kuEEEIIIYQQQoiVHSuFGA0wDMP4gKZpn+krxlSBNPA2wzC2v7yPeGxLJBJcddVV+Hw+Pvaxj1laqw7Hnj17eP/738+ZZ57J9ddfT73+8kSpBINBLr74Yl7zmtcQDoeZn5/npz/9KT/+8Y95+umn+fKXv0y73avXOZ1OVq9ezapVq1i3bh2Tk5MMDw/jdDo58cQTCYfDdDqd5b9CCjFCCCGEEEIIIY7aMVGIMQyja46oNgzjrzVNu0HTtAeBbwDXHCqkdyWtVovZ2VmgV3zoz3bpG1F80Hr5Xn9GTDqdttynf7S1ue4fz7w8A8XMfcnlcgeNnV6eA3PgwAF1z+Vjp/szYvr30un0QWuPx6NeN5tNPvjBD1KpVLj66qvV512eNbNS9ozT6aRUKnHVVVfh9/v55Cc/SbVaJZ/PqxyW/tfmuv87KBQKal0sFg9779nuUygUVCvT+eefz6ZNm4jH47TbbR599FHS6TS7d+9mZmaG6elpHn300UMWj5xOJ16v1/wM7hUvEkIIIYQQQgghDsMxUYiB3nEYsxhDrx3pFuCRIynCQC8PpH9E9fJMmP61ruvqWl3XnzUjpn+UtaZph8yIMU9bmPbu3asyY/bt22fJfdm/f78lT2Z6elrtz8zMWO4zOzurfoff77dk1vh8Psvz9efCtFotrr/+epaWlrjxxhs54YQTGBsbA3r5KIcaV21+lnA4zPvf/35SqRR33nknGzZsUHtmLozD4ThkJoy5HhgYAHqZMObr5Xt2u51AILDi3vK10+m07PU/wznnnGN5nkKhQDAYJJvNkkqlmJ6eplKpUCwWyWazdDodqtUqhmFwyy23/LKiJIQQQgghhBBCHKFjphADvWLMMy9zwOWGYWRfzuc51u3atYu/+qu/olgs8i//8i+8+tWvJpVKHfb7u90uf/u3f8tDDz3Etddey6te9aoX8WlfXJqmMTg4yODgIKOjo6pQUygUCIfD6rpbbrml+nI9oxBCCCGEEEKIY5/tuS/51WMYRlOKMM/PAw88wLvf/W50XeeWW27hda973RG93zAM/umf/olvf/vbfOADH+D3fu/3XqQn/ZWjv9wPIIQQQgghhBDi2HVMnYh5IbRaLWZmZgBYWlqy5L4sLi6i67/8O3tpaUmtE4mEZa8/MyaZTFoyYpZPG0qn0yojJpPJWHJNMpkMDkfvnyGbzVoyYVbKaDGzXtLptGWvPwdmpUwYc91oNPjCF77AI488wvr163nve99LLBYjkUioZzDvm8lkLFOFcrmcWt98883cdtttvPOd7+Rd73qXZQ96+S3m53q2LBewZr+USiVLnky5XFbrUqlked/ya/vXy68tl8vqeZa/r1gsHnJdLBbV+54hhRghhBBCCCGEEEftuCvEOJ1OxsfHgV7ui/kaekWa/oyYVqulcmHa7bbKVTHfa+au6LpuyWQBLOv+jBiHw2HJdnG73Wrt8XgsmTAHDhywXOvz+Q6ZA+P3+9Xz+P1+y7P6fD4mJyd5/PHHuf7665mbm+NP/uRP+LM/+zPy+Tyjo6PqWq/Xq3Jh3G43w8PDlmcdHBzkC1/4Av/2b//GW97yFv7hH/4Bm82Gy+VSmTDm5zTbe5ZnwjgcjoOyXsy1zWY7aM/n8x302lz7/f4V1w6Hw3Kt0+m07PW/b/nzOJ1OtV6eNYOE9QohhBBCCCGEeB6Ou0LM8ahSqXDDDTdw5513Mjo6yic+8QkuvvjiI75Pu93mgx/8IN/4xje45JJLuO666yynTo4TMr5aCCGEEEIIIcRRO+4KMa1WS42LTiQSdDodtbe4uGhZLy0tqXV/m5L53v7WpP4Wp+WtSv0BuOl02lK8SKfTqg0mnU5b2ntWWpttQ8/WfpRKpXC73RiGwQ9/+EP+/d//nWq1ym//9m/zzne+k0qlotqnVmpxMtf9bUqlUom//uu/5vHHH+eP//iP+cu//EsKhQKlUgnotRv1t/D0t/SUSiXL3vLWoEqlotb9r6HXUmR+X9Vq1fLdPdu6/33mfc11/+uVfuezPQ/HaK6SEEIIIYQQQohfDcddIcbpdKrxzK1WS70GaDabh2xN6n8NvdMhZitQp9OxjKsGa2tS/zhru91uaT9yuVyW1qT++yxfe71edd+VRlKbz+fz+Wi323z84x/nZz/7GevXr+eGG25Qo6VTqZRqR/J4PAe1H5lrt9tNPB5nenqad7/73czMzPCv//qvKpjX7XardiSXy2VpP+pv6VmpFWl5S1F/+5HX61V7NpvNsufxeCzv6187HA61Xn6f/mtX2utvY+pva3I4HJZrgS5CCCGEEEIIIcRROu4KMf/XtdttvvWtb/HNb34Tr9fLNddcwznnnMPk5OQR38swDG699VY++tGP4nK5+MpXvsIFF1zwIjz1MaX2cj+AEEIIIYQQQohjlxRi/g/ZvXs31113Hbt27eKCCy7g6quvJhaLkUwmj/heiUSC97///TzyyCO89rWv5TOf+YzlVMtxzP7clwghhBBCCCGEECs77goxjUaDPXv2AL0sl3a7rfYSicQh10tLS5a9ZDKp8mNWyojpX6dSKTW+uj8TZvm6f5S1udef32Jmv5h75utut8s3v/lN/uu//ouBgQHe97738Za3vIVOp0MymTwoT6Z/LPbyEdXZbJb77ruPT33qU7TbbT70oQ9x2WWXYbPZyOfzlmv7c2FWGiVt7vWPoIaVM1nMzJZarWbJb6nX6+ra5Zkwy6/tX/e/z9wz/w2e7X3Lf0+1WlXve4YLIYQQQgghhBDiKB13hRiXy6VGVjebTcv46kajYVnX63WVGdNoNA7KiDFHRHc6HUteS7fbtWS7aJqmcmCWj692uVzqWrfbfVBGTH/WjMfjUb/H6/UyOTlJuVzm6quv5ic/+QlveMMb+OhHP0q73bZk3/SPpDbvMzQ0pH6n+Xrfvn1cd911bN26lbPOOovrr7+e008/3fKs4XBYrZ1Op8qFWT7muT8XZqWx08tzYMz1SjkwZhHJZrNZ9mw2m6XA1L9eac8sPvXf81DXmr9n+e9EwnqFEEIIIYQQQjwPx10h5v+SfD7Pe9/7Xqanp7nyyiv50z/9UzRNs0xpOhzVapXPfvaz3HzzzXg8Hj7xiU/wzne+k3K5/CI9+THtoNYkTdOuAK4AjiqLRwghhBBCCCHE8eO4K8Q0Gg127NgB9Np7ms2m2ltp3Wq11Ov+1qR0Oq1akzKZjKUVKZPJWMZXZzIZ1d6SzWYtrS7ZbFa1wSxvE+pvITJ/p7menZ3lc5/7HHNzc1x33XVMTEwcciR1JpOxnPgwx1IbhsE999zDl770JRKJBJdccgl/9Ed/xPr166lUKhSLxUO2IsHB7Uf9e/3tR881drq/jaherx+0Z35fjUaDdrvNvn37SKfTpNNpGo0GtVoNr9eL3W4nHA4Tj8cZHR21nAqq1+srvgZr25K57m+VWqa9/AeGYdwE3ARw5plnGsv3hRBCCCGEEEII03FXiHE6nWp0c61Ws/yxXqvVnrU1qf+0Q7PZVK1KnU5HtSlBrzVp+fhqc2232y3tR06n09KadKhWJHO9evVq6vU61157LTMzM3zuc5/jnHPOIZVKqc/i8XgYGRmxvK9/RLXH46FcLnPttdfy0EMPsXHjRm6++WbOOussSqWSGkntdrstI6ldLpel/cjpdKr2I4fDYRlJ3T/2uX+stPkdLG8x6m8FMotG7Xabbdu28fDDD/PYY4+xY8cODhw4YCl6PZtIJMK6des466yzeM1rXsMb3/hGotEomqZZClWaplkKVf3r5dcCllnWQgghhBBCCCHEkTjuCjH/F3zyk5/k6aef5lOf+hTnnHPOEb3XMAzuuOMOPvnJT2K327n66qt53/veZznN8nLqdDp8//vf55vf/CYPPPAAhUIBgA0bNtBsNpmcnCQajTI4OEggEGB2dpZWq6UyfBwOBzMzM8AvTwJ95Stf4cYbb8TlcvGe97yHD33oQ0Sj0aN9xF+NL0oIIYQQQgghxDFJ/qg8xmzbto27776bt73tbVx44YVH9N58Ps//+3//j/vuu49zzz2Xf/7nf8bn8/1KFGGefvppvva1r/HNb36TVCrF4OAgPp+PzZs34/F4CIfDVCoV8vk8wWAQu91OKBTC5/MRDodJp9NEIhFsNhvj4+O43W7C4TCtVouTTz6ZeDzOtm3b+OIXv8gDDzzA17/+dUsQ8RHovNCfXQghhBBCCCHE8ePl/wv8JdZoNHj66acByOVyKgMGetkph1rncjlLRkw+n1cZMfl8Hl3X1V6hULBkxOTzecvr/gyUbDar8lFyuZylKJLNZi0ZLel0ms9+9rNEIhHe9KY3kUwm1V5/noyZAdN/nx07dvCBD3yAXC7Hn//5n3PllVeqkdT915ZKJfU7+zNgYOUcGHNdrVYt46L71yvlvthsNprNJt/97ne5+eab2bp1K06nk/PPP5/FxUWmpqYIBoNs3LiRnTt30mw2Oemkk0ilUjidTorFIpFIhFgsRigUIhqNsn79etLpNLquMzY2hs/nw+Px0Ol02LRpE2NjY2zfvp0DBw5w3nnnce211/IXf/EXNBoN+lWr1RVfCyGEEEIIIYQQz9dxV4gxDINut4thGBQKBUsGivnHvZkLous60WgUr9d7UEZMq9U6ZEbM9PS0JdulPyNmZmbGsudwONTa5XJZ7uN2uy0js3fu3MmOHTv40Ic+xLp16yz5Nm63W42o7h9PDfA///M/XHPNNYyNjfGNb3yD1atXqxyY5SOp+3NgXC6XyoCBXiZMfw6M0+l81hyY/pHU/cWeRCLB5z//eb785S+TSqWYmprihBNOIB6P43K5KJfLPP744wwMDNBoNCiXyxiGgaZpNBoNisUi1WqVZrNJuVzG4/GgaRqzs7PkcjkKhQLFYpFcLkc8Hsdms/HEE08wOztLu93mtNNOw+128+EPf5jHHnuMW265xZIRY36fK70GWgghhBBCCCGEEEfpmCzEaJpmNwxDf+4rD5ZIJPj4xz9+RO+x2Wz4fD6GhoaIRqOccMIJ+Hw+TjzxRMtJjxfbD37wA0KhEJdeeinFYvGw3vPAAw9w9dVXc8YZZ/DVr36VaDRKqVR6kZ/0YIZh8PDDD/PFL36Ru+++m263y0UXXcS2bdtYu3YthUIBr9erwnp1XScQCDA8PMzw8DC7d+8GYH5+HpfLpYpErVaLTCZDLBbD6/VaQnZbrRa6rmOz2ahWqxiGQSAQYGJiglKpxPr167n77rvZvXs3p5566uF+lIPGVwshhBBCCCGEEIfrmCvEaJo2BlygadoTwIJhGOkjeX88Huetb30rAIuLi4yNjaFpGoZhsLCwwKpVq+h2u7Tbbebn54lEIlQqFWZmZuh2u0xPT/Poo48CcMcdd3Dqqady8sknv9Afc0Xbt2/nzDPPXD7F55C2bt3KlVdeyYYNG7jtttssp1leKouLi3zta1/j1ltvZd++fYTDYTZs2EAoFKLZbDI6Oorb7SYSieD1eolEIgwNDVGr1dSEo23btlGtVtE0TU1MqlartFotSqUS7XabVquF1+tVa/Mkk6Zp6LqO2+3G6/Xi8Xjw+/34/X5SqRQ7d+6kUqkcyUd66SpvQgghhBBCCCH+zzmmCjGapk0AbwSeAn4DaGqa9qhhGA8fyX3MUyzBYBBN08x7qxBYu92O0+lkZGSEUCjE0NAQg4ODqoWnXC6zd+9estksP/vZz9iyZQtbtmzh7LPPJhgMUiqVLBkxxWJR/Z5CoWA5RZPP51WWSj6ft2Sw9Oe3ZDIZEokEb3nLW1hcXCSXy1nyY/pzYXK5HKlUine/+92Mjo5yww03oOu6OgmTz+ctOTD9hZ3+HJhKpWL5HbVazfJ8y3NgzNeVSoW77rqLu+++m4ceeohut8trX/taYrEYJ598MiMjIzz55JPYbDbC4TDr168nkUgQCoWIxWJomka73VYZLw6Hg1AoxCmnnMLjjz+Ox+PB7XYzMTGhimY+n4+xsTFarRahUIi1a9ficDiw2WyqrWzPnj243W6i0SiNRkO1pS3PCqrVapbP2P9vCWgH/xclhBBCCCGEEEIcnmOqEEMvnyNoGMajmqYtApcBb9E0rWwYxs8P9SZN064ArgAIhUKMjo4CvYKB+Rp6f3T3567UajXGx8cB2LdvnyUjxu12s379esrlMnfeeSfbt29nx44dXHrppaxZs8aSA3PgwAGV/TI3N6fyYsx1f0ZMfyaMWWwA2LFjBwBvfOMbGRsbw+PxqEwY89rh4WF1nz/90z8F4LbbbiMajVrGNbtcLkKhkHptZsKANQfG6XTi8/nU3ko5MOa60Whw7733cuedd3L//fdTq9WYnJxkdHSUk08+mU6nw8jICPv37yeZTHLgwAE8Hg/BYJBt27apfJ5UKqVOKlWrVarVKoVCgXg8zuLiIqVSiXK5jN1up1Ao0O120XWdbDbLgQMHyOfz1Go1ut0ulUqFVqulwoFLpRJut5uFhQUqlYo6CdPtdi3FKMMwLLkwy04g1RBCCCGEEEIIIY7SsVaIqQIxTdMuAP4/4Dbg74FTgZ9rmqYZy44vABiGcRNwE8DY2NhB+8/HwMAA5557Lm9729v4z//8T+644w5+7dd+jfXr16tTMC+EVCoFYCkGHcqPf/xjtm7dyic+8QlWr15NuVx+wZ6jX6PR4Hvf+x533HEH3/ve96jX6wwPDzMwMMAZZ5wB9E7KeDwefD4f2WyWbDaLzWajXq8TCoVUQG8mk6FardLtdvF4PNjtdmq1GvF4nKmpKRqNBna7HU3TqNfrKrhX0zQ6nQ52ux2/30+hUFDfe6fToVqtqtYnp9OJruvkcjmKxSJPPfUUXq+XzZs3H8nHlvHVQgghhBBCCCGO2jFViDEMo6Jp2reA9wJT9Iox/wO8RtO0EcMwEs91j3q9zrZt24DeCRjzNfROwGzfvl2t+/fr9fpBe+YYbLN95ZxzzkHXdbZs2UKj0eDXf/3X0TSNSqWiigPlctnSmlQsFlVLT6FQOKg1yWwNWlhYQNM0yuUy1WqVXC5nOalhtjEZhsGNN97IqlWruOiiiygWixSLRUuLUf+I6uUjqavVqlrXajXLSGqzAPLII4/wrW99i7vvvptSqUQ8HufMM89kcnISj8dDs9lkYmKCXbt2Ua1WmZqaUuO1h4eHWbduHc1mE7fbTSAQIB6PqylIQ0NDlEoldF2n2WyqVqVkMonP52NgYACXy4Xdbmft2rXk83mKxSKdTkdNeIrFYqxbt44nn3ySYDCI2+1maGiIer2OYRhMTExQLpdJJpP85V/+JQMDA5bWpP52pGq1ajkVxDH2/4wQQgghhBBCiF8tx9wflYZh7NA07WPAMBClV4hZAILAcxZizOwX6LUb9bf3rLQ2W5Wmp6dVm5K5Nk+nTE9Pq5aiNWvWcPvtt/PEE09gt9t517vexfz8vGo/6m9Fgt4UILNtaXFx8ZCtSTabDb/fr56hvxXJXMfjcX70ox+xfft2/vEf/1F9zv5WJPM7MNuRnmsktdmiU6lUuP3227npppvYvXs3gUCAYDDIxMQE69at4/TTTyeTyZBOp6lUKlSrVebm5rDZbCrTJp1O4/F4mJubI5FI4PV66XQ65HI5KpUK7Xab6elpNE0jHA6Tz+dptVpUKhVyuRy5XI6lpSUcDocK5jWnJ01PT9NsNkmn00xOTpLNZmm32+RyOdxuNzt37sTj8RCPx0kkEuzduxdN07jyyivx+XyWopbP51Ofe3mbEhLWK4QQQgghhBDieTjmHqJBSgAAIABJREFUCjEAz0xKSmuadg7wNnq5Hfe8vE/Vo2kaZ599NuPj43z3u99lfHyck0466Xnft16vLy8IrOhrX/sa8Xic3//933/evxN6J2Y+/elPc9NNN1EoFDjrrLPYtGkTDoeDkZER6vU6DoeDQqHAvn37cDgcGIZBp9PBMAxsNhvtdptkMolhGGrykdfrxefzqVajQqGgwpDNPBdd11lYWCCdTlMqlQgGgwQCAWKxGKFQiHw+TyqVwuv10mw2CYfDDA0NUa1W1Whr83eEQiFarRbtdhvDMMhms7z5zW9mYmKCZrP5gnxXQgghhBBCCCHEczkmCzF9ngAOADnDMKov87NYXHDBBczNzXHvvfcSiUTYsGHD87qf2+22tM+spN1u8/DDD3PRRRcdVtHm2RiGwR133MG1117L0tISv/3bv61CcD0ej8pzabVadLtd6vU6uVyOZrNJIBDA7XbTbrfx+/00Gg06nQ5OpxOPx4NhGPj9fsLhMMViEcMw1HjqWCxGMpnEZrNhGAalUolEIkGr1SIajRIIBDAMg3Q6TbfbJZlMEgwGGRgYIB6Pk8lkaDab+Hw+hoeHqdfrQC/PJpHoHZian58nl8vx4Q9/+Gi+mu7z+mKFEEIIIYQQQhzXjulCjGEYFaByJO9pNBpqAlGz2VSvD7U2c2BarZZ6be6ZmTHL9+r1Ojt37uT0009n165d3H333cRiMRwOh2XkM/TyWsxMluVZLoVCQbXMdDod6vU6S0tLgDU/xrz2qaeeolKpcOqpp6pR1dA71dJ/bf9Y6lqtZtmr1+tMT0/zV3/1Vzz88MNs3ryZ9evXEwwGmZqaYs+ePZx00kk0m01sNhu7du1C13VCoRCBQACfz0ckElF5MW63m5GREWw2G5FIRF3bX5SZmpoiEokQiUSIxWLs2LGDYrGI1+tlZGQEr9dLq9ViYmICt9vN/Pw87XabaDSq2qwikQjxeJxyuUy322XVqlXUajW8Xi+6rjM2NqZO52zZsoXLL7+c9evX02w2qVQqlhyYSqWiMmLK5fLy8dVCCCGEEEIIIcRRO6YLMUfD4XAQj8eB3lhp8zXAzMyMJXdlZmZGZcbMzs5aRlvPzMyovJa5uTlLtsvMzIzKfbnsssv46le/yvbt27n00kuZm5tTe9AL4e3PiFk+Itv8HfF4nE6nQzwex+Fw4HK5GBoaslx7//33Y7fbueCCC1SbD/QyYoLBoGXdP6LazIQBePjhh/mDP/gD7HY7Z511FoODgwQCAQqFAs1mUxWZhoeHaTQapNNpms0mdrudYrFIpVJB13WgV1gy81ugVwRrt9tAb2R0rVajWq1Sq9VwuVzMzc3hdrvpdrtq38yMaTQalEolNE0jEong9/vRdZ1Op0OtVqNQKJBIJMhkMkCvcJXP59F1HZvNRrVapVgsEo1GcTgcfPSjH1VFrv5MGPPZzHX/a/PrQwghhBBCCCGEOErHXSHmpbZx40bWr1/Pgw8+yGte85qjvo9ZSCmVSkSj0RWv2blzJ2vXrrUUXY7ED3/4Q37v936PE044gbGxMaLRKIlEgkajocKCu90uqVSKdDqtTp3YbDY13Whubg5d16nVapRKJVqtFsFgkHw+D/SKHtFoFF3Xqdfr+P1+3G43s7OzFAoFdTIlEongcrlwuVzUajWgVzRyu904nU7181wux/DwsLrP4OAgnU6HgYEB2u02nU6HZrOJpmkUi0V+8IMfcPXVV1uKakdI/p8RQgghhBBCCHHUjrs/KpvNJnv27AF6pybM1wC6rrN79+4V17qus3PnTrXX6XTUWtd1S0tTq9WyrDdu3Mj+/fv52te+xpve9CZ27dql9vrHRS9vIepvVTLHX2/bto0TTzzR0rZkXjs7O8vw8PBBo62X37dWq6nf2Wg0cDgcPPzww/zu7/4uk5OTvP71ryebzapTPj6fj0ajweTkJG63m2w2S6fTYWJiQrX/TE5O4nQ66XQ6dDodhoeHqVareL1exsbGqNfr6LpOPB5n/fr1zM7Oks/nVV7M8PAwPp+PU089lWQyydLSEvV6nXXr1pHJZNTEqLm5OTqdDoVCgXg8jt/vVxOhhoeHWVhYIBAIsGHDBnK5HJ1Oh6WlJSYmJjhw4AATExNcccUVNBoN9X30tyKZ6263q767Za1JkhEjhBBCCCGEEOKoHXeFGLvdTiwWA3qhreaIZ+i1CY2OjlrW5vjohYWFg64124bm5+fVdea6f0T13Nwcv/7rv873vvc9Go2GZa+/NWlpacnSmpRMJtXvMCcvGYbBqlWrcLvdB7UmJRIJzjjjDAYHBy2nYpxOJ4FAwLLuH1G9d+9e3v72tzM5OckZZ5zBzMwMlUoFl8tFq9Wi2WySzWZJp9O0220cDgflcllltOi6zmOPPUalUqHValGtVikUCuTzeTVmOpfL4fF40DSNpaUldu/eTTKZpF6vU6vVyOfzuN1uDhw4QKlUolQqkc/nVdhvsVgEIJFIYBgGDoeDfD5PNptlcHCQcrlMoVAgm82q1q16vY7dbmfv3r1s27aNbdu2cfPNNxONRi2FquXtR8tbkzweT/9/QjpCCCGEEEIIIcRRsr3cD3C8OPfcc/F4PGzduvWo3m8WXZLJ5Ir7zWaTXC6nMm0Ol2EYXHHFFQQCAU4++WR0XVcnQjRNo9VqUa/XKZVKdLtddF0nn8/TaDSoVCrYbDbC4TCaplEoFGi1WjgcDhWMa04tMsdV1+t1du3aRaPRwOl0Eg6HVcuRYRiqrclms6k8F3PikpkFU61WVTEpEong9XopFApqxPfAwID6fOapmHa7zYYNG7j88suP6vvvoz3fGwghhBBCCCGEOH5JIeYl4vP5OPvss9m9ezfZbPaI3z84OIjdbmd+fn7FfbPg0X/y5XB897vf5bHHHmNgYIB6vY7D4cDpdNLtdlVhpV6vq5DcaDTKwMAAgUCAWCxGtVoln89Tr9ep1+uUy2WVzVKv11UBxhxFvWfPHrLZLKVSCbfbTTwe56STTlIhxGbRJRQKqUBep9OpikKNRoNmswmAx+NRp1scDocqHrlcLgzDoNlsUq1WVfHngx/8oGVi1VGSEUpCCCGEEEIIIY7acdea1Gq1OHDgANBrOzFfQ+90iDnhx7R//361t3fvXsuemR9jGIYl92V5Zky73WbHjh2qtenOO+/k9a9/PWAdH12pVFR2Cxyc7RKLxdi7dy+Li4sUi0VLe4051lrXdXK5nOV95gkSk5kLo+s6H/vYx3jFK16h8l8mJiZot9s0m03Gx8fJ5XKUy2V8Pp/KjFlcXCQQCKjpS5VKhXA4TCgUwm63YxgGg4ODdLtdwuGwKtiYp1UikQjT09PYbDZVrHE6ndjtdqLRKIFAgFKpRKPRIBaLkcvl0DSNiYkJbLZe7TAQCDA+Ps7u3btpNpuMjY0xMjJCvV4nHA7j9/tVtkyj0WD16tVcfPHFqjhjZsCY33v/ulQqqYJWsVhcnhFz3P0/I4QQQgghhBDihXPc/VFpt9tVuGsymbTkvqTTaUvuSv9+KpWyjLZOJBIqT8YMgzUtLCxYxlkvLCyoXJgtW7bwi1/8gssvvxyXy8Xi4qLaW1xctLwvkUiojBiAsbExNa3IPE1iSqVSAESjUWKx2CHHVUMvI8bj8XD77beze/duXvGKV7C0tEQul6PdbjM/P4/H46HT6ah8lmq1SqPRoNVqYbfbaTQa6LpOs9nE5/OpXJdgMEi73abb7WK328lmsywtLdFsNonFYnS7XcrlMul0GofDgdvtZnp6Wt1raWlJZcyYU5fM3JlOp4Ou67TbbWq1Gp1Oh7m5OQKBAE6nk3q9TiAQYHh4mFQqRSqVolar8eijj/KZz3xGTWTy+XzPmRFjZuj0vza3WUbTtCuAKwBLxo8QQgghhBBCCLGctCa9xDZt2kS1WuWJJ5444veOjIwwNze3/IQG0DsJAxxR683NN9/MSSedhN/vxzAMXC4XPp9PZbvkcjkymQzlcplarUaxWCSZTNJoNPD5fOoUizku2uPx4PP5CAQCBAIBQqEQ3W4Xn89HMBik2+2SyWQolUrY7XYCgQCGYdBoNMhkMqr1qNvtqhM87XabVqulPp/5s1qtRrPZZGBgAJfLRbvdpt1uo+s6Q0NDqtjm9XqJx+MvRDaM6aBCjGEYNxmGcaZhGGf2F8eEEEIIIYQQQojlpBDzEhsbG2NwcJCf/OQnR/zeVatWUS6XyefzB+2ZLU2dTuew7rWwsMBPfvIT/H4/Xq+XYDCI1+ul0Wioky82mw1d17HZbLhcLgYGBli1ahUej4dYLMbo6CihUIhyuazan+x2O/V6nUajwezsLLVaDeidQjHbisrlMoCaatRqtdA0jU6nQ61Wo16vMzAwQDgcVoWUWCyG0+lUU5rMEzGBQACbzUahUFC5Njt27KBYLJJOp/nv//5v3vGOdyyffPR8tF6oGwkhhBBCCCGEOP4cd61J7XabxcVFoJftYr4G0DTNEoaraRqzs7MA2Gw2S56MpmkqM8Zms6m8GPO+O3fuVOtut6vW7XabE088kS1btvDTn/4Ut9ut3rs8y6VcLltaZszWmscee4yxsTHLnjneuVgsks1mLa03/Tk00MuIueuuuwA4++yz1Vjqer3O6OgoqVQKn8/H+Pg4S0tLKk/GbLspFosUi0UGBgaw2Wz4/X7Gx8fRNI16vU4qlSIUCtFut1XIbyaTwW63q4Dd2dlZgsEgfr+fWCxGp9PBbrczMjJCoVBgzZo16LqO3+8nkUjQarWIxWKkUini8Th+v5+xsTGy2SyBQACfz8e6detIJBLU63VWr16t2pkuv/xyarWayoGpVCqWdqNSqWRp3SoWi+raUqm04gkkIYQQQgghhBDiaBx3hRibzaYKGvl8nsHBQbWXz+ctOTC5XE7t53I5YrGY2stmsyo/Jp1OWzJilpaWLFkvS0tLTE1NAb2TKBdeeCFbtmwhm82yceNGS0bMmjVr1PuSyaTlvuvXrwd6BZuhoSFLRox5ysTpdBKLxSwjnJ1Op/rM5vq///u/Wb9+vZpqtH//fhqNBsFgUGXAzM3NUa1WicViJJNJWq0Wg4ODakJSOp0mk8mgaRoLCwsEg0E1IalaraoJSuYpmVarxcjICM1mk1QqRaVSYdOmTXQ6HWw2Gx6Ph2QySS6XIxKJMD4+Tr1eZ35+ntnZWSqVCtVqVY3H1nWdZDKJx+MhFAqpIlQ2myWZTNLpdHj1q1/NqaeeSqPRUMWplTJh+k/MmO1U0Cuq9X93gAshhBBCCCGEEOIoSWvSy2BwcJDx8XGeeuqpI3rf8PAwdrtdndLpZxYSzDHWz8YwDJ588kmq1Sq6rlOtVgmHw0xOTjI2NkYkEkHTNNUGVSqVVNtQt9ul2WxSKpVwOp284hWv4MQTTyQcDtPtdlVejBnW6/P58Hg8uN1uHA4HoVCIcDiM0+lUIbtmVoyu63i9Xvx+P51Oh2QyycLCgirouFwuPB4PmqapsGCn06nGXNfrdSqViiqcbNu2jbe+9a1H9B0LIYQQQgghhBAvpuPuREyn0yGTyQC99qJ0Oq32bDYbyWTSsjZblxwOh6VtyW63q1Ylh8NxyNHWJrM1qdPpsHPnTkZGRnjssceYm5tTbUO1Ws3SUlSpVCzrUqnE8PAwO3bsIJFIWE51mCdiMpkMuVzO8r56vW5pTZqdnaVQKDA6OordbkfXddUm5PP5GB0dJRwOUyqVaDab2O12IpEI0WgUXddVoO7Y2BiappHP52k0GkBvrHQ2m8XpdDI0NMTY2BjRaJSFhQWq1SojIyNUKhUGBweJxWIYhsHQ0BClUolyuUwgEKDdbmMYhmoxSiQSTExMsG7dOjKZDM1mk1arxbp162i328TjcbLZLIODg+RyObxerwr3fcMb3nDQyOpyuWwJ/y2VSpa1mTcD1jalZ0ifkhBCCCGEEEKIo3bcFWI0TVMFjEqloqbrmOtoNGpZm+0/xWLRMto6n8+rdS6XU6OsoTdKun+McTKZtLQfnXDCCdjtdh599FGy2SxvetObLHsmswBhSqfTnHDCCWQyGYaHhy3PY04s6na7RKNRS2uSy+WyZKLMzc0BvQJSvV6n2WxSqVTI5XL4/X663S6Dg4O0Wi0qlQqVSgWbzaayZ8zpRMlkEr/fr9qW3G63pTUpFArRaDRIp9NqZHW1WsVms2G32ymVSoTDYTKZDLquk0gkqNVq1Go1bDYboVCIXC7H0tISLpeLfD5PLpejWq3SbrfV5CZd19m/fz/pdJr9+/fj8/lYtWoVq1ev5pWvfCWapllGVgcCgUOOqzbXZmaMYRiW/Bjg8MdSCSGEEEIIIYQQyxx3hZhfFePj4wQCAaanp4/ofRMTEzz55JMrBsgGAgF1MubZmKd3Nm7ciMvlwu12YxgGTqdTnf4wx0Gbgbs+n09NOPJ4PHS7XVXYWLVqlToRMzExoYo2hmGwsLCA0+kkn89TLBbJ5XJMTk7SarUolUpkMhkmJydpNps0m01171arRbVaJR6Pq5DfRqNBIBCg1WrhdDqJRCIsLi6yb98+DMNgYGAAn8+H1+vlRz/6EW9/+9vRNO2Ivt/DIP/PCCGEEEIIIYQ4avJH5cvEZrOxdu1aVUQ43ILB+Pg41WqVUql00F4wGDysQkwymcRms+FwOEgkEszNzTEwMEAwGMTlctFsNolEIkAvl8bMfykWiyos12wP0jQNh8NBNBrFMAzK5TLdblcVUzRNU4Wcer2OpmnqFEu9XqfdbuN2u2m327RaLU444QRWr15NKpVSeTejo6PU63X12bxeL81mk263S6VSAcDtdhMKhfD5fBSLRcrlMmeeeeZhfadCCCGEEEIIIcRL5bgrxOi6rooYmqapsc/QK47kcjm1djgcKkPG4XCwtLRk2TNbfJxOJ/v371d7drvdkhmjaRq7du1Sv998HQgEqFQqbN26lUgkQr1et2S7VKtVy7p/nPW2bdssrUnlchmfz3dYGTGLi4sMDg7i8/lUFkwgECAQCKBpGtlslkqlwtTUFPF4nFgsxlNPPcXg4CA2m41oNEqn0yEcDuPz+chms7TbbYrFIrVajWq1is/nU0WZwcFByuUyTqcTwzCYmppiaWkJv99PoVBg9erV2O12UqkUp5xyCslkks2bN1Mul1m1ahWGYTA9PY3b7VbvAxgaGqJer+PxeIjH4wwPD9Nut9myZQsAGzZsoNVqqe+yPyOmP/dl+YjqYrGo1vl8fvnpo+dOQxZCCCGEEEIIIQ7hmCzEaJqmGSv15hzee7HZesOiWq2WZTRxs9m0ZKs0Gg11MqRer1vGV5dKJZUfYwbfmrLZrCUjJpVKqeyXpaUl1q5dC4Df7+eRRx6hXq9zxhlnsLS0dFBGTP990um0+p3NZtMyvtrtdhONRikUCitmxPSPZ87lcoyMjLB//35GRkZYWlpS46OdTifJZBK3202tVsPj8VAoFMhkMqpYY45/brVa2O12dfrFLGTl83nsdjv5fB7oFaY6nQ7dble1Kem6TqfTUc9jthw9/fTT1Ot1isUidrsdu92O3++nUqnQbDZVDo2u62qcdaPRIJlMkkgkaLfbLCws4HA42LRpkypI+Xw+VcRaaVz18owY87+L/ryYZ7QQQgghhBBCCCGO0jFXiNE0bQI4W9O0IvCwYRiVl/uZjtbw8DBut5vp6Wle97rXHdZ7Vq1aBfSKO8sFg8EVR1svl8/nmZmZwePx4PV6aTQaKqRX0zTsdjv1ep16vU6j0aBYLJLNZi2FF6/Xi91ux+FwMDw8TDQapVQqoWkae/fupVQq0e12cTgcOBwOOp0ODodDndxpNBp4vV4ikQh2u12FKA8MDODxeAgGg+zYsYNmswn0gpM9Hg/lclkVdTqdjsqaMa8rFossLCywZs0aS7HlBeR+7kuEEEIIIYQQQoiVHVOFGE3T3MAmYDcQOpoiTLfbVcGymqZRq9XUns1ms2SsOBwOdarD5XJZih9Op1ONtnY6nczMzFjet2/fPst9zXHWhmGo1iSAcDjM7t272bVrF41Gw9JSVKvVDhpR7fF48Hg8zMzMWEZtVyoV3G63CsR9ttYks8UpFosxNDREOp0mFosRCAQIBoOqIONyuSy5Li6XC7/fj67r1Go1dF2n1WrRaDQYGBhgzZo1ZLNZHA4HbrebcDisCjsOh0O1CQ0MDKhJTs1mk3A4jN/vZ2JigkAgQLPZVG1WAwMD5HI5NE1jdHSU+fl5dappZGREFYXq9TqvfOUrmZ2dVad7zOIMWFuTVhpXfajx1YVCgWU6y38ghBBCCCGEEEIcrmOqEANowBnAE8CTmqa9A1gEsoZh/OJIb6bruqVgoeu6pUWl0+kQDAYBLAG20CuS9I+27m9NMicDmcyx09BrNzJbkwBGRkZ4+umnOeGEE0gmk0xNTam9RCLB6tWrLfcZGxtjeHiYWq3G8PCw2vN6vQwODlKtVp9zfHW9XqfT6VAsFtXkolqtRiQSoVqtkk6nVUuOWTSx2+3UajWCwSCNRsNyMsUsRBWLRTKZDJVKBb/fTzQaJZ1OUywWGRgYwDAMarUa7XYbwzDIZDKk02kikQijo6MUi0V0XafdbjM5OUmtVlMjrz0eD+12m0AgQKPRIJPJqJHWpVIJp9NJIpHA5XKxuLjIeeedd9CIavPfeqXWpP4Wtf6R1YZhEAgE+v+z6SKEEEIIIYQQQhylY6oQYxhGQ9O0rcB59AowM8BpQEzTNJthGE+u9D5N064ArnjJHvQIxONx2u225XTLcxkaGiKbzR7084GBARqNhjp5cihmYcPj8aBpGsFgUI2pbjQaFAoFbDYbPp+ParVKLBbDZrNhGAb1eh2/368yZMrlMvV6ncXFRRVsHIvFGB4eVuG/6XRatSiZp3PMCU2JRIJGo0Eul6NarRIMBtF1XQUhm+/zer3EYjG8Xi9LS0sqK8YwDNX2ZH62paUlS2FMCCGEEEIIIYT4VWF7uR/gKGwDzgJOB7YAtwEZYPBQbzAM4ybDMM40DOPMwx0T/VIJh8MAqohxOCKRiGXak8k8xdHfbrWSZrOJw+HA6XTidDpVkWNqaopgMIjD4VD5Mfl8nkQiwejoKLFYTJ16gV6YsaZpTE1NsXHjRnw+n/rduq5TrVYZGxvD6/WSzWaZm5tTU5UajQZ2ux23260mWZlFF5vNpgo9TqcTn8+nMmzMqVDdbhe73Y7T6SQQCGC321VRptvtEo1GD/v7PEKu575ECCGEEEIIIYRY2TF1IgbAMIx5TdO+APw18Abgf4CngE2apn3/mWsOOVHJMAza7TbQy27pPz1is9mo1385ndjhcKhR1y6Xy3IKxeVyqXHWLpfLEpK70jjrPXv2qLWZF2M+D8COHTvQNM1ynTm1yGRmxNjtdgqFAolEwrJn3mt+ft4y2nr5WGyzNWhgYIDx8XEWFhbQdZ2RkREmJycpFAoqL8YsejidTmKxGLVaDYfDoQopLpeL4eFhwuEw8/Pz2Gw2isUiHo+HVCqlJi2lUinVIjU1NcXs7CzNZpORkRHcbjftdps1a9agaRoLCwuqoDM8PEylUiEUCqlnMsN9p6am2Llzp5quND4+zoEDBwDweDwqCwh6GTpm+9Fzja/uz4hZYXz1r1YlTwghhBBCCCHEMeWYK8QAGIaxW9O0TwJnA38CFIFbD3ektXmZruuqpQWsOSLm2jxl0ul0CIVCaq/RaKhx1pVKRU0zgt4f74fKiEkmk5x44olqb3FxUWWZRKNRS35MIpFgzZo1ap1KpRgfH2dsbIxarUYsFlPP7/F4VGaNy+Wy5Jo4nU5LQafT6VAul9m9ezeFQoF8Po/NZmNgYEAVWWw2mxozHYvFKBQKLC0toes6mqaRz+fJ5/M4nU6eeuop9b2Fw2EGBgaoVCokEglarRbRaJRIJEK73SYcDlOtVmk2m+RyOdViZBbBbDYb6XQap9NJp9Mhn8/jcrloNpvs27ePTqejwnUHBgbIZDJks1kMw8But6sA5cHBwYMyYp5tfHV/Rkz/v7tZsOpjRwghhBBCCCGEOErHZCEGwDCMaU3TZoEAoBmGcdB4m2OBpmlEIpGVpvMckhl8W6lUVGsToAJ5+0/1rKTT6RAIBHC5XLhcLhwOB81mk2q1SqFQoF6vMzo6SiaTweFwMDAwQCqVolqtYrfbVUZMPB7H5XKp9iLz5Eq1WmVwcJBwOKxOl0SjUQKBAMViEYfDwfj4OIZhkE6n1XOYe+ZI7UAgQCgUwul0qslM5XIZs73M5XIxMjJCo9HA4XAQCoVYWFgAWB6w+0LSn/sSIYQQQgghhBBiZcdsIQbAMAyd3mmYY1p/tsrhMAsu/a03gDqVYrZeHYp5ImR0dJTx8XGazSa6ruN2u9WEJOgF3+ZyOTqdDqVSCZvNhs1mo9vtEgqFCIfDeDwe3G43MzMzZLNZ0uk0mqaRy+UYGhqiVqvR7XYplUqMjY0Ri8XUKZdut0un06HRaFCtVqnVakSjUYrFIjabjVwuRyQSwel0qmlK5sQmTdMwDANd19Xv6XQ6dDody3fxIpDx1UIIIYQQQgghjtoxXYg5Wmb+h81mU3+4Qy/LpT8zxuFwUK1Wgd4f9v2nVtxuN6lUSu3Nz8+rPZfLxfT0tOW+e/fuVetdu3ap17quYxgGuVyOTCZjyYip1+uWsdPlchmv16ueyZwsZO41m00Astks5XJZ7TUaDVWYMAwDwzDwer0MDQ0RCoVUBkyr1SISiZDNZkkkEqplqN1u4/V61Vhns60nlUqh6zo+n49sNkur1VJFpWazSalUUvktpVKJAwcOqIybxcVFWq0W8XicWCxGIpHA7/ezatUqdL136KTdbjMyMqLeMzw8zBNPPEEoFMJms1mChc1TPPl8nu3btwOo7wN67WNmS9rhZMSY6xVOKnmW/0AIIYQQQgghhDhcx2UhxtTtdrHZfjk4yjAMnE6n5RqzEKJPNEt6AAAgAElEQVTrOsFgUP282WyqTJZKpWIZl1woFFi9erVaZzIZpqamgF7xYt26dWpvaWmJwcFBSqUS0WjUkh/zbBkx0DtJMzw8rJ7TLCp5PB5LronL5VLFE7MAUa/X2bt3L4lEgkwmg91uV8WbVqulTrJomqZOrzSbTer1OpqmUS6XKRaL6LrO+Pg4rVaLYDCoChidTod2u62mM9XrdTV22u12U6lUaDabhMNh8vk81WqVVqulRmW3223K5TJzc3M4nU78fj/pdFq1SPn9fhKJBC6Xi06nw/79+zEMQxXSzPYpUyAQOOqMmGVtTtb/QIQQQgghhBBCiCNwXBdiflWYrTeHy2wdWv4es6jUf9rjUGKxmCp6xONx4vE41WqVdDqtWoagd/InEonQbDbVSRFd14lGo6oVyGxpMlucdF3H7/fjdDrpdrsYhqFO3bTbbXz/P3vvHWVXVff/v87t9067M5mSTOqkF2ISCSRRMEThoZhHEIiFIiCK5bGsZVsufXiK/etPUUFBsYCComBABPRBkIAhlJAhIXUyvc/c3ns5vz/unO05dyYzaUJC9mstF2dn77P3uefsk+X55PN+f1wuCoUCJpOJRCJBdXU1JpNJSJ3cbjfRaJSKigrq6upECW273U4wGBS/MRaLUVFRQT6fJxKJGEp6a/dIIpFIJBKJRCKRSCSSUwkZiDlD0SoraRku+qCJxWKhrq5OBF0WLlwoDHFDoZDINqmpqaGqqoqVK1dy6NAh4eOiqiozZ84kEolgs9mIRqMiSyeTyWC1WoVZbz6fJ5lMYrVaqaurY+XKlRQKBYrFIn6/n6qqKmw2G/F4HEBUVlIUBafTiclkwuVyMWPGDFpaWgxVsP5FZKceIpFIJBKJRCKRSCQSycQoR1nx+U2DoihBYJSSxEQBXECSUjUcE1ABqGN9RSA19j/nWL+FUgljE6WP8tDYHPmxcy1jx7mxc5JA/dgcBSAztnZmbKwNSI+NN4+dkxv78zwlT5Ls2LUUxsYUgcTYNZrGrlcdO64aO8+lW9My1h8fO79q7LpsY32msbmyY20t2KCMXUthbE2rbi79OcWx47qxe6tpghxjY7X+zNj6yticKv/0XHEAwbF5C2NjbLq1smNtK/+sXKRSqpoVGbuu9Ngadt0zUXXXb9LdT23+3Nh5Gpax/2njrLrfaAUaVFV16sajKMotwC1jzSXAYSanHvBPMeZkI9c8Pdabq6pqw0mcTyKRSCQSiUQikZxinHGBmDcCRVF2qaq6Vq55+q95MtY7E+7TmbLmG/EbJRKJRCKRSCQSyemNaeohEolEIpFIJBKJRCKRSCSSk4EMxEgkEolEIpFIJBKJRCKRvE7IQMzrw91yzTfNmidjvTPhPp0pa74Rv1EikUgkEolEIpGcxkiPGIlEIpFIJBKJRCKRSCSS1wmZESORSCQSiUQikUgkEolE8jpheaMv4PWmurpabWgoVYdNp9PY7XbRl0qljthOJpOEQiEcDgdut5tEImHos9ls4rxkMonVahXtdDqNxVK61dlsFpPpn/GvfD6PoigAFIvFo/4diqKI87S22WwGQFVVw/UUi0XD7yoUCjidTrF+KBSioqKCmpoa8vm8oc/hcIjzAoEAoVCIxYsXYzKZyOfzYp1AIIDH42HJkiVYrVYKhYK4B4VCgZGREaLRKA0NDTidTvL5vPi92lyqqqIoColEArPZTEVFBXa7nWQyKdbK5XLkcjlMJtO43xSNRlEUhQULFpDP58X9AMjlcuIZ9PT0UCgUWLBggXgm+uelb2ezWcO9PHToUFJV1YojPZfKykq1rq4OMO6vdDptuJepVIp0Ok0qlcLtdhv6yvel/tzyeTKZjGgPDw9TWVlJTU2NuPYjjS3v07fj8Ther5empiYqKyvJZDKG69HPU36t2thkMsnIyAjNzc1ibPn7lU6nxb2d6N2LxWLaPZ30PZ3s/uh/VyaTwWQy4ff7qa+vR1EUsdcBsa+Ghoaor6+ntrZW9OnfhVQqRW9vL7Nnz6ampoZisWjYP8ViUey1YrEo9mFHRweFQgGHw0GhUMBisYh2sVikUCgQCASiqqrWMAH19fXqvHnzJuqSSKaktbXVL0ujSyQSiUQikZwanHGBmIaGBr797W8D0NbWJj7GAQ4ePGho7927l5aWFgD27NnD1q1bWbRoEZdffjmvvvoqc+fOBeDVV19l9uzZ4rx9+/YxY8YM0W5ra2PatGlAKQhQVVUl+nw+n/iojMVihuDKRIEZLYhjsVgMH5yKouB2u8V5zc3Noi+VSrFw4ULRjkQirFixAigFUB588EFWr17Nv//7v+P1elm1ahUAHo9HjAO49957efDBB7nrrrtwuVz4fD5xf+69916+//3v86tf/Yrp06cTDodpamoS633rW9/i6aefZt26dZx99tkMDQ2RTCbJZDI0NzczPDyM1WrF5XLx2muv4XA4aGhoYPny5fT09AAwbdo0Dhw4QC6Xo6amhnPOOYeRkRFsNhvDw8N0dXVhs9n44x//iN/vF/cDYHR0VDyD66+/nlAoxB//+EcABgYGmD59uhjb398vnt/AwACzZs0SfWvXrk2Oeyg66urq+PznPw+UnvuiRYvE8eLFi8W4gwcPsm/fPg4dOsS73/1uw/M5fPiwod3e3i7m6ejoMMzT1dXF0qVLAfjf//1fVq1axXve8x6gtNeWLVsmxurbvb29hr7e3l6WLFkCwMsvv8xtt93Gli1b2LRpEz09PWJ9gO7ubvGedHZ2Gt6Z9vZ25s+fT2trK9/61rf4xCc+Ia730KFDzJ8/X4w9cOCAaO/bt88wz759+3j22WfJ5XKcf/75k76n+vvV2dlpuNbe3l5xf/r6+gC47777uPLKK7FarZx11lli7PDwMDabjVtvvZUrr7ySLVu2iD6/3y9+x+7du/nIRz7CF77wBTZv3kw8Hjfsn3Q6LYI42WyWiopS3O7CCy+kUCgwY8YMAoEAlZWVjI6OGt7pQCAQ4QjMmzePXbt2HalbIpkURVH63uhrkEgkEolEIpGUkNKkYyCTyRiyI94MZDIZEdiYikQigcViMWQRaKRSKQDx0VlOsVjEZDKRSCTweDwiuyYWi5FKpUgmk6RSKTKZDGazGavVSjabpVAoUFlZSX19Pfl8nkQiQSaTIZ1OMzo6isfjob29nWg0Si6XM2QmHAlt7uPEPPWQo8Pv94vg0Mmguroar9d7wvNMmzaNiooKDh48eNxzhMNhAEMw7FhpbGzE4/FQKBSOe45ydu/ejdPpNATX9AwODoq1j8TIyAjAEeeYiGw2y+7du/F4PCQSCZxOJ2azmWQySTgcJpfLMZaplz/qSSUSiUQikUgkEslpyRmXEZNOp+no6ADA6/Uask58Pp/ho8/v95PL5QAIBoNks1kSiQTt7e3EYjE6OzuBUhBCy9qA0keX9kEHJdmMz+cDSrKhaDRquKZMJiOOpzJP1vfrz3M4HGJel8uFx+MRfS6Xi/7+ftG22+10dXUBiHOy2ayQTuh/l8vlEud5PB6qqqrEb4tEIiIrRwsAxONxUqkU4XBYyDPC4TDpdBpFUZgzZw4LFy7EZDJhtVqxWCw0NzfjdDpxOBzU1dVRXV0tgj2zZ88mn8+Ty+VoaWkRWUOKotDS0iKkXdlslq6uLtxuN6FQaNyz9Hq9ol0sFkkmk4yOjorfpd8Ho6Ojoj06Olr+TCaNCqTTadrb2wEIhULiOBwOc/jwYTEuFAoxNDRES0sLkUhEjNPuq74djUZFOxaLif2r3W+tr6qqioGBAQ4fPiwkXvp5YrGYaOvn1K5Py8YKhUIsWLCAnTt3ctFFFxEKhQyZWvpgj8fjMdwfr9eLqqriGgOBAJFIRPSVv1/5fCnuEAwGDX3hcBin00k2m6W/v9+wvv7d0+6B1o7H42JvQ2kPa9cSDoc5cOAAK1asoLe31/B3AZSe3Z49e7Db7aiqKjJooBSE1DLZtACV2+3G7/eTSCQM70kymRRZbplMBqvVygsvvEAymeStb30rbrebdDpNXV0dwWCQTCZDQ0MDZ599No899tg/X2qJRCKRSCQSiUTypuSMC8Q4HA4hY8jn8waJQzabNbSTyaSQTgSDQQCam5tZtGgRsVhMSJOi0ahBmhSPxw3SpEQiQX19PVD6MNRLkzwejwhmaL4R+uvR+8kAol9RFEP2iaqqaN4kuVzO8K/1yWTS8LvC4bCQa+zcuROAVatWMX36dDwej5BgeDwew3mFQoH6+nrmzJkDlD6kNQmUyWTC5XKJ322z2US2h8ViwWKxYDabGRgYwOl00t3djdVqpbKykng8zuDgIGazmbq6OrxeLzabjUQiQSKRoK+vj1wuJ3xHLBaL8L3xer0im0bLnqmtraVQKBiyMXK5nLget9tNLpcTcpJ8Pm+QlmjyESgFbcoyHybNIrPb7UIaUywWDdKkcnlYLpdj6dKl1NTUGPrKx7a3t4tn0tHRYZDedHV1Gfr6+vpobGzE7XaPkxTp2729veP6tGfd29vLxo0b2bt3L4qi0NDQYNgHgHgvisWioa9YLDJ//nyefPJJKisrxT6D0jMof9+0ecrfvXw+z8qVK3n22WeJx+OGeQ4ePHhEKVdnZ6dButXT0yPOffTRR1FVlcsuu4yGhgYGBwcN846MjBAIBFiwYAEzZ840XE8gEBDveDgcprGxUVx7IpEw7DWHwyHeTZvNht1uZ8eOHZhMJsxmM/v378dkMhEMBvH7/cIraGy+ozeKkkgkEolEIpFIJKclUpp0lKTTaYAJZTmnM4FAALPZfFQSmUAgIAJK5USjUaqrq494riZNqquro1AoCDNdp9NJXV0dFouFVColTEu9Xi8ej4dQKEQikcBms2Gz2bBarZhMJqqrq4XBsPbfcqPWI+FwOEgmJ7V6mYyTIk3S5C0zZ848GdMBaNIWQ6bL8bJmzRpsNhu///3vj8lEWmNgYOCEZVdOp5P58+fT3t5+Is8LKGW77du3j2XLlon7VE4oFKK7u9vgizQRBw4cMARwpiKfz/Pb3/6WdevWUSgUSCaTqKqK2+1m0aJFNDU1YbfbtT0x9QaWSCQSiUQikUgkpzUyEHOUaB+CR+OlcjoxPDxMS0vLlN4qWuUjvdmqHp/PZ8gCKiefz2OxWKisrARKMhqn0ymCL1ogRlVVVFWlsrISs9lMoVAgkUiQSqUwmUxYLBZqampEhszo6CiJRILq6mpisdhRPZ+qqipRiek4OCnvTHd3N3V1dSc1EFNXV0djYyOtra0nPFd1dTU33HADe/bsYdu2bcd0biqVoquri5NR4Wfz5s1ks1n+9re/Hfcc2WyWBx98EIvFwlVXXXXEcVp22IUXXnjEMX19ffT397Np06ajXv/JJ5+kp6dHZG9pQUir1UptbS3z589n+fLl2t49bvMiiUQikUgkEolEcnpwxkmT9B4e5Z4VPp/P8HEeCASER4zmixEMBsnlcsfsEaOdXywWx3nEaNk2wLjggD4bQVEU0W+1Wg1ZAg6HQxikOp1Og0eMw+EweMRYrVa6urqEl8uSJUvEb8nn88JjQyvTCyWvlFwuR21trfht4XDYUDp5+fLlwgvnSB4x9fX1NDY2UlFRgdPpJBgMMm3aNLxeL06nk6VLl2K324VfzIoVK3C5XDgcDlpaWoQvTkVFhQgKqaqK0+kkFoths9km9IjRt7V72tPTQ3V19aQeMfr7OMakHjGZTEZ4weg9YvTHqVSK4eFhVq5cSUdHB+Fw+Jg8YvR9iURCrJdIJJgzZw67du1i586dWK1Wgy9NPB4X7VgsZugr94jRPHhWrVrFk08+ydy5c4X8x+fzCV8YzRNGw+Px0NbWRqFQoLa21uDB4vP5DPfZ7/eLZxIMBg19oVBInLtw4UL27NlDfX0906dPH+cRE4vFxJ4t94gJh8P84x//wOfzcd555+H3+/H7/eI5dHd3A6V3trW1lZUrVxKLxUgkEiJoqM1bVVXF448/DsDatWuFXLHcIyaVShnKhP/+97+ntraWZcuWMXfuXNLpNFVVVdTU1BAIBGhoaNAbgcuMGIlEIpFIJBKJ5E3OGReIsdvtwvshl8sZvCYymcwRPWJefPFFAFauXInFYiEWi4l/8Y/FYgaPmEQiYcgOOXz4sJD0ZDKZcWWVNT8JfWADGCe1yWaz4oMvn88bsj/0nifJZNKQjRCJRAxSikAgwPLly9mzZw8AF1xwgfBBGR0dFWNHR0fF/dCCL+eee67wxqmoqKC5uRlVVQmFQsydO1dUmyn3iNHMeQ8dOkQkEsHr9WK1WgkGg8RiMfr6+qiursbv9xMKhcjlcvj9fhRFYWRkBKfTiaqqdHZ2YrVaMZvN2O12UXUpnU6jqipNTU0TesTk83nhoaP52jgcDqZPn04+nxeltsHoEaOqannWyqSpQ3qPmMOHD4vjfD4vjp9//nkANm3aRGNjI4cOHTL4tZS3Dx8+bCgXrd+zXV1dot3d3c273vUuWltbCQaDLFq0yDC2p6dHtPWeMOXt7u5use8/97nP8YUvfIE//OEPfPvb36axsRFVVQ1BMH2WVD6fp7W1FbPZzKpVqwy/o9yTKZfLiXPL38VCoSDauVyOYDDIrl27uOaaawDGecRo63R2dooy3P39/fzf//0f8Xic9773vcyYMYPly5eL8wYHB4UM6W9/+xuZTIbrrruOpUuX4vV6x3nEzJo1i9bWVhYuXMjq1atFXzKZNLyLDodDvKfpdJq//OUvNDY2imBXoVCgoqKCbDZLMpnE6/WSzWa1OU5MgyWRSCQSiUQikUhOeaQ06SjRPFD0ZrqnO3v27KGmpuao5DF79+7FbrcbPoA1hoeHSafTtLS0HPF8rbS0ZkhsMpmIRqNCbmSxWKiursbhcJBOp4Vvjcvlorq6mqqqKqqrq7Hb7eTzeWw2G8VikXg8bqjMM5k8SkPzstHOOUZO6J3J5/Ns376dxsbGSUskHy/V1dUsXLiQ3bt3H5e3SzkOh4PrrruOXC7H17/+dZEhdSS2bdvGtm3buOyyy05aqXeLxcKWLVsAuOuuu3jxxRdFNko5qqoyOjrK448/zq9+9SsKhQIf+chHWLdu3RHnj8ViPPLII8yfP39S75euri5aW1snlS6V88tf/pJEIsHy5ctxuVxUVFRgs9moqqoS9yeXyxEIBLSS6ifnpkkkEolEIpFIJJJTljdPVOEo0UuTJipXrZcGBYNBQ3ldp9NpkIhMJk0aGhoSbX356mKxSCgUEn2qqpJIJAzXV369GoqikEqlAERWjobdbheSC7vdzvDwsOizWq2GD2iz2cwrr7zC8PAwa9asEfIMKGXsaL8lHo8LSdPLL7/M/PnzDVKdcDiM3W7nlVdeAaCpqWlCaVIoFBLSpMWLF7No0SIRlKmsrGTOnDnU1taiqir19fVMmzYNu91ObW0tzc3NeL1e8vk8M2bMEB4bFouFhQsXks1mqa6uFqWo3W43wWBwnOxM39aeaU9PDw0NDcdavnrSQEx5+WpN/qOVr25rayMSibBhwwbRF4lEDDKh8tLS+pLVk0mTkskk7e3tNDc309HRQVtbmyFwOJk0KRKJiApd5eWqAa6//nruu+8+vvjFL7J27Vouv/xyrFarQZr04osv8uSTT7J69WrWr18/YXn4cmmS1g4GgwYZUygUEu9XOBzG7XZzySWXsHfvXtra2rjjjjuYM2cOlZWVouR6JBKhv79fvDNLly4VFZS6u7uJx+OGvR6Px+np6eGxxx4jmUyyceNGsd9jsZihulk0GuWxxx7DarVy3nnnCRmg9gz00iQtky2VSvHjH/+YCy+8kObmZkZHR3G73aRSKYLBIA0NDSIYOXv2bC2ImEMikUgkEolEIpG8qTmtAzGKoihq2VfyVEwlTdLLLLSyz1qwZPHixWJ8PB4XEp14PG6QJu3fv1/IX6D0YaZlP/T19QmJDJSySTRZQygUGvfxp69ElEwmxbmJRMKQUaG/hmg0avhdgUCAZcuWibbP5+Pw4cPYbDbOOecczjrrLNE3kTTJ4/Hg8Xi4+OKLRelqQJSr1gJA69atE9drtVrFtZrNZnHvg8Eghw4dYmBggFwux8yZMzGbzQwPDxMKhYhGo/T19eFwOPD5fFitVvL5PH6/n2w2y+joqAhGWa1W/H4/sVhMBIhWrFhBbW2tQYoERmmSJtsymUxMnz6dQqFwRGkSYHiWTOERoy+Pri+r3NbWxrx583jkkUeYPXs2CxYsMPQdqRwzlKog6cszTyZNWrhwIfPmzWPXrl0MDg5yxRVXiLHd3d1i708mTSrv0wJo55xzDvfddx/PPvss/f39XHrppaTTaaqrq+nv7+dPf/oTS5cu5Utf+hIWiwVVVcfJjcrLoWttvRQJGHeudrx27VpaW1vp7+/ntddeY3BwUATYrFYrzc3NrFu3jmXLllFVVUVPT4/Y+/39/Yb3YHBwELvdzq5du7j00ks5++yzhazJ5/MZ/i4YGBjgb3/7G5s3b2bFihWGykuVlZWG99ThcOB0Orn33nvx+/2Mjo7icDjweDzkcjmy2SzZbBa/34/P56OiooLa2lrt3TJGwCQSiUQikUgkEsmbjtMuEKMoynRgObBPVVXf67FmJBIhn88fsXTz6UY0GmXv3r2sXbsWu90+5fiXXnoJgFWrVk3Yf/DgQZqamiYtX53P52lvb2fmzJlUV1djMplEGelUKoWiKCiKgsPhYNasWeTzeVKpFNFolHA4jKqqFAoFisUiNptNVFeyWq3U19fT399PdXU1tbW1U/4e7Tr1WQ3HwHFnLDz11FOEw2GuuOIKQ7bOycZisbB69WpeeOEFIpHISav0VVVVxSc/+UkWLlzIE088wT333GPoX7ZsGR/84Af/5fK9iooK3vOe9/Ce97wHVVU5dOgQs2fPxuFw0NfXJ4IpU5FIJLjjjjuora3lAx/4wDgTbT1//vOfSSaT3HDDDUc1dzKZ5Hvf+x4bNmwASllzmhwtmUxy8OBBKisrxfsXCoW08tUyI0ZyXNx999387ne/e6MvQyKRSCQSiURyFJxWgRhFUZqBDZQ+Vr6iKMr/ApFjzYo5VsY+kAz/Cn66oqoqu3fvxmKx8M53vpN4PD7lOU899RTz5s0Thr7l873yyiusXbt2ynVNJhO5XE7IlIrFIrlcjkwmQ6FQwGw2UywWSafTpNNpkskk6XRa887AZrOJktYulwuz2YzJZCKfz6OqKqtXrx4nqZkIzRz5aH77BBzXh3JfXx/PP/885557LosWLaKtre14pjlqzjnnHHbs2MHLL7/Mv/3bv53UuRcsWMCPfvQjotEo+/fvp7q6mmQyyZo1awzVuV4PFEXBYrEYMsmOhlwuxwMPPEA4HOZrX/saFRUVRwzExGIxHnroIS644AJWrFhxVPvmJz/5CcPDw5x//vmMjIwQj8dF2WrND8bhcDBnzhxyuZxeJlZxTD9E8qbmWIIrzz33HAAbN278V16SRCKRSCQSieQkcNoEYpTSF/Z0YJuqqkFFUUZUVQ0rimJlio9jRVFuAW6BUjaE9tFztB4x+/btA8aXEdaXeZ6sfHUulxMeJoVCgUAgIPpUVRUfgKqqGnxfwBgsUBRFZHFoH3QaFotFrGG1WhkYGBB9JpPJUIZ6ZGSEdevW4fV6yeVyhnK/+t8Sj8dJJBLs37+fLVu2CBmF/v6Mjo4SCARYuHChkChpfVarVRxrFZ9mzJjBkiVL6OrqIpfLYTabmTdvHg6Hg0QiYZCCaSWq+/r6yGazNDU1kU6nKRQKOJ1O5s2bR7FYJBKJ0NHRwTvf+U7hv1PuR+LxeMSzDofD2Gw2IbnSe8JoY7XY3gQeMeNSiPT7q7Kyclz56mg0yvbt25k2bRqLFy+mvb3dULJ6onLVer8UvS9MPB4f5xGjtZPJpMH3pampiR07djB79mxMJpPh3HKvGb1PTXmmULkxrn7fKYqC0+nE6XTS399v8NspL21d/kz0bf2c2r3TPGJCoZBhj0YiEYPXi749WV80GqW3txdVVfnzn/9MX18f119/PTabjb6+PqLRqHhvY7GYyJz67W9/SywW46abbiIYDBKPxw2lrZPJJE6n03C/brvtNi6++GLOP/98tm/fLrxgqqurKRaLTJ8+ncbGRqZNm4bH49Fnkx0xqHz48GEuuOCCCfuuueYabrnlliOdelpyrBkeJ+MenMysEu16TmTOYwmubNy4cdJ7cDRBaolEIpFIJBLJ68NpE4hRVVVVFEUFblEUJQzcrChKH2BRFOW/VVV9bZJz7wbuBpg3b56q94jRe1ak02mDL0UqlWL+/Pns2rULl8tlKH2bSCSE10gikTB4xKTTaYOvSEdHhygt3dvba8isGRkZEZInn88nSj5D6YNO7wMTCoXEPKFQyLBmMBgUv8Xn8xmqv3g8Hs466yxyuRzPP/88breb97///ZjNZkZGRkQJXygFHjRph8fjEWW7tfH6NZ1OJ9u3bwdKpZj1v6vcI8ZkMpFIJOjp6aGiogKv10soFMJqtVJZWUkgEBCGurFYjHA4LAxTfT6fCAb09fUJk99cLkdnZ6f4iH/HO94hpEnlHjGFQkG08/k8VVVV4oO43COmWCwaPGLKKjGN+5rR769Zs2apeo+YuXPn8tOf/hRFUbjhhhvENehLVJeXqy73jNF7xHR0dBj2bHd3tzhX7xcDJf+hZ555hnQ6zcqVK8eVr9aPncw/BjD4pehLVheLRcPYYrEo5i3vK/eB0ferqmq4B/BPXxiTyTSunLdmwqvdE63d1dVlkCb19PSId2FgYIBly5bx6KOPsmfPHi6++GKuvfZaMXZ0dFTMEwgEmDdvHuFwmD//+c9s3LiRTZs2AaX3XS+Bc7lchsDMr371K8LhMH6/n1dffRW/308qlaKpqYlMJoPdbicajZJIJMSzrq6u1oI5/4wEHyXPPfcczz33nOFj/1QKzBxvIApXBPIAACAASURBVOJYghAT3YPj4WRlleiv50TmnCq4IpFIJBKJRCI5PTnlAzGKophVVS0AqKq6W1GUJYAT2AM8Rck89TJFUbpVVY1NMtVxMzIygtvt/ldM/bry97//nVAoxGWXXSYMdCejUCjw6KOPsmbNGmbMmIHX6x03Zvv27cycOXPKEtiKomA2m6mpqcHlcuFwOKivr8dkMok+m82GxWIhk8mIP4NSJoPD4cBut2MymUgmkyKTKJvNUldXR11dnSFQNhUOh4NMJnPU43UcdU3oeDzOfffdx8jICJs2bTIEhl4PND+e3bt3s3Llytd17VOVRx99lPvvv58NGzZw8cUXTzn+7rvvJpFI8JGPfOSo5s9ms/zkJz/hvPPOE0bUWsl1LZsrkUgQj8cpFApks1ncbjc1NTVaxsIRM2KWLFnCs88+O+E16gMQJysocbI43kDEsQQhTlYmy8kKfOivRwZTJBKJRCKRSCTlnNKBGEVRFgAfVBTlVWC/qqr9qqr+XlGUKiABPDSWKXMRsBDYPdWcmUxGSDD8fr9BmhQIBAztYDBIOp3G6/XS0tJikIvE43FD+Wp9eehMJmOQJuXzeeEzoy9lDaWsAC2jo1gsGmQg+j4oZQ1o5yqKIqRIWlu/Zl9fn2Ge7du3s2vXLpYuXUplZaWQa5TLquLxuDj3+eefx+PxcP311zM4OEg4HDZIMDweDy+88AKXXHIJPp8Pm81muJdaIEUrh6wZ6zY1NaGqKvl8HpPJxKxZs6itrWXx4sXU1NSIIImiKLS0tJDP57HZbCLQovnILFmyRHh9XH/99USjUbFmeelkvTRJO04mk4yOjo6TJunlSBNIkyYNxKTTaQ4dOsSBAwfYvbu0HdevX09VVdW4ctFae6Jy1ZOVr9bvQ61kNRhlSlrfrFmzaGtrY9++feTzebFmPB43+NREo1FDOW095eWs9RI0/TEY5UgTSZP0+P1+0V8uTdK3g8GgQZpULlUKhUJiP4dCIcN+DoVCQo70xBNP0NrayurVq7n88ssJBoMGCV8kEhFeM9FolHg8zu9+9zsuueQSampqhGRronLV2ntx//33MzQ0xLnnnsvChQuxWCwUi0Wy2Sw+nw+LxYLFYhHvgCbBs1qtWrD3mDNibrnlFsNH/qlm2vp6BCLK78Ebzal2PRKJRCKRSCSSU4tTNhCjKMp84FLgEPB+YLGiKD9SS8QURbEA/60oymPAfGDn0cw7VfnqcmlSRUUFqqrS2Nho6NNLk1KplKGs86FDhwzGtp2dnUKq1Nvba5C6DA4OCrmRx+Mx9Hm9XkOmidfrFSWzvV6vQfbh8XiEJGN0dNSQHXLo0CH+8Y9/MHPmTD70oQ/h8/lEyerh4WGDNGlkZETIM37wgx8wc+ZMrrrqKsxmMz6fz/C7Dh48SCqV4uKLL6apqclQVcpsNhukSS6Xi5kzZzIwMEBFRQVDQ0NEo1EhRdLudVVVFQMDA1gsFlHyNxqNYrFY6OzspKOjA7vdTjwex2Qy8cILL5DP57npppuoq6sTmUt6KRKUgmGa7Cufz2O1WnE4HFNKk1RVLS9fPakxdDKZ5K9//Ster5dZs2bxvve9j7q6unFyI327vFz1ZOWrOzo6xkmKystXa/T09PD2t7+dgwcPUiwWqa6unnSsvq9c/lQuVdK3jyRNUlXV0Fdeklo/FjAcK4oi5EgWi8UgTWpvbzdIkzo7O0W7p6fHIE3q7e1l4cKF/PSnP6W1tZXNmzfz8Y9/HJPJxMjIiGFer9crJFehUIhvfvObWK1WvvKVr1BZWSmkd5WVlYZKVJpHTqFQ4Pbbb2fVqlX4fD5GRkZwOp2YTCYWL15MMpnE5/PR0NBAsVgUgdNAIIDb7daqTZ1wOS0ZBJBIJBKJRCKRSE5tTG/0BUxCmpIx71bgW8B7gdVap6qqvwNeAmYDj6iqGplwlhPE4/EATFqa+VQmmUzyzDPPYDabueGGG4SB7lTs37+f9vZ23ve+9x1RxvTiiy9itVpZv379lPPZbDbS6TQ1NTVYrVaSySSRSIRIJCKOM5kMZrMZi8UifGI0+VAmkyGZTJLL5UgkEpjNZkKhEAMDA2zZsmWcv8hUaOWvj4NJHS+z2Sxms5lrr72Wd77zna+7HKmcOXPm4HK5DNk4ZxLJZJLvfOc7PPvss1x88cV84hOfwGSa+q+9l19+mb///e986lOfKvcIOiKPPvoonZ2dKIpCNBplaGgIv98v/quVq9bKtWsl2ROJBMFgUMtmck21jkQikUgkEolEIjm9OWUzYoAUcKOiKGerqvobRVF+TKlqEoqizAUWAy+pqhqebJITRZNeHGt53FOBfD7P1q1bicfjfPzjHzcYjE6Gqqr8/Oc/x+12c8UVV0w4plgssm3bNs4//3wqKiqm9Fupr69n7969NDU1YbVahRRIURQcDofwj9E+ks1mM7lcDlVVcbvdeL1ezGYztbW1mEwmQqEQ27dvp7Gxkf/6r/86hrtSIhQKHfX9KGNSc52mpib+4z/+A+CUCH6YTCZmzJgxTkJ0JtDT08Odd95JPB7nYx/7GEuXLj2qyjG5XI4777yTefPmceONNx71erfffjstLS0sWLCAgYEBEokEDoeDVCrF4OAgTqcTu91OIBDAYrGQz+epra2lpqaGhoYGLeB5zNIkiUQikUgkEolEcnpxygZiVFUNKYryG/4pBfEALWPHK4AaoBo4pkBMOp0WPhp+v9/gDRIMBg0fz5q/hMvlMnhxQMljQ/OpSCaTBl+KTCZj8J7I5XIMDQ0BpeCI3tulUCgIE9xCoSAycLS2fmyxWGR4eFi7PwZPmEKhILxd8vk8XV1dvPjiiwwODnLuueeiqqrw0Uin04YS1Xo/Ga0U9P79+7n66qsJhUKiJHQwGMRuL1Vvfu211/D7/WzcuFFUNdJn2wSDQZFJEwwGRTDF7XbT1NREMpkEShkky5Yto6uri2QySXNzswjWRKNR5s6dSywWw+12M3v2bBobG4WJcCQS4f7778dkMhEMBkXVJcBwDEaPmL6+PvGRfDQeMWVMmk6RyWQMZan1vivlHjHauInKVZf7EU3mEaO1E4nEhP4xJpMJn89nKJkdi8UM16P3pQmHw4aARXlb799SHuDR+8CUmztP5BGjPy5fQwvK6Y9hvGdMIBAQ+zkQCNDd3U1rayuPP/44LpeLT37yk8yZMwe/32/wdgmFQoZy7OFwmMrKSh5++GEGBga47bbbRPn4WCwmxpaXq85ms+zbt4+XX36ZdevWsWTJEsxmM1arlXnz5tHZ2Ukmk8FisTBt2jSCwSD5fF54ISWTSbxerza/IWVNXxpdL3+USCQSiUQikUgkpy+nbCAGQFXVQV3zZcCnKMqVwPeAlaqqJo51TrvdLrwoyj1istnsuHLW2WyWxsZGqqqqaGlpMfRpHjGZTEZ4t0DJk0X/0dTV1SW8VXp6egw+K4ODg6I9PDxsKA89MjIi1oBSUEC7vuHhYYMXxtDQkPCF6e/vZ//+/QwMDPDud7+b+fPnC08YbazmCzM8PGwodT00NMSvf/1r4W+i/12azwuUDEGdTidXXnklLpcLm81m8IixWCxClmMymZg3bx6qqvLKK6+wYsUKfD4fxWKRXC4nymgnEglUVSUSiVBfX8/Q0JAwOw0GgxSLRZLJJNu2baOtrY3bbruNDRs2iDX1JavLy1fn83nh8dHf3w+USjJPnz6dYrFo8IhRVVX49kzgETNpSoV+f+m9XibygdHkVOX+MeVjOzo6xFj9MRhLVutLWevbw8PDdHR04HQ6RX/52HKPmCOtAaUsJn273D9Gf265ZKx8rL5EtX5Ofcnqco+Yzs7Ocb9T84h55ZVXePDBB9m/fz+rVq1iy5YtvPWtbwVKe1t/nsfjMVyPJh964IEH2LBhA1dffbXoq6qqEvupvFx1Pp/nl7/8JVVVVVRUVODxeIRZdCqVIhwOi7bZbCYWizF79mwsFguJRIKuri4sFosWuPxnhAdjafS1a9cel5ZOIpFIJBKJRCKRnFqcyh4xBlRVzQBfA/4fcNXxBGGOh2AwaAgwnOoUCgW2b9/Oa6+9xqWXXsr5559/TOc/88wz9PT08PGPf1wzDx1HLBbjiSee4B3veIchw2AytCCWlqmSy+XI5XJEIhHS6TSqquJyubDb7bhcLorFIg6HA6vVit/vJxqNMjo6yj/+8Q/a2tr4/Oc/f1TlhydCy57QB8SOgdPuY9jhcAClwOObmR07dnDHHXfQ29vLRz/6Ub761a8aAiZHw89+9jOSySSf/exnj/qcWCzGww8/TG1tLZWVlTgcDurq6rDb7eRyOVGqOpPJ4HK5sFqtQooHpaCuliGGlCZJJBKJRCKRSCRvek7pjBg9iqKYgFbgVlVV26YafzLQMjCO9WPujSKfz/Pwww/T39/P5s2bOe+8847p/EAgwMMPP8y5554rJEcTsXXrVhKJBFu2bDnquc8++2zxgZrNZoXko1AoUCwWKRaL2Gw2rFYriqKQzWaBkldMoVCgq6uLzs5O6urquOeee7jkkksMpb6PhZ07d+J0Olm1atXxnD65Gc4pSDQaxWQyGeQ0bybi8Th33XUXzz33HHPnzuUrX/nKcQVPBwYG+P3vf8+VV15pyESbir/+9a+k02kWL14sSlJbLBbsdjtWq5XVq1eTSCTEns7n88RiMUKhEMlkElVV9SWwT7tAn0QikUgkEolEIjk2TptAjKqqRUVR/j9VVU+ovKvew0NXqUS09b4iXq8XVVVFVZ9y347JPGI0+YvW1vxccrmc8Hkpb0/UV+4Do82bz+cN3i7xeJx7770Xn8/HqlWrmDlzprimVCpluL54PE5vby9Q8irRslp+/vOfk8/nufbaaxkeHiYUColsCu3+mM1mfv3rX7Nq1Srq6uqEz4dmQKqh9/UIBoM0NDTwmc98hu9+97u43W5mzZqFoigUi0WWLVsm7u3MmTNJJpOYTCbcbjft7e289NJLeDweLrnkEm699VbcbjfBYFDIm/TPS2vrPWG0ttb34osvsmrVKhHImcgjRmtP4BEzqVlvOp02+MLo/WL0+ycajRr8WibziNG3y/v0vjB6vxitr729nYGBAZxO57g19Xtf39ZfN5S8VPQeLYFAQPi5lHu76IN3Pp/P0DeRZ4zWXz7W7/eLNfXHWlsL0L388ss888wz5PN5LrjgAlavXk08HheBvmAwKPZwMBg0BKNCoZAho+uOO+7AZrNx3XXXjfOTSSQS4txUKmV4L/74xz8yc+ZM5s+fTyqVorq6mkwmI8Zpx1rQ0eVyYbFY6OrqIhwOY7VacbvdNDQ00N7eftoF+iQSiUQikUgkEsmxcdoEYgBONAgDJQ8PzScin88bPCOy2azBp0L7CG9paaFYLDJ//nzRl8lkRPvAgQOGf0E/fPiwwVulq6tLeMb09vYa+vr6+sS5g4ODBs+KgYEBw/UNDg4KL4zBwUHhCRMMBrnvvvtIpVJ84AMfoKGhQXjAaPNoY6HkC7Ns2TJxvGjRInbu3MmuXbu4+uqredvb3gaUPpz1njUOh4N9+/YxOjrKf/3XfzFjxgwaGxsBhBGphslkElWJFEXB7Xbz2c9+lh07dvDYY4+xfPlympqayOfzOJ1OIpEIxWKRtrY2du7cid/vJxgMEo/HOe+887j99ts566yzcLvdYo1CoWCofFTuEaO/Hs0jpquri5GREW666SbhC1MoFAweMcViUXjEAOUeMUUmweFwiGem94HRH5e329raDH3t7e2Gfdje3i76y/1Rurq6xJ7o7u42+AZp7WeffZaGhgbcbrdhrHYMJbmWvm8irxkNvX9LuV+MoiiGvnKPGP1Y4IhjJ/OIsdlsVFRU8P3vf5/+/n6WLFnCpz/9aWbNmkVfX9+4d0Zbc2RkxPB+eb1e8e7t2LGDvXv38pWvfIWzzjqLaDQqPIUAKioqhJTI4XCIoEwkEuHZZ59l5syZ7N27F0VRqKysJBKJGEqt9/X1iSCM3W6nUCiQTCYpFAqiZPvYuyQzYiQSiUQikUgkkjc5p1Ug5vVGy4owm82GjIlTicHBQf7whz9QLBa55ZZbmDt3riGL5mhIJBJ8//vfZ86cObznPe854jhVVfnVr37FnDlz2LRpE+HwsVUON5lM3HHHHXz0ox9l165dtLS0EA6HOXDgAJlMhoqKCpGp43A42Lx5Mx/4wAd4+9vfDnDcUiQ9P/jBD3A6nVx66aXHO8XU9Y9PIQKBAAMDA2zatOmNvpSTQrFYZPv27Tz99NPYbDa+9KUvMW3atOP1+wFK+/qnP/0pjY2NXH/99cd07vPPP08ul6OmpoZ4PE5tbS1ut5t0Oo3dbsfhcJDL5cjn85hMJmw2G/l8XpRjnzZtGqqqij9HBmIkEolEIpFIJJI3PWdcIEYvHSkvV10uVdLkDUNDQzgcDjo7O0WfVu0ExkuT0um0QTaUTqeFpKhctpTNZkWp61wuN65PP08mkxGBikwmw9///nd27tyJy+Viw4YNFItFenp6SCQShuuJRqPiPK2tzRsOh/n1r3+N3+/n1ltvJRwOC3lUIBAQ5aqhlDXw2muv8bnPfY5gMGiQIwWDwSNKk/Rliu12O7fddhuvvPIKf/rTn6ivryeTKakxGhoauPTSSznvvPNYvnw5NpsNv98vyiX7fL5x0jF9e3R0VLQnkibt2bOHJ598kve9732G0uDl0qSRkZETkibpy1IfqUT1VNIk/V6Lx+OiPVlfefnqeDzOzp07URSFadOmGcpX60til19POBw2SIGmkibp+yaTGx2vNMnn82EymfB6vWzdupWBgQFWrFjBe9/7Xqqrq/H5fNhsNnFt2rHW1vbwRNIkp9PJa6+9xp49e7j55puJxWLifujHJhIJMY8WZAHYtm0bDoeD5uZmstkslZWVLF68GJfLxejoKDabDY/HQ1VVFbW1tcybN49Dhw4JD5mGhgasVqu+NPxpY6AukUgkEolEIpFIjo8zLhCjl44UCgWDVKK8nLX2ET59+nRUVTXIGg4cOCCkSQcPHjSUtj58+LCh3dnZKSQQvb29BolTX1+fWLNcVqHJLvTtZcuWUSgU2Lp1K21tbSxYsIDrrruOYDAo5Ej9/f0GKdLg4KCQIkEpsKTJUB555BF27NjBzTffzCWXXILH4xHSKafTKcpVA/z973+npqaGm266SVR/0eQb5dIkRVEMsiH9McA111zDNddcA5Q+iLX+YDBoGFssFoUcaTIpktbWriGfzxsMW9PpNF/+8pdpamoyyJK0efVSJH35ahgnTUozCQ6HQ9zbw4cPG46PJE0q79NLkcBYsnqy0s1dXV2GUuR79+6lo6ODtWvXcvbZZxukSz09PYaxXV1doq9ctlTe7urqEteglxDBeGlSuRTpSGWwy6VJZrNZ9CWTSZ555hm2bduGy+Xi2muvZcuWLSJw43A4xNj+/n7DGi6XS7y3lZWVBglhZWUls2bN4n/+53+YNm0a1113nXjuFRUVhr3ldDqpqqoCEJkuUMqIWb9+PdFolHQ6TTgcxuVykUgk8Hq92Gw2crkcFRUVrFu3jng8jqqqVFRUUFFRASBkSmOBKpkRI5FIJBKJRCKRvMk54wIxx4LZXEp+yGazWK3WN/hqSiSTSR566CH6+vrYuHEjl156KWaz+bhkO8PDw9xzzz2sWLGCG2+8cdKxhw4dYvv27Xz84x8/6pLVpwqZTIZbb72Vw4cPc9ddd51o9aBTU6NWRqFQYMeOHQBccMEFb+zFnAChUIi77rqLaDTKxRdfzNVXX00wGDRkz5wI3d3d7Nixg8997nMGA96jIRqNsm/fPt761rfS0tJCOp0WprxaFo/T6cRqtWK324lGo2QyGex2O1VVVZhMJkZHR3E6nZhMJqqrqwFO2AdLIpFIJBKJRCKRnNrIQMwkVFRUoCgK4XDYYNz5RhEOh3n66aeJRqO84x3vYPPmzcc9Vzab5Rvf+AYAX//61w2yonJUVeW73/0uVVVVfPSjHz3uNd8IEokEn/jEJ3jhhRe49dZbede73mWoTHUc2KYe8saiqipPPPEEw8PDXHXVVYbMjtOJeDzON77xDfFfLWPmZHgFaTzyyCOYzWauuOKKYz5Xk3LV1NSIbJlCoUAsFhNSvaqqKqqqqshms+zbt4+6ujoURSEWi2Gz2URwJplMahWn7EdeUSKRSCQSiUQikbwZOOMCMXoPj3JPmFAoNM4jxuVy0dvbi91uH+e/offm6O7uFn3l5aJTqZTwZJnIP0bzb9Efa21tnr6+Pnbv3o3D4eCiiy6ioqLCsKbeF6bcEyYSiRjWDIVC/PGPf6S9vZ0Pf/jDFItFhoaGxD3R/C80v40XX3yRl156iZtuuolsNitKFGtlhLWx5SWG9T4ievx+P6r6TwWGvgz1RCWpNa8Xr9erGZpO2PZ4PKI9OjqK3+/ny1/+MgcPHuRTn/oUF154ISMjI4yMjBj8Y/SeMOXt0dFRw7UyhXQknU6LfTKVR4y+JLXe92Wy9lT+MR0dHRw8eJBdu3axaNEi3G73hOuUX084HBbtcDhsWCMYDB6XR0y5J8xk7XKPmI6ODn74wx/i9/t573vfi9lsFvvd5/OJfaddg34f6rPX9PtZX8pam2fr1q1s2LABVVXx+XwiWyoWixnG6j1iMpkMNpuNAwcOAKWqaqlUSgRkzGYzIyMjWK1W6urqqKysJJ/Pk81msdlsBAIBIpEINptNGPim02nNKymHRCKRSCQSiUQieVNzxgVi9B4exWLR4CdR7hmTz+dpamoim81SW1t7RI+YQ4cOGTxhOjo6DD4wnZ2d4tyenh7DGr29veJ6ent7x3nCLF68mL/85S+0trbS3NzMLbfcQlVV1TgfGM0/BkrlqvWeMPqy1wAPPPAAzzzzDB/84Ae57LLLDNdeUVEhSlY7nU4aGhr4xS9+wdy5c7nxxhtFuWoo+cJomUJaBRgNRVEMmRh6bxdVVcf5wGht/bH2DLT2ZJ4wWru+vh5VVdm2bRs/+tGPCIfD/OhHP+Itb3mLuPZ8Pm/wgCkvV10sFoUvjKqq5R4xk5r1OhwO8QzLfWD0z0Dfp/eAgYk9YrRzOzs7DfN0dnaK9To6OhgeHmbXrl2sWLGC9evXG/aB3iOmu7t7nEeM1i4vg60vka21j8cjZrK2yWQyeCU98MADWCwWvvrVr1JVVWVYw2q1Guax2Wyi7XA4DO+py+US+9vlchnKsb/yyiuEQiFuuOEGmpubqaioEL5CDodDlKuGki+M5ulis9mw2+10dXVhsVjo7e3F6XRSU1ODz+fD4/EwMDCAyWQil8thMpmoq6vDbrcLfxlNtqSVsy4Wi1rg54z7O1kikUgkEolEIjnTkP+nfwqmT5/Ozp07DZkXrxfJZJJ77rmH/v5+zj//fBYtWiQkEMfLnj17+M1vfsO5557Lxz72sXHZKuU88MADdHV1ceedd54yPjmTceDAAb7zne/w0ksvsWDBAn72s5+xfPlyRkZGTtYSp2T56kAgwF//+ld8Ph+rVq3i6quvNmRBnU4899xz5PN5vv/979PU1GTILjuZ7Nixg9raWs4///zjOn94eJjp06dTXV1NoVCgUCjgdrsJhUJYLBaKxSLRaJR8Po/D4aCxsZFEIkFNTQ02m43p06dTKBQIBAJMmzZN84g5LTyIJBKJRCKRSCQSyfFzxgViyqVJenlGuVRJq4CSz+fp6ekxSDD0Mo94PG74WCwvZ62XKh1tn9fr5cUXX6RQKLBx40bmz59PLBYT/fpjKMmPNDlSOBw2fIRrZXtHR0f55je/SX19PZ/85Cfxer0EAgGDea3f7xflf3t6evjhD3/Iueeey1ve8hZ8Pt+kJarLyw9r+Hy+I0qRtN96NPIjvfQIjOWq29vbufPOO9m5cyc1NTXcfPPNfPCDH8RisTA8PMzIyIg4dzIpktbWrld/PMak0ahMJiP2VCQSMciUyqVJepmQXgpU3i6XFJXLhh555BH27t2Loihir/T09IyTMUUiEdEulx+FQiFxfeXlqsulSROVltY4EWmSxt69e2lsbCQejxOPx8etUS6H8vv9Yl+WS5P05az1MiVVVWltbeWtb32r8JyJRCKiPx6PG0q3J5NJMW8mk8FisRCJRKipqWHx4sV4vV7S6TSKotDc3Ew4HKZQKFBfX08kEhGV1+LxONFolOrqaoaHh8nlckQiERobG7XsriwSiUQikUgkEonkTc0ZF4jRS5NUVTVIHsqlSYVCgTVr1vDcc88RjUYNco2DBw8KCURbW5vhvMOHDxvaXV1dot3d3W1Ys7e3V0hC+vr6WLx4MS+88AL/+Mc/qKqq4mMf+xgzZswQ/ZocSS9FgpIcSZunXIo0PDxMQ0MD//3f/43VauU///M/Oeuss4CSFGnOnDmG+6OVrP7hD39IOp3m61//OjNmzMBms42TJmlSDpPJZJAJAUJGpKqqQVJULj8qFAqiX38M40tS69fI5XJ4vV5+/OMf8/TTT1NZWcmnPvUprr/+ehKJhEFupMnMtDX0fYVCQdxj7fq0tl6mpC3LJNjtdoM0SXsO7e3t46RJR+orb+ulSdpxNpvl5Zdf5tlnnyWdTrN06VLWrFnD2WefLc4rlxjp5Ujlpa718iN9KevyPijJ0LT2RNIk/d6frHy1vq2dl8vlGB4eZv369aJPX8oaSvtOLz+yWq1CCmi32w1SO4fDMWE59p6eHoLBIBdccIHYF06nU+wvh8OhZagAJTmSVi3MarVis9mIxWLU1NQQi8UwmUyMjIyQzWaxWCyoqorNZiOfz+N0OvH7/SQSCRHEyWQyhMNhAOrr67HZbCSTSYATKuklkUgkEolEIpFITn3OuEDMsWK1WlmwYAH9/f0UCgWDSejJJpPJcP/993P48GFWrFjB2rVrDQGC4yWdTvOlL30Jj8fDD3/4w6OqANXa2srjjz/OTTfdNO7jTH3M4wAAIABJREFU+Y0ml8vx9NNPc88997B7926qqqr49Kc/zcUXXyw+0BOJxL9q+dRkndlslv7+fhwOhyhlfLL2jJbh8uqrr9LR0UE6naa5uZnLL7+cuXPn0tXVdVLWeSMZGRkhl8uJ4Mi/itbWVgA2bNhw3HPE43H6+vq49NJLRWaLZuQbDodRVZVkMkkul8PpdFIoFLBarcRiMYrFIoqiYLVasVgs1NbW/iv3rEQikUgkEolEIjmFkIGYo2D9+vW0tbWxZ88eQ8bByWRoaIgnnniCdDrN5s2bWb9+/Unx+Mhms9x+++20tbXxta99jbe85S1T+qVEo1G++MUvMmPGDD7zmc+c8DWcLBKJBH/+85+59957GR0dZcaMGXzxi1/k/e9/P9XV1SfTB2YyCpN1+v1+fvazn4n2Qw89hNPpxG6309DQQHV1NZWVlSSTSTKZDC6XC6/XS2VlJWazmUKhgMfjQVVVEokEfr+fnp4ennjiCQKBAABVVVUsX76cc845h2w2KzI+3gzMmDGD6upq2tra/qXrdHd343A4mDdv3nHPYTKZUFVVVEgCRKlqrS+ZTArTXu3Pk8kkNpuN2bNnUygUyOfz5PN5zQx40qpcEolEIpFIJBKJ5PTnjAvE6MsLT1S+urykr9bvdrvZtm2b+GCOxWIiAyEejxuyEcrLWevb5X4y8XicJ554gtdeew273c673/1uGhoa6OnpIR6PG+bR+8LoPWG0a9cCN5onTKFQ4M477+TgwYN84hOfYOHChQwNDREIBERpXr0nDJS8Or7xjW/g8Xj45je/STqdJp1Oi7H67A69H0h5+WG9L4zX6zX4rOg9YcDo/TKRD4zH4+HBBx/k4YcfJplMsmbNGj7zmc8wf/58pk+fLrxEyn1gyktUa+3R0dEpPWImKV89aXpLdXU169atI5vNCq+VdDpNOBwmGAwyODhIOp1GVVVeeeWVyaYCSh/7FRUV1NXVMXfuXGpqapg3bx6KoogsDG3vlfu+6PvK+8v3ut4HJhgMGuYJBALjnrveI0b/3PW+L8frEbNq1Sp27Nghsp0mKo1eXk5b84gJBoPjylfrPWK048OHD9PU1CSCW9r90vrj8bjhvZjII0bLZpk1axbDw8M4nU7i8Thz584VgRe3242iKEybNk34KGnn1tXVEY1GyWaz4lkyhQeRRCKRSCQSiUQiOf057QIxiqKYVVWdNCthMvTlhcs9YiYrZz00NMRTTz1FPB5n/fr1HDx4UPSVe8SUlyPu7OwUbb1Ph9/v5w9/+AM+n4/ly5dz7rnnsmbNGnGe3hMGSr4w2rl6Txgo+cJoawwNDTFv3jy+853vsGfPHm688UY+/OEPi7F6Xxin08msWbNE31NPPcW2bdv43Oc+x8aNGw0SEb0nDCA+MDX03i56X5hisWjoO1ofmGAwyEMPPcTWrVvJZrO84x3v4JOf/CQrV64E/ul9o5HNZoWHTbm8RV+yeiKPGL0PzBTlqyf9UK6qquLCCy8EjF4v+uNiscjevXtpamoimUzS19dHY2Mj+Xwei8WC3+9nwYIFOJ1OamtrDV4ver8YMPq56EtZa33lPjBa/0QlqSfr07f1vjD6stNw/B4xgJCVXXXVVWzfvp2uri6uuuoqTCaTwRPGbDYbysNbrVbhC2Oz2QwZQna7XZSsdjgc4ll6PB5aWloMnkd2u13sS7vdbqhQZrVaham1xWLBZrPhcDhoaWmhu7ubQqFAf38/wWBQSNIKhQKZTAan00l3dzexWEwE1VwuF5FIhGg0iqqqKIqiBfxkRoxEIpFIJBKJRPIm57QKxCiKUg1sUhTlaVVVX1dDhRkzZtDS0sLTTz99wlKQYrHIq6++ypNPPomiKLz//e9n9erVJ63ccLFY5Dvf+Q5PPvkkH/nIR7jooouO6rydO3fygx/8gLe97W3ccssthEKhk3I9x0osFuPuu+/mN7/5DalUis2bN/OpT30Ku93+L/cOOQpMUw+ZYgKTCafTKYJB+Xx+nDmvFjw4E2lubmbx4sVs3bqVt7zlLYZKXSeLkZGRE/KHgVJA0+PxYLFYyOVywoQ3Ho8TiURQVRWz2czAwACqqgqT31SqZDMUi8WIRqNUVVWRSCQ0M2BZvloikUgkEolEInmTc8Ifla8z1cB5wEWKolS8ngsrisKVV16J3W7nl7/8JR6P57jm8Xq9/OIXv+Dxxx9n9uzZXH755axZs8Yg7zgRCoUCd999N08++SQ333wzH/rQh47qvM7OTj796U/T3NzM7bff/i81JT4Sqqry9NNPc8kll/Czn/2MTZs28Zvf/Ibvfe97J+TlcZJ5/W/MGciWLVuora3le9/7nkGqdjLIZDJkMhlDxsvx0NTUhNfrRVEUUqmUCLxYrVaamppYvHgxdXV1OBwOrFYrLpcLi8VCKBRieHgYv99PMpkkkUiQTCY16dzJ/bESiUQikUgkEonklOO0yohRVXVQURQvsBywKoryf6qqxqY6T1GUW4BboCQd0XvElPtklHvEaF4Z2r9wX3TRRfz/7L15lBxlvf//qt57lp4tmZnMlslC9gWTsGTRALKq8GMzXq5cUM/Xy8HlIqgQWfRevRevkrCJbBE8cg0uKALKImAgmIDZTGICCZOZyexL9/Q6Pb1UL/X7Y6iHqpoli2FJeF7neE598lRXVT9VzbE+87zf75dffplXXnmFVCrF5MmTTX4xwKj1zp072bNnD11dXRQUFLBs2TKmTp1q8o8ZHBw0ecLEYjFTbfSFiUQiphU0oVAIh8PBunXr2L59O1dccQXnnHOOeOHTPWFgWBLldrvF9uDgIF/5yldwOBysXr0aVVUJBAIm7w19X6M3h9ErZGBgwDTngUBA+Kz4/X6TB0tfX98IH5iDBw+ydu1atm3bxowZM/j+97/PnDlz6O3tpbu7G3g3UUdnvLqvr2+ER4x+TuuY1TPG6AszikeMigXj81VUVGR6ZkbbHm3M6uVirI37Wsesvi/Gc1g9Y4zeL6FQyHScYDAoaqsX0Gj33egNZMTqEWOcO6NvkLW2jiUSCT7zmc/wyCOP8Nprr5l8X4LBoKlxGQqFxPXqvwOdcDgsPhsOh3G5XIRCIWC48We8/lgsJnxhBgcHTedMJBLiuLpHzIQJExgYGKCgoIDW1lacTid1dXVMmTKFwsJCIWvz+XwMDg7i9XopLCwUv+mSkhKxOiadTlNSUoJEIpFIJBKJRCI58TluGjGKotg0TcsDzwInAxMYXhnz50PJlDRNexh4GGDy5Mma0UfD6OVi9YzRNE14WBi3586dy4MPPsjrr79OOBymqqqKRYsWieaG7gcyODjInj172LZtmzAKXbRoEZdddpl44Tt48CCzZ88Ghj1h9G29Nnp8GH1hjJ4wAG1tbTz22GNs376dK6+8kuuuu06MGT1hAAoKCoQvTDKZ5MYbbyQWi7F+/Xqqq6uF/MfpdJo8NOx2+xF5xOhjuVzOtF82mxXH0TSNJ598knvuuQeHw8F1113Hl7/8ZfFiraqq8IFJp9Om61FV1SRVUlXVJPcx+sBkMhkRBZ7NZk2x4ON5xBi39cvHgvH5qq+v13Rfn7E8Yqy11ffFuq/R+8W6r3FsNI+Yserm5mbTcVpbW0Xd0tJierYcDofJy8XoC2P1hNE0Tfi5WD2XgDH3Nf6+9OMuXbqUl19+mR07dvClL31JPBOjecToK6ZG84jRn3W3282kSZOE+fSkSZNMHkNut5uysjJxnEN5xNTW1qJpGrt37yYUClFUVISmaXR3dxOLxQCoqKhAURQURSEUCuH3+/H7/bhcLrxeLyUlJUQiEXF+5IoYiUQikUgkEonkhOdD3YgxGvO+04QB6AAKgGJgIfA1RVE2apr2t/frugoKCjjnnHNob29n27Zt7Nu3j9dee43a2lqcTifBYJBsNksikRANiQsuuICFCxcSCARMaSzHgmQyyV133cW+ffu47rrrWLZs2WF9rre3l69//ev4/X4efPBB5s2bN2Jly3tJIpHgtttu46mnnmLp0qX8+Mc/JpfLfSCyqCPgQ/2bea9IpVI0NzeL1Tnbt29nwYIFx/xZNqIoCp/97GdZs2YNf/7zn/nUpz51TI6rr5r6Z69db/hks1mKiorEqjM9PSmRSBCNRsnlcthsNoaGhkQKWWFhIdlsVjQPVVXVGz8f6odfIpFIJBKJRCKR/PN8aF8qFUWZBlyhKMrfgd2apnW/M5QBIpqmbVcUZSZwEVCiKMouTdNShzpuOp0W8iNjdC2MlCYZpR5WmcfQ0BDTpk1j8uTJIhGlv7+fZDKJ1+uluLhYrETRV474/X5isZhJEmKUH0WjUVO0tTGS2lqHQiE8Hg/xeJx77rmHtrY2vvKVr7B06VICgYD46z0Myz701TowLDUJBALccMMNxGIx7r77bmbOnCn+XZdgjBZXbY0RNo4Z5T39/f2i7u/vHyETam1t5eabb6a9vZ1Vq1ZxzTXXkMvl6OnpMcmNenp6UFVVbB+uNGm0GGxjRPZY16rvO1bUNYd4UU6n06Y46dG2rXU4HB5XmmR8Dq2SovHkRqPJj/R9R5Mf6bV+n1VV5e2332bbtm20tbWZ5hrg6aefZtWqVaZ/O5Q0yTiXxnpgYMC0r/7bLCsro6GhgfXr11NTU0NRUZEpalv/nvq1h8PhMaVJkUgEl8slrjEWix2VNCmVSmG328VKm+LiYux2Ox6PB6/XS0NDA3v37iUajVJQUMDg4CD19fXk83lUVcVms7F48WIcDgf9/f0MDQ2RTCbZt28fWFK5jLI346o2iUQikUgkEolEcvzyoWzEKIoyFbgA2Ad8DpgB3A2gaVpaUZQiRVGuBTqBp4GnDqcJA8MRtka5j1GCYa2tcgnj9v79+4WUw+v1mj534MABkySkublZnNMYXw3DkqKxpEnGuGoYlibp5+np6aG0tJT/+Z//obOzkxtuuIHPfe5zwLAUySjPsEZUd3d3c+ONN5LNZvnpT3/KGWecIcacTqeQaxxKigTvypGMUiQwy5GMUiSAf/zjH9x0000A/PznP6ehoUFIjKzyo3Q6bRozyo1Gq3XJkVGKpNe6xMgqRRqtrq2tBYblNfr2O4wrHfF6vcydOxc4emnSePVoz5Y+Npo0yRpDrT8/441Fo1HeeOMNXn75ZRKJBEVFRZx11lmccsopTJgwgVAoRENDA6tXr+bZZ5/lrLPOEv4mxt+MVZpklCLp40YZk1FupGmaqC+77DLuvfdeNm/ezLXXXntIaZKxYTGaNEmXApWVlY2QJpWWlopjjiVNstvtuFwuTjrpJBwOB/v376ekpESkeg0ODpJIJEilUsTjcVKplPCmyWQyZLNZ/H4/p556Kjabjd7eXtra2nS/GJODsFH2tmTJEhltLZFIJBKJRCKRnAB8KBsxQAp4RdO0NxVF2Qs8/I78aCeApmm7FEVJaJrWZPCO+UgRCAS45ZZbCAaD/PjHP7Y2C8bk1Vdf5Zvf/CbFxcWsX79eeGK8X+zdu5frr7+esrIyHnnkERobG4UZ73FC7tC7HH9kMhleffVVNmzYwL59+7DZbCxbtoyzzz4bt9ttatqk02lKS0u58cYbufHGG9mwYQOXXHLJe3ZtlZWVfPrTn+aZZ55h5cqVFBYem8A0iwnzEeNwOGhsbGRwcJDCwkIhRyooKDB5yMRiMfL5PF6vl9LSUoLBIP39/bS3t5PNZvH5fEyaNEn/HWQOdV6JRCKRSCQSiURyfPNhbcQkgS8oirJY07THFEW5D6gGUBSlAZgNbH9n34/cX4k7Ojq4/fbbyWQy3HXXXcybN4/e3t5xP6NpGo888gh33nknJ510Ej/72c+YNGnS++oJ09LSwhe/+EWKior45S9/aVqx8s+Sz+fFy204HKa3t5eCggIymQw+n49cLkcwGKSqquqffQE/oZ637u5uXn75ZTZs2EAqlWLSpEmcd955XHLJJWIVk1HeZERflWKVLL0XrFq1ik2bNvH73//+sCPZx0KXHB2L654/fz67d+8mn89TVFREKpUiGo0SiUQoLS1lypQp2O128e+aphGPxykpKcFut9PW1kY2m8XlculNycNa2SeRSCQSiUQikUiOXz6UjRhN08KKojzGuy+9/cCUd7bnAT6gCAhqR/hWbfSIMfprwOieMcZo4LFig0eLGx6rtvrARCIRUYfDYRFPrddGjxj9L+l33nknAN/97ncpLy+np6eHQCAgzEKN8dQw7J2ydu1aXnjhBc4880y+/OUv43Q6GRgYYGBgwOSFEQgEhN+GNbbYWhs9QKwR1Ubflb6+Pvr7+/nyl78MwHe+8x3y+bxYCWP0genu7hbbep1Op0fsl8/n2bZtG//3f//H3r17TfsdCq/Xy9SpU2lsbGTWrFlMmDDB5GFj/C5W/xgOsSImnU6bPFtG2x5tbDxvl1AoJHyExoudNm7D8P2yxo/b7XaSySRvvPEG69ato6OjA7vdzvTp01m5ciVTpkwhEAgQjUaJRqNiPoxx0UYfGOt3Ge+Z8Pv9pnm2esQYMdZ63PTixYt56aWXxIodnXA4LOrD8YjRpUn6868TjUYP2yNG3547dy5/+MMfOOuss3C5XOTzeRoaGoQfkcPhIJlMoigKlZWVeL1e/H4/EyZMYOLEiUQiEWKxGIWFhZSWlrJ58+YR8egSiUQikUgkEonkxOJD2YgB0DSty1BuAQKKolwKrAHmHyqyeiyMHjGKopi8XaxRvPCuZ8z+/ftN+xrr8eKGYXhFgX5OY1w1DHvE6GMdHR2mz1kjql955RXuvvtufD4fN998sykdyRhRXVBQIKRKgUCANWvWsGfPHq677jq+9rWvEQqFhA+LNaLa4XCIlRB2u90USW31iNE0TYzn8/kRHjH6cZLJJNdffz2Dg4M8/vjjlJSUjOkDk0qlTL4v+ioNfRvgiSeeYOPGjcJUdv78+XzmM5+huLiYRYsWMXHiRPx+P9OnT8fpdDI4OMibb75JQUEBPT097Ny5k56eHl588UWeffZZbDYbc+bM4WMf+xjz58+npKREzJ/RL+YdvIyDx+MRHjEHDhwQ98+4PdqY9fkZyyPGOtbc3HxYvi+68e6OHTvYvn07qqpSV1fHv/3bv3HGGWcQDAbFs+9wOExeLjabzVQDprq8vNzkC6OP5XI5037j1Vb/GOM59PNXVFSwYcMG3n77bS688EKxX2dnJ1OmDPdprR4xLpfL5BFjfLa8Xq/Ju8jpdJo8YoqKisSYw+EY4REDsGjRImC4cVNbW0ssFhPNrkQiQTabJRgM4vF4UBSFXC6HpmmkUin2799PX18fmUyGoaEhCgoKAD5yMkuJRCKRSCQSieSjxoe2EWPkHYPe7wMnA5cdbRPmeObvf/87a9asobq6mnvuuceUCDQWO3fu5LrrrmNwcJB77rmHT3/60+/DlY7kySefZOfOndxxxx3MmTPnqDxh2traePDBB3n99ddRFIWlS5dyySWX8JnPfAafzwcMN7l0k2I9vQqGTVnr6+tpbGxk8eLFLFy4kMbGRlRV5c0332TDhg00Nzfz+OOPixUbjY2NzJgxg6KiIubNm8ekSZP0l+/j5kU5kUiwadMmtm/fzo4dO0in0/h8Ps4880xmzJjBypUrxUoX62qww2FoaPhnqK/Eeq8pLS3llFNOYceOHaiqetTx0/pzoTf2/hn0RkwymaSmpgabzUYul2PixIn09PQIDyZFUSgtLaWwsJBEIoHH42FoaEhE3LtcLmKxGMB7lwcukUgkEolEIpFIPhQcF40YRVFswA7gNk3T9v8zx0qlUkJGEQwGTZKL8aRJVmmJUaoUiUSEdGS0OhwOi3q0MV2OpEdSG8/v9XrZvXs39913HxMmTOC2224jk8kwMDBg2tdYBwIBXnrpJdauXUt1dTU333wzp59+uvh+RjlSMBgcIV/RZR6BQMA0P1b5SCAQGFOGosdF9/f389BDD3H66aezZMkSent7TRIjMMuRrNKk5uZm7rvvPl577TUcDgef/OQnOf/88ykrK6Ovrw+/3y+kMvrqAhgZXx0IBESTxbjt8/lYtmwZl156Kel0mtbWVnbt2kVvby87duwgFArx5JNPGr/2IaVJRqmQPpfGbb3WJWBG6ZE+NlZtHTPKj/r7++nu7qalpYWmpiY6OzvRNI3CwkIWLlxIQ0MDixcvxm634/f7TTI4oyRtNCnSaNIk3Zcol8uZpEn6c2B9JsaLrw4Gg6axUCgknq1wOCz+ffbs2fztb3/jySefZPHixcDwb2qs+GpdjqSPOZ1Oce/9fr8pvtoqTTIeZ2hoSJwjlUqJe1lSUsL06dOpr6+npKSEdDpNSUkJAwMD1NfXM3v2bHp7e8VnKisricViqKqKoiioqkphYSFut9t0PolEIpFIJBKJRHLiclz8P39N0/KKotyhado/nVjj9XqFFMhms5nkIjabzSRNMo7rPho6VmnJWJHCMLxSQx9va2sz7dvR0SH2NcZTw7AnSldXF/fddx/Tpk3jpptuYsGCBYBZiqTXtbW15HI5fvazn/HrX/+aj3/849x7771kMhkh/YFhuYYe2+twOEySIofDIf6Kb7PZRqQqGWujNMkYVw3DRqgTJkzgu9/9LgA/+MEPDlt+pEdJb9u2jTVr1hCJRPjsZz/L6aefzrx580yfM8qGUqmUkKHo0hudbDYrauO2tZ42bRozZswQUpfm5mbcbje9vb3kcjluueWWdzsSo+D1epkzZw4wvjTJKikaawwQUcn6vvpzODQ0RHt7O3v27GHfvn3s27dPNKKmTZvG2WefzTnnnMO0adOw2+2mzzqdTpMUyG63i1pRFNOYtdajpfUGydy5c8V4NpsddVuvjb8hozTJKGnS0evW1lZhDNzY2MgzzzzDrl27uPzyy4Hh340xvtoY3T5afDUM3ydFUUzx1S6XSzzf1vhqh8OhS4ew2+0mD6bly5fz1FNP4Xa7iUajqKqKx+Mhm80SCoVoa2sjk8kQi8Voa2tD0zSi0aiQJJWWlqIoit54siORSCQSiUQikUhOaI6LRgzAsWjCHG9s3bqVBx98kNmzZ7NmzRoGBwfH3T8ej3PDDTewceNGrrrqKm655RYcDsdRyU6OBZs2beIvf/kL11xzzWHHa8PwC/rDDz/M+vXrmTRpEj/5yU+YPXv2mOk97yVOp5OGhgZj0+t9l45omkYwGKS9vZ2///3vPPPMM7S1tYkVKYqiUF9fz6mnnsry5cuZO3cuxcXFtLa2jvA8OpboK6SMDbj3GpvNximnnMILL7xAV1eXqaF2JOhx08eC5cuX84tf/GKE5K6zs5POzk7C4TAul0usfiksLCSVSpHL5SgtLaW4uBiXy6X70ySPyUVJJBKJRCKRSCSSDy3HTSPmo8Zrr73GAw88wLx581izZg0FBQXjNmKCwSDXXnstLS0tfOtb3+Laa699H692dNatW0dlZaVYuXA45PN5fvSjH/Hcc89x0UUXceGFF45YKfEB857FC2ezWfx+v1jdoq+I6ujoMCVCVVVVMXnyZM444wwKCwtZuXIlBQUFphUv7we63Eo3uH2/WLRoES+++CIbN27k85///FEdo7S0VPdk+ac5++yzsdvt9PX14fP5RBJSf38/hYWFZDIZIWtyOBzkcjmy2SwFBQXk83nS6TR2u12XC8oVMRKJRCKRSCQSyQnOR64Rk0qlxMqKgYGBER4x1nosj49DRQobI6qNdTAYNMkaQqGQqIPBIF6vl+3bt/PAAw/Q0NDAN7/5TSKRCJFIxOQDYzxOV1cX3/72t4nH4/z4xz9m2rRpIvJX39dobGr0hQmFQuTzefbu3UskEsHv9wu50pw5c8b1iLHGPBujibds2cIbb7zBv//7v5t8OIAxPWLy+Tx33nkn27Zt4+KLL+aSSy6hu7tbeIVYP9fX12eq/X6/8IUxbsOwH4leDwwMjBmjrH/W6CNyOMbIOrrPDJh9YHQPlHg8TjQapbOzk82bNxMOh+nr6yMejxOJRDCmsRcVFVFZWcmsWbOYMmUK1dXVOBwOk/Smv79feLZY46qNvi/W2u/3j4gi1++11ROmv7/f9B37+/vRNI2Ojg7RADIeR5/L8Txh9FqfZ6MnjLXW46Z1kskk06dPZ8OGDZxyyinEYjHxvaPR6JgeMcbtwsJCAoGAKYo7FosJ76TxPGKSyaRpXr1eL5/4xCfo6OigoaGBqVOn0tbWhqIoTJo0ie7ubrxeLy6Xi3nz5tHS0kIikaC6upre3l7cbjfl5eW6/CqDRCKRSCQSiUQiOaH5yDVijB4xRl8MvTauKHA4HKZI37Hih62eHq2trSM8YvS6vb3dNNbV1SXO0d3dLdKB5s6dy7e//W3hNwJmXxjdE2bv3r1cf/31aJrGr371KxYsWGCKp4Zh7wtrTG9hYSGbNm3iqaeeYsOGDabGjc60adP4/ve/z1lnnQUMS2SMHjG5XM7kEWOMuv7LX/6Cx+Phi1/8IvF43ORRk0wmhVeHsf7f//1ftm3bxlVXXcVVV10FDCf/6PKTZDJJfX29+FwqlTLV6XRa1KqqmsaMnjGZTMY0ZvWMyWQypn0t8hfniIkyEIvFeP7550mlUoTDYRRFYWhoiHA4bGoa6RQXF1NaWsq8efOorq6mpqYGTdM47bTTRHxya2uryS/F+My6XC5RW31fXC6X8FbRx/Xa4XCYxmw2m6gVRTGNAaY6n88zdepUMpkMpaWlpt+M1SNmrDFrrR9Txxhnbf3O7e3tnHvuudx3330ATJw4UXj6dHd3m7yTrB4xujdRZWUlBw4cOCYeMTabjcsuu4yvfe1ruN1unE6naFb19fWJBlwymcTn89HZ2UkqlcLlcolG38DAgH6+cT2IJBKJRCKRSCQSyfHPR64R82Fm+/bt3H///cybN4877riDaDQ67v579+7lC1/4Aj6fj7Vr1woj3/FIp9OsX7+edevWEQgEKCg3AbFxAAAgAElEQVQooL6+ngULFjA0NMS0adNExO6WLVu48sorufXWW49I6pTJZHjllVe44IILKCsrOywvjscff5xnn32Wiy66SDRhPqRo4w2m02na2trEyqXS0lJhPjx58mRKSkqYMGECiUSCRYsW4fF4Rni5tLS0iCbMh5loNPqBXefChQuB4d+Anp50JJSXl4/afDxaVq1axS233EJtbS2ZTEbEVU+dOpVkMkl3d7do3qiqSkFBAWVlZXR1dZHNZnE4HCJWWyKRSCQSiUQikZzYyEbMh4StW7dy//33M2vWLO644w4KCgrGbcQcPHiQb37zm/h8PtavX2+SHo1GNpvliSee4K677qK7u5ulS5cydepU5syZQyQSwePxEIvFqKysJBAI4HQ6Oe+88+jq6uIHP/gBdrv9sL1edu3axdDQkFhJcyg6OjpYt24dZ5xxBhdffPFhfeYDZFwPj/r6en784x8Dwyul9AaL1b+lpaXFFD9+PJJIJEakar1flJaWUltby1tvvXVUjZiqqipisRipVOqY3Aefz8fNN9/MTTfdxLJly0xx1N3d3UI2VltbK36r+qqbbDZLSUmJvmLKPfZZJBKJRCKRSCQSyYnAR64RY/SICQQCIzxQjL4Zxtro92GtBwYGTGMDAwPCa0Kv9Zcvq0dMMBikpaWFu+++m+rqar71rW+N6gmj7+vxeOjp6eFb3/oWdrudO++8E6fTaTpHKBQyNWb+8Y9/sGbNGnbv3s38+fP59Kc/TUFBAel0milTptDR0YHNZqOyspKGhgZhHjp16lSy2SxLly7lvvvuY/ny5SYfD6PnR39/v/BSef7557Hb7TQ2NtLb2zvC28VY53I57r33XrxeL5/97Gfp7e0dsa9uVGsds3rEGH1gjNv6PTD6kRi9SgYGBkz7BoNBsa/1OByiEaOqqvADMnq2WP1bjHUgEBjh7WKs/X6/ydvF6vsy1nFG84HRa+tYf3+/+C2M5QljPI6macTjcfL5PAcOHDCN6XNr9NrRr2+s2npPjL4wkUjE9DuNRqPYbDZqa2vZvXs3vb294ntHIhHTb89YG7f138dbb70lpEtGjxij7wwMJ5Lp855IJExzl0qlUBSFL33pS6xbtw6/388pp5xiMtfWk5HKysqYOnUqQ0NDFBYWUlFRQWlpKV6vl0QiASCXxUgkEolEIpFIJCc4H7lGjNEjxuFwmLwnrLXRM8boFwPDL3J67Xa7TWNGTxgY9rTQxzs6Okz7/vnPf+aee+6hrq6OW265hfnz54sxoyeMXnu9Xr7zne+Qz+f51a9+Jc7j8XiEL4zb7aaiogJN0/jNb37DLbfcgtvtZtGiRUyePBmXy0VrayvZbBZN0+jq6kJVVZxOJ/l8XjQ8crkcPT09uN1uBgYG2LZtG1dffbW4HqMvTDabFds7duxg7ty5Yi5TqZTJIyaVSgm5zhNPPEFnZye33XYbs2fPpqmpyfSdE4mEqJPJpGnMWqfTaVEbt2G4QaLX2WzWNJbJZEx1Npsd02sGGNe51+PxiOfrUP4teu12u03+KFZvF2NtHXO73cIfxel0im0YfmbHqu12u2lMURRTbdzWNG2ER8yUKVNIp9OUlJSM6QOTyWRM39laGz1kmpqaTMdpbm4W+x48eNA01tbWxrRp0zj99NPZunUrqqqaPGKMZsZWjxjdm2jmzJnA8P3VfWKMHjEOh8PkEWO324VHjM1mMzVIbTYbLpcLl8vFj370Iy677DLy+bx45jOZDB6Ph3Q6TXt7O+FwGKfTSTqdJhKJiHNmMhmABBKJRCKRSCQSieSExnboXSTvFf/4xz+45557qK+v595778Xn8427fy6X47rrriMQCLB27VpTs8eKqqpcf/313HDDDSxcuJCTTz6Zqqoq8vk8qqoyNDSkv/iRy+VMvhYVFRXY7XbsdjvZbBa3201tbS0bNmw45HfKZrO8/fbbzJ0797D2ffzxx5k5cyZnnHHGIff/kPCexVcfb+RyOdPqnPcbvZnS0dFxxJ+tra0FoLOz85he0wUXXMCll15KW1sb0WiUqqoqamtrqaqqorq6moKCAnK5HLlcjqKiInw+H1VVVcK0WSKRSCQSiUQikZz4fORWxKTTaSEdCQQCJomBtTZKjsaLAh5NdmKUBumeK/qY2+2mpaWFNWvWUFpayo033sjQ0NAIKZL1OPfccw9bt27l1ltvZeLEiQSDQTEWCoXEOXp7e7n99tvZuHEjn/jEJ7j88stpamrC4XCI1QO5XA6Hw8GsWbPwer3CUHfChAkMDQ1RUFDArFmzyOVyYtXM5s2b6e/vF+cxSpP6+vrIZDK0t7eLNJ2enh5xPXrTB96VJr3xxhv09fVx7rnnisjn0SKq9c/29/ebjmOtBwYGRB0KhUySonA4LGQwxu3R6lAoJGpr1DWHkCbpZr1glhGNJz/SI8NHG9Nr45wbpTfGzx6pxGms+OpDSZP6+/vFfR8aGhohTRpL1jUwMDBCEqbXoVCIt99+W4xFIhFRx2Ix01gsFsNms6FpGkVFRTQ1NdHc3AwMy5bGkyYZf082m419+/aJCGtj9PVo0iR9vqzSpGQyaZJO3XHHHbS0tLBv3z4+9rGPUV9fz+DgoFhdpe9bV1eHqqpomobT6dTn7fCz0iUSiUQikUgkEslxyUeuEePxeMRf0g8lTTLKSYxSEmttlSZ5vV7Tvsa6oKCAeDzO3XffTUVFBbfeeisf+9jHxJhRVuH1eoWs4sUXX+RPf/oTV155JV/84hcJh8OmiGq32y3SeL73ve+xZcsWli9fzpIlS4TPiqIoqKpKZ2cnoVCIwcFBIUXKZrOi1j1T8vk8ra2t+Hw+JkyYwJtvvsmBAwdYsWIFMLwiQpdVqKpKRUUFu3btAmDBggUiKjidTotteDeu+qWXXqKuro6Pf/zjQhqUSCRMc5BIJGhsbBSf07dHq9PptPisqqqm42QyGbFvNps1jVlro1TJKGnSp5pxMD5fLpdLSGaM22CWFFnHRttXv3aXy2X6zi6XS1y70+k0fQ9rbbfbRW2z2UxjiqKIWtM00zl0KZJOLpcTdWFhoelZV1VV/BZUVR1TimStR5Mm6fVo8dV6PXPmTDo6OoR0ajRpki4tM0qTAKqrqxkYGBDSJKfTKeR1DofDtELNbrdTWFgo5s7YMFUUxdTgKS8v5/nnn+df/uVfWL9+PTNmzGDu3LmkUikSiQTxeJxwOEwkEhEpWq2trboXUgESiUQikUgkEonkhEZKk95n3nzzTW644QZKS0u5++67xYvfeAwMDHDbbbcxZ84cbr755jH3y+fzfPWrX2Xr1q3MmDGDiooKYSocj8fp6OggFApRWFhISUkJmqaRTqdJJpNks1nRqMnn8+JFU9M0kskkpaWlOBwO/vrXv457rfpqEL2BNN5++/bt47LLLjOtLpAcPyiKYlop80EwdepUAoGAbnR7RNTW1oqVWMeasrIy/vjHP/Kv//qvNDU10dfXR1dXF/l8HkVRxAqYSCRCU1MT3d3dusRK/hgkEolEIpFIJJITHPl/+t9HtmzZwl133UVdXR3333+/aZXIePzoRz8imUxy6623mhKXrNxzzz38+c9/5tRTT6W6uppMJkMkEiGTyZDL5VBVlcLCQsrKypg8eTI+n4/CwkIcDgdut1v8z+Px4HA48Hg8uN1uMpmMMGF98803x71WXQqirx4Yix07dgCwfPnyw5oDyYcPr9drkpF9EOirlY7GJ2bKlCm0tLRYpWfHDJfLxQMPPMAjjzxCa2sre/bsYfPmzbS2tuLxeCgqKiKZTBKLxYjH46RSKZDx1RKJRCKRSCQSyQnPR06aNJaHB4z0gTlUbLDR/8PoSzGaj8c//vEPHnjgAaqrq7npppsYGhoSvjB6c8W4rde7d+/mT3/6E1/4whfwer3CF8boCQPwxhtvcOeddzJ16lQ+97nP0dXVRTqdFglFelxucXExRUVFxONxGhsbTRIUPXWno6NDpBVpmoaqqjgcDvE9wuGw+J7WqOLe3l58Pp8pzrqnp2eER8zrr79ORUUF6XTaFFFtjaQ21lZPmNE8SPTa6PMCww0i/VqN2zC+Z4z1OMC4b+2qqoqmgNG/xeoD4/f7x/R9Ga8eb2y0c4wVZ22Mq9br0bb1ejSPGKfTSSQSEf4sYPZ9sfrrBINB07wb6/E8YqLRqGlscHBQ/Pb042/btg2HwzHCI8ZYWz1iysvLSafT7Nixg8mTJxOJRMR8RaNR0+99cHBQzJfRL0avjSSTSdP25ZdfzkUXXcSzzz7Lo48+ymuvvcaePXsoKytj/vz5BINB4+qiNBKJRCKRSCQSieSEZtxGjKIoy4D7gQpgL3CtpmltiqKcCXxP07Qz3vtLHPPabJqm5Q+9pxmPxyPShqzxvna73RTT63A4RG3chuGmhV5b44eNdS6X46mnnuK5555j7ty53HDDDcybN0/s6/V6haeFx+MxSXoUReGmm25iypQpfOtb32JoaEj4wrhcLiZMmAAMe22sWbOGiRMnMnPmTGG8Gg6HCYVCFBUVEYlECAaDpNNpent76e7uZnBwkGw2S09PD1VVVaRSKTo7O+nv7ycYDOJyuUSzxWazUVpaSjAYJJPJUFVVZfKIyWQy4sW2oqKCqqoq4b1h9YgZGhqiubmZxYsXU19fTyKRED4eyWTS5PGRTCbFXKZSKdM8W2tVVUWdyWRM9/bAgQOi6dTc3GxqQGUymREeMWN5zXCIRozH4+Gkk04S90g/j9vtNh3H4/GI2ujzMta++soPo+eJtXY6naYxa22z2URtt9tNY4qiiHNommY6fz6fN81XNpulsbGR4uJiFEUxebtkMhnTPRjPI8Y4nsvlTPu2tLSYPGKMnzN6xOTzeVwuF4lEgmnTptHd3W261t7e3jE9Yk4++WRguGG0ZMkSHA6HySOmpKRE7Gu32ykqKhJz5fV6MWL0jAFEw0c34nU6naxatYqLL76Y7u5uXnrpJXbt2sWbb75JZ2ensXmjIJFIJBKJRCKRSE5oDrUi5kLgLE3TQoqizAauVxTlN5qmvaIoyrr34fpMKIpSBcwF3tI0re/9Pv+REo/H+e///m+2bNnCxRdfzNe+9jUGBgYO+/MvvfQSXV1dPProo7jdboaGhkbd7/nnn6e5uZmzzz6bkpISBgcH6evrw+12U1hYSCqVwmaz4fP5cDqdpFIpUqmUWOWQy+WIxWLkcjlsNhuhUAhN08jn8+TzeTKZDOl0WsiNmpqaqKqqGvVa0un0iJdSK6lUinA4bHrxPo6Qcr53KC4uPipvlmOJzWZj4sSJIqHrSGhsbMThcPDWW29x/vnnvwdXNzpTp07lmmuuQVVV3G43mqaJ32JBQYGpuawoyr8D/w5YTaMlEolEIpFIJBLJccqhGjGt7zRhnJqm7QOuUxTlAkVRPsMhVgYcaxRFmQx8nOF41+sVRfkRsEXTtMz4nzSjqirt7e3AyAjf8SKqRxsbT3bS3d3Ngw8+SH9/P5dddhmXX345gUCAQCBgkkcYI6qN2/l8XiSuzJw5k0AgQCgUEucJh8Ni+6GHHqKmpoapU6eKVTXZbJbCwkKx2qSpqUmstqmpqSGZTIrVOJqmiWjr6dOnU1RUNCLxRlVVampqeOqpp9i7dy/z5s0jEAgIaYguRcpkMqiqaoqdtsZX6wapmUyGtrY207jxc/pc6nKj0aRIY0lfgsEg+/fvF2ORSETUVmlSJBIxHScajYraui+H+M2oqkpXV5e49vFkQ+PJjcaKPz+S+GqrnM5YW6VJeoSzvm2VIlnrXC6H0+mkr6/PJE0y3qPR7o81JrypqQkYfp71bRi+B3odi8VMY4ODg6bI7IKCArq6ujhw4MCI2GmrNMkabT1lyhS2b99OX18fkUhEzE80GjX9tyEajYr5isViprmzSpOMdTweNz0/iURCrKxJJBKj+dOY/kHTtIeBhwGWLFnywTojSyQSiUQikUgkkmPCoRox2xRF+Q/gKkVRztY0LaJp2vOKotQBbe/95ZnwAZvekUalgWuAEkVRXjxUM8b4V+Wqqiohc3A4HCM8UsaqrWNG2Ylx2+/38/Of/5xNmzZRWlrKXXfdRVVVlRg3ykxgZLxuTU0NAH/5y1/o6enh7rvvFrIel8sl5D4ul4uKigp2797Nzp07Wbp0Kb29vcLTJRwOE4vFUFWVeDwufFrsdjuZTIa+vj40TSORSNDR0YHX68XhcNDT00MwGERVVXw+H6qqkkqliMfjuN1uvF4vfX19lJeXk8vlKC0tBd6VJrndbux2O9XV1WNKk9566y1g2Cx18uTJJJNJMSfWSGqj/CidTo+QIo0ldTFKZGB4FY8uVTpw4MAI2dJYMibj9js4sWB8vqqrq02R5/r3Mm7D8HNgvO9GSZpVomYcd7vd1NbWijGXyyWeGafTKbZh+Pk21na7XXzWZrOZjgPvJl1pmmaSLeXz+VGlW/X19bz99tume2CUh1nvj7XOZrNCxtXU1CS2YVg+ptetra2msfb2dtNxqqurOXjwII2NjfT29o6QJhllXcb5cLlcLFq0iOeee44JEybgcDioqKgQc2WUJimKQnFxsdi2mlEbpUqapgmvp3w+b/J90qVU1m0DR9RYlkgkEolEIpFIJMcf48osNE3bpWnavZqmLQFOVxTlQUVRHgG+D5SM99n3gGnA997xhvkD8Gvg34DTARTjn6gtaJr2sKZpSzRNW2J8uTqWhMNhHnvsMa688kq2bNnC5z//eX7961+zaNGiozre+vXrqa6u5oILLhh3v1//+tcUFBSwZMkSstksQ0ND5HI5XC4XyWRSGOuqqko6nUbTNDKZjPB60TRNNFr0JBfdiNXlchGNRslkMuTzedEIGS/y1263HzKFRpdY6SsDjjNGxAQZny+9MfVRoKysTBhCf9DXkc1miUQiR/zZBQsWMDg4SEtLy3twZUfFEfteSSQSiUQikUgkkuOLI0lNOhm4g3f/Yvv/HfvLMaMoil3TtByApmlPKYryceAZRVEu1DTtWUVRvMB3FUX5V03TAu/19VhRVZWtW7fyhz/8gd27d5PL5VixYgWXX345S5YsOerjxuNxtm3bxmc/+1mTzGI03nrrLRYsWAAMrzBIp9PYbDZcLhcOh4NMJiP+F41GASgsLBT+MW63m2w2SyqVoqSkBLvdTmlpKS6Xi1gsRn9/P0VFRdTV1TFx4kQikci4kcU+n0+seBkLffWAMV3mOELKQ95BN472+/0fqH9JQUEBMPy7MUqxDofTTjsNgNdff50LL7zwmF+bRCKRSCQSiUQikVg5kkbMdiCgaVoMQFGUre/NJQ2jKMo04ApFUf4OvKlpWrumad9UFOVe4FlFUT6tadrvFEVxAhOAw2rERKNRnnvuORRFIRKJ0NLSgt1ux263Ew6HhY+Gpmn09/fT19dHOp2mo6ODv/3tb0SjUbq6umhpacHv95PP5ykqKuK8885j5cqV1NbW0t/fL3xCYHyvEKPnRzAYxOFwsHnzZjKZDLNnzzaZ++rjMLwCx26309TURGNjI9OnTyeTyZBKpZg9ezbBYJCZM2fS19dHXV0dxcXFYqXKzJkzxTFramoIh8M4nU48Hg8+n494PE5BQQHl5eVi2+v10tDQQH19Pbt27SIUCpn8W3SPGD1iu6+vT4xZfV/0FRQtLS3U1NSYoq71GGzj/Oj1oeKQx/McCYfDpjhko3/MeHU0GmXfvn3GR2jc30wmkxHGsdb4aqu3i9H3ZSzfIH1cN1luaWmhra2NeDyO0+lkcHCQuro6SktLicViY3rC6LUxvtqINb56tLhqY53L5cS92L17t7i/xvs13v0B8z0xbsOwD4teDw4OjusRozcGm5qaKC8vHxFfrc+l1SMmHA6LZ3rDhg2ceuqpYr6MfjF6rS+60xuaxnMY5ysWi4nvrZtgG69drwcHB/H5fFgYoVWSSCQSiUQikUgkJxZH0oj5T6BcURQ9rWgWUDP27kePoihTgQuAfcDngJ2KotynaVpW07T/UBRlLfDoO8lNxUDn4R67v7+fNWvW/FPXV15eTkNDA+eeey7z5883+YLAyDhiY22NFHa5XMKrw+VyMWnSJPbs2UNhYSErV64Uqw4Ak4eFw+Egn88TiUQoKCggFAoRiUQIh8O43W6CwSB1dXW0t7cTi8Xo6ekRL6Uej4euri40TSOdThMKhaivrycUCrF//34CgYCIs9Y0Db/fTyKRQFVV8vk8qVSKbDZLZWWl8IjJZrNiXlRVpaSkRPhxWD1i9BdZu91OY2Mj6XRazIk1LjqdTgv/FqvvSyaTGdNzxBqV/Pbbb4t71NTUZDrOgQMHTPfPOH7gwAHTvhxiRYzL5RLX63K5TN4uVt8X/b57PJ4R3iWDg4Ps3LmTpqYm9u7dS3t7+4gGgJWqqirmzJnD7NmzWbFiBQ0NDaa4Zt27B4Z9ToxjgLiGfD5vutZcLmd6ZjOZDI2NjeLzNptNzLuqquL7j+bhY6xzudyYHjEtLS2iPnjw4LgeMYHAcA+2pKSEyspKk9+P1SPG6q9TVVXFypUr+d3vfofP5xOR8PrKMB1FUUyeMUZZnaZpJs+YfD4vVn3lcjlTipixzmazJv+YdxjxDxKJRCKRSCQSieTE4kgaMf+tadoLeqEoyvL34Hp0UsArmqa9qSjKXoZTQzYCOwHeWRmzAogBf9A0LT72ocw0NDRw0003oWka3d3dVFRUkM1myeVy9Pb2UlZWRi6XQ1EUQqEQlZWVeDwekskkM2fOpLS0FJ/PR0dHh2gYdHYedh/osNizZw8LFy40/fV+NIxSI5vNRk1NDUVFRRQXFxMOh2lubhZ/dVdVVazOGBoaIh6PU1RUJFYLZLNZQqGQeKFUVZWhoSEikYg4fj6fF3/57+npGWH2Cu/KVfr7+00NFSMej4eSkpJjPm/vE++Jh0d3dzevvvoqf/vb39i6dSuxWAwYfuFvbGzkggsuoK6uDpvNRkNDAz6fj2w2S29vLy6Xi/7+fnbu3El7ezsbN27k/vvvp7q6mgsvvJCLLrroPYkKLyoqoqCggN7e3mN+7CNBf4bHk8yNx8c//nF++ctfsn37dqsx8wfB0X0JiUQikUgkEolEctxw2I0YYxPmnXrzsb8cQRL4gqIoizVNe0xRlPuAagBFURqBk4C/a5oWPNIDe71e4alSWlpqaha0t7ePWbe3t79vPhihUMi0AmAs9BUJoVCIdDqNqqpUVlYKiVIikcDhcOB2u3G5XNjtdpxOJzabDafTiaIoaJpGPp+nvb2dcDhMeXk5yWSSgoIC8vk8g4OD2O12vF4v2WxWSFsCgcCojRj9hb+jo4NTTz11zGufP38+u3fvPprp+aA5Jo0YTdPYu3cvr7zyCi+99JIwQK6rq2P58uWsXLmSJUuWUFtbi9/vF/e6v7+fqqoqcRxj3dvbS1VVFfF4nL/85S/87ne/49FHH2XdunVcfvnlXHHFFaaVSceCqqqqD7yhpsuAjHHTR8Lpp59OSUkJGzZs4PLLLz+Wl3Y0HJfGSRKJRCKRSCQSieTwOZIVMe8bmqaFFUV5jHdlIP2ArjeYw3BiUxFwxI0YVVWFf0t/f7/JB2K8+mjHwOzVYfXtGBgYEHUwGMRmszEwMIDH4xlxnGAwKOpwOEx1dTUTJkwgnU5TVVUlGiw1NTWk02kURcHr9dLY2EhxcbHwuGhsbKSoqIhMJsNJJ52Ex+Mhl8sRiUSYO3cuPT09+Hw+ysrKsNvtVFRU4PF4RDrNli1bOHjwIHV1deIlWPeL8fl8KIrC3r17Wb58eNGU0S9GrydPnsymTZv4+9//TjweN3nNjOcRY/UcMXqFGH1hRvOI0etIJGIai0ajJn+SSCQiauP2O4zbiMlms8JvZWBgwOQDoygKb775Jps2beKvf/2ruN8zZ87kq1/9KsuWLaO+vp7+/n4hEwqFQgSDQbHqw3hMvdZXOhk9hFasWMGUKVNwOp385je/4YknnuCFF17gmmuu4bzzzsPv95uu2+gLM5pHjPGeGD1jSkpK2LdvHwcOHEBRFAKBgLiXh+MRM9Y9icVioj6UR4zuo6R77YzlEaN7IRnPr8/X0qVL2bhxIx0dHbjdbkKhkPi96Psat43zE4lETPNjrCORiOnZN9bhcNg09g7SDFoikUgkEolEIjnB+VA2YgA0TesylFuAgKIolwJrgPmapg0dzXHdbrfwkLDb7aZVLuPV1jGHwyFq4/ZYte6x4XA4TP4beuNE3/Z4PKiqSmNjI1VVVUycONF0PbpHjO5h0dDQgNvtpqmpSTSYqqur6erqwuFw4HQ6yWQyNDc3Y7PZUBQFVVVpa2sDhlcIHTx4EK/Xi6qq9PX1EY/HhdwlEAgwMDBATU0NNptNyD/i8TgTJ04UPhqZTIby8nIA6uvrCQQC4nupqmpaiaGqKhUVFaxfv56enh5mz54t5kT3H9Ex1tls1iSxyeVyJq+QfD4v6nw+b1pVtH//flG//fbbprGmpibTcYx1U1OTVdYz7rILox9QOp0mGAyya9cuXn31Vfbs2UMymcTtdnPKKadw4YUXcuaZZ5LNZk2rXNxut8kbyO12i+fA7XYLHxP9fPoz4XQ6xTYMPyMTJ05kwYIFXHXVVaxevZq1a9eyZcsWVq9ebXpGNU0Tq27y+bzJsyabzZqe2UwmI77jlClT2LVrF2VlZUycONHkEZPJZExzZ/WIMd6TpqYmZsyYIcZaWlpEffDgQdNYe3u76f7pHjG1tbVUVVWZPH16enrE9zT6Menzpc/7pZdeygsvvMCePXs4//zzURRFPM86+rOuaZrJZDefz1NcXCzqXC4nPGSy2azJPyabzYqUJ1VVxbYB2YiRSCQSiUQikUhOcD60jRgjmqalFUX5PsMR2pcdbRPmeEA38jzcaOdly5bxwAMPMG/ePNLpNIlEQrxA6tKiYDBIPB7H7XYLk19N0ygvLzEhvfkAACAASURBVBcvgvl8nqlTp1JSUkJHRwepVIrp06dTUFBAIBCgr6+PwsJCFEWhrKxMvPyOxsKFC9m8eTOapplWFRiZMmUKU6dO5cknn+Tmm28+kin6UNPW1sYVV1whpF46kydP5rLLLmPp0qUsW7aMeDwumlPjzeWxYubMmfz0pz/l5Zdf5gc/+AGrV6/m4YcfNjUQjga9YdPa2mpqGr6fDA0N/+fgn/kup556KlVVVaxfv57zzz//WF3a0TC+MZREIpFIJBKJRCI57jkuGjGKotiAHcBtmqbtP9T+45HJZOju7gYOT5pkjPs93LG+vj6TX8V40qRAICD2HRgYwGazUVJSQmtrq+kcMCzt0OtwOIzNZuOCCy7gvvvuo7e3l5NPPplAIMD06dPxeDwUFRUxODjItGnTcLvdwh9m2rRpIrGlpqaGYHBY4ZXL5Zg0aRLd3d3k83kqKyvx+Xz4/X5SqRSVlZUkEgnKysro7e01SYWMsdPz58/nj3/8I1u2bKGxsXFUaUsul+Occ87hoYceYtOmTSxbtkwcxyj7CAQC4hz6dRrno7m5WdS6QTEMS0CMY8Y6Go2apC1WWYyxto4BOcYhn89js9lYsWIFpaWlzJ07lxkzZqBpmmi8JBIJk9woFAqZ4qqttVFSEwqFTPHnoVBIPE/G7dHqYDDIueeei8Ph4D//8z/54he/yA9/+ENKSkpM8z5WXPVotd1ux2azsX37dioqKkbEVxs/dyhpkvGeGO9RLBYzjcViMdO91VeCxeNxsZpLJxKJjClNss7PJz/5SR5//HE2b95MaWmp6bdnfPZGi1E3SoyMdTAYNEW3G2vr2Dt4rf8gkUgkEolEIpFITiyOi0aMpml5RVHu0DRt3Jfgw8EoHbHZbKZY3tFqXZJht9vH3He0MaOUw263m45jlEfY7XYhCbHb7VRVVVFXV0c4HKaystIkQ7HZbCOkSSeffDKnnXYae/fupaSkhGg0SjabJZ1OA+96loRCIeLxOJqmkUwm6ezspKioCKfTSTgcpqenh2w2SzKZpKenB0VRaG5uJp1OMzg4SDqdxuPxCD+aaDRqkiZls1nKysoAOO+887j99ts5ePAgy5YtGyG9yWazTJo0idraWn7/+9+zfft2rrrqKmC4GWSUzORyOSFN0jTNGiU9Ig1Il7689dZbI2Qwer1//36T1MUqVXr77bfFuFUycyimTZvGE088AQw3kXSJ0cDAgGnFiMfjGVNu5Ha7TRIjt9st5tblcoltGJbX6PfA4XCYIpdtNptJXqPLbT7/+c/jdru59dZbWb16Nb/4xS9oaGgQ15rP503R1tls1iRVUlVV3CNdRhcOh5kxYwaqqop7pKrqCCmZsTbekwMHDjBz5kwx1tzcLOqDBw+axtrb2033ZOPGjdjtdk4++WR6e3tHSJP037sxTlyfO+P3XLVqFX/4wx/4/e9/z0033WS6B5qmiXnP5XKmec5ms6Zo60wmI6RLqqqaZEyqqoqVO+l0erRVPDI1SSKRSCQSiUQiOcE5upiRD4Bj0YQ5XmhoaODAgQOmlSHjccUVV9DW1sa+ffvI5/O43W5UVSUWi5HP5/F6vTgcDgoLC/H5fHi9XiZOnMikSZNwuVzk83k8Hg92u510Om1KVAqHw2LVgMvloqCggIGBAWGQOhr19fXU1NTw6quvjnvdLpeLVatWsXfvXrZt23bY8/MBc0J4eCxfvpyHH36YtrY2Vq9efdjP2mhMnz6d5uZm0yqR95NgMMiECRNMq1uOhuLiYq6++mr+9Kc/8dhjjx2jqztiZGqSRCKRSCQSiURygnPcNGI+SqxcuZK+vj727dt3WPtfcsklzJo1i56eHiGnSCaTRKNREWMdjUbJ5/NC1pLJZMjlcsLAt7Kykrq6OpxOJ6lUimQySSQSIR6Po6oqyWSSYDBIR0cHiqIQi8XGvaazzz6b119/fUQ6j5VVq1YxadIk1q5dK7w+PuQcF6vIDoelS5eyevVqNm7cyNNPP33Ux5k3bx7JZNIkF3o/6ezsNK1++mf4+te/zoUXXsi6dev46U9/ekyOeYSMcO+VSCQSiUQikUgkJxYnzEvl4WKMr+7r6zOZyVrr3t7eMceM9aGOY/R68fv9I/xj9FqPOJ43bx52u50//elPzJ07V+yrxx3DsN+F8Rzf+MY3uPbaa2lvb+fMM8/E6XTi9XpJJBJUV1fT39+Px+PB5/PR2NiIpmk4HA4mTZrE0NAQRUVF5HI5KisrURSFTCbDzJkzaWpqoqKigmQyydSpU3E4HLS2ttLR0WHyytDjq3VOOeUUHnvsMR5//HFWrFgxwnPEWF9++eXcd9993HHHHXzyk58c4RGjY12FM5pnTEtLi5gffdtaR6PRMf1jrONW75JDkcvlCIVC4vqM3i7W6GTdu8ToY6Kf3+pzon82Go2aPGKMdSQSMa0KiUQiI3xO9GdGn8tzzz2Xl156iYceeogFCxYITx/j/bHGjxv9gPx+vzBxfvXVV5k5c6bJI8Z4HGsdDofF3I4WKW70iDHeH2Mdi8WIRqNUVFTQ2to6Yi6Nc2e9B8Y4eL222Wxcd911RKNR7rrrLmKxGFdffbXJD8nog6PXxvkJBALC+8Xv95NOp1FVlXg8TkdHBy6Xi0QiQSAQEGllhmf+hFhxJZFIJBKJRCKRSMbmI9eIcblcws9FURSTZ8R4tdX3Zbyx0WrdF8Zms5n8Nmw2mzBxVRSFqqoqqqqqWLZsGVu2bKG8vFy8LBo9Ymw2m8krZMWKFVx99dX84he/4OWXX6asrIxoNCo8Y/r6+oSvhd/vp6+vT8RlB4NB0dQIh8McPHgQt9uN3W7n4MGDpNNp4RnT0tLC4OAgqVSKkpIScT25XM50PYsXL2bRokW89NJLrFq1yhTHrJsC6+TzecLhML/85S+ZPn06y5cvF2OapgmPD8AUba0oiskPRDci1reNqyT27dtn8oix+seM5Rlj9It5Bzfj4HA4xP00Rku7XC6TX4vb7Ra12+02eY643W6T54jL5RI+I06n0+QrYqztdrtpzGazmfxJFEUxnUe/X3fffTfnn38+a9eu5be//a1oyOmoqmp6ZjOZjHi+VVVl8uTJTJ8+nfb2dj7xiU+I+OpsNmu6P9a48X379ol5PnDgwIj46sPxiNmyZQsw/PyfdNJJdHV1jesRY/RyMkbH6/Onexl997vf5Sc/+QmPPPIIr7zyCosXL+bMM89k1qxZZLNZstksNpuNeDxOZ2cnXV1dhEIhAoEA7e3tDA0NMTAwgN/vJxqNEo/HOUzyh95FIpFIJBKJRCKRHM985BoxxwuXXnop119/PU8//TSXXnrpYX3mtttuY/v27bz66qucdtpp1NXVUVxczIQJE3C73bjdbhKJBMlkkqGhIVwuFw6HQ0iCMpmM+Dc9DSefzxOLxcQLvHG1yiiJLyauuOIKvv3tb/P6669z8cUXj7vv//t//4/9+/fz85//nOrqas4666zD+s4fACecnG/ixIncdNNNrF69mp/97Gd86lOfOuJjLFmyhF/96leEw2HRiHk/2LlzJ263e4SJ8z+L3W7n9ttvZ/HixTz33HM8/fTTwoT5UPh8PqqqqqioqGDWrFnU1NRQXl6Oz+cjl8tRV1dHYWEh8XicmpoaXC6XWLl0wQUXFB3TLyKRSCQSiUQikUg+dHzkGjHW+GqrhGiseryxQ0mTjLX1OEYPFT2+GmDhwoVMmzaNO+64g8WLF4uVK/pnrbIcPWXppz/9KVdeeSU7duygoaGBWbNmUV5eTjgcFvvW1NQQCATweDzU1NSQzWaJx+Mi0cnlcpHNZpkxYwa5XA6Xy4Xb7Wb69Ok4nU4ikQgtLS1EIhG83uG03UAgMEJSdOqpp1JXV8cjjzzC6aefLq7dGlGt11//+tf5r//6L374wx8SCoU47bTThFxLP6Zx7oxSLTDHe4dCIQ4ePGian9bW1hHbgPg+xlofj0ajpjFg3O5TLpcjEomI8+iyIWt0slVuZByLxWKmenBwUNSDg4MmadLg4KBYMRWLxUzzEY1GTfNlfAYGBgZM92DGjBmceeaZPPTQQzQ2NpokRH6/f4S0TJfi6GN68+WNN94Qq3CMch4YvidGmZcxbty4rc+PMW7cKh1raWkhm82ydetWpk2bRmdn56jzbJQjGaVi+vUZ58sofdOfyRUrVrBixQo6OzsJh8N0d3cTDocpLi4mn89TWFgokr1KSkooKysjFAqJFUV9fX2m1UV9fX2mBDGPx4OFtPUfJBKJRCKRSCQSyYnFR64R43Q6haxCURRTlPR49ZGMAWPWiqKY5BCKogiZjs1mM72kfeMb3+DrX/86zzzzDF/96ldRFMUUqWuNJi4tLaW0tJRHH32Uq6++mmeffRa/38/06dMJh8Pkcjmi0SjBYJD29nbsdjtut1u8xDqdTlRVpbOzE4/HQ19fH8FgkEQiASBSlXSZRXV1tbiGXC5nup5cLkdFRQX/8R//wY033khTU5NY5ZLP54V8B4ZX2ehz8L3vfY+77rqLdevWUVpayqxZs4ScxGazmWRKdrvdtPrC4XCI2ul0mlZJ2O12IVtyOBymuGqrVMkoR7JGWx8Kh8MhYqldLpdYSWTc1mtdfmSUHul1UdG7CyOcTieFhYXi+AUF7/q52u12UdtsNrHfaLWiKOK4mqaZriefz/O9732Pc845hxdffJFzzz1XjGUyGdP9UlVVPM/ZbFZEWc+dO5eWlhZmzJiBoijkcjnTPcjn86Z5VhRFzK01Jry1tdUkTZo1a5YYa29vZ+bMmezcuZNUKsVpp50mjmuVJrndbvHMGH/7+txZf4v699Q0bYScbvHixQB0d3ebPtfV1WWq8/m8iCNPJpOmaHJjbR17B7kiRiKRSCQSiUQiOcE54WQWJxILFizg3HPP5eGHH6a9vf2wPzdp0iR++9vf8v+zd95hVlX3+v/s08t0plcYZugQBUtAgghqLNfYYzQSrsaSWMBYgrHEXG9ExWhQo9co6k3CT1BDNHohFhJBjELEGESkzjDD9HbOnN7P/v0x7pW9zwwDdtH1eZ48njVrn13X9sn5+n3f12Qy8eabb7J3714hOXK5XNhsNrKzsykqKiKVShGPxwmFQvT39xMOhwmHw8RiMdxuNwUFBaRSKfE3GPiBr/3vQJx++ulUVFTw61//mng8fsDtHQ4HS5YsYdq0adx111088cQTRCJfqkRf5cCbHJpUVFTwgx/8gFdeeeVjJSAdd9xx9PT0GEx3P0s2bNiA0+k0+Md8BTjwSyKRSCQSiUQikUgOaWQh5kvOzTffjNVq5brrrjMksxyI0aNHs3r1avHPN998k2g0isViQVEULBYLFosFq9VKVlYWbrcbVVVFpLWqqoRCIVKpFIqiYDKZiMVidHZ2UlBQwIQJEwyyl/1hsVhYsGABe/bs4eGHHz6oc3e5XCxZsoR58+axYcMGLr/8cnbs2HHQ1/4Z85V+Zy6//HKcTudBPys9s2bNwul08n//93+fwZkZ6e/v56233uLYY481SLW+Avi+6BOQSCQSiUQikUgkny1fqV8wB4PeI0YfT32gcUdHh8FTo7OzU4w7OzsN38scd3V1ic/d3d2DPGL03il6enp6KC8v57rrruO2227jgQce4NprrwWMUcSAiEzWf3a5XDzxxBPcfffdrFy5EoBx48ZRX1+P0+nEZrNRWVmJy+XC4XAQjUYpKioSnihlZWXEYjFGjBiB0+mktLSUbdu28corr3D22WcPivTV+4Hox3V1dZx00kksW7aMww8/3JDsk3nd+vtx2mmn4Xa7eeaZZ7jqqquYNm0a559/vvh+b2+vIX5Y7/mROefxeMRYS4bSzw3nJ6Of4wAeMel0mkAgIL6rHTMzdlrvAxMMBg3eJZpfj0YoFBLjUChk6ETSz4XDYcNcIBAwrBGf79+/8TUfGw398zr55JNZtWoVGzZsoL6+nq6uLkNcs36cOTdlyhQ2bdrExo0bM2OZ8Xg8hk4b/XiouHF9hHimR8zatWtJp9NMmjSJnp4eEVmdGVGtH/f29hqeQaZHjH4dZkZ4631xOjo6DEXRjo4OQ7dXR0eH6B5rb283dHR1dXURjUaBgX9PDNHtlcr8g0QikUgkEolEIvlq8bUrxFitVoN/y8F6u6iqapjLHH8aHjF6jwptXFxczHnnnceWLVtYtWoVZ5xxBkcfffQgvxhFUQweLXr/j5tvvplTTjmFRYsW8ec//5lQKERubi5lZWW0tbXx3nvvkZWVRVZWFuFwmNbWViwWC7FYjF27duFwOMjPzycWi7FlyxYikQizZs2isLBQHCedThviq9PptDg/VVW54447+Ne//sV///d/89BDDxlihAFDhHdmvPfZZ5/N448/zrPPPsuOHTv4z//8T77zne9gsViEPwkMdN/oo4r1/jFWq1WM7Xa78IsZarxz507hObJr166P5BFjNpvFfbBYLIbY6f35wOg9YLSxZoKsjTVTV7PZbDB41Y9NJhN2+7/TtRVFMewHEH4yqqoafGhSqZR4lpdeeilr165lxYoVPProoyQSCYN3USKREGs2kUgYnuUpp5zCu+++y9atWznuuOMMz0BVVcN91keM79692yAx0rxmAJqamgxz7733Hhs3buTYY49lxowZ7Nu376A9YvTnmukRA4jryvQxSiaT4h7EYjHD/YhGo4ZxJBIR/jLBYNAwFw6HDXN6HxrttmT+QSKRSCQSiUQikXy1kP+n/xDh5ptvprKykgULFghz3Y/C8ccfz4YNG1i0aBFvvvkmzz33HKtWrWLr1q309fXR09Mj4quzsrJwOp3k5+djNptJpVJEIhG2b9/Otm3byMrKYvr06R/p+Dk5OTz00EP09fVx7bXXGhJ8DkRWVhYLFy5k8eLFjBs3jt/85jd897vf5c9//vOgzo7PAdvnfcDPm6ysLH74wx+yYcMG/vnPf37k755wwgmsW7fuY/nMHAwvvvgiqqpy3nnnfSb7/4Kx6geKolymKMpmRVE29/T0fFHnJJFIJBKJRCKRSD5FZCHmEMHtdnPXXXeRTCa55JJLPlYBwuVysXDhQl555RWuueYaYrEYq1evZvfu3ezcuZPdu3fj8XhIp9OYzWbcbjdlZWVkZWURjUZZs2YNEydOZO3atUOlvRyQKVOm8Nvf/pbW1lYuuuiij1SMAaisrOTee+/l/vvvZ/z48fz5z3/mggsu4L777mPXrl0GGcxnyNdCOnLhhRdSWFjIAw888JG/e8EFF1BZWcmqVas+8jM+EJs2bWLbtm2cd955hk6TrxB2/UBV1UdVVT1CVdUjtDQuiUQikUgkEolEcmjztZMmafHMMODRoPeBGG6s94TRxhp6D5iPum2mf4yeTD8Zq9XK4sWLufbaa1mwYAGPPPKIkJr09fWJ7fSfhxqnUikuueQS5s+fz0svvcT69et57bXXaG9vZ+PGjdjtdoqLiwkEAoRCIRKJBHa7nauvvprLL78ck8mE1+ulp6dHXKf+c+ZY/7m+vp5FixZx991384Mf/IA777xT+Glo22b6dmhjba64uJgFCxYwffp03nnnHV599VXWrFlDaWkps2fP5uijjzZ4woDRM6avr8/gFZI59ng8IqXK4/HQ1NSkv31RhiGdThMKhYABHxhtv8Fg0HCMQCBg8H3Rz+l9X2BA6qKNo9GoYS4ajYr7o8WM6/ejx+/3i+fQ399vWOtaAQ4G7lVBQQHf+973+M1vfsPrr7/OMcccI7bV+8J0d3cb9qONzzvvPJYuXcq9997L/PnzMZvNQ65L7dyH8o/RPGO8Xi9Wq5VwOMyyZcsoKSlhypQpwrvH4/EIj5i+vj6DR4zeFybTNyjz/erq6jL4Pum9bzo6OkgkBuyB2tvbDZ4wmT4wHR0dYtzR0SE8YbT9amO9X4yOr0WhTyKRSCQSiUQi+TpzSBdiFEUxqaqaPvCW/8Zmswm/lnQ6bfByGW6cOaeqKpWVlWI8nH+MqqoGL4r9+VIABl8KYNB/9Z8yZQpLly7l6quv5tZbb+WRRx4RPiCaR4yqqga/FlVVDZ4xqqqSm5sLwKmnnsq8efNIJBI0NDTwj3/8g6amJrq7u7HZbBQWFpKTk8Mpp5xCfn7+IB8YbZxKpQweNXqPGMDw+eSTT6a2tparrrqKyy67jKuvvpqpU6eKdCb9PTCZTOL+WCwWw72z2Wx897vfJRAI8PLLL/PHP/6RlStXsmrVKiZOnMhJJ53E9OnTyc7ONniFOBwORo4cKfbjcDgMXiZOp1P4jLhcLoOvCQd4Z8xms7i3FotF+LBYLJZBPjBaES3TE2YoH5jGxkY2btxIQ0MDra2tdHV1MWnSJKZPn87s2bMpKChAURRRkIABjxi9Z4x2rTDwfPTnk06nhQlyKpUiPz+fH/3oRzzzzDOsXr2a888/XxQtksmkeEbJZNKw1lOpFNXV1YwdO5aWlhaefvpp3nnnHebPn4+iKAb/FovFYvCI0XvxZHrEjB49mvvvv59oNMqPfvQjxo8fL7ZtaWkR+7Hb7YZnabPZxHO3WCyGd1ZRlP2+p8lk0vBexmIxcc2RSMQwFw6HDeNQKCTGwWDQMKeNI5EIO3fuJBgM0tXVpS/sHHw0mkQikUgkEolEIjkkOeQKMYqiFAJHAe+rqrrviz6fL4I5c+Zw4403snjxYi677DIeeeSRT7xPq9XKuHHjKCkpEQUVr9drKLzok5k+KTNnzuS5557j+uuv5/bbb+fvf/87t95668faV3Z2Nueccw7Tpk0jFArxyiuvsHbtWu666y7MZjNTpkyhrq6Ok08+2fBD/GNiPfAmnw6qqvL666/zq1/9irVr1wIDhanKykqKiop47LHHePDBB1EUhenTp7N48WKOOuqoT+34DoeDK664gl/84he8/vrrHHvssR/p+1OnTsXv97N69WoApk2b9rHOI5FI8Otf/5pNmzbx/e9/f1Ah81AgkUiwbds2/vrXv9LQ0DCcz1N8fxMSiUQikUgkEonkq8EhVYhRFKUI+CYDP4ZPAB7/8O+KepAGIfF4XMhOPqk0ST+X+b1PQ5qUac6pH3/jG9/g5ptvZvHixZx77rnccMMN4ph9fX2G4/f19RnOTz/O3La3t1eM9fHU2vH148z46kxpkv5z5jEURSE7O5uHHnqIxx57jJUrV3LCCScwY8YMLrzwQtGF0tPTI+Qk+s9DjXt7eykpKeGcc87hyCOPJBKJ8Pbbb/Puu+/y7rvv8uyzz1JcXEx1dTVTp05l3LhxZGdn09vbO0jOoo881neZAMN2YKXTaSFL0cdQDxdJHQ6HB8mN3n77bRYtWsS7775LYWEh06dPp6amhqKiIpqamhgxYgQnnngifr+ft99+mz179jBnzhx++MMfcsstt5CbmzukVEl7DoFAwPBMvF6vYU1on0844QQeeeQRfvWrX1FXV4fZbKa7u9sQXz2UNEl7PrNmzcLn87F69Wo2b97M+eefLwp9w8WN9/X10djYSCgU4ne/+x2dnZ2cdtppfOMb36C7u9vwvPTSsqEiqrX9DhUdn/meatfV3t5uiKhua2sTXSvt7e0GOV1bW5tBYqSXKn3wwQesXLmSzZs3E4vFMJvNjBo1ihNOOEF06xQUFIg19vOf/xyJRCKRSCQSiUTy1eaQKsQAClChquojiqLYFUWZAbQeqDNGUZTLgMtgQPqjyRFSqdQgWcX+xh9VtjTcOPO/6OvHehmDdr569FKlCy+8kKqqKn7yk59w00038dhjjzFx4kTAKAVSVdUgG9JLlzJlS+l02hBJnTmXKXnSy6H0xwCjVCozaltv9nvFFVdw8cUXi4jq9evXM2PGDM4991zGjx8vIqotFovhfthstkFj7f7Z7XYqKio45ZRTAHj77bdpaGhg48aNvPPOO2zevBmAkSNHUlNTw1FHHcWYMWOorq7G5XKJY7pcLoOMCRhU8NOvr6qqKiFHMpvNQnJkNpuFFEm7lqEiqROJBEuWLGHp0qVUV1czatQopkyZgslkwu/3E4vFDN4ieXl5jBgxgqKiIvbs2cOyZct48cUXefzxxznmmGMMRSRVVYVUKZ1OG+RQqVRKnHcqlRLyKoCrr76am2++mbfffptzzz2XVColYpdTqZRh/abTaUPX0ciRI5k4cSJvvvkm999/P7/97W+ZN28ec+fOxWKxiIKb1WoV8iKAxsZGzGYz//M//0NPTw8//elPmTFjBgDNzc2GbW02m5A8DRVbrj1Lk8k0KDY9833XriUejxuuKxqNim3D4bBhLhgMGvYTCAQIBAI8//zz/POf/8RkMjF9+nSOPvpoLBYLEyZMAIwx6TrcmX+QSCQSiUQikUgkXy0OtUJMGHAoilIGVAGjgWsURfmDqqov7q8zRlXVR4FHAcaPH/+5ROt8Xhx77LGsWLGCSy+9lO9973v813/9F9/61re+6NP6yFRVVfGLX/yCCy64gLVr17J8+XJ+8pOfYLfbmTVrFnPnzqW2tnZQYepgKS4u5vDDD+ecc86hoaGBYDDIO++8w/vvv88777zD+vXrxbZ5eXmMHDmSoqIiFEWhqqqK7OxsrbNikDRJv76mTp36sddXJBLhggsu4C9/+QuFhYU4nU5yc3MpLy8nEokQj8eJxWLYbDZCoRA7d+5kzJgx2Gw2CgoKmDx5Mv/617/Yt28fZ599Ns8//zyzZs36uKcjOPbYYzn88MO5//77OfHEEz/WPmbMmIHJZGLVqlU8+uijrFixgrFjx3LCCSdQW1tLOBwmHA4TiUTYuHEjr776Kh0dHWRlZXHZZZeJIsyXHa/Xy1NPPcW7775LTk4Oxx57LOeee64oaO7YseNAu1AOtIFEIpFIJBKJRCI5tDmkCjGqqgYVRbEAy4D/UlX1D4qidAGXKIrynqqqzV/wKX4hjB07lscee4w77riDG2+8kZkzZ7JkyZJDMt43JyeHD1nn+gAAIABJREFUyy+/nEsuuYTNmzfzpz/9iTfeeINXX30VgNraWo4++miOOOIISktLP1Zhxmw2M2nSJCZNmgT8u/uioaGBffv2sX37drxeL++99x79/f0GGQoQG3Knn5BwOMyZZ57J66+/zlFHHUVWVhY+n4+SkhLq6+sxm820trbi9Xrx+Xz09vYSDocJBAIkk0mCwSDZ2dlUVVWRm5tLPB7ne9/7HmvXrhUdGB8XRVG45ZZb+O53v8s999zDJZdc8rH2k5+fz+23386WLVt4/fXXefvtt0VnUiYVFRVcfPHFzJw5c1Da0peRVCrF6tWr+X//7/8Ri8U4++yzOfPMM9m7d6+hq+wgkGa9EolEIpFIJBLJV5wvdSFG3+GiKIpVVdWEqqq/UhSlGLhdUZRTVFV95UPvmAnAAQsxfr+fl19+WUg9WltbsdlsOJ1OfD6fIbJW73+R6YWhj/DVx97ub1ttfjiPmMy54TxjMv1jotEod911F3/84x9ZtmwZJ554IldffTX/8R//QW9v76D9DOUHAkbfl0yPmOHGmf4xmfHVmcfXe3VkeoVon+vq6pg3bx7XXnste/bs4W9/+xu7du3i+eefZ8WKFQAUFRUxYcIEJkyYQGFhIUcddRR2u33IGGNt3NfXZ5DseDweysrKGDt2LGPHjmX8+PFC4tTa2kphYSGhUIh0Os2CBQsSDEOmR4x2neFw2BDLHYlExLi/v5+LL76YDRs2cMwxx3DcccfR0NBAbm4uubm5FBUVEQgEqK6upqioiGg0is1mIxqNMnr0aAKBAD09PUL65Ha7GTduHP/4xz84/fTTefnll6msrCQSiYhnEgwGDeetj7bWR1lr9664uJjzzjuPp556ivr6etF1len/o/ddyXzO2rigoIAzzjiDqVOn4vP5RHEpKysLRVEYM2YMiqJQWlpKX1/fkB4+mT4wBxNRnfk+ZUZUd3Z2Cl+YoSKqtYJcpifM9u3buffee2lqamLMmDHMmDGD2tpaGhsbDXHV2j3Qxh6PZ6j4amfmHyQSiUQikUgkEslXiy91IQYYoyjKRaqq3qiqakJRFJuqqnFVVX+qKMptwC8URXmDgR8vbx7MDtvb27ntttuGnDObzeTk5Igfvw6Hg+rqakpKSrDZbJSXl1NcXIzZbCaVSgkvjKH8YzLTefYXdQ0cdLQ1GD1j9B0vqqpSVlbG1VdfzTHHHMP999/PnXfeycsvv8yll14qvGO089M8WzK9XfQ+MOl0epC3zP7GmT4wwH7jqzM9Ykwmk5g3m82GbS0WC4WFhVRWVjJhwgSKiopIJBLs2LGD9evXs2vXLt59910hLbJYLIwbN466ujqOPvpoJk+eTG1tLQ6HQ9w7p9NpuI9Op9Nwn10ul3gObrc783kNKz0ymUyiIGIymQweMZmR1A6Hg3Q6zZVXXsnf/vY3JkyYgNPpZPfu3fj9fkKhEF6vl7fffptAIEBBQQGhUIjW1lbMZjPxeJxwOIzf7yccDtPY2IiqqvT39xMKhTjyyCPZsGED5557Lhs2bCA7O1sUNFRVNZyP3jMmlUqJKGttnJeXx0033cQbb7zB73//e8466yxcLhfpdNpwLzOj2jV/Fhh47nq/HYvFIrxd9uzZY4gJb2xsFP4pWny1ht1uN4z1HjFWq1XEVWvPQH8O+vdQ/w7DgD+P9qz1njAwUEjTxsFgUHjNvPXWWzzxxBMoisIVV1zBMcccw/bt28V+fT6f4Rh+v1+MM71lJBKJRCKRSCQSydeDL3shJgc4QlGUh1RVvVJV1biiKHZVVWOqqv6XoiijGbiGd1VV9R3MDisrK1m4cCHpdJrW1lZyc3OJxWIEg0FaW1tRFAWv10tPTw+NjY289dZbhvQUm83G2LFjqa6uZsaMGXzjG9/4bK78E1BZWcnvf/97Vq1axdKlS/nxj3/MnDlzuO666xg7duwXfXqfGKvVyuTJkykpKaGoqAgY6DRYt24dTU1N/Otf/+KVV17h+eefBwYKK2PGjGHq1KlMnDiRESNGUFxcbOhQ+Qh8rC/tj4cffpjVq1dTW1tLRUUFWVlZuN1uIYmyWq0Eg0E6OjpE6pG2HlVVpaurC5vNRjqdRlEU0YGRSqVEwWn79u3cfvvt3H777Z/oXJ1OJ3feeScXXnghixcv5pe//OWncQsOSZLJJL///e954YUXqKys5LrrrvvYUkBVVfVdRcOmckkkEolEIpFIJJJDny97IWazqqrHK4ryK0VR/kdV1R+rqhoDUBTlPGCdqqpdB9iHAX3HRTqdNvx4qqmpMYy7u7spKirC5/OxY8cO4vE47e3tNDY28tJLL7F69WoURaGuro7Zs2dz5JFH4na7B8Xi6sdDSZO0uUzpxHBSpUy5T6YkBGDmzJlMmzaN3/3ud7zwwguceuqpzJgxg5NOOom5c+eiKMqQkdT6/WRGUu9PfpR5zXo51HBSJG2szWfO6aOJPR6PQZKiH1ssFiZNmsScOXMAaGlpIRaL8cEHH7B9+3a2bNnCH/7wBxKJAWWR2+2mrq6O2tpacnNzmTJlCjU1NeTk5BikS319fSJp6EOG7YhJp9NCwqKXH2VKk6LRKLt27eLmm2/mxBNPpLq6mmg0Sjqdpqqqira2Nmw2G3a7nYKCAnp7e/H7/YwePZpUKoXVaiUQCFBcXExLS4tIenK73UQiEUKhECUlJUyYMIFIJMJvfvMbTjrpJKZPny7OR/+8AoGAeLY+n88wp5cqjRkzhrPOOotVq1YxYcKEQak/mWs0U5qkvwf68VDR5Nqz7e7uHiQ3yhzr95MZUa2RKSHs6OgwSJPa29vF+tDHVWtzmoyooaGBBx98kIaGBqZPn87hhx+Ox+PB4/GI42jyNL0USbuXXq+X1tZW2traWLVqFR6PR1/s/feFSSQSiUQikUgkkq8kX/ZCjAKoqqperyjKr7VizIdzeUA28JEKMTabTcgB4vG4QRqQOU4kElRVVYnUHH0s7p49e0gkEmzatImXX36Zxx57jP/93/9lzpw5zJkzZ79R158k2hqMUqVMSYi+iKTFCwNcfvnlLFiwgD/84Q+sWLGCN998k6effpof/OAHHHHEEQaZkF5ilClNGm6slztpDCdN0o9NJpPYz1DSJG1O/xkQaUEadrtdyKq0AobeyyQ7O5udO3eyceNGmpqa2LZtG6+++qrBLyUrK4uSkhJqamooLi4Wkdk5OTlaYWBQapIevRzJZDKJIo7+MwzIUn7wgx+Qk5OD0+mkra2NUCgkvh8MBuns7CQnJ4cdO3awd+9eotGo8DFKJpM4HA66u7sJhUL4fD6SySSqqmIymejt7SUWixEKhSgoKCCVSnHDDTfw1ltvYbVaUVV1ULS1JlVKp9O43f9OUU6n0+Tk5IjxddddR3NzM/fddx9Lly7NjPcW61JRFMPaNpvNhvhoi8UiZERWq3VQ7LRebqR9HmpssVjEd81ms0GaBIhjZkoG9VIkGCiOafORSMSwrSZHampqYvny5QSDQS677DJmzZrF+++/b7iu/v5+MdakSel0mt27d/PGG2/Q1tZGOp3GbDZTXl7O1KlTxZpZv379sB5EEolEIpFIJBKJ5NDnS12IUVU1rRn2qqr6E0VR7lAU5a/Ak8AyVVVTB9rHZ4XVamXMmDFMnDiRuXPnEo1Gefnll1mzZg2vvPIKs2fPZt68edTX139Rp2ggPz+fBQsWcNlll7F8+XKee+45Fi1aRE5ODueddx4XXHDBIF+brxo2m01ImrTik6qqbN26lb6+PhobG2ltbWXPnj20tbWJ1CS9NA2wD7nzj8j111/P7t27OfroozGZTHg8HoLBIGazGbvdTmdnp/hst9vJysrCbDZTXFxMIBAgEolgt9vJzs6muLgYv9+Py+XCbDYTCoWEoa+iKDidTqxWK5s3b+bXv/41P/3pTz/RuVssFh588EHOPPNMbr31Vp566qmPHSt+KLFp0yYeeOABrFYrt9xyi8GnZn+oqsp7773Hyy+/jMfjwW63M336dKZMmYLH42HMmDGG7devX/+F/TtNIpFIJBKJRCKRfD58qQsxMNAOo0tP+g0wDdj0RRZhMlEUhfHjxzN+/Hjmz5/P448/zt/+9jfWrVvHOeecwymnnPJFn6LA4XBw2mmncemll7Jx40aefPJJnnjiCZYtW8axxx7Lqaeeyumnn26QfnyR+P1+Nm3axNatW2lqasLr9QoflEQiIaQmWVlZOBwO8vLyKCgoICcnR0jNNMlOQUGBQbYCiHSeSZMmceyxxwID0hKto6izs5Ps7GyRKjRr1qw4n5DXX3+dlStXMnbsWMrKykin0wSDQcLhMBaLBb/fTyQSISsri5ycHBRFweFw4HA4KCwsRFVVzGaz6GjRijJaF4vWwaIoCqFQCIvFQl1dHRUVFSxevJizzjrrE5vEFhYW8uijj3L++edz+eWX8/vf/57c3NxPemu+lKiqyquvvspLL71EfX09Z5555kEVYdrb21mzZg0dHR2UlZVx/vnnoyiK8Gnq7+8f6mtfjhdPIpFIJBKJRCKRfGZ86QsxMFCM+fCjB/i+qqp9H3df0WiUnTt3AgNyFb0PRG9vr6H7oaenR4z1n7VtNX+JzFjnmTNncuqpp/LHP/6RZ599lnXr1nHllVcyZsyYYf1jMj1ihvOMyfS7yPSIyZzTn5+2bU1NDVdccQVXXXUVL7zwAqtXr2bdunXcc889fOc73+GYY47Zr3+Mdpz9naveI0bvATPUWO/r0dfXh8fj4ZlnnuGNN97g/fffJ51OC/lSeXk56XQah8NBSUkJgUAAGEjASSQSBINBWlpa6OrqGhQN7HQ6qaiooKSkhPr6eqqrq6mqqsLhcGCxWITPiM/nEzKi/v5+7Ha7PmFoWI8YVVWFR0w4HBbXFYlEUBSFeDzOggULqKqqYtKkScTjcWpqaujr6yM3N1f8UFcUhZycHPLy8pg0aRLNzc1Eo1Gqq6sJBoPEYjGR8LVnzx5isRj19fU0Nzejqip2u52qqiqSySQWi4WcnBxGjhzJunXruPrqq1m+fLnhWQaDQTHWR1kDeL1ewzro6+sTUrgbbriBO+64g8suu4wlS5YM6xGjj5LW5ofziNHGmZ4wXV1dBq8Z/X4zfZU6OzvFtWTGVXd0dAhPGDBGVmueMLFYjJUrV7JlyxYOO+wwzjjjDHp6evjggw8Mx9c8YbRzWL9+PVu3bsVisXDUUUdRV1eHyWSiv7+fbdu2AQO+PPr9fIgsxEgkEolEIpFIJF9xDolCjMaHRr2xT7IPvUeM3hMCBjxi9jdOJBKGuWQyKcaZMbipVIra2lpuuukmTjrpJO68805uv/125s2bx/HHH/+xo631Yy2uWiNzrPeLSafTBs8Y/TidTlNWVsbEiRO5/vrref7553nppZdYtmwZv/vd7zj55JO5+OKLmTBhwqCIav14uPjqoTxhhvKIicfj3HfffaxYsYJ4PM7UqVM55phjSKVSFBQUUF1dTV9fn0gFKi8vp7W1lWg0iqIo1NfX09LSQmlpKXPmzBESne7ubqxWKz09PcJ75e233zYU4Ww2G1VVVZSVlTFixAiqq6spKirCZDJRVlZGTk6OVgwY1sPDZDKJoo3JZBJdK4qiYLfbefDBB9m5cyff+c53xA9zrYCUTqdJJpPs3bsXv98vPF5sNhs+n49QKEQikSAQCBAMBsX+tUJJR0cH0WhU3I9oNEokEiE7O5uuri4SiQQlJSWsW7eOdevWcdZZZxmepVZ80kdZa+OsrCzDtnl5eQCcdNJJjBgxgoULF/KLX/yCn//85wbPGP2aNJlMhvVtsViEl4rVajXETFssFrEfq9Vq2KfZbDaMTSaTYazfTzqdFmP9OwsQi8UM3i6RSESMtfv+wAMP0NzczIknnsj3v/99FEUhHA4bjqH3hOnu7mbt2rV4PB6mTZtGRUUF48ePF9v6fD7xDu/atWvQ+41MTZJIJBKJRCKRSL7yHFKFmEORqVOncscdd/D888/zu9/9ju3bt3PnnXfqOyy+NFitVmbNmsV5551HY2Mjy5Yt46WXXuKFF15gzpw5zJ8//2NH9B6IVCrFggULeOGFFxgzZgzjxo3D6XRSX1/Pvn37iEajWK1WvF4vqVRKdECYTCbKy8sJBoM4nU7cbjepVIq8vDw6OztFoammpkakC5WVleH3++nq6qK9vR1FUWhraxNFjH/84x+sXr060xtG42O/M729vSxZsoRTTz2VESNGEI/HcTgc5OTkYLPZyM/PF51OLpdLGAe7XC727duH1+sVcdZutxuTySTMngOBAMlkknA4jNlsJh6PE41GhczJ4XBQU1NDXV0dNpuNG2+8kRNPPNFQYPm4fPvb3+a+++7j+uuv5/rrr+exxx4zmCgfimzfvp2nn34agJ/97GfCb2c4Nm/ezJ/+9CcUReGCCy5g7NixvP/++x/10MN2XEkkEolEIpFIJJJDH1mI+RxwOp387Gc/Y/To0Tz88MNcddVV3HXXXYa0oi8btbW1XHPNNfzsZz9j+fLlPP7447z22mucdtppLFiwYFBSzifl9ttv54UXXuCUU06htrYWv9+Px+MhHA4Ti8VEF0w4HCaZTFJQUIDJZCI3Nxe32y2KJloXTH5+vpCdmM1mIpEIsVgMq3Ug9CgSieB2u6msrKSoqIiSkhJMJhNWq5WjjjqKlpYW3G43DoeDhoYGkskk6XSaTZs2fSyz3lQqxX/+538SjUZpbm7G6XSK4pKqqiiKQiwWo7q6mkQigdlsJhaLCVmNdh+CwSDRaBSn00ksFiMej6OqKqlUylDU6erqwuFwEAwGSaVS2O12zGYz1dXVBAIBtm3bxu23386SJUs+jcfHKaecgsvl4qqrrmL+/Pk89thjn8p+P29SqRQrV65k5cqV1NTUcMMNN1BSUiLkRPv7zh//+Ec2btxIbW0tU6dOFT4wH4Mhq38SiUQikUgkEonkq8PXrhATiUTYvn07MOB1oe966OvrM3hG6OeH2lbzm+jr6xvWS0UbH3nkkcyfP58VK1Zw0UUXsWjRIkOE8IE8YvRjvfdF5lymf8xwfjLDedb09PRQUlLCmWeeyfHHH8/jjz/OmjVrWLNmDfPmzePkk0/ery+N3iOmr89o6ePxeAzdBRs3bmTZsmVMmTKFE044gV27dmG326murqa6upp4PE48HmfUqFGEw2FRTBk9ejQ7d+7EbreTk5NDaWkpHR0duFwuRo0ahdVqxeFwEAgEhLdKbm4uJSUlxONxrFarGLe2tgKIuGePx0NWVha1tbUkEgmcTicWi4VNmzYNaxKdTqeF5CkcDou///KXv2Tt2rUcdthhVFRUUFVVJfxcSkpK2L59O6lUSshuEomEGLtcLnJzc7HZbIwbN47e3l5yc3Pxer1UVFTQ3d1NIBCgoqICj8dDLBbD5XJRV1dHYWGh6KRxuVx4vV5KS0uZNm0aDz/8MOeccw6HHXYY4XBYPL9AIGB4ln6/33CNepNZj8cjPk+ZMoVbbrmFu+++m/PPP58rr7ySI4880rC2Mj1jNK+X4ea6uroMc52dnYbz0fvCZL4XWlcUDPi+6N/vTI+Y3bt38+CDD7Jr1y4mTJjAOeecg9frxev1GjyHurq6hCdMJBLhz3/+Mz09PUyePJmpU6fi8XiE94vP5xP/vtHurTaORCLs2LGDDKRHjEQikUgkEolE8hXna1eI0bxAYLBHTOY4FouJcTweN/hJJJNJMU6lUoa5dDptGKuqKsazZ89m5syZLFq0iMWLF3PjjTcajpnpH7M/z5h0Oj3IX0Lz40in04Y44cyxqqpiPJx/jKqq4nNxcTELFy7k2muvZcmSJTz55JO8/vrrPPLII4wcORJVVQd1+AznEaOXrjz55JMUFBRQWlrKjh07hJyjqKgIh8MhzGF7e3sJBAKkUimi0SjBYJDGxkaysrIoLi6mq6uLtrY2VFUVBZiCggL8fj87duwQZqx5eXmicKT9qNaKVZqHTFNTE9nZ2cTjcVpaWsjKytJ+tA/7zphMJuG1oigKNpuNv/zlL9x3330UFBSQTqfx+Xx0d3cTi8WIRCJEIhH6+vpEB0soFMLv94t71NHRgaIoWCwW8SxbW1tpbGzE4/GQSCRIJpOMGDGCSCRCOp0mLy9PbO/3+3E4HHzwwQeEQiEURWHKlCm0tbWxcOFC3njjDXJyckSBS7t/evSeMaqqkp2dLcaaXwwMyJQOP/xwLr/8cu666y7uvvtujj/+eHFv9OvQbDaL9W0ymQxrX+veyfys3deamhrD+WnjVCpl2Fb/nmodRxrRaFTMbdu2jSeffJJoNMoll1xCeXm5IRnJ5/OJbb1eL5WVlXR0dLBq1Sr8fj9nnHEGkydPFttq76bX6zX45Ph8PnEP9uzZM5TUT0qTJBKJRCKRSCSSrzimA28i+bSpr6/ngQcewGazcccdd7B79+4v+pQOmuLiYn71q1/xyCOP0Nvby5lnnslf//rXj70/zZOlsLCQ7Oxs0um0SCmyWCwkEgkSiQR2u110iDidTsxmM4qiiAjr3NxciouLycrKIisrC5PJRHd3Ny0tLSQSCaxWq5D2JBIJ8vPzsVgspFIp/H4/yWRSyHfsdju5ublUVVVRXV1NeXk5LpdL63T5SO9MQ0MDF110EVOmTKG8vFyk/2gdLjBQaKisrGTEiBG43W4hV3I6ncJ0t62tTXTJJBIJUazxeDx0d3djsVhwu914vV7R+RONRvH5fBQUFFBTUyNSmTQvnfr6erZs2cLixYs/9vMbinHjxvGnP/2J0aNH85Of/IQ//OEPn+r+P01UVeW5557jlltuwW63s3jxYk444YQD+sFs376dhx9+mFQqxQknnCCKMJ8Cwx9YIpFIJBKJRCKRHPJ87TpiIpGI6LjQEms0vF6vIUnH5/MJOVJ/f78h+lY/zoz39Xq9BnmEXpqjl+xo0b9XXXUVN910k6HrAIaWJumjePUMJ88YSqqknW+mNEm/7VCyJY1x48Zx55138sADD3DllVdy/fXXc/rppxuuWR9JrY8b9ng8Yvzee++RTCaZOHEiI0eOpKysTBzTarVSV1dHfn6+SLDSujuKi4spKCgQqUDZ2dkUFRVRW1sLDHRIaDHMubm51NTU4PV6hQHunj17sNlsIpGnq6sLu90u0rFMJhMlJSVUVlbS09NDOp0mNzeX9evX/3uBDIGqqsTjcSKRCL/97W958MEHURSF6dOn097eTjKZxO12i+6VZDJJdXU1nZ2dWK1WFEWhqqpKJBWVlZWJYkt+fj4FBQXs27eP/Px8amtrKS8vp62tjby8PPLy8sjOziaZTIrYaovFQn5+PkVFRaI7Jp1OY7VaGTFiBJWVlSxZsoRvfetbTJ8+HTBKqmB4qZJepqQ9axjoWrnpppv47W9/y913382OHTv4zne+s98460xpkl6OlLnWh5IfaeOOjo5BEdXaO6yPpwbYu3cvy5Yt4/3332fSpEnMnDmTUCjE9u3b6ezsNERSd3d3i/uyadMmtmzZQn5+PnPmzCESiRhiqLUOLBiIBd+5c6eYC4fDovAai8WGKsLaMv8gkUgkEolEIpFIvlp87QoxNptNSCAikcggaZJeUqSXIyUSiUHSJE3mkCmHUFV10Fj/Xe1zVVUVN998M/fccw933XUXixYtGjbaGv4tVdLScvTH2J9sKTPaWksS0j7vT8aklyZpc/qxqqosX76cH/7wh9x7772MGjWKuXPnAgM/xDWpUmZctdlsFrKbhoYGAFwuF8lkkt27d7Nz504Rh11SUkJ3d7cwqW1ubsblcmG32wmFQvT29hKLxUQBoKOjQ/i59Pf34/P5RHdIZ2cnI0aMYOPGjTQ1NWGz2YRcSPMSiUajBAIBOjo6CAQChEIhOjs7CQQCmnRnWOlIIBDg4YcfZunSpXR2dnLccccRj8eJxWJ4PB7MZjMWi4X29nYaGxtF0cbn8wlPm0gkwt69e0mn05hMJnp7e0URwO/34/P5SCQSKIqC3++nt7eXtrY2QqEQkUgEp9PJvn37CAQCoujyxhtv4HK56OnpEebGmuSqoqKCBQsWsGnTJlwulyHKWiNz7HK5xGe9TAn+LVVSFIXHH3+ce+65h8cee4x9+/bx0EMPGea1taYoimHNKopiWPuZ0r/MiGpNmpRIJAyypXg8LraNRCLic1NTE8uXL8fr9fL973+fU045he3bt4t5vRQJEH48a9as4V//+hf19fWcfvrp2Gw23nvvPcO5ezwecV1er5eioiIx5/f7xbZ79+4dSppkKPQpinIZcBkYY7klEolEIpFIJBLJoYuUJn3BFBcX88ADD+BwOLjzzjtFYeJQISsri2XLllFfX88111xj+K//B8P27dspLCwkkUgQi8VQFAW73S78Svx+P62trXR3dxMKhXA4HCLa2eFwUFBQgNlsxu/309zcTE9PD52dncTjcdxuNy6Xi3A4LLpPtH+m02lsNhvpdBpFUUTRw2azkUgk8Hq99PT04PP5RGfGh8WQYYuXe/bs4cYbb2Ts2LGiCGO32/F6vUIipRV8tPPIysoSfjGaIazZbCadTtPa2kooFMJqtQpJksPhwG63C5Nizc8lFothsVjIzs4mkUgI75kdO3bQ1dUlCjgA+fn5opOosLCQhoYGfvzjHxs6TT4NTCYTixYt4p577uH9999n/vz5hq6wL4J//vOf3HTTTcTjcW655RZOPfXUA0qRtDSlv//979TX13P22WcbjLY/RQwPQFXVR1VVPUJV1SP0BR2JRCKRSCQSiURy6CILMV8CysvLWbp0KVarlYULF9Lc3PxFn9JHIjs7mzvvvJPs7GyuvvpqgsHgQX+3v7+f/Px84W2idSzZbDai0SixWIxkMiminLOyssjNzRXeLv39/UJi5HQ6cblclJWVYbFYhF9MTk4OZrOZVCpFMBjEarVSXl7OqFGjyMrKIp1EwRwaAAAgAElEQVROY7FYKCkpEYUNi8VCLBYT5raFhYWDDGyHIicnh7FjxxIIBMjPzxd/TyQSopulpaWFSCSC2WymsLCQoqIiioqKyMnJEQa/modLRUUF+fn5lJaWiq4Ui8WCoiiEQiHsdjtlZWXk5eWJIpXb7SY3NxdVVcX5a1Hc8Xicnp4eUdDJz89nzJgxzJ49m2eeeYZ77rnnoy+Ag+DMM89kyZIltLa2Mn/+fHp6ej6T4xyI1157jcWLF1NeXs4VV1zBuHHjDvidSCTCSy+9xNatWzn55JOZNm2aQWr3KZM48CYSiUQikUgkEonkUOZrJ03yeDw89dRTmM1mTCYTLS0tuN1u3G434XDY4BkTCASEv0QwGDR4T2jpPYDwItHo7+83jL1er+H4evTdAZdccgmPPvooV1xxBbfeeuugH3uZ/i169D4ZB+MRM9T3Mveb6RGT+eNZP04kEtx6660sXLiQu+++m/POO++gPGI8Hg8Oh4P6+npyc3MpLS2loaFBPJ/Jkyfjcrno7u6mtraWlpYWYKDToqysjP7+frKzs8nNzaWuro68vDxsNhslJSXEYjHMZjN5eXkUFBRgt9tRVZW6ujpaW1tFpHNhYSHxeByn02n4rtVqpba2Fr/fj9PppKSkhFdffTXNMNhsNsaMGUM8HmfSpElkZ2fjdDqpqqrCZDIRDodJpVKUlpYSDoex2+3C+yYajRKPx6moqBDSqqysLMaMGUNjYyPZ2dnU1NTQ1NQkkqSKi4uxWCyUlpZSVFREZ2enuM7S0lLef/99zGaziL7Wkpny8/OFnK2oqIjZs2dTWFjIbbfdRmlpKeeee664plAoZLhGfaHN5/MZ5vSeMZmx5VVVVdx9990sWrSICy+8kBtuuEHM6ddk5ni4SGow+sJ0dnYO8ojR3ukXX3yRdevWMXr0aObNmye6hfTH1DqSenp6iEQihMNh1qxZQ19fHzNmzGDEiBH09vYOiqTW7yccDrNr1y5goIjT2Ngo5mKxGHv37gUGZFNNTU1kMOz6kkgkEolEIpFIJIc+X7tCTCgUYtOmTYP+brPZyMvLY+zYsdTU1FBXV0csFhM+EY2NjQbPiL179xr8JvS+FKqq7jdeF4x+F5nj+++/n4ULF3LHHXdwww03GHwyVFU1jPUeMel0elj/mIP1k4F/x2BnessABj8ZQHhcaJHIZ511FqtWreKMM84Q3hiZHjEmk0l0i2j+KG1tbUSjUXp7e9m3b59IR9q1axder5fOzk5MJhPNzc1Eo1Hsdjs+n4/Ozk66urqwWq3Y7XYikQjxeJy2tjb27NmD3W4nHA7j9Xrx+XyYzWZ27txJZ2cn4XCYrKws/H4/Xq8Xi8UiOllaW1uF5CkYDArjWw5gphqLxejp6RGSKC1i2+fzEQqF8Hg8hMNh3G433d3dFBcXs2vXLvr6+ojFYvT392M2m0XBLpFIiGKQlvzU3t5Oe3s7FouFbdu20dXVhcViYeTIkQQCAfr6+giHw0SjUdFZpHUPVVVV8c4777B9+3bS6TROpxOfz0dDQwMdHR3MmDGDhQsXUldXx4wZM8R1DecZo/eLgX97xiiKQm5urmHusMMOo6SkhIsvvpglS5bw9NNPi7WQGbGuX6P69ZsZF59MJsX7FY/HDe9aNBqlpqaGZ555hnXr1nHUUUdx5ZVXYrVa2bZtm2HbzIjq7Oxsnn32Wfx+PzNnzmTmzJlibn+eMNq89t709/cbfJWamprEXEtLy6D3CThw25VEIpFIJBKJRCI5pPnaFWJKS0u56KKLSCQSbN++nYKCAvx+P52dnTQ0NPDmm2+yYcMG7HY71dXVmEwm6urqPrfzGzVqFA8++CDXXXcdd9xxB6WlpYwZM+ZzO/4n5ZprruGFF17g2Wef5cgjjzzg9rFYDJvNJuKYR44cSTKZJCsrC0VRCIfDIrFGM7aNx+Mkk0kqKipwOp2Ew2FCoRD9/f0Eg0Hi8Tjl5eU4HA5yc3NFt1MoFMJsNmM2m4lGo6LA4na7icfj+P1+4c0CA8WAZDJJNBollUppHT7DalLS6TQOh4OKigpyc3NFEUiTBWVlZWG1WjGZTCJu2uVyCSmUdk8URSGVSomuDBgoWrW3t4tuGO07WsS3dv0+nw+/309xcTElJSXk5uYKD554PE5ZWRnhcFgYCKuqSkFBgZBgVVZWcuaZZ7J69WqOOOKIT7YghmDatGk88cQTXHjhhdx888089NBDn/ox9Lz22ms8/fTTTJ06lQULFhyUrCgUCvHcc88RCoW46KKLBnX+fIZYP68DSSQSiUQikUgkki+Gr10hJhaLsWfPHmDgv9jH43EcDgcjR46kpKREyGCamprYu3cvu3fvJjs7mwkTJpBMJsWPuFAoJCJrM6UbgUDAMNYbvnq9XoMxqF6qlBltvXjxYq666ip+9rOfMWrUKINcYyi5kTbWx1MPte1wMia9NClTLpIph9JLk/Tnftxxx7F69Wp+9KMf4Xa7h5Qmmc1mYKDjQ5MVRaNRxo4dSyKREIa0I0eOJBKJkJuby+jRo0X8ssVioba2lqysLEwmk+iE+Mc//iGKZ06nE6fTKToY7HY7FouFwsJCTCYTPp+PnJwcqqqqCIVCmEwm8V2bzSY6LXp7e4W3DBmpNpk4HA5KS0uF2bB2DZMmTaK3txeLxUI4HGbkyJG8//77qKrK+PHjaW1tFd0TkydPZuvWrdjtdrq6uqirq6OtrY1AIEBZWRler5dIJIKqqtTW1lJcXCy6pfbs2YPL5SISiTB58mRxXbm5uYwYMYL29nacTid1dXU0Nzdjt9uJxWLk5+fT29uL2+3mrLPO4plnnuG0005j9erVjBw50nCNoVBIrJmh1rrGUDHu2njkyJHMmzePJ554gocffpijjz56v+t5KLmRfqyf7+zsFHJCgC1btvDUU08xevRovvnNbwrJkHYMrfgFiASuUCjEiy++SDweZ+7cuYTDYfr7+8X7HggEBkVSa/9OgYEuHL38aN++fWIumUzS2toKDHT2tLe3k8Gw60sikUgkEolEIpEc+hzShRhFUUyqqn4kTwWr1SpkDg0NDQaJgSY3qq6u5ogjjhA/rv7+97+zadMm9u7dy9y5c5kwYQJNTU1CmtTc3GyQODQ3Nxt+vGbO6z8rimKIpc2Mtr733nu56667uO222ygrKxPSpEyZkn481NzBypgAcU+GkibtT6pkMpmETOmSSy7hlVdeYf369cyfP3/Y+GpFUQgGg3R3d+PxeEilUqKYoCUFdXV1kUwmUVVVSHIURWHr1q3EYjHq6uoIBAJ0d3eTTCYJBoO0trbi8XiIx+NEo1ESiQRms1l0jzgcDpLJJGazGa/Xi9frpaWlBafTSU9Pj+iAaWtrw+FwoKqq5n9ywFihtrY2VFUlHo8TDoex2WwGiZBmPtzT0yOuae/evUQiESoqKvD5fEJeFAqFcLvdpNNpEaXt9XqJx+PE43G6urqoqqoSMdYdHR1YrVays7Pp7e0lGo3i9XoxmUxC0qQZFGudN/39/fj9flFo0wyAU6kUp59+OmvWrGHy5MmGa9QSg1RVxel0GtaaJlVSVdUQba2qqoiuBrj00ktpbm7m0UcfZerUqYY1m0qlxFpLJpOG9zQzSl4fUR2NRsW7FwqF+L//+z+ys7P56U9/SktLi+Hd8/v9g6RJBQUFrFq1ilgsxvnnny/OyePxiPfE6/UaJEWZ0iSPxyOi230+nyG+uq2tTcx1dXWJ90BHKvMPEolEIpFIJBKJ5KvFIZeapCjKSEVRTlIUZdRHLcJ8VMxmMxMmTOCSSy7hW9/6FqqqsmLFClauXGkw9f2sKCoq4oEHHqCkpIRFixbx2muvfebH/DSYPHkyEydOZOXKlQfcVlVVUqkUgUAAm82G0+nE7XaLAo2qquTn51NcXIzNZiMnJ4eCggLy8/Nxu92UlZXhcrlEoSY3N5fc3Fw8Ho/oHHG5XLhcLpxOp5AaFRcXU1tbS1FRkYiUzsrKIjs7WyQXaZ4x+/btw2Qyad0fw74zWmy0dm3BYJDOzk5aWlpIpVIiLjuVSolY7UgkQnFxMdXV1VRWVgo5UzweJz8/H5fLRSAQIJ1Oi31oxZacnBxD9LVmMFxbW4vb7TZ0+uTl5VFUVISiKEQiERRFwWQykZOTQ35+PtXV1aiqis/nIysri0mTJmGxWDjttNPYvXv3p7E0DCiKwi9/+Uuys7NZunTpp77///3f/6W/v59rrrlmkFfNUCSTSfGdWbNmGQpDnyPJA28ikUgkEolEIpFIDmUOqUKMoiijgfnAZOCviqJM//DvyrBf/OTHpaamhquuuopvf/vbfPDBB7z44osGOc5nRUlJCQ899BBHHnkkjz/+OMuXL//Mj/lpMHfuXPbs2XPAKG5NsqSZ82pFkVgsJuKrtQ6XSCRCKBQiGo0SCASEYWw4HMbv99PX1yc6RTTjW80bpauri5aWFnp7e+ns7KSvrw+bzUZfXx979+4VEc/pdBqPxyMinoPBoDifD+Orh/2hrHWEWK1WIpEIgUCAQCAgCjJmsxmLxUIymRQFmUQiIa5h7969hMNhHA4HeXl5jBw5UhRbAoEAZrNZyJ5UVSUajdLW1kZ/fz+KoogiSygUoqenB6/XK+Rc8Xic3NxccnJyMJlMWCwW/H4/LS0tuFwukeqkqqqQBR1xxBGkUilOOukkQ/rPp8WIESP48Y9/zNatW9myZcuntt+2tjb++te/8s1vfpOxY8cecHtVVdmwYQMdHR1ccMEFhi6WzxnpESORSCQSiUQikXzFOdSkSfnAMlVV2xRF6QKWKYoyU1VV73BfUhTlMuAyGPDw0KJnY7GYIXY2Ho8bYmnj8bjwhYjH4+zcuZMRI0Ywe/Zs/v73v3PfffeJ2F9tO0CYq2ro4379fr/BI0bvGdPb22uY0xd6Lr30UmKxGI888giNjY3MnTt3kLeL3iNmf3HVMOCjof+8v20PxiNGO1/9Z4D6+noAXnjhBebOnSs8YbRr/jCBCAC32015eTkFBQWMGjUKi8UiopynTJlCQ0MDfr+f2tpaYWzb19dHXl4eu3fvprW1VURE79u3j5KSEgoLC4lEIqLQo6oqfX195OTkUFxcjMlkwuv1EgqFsNls5Obm4nK5aG9vZ8SIEeTn59PR0UF2djZdXV3k5OQwevRoNm7c6CcD/frKzs5m5syZdHd3k5eXJzpZKisrSSaT2O120uk0JSUl2O12zGYzVVVV7Ny5E7PZTEVFBaNHjyY3N5e+vj7Ky8spLi6mo6ODaDTKlClTyMvLo7m5mVAoJOaKiooYO3asWF82m41Ro0bR2dmJ0+kkJyeH8vJyenp6yMvLw2KxCO8bu90uDI01zxzNa6W8vJxRo0axfPlyTjrpJF555RVycnLEtWeu9UAgINaTz+czrC3NGFi/ftLpNLNnz2bp0qU8+uij/PznPxdrT/N96ejoMPi+ZPrA6COqOzo6iMfjIqJ+woQJ4h3Xx1PDvz1hAN577z327NnDN77xDdLpND6fb1BEteYLk+kJE4vFDDHUiURC+MAkk0nD+5ZOp8V7lE6nhyrmfvatdhKJRCKRSCQSieQL5VArxJiAaxVF+Y2qqr9XFKWUDz0VFEUxq6o6pL+CqqqPAo8CFBYWqpqfgz5KFga8XPReFM3NzcIXYt++fQb/FrfbzebNm1m7di2zZ89m6tSp4nv79u0b5BGjjTPnTCaTwadC7xeTOV6wYAF/+ctfePbZZ9m1axdLliwxnL92fqqqDorIPlg/GTDGYus/K4piuD+Koojjm0wmg0+GZnq7efNmzj//fOGLAWCxWIQ3htVqpb+/n127djFq1CgcDgednZ1YLBYhW8rKyqK7u1t0dmhdK6lUisbGRqLRKGVlZYZuEC11KZFI0NnZSU5Ojkhe0jo+QqEQiUQCl8tFcXGxKBalUilUVSUQCOD3+/H7/cTjca0wYMxxxri+SkpKVM2bpr29XRSDWltbxXloCVFawlJbWxvhcBiTySQ8cRobG+ns7KStrY0pU6aIosEHH3yA1+ulr6+PYDDIjh078Pl8uN1uca2a0XFPTw9dXV3YbDaKioqEP45WfOvv7yedTuP1etmxY4fouGlubhbdNvv27aO0tJTDDjuMzZs3c8455/DSSy8ZfGE0vxiNDzuHUFUVt9st/p5Opw1FnFQqJaKrzzjjDFasWEEqlaK6uppkMilinxOJhGHdxeNxw5qNxWLiHYpEIlgsFrZs2cLpp59ORUUFo0aNAgYKotpnGCiujBw5ksbGRt566y0qKyv5j//4D+Gbo3+HPB6PWOter9fQMZPpEdPf///Ze/MoOa7y/vt7e59Vs2tGGmk0Gq2WhBcsg7xhjh0I2BgcgjF+eSGxiQnLC+QFjrOQnEMc50BsAuQESOyT+JAT7B8GjO28mDg23iDCBttYsmSNZuuZ7p7e972ruuq+f/Tcq3url9HIWkbS/Zzj43rmVlfdvnWr7Lr9fL9Pmrdns1n+HYHaYhDzzSkUCpKHjkKhUCgUCoVCoTg/OKukSZTS3wBYAMDSK0oAdhBCugCcVkOHzs5O3HbbbVi/fj2ef/75RtVPTjo2mw2f/exncffddyMajeIzn/nMstKfM8mVV16JV155RapwY4UtflBKefWjZDKJaDSKcrkMv9+P6elpJJNJlMtlvj/zgmHeH5VKBV6vFz6fD7lcDh0dHRgbG4Ou6zBNE8PDw1i3bh0vB83KN7tcLqxfvx59fX28n7FYDIuLi9A0De3t7fB4PLDb7cys19Xoe4jfxzAMLotas2YNenp6YLPZuOGupmkghPDt9vZ2bujLDIp7e3vhcDh4dkZvby/6+/thGAYymQxGRkYwMDCA9vZ2GIbBy3ezallsMYpl+hQKBfT29mJwcBCbN29Gf38/urq60NPTgw0bNsDtdnO5kigPq1arKBQK8Hg82LFjB44ePYpPfvKTUlWuk8EHP/hBmKaJn//852/6WM8++yxsNhtuuOGGZfetVqv48Y9/jN7eXuzbtw+nWOV4PNiX30WhUCgUCoVCoVCczazqhRjR+4UQ4gIASuk/UUqZLuCXACYB/BGAHxBCHKfaL0bE7Xbjlltugcvlwve//31u0nqqufLKK/GVr3wFhmHgM5/5DA4ePHhazrtStmzZgkqlIkkzrDCJksfjQaVSgWmafKGkUChwTxhN02CaJlwuF2w2GzZs2IA1a9bA7XbD4/FA13VeJcjlcqFSqSAej8PpdMLtdmP9+vXYs2cP+vr64HA4YBgG8vk8FhcXEQwG4fP5MDs7i1KpxLNmnE4nNE2D2+3GmjVrWBZIy6o2hBAEg0Euw0mn02wBB2vWrOHZKixrpFqtwul0wmazIZ/Po1KpoKurCy6Xi2dDxWIxhMNhpNNpFItFXglJ0zTYbDa0t7fz6lCmaaJcLiORSKBQKGDt2rW8hPirr76K6elpxONx2O12ZLM1lRUrgd3T04OOjg5omsYlRqZpwm63o1QqoaOjAxs3bsQTTzyBr3/96292ekgMDg5i586d2L9//5s6DqUUL730Evbs2XNcBr2/+tWvkEgk8P73v59775xhVNUkhUKhUCgUCoXiHGe1S5O2EUL+mFL655RSrYH8aBbAtwHsBfB/U0qXrThSLpe5v4Ou61I1mGq1iqmpKSlmvhCGYUh+Mrqucw+Jyy67DC+88ALuv/9+XHfddahUKpK/RKFQ4L+05/N57lsC1GQMLE4kEtIv8tY4FovxbYfDgb/4i7/APffcg8997nO4/vrr8eEPfxiEkLqFj0aeMaKfjHVfdk7rcaweMdFoVPK3Eb9XLBbjkozXXntNknmk02me2WKaJtra2jA+Po6Ojg5s2LABoVAIQM3IddOmTXC5XNB1HRdccAESiQQv/9zR0YGJiQmsX78e6XQaa9euhd1ux8DAAHK5HAKBAOx2O6+45HK5sHXrVhQKBfj9fhBCeBUllk3S1dWFdevWwe/3o1AocGNdwzBYWeaWqSCGYaCnpwft7e3YtGkTUqkUl9mwBZ7+/n5s3boVhBC0t7dj165dfMGJeba43W50dnbC4XBg7dq1fCGKeeiwxZXNmzeDEIK+vj6MjY1hbm6OV0hat24dvF4v2tvbYZomNm7ciLm5OS4RYrKhbDaLtWvXwjRNXmLa7/djZGQEbrcbg4ODWLNmDSqVCnbt2oWXXnoJd911F/bs2YN9+/ZJc4t54gA1jxgxcyaZTEpxPB7ncSQSwUUXXYQf/ehH8Hq9vBQ5m4fNPGGs7YcOHUIkEsHll1+O6elpRKNRvm8sFuOeMAAQDAbx9NNPY3R0lC+asfs2m83yex+QfWEaecIsLi5Kc4DdV6ZpIpFI8DZKKV8AY+NlnULWPygUCoVCoVAoFIpzi9W+ENMN4FJCyHcopZ+hlBqWxZhOAOsA3EwpPdL8MMdwOp1Yu3YtAHBjV0YgEJA8VwKBAPei8Pv9ki9FIBDgvhQ2mw3vec978MQTTyAWi2FkZETyovD5fNi8eTPfFj1ixJgQ0tI/BpA9Y8bHx/HAAw/ga1/7Gh5//HEYhoE777yzziNmuVjcJoRI31PcJoRInjE2m417d9jt9jqPGDYGomcGULsGzCPG4/EgFovB7/fD4XCgUqlgYWEBLpeLZ8VEo1F0dHRgcXERPp8PyWQSyWSSG8l2dnYiEonA5/PB7/dzg9psNovh4WF4PB7Mzs4imUzyqkAOhwMDAwOoVqvIZDIol8s8o4lVIGKZIIZhIBwOM+nSsVWHBui6jkQiAdM04ff7+eJVMBhEJpNBpVJBT08Pjhw5gunpafT392NmZgapVAqhUIgbNodCIfT09PAMIXZMZrbLJEPz8/PIZrPcNDcajcLj8cA0TeTzeczPz/OMm+7ubu79wkx9o9EoSqUSAoEAUqkUX4RhC0asnHUwGEQ+nwchBNu2bYOmafj0pz+NV199VfKL6enp4dWs2CIbwzAMyRPFMAyetaLrOt71rnfhoYceQiAQwKZNm7hHTKVSke7Lcrkszctyuczvk8ceewyEEPz+7/8+1qxZg0KhwOdhLpfj9yEAPP300zAMAx/4wAcwODiIdDrN7690Oi2dI5VK8fmdyWR431gs+sBks1n09PTwc3Z2dvK2QqHAx6RcLvOxEljtz2SFQqFQKBQKhULxJlnV0iQAL1NKrwNQIoR8DwDYIgwh5BYAeQB/eLyLMKeSffv2YdOmTXj++edbeqKcbDo7O3HXXXfhxhtvxM9+9rNVVd6aSV2sWTcizDuFZadUq1U4HA54PB4Ui0UYhsEXRTKZDOLxOCKRCLLZLHK5HKanp3n1HZaJ4nK5QAjhvir5fB7RaBQ+n48vJnR0dMDj8XAZkKZp0HWdV7iy2WxYs2YNduzYgbGxMfT29rKX5mUvbj6fh6ZpWLduHf/80NAQr5JUrVb5wkl7ezs2bNiA9vZ29PT08HZWfppSira2NnR1daG/vx9OpxOJRALpdJpn7HR0dKCnp4dXi3K5XFxaxcaSZWKwsuCGYcDpdKJcLnO/nFKphGAwCF3XuTwpmUzCbrfDZrOhXC7zzB22gPbv//7vJ2WuAMCePXsAQMpEWSl+v5/L1lpRrVYxOzuLXbt2nclS1QqFQqFQKBQKheI8ZLX/+koAUErplwgh3ySEfI9S+qmltj4AQ5TS2ZUckJm6ArWXMbYN1H7Bn52dlWImRzAMQ5IxGYbBXxiZhGnz5s2Yn5/Ha6+9JvlNlEolvq9VmpTNZrlMJ5lMSm3WctatykVfccUViMViuO+++5BMJnHTTTfxNqvESIxFeRFQX75abLPuK8bW/jCpUl9fH4LBoCSrSqfT3BvGNE0MDQ1hdHQUhmHwbAvDMGCz2bBjxw5ks1le3cjv92P9+vXQNA1jY2MIBALIZrNwu91Yt24dCCHo7OyEpmlcbsSkIcyfZXx8HGvWrMHs7CwvXW2aJv/uzH8FADe81TQNmUwGAFoaidjtdv6Z8fFxUEqh6zr6+/tRKBS4KfD69evhdDoxPDwMwzBQqVTQ3d2N7u5u7N69G21tbSiXyxgYGJAWcQYGBpBMJtHZ2YnR0VFs27YNkUgExWIRW7duhdvtRjAYhMvlwujoKEqlEoaGhhAOh9HT04NkMsnLW1NKMTg4iL6+Pmzbtg2Tk5OoVqvYunUrMpkMX4Dp7e3FZZddxhfCRkZGsHbtWnR2duKf//mfcccdd3DPm0KhwKVKrDIUI5VK1UmTmKQoGo2ir68PfX19OHLkCC688EJJmmSVIjWLA4EAtm3bxiWG0WiUX8tEIsG3vV4vNE1Df38/vzez2Sz/XKFQkEpUl8tlLkfSNE2SIlWrVem+YVW9APDqWyJiyW+xnDabQtY/KBQKhUKhUCgUinOLVb0QQyk1CSGE1vgzQsjdhJBfAHgAwL82K1fdClGatLi4KEmTQqGQJIEIhUJcihMMBiVZ0OLiIpcRBQIBjI+PY9OmTThy5AimpqZw880380UVn8+HiYmJum2gVtqaSSdsNpskTSKE1EmTWEwIqSt1fdddd+ErX/kKfvKTn2Dbtm14z3vew9ualcUmhNRJk1hslSlZpUliOWubzSaNHZMqjYyMIJ/Pt5QmaZqGSCTCF6kmJyfR0dGB/v5+JJNJJBIJ5HI5lEolLC4uoru7my+iEULQ1dWF+fl5VKtVUErhdrsRj8fh9XrhdruRSCTQ1tYGwzCQzWZBKcWll17KqwMRQkAp5Vk5TL5DKUUgEODlppeuZ8uqScwfJJFI8ApHbCEml8th48aNSKfTXFLkdrsxNTWFQCDAPWI0TeNlr9PpNCilvLx1KpXC/Pw8uru7Ybfb4ff7kclkUCwWMT09DV3XYRgGSqUS5ufnEQgEUKlUYLfbkUqlUCwWUSqVMDc3x7NfXC4X94shhPB+lMtltLW1YXFxEaVSiWfyuFwuLg+LxWJ4+OGHcccddwCoLTywcta9vTP4k/4AACAASURBVL18gQaoLViIMh1d13k5a03T0NfXh61bt/L7kMl/WHlyRqVSkeZhuVzGxo0b+ffbvXs3v8es0iS2/atf/QoejweXX345v0+z2Sy/v7LZrDT30+k0lyblcjn09/fzNmuJ6nw+L5WoFseAlddm319ceF1itWcpKhQKhUKhUCgUijfJqv+ffkopFSoh/TMAHcBLJ7IIc6ohhGDfvn3I5XJSZs3pwul04m//9m+xc+dO3HPPPZJJ6Jmiv78fqVSqaTshBKZpSoszQO3l2uFw8OyD2dlZXu7ZbreDEAK3242+vj5e6SibzSKdTnNDX4/HwzNrnE4nBgYG0NPTg1KphJmZGYRCIe6/MjQ0hM2bN2PTpk0YHR3F0NAQ708qlYKu6+wFumVVLrfbje7ubpimiWw2i2AwiEqlwrOFQqEQ9wYhhCCbzULTNDgcDi5NYrIhSin/p6urC2vXrsXmzZvR1tYG0zRhGAaXGTkcDui6zuVcmUwG+XwehmEgl8uhWq2ivb0dbW1t6Ozs5NWjgNpiQS6XQ7FYxJo1a2Cz2ZDL5XgmElDL1mLfhZXLbm9vxyWXXIJ/+7d/ezNTRGJsbOyES7L7/X4AsudRI1g228aNGxsthJxpWnoQKRQKhUKhUCgUirOfVfcW0gh6rCxLEsD/RSmdbrX/mWTLli0ghEiSp9OJ2+3GH/3RH0HXdTz++ONnpA8iHR0dkhTDis1m4z4oTJJECAEhhJeAZosObLHG6XSis7MTGzZs4NkxlUoFbW1tGBoagmma0HWdf66trQ3btm2Dx+Phnigejwejo6Po7OxEpVLhCzcdHR1ob2/ni0A2mw0OhwNtbW0sq6flQoxpmvB4PPz76LoOQgj6+/tBCOGGvYODgxgaGkJXVxdfYKpUKvB4POju7obL5cLatWvhdDrR3t6OcrmMUCiEhYUFvhhlt9vh8XjgcrnQ3d0NXdd5qWvmL+NyuWC323llqFwuxzNoOjs70dPTg66uLrS1tfFqSyyrhi1gORwObpwcDoexuLiIWCzGs0IOHjx40hb9+vr6kMlkpEpMxwtb8BMX9BoRi8VQrValrJZVxFnxTFYoFAqFQqFQKBQnzqqWJlmhlFYAVJbdsQWapvFfzqvVKnw+n3h86dd4Sinm5ub4tugZYZom95MwDEMqe93d3Y3Dhw9zmYPoEVMoFKR9RY+YVCrFt4Gap4W1JDSLrZ4sokcFIQQXXnghfvKTn+Dqq69GPB6XxkD0frH6wLTyiGnkGSP2x+pvY7fbuaymmUdMtVqFpmnYvHkzMpkMNm7cCLvdzjMx1q1bh0KhgMHBQYyPj2NhYQGUUlQqFYyOjiIcDqO7uxs9PT0YGhoCIYQv/BBCUCqV0N7ejs7OTp4d0t7ezstHl8tl+P1+dHR0QNd17jVjt9uhaRqKxSKGh4dhs9mYWe8xc5IGiKbBY2NjWLNmDTo6OtDX14dUKgWPx4Pe3l7ucwMA69evByGEL4Zs3rwZi4uLSKfTXPKWzWaRTCYxPj6OeDzOj7tu3ToEg0GUy2UMDw8jFouhu7sbfX192L59Ow4dOgSbzYauri5s2rQJTqcTpVIJ27Ztg9/vR7VaRSqV4hKycrmMtWvXwjAMeDwebgDs8/nQ3t6ObDaLgYEBlEolDAwMYGRkBK+++iqeffZZ3HjjjSgUCtwHJpvNSsbVqVRKikWPmEgkAl3XeUYQk5oB9eWqQ6EQHzsxZllosVgMhUKBb4tZPbqu83va4XBIxsC5XI7f48Vike8HyM8NXdd5iXWgdv+3KlFt9YERv0sDY+/mq5YKhUKhUCgUCoXinOCsWog5GTCDVKDm+yJ6T4TDYe55wmImcwiFQpJfSzAY5H4TwWBQ8n0ZHh6G1+vF+Pg49/HYsmULgJpHDNsGah4x7LMLCwtSeV273S6VwRY9ZJbzj/noRz+KL3/5y5idncX27dulfUV/GavXjNUjRpR52Gw2yTfDZrNxrw673V7nEcNe4iuVCgYGBvgijihDYhkbpVIJoVCIm+aWSiXuk8IWh3K5HMLhMBwOB6rVKvc9SSaTyOfzWFxc5Mdyu91wuVy8itLRo0f5gkxfXx9f6Jibm0MqleLSoEqlgiNHjsA0TV4liGWdMAPWVui6jnA4zBelNE1DuVzmGT66rmPNmjXwer2Yn5/n2SrxeBxtbW3c7Hd6ehqUUqRSKYTDYb7IYBgGQqEQotEourq6UCqV+IJdoVBAOp3m4+rz+RAMBvnClmEYiMfj0DSNl8yuVCrcg6dQKKCrqwuxWIz3eXZ2FqFQCIlEAiMjI3A6nYhGo1z+1d/fj/b2duzfvx8f+tCH0NnZyT1ixFLWbGyYFw0bG+YRU6lU0Nvby+dXW1sbn1tWj5hSqSR5xBSLRYyNjWH//v2w2WzYvXs3n2uFQoHfU8wvZm5uDjabDcPDw9K9mMvlmnrE5PN53oepqSkpmyafz/PvwfrT3t7O+yoad7OMLwCScbFAT6M/KhQKhUKhUCgUinOH824h5nTQ3d3NpSbshex0s3fvXtjtdszPz2P79u1npA9AbdHFMAxuhmuFGeUeOXIEuVyOl61msiC73c4r/Njtdi43yufzvIy12+3G6OgoBgYGMDU1BUopbDYbl9d0dHRwWc7w8DByuRwWFha4Ua/L5eJGtIZhYHFxkZ+PlbNm58YyVZOYDIlJepLJJDweD89KqVQq3GeF9ZFSyo2E3W43MpkMX5QplUrIZrOoVqvo6OiAzWbjfjUsM0jXdb4AwhaegJpMjXnNsCwkTdPQ1taGtrY2hEIhVKtVuN1udHZ2YmRkhGfqdHd3o1Kp8IySnp4evoAJHKsM1Nvbi4mJCQQCgZMyX5ixbaWy8sS3SqXCS5e3gi2UiNlnqwjlEaNQKBQKhUKhUJzjqIWYc5TVYkK63Esxay+Xy3C5XOjs7MTQ0BDy+TyXppRKJQwPD3PvlFKpBKC2GNDZ2Yl169ahq6uLlydmizhskWXjxo1cbsMWJcrlMjRNAyEEExMTuPjii7lXTLlcRiqVQldXFwghvLrP0nlbfiG73Y6xsTFUq1Vks1lujutyuVCpVOB2u2EYBux2OxwOR91iAPPCcTgcGBoa4v3UNA3VapVnlWzcuBFjY2O8KtSaNWuQy+WQz+f5opfL5cLQ0BAvn+x2u9HW1oaenh4MDg4iHo+jWCyiq6sL69evx+DgILq6upDJZGCaJrq7u3kpbFY6fHFxEYODg3x8nU7nstd4JZzMY52ltJS+KRQKhUKhUCgUirMfciKmmGczhJAEaqa/OgA7AAO1l+seAGXUFqfY26C5tI8DtbLFJQAaalkRJoDq0ufbl45nAnAv/VNZ+hsB0Asgs3RMliJTYF1aOgdZ+nwZtV/FnQC6lvZhJhNOYT9zadu29HksnTMHoANA29K2AzXfCcfSftWlc7ctHZ8ufa6y9DnX0nHzS9/XtXSOtqXjsDFrW/q7sdQ/59L3Ti/tw/5hY6Uv7cu+czuOZZdUlvbRlv4Noc251PcSjr2kVgF4lvrgAJBa6gtdOi5d+qe0tJ+2dA52Xd1L2+6lPpaX9nUubbuW2qgwzmTp772U0qZZMYSQPIAI5LlTWeqXa+nvTmE8NMv3qeLYXKpCnh/2pf1Yf7WlY7J52CF8R5twLHatC5CvGcWx+c7Gryp8lgDohHyf2HFsXrO5py0dz730uerScduXPudY2ocu/dsmjKe+1F5d+k5tQuxc2re89Dmmcyos7dO2FFPhPA4AsaU2uvRZdn+24di8NFF/fdm9xe7dzqXjsmcFm59dS/1i93oW8r1rw7E55FxqZ/cfG282TnmhTzqAHkrpwNL3AiHkDgB3LIXbARwztTl+BgDEl93r5KLOufrON0YpHTyZnVEoFAqFQqFQnBjn3ULMmYAQ8jKl9FJ1zrP/nCfjfOfDOJ0v5zwT33GlnA/X4Xw559kw3xQKhUKhUCgUy7M69CsKhUKhUCgUCoVCoVAoFOcBaiFGoVAoFAqFQqFQKBQKheI0oRZiTg/3qXOeM+c8Gec7H8bpfDnnmfiOK+V8uA7nyznPhvmmUCgUCoVCoVgG5RGjUCgUCoVCoVAoFAqFQnGaUBkxCoVCoVAoFAqFQqFQKBSnCceZ7sDpxuFwULe7VgW3Wq3C6TxWiVjXdSkW2637VqtVuFwu/jl2TADQNK1pbG2rVCrweDx8u1kbAJTLZR6L2wBQKpWQy+XQ2dkJm80mtVmPa+2PdV+xP83ajqfvLLb2tVwuS/uWSiVpX7GtWCzC5XIhFovB7Xajs7NT+hy7Buyz7BpVKhU4HMemd6VSgd1eq/JdrVZhsx1bgzQMA4QQHpumiRbkKaVdzRq7urpof39/3Ri0urbW8bHua73uYlsymUQul8Po6Gjd3Go1zuI2i9lYWse1VCpJc18cW3Fcgdq9wMa2Wq1K47qS7DtCiHSNxGtJKZX6Y5om/y6GYUhjWa1WeazrOtraahWv4/E4dF3Hhg0bpL6L+4rH0XUdhUIBkUgEExMTUpthGE2fG4ZhSH03DIOPl2ma0tgBwGuvvZahlPY0GZOmAyiOc6OYjaX1nKZp8v416muzZ97JfB6u5JnS7D453rZyuYxUKoXBwUHpWcHaG/WHzRlrmzWORqMoFAqYmJioGwMx1nVdur90XUcsFkOhUMC2bduk/w61+m+U9b9Xy8WHDh1KU0p70YCBgQG6adOmRk0KxbK88sorcVUaXaFQKBSKlXHeLcS43W7s2rULQO1/nIeHh3mbNY7FYli3bh1vE1/awuEwNm7cyLfHx8d5WyAQwObNm3ns9/uxZcsWAMDCwgImJiZ42/z8PLZu3QoAmJ2d5fsBwNzcnBTPzMzwWNymlOK5557DoUOHcPHFF6Orq6vuOOwcAOD1erFt2za+vX37dmlfFnu9XuzYsaNhG+svi2dmZqS2qakpfo7JyUnp/JOTk1L/Dh8+zMfk0KFD0vi8/vrrWLduHb73ve9hw4YNuOqqq3jboUOHsH79eh4fPXqUX7/Z2VkMDAzwtoWFBXR3dwMAIpEI2tvbeVsmk5FeWEqlEn+RbbAoU7T+QaS/vx9//dd/DQCYnp7mYyBuW+OZmZm6NnG8pqam+HgdPXpUavvBD36AZ555Bl/4whcQCASkcX3jjTeksRTH9vXXX5fm6MGDB8FexF5//XU+t9nn2H3A+jA0NMT73tNzbN0gFArxsU0mk9KLfblcbjpuhBBpgcDhcEjXiC1uAbUXYPG6s5dfAEilUti5cydvi0aj2L17N+/bnj17AAD/8i//glgshrvvvpvvGwwGccEFF/B9xWsSiUSwf/9+/OM//iPuuecevh/7niMjIzxOp9N8fLLZrNT3XC7Hxyufz6OrS17T6+vrizUdJAvNFqoASC/6pmnysdQ0jd8HQG2hs7e39m5eKBSkeyadTmPt2rU8TqVSfB7E4/Hjfh4uLi5K89Dv9/PY5/NJc1Z8Hnq9Xmmuz87O1sXiPdSsTdw+evQoHn74YXzwgx/kc2h2dpY/5+bn56X5I8Y+n09q8/v90vPxW9/6Fn7zm9/gO9/5DoLBoPSdQ6EQHxNxrIDa3Prud7+LF198EQ8//DAikQgf50gkIs2taDTKr0k0GuXz7HjirVu3hiBACLkDwB0AsHHjRrz88stQKE4EQsjCme6DQqFQKBRnG0qadJZCKUWpVILP58PDDz+MQ4cOYWhoSHqpOVdgiyHWX/nPEC3TZU437GVSvUStDDEz5XgRMzVOIW2n8uDnO5qmAZAXqk4WjTKcjhePx9NyofIk0SkGlNL7KKWXUkovHRxUyQwKhUKhUCgUp5PzLiOmWq0iGo0CqL2MRSIR3mYYBsLhMI8ppQiFQnx7cXGRt5mmiUAgwLcXFo79IFStVjE/P89jXdcxNzcHoPYSx7ZZPDs7C6D26zTbZvHU1BSXn6RSKezfvx+lUom/UAC1/4nfvn07xsfHEQ6HGx5nZmaGx6VSCdPT03XbQO1XcRYXCgVMTU3xtlwuJ8XZbJbH6XRaaksmkzwWtxvF4mczmUzdOXO5HIDa9RHHrlwuw+fzSeMcDAYByNcZqF2jTCYjjYmIrutS3EJG42nWANSuJxu/RCLRcJvF7JrE43FpkSkWk5MixDiRSEhtTqcT69atw5NPPokbbrhB6ncymZQyetLpNO9DNpuV+pPP5/mcKZVK8Hq90ndicx2ojS27T0zTRCqV4m2UUhQKBWnf48WafVQqlQAAbW1t0jna2tqk+9Tj8fD7z+VySXOfEMLnk2EY0jwDIN0XhUKBz69sNitJS9LpNF+AWVhYkLIUUqmUlFElxul0Wno5z2QyPJMlnU43Gobj1m+xa00IgWEY/O82m016Ptjtdj7f7XY7stms1Mb6YbfbpflFCJHmHiFEGndxTlBKmz4PDcOQ5pP4PNQ0TbpelUqFX5NyuVx3fawxm8P5fF5qy+fzUhvbZs+LUCjE51Q+n+fzgj1zGx0nl8tJ90w2m5Uykdi893q9SKVSUpuYHZZIJKQ5EY/HYbPZkM1mEQwGeQzUslrEzCfxv1eRSES635eLAZzylR6FQqFQKBQKxfFx3i3EsBdXoPY/qqIUqVEaOMs4sEqTQqEQl3IsLi5C1Nc3kiaxNPWFhYW6VHwWW6VIBw4cwMGDB/likMvlwtDQEEZHR1Eul7F+/Xp0dHRg06ZN0nGtKfxWadLc3JwkTRIlGKL8SEzpt37O2m6V04jSG9M0pTbDMKTvqes6Hx9N06SU/nK5jDVr1gCoycrEcS2VShgdHeXxkSNHmkqTfD4fP040GkVHRwdvS6VS0kt3oVDgL0q6rlv9Y1r+5O12uxvKkazSJFGORAiRxgeAtC8AqV0cO0oprrvuOvzHf/wHAEhSCcMwpLHUdZ1/1jrOmqbxOXzw4EGMjY3xtkOHDtWNM5M8lMtlLm0BanOf+fgkEomm4wrUe/VYsxTYcUzTlOQ9lUpFkkrl83ku+0gmk9L4RKNRPp9DoRDfdjgccDqd0r7BYJDPr1AoJMlHPB4PX+xoa2uTJDtOp1Oaaw6Hg4+J3W7n8w6oLZKIciTR82gJ3foHEfYyTynlY9nIM8fqk8POI95PQG3hgfU9k8lIUpZUKiU9HxOJBJ8HkUhEeh5GIhE+f8RxBJaXalplkyy2Pg+tzzFRjmR9Volt4nOLPUt37drFx88qxxSPI0qlfD6fdH7xewC1+etyuTA+Pg632y3dQy6Xi4+X0+mUpHUOhwPr1q2DaZro7u6G3W7n404IkeYaAH6NKKXS9VouBqBBoVAoFAqFQrEqOO8WYlY7lFIcPnwYhw8fRjQahdPpxHXXXYfx8XEsLi429Ig512HZKiea9n+SWRX6KJGLL74YP/jBD/Diiy9i3759q0XCtarRNE3yoDkemLcKy9A6RRy/o7FixRQKBbhcrlPyLLGaHa8E5hsUj8e5OfApwL38LgqFQqFQKBSK04HyiFlFVCoVPP7443j22WdhmiZ27NiBj33sY7jgggtO5f+cr3qYd4L4q/8ZpKVZ75mgq6sL73//+zE9PY0XX3zxTHfnrKBQKKz4nmJZCqLk7RSwqjyIzjWSyWSjLKSTgrUa0koQzYRPIWqFVqFQKBQKhWKVcN5lxOi6znX2y3nEmKbJU9lFTxgW+/1+ALXUf6tXiegRo2ka90iwesSUy2XMzs4imUzitddeQ7Vaxe7du7FhwwYUi0WpP4VCgfspiNuN2kS/BKtHjBhbPRHEWPROAFp7xKRSqTofGPZSsZxHjPjZRh4xzMOiWq3WjZ3oRbGcRww7DqUU+XweIlYDVtFzw+Kz0PJNq5VHjHgNRF8YqydMK88Y677M02NiYgJr167FQw89BIfDgZ6eHiSTSanvVo8YsT+5XI6PbalUkuZvpVLhcx2ojTObl4ZhIJlM8jbr2LYaV+CYL4zNZpN8epxOJ/fc8Hg8kkeMx+OR7gu3283ngdPprPOIYd+5Wq1ienpa6qO4bz6f52OQyWSkl+p0Oo3R0VE4HA7Mzs7y5wJrEzMhUqkUz7hIpVLStRTjVCrVyIuoZdaC6KPDxpIQIo2dzWaTjF/tdjsfS+ZFIrax60cIQTwel84nPh8JIfz+snpmUUr5HDEMo+6+tD4PRc8s8Rqw5yHQ+LnVys9KbBP9XMS2SCSCnp4e6RkjemG1Ok4ul5P6Y622xubUch4x8XhcysiJxWIYGBiAw+HAb37zG4yMjEgeMeL8EZ9p4rU5nhjKI0ahUCgUCoVi1XDeLcS4XC7u/RAKhSSviVAoJGn3w+Ew1/VbPSOCwSD3pWjlgQDIJatFzwGg9iKYyWTw29/+Fu3t7fjQhz4EVsHCKj9qVr6aHaeZR4y1tKvomdDKB2Y5jxjxuNYSzEePHuX9qVardZ4wYn8qlQpvL5fLkndJqVTiL6tdXV3SOB8+fFjyLpmcnOQeP7OzsxArgSwsLHDfjnA4LPl0JBIJKTsin8/zl/ByuWwtwXxCHjHW8SGE8Nhms0njYY1FDxmrnwyllI/dTTfdhO9///t45pln8Gd/9mcwTVMad9M0+dgahiGNpa7rfD7rui55Hh08eLDOI4aN89TUVF2ZcOZB0qhMuOgZU6lUeKzrunQNDMPgUiBd1yWvi1KpJN2LmUyGf894PF5Xdpr55gSDQWzfvh3FYhGUUvT390tjubi4KHnEiB4fbrcbGzduxPDwMPL5vOSdYvWIsdvtfK4RQiRPFgB87lFK68pXAyhY/8Cw2Ww8m0PTNO4DY5VZVSoV6bilUolLXwqFguS3I/rCWD1h4vG49DwUfbIikYg0Pit9HrJxFz2ygHqPmFbPsVblq2dmZrjvC2urVqsoFovYvHkzb2PnYceZn5+X2sR4OY8Y5v+znEcM84QRPzc6OoqtW7diYWEBQ0NDki+M1SPmeNsaxCoDVqFQKBQKhWKVoP7H7AxSKpXwyiuv4Ne//jUmJiZw5ZVXQpURrYdVfFkl0qSWZqpnku7ubnz84x+Hz+fDt7/9balyjuIYrGLSiUhUxsbGpGyPU8B5tzh+umBVhNii1MlGXBw7ES655BK8+uqrvFrYKaD7VB1YoVAoFAqFQrEyzrv/6dd1ncsKqtWqJDGoVqs89R6o/SrP0u+r1WpdCV8mR9J1XXo5E6VIQO0Xahaz1PtUKoUDBw5A0zTs2rULGzduRKlUqivB2iy2tonSpFafA+QUf2sqvpimv5w0SZQRpdNpyd9AlB+lUimpzRqLnxXlTqwPi4uL8Hg8KJfLy0qTxOtllSYxCQaltM5w1fryIy5iWEowt8yIEcvvtipRLZaojcVidW3NYmtbIpHgcSKRQH9/P2688UY89thj+MlPfgKbzcYzelKpFO9PJpORJCGiNKlQKEjzt1wuS9IkTdP4fWIYhiRnEcuEU0rryoRbpUosJoRI18DpdPJr5Ha7pbLKbrdbuk9dLheXvtjtdul7AeDzW9d1TE9PS9/NKs9iGTpW2Uk6nYbL5cLo6Cj279+PmZkZnsGTSqWk6k9W+ZFVmiRuW0t2o8VCH6VUGj8mPyKESONss9kkeZjNZuPXxGazSVIyqxxJvGcopXVSTTbuVqnmSp+HbK6JUiQWi7LJVs8xa/lqazl28Tk2PT2NyclJALWqV81KVIvPP0CWJmWz2bo5YZUm9fb2Hpc0SZwvLGam208++SRuuukmAPV+RNFolGcIitvAcZWvVigUCoVCoVCsEs67hRi3283lGX6/XyrBuri4KEkeAoEATy+3lqj2+/08/b6VFAmQ5Uherxe6ruO3v/0turu7cdlll+HSSy8FUC8palQSmsXWNjE139rWSGIklqgWU/HF2Pq5VpKn6elpaQympqZ4m2EY0uesUiVRmlSpVOpKVFNK0dvbi/b2dukaWKVJR48e5Sn/s7OzUlr+wsIC+vr6ANRkJ+Kv4rFYTMqOyGQyvLx1LpeTJDPJZLKl4aXH4+FSGPE62O12aQzEeDlpkt1u5+Njs9mksSOESPGWLVuwc+dODA0N4b777sOzzz6LT3/603A6nZKMiVIqjbNpmjw+cOAAl5kAjctZM8nK5OSkJGeZmZnhMp1AICDJcuLxuCSZyWQyPC4UClyKBNReyNlxCoWCVFY+l8tJ8yCVSvF5Go1GpRLe4XC4TprEFhc2bdrUVJoUDAbrpEmjo6N4+9vfjh/+8IdIpVJ8jBwOh5TJZrPZ+FwjhNRlYLAxoZRK33mJps9k8Ty5XI5/Np/PS+fI5/P8/EBtnNlYptNp6b5IJpN8bFtJkYDafcPGfXFxUZojyz0PxXEW5UhW+ZEYN5ImNZNGNipfLUost2/fjgMHDmDNmjVYu3attK/X6+XPvEbSJLavVZrk8/mk53y1WsXg4GBDaZLT6eTPKrvdLo2z3W7HyMgIhoaG0N/fjwMHDuBTn/oUbz9eaRKltGUMlQGrUCgUCoVCsWo47xZiziS6ruPw4cPw+XzYsGED3vve90qGl4rGZLNZacHlDHNWVB7Zt28fFhYW8OSTT+Kb3/wmPvnJT57pLq0amFnqiUiTdu7cCQB47bXXcMkll5zsrgHLmEErTgxmICwuHp1sSqXSikuii9jtdlx33XV49NFHkUqluM/QSeTk1+xWnBfcd999ePDBB890NxQKhUKhOKdQv5CdJoLBIH74wx/C5/Phoosuwvve9z7JuFTRGF3X637hP8OcFQsxAHDhhRfiE5/4BBYWFvC1r32triLO+UooFMLatWslecjxMjAwgPHxcTz33HMnv2M1KsvvolgpR44cQaFQwK5du07J8Q3DQLlcbmS+vCI+8pGPQNM0PPDAAyepZxLV5XdRKGoLL9dccw3/55Of/CSef/75M90thUKhUCjOKc67jBjRR0TcZrHoeyDGmqbVlahmPgitPGFM08TU1BQCgQDa29tx4YUXYv369fyzxWKxqbeLtQy1GFvbxM9aS1sv561g9Utgcaty1YDsEdOqfPVygUxYkQAAIABJREFUHjGZTKapRwzzSKhUKjAMo85PopVHjOhvYRgG9xmhlPJS1iy2lrNm5X6BOv+Yli8zokeM6P3SyAeGLQQ084xgWI9j3Vf0iBHPkUwm0d/fj4985CN45JFH8PDDD6NQKGBsbAypVEry28lmszzO5/PSfC4Wi1L54XK5zO8LsZQ1IHvGiH4xQGNvHnHcxTaHw8G9TJxOp+SV4XQ6pfvWbrdL/RPniGEYfK5rmobp6WksLCxg3bp1iMfj0n2RzWZ5tSyr/0cqleLxW97yFjz++ON4/fXX0dfXh2QyKV0TMRa9bVgb8+1IJBKNPGKazi/TNPkYWcdSLEnN+ms9L0NckKOU8jLHlFLJM8s0TWmcDcPgXkGiJwyw/PPQ6u3EYvH5Z41bPeMAuZy01SPGWnb6pZdeQmdnJwghyGQyTf1kVuoRw3xf2LVg393qEZNIJHgci8Xqylez+dLW1oZ9+/bhP//zP/Hud78buq5L97RYkno5TxjlEaMQWUlWC1t0ecc73sH/feutt+KOO+5ouL84RxUKhUKhUBwf591CjMfj4Zr/hYUFScfv8/kk7wmfz8dT2a1+AAsLC9znwFqClXnCJBIJPP3004hGo9i1axfe8Y53IBAIHHcJ1pV4xIhxKy8FQC7XKpZ5Zf1p5h/T6LgsFj1hALl89eTkpDR2uq5L46VpGm8vl8uSdwl7Kdq1axd8Pp90vY4cOSJ5+kxNTXGPmLm5Ocm7ZH5+nvtrLC4uShk2kUhE8thIJpPcfyOdTks+Hn6/v4wWiPNLLDXdyPeF7dfKP4bFbLzEbXZc0T9GHGfmH3PBBRfgoosuwte+9jU8/vjjuOWWWzAyMiIdR/SMEf1iWJt4Xxw4cICP+xtvvFHn08PG3ev1SmWdg8GgVDo5Go3yOJVKSftmMhl+nEwmI3mVJJNJ6XvGYjHuAxMOh3HBBRfwtsXFRS4nWlxcxNjYGLLZLK699loMDQ1J4yyWXWb7MlwuF/f1uPbaa/HYY4/hjTfewIc+9CHY7XapvLbNZpO+pygxoZRyjxjDMOpKWwNo+ubsdDp5H5LJJB+vZDIpnT+ZTEreIPF4nPvAxGIxyZ8kEonwsQ2Hw9J3tvpiiR46Pp+vaYnqZs9DRisfmOVKUovPH+szT3xWiaXjf/3rXyORSOD666/Hzp07MTc3J/kIibHoFwPUnvMstnrd+Hw+/j3ZAtXmzZuxefPmuvnjdDql8tXiNbDZbFI56z/5kz/B7bffjgcffBCf/vSnpeeY6Pti9YAxTbNlrDg3OFGZkHVxpRXLLbwoFAqFQqF485x3CzGng3K5jGeeeQZvvPEG3G43LrnkElx99dVnultnJZlMBm63+4T8PE4RZ6XPQn9/P2699Vb84he/wIMPPohdu3ZhbGxstZQEP22wzBlxAW+ljI2NYXx8HD/96U/xh3/4hyepZxylVzyJUEpx4MABdHR04KKLLjpl52GZXw0W1lbM6OgoPv7xj+OBBx7AwsICvvWtb0lm0G+CphW5FKuLVostK1lQEVGLKwqFQqFQrC7UQsxJRNd1vPbaa3jttddAKcVb3vIW7N27V0r3V6yMdDqN4eHh1ZT6vGo6slLcbjc+85nP4LHHHsPPf/5zfOtb38Ltt9++mvx3TjnT09MghGBiYkKS66wEQghuvfVW3H333fjd7353so2klVnvSeTw4cOIxWK48cYbuezsVMDmkpgJ9Wb44he/iE2bNuHv//7vcdNNN+HrX/86rrjiijd72JbZfIo3z8kytW212KIWVBQKhUKhODcg55uGvLOzk+7ZswdAzftDLE1cLpeluFKp8CoY4jaLxRLHyWQSPp8PmqZhYGAAu3fv5u2FQqFpmd58Ps9/Rc1ms1JbLpeTzB/FeLk28ZfZbDYrxWK522w2K8lycrkcl1Jks1lJVmGNM5kMj61VPlKpFD9uIpGQzp9IJKTvmUwmecZLIpHg46zrOp544gls2bIFExMTSKVSksGx6OnB+s58GAqFguTRUCwWuS9DuVyWPD00TZPiarXKF35M05QWgdLpdIZSKtcjFli3bh1lFYpisRiXjIjbQE0uwmQD0WhUkhDEYjEpjkQiPBa3gZqchMWhUEj65dwaLy4ucjnLiy++iP3798Nut+OGG26QyiwHg0Hp+oTDYSkjKRwO8/skkUhI10T0VhGvB1Abd9EbQ9d1HpumKe1LCOHHsdvt0jlsNpt0L9psNt5fSqm0sKRpGh+DcrmM559/HqVSCX/8x3+MQqEgSULE6lzpdFpaYEkmk1xakkgkMDAwgE984hMYGRnBnXfeKUmn4vE4P248HpekJYlEgsfxeLwu0+Gtb31rgFK6AQ1wuVyUXT/TNKWxEzObGsXsPjEMQxpLMTYMQ3r+6boOj8cjxWzcNU2TroGmafx5Vy6XpflSKpWkZ5X1eWhtY9dSLNHdLGafFZ+jQO1adnR04Gc/+xlcLheuv/56fo/n83npWZXP5/kCSi6Xk65JLpeTJHJiGfV0Os2v83PPPYfHHnsM3/zmN9HR0YFkMinNn0QiweVIjcqEW2N2nldeeQXf+973eMWnbdu24fLLL8eWLVv4+R0OByqVCubn59HW1oZ8Po9isYhwOAyHw4FqtWY79K//+q9HKaXHNFkCl156KX355ZcbNSksnIpslUacTYsthJBXKKWXnul+KBQKhUJxNnHeZcR4PB7uGeH1eiWfA6/XK3lPzM3N8djr9Uq+B3Nzc+jq6sLk5CQmJydhGAY2bdqEt73tbSiVSi09Waw+K8yDYGpqSmprFbdqE/0RGsXiOa3eCta2Zp4w7Ljse4qeMNa4lScMUFvUYtehVCrxbSYj2bFjB0ZHR1EulyXPisnJSUliMj09zV9o5ubmpJfs+fl5vmARCATqFixEf5JoNMpf5uPxuPQrdzqdbqnlET1iRK8Xq++Lw+GQ2sTxcTgcTeNGbWy8rB4xdrtdisV2m82G3/u938M//dM/4ac//SmuvfZaST4n3hfWWPSMef311yUvjMOHD/MX0OnpaekaeL1eaVEiGAzyOBKJSC+58XicL27EYjHpukejUWksw+Ewv6eDwaDkERMIBHg8Pz+PcDiMK6+8Etu3b6/za2rlEeN0Ovn3stvtGBsbw+c//3l89atfxUsvvYS3vvWt0niJCybi/DFNky8CVKvVRiWK69x7GW63m1+/cDjMxzYcDksv8uFwWFoECIVC/D4JBoNNfWDE7w+cmC8WUO/7cqI+MMt5Zon7Wp9xU1NTmJqaQqlUwtVXXy3Nibm5OemZ5/V6JY8Y0T9mfn5e8hRr5hHz/PPPw+FwYNeuXSCEwOVySePscDj4fLbb7dJ9QQiR5j4Afl9ccskl+PGPf4yHHnoI+/fvx3PPPYcnn3wSJ8g5LXs7XSWWVbaKQqFQKBSKk8F5txDzZjAMA5FIBF6vF9PT0/wX/uHhYbzzne/kL19ihRDFiRMIBEAIWW2Gk+dMCtnw8DD+8i//Et/97nfx5JNPolgs4oMf/OCZ7tYpY2FhAZVKBSwj7s1yww034KmnnsJ9992HvXv3Yu/evSfjsMWTcZDzmWq1iv/93/9FIBDAVVddJWWinSrY4u2pkFC2tbXhtttuw2233Qafz4d4PI6FhQWePajrOtxuNwzDwIYNG9DZ2YnOzk4UCgWMj4/zbKjLLrvsnFuIERdfTmY2SivUYotCoVAoFIqTwVknTSKE2CilJiGE0BPofHd3N7300loGbbFY5On01tg0TV5qNpvNIplMIp/PwzRN2Gw29Pb2YnR0FENDQ9B1vWl6PYtZ2nwr2ZBVQpTJZJrGrdqsx7HGuVyOy1BEeRHbV5QtNZMiAbXUfBYnk0mpLZlMNpUmiVIka5xMJvk1+OUvfwnTNPG2t72Nn1+UVeRyuTppEosLhYIkzygWi1z6YpXIaJpWJ5lhMgbDMCTZUiQSKVNKj+k3LKxfv55+6lOfAiBLjFrJj6xSpFgsJmWORCIRKXNEbBOlSWKGCYvFl9DFxUUei1lBpmni8ccfx6FDhzAyMoK9e/fWHUecz6FQiF+vaDQqyVkSiQSXs2QyGen65PN5Ka5UKvwaVatV6XpRSqVrLZ6DUirdb6Zp8rlWrValDJRKpcK/83//938jEAjg85//POx2O3K5nJRJkslkeJxKpaQ2UWoiykwKhQK+9KUvIZ/P45vf/CYvi80yHmKxmJTtIF5b63UHgCuuuGKaUroNDfB4PJRltlSrVT6W4jaLxbETJUbVarVObsTGVpQXsbETY1FyZJUbFYvFlvLLZnJMq9yo1fOwkXTTKmPSNA2//OUvEYvFcMkll2Dnzp2S3JLtK8rXcrkcX0S3SpOy2Sy/RplMRspkEefIPffcA4/HgzvvvBNAbb6I8ycej/P5Y5UiWeeIKE2KRqNNnwXhcLjps4DtK8bvete7Fiilm9CArq4uas3qYpzpRYeVSIHOdF/PV5Q0SaFQKBSKlXNWZcQQQtYCeCch5H8ppf4TPY7D4YBpmtzDQtd1lEolxGIx2Gw25PN55HI5sHUe5kFx8cUXY/369RgbG4Pf72+aQi+m3ltjqxSolaToRKVJ1rbp6emmZahX0taof6I0SRyDycnJptKkN954oy5mEohKpYKJiQlUKhVkMhmMj49zucTk5KQkUTl69KiU/j89Pc3T/+fm5qSXnfn5ef5y4/f7pReYxcVFKQ6FQvwFJhwOS4sZkUik5eKfx+PhYybKiFrJj0SZElCTwVj3ZeMjbrOYjY+43Sxm5dgbyZiuvvpq3H///XjhhRfwuc99jo8BIaSpVOngwYPSNXn99dd53Eg6JnqpzM/P85fTQCAg7RsMBnlfg8Gg1NdQKCTNy2AwyKVJohQJqF3rnTt3olqt4v7778fevXuxa9cu3iaOu9/v59/L7/fXSUtYX63lhv/mb/4Gf/7nf46/+7u/w3e+8x309/fzOWOapvRibxgGf+k3DGNF5q4ej4fLZsT++f1+aeysZaf9fj8fS2vZaVF+JEqPgHr5kdfr5fd/K7mR9fnXSn7U6pnX6DnWTBo5PT0Nt9uNX/ziF0gkErjyyivx7ne/m/dHnC+zs7PHXb56fn6+aflqVrKbUopkMonLLruMj3MraZLNZpOkY9b5BEBamBG3KaX8WWWapvTcMgxDiq3tOIFsvueffx7PP/+8tBByqhc7rAsvSgqkUCgUCoXiXOSsWYghhIwBuASABuBvCSFPANhPKV1cyXFyuRyeeuqpur97PB7Y7Xb09PRgeHgYO3bsgKZp2LlzJ/r6+upe2hSnlsXFxTrjVcWpZe/evejr68M3vvEN3Hvvvbj99tulF9azmYMHD6JSqfDsqpPJyMgI7r33XnzhC1/Ahz/8Ydx+++247bbbTlSmctZW5ToTFItFHD58GL/+9a+RTqfR0dGBj370ozDNplY7J51MJoNisXiySkyfSpqWjdq+fTuee+65ur83WhSxLsycbKwLL2qxRaFQKBQKxbnIWbMQA8AJwE8pfZkQEgfwHgBdhJAnl1uMIYTcAeAOAOjo6MAf/MEfgBCCxcVFbNu2DQ6HA4QQzMzMSL8Az87OrjZ/kvMGv98Pu90uSRNWCYb1D+L8Ek1/z0YmJiZw66234oknnsB3vvMd3HzzzavxGqwISimefvpp9Pb2njR/GCtvfetb8eCDD+KrX/0qvv3tb+Pll1/GX/3VX0mVoI4TyQxanFuiPOtsRdM0ZLNZeL1eFItF+P1+JBIJVCoVLgf1+XwAagsc4XAYNpsNlFLEYjH4/X5omoZYLIZwOIxyuVaRube3F+973/uwZ88euFwuzMzMnLbv5PV6AUDKwFulrHh16o477pAWQE6HIa5aeFEoFAqFQnE+sKo9YkQfGELIOwB8BMCnKKWUELIPwB8A+A2l9EfH6xnT09NDr7rqKgCty6ECNS+DZuVRRa+XRr4v1pLQzcpFp9Npya+lWZs1Xkmb9bii94vo88L2bdZmjcWS1aInDIvZmCSTSWmcU6lUnUcM86JIp9Nob2/HL3/5SzidTuzYsYO/gGaz2TqPGDHO5/M8LhQKkm9GsVjkHiTlcll6QdY0TYp1XeexuA0A8/PzKUpp0zSd0dFR+tnPfhaA7Atj9QNp5QMhtgFyRSGxWg5Qk+mwtlAo1LQqEVCT7bA++P1+qT8+n4//ou/z+dDV1YX/+q//gtfrxQUXXICrrrqKZ3gEAgF+bUW/GNZ3VtY4lUpJiwfZbFbyJykUCjyuVCpNSyVXq1XpHIZhSPebrus8c6pcLkuZCcViEbqu4+GHH8YVV1yBa6+9VupPM88P0QfGGlvLD8diMX4c0zTxox/9CI888gg0TcPu3btx44034u1vfzucTqd0ra3XHQCuu+46P6V0IxrQ0dFBWYaSOF6VSkUaZ2tp6XK5zOOV+r4087pq5fuSyWRACEEmk0Eul0MymUSlUkE+n4eu642+GoCaBI79QyltmNVCCIHD4UBXVxfa29sxMDCAtWvXwuFwtHzmipl12WxWkoSJHjHZbFaSImYymablq9l8+cUvfoFHH30Ud955J8+atM4fcc60KlcNyPe7tZqY6AuznCeM1UPmve99r+QRIy7ybdy48a0LCwtQKE4E5RGjUCgUCsXKWe0ZMXYAVQCglD5PCPkAgP8ihLyPUvprQogHwCeXPGOCx3PAtrY2/qt4o3KozcqlNird3Mz3pVW56FaeCFZPlpPpEdMsbuUDs5Jy2pOTk009YsRtADhy5EidRwzzrThy5AhGRkaQzWbx9re/He3t7U09YqampqR4ZmaG+zLMzc1JfiRer5f7MiwsLEgvQn6/X/Js8Pv9vD0QCFjLYK+ofHWrstNim+iB4nQ662I2BuI2i5kvhdPplMZD9IRhMWu32+1Sm81m4zHzhLn44ovxwAMP4IUXXkBPTw9uvfVW2O12yTPG6h9z8OBBfpzDhw9L5zh69KgUz8zM8P54vV6pjflvALWFIWuZaVEy5ff7uS+Mz+eTPGIWFhbwP//zP+js7MTVV18tfc7qiSL6p4hjxcaLzSdCSF32gzhHbr75Znz0ox/Fo48+ip/+9Ke4++670dPTg71792LTpk14xzvege3bt6NarTaSs5Ssf2B4PB7ubzM/Py+VeRfnizX2er1S2elmpaXn5uak+9ta5rlRaXtN0xAOh7GwsIBIJIJwOIxYLMb9tQgh6OjowPDwMLZt24bu7m4Ui0Vs374d7e3tvNy4y+UCIUR6phw9ehQTExMwDAOEkDqvF/HZ1eqZezweMcxjqFH56mYeMcxf55FHHsHAwAA2b94s3YvH6xFDCKnziGExpVRaiDFNk8eGYTRtaxTDkhFDKb0PwH0AcOmll67eX2QUCoVCoVAozkFW7UIMIWQdgFsJIQcApCilL1NK/4wQ8s8A/j9CyAcopc8SQvoBbAVwXAsxitVPNBoFUHsZyeVyZ7g3dTT/Sf8cw2634/bbb4eu69i/fz+y2Sw+8YlPnOlurYjZ2VkcPnwYN998s1SV6VQzPDyMP/3TP8V73/teBAIBPPHEE/jd736Hp556Cvfffz8IIdyPanBwUMwGOn3mJiuEmdL6/X688cYbePbZZxGNRvmiS2dnJ0ZGRjA4OIidO3diaGgI/f39dQa4U1NTfMHCWgnNis1m41XLTkVp6JOBdRF6FWNbfheFQqFQKBQKxelgVS7EEEKGAVwE4EkAbwVwDSFkglL6Q0rpZwkh9wD4JiHkfwB4ALxyvMeuVCqYnZ0FUEtJZ9vLxcu1iZ4E2Wy2aZzJZKQ2Mc5kMpienuZt6XS6aXyibSxm50yn05iammq4byqVkj6XSqWkfcXY2iYeN51O4+jRo9J3FuNsNsvPk8/nEQ6H+d9LpRIf51KpxP0YgJqsYn5+nseVSgUsvb5SqcDvP1ZYS9M0BAIBADUpSzB4bN2uWq02javVKkKhEATqPGJEKpUK5ubmANQkK6wsdjQalcpgR6NR3haJRKQ28XOsXTyOKJUSjyNus+NY92XnYRXCGPF4nL/oJhIJ6aX3ggsuQFdXF5566in8wz/8g2R4y/w+GPl8nl+TYrEIUe5QKpWkuFwucz8QcZuNI9u30XVmY8za2RwpFot8W9M0PP300xgcHMTY2Bji8bh0D6fTaWlxJplM8vFKJBLSWMbjcWnsxPERM0DYODNZTTQaxejoKPe7OHr0KPdBWVxcRKlUgt/vR7VaZR9vOr80TZPGSxyfVuMsxsViUbpeYlwoFKS2XC6HV199FdFoFLFYDNFoFJqmAahleAwODmL37t3o7++Hw+Hg2RdMXpjP55HP5+ueh62eeWLc6jnKYrav9Thim7i9XNzo+czmTKP5ks/nEQqFcPnllyMSifD5E4/H6+5FNn+i0ag0fyKRCETEOBwOS3MrHA7zuSVuH0+MWoapQqFQKBQKhWIVsCoXYlCrjLQOwNMAvACuAPCeJR+Y/0Mp/TIhZDtqvx6nKKX54z2wKE1aifTmROU9y+17ouWrjx49etx9bSVValXq2tpmLVEt9uHIkSNSmxhby1VbpUlHjhzhUorJyUkAtV/Xd+7cicnJSS7BsEpbpqenW0qTRGmA1+vl8fz8vFTud2FhoS5mMgKfzye1TU5OtkyrcLvdfExalZ0W5UdWuZHL5aqTH4nSJHEMRDmSVQ7RSB7BvovdbpfaxJgQIo0rIQTXXHMNdu7cie9+97t44YUX8KUvfQm9vb110iSbzcbjQ4cOSW3idQZq84vFVqNssVSyKA9hMZOSALXrxeKFhQUuTfrxj3+MYrGIL37xi9i6dWvdcaxSk4WFBel6iWNgs9mkeSBKSyilklTJNE0uLbHKR6rVKt75zncCqC87DQCXXXZZ0/SQ9vZ2vOUtbwFQy/Rh49WolLRVftSstLQYz8zMoL+/H7Ozs5ifn8fs7CxfeFmzZg1GR0exZ88ejI2NIZvNShKeE5U0Wp9jYvxmns9WGZXY11blq+fn51ckTWKLvddccw08Hk9TaZJV2ibOH0A2+qWUSp5DomzJOrfEtkaxRZrUchFZoVAoFAqFQnH6WK0LMUUAXQCuQW0x5nnU+no5IeRVABcCeIFSGml6BMVZSzKZXM1lq1etdORUc+mll+LLX/4y7r33Xtxzzz34/Oc/f6a71JSZmRk888wzuOiii84W2QjjtMpHisUiDhw4AK/Xi5mZGZRKNYua3t5ebNiwARdddBE2bdqE3t5eabFjFUoGzwivvvoqOjs7sXnzZimrbpWinekOKBQKhUKhUChqrMqFGEppmRDyBID/FzWz3heW/hkH0AegE7WFGrUQcw5imuZp9fNYIc0NLc4Ddu7ciVtuuQWPPPII7r33Xrz73e+Wsl5WA5lMBvfffz/6+/t59omiRrlcxpEjR7CwsID5+Xkkk0kAtWybwcFBXHjhhZiYmEBvb2+dCblCxjAMvPTSS7jsssskGZJCoVAoFAqFQrEcq3IhBgAopUcJIf8E4P8B0AHgFwBeBrCVUvrAiR63UqlwD4Dj8SA4UW8XcV+rJ0sz/xarJ8ubOU6zzzU6jrWtme9Lo/6JPjDivplMhsfLeTTkcjnJI0bTNOTzeczMzEieH6VSSfIGKZVKkneI6JVRqVQkzxFN07iMQPSLsbZZ23Vdl/bFMhkLmqZxnw3Rk8XqA2P1iBFf5Br5wLD4RNus/bF6xIi+FVYPlHg8Ln1Hl8uFW265BQ8//DAeffRRlMtlLrHJZDL8++dyOclzpFAoSNdLjIvFYl2b6F0iXndrnM/neZxIJPDQQw+hWCziAx/4AAqFgjTXRY8Y0ROGfU92HURPGOuYxGIxaTxEw1oWM2+OSCQCwzimCBHjaDQqtS3RNOOqUqk0HC+r7wsbO0op8vk8gsEgDh48iFgshmw2C+CYx8uOHTuwefNm9PT0IJfLoa+vD6lUCqlUCtlsVhpnMRa9U6xxq7ZG+zZ7rh6P15Xoi2V9jjXzfVnp85D11TpfXnnlFeRyOWzduhVer1fyFWo0f47XI0b0hbH6vIRCIT5nwuGwNH8aecRY5peqjKRQKBQKhUKxSli1CzEAQCk9TAj5BoB3A/g0gAUAj7+ZY7a1tWH37t0AVuZBcKL+MSxu5ruynF/LqfCIOd7v1cq/AZCrhbwZjxixfPXRo0fhdrvR3t6OLVu2SB4x09PTUvaFNRbLIc/NzUleKnNzc01LJVv3Fdut+/7ud79rWbrF7Xbz7+1wOKRyyK18X6weMeI5XS4X77u4zWLmReF0OiXPEafTKZXwFn0qxG1A9kAhhNR5l1g9Y8bHx3HhhRfirrvuwhNPPIGPfexj2LdvH2w2G/dZEct3A7Vy1mIszh/rPBRLDoseHkDtmogeMSzWdR3f+MY3kEwm8YUvfAG7d++u8/gQzzE/P19XUpxdh0blvUXPD3F8KKWS54dhGNzzo1qtSv4f1WqV+3iI2wJNU8Ha29tx4YUXAqj3ndqwYQNSqRSi0SgCgQDm5uYQDoe51MjtdmPjxo3YsmUL3va2t2H9+vWw2+28DDWAugwYa2w954k8UwD5OdLoGcPmxHLPH/G44vew9n258tViVadGPkLsuFaPmEcffRRutxvXX389PB6PdN86HI46jxg2Z2w2m3TvAc09h0zTlOaPOLfE7eOJcR5VfFMoFAqFQqFY7azqhRgAoJROE0L+f/bePDCK+v7/f86xR+774swBSbghhCOiFLRaULQoKhYvUMT2U6H1U7/tR1vbT2ux7ednP63iRyziWRSKReUWDwQUCISbGI4km3Dk3uxmc2ezu/P7I8z4nvfOzG4wkGDej3+cl+/Zmfe8Z3Z033k/n89yAKGXalfv9ohxpbFarcpf7vsg7K/Kl4iJicGCBQvw8ccf46233oLdblf9+LyauN1uvPrqqzh37hwWL16sTLZeg+gaqjY1NWHXrl3o6OhAbW0tDh8+jObmZtTX16Oz85vf2IIgIDk5GSOP6GfAAAAgAElEQVRGjMCgQYMgSRImTZoEnudRUlLiN8nG6D7t7e04dOgQpkyZQkaP93WumY4yGAwGg8FgfNfp8xMxACBJUicANgHTT0hLS8OXX36JhoaG3u6KFszwksBiseCJJ57AmjVrsGXLFqSlpWHJkiVX9cdpc3MzXnzxRZSVleHWW2/FtGnTrtq5rwC6K66am5vx1VdfwWq1QhAEREREICwsDOHh4UhLS0N0dDQSEhLgcDhUK4ZKSkpUMhnGt2fXrl1oaWnBD3/4w97uSne4Jv57z2AwGAwGg9Ef6Hf/Y9be3q7yFeiOB8G38XbR828hPyu3eTwetLa2oqamBufPn0dHRwe8Xi8aGxtx/PhxSJKElpYWHDt2TPESaG1txdGjRyFJElpbW1FQUABJkuDz+dDS0oIvv/wSPp8PkiShvb0dO3fuhCAI8Hq9OHToECwWC+Li4iCKovKjjb4uLc+YnvKIkcekpaVF8VnYu3cvUlJSFF+K1tZWP48Y0huD9Ixpb2839I+RtwPVdBuADhjgdruV85K+MKQnjNxGesQYebuQ7bW1tSojYyOPmOrqagBdUiKe51UeMeS2XMu+FbW1taprstvtup4xstnr9OnTERYWhp07d+Ivf/kLbrvtNnR0dPh5jJD3i/SQaW5u9muTP6vlVSL7dly8eBEff/wxvF4vbr/9diQmJqr2dTgcyniR2/J16HnE0B46pI8HPT41NTUqbw7SM4ZuC8IjRnciJjY2FrNmzQLQ9X2LiYnx225sbPTz0CHHjx5Ll8ul8n0h22hPHafTqdTkNr0v/Tmt2siTxahN7z3b3ePo+cA4nU7VM0L6wsjPjyRJ+Pe//42UlBSEh4cr3/e6ujrl+aG/77RfFIn8PZWpqqpSnp+qqqqgPWLoZ03DI8bw3cVgMBgMBoPBuHr0u4mYkJAQjBw5EkDPecQE8nYhPWLotsLCQnR2dqKsrAzFxcVwuVxwOp09dr2CIIDneYiiqGx7vV6YTCZ4vV60trb6/RhMSUnBiBEjkJqaqvJSIP0bgC6PD9ljg9wG1D4wgTxiTp06pfiKnD59GhkZGbh48SLOnz+PlJQU5ZxanjB0LR+ntLRU2ab3tdlsqs+VlZWp9iU/Sx9n3759htIki8WiXJsgCIYeMbKfBLkNGPvAkNtyPWjQIFy8eBFff/01NmzYgMOHD6OxsVH5MSeKIsaMGYOsrCzMnDkT48aNgyAIKl8KnucVPwmO41QeFlqeMWQf5L6PHTsWycnJ2LRpE95//33k5eVh+vTpyg9Qrfuu5xFDen7QHjE2mw3Dhw/Hxx9/jM2bNyM2NhZPPvkkBg4c6OfxUV5erhyH3JbHXc8jhud51T0gr1mSJNV4eL1eVe3z+ZTx83q9qrEka6/Xq7oHcrfofyETEhKieMTQnlC0t4ueX4qR74tRG11rtZH3knxPGHm90O8U2iPG6Dh0f/TGgPaIsdlsqtrII4Z8Zs6dO4dhw4bh4MGDqK6uxqJFi1TvBlEUlWdGEATVd4T2haE9Ycja5/MpNbkNqJ8Z+vmhPWE8Hg/9fPW7/94zGAwGg8Fg9FXY/5j1AjU1NTh27BiKiopQVlYGn88HQRAQExODYcOGISkpCdHR0XC5XMjKykJoaChMJhPOnTuHrKwsxeth+PDhykqFkpISDBs2DBzHKT+o5B/AgSaRMjIy0NzcjIsXL+LIkSNobGzErl27wHEcbDYbbr75ZkRGRl7VMcrLy0NVVRUOHDiApKQkJCcnX9XzG9BnNB6SJOHo0aP47W9/i+PHjwMAkpOTMWPGDCQmJqK5uVlJwzl69CjWr1+PdevWISEhAXPnzsXChQthNpt7tE9DhgzBs88+izVr1mD37t0oLy/HggULaNPQy0aSJJSUlGDt2rWorq7GpEmTcP311/fY8fsAuh4xjN7H5/Ph7bffRnJyMnJzc3u7O91FN5GLwWAwGAwGg3F16XcTMaQ0SUt6o1dfbptcHz16FGfPnkVRUZEi50hMTMSIESOQlZWFlJQUNDY2Ij4+Xvkcx3Hwer1oamoC0CV7qaysBNAl4SEjl5uampS4Zlp+oCWHkmuHw6FM2MiJP3FxcZgyZQr27NmD3bt346uvvsL111+PAQMGBD0GpFSpu9IkWSYwefJk7N+/Hxs3bsTYsWMRGhqqui46tpeUKhnJlujYa6199Y4DwHDmwu12K/eBlCdoyY302ozqmpoamEwmHD16FGvXrsXp06eRkJCAxYsXIy0tDRMmTFAm56qqqpCSkgIAuP/++1FSUoLq6mp89NFHeO211/DBBx/gnnvuwS233IKamhrd+GpaikPGN9PR1g6HAxzH4bbbbkN0dDQKCgrwl7/8BSNHjsTgwYNVcp+GhgZDWYxcy1KSiooK7Nu3D5WVlYiNjcVdd92FYcOGwel0KvuS20BXnLU8duS2fB1G8hG9iOGamhpVXLVRrRUpLNca0hHAQJpESr0CSYr0JEa0pMho7BwOh24dqE1P0iS3k+8fvTYt+ZPee4x+x5HH1TqHXoy50+lUPSNkW319PQoKCmCz2bBo0SLU19er3iO0NElP2mYUV03XpBSJrum2QHHWAAQwGAwGg8FgMPoE/W4ixmq1KkaW3YlZ7U58tdzW2dmJQ4cOYffu3aioqIAkSUhKSsK8efOQm5uL6OjogMv99Zb/k9vdaaNrIxlBdHQ0oqOjsX79euzatQt5eXnIy8tTfqDSEdXkcbxeryL7MJKkyDUtTZIRBAHHjx/H0aNHERcXh2nTpmHQoEEQBAHFxcVBS4qM2mw2m6p/xcXFSE1Nhc/nU1JmiB9KAeOr5WORUgVabmQymXTbLBaLStZgsVgUWUNLSwteeuklfPbZZ0hOTsYTTzyBRYsWwWw2o6qqShWHLIqiMhEjj+WMGTMwf/58bNmyBf/617/w6quvYv/+/Vi6dKkiy+E4zi9WmZbQkFHXtASDjPC955578MEHH2Dv3r0oLCzE8OHD8b3vfQ/Z2dkwm8260iT5Ga2srMThw4exY8cO2O12REVFYfbs2bj33nuVH72ktKSsrEz1bJWVlamkSbQUiX7WyDEg5WLANxHekiSp7hdd+3w+ZXxo2RJZezwerQQj3XdyaGgoxo4d6zdegaRJwcqPgpEmBfOOEUVR1Xb27FnVuAuCoPv+4Xn+suKr6b6ScqTS0lJVGy1NIuvy8nJVf8jIap/Ph1deeQXZ2dmYP38+Lly4oJIbGkmTaHkfKVOSJElVk3IkWl7k8XiUfcltwF8GpyFNYolvDAaDwWAwGH2EfjcRczXweDzYu3cvduzYAYfDofx4zM3NRWNjo+pHQF8nMTERP/nJT/DPf/4T+/fvhyiKuPvuu1UrCa4kFosFd999N06ePImCggJs2rRJ8TPhOA7Nzc2IiIiAyWSCw+FAeHg4JElSjDU9Ho+yksjpdKKjowN2ux3FxcVwu91wu92KmXFnZyc8Ho/WKgWSXpMmffLJJ3j++efhdruxbNkyPPDAA6ivr++2vIjjOEyYMAGzZ8/G9u3bsXz5cjz55JP485//jKlTp/Zon8PDw/HQQw/hrrvuwoYNG3Dy5EmsXr0aQNdEX1ZWFqKjo9HS0qKsJKqrq0NpaSkaGhrQ3NwMjuMwcuRI3H777Zg0aRIqKiqu2vPXC7T2dgcY2mzatAkOhwPPPvusarXUNURIb3eAwWAwGAwGg9FFv5uIqa2txYsvvgiTyQSe52Gz2RAbG4vk5GR4PJ5vdez29nZ89dVX+PTTT9HS0oIhQ4bgRz/6EQRBUCZfGhsbe+IyriqCIOChhx6Cx+PBl19+CafTiUcfffSqnd9kMiEnJwehoaEQRREXL15EdXU1HA6H8uNd5uDBg4bHEgQBoigiNDQUZrNZmcSIiYmByWSCyWRCY2MjEhISIIoi6uvrkZSUBI7jwHEcPv/882/3kFwGzc3NeOaZZ7Bjxw4MHz4c//M//+O3WuNy4DgOt956K0aPHo2lS5di6dKleOKJJ3DDDTf0QK/VhIeHY/Lkybjvvvtgs9lQWlqK48ePw2azqaROQNeqtZiYGIwfPx5Dhw5FdHQ0cnJyerxPfRRLb3eA4c+RI0ewe/duzJ07VzF7vwZhHjEMBoPBYDAYfYR+NxHj8/nQ2tqKzs5OuFwuFBYWKm0cxyEuLg6JiYlISEiAxWKBx+NRVluQviZy3d7ejq+//hrbtm3DuXPn0NnZieTkZNxyyy0YPHgwOI5TfZY+Tn19veJtQG7r1fJfYsnt7rQF2pf2byD7OnLkSERERGDXrl1YtWoVxo8fbxjvLR/H5XIZesQ0NjYq+zY3N6v8G8go3vb2dkRERGDw4MEYPHgwXC4XLBYL2tvb4fV60dzcDKvVCqDLTyM8PFxJjGpvb0dMTAx4nkdTUxMiIiKUc8iramTCw8OVmuM4hIaGIljcbrfi3WPkEUPHTpORuWRcdWFhIf73f/8XLpcL999/P773ve/BarWiqqpK8zh6nid0TXqgmM1m/PKXv8TatWvx0ksv4dSpU1iyZIlunDVZ05MoZNS11rMlCAIEQUBmZiYiIyORkJAAn8+HmpoaxMTEQJIkWK1W1NfXIyEhQTkO7ftC1/L40ZHUdXV1SpuRJ4xcy/2lPWLIiGHa04P2iCHbtfw/ZN8O+nOXCMojxul0Kt5FgbxdyHYtbxf5OHSb1jjL40duA+ro7/r6etW40vHnZLvWM0J6u9C+L3p1oDYjjxij58dut6OjowMvvPACEhIScNNNN6niqunvNBkPT3sMyTUdV00/I2RktVZ8NdnWTY8YNxgMBoPBYDAYfYJ+NxGTkpKCp59+GkCX58DQoUPhcDhQWVmJ48ePKxKJoqIiAF0/xGNiYhQfj/T0dFRUVKCkpAQejwd1dXXw+XyIjIzE5MmTcd1116Gzs1PXa4H2MiB9GfS8ZmR4nlcdh/ZoMGqjPRvkmvRkoGuO41RtAHDdddchLCwMW7duRVRUFK677joAXT4H5L6SJOl6xNBx1mT09ZkzZ1RtZF1cXOzn5RKsT46cMqXXFqwXxtatWw1XxFgsFlVktVHstOwZYbFYVP4RZrMZSUlJWLlyJd555x2kpKTg5ZdfxpgxY1BVVaVKCDKbzYqfi8lkUqVLCYLgVyclJQHourdkG8dxePnll/H8889j/fr1iIuLw1NPPaX8eCQ9Y+i4XbLvHMcpPhk8z/tFdpO12WxW3Vu9+1VaWqrr+wJ8E2ctt5H7kucwmUy6njB0f7U8YuRakiRVm5ZHjFyT20CXj4de2yXa6H8hExISgtGjRwNQP7Na75Rgx5Ks6c+RHj5yLY8luQ2oo8BFUTT04iHb6X0FQVDFv+u9t+Q6mPeqzWbze17ImvSFkQ3Lyetat24dWltbsXTpUsVfTG4jnwNBEFTPvpFHDLlNe8SQXi+0DwxZd3Z2qo6jtS/lQcQ8YhgMBoPBYDD6CP1uIobGbDYjOTkZycnJCA8PR2ZmJiRJQkNDA/Lz8+H1emG321FdXY0TJ04gPz8fJpMJ8fHxGDBgAMaNG4fo6GjccMMNyl9DydUe30Vuu+022O125OfnIy4uDrNmzertLl1Nrni88JEjR/DGG2/gwoULuOuuu3D//ff7TYhdCXiex69//Wu0t7dj3bp14DgOv/jFL674eRkqmHykD7F161bs27cPjz/+uJax8rXGNWlsw2AwGAwGg/FdpN9NxLS3tyuxyvX19ao2WooTExOD2NhYZGZmwuFwIDo6Gi6XCxEREWhsbERsbKzyOXrpu3wOutaTOMn90ZMt0bXdblct/6fbyGXx3ZEGkHHEWpImmby8PNTV1WHr1q2w2+1IT083lCaR10FKkYCu+Gp5/MhtoEs2JMsjyG1AHXUt13I7uR1MG31OuaalUoHo7OxERUUFAH/ZkF58tSxFqqurw+rVq7F//34MHDgQf/zjHzFhwgTU1tZqSpHkmpQ/kXIRLSkOGVGtJ8u54447AABr165FR0cHbrrpJl0pTqBoa1qiQj+zpJyFvC6yttvtKumWVi3vS8tFyLqmpsYvUpiujeQj5H50m540id7XKMb4Errv5I6ODkVGRMqGaAkRLa+hx5KW3gTTBqifJ/rZIqVJ9LNFx6GTz4HWu4mUttHPC1mT7936+no/uREpTTK6Lr0xKCgowI4dOzBt2jSMHz/e8LsHqJ+f7kjbAsmPyLbKykrD+OrOzk6cP38eZWVlOHXqFKqrq9HU1AQGg8FgMBgMRt+i303EWK1W1bL0QPHVevG6RvGxRjHUgeJjyc/JXhpa+9IRseQyfnpJv1GtJU2SpQF0GwCVjAAADhw4gP379yMkJESRKQFqaRIpPQL8pUqnT59WRdbS0iS9e0C20eOnFYccTBQ5XdP3csOGDd/MAGhASpPMZrMiFSC35VqW99TU1ODNN9/Eli1bIAgCFi5ciKVLlypGwrT8iJQJkXIkk8mkSI+ArvucmJio1DzPKzXP86p9OY5T7fvcc88hJCQE//rXvxAZGYknnnhCaZMkSZFHcRynui6e55WVA2Scr1zT0iS5tlqtKvkKWVutVtV9puPGLRaLsi+5TZ+DliIJgqCSltBypO5Ik4Ld1+fz6bbJh6P/hQwtTZLHwGq1qsaDrslIdXKbrmm5kdlsVo0lKe2iZV6k/Ii+z4Ig6O5Lvm/ofbVkS+RzQL4DTSaTruSKliLRkitSjiSPQVFREdauXYvMzEz8+te/hslkUj1L8vnJ55vneV1pEvCNHEmSJNXqGjLuHDCOOCflSJ2dnco52tra8Nlnn2Hv3r2orKwEAERFRWHUqFGK19LGjRuZNInBYDAYDAajj9DvJmIYPQfP87j//vvR3NyMXbt2ITY2FjNmzLhWo12DpUd+zDQ2NmLbtm3YsmUL8vPzYbFYMHfuXCxatAgcx3U7krqn4TgOTz/9NFwuF9566y0MGjQIc+fO7dU+9ROueioXQ825c+fw+9//HomJiXj88cdVq6/6Gl6vFx999BHWrVuHpqYmZGVl4Re/+AXGjRsHl8ulmjjauHFjZy92lcFgMBgMBoNBwCZiGN8KQRCwePFivPTSS/jggw9gt9sxb9683u7WlaTbEzEejwcVFRUoLi7G2bNnsX//fnz99deQJAmJiYl44IEH8MgjjyhSN1mG1NvwPI/ly5ejtrYWzz//PCIjI3HjjTf2dre+67BVC71IZWUlXnnlFYiiiD/84Q/wePruvFhTUxOeffZZHDlyBBMnTsTMmTNV30+Xy0V/hCcLjuOWAFgC4Lvgf8NgMBgMBoNxTdHvJmJoj5gzZ84obQ6HQ1XX19crWn4j3xen06nbJtdG8dVkG+mdouX1InskaPkuyHUgj5hg9zXyiKHbp0yZgqioKOzZswfnzp1Dbm6ush/pFwMYe8Y0NjaqvB7IuqmpSddbhq4vty3Qvghg1nvx4kU89dRTaG5uRn19Pdrb22G325UfdBzHITMzE3PmzMGNN96IYcOGoa6uDm63W/GRCOQDY9SmF1cNqJ8ZLY8YrW0AePTRR7FixQo888wzePbZZxEXF6fal3xG6OOQbVreIeTzrOdvo+VVEqxPDukDQ3vCVFdX60YMa/nAkPuRGNX0WBqd4xKGHjFydHJ3vF2M9iXH0ugeyDUZz6x3L4O573rvH7rNyCOG9prR86wJdnwqKyvx0ksvwWQyYdmyZejs7DSMh9d6nuSafra+jUeMViR1aWkpXn31VbS1tWHBggW47rrrUFNTo3pXacRXW8hCkqRVAFYBQG5uLpsAZDAYDAaDwbiK9LuJGNIjhvYYoeNRJUkKyldEKzrVyCNGb9/S0lI/j5jueLuQHjF6kbB0TXs00B4xZBvHcX41GXU9ffp0fPnll1i7di2am5vxH//xH0hMTMSpU6dUfaVr0iOG3Aa67hF5v4y8XYL1gQkUE07WdBsAKwxob29HSUkJoqKiEBsbi8TERCQnJyM2Nha5ublIS0tDWFgYqqqqFK8Xq9Xq5/tC1ykpKco2GTstiqLi9WLkCQN03SPZL4LneWVbhqzJz0mShNdeew2LFy/Gn/70J/z2t7/F1KlTlWOScdoAFM8Y2ieDjPeVr0X2SKH9N0ivHXJbqyZjsemIbFEUlXPwPG/oCQOofWHoaOlg/GMC7ctxnKp/5PYldFOTQkJClPhk0r+F9sXRqrXG0uv1oqOjA2azGS6XS5k4bGlpQUdHB+x2O0pLS+Hz+WCxWNDc3Ayn04mIiAh0dnYiKioKcXFxMJlMKl8YLS8eOiZc7p/WvmSb0XuMjMymPWLImo40Ly8v9/PJ4TgOr7zyCsxmM/72t78p/k3k80Q+S3J/aI8Y+XnnOC5ojxjSEwZQ+8KQPjBy2+nTp7FixQrExMRg+fLlyniR0ejyvtRzyRK5GAwGg8FgMPoI/W4iJlhaW1tRXV2NhoYG8DyPjo4OpKWl9Wm/gL7ADTfcgISEBKxcuRJ//vOfcdttt6lMYb8DGPosDB8+HGvXrgUAVFRUKJMUlZWVfhMW1xKRkZFYuXIlFi9ejD/84Q+Ij49HTk5Ob3fru4gQeBd9fD4fWlpaUFFRgYaGBjidThQXF+PLL7+E0+lERUUF2tvb4XQ64XK56BUT/p0RBAiCALfbrdkumzMnJSUhJycH2dnZqtUe1wInT57EO++8g7CwMCxbtkyZhOmLFBYWYuXKlZgwYQLmz5+vmnALAjYRw2AwGAwGg9FH6PcTMe3t7XA4HKisrMSJEyewY8cOVFRUaEZ+rl27FklJSbjvvvt6oafXDtnZ2XjggQdw4MABfPTRR4iJicF9991Hryy5VjGUJn2XiYuLw2uvvYaFCxdi2bJl+Pvf/66SKTF6BF6voba2FitWrEBnZyecTifMZjM6OjrgcDjg8XjQ2tqKpqYmzckVnucRExOD0NBQpKSkIDMzEzExMfB6vRg2bBiioqLQ0NCArKwshIeHw2Kx4Pz588oPfUmScObMGaSkpMDlcuHEiRMQRRHV1dUoLS1FUVERDhw4AACIiIjAlClTkJubi4kTJ16hYfr2SJKEDRs24O2338awYcPw7LPPorW1tbe7pcuFCxfwxhtvIDU1Fb/5zW9QUVHR3UP0rgM4g8FgMBgMBkOh303EVFVV4Y9//CPcbjdcLpfqL708zyM+Ph5DhgxBTEwMRFHEoEGD4PP5cP78ebjdbpw9exb/93//pzJFpD1itDxjjDxiZF8B2pPFyCOG9k8w8o8xqo3a7Ha7auzo/pD9pf1j3G43brzxRqSmpmLXrl1YuXIl0tPTkZeXh87OTpXXS0NDg+Jt4HK5dD1ijPxj6M8a7Wt0jkDnBBAGAzo7O1VeL0beJXptRnUgLxXaJ8PIk4XEyCOGrn/+85/j73//O5YuXYqHHnoIs2fPVp1Dz4dGq9a7LqOxM6rJcZVr0pNFzxOGrklPD63j6LXR7XQb6a1C+6xcQnc5SXNzM/Lz82EymcBxHKxWK8xmM8xmMxITExESEoKwsDBIkoQBAwYgPDwckZGRaG9vR3p6OnieR3V1tSJzk69TlsG1tbWho6MDHR0dAPy9eBoaGmC1dinz4uLikJKSguzsbMyYMQMVFRWwWCwoLi5GQUEB9u7di88++wxmsxmZmZmYPn06hg8fDp7ng/aTCeb5MfKIIb1vaF8cr9eLtWvX4tChQxg1ahSWLFmClpYWPw8mo+8p6Qkj1+TzQ15XVVWVslKI9oShvVzIdrmttbUVf/nLX8BxHBYuXIiKigpUV1dr+sfo1QDYck4Gg8FgMBiMPkK/m4jheR5hYWGIjo5GcnIy0tLSEBMTg5SUFDQ1NSkeDIDaHyQ+Ph6ZmZlwuVz4+9//ji+++AKTJ09GcnJyQI+YkpISZGVl6bbp+cdoecTI7Ub+MT3pEUMufTfyjNHyjxk2bBhGjRqFtLQ0lJeXY8eOHXjvvfeQnp6O2bNnIzMzExzHBe0RY+TlQteX2xZo30CYzWbFI0UURZW3C/kDmPR6IfeT20g5F1mbTCaVf4soioq3iyAIKp8XeWJRq+Y4TrWaheM41b60fwx5TgBYs2YNfvazn+H1119HaGgoHn74YXAcp/KMkScyZQRBUHlhmEwmxf/CZDKp/C3MZrNSk14ydJt8HrkWBEG1L8/zShu5rVVzHKfU5HYwbXoeMbQvDVnTbZdop/+FTEZGBl555RUAXT4n8mfLyspUx6Frcl+LxeI3znIbfQ/omhxnchv4xi9lypQpuO666zB48GB8/fXX+OKLL/DFF1+gsLAQ8fHxuPXWWzFixAjlO8XzvK6fDOkXI5+T9v+R20m/GPm65JrcBrokgy+++CLOnz+Phx9+GHl5earj6HkM0ddMeyCRvjAcx6medZ/Pp9TkNtDl7UIeh6w9Hg+GDh2K3//+96ivr8fSpUuVVUa0Bwxde71e+vliK2IYDAaDwWAw+gj9biImKSkJP/vZzwBom78GIioqCsuWLcPzzz+P1atX4//9v/93xfr6XUEURcyaNQt5eXnYtWsX9uzZg5dffhkJCQmYMGECIiMjMWzYMNVfkPswhh4x/YXo6GisWrUKTz31FFasWAGbzYZnnnmmt7v1XeA7sWpBEASMHTsWY8eOxQ9+8APU1NRg+/bteOeddyCKIqZPn47bb79da0XQFaOjowPvvvsuPvjgA8TFxWH58uWYOHEizp07d9X6cDns27cP+fn5eOyxx7rrCUPDPGIYDAaDwWAw+gjX3EQMx3EpACySJJVfzufJ+GqjSGq6ptumTZuGzz77DKtXr0Zubq6hNImsHQ6Hn7xHT5pEx7XSy/aNlvT3hDTJKCJbrvXayGtxOByKvGf06NGIi4tDfX09ioqK8Omnn0KSJGzfvh1Dhw5FWFgYGhoaEBMTA57nVTIiUsIUqNZqk+VQdJy2UU23IcCPGTnyVh6/YKKltWQ5RvvS94uU9+jFBAPqe2R03wNJk8j6oYcewpAhQ7BmzRocO3YM9zO+2JEAACAASURBVN9/v5KoRMtytCKzSYlKsNIkOjbYKKKalhvRkcJG0iSjaGs9uZHWdQXbdgndmQm3240LFy4onzWS3tDx3noRzGSblqzL6J7o3QO6zel0YsiQIXj88cdRXV2NrVu3Yu/evdi5cycGDBiA73//+xg/fjxMJpNKqqQ1dnrPU6Dn59ixY9iyZQvq6uqQk5ODBx98ECEhISgvLzeMhyfHIFD8OVmTUiS5rTvSJFlydPHiRbz66qtISUnB2LFjVXKkQNKkmpoaVTsAf+MzBoPBYDAYDEavcM1NxABIhsHy/UBYLBZlmbrP5zOMryZrWn7EcRx8Ph+++OILTJs2LaA0iZQf0bHTetIkm82mqsmIajq+2khuRC/xpyNig22j5UekdElL4qQnlRJFETNnzgTQ5XvxySefoLq6GsXFxWhpaUFBQQEsFgsSExNhtVqRnp6OuLg4tLS0YNCgQYiIiEBISAh4nteVktGSou5InMhYcw1pkmGqjdlsVjw3BEFQRUuTciMydprc1tqXjKWm5UdkzfO8odyIbKelSQBUNd2mJ1XiOA6//OUvMX36dPz2t7/FCy+8gEWLFuGxxx4Dz/OqpChBEFRSJVEUFRmXyWTyky3JtSiKKukGXQuCoNTkNl1rSUloiREpLdGTJtGSJjrGmKxpOYuRvOcSuh4xVqtVeS4tFovSV7PZrLouo5qUg9F1oHEWRVG5J0bjTLeR4z5s2DAMGDAACQkJ+OSTT7Bhwwa888472Lx5M2666SZkZ2er5JdGMdi0NIl8V8lytn379uHNN99EZWUlUlNT8Ytf/AKxsbGq49DyLFLOQ8ve9K4LUMuR6Ihqsu6ONGn79u2w2+344x//iIyMDPh8PqV/wUiTqHj0vutEzGAwGAwGg9HPuGYmYi6thBkB4E8AnuM47jQAsyRJHb3Vp7y8POzcuRPl5eUsyvcyCQ8Px6hRozB37lxIkoSDBw9CkiTlL9WVlZUoLS1V/tK7detW1edFUVRMS4GuxBaLxQKPx4P4+HhYrVaEhYWhpaUFTU1NCA8PR0NDAzo6OmCxWC6ny9dWNu9VYurUqdiwYQP++7//G6+//jp27tyJBQsWYMCAAdeK5KyvcPW0Or1IWFgY7rzzTowePRpOpxNbtmzBBx98AJ/Ph6ysLNxwww0YMGAAPZEQFGVlZdi4cSOOHz+O2tpaJCcn45lnnsH06dPB8zzKy8t7/oKuAG1tbdixYwcmTZrUU/99MTQaZzAYDAaDwWBcPa6ZiRh0/U/kTAC7JUnawnHcHQAmcBx3TpKkt4w+yHHcEgBLACAmJqbHOpScnAyTyeSXLsS4PDiOQ3R0NDIzMzFlyhQAXatT0tPT4XK5UFhYiNjYWLS0tKC1tRUXL15EeHg42tvb4Xa7UV9fD4vFgo6ODjQ2NsLlcqGtrQ1tbW2QJAl79uxRzrVmzRqEhIQgJiYGFotFScqKiYlBY2MjEhISEBEREWy/ledLXg3TH4mIiMDPf/5zzJkzB3/961+xfPlybNu2DcuWLcPo0aN7u3vXJOSzRa6S+q7A8zxyc3ORm5uLhoYGrF+/HkePHsXrr78OSZKQnJyMnJwcpKenQ5IkhIaGIjY2Fl6vFy0tLaivr0dNTQ0OHjyIzZs34/Tp07hw4QJ4nsfEiRPxyCOPYMiQIaoVedcKn3zyCdra2nDffff11CF77Y8WDAaDwWAwGAw118xEjCRJJRzH/R+AkRzH3QzgLICjAD7kOA5GkzGSJK0CsAoAEhMTpTNnzgDo8i6Qt/Vq2dtFy/elpKQEMTExqK6uvmyPGIfDofKIIT0ItDxiyGhpPf+EQN4K9L6X4x9D10Z9D+R9Q3rIOBwOlSeLw+FQPBrMZjOsViusVivi4uIQEhKikt7Y7XalttvtirzG5/OhsrISVqsVra2tipdDU1MTmpqa4HQ6UVFRoYoy37BhA4CuFTchISGwWCy6xqLk8zVixAhJnpgjI3XpeN3Ljeml/WTI42p5wtAR50b3VqY7HjFabcOHD8fLL7+MdevWYevWrVi0aBFycnKQl5eHG2+8UfM5NfKBMfIjoWvav4X07ehOfDV9jkC+L92J3tbzdrmEasUV+WxlZGRIFRUVfsepra2FyfSNx69RTXug0MfRa6PHxMj7JtA4G72rxowZg5tuugl1dXXIz89HRUUFPv/8c2zbto0eJz/Cw8MxePBgzJ8/H4MGDVJkXDU1NX7jcTl+RHRctdazJkN7xJB1oJjpqqoqdHZ24v3338fAgQNhNpuV9yO5L+0RU1tbqzoOXYOlJjEYDAaDwWD0Ga6ZiRgAkCSpmuM4E4BmAC2SJLk5jpsP4GGO43hJkgKmQpA+C0aeMIDaF0arbfjw4UhLS8PJkyeD9ogpLS1VtZG1VhvtJyPXoijqxk7TnixGnjHd8YjRipo1Og7ZHzqGlvaMka/rzJkzqjZ5nIEu/4ZAnj7y+JE+L0DXJI6e74u8b2trK5xOJ06ePInQ0FA0NTWhoqICZrMZra2tkCQJtbW1hs+YKIpKLDXp32Lk7aIVO03GRQfaV558oj1ieJ5HbGysUnMcp6ppHxijNj3PGI7jVH3leV65/oceeghLly7Fu+++i3Xr1uHIkSPYtm0bFixYgNmzZ4PnecUzRivqWvaPIbflmvTY4HleqcltuiY9YLRq0vOD9v8w8kAx8lbR8r7Ra7uErv+VxWJRvkdkTDq5LR9XrzaZTKpxJttIzx6tmud5w3si10b3QK6N/GRSU1ORmZmJlJQUpKWlwev1or6+HocPHwbHcXA4HBBFEY2NjUhOTkZcXBzMZjNycnKUiZHy8nLlXaXl+6IXh0576ND3nbwOOqIaQFAeMV6v19AjxuPxoKqqCnV1dXjkkUf8fGDk6yK35eOQ71mfz0enLBn6WzEYDAaDwWAwrh59diKGnFghtyVJusBxXBSADziOexRd11CBXvLuCA8PR0cHW/F9rcNxHMLCwhQ/GT1j35/85CdevWMw/AkNDcVjjz2GhQsXYu3atdi6dSuWL1+Ov/3tb5g2bRoeeOABjBw5sre72Zfos+/k3kI2q87KylJNSpSVlSl1WVnZd8qL6OOPP0ZcXBzGjh3bk4f9TkSjMxgMBoPBYHwX6Mv/05/FcdwMSZJWSpLkoyZjXBzHPQsgA8BgABslch24AWR8tZGESK5JGZPWvvLy/UDHKS4uBqCWIgFqmQ4pwwH8JSqk1MRIvmIkG/B6vSgqKsKhQ4fQ2NiI+vp6mEwmuN1umM1meL1eJCQkIDw8HBzHoa2tDaGhocpxgo3MJmUwWrHXRjKmy2mTa1nWRMqd6FpL/qRX020IYKbq8XgUz6DLjQkPJE3SG8tAUjLyPtByMdLniG4jZUv0cQLFqJPXMWrUKNx4440oKirCJ598gt27d+PTTz/F0KFDMXHiRMyZM0dZlWMUSW0kVTKKFDaSNAU6JxljbCQ3omu6ra6uTpHJ6EiTdA1VOzs7UVVV5ffZQJIiuj96sqpAMeG0/EhPpmPUpnUcvTaj95jWvsHGchtFVGvJj4J5tuSa3KalSbJMiI6vJuOqga6VkAUFBbjxxhv9vl9kJHVNTY2hFKm2thbUfxbdYDAYDAaDwWD0CfryRMwAAHdyHDdEkqSn5ckYANKlSZdySZKcHMeFSJLUFuxBjaRJdES1UXy1XO/fvx9Wq9VQmhRIfiTXNptNV4oEdP1lmIyEpvfVkybV19fj4MGDKCgoQHl5OTwej9LGcZzigdLe3o62Nv+hjIyMRGpqKhITEzFp0iRkZmYiPj5eJTkio6zlPsjL5smYWcA/apaUKmnF0JJtepImutaSLZHjozeudN3d+GqTyaRIdWjZEB0lbdRGy5iM5Ed6kdQ8z6vMqTmOU2pyW6uNlCkB8IvFJs9J9pWUKvE8rzKYlWVLQ4cOxezZs3H27FkcPXoUGzduxAcffICPPvoIeXl5uOOOO5CRkaGSCZFyGq1alsVwHKeSzJDykUCSGVJ6QkY1A/5x2mSb2Wz2q+U+WCwWVV/J2mKxqOK9L6H7TiYlNGRMOrkt91WvFkVRt00QBL+4cb2ajiIn7wl5P/Rqo3tiFEWuFwVuMplUbbTciG7Tk5JpSaVIaZueFAnokh/J10lHVJO1lhSJrD///HP4fD7ceeed8Hq9uhHVtDTJ4/Go3o+SJNEmxf0ikYvBYDAYDAbjWqBPTsRwHBcC4LAkSbdwHPcax3F/liTpvwip0jgA93Ic91x3JmGuBC0tLUp0cl9CkiR89dVX2LJlC4qKisBxHEaOHIk77rgDYWFhyMvLQ2JiIi5evOjnyZKSkgKn04nDhw/D5/OhoqICpaWl2LlzJz777DMAXQkuQ4cORV5eXk8vn+/rsB8zPURYWBjuuece3HPPPcjPz8eBAwewdetW/OpXv0JERATmzp2Lu+++u7e7+a1wu90oLi7GuXPnUFtbC5vNhvb2djidTjidTng8HrS0tJArGZp6s7+M3ufQoUNITU1FWloavRrv29Ir8l0Gg8FgMBgMhj99ciJGkqQ2juM6Lm0/xnHc6xzH/UWSpF9d2qUSwP9KkqRrbHk18Pl8KC8vV/21tS9gt9vx5ptv4sSJE0hJScEdd9yBefPmKasYSktLVX/lJeF5HuHh4QgPD4fb7VatTjl9+rTyz8LCQpw4cQIHDx4EACQmJmLy5MkYP378dz2qmBleXgEGDRqEyZMn46c//SkKCgrwzjvv4L333sOaNWswZcoULF68GOPGjevTPiDNzc0oKirC/v37cfHiRRQXF6OyslIlD5FXTMXExCAkJASxsbEICwtTpDEfffSR7kSf0+nEhg0bwPM8XC4X4uLiwPM8mpubkZiYCJPJBKvViqamJrS1tSEkJASRkZG0PIXRh3G5XLDZbFiwYMGVODwzM2MwGAwGg8HoI/TJiZhLKL8eJEl6lOO4FRzHvQ9glSRJn17uQbvrEWO0b35+PlpbWxETE6PrCUPXRh4xtOcJ7aVi5L8h+wHs3r0b27dvhyiKuPfee5GXl4e6ujq4XC64XC5l32B8GOg2p9OJ5ORkjBs3DuPGjcPMmTPh9Xpx9uxZnDhxAjt27MCWLVsgiiIGDhyIcePGITs7G16v1zCe2cj7hmzT8pYhvR/I8dPypTGK2qbjtcl9yXsJwDA1yePxoL6+3u+c38YjhoyINrourTYSsqbb5D7rtekdlz4neS1GnkJ0O/msDR06FI888giWLFmCrVu3YsuWLVi8eDEyMzNx1113YfDgwX6+GUbRyUa+Jno+MLSvCO0RI4oi3G43Tp8+jb1796K0tBQ2m02Z9Bg4cCDS0tKQk5ODkSNHYtCgQUhISEBzc7Mi76mqqlLJhADgo48+aoYOVVVV+P3vf6/XrIs8uRodHY3w8HAMGDAAcXFxGDBgAKxWK8aMGYOYmBi/aHQjL57uesQYHcfIPyaQN1Aw98uoTT6u0b56fdXyiCEjqskJMDp2mo6vln1f8vPzIUkSBg4cCJvN5rcv6RFDe8DQXk4aHjEWMBgMBoPBYDD6BN2eiOE4LlySJN0fCz2FJEkSx3GZAIZJkrQNwEoAqwCUfZvjkn4utP+HkWcM7RFTUlKCiooKAEB2djaysrJUbZcTUR2Md4ksI6IjqTs7O7FmzRocO3YMY8aMwVNPPaX4iphMJr/Yabkmt7vTJtdpaWmYOXMmSktLMWjQIBQWFuLw4cPYt28fNm3ahE2bNiE6OhpTpkxBTk4Oxo4dC1EUdY9L+8mQtZG3DD0+Wscxivc28uKhfBYM/6osiqLimUL7t5A+MGRt1CbXej4wdJtRXHV3PGLoNr3jGnnW0F43dCw36SEjCIISey23paSkICcnBz/60Y9w8OBBrFmzBn/+858xZMgQLFmyBD/4wQ8gCILKn4TjOF3/GKPIZUAd10xHN8uxz7W1tTh16hTef/995Ofno729HYIgYPz48fjxj3+McePGIT4+XnkfVFdXqyZbqqurkZKSAqDLI0beJtB9J2dmZuIf//gHJElCTU0N4uLi4PF4UF1djaioKLjdbnR0dKCyshJWqxUtLS1oampCZWUlPB4PHA4HLl68iKKiItTV1aGzs1M5dmRkJDIyMjB+/HiMGTMGOTk5GDx4sKp/giAo18LzvOq6yDqQpw95j2hPH9KThY6LpmsyapqOEDeKCadr2htIz99Gy3+IrH0+n65HDBlZTXvEkPW7776LqKgo3HDDDeB5XtMHRvaIoeOpfT5fII8YKxgMBoPBYDAYfQLDiRiO4+YBeBrAxwBeALAOwPhLsqElkiTtuFId4zguA8DDAP596V+1AJgnSVLNlTpnd5AkCfv27UNSUhIiIyN7tS8dHR1YvXo1bDYbli1bhoyMDNUP+auF2WxGTk4OcnJyMHPmTISHh+PIkSPYs2cP9uzZgx07dig/tPLy8jBu3DjVBMg1guGKGEbPY7VaMX/+fNx999349NNPsXLlSvzmN7/BqlWr8OCDD2L8+PFX7Nw+nw9FRUXYtm0bjh07pqx8S05Oxh133IHrr78eAwcOVD3HcrLRZaJrOGUymZSJEdn4GOiKCCcnsaqrq1UmydXV1Up7VVUVUlJS4PV6UV1djcOHD6OxsRFnz57F8ePHsWbNGmWCJj09HdOnT8d1112H3Nzcb3NNjCDw+Xw4evQoRo8erVr504N4Au/CYDAYDAaDwbgaBFoREw/gZgAjADyPrsmX8xzHmQD8GsAVmYjhOG4YgAcB/EuSpBMAIEnSuStxrsvlzJkzqKysxKJFi3q1H52dnfjTn/6E0tJS/Od//idmzJiBsrJvtWiox0hMTMSsWbMwfPhwDBkyBKdPn8bRo0eRn5+PdevWYe3atbBarUhNTcWUKVMwevRoVYxrH6XvOTP3EwRBwKxZszBy5EicOXMGr7/+OpYvX46oqCgsWLAA8+bN65HztLS0YP/+/XjjjTewd+9eRU44fvx4LF26FFlZWZg2bZoiS6msrOyR817iqngQyQlI5IROZWUl4uLicPr0aeTn52PXrl1499138dZbbyEmJgZ5eXmYN28ecnJyrkYX+x3l5eVobm6mU9p6EmY0zmAwGAwGg9FHCDQR8zWAaEmS9nEc13xpEkYWxRddiQ5dkiP9CMAGeRKmJ+mOR0xDQ4PiD0K2eb1e7Nu3D/Hx8YiMjITD4bjqHjGyb8hbb72FwsJC3HrrrRgyZAhsNpuml4Keb4aWR4zskUB7Rhh5SATjNRMeHo4bbrgBGRkZCA8PR3FxMYqLi3Hq1Cm8/fbbALpW1aSnpyMtLQ3p6ekwmUy6/jFafjJ6viu014yezwpd020I4LPg9XrhcDj8+qDlpaK1rVXT/dG75mCuS2ubrkm/mEDH0fKP0etrII8Y2iuE9Bwhqaurw8iRI/HCCy/gxIkTeO+997By5UqsWrUKI0eOxC233ILJkyfDYrEYeo7IfiBerxelpaX46quvUF5ejqKiIng8HoSFhWHixImYNGkSBg8erKx6qampUfn21NXVqZLT6urqYDKZlDEg2+x2u6pN3ibQnYn0eDzKs0F+FwN9T4321fqeJiUl4Yc//CEmTZqEqKgoHDlyBLt27cJnn32Gbdu2ITExEdOnT8e8efMQHR2tjImW3w/dRtdGPjDd8fSRfXvI48h1II8YstbyfZFrrTaSy/WIqaqqgtfrxa5duwB0ycRKS0uVvpHHqampUT57GR4xqoeN47glAJYA8IvlZjAYDAaDwWBcWQJNxHQAeJ7juMXEpMiTAG4H8F5Pd4bjuCgA8wFsuhKTMICxRwztA1NcXKx4PZBtX3zxBZqamvDggw8iOzvbzxOmpKRE5RnzbTxiaA8Uct/8/HwUFhZiyZIlGD16tOIXIAiCyjuA9nYhPVpEUVQ8B+haFEVVIhRdC4Kg1OS2XMvHIbfJWv7LemlpKSIiIlBYWIj9+/fj/Pnz2L59u7JvVlYWxowZg/j4eKSlpSk/bI2uk/aIIfflOM5vXOl99fxkAiEIgsozRW+b9Fkx8n2ha6028jh6njAypLeL/COaro38Y+ia53nVOclayz+GlMyRHjJG/jEcx/n5x8h+JEOHDsWECRPQ2tqKTZs2YevWrfjrX/8Kq9WKjIwMJCQkYMSIEYiMjERraysqKyvh9XpRV1eHs2fPwuFwoKysDC0tLQC6fFgWLFiAUaNG4eabb1YmSkhjXavVqvJHob1eLBaL0l+r1aqSCVksFuU6yW0CXfmIyWRSzmsymZSxI7eBrmefPK4gCEpNbtM1OeZyW1JSEoYPH4758+fDZrMp/jj//ve/sXHjRsyaNQuPPPIIBg0apOsfw3GcXy17xGj5yXTH04f0dqF9YPT8fuhaEATD/uj5DwFQ1ZIkKTXpFwMYe8R4PB6kpqbivffeQ0JCArKyspT3pdfr9fOIkevL8IhRySolSVqFLt815ObmsmgtBoPBYDAYjKuI4USMJEkF6FqdAo7jZgGYiy5pRhmARwG81sP9aQWwUpIke8A9e4mqqips2rQJqampvRrTfO7cObz//vu48cYbcfvtt/cZOdLlEh8fjxkzZmDw4MFIT0+Hy+VSEmkuXLiA999/Hz6fD6+99hqys7MxYcIEJCQkID09/WpHGrddzZMxgiMjIwNPPvkk5s2bh5qaGuzcuRM2mw2FhYXYtWsXRFGEx/PNHIcgCIiPj0dqaipuu+02TJw4EQMHDlS+01VVVVqrVa4GvXLSYAgJCcGtt96KW2+9Ffv27cPnn3+ODz/8EJs3b8a0adOwbNkyjBw5sre7ec1CT+BfAZhHDIPBYDAYDEYfoTupSeMB/H8A5KiNH/Z0ZyRJ6gRwRSdhjKRJpBSJbnc6nSgqKsL69eshiiImTZqkki2Rn3M4HH41KT+iI5fl2m63q9roWpZ2uN1u/POf/0RkZCRuvvlm2Gw2P9mSXgSrXJNxrd1p06u7E4Md7L5JSUnIy8vDnXfeiba2Nhw8eFBZySBLmVavXo3s7GyMGzcOYWFhQcVFG0Uuk+Os1QYD6QigL03SOofR+Y3kPiRG0qRAsdwkZE1/zuFw+B1Hb99gZUt0TV8zKU0KJEkjpS52ux0DBw7Egw8+CKBrQiU6OhrNzc2ora1FYmIieJ5HZGQk7Ha7X6KRLIMi5UV0TcuN6uvr/WqLxaKMnbwNdL0r5H3JbQJdM2jy2SLfDYHeG4H21YuHp7+n5D0KCQnBo48+irvvvhsffvghNmzYgPnz52Pq1KmYPXs2pkyZonwuUER1sPHV3Ykbr66uVh0nWGmSVhspTSKpqqpSSX+qqqoMI6qN2lpbW1FVVYXc3FyV/IiWJpFyo2CkSRTMaJzBYDAYDAajj9CdiZhDAOokSWoEAI7jDl6ZLl1ZrFar8ldHLWkS+RdJUo505swZ7Nq1C/X19fjJT34Ci8Wi7KsVV01Lk+SalibZbDalFkVRJU2ia1km88Ybb6C+vh7PPfccxo4dq+wrL1M3ioeW2/VkQ6T8iJYb0RGxgiDoxseSbVqypcuROIWFhSnbdrsdH3/8McrLyxUD4NDQUEybNg3XX389kpOT/caOlG7R40Mu8SejwemYcATwiBFFMShpEgCVpIdu06sDSZOMYqcDyY/INlK2ZFTzPK86DnkOI9mSXJNR17SMKRjZklzLUiA6BpuMXK6srFRNvISEhKhqs9ms1N2RG1mtVlX/QkJCFAmW1WpVXZfFYlHGgNwm0P2xLIqicl7yOaOfOXm1D/m5YPalP6c17vI94TgOSUlJGDhwIEaOHIl7770Xn3/+Od58803k5+dj1qxZeOKJJ5CamuonTaKjrsk22USY3pZrUgokiqJSk9vBtNHHlWue51VtdN/JNlKKBHRJg+Ta6/XqSpM8Ho+fNKm1tRUAkJOTo0gw5WOS7ypSqkRLkzSkSHTNVvMxGAwGg8Fg9BG6MxHz3wBiOY6T/yyYDWCA/u7fHdra2rBx40acP38e99xzD0aNGoWSkpJe6UtpaSk2btyIadOm9ev0kvj4eOTl5eH++++H2+3GkSNHsH37duzduxeffvopIiIiMHPmTMyYMUP1Q6YHYH9VZlxJOgPv0vcIDw/H448/jh/96Ed48cUX8eGHH+LTTz/F7bffjrlz56omMxj+XLhwAQCQmpqK5ubmK3Ua9u5iMBgMBoPB6CN0ZyLmj5IkfSwXHMdNuwL96XPY7Xa8+uqrqK2txYIFCzBtWu9dtiRJeOONNxAZGYk5c+b0Wj/6GmazGVOnTkV8fDwGDRqEQ4cOYcuWLdi2bRs2bdqEoUOHYty4cYiLi1Ot7LhMOnqizwyGDqG93YFvQ2RkJB555BEsWbIEq1evxvr167F582bMnTsXjz32mGpFCeMbZMlZbGzslZyIMVzNx2AwGAwGg8G4egQ9EUNOwlyq9/Z8d6487e3tut4udER1fn4+Tp48CZ7ncdNNNyExMVHzsw6HQ7VCJpBHjF58daC434MHD6KwsBDz5s1Dc3OzyqDXyJPFyBNBy0/GqE0v6toohpY+jlb/etJrZsCAAZgzZw7uu+8+HDt2DAcOHMCmTZuwZcsWjBw5EhkZGfB6vUq8rZEHCd0WCI/HA6fTCcDY26U7HjG01wyJ0Tm0PGIup432iHE6ncqYaPnHyLVRG11frn+MXJPPCD12ZHQzGXGsVetFS5M+MLQnjMPh0K2dTqfqOA0NDUrtcrm0DIH9TGNkvF4vGhoalHPI10Vua9XkO0bLt0fv/aPlGWMUTU7GVyclJWHRokW4/fbbsXr1amzatAkfffQRZsyYgenTp2Pq1Kl+x5RrPY8YrfeIfP8CtdHR1vS+5DvPKGqbhK4vN766pqYG5eXlCA0NxcWLF1XtgTxiSOh3A10zGAwGg8FgMPoO3VkR853AarUiOzsbgL9HzNmzZ5GRkYETJ05g27ZtqKqqwqhRo3DvvfeioaFB5ftC+sLQaRdanjFkfDXtXUJGUtOxHcZ/dwAAIABJREFUymT98ssvIz4+Hg888AAqKipU/gB0JLWeJwxda0VU6/m+0BGxZC0IgqqNrOnPae1L+slcrtcMz/PKdcnbEyZMwKJFi/Dll1/izJkz+OKLL1BYWIidO3fi+uuvx+TJk5GYmKi6f6RnDD2WCMIjhvT9CNa/pTseMXREtdE5LscHRivaOioqSrPmOM6wTS8im+57oBhsvdhruZa9U2j/GFEUFW8Xk8mk8o8xm81+0dJyOx0tbbValXNarVZVf6xWq6rvtA8MOT4WiwWRkZHK+eVtAl0zaFEUlT6IoqjcW3Ib6Hp+9WqtNqO4cb34ca17QPvHAF2eKs888wyeeeYZvPXWW/j3v/+Nzz//HJMmTcLdd9+NrKwsvyhpWcZEbsvXSdfyChu6zWQyITY2FufOncO5c+dQVFSECxcuwOVywW63o7OzEx0dHYiOjkZYWBgGDx6MESNGYMSIESrfF9ojhvQNkiRJtcLH5/MpNekXA6g9Y+j4aq/XC5/Ph7i4OKSnp8Pn8+l6xJC1JEmq/wYA8Kspj5g+m8jFYDAYDAaD0d/odxMxNJIkoaGhAWfOnEF+fj4uXryI9vZ2xMfHY86cOZg1axY4jlP+Et1bFBcXo6ysDI8//nhvxepe06SkpGDatGl4+OGHsW3bNhQVFWHnzp3Yvn07RFHE6NGjMX78eNUEmg66KxYYjB7gmvSICURycjL+67/+Cz/96U/x+uuvY/PmzfjVr34FURQxZcoU3HTTTZgwYYIqYSpYWltbUVxcjCNHjsBms6G0tBSnT5/2W3kSFRWFuLg4mEwmRabY0NCA8vJyfPnll3C73bBarZg5cybmzJmD66+/vieHwJD29nZYrdYrfRrDxDcGg8FgMBgMxtWj303E1NXV4eWXX4bb7UZ9fT1aWlrg8XgAdKWdZGRkID09HampqWhoaFAkR0YR1bQUyUh+RMsGgpUGrF+/HiaTCenp6X5x1fJ1GUmB9Jbt19TU6C7bp5f0d0fiFCiG9nIia7WkSEYSFb3xiY+Px7333ou5c+eitLQUBQUFOH/+PI4dOwag66/gycnJSEpKgslkwoABAxAZGSlf3zc6AQ30pElasoFgZDlaxzGS95AYyY+6IymS/Su0ai3ZklyTEia94wYTy01/n7Tix43kffIzbLfbVc+zkfyIlhuRUdMNDQ2qNpfLpaobGxuVurGxUXWOiooKHDp0CGVlZTh37hyamppQV1eHzk5l/sUDHbxeLxobG5X+yN83epzJNrqdHktaNmkkJTN6Dmn5nJ5sCQBmzJiBe+65B6dOncL27dtx9OhR7N3bpXQ1m83IyMjAkCFDlDSsiIgI+Hw+JTa8tbUVdXV1qKioQENDg+rZ4XkegwYNwsCBA/H9738fQ4YMgcViwdixYxEREQGgSxpEroyqrq5GYmIiTp48ic2bN+Orr77C9u3bMXXqVDz00EOq+GpabqQXX11VVQWv16vaV661pEltbW3o6OiAzWYzlCaRNS1N0pIqkeMOwA0Gg8FgMBgMRp+g303EdHZ2oq6uDhaLBXFxccjNzUV8fDwyMjLQ1tamkqiQ0iVabkRGXdNtRtIkm83WbWlSc3Mzjh07hkmTJmH06NEA1HHVcq0nTTKZTCoJD1kbyY9MJpOfhIiWEci1Vpu8NJ9u43neb99gJE50G8/zfjImoxhssk1e+j9q1CiMHj0aaWlpyoTagQMHUFdXh8rKStTV1aGgoADBQkqTaGkQuQ1AU8Ikf85IfkS3ycfViqvWkyppyYRIaRItNyIlNGTdnTYjGZOWHCoY2ZJcy7IYQRBUkhmTyaRIjMhtoEsmRO5L1nTstNVqVcbOarWq+mq1WlXXabFYEBERAUmScOHCBXz++efYvXs3Tpw4gfPnz4MkNjYWSUlJQa2GIJ8tQRCUsRMEQXV+sk0eH6Nx1pOk0TIm+p7QMeqybInjOF3ZklwnJSVh8ODBGDNmDBITE2Gz2fD111+joKAA586dw9GjR+FyudDR4e+NbbFYkJSUhLi4OIwePRqDBw9GXFwcJk6ciKFDh8JsNqOmpkaZbKEnXrQizpOSkjBo0CCMHz8esbGxWLduHV544QWUl5djxYoVGDFiBCRJ8pMmkTUpTfJ6vd2SJoWFhaGjo+NKS5O+k6utGAwGg8FgMK5F+t1EzMCBA/H0008D8PeIIVe19CX27NkDt9vdq4lN/YHY2FhMmTIF8fHxyo+dkpISJCYmwuFwwOfz4Yknnmjv5W4y+jCSJOH48ePYunUrtm3bpky8DB06FLm5uXjggQcwceJEZGVlITIy0i/FKzIyMrw3+t2bcByHjIwMZGRkYNKkScrkRlVVFWJiYtDY2Aie5+FyuTB06FBlVRM5wUJOvHxbzGYzHnroIYwZMwbLli3Dgw8+iL/97W8qn62ehud51SqZKwTTtDIYDAaDwWD0EfrdRMy1yKFDh5CcnKz6Cyvj6sBxHCIiIhRZA4Ar/muJce1RUVGBtWvXYv369SgtLYXZbMbMmTPx4x//GLNnz1Ym9lpbWxEWFqZsa9By9Xrd97Farcpqoc7OTpW07EozYcIErFy5Er/73e/w5JNPYsWKFaoVMD1JZGSkkth3BREC78JgMBgMBoPBuBr0u4mYjo4OZeVLfX29n7cLXcseMeQ2oPaF0Yr71fOMof0taI8P0tuhrq4OPp8PJ06cwKRJk1Q+LGQsL+Dv7XK5HjGk74uRJ0ygc5LeLkbR1t/2OEb90Tun1tgF2x8E+DFDRgyT99bIf8PIi4OujdoCeXyQnixGfi2kz4tW3dDQoNQul0s1di6XS2kj95Nr2stE75zB+sfI+8r3qL6+3i/KWfZoIbe16kA+MPK+su+Lz+fDV199hTfffBO7d++Gz+dDXl4eFi5ciHvuuQdRUVFoampCVFQU2tu7FlK1trYq37fW1lb62QIA3ax0r9eLpqYmpT/yWNLjSt8Tsr2hoUHXP0brHgTrJ2P0jGpFiuvFw9Nx4/T7UO/7brSv1ntV7/tP99XtduN3v/sdHnvsMTz//PN46aWXVCtyyFUsZE36xdBtWh4xgiDA6XSipKRE5QOjFV+tN65BeMSwFTEMBoPBYDAYfYR+NxFjsVgUbxee5/2kSaR/C8/zyr7FxcV++8o13UZ6wsi1fFye5/08YmQdv5ZHTGtrK9xuN2bOnImkpCTdWGXaI4ZcRq/lEUNGVNOR1LKXgSiKqlU4pO+LXMueCOS2fJ16bfRxyPNoncPIhyZYPxkyBlvLF4euSQ8dSpJgOBFDxwEbxUWTfi2BYqdJHxi9GGwt/w/a4yOYiOpgPGLkFUKCIJCrhcDzPMLDw/3206o5jjP0mtHzNTGKYBZFUeVdYjablVpOy5EhY6blWj6uxWJRnZOMnQaADz/8EC+//DJKS0sRGxuLn//851i4cCFSU1PR3t6O0NBQ5ZwhISHK50wmk7LCQxRFrZQgw/hquU+iKCrjTN8DQRCUNrpd634Z3QM9HyH6OTTyjzGKH+d5XuXbIwiCUouiqGrTquWYbHIb6BpnMuqb9Kghz0H3geM4VRsAJCUl4bnnnsPPfvYzbN68GUuXLgWg7REjR10H8ogh300+nw/Dhw/H9u3bER0dDY7jdD1igG98YGRJlwzHcap9eZ6nPWN0jaAZDAaDwWAwGFeXfjcRc61x5swZAMDo0aP9kncYvQKLr+6ntLS04O2338aKFStQU1ODCRMm4B//+Ad+8IMfqCZ0viVc4F0YV5tbbrkF3//+9/HGG29g7ty5qgnhnkCeqLbZbKpJrB6GvbsYDAaDwWAw+gi6y+AZfYOKigrExsYqvhIMBuPq0traitdeew05OTn4zW9+g/T0dGzcuBE7d+7E/PnztVa1fBvYO7mPsnjxYoiiiBUrVvT4sbOysmAymXDy5MkePzYBS01iMBgMBoPB6CP0uxUxHR0dur4vRl4vRn4ygY5D+4GQngi0xwfdZrPZEBsbC5vNpvI6MPJE+LYeMXIdzHGC8WQxapPPqecDQ9ZGXi6BxqC740OOM2UQamim6vV64XK5APj7rtB+G3reLrR/i5GfDO3bQWLkA0O30X4ttMcIuS/pQUJuS5KEmpoaxavCZDKpjiOn35DH0fOTMeqP1ljKNekXQ9dOp1N1LxsaGvxq2QfG5XLB4/FgzZo1ePXVV2G323HDDTdg1apVGDFiBGJiYuB2uwF0rZQhj9PW1qbUbW1tqv60t7crdXt7u+o6LqG7asHn86GtrQ0A0NTUpByH3Ab8x5msyTGn62A8fUg/mcvxj5Fr0jOL9ogJxj9G/izpA0PeA9ojhn6v6tVGvisejwd33nkn1q5dizlz5iA0NFTl32LkAxNM29ChQ1FQUIDs7Gxdj5iamhrNba2avhYwo3EGg8FgMBiMPkO/m4ixWq3Izs4G4B9fbeQZo+URI7fRnjAlJSUqHxjSI0YQBD8fGj2PGFEU4XA4MHXqVGRkZKh8YARBUHmXkF4mWp4wdC17FJCeMHItexuIoqh4HgSqBUFQ+SWQtSAIqs8Z1aS3jNwm16IoqtpoDxu673SbfJ0mk8nvmknPBnJ8zGazyj8GAXwWRFFUeb/o+a5wHKfrgaLl0WLk7aLnQ2O0L30OQRAMvUJoD5LQ0FB8/fXX2LlzJw4dOoRDhw7BbrfD4/lmeMxmMwYOHIiBAwdiwoQJmPr/s/fm0XJVddr/59Q8T/fWnefcJGQEk9ACxgBBRUUaFY2kFXUp0mjzaxttupfvWo7Y7dS9nFYa1FcbURFEXpBZbSTggAxqAiHjnecabs3zdH5/hL09VffeCjQBg5xnrV5d233uqVOnTp2wv+f7fJ6zzuL888+XzBRFUep4MlquSSM/ZqVjbfxc2vMPx79LMWc2m+vmrFZr3X4FB6ZcLnPrrbfyta99jXA4zHnnncc//dM/ccEFFwDUMWDEfgX3RYxFl4zRaKzrmDGZTBICbDQa62DBzyrT+D9oP7eW9SKOwWAw1B2PwWCo66DTjpebez5MH3G+tK/F+LnwY8SxC/uN9rUYC56MyWSqY8s0sl60883mlnuPZgwb7X5UVZXjWq3GRz/6Ue69915+9rOf8fGPf7wuMrtardYxYrT3qmaMmGq1ysDAAK9+9av58Y9/jMfjkff5ZoyYxtfLMWMaGDEldOnSpUuXLl26dJ0SesUVYl5uyufzdQtUXX9x2U+8yV+vUqkU3/3ud7nxxhuZnp4GoL+/n/POO4/Ozk5sNhutra3UajXGx8cJhUJMTU1xww038M1vfhOr1co555zDu971Lnbu3HlKXduqqnLPPfdw3XXXcezYMc4++2xuvPFGzjnnHNmJ8hJI53icwnK73VxyySXccsstXHnllXWFmBeqM888kx/96Ec89dRTbNiw4aTtVyM9NUmXLl26dOnSpesU0cuuEKMoihFQVFX9XyVAnMiapB032oaazTW23multYw0a9tvtCYtLi5Kq8vo6OiSiNiV2vSXi2dtbNvX2o+0c1pbTrO46sbx87EmNYuzfqGx3M22FZ9zOVvXSucnEok0di00ZXhoI4a11o7lIqFXihRezqajtd40i51uZuGJx+N1Np2VIo5TqVTd8SSTSWKxGP/1X//Fj3/8YzKZDGeddRYf+9jH2LRpE+vXr6/bVnRKaF/ncjkefPBB/vCHP/Dzn/+cq666Crfbzdvf/nbe/e5309HR0dQys1LsdeP8cnYjMU4mk3Vz2vFvfvMbvvCFL3DgwAGGh4fZs2cPb3/721EUhUKhQC6Xk9eBNoIa6u1GcPweI8blcrlurlQqyWMVryuViraTqMgKisfj/OxnP8PhcMikH5/Pt8QCls1m68aZTEaO0+l03Zx23MzSJM7Xc7mem9mWoP4+t9w9b6Uo8mbjxcXFuu+kmf2pWQR8IxA9HA5La5B4fc455/CDH/yAe+65h3e9611y20b7UbVaXXGuMb5aVVWZ8PX73/+eV7/61XKu8Xi0r7Wf40RWJeDUqXrq0qVLly5dunS9wvWyKsQoijIEXAgEFEUZUVX11ue7D5vNxrp164Dj7etam9DRo0eX2IZWip1WFKUuvrpxrtl+tPajE1mTVFWlpaVliTWpMVa5MXJZa6fRxlXDccuI1qbTaOER7fVms7nObmQymeqeABuNRjk2GAwrzjVGyzbamLT7NZlMS+bEeLk5rcXJbDbXHbt2zmKxNJ3T2ggsFos8J1arte78cIJUG6PRKC0aWivJcraP52oFarQ4rRTzbDQal1iaVho37qfR9iI6VSqVCj/4wQ/48pe/TCaT4W1vexsf/OAHOeecc4DjRYlGq8tylhmXy8Ull1zC7t27+fKXv8xvfvMbvve973HLLbfw/e9/n/POO49rrrmG1772tSiKssS21Mwyoz12k8lU95lNJpP8nGazue7vLBYLTz/9NF/84hd55JFH6OrqYs+ePezevZtKpbLEfiQsVSaTqc6KpLUbibEo2hiNRlkgiEajPPzww/zpT3/i0KFDzM7OMjs7W7fYp0l89cTEBJdffvmS/138Tru6uhgaGmLVqlVs3LiR9evXMzAwgMFgkMeufQ3H71X/G4uToijP2bbUaJFr/I1obUtaa5nJZFoy1zgWFqPGOe1+G9+j0SrVONballRVlbalWq1GW1sbnZ2drFq1iieffJKPfexjcttKpSLvK5VK5TlbkwQfBmDnzp3cfvvtBINBPB4PqqousSaJ8TLWoxNZk3RGjC5dunTp0qVL1ymil00hRlEUBzAI3Ah0Aj9SFMWpqur3/qIH9iLLYDDUPVnV9RfXKyJ5RFVV7r//fj772c9y9OhRduzYwX/8x3+wZs0acrncC9q3wWBgx44dbN26lf/8z//ke9/7HjfccAOXXHIJ27Zt4+Mf/7gs9LxYOnDgAJ/+9Kd56KGHCAaDfOELX2D37t1yQa5l3bwQjY2N8dOf/pTbb79dJuKYTCbWrl3L3NwcRqORVatWUavV8Pv9/OEPf7CttK+Wlha2b99OKBTC5XKRy+VQFIVcLkc4HMZsNvPQQw9x8803y78JBAK86lWv4tWvfjVnn302mzdvrivE6Hr+UhSFiy66iG984xtEIpE6pswL1Xnnncdtt93Gb3/7W970pjedtP0+K/0fEl26dOnSpUuXrlNEL5tCDMfZHBcCE6qqjiqK8n7gFkVRjKqqfqfZHyqKciVwJdQ/7Xw5KBAILEnD+UuqVqtx7NgxRkdH2b9/P5FIhFQqRbFYxGq1Smin3W6nr6+PYDCI3W5nw4YNtLe311kLXqZaYh3RXl8N3TMvSx09epTrrruOvXv3smbNGr7zne/wjne8ozGB5aQoEAjwz//8z7z//e/nzjvv5Otf/zq7d+9m48aNXHvttVx00UUn9f0OHDjAN77xDW6//XY8Hg+f+9zn+NCHPoTdbj9pHJhMJsNtt93GD37wAx577DEAtm/fTnd3N6tWrZI2lA0bNkjbTCQSEd0odVnY2mvL6/Xi9XoplUp0d3eTzWbp6+vDZDIxNzcnOzu8Xi+zs7Ok02ny+Txzc3N84QtfQFVVbDYbZ599Njt37uTNb35zXWeYrueuHTt28I1vfIPHH3/8pF6jq1ator29nYceeujFKMTU8Ye015a2Q0eXLl26dOnSpUvXi6+XTSFGVdVFRVEeBf5VUZSvqKp6RFGU3cAPFEVJqqr6kyZ/+23g2wBdXV2qYL1EIpGmMava+UZ2QDOuwPNhxJwo2trtdjM1NbWEEdPIS3iuUa6N40aWipYLo30di8W47bbbePjhh5mdnQWOPxnu7OzE6/VSqVQwm83UajVGRkaIxWIUi/U1C6PRSDAYxO/309PTQ1tbGy0tLRgMBoaGhvB6veTzeVRVXZbn0ozl0jhuxppp/LvlztdKDB2gQIO019fmzZvVbPZ4wrWWsdGMt9EYKdwsLvpEfJSVuC8n2jaZTJJOp/nqV7/KjTfeiMvl4vOf/zyXX345uVyOQuHPH1vLFclms3XnWcsj0b4WY+2xp9NpOS6VSuzevZt3vOMd3H777Xzta1/jfe97H6tXr+bSSy/lPe95j7QYLXe+mvFtFEVh7969XH/99Tz22GM4HA4+/OEP8973vldaQvL5fN1nWY4DI8ZaBowYGwwGxsbG+Na3vsVNN91EKpVi48aNbNu2DafTSa1WY/369WzYsIFQKEQul6O3txe73c7i4iJut1vYneouNu211d/fr7a2tuLxeOjv72dsbIxcLkdXVxc2mw273Y7VaqWrq4tqtcr69etxu91s2rSJhx9+mKmpKVKpFHNzc3zyk5/kk5/8JMPDw1x88cVcfPHFdHd3153Xxu8rlUrJcbPruVnsdeO4cU57D2wWRS7+Vnt/eiFx2kKRSKQuLlprG9NGSfv9flwuF7/61a941ateBbzw+GqhdevWsXfvXp588skl99DG+OrGqO1GZkxD8TSrHWivrW3btqno0qVLly5dunTpesl0ShdiFEVRVFVVFUUxPQvnfRDoAP4/RVH2qKp6WFGUy4Gdz3WfNpuNtWvXAku5L8vxW8R8M+5L49xyY7HfZhGjoiChfY/e3l4OHjzI0NAQRqNRzpvN5jpGjDaiupEJ0xjXrOXCLBcJrY2k9vl8fPrTn+aee+6hUqnwN3/zN3R1ddHW1kZvby+jo6O43W7Wr1/P0aNH5WK2r6+PsbExMpkMLpeL6elparUa2WwWq9XKoUOHeOihh1a0gDidTpxOJ3a7Ha/Xi9PpxGg04vf7cTgckmXR1taGy+XC4/FQqVSw2Wx4vV4CgQA9PT1yMWaxWCSnppF9Y7FY6vg2FotFzlut1rptOQGs98iRI+zcuROn04nD4cDj8eDz+fD7/XR3d8vz1traitvtxmAwLIluXo6JshIvpZHt8lxZKtrXyWSSW265hRtuuIF4PM573vMePvOZz0g2htVqrWOFGI1GaW/RvhbvqeWRaFkqiqIs4ZNox+I7veKKK3jnO9/JAw88wPXXX88Xv/hFvvGNb7Br1y7+7u/+jrVr1y7h24jzo3399NNP89///d888MADzM/P09nZyec+9zne97734ff7yefzK3JgGiOpTSaTjKHWMmDg+IL36quv5tZbb5X8o9NPP51CoSBZKKqqUigUWFhYYHFxkXK5zDPPPCMhsxaLRVyrK7blFAoFDh06hMlkolwuE4/Hsdls0pokOmBisRiTk5PMz89jMBhk8cDlckkbjcViIZlM0t7ezte//nW++tWvsm7dOi677DJ27dolfzuN3604X4qiNI3IXomHJMZarlHjd6nlx6zElnk+2zYyahrjtQE5VlW1jhcjGF1wnO2itSFt2bKFp556iq6uLhRFoVqtyvvIcowYcc9txoiB45yYvXv3Mj4+ztatW1dkxADPlxFzcvx2unTp0qVLly5dul6wTtlCjKIovcAbFEV5WFXVEQBVVVOKotz17CafUBTl8xzvUFjSpfDXor6+Pvbu3UsqlXrJ3zuXy3Httdfy5JNPMjQ0xI4dO1AUhXw+T7ValR0CLpeLarVKsVikUqlgNBoxGAy0trbidDoJBoNUq1UcDgc2m42enh7Gx8fJ5XLYbDb8fj/T09Pk83lMJhPz8/NUq1Wq1Spms5lwOExnZyepVIrJyUlyuRy5XO6EVhIBrw0EArhcLjo6OggEAlgsFvr7+wkEAgQCASqVChaLBa/X+1ysU86mk04nmzdvJpvNkkgkmJ+f5+DBg4TD4SVPty0WCwMDAwwODrJ+/XrWrFnDunXr6OzsrFvIvlg6cuQIP/zhD/n+979POp1m586dfPrTn2b16tV1i+y/hEwmE7t27WLXrl387ne/4+abb+bHP/4xN954I36/n9e97nXs2LGD1tZWzGYz7e3txONx9u3bx+joKE8++STPPPMMFouFCy+8kLe+9a287nWvW7IAfyGqVqvccMMNfOpTn6JUKnHaaaexceNGnE4nyWQSi8VCpVIhn89TLpcJBAKy0KmqKplMhkQigd/vp62tTVwfK96TVVWlXC5Tq9UoFouEw2FSqRS9vb2yI8VgMGA0GmlpaSGfz5NMJpmZmSGVSuHxeGQhxWw2EwgE6O/vx+/3Mzo6itPp5NOf/jSf+cxnOO+889i9ezdvf/vb60DEuv6sDRs28MgjjxCLxU6q5TUYDLJmzRoefvhhtmzZctL2CzhOvIkuXbp06dKlS5eul0KnZCFGURQfsAWwAfcqirJDVdUQgKqqs4qifB8IAVcBDwP3PNd9F4tFxsbGgKWxps2sSidqZ9eqmVWpkfeibZtvjCYWlgWARx55hLa2trp2+5NhTVppLp1O87GPfYzR0VEuvPBC1qxZw8DAAKFQiFqthqqqBINByuUyDoeDrq4u8vm8jPkdGBhgZmaGQqFAf38/iqJgMplQFIXu7m6MRiOZTAaTyURPTw9ut1umK42OjmIymXA4HLS3tzM2NoaiKPT19RGJRCiXy5TLZdl1IywugUCAsbExSqUSdrudcDhMoVAgn89TKBR45plniMfjZDIZVpLdbsdut+PxeGQ3gNvtxmw2i++m6VPl3t5e9uzZA9THNwsLRigUYnZ2liNHjhCJRBgfH+fIkSM8+OCDsjtIdD6tW7eOdevW0dvby7Zt2+jq6loSP9zM/rScfSQSiXDvvffyk5/8hGeeeQaj0cjFF1/M5ZdfLgG5jfaeRvuRNh45l8vVvYd2nM/n667nfD6/JGZZzGtfQ71taXBwkC996Ut84hOf4OGHH+b+++/nwQcf5Lbbblv2O/D7/axbt45/+7d/44ILLpDdBqJjZKXPJQqBsHwktTj2crnM4cOH+dCHPsQf//hHzj//fKrVKm1tbbjdblwul7TmdXR0MDExgc1mw2w2MzQ0JC2HolhpNpsxmUyUSiVocn2JNCK/309vby/RaBSbzcbw8DCHDx+WKWtDQ0MkEgmSySQOh4OOjg5KpRIOh4OhoSFiy6srAAAgAElEQVQqlYos3GzevJlMJkNfXx8DAwOsWrWKw4cPc+zYMa688ko+8YlPsGvXLt73vvfR0tIiv5NG25n2+1ruuns+Vjtx3peLdV9p3MwOtZw1qvE+KxSNRpdYk4RtSPsakL/txx9/nDPOOKMusrrRbiSKy8vNLRdn/apXvYpbb72Vffv2rRhR3Wg9Wm7coBWj0XXp0qVLly5dunS9tDolCzHAEFBRVXWPoih5QFUUxa2qahpAVdUc8P8URbkbUFRVLT3XHTdak1aKkhZj0dqttRcJibGqqnVzjWPtto370b7n2NjYEmvSGWecwZ49e8hms7S3t9dZk4QVCeojq81mc13r+3LWJNE23xjlLKJ5P/KRjzA2Nsbpp59OrVZjfHwcs9nM/Pw8dru9LpJXURQqlQoTExNysWEwGJifn5fsmPn5eWq1GtVqVcJJQ6EQJpOJXC7H1NQUHo+HarXKzMwMBoMBq9VKqVRidnYWVVVRFEUu4kKhENVqlfHxcZk4Y7PZsFqtuN1uent7MZvNElDa19fH7Oys7JKZmZkhkUjI+OWZmRl5bMK2IRZ6VquVdDotFmhNfzONNhmtTcfhcNDd3c2WLVu44IIL5JwoXo2NjXHw4EH27dvH0aNH2bdvH3fddZfct8fjYdWqVaxdu5a1a9fS29uL3+9n1apV+Hw+HA6H/G5SqRTxeJzJyUnGx8d59NFHefTRR5mYmABg48aNfOELX+Cd73wnbW1tdTHURqOxzrLTaD8yGo3StiPOj/aaFXPiXGrntNsqiiLHiqKsaGMSr10uF+9+97t561vfis1mY3x8nEQiIbuN3G43Q0NDDA4OygWp1n5kMpnqPsdyY+3n0h670WjEbDZTrVb5+te/zmc/+1k8Hg+nn346gUCAmZkZRkZGsNlsDAwMUCgUyGazZDIZyVZpaWmRFr3R0VEJ37VarUQiEfHeKybb5PN5Dh06REtLC2azmUwmg91uJxKJMDMzAxy3d01MTOD3+2XRVERkl8tljEYj09PTJJNJarWavF5MJhOLi4vSTiXOZSAQ4Dvf+Q7XX389F1xwAVdddRVveMMblrUtaa/1lWxL4lw2s9oJq9JytqWVxsvZ8laK01YUpW4/8OeiiriXCFWr1abWJDheBOrq6qJSqaxoTapUKs/ZmqSqKps2beLOO+/k0KFDXHrppXVz2vhq7b8XjWOgcfyKSHzTpUuXLl26dOl6OehULcT0AR7l+GqqG7iM41yYa1RVvUdRlO3ARuC7z6cI83KU0+mkq6uLo0ePctZZZ70k7/mZz3yGkZER/vZv/1Y+ZRcgUCGxmOru7mZqaopcLkcymcTn88mnz4qi4HA4JGMkl8tRKpUolUpEo1Hy+TxGo5FarYbBYJC2i2q1Sq1Wo1AoEAgEMBqNqKpKrVajVCpRLpdRVVUu9A0GA2azWdpABItG/G/FYpFCoUCxWKRareJ2u8nn8zidTjweDz09Pfh8PvlUuru7m+npaXw+H6eddhrpdJpwOEw8Hufw4cMvSuyT2WyWBZY3vOENsniQSqX44x//yMjICIcPH+bQoUM8/PDD3HLLLc9r/y0tLZx55plcccUVXHDBBQwMDPzF7UcvRNoiaS6Xk+dLRDq/GMpms7z73e/mvvvu461vfau8RovFouwSs1gsuFwuyuUyyWSSarVKKpXCYrFQKBSYmZkhFotRLpfJZrPSEmS1WkUR07rS+xsMBhRFQVVVisUiXq+3jvnj8Xhwu914vV6i0SjZbBaXy4XZbJadSh0dHTgcDsxmM8ViEVVVyWazFAoFbDYbbrebYrFIKpVi9erVzMzMcPbZZzM3N8eBAwd45zvfycDAAO973/v4wAc+UMdTeaWppaUFl8vF+Pj4Sd+30+nk3HPPZe/evVSr1b+GtDldunTp0qVLly5dGp2ShRhVVe8UrxVF+aaqqglFURaB/1AU5TAQA+5QVfUV8YRv8+bN7N27l3L5xf+4iUSCX/7ylwwMDNDZ2cn8/Dwul0taKVRVJZFIYLPZCAaDqKqK2WzGaDSiKArFYhG/34/RaKRcLmM2m+XiVIB6RQHFZDLJJ+mBQEAWYhRFkXwNOG4T0doenrVwyKfgwtohCjSFQoFyuUwqlZJdDOIYa7WaXNSILhWj0SgLRYqiyEJSMBjE6XQyNTUlizgvtTweD2eeeSbnnXcecLwY4HA4SKfTzM3NMTY2xuLiIplMRlpAKpUKbrcbj8fDwMAAPT09DA0NkcvlZCdCLpd7yT/Ly1mpVIpLL72U3//+9/zN3/yNvI68Xq+06djtdhndHolEqFarKIpCuVyWfCCz2UwymZTdI6lUikqloi2KrViIEQDaSqXC4uIiyWQSq9Uq/39HRwdGo5FEIkEikZBQYWG3s1gsEuzrcDhkB9Di4iLRaBSLxSJ/W6JQJGLp16xZQ29vLyMjIxSLRT772c/ypS99iV27dvH3f//3S6CxrwSJLqdEIvGi7H94eJhf/OIXpFKpk8o20qVLly5dunTp0vWX1ylZiIE/JyYBRkVRvKqq/khRlE5gWFXVB/63+y0Wi4yOjgJLmTCN43A4XDenlTbmtNkcHGcQiPFyjBihWCxWNyfYBt3d3RQKBZ544gnZldIYda1lxmh5MeJ4VuLJNM7dcccdVCoVtm/fTm9vr1xgVioVfD6fbK+v1WoEAgFyuZws2phMJrmoHBgYwGQyycjqdDpNa2srBoOBvr4+2cZvtVpZvXo1kUiEfD5PV1cXFosFm81GoVCgs7NTdhsMDQ2hKAqFQgGLxcLq1atxOBzUajXy+TyDg4My3SYYDGK32+X32dPTI5NN+vv7MZvNlEolDAaDtAW43W6MRiO9vb2Uy2UqlYqED7vdbtF10fQ3I0CqsJSB0oyP0ji30liwOEwmE319fdLeAvVMmsZxoVAgk8nI77qRNaPlpTRjwkBzDkyhUKib06pxW233SmNhSHt+Gpk+zWKwGz+XlmWy3OfQfk4tF0b7OeLxOJdccgn79+/n4osvZvXq1TzxxBMyzUsskiuViuzUstlsMt3L5/NRLBYJBAL4/X4SiQQej4euri6Z6OPz+XA6nfzud79bGWAEcr+9vb0YjUZKpRI9PT0sLCwwMDBAMpmko6ODxcVFeR9qbW2lu7ubcrlMMBgkm83KY+7t7ZVR3atXryaRSFCr1WhpaWH16tUUi0XZ2bZmzRpaW1tZXFxky5Yt/OIXv+C2227jpptuYuvWrVxxxRW85S1vWcINasY1ajanZcmsNBbfe7PI98a5xvus9v7cyIiJRCKyU05YvYQWFhaw2+1Eo1Hm5+ebMmKeT3y1GIui2IEDB6TNqZERo1XjeGFhoe6zcJy5pkuXLl26dOnSpesU0ClbiHk2tnoYuAJoVRTl/3I8HenJF7Jfm83GmjVrgHp7w3JjoI7nop1r5MA0MmK08dXN9gPUef61cxMTEwwNDdHd3c1NN93E7Oys5MIYjcYljBjBHTCZTHVMmGYR1SaTqS66+Te/+Q2bNm1CURSmpqaYnJzE6XTKjhDBmRBP/AV3pVQqEYvFJGtEsClEcWZubo5SqYTVamV8fJxjx46hKIq0HUUiEbmQFbG7oqgyNTVFtVrFarUSDodRVZVSqYTZbObYsWNUKhVqtRomk4lCoUA4HKZUKpHL5bBYLLJQNjc3JztGZmdnWVxclMWWXC5HoVCgVCpRq9UkmDOfzzMyMqLlhzRtS9JG/GqZKI1Rztqxlrlyom2bRQprX4v9NrJdVoqdbpxrdjxaLsxyHBgxFp1Ny80tN984J95Ty5IR42Z8kpXOQePnWm4sjkHY3RKJBBdffDHPPPMM27dvR1EUDh48yNTUlLQBabu+4vE4R44ckdDeVColU8ai0SiZTIZyuUw+n5edKKII9Wy30ooJcKITRvwOYrEYRqOReDxOqVTiqaeeolKpEI1GKZVKzM/PUyqV5GJcURTm5uZYXFwkl8tJ29T09LT8bWqTz2ZmZlhYWKBSqRAMBkmlUszMzDA9Pc3Q0BBnnHEGAwMDjI6OEovF+PCHP8ynPvUpLrvsMq644oq6+5r2O9F+R8vxiLSsIm2se+O4Way7dk5RlCUpZFpGTK1Wa8qIEfararUqI90BmYSVyWTo7OxcwojRsrcaGTHa+7MoDmuPZ2BgQF4XTqdTnkstIwaWMGDqxo3bArq/SZcuXbp06dKl6xTRKVuIURRlFXA58H+BTYAC/FBV1RenD/wUltVq5fTTT2f//v0vKi8gk8kwMjLCtm3bKBaL2O12isWiXADZbDYsFotMISoUCrLrRRRKWltbZbJRqVTC5XLJ/ysUCrjdbqxWKw6Hoy4KW8BQDQaDfKLe09NDR0cHg4ODTE1NYTKZcLvd0jaRzWZlV0OlUqFarRIOh2WUNvzZyuN2u/H5fJJNI/gYlUpFpjB5PB5CoRDlclkWUUShSNikOH4d6nqF6JprruGpp57i3HPPxWQyMTMzg9frlUBbk8lEtVqVnSnxeJxisYjL5SIYDOL1eiWzyOFwUKlUpHXIZrORSqVk90M6nQbwrHQsAi5sNBplAUN0TWQyGSwWC+l0Wl7PIqWsUqnIWGuTyUQ2m6VUKkngtoibFwVR8Xu2WCzS1ieisUVsfCaTkYWm7u5uOjo6aG9vp7W1lT179vDNb36T888/n/e85z2cf/75dcWWvybZbLa6VLyTqWw2C3AymUf6vUuXLl26dOnSpesUkeHEm7z0erYT5r3Anaqqjqiqeoeqqo++EoswQueffz6JRIL9+/e/aO+RTCaB40+TM5mM7DIxmUw4nU4J1BXAXQHZFQtDp9MpF3WiS0AAccWiMJPJ1D11N5vNmM1mmTIjrBCiQBKPx+X7u91uVFWVi2CLxSILLC0tLfL4RFFmcXFRcnVUVSUej0u2h6Io8tgURaFUKkkWjeDU2O32OsZGW1sb6Mkjrxg98MAD/OhHP2Ljxo0MDg7KJB6v10tHR4fktdjtdhwOB/Pz80xPT7O4uMixY8dYWFiQNjKLxYLVasVut+N2u+W15fF4ZEfZsx0Q6krHIzqKRKHS6XTKoovT6ZQFEZfLJd+vVqtJWK8o4BqNRgqFArlcTkK2RWKY6JKB40UGp9OJqqosLCzIAquABadSKex2u+wqEuflqquuYmBggJGRET74wQ+yadMmrrrqKvbu3astaP5VKJfL1XVnnUz9+te/xm63s3HjxpO1y5cecqVLly5dunTp0qVrWZ1yHTGKoqwBdgO3q6r6lIYVc1JULBYZGxsDmjNhxHyzOXFYwsay3Bwc5w6I+VgsVjen5RXEYrElLAMxFvHMd9xxB16vV9oShLSMGO1r8f4rjaPRqGQpiPPS1dVFZ2cng4ODWK1WWYxoa2sjHA5jsVhwOBz09PQwNzeH3W6ns7OTdDotu2QEI0Zs297eLrtUuru7sVgsMrlFsF+q1SqDg4Ooqiq7ZHw+H9lslv7+flpbWyW/pL+/n66uLpxOp1wM9/T0SNvSwMAAiqLIgorf78fn80kmjclkkraNoaEhZmZmMJvNBAIBuru75Xnx+/0UCsfdImazGU7wmxHvD8eZKOLcavkjjXONST+NjI1GlspKvJZmHJrGbRv5KCLBShyrdj+Nx66dLxaLddsK7o6Ya+THNI61x6aV6AaA5RkxK421TJjGc6A95yf6XPF4nKuvvpq1a9eyfv16Ojs7SaVStLa20t7eTiQSIRKJ4Pf7GR4elnHh4rcjOl0E1Nrv90sgrkgDc7lcMrq8Uqng9/t57LHHViz0CQuWoigEg0FCoRAul4u2tjasVitr165ldHSU1tZWjhw5IpOQAoGALEAKfozoZOvp6SGZTGKxWDjttNMwGAwUCgXMZjMbNmzAZrNRLBZZXFyUrCeHw8HQ0BDFYpF0Oo3L5aK/v5/R0VGsViu9vb1s3boVgPXr15NIJLjrrru4+eabaWlpYefOnVxyySW89rWvXXJNaL8/LdMIlvJktOPGuUZ+jFbxeHxFhpf2Xg3IDjs4zmDRArsXFhZIpVLYbDbm5+eZn5+Xhab5+fm6bbXjxrnlGDGlUonf/va3rF69munpaTmn5cA0MmBCoVDdeBlGzF91wqAuXbp06dKlS9fLSadUIUZRFC/wLuAuVVWfguOsmJP5HiIBBJYyYRRFWeK5185rX9dqNTmu1WpLGDHasXb+2LFjSxgxYtzIiDEYDHXHs3XrVp544glaW1sxmUx1XAGj0fi8GDGdnZ3y7wTXYHJyUs4Li4LgqohIXpF8ZLVaicVijI2NoaoqqVSKubk5zGYz5XIZh8NBoVAgFApht9tl/LM4H9PT03Xsjnw+T6lUYmpqimQySTwex2az4XK5WFhYIJlMkslkmJubw2q1ytjgyclJaQUxGAzMzs6SSCQolUpywSme4E9MTEhLlNinKMbMzs6iqiotLS243W5KpRKZTEaCODX2pKZdZI08Fy1zZCU+SiMDRcuWafxbLZ+lcdtmbBnxtytxabT71bJSlhuLjqfG1+KziLHoBlluTkg71r5H41h7rI3jEzF0tJ95pfPa+Fmuv/56pqam2LRpE8lkknA4LLtdFhYWmJ+fx2w2y2JLNpslFotRqVSk7adYLDI9PY2iKNIyFI/H5WLdZDLh9XqlXehEtzptx8rExATVahWfzyej3X//+99TKBQkq6lWq5HJZJicnKRUKskCYz6fl597dnaWarVKoVDgmWeeIZlMSkaJ6C4rFArk83mOHj1KJBLBbDYzPj5OpVIhnU5jt9uZmZlhcnKS2dlZmealKAqtra3s2LGD1atXEw6HOXr0KPfffz+33XYbdrud17zmNVx44YW87nWvY9WqVUv4MSvxkBrHjXOi401I+1pV1TpmjKqqkhkjzqlQpVKRjJhKpbKEEVMul+no6KCzs1O+FnPae265XJaMmHK5LO/V4j0bGTHj4+Pk83nOOeecFbkvjQwYVVUZHBys20/Dv2c6rFeXLl26dOnSpesU0SlViAFywPWqqr44pnv+DLzU/of5y0Vnn302v/3tb7nnnnvYvn37Sd+/gFQK+KRYaNZqNSKRiFyglEoluag2GAwy8rlSqcgY6WQyyfz8PLVaTQIvM5kM4XBYJscICLAoegwMDOB0OgUrQ6bu1Go1HA4HNpuNdevWyaKMeFouOl+SyaRc0FosFmmNEpYku91OqVSSccIi5lpwMAQXQ1EUCe+1Wq3SgvHsIv6vy1uha1n97Gc/47zzzpOdJMKmUywWZSFDXD+hUEh2BonOLpFqpr3+isWi/H0YDAaKxaLsBKrVanUFgOUk/g6Q8Gjxu5qbm6NarZLJZKhUKsRiMWq1GpVKRRZdQqEQ7e3tVKtVVFWV6VPCwpROpyUMOJvNMjc3J0HZJpMJh8MhP3c8HicWi+FyufB6vQSDQSKRiCzMeL1eKpUKiqIQj8fJZDIEAgG2b9+O3W5n//79hEIhxsbGuPbaa4HjnXJnnXUW5557Ltu3b6+D3Z6KUlWVUCgku39OlorFIt/+9rcZHh5m/fr1J3PXOiNGly5dunTp0qXrFNEpVYhRVbUMvGhFGDje9fGBD3xAtt5feOGFtLe3A0vtR9pxo/1IO9ZGnC431kaiNsZXiy4RWBqzGo/H68ZGo5F169Zx9913MzAwUNeKr7UqPRdrkvhb7WuHw4HRaCSZTHLaaafR3d0tGTDZbJbe3l7m5ubk0/aenh4ZJd3X1ye7D6rVqlzw1Wo1CfAVcctDQ0PyKXSpVJLdO263m0AgIC1honNHxOsODg4Si8Xw+XwsLi4yODgoi0KlUom+vj7y+Txms5nVq1czPj4uk5n6+/ulHWBgYIB0Oi3TndauXSuTmgDsdjvVahWPx8Npp50m9//s0/kTWpMEl0Zru1gu5lmMG+09jdYgbQx0436a2Z8axwK83Pi68T219iIxbrx+nn76acbGxlhYWCAej5NIJGhra6O7u5vVq1ezceNGgsFg3blptCppP5fWpgTUdYhobUrQ3JrUaMdqtCY1s0qJa2lhYYEDBw6wdetW1q9fj6qqknkEx6PQx8fHcTqd5PN52traZDeZsMGJ33xLSws2mw2j0UhbWxszMzPSahYIBAiFQjgcDqrVquiYWLEtRliJ7HY7q1evlr/rYDBIuVzGYrEQDodpaWmRRRmj0UhnZydzc3MUi0UcDocsEPn9fgKBgDz37e3tHDhwgEwmw+LiIj6fT0K4vV4vPT095PN5otEog4ODmM1myXOyWCzSgrVhwwa6urpkJH17ezvZbBafz4fJZGLVqlWkUin6+/vZsmUL+/fvZ3x8nHA4zMMPP8ztt98OQEtLC2eddRZnnXUWO3bsoKurq2lsuVaCdwXH76vabiNRGBNaXFyU42g0Wmcb0lqTRIKU0LFjx0ilUvh8Pubm5p6zNUkbc73ctnfffTfxeJwPfOADS+yzWvtRo/Wo0eIkEuY00ovIunTp0qVLly5dp4hOqULMS6G2tjbe9a53cfjwYR566CH27dvHtm3beP/7309XV9eKbeDVarXONqQdVyqVOitStVpd0ZqktTQBjI6OyvHY2Fjd+4+Pj9eNJycnufTSS/n85z/PwsICr33ta+Wc1pokFmzaOe3TZYPBUGdNEoUogP7+fsbGxvB6veTzeVKpFMFgkPn5eUwmE5OTk5J/YTQa5eKkUCgwMTFBe3u7fLo+OTmJ2WzGaDSyuLhIV1cXVquVhYUF5ubmKBQKZDIZcrkc4XCYXC5HZ2cnIyMjMr7a6/UyPT1NJpMhnU6zsLAguwjS6bTkUgg2TTabxWQyEQqFCIfDMqkmHA6TSCTI5XJUKhUZe+1yuRgdHZXdPOl0mnQ6zfz8vISw5nI5afHgBL+ZRsuR1qazkoVnOXtPo41Ju+1KkdDN5sR3rbU4ad9TOxbpOkKZTIZf/OIX/PznP+fxxx/n0KFDdQs8n8+Hz+djYWFBLuoVReGiiy7iH//xHznvvPPkttr3dDgcdWPta9HVJKS1FEG9Nakx6nqluWaWLzE2mUz8+te/Bo53oAh7TyKRIBwOYzQapQVH/E0qlZIdVqKAVS6XURSFUChEJpOhp6eHaDQqo6NdLheZTAar1SpB0s/yov68kl5G8XicaDTKwYMHKRQKdHR00NraKllGuVwOq9VKPp+Xv4VwOEwqlaJarXLgwAFCoRCRSASPxyM7BMX3ncvlZGFAdL6Ic5RMJsnn8yQSCUZHR6XNSnSkieQmrYUrkUiQyWRIpVIyNe3YsWPMz8+Ty+Xw+Xyk02k6OjokcHhiYoLFxUWy2SwHDhzg3nvvBY53zLz+9a/nzW9+MxdeeGFdjHljpLm4vsS1pO2ArNVqdTHYtVpNWpMqlcqK1qRyuVxnTdq3bx8AmzZtWmJNElYwIW3BuZk1KZvN8rvf/Y4zzzyTCy64gJGRkSV2IzEWTC3tfk4QX13vC9SlS5cuXbp06dL1F9MrrhDj8Xh44xvfyBvf+EbOPfdcDh48yN13382nPvUp/umf/ukvfXgn1JYtWwgGg+zdu5d3vvOdJ33/q1ev5vHHH8fn88nFYjwel0+/RcoRIEGkomDR0tIik5SsVitut1su6m02GyaTCZfLRTablXYjEWcdDoeJRqNyLJKPcrkcqqrKVKZgMMjExITkVoiOELHYFgt4VVWx2+1UKhWcTicWiwWTyUQgEMDr9dLe3k4+n5dP6UW8sNFoxO124/V6CYVCxGIxFhYWcDqdomBVPOkn/RTU7Owsd955J/fccw+PPPII5XIZv9/PWWedJb/TXC5HS0sLdrsdp9PJqlWrsNvtJBIJUqkUjz32GG94wxu4+OKL+eY3v7mkQ+ZU1f79+7FYLLLQCEi4dC6Xw+PxyA6QSCQiY90BeU0KO54ofhmNRlatWiVj02dmZmRXjLDLPZtWtCLHo1arsbi4KK1QolPJarWSy+VkkScQCGCz2WRxUVEUWlpaZFpZtVolnU5TrVZxu92yWCoAvi6XSx5/IpEgn88zMzNDS0sLfr+fTCYjuU+i68doNEpwrehgCgQCOBwO+vr6iMVimM1m5ubm6OzsxOPx4HA4KJfLEl4seE5dXV1s3LiRSqXC1NQU69evJxqNEg6Huf3227nxxhtZs2YN11xzDbt3767r1nopNTExAVDHd3khUlWVPXv2kM/nee9733tS9tkgHdarS5cuXbp06dJ1iuiUjK9+qeR2u9m9ezf/9m//RiaT4aabbqprET8VZTQaueSSSxgdHeXAgQMnff87duyQrfsejweDwSA5MWKxJpKUKpWKtH4IvoxIk7FarTidThnTm8/nZZy0sAtls1lcLpeMyM3n8zIeW7BaRBHHbrfj8/lob2+ntbUVu90uY6bF0+1CoSCTm/L5vLSAVCoV2SFQqVSk1aS7u1tCiCORCPF4XH7GyclJ5ufnKZfLmEwm7Ha7eLr8VxuhPj8/z549e3j961/P0NAQ11xzDbOzswwNDXHRRRfx5je/mVqtxtatWwkGg5jNZllc83q92Gw2MpkM+XyeYDDIW9/6Vvr7+3nwwQd54xvfWJcQdirL7/dLm1IoFJJMqd7eXhwOhwT0ZjIZ/H6/LCh6PB6Z5JXL5ZiZmSEcDsvOkGg0isPhkKla5XKZubk50uk0JpNJ3Hua3pNFEpn4Hc7MzHDs2DHC4XAdo0Z0LJVKJarVquycEWBfu92Oy+XCarVKW5TZbMZms0mLoNfrxePxUK1WqVQqRCIR5ufnpRWspaWFzZs309vbK7erVqsSblwulxkcHKS7u1vaEEWHkYjOjsfj8j7g8/mkTSudTsvfLcDQ0BDnnnsuGzZsYHh4GJPJxIc//GG2bdvG/fff/+JdDE108OBBfD5fXXfLC9Fdd93Fgw8+yEUXXbQE6H6StGIily5dunTp0qVLl66XVq+4jphiscj4+Dhw3G8v/Pe7du3ihz/8IXv27OEtb3kLUO+xb/TbazkwjZGnzWFtxUkAACAASURBVMbaqFSoj1JtjFltZMaI8dDQEA6Hg+9973v8wz/8g9zPSowYAQ7VjrXx1dr3GBgYwOVycejQIV772tcyPDwsn6SLtnth6QgGg9RqNdl94vP5sNlsKIpCZ2cnpVIJs9lMV1dXXVKM4L6IqNzOzk56e3ul3UtVVWw2G2azmaGhITweD9lsFq/XK21Tdrud4eFhfD4fiqKQzWYZGhqSC0xhkRLdCj6fj1gshtVqpa2tjWQyic1mw2q10tXVJeOcRXz11NQUXq+XwcFBufh99pw1be/XpCvJxXzja6jnpTSyU060rfa71M41Mk+abSteLyws8LOf/Yyf/vSnPProo6iqyvr161m/fj1bt25FURTa29tJJBJUq1VaW1vp6+sjlUrh9Xrp6uqS3IpqtSotGm63m/b2di688EJGR0f59a9/za5du7jnnntk95LoDoHjlhittUTLjxFdUUIniq/WSsuFaWTErHTeRedOb2+vTEDq6uriyJEjsugo4tUtFgttbW1Eo1G6urpkkU8UErxeL9VqFbvdLrk8okPF4XBIq53b7Rbf1YqVYAH0FfHRMzMzLCws0NvbKyG5go2iqqosarS1tWEymWhra5NF0Y6ODrq7u+tg2aJTRdisTCYTTqcTq9UqI+kF0Lqjo0N+z6KQIooxra2toruHTCZDd3e3tEy1trYSCAQ4ePAgiqLQ19cnu9g8Ho+0TAoGVTabxWazYbPZJANqcHAQv9/Pa17zGn7zm9+wa9curr32Wj7+8Y8vy4xJJpMr3nMBCTaG4/f1RkaM+D2HQqE6Rsy+ffs47bTTmJ+fB1jCiNFu2yy+en5+ntHRUW644QY2bdrEGWecwejoKLCU+xIKheS42Zw49oYHC3ohRpcuXbp06dKl6xTRK64QY7PZ6p42Cg/98PAwY2NjPPjgg2zfvp1t27bVefAbGTGVSkWOm82daNuRkRF5DMsxYrQMgMnJSTk+//zzuffeeymXy6xevRqTybQiI8ZgMNTxCgTAU8yJAosYv+lNb+K+++5jfHwcVVXlf9ALi4KwIpXLZWkTAmT0bTqdxmAwcOzYMSwWi2TACJ7E8PAwoVCIbDZLLpeTsdUGgwFVVYnFYthsNlKpFPl8nnA4TCaTIRaLEY1GcTqdZDIZ2a2jKIr8m1KpRDKZJJFISECp0+lkcHCQTCZDsVhkdnaWUCiE2WzG7XZjMpmIRqMUCgWmpqYIhUJMT09jsViYmZlhenoap9MpFpf1IIoGrRTfvFyU83OZW26fjTwZsW0ja6aR9SIYKBMTE/z0pz/lrrvu4rHHHqsrvlgsFux2O5FIhKNHj+L1eqXVRLAzpqammJ+fJ5lMUq1WKRaLxONxcrkcZrOZUqlEPp+vA8GefvrpPProo1x99dV8//vfl8ekPb6VGDGNvBhoHmfdyIgRXJhm7B3tuRS/lWg0Ki002WyWZDJJKpXCYrGQz+dlIphgsLS1tclrsFKpUKvVJJsln88zOTmJqqqoqiptSdFoVHZkPcs0WTHOrVqtEo/H5fVbLBYxm83Mzs4SjUaxWCxkMhlKpRKtra1UKhUZmZ3JZGRBQqQ1/elPf8LlcslOsnA4LK1+qqoyNzdHpVKRdqWFhQWCwSAWi0Weh1QqxeLiIplMhkwmI6OXBSNGdMdFo1GSySR2u51oNMrU1BSqqkrLUSgUoqOjQxaxVFXl2LFjRCIRTCYT/f39TE5Osri4iMPhwO/309LSQn9/Pxs3buQrX/kKsViMr371qyiKIovDcLyo04wRIyxacLxLScuIKZfLyzJihGXxsssuk/fSUqkkXxeLxSXx1SsxYgqFAj/84Q/x+/186lOfYmFhQd7nK5XKEg6Mdm5gYGDZueXGNAFB69KlS5cuXbp06Xpp9YorxDTTpZdeyuTkJDfeeCNbtmz5Sx9OU23fvp1HHnmEm266ieuuu+6k7vuyyy7jtttu4/e//z0dHR0ytUgkIUWjUWw2Gy0tLXIxJlgSXq9XLn6NRiOFQoFarYbVapXwTJvNhs/nkxaNXC4nF/s9PT1YrVYZiS2YMy6XC5fLJVkzIpo3n8/T2tpKT08PTqeT6elpYrGYLCiUSiW5YBUL6HK5LFk3Il5XdPYIe4XodBDFDQ1YtimQ4siRI+zcuVN22zgcDjwej1w4trS00NHRQXt7O319fXKR92KqXC7z2GOPcf/99/M///M//OlPfwLgVa96FR0dHTgcDrq6ukgmk3LRHY/H5Wf3+/3MzMyQzWZJp9P4/X5aW1up1WqyOyQej8vzWiqVSKVSRCIRCaK1WCzs3LmTH//4x3z0ox89pX9fmzdvlsDn/v5+aR0SBYBAIEA+n5fWNZGUlc/nJVcpn8/LLjHBWUomk9IKV6lUpOVO2O+eLRZkmh1bLBaT3SaCjWS1WjEYDLjdblRVlUBsYS/s6OggHo8Tj8dld0sqlSIWi2EwGEgmkxSLRQn0FtZDAXB2Op2YTCbMZjPRaFTGW4fDYRRFob+/XxZ3RXeM6AIUiWMCVGyz2ejt7cVqtWKz2SQwWByX+H0ajUa8Xi+xWIxisUgkEsHlclEsFnG73eTzeVloSqVSbN26le9+97ts2rSJD37wgy/2JcKjjz4KcFKiq++++26OHTvG//k//6euQKRLly5dunTp0qXrr1evuEJMsViUkEWxkBCKxWKce+653HzzzTz00EOYzWbZ6t3MmtTYzt5oTVpcXGT//v3EYjEWFxc5duwYtVpNttqL/WojV8VYe3zJZFJaTRKJBBdccAF33nkn9913H8FgUM6JBZb2/VcaN1qThMXinHPOYf/+/ZxxxhkYjUaZyqQoCvl8HqPRSEdHh4xvPe200xgZGcHhcNDR0UF/f7+EiA4ODnLo0CF8Ph9dXV2yU8Jut5NOp1mzZo3sXFmzZo1MW+ro6KCrq0taO/r7+3n66adxOp14vV76+/sZHR3FZrPR3t5OIBAgnU5jNBrp7e0lGo3S2tpKIpGQC1a73U53d7fcv9YWJsCmg4ODFAoFabNIJBKyyAD8+WStcH0dPHiQ4eFhcrmc7DZYXFyssyoI2e12+vr6GBgYYGBggL6+Pnp6ehgeHqa/v1/CXFeyODXO1Wo15ubm2LdvH0888QR/+tOfeOKJJ0ilUhiNRs466yw2bdrExo0bKRaLdHZ2kk6naWlpIRqN4vV6WbVqlbSY+f1+bDab7KaxWCy0tLTI7pLu7m4qlQqZTIZQKERbWxsTExOUy2VpQRNdKJs3b+bJJ5/kS1/6EjfffHOdNUn7O4B6O5KAOws12o9EB8Vyc4ITJN6jmTVJjIPBIG9729t44IEH8Hq9JBIJWTgQ1/f09DR+vx+LxUJnZyeJRAKHwyGZRXNzc7hcLmndEteex+Ph6NGjWK1W2tvb6yLTV61axWOPPdYUBi3g2KKrTlj4zGYzbW1tzM/P43K5GBkZwWw2097eLuOtOzs78Xq9TE5OUqlUaG1tpaOjg0QiIa2Goqslm83K37BIgzKbzSwuLsoktXA4jNVqpVar0dXVJYG8ra2tsvumo6ODnp4eIpEIRqORcrlMd3c3BoMBj8fDmjVrGBkZwW63k8vlCAaDLCwskMlk6O3txW63yyKVsC+2tbXh9Xpxu90UCgXMZjNvfOMb8fl8/Mu//AtnnHEGPT098ppIpVInjK8Wv81IJFL3O9XakbTx1T//+c8l12ZmZgaAubk5GV2/nDVpOdvSgQMH+PnPf85rXvMaurq6GB0dXRJ1rd2P1m4UCoVWjNoWY+3n5AT3Ll26dOnSpUuXLl0vnV5xhRir1VpnDWqMBt20aRO33nor09PTnHPOOXXWJK1tqFwuy3GpVKqLqy6Xy3VjEZUtYpeFbDYbmzZt4h3veAcul+uE8dUTExPyeAwGA+9+97v59a9/za9+9Ss+8pGP1FmTRBu8GDfGWYsWekVRlliT2tvbufbaa3nb297G3r172bZtG+l0mlwux9TUlOw2MZlMzM7OYjQamZmZkbahQqEg42DL5TJjY2M888wzuN1uisXj68xIJEIulyOfz3Po0CFCoRDBYJBYLEahUJALynK5LBc6yWSSI0eO4HQ6ZYGgUqkwPj5OLBZj7dq1kvVy7Ngx4vE4Pp+PRCLBkSNHKBaL+P1+ZmdnJSNGRGiL4pgofMzOztLd3U0oFJLWjucim83G8PAwHo+H1atXy0Xl2rVrZeHPbrdjsVjkYlV0Fzz++OPE4/G6/VmtVlmQCgQCkoEjoK+5XI5isUgsFmNiYoKZmRm5GDQajWzcuJG2tjY2bNhAMBikp6eHhYUFksmkTMNSVVVyLorFInNzc9JSI5KrKpWKhMGKzg7BjRGMDbPZzPj4OOFwGLfbzdzcnIwOLhaLTE5O0tHRwZ133snMzAzd3d2SVSSgzkLPx5okmELLzf1vrEkAH/3oR7ntttt46qmn8Pl8xONx2RUyPT1NIpFAVVXJbMnlchJU63A4UFWVTCbD/Pw88Xgcv9+Px+MhHo+TTqcl0FfsIxAIiN9k08VyIpHA6XRSqVRkh5couFitVlwulwRSl8tlisUiTz/9tORhWSwWubC3WCwkEgn5WxbfbbVaJZvNUi6XWbt2LV6vl9nZWdn51NHRIbuEkskkzzzzDBMTE6TTaWq1GsViUR7XzMyMhPfa7XZisRhHjhyR/Jl4PI7NZmNycpJ4PC4tTel0mnK5LP+uq6uLSCRCNBpFVVVCoRDDw8PYbDZpaxTfxZe//GVuvPHGuiQ1LX+oWq3WdZ5UKpWm1qSWlhbg+H1ecLGefPJJzjzzzLr7rLarqFgs1t1ztfHVpVKJ/v5+otEoN910E11dXXzsYx+T12mpVJKWo1KpVPdvlNaOJGDI2rlmY16B/97r0qVLly5dunSdqtL/w6xBLpeLTZs28cQTT3DOOee8oH2pqso999zDfffdR29vL5dffjmLi4sSgLt3716eeOIJ9u3bx2te8xpOP/3057V/i8XCO97xDr71rW9x6NAh1qxZ84KOV6t169Zx/vnn8/jjj9PT04OiKNJq0NHRIa1HYlHjdDplFLTJZKJYLJJMJslkMrhcLsltEMWDQqFQt5B1Op2Uy2XJjyiVSpRKJbq7u+Xi2eVyyUQXsWAUi+lsNis5MYIvUywWKZfLrFu3TnaECHuUKNBMTU3R3t4uLTUiVUbYlkqlUiM02drsvCmKQltbm4SyKooiP5+wUhkMBhwOB62trWzevJloNMrMzIxcRIsFezwel9sLXo3g6uTzeSwWi+zS8Hq95PN5WlpaaGtro6OjA7fbTTQapbOzk0KhIPk4lUpF7kNELfv9foLBoCwQTE9PYzabCQaDsoDz1FNPkcvl8Hq9zM3NyY6nWCxGtVqVST6lUgmbzYaqqkQiERYWFiRLZmBggKNHj3LHHXdw9dVXn7Tr9WRry5Yt7Nixg6NHj7J161acTqfsjEkkErK44vf7ZREjn89TKBQk4FbErheLRdlRZ7fbcbvdBINB2WlmNBpJp9Oi2NcUBi3SxGq1GhMTE9LWU6vV6O3tpVgsYrfbsdvthEIhpqamcLlcqKoqC2l2u13ajkQxqK+vD4vFIlPNDAYD6XSa+fl5uru7pZ3K5/PJ71J0iYljKpfLGAwGuU+Hw0EqlZK8HMEbEsebzWZldLfg5vh8PgkKFlH3IqmqVqvJe4cAa8/PzxONRmWXVjAY5L777uPw4cOcccYZL8q1ceDAAWKxGGeeeeb/eh/VapV///d/p1gscvXVV8sizIusun/vFUW5ErgSOGnJT7p06dKlS5cuXbqem/RCzDI67bTT+MlPfiI7C/43qlar/OhHP+LRRx9l/fr1XHnllZhMJo4ePSqflD5rRWBkZIS9e/dy7Ngx+vr65NPZ56LXv/713HHHHdx1111cfPHFdRakF6orrriCRx55hMOHD7N27VpZjMhms9jtdgn+TKVS8omzgJoaDAYJ+/R4PLhcLpnqYjabSaVSsvjhcDhwOBzYbDZZ7DGZTJIFIXgQoitDWAkSiYSE9mYyGSKRCOVymUKhIDtFcrkci4uLFItFmRbl8XhYXFxkcnJSdsYIW5NItjEYDLKYIhbXz6bp5Fc+Y0i+zfj4ON3d3TJFSSyEXS4XpVJJRmzHYjEJLBYLVK/XCxzvTrJarfT29jI6OkqlUqGnp4d4PE61WsXhcNDT08P4+Dh2u53zzz+f2dlZGSst0nDE4trtdlMul5mdnZVdHOVyWTI5qtWqtONlMhm8Xq+0/SwsLBAOh7FYLJjNZiKRiLQvCVuRwWDA6/VSLpdJJBIYjUa5wCyXy1itVvL5PN3d3ezbt++kXacvlr7yla+wY8cOFhcXqVarJBIJIpGIvN5sNhtzc3Oy4NDZ2SltMB6PB7fbLf9OcJBMJpPkBVksForFIqFQiFQqRTQahSaFGFVVyeVysmAnYuCNRiOpVIqnn34aON7lpy0sulwuGWktuqA8Hg+BQIDR0VFUVSWVSmGz2cjn81itVtn5IY5PFHgEL0rAmQWXRnROiWJctVqVHWviNxEOh2UHWjQaxe/3097eTqlUkp1g4phFZHY2m5X3HfH5BQ9HzAtWTjabpbW1lZGREe6+++4XrRDzq1/9CqPR+IIKMT/5yU84ePAg//qv/1rXkfgiq6QdqKr6beDbANu2bdNBvrp06dKlS5cuXS+hXnGFmMb4aq1EDK/dbqdWq3Ho0CFpVVjOfy9a/KPR6BJGzO9+9zseffRRXv3qVzM8PCzjSGOxGIcPH5bbqqrKtm3b8Hg8/PKXv+S6667jbW97m+z6aGTEiLH29f/P3pvHSnLWV6Cnqnqt3ve+y9xl7tzF43XAYGMHeM/EAhGCrRAUSMRDiRBKCNkIIVGk5EXJIy9SxENIIFASBSIRBeIogCFgsziYADHeMLN45t65e9/e965eq7uq3h+3f7+p7rn3zowZmzGuI1nu79baVV9Vz3e+3znnvvvuwxe+8AU89NBDuPPOO9lolVAul0f2M+4Rc5h/jMPhwAMPPICvfOUruPvuu7G4uMiD/MFggOPHj3MsbTgcRrlc5uXz8/NcBXPixAm43W5omjZSdu9yubhKQhRFiKKImZkZnvEmH5psNgu73Y5jx46xNINisS9cuMCyllgshs3NTTgcDvazIalRJBKBqqpwOBxIJBKoVqs8GKaKH/r+i4uLcLvdHDGcyWTM6VJHsnMOhwOTk5PodDqYnp5GKpVCu93G5OQkAoEAvF4vHA4Hut0uS4Di8TiazSYTNuFwGIPBAF6vl2UnVI1x7Ngx6LrOxA35sLhcLrz2ta/FuXPn2OA0HA6zJMXj8WBlZQXFYhGdTgcTExNwOBzsJzQ3N4disYhut4twOIxWq4VwOMweKO12G7VaDeFwGMFgEIqisBExkQI+nw+zs7NMhE1NTbEXUK1Ww/z8PBqNBp577jmcOXOGTZSByz1izL4wzWaTK5moPR5nfZhHDJlAA6N+MXRMc7vb7fJxer0ebr31Vnz2s5/Fb/zGb+Ctb30r/H4/2u02EokEbDYbYrEYG1RLkgSfz8em0SShmZ2dRavVgsPhgMPhwPz8PGq1GnRdx4kTJ7hyZnd3l6RJhw6IqVKFSAzySqLKqHK5jFarBUmSOGqapGEUb033stfrodfrIZFIwOVyIZlMcp9RVRWaprEpMRlkE7FH37NcLvN1PX78OFfckME3kZ7T09NcbdPr9RCPx6HrOmKxGBYXF/H000/DbrezLJLIo+XlZU7+EgSBo+0pSn55eRk2m42r3k6fPo1AIADDMPDVr34VH/7whwFcSnMj0PUnmN/f4+9ys0cMmTM/8sgjuO2229BsNpFKpXhds0cMkdAHLfvxj3+Mz3/+83j1q1+NmZkZln0RzL4wVE120PmMe5NdqQ1gxDDGggULFixYsGDBws8Orzgixul0jviumOM/dV3H3NwcnE4nPvvZz454v4zr8VVVZa8Z82dg/x/6zz77LG6//Xa85z3vwfnz53n5eLT1xYsXsbCwgIWFBfh8PjzyyCP4whe+gA984AMIBoOHxlmbo6xnZmbw+OOP4xvf+AYeeOCByzxiRFG8LM6avAxEUWS/GGonEgkA+wO/j3zkI3j00UdRKpWwvb3NhBQRB9lslhNPVldX2buCfByAfa8S8oRpNBrodruoVCqIx+M8u14ul1k+k81m0Wq1OOp3e3sbDoeDE5uoeiaVSmFvbw+xWAyqquLMmTPY2dlBOBxGKBRi+USlUuFI5mw2i2aziVgsBq/Xi7W1NayvryMYDEKSJFQqFVSrVT6ParXKxN1w1v7I1KRWq4UzZ85wZUG5XEa73UY2m2VT1HA4DLvdzuk6wD4J0Gq1eHCbzWYhyzISiQR2dnaQTqc5mrjRaEAURaiqip2dHb4Hzz//PMuXSBJDqVGCIGBvbw/5fJ49SiimmCqAKMVKlmXEYjHIsoxer8eSKhpcC4KAXq8HTdM4bUpVVTZsVRQFnU4H5XIZ5XIZfr8fLpeLSaBQKIQLFy6MxG2Pe8TIssySNF3Xj/SEOcojBsCI7GPca8Z8TGA0Tttms+FXf/VXkc/n8Ud/9EeYmZlBPB5HJpOBoigsXaN9kv8LGRfLsoxKpYJMJsMmuC6XiytM+v0+ZFmGJEmcIIQjUpMo4UjXdWxsbIxUilDyUq1WQ6VSgSAIOHXqFPb29pDJZKDrOqampjAxMYF6vY6LFy+iXC7z/aOYcap6IenfYDBgw2ki2Gq1GiKRyIiR+dTUFJaXl7mP9ft9tFotBINBljBRClqv14Moiuj3+zhz5gwymQzS6TR/n8FgALvdjlwux5VjvV4PLpcLoVAIgiAgk8lgdXWV5Yb5fB65XI5T3C5cuIBsNouFhQXoun6ZR4w5zrrf7494Wpk9YlRV5WSzXq+HbreLnZ0dvOtd72IJIGHcI2bcP2ZmZgb9fh9/9Vd/Bb/fjz/+4z+G3+9nMtq8Lr3bD/rdOWzZldqw4qstWLBgwYIFCxZuGFw/HcvPESYmJnjm+YXgueeeg6qqePvb337Nx/2TP/kT+Hw+fOYzn0GtVruq7SRJwi/90i8hm83i0UcffSGnfCjC4TB++7d/G4899hjy+TxUVeWZblmW4XQ6mSQhWQL9zePxcJJMv9+HzWbjGVqaySafCHMFjMvlgiRJ0HWdyRnzgLff70PTNAQCAUxMTCCZTHIVS6fTYemU3++H3+9HNBpFIpHgCoKpqSkkEgk21ZVlGc1mk2VC+XwezWaTZRE0WB/OaB/5zJAUySzJAfYHV6VSCcVikWfR/X4/e+WQPMlut/O2tVoN6XSaB7xerxdTU1OYmZmB3+9HMBhkEqzZbOLChQtIp9Ms2aJr4PP5mPgxX2u6JjabjX1wotHoiFTM4XDA5/ONfB/6jyRpFDVM1QtmGRJVxAxlXSiVSuwLkk6nr1c3fVHxu7/7u/jwhz+M3d1dLCwsMIFEcjtKAyqVSmz86vf72QeFrqvdbue0HyIiSJZkGAb1M8dh50HPgCzLCIfDcDqdTPpUq1VEo1HMzMzAbrcjm81ib2+PDYZlWcbc3Bw8Hg/cbjdarRZarRYbDGezWZTLZZYukV8QGfKSOTFtT9JEp9OJYDDIEfX0biCZIRF4xWIR+Xwe9XodqqrC7/ejVqux3JAkhUQaktcT+ULZbDYmgohYIUmdKIqIRqPwer2c+gUAjz/++HXvC9///vcBAK9//etf0Paf//znkU6n8cEPfpDJn5cQ7iuvYsGCBQsWLFiwYOGlgEXEHAAaTCiKcs3bUmXGbbfdxpUl14JoNIrf+Z3fgWEY+NKXvsQVE1fCyZMnccstt3As8PXEe9/7XkxMTODs2bMsC6DBZ6vVGokPJiLGZrOx9wT5PlCVBkkUNE3j70dEBFWjUIUAxfO6XC6WNpHXi9vtRrfb5eQVMiAlY89Op4PNzU30+31MT0/z4LJSqeDs2bP49re/zf4fzWYTmqaxLwv50ng8HiwsLCAajdIMt3r4ldonmEiiQSk15L3R7XY5cUrXdQwGA0iSxBUsgUAAgUCAB800YDfHgauqOiKHoYEpmfiKogiPx8OEC1VtUGVLrVZDp9NBrVZjA1mSkAWDQU5DyufzXI1Qr9cRjUbZ64c8Suj+eTwe+Hw+lnrRfojMMUtbut0uV96Mx7XfyPjrv/5rfPSjH8VDDz3ERsbxeJyruijCW1VVeDwe7m9UceL3+7lSLBAIMAFIfigmyeShrq303FHVCpEQ/X4f7XYbmUyGnxu691SJQ+RLKpXC6uoqEyMA2M/F4XCg1Wpx/yiVSlzJpes6gsEgQqEQG0GTJC0SiUBRFDz99NNMXk9PT/N5AODoerfbzdUokUgEc3NzuOmmm5BIJBAIBBAKhTAYDJDJZFhaQwRupVLBxYsXceHCBaRSKdTrdWxvb3OlEFVqUV89ffr0de8HP/jBDzA9PY3Z2dlr3vbChQv44he/iLvvvht33XXXdT+3q4D1e2/BggULFixYsHCD4BUnTVJVFdvb2wD29fdmr4lcLsfVB7Iso1wuY319HcCoNh8Y1d+bfQV+8pOfoNvtYmFhAaurqwDAka302ewRU6/Xua0oCn++//778fDDD+PjH/84HnzwQYiiiEajweX7JE8x7+dNb3oTPvGJT+Dhhx8eKcUnqYK5TduO+8eUSiVumz//1m/9Fj760Y9iYWEBJ0+eRLvdxszMDFRVhdvt5hJ4Ik4mJibg8/lQr9cxPz/PM+hutxsrKyvY3t6GpmlwOByIx+Mol8uQZRmvetWrOIkFAKamptiod3JyEqVSCTabDYqiIBQKwW63c8zt8ePH0ev1IMsylpeXsbGxwdUL5Ouxt7cHwzBQKpU4Gvr48eNMPmiaBqfTyTP6LpeLB3lD4uDIWWWXy4XFxUU4HA7Mzs6ylKRcLqPZbCIYDCIajWJubg57e3sIhUI4duwYLly4wJHBsizD7XbjlltuwcbGBmKxqbd6JQAAIABJREFUGJLJJNbW1uD3+2G329l3hSKAY7EY+7M4nU4oioJEIoF6vc4JNJOTk+j1ejAMA/F4HPl8HqIoIh6PI5FIoNvtcmVDoVBAoVDglKBCoQC/349IJIKpqSnYbDaUSiUEAgE4nU4mHefm5pjUAcAx45lMBslkEgsLC7Db7Uin0yiVSlwxNO4RQwQTcLknTKPRGPH4MBOB4x4x5vY4qTneJnkOgMvITFVV8aEPfQj33HMP3ve+9+HJJ59ErVbDqVOnMD8/j+effx6xWIx9iSjGOhaLYXt7m1N9Jicnsbu7y+lfZo+cIQ718aDqk1wux/401Jeq1SoqlQoMw0AikYDf72e52dTUFFwuF3w+H5MyVM2TSCQ47SiZTKJWq6HX63GKGaUleTwenDx5cuQahUIheL1elgGSrE/XdRQKBYTDYTQaDcRiMY73ttls3Meowqbb7WJ6eprlPETwxGIxVKtV/nzixAlsb28zmXv8+HHk83nUajVEo1EmYz0eD2666Sb8+Mc/ZpmVub9UKpWRdzlVMgH7MiuzSXsul+N2KpXCE088gfvvvx/ZbJY9YwiZTIZJxvFl6XQa//RP/wS/3497772Xf1foGObzMbfHf3eO8og5yKvMvC0sIsaCBQsWLFiwYOGGwSuOiDF7xBiGcaBHDADEYjHU6/UjPWJoP71ej40k//Vf/xWxWAyvf/3rmcQwe8jQAIJAHjEAsLGxwZ8XFhZQq9Xw+OOP49y5c3jwwQextbXF225vb4+c++7uLlZWVvCDH/wAP/zhD/GBD3yAZ55FURzxK5AkiT1jJEka8Yghs03aLh6PAwB+/dd/HQ899BCee+45hMNhnpEnLwy73c5eETToIl+TXq+H3d1dOJ1O9Pt97O3toV6vs+eCw+HA7u4uEy21Wo0rU7LZLBMCe3t7nGZEUgnyrtjb28Pk5CR8Ph/cbjcPTIngOXv2LFfO0Cx/IBBAJBJBpVJBpVJBoVDgOOdmswlBEHDmzBlUq1WzD8mRHjHNZhNPPPEE+1aEQiE4HA724/B4PIjH49A0DY1GA41GA4qisDyECAnyrKnVavjhD3/IpqqKomB3d5crjki2BYAHrT6fj6tWgEvkmFkqVK/X2cuFkn2ogscwDNRqNfT7fUxMTKDZbHJlBfneTE9Po9vtYmtri6uMdF1HKpVCPB6Hw+HA1tYWFEWB3W5HJpNBtVqFqqpcadZut4/0iKH2uEfMuOcHEXyEw/xjBEG4LCb4KM8Ys18MsP+s3HvvvXjiiSfwl3/5l/j0pz8NRVGwvr7OKUXhcBi5XI6JFYrynp6eRrPZxM7ODnK5HP8dAEtyhud2aP8ypwaVSiWW/MTjcQQCAa5+6vf7LOup1+toNBrY3d3FxsYGdF1nSZDP52PZmSiKHAcvCAIb/drtdq40KxQK8Hg8MAyDJUaUjkXyQ/o7pWMNBgOkUin2m2m329yfnE4nut0uV81Fo1G0220mT9bW1jAYDJhczWQyaLfbHOueTCbRarWQzWZRr9e5io18kjY2NuB0OhEIBEb6BxkdE47yiKEKGwB44okn0O128eY3vxkTExPo9XojHjHdbhdTU1O8nfmd+93vfhepVAof+chHMDExcagnDLVp+UHLqG32i6G2eb/jy/EK/L23YMGCBQsWLFi4UWHNkB0Ct9vNA9yrxd7eHnK5HG6++eaRKpMXittvvx2vf/3r8eijj3JFzZXw7ne/G+12G1/96ld/6uObIYoi3v/+9yOTyWB9fZ19RILBIFeskPEkDRJp8N1qtVjmQjPsNLj2er0QRZF9ThRFYZkOJcFUKhUA+x4pTqcTvV4PhUKBzVFJbkMeNc1mE+FweGT2fnd3F5lMBrlcDouLi4jH4/B6vVAUBXt7e6hWq/B4PAiHw9A0jWVKlAJlqtI58saSXKdaraJWq+HixYuo1+scCSyKIsulaJDr8XgQjUZ5wCjLMur1Os6ePYvt7W0elFarVa4kKJVKTI5QVQRVF2xvb3MVid/vRyKRQLvdxrlz57C1tYVsNsu+GnTPisUiSqUSV6mQ/84dd9yBYDDIA3Ngf4Cn6zpsNhvLrID9ypRCoYAzZ86gWCyyHKnf7yMUCrGchUiKsdn6lw08Hg8+8YlP4LHHHsPy8jKeeeYZbGxsIJ/Po1wus9xI0zR4vV6ORo9EIkwEeTweOBwOltNQxQqOSOUi7x3y/QHAEeR+vx9LS0t8r8rlMs6fP490Oo1UKsWGwWSi3G630el0sL6+DrfbjWPHjiGZTMLr9bJsrtfrQdd1iKLIfkbpdBp7e3scW09ywUajgWq1CpvNNkJgBYNBTkwi/yZKPiICVFEU9ojpdDpceUXvYIpWB/bJDjImjkQi8Pl8LIGLxWIIhUIs3+p0OigUCtftvj/33HMQRRF33nnnNW2nqiq+9rWvYWlpCW984xuv2/m8ALR/lge3YMGCBQsWLFiwcAkvuxkyQRAmADgNw9h+Idv3ej2WJlFcNcEsTSI/i6OkSeb46sFggB/+8IcsTTATJ9Vqldvmz8C+pIjaZmkSsF9dcdttt+H06dP43Oc+hwceeOBIaRK1jx8/joceegi33377SEQx4UrSpMOWHTt2jJNR7r33XkxMTDCpMjMzg0wmw/HHc3NzXPGwuLjIM+mUGkVVBJIk4fjx4+xTEolE0G63WdY0NTWFfD7PEdmZTAYOhwOBQADT09Po9/ss+1hZWcG5c+eg6zrq9ToPyACwPIKMfqk6hYiQQqEAWZZhs9ngcDi4L1CsryiKl1VPHASn08nJW9PT0ygUCrDb7fD7/ahUKmg2m7Db7bDb7YhEIkgkEggGg9je3sbk5CSmp6cRjUaRyWSgaRpHBVMlRTQaHSFQIpEIgH3jX0EQuC8OBgP0+33u31TdRKSI0+lkaRJ5lVBVSzQahc/nGyHCKpUKkwVerxeZTAatVouNVDVNgyzL8Hg8yOVy2NzcxKlTp3ggH41GEYlEcObMGdhsNqTTaSZpAHAEt7nv071TFGVEWkLmtge1zTIl2g+h3R4dh463zVIlM4kHjEqViDi5++678fWvfx3f+9738LGPfQzf+ta3kMlkOKJ8enoaKysr2NvbQ6PRQDAYxM033wyfzwdFUbCwsIBiscgyuKG869BkG5fLxQlJ5NfT6/UQDAZRq9WQTCZhs9kgyzLS6TQng0mShE6ng8nJSTbpjUajqFarHGXtdrvhcrmYrGm1WpBlmUm55eVlNBoNnDt3jv2BzMsuXLgwEpO+s7MDp9MJr9fLRGaj0eD4+I2NDfh8PkxNTbHfFJEwwH71z/T0NEuoqtUqfD4fx5FLkoRYLIZKpQKfz4eTJ0+i0WhAkiR0u12Uy2U89dRT2NjYwPz8/Ej/qVarIxKecrl8qDSJEqAA4Omnn8bCwgKq1Sqq1SoymcxIvxiPr6bPjz32GCqVCt71rndhY2PjSCkSHdN8Pkf97ox/j8O+1xBHVvNZsGDBggULFixYeOnwsiNiACQBdK+41iFwOp1crm0YxojpoqZpXNpN5ekkTRov++71eiwTIpnSv/3bv2FxcZG9MAj9fn9EmnRQfDUwKk0CgM3NTSwtLeHd7343PvOZz2BtbQ333HMPgH1pklniZI6zfutb34pPfvKTeP755znOemZmhtc1S5NEUeRyemqTVMkcZU3tD37wg/i93/s9/OhHP4KmaUwYkP8K+b5sb29jZ2cHiUQC29vb2N3dZWmLx+NBOp3mgbemaRwVrWkaxUSjXC6z1KlerzNZIIoim76SHMTlcqFUKkGSJCiKglQqxVIcitr2er2oVCosN1JVFYFAAO12G61Wi2fPRVFkjwvy1SASCcCRTshEXFHlAVXzFAoFHqS7XC5OtCFvlmKxiFqthlAohK2tLRSLRUSjUbjdbiiKwoMzqswhQ97t7W32fCHjYpKMUPITRQ0nk0mEw2H0+31sbm4il8tBEAQe7DabTXi9XjZWpkE6DUapGmdnZ4clJTabDaFQiNN3yOiVZDSCICCdTvN9JckTACakgMulSVQxAhwcXz0uTZJlmdvmZeb2QdIkc5ukWYQrRVsT3vCGN+C+++7D2toavvjFL+ILX/gCLl68CABYXl6GrusIhUKYn59HKBTiaq1arQav14tqtWoeYGs4BEQyNBoNPvdisciR54qi4Pjx42wOTfdMFEW85jWvQafT4coqIlLIhJeep06nA1VVoWkaJEmC1+uF3W5neVG73eaqGZJUkRdRuVyGKIrsGbO1tYXNzU1EIpERjyLyS/J4PCy3KxaL7E3U7/eRzWa5yk4QBKRSKSZ2SSa1vr6OSqUCTdOwu7vLpJsoipw4VyqVcMcdd1xRmkQVRqqqIhQK8TJVVRGJRKCqKjY2NvDud7+b34/dbndE1kleN/R5ZmYG3W4Xjz76KE6cOIE3v/nNXAFllgx1u92R35ZutzsiezW/582S2IOkSUe1AfgO61sWLFiwYMGCBQsWXlq8bIiYYSXMTQD+XwB/IwjCBQAOwzCub0TQEOao5atBtVpFPp/HL/zCL1z3c7nppptw6tQpPPnkk3jggQdGBgoH4fjx47jlllvw5S9/GW9729uu67n84i/+Iubm5njARjPCRFSQdwmRF+VymeVLbreb45BDoRB0XYfD4YDT6USr1eKZdr/fz8QDLadoZwAsXwL2SRxKejl+/DhsNhva7TZqtRpvS14YRPA4HA4e0CmKwjPpNpsNxWIRoVAIiUQCKysrTFwQyXAlUFqTpmkIhUKQZRm1Wg2JRAKTk5NsXiuKIjqdDlKpFKanp5m4kCQJx44dQ61Wg6ZpTC4B++TE7Ows72NjY4OlX5qmIRgMshEpyUtEUUSr1eJkI/K/oWtH1QiDwYDNU2dnZ3HmzBkMBgNOQqKkK6rIkCQJLpeL04JIbuJ0OhGNRhEMBjnhyjAMdLtdvldmUuXnCUtLS/iLv/gL/Nmf/RnOnj2L73znO/je976H//3f/8XFixfx5JNPwmazYXl5GaVSiY2XB4MBGo0GEYGHXhyqkKJnjYyZidCgqrLNzU3s7Oyw5M1ms+Hpp59msisQCODYsWOo1+v8rHS7XU5zIgPsEydOwOFwIJVKYWNjg01yY7EYJyxls1k88cQTGAwGUFUVgiDA7Xbjpptuwvr6Omq1Gmw2G6LRKBwOB+bm5rC6usoEYaFQYJPsYDAIv9+PcrkMj8fDfWhzc5MjtScnJ5HL5VAsFqGqKvfvarWKVCrFMeFEzGUymetyb8+dO4d+v4877rjjmrZ75JFHUK1W8d73vve6yFV/Srwov5UWLFiwYMGCBQsWrh0vGyIGgAfA/wngccMwviYIwtsBnBIEYccwjM8dtaEgCO8H8H4ALyhS+mqQSqUAgEmK641f/uVfxunTp/G1r30N73nPe664/tve9jb83d/9HX784x+PGEr+tJAkCe94xzvwsY99DIuLi+j1eiwxEgQBiqJA0zR4PB6ulBFFES6XiwdOqqqyvwkN4MlPw+l0IpPJQNd13if5QlA1CM2U00y+2USUBqXkSzMYDBCPx9nY0+PxsJeMw+Fgw1wAPBAEwAM6SpChypHV1dXLBjPm/uXz+XDixAnk83kEAgEMBgPU63XU63VOgyE/jGw2y34YwWAQ6XQavV6PDZOpoiYcDsNmsyEcDnOaTbFYRDabhc1m46ofkiIJggBJkrhKxu12Q9M0KIqCdruNYDCIfD7Pg26n08kyHUmSkEqlmJyqVCqIRCJoNBosX3G73Uz2kOkwxXRLkoRgMIhgMIh+vw+v18vmr7Q+eS8RwfTzBkEQcOrUKZw6dQp/+Id/CFEU8fzzz+Ps2bM4c+YMyw/Jl8csm8FYPLq5b7ndbiba6BpS4hWRfxcuXOBlsizD7/djZ2eHU7SWlpbg9/tZukYEDhF0LpeLvWEoml7Xda4MA/YJwXw+z88xyTcVRYHf74eqqnA6nYjH40in0+j3+zh37hwCgQCy2Sw0TWMPqEqlgl6vh3A4zJU0vV4PnU4HkiShXC6j2+1CEASEQiHkcjkmdiYnJ7mSzJzKZLPZmPQg8vWnxfnz5wEAJ0+evOptdF3Hww8/jJtuummkquVniEP9hyxYsGDBggULFiy8tHjZEDGGYawLgvApACcFQbgfwBqAHwP40nAm+HNHbPsPAP4BAObm5gxzfLV5EGRu0wCEBhlX0urT4IpSPczVNGZfmFqthrW1NV427hFj9o9pNpsj7aWlJfzgBz/AiRMnYLfbR5bRwJn2SWa0//Ef/4F3vOMdR3rEmJeZ22a/GGoLgoC7774bgiCgXC7j5MmT0HWd/WL6/T5UVcXi4iKb3S4vL0OSJJa8HDt2DJVKheOSibzy+Xy8jKpSZmZmEI1G0e12EYlE0Gw24XA44Ha7MT09DVVV2ZMjEAiwoebU1BTLk6h6hzxO4vE4FEWBLMvY3d1Fq9Vi/xbyXKlUKrDb7Zifn4fP5zP7MVxmFGPuX/F43JiZmeHoYqpSmJ2dRTabZW8LWZZZYuV2u5k40TQNExMTKJfLSCaTyGazmJubw+7uLlRVhc1mQy6X48FpOBzmFKFAIIBWq8W+L+TFQ2aoFDFM0d2iKPKAlYx3e70eS5RsNhtXKpEPj9vtZjKNfInIuJfSdQRBgCiKnMhDFTULCwvsL0M4LL563CPmqPhqs0cMSdgIlNBE+zSD/EYIZs+Ya4m27na7I1U+5jaREisrK1hZWcHb3/52lj/R/axUKnwdFhYWRjxizH0rGAwa5NuysrLCJKFhGOj3+5AkCZIkMRlCJFs8HmcytNFooNPpcCpYNBqFqqrY2dlBPp+H3W5nDyHqn+FwmL2URFHke05Ep6ZpXK1CZBtdd5/Ph0QiweSR3W5nGRBV9rVaLUiShFarhVAohFQqxX2T+pzP50MgEEC5XOb3Ujgc5nu8sLCAXC7HBCAlSZVKpcv6y/j7+Wriq5955hl4vV5OfQNG46qB0cjqbDaLs2fPIp1O4/777x+JwR73hBn/bSkUCnx+5t+Z8fa4J8x4LPf498QR/kMWLFiwYMGCBQsWXlrc0ESMIAg2wzAGgiCIhmHohmHkBEGwA2gCaBmGoQqC8GsA3kvrXGmfZKYK7M9Ymj1iBoMBL/P5fJAk6ao8YrrdLtrtNhKJBE6ePImzZ8/ydrQttVdXV0eWra2tHeoRs7GxMTKT2u12sbm5iTNnzuC+++4bWXdnZ4fX3d3dxYkTJ/CWt7wF//mf/4lf+7VfG/meRIbQZ/I1oPbk5CSAfa8FczUNGb7G43HcfffdOHv2LEslJEnC3t4eDMPgwUkul4PH48He3h729vagKApHKddqNTZr3dvbw87ODscok3EuyS8KhQIMw0A+n0c6neZZ762tLfZ1EQQBp0+fRqFQ4MEvVWGQQTORVRcvXuRKEyJyyMMkmUyiVqtBURSOBCYioV6vH9atGK1WC//93//N+yyXy2g0Gtjc3ES1WkUikYDdbuckHZJlNJtNlnGQXCmXy3GqlCAITMKUSiUeTJO56vHjx9nno1wus0kzrdPtdiHLMpMIgiBgMBhAURS43W74/X7YbDY2M56amoKu61zBQFVJuVwOsiyzYWkoFEIoFOIqi2KxCI/Hg0ajgUwmA0mS0Ov1uBLH7XazP4c5ovpKHjFmj4+D4qtJijLuF0P7JozLoo7yjLnaaGun03lkezwGe3zZWMXake8wTdOYUHS73XjuuedYSkSyI/JOSqfTHA2t6zoajQZKpRLsdjsSiQT8fj/m5+exubmJ1dVV1Go1fj4dDgdKpRJXP3W7XUiShHA4jEAggFwux5VWoVCI+wvJrHw+HyeO0Tuh1WrB7/cjEAig3++j2WxyfyaiVJIklroVi8WRiHPyoSkWiwCAs2fPcjQ8pa5tbm7C5/Oh2WwiFArxc2y+7+MeMaqqciVcr9e7zCMmGo1ie3sbi4uLI35a3W6X35W0Lb1Le70evve970GWZTzwwAPY2to6NJK62+2OvMvNvy29Xm9kmaqq3Db7xRzUXl1dHa/EubYYQAsWLFiwYMGCBQsvGm7Y+GpBELwA3icIQtgwDF0YTt0bhpHC/mDlPwVBSGCfTErjOs/2jckFroh8Pj9i3PhiQJZl3HPPPfjJT35y2az8Qbjvvvug6zpOnz593c/lLW95C7LZLBRFgSiK0DSNJQ1k9mkYBgzD4DjnTqcDRVG4MkGWZSSTSQSDQTZ8BfYJH5L0NJtNVKtVrnoIhUKYmJhgbwgiGSqVCh+Dti2VSqhWq3C5XIhGozzQI8PMdrvNg+LBYABJkiDLMiYmJjAzM4Obb76ZCQeSNOEK5KUgCKhUKmxQ7HA4EAwG2XOISJfd3V243W6Ew2Ekk0n2VqHI3gsXLqBSqWBvbw9bW1vsz0IGvJqmsTyI4pKdTicTKY1GA8ViEQ6HA7IsY3p6muOz7XY7Tpw4AVmWWSrkcrk4orjdbrN5cjAYRDgchtvthtPpZGkVVZ6EQiHcdtttTPJQ8lStVkO9Xke1WuVBfLPZxPb2NleejJvhWgBwhWQbSgLz+/3IZrNsSE0VSu12Gx6Ph2VJRIqSHI58XijyvVgsQpZlRKNRyLI84v3SaDS4WiybzbLBbqvVYoKSzJ3z+Ty2trYwGAxQKBSwtraGTqfDhEe9XketVkOxWOQ+VC6XWU5HkjyqdguFQggEAvB6vYhGo4jFYryO3+/nPmmz2RAIBBCPx7kyqF6vM7kyXgX1QmAYBra2tkYMz68EXdfx1FNP4a677rqM7PsZ4ufTnMmCBQsWLFiwYOFliBu5IqYHYAL71S7/YhhGRRAEwdhHXRCEvwCwAOAYgK8YZj3CUTs1xVfncrkRGUM+n2cChgb+5vhqc8n6uDSpVCphamoKq6url0VUm+VItVrt0PjqcSnSeJtiZweDAZ577rmRmX6zga05yjoajeLZZ5/F5uYmr1upVHjdg6RJtMxsFEvfmdalWdnBYIDp6WnMzs6yj0u/38fs7CwSiQRcLheb9UqSxEkerVaLK2kmJibYg2R5eRl2u50H+bOzs3A6nTwbX6lUEAwG2UeCSAhZlhEOh/kzmZYSEbK0tAQATBRQ8gv5w1DFCN1rURTxk5/8hCO8KTZ6bW3tSJ8FWZZx2223IZ/PY3JyEp1OBxMTE4hGoyMeGIFAADabDSsrK5z6QnKLqakpHlh3u114vV6Uy2Weyfd4PCxNmpycZGNf8tXweDwjHji6ruPEiROcEOXz+SDLMlwuF7xeL4D9AT55d3g8Ho5GnpmZQTwex/r6OstCyOjY6XSyTw89L3Nzc0zukJSM1o9Go1AUZUQuZJYmmcnPVqt1mUzQ/MyMt+k5Ho+2Nh/L/Bk4WKpEUq2joq0Pki2ZjzkedT2+LlVnjEuahji0f/l8PszPz6Pb7SKTyaDT6cDtdiOZTLJ5ba/XY8NrQRAwOzvLxKSqqojFYhgMBiiXy6jVapBlGcViETabDcFgEA6HA9FoFP1+H4qioNvtotPpQBRFrmIhX5dms8kpZS6Xi2WZRAgSsejz+TAYDLhP0rEpfn0wGCAWiyESiWBubo4j1CcmJuD3++HxeLgKqtFooFarcTR2KpWC3W7H5OQkut0uYrEYut0uFhcXsb6+jmaziUajcZlU1CzhKZVK3A/HpUnZbJYrc2RZZlkSLTOva46sPn36NOr1OqamprCxsTESSW3+TMcclx/R+ZplU8CoHKlSqbAk9qB2rVYbaeMK1VYWLFiwYMGCBQsWXjrcsESMYRh9QRDWACxivzLms4ZhFAVBkAzD0ADsDMkZt2EYV+2OOy5NMsuNBoMBS3hIKmGWH5nLyc3l42S4ubCwgMXFxZHycQCcQAIAFy5cuEyaRO319fXL4qvN625tbWF5eRnf+ta3sLe3N7Lu7u4ut3d3d/nc7rrrLnzzm9/kqgsAI3HWZpkSsC+VoPJ7IkkIZqlSIpFALBbD2toap6hQHDL5jZBkoNfrIZfLAQBXSGxtbfHxJEli6RDNrlOCUalUwubmJkKhECevRCIRroIhg05d15HL5VCtVtk3RZIk6LqOWq2GJ598ktOSaHkmk4FhGEz0mBOIXC4Xms0mkyamgf+RhJ9hGCgUCqjVatjZ2YEoishms5ienkatVkOj0UC/3+fKBaoKSKfT7KsSiUS4QqhQKCCdTkPXdfbCicVi2NzcZFIjEAigUCggl8uhXq/DZrOxBw0NjqvVKmRZRigUQjweR7VaRbvd5uQqkq+QibLNZuPrFQwG4fV6uZ/3ej2ukCGCzeVysWkwVSVRlDVJqyRJGpH7eDyeQ6VJdF7AvhxnXJpklh+RSbN5vwRBEI6Mtj5KqjReyXBYtLVhGJdV91yNjGlcwkSnNP4H834cDgeKxSJXipG5crPZZJI0kUgwAdTv99m8lmRi5XKZ08JIEtdsNnn/kiQhFArxMWRZZqkRJWOZ+xkZ/pLvDJEmVHmTy+XgdDr5OUqn01AUhQ2w/X4/PxOnT59Gq9Vis2qS4W1sbLBpNBHEVNUmyzL7Xk1OTvL+NzY2sLy8DL/ff6Q06aj46l6vh2w2CwBXlCZ1u11+l379618HALzpTW/iah6zNMksGRqXH5nbZlkrtc3x1ePSJPN+DpAm/Xy6Y1uwYMGCBQsWLLwMcUMSMVT5AuC/AewCmMN+Zcw/D8mXWwH8miAI/8+1kDDXAl3XrzpulKoqyDzyxYQoirj99tvx/e9/n30hjsKpU6fwX//1Xzh37hxe9apXXbfzEAQBt99+O86cOcMmniRboEE9yR5ouVmSRKRKp9NhWY7P50MwGORBoqqqPEtvHuRTBUY4HIbf72cCp9PpsFkwGZd6vV6WICmKwoNNh8MBXdcRiUTgcrlQrVY51SkWi3FqjMfjwcTEBBudArhipyAZUzKZ5DQtOofp6Wl0u120Wi2kUik29SUfGpJ7kIzLbrdD13UmH7xeL3vrkHFrvV5nyYkoipyGJIoiEz1/8b/GAAAgAElEQVTUR1utFnZ3dwGATYKdTifHS1PqElWxdDodZDIZVCoV9hWhqgGSG5lTknw+Hyfv0H/9fp8H5/Q9gesrTdI0baSy6+cRRJD1ej3U63WueOl0Otja2mJC7NixY+h2u2ww3el0mJhRFIWjylVVRbvdZvIxkUiw1IhINzJtJpNmqoShc3E6nRxpTj4rCwsL3PcGgwETfgsLC1hZWcFzzz3H/kHBYBC5XI6rb4hUJaNZ8o+hqhCKmXc4HBAEAcFgEHa7He12G71eD+l0Gp1OhwnecUPmFwIyl76WxL319XVMTEwgFov91Me/jtCuvIoFCxYsWLBgwYKFlwI3JBFjkhk1AdgBPA3gjQD+b0EQvg7gPID/zzCM7iG7uB7ncNUDO0pUoVnVFxvz8/N4/PHHkcvlRqpZDgLNiKZSqetKxAD7Ud3f/va3uQKC4m6BS5IMqpChiGSKYSbZDXlEkFkskQNEMlEE8/b2NgRB4KoVMuSl2fx2u83Sp0ajwQNWSpGhlJeNjQ34/X643W7oug6/3492u42pqSmW45DvSjAYRCAQwNzcHDweD1XxHGnOY7PZ4PF4EI/H0Wg0kMvlWMZTr9cRiUQ4maZcLnNyDkmEfD4fdnd3WZ5AptGGYWB3dxfxeBzZbBZut5ujoSkVSRRF9mchPxkiujRNQzQaRbPZ5Bhrp9PJUcS1Wg0ejweRSAROp5MNX4nkIT+OkydPjpBqFJ9NcjAyHG61WkzmkHzJ4/GgVqvx83JANcgLQr/fx4MPPohcLoc/+IM/wHvf+96Xs//Moe80l8uFqakpPPPMM0zaEQHW7Xb5GTt79ixL/7rdLoLBIFqtFpsjG4YBr9eLwWAAr9eLer3O1T5UAUd9KhgMsgSw2+0in89znxBFkX2AkskkDMOAy+VCuVyGrusse6Q0LoqeHgwG8Pl87GXU6/UwGAxYxtbr9fh8Wq0WwuEwlpaWMDExgfPnz3NflySJCUav18uVY4PBADMzM+xF89OiVqsBAAKBwFVvUygURgzSbxBYFTEWLFiwYMGCBQs3CG5IIgbgqpiGIAhbhmFsCYKwAuBBADKAPzAMo32FXRyIozxicrkc6+8VRYGmadjY2ABwsI6f/pFfLpd5+263i2q1OhJRbfaFqdfrI8sajQa3x+Or2+32yLqtVgtra2tMcjz99NPsV9FsNnHx4kU+Bnm7kPTm+eefx6233gpgXx5Eg2CzJ8x4+6D4avO6JPPw+/2YmZlh8oLimqlKJplMwm63o1KpsK8JyQpEUcTx48eRSqVgs9kQj8eRSqUwMTEBwzCQTCbZpHN+fh6FQgGiKHJqiyAISCaTPENfrVYB7M+cUwQ1yZmIEBkMBjw47Ha7PBNP0dn1eh2tVourcYjUGcoZjqyIIUmUpmlYWlriSpOZmRlOlaLvpaoqfy+KsVYUhat8SPaRTCa5H/r9fpTLZRiGAZ/PB6/Xy1UJLpcL6+vrTCZROo3dboeiKCiVSlz1QAbAg8GATVKpCog8WMifJxQKQZZlNBoNpFIpRCIRjtl2Op088JZlmY2J/X4/IpEI8vk8p1W95jWvQT6fx9mzZwHsV7Ec5hFjjq8e930Zj6j++Mc/jqeeegonTpzAhz/8YXzyk5/Ehz70IfzKr/wKS2BoP+YqN5LSmJ8vao/7wLTb7UOXHRV1bf483j7EcPtQ5kBVVWQyGTax7XQ6qNfrLN2iuGe6jn6/n6PSK5UKXC4XHA7HyLNnGAYCgQAcDgfL4SKRCJv5CoIAp9OJWCyGcDiMQqEAu93OEcxOp5Mrs8hA1+FwIJPJoN1uIx6PY2pqimWAxWKRzXd3dnag6zrHxFOiVqPRYAkUkUWxWAyLi4ucCOZyuTA7O8t9dX5+Ho1GA4PBAIPBAPPz8yx5ulaPGPMySmoD9vuL2SPGHElNbao2KhaLWF5e5ufW7Atjjqem45vb9DzR5/GIavpNOOp3htrm5biBf+8tWLBgwYIFCxZeabhh/2FmGIYhCMIJAO8QBKEN4CKAzwH43xdKwgDX5hHjcDhYcz8eOWpuP/HEEwCAkydPwuPxXKbVPyq++uLFiyMeMYuLi7xsa2vrwLamafj3f/93aJrGy3d2dkY8YszHTyQSaDQafL52u52/p81mG0kDsdvtHMFqjrKmtjlqd3l5mc8rHA4jlUpxVYyu6yiVSnA4HGg2m0ilUmw86/V6sbm5iX6/z4PHVCrF5Aj5uiiKgvX1dR7Ut9ttDAYD9Pt9ljPQrP3u7i78fj8mJiagKAp2d3d5hp2SigRBgKZpaLfbbBRMJA9VapCfRDabZYkGJS2VSiUAGM00HkOn08H6+jpEUeTUmEqlgnQ6zXILqlyp1+vwer3Y3d3lJCcaCEYiEYiiiEKhgHK5zANuURTRaDS4aoUkJqIocnVQr9eD0+lEKpXifZHxs2EYmJycxGAwgN1uhyAICAQCPJgm6QqRJIlEAvl8nn0z2u02G4gKgoClpSU88sgjKJVK8Pl8aLVa7AXicDhw/vx5KIrCg3jz4PWo+GrywwEOjq8m35fV1VV8+tOfxoMPPoh//ud/xle+8hV87GMfw+///u9D13W8853vHPGIMX8WBGFkv4IgsJcIERBmUJuIKzOOiro+yj/mgMqdQ/tXo9HAhQsXmFAsFotMygH73ieUMEb+SIqioNVqoVgsjkS2U5IZJZ4lk0mOnhYEgVOIKpUKS9nIkJueq2w2C6/Xi0AgAL/fz8ldJIUyJ3ARQdFutxGNRrlapdfrwW63Q5Ik2O12FAoFlh1Sv9/c3ESz2cT09DRCoRBKpRJqtRrLGKvVKhRFYcJkMBjg3LlzXA12LR4xvV5vRGJK7yOn04ljx46NvP96vd7I+1FVVUxPT6NSqWAwGGBlZWXEz4V+a67k7WL2FDvII4ba5vWAy/3Hxn9rALwoMl4LFixYsGDBggUL144blogZkjD/F4B/A9AxDGP7pTw+eWVcDWhg+VLFlEqSBJ/Ph0qlclXrB4PBq173WkCDc0VRWMoVCATQ6XRYduByuVga0+12YbfbWUrUbDZ5hp4IgJmZGZZbNBoNKIoCVVXhcDgwGAx4gOfxeNhQNJfL8WA9Ho+zf4rNZsPExAR6vR5LbUjOQWkx5C1B1T9EMLTbbfT7fR7Ieb1eligcBaowoOQgmtGm8yf/FapGMft4hEIh2O12eDweTE9Po1gsotvtwufzwe/384CbPDF8Ph97doiiyOdKXjmUdNNutznFSFVV7O3tQVVV2O12JJNJJqQ2NzdZ1kWmrWSsXCgUMDk5yca0lUoFq6urLHUi35t6vY6dnR2usCA/EUmSUC6XkcvlWNZ0PTxdvvGNb0BVVfzt3/4tBEHA/fffjwceeAB33nknvvnNb+Kd73znT32MlxiHVsRQypfL5YIsy2g2m9xHk8kkQqEQS4harRZ8Ph/q9TqTI6IoIh6PIxwOszkvyfwoJYoqXCg9i5KAdnd3EY1GmfQjT5lqtcrx0YPBAKlUiqPLqX+rqgq3282E6M7ODlflxONxKIqCcrkMWZZZ4kb+TuSHlM/nkc/nAeyTdoVCgU2oifyLx+MQBIH7MEW8/7SgdKqrBVXlBYPBn/rY1xkvW72eBQsWLFiwYMHCzxtuSCJmSMK8B8B/GoZx3vR3MvF9xeNqSaJrXfdaQANpkheQZIU8HmgwRDP4RJaQdwhJDGw2G5u/UiWN3W5n01kibkhCQVUuVCUzOzvLBr2tVgsulwvxeBxerxdzc3M4d+4cXC4X+1ncdNNNbN5LA0Xy3KCZeUoD8vv9mJ2dNceDHxkBa7fbcfPNN6PZbDL5I0kS4vE4RwOTj40syywpMQwD4XCYyR5VVeHxeOB2uxEOhxGLxdBoNCCKInRdh6ZpPNimwabL5cLc3BxyuRxUVQWwP2tPUdCiKGJhYQGKovA6ZKZL18Hr9cLlcmFxcRGLi4toNpvI5/NwuVwcGyzLMhKJBJrNJkcG22w2tNttjsAmwikUCsHpdGJycpLvk9vtHo/VfcEwV4OY+6XH48HL9FUhH7bAZrMx0ULSsEqlAlmW4XQ6OS6e0rko+YtMcb1eL1772teyNG99fR3pdBrdbpf7VafTgcPhYNPniYkJCIKAwWCAbDYLSZKYpIzFYixfm5mZ4SQySsOiyjhZljE7O4tMJsNkrNPpRDwe52cAAKLR6EhyWTQaRTweR7lc5oSnfr+P2dlZfn+QjMn8HqHvcz3v/wt5h96A5tFWfLUFCxYsWLBgwcINAuFGG6wIgrAE4N0AvmQYxukXYf9VAFXsxxB7cMnzQ8O+Easb+zOH2vA/AfuEVXv4nxP7poeO4T7sw//Tugb2/8GrD7cTh/tsDbcTh+upw3Vdw3XbuGQEa8P+gEwfruPEfll5G4BvuL8+Ls2ea8NttOH++8Nt1OF+hOG++gBoingwPPf+cJ9k/kLnNRj+zTk8L324vjA8Dzqua/j/PoDwcF3HcD9kbtAanjN9d7pGtuF69uG9MLBvVioNjyGZriVddzJwpm09AMrD85CHx+8Nl9P1sw/3Kw//6wNoDNehfTlN17M1/A6D4d9oPz4AQcMwDo0YFgRBAZAH4MUlotM8AGoCiAyvQ3/4PWn/6nA7EYAyPFfX8O89XLpn1Hel4ffqDreRsN9P6L5huP1guN/G8LvppuMAo3IYus/t4fricHl/uC/qXzbTNabvJw3PrTf87B9+X1pHGO6LPlPfo2eJ+p5teM4aLvUj13Cf1WE7iEt9oj/cnza8LvSs0rUycOk++obfQRv+XRnuQ8B+H6XnRB0eA7j03NiH59Eb/s09PNcmLvUf87l2h/tzmO6RDZf6NT2vwvBvGgC7YRgHxq8N+1ZvuD71czsuPbud4XnTO4y+kw379709XIeWeU3Xj647nbc6/I/eHV7TOjou9SvNdM3o7yL2+65h2l9zeC7U1obXxTH83B0eyz/cXh/uv43R96z53WLDpftOzwTJb1zD5fXhfszvVOpXEi69y5241Cc7uNRHBNM1puukYb/fuIfHaeMSgdbFpfc4vfvpfU19QTV9R3MfpfvYNh2fng3aZwCXnmHqgyL2+3V7eJ2BS8+sb3huGgAYhuEdLocgCO8H8P5hcxnAJYOZKyMKoHQN67/YsM7naLzY5zNrGMYNFRFmwYIFCxYs3Oi4oYgYQRACAH4fwNcMw/jxz/p8rhcEQXjaMIw7rWO+/I95PY73SrhOr5Rj/iy+47XilXAfXinHvFH6241yHgTrfI7GjXY+FixYsGDBgoUbT5rUBvBpwzBupJkkCxYsWLBgwYIFCxYsWLBgwYKF64IbiogxDKOPG6uc14IFCxYsWLBgwYIFCxYsWLBg4brhhnMTvFoIL5YD7YuDf7CO+XNzzOtxvFfCdXqlHPNn8R2vFa+E+/BKOeaN0t9ulPMgWOdzNG6087FgwYIFCxZe8bihPGKuBoIgTAIoAlxBY8GCBQsWLFiwYMGCBQsWLFiw8LLADSVNuhIEQYgDeCv203mKgiA8ZRjG2Z/xaVmwYMGCBQsWLFiwYMGCBQsWLFwVXhYVMUMZkhPAuwB8HfuRnG8EcAuAfzUM45krbM8xnbIsvzocDqPf70PXdUiSBFEUoWkanE4nBEGA0+lEr9dDr9eDrutwu90QRRGdTgd+vx+GYWAwGPByu90OWZahaRo0TYNhGGi1WpDl/UTTTqcDwzBgGAacTiccDgckSRo5R1VV0ev14HTupw73+30YhgFBECCKIq/f6XSgaRo8Hg8GgwF0XYdhGBBFEYZhQNM0SJIEXdchCAIkSYLNZoPNZuN1er0eJEmC3W7nc5ZlGTabDaqqotVq0XVDt9uFpmlwOByw2+0QRRGiKELXdbhcLpBCrNfrQRAEaJqGwWCAbDaLmZkZhEIhDAYDSJKEcrmMdDqNxcVF/p60rc22zwl2u13UajXUajUsLi6i2+3C4XDwdzdv1+12R9rm5d1uFy6X68B1zdeZ2uPrUnt8Pzs7O4phGP6j+tf8/Dx6vR4GgwE6nQ7MKjrqRwDg8XjgcDjQ7/f5ng0GA7jdbgCArut8zwaD/dRxu90OVVW5P9C1pX3TPkRRhCAI6Pf7qNfrEEURc3NzvC71E8KFCxcgSRLC4TCfr81mg2EY/KxQf3Q4HBBFEaqqgt4fdDxZlvl7u91u9Pt99Ho97sM2m437Cd1Xu90OXdf5WWo0GtD1/URsWZb5eaJ+Suetqiqq1SoA4MSJE5ddj/F2v9/nfnZY2263877p8/gy8+fD2vTdjlp3fBkAnDt3rmqOrzb3LZfL9erp6WnYbDa0222+rjabDYPBAIZh8HEFQYBhGNxXvF4vdF1Hq9XCYDCAIAiw2+1wOp38bpIkaeR+9ft9vn42mw2SJEHTNO4bbreb+wdtT+8UYL//9vt9Pgb1e+oDTqeT1wUASZK4T2maxv0kn88jFAohGo2+oHtyNffLvO5hfWS8T4y3e70eX//xd5O53e12kcvl4HQ6kUwmL1vX/H466D122LvpoPeaub2xsVEzDCNE7fH31uLiIoDL3w3mNv1mXs0yen8d1D5z5gzcbjei0Sh0Xed+an63EOgdaLfbuT9Snx0MBvy3ZrOJWq2GkydPwul0Hnn88XPXNO3QdY9aNr6fg94/1H9oWalUQjabxdLS0sj9Mfc183YH7eewZdSmfmledv78eXi9XszMzFzVfsavz2H3HQBOnz498t4yIxqNGnNzcwctsmDhinjmmWdKVjS6BQsWfl7xsiBiCIIg/DKApmEY/y0IQgzALwG4A8A/GoZx7mr2sbCwYMzPz6Ner2Nubg6iKKJQKKBQKGBqaooHjLquw2azod/v49WvfjWazSbW1tZw8uRJ6LqOWq2G3d1dNBoNJJNJvOENb8CFCxewuroKv98PRVFw4sQJ1Go1bG9vo16vQ5IkhEIheDweTE5OIhKJ8LGq1Sq2trYA7P/Ds1Kp8OA2GAzi5MmTKBQK+O53vwtFURAKhRCJRADsD2x6vR6KxSJUVUU4HEY8Hke73Ybb7UYoFEI8HgcA5HI57O3tIRKJIJlMIp/Pw+12Y3JyEq95zWvw7LPPYmNjA9PT0xAEAc8++yxarRYCgQCWlpYgyzI6nQ6q1SqOHz+OfD4PURQhyzJyuRyTQo899hg+9alP4V3vehdKpRK8Xi/+5V/+BX/+53+Ob3zjG1hYWOB7srW1hWg0CgBYW1vDl770JTz88MN45JFHcP78eRw7dgwA8Pzzz8P8D7rz58/j+PHjI23a7+rqKg/Oab800FhbW8PS0hIvu3jx4mXt5eXlA9d93/veVzEMI3JY/1paWjJ+8zd/E6lUCrquo1gsolaroV6vAwCCwSDS6TR0XcfCwgIPNhVFgaZpsNvtWFlZgdPphM1mg9frxWAwQD6fR7/fx9TUFLa3t6GqKpxOJ5xOJ8rlMmw2GxKJBLa3t+FwOHiQs7W1hXK5DKfTic997nPw+/c5pHq9jkAgwOf9ute9Dp1OB3fddRcmJydRq9V4oC5JEra2tiAIAjweDz835XIZsiyj2WwyeXLrrbdic3MT1WoVd9xxB/f/wWCA6elpJhzb7TZuu+02FAoFyLKMYDCIUqkETdOwvb2NWCzGg6poNIr/+Z//4X2Ew2Gsrq5CVVWUSiWIoogvf/nLAIByuTzyvYrFIsLhMPd9emYAIJvNIha79O+7TCaDRCIBAEin00gmkyPLJicnL/t8UDuXy3Hb/JnatN98Pj9yDABYWVlZNwxj8aC+FYvFjHvvvRfJZBL9fh+pVApOpxNutxvFYhE2mw3BYBDRaBSapuHWW2/FE088AUVRmCQrFosoFAoYDAbw+/2QZRkTExNQFAUOhwPVahW1Wo2JmHq9zgRsPB6Hoij87J84cQKyLGN1dRUTExOQJAkej4e3VVUVe3t7WFlZQbFYRC6XQzgcRiAQQKlUgs/nw8TEBKrVKmw2G3Rdh8fjwe7uLvr9PmZmZlCtVvHlL38ZDz74IN7//vfze4yuH90v82cAKBQK3C4UCiPbjbdzuRyvm81mR5al02letru7i4mJCV62vb2Nqakpbm9ubnJ7fX2dB7zUnp2dBbD/Tvn7v/97zM7O4k//9E9x8eLFkffhxYsX+b22sbExsszc3tjYGHnHbW5ujrTHlz/wwAMbhmFc+oMJd9xxh/Gtb30LANBoNEaeIUVR+L3RbDb5MwC0Wi34fD4AQLvdhtfr5WWdTocnI4B94oiI1ZmZGUSjUdx99938LhMEAW63G4IgIJVKMTkTi8UwGAyQTCaxvb2NiYkJ1Ot11Ot1RKNRZLNZ+Hw+bG9v48knn8Tp06exsLCATqczQlTR76H53On8ms3myLk2m014PB7+/vSZrg99ZwCo1Wp8TarV6sj1KZfLCIX2ua9SqYRQKIR//Md/xN/8zd/gu9/97sjvWaFQ4N/BQqEw8m4y99lisTiyrFgsjvTZUqnEy8vlMi+788478brXvQ6f+tSnAACVSmXkfVitVvldSd+Lzt38mdrBYJDbyWRy2zCMeRyAO++803j66acPWmTBwhUhCMIzVvS6BQsWfl5xw0uTBEGYBfB/AHgKQALAsiAIecMwnhcE4RsAXADuEAThPADDuAKzRINLv98PQRCQz+ehaRqCwSC8Xi/W1tagKArcbjfm5+dht9uRSqUQDoehqiqTLx6PhwcbiqLgmWeeQbFYRL1eh9vtRjweh8PhgNPphN1u59k7RVGQzWbRbDYRDAahaRpcLhdarRaq1SrPLHc6HSaF8vk8FhYWeDAuSRKcTid8Ph8SiQQ6nQ4UReHKgVgsBlEUoSgKdF2Hpmmw2WxwOBxQVRWdTgfNZhP5fB6VSgXA/j88d3Z20G63mXihKgiawQb2/zFbLBZRLBbR7XZRLpfh9/uxtLSEZrOJdrvNVRLm2W4APPtnnu08CF6vF91uF71e79o6y0sD51ELDcOAz+eD3W6HIAi45ZZbIIoifvSjH6FcLqPT6SCXy8HlcmF1dRWzs7MIhUJot9uoVCqw2+1otVp8r86fPw+Hw4FSqQRJkngQ3u12oaoqZFmGKIpwuVxc7USzmr1eD4qioFAoYG9vD2fPnsU999xz2Tl/5zvfwcbGBubn59FqtXjmmapafD4fV1c1m02umtI0DW63G4VCAYqiQFVVFAoFVKvVkeoHl8sFXdfhcDhQKBT4u3Q6HaiqyhUaRBBQ9ZVhGGi32yiXyzwrTYQVbbe6uor77rvvRbjNPzMc+nAMBoP/n703D5KjvM/Hn577vmdnZmfve3UBkmwwhwAHfzlsQuzYUIVvElN2cDm2fBFspwhUnMCPn+O4kqLilP01jnHiooyNwRY2xiDFiAhzCIR2V9rV7s7u7Bw7990zPTP9/WP5fNIz2l0hA0I286lSVb/q3p6e6Xfe6fd5nwOxWIwnTMQAI6aKIAioVquIRCKo1+uwWCzIZrNIpVIoFovo6uqCXq9n1lmhUIDdbkcmk0GpVIJarYbNZkO5XOZJaTAYRKVSQalUYsaVRqNBLpfDs88+C6vVyiyuWq0GnU4Hp9OJZrOJdDrN41o4HEa5XAawNg6srKxAq9VCrVYjFosxG6e/vx/ZbJbZfhqNBj09PXjuuU1Jj39w5XA4EI/Hz/TLimf6BderX//610in0+jt7UWlUoFOp4PVaoUoipiamoLb7UYikYBOp0Oz2YTFYkE+n4csy8jlctDr9Ugmk6hWq3A4HDCbzdxXACAcDreAV2dbTU1NwW63t4BCZ6K2b9+OX/3qV1hYWMDg4LqYyWspy6kP6VSnOtWpTnWqU8o6q4EYQRCCAIYAZAFcAsAPYASAThAEjSzLLwmCsB/Ae/AqQBhgjVZMK7tdXV28mtTd3Y2RkRHYbDYcP34cDocDo6OjiEQiDAjodDpUKhVoNBpmhjgcDvj9fkQiEWi1WoyNjTETplQqQZZlXHDBBTh27BhPZMvlMprNJksACPgZGhqCJEnIZrMAAJfLxZPpZDIJk8mEgYEBBINBjI6OMhWbwCSdToeJiQmYTCasrKzAbDZDr9cjl8uhVCqht7eXJ2u1Wo0ZDb29vajVarwSrtfrIUkS/H4/DAYDVldXWYqUTqdhMBgQDAYxMTGBo0ePwmq14rzzzoPJZEI6nUa1WsXU1BQKhQKKxSJSqRRqtRrTuRcXF1tW3qLRKH/GsViM6f3PPvssyyOAtVVBJbiTSCRYwgKsrQRSF0ilUi33XdlOpVKYnZ1tac/Nza27v/1YAJv2sWw2iwMHDsBkMkGn0/FkgibM1WoVfr8fbrebZV+Dg4Pwer1YXl6GRqPByMgIZFlGOp2G2WzG0NAQLBYL9Ho9hoaGmLlAxxIzYmBgAAaDgYGMQCAArVaLc889Fw888AC+8IUv4KGHHoJOp0M6nYYgCCgUCti7dy8GBwfxzne+E2azGYODgywTontts9mYITE4OIiVlRXUajX4/X5ks1mYTCZotVqMjIywPMrtdkMQBHi9XsiyjPHxcQiCgK6uLqjVavT393N/8/l8/L0QBAEjIyPMtOru7kY6neZ+0d/fD4fDgVAohGw2i927d/N3JplMtvQJZZ+Jx+Pcl6ivKftTLBbjv1VuU5v6ViwWa7nn7e3V1VUGLpXbdA3UVm4rasMJDYESADAwMIBmswmTyQS32414PM5shK6uLiSTSXR1dcFsNiOdTuPYsWM8+RNFkeVMdrsddrsdpVIJgiCg2WwiEAjwdRPgVq/XIYoiBEFAd3c3HA4HlpaWAAA2mw0ulwvJZBJ6vR59fX0Ih8NwuVzweDwYHx+HWq2GKIowm80tTLDR0VGoVCqWOfX19THoNjQ0hGQyiUAggMcffxz/8z//g/PPP3/dz70d1FB+7u37Nmuvd9+pj6y3T9mORqPcvzY7Nh6P83uamppiAF55PdTe7Frb+9bq6upJn0FbbZiSSKw8YI0ZoZTeZDIZfh36jaAqFArcVm4Da30A6qcAACAASURBVOB+e1uWZXzlK19BX18f3va2t6FWq6HZbGJgYAC5XA6CIGBgYAC9vb1Ip9Mol8sYHx/H0tISNBoN3G43JicnsbKygmKxyAsU9FsKAAcPHsT555/PixPKa1VWPp/n7Vwu13Kssp3JZFruZTqdbmmnUilur/ebpNxXq9Xw2GOPYc+ePSd9zqurq/ya7fdO2SdOdZ8TiQTfL+X25z//eRw6dAi33HILvvvd7zJLU/k+Nmpvtu+V2nSBolOd6lSnOtWpTp1cZzUQA8ADoEuW5R8JgjAE4B0A7ADGAdQEQRgAMANgBYAZQPFUJ5RlGYlEArIs80NSJpOBKIqIx+NYXV1FNptljw9JkiAIApLJJJaXl3mSm0wmkclk4PV64fV6+Zw6nY4fVnO5HKLRKLMMEokECoUCry7rdDq43W6k02mIooitW7dCEAS8/PKa/zCxA5xOJ/R6PbLZbAuzZW5ujj0fCCCanp5mto7L5WLpiE6nQ7VaZQYMXROtTpvNZma/qNVqZicIgoB6vc6ACkmm7HY7M4KSySROnDiBVCrFK+vAmsTKarXC4/HAbDYzbV+n07XICMrlMlOpK5UK08BlWUZ3dzdLk2jFnIpADKpms9lCxVduC4LwqqVJgiC0tJXbADZN6ioWizh8+DC2bt0Ks9mMEydOsCykVqtBEAT4fD709vZiYWGBJxA2m42BmxMnTkCSJDQaDYiiCEmSkEgkWLpErKN8Po8TJ07g2LFjDLDRJIHAu5WVFZaVvPzyy/j+97+Pz3/+8xAEAVarFXfeeSfi8TiuvfZaFItFFItFiKKIpaUleL1e2O12CIKAYrGIZDLJUqJwOIx0Oo1cLsdAlcVigUajQSKRQD6fR71e5/5GkrWpqSnIsswMinw+D5PJhFwuxxMV8l8qFouoVqvI5XIs25MkCYVCAaIo4sUXX4Rer8fVV1/NUop6vd5CmZckiSn1kiQx9Z/6j5Li32g0uF82m80W2RD1RSrldntbpVKxhEUQhBY5i0ql4vMKgnCSNAmAuv0/lNdQrVYhyzKzWMLhMIOlXq+XWWcksxRFEZFIBOVyGQaDAS6XC6Ojo3wOp9MJi8XS4tPTbDYZnHG73chms2g0GshmsxBFkRl55CFVKBSYpQWssQ6LxSIzq1566SXE43FoNBqEw2GoVCrE43H2OFlaWoLT6USj0UC1WsXc3BysVivsdjtCoRB7KR06dAh/+qd/2vKZKMcR5TYBfuvtA9Cyr9lsttx35T5ln2g0Gi33sl6vt9x3SZIYKGs0GjxuUZvGrkajgYsvvhiPPfYYarUafD5fi8QSQEu7nd2hbCu3CcDc6FgAOmxQarWav0OCILTIa5RtGtOVf0cAIEnTqAhgU57nwQcfxNGjR/Hud78blUoFy8vL3L8IxCoUCsy6pN8hYsSQn0+pVMLS0hLK5TLsdjsfMzo6ihdeeIEZgkppEo07VARktm/TsfReiJWj/DvlZ9BsNvnzIXYtlbLdbDZx4sQJ5PN5XHPNNfB6vS0LEs1mk8cjWZZbxqb2fqnc194WBKFlnCP5kdvtxm233YbbbrsN//Vf/4UPfehDLa8PoEV+BICvXZbllvcly3KLfA1AGZ3qVKc61alOdeq06qwEYgRBUMmy3AQQBvB/BEHY8ooUqYa1a+57ZR+wJlv6kSzLpwRhgLWHZQJXaMKn1WohiiKb3JlMJl4FJPaLKIr8IKfT6di01+fzIZ/PM1BCHjEkWSqXy3A6neyBIMsyTCYT061pUqLRaJDNZtHT0wOTyYRqtYpwOAytVotgMIjV1VVUq1U0Gg2kUin2XDAajTAajdBoNMze0Wg0cDqdsNlsWFlZYSmWKIqwWCxQq9UYHx9HOBxGoVBAKpWC2WyGz+eDzWaDSqVCJpNBLpfjz4pAATIjJpNjv98Ph8MBlUoFi8XC5sIATpIW0YNc+0pce/X19UEQBMzOzrY8fJ4lpd1sp0qlQqlUwpEjR9Dd3Y2lpSWoVCoEg0EYjUaeuCSTSZZ81et1ZLNZZikZjUZUKhUEAgEYDAZoNBpkMhkGvbq7u9FsNhkYJFPUUqmEbDaLZrMJURRZDiTLMtxuN6699lrcdddd+I//+A8YjUaEw2FUq1UMDAxgeHiYGQ4Wi4WlLwAYzAPWDIaVJs5kQEnyN2LyiKKIYrGIaDTKXiQ6nY49b+hvSqUSezAQA4eAw3K5DEmSWH5FTBtZllkOdckll7RM/v4IKr3RDjK8rVarPDGUJAlutxsejwd2ux35fB6NRgMvvvgiZmdn4XQ62felu7ubmXw0HpAsMp/PM2uNDJm3bNnCLJZYLAZJkthsmhhVJF9zu91sukrm5pIkoVwuszk5mbESyEigDwGINDYBayBHo9Fg42Ov14t9+/Zh7969Lb4Wp1O5XK5lAv1m1sTEBFQqFZ555pkzKa1rnvqQN67m5+fxla98BTt37kRfXx/343K5jFqtxpJNGv/JYNpmszEQIwgCA0Nms5n7C0lqJUnCoUOHTpLFni318MMPQ61W4+KLL4YkbYrpvyF11VVX4dChQ7jnnntw4sQJfOUrX1kPDP596sy/mU51qlOd6lSn/sBrQ6rym1yjgiD8vSzLKQAFAB8WBGFEluUwgKexxnw5JMvyzwD8X1mWN5/ZtxX5KZDchkAWYG3SSQlCFosFwWCQV+dlWYbT6WQwxuv1sucFMWnK5TJPVMgc0Gq1sleL1WrF0NAQyzUMBgNMJhOazSYikQgOHjzYkmpkMplQKBTYeJASnShNiEx2x8fH0dPTA7PZDKvVyvKVfD6PcrnMky6fz4fh4WH2ryFJU19fH0qlEiKRCEKhEEtEms0mSwx8Ph8MBgOMRiMKhQKn8VCqRSQSQalU4tQl8oSgotXkdilHe5lMJmzfvh0HDhw4ndt6pmpDxgIAlvvkcjnUajWYzWZOuSGZUS6XQzqdZup+MpnEwsIC4vE4f6YOh4ONlYvFIqdeUSJVoVDgNButVsuyOTLOBQCr1YpgMIju7m54vV709fXhtttu42Sknp4eTExM4Nxzz4Xdbke1WkUqlWpJfCJPGAI+yCvG5XIxi8dqtTIwSSwW6hc08RYEgU2jLRYL/43RaOT+qdVq+ZrVajX7m9CEheR7brcbFosF8Xgcn/vc5974O35ma0PjCOpb6XQa6XQaiUQCWq0WXq8Xo6Oj0Gq1sFgsMJlMkCSJWXyUsESG4FNTU0ilUsjlcpiZmWEZhsFggNVqZbB1eXkZx44dQzabhdlsht1ux8DAAN9DAAzCdHd3MyBcKBQQi8WQy+V43KJxTqfTsZcHmQCr1WoGxYnxZzAYWiQvlER2xx13nPYHOj09jc9+9rN4+9vfjs997nMt0pE3q0wmE/7kT/4Ejz76KJLJ5Jl62ZN0cGeqFhcX8Wd/9mcMpuj1eqhUKjaWt9vtDEwbjUaYzWYeJygBCQBLIGu1GntxiaKIfD6PUqmEQCCAZDKJQ4cOvVlvdcNaXFzED37wA1x//fUt7JIzXXfddRc+8YlP4OGHH8Yll1yCb3zjGyfJtn6P2pBt1alOdapTnepUp9avs5IRA8AG4B2CINwty/KXBEH4IoC/FAThR7IsvyAIwrkAtgBYAFDf9ExtRQCLWq3mZCCKo+zr60MoFIJGo4HNZsPAwAAKhQIMBgO8Xi/i8TjsdjtyuRynuoyPjyORSCCdTsPhcECv12N4eBizs7NsLGixWNBoNNDX14dgMIhQKMRRvD09PQwC+f1+NimcmJhAIBBguZTZbIbD4WC/lUAgALvdDp1Oh5WVFU5RstlsGB4extTUFMs8DAYDy5q8Xi9LrSqVCtxud0v0sNPpRKlUYsClXq9jcHAQlUoFFosFtVqNJ9YejwfJZBJGoxE9PT3MYDCbzTAajchkMsy4IYNekuskEgm+J2RCDKyBNPV6Heeddx7uu+8+HDlyhFc3yauGiuRgVMoJTfvkJpVKsVZ+PU+Yjdrt+3CKlT/yt7BYLNi2bRtmZ2fZwLe7uxv9/f0M7FHaRm9vL7NYSqUSRkdHeRIrCALGx8d5QjI2NoalpSXU63UEAgGWmahUKoyPj7NxpSRJGBwcRDQahclkgsfjgcfjQTwex9VXX41gMIj5+XlUq1W4XC709PRwIs7o6CisVivS6TQ0Gg36+/sZiNTr9eztEggE0N3dDafTCUEQUKvVWBKj1WoxOTmJubk59kByOp3MvqL0JafTiWg0yl4PxBobHBxEuVyGXq/Hjh07YDKZGPz57//+bzz88MP40pe+hLGxMZYvUB9RroYr95GXElW7R0w0GuV2NBo9yeNDua305jgdj5h275J1PGI2RAk0Gg2DIOPj4xwfHwwG2UulWCxiYGAAer2e2TEGgwFms5nlExqNBh6PhwFgmhiXSiVOsJFlmdkqDocDzWYTPT09kCQJXV1dqNfrLAshY3IyMff5fPy+AoEAtm7dipWVFQDg5C+SOI2NjTEDp9FoYHh4mBlTlLJFkkmr1Yp9+/Zhz5492LNnz0mfc7vfxpEjR/Bv//ZvOHz4MHth/fznP4fBYMDevXtbjlXey428XU7lEbPZsdS3lduXXHIJ9u/fjx//+MctLJ92HxhlbbavfTxUeo68UhuOXSRnBMBgMFU+n2fmiXIbAAPCtL2eR0w4HMa1116LcrmM3bt3w263w+v1olqtwul0Ytu2bbDZbAyw+P1+aLVaNjcn/yiXywWr1Qqz2YyXX34ZJpMJIyMjiEQi0Ol0nC743HPP4cEHH+SxUXmtyiKWDb1n5bHELAROzyNmM4+qf/iHf4Ber8dNN93EjNb2sUrpQ7WRR9V6HjHt951K+TtLbZ/Ph09+8pO48MILcf/99+Mb3/gG7r33Xlx66aX44Ac/iO3bt/MzAp1Xub3e++xUpzrVqU51qlOnX2crEPOsLMvvFAThnwRB+P9kWf6iIAh/AeBdgiC8A8AigIPAmkPv6ZyYHuwbjQaKxSIajQZisRgb2BIgUC6XMTU1hVKpxDINiszM5/NYWVmBIAiQZRl+v5/PS/ITnU7H7AS73c4xs0tLS4hEIswcmJmZYeADWJvIl8tlRKNRSJKEhYUF5PN51sWTKWk6nWZzXDLWJQNXeiCnBzSTyQS9Xs/pSsQCIllBJpNh1oXBYEClUmkxMpyZmeEH7kwmw4awlHxTKpVgNBp5IheLxXhV3mq1MoMBWJMdZbPZFs8GURRZ004P4n/+53+O73//+1haWmJfiHq9vqlHDPC/3grtfglqtZo9YjQaDW8Dax4xyrbyWOX2K3VK4E+v18NkMjHLRaVSoVqtcpQzAO5LyWQSBoOB2SapVIpTbSqVCkdH03EajQahUIh9W6rVKkKhEPr7+9l3I5lM8v0jE+lGowGPx8NxqpVKBfPz87Db7XA4HAwMJZNJjsAmKRR5kJDhqizLWFhYYAlbOp1Go9FApVJBNpvl74bBYGAZHUm2lpaWoNVqYbfbOdUrk8lgbm4OxWIRkiShWq2yXEWv12N5eZllftPT03j66afxgQ98AHv37mVpl9IjRulzQF5JtK30TqjX6y3SN4rIBdYmpkr/j9P1iKG20i+G2qfwiNlwTCa5YqVSgVarZSCPTD/JlJcMtSkVzmQy8cSq2WyiXC5zapvBYEA+n+d7RPHi5O0kCAL7upDkKJfLweVyoVAocKqcVqvl+59KpZDJZFiGls/n+TtPTKepqSlmCtLfk3Hz8ePH2S8pmUyiVqvBYrFgaGgIk5OTuPvuu2E0GnHeeefxOELeS8DaxPnHP/4x/vM//xNdXV246KKL4PP5YLFYYDAY8OMf/xjnn38+3ve+9/FnSx4b63nE0D1q94hpNBot973RaLAP1mYeMWROCwAf+MAHcP/990OSJGzZsoWPJ28XWZZP8o/ZyCMGaPWWWedvN6RhKD1ilL4v7e32fRqNhqWBZK5NpVKpEI1G8d73vheFQgE7d+5ErVZDLpfD/Pw85ubmYDAYMD4+jtXVVfbGIslbrVZDOp3G7Ows0uk0KpUKs2AWFhZgNpuxsLCAdDrNILEkSXjnO9+Jffv24c477zylRwy1KTpdue/VesQ0Gg3+7JTbwNqY4nK58MQTT+DQoUO47bbb+PeExmTleZX9sN0jZiP/mPXadF6SpSr30Xi4fft2fOc738FLL72EH/zgB/jZz36GRx99FKOjo7j88ssxMDCA3bt3Y2BgAC6Xa0PvG3qr6FSnOtWpTnWqU6dVZysQI2ANY/mcIAjfEgTh/5dl+fOCIASwlpwUkmU5+/ucmOKkS6USEokEIpEIexUAaw+aDoeD00UoIrarqwurq6vsgUDUea/Xy9IhmhiPjo7yQz9NnnO5HGKxGHsn2O12lMtlTtKx2+0QRRF6vR5TU1OYnp6Gz+fjlT6aIDkcDjYrLZfL/GBKRrnA2io0sWfIxJdWlVdWViDLMgqFAhulkmyGpEqlUgnFYhEejwerq6vs9eD3+9mThlJ8crkcRFFEIpHgB1fS95OviLIGBwfZjHiz8ng82L17N/bv349PfOITbEJ6FtSm0iRiXPX393NKFj3UE5hHHkPVahXNZhPFYhH1ep3vMTESSNpDMjWS8JA/CwBOZKLXiMVicDqdMBgMnGxTqVRgMpkgyzIbBpM0oFarcYyww+FAPp9nmZHL5WJ2DbFz6HrIHJgkJQD4vBaLBZIkweFwsNyAYmrVajXLtii2mwxjKbmrUCjwQz6Bmnq9HgcPHsTLL7+MXbt24Z577lmPTfLHUBvGV5MBLUl4yMiY/DEIpGk0GjxxJOaJLMuckkaAai6Xw8TEBI9/DocDgiAwE8put+P48eMolUosEyGDWpJAFotF5HI5dHV1sYyTTMsJ9FECP16vF5IkcVw1sDZZ1Wg0qNVqLE3S6XRQqVT8/6lUCna7nb1FPvvZz6K7uxs333wzzjvvPMzMzKBcLmNmZgYPPfQQRFHE2NgYRkdH0dPTg3g8jmAwiKuvvhomkwm33347LrjggpMAtTNd73vf+/DII4/g3//933HPPfe0sE3egKq8kSdXVrPZxHe+8x383d/9HXQ6HcbHx9HX18e/WcQwLRaLCIVCsNvtPN7V63VerCCArtFosI+RzWZr+c02GAyQJInNrFdWVrC4uIhwOHySefGbUYuLi/jsZz+LgYEBfPSjH32zL+ek2rFjB+6++258+tOfxlNPPYWHHnoI3/ve95jFCgB2ux2BQAB+vx82mw0ajQYul4sB3051qlOd6lSnOnX6dVYCMbIsNwVBEOS1+owgCP8gCMKvAPwHgB/Ksvx7O/E1m02k02nEYjFYrVaOdyR/BPJfodVfYjOUSiV+SCSfA7VajdnZWTgcDjavrVQqWFlZYbDCbrfDarWyVIZW10h6YTQa4fP50Gg0mE1CPjNerxfBYBCSJGF1dZWp2WTKq9frodPpeKJLEyC1Ws3Xr9frOXqWJmf1ep1BGzI8JHkWRQjXajWUSiVe5aZUCZrAu91uNjcmE2Fi0hATZj0gZsuWLdi3bx9KpdIpTVY/9rGP4ZZbbsHPf/7zltXrN7k27Xt0H1dXV/k+EgPEarUil8vBaDTyg20ikYDT6WSmVa1Wg8Fg4Pho8oYhphQBcHTPCGSrVqtIJBLIZDKwWq0sv6M0GwIPSYLidDo5gejw4cMYHR3FiRMn+HUIgCMPGjLStVqtzIRSvmfqawB4ok19R5ZlyLKMYDCIXC7H/aLZbLK3AzE8CMQjo05ZljEzM4NnnnkGy8vL+OhHP4ovfvGLLSvdf2S1IcOP/FToc6bPymq1suyK/IISiQQb+wYCAVSrVWbwmc1mZDIZVCoVlMtl2Gw2FAoFaDQaGI1GxONxNlAlZpXP5+PxsVarMWji8/mwvLwMAGz+TQAyHWez2VAul5HL5eDxeNDV1QWHw8EpS5TARN8disMmcJJS5oj1QiBRtVrF7bff3vIZ6fV6BINBnH/++ex/RayppaUlVKtVjI+PY2pqCnfeeSfuvffeN+IevuoyGAy47rrr8P3vfx+//OUvcc0117yp1/N6VCgUwqc+9SkcOHAAV1xxBQqFAvx+P5uUkz+U1WqFKIrMnjIYDC3AS6PRYBYeAdarq6sYGhpqGTuazSYb4pMsFAAOHTr0pgMxpVIJN910E5rNJr75zW+eTQsKJ5XZbMaNN96IG2+8EbVaDS+88AJisRiWl5exuLiIbDaLeDyOpaUlZigqDPk7HjGd6lSnOtWpTp1mnZVADLBGhyEwBsC3APxfAP/zWkCYV87LEwhlZKnL5cKOHTswNTXFfhjKFV6Xy8XxmblcDj6fjyc/ZrMZIyMjiMfjqNfrHGdNkgCDwcARmyaTCSsrK+wz4/V6USqVkMlkYDKZGPyoVqusjacUmd7eXvZocLvdnGRE0iWaJFutViwvL/PEm6RT5DNDCVG1Wg2Tk5Mt/ilutxtLS0ss6aDJWaVSQV9fH2RZ5hVsi8XCMZbd3d2YmZlhGnS5XEY2m0WxWGT5FAD09/dDlmU888wz2L59OwDw50bbxPbo6urC8PAw7r//fmzfvv0kLfx6+neqZDLZ4leQTCb5PSq3T9Vu3wdg0ydpMrldWlqC3W7nNCCtVgtJkuDz+WA2mzE4OIh8Pg+32w2Hw8FeAg6HAzt37uTJLUVyk3/C9u3beSWYYrbpnvf29rakFwWDQQwODvKkeWxsDGazGaIoYmBggGVAJMkplUp8TpoMVatVllhQxDF5A2m1WmzdupVNd6vVKoLBIE+gurq6kM1m2QDb5/MhkUjAYrHAbDZjdHQUR44cgVarxcjICOr1OtxuNzQaDQYGBvC73/0O09PTOHDgAEZHR/GDH/wA559/PhKJRAtzoN0HRplGQmk/tE3HAa2eMLRf6fGh7Gun8ohp94Gh6yNpGpWyfboeMVqtFg6HA5IkYXR0lL1/uru7UalUEAwGUSgU0N/fj+npaVgsFjgcDoyMjKBcLrOZN0k5SGaYSqWg1WoZrDMajRzfTQyGiy66CMFgEOFwGPPz82xATak3Q0NDzIgaHx9HNBplyeXExAQDwmT4S6y8/v5+Zj8VCgX09vbyhJwkoTabjb2JKBFudHQU3d3d+N3vfodisYixsTHU63WWmvj9fiwuLjLQrdPpuO8HAgEsLi7isccewzPPPNNiBhuPx1vuu7Ldvm8zjxilJ8ypzhMMBjE6Oor77rsP3d3dDJKf6nrW8wY5hUfMhub8xF4CNveBKRaLG+7LZrO49957cffdd0MQBFx77bUwmUzwer3weDwIBoMoFovsB+NwOJj9NDQ0hNnZWZamxuNx/v3avn07kskkMpkMMpkMJicn2eR7YmKC5Zdms5n7xksvvYSnnnqqBcAvFAotn4fSI4YAYyqlL0y7J0wymWwZN5RtpSdMs9nEF77wBczPz+Pee++FXq9v+Y1ar//Q37b7x7R7DL3a+97uq6b0ellvn/I1LRYLLrzwQgBrv61K+VN7e9euXZ3UpE51qlOd6lSnTrPOWiAGaPF/SQP44CspSq+pSMdOMbiU6kJeCeR1IggCJEliacnc3BysVisMBgPS6TQikQjy+Tyb5ZLppVqtRjqd5ocaSZJYbkEyJGIZJBIJhMNhpNNpqNVqdHd3czRnsVhkBgTJQ+ghyul0wm63s4Y+k8lArVazqTBNqJxOJ2KxGNRqNa8qU4oTRUgfO3YMxWKxJe6aJDLRaJSBq3K5jJdeegmiKHLEtSAIyOVyGBwcRKPRQCQSYUPRRCIBq9XKXhPEfrngggsArHmXXHHFFQDWfGEIwCGwguqDH/wg7rjjDrzwwgt429vehr6+PmX/YK8FYA2YIE8EtVrd4p+gbNPEn0qj0WzoJ7OOR8ymPGySgZDPCa3Gr6ysMJNKp9Ph8OHDbGpL6Ufkr0D9gpgEsiwjmUzCYrEgFAqxh4vNZsPCwgIKhQLH/cZiMdRqNU6rEUWRQR2SyJFRcyqV4j5qMBiwtLTEkqhUKsV/Q6vPJK+SJIl9her1OuLxOIOE5XIZy8vLMBqN0Ov1LIWrVqvweDwIh8MQRRFdXV2Ym5vD/Pw8TwIXFhbgdDpRKBTwxBNP4KmnnoLVasVtt92GT33qU9BqtdxHlD4MJIOivkQeCLSP/BIkSWqZPNTr9Za+RgbIwMkeMQA29IgRBKGlrVar+TxKTxg6VukRo3z9V2rDybIkSQiFQuxlFQ6HGUwiRgmxUkKhEDweD1wuF0ef0/0zmUwsjYzFYshms5x4VK/XmWlDnhyBQACVSgUzMzMQRREnTpyAVqtFPp9nXw5KrzEajWxUrtVq2TiUDMcpLYxkmIlEAtFolFk6KysrWF1dZUbgiRMn+HrIc4SYYo1Ggw1iBUHA4uIig46SJCESiTAzsFAosJSLGHvAGntjz549Ld4cynuibBM4RXUqj5ienp6W89DYpfSIAdbGsb179+Izn/kMfvnLX+L9738/j2PtPi+yLG/oH9NsNjdtY5NELpVKxZ+JWq1uYSsq2wTMK/cJgoAf/ehH+OY3v4nZ2Vlcc801fP+I5UZyRPKhikQimJ+fZ0aXJEl47rnnuI+S1NZkMmFxcRGyLPMCAo2rwBq4Qr+VkiQhFoshlUrh/PPPx/PPP99yre0eMco2Lago7yUxayjtkKper7PxNbVp/Gk0GnA6nZBlGXfeeScOHjyI22+/HVdeeSVWV1db/Frq9XqLR0yj0eB+2Gg0WryKlN5Fm/nHtLcJOFe+Z7qGRqPRcj20IKW8HvLbavfeam/jTUzkei317W9/Gz/84Q9f9fE33ngjbr755jfwijrVqU51qlNvpTqrgRgqWZarAKqnPPBVlEql4ijUWq0Gj8fDpr0kzwkGg5BlGeVyGSqVin0WBEHgfzqdjqNjyXOBcCMyGiQ/F3pdknqQ1wJJhGiVXpZlTgvJ5/PstUEgjEajQTwe55U9An/MZjNkWUapVMLc3Bzi8Tg0Gg0CgQB0Oh1EUWRfHKnfNwAAIABJREFUGWLmlMtl9vmg914ul5kdQ6uWmUyGr1vpWUITNpLhWCwWuFyuFk8T5couVTAYhMfjwfPPP4+PfOQjp7xfExMTuOSSS/C9730PDoejBYh5k2rTlT+z2YxAIIB8Po9gMMiyMLfbzXHpFEFME3i6xyQxIwYRTTpEUeQEEvJ0sdlsCAQCzLShiQT5yxAYU6/XeRJBsjKr1Qqj0QibzcaTaOpDNMkvFAqw2+0wmUwwm80M2ij7GxWl6xBIKIoiM4GANQCBJCK0v1wuw+PxcPR5KBSCzWbDr3/9a4iiiN7eXnzxi1/ETTfdxP3pLVIbmoSQrIiMVYlJRkyQ5eVlqNVqlhAWi0UeryKRCHtzlEol5HI5NJtN2Gw2To6jvioIApuw6nRrigNKkyP2G0khgTX/CLfbjXQ6zSltlUqFxxsCIJV+QzS+EZOqWCzC5XJxPHG5XOZodJpskzE4RWxTfyRwgOSiSjP2QqEAj8fDoHaj0UC9XofZbIZKpeI0pze7ent7cf311+P+++/H7t27TzLofZ3qdWUtHD58GN/97nfxk5/8BNlsFtu3b8fY2BhCoRAzVgjkJcCOxr323x6SACvZfLlcjvtcNBpliWw2m+XUQZI0pdNpFAoF9t5aXFxk0/oz7WHSbDbxta99Dffddx9uuOEGfOxjHzujr/8m1Vlr1rsZ2LJ//34AwKWXXnrK8+zfvx/79+/f8FwdkKZTnepUpzp1uvUHAcS8nlWtVjmtxWazMWghiiJHqBqNRuTzeTgcDtjtdng8Ho6yzmQyMJvNGB8fRzqd5uQPSvagSGhiDthsNgwNDbGvy+joKIxGI6/0dXd3Y2lpCcCaD8Pq6ir0ej3UajVcLhdPKIA1qU6tVuOJLhlg0uR/cXERlUqFmTXd3d38WgTUEPOGPG1GR0cRDoeh0WjgcDhgs9lQKpVYAgCAJy7nnXceJ0xls1kMDQ0hGo1yCtHKygokSWIPksXFRRSLRWQymRZJyNatW/H000+zP0+7tER5bDwexwc/+EHMzs7iX//1X9nwEzhZmqSUI60nTVLuU9Lr249NpVK8X7n9Sm36VK/X6+F0OuF0OhEIBBAOh/n+EEvKYDCgt7eXzZ9tNhtLXyiimsAHioGmldve3l42kKZ9BNgNDAzg2LFjvOLf29uLQqEAr9cLm80Gv98Ps9nMkeTRaBRGo5FZI+l0GgAwOTkJp9MJlUrFzCoydgbWEmaIGbBjxw5MT0+jXq9DpVKht7cXKpUKzWYTgUCAARzqd/R66XSa9x08eJDlUddffz3e8573oKenh1dnya+GStlfqI/Qfkobo1K219vXHl9NVP32+Op2aYlyctfepn5N19ouW6K+1h65/EptCMQo+8Y555wDr9eLdDrN8oxgMAi73Y7JyUkGYA0GA4aGhtgDJhgMIhaLQRRFaLVabN++Hfl8HseOHWPwhoxTfT4fJx5pNBoMDg5Cr9ez1Gd2dhbA/zIzyOB7ZGQE09PTAACj0Yht27axaXOz2cSOHTuwuLgItVqNgYEBlseZzWZmlJCUhRhlzWaTmSDkfxQIBPiz9fl8DPhVKhX4/X5mTvT397M/DiVaqdVqOJ1OhEKhkyRFyjrd+OqN4oc3kyZR+9xzz8XPfvYzPPjgg+jr6+OxcSPZyWaypfZjX6kNJ8vEWgPAvxNU1G42m3j66afx1FNPYd++fXj55Zeh1+sRCASwa9cuZqGQdLW3txfhcBhOp5NlscSio9hyAvS3b9/OHmU9PT2IxWKYmJhAtVrlOGti2PT39yOZTHKfJkal0+nE5OQk6vU6crkclpaWsLKywoyQdmlSLpfj778yrhpolSPROEXVLuFJJBItkqI77rgDDzzwAD760Y/ihhtu4N+paDR6Smkk7d9MttQue2uXGCnb6+1bT0ZFbeX1KdvrjcHK9tlU7cDLZmDLpZde+qoBlFMBOpuBNG9UdcCfTnWqU536w663HBAjSRKmpqY4gWhpaYl9Ncirg8AGMq00GAwIh8NIJBI8oZifn4dOp2PGC63a5nI5ZDIZjpmm42nllUwKY7EY0uk0r+RmMpmWWOtEIoFCoQBJkmCxWNh8MxqNQqVScdysIAgQRRG5XI5XGSORCHp6ejh2mlZ/yTyTVr4J2Gk0GtDr9dDr9Sx1kiQJiUQCWq0WFosFWq0W8Xgcx48fR71e52vLZrMwm80IhULIZrOc4JLP51GpVGCxWOB2u1to3xdddBH279+ParWKvr6+kyKG2+Nju7u78a1vfQsf//jH8e1vfxv/8i//AovFAkEQWhgyNLGjbeWqskaj4bZWq22RLWk0mpa2UrrUfiwAcbP+Rd4bZKxK0gYyM6bPg+4/MaKy2SwymQyq1SrHCZMEbHZ2lu9Jo9FAKpXiiTEZ6xYKBZhMJpbMEVtgbm4OZrMZXV1dKJfLmJ+f52skHyOa/JB86vjx4xxRHIlEYDabMTc3B4fDwca7BN45nU4kEgkGBROJBI4ePQqdTod8Po9oNApRFNn4+tixY3A4HHj88cdRq9XQ29uLT37yk9izZw8uueQSnlin02mm/28mRQJa5UhKmRu1Cbhrl70p46qp/WqkSe1SJGVcNdAqTVJuU5uugcCOttrQI4Ziw0mGSGPA8vIyx32Tt4VSrhGNRlGtVlGpVBCLxRCLxZDL5ZgRQv2HZES1Wg3FYhGlUgnZbJZZVNFoFLlcDjabDQaDAZFIhEG2SqWCSCTCLKpQKMQyxtnZWRw/fhx6vR4ajQYzMzMIhUJs9D03N8fjr1qtxuLiIrMkkskks1lkWcbs7Cz7vajVapa6EVswGAxCq9UiGo0iHo+zPIomueR/c+LECXR1daFYLMLv97dEA79aaRKBjco2AUnKbToveS01m02OsqZ9NG596EMfwr333ot8Po9du3ZBlmUMDg62vIZSmqQcmxqNRsuY197GJiCySqXiMZoMoROJBKanp/Hcc8/hyJEjePLJJxlYfPvb347JyUls3bqVQYvDhw8jFArBbDbDbrdjZmYGiUQCyWSSvWIIRKZxj0COmZkZZjDNzs4ilUoxiECLGIFAAJIkYXZ2FtlsFolEAqlUCrFYjBcvVCoVFhYWWkALkogp46rb2+3x1Uo50nrSpPaIapIj3XXXXXjggQfwyU9+ErfeeisSiUSL7FYpEyI/OWWbfvvapUlKGeV68rn230ylxKn9Nega2qVRkiS1jJ3K9mb7XqkNTcbfiDodlsvpgC2b1c0337zhOU5X4vR6VIeh06lOdapTf/j1lgNibDYbnE4nIpEIs1Yo9UUURV4VNBgMvPLq8/k4ttrlcnEkayKRgF6vh91uZ4kIMTaMRiOi0Sj7f5C0yWg0spwHWDOVJD8a8j0AwKlIVquVX58mwXq9HmazmY18KXqYJktqtRpLS0vQaDS8n4wJKcWnXC6jUCgwwCQIApaWlviBjhgOlPiTTCaxvLzMIAO9b2BtpZ7SVrxeL+x2O3K5HK+Yt9euXbsAAE8//fSrlhr19vbir//6r3HXXXfh1ltvxd133/37d4LXVpuaRZdKJWYhkW+G0qfH4XCgXC7DZDLxCnGtVoNKpeKIdGBtMkzR1CRZI4kHMVVoEkyGwmTaS6lKJO3QaDQoFAoIBoPo6upiFhilLpE0ShkbTKbDlUqFvY2SySTLmYxGIxqNBmw2GxsQ02Qkm80yA8ZsNmN1dRVerxc//OEPUavV4PP58PGPfxxXXHEFgy+ZTKYTg3qKUpo0U9+iOPJkMsnR8na7neUbBNaaTCYGR2lMsFqtqFQqSCaTkCSJGQmVSoXBF4pgB8DSN5JUkqkr+UBJkoRms8lSTmLrkSk09VvyM3I4HKjX69z3aOyl5C4C76gvElhD/kuyLHN/pLEtmUzy+EilHNfJLFaWZZhMpnWT3d7Muuqqq/CjH/0IP/3pT3mcfB1rQ0bM3Nwc3v3ud3MyDvUJKpLr7tmzBx6PBw6Hg0E6ShIkWZzdbudUNuprkiSxDxn5veh0Ov6NJamwSqWCy+VicFCZxEbgcrPZRC6Xg8FggNvtZnkbgYs0jgFrrJMzUfV6Hbfddht++MMf4mMf+xhuvfXWt9p4Vttox7Fjx3DZZZe9ri/2erFcXq/aDKR5o+q1MHQ6IE2nOtWpTp0d9ZYDYgBwDLUgCHC5XKxPJwNbq9XKD1GZTAaiKMLv97MXAk0myMTUYDBw7PDY2BgsFgump6eZ4m82m9Hf388sGYvFAlEUIYoinE4nTCYTNBoNKpUKezWQz4Fer2cfB51Ox2CQVqtln4fh4WH09fXh+eefZ9NOQRCYUk6TdAJ5dDodXC4XP9yaTCaIosgR3W63G3q9no0WKSmKXtftdvNEjUxd4/E4xxB7PB7W+q9XIyMj8Pl82L9/P2644YZXfd8mJyfxta99DXfccQf+6q/+Ch//+MffDM+YTTO3abJcKBRgsVh4tZj6DIFe9XodxWKRmUjUVwDwfaY4dJIT0US2u7sbtVqNwUCafJhMJgSDQVQqFWZI0USGzJopCYsMo8nHh+4VAUjEoBJFkWOLld4hgiDwRN3tdrNvDQAG/h577DEsLy+jXC6jv78fN954I6677jpccMEFUKvV3L861VIbSpMIOCPflKWlJahUKpaKVSoVZDIZAGCQjtgN5MUDgGVv1WqVk7B0Oh08Hg8MBgOzbvR6fYsMzmq1QqfTMXNLlmUUi8UWUC+dTiOXyzHYQvJMk8nE3kRms5nHWBp3RVGEyWRiHxlKksvlciwp0ul0GB4eRjQaZQCTjIhJ3kSG5qOjo+yjRX9LyWMEHM/NzZ11cdFarRY7d+7Eb37zmzcCJNo0NUkURUSjUWZtkjRyx44diEQiqNVqGBsbgyzLbKhsMpmQTqcZFLHb7ZwuSKBJrVZjFpMgCFhYWGDJo91uRzgc5gUL8o+i8VCr1bKvFgHIxOJQLkgQq5W8yghE2ug36PWsWq2Gm2++Gb/61a/wl3/5l/jqV7/6VhzXzqiJ15sBtpxt9fsydNYDad7qn2WnOtWpTr1Z9ZYDYtRqNfr6+jhqN5vN8mQgGAxidXUVJpMJKpUKgUCAE5T6+vo4JloURU4K0ul0GBsbY6NMAncoYYmirSntw+/3cxJRJpOB3W5nX4b+/n6EQiH09PTA6XTC4/EgkUigVCrB6/Wir68PCwsLEASB2ROUdEKrgX6/H/39/Zifn2d2BBkoDg4OIpvNYmBgAIuLi6jX6xgaGuIV61QqhXPOOYcNEHU6HRYWFnhC0Nvby5HbNPEmQGlwcJDTJGiVnCZq7R4x6XQaF1xwAX7zm99gdXW1RWPfrmknw0XaNzw8jC996Uu499578fd///e48cYbcfHFF0MQhBZvDgIolOch34P2+OP2ttJDpv08OAUjxmw2Y/fu3QiHwxgdHUUymUQikUB3dzfS6TR7d1Dfslgs2LZtG8LhMMrlMseok5SDPH+mp6c5walUKrGhL0UMGwwGdHV1IZlMMnOBYq+BtRXlQCDAcrh22vvw8DBP8oeGhljC4XK5MDw8zIwx8jyiz4Rigg0GA6905/N5vPDCCzAYDHjPe96D66+/Hueeey5SqRScTicDnslkkvtFIpE4yZ+gVqudtA2ApYPKNu2PRqMtxyp9YSKRSMtrKNuSJOHQoUN877u6urBz586WGGrltbX7vrR7xNDn095/lL4w6/QtYBNpklqtht/vh81mQ09PD1/T9u3bkclkkEqlUK1W4fV6kcvlYLVa4XA4WJZms9kwPj4Og8EAk8kEQRAQCATYb2p4eBgrKysYGhqCVquF0+lkKZBer4fD4UAkEoEkSRyJTcwGiqTW6/U455xzsLy8zGD15ORkC3g9PDzMwHV3dzcajQZLIPv7+9FoNCCKIvr7+/n/K5UKBgcHWYJXLpe578uyjJGREQbYm80ment7Icsy6vU6enp6OJnHZDJxLHYul2M/ko2igV8vjxjlvlN5u/T09KDZbOKRRx7hbWX/UV5ru8dH+9ipbGOTscvlcuGiiy7Cjh07MDQ0hPn5eWbxjY+PMxtzfHwcMzMzzNbbsmULg+7Dw8Mt4O7g4CBKpRKz5Xp7ezE1NcX3XZZlxGIxuFwu9huLRCLw+/28OEHR6ARY63Q69r6iRQPyr6pWqxgfH4dWq+UFAkmSIIpralLyhqNSesQo46qBVo+Y9cYmatdqNXz605/G008/jS9/+cu47LLLmNVI913pUbWZR4yy3R5ffap+uJHXzHp+Wko/ts18X5Rt5RhLf6tsYxMgZnx8HE8++eRGuzv1BtTpgDSn42/z+wI2p5JudYCgTnWqU2/VessBMQBYclGpVDjelaRIi4uLiMViPPGkSOvl5WU2ByT5STKZRK1W46QhSZKwsrLCshyKc6WH7Hw+j3A4DEEQmJYfDofZU4akPrSamEql0Gw2mZUTDoeRSqVgs9mQSqVYWhWNRnkipmTykFyKDHVJChMKhZBKpWA2m1EqleDz+VAoFBCJRBCLxXhST2lSFKedz+eRz+fhdDqxurqKVCqF5eVlTmchuVMmk2HvHIvFwkacVJIk4ZprrsFDDz2E+fl5DA0NsTFwu6a93bMhGAxiZGQEF198Mb785S/jvvvuQzgcxi233AKVSsUMGY1G0xIRq9Vq2WtBuU1tpZeCst3uHwOgvFnfIrCNJhuFQgGNRgOrq6vI5/OoVqswGo3QarVsjkufJQFWjUajBaTI5/NYWFiASqWCxWJh/w56SF5aWoJOp0OxWMTCwgKbtJ44caIlwpf6Ca1Yk2SjWq2yb4bSp6NarTLNP5FIsA+JyWRCNptFKpVCOp1m491qtYqDBw+iu7sb//iP/4h3vetdLT4Z7bGvxJYAwKbFVNVqlb8P5OdERUwyZZs8YkRRbPE9qFarDDqRLIq2n332Wfz2t7/F7373O0xPT7dPLGCxWLBr1y587Wtfg9/v5/fS7gnT3qbEMuB/wROqdo8YJSD2Sm24lN5oNJitQn2gWq3i+PHjzIQh0GplZQUGgwF2ux0azdowX6lUMD8/z8CZXq9nyWOlUsHs7CwnoJEEiMZC8tIgFk0kEkEmk2H2wurqKsdSk3eMLMvso0USPa1WixMnTmB1dRVOp5M9kUheRbITGnPD4TC8Xi8ajQZHXYuiyGPf0tISLBYLwuEwIpEIM3xWV1exurrKE2pJkqDX6zmZZ2ZmBgDw9re//Yx4xBA4RNtKJp8syy2eMfV6HQ8//DAWFxexa9eulrFK6ftCQLry7zZrAyhs1LdIUkgT7Ewmg0qlwt5CyWQSTqcT2WwW6XQaKysrLH+kxQzyUqPfSZKwJZNJNnym97C4uIhCoYB8Ps+SJJInEdBAzCiNRsNAltFohCAIvCgSjUaRSCRgsViQz+fx7LPPolKpsEEuMWrodTfyiFHGVdNnR74w63lUUfrb3r178fTTT+POO+/Ehz/84ZMiqpW+MJIkbegJQ/uV0uB2/yrqh8rt9dpKL6zNXkPpn7VRm669fVxtb3fqD6faQZpX62/zWgyJN5OSvVlGx53qVKc6dTbUWw6IIbNTMuAjhgpp2ZvNJk9UiZZPOvSVlRV0dXVxKg6lJ5AcaL3XIsp2LpdDuVxmM12/38+mf3QcMVtoYuT3++FwOHDixAkGcyju02QytUQB0wMlGVdSXChRtsncM5lMwm638wojTZAsFguazSavmM3MzHACycTEBLxeL69iN5tNXjHv7+/H3Nwcr1zTZJYkTxvVO9/5ThiNRjzyyCP4zGc+c9r30e1249Zbb8UTTzyB++67D7/97W9xxRVX4BOf+ETLA/UbUBtKRwCwTIL6CzEGtFotS3ssFguCwSBUKhWbAgeDQXR3d3NsLxkwN5tNZjiQbwwdQ1HTAFAur+FD1JcMBgNPZChli8wx9Xo9LBYLAoEArwRrtVpmtNAEnyj/oihCr9dDEARks1kGYQhYSqfTOHToEHw+H7761a/i5ptvhsFgYHDgbKhms4m5uTn86le/wqFDh/D888+zl8mWLVtwww03IBgM4vLLL4ckSfjNb36DxcVFPPjgg/D7/a8qav11qg21FCQ/IxCOxoRyuYxsNguDwcAR0AaDgWOhaWLb09MDr9eLZrPJ8jGKgXa5XHA6nSzfUalUkCQJarUaRqORx8Z0Og273Y6uri64XC6OICcA2G63Q61WMxuDfGiIsUe+IeQZQ/4w1H9JykkR6SSFovExnU6jXC6jXq8zQ48YOyT5MxqNDCLQ/yUSCbhcLhiNRhw9ehTPPPMMBgcHsWXLFpaMni2lUqmwbds2HD169PU+tW2jHeTpk8vl2BPM5XIhkUjAbDYzCF8oFBgoIwkrfeaCILB8Uq1Ww2azcR9T+sKQwbzJZILZbMaJEyeQSqW43wmCwDHXTqeTTcBTqRTHkZMfUrPZ5EQsAhXJpBrAG/ZbUCwWcdNNN+HgwYP4m7/5G3z4wx9+Q17nD6jOqDSpU69fvVp/m9diSLyZlOzNMDruVKc61amzpd5yQIwsy7Db7ahWq7BarWxqS5Nlr9cLn8+HXC6Hbdu2IZfLYWBggCeqZJJKbAd6aD58+DBqtRq0Wi3OOeccfih1OBwYHBzESy+9BLfbjZGREfZkMBqNGBsbw9LSEmRZhsfjwezsLJxOJ2q1GoaHhxGLxWC1WpnyT7Kpvr4+9nSx2+3o6+vDiy++iGq1iuHhYSwtLbFB79atW1Gr1bC4uIiuri5MTEywHKe7u5sjlkdHR+F2u3H8+HGYzWaW01itVjQaDXg8Hp4EEohFFOn+/n6+1kAggGeeeYZZNel0ugWoSqVScDgcuPTSS/HII4/g+uuv31CapIxgbZeAJJNJXHHFFdi+fTseeOAB/PznP8eTTz6JK6+8kmN+qZTyo/bY4HZpUrt8pC2+2ohNinxVbDYbLBYLdDodvF4vnE4ne3rodDqm38uyDIfDgVAodJI5M60gb9myhSOq/X4/pqam4PF4IMsytm3bhmPHjqFSqWBycpKlc2q1GmNjYzwpNRqN6OnpYfZLMBjE4uIi+3L09PSwMe/4+DgzGZSpLZTgNTY2hsOHD6NQKGDfvn3wer24/fbb8f73vx/5fB6lUgmlUgmJRGJT6ruS3t5OdSfmA7C+FGkzaRK9x1AohN/+9rcIhUI4cuQI8vk8gDWJ3bve9S709fXhkksuYcCQYp0BYGJiApdffjlyuRx+8pOf4B3veEdLJHW73GizvrbRvvYY9VdqQ/mISqXiuOehoSH+nkxOTkKlUjEA29/fD4fDAUEQUKvV0N/fj5mZGfj9foyPj3N6mtPphN/vRzgcZpbY8ePHUS6XWSZEyV2UIkWeQZOTkwDADK6+vj7IssznJNBQEAQeJ4iFNTw8zBLOYDCIRqPBoFFfXx8ikQjHZJOXErAGvvp8Pn7fg4ODiMViKJfL6Orq4vuu1+sRDAZ50u/z+ZiFlkgk8MADD8Dr9eKf/umfkM1mX5M0qf1YpTRpI/nRevvaz2s2m9kgvT0GezMZ5ymkSRt6xJBvmCiKsNvtMJvNaDabsFgs6OrqYj80MiIneaPT6USpVOL7lU6n4XK5EAgE2KuFUr76+vo4aa3RaHDKltVqRV9fHxvrkjSuVqtxzLjb7WZj5kAggEqlAp1Ox6l7Wq0WJpMJg4ODCIVC/F33er0M8uXz+ZbPgwytAZz0G6U0K26X9ywtLeFv//ZvcfjwYXz961/Hueeey3IkpRSS2vS37dLI9aRK1G7fp5QfbSZFav9bpTQKaJUjtcs44/F4y7iqbK+3r41BuKGkslN/HPVGGRKf6rxvQb+lTnWqU2+hessBMUSBX1hYOCkJxuv1IpPJMKuAdPGzs7OcANJsNpHNZjEzM8MPaBQbTGk1BoOB/T4A4Pjx44hEIiw/ItmOLMtYXFxEKpViFgPFHqvVakQiEZRKJY7vpOvUaDQIhUJYXl7m1UdiuhCNnGK0Kc5TEASeaJO3A7F0iPLvdrsRDoexuroKq9UKs9nMrJjl5WU25yUPElptNxgMWFxc5BVTYuUEAgGWJq1H+37/+9+PRx99FOFwGNu2bQMABnyoZFluoVYrpQCCICAYDGJ4eBgXXnghnnzySfz0pz/Fgw8+CLVajcsuuwzvfe97sW3bNmg0Gqb/K7eBNfq6UsZE0dC0TykNACBhkyIGkiiKSCaTDILUajWObG02m+yjoNfrWRImCAJsNhuq1SrC4TCn16ysrCAejzNbhQAOjUbD1HwCBUOhECcr6fV6hMNhXuVWq9VIp9MszVhaWuKVbJLTGY1GWCwWlp6QCSt5g1QqFUxNTeHIkSMwmUzYu3cvbrnlFpaeqVSqFrmRktLf3hZFkSVHym0ALd8fkhBSVSqVk2jyNpsN09PTePLJJzE/P48XX3yRvWgCgQD27NmD4eFhXHnllUy/X15eZrkI3TulnCQYDOJTn/oUHn/8cRw6dAiXX345ADCASdUeUa3RaFhWoJQiUZv6s1qtbpECvFIbTpbJvJn8gY4fP873emVlBRqNBjabDc1mE7FYDB6PhwEpGquKxSJefvll7pPZbBahUAh2ux3lcpnZd06nk32sNBoNG+uSqevs7CxCoRAbsmo0GpaglEolZs8lEgkcP34c4XCY05BqtRpL3VQqFRu/kowolUpBrVbz9UajURQKBajVagY0Go0G3G430uk0e+WQgbBarUYmk0EymWTAbGVlBZVKBQcOHOAEL7pH7fIj5f1qNBotx7VLk5T9QJZl7geyLJ8kTVLGKLf3O+V4RKzHX/ziFwDQIo1Uyo3I20m5rz3Ouk1WuSGbr16v48UXX0Q4HIbT6UQmk0EgEEAymeS+R9s0FlEaWi6XQ19fH0tjCfSKxWJYWFhgg3mSAtF9nJqaYqNnrVbLJvUEwCwtLTFIJ8syzGYzMpkMjh49yl5X9NtHTFZBEBCPx7lPjIyMsGF5e3y1krVJiwtUStkkpSHS9l133YXnn38e3/zmN3ER6upyAAAgAElEQVTdddchHo+zHEkp56E2fcdrtVrLb5lSKknnpv6l3Kb7Q32rfV+tVmtpV6tVbq+3j16zUqm0vL4oii3tSqXC19t+rHLfK5VXNgRBuBnAzQDeDEP9TnWqU53qVKf+IOotB8QQvT2bzcJoNHKaDKV5CIKAlZUV2O12DA4O4sCBA8hms5z+QJNZMrssl8vI5XItAAxFo2o0Gl6Zq1QqMBgM/KBKkZ8UWU2pEfV6nVdIbTYb0uk0gsEgcrlci8SFJhw0Yclms2xGSGaUBAKQfEqv18PlcsHr9UKSJEQiERgMBlQqFU7JoNXyXC4Ht9sNURRRLBaZjk7via6XDIsBsARGq9VieXkZ73jHOza9F5dddhksFgseffRRXHXVVa/53g4MDOCee+5BKBTCfffdh6eeegqPP/44gsEgdu3ahfe9730tE57fswyb7STm1OLiIrRaLZLJJKcQUYoVTT5INuTxeOB0OjnmtVKpQBRFqFQq7kcEigwMDHDcazweRyqVYsBBkiRmsZDBKfVNi8XCfgnU98jMlCY75E0kiiLS6TSq1SrUajXMZjNMJhNCoRAikQiWl5dxww034Pbbb2cpyZmsRqOBY8eO4ciRI5iamsLhw4fZfBpYY2dddtll2LlzJwKBAHbu3AlgDXhZB/jYtIaGhrBnzx784he/wJe//OUzsTq3YcQwAR71ep1TtDQaDex2O0RRZAkI9S/63vr9fgZWyXycWIDkO0R9igxtqU9Qf6U0rW3btiGbzaJYLDKwbLVaGQTOZDIsrevp6eExg7xESD5C74OAYwAcV12tVtFoNFAoFNgUnGRGJHehVC/yKQHWJpnd3d3se5TNZmGz2TA7O4tCoYD9+/ejp6cH//zP/9wyOT0bi0Ab8jp5nUq/0Q76LSMmE3lDeb1e7mculwt6vR4TExPsQeRwOLhvKaWXR48ebelHlUoFNpuNva+oX9DY5HQ6kUqlOIVpamoKlUoFWq0WarWaWX6U5kUACpnFk7FvqVTi1/T5fAzCvB7VaDSwd+9eHDhwAHfccQeuu+661+3cfwTVQo+RZfnbAL4NALt3737jo6s61alOdapTnfoDrLccEEP0WvIhaDQacDgc/ABK0aZGoxGLi4vsbUCJHERnbjabsNvtnLxA4AgxHojSTyCHzWZrMQ6s1+ucVCQIAiKRCKLRKMuUiNZP/i8qlYpXCGmFUZl+4PV6EY/HGWwhCjbFHGezWQYJKGbWaDSyqWy9XudYW5LESJLEoAtRoWmyRGwhiralh3WDwYDV1VVEIhFceOGFm94Lo9GIq6++Gvv27UO1Wn3dHpr7+/vx4Q9/GJ/73OfwxBNP4Ne//jUefvhh/OxnP8PQ0BAmJydx1VVXYXx8fL3UmlPVpqlJjUYD8Xgc+XweHo+H05yIzUSx6ZRIQkazFBFN9H9RFNk0lVaY6e+IpUDgIEnXCBys1Wotr0P9h2j+ZIQbDAaRz+dRr9d5wmMwGHh1Glj7niQSCUxPT+PIkSM455xz8PWvfx1XXnklAJwRH5hyucymui+++CKOHDnC32ObzYbh4WF85CMfwZYtW+D1epldBayBL6+1LrjgAhw4cACpVOpMGFRuyFogfyv63hKAIggCg6harZa/k5VKhQHnVCqFcrmM3t7eFnYcRUqThIT8Vmi8It+nZDLJ/bJer7MMiuR1ZKBL4Ei5XMbKygp7HNH9orGE5CTUNwkwrNfrPBYr5TA+n4+Tcbq6uhhQovPSsQSUSZKEl19+Gel0GplMBl1dXfiLv/gL3HTTTev6eZ1tRQxCpRzkdaj/x96bB0hRnevDT/W+L9OzMCvDbAyMIojKpqDEhbgjXsyiX9RooteYaDYV4zU3MYkaTXJjjMlVYxZj1HyJSwwRBdF4QQVBYYBhmJ6tp/d937vr98fkvKmqmR5F0WDs5x/q5dRUV1edOl3nPe/zPBUnxEwIt6amBmazGaFQCKOjowAmKWHpdJoSNUxIllVphsNheL1eqvhjVUz19fWkRabVakkLiCX3GIWNLQbEYjEkk0mqJNJoNOjq6iJnNlZVaDabYbFY6HdXJpOR1hFLRjKXpiN24Xget9xyC5566il86Utf+jA1o/4lYKLZQ0NDJBbf399P+mHMXVJAiZpRO62KKqqooooqqpiKj10iRqlUoru7G62trejo6CCeeiwWIw0UxpGvra2l1Vpm6anRaNDY2IgFCxZgZGQExWIRPT09GB4eptXcrq4u0oZg1pysmqWlpYWckgKBAEZGRqadLLL92csrE+WVcP4BgCxtGZ9/1qxZyGQyVOo9Z84ccoVRKBSoq6uj1ex58+ZhaGiIEhItLS1IpVK0+j00NIRyuQyZTEb7skRRW1sbadp0dHTA5/NBJpNh3759AICVK1eSfbWUf8/iNWvW4I9//COefvppnHHGGSK7amBmjRihXTVrZ9+DbR933HE47rjjMDAwgNHRUezcuRMbN27EX//6V5hMJvT19WHWrFlYsmQJ6urqKHFSyeoaM7jasP5lsVig0WjQ2tpKbi0LFixAIBAgDZWenh4qw+/s7CSb4IaGBvT29oq0LiwWCzo7O8nRJRgMwmKxoKamBnPnzoXH4yFRaJ7nyRmmo6MDHMdR5UNXVxfRmJqamkTVD729vVTq39fXR4Krfr8fjz76KBobG3Hvvffi3HPPJackdn2k9qiVdF+EGiyAWAfG7XYjk8kAmJz0vP766zh48CB27dqFQ4cOUTVIR0cHTj75ZBx33HHo6enBrFmz4PV6qUye0SGEnyk8H6legtT+d7q+xip+du7cSfdRmMALBoOUvJTGgUCgYlsFjZiKCtfMZYldB6vVSlbSLNGXz+fR3t5OSZpIJIJZs2ahv7+fqCrsezU0NKCurg779+9HPB7H/Pnz6XupVCp0dnaSuw0T5maaE83NzUSLKpfL6OjoQCKRgMFgwHHHHUf3TKfTobu7mxzckskkuru7cejQIRiNRkoMsQR3V1cXJQ9bW1sxMjJCyfLW1lZKFptMJjQ1NUEul6O2thZNTU2QyWTYv38/RkdHMTo6CpVKhZNPPhnLly/HGWecQRV802m7zKQR824sqYHJ/vxurK6lbVKNGJ/PR7o44XAYdrtd1CbUiJH230rj7D8woxB0b28vcrkcdDodEokEJV2YaK/ZbIbNZkMgECCnPCYKn81m6XdFpVLBaDRi9uzZmJiYoAUKhUKBZDIJg8GAhoYGqmJRq9WYNWsWEokE0U2ZC2FjYyM6OjooeaPVatHR0UGOb/X19XA4HJDL5YjFYuju7kZ/fz9eeuklnHvuuTSmAGK7anZt2dgVCoVE45hQ38rn8+Ghhx7CY489hiuvvBJnn322yM7e7XbTGCPcBsSaMTPpx0hj5jw2XZv0OFIdGGG71HZaGE9MTGBoaIjoyA6HA4lEAsFgcIqejhQs+SsYv1QVd66iiiqqqKKKKqbFxy4RA4BW0RiNg2kuMI2CVCpF1ryhUIhWe9mLrV6vJ6vOTCZDdtAKhQL5fB6HDh0i7Rlms9rf308TcbZy29XVhZ6eHlx22WXo6emB0WhEZ2cnrSQmEgkRbz0ej0OlUiEUCmFoaAjRaBQTExOk2bF3714Ui0U8//zzmDdvHjlMlMtlOBwO0hUxGo3I5/Pk7CPUumGaNKyyJpvNolAooFAoYGRkBB6PBzqdjqo7nE4nraYyOk6pVMKiRYvIEUiqEcMssQHgrLPOQn19PTZv3ozPfOYzpP3AwPM80UmY8KbwPgq1OeRyOa2mKhQKkUaDUqnE2WefDQDYt28fJiYmsG3bNuzevRuvvfYannrqKdTX16Onpwd1dXU48cQT0dzcjIaGBnR3dwu7z4wlNIVCgSaBCoWCtC2EK7+ZTAYul4voFiMjIxgeHib6UE1NDSUAg8Eg/H4/VWal02k4HA6aiLAqgmAwiHA4jPHxcdTU1CCXy5GVMFuVNhqN8Pl88Hq9iMfjCAQCpDvD8zzGx8epn73++usYHR2FQqHADTfcgC9/+ctEB2DVYOz7CnVfhFbTUpvpTCYjioU6MIlEAmNjY3jxxRfxyiuvkG3yMcccg7Vr12LVqlU49thjodVqMT4+LlrtZmKt7DOkugdCbQWhpodUE0aq68G22WQjkUhQAkJ4HKVSKeqHSqWSzkGhUIi0FBQKBVXVsCSCBFnpfwjPjyVJHQ4HotEoZDIZRkZG4Ha7YbFYyH2G2ddrNBqisLFxx+l0wmg0kqvW6Ogo0uk0LBYLuXGlUimMjY3RGKhQKDAyMkKUtXK5jFKphGQySe5ybrcbcrkcTqeTbNSZMw6zG04kEhgeHkYkEiGb9Hg8jlAoBGByQsyeEUZxjEaj4DgOqVQKfr8farUamUyG6EuhUAjbt2/Hnj17kEwmsXjxYlx88cW45JJLYDKZ4PP5plhSC+9JqVSi9unsq9+tRowwns6+msWlUmmKRoxQR4OJwQOTGlJCnZdCoUCxcHu6eBr76oqJmFKpBI/HQxVUwt+aUqlEFXmZTIaqoA4dOoRisQiHw4FyuUyUObfbjWw2i4mJCUQiEUSjUao+ZRprLPmn0+nQ0tJCCSbm4seoSGybJX5YX2QLE6lUChqNhui0LLkAAMuWLZuiCSOMi8UiJVmn04hh49rmzZvx05/+FOeccw5uu+02kSYMMDnmseeYJYcYhDowUr2WfD4vGjdY4mm6NmHMKHjCzxfuKxzz2HYul4PdbseOHTsQCARgt9upYg0AGQu0tLTgxBNPpKra7u5umEwmRCIRzJ07l/ThxsbGRH3tvPPO+1i+S1ZRRRVVVFHF+8FH6seT47hmACsAbAGQ5nk+8w5/MgXs5T0ej1OihNGJbDYbyuUyPB4PQqEQvUDV19fDZDLBaDQim82SFgt7AWTWnwBIE4aV9trtdvj9fqTTaTQ3N+Occ87BWWedhVWrVsFisdAqMvtb4cvgNN8fGo0Gzc3NpM3AwByU9uzZg61bt2LHjh14/fXX4XQ6cfDgQZx66qkYHR0lNxGWHJDJZLTSFo/H0djYCLlcjkwmQ4KyTBfHYDAQJQaYpBZZLBZKQMViMTgcDuzfvx+33377u7ofcrkcn/zkJ/HYY499aDayBoMBZ555Js4880zwPI/t27fD4/Ggv78fQ0ND2LZtG5566inaX6/Xo6amBkqlEphhMgOAhERNJhM0Gg2J3+ZyOYyNjZEwpVqthkwmg9FohEajgUKhgFKpJIoF025hFS0ajYYShwBooqJSqUgjht0HpvEAADqdjl7EWdIFAFHpmB15Pp+H0+lEY2Mjfvvb34LjOFxyySW4+eabySnlg8DAwAD+8pe/YOPGjSRavWzZMqxfvx7nnXcerFYrxsfHRZPaDxsNDQ00KfwQULHEP5/Pk+4Tq3YrFotIpVLkJMUmxJlMBqFQCLlcDm1tbQgEAlCr1dTPOI5DIpGARqMhG3uWXGXJPWYFLJfLodPpiDqYzWahVCpRX18Pp9MJg8EAk8kEtVoNuVxOujNKpRJGoxFyuRw2m43GEUb1jEajJATNNKqYThKrnNBoNKitrSVdGOaEFAgEMDY2hrGxMUpInXnmmbj22msxf/58+Hw+SvZ+FMEqk2aqSngPqMhzYgLMer2e6GrZbBY2mw0tLS0olUoYHx8nbalIJEL9MZFIQKFQkJYQz/OUvGfaMUwYni2A6HQ6On5TUxNSqRQikQhRnZjorc/noz7IhONzuRxSqRRisRhV67DKHJawUyqVpA31fnDw4EFs2LABfX19uOeeez4yDi65XA779u3Dyy+/jLGxMRw8eJB+52tra9Hd3Y1jjjkGixYtQnt7OxobG+FwOETC9MPDw5TIGx4eFiWYPirXoYoqqqiiiiqOZnxkEjEcx80G0ANAD+DLAMY4jnuR53nn4RyHiQOGw2GqBEgmk7DZbDAYDHA6neA4jl5Ah4aGiE7AVs2Y+CRb6WUuS+FwGLFYDIlEAplMBnv27IHJZMLatWtx2WWXYenSpUilUh/YpFalUuHEE09EX18fTf63bduG5557Dps3b8b4+Djsdjs5k7S2tqK2thYymYysrjUaDerq6hAIBEhjgumUMA0SNlGrr6+Hx+NBLBaDWq2Gz+dDNBrF/Pnzcfnll7/r816zZg1+85vf4MUXX8Qpp5zygVybSmCl8MuWLcNFF10EYPLlm1URDQ0NkTZHuVzGyMjIjG+garUaPT09pJ/BHEaSySS5ybAKCzZxYWKVTIiUiZWq1WqqPIjH40in0+A4jlaOma14Op1GoVCgaoZYLEb9lE3cmaOVx+MhnSCmTeR0OrF9+3bEYjEEAgFcd911+PznP0/JjyOdICsWi9iyZQseeugh7Nu3D0qlEosXL8bXvvY1rFq1CjqdDg6HQ1Q9868ES4AKaQ4fICrOvJn+UDQaRXt7OyKRCOrq6qDT6WA2m6FSqRAOh5FOpynZzKhqrGqtvr4epVIJqVQK4XAYer2e+g6jMhWLRaoIYOKorKIqGo2SqC/rR4yeVFNTQ0kblUpFyWtWwQKAJTNJYDWTyRANwmw205jMvq9MJqN+kMlksH//fgQCAXJrO/3003HWWWehq6uLKvD+HcC0YY6k2CwAZaUGNs6w8YiJ6rIxZmJiAqlUCgqFQuSO1NDQQFUrTJcKACWY29raMD4+jmg0imw2i3K5jEwmg7a2NtTX11Mi2e/3Q6PRwOPxQKlUIpfLIRaL0cIG0z+KRqOkEcR+l5hIcFNTEyXCmRD8+0EoFMIVV1wBnU6HBx98UFRNczQiEAjgtddew+bNm3Hw4EGquJw7dy4uuugi9PX1QavVYuHChQAmkysSR8D3g6pGTBVVVFFFFVUcJj4yiRhMOj7keZ5/hOO4kwEsB3Axx3H//zslY4RWinV1dVCpVKitrUVnZyfGx8fJncZoNNKEwGg0oqurC8lkEslkEj09PTh06BDUajWsViuampqwZ88e1NbWYt68eXC73fD7/chms9i7dy/a29tx77334oILLqBJcywWQzgcFlE52OofAKIVMLAV7en2ZSuSDNFolMqlY7EYrX4df/zx6Orqwre//W0cOHAAzz33HJ555hk4HA4MDAxgxYoVUKlU6Orqgkwmw8KFC2G320kTYnBwEDU1NaRd4vV6yX7bYrFQJZDJZEIgEEA4HMaDDz5IblTsvGfSLqirq0NzczOeeOIJ0kdhELqGSDVhpovZZ/p8PlGbMGb6PQzSmFUG9fX1wWq1isq+X3311SmJGGH/Ylo9uVwOLS0tlEBhOges4qCvrw9utxs6nQ719fUkkuv3+9HR0YFZs2ahpqYGfr8f7e3tVMEyf/58AJOVN0zvyGw2Uwk8S5QZDAY0NTUhn88jFAqRRXcymUQoFMK+fftw8OBB0pdZuXIl1q9fjxUrViAajUKn05EQr1QHhlHZgKkaBB6Ph/osoygwjI+P48knn8STTz4Jv9+P2tpaXHnllTj99NNJ3Njj8dBx0uk0bbNKHnYvhUkRn89Hnynclp67VEMjEAjM2NeEOjDMAcvlck3RdpHGzH6ZtUk1YlibcD8BRK5J0r41Z84cyGQyogxwHIdZs2aRPoxOp8PcuXOpcq1cLuOYY46h8a29vZ3czSwWC3p7eymZMm/ePOj1ehISnzdvHlXHMb0imUwGs9mM9vZ2eL1ezJo1C+l0Gg0NDeTGxbSRmDAvS6Sw6hsmZC6TydDW1kZaI2q1mjRjCoUC6Wl5vV4EAgH86U9/As/zWLJkCa655hr09PQQpYdR7oR9Qqj7MpMmy0zaLsI24Tbb993qyXg8Hup70+nHCPul1+slDaZsNovh4WFqE/bh6frzTDEkrknCvmU2m1FXV4dMJoORkRGk02lKFAOgCqjW1lZoNBpaUKivrycXvoaGBkrUMYppPB6H1WpFe3s7mpqaiMpqs9lI+NXtdqO+vh4ul4vopYlEghz/2tra4HQ6odFooNFoMHv2bBSLRWg0GsyaNQvBYJC0rrLZLEZHR/GlL32JFkkYWJKRQagREwwGRTorbrcb3/rWt+D3+3HXXXdBJpORLoxUo8XtdlMs3H6ntuk0YoTaLsI24d8K9wuFQtiyZQsGBgYwMjICALBarVixYgXmz58Pk8kkosF5vV4MDg4CmDpWsvcXBkZdZddH2CaNMYMjVxVVVFFFFVVUMT2O+kQMx3GtAD4JIAKgluO4nTzP/x/HcQUAnwDwCY7j/sDzfL7SMYRWit3d3TxbwRscHKTJGNNFGB8fh8lkEok65nI5OJ1OuFwuhEIh6PV6JBIJjI6OklVmKpXCli1bMHv2bNxzzz249NJLafU3FovRCy0TQ2TI5XLEU2cTpEwmA7/fj7GxMQwNDSGZTJK9rM1mg8VigcFgoAoVACS8CoDsQRlYvHjxYqo8GB0dxVNPPYU///nPcDqdUKlUWLFiBQ4dOoT6+npwHAe73U621Wx1PZFIIBKJIBKJIJlMIhgMwuv1YmJiAgqFAn/9619x/PHHIx6P0/cqlUoiGpVQI4bFl112Ge68804kk0lKNjAINWKE9sNSzRi5XE4cfLlcPkU/hvHqFQoF2cOyNmGsUCjo5VWpVErdN6ZYrgj7l8Vi4Xfu3Em0kUKhgFgsBqfTCY/HQ9bUTOeATSB4nofL5YLb7aZV3Ww2i2AwSFQAtg8TNGZJw5qaGnKpYdoxTDvj4MGDdA4vvPACOV4olUqcdtpp2LBhA84+++wp90S4LdWByefzFGezWUrGAZN6LWzinUqlYLPZUCgU8Nxzz+H++++Hz+fDcccdh29+85tobW2lazsyMiK6t/F4nOJ4PC66z8lkUhSnUim67+l0eoq2ArvvTGSWoVwui+478E/bYJlMJmpj7j7Nzc1QKpVTNGKE2g9s0gqAxLEZFAoFJUyZJbAEoooYYd8ymUz8jh07iJrDKl2ampqouqVUKsHtdosmciqVCn6/nypPmAMNq4Txer1QKpVwOp1wOBykT6XT6TA0NIRsNksVEPF4HJlMhqhNqVQK6XSa3HJYvw8Gg9QPs9ksAoEAUaLMZjNcLhdp3gwNDRGFj+M46uOvvvoqYrEYhoeHYbVa8alPfQpXXnklJV+8Xi9d21KpJLrOpVKJ7sF0mjCVNGKE2yxm91ao3cKOWymW6g+VSiXqT1KNmGKxOCVmyTu2YMCQz+epioEJfQvbhFVBxWJRWiUkoiYJ+1ZtbS3v8XhIsJq52LGKFPZ/rCKL6fjs2bOHKmGYuC/P85DL5QiFQjAajaitrYXNZqMka6FQoMrMaDQKtVqNcDhM/YpVDTLtIEaj1ev1MJvNiEajRMVLJpPI5XKwWq2IRqOUcL/wwguJ2sZgMplEv72FQoGqZvL5vGjM+/nPf4433ngDd911F5YtW1ZREwaYHANZf8pms6L+k8vlqP9ItVyEY5M0lrZls1mK/X4/du7cia1bt2L//v0AgM7OTlx++eVYunQpCoUCUYqGhoZE/TCVStFxksmk6DOEjlXT7Ss8d+nfVlFFFVVUUUUVh4+jOhHDcVwTgBMAvAngZACrAbRwHHc7z/NvcBynB7AGgBZAxUSMEExTIZ/Pk3ggW12vqamBTqeD1Wql8uhisUg0E41GQ6u3JpMJtbW16O/vx+7du6HT6fD9738fV199NQlNvhvkcjm8/PLLZM07PDyMsbGxd/W3rPT72GOPxfz587Fy5UrMmzfvHf+O4zgsXLgQCxcuxDe/+U0cPHgQTz/9NF588UVaLWtubiY6A7MH9Xg8SCQSSCQSlHxhIsZLly7FAw888J5LnT/72c/i3nvvxV//+lecdNJJ7+kYHxIKMzUyC2/Wv9jEhrl+CBN3sVgM+XweVqsVpVKJqmWYHTBzr7BarVTpIrQdZvpGbF82CQ+Hw7DZbHj77bdpZV0mk6GzsxNLly7FqlWrsGzZMtHk74PQ5+F5Hlu3bsU999wDh8OBrq4ubNiwAStWrADHcSJ3o6MdjH7zIaDimJxIJNDf3w8A2Lt3r6jNaDSisbER6XSa7KK1Wi0lxbRaLcrlMgmP22w2cBxHFBI22WV6Q8zliOnKMGFfJqpbKpXgcrnI0YgJAzNbW6/XS31ZJpORtbXNZoPJZIJer0culyN3OCb6GgwGsXv3bqLBnHTSSbjiiitw4YUXEi3l4wB2nWfSDHsPqOjbzfq2Wq2GSqWCxWJBKpVCTU0NTCYT/H4//H4/EokEabGwyiWLxUJjWCaTQV1dHdxuN1W1MPt0NgbabDYaA5lGFaPRmM1mclBiVDuWZOE4jiphjEYj/RbLZDLSoYnFYli5ciUaGhpEVXSHg507d+KBBx7Aeeedh0suuUTkkPSvQjabxQsvvIDNmzdj9+7dKJfLaG9vx+WXX445c+ZgyZIltK/QZetDxNHvCV9FFVVUUUUVRxmO6kQMgDSAN3men+A4LgjgbQDfBnAbx3E/4Hn+JY7j5gBYCOCVd3NAmUyGpqYmxONxtLe3o1AowGq1Qq1Wo7u7G36/nxxuGhsbkclkUFtbi2OPPZYqFXieRzwex86dO+Hz+bBu3TrccsstqK2tRTqdRjAYFNE12Oo1AHqh3bRpE/7+97/jjTfeQDabpfPq7e3FmjVraBWtra0Ner0e5XIZfr8fBoMB0WiUKmUmJibwyiuv4E9/+hOAyRf3pUuX4pxzzsGKFSug0+kQjUZFZc5CG894PI7u7m584xvfwDe+8Q0MDAxg165d2LFjB/r7+zE6OioqjReira0Np556Ks455xyccMIJMJvNtIIqpCMxfRUGaRwMBlFTU4Ply5dj48aNuP7664kWIqSL+P1+0edL7ayFsZSaJLW2llKThDQUYbu0DTPoLACT4rhLlixBPB5Hb28vBgYGoFAoMHfuXBSLRdTW1iKfz5M1uEajQUdHB/URo9FIVukWiwW5XA69vb0YGhpCoVDA7NmzUSgUoNFoSDNk06ZNJLYJTFb4dHd3Y8WKFVi8eDH6+vrQ20Izu3wAACAASURBVNuLZDJJFRjMZYlBaNc6nSW1tKReSD8S0oRcLhcymQwcDgd+/OMfY//+/WhpacGtt96KxsZG1NbW0kTB5XIRzU1KPxLGUiqS3+8XxUIKn/TZk1rUSvuhkFrCtC/YtrCPMLqO2+0m5xYGKf2IUcGk2yxm+zLhWgkqahB1dXXh3nvvJecslUqFSCSC0dFRZDIZ+Hw+eDweDAwMiGgDW7ZsQUNDA1GLgMmEoclkIt0YuVyO9vZ2clNTKBRoa2uj7XQ6jfb2dmg0GvA8TxQnJgzd2dlJrklz5swhMXOmwRSPx6FQKEjYt1wuw+fzkXsLcwlraGjAGWecgZNOOgmtra1U/RIKheDz+UT9Ulj1I7UiF8bTUX8qUYNmsp2WUpNmit+prZI1MftMNuaWy2XRxFpIC5RSj4LB4JRxVZI8TKACNBoN2tvbMTIyAq1Wi3w+TzpSTJeKUXrz+Tz9n9Vqpd89oZ0xq/RkDnGMQmc0GuHxeEg7qKWlBeFwmKiQMpmMKi9VKhWsViusVitCoRAJ2zc3N5NmU19fH1Wm+v1+jI+P46abbkImk5nRrppdHzau+f1+qhy89tprUV9fjxtvvBF+vx8ej0c0prhcLlEstKx2uVyisVIYT0dNqhSzMfbAgQPYvn07du3ahUKhgNraWqxYsQKrVq2iihSv14tDhw7RcYR0UVY5xCAcS4XUI3Y9hDFzMGPXTtgWiUSk1KSqem8VVVRRRRVVHCaO9kQMD+BUjuPOB7AIQD+ARgDXATBzHPcaAD+A3e/2gHK5HFqtFoFAQKSRwTQVotEordAWCgW4XC7U1tZi37598Hq9SCaT0Ov1ePrpp9HX14dHH30UnZ2dImFAg8FAtBxgUmTSYDDgjTfewMMPP4wtW7Ygn8+jra0N5513Hs466ywsWbIEiURCVF7v8/lEK8BCG9ZAICCyXO3v74fD4cCrr76KzZs348UXX4RGo8FZZ52Fc889F5/85CdpkslEGaXbADB37lyceOKJuOaaa4gSNTg4SLbbCoUCcrkcixYtIjoBMLlaL/zOQsvqYrEoKvsuFosiqgtbVV+/fj2uu+46jI6OYunSpfTdhGXhUmpSJaqSTCYT0UWktCVhWbWUxiS0vpbaYOMdKq8YjY3ZWDscDhKUdDqd0Gq1ZPEbiURQLpeh1+sRCoUQDAahVCpJK6ZQKJB1LJtseDweDA4OQq1WY2BgAMCkq9OSJUtw9tln45RTTsGiRYug1+tJaFn4vdh9kN4TIf1oJktqQGxDzVbNGQKBAB599FH8/ve/h1qtxle+8hWsW7cOCoUCdrtd1J+j0SjdL+E2i9n9isfjonuZSCRE9yudTtP9zGQyovvFtEbYdxbSjXieF1UFyWQyiqX0NaYjxVzHKtlVA5NUINYvlUqliMYgpCMJ3dYEqNi/1Go1UU3q6+vpHDwej+h82Jg2Pj5O9vbhcBgTExMYGRkh7R/p+VutVkQiEVgsFmg0GphMJkoSKxQKRKNRqpwqFosIBAKkBcU0dHw+HyKRCBwOB2mJ7Nq1C06nk1zAJiYm6LMbGhqwdOlSLF68GMuWLYNaraZ77fF4RM93oVCYErP+JKUbMTFx6TaLZ6IfCfuatE14naVUJSEdSUpNEva9QqEg6neFQkFkX10oFCgR09nZKaIf5XI5op1IqUmFQkFERZLGmCGJnE6niVoWiUSIxlYoFBAMBpFIJFAsFkkInFHUzGYzAoEAHA4HOSbZbDZy4mJ21EqlkuzHXS4XJeQUCgVpvDA9LVblp9VqEYlEkMvlyM4+nU4jFApBJpPROBoOh6FUKmG322E0GrFu3TqqmhFSdM1ms+g3Kp/PU8VRLpeD2WzGN7/5TQQCATz00EOYPXs2tQmf4UwmI+pP2Wy2Iv1IaDWdy+VEfSKfz4ti1j42NoaXXnoJu3btQigUgsFgwJIlS3DBBRdg/vz5U0R2M5mMaKxKp9MUS+lGiUSC2hKJxJQ2YRyPx+ncE4mEqK9L4yqqqKKKKqqo4vBxVCdieJ6PcRz3JIBtAP4/AH8FcACTwnBzMakbE+R5vuJKnxTMDripqYnE+9jkyGq1ksNNOp2GSqVCuVyGXC4Hx3EYGRnB2NgYMpkMbrrpJnz1q1+FUqmkcv4K3wFbtmzBgw8+iP3798NgMOBTn/oUPvWpT2HevHkIBAKUaGDVAYcLjuPQ1NSEhQsX4vzzz4ff78fo6Cg2btyIZ555Bs888wy6u7tx+eWX45JLLjmsY+t0OixatAjA5EudsFT+vZ5vJZxxxhnQaDT429/+RomYoxAzukOwFWj2L5u8WK1WKBQKWCwWlEolEldldJBsNksipoyC5PF4EA6HkUwmceDAAaoO0mg0WLJkCdatW4fjjjsOy5cvp4myMIHyYYLneWzevBnf//73EQgEcMEFF+D8889/V1S5jwIYxeZDwPu2VOM4DjU1NaipqcGiRYtw0kkn0UTR5/ORRovb7cbg4CBRDV0uF1QqFUZHR6eldbz88stT/o9RtjZt2jTjOWk0GjQ3N6Onpwdnnnkmjj/+ePT19U3RefqQLMKPerjdbthsNlGl1RGAvlIDoxWxRQhWSZJOp2Gz2Uh/iI1dLPnG6EOJRIKqaLRaLYxGI1QqFekLFYtF+Hw+0rxi4syRSASpVApmsxlqtRo8z6O2thaRSIQ0iKxWK2pqaqgixGAwUIJHr9cjmUySzsy6devesyvh448/jueffx633nrrFJ2yDxqpVAqvvPIKduzYgYMHD0Imk+Gkk07CtddeiyVLlkyxlj4K8a6o4VVUUUUVVVRRxT9xVCdiAIDn+RyAEY7jXgIwxPN8iuO4dgDdPM//9nCPl8lkyLpapVLRSrfVagXP87QClclkkMvlkM1m4XK5MD4+jqGhIaxevRp33303Zs2aNaMODM/zeP755/GjH/0I+/btw5w5c/DDH/4Qy5cvl1ZYHHEoFAqsWLECK1aswG233YYnnngCf/zjH3HrrbfiRz/6ET772c/iuuuu+5dN2itBp9NhwYIF2LFjx7/6VGbCjIkYnueJQsZcPZgOjLCCgOM4sgFmzjDJZBJWqxVPPfUUkskkgMmJrlqtxurVq7FgwQJ0dHRg+fLltNIbjUaP9GTtsOFwOPC9730P27Ztw5w5c3DnnXdi4cKFHykNmHcCE7Y90jhw4AB++9vfEjUHH4INrE6nQ3d3N7q7u9Hb20tJGr/fT0mRXC6HoaEhyGQyxGIxJJNJeDweyGQyZLNZRKNRaDQackfKZrMwm81QKpUkIGwwGCiZ0N3dTRV5Xq+XPocJuFYhxuDg4Adhx12s1KBSqUgDiOn4AJPjD9N5iUQiVPXCqGdM8JZZlKtUKnAcR5pAbKxjSUxWDcYEpOVyOQqFAonuMsdCIV1MrVaTgxLrjyxRw6zY9+/fj3Q6jSuuuOI9XRin04nvfOc7WL58Oa6++uopNNgPCgcPHsQzzzyDl19+GdlsFu3t7bjmmmvQ2dmJBQsWfCjncIRQsW9VUUUVVVRRRRXT46hPxAjgAfBVjuN2AmgD8Ph7OYhMJkNDQwMKhQKampqIpmK1WqFSqRCLxehF1Gg0YmRkBJs3b0ZbWxseeeQRfOITnwDHcQgGg1QdItSAAYD/+7//w/3334+33noLbW1t+PrXv070DK/XK9IuYU46wOQERci79vl8otjv99PnBAIBEU9dqI0h5cIvXrwYZ599Nt566y38+te/xk9/+lM8/PDDWL9+PS688ELMnTuX9o1Go/QCHI1GRRoD0jgSidC+wm1gkl/OYqld9XQ2q+y4PT09+P3vf4/R0VEYjUZyCGL7CSHViBFaDkvth4X7StsOR08GQBIzgF135pTEVvij0SjGx8eRyWRgsVjgcrmmUESYHfiaNWuwYMEC9Pb2Yu7cuUin0zSBYbx91meE1zYYDE7RQKgUC7Um2DUQWqdWsqQG/qkDUygU8OCDD+LZZ5+FUqnEF7/4RRx77LEwGo0YHh7GxMQEJZSAycmOsIrK7XZTu1Qjxu/3k311MBikbQDksMLALHPZtlB3QagTEY1GRZowTACUgWlUsM8QJrhY0mw6jZhwOCxK0jCqxHTHiUQikMvl2LZtG375y1/ijTfegFarFSZn//nFJMjn83A4HADE90uq4ePz+UT3j+leSbdZLBxThOMNc4Bh4xyzsWd/J6RnCGNpm8/ng9PpnPb8pH3tndqkfVaoEVNJP2Y6jZhKx5HuK7Wdnklrxu12U7twW3qcd9KIsdvtcLvdWLx4Mbxer+jeSjVipM+3VBNFqB0CoGImkWkBMWcipVKJcrlMv22MIllfX0/9v6amhqpkmHguS9yo1WpYLBZyzMpkMmhsbES5XEZHRwfcbjfi8TiUSiX0ej3q6urg9/uhUqmg0+mgVqshl8tJkD4ajZJzn06nQzKZxKxZszB79mwMDw9jaGgIS5YswZw5c2iskI4FUotq9iyUy2XcdNNNAIANGzYgGAyKdGGm04SR6sBU2lcYMw2YYrGIXbt2YePGjeRStmTJEsybNw8LFy4Ex3HweDyk+QVA1A/eaXwWvjdI3yFmsqSW6r4I43g8LmoTCodXUUUVVVRRRRXvDR+ZRAzP80Mcx92HyfLqHTzPh97LcZgOTDAYBMdx8Hq9JAxoMpkwMTEBn88HjUaDJ554AhaLBf/93/+NT3/60yItDL1eL7KdNhgMiEQi+OEPf4hHH30UFosF3//+9/Ef//EfCAaDxDEX2vsCYo0N4YR7upi5nQCTE0NhWz6fp7hYLIq0J1h82mmn4bTTTsNrr72GJ598Er/5zW/w2GOP4bLLLsP111+P2tpalEol+l7FYlHEqRe2sXamA1MqlUQ6OUINklKpNEUTRngNyuUyxaeccgoeffRRjI2N4bTTTgMA+s4cx4n0YqbTiGGxTCarqB8j1IuZLlYoFBQrFAopF35G65xYLIatW7dO+X+NRkP0t4aGBsyfPx9z5sxBc3Mz6urqsGDBArp/kUhEdH3C4TBNhguFgogeVigURLovwus8Uyy0oAbEOjDTWVIL+1oymcTIyAh+8IMfYGRkBJ/4xCdw4403oq6uTqQDE4lERLSTcDgsus7COBQKidoikQjFwm1gqj5BOp2mREYul6toDczzvEiLg+M4USyXyytqxBSLRdTU1EyrEaNWq0WJByZqCkzqrwivXblcxo033oiNGzeirq4OPT09OPbYYxEOhyGXy2G32ytOlhUKBX1OPp+n/p3L5UR9fbqYnU82mxU9Q5lMhs5PuM1iYT8Ujl3SceydjiP8TOE5MDH06c49l8uJrqtQE4bFrH9J2/L5vKhN2A8LhYKoPxWLRYqF2yxm93o6TRhhXCwWqR9K9Yhm0ohhemEMb775JgBg+fLlkMlkIkqKVCOGbbPjCqtoSqUSuru7IUDFsatYLJKrltPppAQJSyIySmWpVEIoFEKxWMT8+fMp2Sx0HwyHw2hoaKBxJJ1Oo1QqIR6Po1AoYHx8HNlslihOxWIRfr8fgUCAXOJYApy5q01MTIDneahUKnKHU6vVKJVKGBsbw+joKG6//Xbo9XqyrJZqxAg1Ydi1NJvNePDBB9Hf34+7776bKEnZbFb0zAj7ViaTEfURlmRi21LbadYn0uk09u7di0cffRSBQAB1dXW49tprcfrpp0Ov18Nut1M/yGazoj6RzWapz6TTaVH/SSaTFeNEIiFqi8fj1A/j8XhFTRhg8reMxfF4XDTmSXW68CFU8lVRRRVVVFHFvxs+MokYAOB5PgAg8I47zgDGW2c2zMwBiZU5ZzIZ2O12WK1WfP3rX8f1118Pk8lEbkDToVwu4/HHH8cdd9yBRCKB9evX4+abbz7qqD8MPT09uO+++/DVr34VP/7xj/GrX/0Kf/jDH0hDRjiJ+rDBKguEK45HGWZ0Teru7sb9999PziP19fUwGo300s8gFNJlAqkfBdjtdtxxxx1444030NTUhFtvvRXnn3/+v/q0PlDwPI98Pg+1Wv2+jpPL5XD99ddj69atOOGEE3DaaadhYmICOp1OWDlTtYH9mGPPnj1EH6vkWPceYajUwPM8UYsSiYTIrl0mk5GeFRNvZvTdWCxGdN6GhgayJC8Wi+TkZTabodPpoNfrSdBZr9ejoaGBEis1NTVQKpXIZDJIpVJEazIYDCiVSigWi1Cr1aS1xXEcNBoNamtr4Xa7MWvWLFxwwQWH/btht9tx5513YtWqVVi3bt37u7oVwPM8Xn31VfziF7+A1+vF/Pnz8ZWvfAU1NTWiRNpHHB+pd8kqqqiiiiqqOBrwsfvxzGQy5A7hcDgwNjaGfD4Pj8cDuVyO5cuX46qrrsLatWuRzWbB8zxisRgCgYBoIs1K+oeGhnDbbbdh3759WLhwIW6++Wbo9XqkUimiWggtfivZ/U7XJqUqvRM1ib2EshVLBiFNCPintbRarcYXv/hFfO5zn8P//u//4oEHHsBDDz2Eiy++GJ/73OegVqtFpfdSypPUorrSZ0pL5qW2qn6/nygjr7/+OgBgzpw5CIfDIjqSlJrEqpqE7SyW0paCweCMtKVKNKZp7KtnFApRKpW0UhgKTRZtJRIJBINBUfm4MJ7O7rzSvZVSS4Rt0r+T7itsl5a3C21OPR6PqN+5XC44nU78/ve/x6ZNm6BWq3HZZZfhnHPOgc/nE5XQT0xMEP1oOiqSMGa6OOxchTSmSCQiohgInwumJyGM2Xdhq+/CNta3ksmkqE/EYjER7UwYR6NRSgrmcjmUy2VaiRdSj9i5SmNWScA0fPL5PCVhTj/9dBxzzDGYPXs2PQdM5PT555+vKHqZz+cxNjZG105ITZJSeITXR9gPZtpXOL6wuBKtQWohLm2TjluVKJfTnU+lPjodrUr4vaT0rEq0JanVtdS+uhKNaSb6EyCmGEnpR1IbY+nfsbZsNou33noLixcvhsPhmPKZM1GTprNnl9hX51ABMpkMhUIBkUgEHMeRcDjP8/D5fKitrYVarYZSqYRCoSAXLqVSCYvFQpV9DocDHMehtbUV4+PjRCeqq6tDXV0dkskkVcrZbDbEYjGqQpLJZAgGg+jo6IBcLifB/M7OTvA8D6VSCZ1Oh5aWFqqi5DgOL730Em677TYUi0VEo1Gq2gyFQiJnOCk1ye1242tf+xo0Gg2uuuoq+Hw+URt7Flwu1xRqpjRm/VBKW+rv78cPfvADDA4Ooq6uDtdccw0WLFhA9CNpXxPSj4THkVpSv9Pzzp4vKd0wFArRvlJL6mg0in379lGcSCSwf/9+AJNj5969e5FOp2kha3BwUNj/jtqVkyqqqKKKKqo4WvGxS8S43W643W4Ak5Pm7u5unHDCCTjllFOwcuVKUTlwNBolBwaj0Sii3oRCIfzsZz/DQw89BL1ejzvvvBMXXXQRZDIZXC6XqKoklUpRKX4ymRSV4ieTSSrFF26zv6uvrwfP8ySAyEqks9lsRfpBoVAQUQEYrUIYM1pBqVTC3Llzcf/992N0dBQ/+clP8Pjjj+Pxxx/HqaeeiquuugorVqyATCYjLQDhcVgstUMW0pGYPTWDkIrEYnZ+IyMjaG1tRU9PD4Cp9tVSapI0ZtdASlsSUpXkcvmUNiF1QRgrFApRG96hYkEul4ssUdl2NpudUhbPrlc+nxddO2n1jJBGJLWSLhQKFOfzeVFbLpcTXWdhu5R2IqSTMKcUYHLy8uSTT2LTpk0olUpYv349Vq9eTW5IrI8yCClGwWBQVMIfCAQqxsLtfD6PAwcO0ESUadskk0koFAoolUoS9ZwzZw40Gg1RCsbGxkSl+OPj42RDOzExQdvAZKKovb2dYpfLRe1qtZqOwyyb6+vr0dTUJLJYZvsK+5NKpaLrp1QqYTAYcPnll2Pr1q1YtWoVLBYL7HY7yuUyJiYmUFNTg0QiwZI3/8wUSSCkzOVyuWm3AbGdLovZPZJa76bTaYrT6fSU8Ucas+dL2pZOp0VtwjFOelxhLD0f6Rgn/B75fL5inM/nRVSJQqFAsXAbENON3mlfpiXG/k5I3RC2sZhRPYTb7PxYf5JSkXK5HPW7F154AYVCARdeeCE6OjqQy+WmUJOYZbXUvrpYLL4TNamivhXP8yRiz3EcDAYDjEYj5HI5crkc0VvT6TTC4TDC4TDy+Tz0ej2USiWJ2jM9GZfLRUkApVJJVtOBQADRaBQmk4msqOVyOaLRKCKRCPL5PFKplIgKxfM8zGYzMpkMXC4XEokEPB4PYrEYXn31VRiNRnzhC1+ARqOBwWAgOpLJZBL9ZgvHXAB45JFHsHfvXvzkJz9BZ2enqM8Kf1+l/XAm+lE2m6VE0dNPP42HHnoICoUC119/PTo7O0X3Zzr6EYszmYyoLZ1OU5xKpURtiURiSsz6WiwWE1HkYrEYnatwm8Ws75fLZTgcDkQiEfj9fni9XqTTaWliT4iKSb4qqqiiiiqqqGJ6fOwSMd3d3fj5z38Og8GA+vp60WR0JvoRA8/zeOqpp/Cd73wHfr8f69evx1VXXXVESoyLxSLefvtt7N69G+Pj4xgfH0c4HCaBT7lcTvoTzK66p6fniLkrzJkzB//1X/+Fm2++Gb/73e/wxBNPYMuWLeju7sYll1yC5cuXf2C0pXQ6jQcffBB///vf8clPfvID+YwjhCNvnXMUYnBwEH/84x/x7LPPolAo4Nxzz8WVV16J5ubmI02XADA5cd25cyf27NkDh8OBUqlEiTWlUonm5mbo9XqUy2X4fD7I5XL4fD4cPHgQALBz506cfPLJomTXkQKrzHmvtri/+MUv8MILL6Cvrw+LFi2Cy+UiukcikYBer0dzczObQFZXlj+mKJVKeO6551BXVycSUD+CqMity+Vy4DiOrKXlcjlcLhf97jBhbeaKZbFY0NbWhoGBAchkMoTDYVitVrS0tECn01HlaTQapYUInucRjUZRLBaRTqcRDAah1Wqh1+vBcRxaWlroNy4SiaBQKIDjOBQKBWg0GiSTSTQ0NMBkMpF49vj4OP7zP//zsKmdTqcT9913H0499VRccMEFR9S9KxaL4Y477sBbb72FY445BjfddBPq6upElYNHI0qlEg4dOoRDhw7B4XBQ5YzJZIJGo0FXVxcsFgv0ej0CgQC6u7uhVCrBcRweeeSRj8XvYhVVVFFFFVUcSXzsEjF6vR4nnHACAIhoEu8Gr7/+Or73ve9h165dmD9/Ph544AGceOKJ5IzzXpDJZPDss8/i5Zdfxu7du5HL5SCTydDY2AiLxYKTTz4ZNpuNRBI1Gg28Xi8GBwexfft2AIDBYMAJJ5yAtWvXYvHixe/5XBhaW1uxYcMGXHHFFXj99dfxyCOP4I477gAA9PX1Yc2aNTjhhBPQ1tb2nhMzpVIJdrsdr776KjZv3ow333wT2WwWq1evxoYNG973d/gAMaNGzEcZqVQKf/vb3/DYY49hcHAQKpUK55xzDs4880x6Zo40HA4Htm3bht27d6NYLKK+vh7Lly+HQqHAkiVLoNFoMDg4KFrZt9vtVDEVCoWwfft2TExM4PHHH0d3dzc6OjpIsPNIgCVihELV7xaBQAD33nsvzjzzTGi1WhSLRcRiMbLjZZQLjuNYIubftn9VMTM2bdoEu92OSy+9VEShO4Ko+IPH6Ej5fB5arRapVArZbBYajQYKhYKE281mM1EFw+EwkskkisUilEolotEoWltb4XQ6Sbw3Go0SJdBisUCn06FcLhN1l+M46HQ6FItFqoiJxWJEC87n8+SSJpfLYTAY0NjYiHQ6jd27d0Mmk+FLX/rSYV0EnuexYcMG8DyP7373u0f0WgeDQdx+++3wer342te+hq6uLlE12NEIr9eLPXv2oL+/H4VCAXq9Ht3d3VAoFFi8eDF0Oh0GBwdFi025XE5UbYTquFVFFVVUUUUVh42PXSKmVCoR1SAcDot42EL+NPBPW+p9+/bhnnvuwc6dO1FbW4tvf/vbOOGEE0go0OVyiex1nU6nSD/B6XSSXozL5UIqlcLQ0BBeeuklbN++nRw+Fi9ejOOPPx5z586FTqeD3+8XvcQxpwVg8oVPr9djeHgYO3fuxGuvvYaXX34ZVqsVq1evxtq1a0lcNBKJVNQOCIfDU3RghG2nnHIKTjnlFLhcLvzlL3/Bjh07cO+999L+bW1t6OjogNFoRFtbG2w2G5RKJdLpNEwmE4rFInHho9EoPB4PxsbGRLoIra2tWLt2LdasWYOmpiYolUoEg0H6zpXsq6eLmZ5LKBQSabsI953J9loaT6MRMyM1KZ/Pk1Wv0NZcqr8hbJNqu7yT/XAlq+KZ9DaAqTowuVwO6XQab7zxBjZt2kQv4o2Njbjyyitx6qmnwmg0wul0ilZznU4n6bkIt1nMEpxSTRifz0f7er1ebNu2DV6vFwqFAs3Nzeju7obNZgPHcUgkErDb7QAmE0RMqwCYTF4K4+bmZvT09GDfvn2kybB69WrU1dUhm81iYGAAwGRCRXgvU6mUyFqa2ekCk6va7PkZHR0FMDn58Hg8iEQiIrtqoZ4Mi9lx7rrrLuTzebS3t8NqtaK+vh6JRAIajQa9vb1EpdBqtexvKrqP5HI5qkaS2o1L9SQq9ZHpdGCkfZSJsnq9XoyNjdGxwuEwBgcHIZPJkEgkSCOECbxWssGW2uRK+770uWDn+k6aR8JYqpcyk7239BkS6q68V4tsFgstqmfSj5G2hcNh/OpXv0JXVxeamproeZPeS+H3lGpvSTVhprGvrvh7r9Vq0dHRQTbR7Fkxm83IZrMolUrUxxOJBDlhsd+jWCwGg8EAu92OZDJJlS4mk4lcxhobG1EsFlEoFMDzPMbHx1FbWwuVSoWamhpyU2pvb4der4darUYkEkFtbS2NyeVymXScnE4n1q1bB7PZTL+vrOKGXY/p7KpfeOEFbN68GVdffTVUKhV8Pt8U3RWpRoy0bTqL6omJCfzwhz9EqVTCl7/8ZXR3dQp0RQAAIABJREFUd0+xLZc+p9L+824s6af7LZHqhrHnLRwOi8bKaDSK/fv3g+d5jI2NYevWrXRta2tr6Tec4zik02mMj48DmBxzBwcH6TjZbJaqEf+BDyRzWEUVVVRRRRX/zvjYJWJkMhlRDHK5nGiVW7jKUyqVsHfvXvz5z3/G5s2bYTabccstt+DSSy+FVquFx+MhWlMymRRplSQSCRHfPB6Pk9bLa6+9hl/+8pfo7++HRqPBkiVLcPHFF6O3txfDw8MizYp0Oi3SKxDaZDKtgO7ubqxZswZ2ux1+vx9PPfUU/vSnP2Hr1q34zGc+g7Vr16JUKokSOsVikc6vVCqJzl2o11Iul6nk22KxoKGhARs2bEA8Hkd/fz9ee+012O12OBwOvP3225Tgmg4cx8FoNKK5uRldXV0455xz0NXVhWXLlkGr1dI5hEIh0fkAle2rAYius1QjppKejNTamr2ECmOmUyGXy0UaFgD4il/yH/sLdVgqabJks1mKpVou2WxWVGkktCqX2pYL95X+ndQ2OJPJwGQyYWBgAFu2bMHAwADeeust5PN5WK1WXHTRRTjjjDNgMBhEugLRaFR0DYR20lLb6UAgQH1UuA1MTiBKpRJefPFFDA8PQ6VSYdWqVVi0aBHsdrtoxTUSidBn2u12kU7P6Oio6Ljj4+NobW1Fa2sr6uvr8eabb+Ivf/kL1q9fD6PRSPob02nCCGOPx0P7+nw+0llgibW2tjY0NTVBo9GIzketVov6j0qlgtVqxd69e/Hcc8+ho6MDHMfB4XAgmUySPTDTxmBaFv+oiKk4oVGpVKRNkcvlRJbdQs0KqYaFMGa208PDw3A4HNi/fz9yuRwCgQBCoRDS6bRoknc4YILDarWaKAxGoxE8z6O1tRUmk4m0PsxmM6xWK/R6/RT9DRZns1nRfZbGwu8t1YiRtgmvhzQWar3MtK9U92WmOJ/Pi54hoUZMLpebounxu9/9Dvl8HjfccAMymQzpwmSz2SmVCEwXZjq7amFcLpelGjEVy8Ty+Twlqxm9T6vVor6+Hh6PByqVCoFAAKVSiRyNWPI9Ho9jbGwM2WwW+Xwe8XgcMpmMKmhaWlrQ3NyMxsZGHDp0CJlMBqFQiIS0Gxsb4fF4kE6nkc/n4XK5YLFYkM1mkUqlUCgUUCwWIZPJ4PP5kMlksHPnThQKBdxwww0ii2qj0Ui/70xHSnjtOI7D3XffjWOOOQZXXHEFjY9SzbVsNkvPuPB3F5h8hoT3nVUH3XnnnVCpVLjrrrtoXBHe62w2K9KoEmoDSdszmcyUdwHWlkwmRX8n1YiJxWLU1+LxuEgzKxaLged5bNu2DR6PB1qtFkuWLMG8efMwOjoq+sxDhw7R9xweHhY9F9IxGIBotaKKKqqooooqqnhnfOwSMTOB53kcOHAAf/vb3/D444/D7XbDZrPhq1/9Ks477zzRy8/hYufOnXjooYewb98+1NXV4frrr8eaNWvgdrvf13EZlEolVq5ciZUrV2Lz5s3YtGkTfvazn2Hjxo24+uqrRYKP7xcmkwkrVqxAb28vvbyGQiEYjUZahQyHwzCbzeS80dbWRiuZ0mQLcxf6iKBixQIAKruXy+VEPfmAaAYzolwuIxAIwOVyYWRkBAMDA9i7dy/Gx8dp9bSzsxMXX3wxVq9eDavVSi/srALkSCKZTGLbtm0YGhqCTqfDmjVroNVqiWJ0pFBfX4/rrrsOv/nNb/D000/j4osvft/HZKvth0tNuvvuu2GxWNDX14dEIkE0jObmZnJwicfj5MLU19f3vs91OkSjUWzZsgUHDhzA3r174fF4qHJCqVRi1qxZqKurg9lsRnNzM8xmM7RaLeLxOFpaWog65fF40NjYiHK5DKfTidraWhQKBeRyObjdbmi1WrIs5jgOyWQSwWAQ0WgU27dvp8o2IeRyOWpqalBTU0PVdB0dHaitrUWxWIRWqyWdoH9HhEIh3HfffRgfH8dXvvIVtLW1iSoPjjAqOnKxZJxGo6FqlHQ6Ta5GrEKiWCyirq4OOp2ORLR5nkepVCIRbabfolAo0N3dTRVfqVQKTqcT2WwWJpMJHMfBbDZDLpeD4zioVCro9XpotVqyy2ZUXblcjkQigVKphGw2i2AwiHXr1h22Nts999yDQCCAhx9+WFQN937g9Xrxve99DzabDV/84hdFyYyjCblcjn4DDAYD5s6di5NPPvmIXYcqqqiiiiqqqOLw8LH9BeZ5HpFIBHa7HXa7Hdu2bcPWrVvJEnnlypW48cYbsXbtWipffi+w2+2488478fbbb6OhoQGXX345Pv3pT4uoDEcavb29OPvss7Ft2zbcc889+Na3voXLL78cV1xxxQc6oVGr1bRqZjAYRFUuQpvgf2ccPHgQS5YsEf2fSqWCUqmkCYlWq6XKGZ1OB5lMBpvNBr1eD51OR1Q1RldJJpOor68Hx3EIBoMwm80olUrIZDJwu91QKBSIxWJwOBxIpVKUgBHSQYxGIzo6OnDJJZfg2GOPRWNjIzkNAZNaLR8ESqUStm3bho0bNyKXy2HZsmU47bTToNFosHfv3g/kM7VaLS666CLcf//9eOONN963bhKjU0k0EWbE/v378eKLL2Lp0qWor6+HTCajSplYLIZMJkOTXrbK/4+E5PsW683n89ixYwd27dqFt956i+4tq3Q65ZRT0NPTg/b2dsRiMaqikFYlDQ8Pi1x57HY7xcPDw6Lqi5GREWoTbrO4vb2dxFsHBgag0+kQiUQwOjoKnucRCoXIVeeVV14RfR+O42C1WkkgtqGhAQ0NDeA4bjpXs48MDh48iO9+97tIpVLYsGEDli5d+kF/ZMW+JZPJiFKq1WpRV1cHp9NJVuNWq5US61arFU6nE6FQCB6Ph3RkWKVYQ0MDHA4HeJ4nDRlWxcGSLzabDQ0NDRgfH0c0GoVWq0U2m4XBYIBKpSJnPZaQYY49uVwOdrsdmUwGt9xyy2F9+cHBQfz2t7/FpZdeiuOOO+59absxJJNJ3HfffVAqlfjBD37wrgT//xWw2+14/vnnkUgksHDhQixbtgx2u/1IJmGqIuNVVFFFFVVUcZj42CViDhw4gIULFyKZTIr0K8xmMxYtWoRVq1Zh2bJlqK+vh9frpWoNj8cj0n1xu92kCzMxMSHSiJmYmIDb7caTTz6Jl156CRqNBpdccglOP/10BAIBjI2N0b4ej4cmzF6vd4qWgpD7LYxDoZCIXy7VdimXy2hoaMC3v/1t/PrXv8bDDz+MzZs347rrroNOp6PV6VAoJFqpFuoMSDUHgsFgxZiVrQvPlcWBQED0d9PF7Bz8fr/ofJhWDNtPiEAgQHoiTLNCrVYTPUIIlmBj21JNGGHVirBdui+ALGaAzWbD+eefj1KphHg8Do1Gg0KhgGg0CrlcTvob8XgckUgEbrcbqVSKJhvCe3o4YKvRNpsN9fX1OPbYY6HX6zF37lw0NTWhrq4OXq+X6D5ut1vkfuTxeKjygzmkMLhcrooxs5MVHofFAwMDePTRRxEKhdDU1IS5c+eK3ENisRjpFyQSCdJyASZL81mcz+dFbaVSSaRPUCwWqb1UKuHAgQMAJhOSBw4cwJYtW9DU1IR8Pi+qNshkMqRDw86BJUjZvWPfEZisjPF4PIhGo6L+NZ1GzI9+9CPo9XpcfPHFcLvdRPNjE1ybzYba2lqyly0UCu8o1pvNZul8fT4fPV9utxsjIyMYGhrCwMAADh06RAKqnZ2dWL16NY4//ng0NjYiEAgQjSocDov0Uvx+/4zaLsI4FAqJ2pigKtuWtgnpTnq9HrW1tairq6PrwBAKhWA2mxGLxTA+Pk4J80gkAp/Ph3379uHVV18VjTXAZJKJHa+mpgZKpRJz5sxBTU0N6ZIwCDVhgMnnn7VLtWaE+0r/bjrtGdY+nW4Pa3v77bfx4IMP4q233kJNTQ0uvfRS2Gw2kS6M8DOF31WoCyMdj9+FRowWFcCSgslkEtlsFplMhs6fOZjxPA+FQoFQKERjptBFiSUqm5ubUS6XqTqyWCxSsoa5nykUCqjVasyZMweJRAI6nQ5yuRxarRatra0YHR2FRqNBR0cHWlpa4HQ6qQ/t3bsX69atQ2trKyKRiKhSjdlqS+8rz/O4/fbbYTKZcMUVVyAQCIg0s5j1NoNQF0aqCeN2u1EoFFAul/E///M/8Pv9uOGGG5BMJqfV/6mk5TSdHpHwWZxO34bdd+H5hMNhGvOASVoni8PhMHbs2IGxsTEYjUYsWrQIdXV1GB4eRiqVEo2H6XRapAUmHG/y+bzo96JQKGBkZAQCiMrdOI77AoAvABDRpqqooooqqqiiin/iY5eIMRgMOPnkk6nkva+vD7Nnz0Z7ezuCwaCIJ55Op0njI5VKifQ3hLow8Xic/i6fz+Oxxx7Ds88+i3w+j3Xr1mHFihVUfSDlmycSCaoiSSQSIu75dFx0pjuQz+cr6hOUSiURn/vaa6+F1+vFPffcg9tuuw2f//zncfzxxwOYpLAI9T/K5TJ9l3K5LKIQzaQnUyqVRNdHGEvbhH8njaWfCUAUC7d5nsfdd9+NP/zhD5gONpsNLS0t6OvrQ2dnJ5YvX465c+eKtGQAUEUKg1wup1gul4v2BVDGDKirq8MXvvAFAJNVJuwldGJiQvRCKoyF28ViEcPDw7DZbMhmsygWi5iYmKDz8fv9aGpqgkwmg1arRSQSQXd3N1QqFSYmJkR6AEw7hSGdTtO9TSQSovvOdIyAyUSCsMogHA6LdDyCwSDF0+nAWK1WbNq0Ca+99hoMBgPWrl2L3t5e9Pf3i44bCASoz4bDYVGfHR4epuOOj4+L2lwul+g4LpeLjuN2u+laNjY2wuFwYMeOHbjhhhvg8XhEFR/TxYxW4Pf76dqxKrKOjg6aLAqvHRMbZcjlcnjxxRcxZ84c0oZJpVLQ6XSUYHC73SgWi/B6vbTSzxI+laBSqdDa2op4PI79+/fD4/Fg//792LlzJyU+mpubsWzZMqxevRrz58+HWq3GoUOH6Htms9n/x967B8dV3ufjz9n7XStpdbEsybYky1dsEpt7gAEnwNAQQgMlaZKSNGk7MLk0Kb+mJB2+aRNC0hCa0kBDyKSEyZRmIAPkAgTGKRTjGINvsmRLu1ppL5L2or1fz9mzu+f3h3jfvu/ZXcl2bGyH88x4OB/eo7PnvLfd9z2f53k47RJ2jikUCtycUigUuLYtFAq0HZqVkbhYLHJl6rhUKnGaNWo9G0KjdDqdnMbJzMwMRkZGqPD34cOHYTQaEY/H4ff7IYoiwuEwDh061LBRQ+b79vZ2GI1GDA4Owu12U80aq9WKtrY2GI1GrFq1im6+slov6jlXkqQGHRgSS5JE+w8Rlw6FQnjzzTcxNjZGs7ZuueUWrt+RNiJ1wGrCkM8gcbVa5bKSqtUqV19NNGJaiv8IgoCOjg76vWYwGFCv1yEIAsxmM/L5PBRFgc1moyL3bW1tlFIkCAJ1PiJOSfV6HYqiwGKxoFQqcYK66XQaFosF/f39sFqtyOfzyGazqNVqSKVSyGaz1MGH6MeYTCZMTk5ClmV89atfhcViYbWVACzRZsnGjCRJaGtrAwA8/fTTmJiYwLe//W1Of4fMq+VymZtT2O9p9fewKIoYGBjAz372Mxw5cgQf/ehH8YEPfICWqXVfWL0YliIsSVJDu5O4VCpxZcVicVmNGLUOzMDAAPL5PJ5//nmaBXPJJZdgamqKPtfk5CT3eyebzXLz/MzMDC1vNgezMVSUXUVRfgTgRwCwc+fOZXXVNGjQoEGDhncr3nUbMf39/XjggQcALC0E1Yv+U4WiKPif//kfPPzww1hYWMBll12Gu+66CwMDA9xbprOFK664Aps2bcI//dM/4ZFHHkGhUKAbBucrfvWrX+HJJ5/ErbfeiksuuQSKoqC3txfFYhHHjx/H4uIiQqEQfvOb3yCbzQJYevO7YcMG7NixA9u3b8fWrVs5QccTwLKuSX8oDAYD7HY79wPZYDDQH9oul4v70V2v1xuyf84WFEWB3+/Hk08+iUKhgNHRUdx0001n7f6MRiO2bduGvXv3IhgMnjIdsFgsUjrZiWDPnj100UWyBojIaTqdRi6Xg9PppJkfoihCEASSzdCysmZnZ/Gxj32Moz+0t7dj+/btuOKKK7BlyxaaccQu3v/YQDZK161bRzcaWKpUrVbDkSNHYLfbsbi4CK/XSzM00uk05ufnMT4+3lKUmAjN2u12GI1GdHR0UIvlrq4uWK1W6hTV1dVF9aASiQRcLhfVQqlWq0gmk5ifn6eZKn19fbjxxhvx8Y9/nGaQRCKRd6DWACyTEaPX62E2m2GxWJDP57F27VqsWbMGHR0dKJfLKBQKlHoaCoVQq9XQ3d0Nn88Hg8EAh8OB3t5exGIxhMNhyLIMs9mMRCKB7u5udHR0YGFhAalUio4JkkVDaJS1Wg31eh1tbW2w2Wzo6emBxWKBTqeDLMsoFotYWFjA7bffzm1ArYRCoYBvfetb2LJlC2677bbTUpEzMzN44okncO211+Lqq68+Ldc8nUgkEvjFL36BUqmEG2+88ZzVrdGgQYMGDRrezXjXbcTIskzfPBP+O4GaGsTSj5pZVJM3fK+++ipeeOEF+P1+9Pf34zOf+QwuueQSlMtleL1e7m8XFhY4ihPRhwAa7VmbpSCTVOZ0Os299WUtqjOZDJeink6nKd3nzjvvxE9+8hM88cQTGB8fx+23387VD0tVakZFWo5+pC5jaUvLUZzU1tIs2DKWXhQMBnH//fdj586d+OpXvwq9Xs/Ze69fv54eK4qCw4cP0wyCQ4cO4b/+67/wk5/8BAAohWN4eBgDAwNwOBxUiLhSqUBRFHYRvqzIjiiKlA7AUj3Ulr4rWfiy57J2pbFYjDuXjdX9NxqNcn2NjclbZgKWmsQek5ilJrFxPB5HoVBANpvFa6+9hrm5OXR0dOD6668HAI76k8vluBR6NjW+XC5zG5ayLNNU+Gq1yqXBK4rCXRcAR8Fg0+3dbjcMBgN2795N3wgTSJLEfWaxWKSbRsRimjyjyWSimhKstTWJ2U2el19+GS6XCzt27IDL5UJPTw86OjqojbUoirBardiyZQsEQYAkSTCbzahWq9i7d2/Lt8cWiwVbt26Fx+OB1WrFhg0b0NbWhng8Do/Hg1QqhVQqtaz1rdrSfLl+mEwmuTidTtOYPSZ1QK6bzWa5slwux30me246nebulY2blbHXSafTLa2KS6US3dBUu6SRzEdJklAsFqkNd6lUQjweh16vR7FYhCiKyGazyOfziMfjlC5XqVSoBXMzmM1m2Gw2tLW1we12Y/PmzXC5XHTTNxqNYmFhgZ6vtjFmKSvNaFSsffVyVKQm1KSWzjZWqxW9vb1YXFyEwWCATqdDX18fzYyJx+PUwchqtcLlcsHpdMLj8aBYLKJUKsHhcFDrdoPBALfbTTNNiMguycDs6emBTqdDLpejWSQWiwXt7e0YHh6m1DdJkjA6OgpJkvD73/8eiqLgrrvuovOTuo+w35nk+/Shhx5CLBbD3//933PfL6xFdTP6UStq0vz8PP7zP/8TVqsVH/zgB7n2a9aW5HtRTUVSty1LR2JpVernYulXwNL3PUvVDIfDOHz4MHQ6HbZt2wZJkui8x9KPRFHk5lVJkjjatCzLVF+qWq1S9zgSh8NhMDijLyg0aNCgQYOGP0a86zZiWHthYuVKsBz9SG1Jnc1mUSgU8OMf/xivv/46Ojs78aUvfQnXXXcdpqenuVT8bDZL03iJEwlBPp+ncbFY5LIdyuUyR2dh091ZO1Rg6YcRuU6tVuM+o16vc6nVn/nMZ3DxxRfjP/7jPxCNRvGv//qv9HyiLUOOW9GWyOewNths/bBxvV7nyhRFaYhJPbPHBGpL6kqlgn/8x3+EyWTCI488Qu+RpNez5xLs2LGDlqVSKTidTni9Xhw7dgyHDh1CIBDAgQMH8PzzzzcssARBgMPhIJsxy6ZFGI1Gej/FYpHWZalUakh9Z+1RW5WtdC57XfbzgKX+y8b5fJ7G6jT0TCZD42ZUJLY/s3SkhYUFTExMYO/evdDr9di2bRuuueYa6HQ6HD16lOuHsViMu59kMkn7Uzqd5lLd5+bmaByNRrm/i8fjXL+MxWL03Hg8zo2ZaDSKCy64AMeOHcM111zDvUmPRCJc5kg0GqXUAZaaRNqffAYRMyUwm80cte6NN96AzWbDoUOHEI1GqTaPLMvw+Xw0A8JmsyEWi1HtoLcXZS2pb729vbj77rsB8MK5lUqlgQ7B1kGpVKJxsVjkytg5p1AocHNKoVDg2k9NTWLnlGKxSMuKxWIDpZJtWzU1qRX9Uk2jUscsNYidG0+kjI0dDgcnWMz2ETbTRi1Q7PP5MDg4iFqtBr1ej2AwiPXr10MQhGWFjpezLSYxoZKxVCQSk3tQU5FOgJrUEpVKhepYud1uGI1Gql9GNp7I5lRvby/dBGpra0Mmk6GW03q9nmYYEnHfarWKWCwGg8EAm81GramJaHW5XEZ3dzdEUUQkEoFer+e0poxGIxYWFjA1NYW77roL69evp5ukrF01+Uzy+eQzfvazn1GKMPudwFpWs7bppIz0UXW/e/XVVzE9PY2//du/xZYtW+D1epelH7FUKLZMHbO0vFKpxJWxMUtTAnj76nA4jIMHD8Jms+Gmm25COBxu+C1C5s7p6WluXp2dneW+l4PBID03Eolwc240GlVTdjX7ag0aNGjQoOEk8a7biDkdOH78OB5++GG89dZbsNlsuOWWW/DpT3+a/jg81yEIAv70T/8U69atw9e//nX8zd/8Db73ve9h48aNZ/vWTgi7d+/G0aNH8Z3vfEfNUz9hGAwGbN68GZs3b8a1115LF9KSJGF8fBz5fB6JRALz8/PUZrher+Pxxx8/jU9y/oJkGT333HMolUq44IIL8IEPfACzs7NqceMTvl4qlUIikUC5XEY+n4ff74cgCLBYLFAUBR0dHSdtIQ0sifYeOnTolJ3PyuUyt9hbDpOTk0gkEhgdHUWpVIIsyyiXyzSzymq1UhqSTqfDunXrEIlEqIU1Vtjo03DuQKfTcZlRxIb5HEbLviXLMkqlEs0Eq9friEajNPZ4PPB4PFAUBYqiUJHubdu2IRQK0U0Po9GIer2OdDoNm80Gj8eDgwcPUs0Tq9WKWq1GxaRJpiHJmFEUhYqXE9tqi8UCo9EIu91ONyJPFPfffz8MBgO+8pWvcNlDpwpZlvHMM89gdHSUZv2dK0gkEnjmmWdgsVhw8803n5TL22nAH165GjRo0KBBw7sM2kbMCaJWq2HPnj146qmn6BvvO+64Ax/5yEcQj8fPm00YFu95z3tw77334sEHH8TnPvc5fPOb3zwvHA5ImvWZ4OabzWasXbuWs95m36I+/vjjp2Zr9EeE+fl5PP/88wgEAujo6MBHP/rRU+432WwWc3NzCIfDqNVq0Ol0sNlsMBgM6OzsRL1eRyKRoKn3PT09XDbKiYC8zVa7bp0oRFE8YZ2bQ4cOAVgSipYkCdVqFZIkIZFIUP0fk8kEWZYpNcNgMFBRVGgp/hrOHFp+3xsMBvT29lLXH7L5aTKZYLFYIAgC7HY7rFYr5ufnUavVIMsyCoUCbDYbZFlGrVZDPp9HsVik/TqdTtPMFkEQIIoi/ZfL5WA0GqkQMPmbRCKBfD4Pq9WK/v5+FAoFvPjii/jWt76Frq4ujia5HA4ePIgXXngBd999N3p6ek6LFs/u3buRSqXwpS996ZQ2nM8USqUSnnnmGRiNRlx00UXv9CYMoG0ga9CgQYMGDSeNd91GjCRJmJ2dBdCoEdNMNyMcDuOVV17BSy+9hHQ6jba2Ntx+++3YtGkTVq9ejVgs1qAfw2rLqK+rtohl9T+SyWSDBgLLE89kMpRvrtaByWazNGbFPMm5LNLpND2u1+u455578L3vfQ933303PvzhD+OjH/0oBEFosLZupu1CytU6MKwNdTweb/l3JGaP2bfKi4uLnJW0IAg4duwYVq1ahUKhQO3F2XJSl+wP5WQyyZWxn9HsXBKry7DCD07WdjmRSNC2Vev9sLG6bDnbcra/kJj0J1ZviJSp9YhIP4zFYpwOTCwWa9B9YT+/WCwiHo/jjTfeQDgchtVqxWWXXYaOjg5ks1kcPXoUwFI/JDowxWKR0y4ol8vw+/1QFAWFQoFadwuCAJvNRh1PCJ2BvC232+2o1+vI5XKIxWJ0HBBdFp1OR/Vk9Ho9p4shCALm5+dhs9kwPz/P3U+lUuE0YkqlEt1QZTVicrkczGYzXcipNWKILgYAvPHGG3C5XLjggguQTqcxOjpKF7Ymkwnr16+nz0Y0OWw2G1atWgWLxYJf/epXLe3RRVGk97uc9kQzLYpW2hNs3zqR+YfYjWcyGSSTSRSLRdRqNRSLRfh8Po6KYjKZYLVaaUYQQaFQoNdlj0m9k5g9Ju2gjslzZjKZBj0ZUsZqa5GYPZeN1Voz7N8mk0nuOolEokHHg8TLlanbQG1RvZz2FjsHr2RX3UQjpuUmstFoxPr16xEKhWC326kt9OjoKLq6ujAzM0M3R+x2O9asWUN1YPr7+2kWzfj4OHQ6HaWGOhwOOja6urpQKpWotozf74fRaITNZsOaNWswOzuLrq4uDA0N4ejRoxAEAT09PXj++ecxMjKCO+64A6VSCZlMhmbGqduL9Od6vY77778fPT09+NCHPoRYLIZIJLKsDgx7nWZl9XodTzzxBHp7e9HR0UHnHFYXptnYI+3XTO9H3bat+hrbR9WaMJlMBq+++iry+Twuv/xyVKtV2u7lcpnT0xJFkerAVCoVqgEDNOrA1Go1qotFMqQIiG4Qg3NnV0qDBg0aNGg4T/Cu24gxGAyU21wqlTiec6FQgMfjwfz8PF577TW8/PLL8Pl8UBQFmzZtwuc+9zlcdtllMBgMmJqaopzyTCbDUWQymQyne5CTsFN4AAAgAElEQVTNZulbebXVZKFQoNkErJYD0Kj1wGpByLLM8cRnZmZoHAgEuL9TFIX7TEVROM77yMgIHnnkEdx///145plnUK/X8aUvfQn1ep3jzbP6MQCocwYpU+vJsGVsFoOiKA1ZDSRWW0uzWi/kOBwOY8OGDejq6uKyVXQ6HaUYscckJnpArE6QuqzZuWwZVhgzJpOpqTVvqVRqsPAlsdrSvJmmxolYA+fz+QZrdLU+AIkzmQxXlkqlaJxMJrmy48ePY9++ffB6vbDZbNi2bRt27doFo9GIsbExri1jsRhnbc2Og0QiAZvNBr/fj1wuB71ej4GBAXR3dyMej3PXYXVgkskkent70d3dDY/HA5/Ph+npabz3ve+Fw+FAKpWin7O4uMiNi3g8juHhYfT39yMWi3EaH9FotEEjppl9db1eh8vlonVCqBoEJpOJ9pFjx45h+/btiMfjiMVilMbhdDqpzW8wGIQgCCiVSpienoYgCHA6neT5W/Yvkq0FLI1/ohlRqVSWtcUtl8s0Zo+Bpb5F6quVfoyiKEgkEvB6vchkMkgkEieclQCAUlQ6OzuxatUqql1iNBqpwDnB9PQ0bUt1md/v5+YxNl5OB4bYDRM0i8nnlMvlU76OJEm0/thjEpN6VrePuv0qlQqnEcNarMuy3FIjRq0JMzU1pdaIaSkEXS6XMTU1BYfDgba2NtTrdYTDYZRKJVQqFUonCgaDdIPCaDQiGo3C7XbDZDLB5XKhUqlQEWQiJL527VpEo1GUSiWEQiGEQiF0dXVhcXERbrcbLpcLgUAAkUgEiqLAaDRibm4OlUoFR48eRSAQwLPPPguXywUAnGU1EQ1m26StrQ2/+MUv4PV68b3vfY/2J0mSuHEriiL9PhNFkZvzRFHk/m5gYACvv/46IpEI/vIv/7KlDowkSVx7se2ntiJXn8tqA7F6McDSWCR9plAocP1n//79SCaT2LVrFzZs2ICJiQl677lcjvsO9/l8dJ71+/3c93k4HObqZ2Fhgc5riUSC+85MpVK0Pd7GOc3J06BBgwYNGs5FnFcbMYIgrAZwBYDdAEqKopRX+JNlIYoigsEgotEopqam8Oabb2J2dhaJRAIAMDg4iE996lO49tprGwQV/9hgtVrx9a9/Hd///vfx3HPPIZ/P41Of+tTZvq0GEIvkSy655GzdQmXlU85/kHrevXs3fD4fbDYbrrnmGlx66aXw+Xz0LfeJQpIkRCIRmk2yfv16VCoVbpFwInC73RgYGEAkEsHRo0dx8cUXn9DfEatdIqx6MpBlGQbDylNlvV7H9PQ0RkdHsXr1ang8HvT29nL0I0VRqH2vxWKB0+lELpdDPp8nb/nPGWpSrVbDvn37sG/fPpp51tPTg/Xr10OWZQwNDcHlctGF85o1a2i/8Xg8lH5CaGdTU1OUuvXSSy+ht7cXbrcbtVoNa9asOSX9Hw0nBbllgSwjkUhAp9Nhw4YNGB8fh16vp+OVZKUVi0WaBUXspo8fP45arUYX5haLBZ2dnXA6nVi1ahVqtRqMRiMVpCZ6SSaTCWazmToxkWw4nU6HwcFBVCoV7N69Gx/84Aexa9euE37IcrmMb3/729i8eTM+9KEP/eG19jZeeOEFdHV14b3vfe9pu+YfikgkgkAggK1bt2LDhg1n81ZabvJp0KBBgwYNGprjvNmIEQRhDYBRAA4AXwAQEAThZUVR5pb/Sx4+nw833HADJEni6EPAkq7D+vXrcf3112P79u2QZRmdnZ0oFotNaUskXs4mGODpIyxdBeDpAGoqAEvzAJYyHEjMHgNLb8kIJUb9tlpNVcpms/RYTVt63/veB4fDgZ///OeYnp7GPffcw70VU1OKWlGTyGYWeX4Waq0OtUU1C5ZulEgkkMvlUC6X0d7eThcOBMtRitTUJLYsnU63jNVlWGGhXC6XKX2DtRlVW46yba0uU8cr0ZiWs8hm+2wikaBxIpHgqEnJZBKlUgnVahWHDx/Gz3/+c6RSKVgsFmzevBkbNmyAwWDA9PQ0stksfcZ8Ps+lyTezR02n05RK43a70dHRAUVRUK/XKd2HTYMHljaCiLiuIAicvoPBYEB3dzfm5uZw/PhxdHV1UbohuUcCnU4Hr9cLSZKgKAoOHDiAtrY2AKAuRmzbkTfthIYBLL3VrlQq9B5yuRynCZXL5WAymaj988aNGzE4OAhZljE8PEwXrgaDARs3bqT9cN26dVTLQa/Xw26347nnnkMriKJI9ZFYWsNKtrgsFUZNmWHnn1QqRRfVPp8PY2NjEEURHo8HO3fupJQSYGmOMRqN1PVGr9cjlUoBANUXMZvN6OrqgsPhgN1uh6IoKJfLNDuCaP+Qeay9vR0ejwfBYBA9PT2QJKlhjlPPh+Q52WPSJixtiS1T05jYcpbSpD5XfR01xUk9ptXntqKdNKM8kXglahI7H69EVcIytEqj0YjBwUE4HA5ks1lEo1EqkEvGl9FopFbssVgMdrsdNpsN/f39qNVq6Ovro98DuVwOF154Id3EFEUR27dvhyAIKJfLGBoaQjQahcPhQK1Ww/DwMJxOJ3X/GxwcxO7du2EymfDVr36V+04jrnekPtRW7U8//TQikQi++MUvct8tK1GT1GXkupFIBJlMBm+++SZ27drF0W7JZ7LUJLa92LHIWo+Te2fPZfuBuv+wdKRsNoupqSkoioL//d//hdFoRFdXF53LSqUSpU2pLakrlQq1na5Wq5yNeq1W476r6/U63YBVFIWjNCuKwv2OAJCHBg0aNGjQoOGkcN5sxACwA6goivITQRDeB+ByALcKgvD0SpsxgiD8NYC/BpYWCZdccgnMZjMEQcDo6Cg6Ozuxbt06xONxLh3Y6/Vy9CM2dZmlI2WzWY6CkclkuJT6XC7HWcSq0/9JXC6Xuawbr9fLxX6/n6Yks8fAkvUkuffZ2VmuLBAIcNcJhUI0FgShgbb0V3/1V9i8eTO+9a1v4d5778V9992HjRs3ol6vc3XAxoqicNkNiqLQtGf2mIClMQE8NYmlqOh0Orr40+l0dKNmaGgIXV1dDfQjlpqkphuR1Opm1CSyOCflJGaP30ZDKgjbvzo6OmhfYK15m9n0kpg9bhaXSiXan9TXYS2Fc7kcR2libdPVcTqd5toyEAggEAhQhxOPx4Prr78emzdvxtTUFHedxcVFzi6abVu2bGFhgdq8O51OWK1Wro/kcrmWqe/ZbJaWqa3jic1yJpNBNpuFx+Ohn5lKpbi+nkgkMDw8DIPBgDfffBNOp5PSNdTUpFgs1tS+mggIk/qyWq0N1CS3200XP/V6HXNzc8jn86jVatQFCljSuwmHwzQroFgswuFwsAsdbk5m+1ZnZyelLlSrVY4OsZItbivKA3GzIceKouDXv/41rdebb76Z1ufk5CTth+o+wVKKpqenuTK/38/1NZ1Oh9HRUQBLc5zT6UQoFEIwGMT09DR8Ph8MBgO6urpw4YUXYmRkBJ2dnQ3UpOnpaRr7/X5uXmXL1BTPZrShEzlXTX9SZ0meCWoSS0UClhbLJGaPScxSkbxeL63nt8HtKLN9y+VyoVarIRgMIp1OI5lMQq/Xo16vY3Z2FsFgEGazGTabDdVqlWYvkY0fh8NBtaOq1Srq9ToCgQCq1Sp9+SDLMiRJgiRJyGQydINbFEWEw2GEw2EUi0VKi9q/fz8efvhhDA0NcRufREuK1CVLTZqbm8Pjjz+O66+/HldffXWDXTX7vUOsuMkxO6+q7c8nJiZQq9Voho26/UjczG6ctZlnqUhqqpKamsSeWyqVaEzsq8fHx5HJZLB582au/+TzefosLIUaWBoX5Dsyn89z9ROJRLg5uFgs0rolmkEERKSZgSbWq0GDBg0aNJwkzvmNGEEQBgFcBsANwCkIwhuKouwRBEEGsAvALkEQnlQUpSVlRFGUHwH4EQCMjo4qX/7ylwEs/Xhnf8CoMzfezbjiiivwta99DQ8//DA+//nP45vf/Cb3Q/VsgWRNqDd23kE0CF6y/WvNmjXnTYp2vV6H1+vF3r174fV66cZkT08PLrnkklO24q3VapiZmcH8/DwMBgNGRkbg8Xjom9jTAUEQ0NfXB6/Xe0J6JWSBwYo7nygInWglkIwZsqmiKAocDgf6+vowMTGBUqkEu91OxYl7enqoAC2zOcjNY2zfGhoaOqN9y+/344033kBHRwc+/vGPN2wMnwno9Xr09/ejv78fl19+ObxeL0wmE2ZmZjA1NYUXXngBACjNy263o6+v75xyrDmPwA0Utm/19fUplUoFi4uL0Ov1cDqdcLvdsNlsNOvE6XTCYrEgk8nAYDDAZrOhVCpBr9dT/adarYaBgQHMzc3RzJp6vY5qtQqbzQar1YpMJoOBgQEUCgVYrVYYjUYkk0lYrVa4XC7o9XocOXIEN954I/7iL/6Cy9xbCQ8//DBkWcY999xzWivutddeQ19fH9avX89l0Z0tVKtV7N27F319fWfzu5CFxivUoEGDBg0aThLn9EaMIAhmANsAHAfQBeDDAL4M4FuKorwhCIIdwA0ArHiXaHe8kxgcHMSjjz6Ku+++G//wD//QIFJ4NkBcHtg30+8wpJVPObeRTqdx4MABPPXUU8hkMnA6ndi+fTve//73w+l0Ynx8/JQ3YQqFAmZnZ6k7ysaNG09IX+VU0NHRAZ1OR7NNlgOhAKnS6U8IxG56JRBqA3EKIs8dCAQgSRLV2BBFEQaDAdVqFalUimZ/vE2FOisbeQcOHMAbb7yB4eFh3HrrrTCZTBwN6J0C2bgj/7q7u+H1ejE1NYWJiQmMj4/TrCaXy4XBwUFKIdNw6nA4HOjq6kI4HKauR9lsFm1tbXC5XHC73ejq6oLT6UQ0GoXFYqG209FoFO3t7Whra4PBYEAsFoPRaIROp4PL5UKpVEKtVkOhUKBOWNlsFqlUCpIkcVkZHR0deP3119HZ2Ykf/OAHJzUPjY2N4dlnn8VnP/tZrF279rTYVQNLmx5Hjx7F9ddff8rz4umG1+uFKIq45JJLTmlOOwPQMmI0aNCgQYOGk8Q5vRGDJSX+HQDGFEUZezs75v8JgnAxgI8qivI7QRDWAbgQwKsnckFRFKmWitreNx6Pc5oa8Xicvo1rVkb+Vn2dRCLBaXUkk0mqC8NawAK8Dkwul+P0NtQxawdcKBSoXgSJ2TL27/L5PPcDMpfL0TiTyXBlROeBPf67v/s7PPzww3jsscewuLiI2267DYIgcJoxav0YVutlOU0Ycu5y2i6sffXU1BTMZjOMRuNJacSkUqmWui+pVKqhDkisLsMK7hDlchnj4+MAluqZLM6Xs97NZrMNmhXLaU+wGkNsnEwmuX6XSqVoXK1WMT4+jmeffRbz8/NQFAWrVq3CBRdcgP7+fuRyOQSDQXo/bB/N5/N0zABL/ZBoTxAdmGq1ivn5eaTTaRiNRqxevRp6vZ7LMjsZDQJy/wDoG3cCk8lEF1kWi4XeOxHBJRQhYGlhT+7VbDYjFArRWK0RI4oiXdSTt/XAEpUml8vRbCy1fXUul4PRaKRzxeDgIDweD6XkRSIRtLe3w2q1Yt26dRBFkToxEa0cRVFIRkxLDSJRFOm9s7a4zXREltOeYOeGdDqN559/Hnv37oXH48H27dsxMzNDn0s9j5A5Rz3/sPo1xIGnWRmwtGFF+pMkSVzfYmOyeeVyuXDRRRdhdHQUuVwO8/PzOHr0KGRZxquvvgqPx4P29nYEg0F0d3fDaDRyejJqPa1cLtcyVpexY5Mds6SsVazWk8lms7RN0uk01z7qOJVKUcqPur3YslOwr275fV+v16l9u8fjQSAQgMvlwoUXXgiLxYJXXnkFpVKJZrDU63WYTCasXr0akiRBr9djZGQEqVSKfheMjIzAaDRCFEXq8JRMJqkzFdEMMplMGBgYgCRJSCaTmJubw7PPPgu73Y5isYh0Ok03Uslzk3k1Ho9Tmt8999wDl8uFj33sY4jH44hGo5zuSyQSabCoZnVg2PZizz1w4AAkSUJPTw9mZmYQjUa59mLtq+PxONcm6nGq1gZStzurVcSOmWw2S9syl8vh0KFDcDgcKJfLnCYMsDTeiGaWJElcJqIsy5wuF/tdXK/Xue9/RVE4fTl1ZpJKY++8f0GhQYMGDRo0vNM4pzdiFEURBUF4A8CVgiDEAbwJ4CEA/wzg7wVB8AGIAzh4otc0Go2UM622dmTtfUlMtA7UFtWsLkwzu2o2Zi2riSUsAZv+r9aE8fl8HBed1YWZnZ3lOOQzMzM0VpcFAgEukyUYDNLrBIPBBvoBq21AePIPPPAA7r//fjz77LMoFAq45557oCgK95xs/QDg6pKtZ0EQuFin09H0ar1ev6xGTCwWw5o1a9DV1QWDwdDSolqtEcNqvag1Ycib22axugwnYF9N6szn89FjVrNCHbP2uSRW9xFSXiwWuXMLhQKNc7lcQz+UZRmHDh3C+Pg4JEmCy+XCFVdcAbvdjgsuuIA7l7RBMpnkPoPYR7MxaSOyQTI7O4tarQan04nh4WHodDrMzc1xbZDNZjk9h0KhQBdY7DGw9COf1Hu5XObaq1wu08+v1WoIhUJwuVxwOBzIZDLcmEkmk1SHgWgcEF2NaDTKaWywGjGLi4u0Dch9kDpoZl/tdrvpxk0kEoHVaoUsywiFQpibm4PD4UBvby/C4TCy2Syy2Szy+TwikQgsFgu74G/5ZtlsNtNnqVar9JiIAhOodSqWs8UNBoPYt28f1q5di23btjVY5rL9cGpqivYvn8/H9TVWB2ZmZoYb+7Ozs9zcEAgEaBwIBLjrBAIB2vdmZ2e5skqlgu3btwNYWjS+9dZbqFQqCAaD8Pl8lF7X3d0Nh8OBzZs3o7+/H3q9npvTfD5fy1hd5vV6ubKV7KvJXFqpVBrmcraM7aOsFbk6Ju5UBGy7V6tVrv96vd4G+2q2HMtsIhM3o0KhgEqlgmKxCLPZDIPBAJPJBFEUkUqlkM1m6TjL5/NwOByo1+sQBAELCwt0Y7RYLMJut6NQKNCNR7IhuLi4iEqlwm1OFQoFvPXWWwiFQrjvvvtw5ZVX0ntzOBycHgkZ66QN3G43nnvuORw6dAhf+9rXOC0edpySzRQCURRpP6xUKg0aMaRtiYD2rl274Ha7IctyS40fdXuprciXG6esZowoilwZqxkzNzeHXC6Hq6++GkNDQ5iYmOD67LFjx+izeL1eThenUCjQ78xwOMzNz9FolJufy+Uyrfd8Ps9tPpfLZbVz3rmRKqRBgwYNGjScRzinN2LexjiAuwGEAfwvAB+WbDin3/6XVhRFU+w/wzAYDLjjjjswOjqKxx57DPV6HZ/+9Kff8ftQCxGfBZiWKyyVSjhy5AhdrJTLZU5o8p1AOp3GoUOHsHfvXuTzeZhMJmzZsgUdHR247LLLIAgCl/FyqigWi5ibm6MbJSMjI4jH4++ofgfZJEmlUtxGTjPYbLZTSuO32+0npB9F2rlQKCCTyUCv18Nms8HhcMBisSAej8Nms3E6NTabDQaDATqdjrxxfseoSbVaDW+88QZcLhduvfVW7q36uQ6yQUvEaCcnJ2GxWBAMBhGJRBAOh+nzkHN7enrg8XhQqVRgMpnQ3t6+Yp/5I0NLz3myoZVKpdDW1oZarYZkMonf/e536OnpoX2ZZP2QDRbiimSxWGCz2ahgerFYhKIo6OjooJkfgiCgXq/DarXSDYBSqQRJkuDz+RAKhfCxj30Mn/3sZ0/qoQqFAr75zW9i69atuOmmm/6wGmqCmZkZ9Pf3c0K2ZxORSAQGg0EtxHy2oYk2adCgQYMGDSeJc34jRlGUOUEQHgHwJQBXYYmCdATANkVRXjirN/cugyAI+MQnPgGdTodHH30U9Xod99133zvGm5dlGbOzs3j/+9//jnxeCyw7ZtLpNJ588kka/+IXv6AilENDQ+jt7cXq1atPSHPkZBCPx3H48GG8+OKLNBW9t7cX1113HbZs2UI1P05HW9XrdczMzNBU+fXr16O3t/es6CeYTCbo9foGi/ZmsNlsnF3riaKrq4ujz7QCeROfyWRQqVRgMBiwevVq2O12SJJEdWMqlQosFgsEQYDJZKI6Gm/TKMzLfshpxP79+5HL5fBnf/Zn573OitFoxPDwMM0i8Pl88Hg8WFhYwNTUFKrVKsLhMMbHx6EoCl5//XUAS3OaxWKB2+2G0+mkLkEOhwNOp5O6d6my4s5XtNzkq1araGtrgyzLMJlMSKfT1F6+s7MTGzduxOzsLJc1Q6hFhMZntVphsVhQKpWo5lE6ncbi4iI6OjqwatUqutGzatUq1Go1mEwmBINBjI2N4cMf/jB++MMfctTLE8GDDz6IaDSKH/7wh9DrT79UydzcHJc9eLaRSqXQ29urzkg529AyYjRo0KBBg4aTxDm/EQMAiqJ4BUH4FyxZVn8WQBbAk8v/VXOUy2UcPXoUAChfnaBZTHjQ6rJ0Ok1jVosDWFqIsT8m1Tow7KKuUCjQmNWAITHLEy+VSjQulUrcuWysvo5az4HViMlms9wCOp1O0ziZTHJl5E3+pZdeioWFBfzqV7/CN77xDXzyk5/kNDyAJcoK+dvFxUXuOmwZiVkdGDajIpFI0B/XY2NjkGUZfX19SCaTnO4LsNQO5Fx1Gftcao0Y1kqV1Am5Ti6XU/+4L2MZuN1uXHXVVSiXy8hkMpRnn0wmceDAAU6zoL29HR6PB3a7HYFAAB0dHbBarSgUCg06QmTjhmTZ5HI5xGIxBINB/OxnP6OCtZ2dnXjPe96DtWvX0oUO0UFh9YnYPgkspZ6z/YftL+VymWYXZLNZar/scDjQ3t6OWq2G+fl5AEtZFkRLhdWAARo1BwBQxyNFUTj3I0EQ6LkGg4HTLjCbzVyGitlsRiKRQDgchtlsphon5G/JhpFer6faIXq9HtVqdVmNGJLhYjabkU6nEQqFYDQakc1mYTL9X2IU0Yghb/lZCtGaNWtgs9kgiiKlmJlMJhgMBgwNDVEtB7PZTOhXLd8ss1ori4uLVIuimSbMStoTkiThpZdeQmdnJ+r1OiYnJ5HL5ThNkUKhwNVPsVikcalU4sokScL09HTDMbCUbcGeK8sy/Zxqtcp9pizL9BkrlQrXD5fTkymXy1xZqVRCvV6HwWDAunXrKOWiVqtRDZNCoUCtxWVZRiKRQKlUwszMDKfzQZybjEYjHA4H3aQxm81YWFhAW1sbLBZLgy4Nez9qHRp1GTtfZzIZ+txqrRA2TqVSLcuaxVhmsWw0GrFmzRoMDg7C6XRibGyM2s6PjIxAr9cjFAqhr68PsViM0lQIFWr16tUYHBzEkSNHIIoijEYjenp6UCqV4Ha7Ybfb6SakzWaDy+WituVvvvkmrrvuOjzyyCOoVCoNVsmpVIrbuCbUJgD4/e9/j5/85Ce45ZZbMDAw0KD7ws63bBkpJ+NiYWGhQSOmWq2iWCwilUqhvb2dzitqjZhYLEZjtUYMq9+00jhNp9N0LGQyGW5ckLEpSRLy+Tx6enroGCN9lkCSJKr3ValU6NwMLI03MneupAlDrs1elwVbt9A2YjRo0KBBg4aTxnmxEQMAiqLMCoIQAuAAICiKkjmV6xgMBqr1oNaEyWQyDfFyGjGtytRaHayOx+TkJNrb2+mP1UKhgIGBAQiCgJmZmQZNGFY7QK0Dw3LI2bJAIMBpAzTTjGHPZT9TEARO24DlngP/51b0hS98AaIo4sUXX8S6detw5ZVXcroiOp2O1oFOp+PqR6fTtdSI0el0LTViyI/ECy+8EJ2dndDr9ZxGjF6vp4thVhOGxK10X3Q6HceNZ2OdTndS9AWLxYKtW7cCWNKBIenj09PTWL9+PRV9nZiYgCRJiEQiKBQKOHz4MIClDA+r1Yru7m56D0RbhWiKlMtlKoxsNpuxdu1arF27FgaDgWpoAEtaAWy9ZzIZWu/pdJrTS0in0/TcVCrVUObxeDA1NYV4PE7T4tvb2xEKhbh6zmQyNFbrvhSLRS7zQhRFuqCTJInTICB2t+SY/YxKpcI5rRAqUG9vL/L5PNd/WY0YskHk8XjQ2dmJWCzGjaFYLEbHQjwep/2ZjCWibWQ2m7nPNxqNaGtrQ1tbG7q6uuD3+9HZ2UnFmqPRKFwuF4xGI0KhECqVCmRZRiAQwPz8PKVtrETpYjd4arUavS9Zlrnx3kwjhsREa+Kll16CLMt4z3veQ+eCUqnEzQXHjh3jxv/k5CSnf6TWgSF9JhgMcv0nFApx4z0UCtG/XamMnUfVmjGsngyhjxDMzMzQucrv93NaLkQ4lkA9TkdGRiCKIt3AdrvdyOfzCIfDEAQBmUymQdy1ra0NbrcbW7duxbp16zi9GHJdUrfT09PcvD49Pc3Nzz6fj8Zer5crY2NWL4aUqWOVRkxLZ8F6vY7x8XHYbDb09vbSxbskSVhYWEAymUQwGEShUEAsFoNOp0O9XofRaEQqlUKxWIQsy5ibm6Pj3GazoVAo0Awav9+PTCaDrq4ueL1evPzyy5iZmcENN9yAxx57jM4VDoeDmyfIpi+BKIqUPvWDH/wAbW1tuPfee+F2uzldGFEUOX0USZK4viZJEu1PlUqF6z+VSgUDAwMYGxsDAOzcuZOr91YaP9VqlWsvVjNmJS0nNpYkibsOGbdkQ3PLli30WYrFIjdOjx8/3lIjZnZ2lqOFtdKEAXhRcpLhR1Cr1dTz1elN8dSgQYMGDRreBThvNmIAQFGUGpayYc5p1Ot1LC4uIh6PI5VKIRAIYM+ePcjn8+q3SACA3/72t3C73ejp6UF3dze36DxXIQgC/vzP/xySJOHHP/4xhoaGzri1NfkRyi6izgJOmToiCAJdsOv1emzYsAEAcPToUWoLm8lkMD8/j2KxiGg0CkEQqF6DzWZDT08P1q5di/b2dvT392NxcZHWB/tW/XQil8thenqaLvxqtRon8ni2YTaboSiK2sWjAWQxl0qluI2UlQtVKZcAACAASURBVED69dTUFLdYa4aLL74Yb775Jn2rTxbuiqLAbrfDaDTS+3Q6nTCZTKhUKrSd8Q68WZZlGQcPHsSmTZvOGd2LcwmCIFCqTSaToeOru7ubbtgoioLDhw/D6XRicXER8/PzmJ2dpZkIdrsdW7ZswejoKLegPstouaNcrVZRrVah0+kgSRKq1SoMBgM6OztRKBSQSqWgKAr0ej0kSaK0OkJHUhQFgiBAURTYbDaYTCbYbDZIkgS32w1BEODxeGCxWKhb2czMDD7+8Y/joYce4jJDThQ//vGPMTY2hgcffPCM9eNQKASg8YXE2QLJYDmZ+esdwsk3oAYNGjRo0PAuxyltxAiCcCWA1xVFqa948jmGcrlM33Ll83mOUpTNZlvG2WyW2hIDS4vTiYkJKIqCSCQCn8+HTCaDTCaDbDZL05PJj3qn04m+vj4IgkAXZNVqlS7KMpkMJicnMTk5CY/Hgw0bNsBms3HpyawtrNoitlQq0XNXoiaxNrRqalIm83+JRiydB2hOVbr11ltx4MABPPLII1i9ejV9S8bSkdRUpMXFxZb0o2QyyVGBUqkUfRM3Pj6O/v5+VCoVVCoVjopE7pfEaroRG6vpRtlsljs3l8vRWF0/AJbt86w9OkuXKJVKDdQJ1qbXaDTC7XbD7Xajq6uLe1OZz+dpnMvl6IbC4uIistksvU4zygMbs+3OWlCTeyX0I0mSEAgEIMsyFhYWkMvlYDabMTg4CL1ej0qlQi1QyaYjgaIotA8pikIpU+xzq+uLgE191+l09FxCByIgwrcEpH+EQiF0dXVxafpGo5Fu4JF2nJiYQL1eR61Wa6C+EDpSsVjkqEk6nQ779u3Dxo0bkcvlOGpSNpul93D11VfjN7/5DYClzJuhoSGa/eZ2u9Hd3Q1RFKHT6TA6Okp1HkRRJJlgLQUyJEmibZZIJFpSk5rZGJPyTCaD6elpiKKInp4ejo6kpiKVSiWOYsT2EdYil9xbIBAAsPT2nLho6XQ61Go1rk3YuFqtciLBtVqNfmatVuPup1KptKQxSZLUYJlN5kD2mDwXG7PjtBnFiZyrHsOkD3V0dKCjo4NuuMRiMYTDYRw4cAD79++nWZjBYBB9fX0ol8sNtuCtqErke4Egm83S52QpTCcSY5nve6PRiAsvvBDlcpnOQS6XCyaTCRs3boSiKOjq6sLQ0BDdkDEajbjgggvg8/lgNpuxadMm1Ot16qI0ODhIMynMZjN6e3uxf/9+HDhwAIuLi3jwwQfxiU98AvV6HZlMhs5ryWSSm/8SiUQDNcnn8+E73/kOLr30Ulx++eV0PmBtp9V21c1iktXUzL66Wq1iYmICBoMBuVyOUifPBjUpn8/D5/MhHA7DYDDQDT9gqc+yY7FSqVCdsGq1SudqgLesJvVOoChKg0U1Oyez9UOuxeC8+y2oQYMGDRo0nG20/GEmCMIGAH/WrAjA5Yqi3HDG7uoMYiX7ajZmqRzkuFQqIRqNYmpqCqIoIh6P0ywXk8lEf8AODw/D4/HA5XIhEAjQlGO/38+lI8/OztL0cUJXGR8fx+9//3ts2bIF1113XdNz2eOTKSMxS01qZXWt0+m4FGydTsel2wuCgOHhYdx111347ne/i4MHD+LDH/4wLVuOmsTSGvR6PWdfzaZSGwwGmmoeDoep+w85V21RTd6MslQk8pkk1uv1XKq7mn6k0+moRoEgCHA4HJBlmfzwXPYHp8lkakqJmJmZ4d6q+v1+Gk9PT3Nl6pi11J2amuJoFqyd9eTkZANFTk2nI/WczWY5Clg2m6X1TjR0yGLa7XZjaGiI0xUibZDP57l6LhQKtO5KpRJHNyIOKwTVapVuiBE9DwJFUejf1ut1bmEmyzJHSWM3bAwGA9dHU6kU7d+EVqXT6TAyMoJoNHpC1CRg6Y14IBBoSk0yGAy0391888342te+Rmk8fr8fwWAQ9XqdWpsTLZvjx48jFApRjZu326OlK5fZbKbZGctRk9SxKIo0JhvR7e3tuOKKKzA+Pk7He6lU4uru+PHjLe2rWbtqYKl/i6KIZDJJnXXIwk2v18Nut1O3HEVRaN0uLCxw15mbm6NxOBzmytRUpVAoRK/D0pSApTmOHXtsmd/vP2EaEztO1WXNxvTo6Ci2bt0Kv9+PoaEhhEIhHD9+HMePH8fc3BzMZjNWr16Nq666CmvWrIEgCE2pSiT2+XxcH2XjZlSk5WKsQE2am5vD4uIidQnLZDKw2+1wOBw0A6ZUKtHNNUmSMDs7i/n5eXg8HmppXS6XUalUoNPp6CabLMvYs2cPAoEA1qxZg1//+te49NJL6eeT/gEsZYqx83GlUuHmmFKphC9/+cswm8249957OYtqlo6ktquWJImbD1nLakJFIpBlGYODg8jn8+ju7ubqUW03Xq1WT4matBxVSW1fLYoi1q1bh7GxMVitVu4zJiYmuHs/fvw4fc7p6Wnu+5RokQHA/Pw8V6+Li4sN1CSyUSzLMveygt1sehuaRowGDRo0aNBwklguI4a8cnm1SVmHIAiCQoQq/kghiiKCwSCi0Si8Xi9eeeUVqlNCUq1JqvrWrVvR3t4OQRA4jv/JwGq1Ytu2bdi2bRt++9vf4ujRo9i4ceM5kxbdCjfccAN+/etf47HHHsONN97IZQucLoiiiFAohJtvvvm0X7sZpqam8Morr+DNN9/E+Pg4pqamiC7L8vyX8xwkwyWXy8HlcmFkZKQho+lcg06no24ty4GM2ROxolZjdHQUe/fuXdHtyul04sorr8TY2BjVyyEbRIIgwGAwoK2tDR0dHXC5XOjs7ISiKIjH4+SN+xl1TSoWiwgGg7jmmmtOS5sqioK5uTnqTGSz2WA0GtHd3Q2LxUIFmw0GA/L5PGKxGICljIO+vr5zzfnltIIIMg8NDWF0dBQGgwETExM4duwYHn/8cXR1dWHnzp3vpIV2YblCMu77+voQj8chyzJkWYbVakW5XEY0GqXaMKVSCaIoUqcpSZJQLBah1+upGHVbWxsMBgMWFhaQyWQgiiK++MUv4itf+cof5G706KOP4sCBA/i3f/s3bhPmTGB+fp7bsD7bKBaL3Ob2OQTbyqdo0KBBgwYNGli03IhRFEUUBOEZRVHG1WWCIMTO7G2deVSrVZTLZSwuLkIURWSzWUxPT8Pr9VLLTXZhZ7PZ0N/fj+3bt6O3txfZbJZqfHi9Xu4N/R8Ks9mMG2+8ET/96U/xu9/9Dp/85CfPiC3n6YIgCPiTP/kTPPDAA9izZw+uvfba0/4ZPp8P9XodGzduPO3XJlAUBbt378a///u/49VXl/YfyY/w4eFh2Gw2jI2NnZO/gk8HZFnG4cOHkcvlMDAwgMHBwXN6A4aFzWZrSKtvhr6+Pvh8PpzsHvJFF12El156Cfv378fmzZuXPffOO+/EbbfdhgMHDuDaa6+FxWLhFk+SJFFHGkEQ0N7ejkwmQ7J+zqjoJbHvPh3jqFwu46233kImk4HVasXOnTvR0dHBZaoAS1QyEhO3JULPIRS0oaEhzinnjw0kC2tkZAQbNmxApVLB/v378cILL0Cn02Fqago7duzgMhDPAFrueplMJkiSBFmWqVYM+a/BYEC9XkexWEQ+n0cul4PdbofFYoHdbketVoPNZoMgCPQabW1t2L9/PwKBALLZLG688Ubce++9VMj8RMZqM+zZswePPvoobr31Vtxyyy1UgPtMoFarIRKJnNHvnJNFrVY7VzcvuXlLEIS/BvDXwLmjr6NBgwYNGjSca1hWI0a9CSMIQoeiKClFUaZa/c25jkgkgn/+539uWW4ymWC326mwYHt7O1wuF6rVKs30yOVynBaIWoNAFEWO383GkiQ12L6SWBRFrmx4eBhHjx7Fyy+/jOHhYZTLZXod9hhotLZmtQGa2VeTv1Xro2QymZY2z6lUqqVmTGdnJzo7O/HUU09haGjohC2p1TF5e85+pl6vx1tvvQVgaSFNBAuXs6Fupn3TqiyXy2HPnj2499574fV60dXVhUsvvRRbt27F1q1bMTExAaPRCL1ej7GxsWVX8Gxbszo+zfoIiZvp/ahtzEnM2kyTmPxtoVDg+sRyOjCiKFJND/Y61WoVHo8HRqORagvUajWayQAsZc0Qu3JFUTj9FvK5BGrLU3VGCaGvCILAaRDo9XqqH2M0GjlbVYvFwtmlW61W+pZekiROj4S179bpdDCZTMjn8zh06BAsFgtX75VKheqTFItFLrOrp6cHVqsVzz77LNxuN9dHc7kcF69atQo33XQTXnzxRUpTNBgMqNVqdFFSq9XQ09MDURRhMpkwOjq6YiYZa19NLJiBpTHDUgWaaU+QvwsEAnA4HEgkEkgmk1R7gjyzWhOGrUtWF6ZYLOLYsWOQZRkDAwOw2WzI5/PI5/OoVqtU5BRAQ9zW1gaPxwOPx4PFxUX4/X74/X60t7ejq6uLfoZaW0atJ1OtVun9qi2yWT0ZVluHPIc6ZsdpK12u5crUcTMdGlZrxul04uqrr6Ztc/z4cUo7WbVqFWKxGDweDwqFAncdVj8mm8026McsF2MZ+ogsy+jq6kJ7ezu2bt1KRXnb29vR19cHSZIoVfXYsWOwWCwYHh7GwMAAJiYmKPUzlUrBZDLhl7/8JYxGIz70oQ/hM5/5DC6++GLkcjk6N2QyGW68J5NJOjew9tQAKP03kUjgzjvvRH9/Pz7/+c8jFothYWGBm2NYHRi1XbXaopqNI5EIN2YikQii0ShkWYbZbOb6YSwW48YbGzfTiDlRm3lWIyabzTZoxBBtJ71ez42DcrnMzeWVSgVzc3O0XdnNKmLfDjSfu9VZhWz9NaEjseDeFCmK8iMAPwKAnTt3/lFnTmvQoEGDBg2nihMS6xUE4SoA/x8AvSAICoBvKIqy74ze2RmCzWbDpk2boNPpqM002XyJx+MNtqaE+z09Pc3pE/j9fhrPzMxwZcFgkNOaCQQCVOsgGAw26BwQfncoFGqwkiYLpSuvvBLRaJRqPTSzqCb3HggEuOdgy0jM6smwXHRWz4bViwGW14zR6/W46aab8NOf/hRGoxE9PT30uQwGA/fMBoOB4+qzluIGg4FLBScaMfPz8zCZTLjwwgvpotdgMDRoxBDHqWYaMa0sqX/0ox/hG9/4BoaHh3HFFVfg8ssvRzQaRb1eh9/vRzKZpIt8rJCCzWrEsBoSrA4FqfdW+jHT09PcuWzs9Xq5MjZWu/pMTk5yGhs+n4/W8/T0NK3ndDqNUCgEg8GALVu2IJvNci4k8/PzXMYXyeYAln64s5kM5XKZs6RWW56yG2DEaUV9DCz96CfXIY5D7HXYdieWtZlMBrVajaufdDpN+3A8Hse2bduwb98+6PV6OJ1OjkLIasREo1GuLs1mM6666irs27cPX/jCFzhKBKsRAyz1r+9+97t466238NRTT1ERU1I/RCxzZmYG6XSaUjve1mdo6WFtNpvpuFVrxLDju1KpcHODJEkYHh5GpVJBMpnEjh07OM0YUj/j4+MNGjFsHXi9XvT19aFarWJ8fByyLGPHjh1ob29HMBikWhTz8/OcLsXCwgIXR6NRGptMJmzfvh3BYBDhcBjpdBr9/f3YuHEjkslkg34MO2+Ew2E6rwQCAa6MnWcDgUCDDbZaT4bE6jJWX4Yds6RMPabZ8c7W5ezsLK1nv99Pj9etWweXy4Xbb78dXq8Xx44do45CDocDnZ2d2Lp1K9asWYPOzk7MzMzQv/V6vdz8rNaTaaIR07JvybKMbDYLi8WCXC6HdDqNSqWCjo4OLC4uIpVKoVKpYGFhAcVikYoq7927F5OTkzAajXTBv3XrVnz961/Hbbfdxs1rNpuNCmCzmjDAEqWPjPG2tjZu7q5UKnA6nbjrrruQz+fx0EMP0TZhRK4B8LowkiRx/Ye1qybXJdchmjAE1WqVUhjXr1/PzROsJgywNBZZjRi2jNVrOhmNGDJm2Xtft24dXnnlFRiNRq7sVDVi5ubmGkSR1bbhZP6uVqsrZUe2FBnXoEGDBg0aNDTHibomrVYU5SYSCILwKQDn7UbMzp07ASz9SGF/YJFMi3MFgiBg586dePrppxGJRM55msg111yDxx9/HIcOHcL27dtP67W9Xi+Ghoa4hf3pwNGjR3HfffdhYGAA73//++kP0Vqthnq9jo6ODirw+vbbwXO7EU4SkiRhbGwMBoMB27Ztg9lsbnhLej6AiEyyLkzNsGrVKhgMBszOzp40nfDmm2/Gb3/7W7z44ov43Oc+t+y57e3teOSRR3D77bfT7IHu7m7Y7XZq8dvW1oZ8Pk8ztN7eXDpjC5pQKIR6vf4H28wTUXGyCfOHwmKxYMOGDVi7di0mJiYwPz+PWCyGVatWnVf0uD8ERqMRW7ZswZYtW3Ds2DHUajX4/X5MT09Thxyygbxq1Sq0t7ejXC4jl8tRu+hYLAa73U71iLLZrFrfqeXgkGWZ6r6MjY0hmUxCFEVEo1EYjUYkEgmMjo7iyJEjiEajXGbJunXrsGPHDlx99dW44YYb6ObHSppNJ4N/+Zd/wWuvvYbvfOc73KbjmQTJ4mIFf882iEX4OYhzki+lQYMGDRo0nMs40VXtnCqebnrWeQCWUlSpVLjUbbUFKpvSrk5vl2WZS4tvlTJPYlLeLL2edZZg/47w9YGl7IaBgQGafl8ulxusZlmKAXuvaspKLpejz8nSlACewqOmIqVSKY4KlEwmaZxMJtHb2wuTyYSDBw+iu7ub0o3U1CS1RTVLR2pFTZqcnMTWrVsb7LXZ62QymZb21dlslpYROlatVsMXv/hFtLW14brrroPL5YJOp0NHRwfi8Tja29sxMDAARVGoW8iePXuWXelLkkTbkKWasf9fXdaM8qBuW9aanC1j42Z2w8tZDIdCIYTDYciyjN7eXroR2YyKlEwmaawoCkcVOhnLU3V6O1lUCILAlRGbbGBpkUqsY4GlhTt7P1arlZYXCgUuTV9NTfL7/ejq6sLExASGhoa48c/aIZdKJU6LoVAoYGBgAJs2bcITTzyBG2+8kWbssHbnwP9R3zZs2IAHHngAX/nKVyCKIjo6OjA8PIxCoQCDwUAXlNVqlXWG4jxh1fXazL5aTU1KpVLcPEboL4cPHwbA9zeWmlQqlbi5qZlF9fj4OEKhENrb21Eqlehiu1qtYn5+vuEYWOpPbEwcesgxsdoFliy/29vbMT8/j1AohFQqhYGBAZjNZtRqNe5+WOpSpVLh6COyLNNnUc/P6rHIxs2oo63K1FRStn2Woz+p7avVMRHB3bJlC92ISiQSNFMlGo3C7/ejWq3iyJEjOAm0zIjJ5XI4evRow/+32+1wOp3weDwQBAEXXXQR1qxZg9WrV2PTpk0YGBig2Re5XA4Oh4POB7lcjhv/jA4SkskkzV4EeItqIhRM8Pjjj+ORRx7BRz7yEezatWtFi+rlLKnV9CMSkwxItuzIkSNwOp0NFL2ToSaxFMJmNvMnS01SFAWSJJ02ahI7j5NrsWDrb4UNoJaOXBo0aNCgQYOG5ljOvvphABYsZQCMCIIQxZIgmwlABMCed+QOTzNYy+NgMMilNavjUChE03qDwSBHR5ibm6Pnzs3NcW/NFhYWuDT5hYUFSgmZn5/n0qPn5+dpSvTc3Bz3tjocDmN0dBT79u1DvV6H3W7nqEnsm8FAIEDFg2dmZqibE9BITZqZmaFxM2trkvas0+m4jCG9Xs/dn16vp1QOUjYyMoJYLNZATWLT/Y1GI1c/rKU4cVwhMBgMMJlMiEajuP3227ksBtaumsQkpZ2lIpGY0JEEQYDdbsdjjz2GgwcP4qqrrkI4HEYmk4HFYkE0GoXP54PL5YIgCNSW9e0fzcu+njcajZylLqmDQCDApb4TG1egkcagjqenp2nMWlkDPDXJ6/U2pZKw1yH9dHZ2FuVyGaVSCaOjo3SjAGikIkWjUW7RJIoirctUKkXpBsDSIqCV5elyP+TV1CRFUeh1mlGT2PshdISFhQWIosiNr3Q6TetucXERQ0NDiMfjeOmll1Cv17n+HY1GOWoSm+4fi8XQ19eHL3zhC7jzzjuxe/du3HHHHQAabdQFQaD9cNeuXfjv//5v3HHHHfj5z3+OUCiE3t5e1Go1hMNhSvMol8ukflpWktq+mt3IYccwS3Eg9TM8PIzXXnsN7e3t2LRpEy0TRZE+88TEBNfvjh07xvWnqakpRCIROBwOeDwebs6bm5vjqEnsXBmLxbh5lY3JXKFugzVr1mBiYgKLi4uYmprCunXrYLVauf6strpuRVtS214Hg0HuuVjr69nZ2Zbnqi2y2fGtjtnxDfD0w9nZWY7iOTMzw8V+v5/G09PT3Fw+PT1N231ychKrV69GqVSCLMvUXp1s7EUiEa5uf/nLX7ZUfN+yZQuefvppGI1G1Ot1uFwumM1mGAwGlMtlmilYKpU4i2PWxYelHgFL/ZKluhBXLWBpblBbVJP5WpIkOq/v3bsX3//+9/G+970P999/P4xGIyqVCu1fkiRx3xeVSoV+l1QqFa5PyLLMtS3RNyL3pqYmLSwsYNOmTejp6eHaZzlq0nL0I/W4XOlcdm4i1KS33nqrgbakpiaRfgEsfQecDvtqURS5uVy9wQ7Aqv4fGjRo0KBBg4bl0fINGYD9iqJ8RlGUvwTwEID/B+AHAMYBPPFO3JyGJXR2dnIZAOcyRkb+f/a+PLyuql773WfO2JA0Q5O0DemQtKUtrdBCK8ggFcSLinitigxXQPHhqs9VuML9HpV75cojOICgDCqTMvMwCdSLhTKllNKWDmmmc5IzJGcec+Zz9vD9EdZirX2GNG3aJrDff7p/XTt7WNPZe+3f+76Lua+H0wHyRfpwLMHL4fbbb8fGjRvR2dlJdTpqampQX1+PuXPnoqamBrW1tViwYAEsFsuk1sWzCSQjprm5mdMzms2oqqoq+KJbDGTRghWQPVSsWbMGa9aswX333ccJBpfD+vXr8eabb+Jzn/sctm3bhp6eHthsNni9XlRXV2PhwoWYN28eeaEtNycfNkRRxOjo6BHZ/cZiMWQyGXR1dXEvZUcDgiCgvr4en/70p9HU1ASbzYbBwcFZSZs7WiA6R83NzWhvb0dzczMWL16M7u5uLF++HAsWLKCC4x+6FRW8PROYTCZ6jLq6OkpxOp6wWq24+uqrsWDBAtx9993H1C0onU7D6XRyi2AzAWazeab+DmkZMRo0aNCgQcMUUfJpWlGUh5gwAmAAwB8A/ArA9L4RayiLGfzwVYATTjgB8Xh8MoeFKYGkYR+ptoUadXV16O/vRzKZRCgUgs/ng91uRz6fRz6fRzgcRjgcpjSnDzMWju4b6DECoQ8cZbvcY4qamhqqdVEODQ0NaGpq4mglU8E111yDdDqNn//854es19DU1IT77rsPf/7zn9HY2Ijdu3fj4YcfxgMPPICenh5s27YNr776KnDodNEpwe/3QxRFNDQ0HPYxiE31kSzmTBUWiwUnn3wy1q9fD0VR8Pbbb3M0Jw0fT7jdbnzrW9+C0WjEHXfcwWVuHAv09vZClmWsXbv2mJ53MlRWVnKOUho0aNCgQYOG2YtDfei3APgcgH8oipIWBKHkl7WZDlZLQBRFTnNAHbOaBJIkUdFEYELbgHxRlySJ+7quKAq3r6IolMOtKAp3DkVR6PUQgUb2eqxWK5LJJHK5HBKJREmra9bOmt0PKNSBGR8fp+XRaJTbl43VmjBqTRZWI4ZouRCxVKfTSe14i2nClNOIYcvC4TB6e3thMBhgsVgQiURKXg9rvV3MolptX71ixQq88847WLNmDSwWC4xGIyorK9Hd3Y1cLodYLIbW1lbqEvRhunzZhRjWPpnta2pePxtnMpkC/Rg2ZrVf1DoerH5BMU0Pth+y2gHJZBJGo5FmWkmSRF1CimnCsJkIiqIgHo9z18tiCpanHNSLGuQ4RqOR06Exm81cP7BYLPB4PPQFpb+/n6bfWywW2p8NBgPV4pg3bx727t2Lnp4eSisSRZGzpGczAhKJBO1rgiDgiiuuwH333Yd7770XGzduLLBKZ7fZ++rq6sKjjz6KsbExvPHGG+jv78fu3btZDZySKzuszkgoFKLHDYfD3PhWa09Eo1F6XyaTqaj2BDDRt9hsNrb/5PN5JBIJzJ07F6Ojo8jn89yCCKFyABN9iVifA6A0mWKxLMvccRRFoZoxav2Yjo4OuN1u7N69GzabDU1NTdz1sToZ7Fyez+e5caHWk2HjqWjNlNOeUdtpT6YJxcapVKqkDTYbs7b2hxKjjKCqJEm0DzI0zIJ4fHycK4vFYjSORCIcZUUdh0IhGrOaMACvC9Pb24vrr78ekUgE99xzD/R6PadzMplF9aHaV6s1Ytj72rFjByorK1FRUVGgH3Mk9tVqLSc2VmvEsP2HjNN8Pk9/O8icU0wjhoybYhoxZG4vphFzBPbV5nKFGjRo0KBBg4ZCHOpCTATA2QBuEwRhM2ZxRoxOp6M86GL6BKVsVv1+P1cWCATo3/r9fo7eEQwGueOyf+v3+zmeusfjodx0t9vN0W9cLhcWLVoEl8uFQCCA6upqmirtcDioJgwwoTtAykZGRrgym83GpVirNWLU1taEf67X6zkuusPh4K7PYDDQLBWj0YiOjg6qoUAoPaTsSDRifD4f2tvbqVsIAWtXDUy0bTmNGFZnpKqqCmvXrsUzzzyDvr4+qn0QDAaxe/du+P1+6PV6qh3T0tJCXh7LasSYzWaqDcHqRKg1YhwOBy0bGRkpsLplM1VYjRhWPwKY0Ixh9WPUttdsvRPLdUmS0NfXh5aWFlrXLpeL6naoNWJ8Pl+BsCapS6KrQ0AWeICJh352IW+yRRm1RgxZCJFlmdMuUBSFa9tcLoeGhgYoigKfzwdJkqh2SDQapXUSDAZp3c2dOxf79u2D1+ulX73dbjetS4/Hw9Wd1+ulfVav1+Pqq6/GgQMHcM8992DBggUF8qvf5wAAIABJREFULmFE40JRFO5rvizLqK6uRldXF5qbmwucm+bNm1fyhcZisRy2fbXD4UBVVRUaGhq4MZ1Op2mdpFKpkvbVZMFh6dKlqKqqwsjISIFGDOk/Xq+3QBOGzaIJBALcfMgex+fz0bmArXNgon02btyIkZER2Gw2jI+Po7u7G52dnRgdHeXmVVYjppx+DDAxFkm50+nk2p21wXa5XNz4cjgcBTEZ42r9mHLjXa0JZbPZ6HFsNluBXlSpMrV+FLvvhyj5e6/T6aieiyzLnLYLG0uSVKD7QmJWA4bE7JzL6sLkcrkCi+q6ujr4/X785Cc/QTgcxsMPP4y1a9fC6/Vy/SeXy9H+k81mud/ebDZL2zKXyxVowrBty1pWsxoxsizDZrNh3bp1WLRoERRFOWyNGFEUaSyKIvf7yVpbk5iUF9OI6ezspKL8ra2ttG4PHDjAtXNfXx+nEcOOL7vdTuvS5XKV1YiJRqP0Y0o6neY+euTzeW6+lmX5oz/UoEGDBg0aNBwSDolmoShKj6IotyiKElIU5XFFUf73aF+Yho8wQ+0qi4K8PBcR8ztssC8x04mzzz4bBoMB//znPxEOh2EwGGA2m+lLybJly2AwGJBIJHDw4EHy5X7W23SKoghFUehD9scFRISZ/QpdCtXV1Whvb8eOHTsOK9Vfp9Phf//3f9He3o6f/vSn2Llz5+Fethrl/bcPE2NjY2htbT1sK2iv1wuz2cy9WB8P6HQ6LFq0CGeccQaqq6vR19eH4eHhWTVHHkfMaE5LJBLB17/+dXi9XjzwwAPHjRa0a9cujI+PY8OGDcfl/OVAFqDZjMQZglmbJa1BgwYNGjQcL3ws9C4+7sjlctSZYqaDpLdP5wvb2NgY9yVzurBixQps3boVVVVVeP3117F9+3YIgoDGxkZ0dHRAkiQYDAbU1dWhsbGRZIXMDrGeMjCbzTAajQVp6R8HVFdXI5/Pc9SlUlixYgWSyeRhL6LU1NTgnnvuQVNTE77zne+gp6fnsI6jwrS/LGezWQSDQS5DYypQFAWRSIT7Wn68UVFRgY6ODjQ3N6Ovrw9Op3NaF38/ppixq1VerxeXXHIJ7HY7fve73+HUU089btfy7LPPora2Fhs3bjxu11AKJCN0BopWlxfm0qBBgwYNGjQU4PjaIhwH5HI5qmWgKArdBoprGRB+taIoHNcaAFfG/p1Op+N0DwRBoJxtQRA4PrcgCFS/gKREExCNmEgkAkVRkEwmqQZBMV0BEieTyZKaMADPP1drxEQiEU73pZxGDNGFAT7SdiEaJLFYjOrmsBowwARFhI1DoRCls6g1YtxuN8LhMOrr6xEMBgs0YdjrYzViWE0Ycj2sfgzB4sWL8eSTT+LOO+/EQw89hP7+fnR0dGD+/PlYuHAh5s+fj5aWFhgMBjQ3N+OVV17Jogyy2SxtT7X2hFq/hbQ1qysDTGhIlNKBSafTBWXkuJlMhtOEyWaznMZGPp+n7WM2mxGNRuHxeCAIwpQ1YhhNk6OiESMIAn2xJha6BOTaCSwWC732iooKCIIAq9WKVCoFs9lM68tgMFDtDfJ3TU1NePXVVzFnzhwoikK1VLLZLNfXkskk7U/xeJzLLPnBD36A3//+97j22mtx7bXXYv369fS+I5EIpz0RDofpfYVCoWIi3CVTVlhtkVAoRM8RDoe5+4pEIlzMzjfxeJwb74lEgptTimnEpNNpSJIEk8lE+48oitycJ0kSnQ8lSYLP56NlsixzMTuXFptzydypKAo9Hzku258lSaIUFZ/Ph61bt6KjowMVFRXI5/Ocfgw7LtR6MmysLsvlclxZKf0YdVxMT4bUezabLdCPKaUZk06nubZkY3UZqy1TrBxlfu8lSaJZFtFotEBjiMTqMrZ/q7WJWE0YYGLeJ7HP56N9f2hoCNdccw0ymQzuvPNOtLe30/EMTPzOHo4OjFoTpphGDBlDRC/G5/Nhx44dOPvss2lfmy6NmEAgUFA/as0Ycn2lNGJkWabPEOQ3tJhGDDtO1RoxgUAAwMRYU8/rrBYXORb7tyxUWWifuGdJDRo0aNCg4Ujxifvx1Ol0lJIRiUQ47YtYLFYyVpfF43H6dWp8fJxzI4nFYpz2QzQapbzscDhM9SuAiYcz8qXa6/Vy3POxsTEsWbIEH3zwAcxmM2pqaqjWi91u53Rg7HY7uru7ARRqxAwPD9MyYEJbgJQPDw8X6McQ3rrdbuc47A6Hg+O/G43GAo0Yg8GAyspKtLa2Ut46sUZl/47VbDCZTJTHbjAYOH0J8jC8ePFiNDY2TkkjhugREKg1Ygiam5vxu9/9DjfccANeeeUVPP/88+jp6cFbb73F7f/hYpEeZWA2m6meAKsF4XA4OJ0Bh8NB625kZIRrd3U8PDxM9QKsVitXxsZqjQibzcZlQdhsNlrv0WgUiUSCuuA4HA76Ujs6Osr1Z6/Xy9W73++nKfLhcJjLlBgfH5+KrgBXd2qNGPK3iqJwOjRqjZh8Pk+vL5VKYe7cuXTMJRIJqpcQCoW4+vF6vfjsZz+LRx99FOFwGK2trbS93G43V3dut5sex+PxFFh+/+lPf8J//dd/4c4778QZZ5yBX/ziF6ivr4ckSVQvhlwr6bNqnYwPUXJONpvNVAtGkiS6LYoiN05zuRw3Tnfs2AGdTod169ahv7+f6z+pVIr2y4MHD3L109/fj/b2dvqSV1VVRe+bWJ8TjI2N0f6j1ojx+/1cHAwGS2rE+P1+Oj/6fD5unvB4PJzmx9jYGNra2tDW1obBwUGMjY3BarXijDPOQCQSKakRo9aTcTqd3L6ltGZGR0cLdF/YeY3VkCmmH0NitX7MyMgIFw8PD9PYZrMV6Dyxuj3stZbb90OUzIhhtdMkSeLmR1mWaawukySJzrOiKHJzriiKBeOU9HeiCbNnzx5ceeWVMBqNePLJJ7Fs2TL4fD5u/slms1z/yWaztM9ks1nu95TVhVFrwoiiyNWzJEmcRszChQvx4osvwmAw4POf/zwdJ6wGzGRxOY0YVgOGXKt63LIaMexxcrkcPcfWrVshCAL9297e3pLaTgMDA9xcNTIyQp9FnE4nNzf5fD6u/cLhMJ13We0voHChOpfLzdhsKw0aNGjQoGGmQqMmzQIQIdnZgLGxMe7B+EhBvoyyL1JHC62trfj2t7+Nxx57DMPDw9i6dSvuvfde3HLLLbjiiivwta99DQA+FsIqlZWVqKqqwsDAQMFX0NmO5ubmQ6YnLV26FPPnz8drr712RLawdXV1uPPOO/G9730P27dvxxe/+EU8/fTTh3NMy+S7TA2BQADz5s3jXqSmApLxdLh/fyxQVVWFVatWQZblggwtDRSHJxB0lPD666/jG9/4Burq6vDggw9i2bJlx/V6fD4fXn75ZZx33nnH3C57KqipqeEyFmcIZlTf0qBBgwYNGmYDZlVGjCAICwF8BsD7AEKKovgm+ZMCiKKIcDhMY/XLWrmYpUMIgkCPo9PpEAwGaZler+dS8Q0GA6VAESceAp1Ox6UVs6nvkiRhaGgIiUQC9fX1nC11Op3mUpeJmwJQSD9Q21ezdKRIJMLty9KN2G0SqylFrO20wWCA1WrFkiVL4PP5OLpRKSoSwFOV1Ocg6f0WiwWBQIC7HpZGRe6rlH01m4Idi8W4tOpicV1dHbq7u9HS0sJ9Nbz33nvLPnCy1CQ1TamUhW4xahIbq6lJ7HFYy+pMJsPZqKupSblcjtI+ZFlGY2MjXC4X9u7di8bGxrLUJHYcqO2r1ZanU0hnL1lG6FLAxPhhX65NJhOnb0P6BtnOZDJ0XC1cuJDWndq6WRAE9Pf3o7u7G6+++iq2b99OHWByuRzXt9LpNEdNYsH2n8985jOYO3cunnzySdx8882oq6vDJZdcggsvvBBVVVUcHSkYDE5poSabzVKqCWtZrbavZm1wiV3t4sWLMTg4yNlVAxNfuskYU/etXC4Hp9NJ5wHWoroY5YHMebIsc9QSdUzcrUgZe5xy1taSJHFUJVEUacwuvJF5gbXwVVP02HHCxsVoTCQWRbEkbYnsS/qamsbEUpVyuRzXBmqqEhuXK2MtsUnM9oNsNsvFKLOILEkS/X1T0+nK0Y+CwSCN2W0Ss1Qgv99PhcL/8Ic/4P7778fixYtxxx13cH2EtacGCulHHo/nkOhH5eyq1bHH48Hzzz8PYGIMs3Qkn8/HzU3lqEpToSaVs52PRqMF9GLSZywWC3w+HwYGBmA0GgvGbTab5fozS78WRZGjJpWb1wGedqqmUarmdm31U4MGDRo0aJgiZs1CjCAIbQAWAYgC+CyAekEQnlAUpW+qxyIPVZlMhqM8lItzuRyXlZLJZGgabyaT4Sgy6XSao3IkEgmaWh2NRrnsjlAoRNOKfT4fl7o8NjaGBQsWQJIktLW1FdhXs3SjkZERGpejIpHyctQkQnmw2+2cLa6ammQymej1mkwmNDY2IhgM4ktf+hLmzZtH70tNTTKZTAX21STV3Gg0cmno5EGwu7sb2WyWWxQRBKEkNUkQhAJqEhuz6fWKohTEpK3V1smTwWw20xRyu91edBvgrcDtdjtXr6yFODDRfiS2Wq1cH1FTk9S212qqkprW0NzcjPfffx+hUAhr166FwWCAy+XiLMTVVCWPx0PbgdiqE0QiEbqYkUgkOGemclQlRVEKHH1YahIrVq0oCnfOfD5PqYDpdBpNTU0YHx9HMBiELMu0r4XDYY6a4PP5sHDhQixcuBButxt9fX246KKLUF9fj7GxMW5fVjB6dHSUy/qSZZmj10iShAceeADvvfce/vznP+NPf/oTHnvsMZx55plYuXIlLrzwQtTV1SGbzXLzBLkd9X8QmM1mSkdg6Ujl7KtdLhdkWcZJJ52ERYsWIZ1Oc/2Hta/u7e3l+svAwADa2toQCASowDO578moSWz/CQQC3L4kQwfgqUjARJsQaonX6+WoN2pLcbZNxsbG6AtvR0cHvF4vbT+17bTL5SqgFJFYTU0aHR0tW8Ye1+l00pjdBgqpSez5i1GVSPnw8DA3V46MjNB4eHiYq7vh4WGOhmK329UUupIZsHq9ntKIZFnmKEVsLEkSV8bSj0RR5OZjdZzP51FRUYGbbroJTz31FM4//3z8+te/RmVlJUdHyuVy3G9ALpfj+k8ul6P3nc/nufrJ5/McNYmtV9aimsTkN2pgYAA7d+7EpZdeirVr18Jms9FxoaYiqe2rWVvqyahJLBWJLVP/rZqaxNKaxsbG4HA4UFdXh9bW1gJq0sGDB+l9DwwMcPVjtVrp2HQ4HByF2uPxcJlAwWCQ/i6Oj49zz0apVIqb2xOJxKGLgWnQoEGDBg0aAMyShRhBEHSYeIhsVhTlsQ8zYzYBuEYQhPsmW4wRBOEaANd8uH3Ur3c6cTRciI4WyNd69gHySBEIBDBnzhxUVFQgmy2rk3usUPDAyfav2UIhI6itrcWqVauwZ88e7Nmzh1uwm80gGT6H6gx15plnor+/Hy+++CIuv/zyIz6/IAhYv349FixYgEQigSeeeAJvv/02XnnlFdx2221U82jJkiVob29n+42oOg7tW0UWbSYFyeY4EtcxSZK47KCZhEQiAY/Hg7GxMWQyGZjNZi6jTgMHLoWB7VtHw5VOjfHxcVx33XV466238J3vfAc33HDDjOhXkiTh8ccfR0NDA7761a8e78uZFGRxy+v1HhPK7iFCG3QaNGjQoEHDFDGjfzyFiVUTC4CbAOz88P9WKoqyXxCEv2Pi+v9VEIS7FUUJljqOoij3AbgPAAwGw6wSlSOpwrW1tTPenrWnpwcmkwknn3wyR+M6ErDCnjMEBY3A9q+GhoZZ1b8AYO7cuWhra0MoFMK+ffswZ84cNDY2zrpFSxa1tbUwmUyHpBND9l+9ejV2796NAwcOHNaiRyksX74cN998MyRJwptvvgmbzYYDBw7A4XBg165d6gVG7s2U7VsLFiyYct+y2+2orq4uyA6bCiorKxEIBMrSyo4lCI1lZGQEvb29ACYWqpctWzat+lQfd7B96+STTz6qjWu1WvGtb30LHo8Hv/71r3HWWWfNiEUYAHjllVfgcDhw44030my+mQyz2Yy6ujq43W6sXbv2eF8OwcxoTA0aNGjQoGEWYUYvxCgTT/5pQRCGAfwIgAtAgyAIOUVRBgRB+D8AlwCoBVByIYaFLMucFS67XS7W6XScFoYgCDRbRa/XcxokRqOR09gwGo1UB8FgMHA6B3q9nuoMCIJQoBFDNBKITgNrNcvqAySTyZIaMdFolNMkiEQiNC6nA1NME6bUvsFgENu2bcOyZcsQDAYRCoVo6nIwGOQ0YdQaMayGjPqcXq8XdXV1CIfDRa9VrRlTbJvUAXmRjEQiHI+fLVOXq/edDGpdGNK27P+TsmJaMkChjXA5jRjWurSYfbVaM4bV1GC1A4xGI6WhxGIx7N+/H3PnzoXRaCxrZ622sibXxN4ni3KaMaU0YvR6PbdYYTQaOS0Ds9lMr89sNlONkYqKCmoDazQaYTKZuHGh1+vR399P47a2Ntjtdjz11FO48MILuRfFbDZLF6bU4sbj4+MF/YksmkYiEa4OKisrcd555+G8885DIBBAY2MjotEo3ee73/1uSVcuVgOEtahW21VHo1EMDAxAURQMDw+jsbGR3jerM0XuhWiXZDKZAg0Ul8uFfD5P581yGjGsxhDRoVCXkXLWvlp9HHIOdhuY6LP79u2j2iPEUp4smhkMBnpeURTLasSUisvpyaj1Y0RR5GK11XUpTSh2m8Ss1XU2m6XzczEb7FJaM/l8HlarFaIoQhRFZLNZhMNhtm+WXMlnNWJCoRA3FlntF7XlcjkNFL/fTxcfb7zxRhgMBtxzzz04+eST4fV6uQ8LbMxqwEwWl9OIKacJQ+Lx8XHcd9996OjowIIFC2i7sDowak2Yw9WIIVRJglAoVKAZQ2K1fTWrEZNIJFBTU4PR0VEMDQ0hlUqV1YhhdZZEUeT0mVi9PEVRCjII2blOLYJ9JOLmGjRo0KBBg4YZvhDD4P8AVAD4GoB6TCTLVCuKsksQhBEA3QCGyx2AQFEU+rAjyzL3sqWOWQtdURS5xQNJkihnWm3bmc/nOS2TdDpNLSPj8XiBRgzhrfv9fk6/we120xfAFStWwO12U+rIZBoxLMWELVOXqzVi7HY7Z5HNak+YTCaO4+5yuej1+v1+BAIBXH755ejo6IDZbC5pX20ymbgv12qNGFJXwMQD6OLFi1FfXw+dTldWI0YQBI7jzmoZsLoisixz7cXaswK8RavarhWTfPkzm82c9gvZZjVhSBmhcKk1YlgLcRKzGjHsvqxmjNraWq0ZMzQ0RLUErFZrgbV1W1sblixZgn379sHv98Pr9dJzsRoNrGYMqxcD8NbWoVCI+8JcTjNGFMWSYw8odOxh24S1hM5kMrT/VFVVIRaLQRRFtLe3c5bG5FpZzQiPx4N//dd/xf33348dO3Zgw4YN9JpYnRG1VogkSVx/zufztL5yuRyX0cVa8RI9G1XGF698zKCcRgzbX7LZLBYvXgy/349cLofW1lZanslkuD7CxgcPHuS0Joh9dW1tLUZHRyHLMq0vu93O3fPo6CjVI1Hbe/t8Pi72+/10DlTrwHi9XjpXEAvxeDwOv98Pp9OJXC6H+vp6dHZ2IpfL0et1Op1cW7JxuTKA128ppyej1oRRa82obbDZeZ7tMw6HgytzOBxcXbLaLg6Hg6s7h8OBxsZGKtprsViQSCSQSqUQj8epGG4JlJy7WH0tWZa5eVSSJDq+ZFnm5ly2rJhV+0MPPYTf/va3WLFiBW699VasWLGClrHzfD6fp+OCHT8kZusgn89zGjFs/2Etq9V21awmDLne559/Hul0Gpdddhk3P7O6MJIkFZSxMasRo9Z9KacRo9aTYWN1GasZk8vlsGLFCrhcLtTV1UEURW6e7+vro/27v7+fqx+r1UrrcmRkhNPiGR0d5TIBfT4fncsjkQj3mzk+Ps7RcIPB4EciXho0aNCgQYOGQ8JsWYjxAHgEwLsAfgtgPQCvIAinYWIB5t3jeG1HFePj46iurp4xadyl8Nprr8FgMOCMM86Y1uMGg0HuYXEG4GMvSlhTU4MFCxagv78fg4ODMJlMqKqqOiJ6y/FARUUFLBYLvF4v96JSDk1NTdi0aRNeeeUVvP766zj33HOP7kUWYtp8c8lX8iMdP7W1tTTrqJio8tFALpdDKBSC0+mk2U+VlZVYvXo1pc2xmYUfZxBHqEgkArfbjYMHD3LZCGR8VlZWor6+HhaLBSaTCdFoFPPmzaO/HT09PcfMf1wURfz3f/83nn32WXz5y1/GrbfeWpA5d7wRi8WwZcsWXHDBBdxixWzA/PnzIQgCRkZGuA8OxxGzl8eqQYMGDRo0HCfMloUYC4AzFEV5WRCEn2BiMaYOwD4ABxRFOTQhiA/BpgOrqRJsLAgCTXPW6XTcw69er6epunq9nnvIVGtTmEwmmppvNBq5VGG9Xk/T23U6HZeyLssyfD4fTCYTrFYr8vk8Z1/N2luy1CQ2jRng7aqBia9bJNugGN2Ita8uZVcNfEQ5SiQSePPNN7Fx40Ykk0kkk0mOfsTaUxc7DnsN7HYqlUI6nUZ1dXVJahL7UsimWbPbJCZfitntUnEZahLfYVTIZrMcHakUNYmNWQtqoJCalEqlaMxuk5j8LUtTIsctRVXK5XLciyxLVcrn84hGo2hubkZFRQV8Ph96e3tRU1OD+vp6aokMTPRRVg9IbYGqpvqVoyqpKWCkTD32SJ8jYMebyWTirOOJZfTw8DCqqqq4utPr9Wp7X/T19aGqqgptbW146aWXIAgCWlpakM1mqR5JKpXirjWRSHD3MT4+TuNIJMJRJ0KhEL2XYDBYTIC6pCJ1JpOhVKpwOEzpSISKRBCLxTA4OIh9+/ahuroasizT+1TbV6dSKY6apKbTEJpOU1MTXC4XDh48SL/CEwoYwNtXs9ulYvK37Dahue3YsYNSJCoqKtDa2ora2loIglDQT1mqnbo/s2WTUZMOZd9ittelrK6LlbG0JTUFjK33ZDKJ3bt3I5lMIpFIYM+ePbTMZDKhsrISDQ0NMBgMqKyspHNpPp+n82Mul4PZbOYoswD4wchAkiQ6Z6rpRyylJhgMcnMlS8UhVKRMJoOf/OQn2LZtG7797W/j2muvRSKR4OhHPp+vgCZUippUjH7E2k6Xs6Rmy9SUohdffBGiKOK0004rSjci96m2r2apSMXqoBw1iT1OOWqS+jd7fHycoxe63W6ccMIJ6Ovrw0knncT1H3beLzbPs2OPpRBOZmetpmSyVG0AvO+1Bg0aNGjQoGFSzIqFGEVRUoIg7BQEoR5ADEAfgKsBnD/VRZgPj3fI+5GvicVoTMRSl7U7BgptO9PpNP0qnUgkuK9v4XCYpkD7/X4uddntdiOXy6GjowNdXV1wOp2UNuR0Ojm6kd1ux7JlywAU2lePjIyUta9my1g6ksPh4KhJLDWCxJ2dnfjrX/+KfD6Pq666imYeHC41yWAw0JR18rLS0dFxSNQkADSlXlGUkhas5exZAd6iVW3XCqDsV2WLxULrjLWhLmZRTeqS3QZ4C3FggjZEyq1WK7cvGw8ODnLnGBoa4lLoBwcHaTwwMFCStjQ0NMSl9A8ODiKZTMLpdEIURdTX19M+S6gSBGx6u9fr5equHFUpk8lwi3NEAwQotK+WJIkbb/l8np4nk8lwlqyCINAXHkEQOEpIIBDg7tPtdtM+K8sytm3bhjfeeAPXXnstZ33tcDgK7IfV9AjSv7PZLEerSKfTtK+nUimOgvEhTOr/ILBYLLStBwYG6HZ/f38B5eHEE0/E008/jRUrVqCmpoa2ezab5frEwYMHaVuylAaA7wcnnngiQqEQgsEgVqxYgbGxMe6enU4nrVu3283Vs8fjKWlD7fF40NraSi154/E4jEYjFi1aBLPZzM1jTqeT67N2u53G7LY6HhkZ4Sgpdru9gJpEYpamRM5ZjuJUzr6a7SMs/cjlctFtRVEwMDBAFzTD4TC3wG+xWNDa2oq6ujrU1tbS+gImxho79sbGxjibea/Xy8Uo87Ks1+vp3KooCjfPyrJMY3YbmBiLZLxLkoRcLofrrrsOu3btwvXXX4/vfe97dF9RFOncLooid+2iKFKKniiKBdQkNfWPtahWjz3SBmq7akmSaD/IZrPYuXMnTjvtNKxfvx42m42j7E2FmsTGkiSVpCaxdEJyreX2LUVbOnDgAE488USk02m89tpr0Ol0HL2YpRgSeiHB0NAQZ3/O1rPT6eToYmSxB/jIvZAgEolwc3sqlcpDgwYNGjRo0DAlzIqFmA+RA3ARAAeAXwDIKooSLv8nsxuSJCGZTHIPvjMNiUQCzzzzDFatWjWtttUA6Nc69uFwBmBmWMccQ+j1enR3d6O5uRn79+/H2NgYFEXhXnJmKoxGI2praxEMBgsW7crBZDLha1/7Gu6//3488sgjOO+8847iVXKYFuqbx+MpWHQ5EpBFLKvVinfeeQdz5849IppSOp1GMBjE6Ogoent7qS7J/PnzsWrVqgJR848TiECxz+ejOj7ARJ874YQTUFdXh46ODtTU1BToER0hpo32VgyBQACXXXYZotEo7rrrLpx22mlH83RHhDfffBPJZBJf+cpXjvelHDYWL16M1157DR6PBytXrjzel8N9oGCt0WfD74QGDRo0aNBwPDBrFmIURYkJgvCcoiifmBRYQr9gv/DPNPzpT39CLBbDj370o2k/NqEzFMkaOJ74xH75O+GEE7Bhwwa8//77cLvdCIfDU1rcOF444YQT4HQ6p+R+BQCtra3YvHkzHn30Ufzzn//ESSedxGXtHCVYpuMg+/fvh06nQ2dnJ0dbOBJUVlbilFNOwYEDB+B0OhGNRnHiiSdOOj8RylE8HkckEkEwGMTBgwcBTCw+LFy4EC0RIN/FAAAgAElEQVQtLTjhhBPgdruPRR0fc8iyjLGxMbjdbmoFbjAY0NTUBJ1Oh0WLFsFisUAQBLhcLk4sdxpR0pHrSJFOp/GDH/wAsVgMTz/9NFauXMnRXmYa9u/fj8rKSpx00knH+1IOG1VVVVi0aBGcTify+XyBoPmxvhw2YK3RTznllE/cxwsNGjRo0KDhUDCrnnjJIowgCIJyqPyiIz8n3WZf5PR6Pf2SaTAYOP40EUpkY6IRYzKZOI0Yg8FA+dyCIHBWpUSHI5lMwmq1cnal5eyrY7FYgUaM2r6anKeYXgtrSa0uYx/23nvvPTz33HPYtGkTKisruS/YrGV1MfvqUudkt8k1WiwWqhHD0sOK6cCw22o+PonVNqKsPas6VuslYBJRwlLaL5lMhtMnYeNymjDARNuSOJlMci/WrEZMKpXitCdSqRSnU5FOp2mcyWQKrK2JFkYul+P6KKsrAEwsDNbW1tKv+tlsFtXV1RAEgdMZUGsMkGtgwWq/sDoQbKzT6TgtFb1ez403o9FItTBMJhP3AmgymZDP5+m1sPWj1+u5MQSAaq3Isoy+vj4AwLp16/Duu+/ij3/8I8455xxks1m6kABMLJiyfYS41wAT2g75/Edrd6yddTgcLqYRU1KDKJPJFLWsjkQinNZNKBTCrl27MH/+fLhcrgJ9CXaOYfsa2z+AQvtzct3EkSkSiWDv3r0AQDNYjEYj1X2RZRn5fJ67R51Oh8rKSsydO5eKkFdUVCCdTiOdTnN6LaxGDYnV18NqHk2lTH1ctu8fjrW1Oibb+XyeUrokSYLRaERdXR3q6upQVVUFQRCQy+UQDAaLnpO14SYxqR9RFLlxqrb7lmWZiwHwIh8MRFGk86day4SNySISgd/vhyiKuP7669HX14ff/OY3aGlpQSAQgNfr5eZVVltFrcnC6rmo/04dk76l/jv1ccvZTn/wwQdobW2l84FaB8br9R6yRsyR2FezcSQSoeO0nEZMPB6nY7ilpQU2mw3bt2+nFCRWK4yd1wHezpq1sgYm+g/bD9VzOas3VGRu/8R+oNCgQYMGDRoOF7NqIYbgSBdhyMu8OrW+WKo9++LPLh6wuhVqO+R8Ps99JWZ1IRKJBKcrEA6HqZaBWiPG6XRCp9Nh9erV0Ov1cLlcJe2r7XY7LVPbVas1Yth4ZGSE0yNh7avVmjAWi4XSj5LJJJ599lm0t7fj+uuvRyQS4TQaLBYLTUk2m81cen0xjRiiD8BqxCQSCZjNZnR0dEAQBOh0Os5eUxCEAtoWydBQFIX7qsxaskqSxJWJolgyVu+LCRv1krBYLLT+WNtptQ6MWiOG5firLcVtNhuNrVYrVzY0NETbj90GJrRd2HOyWiL9/f0clay/v5/SWPr7+zm9hP7+fi69fGBgAG1tbVi2bBl6enoQjUZhNBrR1dUFl8tF28/lcpW0QwUmXkSI1ks8Hud0YLLZLI1zuRy1igcK7eKz2Sxt93Q6zelikPHmdruRyWS4fqjWiPF6vVRbYWxsjG4vXLgQ2WwWe/bswdy5c7Fy5Uru70ZGRrh4eHiYniebzXJ6Kel0msapVIobBx+irH01abOBgYGS2hMHDhyAKIo499xz0dbWhr6+PrrvwYMHuXbv6+ujba1u94GBAU5bZWhoiPYDo9GI9evXw+/3IxaL0ZflVCoFRVFgMpk43RFig11bW4uxsTE6VzidTu6cbMzav5OY3XdkZITG7DYw0QYkttls3Nw0PDxcEJP7LKcnw2rJkJhtd1Y7yOl0Ip1Ow2q10t+Hrq4uzJ07t4Bu5HQ6OQtzl8tF49HRUS4j0O12U20Vr9fL0Tb9fj/3uxMMBtUaMSV/7w0GAx2riqJw45aNZVnmymRZxp133omtW7fiP/7jP/DlL3+ZlkmSxF2fJEn02llNGBKT+5QkidNVEkWRGyeSJNH6I9b0bBlpE0mSimrEJJNJuN1uXHjhhbSPyLLM9R82LqYJw+7L6rmoNWLYuJh+DDtuy+nJlLLIVhQFBw4cgMfjwbnnngtBENDb20v7t1r3aXBwkNaX1Wrl5ia73c71NZfLRdvL4/FwfSkQCHBxNBotK2KvQYMGDRo0aCjErFyI+aRgfHwc9fX1nFPQTACxJg2Hw7jrrrtQUVHBuS1MF8bGxtDU1HRM7HKnAO2B80OYTCa0tbVBFEUMDw/PWD0js9kMg8FQLPvkkLF8+XJUV1fjrbfegs/nw+LFi6nQ8DRDnHyX0kilUjhw4ADa29uPuiWvTqdDS0sLWlpaYLFY6Auwy+XiFjNcLhe3YPFJQDabxeDgIJqbm9HV1YVwOHzENuLTgGnnruzevRt/+ctfcPnll+Mb3/jGdB/+qIBk+MwwyuthQRAEdHZ2Ys+ePejv76eC/ccB5sl30aBBgwYNGjSw0E2+i4bjAUVREIlEuC9WMwGKouB3v/sddu7ciSuuuAKrVq06audSf3E+1lAUBcFgEDt37sRzzz2Hp59+GpgmMdWPCwRBwIIFC7B69Wrkcjl4vV5qPTyTMB2LeZ/73Odw4YUXwuFw4A9/+MPRus8j0ojZsmULcrkcLrjggum6Hg2HAaLv1d3dzWVvHWdM68qhoii4++670djYiJtuummmLZiXRFXVhJwJcaea7Zg3bx5aWlrQ09NzRIvNR4iZ9bVIgwYNGjRomAX4RGbEsMwmNctJHRMOtyAInIYFq1thMBjogzcwkSnAZoiwuhVGo5Hj9ev1ek4jhuh9JBIJauFL+OCsRkwqleI45IlEgpapNWIikQhHqwqHw0U1WUhMvvQHAgFO2yUYDOKll17Cyy+/jC984QtYvnw51Ssoti+JA4EAdw619kwwGKRZP6FQCDqdDoqiwG6345xzzqHaBaFQiHvYV2vEEE0dckwWaq4+qytAynK5HPbu3YutW7di7969sFqtxR7Wy9Listksp7lB2lOtA8PG6XS6pG4HMNG2JFZrfMRiMbz//vtIJBKIxWIYHBxELpeDIAjI5/Ow2WwwGAyoqqqCKIrQ6XTQ6XRl9WPS6TSnfZHJZAo0NYj2hCiK8Hq9ACbcMZxOJ4aGhqjdODsOimnGpFIfMXHULxFszLaDXq/nxpvBYKD6BUajkWt7o9EIt9sNWZYhSRJ3XzqdjqtnQRDomJJlGf39/bQsn8+jr68PdXV1OP3007Fz507cfvvtOOecc1BdXc1pxrAaMew2MJHlRuJIJDKlFydWIyYajXLb/f398Hg82LNnDxYtWoTx8XG6UKTWiGHnBlZ/iO2v5HxsH1FrqbCaUKyuEKvzoi4rdhy2b7G6NGqNGrWuERurr5WN1WXZbLakFk45PZnJtGZYbZfx8XEYjUaEQiGEw+GyWjNqrRdRFOn4Ino7BJIkUV0PWZap9hiJ2b5PFpIZlKS9iaJI50+1RgyrC8Nu79ixA7t27cINN9yAVCpVVD9Gra3C6q6U0m8pp+0ylX1ZnRe2jIw5n89H+3sxjRhynMk0Ytj7LKcRw24DhRox4XCY/i6pNWLY3/R4PF4whjs7O9HT04MtW7agtbWV0yZTj2FWY4jVECqmGUOeW2RZ5n5vFUVR//5qHyg0aNCgQYOGKeITtxCj0+mo3oTaaUAdi6JIFyVEUeR0KvL5PP2yls1mOR2RbDbLceOTySTNbIlGoxxnOxQKUb63z+ej+h/kxe6UU06hXGyXy0W1XxwOB5eGbLfbaZndbufKimnEkPOwmjDkuISbzmpSKIqCf/zjH3juuedwwQUX4IYbboDb7aZceVYThvwt4aKbTCYus8dkMnEaAMU0YsLhMBKJBJYsWUJ1DwRB4PQJAHBUGEVRqFaILMuco48kSTSWJIn+naIo2LNnD+6++2689NJLSKfT0Ov1OPnkk3HppZeioaEBy5cvR1tbG0wmE84888yyD5ysRgyrAzM8PMzpt7CxWiNG3V42m43GVqsVtbW1+OCDD+B0OukiAwu9Xg9FUYq6BOl0OjQ0NFDNitbWVrS2tnJ6MmodEVZzgJQT6klfXx+n0UAWQkKhEObMmYMlS5bQxTOn08lpWHg8HqoZE4lEuMyB8fFxqh+TTqfpWAMmXi7Y8ZZOp+lxk8kkpz0xPj6O1tZWOJ1OCILAXWsgEOAoNB6Ph8ajo6NcmdPppLEsy1i1ahUee+wxvPjii+js7MTXv/51ei82m41mctlsNu6cVquVUoaSyeSU6EOlNGL6+/uRTqfx3nvvoaGhAWvWrOH6Wl9fH6cNpNYNItoTAwMDnBbG4OBgQczqrpTSa1Fru4yMjHD9yW63l9ROYnWVhoeHuTKr1VoyHhoa4s5ptVppbLVauWstF6v1ZGw2G6cfw85x6thut9O27u3tRUtLC6cZQ+ZAh8PBzX+srhIw0ffInO/xeLgyr9dL58BAIMDNcZFIhNNgisVian2rBErAYDBwY5PdVhSFxuz2Qw89hJaWFlx99dUwm82QZZnTDZFlmbt2WZYpPUuSJG6cyrJMqUKyLHP1I0lSSY0YSZJKasTIslxUI4Y4VgmCcEgaMbIsc31LvS+r/SLL8mFrxKiPo9aIIfGBAwcK5ufOzk6k02ns2bMHTU1N9Peir6+P68+s7hOrFwNM9HV2PrLb7bTeXS4X1yYej4ejdnm93pKLfBo0aNCgQYOG4vjELcTMFjgcDlgslhlhXS1JEu666y688MIL2LRpE2644Yajnoa+b98+AOAWJKYT+XweTz/9NB588EH09vaiqqoKF198Mc455xx0dXXRB/hgMMi9TOA4acTkcjn09vbinXfeoRlF7e3tWLZsGVauXImmpiZ4PB6sWLGCZhv19/ejo6MD6XQakUgEfX19MBqN8Pl8cDqd9KupyWRCY2MjEokE9/B/ONDr9Vi1ahUGBgbgdrtht9up2PLxQjabRS6XK1jEOxK0trbiuuuuwzvvvIO33noLt99+O8477zx86lOfOtJDH3L/UhQFNpsNW7ZsQSQSQXNzM774xS9y7iYajg/0ej3nljVDMK1UZKvVio0bN3Ii27MBgiCgq6uLuqJ9XLBhwwY4HA7s3bsXS5cuPVoW6KWgWVRr0KBBgwYNU8QnbiFGURTuAVn9sKyOiWWrIAgcPYLQO8g2S7kwGo1c2i55+QUmHtDZNHSdTketJol9tSRJcDgcaG1t5VKQp4uaxNpQs1QkgKcYkbTke++9F7t27cJnPvMZXH755ZSKEggEStKY1GWHSk0i22+//TZ0Oh3mzZtXkpqkph+pbVbVKeKSJEGWZTzxxBN45JFHMDo6iqVLl+L73/8+LrnkEpp1EQgEaMq/3+/naEyYJAVbTU0i26lUqoB+RGJ1GbErJ7BarXj++eeRSqVQXV2NdevWYdGiRTCbzYhGo6iqqkIymeSsbclxSFsRYdX6+nosWbIEgUAAZrMZgUAAbrcbTqcTL7/8MgRBQENDA/x+P5qbm2k/L0VVymazBVbXPp8Pc+bMQTweRzAYRCqVwty5c4umt7PjhrWkJvVSrEw93vR6PaVAGQwGzr7aaDTS8WWxWDhKCEsFJNdD2kEURW585XI5SgXKZDKUttTa2opzzjkHvb29+Pvf/46XX34ZTU1N1FlKkqQC2lJvby+AiXFa5GW9pFhvNBrFM888g0QigXA4jFQqhUwmg4qKCpx22mlYuHAhpSSxdtYslUFNTWJpb2r7c9YGl9w3Sxti65LtE+UoROS4LA2OpU6wlLnJrqecdTu7b7H7KBWry8pRpcpRlSoqKhAMBuFyuShNsJTttCiKBfQjMv/Issz1Z1mWKYVIURREo1FapihKgW6RKi7p+MbaV7PnU8eEekM0zFgqoJqKVC4uR1s6FGoSu28p22l1GXuOlStX4vHHH8f27dvR0tLCUXLU+xajJqmpW6XueTJqErsvS1VSW9LHYjE6H42Pj5ccw2vWrMEbb7yBF154AevXry/o+2oaHvt7kc/nC6hK5PeDpcSRmKXFQVuI0aBBgwYNGqaMT9xCjF6vp+nTiUSCo0Oo42QySVO9E4kE94WJdYhJJpNcSnY8HufSdsfHx2kKcCgU4tKaA4EApRF4PB50dXXBZrNBlmV0dHRwNtTlqElszNKUSBlLfWHpSE6ns6RFtSiKuPPOO9Hb24vvf//72LhxI5fmXFFRQTNHWNcUgLesNhqNBXbVbP0YDAaask7ap6+vD93d3ViwYMGUqEkklmWZK5MkCbt378att96K/v5+LF++HA888ADOPvvsAptXURTpOdntDzEpNYlk8bD0o2LUJJbCxGb+DA8Po7u7G4lEAn//+98pzeGb3/wmFEXh2palLbHbwARdg233gYEBGvf39xfQV6qrq7Fnzx709PSgp6cHtbW12LBhA3V+Idi/fz/tw/v37+coPL29vbQfEF2lwcFBjI+Po7a2tsAeldSt1+stSbMgf0uQTCa5fpBIJGj7xeNxLoU+Go0imUzCZDKhpqaGu1afz8eNRbfbTSkILpeLoyM4HI6SVsmKouCqq67C2NgYDh48iH379uHNN98EMNEf2tra0NTUhNraWiQSCSxduhQ1NTXI5XJoaGigVs8fouScnEql8MEHH6CyshKVlZXo6upCe3s7KioquD4xODjItTvb1mpL84GBAY7ew5ap92XLy9GEbDZbAd2I7WusBbvVai1ZNpkd++DgIC1n70MdT0a5YmlNLP2KXA+JrVYr139sNhtHfRkeHqZ9PxwOIxaLYc6cOaitraUL68BEX1KPAzbrbmxsjPZvj8fDzWOBQKAknS8Wi6Gi4qO1llQqxdFpUUasl6UmsfQjdUy2U6kU8vk8Wlpa6LUrilKWmqQoCp3n2W0SE6oSS1MiMfv7Icsy/W1RFIWj0yiKQn9rFUXhfpNYqtKXvvQlPPHEExgeHsaGDRugKEpJapKiKFx/UccsdakcNalYmZqaRGL1vixVSU1bUlNJU6kU3n33XUrtY8tYi3q1Pf3g4CBXXyMjI7Qu7XZ7geU6G4+MjByRyLgGDRo0aNDwScQnbiFmNmBgYAAWi0VNiTmmGBoaws9+9jOMj4/jf/7nf3DWWWdxX3GPJjKZDHbv3o2LL754Wo7ndrvxn//5n3j99dfR0dGBX/7yl9i8eTN0usPK1C/5VXk64ff78fDDDyOZTGLt2rX4yle+Ar1ez2XOTCcEQcC8efMwb948zJ8/H7lcDjt27MCWLVtgsVgQi8WwZs0aLuvpUDB//nwYjUYcPHgQqVQK9fX1Uz7GkSCbzSIYDKK1tfWo0qOI/kx7eztOPPFEVFVVweVyYWhoCJlMBu+//z7NfnnnnXcO6xzNzc248sorYTQaucUW9su5hpkBkl3n9/uPNUWkHKbNUodkipJ/ZxsaGxuxZMkSvPLKK7jkkkuO9+VMKxobG3H22WfjtddeQzwex4IFC47FnKs5cGrQoEGDBg1ThLYQM8MQj8dhs9mwZs2aw10oOGJs3boVt912G6qrq3H33XdzmTfHAtu2bUMymcSmTZuO6DiSJOHBBx/Er371K0iShJtuuglXXXUVotHokdTttFrAFkMikcALL7wARVFw9dVXUwHhYwWdTocVK1ZgxYoVsNvteOGFF/B///d/2L59O84///wpH6+lpQUGgwH79u1Df38/urq6ODrc0YIsy/B6vTAajejo6DhmttqCIGD+/PmYP38+Ghsb0dXVBUVRkM1m0dvbi/r6eiQSCbhcLtTV1SGbzVKKwuuvv17yzVan0x3TRazDBaF/ZjIZZDIZSskgscfjwfDwMLLZLKLRKHbs2IF8Pg9JkpDNZrF161Z6nO3bt8NoNKK6uhqiKCKVSqGuro7LepqJMBqNmDt3bkFm1XFGSdrbVFFXV4dPfepT+Oc//4mbbrppug57THHRRRfh9ttvx1NPPYUNGzYc78uZVqxatQqCIGDr1q148cUXccEFF3DZUkcBx0U7TYMGDRo0aJjN+MQtxMiyzOlNqHUp2FhRFGqTq9azEASBvtgJgsBpX+j1ek6/RK/XUw0AQRAKdCoIh1uWZbzxxhsAJh501XoO2WyWxmodEbKAA0zQMVhb3nA4zL3AsbowwWCQbsuyjMcffxyvv/46urq6sHnzZtTW1tJMGL/fX1ZPRq0RQ3RgimnClNOIefLJJ1FfX4/ly5cjGAzSTAZ2m5yjlM3q9u3bcccdd6C3txcbN27ENddcg5UrVyIajcLn83G6L+VidRkmeZnJZDKc9gur6cO2V6myVCqFV199FaIo4vzzz0cqlSrbtmwcjUY5zZNIJMLF0WiU9rVoNMppc8RiMVrGbgPAqaeeikwmg127duGpp55Cc3MzcrkczGZzgX4Mqx2Sz+c57Yu5c+ciGAyit7cXzc3NkGWZaruo9S3U40099lhtDJ1OR8efXq+n2gXhcBi5XA7t7e1UX4jVRCAW6QSyLHMaMeqxRzQa0uk0l4WSSqWofgwwMTaJhkwikeBEQYl9rtFoRGNjI+dyMxlY++p4PM5ts9dTTiOG7Uvk+lhr9JGREciyjHw+T53L8vk8RFFELBaD0+mEKIpIJBLo7e2FKIrI5XLIZDJ44403kM/nkcvlijp2Eeh0OphMJhiNRgiCAIvFAoPBQP+PiL+m02mIooh0Og2/349UKkXrVRAEVFdXY+/evWhqaoLZbObGBWvLnUwmuXHAasuQ87B2v+X0Y0rZXgO8Rkw+n0dlZSWCwSD6+/thMpnoPFpME4bV32B1YYrpKrHjhLVxJ/fCgtU1A1ByNbecRoxa24Vg06ZN+OUvf4menh4sXbq0qLbModpXT6bJwoIt93g8h6wRo47nzJmDU045BY8//niBKD57znLnL1Y/pX6T1LbgROuHIBwO0zkmEolw8w9rZ63WgCumGWOz2VBZWYlly5ZhYGAATz31FNauXYt8Pl+yP09mSa/Wj2H7MICZv0KsQYMGDRo0zDB84hZiTCYT5UGHQiGO014uDofDHFUoHA5TTnskEuG+0IZCIc4WMhgMUi52IBDgONsej4fqHDidToyNjWHp0qVYu3YtXC4Xl43icrmwfPlyAMU1Ylj9GFbTw+l0cpoRrC5MRUUFFi1ahHQ6jV/96lfYtm0bvvCFL+DHP/4xAoFAgSYMyyG3WCz0Pi0WS4FFNeH1m0wmjvPP2lUDEy/PpG4jkQjefPNNfOMb30BzczOMRiP3kMxqgyiKwsWyLKOmpga//e1vcdddd+GEE07A73//e1x00UUIBoOc7otaE0Ydk+thtw8FrEaMzWajbWuz2UpaVI+MjKC7uxu5XA733nsvcrkcvvvd79K6JuXAhA4F2+42m40rY9ud1dsgMasVwupvsLbGrE4Q8JFd6vnnn4+tW7fiH//4B9544w188YtfRGtrK6etsHfvXtrX9+/fz/WXvr4+nHjiidizZw98Ph8aGxtp/3I6nVwb+P1+2l5qDZ9IJMK1SSwWo+MvHA6jra0NwWAQDocD9fX1OOmkk+gx2ewEt9vN3efo6CitA7V20sjICP1bdpvUKztO2HhoaIjTYRgaGqI6Few2g2r1fxCw9tVDQ0N0u5heC9vurFYQaXe/349gMAifz4dAIIBYLIZIJIJ8Ps+JJJeCIAioqKiA2WxGRUUFKioq0NDQAIvFgmw2S7VrKisrEQ6H0dXVRWNWo0qtZ8PqGLHbwIQWRmNjIxXB7evrw9jYGIaHh6HX67F48WKsWrUKS5cu5fRk+vv7uXZmrb9JzGrElLLsHhoa4tpZ3basZozNZkNnZye1lzcajXR+tNvth6wR4/V6OWpTKBSiujDRaJTTgCELfAT5fJ5b8EYZWqVaI4YdbwBvZ03KNm/ejNtuuw1btmyhGSXs3xU7Dqsnw2rEAKC/CYqicPUDgPt9ZTVj1BoxsizT3yRZlktqxJC//dGPfoQrr7wSW7duxQUXXEAX+lnNmGL6MaU0YxRF4foWW6bWdikXq4+jLiunEcPGgiBg1apVeP755/Hee++hu7sba9euhSAIGBgY4O5rYGCg5Dym1kcaGRnh4oMHD844izANGjRo0KBhpuMTtxAzkzE4OIhsNot169Yd0/MGAgHceOONGB4exubNm3HdddcdF7vhdDqNH/7whxAEAd/61rem/PdOpxM///nPsWvXLvzLv/wLbrnlFk7ocppw1FKwe3p64Pf7sWnTJu4FYqZAr9dj06ZNMJvN2LlzJx577DF0d3dPyZ56zpw5WLduHT744AN4PB5UVVUVvJAdCRRFgdvths1mQ3V1NbfgN0swbToeakSjUfT29uLVV1/lsixqamowZ84c1NTUoKWlBVVVVaioqEAsFsPChQthsVhgNpvh8XjQ3d0Ns9kMu91eUhh6aGiooGw6qEQ6nQ719fWor6/H0qVL0dbWhs7OTrhcLrzzzjsYGxvDwMAA6urq0NnZiY6ODvVCxDGFTqdDc3MzvF4v1Yw5zphWQZf6+np84QtfwIMPPohTTz0Vp59++nQe/pigsbER3/72t3H33XfjiSeewObNm4/3JU07Wltb8c1vfhMvv/wy9u3bh3g8js985jPTfZrZKRakQYMGDRo0HEd84hZiJEni6BBke7JYURTu5UWWZY5+pLJy5NJ2BUHghG7ZdGBZljEyMoJ4PE7dWEhaPUtFAiZSiUtRDGKxGEdfYSlE4XCYi1k6Um9vLx555BEkk0n8+Mc/xrx582gKMmtBTeJyFtVsWTAYpHE5KhL5WwC4/vrrceDAAfzmN79BQ0MDQqEQV8fFUt+JleozzzyD2267DQaDAb/85S+xdu1a5HI52i4sxcjr9UIUP2IYlYu9Xu+U7auL0cfUVDLWfjyVSmH//v144403sGDBAlRXVxfQzlhrcrbdI5EIpWCEQiGOchEOh7m+xsbqskgkQmkWkUiEK2MpTcDEC+ZnP/tZbN++Hf39/YjFYli3bh2MRiNnP5zNZkvao86fPx8jIyOwWq0IBoMwm81cqj5LyVCPPXUsCALtC4ROU1lZSelP5JyKonBUEmITT8Xc0RAAACAASURBVJDL5Wj9ZbNZrp7T6TRtAzU1KZlMFsSENpRIJDjaUiKRoPQalsJ0KGCpSYlEgp4zkUhwVtvxeJyLo9EoHnroIXrvTU1NWLduHRoaGiDLMl0Ii8ViXOaDyWSiuhK5XA6CINA2SiQSXN3F43Eax+Nxrr+Mj49z+46Pj9NydpvEpA3Gx8c5ulGxmBx3yZIlWLt2LXWu2r17Nw4ePIilS5di7ty53N+xdCyApy6lUimujLX/LUZbKkVVIjQPi8UCURQRiUToYiVrCwwUWgGrLapjsRhYsHQkFfWowA5dFZfMWhBFkZ6zHDVJXXbVVVfBbrfjBz/4AW666SZ86UtfomWT2WCrz1GqrBxVabIy9XGKxWvWrMGqVavw4IMPoqqqCitXrix7jnLXXq7u2N+yYjE7/4XDYe6ckUikJDVJ/ZsQj8c5Wh7ZPvXUU7F//344HA789a9/RVtbG2RZpnppapt5dX9mKdVqGhM0jRgNGjRo0KBhyvjELcSYzWZKyRgbG+NsMT0eT8lYXebz+WhKtNfr5TIYfD4fl7br9XpperLb7eYoIYSK9NRTT8FsNuPiiy+mLz9Op5NSkUhMaCnsNsBTlZxOZwE1iT1nZWUlFi1ahP379+P++++HxWLBPffcg6VLl8LtdtN0ZNaemsRsGjhLRzKbzdxXb5aOZDKZuKwHg8FQQPf5/e9/j9deew3XX389vvrVr9L/FwShrK1qNpvFjTfeiK1bt2LdunW488470draikAgwO3L0o/y+Tx3/nw+z10fG+fzeXVWRdnUD7PZTNPG1fbVaotqlpo0MjICSZLw5S9/GalUirMjttvttB+orcnZzASW8kGOy8ZVVVX02qqqqrh09srKStpHzWYzl3pvMpm42GAw4MQTT8Qpp5yCRx99FDt27EBPTw8uu+wyCIJA090/+OADbhzs37+fo+zpdDrEYjGMjY3BbDZj+fLlNHNgdHSU9h+fz8dRFfx+PzcWA4EAGhoa0Nvbi0QigcWLF2PJkiUQBIGzqC5HRQImxhBpL3XdsW2ppgKxNCESk/oaGhri0v8HBwe5dH+WCvAhSmoQse1itVrpOdV20SwNLpvNYtu2bfD5fDjjjDPQ2NiIT33qU9x9kf5ktVq5vlUuLkd/KpYRw+6rtp1m5yY27uvrK7BYLxUfPHgQS5YswerVq3HBBRdg27ZtsNls2LdvHyorK7Fp0yacdNJJEASBo+GR45C6LEdjmozKwVKVhoaGMH/+fCiKAq/Xi0QigZNPPpnWOTtXOhwObv4ZHR2l1CSfz8fpCIVCIVRWVgKYWIhiF8rz+Ty3wC2KojpTrWTWgl6vLzvPshQjNd3okUcewWWXXYZbbrkFTU1NuOiii0ruy8bq3wC2Dtg5V01VUhSFoyaxcwEAztqanW/UdtYA6O/bd7/7Xfz617/GAw88gLvvvhutra20bdXUJAAFAswsNUltbU36TzHaEtsP2VhtX82Wkb5OcPDgwYL+zO7Llun1epx11ll4/fXXYbfbEYlEsGHDBixZsgSDg4PcOVlaHmvjDnxEvSN47733jomboAYNGjRo0PBxgmY5OAOwZ88eeL1enHTSSUfb2YDi7bffxo9+9CPU1NTg3nvv5V6UjhUURcGbb76JSy+9FA8++CCuueYafPOb3zzkv3/nnXdw7rnn4u2338bNN9+MP/7xj5xOzVHCtC9eiqKId999F6tXr55VVBpBELBixQpceeWVSCQSuP/++zlR3clA3JlWr14NURTxwQcfwOFwlBV6VSOXyyEQCOC9995DKpXC/PnzsXTp0uNCrZsmTOuFP//88/D7/bj44ovx2c9+luqLfJwhCAJaWlpwxRVX4Morr4TZbMZzzz2Hv/3tb1Pqn9N1LR0dHVR0+zhj2lyTWMyZMwd/+9vfsGrVKvz7v/87fvjDH3KZFbMBZrMZN998MwwGA37yk59wGXcfNzQ0NOCSSy7B+vXrYTKZsGXLFvztb3/D6Ogolxk6RcwI7p0GDRo0aNAwmzCrFmIEQWgTBOFfBUFoEAThY/EFxuv14u2338aiRYuKCXceFbz//vv46U9/is7OTvzsZz87FosXHCRJwtatW7F582ZceumliEajuOOOO/D//t//O6QXaEVR8Je//AXXXXcd2tvbsXXrVvzbv/3bsbL7nvaTRCIRiKKIFStWTPehjwk6Oztx1VVXQRRFbNu2bcovMc3NzViwYAHq6+vhcrnw3nvvIRQKlRSNlWUZsVgMw8PD2LVrF6LRKM30YIVNZylOmHyXQ4PVasXAwABWrVqF1atXT9dhZxU6Ozvxuc99Dp///OcxOjqK++67j6MFHQvMnz+/wLHrOKGka9KRorq6GnfddRe+853v4KWXXsJZZ52FX/ziFxwld6ajpaUFt9xyC+LxOG6//fZj3k+ONRobG7F582acd9550Ol06O3txcMPP4x33333cBaijsoinwYNGjRo0PBxhsDykGcyBEFYCGApgHYAHQDsAF5VFGVKT7cWi0UhKcfZbJZL7c7lcgUx0TnJ5/NcmSiKNBZFkVquAhMvimxmiyRJNJ1ckiT6VToWi2HPnj2YM2cOTj/9dEiSxKWEp9NpLl07mUzSFO14PM6lZEejUZqSHQ6HuZRs1sVp165duO+++7Bo0SJcf/31SCaTXLq23++ncSAQ4I4TCAS4RZtgMEjjQCBQQBch6fdk2+1247nnnsOzzz5LnXCuuuoqnHnmmfQ8gUCAu+dAIECzRIiTzq233oonn3wSp59+Om6//XZatz6fj6a7e71e7jher5eWeTwerszj8XCZKGzs9Xq5tPhNmzbFFUUp+bZfV1ennHnmmQAm9CZIW6fTaW6RIJVKYc6cOQAmXIn279+Pr371q6iqqkIymeTS9uPxOL0G1iEImGh3Uu+hUIijjgUCAS72er00VlPtRkdHaex0Orl7VlMnRkZGKMXA4XBQQeRwOIwXXngBBoMBZ511FuLxOG0bYKL92HHCahnF43EYDAZkMhlEo1Gqg2EwGKDT6ei/+Xwe2exHera1tbWora2l9awoCuckw45FSZI40dRcLsdliGSzWUoDSaVSHCUkmUzSOJFIcGXxeLwgJsdlt0lMriGZTBaIuP797393KIrSgSKoq6tTzjrrLPq35LipVIrrW6Rsy5YtAIBPf/rTtD/F43FujhkfH6dtG4lEuHEQDoe5fhAKhWjfU9PDfD4fjX0+H9dH1bHH46HHZbdJTK5HPU69Xi937ayzlt/v54S5g8EgjYPB/8/el8dXUZ3vP3P3e7NDAgkJSxYSREABN5ayuFcqakVtrSi2Lj+ptmpF61rrRrVSkdq61gVF+UIVqyIVEBURUQSUJfuem1yS3H3JXefO74/cczhn7hICAaHM8/nwYd6cmTMz57znzJ0z7/O8VmRlZcHlcmHLli1wuVwYM2YMxo0bR1Ofs5mI2P5yuVy0j1wuF+fPbreb8zWPx0Ntr9fLPS/q6+vh9XpRXl6OQCDAUYj8fj+3iBwIBOiCdCjEs4lYzRd59IIoipyuiCRJkD3fOyVJSqiaPHbsWOntt9+m7SWfg4ktn5+7urq4+TkvLw9dXV149dVX8d5770GSJFx22WW44YYbEI1G6b7yObejoyNpWXt7e1KbpTDKbbPZ3Gc9xC/ZsubmZvpc+cMf/oBgMBjno8meF+x9EDuZP1ssFm6et1gsdF6V+3pnZ+dB+TrQ20fk2WKz2bi5wW6307nK4XBw82ZLSws6Ozup5o3RaERBQQG9RnZceL1ebu767LPPmiVJ4vlbMZx22mnSd999l6hIgYI+IQjCDkmSTvuxr0OBAgUKjgSOJ40YDYCwJEmvCYIwA8BZAOYJgvDv/izGGAwGqnPQ2trKRaHI7ZaWFroo0dbWxuldtLW10X3NZjOnFWA2mzn+dHt7O+V0t7W1oby8HA6HA1u3boXRaMS1114Lk8kUp/uSSCOG2K2trZx+A2u3tbVxHHKihfH555/TRZjnn38eaWlpsFgs3H2xujAmk4lbeDEYDNzLl8Fg4HRg2B+gWq0Wubm5cDqd2LFjBzZs2IDNmzcDAKZNm4Zrr70W5557LnQ6Hex2O/2RyWrCEBBbFEU89NBD+PDDD3HLLbfgN7/5DffDVhRF+kNWnnY6Eokk1X1JZJP7ikQi8lSqKVcuU2nEsH3Cpq/evn070tLSaFpRuQ4Mq//DpikHeD0geZpyVhOG2ITnbzKZ4lKTEz/Q6/WcT2i1Wm5ftVpNbZVKxWkHCIKAdevW4auvvsK0adO4KB82tTXQuwBFxlddXR23aESEKcmiDFmEMRqNyMjIwIgRI5CTkwOtVguLxUKvp6OjI27sEd0Ds9nM9QGrCQPwGjvydON1dXV0X3YbiE8FXlNTQ9udTY1Mjk2mHxNDUh0PViOmsbExoZ8Bvb7l9Xrh8Xjwq1/9ChqNhvpMU1MTN8c0NzdTm02TTmxW64XVzZGfk7XlmjWsng3Q+0JH7oPoVREYDAZaptPpuHo0Gg23byotDNZm9zvttNOwYsUKVFdXw+fz4corrwQALtV1Kv0Yti/lmjHV1dXUD2tra7lnidvthtvthlqthk6n4xammpubuXmsra2NS18t14ghC4tut5sTQQ+Hw1xEYYKPLEl5aRqNJqUOTH/KcnNz8fTTT2PBggVYsWIFVq5ciQ8//BBXXnklbrrpJtouyVJbC4KQNLU1ATsnyzVikqW2BsB9WAAOaMRIkkS3S0pKIAgCli5diqVLl+LWW2/lfAJA3LhlU133J7V1MluuHwOAs+U+KteMSaWzlMzXdTodfvrTn1Ih8F27dqGpqQmNjY1QqVTIz89HXl4eFfkuKCiA0WiEIAj47LPPjqvoagUKFChQoOBYwDG/ECMIQhmAqwA4ABQKgvClJEmbBUEIAjgHwDmCILwjSVLSFxhBEG4CcBOAo6bBkgqdnZ1Yu3YtBEHAlClTuK+sRwqbN2/GI488grFjx+L2228/oulU/X4//vvf/2LDhg348ssvEYlEUFhYiDvuuANXXXUVjEZj3GLLweDDDz/Ehx9+iHvuuQe33nprXIaKo4S4H5ysf7EvTQcLn8+HwYMHH8+6JhSDBg3CDTfcgJdeeglbtmxBSUnJIY05jUaDwsJCjBw5EmazmXuBkn91/h8D9/Z8qL61a9cuDB06FGVlZVymn4GCz+fDrl270NLSAqvVira2NoRCIXg8HprJRxRF6PV6aLVa5OTkIDMzE0VFRdBqtVCpVHEvyUcDWq0WZ555Jk455RR88MEHeO21145K2mWTyYTMzEw0NzcfdSoog6S+ZTAYcPPNN6OgoABFRUU47bTTUFFRcVjPpoKCAixevBg333wz/va3v+HNN9/E8uXLcfbZZ2P+/PmYPXv24d3NEcTIkSPx9NNP45577sGTTz6Jhx9++ISh96Wnp2PSpEkwmUzIz8+nmcj8fj8qKytpVJYsykWbsDIFChQoUKBAQVIc0wsxgiCUALgQwD4AVwD4JQCvIAh/lSTpG0EQTAB+CsCIFF+SJUl6CcBLQG94/xG/8BRob2/Hxo0bYTKZcMkllyTVwRhI7Nu3D8899xxOOukkPPXUU1yK7oGCJEnYtWsX3n77bXz88cfwer0YNmwYbrjhBkybNg0zZ86k4feHIoTo8/nw97//HRMnTsRvf/vbgb78/iCuw1j/Gjp0aL/9S6PRxKWdPZ6Rn5+P+fPn45VXXsF//vMfzJs3j/tyryAluNW4Q/Etj8eD9vZ2nHfeeQO2uBcKhVBVVYX169ejqqqKWwRNS0tDeno68vPzMXToUPj9fuTk5ECj0SAYDNL0vy0tLfjmm28QjUbx9ttvw2g0orS0FDNmzMCkSZOOqr7P+PHjkZ2djbfeegufffYZjbA6UiCivbt3745LOX0U4WcN1rcMBoNUX1+Pzz//HH5/7256vR433ngjfvnLX8ZFr/QHo0aNwrJly3DTTTfhk08+wRtvvIFNmzZhypQpuO22247KQtihoLS0FMuWLcPdd9+N++67D7fffjvOO++8H/uyjirS0tJoFFxpaSmi0Sh8Ph+qqqqQlZVFffmLL75QNGIUKFCgQIGCfuJYfzsKAPhMkqR9giB8A6AYwM8AGARBWCJJ0mexxZpTAXxxMBWGw2EqmhgKhTgBxUQ2ERtkj5PvGwqF0NbWxp2DzRoRDofR2NiI2tpamM1m5ObmYtKkSXC73QgGg2hoaOi92UAAjY2N9Difz0fLgF5eNrHdbjeamppomcPhoF++bTYb1eJobGzEP/7xD+Tn5+N3v/sd7HY7rFYr1TKwWq2cbkd3dze1rVYrp3Mgt202GyKRCD755BO88847aGhogNFoxHnnnYcZM2bg3HPPhUqlQnd3N1wuF1cP+4LI2vIoF2I/99xz6O7uxl//+lfYbDYAvVx5NsPO/v37IYoigN6oI7IN9PLviaYCuw30Rliwtnxfth70IUoYDAYprcbv93PbtbW1dD/WJj9uid3T00OPA3r7ndhut5vzEafTSfvLbrdzmhVsPwPxfcv2u9VqpXpIVquVWzix2WycpoXNZqP9JV9Uczqd9PpOPvlk7NmzB++99x5OP/109PT0oKWlhWsrdgx1dHTQsnA4TO1IJMKVJbJJPZFIJG7skXOGQiEuOsTv93NjqKenh1671+vl2pkde+w2sevr6xPaPp8vrowcKy+LIWnKqFS+xfoL2U5PT0ddXR13Hvm1s/OIw+Hg+sdut2PLli34+uuvUVVVhWAwCKPRiPLycowdOxbjx49HUVERTCYTLBYLpz/ERn20t7dTOxwOY8+ePYhEIqirq8OePXuwd+9eCIKA8ePH46STTqK+ZrPZOO0U1u/I9ZJ7cTgcXFs6nU5qu1wursztdtM2mj17Nj799FO8/vrrmDlzJkRRTNlfrE+w/gL0zt/Ev4LBYJyvq1QqqFQqOBwOblyKokh1OYDe+YCMK0mS4Ha7wYIslADxOjF9aL4lXQEqKSnBihUrEI1GsWfPHjgcDmzYsAHPPfcc3n77bdx6662YO3du3CJ+d3c37ZNU8zrQu+C8YMECXHXVVXjttdfw3nvv4eqrr8bUqVOxYMECTJw4MeFx7DmITcC2G9A77yfa7suWC/N2dnbSc15//fVYs2YNnn76aVRWVnLp3+X1yK+HtZM92wisVivtP/KMI7Db7dQv2W2A93WA9/dEvk/82ePxxM1x8t8fZG7w+Xzc3Eki3cgzA8CBHwYKFChQoECBgoPCsb4Q4wewQBCEyZIkLRcE4c8ADOjVh7lbEIQfAHQB2HWwFRqNRowbNw5A7yIFy+duaGjguN9NTU3UZreBXl4/Oba5uZnjere2tnLc6927d2Pv3r3o6urC6NGj8fOf/5y+YLD6H3JNGLaMlLP7snoORHsGOKAJ09TUhH/+85/IycnBP//5T8rBT0tLo1odJpOJE+s1Go30hcpoNHJaBnq9nnLze3p6sHLlSixfvhx2ux1lZWV4/PHHcfnllyMjIwMOh4PSj9RqNfe1WaVScbYgCJzNbkuSBFEUsXz5clxwwQU4++yzaVk0GuUoTqwuDKsJA/A6MKwGDLHZ+2TtSCQi1yAwIAXkOh5ku6mpifOR5uZm6iPbt2+H2+2m/dfS0sJpc8j1f9h+N5vNdF/S7wSsFgfQ2+9Ew0Le7waDgdJ/9Ho9RxvRaDQcNUgQBE7/gtV9kSSJnoOIc3766acoKytDfn4+pzWzZ88eemxVVRVXZ319PbWbmpri9JnkmkykbeX6SOy4aGlp4XRf5BoorC5MfX09V1ZTU0PrlWvCyLUWWI2Y6upqrt/r6upoWV1dHVcGAOvWrUsaGsX6VlNTE62H1bYBgPXr16O4uBiTJk2i951sjkk2p5jNZqxatQqVlZVIS0vDzJkzUVFRgTlz5kCj0aC1tZXzrezsbNonWVlZXH+lp6dzdmZmJrXr6uoQiUTwxRdfYN26ddi9ezdqa2tx8803Q61Wc3OuSqXizqlSqbj2k7dlMv0YVieD1PPFF19g8+bNmDlzJje+2L5l9WKILdeIIXZNTQ13z9XV1SgqKqLRSsOGDaOLnQ0NDdxc1draSuc1i8XCUdKsViul+oXDYW7BVBTFvjRikubPZjViTjnlFOTm5mLevHnYtWsXHnzwQTzyyCPYvHkz/vrXv3LRMYIgUFuu75XK/u1vf4tFixZh+fLlWLp0KRYuXIhrrrkGt956K4YNGxZHXZVrxrC2TMOLzt2SJMXRwFJpxrDzj3yOW7p0KZ599ll8/PHH6OrqwkMPPUQXsgVB4PxArh/DasSw/gsgpWZMMn+WbwuCEGeT+SCRRgyxq6urk5bJyxPpYLH2Rx99xD0XWdrb0coGqUCBAgUKFBxvOKYF1iRJcgBYDuDT2J/CAFSSJN0LoBFAA4CvJUlyJ6niR4Xf78fnn3+OrVu3wuv1Ys6cOTRTx5GGxWLBXXfdBZ1Ohz/+8Y+ccO3hIBAI4MUXX8T06dOxdOlSjBs3DqtXr8a7776LBQsWHJJGSl9Yu3YtgsEgbrzxxgGv+xAw4NS2tLQ0TlvjSMPr9eKHH37Ayy+/jEWLFuGRRx7BO++8gzVr1mDPnj19fVXvF2bNmoVTTz0VmzZt4qJYjnVIkgS/3w+r1Qq/3z+gbdIHDmsAeTweuN1ubhGpPwiHw3jttddw++23o7GxEQsWLMAbb7yB22+/HSeffPKAU8zIS+RvfvMbLF++HJdccgmqq6txxx13oKamZkDPlQw5OTm4/vrrIUkStmzZwkWcDDSGDx+OaDR6zOhb9YWJEyfi9ddfx8MPP4zPP/8cS5cuHbCLMRgMuOmmm/D5559j7ty5ePPNNzFr1iysWbPmaI63g4JGo8Gdd96JG2+8ETt27MBdd90VF7VygoOL5JMk6SVJkk6TJOk0+SKaAgUKFChQoKAXx3pEDGQZkb4CUCYIwqUAHgAwXpIkX3/qY0PGA4EAFz4eCAQ4WgNrJypLVo/L5cKGDRvQ2tqKSCSCoqIiTJgwARqNJmF4OwkVZreB+NBhlpbicrm4UGGWltLS0oJXX30VwWAQDz74IARB4F6CWcoKS1chZYmoSZIkYe3atXjllVfQ3t6OqVOn4he/+AUVXLTZbNxLmt1upxQDu93OfamVUwzYH7RWqxUsuru7sW7dOowaNQoZGRncC8z+/fu50HyWjpSKftTe3s5psrS3tyfdV14PUoT3A72+QGgP8m2WmhQMBqlN+mL79u0YOnQoenp6uH17enpoeLnH4+F8xOVycdQkti9tNhtHgdi3bx8WL16MXbt2QZIkCIKAgoICBAIBOBwO+vKTn5+POXPmYObMmUhPT0d3dze3eMhSBxKF0JN6XC4XmpqaMGHCBJjNZnz77bdIS0ujWiA+n4+OG7/fz42vYDBI6X6JKIPJqIDBYJAbF8FgkIbXy6lIbCi+3+9HY2Mjtm7dCqfTiZ6eHo6SptFokJaWhpycHAwZMgSCINA2kPeJx+NJSgVKRROKIal/BQIBemwyPyPtolKpOOoSS6uSzymkvTo6OvCvf/0LDQ0NmDp1KqZMmYIxY8bA4XDA4XDAZrPRFLZ2u50T/Gaz+cj9jqVKAjwNTu5b48ePx+TJk/HSSy/htddeg9PpxFlnnUWPY8FSOVi/A3qpSmzmLTmVg6VyEerP9OnTsXHjRqxYsQIzZsyASqXqsy/ZtmT9i6UpAQd8VpIkaDQaNDc3U1plJBKJoyaRcTXA1KSk0VaRSITOrd3d3Vw93d3dmDt3LmpqarBixQqUl5dj7ty5APg+6YuaxM777HEajQa33HILrrvuOjz22GN47LHHsGHDBjz44IMoKCiI6/dUdB+iRwT0Ph/Y+0hFTZKXsVQltuyss86Cz+fDu+++i4ULF+J3v/sdVCoVva9U1KSuri7ueuT7su3O+jbAz7NyapLdbuf8kvX3vmhLcppist8fqcpiUEOBAgUKFChQ0C8c8wsxLCRJCgqC8DB6NWEu7+8iDNBLyRg/fjyAeGpAQ0NDUlteJk8fW1xcjLa2Nuzdu5f+YCktLcVPfvITeL1eGu4uT03Mpo9taWlJShsg5SxFhf3q3d7ejrKyMvj9fjz11FOw2+1YtmwZTjnlFOzfv58Lk09LS6O0FKPRyIVvs3Qkg8GAIUOGoLm5GX/605+wadMmVFRUYNWqVZg2bRqcTicNIddqtcjOzqb1aDQaaqtUKmRlZdEylUrF7QuAs1lqkt/vx44dO3DNNdcgLy+PC1ln01UDqVNUh0IhGsIeCoU4KlIoFOLoR6FQiNO0kIW3pxwzer2ehqYTvwDi6WstLS3Uf0KhXp1ptVqN0aNHx6WhltPO2LKOjg4aIt7R0RFHTRo1ahQikQiWL1+Ol156CXq9HjfccANKSkowe/ZsGsHU2toKtVqNb775Bm+99Rb+9a9/YcWKFZg/fz4uvPBCjsYkCAJtE0mSuDJRFKmviaJI6SolJSX4y1/+gp07d+LGG2+E0WjE7t27afvs27ePoxuxqYEbGhq4kP5EbUnaQE4/YsebPD0z0U/Zvn071YLKysrCqFGjEI1GMXLkSKSlpVGtBJJavLm5GbW1tZg8eTLOOOMMCIIQlz42WYpYlrZUW1sbl6J27dq1SVMMGwwGet8s1Y29/4aGBmg0GkydOpUuhLa1tdE04uw20OtPY8eORVtbG5YuXQqXy4V7770X55xzDjo6Orh2zsnJoX2SlZXF9XtGRgaleaSnp8fNKayt0+koRUSr1cbR4IYPH45TTjkF9957L9577z2oVCpce+21AMD5iDw1MOsj0WiUtq08FbDcJul+x4wZA4/Hg23btqGxsRFz5szh+ktOTZKns66qqqJ2VVVVHDWJtJfFYkFXVxfy8vJgNBpRX1/P0WtaWlroPNfe3s6JGHd3d9NMRi6Xi9XoQCAQ4Ba15Is0SDF3sdQkSZK4eZXYjz76KOrqx5cm3wAAIABJREFU6vDEE0/g1FNPxcSJE/tFTWIpqXI6Kil799138cILL2Dp0qW46qqr8MQTT2D69OkpqUrJUl1LkhSX2lpOTWLtZKmt5duCIGDWrFm47777sGTJEtx8882YOnUqLWd9FOBTW8tpS3JqEuvPB5u+WqVSJaUYyeem6upqOj/KqUlyu6amJum+tbW13Dy7cuXKYyuESYECBQoUKDgOcFwtxAiCoAKwA8CDkiRVH0odkiQhHA5DEITDCn8WRRF2ux0WiwX79u3D+vXrEQ6HYTQaMXr0aMyaNYsuPni93kM+T3+v6ZFHHkFjYyMWL148IOk2V69ejfvuuw8ajQaLFi3Cb3/7W+7H/5HG3r17EQwGMW3atKN2zj4w4DdvMplgMpnoYsBAIhgM4r777sPnn3+OadOm4ZFHHsGQIUOwf/9+jkam0WhQUFCAyy67DKeffjqcTieWL1+Ol19+GVu3bsWSJUsOKeU4QU5ODmbNmoX169dj7dq1mDdv3kDc3iHB7/fju+++w1dffYVAIICCggKcd955MJlMOOussyAIQtyLxtChQ1FeXo5IJIINGzbAbDbj008/xdatWzF+/HiUlpYOFOXwsLKPtLe3Izc3lxNX7gsWiwX3338/JEnCkiVLuMXgHwsmkwk333wz1q1bh3//+9/Izc2N09c4EigpKYFarcZXX32FUaNGHZFsX9nZ2ejq6sL+/fvjXsyPMA6L9qbVavHkk09iwYIFuO2227Bx48aBui4KlUqFK6+8EnPmzMEdd9yB3//+97j++uvxwAMPHBVK78GitLQUf//733Hvvfdi2bJlyMzM5BZjTkCIfe+iQIECBQoUKGBxXC3ESJIUjaWuPuSHfnd3N1544QVqb9q0CRqNhi4u7NmzB1qtFhqNBj09PTSc3Ol0ora2FuFwGC6XiwsXNxgMGDNmDIqLizFixAi0trZyESBHA5Ik4ZlnnsG2bdvw61//GjNnzjys+vx+P/785z/jgw8+wJQpU/Dss8/CYDAc1UUYAJSiQ6KYjgEM+NsASW3L0mYGCs8++yw+//xz3HXXXZg9ezYXJZQKJ510EhYvXozp06fj4YcfxnXXXYe//vWvXERJfzF06FDMnDkTn332GUaNGsVl4DoaiEaj+Oabb/DZZ5/RBZgLL7wQpaWlEAQB9fX1faZ71mg0KC4uxvnnn4/Ozk589NFH+Pbbb2E2m3HRRRfFfVU/BByyUFA0GoXVau2XPkw4HMbixYsRjUZxxx13HBOLMARqtRoLFy5EZ2cn3njjDdx5551H5byzZ89Gc3MzPv744yOSrlin0yErK+vHWIg57JflnJwcPPnkk7j66quxatUq/OxnPxuI64rD8OHD8c477+DBBx/Ea6+9BovFgiVLltBooGMBQ4YMwTPPPIM777wTjzzyCO6++24uCkqBAgUKFChQoCAVjquFGAA4nEUYoHfRZNSoUVSMU61WIxKJQBRFBAIBqg0hiiIikQjluQuCAI1GQ7UisrOzMWjQIGRmZkIQBLrw0trayqV9BPg01HJdAVazQc67drlccamKie6APAXqu+++i40bN2Lu3LkYP348F10h12hgbZvNFpeS2mKxYNGiRWhsbMRNN92EW265BRqNBjabjVuIcTgc9Iuxw+HgvsI7HA76BVOuESNPeWyz2Wh0klyfYPfu3cjKyoJarUZXVxen2yHXiGHtRBoxRBdGrgmTyCb7ys+BPhZikml3sJowQC8diYiRhkIhpKWlwW63Y+fOnVCr1XEaMaQer9fL9aXb7aZ+4HA4qE4HAGzbtg3/93//h7lz52L27NmcHlB3dzfXl2zKaqvVSvvy9NNPx913340XXngBN9xwAx555BHo9Xquv9gU4larldp2u50rc7lcKCwsxLBhw/Dxxx9j0qRJtB55elS/309tdjuRHQgEOG2ORCmpu7u7sX37dng8HuTn52Py5MnQarUQBIHTXSLjVK6fkCwl7IwZM5CTk4Oqqiq88sormDBhAoYNG5Yy1TU7FyTQiEmavlquEUO2g8Eg6uvr4Xa7IYoi9Ho9p4ESCAS462Hb5/3330dLSwvNUiSfN4gmDLGJLgzRhBFFETabDdXV1fRaAKC8vBx5eXlIS0uLmzdY/+rq6uLmhkSaGhdffDH27NmD1atXc1FcrO+xfgf0+h5pA1Yvhtjs+HK5XHHp4SdOnIh169bh66+/hsFggCAIcVpA8r5l01nLfTQYDFIdo3A4DIPBgM7OTjQ2NiISiXCaJKRNgcQaMT09PXSb1boCwLVBAiRdZQyHw7Tt5borbJ9YrVaMGTMGFRUVWLFiBc4880xOLyqVFhirGWO325OmJmefF3fffTcyMjLw8ssv4/LLL8dzzz3HiZon0l0hdl/pq1kNmUTpq9n95Mex+NWvfoVVq1bhqaeewhVXXIFZs2Zx15NoG0iczprViGHB2nJdLnk7sxoybIp3oPc3BLHZbSD+90aq+VCuGYMUvqVAgQIFChQoSIzjbiHmcJGVlUWFBuvq6jjes9xmNRzq6+s5qkJ9fT2ny8CWNTY2cpEDrDZFU1MTp/si14hJpgkD8LowbKrijRs3YuPGjbjgggtwzz33YP/+/RxPndWEAXrD/olmg8Fg4PRSSMYStVqNF154gbYV0BuaztJTtFotXYDSaDRcFJBaraYvTexCFbFZ3QMAtFySJE47gGhY5ObmIhqNxmnCsNmgUqWoZnVg5JowwWCQ07AIBoNUO4C8NG3fvp1ouaTks+n1evpVlE273NLSwvUJm/63ra0Np59+OrZv307vkfUnVhemvb2d89GOjg5aT2dnJ/3CHg6HsXLlShQWFuL++++HyWTiUpPL+12n09G202g0XOTMrFmzcM455+D666/H448/jieffJJegyiKXNtFIhHqa+FwmLvnSCSC4uJilJeXY9myZdi7dy9+8pOfICMjA3v27OGoJ6z+Rn19PaeJ0NjYyLUBm4Y6kQ5MXV0dduzYgbS0NMyfPx/jx4+nETDsvuwYl1OTWG0FeZpXtVqNiy++GB988AF27dqFrq4uzJ8/H+np6XEaMaydSCPmgw8+SDons+mr2fTnZF6orKwE0Kt1wc4j7e3tNNKF3f7hhx+wc+dOXHrppZg3bx7279/P3VdXVxfXf1lZWSgqKkIkEsEPP/yAt956C5s3b6YaR4lQXl6O8847D9dddx03VxD/UqlUcToexJ9EUcTw4cMxevRoXH311Vi+fDl6enpw6qmnAjjgT2Sb1dtgbVEUuXaW22yfsNuiKGLdunXw+/2YOHFiXF+mSmddVVXFtR2bnr26uhpjx45FZ2cnVCpV3FhsbGyk85rZbObmzs7OThoV4nQ6uUV08mGBgFBwCaLRaNK5S6PR0HMm04ghyM3NxTXXXIMHH3wQVquV+ppKpYrThEmmESPXCRMEgdrsNgAsXLgQU6ZMwc0334xbb70Vzz//PDe3yzMCEs0YSZK4/eSaMZIkpdSISZbaGkBc5Mvf/vY3LFq0CO+++y4mT55MfVSSJOoHco2YRDbrT3IqXqr01ey4ZW15mulUui9smbxcXiafH6FQkxQoUKBAgYJ+49ghXSs4JFRWVuLpp5/GmDFjcN999/VJrUiFr776CgsXLsTgwYPx0UcfHRO6LOyCxdGE3W7H6tWr8eijj+Lyyy/H4sWLsWTJEgBI/tZ5GMjPz4fBYOCybx0OvvjiC3R0dOCee+4ZkHD+3NxcvPDCC1Cr1ViyZEncl/j+wGQyYcGCBQiHw1i7du0RS1VLMm7t3LkTP/nJTzBv3jxMmDDhsMZIMhgMBlxxxRW4/PLL0d3djRdffJHL7NQPHPILDYk0ky9yJoIkSXj77beRm5t70GnhRVHEv/71L8yePRt//OMf8cMPP6CkpARnnHEGLrnkEkybNg2zZs3CVVddhVmzZuGUU05Beno6/vGPf2DGjBl46KGH4qI7Dhbz5s1DRkYG1q9ff0jHHwrOOOMM5OXlYdOmTQOeWt5oNCIrKysuSuIIY8Ce95dccgnUajU+/fTTgaoyJc455xy89tpraGhowF133UUjr44VGI1GPPHEE8jLy8Njjz0WFzVzAuDI5XxXoECBAgUK/kdxwkXEBIPBg6INEJuE6sppBGxZX/WkSoHKhvimoiIBPB3JZrOhp6cHDz/8MLKzs3H11Vdz6UdZ2hKbkpocS76kkpTHX375JRYtWoRhw4bh1VdfRWZmJhwOB0cpcDqdcTYJL2e3ic1uy0On5ak5ic1u+/1+OJ1O5OTkwGazJaQmJbPZFNRym6Upye1oNIo1a9Zg7dq1CAQCyM/Px6WXXopJkyYhIyMDt99+O1KBpSOFQiG6HQ6HOXpEOBym9AhSlp2djcbGRpSWllLakrxOuR+y1CSXy0WpSStXrsTgwYNRUVFBw+xZShqbmpzYhJpks9m4viR+pdFocMcdd+BPf/oTlixZgmuvvTauT7q7u6lts9m4MofDwVEnxowZg3379mHjxo1IT09PStmT0/kSpYCXj9Pm5mZ8++23UKlUOO+881BYWJgw9Tdrs2H88rB9eUh/spSw2dnZmD59Onbs2IFXX30VY8aMoanCSX8lS0UeQ9I5mZ27WGoS8Z/W1lbo9Xr4/X7O1wh1ibRVc3Mzampq0NDQgIsvvpguBjgcDo76w6ao7urqwqOPPorKykqcccYZuPTSS5Gfnw+VSoVAIIC8vDxUVVUBAMaNGwebzYZQKASPx4PZs2dj06ZN+Pe//42vvvoKt99+OyZNmgQgcfph4iPsNgCMHj0aO3fuRHV1NfR6PedrVquV8zXW9+x2O0dFklOV2HTWLE0JACoqKrBlyxZ89NFHGDFiBFfGzusAP7f39PRwFLBAIEAXWUk6dr1ej66uLmRmZsJisdB9RVGk7RKNRrm5VJIk+HwHkgXKo5HYNiD7M0hJTSKLB4koMwQsvWjChAn47LPPcNtttwFITJFh5xHWltNVD4bKevLJJ+PPf/4z7rvvPqrLkohGRXxGvsiViKqUjJrE0pb6ojix9lVXXYUXX3wR999/P+6++24uDTV7PnJ9ydJZy8vkacJZpKIqJUp1TWx5mcPhiLMPZj6MwQAFChQoUKBAQb9wwi3EGI1GGpovD6+tra2NoyoloyrU19dTOgS7DfRSlVjKQ2NjIw3fllOTWDqSnIrU2trK1Ws2m+n1NTU14emnn0Y4HMY//vEPGAwGGuZsMpk4KpLRaOTCrOUpqvfs2YM//OEPGDt2LJ5//nkaHq3T6TiaEEtFAnpfzMmLG0tFAnpDz4m+hCAIXBkAzpYkidYbjUZpWDr5UVhWVobBgwcjEolwoe5sumqApybJU1QHg0Eals5Sj8i+RUVFaG9vx5IlS7Br1y5MnDgRt956K4C4dKQp1Yp1Oh1t+9bWVhrC3traytXT1tbGUZNKS0vR1NSErVu3wmQycaHnqVJU79+/n9bT1dWFESNGwGw244cffsD8+fO5kHqDwUDbQK/Xc/QjlpqgUqk4KgJwIPz/F7/4Bb755hu8//77+OlPf4pRo0Zx7RwOh6mvhUIh7vyRSIRrg1AoRNNHz5o1C+PGjaNlLO1DPi4bGxuTUgHr6upQW1uL7du3Y9SoUZg6dSomT54MIJ621NDQwI0vOTVJHrZPbHm6WDZdNdDr7zNnzsTq1atRWVkJQRBw6aWXwmAwoKqqiqMmsfXEoJf/gRbo9bRNWGoSoa59++23GDx4MHJycrg5pqOjg855FosFFRUVePXVV5GXl4ef/exn9Bq6u7u56DOSovq///0v7r//foTDYZx//vkoKyuD0WhEZWUlVCoVotEogsEgGhsb6ZzgdDoRiUQQCARQVlaGyZMnIzMzE5WVlbj//vvx+OOP45JLLoEkSZwfiqJI/SkSiXDjdPr06di5cyfcbjemTp2KUChEx1coFOKuPRwO07aKRCJx1KRk6X7ltDOi0bJv3z6UlpZy/iOnJlVWVtJrqKys5GgnLDWppqYGRUVFNCJGFEVufmapSa2trRxNp7Ozk86rdrudW3D3er1clqdQKNRXOmsKrVbLzaVyug+x2XTV559/Pp588klK9UxFRZLbKpWKe5bIbbnYPbGvu+46dHR04LnnnkNFRQWuueYa7pzRaJSjWMmpSexcJacqsb4mSRLXJ+zzFIinKhFbkiQ88MADuP/++7FhwwZcdNFFSalJAOKoScR/otFoXGpr1pbPN8nSWcvnKrVanbQs0ZxH5sODoCYpUKBAgQIFCvoJhZp0nGL58uWora3Fww8/fFiZNyorK3HTTTdh7NixeOedd7gf/T82yFdiuYbEkcCOHTvw61//GrW1tbj++uvx9NNPJ2vXw0ovnArDhg1DNBqNEzPuL9atWwdBEHDBBRcM0JXxuPnmmzFy5Eg89thjcV/g+wOVSoVrrrkGOTk5+OKLL7gv/4eCnp4e/Pe//8X27dsxc+ZM3HDDDTSi42jDZDLh2muvxaRJk1BVVYWXXnrpYGkoh+xfLpfroLK11dbWorKyEj//+c/7TM+8atUq3HrrrRg5ciQuu+wymEwmWK1W+Hw++Hw+OBwOeL1eqFQqZGRkQKfTQaPRwOVyIRqNIi0tjeqWFBUVYcqUKTjppJNw1113YeXKlf26v9LSUmRmZuKbb77p13GHi7PPPhsAqAbPQCE7OxtarRZer3dA602BAeUAknb54osvBrLaPnHDDTfgiiuuwDPPPINdu3Yd1XMfDM4880xcccUV+OCDD7hILAUKFChQoECBAhbKQsxxiM2bN+PLL7/Etddee1g6LjabDXfddRcGDx6M5cuXH/WU232BhFzLv84ONFpbW/HAAw8gPz8fr7/+OmbOnJlKRyRlWpLDAflae7gLMTt37sTo0aMPOlV1f2E0GnHLLbegtbX1sF+E0tLSsGDBAgC9GXz6yPqSFB6PB6+//jocDgfmz5+PCy+8kBMu/TEgCALGjRuHBQsWwOfz4fnnn0dlZeUh32Nf8Hq9cZFnifD1119DrVZj9uzZKfczm8149NFHMXXqVEycOBHZ2dkQBAE9PT1UxDorK4uLfItGoxAEAQaDgUY5pKWlQa/XIxQKwWAwYOrUqZg+fTqeeOKJfmmkqNVqlJeXH5E076mQnZ2NCRMmoKWlZUC1YkgEid9/1OQ1BnQRuby8HOnp6fj+++8Hsto+IQgCHnvsMRQUFOCpp55KGenzY2HBggXIzc3FmjVrjpgG1jEGhZqkQIECBQoU9BMnHDWJ1UuQc/xZ/QZ5uXxf1pYfl6qeVPu6XC7uJYPot7B2T08PlixZguHDh+OCCy6g6WZZHZhEKanl9ahUKixcuBB2ux1vvvkmNBoNnE4npwvjdDq5L+ZOp5N7uXW5XDT03e12c2HwLpeLLma4XC6wkGvEsDabhpYVO7Varejs7EyZvppNWW2xWJLqwLDbdrsdf/nLX6DVanHbbbehp6eH05OxWCzyqI+Uv6oJRQPopUeQvhVFkev3SCRCv5ZGIhHU1NRAkiRoNBpYLBbuSyqb+rqnp4frS6/Xy2nE6PV67N69G2effTY6Ozvj+p31EbZvWV0YVgcCiE8p3tXVhXHjxiEvLw9r1qyhGUKAXuoEabvu7m6uf+SaMazWyrhx47Br1y588MEHGD9+PKef0pcGk9lsxocffohgMIgpU6ZAp9Ml1GFhtVyA+NSuNpuN2na7Pa6MtIlcSyGRfgI73jMzMzFnzhxs27YN33//PcxmM8466yxEo1GunhiSrgCm0oiprKxEMBhEMBiEy+WKS5VO9vX7/fjyyy9RVlYGq9UKj8dDF1JcLhddyIlEIvjzn/8MrVaLk046CQaDASNGjEAoFIJGo0FxcTG6urqQkZEBl8uF4uJiuFwuiKKIESNGQKvVQqVS0Qw4pEyj0WDUqFFQq9XYvn07nnnmGTz++OP0WtkxzvoSsTMzM7Fr1y7U1dVx5f3ViGFtp9NJbXnbEXvo0KEQRRGffvoppWTI53K5RgyrY8Sms2ZTWatUKoRCIbS1tdG5NRKJ0AWqaDQKh8NB65EkCR6Ph9ryhSH5ooRs0a8HSdAfjRgWZWVl2LVrF2w2W0pNGCBeB4YFa7P3C8RroNjtdgwaNAh33nknFi1ahJdeeglXXnklvVYyVyXSiGHbg9Vskeu39EcjhtWXYeuZM2cO3njjDaxZswYTJ06MO4f8elhdGPmcy9ry/kmkGZMspbg8DXaqdOOp9GTkNo5gpKgCBQoUKFDwv4oTbiHGYDBQnn8ijZhkdl1dXVI9CbnWhDx9NWuz6aqJTcra2tri0lWznG2z2Yznn38eoijizjvv5MqMRiPVSzCZTBzf3Wg0cvQeg8GAF154ATt27MATTzyBGTNm0DKtVkt5/FqtlsvAolar42zyEqdSqTgaiCAInM1uS5LEfbmPRqO0XlEUKT0qEAhAEAQUFxdDrVYjEolw2iXhcDhOI4ZoAsg1YkKhEG0Tognj9/vxpz/9CcFgEMuWLaM8e1bbJBwOy/UAjEgBuUYM2TabzVw97e3tlPrU3t5Oz52fnw+v18v1LZuy2mKxxGnEEA0C8mPd7/fj9NNPx7Bhw7h+Z3Vh5JoQGo2G9rsgCHG6C6wtiiJNYfvMM89wmhtsKvBgMMhpK4RCIU4jJhwOU00ESZIQjUaxe/dujB07FoMHD6b3KU8rz2oyfffdd/j666+RmZmJBQsWIBQKxaWOJ+OtsbExbpwmG9Pyc6rVano9KpUqpUYDAKrnwGrCTJo0CevWrcP27dvx0UcfIT8/HzNmzMDJJ5/MvrAmTUfFasS0tLTQa21ra6NRY2VlZcjJyeHagOjCAMDu3bvR2dmJefPmYfTo0ZwujN1up/21bNky1NfXY+rUqfB6vXA6nejp6UFtbS2ys7OhUqng9XqpeK0kSbBYLFCr1XC73fB4PAiHw/B4PIhGo2hra4PT6YRer4fBYIDH46G6Ng0NDZg5c2bvzcvGsDzN/CmnnIJNmzbBZDIhPz+f+lMoFOKohKxv9UcjRp7Sl7W3b9+O1tZWzJkzB4IgxKWzTqURU1lZSefnqqoqqj9iMplgsViQnp5O57aGhgY6NltbW7mx19HRQedOm81GxbmB3kVHVkw9GAxyC+ehUOhARTKwKcUlSeLmBoDXiGEjFCdMmICVK1ciPT09oSYMS3VlbZVKxT1LWFsQhLjMX2y0piRJyM7Oxi9/+Uv8+9//xosvvohf/vKXGDx4MJdqW34f0WiUixKUa8TIKbDsM1SuEZNMM0aSJLo9cuRIfPLJJ/j4449x2WWXcamsyfUkS2fN6sUQO5lGDADOZ1NpxLBzF6sX05dNotEIEuhbDWxaMQUKFChQoOAEgEJNOo7w/fff47vvvsMtt9xCX3YPBTU1NXjllVcwf/58zJ07dwCvcGDhdDqRnp5+xCgmr7/+Ourq6rBw4cK4H7YpcOiiKAeBvLy8w9JKIZlZDkc36GAxb948qNVqfPLJJwNS38UXX4zhw4dj9erVMJvNfe7/ww8/4MMPP0RBQQFuu+02TlzzWIQgCCgpKcHvf/97nHPOOfB6vVi1ahWWLVuGVatWYdWqVcAhzskkSqIvahL5in3GGWck3cfhcOCVV15BRUUFRo4ciZ6e3kAKnU4HnU4Hg8GA7Oxs6PV66HQ6KtRNqEqBQACBQACiKFJqkiRJCIVCGDRoEHQ6HcLhMEaOHImCggK8/vrrB32fpI/ZLENHC2VlZbDZbOjo6BiwOsnCBBvlcgQx4FEL5eXlCIVCR50uBvSOp3vuuQcejwfLly8/6ufvC2q1GnPnzoXZbMaOHTt+7Ms50kgpYq9AgQIFChQoiIeyEHOcIBqN4v3330dhYSEuvvjiw6rr2WefRVZWFu65554BurojA6/XSyNuBhqdnZ1YvXo1LrroIkyYMKE/hyaljgwEsrOzEQgEEAwGD+l4ErbOZgs5UsjOzsbYsWPx9ddfD0h9BoMB1113HYYNG4YtW7ZwqdtZSJKE7du34z//+Q+Ki4sxe/ZsmEymAbmGo4GMjAycffbZuOyyy/CLX/wC6enp6OjoOKwXfLJY0pc4cXt7O9LT01P6x+rVqxEMBjFhwgTY7XYEAgH09PTAYDCgqKgIhYWF9DwkA5tOp0NmZiaCwSClW0iShGAwiEgkAp/PB1EU4fF4EIlEYLfbIYoiRo4ciW+//TaOXpEMJOLicIWdDwWFhYU0EmagoNVqodFoaP8dYQy4OBFZGGNppEcTJSUlmDFjBlauXHlMasVMnDgRGRkZ2LRp0499KUcah/bAUqBAgQIFCk5gnHDUpEAgQMPp3W433e7LTlWWSGtGvi+rGSHXkyBaAiR0n8But1Otlx07dqCtrQ233HILLBZLnH4Mqwtjt9u5EHW2nq+//hrffPMNFi1aBFEU4XQ6uX1ZO5EmDGt/++23eOutt2CxWJCfn4/S0lKUlJTgwgsv5AQonU4nx3eXv0TZ7Xb68sZqxDidTuh0Orq4INeM2L9/P6cLwWrEsDovicrWrVsHSZJw7rnnJtyX1Lt//365zkLKl5lgMEi/DofDYdq30WiU6/doNEp9JBqNUl0K0m47d+6klIRQKMSVy1PWEtvj8dDzhUKhuPS2rB84HA5OI4bVhZHrN1it1jiNGNJeo0ePxnvvvYfdu3dj8ODB6OzspPo7nZ2dCIVC9Lju7m5Ot4e8jAO8rsr06dPx0Ucf4e2338bZZ58NjUbDaRVs27YNTqcT+fn5OOOMMziKjNfrTarPxJ6DtAHbJ1arNalOjlxbgYXdbufGO6shIz8nq1PjdruRlZVFaTkAsHz58qT+xWrEBINBes5wOEz1MCwWCzQaDXc9oVCIHtfS0oLCwkKqUcIudno8HhgMBrz55puYPHkyzjzzTDQ2NiIajSI9PR0lJSVob29HKBRCWloaVCoVRo0ahby8PGRkZMDr9aKnpweDBg1CKBSigr7Z2dkoLi6Hbf9nAAAgAElEQVRGNBqFyWRCbm4upXaMGzcO27Ztw7vvvovLLruMG+P79+/n/Kezs5NG/JBU2WRf1idJfxE7kUZMTU0NtVmNGHab9Bexg8EghgwZgj179mDEiBFx8zzraz6fL6VGDLtwodVq4XA4qN6XXCOG9TeSTputlwU7vgDI9a2S0kfC4TCNMpJrq8h9n9V9IfNJdXU1Ro4cedAaMQ6HI06PhNVgYiHXFLPZbJxeyiWXXII777wTH3zwAcrLy+l8nUgThrVZHRiLxZK0jNWAkZcl2pcts1qtOPXUU/HVV1/hrLPOitOISWZ3dXVx18PqwvSlEcPOXan2lc9xqTRjbDYbN48lWDhNSqlUoECBAgUKFCTGCbcQYzAYqF6CXBOmrq4upUYMW8bqVCTSnpDrVLAaMWxZS0sLpxEj14QhlJmnnnoKBQUF+NWvfgW1Wg2TycRpjpCv1WQ7mTbIyy+/jKKiIixcuJBSDVhev0ajoXx8QjkgUKlUSE9PRyQSwb333ouXX34ZGRkZOOmkk7B161asWbMGQK9I4UsvvUS/mkuSxH2pj0ajXL2iKFKb1YgJhULIzMykmgSRSITTJwiHwxznPxQKcfoSLH0rGAxSzr/VasXmzZtx4YUXYuLEiWhoaKD6DaReYkciEY7Xjz4WYnQ6HfeVmLxwdnR0cPV0dHRQDYCOjg7K/zcYDNi2bRvS0tJo33d0dNDt/fv3c1oBnZ2dtF6r1YpQKIScnByMGjUKNpuNi3zQ6XRUM0Gr1XJ6O2q1mtNzYLej0SjnI6FQiB57zjnn4L333oPZbMakSZPg9/up7/n9fo4uFAgEuHYOhUK0DURR5DQRRFHEhg0bsH79euh0OnrP1dXV0Ov1uPLKK3HqqadCEAQ0NDTQMdTY2MhpMLFjry+NGI1Gw2kiJNOBkWvCSJIUR20jdmVlJVfG6opUV1dzc0oMST/ryzViyLWazWb6Qj5u3Dh0dnZyc8z+/ftRUVGBaDQKq9WKqVOn0npsNhvtE6fTCYvFgq6uLkyZMoWmpw4EArDb7TAajaiqqoLX64XD4YDZbIYoivD7/dBqtWhuboYoigiFQmhpacGQIUOQkZGBmpoaNDY2Ij8/H93d3bDb7XTBaMiQISgtLcW2bduwcOFCBINB6qOBQIDTeQoEAigqKoLJZIJKpUJ+fj699mAwyNHxWN+Sa8TIbbYfUmnE1NTUUJ2fQYMGIRqNxmnEsNpAco0YMk4rKys5jZGmpia43W46n9fV1dF5raWlJaVGDBsJ5na7OZH2QCDALbaKophU30qr1XJzBbstCALtE5VKxc3BJEOW3W5Hbm5unxox5Nki14gBwNns80GSJK5MkiRaTzQaRWlpKRYvXowNGzZgxowZtL2i0Sh3rXKNmGg0Sv0rGo1yz8xoNErnLkmSuHksGo1y/SdJErVZjRiy789+9jN8+eWXcDgcnB6bXCMmGo0mnQ/lcwz7DAAQN1exPtwf/Zhktlw/Rq6ThSMcKapAgQIFChT8L+KEW4g5HtHV1YX6+npcffXVh6WX0tLSgj179mDRokXcD/b+wOfz4frrr8f69esxbtw4FBUVITMzExdddBE6Ojrw6aefYu3atdi6dSvOO++8Q75WoPflio36GShUVVUhHA7joosuOpTDjyidj0QneL3eQzre4/HEveAcSYwcORJ6vZ6LLBkIpKWl4aabbsLevXtRW1uLjo4OuFwujB49Gqeddlp/6WTHEw5JayEUCkGr1aacH7xeL8LhcJwoKYvdu3cD6H3R8vv9XOrpQCAAv98Pv99PX/IdDgc6OjpQWFgIt9uNvLw8aLVamEwmqu/k8Xjg8/ko9cpkMtFIDa/XC0mS+kX3SUtLO1pUnjiQhZ+Ojo5DnkPlIJE9oige6ZTrA55HmYj3yqPojia0Wi1mzJiBL7/88ke7hlQYP348VCoVjUL7H0Wo710UKFCgQIECBSxOuIWYQCCQNFWp2+1OGpbeFzWpL4oTm6JaTlUgL7FymhChkmzZsgUAMGzYMBrSbrPZuH1ZOxE1SavV4sMPPwTQm+mC0IPkFBWWfuR2u7kXA7fbjWXLlmHDhg2YOXMmLrroIjQ3NyMcDiMtLQ05OTk4//zzsWbNGixevBhTpkyBIAhwOp1cmLXD4YhLX01ezFhqkt/vh06no2HQXV1dcemrk1GT2G25vXPnTio02tzcHFcPayegJqX88keiAYDeyBpCR4hGoxxVgU1dzNKUCLWgtbWVfl0OhUK0PBAIcIsePp+PZk5xu920P8nCBbuQRaheQHy/s/QHOfWG7ROAp4F0d3dj6NChqKurg9ls5ugkfVGT5CmG5amtSdYTEqXl9XphMpng8/m4ccqOv0RjkbSzPO203W7n/JulJvWVwjcZVUJuOxyOONoSseXzTwxJVx6DwSC9ftYnIpEIuru7oVKpUFtby6VGJ/vW19fTtLuRSIT6KEtNcrvd2LNnD3JycqgWDKEZkQizQCAAp9OJMWPGoLOzEzqdDh6PBxUVFTQSLy0tDWlpaSgsLERPTw+0Wi3tW0EQUFFRQf2woKAAQ4cORWNjI+rq6mC326nPWCwWTiuJ+JYgCLDb7RwNTp4qXU5NYqlIqdJXJ6Imsf0liiJUKhVqamowcuTIpNQkeYp1Np11IBDg9I8I/aO1tRVarRaRSIT2VV/UJPmCFDvegLh01inTV7PUJJaiwtpyapLdbofJZILVakV3dzc3nhwOB2ezVFc5NcnpdCalJsmfFzabjaOykmxD7777Lmpqamikhpzek4iaRGz5PM+mqE5FRQJ6/ZSlJiU6x+DBg9Hc3Mw9A1JRp9hU1gA//6QqI21C2jIRbSnRfonqSUWHktsAUquEK1CgQIECBQricMItxBwONYmlMbApq1maEhBPeWhqaqJ2c3Mzd47W1lYa8tvW1saFHBsMBhQXF2PFihXIycnBpEmT6BdZvV7PhUvr9XpKxdHr9XGUlNzcXGzbtg1lZWU49dRTafi2RqPhwsc1Gg0NCydUJIKOjg689tprKCwshMFgQG1tLZxOJxwOB8LhMILBIDIyMlBcXIyvv/4a27Ztw7nnnotoNHpI1CRWUwJAwvTVcmoSCTWXU5PC4TClJrW2tmLcuHG0rVkqEjkPoRGIoijPQJSSmqTVamm/tLe303rZbdKWpF42JbUkSTT1N5uymmzLqUldXV20XrJgkpWVhcLCQhiNRs4P9Ho9bT82XTXQ+zKYjJrE9gkAmv0G6F0cKCkpoTQsv99P+8Dn83Eh/H6/n2sDlk4SDoe5+6qsrOQoIWxYfKp08anGXiJqEjsW2fB7QRCShv8TOgTbPmyYPktZkdNXUqVKJs0i/wMBS01i5w2z2Yy0tDQYDAaUl5dz6aqB3he88vJyuqhRUVFB291ms1F/dTqdaGtrw5gxY9Dd3Y2cnBw4HA44HA6kp6fDZDKhs7OTvjD6/X66QNbc3Izm5mZYrVZkZGTA5/MhEonAbDYjOzsbnZ2d8Pv9UKlUMJlM6Orqgs/nQzgcposHPp8PBQUFdLyzvgT0LjoUFRUhLS2NUmmIPwUCAW6cEr8E4n1L3l+pqEk1NTVxZVlZWZRaI+9bcp5E6auTUZPIS39ubi4yMjJQX19Px21zczM3Ti0WC4146+7u5qhJHo+HW3gllDGCSCSSdJFPq9VybS2nJhFbrVZzKaHVajVycnIQCASQl5fHXauc7qhWq5OmqBYEgXsmyKlJyahKhDZJsoDZ7XZ6faIoctQkURS554UoikmpSZIk0ecFu01s9tnLUpNEUeSoSUSQurS0FK2trXH0S9ZHWDoSS1MiNvEt+fyTiBrJ+nAy2pKcwiQ/LtW+iY5VoECBAgUKFPQPStak4wA1NTUYN24c9/XqULBjxw5MmzbtkI//z3/+g2AwiIqKCvpSF41GMWjQIAwePBhqtRrBYBA5OTnIy8vDypUrD+t6I5EIF7UxECAvh6yOSD9xRLkDgiBAp9MhEEiqq5kSR4rOlQoFBQVxgpYKDhmHlPrlYMYKobulSnHd1tYGi8UCtVqNUCgEm80Gj8cDj8dDX8gzMjKQlZWFSCQCq9VKMyUFAgGEw2Go1WqoVCpYrVYqQDts2DAUFxdjyJAhyMrKgsFgoIK+JKKL7NsXdDpdXOTH0URWVtaAppsmUSJyod0jgAHPmgT00il9Pt+RqPqgwX7oOBYxbNiwg84MdpziiPiWAgUKFChQ8L8MZSHmOIAoigPyci2K4mGl+SUvCsOHD0dZWRlyc3MhSRL9O/lKSSImfsyXpWQgId2H0Z6HpOHRX7Ch5/0FSx04GtBoNHL6loJjGKn8QxRFiKIIn88HlUqFSCSCcDgMj8cDp9MJn89HU1UPHz4cer0ebrcbbrebLs7q9XpotVq6KJOeno6KigqUlZUhMzMTGo0GmZmZdMGG+PrB+tDhLkgfLthrHggcxfs5IoN0oNvjUECobsfqPKTVan/0NjrCUH5LKlCgQIECBf2E8D/+4yAOgiC4APjQq8VAvj6no1fI0B/7m4TeHxYG9EZAhAG4AYixv2tj+0Rj/9LRS/Mif5Ni+5ByHXr5+erY8aQefazcGTtGiO2THisPoZeqoI5t62J/18T2jcT+Fo1dYzhWHkEvZzsSu4dwrI5IbFuK1RGN/V0buz4VACMO/KgKxI4nbUPaRYrVpY2dX8CBH/kOAGmxfcj9+plzaZi28ca2CW/Jx9wP+bzvZ65DHzsXudcQ03dqpg1JX4BpI9LuiB3rZ86tif0tyuxD/o/G9gnE9kuXJCmpSqcgCH709hlpq0isLoG5Tj0Ae2w/DQ70ZwgH/I70D/GVaOzvYO6FlPnR22/ytxDif1LsWFJ/JHYNmtixxKfF2D6kX0NMO5K6yAoWuQbS5gEc8F9V7Hg9DvhvJFYf8Udy36FYeZQ5Nhr7P4ADvsoiGKuPXDepi4xn4u+kXnJ9QRzQMtDG9g/Gyo3oHQOsP2vQ66Ni7LhgrFyDA/MCqUeFA76pxoFUwcS3BKa9ELOFWBuJODAmNJIkJVRbFgTBw7QneXvviZ1DxIGxRa6BtAlpS+CAXwvo7YsgDvgcCckg9yTiQJ+QMU/uyRf7Z0LvGCQLlAEc8BNvrDyEA2KexIejsTIyjxHfiTB1mJi/kWsi45Yd577YfpmxexBj55bQ219kbjAy7YHYNhkzpK1E5jiJKdcy7UD8Khr7O/H9QOw40pcCDvgFGDsQOxeZe0UceE6Qc6pwYD4n7aGJtUkQB547xOdcODBHapn6SX8HAeglSTrAFWIgCII7dh4ypkj7AAfGJHnOkPkkiAN+xz4PArFzk74m/k/6gfRZOHa97Ko4OSfxCzZMiJ2r3bG20Mfq1THtRca0/HkVjp0XALJxoM3Z/0nEIxkv+ti5iM8YceB5TK5BQq/vkXvtif1dPg+R+Zqci8wBUaac3T8UKyfjpIc5LgL+2UGez8T/wsw+utg/f+yaye8Odn8yphC7jh4c8EXyDCVzPfFp8lxTAzBKkkT5x4Ig3ATgpphZAeCASNORRy6Aox1+pJzzyKFCkiRFg0iBAgX/kzjhFmJ+DAiC8J0kSacp5zz+zzkQ5zsR2ulEOeePcY/9xYnQDyfKOY8VfztWroNAuZ7UONau50jiRJgHlHMqUKBAwf8GlHBSBQoUKFCgQIECBQoUKFCgQIGCowRlIUaBAgUKFChQoECBAgUKFChQoOAo4bhciBEEQRX7/8dVbTx4vKSc83/mnANxvhOhnU6Uc/4Y99hfnAj9cKKc81jxt2PlOgiU60mNY+16jiROhHlAOacCBQoU/A/guNOIEQRhKIDZAL6SJKntx74eBQoUKFCgQIECBQoUKFCgQIGCg8VxtRAjCMJIAJPQq9R/MYCPAWyVJKn9R70wBQoUKFCgQIECBQoUKFCgQIGCg4A8LeyxDi2ANkmSvhMEwQrgpwAyBEH4JNViDJtKUa/XTx42bBgAIBAIwGAw0P38fj/0en1COxAIcGU9PT1Jy+T1BINBbl/2nMFgkNqhUCiuzGg0Upstl+8bDoe5MovFgrS0NAwZMgThcJi7HtaORCLQ6XRcGbEjkQi0Wi0tI7bX60VTUxNGjhyJrKwsWqbRHHAnURShVqvpNlsm35e1I5EIPS5RPWxZonpIeTgcRnV1NfLz85GXl8ftGw6HuePC4TB3n2y5/Bz79u1zSJI0CAxY/zIYDJMLCwsRCoVoX2RmZtI2IOcyGo0QRRF+vx/RaJQ7l06ng0qlgk6ng9vtRiQSgSAI0Ol0kCQJgiBAr9cjHA4jEonQ+1ar1ZAkCSqVCj6fDx0dHSgrK6M+FA6HoVar0dHRAbfbjfLycnoPwWCQtoHf70cwGERnZydGjhwJURQ5H2H9uz9jRm6TceHxeODxeFBQUADCNmT3ZccPKWN9n7Xl+7I2GWtutxterxeDBg2KG2/yfQ/2HMn2TXWt8jIAMJvNdkmSBhOb9S2j0Ti5uLgYAO+zoVCI81+5zfZtIBCA2WxGRkYGhgwZkrIvU/VfqjaQt4fcls9jnZ2d0Gg0GDZsGEKhEK03FApxfie32Wuw2+2wWq0YMWIE9Ho9AoEA3bev+flg70s+57K2xWJBKBQC2z/y+ZlcjyiKtD/a2trg9/tRUVFB92XnS/mcl2o+7MvevXu3TZKkXGKzvmUymSaPHj26z3qi0ShXFo1GoVKp+ixLtO/BlomimNQWRRE2mw0WiwXjxo3jrkH+LEk176caQ/LnQyI/JDa7Lbfr6+uRkZGBvLw8AKn9kv19IS9LNefK7UTzTygUQjAYRHp6etK5SW6nKgOA7u5u7rko962ysjIA8c9Ttk8S9Q9rkz5pbGyESqXCiBEjuOsh7ez3+5M+r0jb2mw26HQ6mEymuH2JnagP2H1dLhcEQUBaWhqCwWDK+0r0OyqRTX4T6PV6GAwGRCIR7reafE6R/z7U6/Vob29HRkYGBg8ezO2b6rej/PchuU922+PxwGw2o6SkhP7+kP9uSmYnK6uvr4der8fw4cO5+2Dbuaqqyi1JUhYSIDc3Vxo1alSiIgUK+sSOHTuskiTl/djXoeDExvEWETMDwNUAbpEkSRIEYQqAnwP4VpKk1YIgCFIfN1RSUiI9/vjjAICamhqQHwgAUFVVhdLSUmrv3buX2uw2AOzevZva+/btQ0lJSdJ6amtrqV1fX8+ds7m5mb4QNzc3Y8yYMbSspaUFY8eO5eyTTjoJQO8PeLasra2NlpnNZjz66KM466yzcNttt6G9vR3kRzbQ+9JArpe8bBN0dXWhqKgIAGC1WlFQUEDLbDYbhg4diq1bt+Lqq6/Gyy+/jJ/+9KcAAIfDwT34nU4nBg3q/V3mcrmQnZ3NlSWznU4nXdyRlzkcDu44m82GnJwcalutVnrOtrY2TJ06FX/84x9xyy23oKurC7m5ufSeyTaxyY9jANi/fz+GDh0atw0AY8aM4V5m5Bg0aJB08sknQ6VSobu7Gz09PSgqKkJ5eTkikQg8Hg9GjRqFvLw87NmzB42NjdDpdPD5fBg8eDCKi4sxbNgwCIIASZLw/fffQ5IkdHd3IyMjAyNGjIDBYMDw4cNht9vhcDjQ3t6O7OxsnHzyybDZbPB6vejs7MT777+PtWvXYvz48QCA9vZ2DBo0CA899BDWr1+PjRs30uuuq6ujfV1VVYXa2lr87W9/wyuvvAKHw8H5yN69e+kL5759+zhfZ+3KykrO16urqzm7pqYGo0ePxubNm7FhwwY88MAD9McaOzbr6uo4/62treXsuro6Oobk+9bX13Nl5eXl2LBhA7Zs2YL58+dzL8DyelKVsYtYqfatra2N2zdZGQD84Q9/qJUkqQIJcPLJJ0urVq0C0NuXpL9aW1u5cdrc3IzCwkKuDYhdW1uLO++8E+eeey7+3//7f6iqqqJ9W1VVRfuV2Gzfkv5KdO1sOzc1NXHt0dzczNmtra3/n703D6+qOvfHP/vMQ3JOBjKRQDCESSCAMigCTrUi1CIPYq3UPlZbrUOpvZZr22u9xdvvrdpfH62lVqveVnDAGUVUWlFQFERAwhASMg8nyTknOfN89j7790dcy7X2GRIgQcDzeR4f98va2WcPa7177Xe9n89L921vb8cjjzyCwsJCPPDAA+jo6KC/2d7ezp1PW1sb1w9bWlqovXHjRjz99NN48sknMXbsWDQ0NIBM0Ovr65Oui/XXbL9U9p/m5mZ67srr6OzspPbvf/972Gw2rF+/HsCAT2H7usPhoOfa399Pfezq1atx+PBhfPzxx3Rfj8dD/RPrR4nN+sqh+lUAKC0tbZRlme9wX2LmzJky8Qc+nw8Wi4W2+f1+6pMDgQDXFgqFkJOTA2DgQ9VsNtO2cDgMk8lE7Uwf9uFwmNqhUIj7wAwEApzt9Xrpb7pcLjz//PNYu3Ytjh07hkgkQq/Zbrdz966np4fz8zabjfr2rq4ubgyxdmdnJzeeOjo66PMDBvopsVtbW7m25uZm+pF59dVX03EHDPRD9iPyyJEjtJ8eOnSI66MHDx6ktnIucujQIc6uq6uj+zY0NCTNRWw2GxobG7Fw4UKujzY3N3P7snamNgB44oknWmRZ/uofGMyYMUN+9913AQw8L/ad7XQ66TOy2+3cHKK7u5t7T3d0dKCkpAQ33HADDAYD/vrXv9K2xsZG+ozq6uq4IM2hQ4e4+1xbW4v169ejvLwc5513HucbvvjiC7pvbW0t528OHTrEBQzee+89qNVqzJs3D83Nzdw8wWazobi4GMDAHIJsAwPzlNLSUmqz/qC/v5/OJ6dMmQKn00mfkcPh4OaHvb29mDp1Kne/qqqqcO+99+Kyyy7DTTfdRNu6urrofLGrq4vz3TabjXuW3d3d9J7YbDZ6Dz744AOsWbMGGzduxMSJE2Gz2bi+brPZuHHC2l1dXVwbsZctW4a8vDz88Y9/pPeoq6uLO+7555/PLU6wmD17trx3795UTVlkMSgEQdiXLY2exdeNMyojRpbljwRB+C6AzYIgXC3L8i5BEAwAbhME4RNZlru/7nM8XZBIJDBSWsbs6vHpCq1Wi1GjRuGdd97BT37yk+E8tD5TYyKRQCQSQUFBAc477zw0NDRAlmXs2rULBQUFkCQJHR0d0Gq16O3tBQAUFxcjEonA4/HA7XbDZDLB6/Wir6+PfgQFg0FEIhEUFRXB7XbD4/FAp9OhpKQEiUSCZgE4HA6EQiH09fWlPUdBEGgWTjqwq9MjDTZzgV01GwnY7Xbs27eP+0A7zTDiAuRmsxkul2ukf2bI8Hq93AfOiYB8xLvdbu4j7FRBFEUua2OoUKlUp2SMfQnxVP3QqQQJ0gSDQS4D5nTD6bLolZ+fj2g0in379qGkpAS5ubnDcVjL4LsMD0hm6emA4R67iUQiKbPsRM7nRHzRYGhpaQEALrh7shg3bhx27tyJq666CuXl5Zg5cyasVivOPfdclJaWkqyi02PgZJFFFlmMAE7rQAyb4SIIgk6W5Zgsy78UBOExAG8LgnCNLMsfCoJQCGACgGwg5kso0zuHE2TlwuFwjMjxhwNqtRoPPPAA7rjjDjzxxBO47rrrhuvQUqZGo9FIV7v0ej1KS0tx8OBBuFwuhMNhFBQUIBgMwmg0IpFIwGq1Ij8/HxqNBi6XC01NTTAajfB4POjp6YFarUZVVRWcTiedyIuiSFe/SktLaap5KBSCSqWCWq3OOFHVarWQpIyXwa1OjzRIf7Lb7cP1UZASXq8XmzZtgkajwQ9+8AO43e4R+63TGdOnT8fnn39+KgMAaeHxeOB0OrlMkxNBVVUVBEHA4cOHMWPGjGE6u6FDmcUxVBiNxlMZ0D6t3/cnChJ4a2tr41b2TzcoKVdfF6ZNmwaNRoOPPvoIr7zyChYsWMBlgZ0gRv5F8SUKCwvR1NR0UscgFN+TwWDv2RMBoTSzmWTHA+JLhntBI5FI4M0330RNTQ2X3XOyePTRR/HJJ5+gpaUFBw4cwN69e2G325W7nR5RtyyyyCKLEcDpPjGbKAjCj2RZ/pUsyzEmGLNaEISHADwiCMK/ABgA7BvKAaPRKJqbmwGA+7glNvtx0t/fTz9YXS4X9/Hq9Xpx7NgxAAOp3OzEIBAIJNnkN4PBIN0GBrIAyL7hcBiNjY1cG/kNYGCyT9rZbWAgfZy8fH0+H2KxGEKhEFpaWuDxeLgXs9vtpnZ/fz/Hbe7v76erMew2a5P9W1tb0d/fT+8PO8lkbeXqu8vl4iZBrK1sI8cHkJTlwbYp251OJy644AJcccUVePTRRzF+/Hicf/75AAYCSOxzVr742QBTiklB5ggGBu6/x+OBw+GAwWCg/5HgSzgcRk5ODnQ6HQRBQHFxMQwGA/x+PyKRCNRqNaxWK0RRhNVqxfjx4yFJErxeL8aNG4fm5maqM6PX6xEIBCBJEiZPngy9Xo9EIkEDKD6fj95/h8OBWCyGeDyOWCwGm+0rWSWicUGu2ePxAAClTrETTqfTSccCO0aUttvt5vqox+NJso8dO0Ynj4cPH6bPxev10n19Ph/3d5nsVG3Hjh2D3++nVKzLLrsMLpeLtqU6Dju+lefj8Xi48a28Lva6U10z+VvlcQZDPB5HT08PgIG0dOK7ent7uf6cyhbFgWQIu92OiooKbNu2DTt37kQikaDPSzku+vr6OP/Ijrf+/n7uukgQkVw/61My2QcOHAAwsMra1tYGp9NJfY7D4eB8CskgY21yfj6fDxUVFdizZw/mz58Pu91Or4vdTnedqbbJdZFz8Hg8nD/0er3Uj7rdbuTn56OtrY22sboLbrebBsZZ/0vGKntvlb4znT9U+r9U/lCRhZE28kb8Czk/9jfdbjc9H6/Xyz0Tn89H9w0EAtzfKe1gMMi1sWBtv9/PnbfX6+Wel8fjobbL5aLZbXV1dbBarbTN4XBwz91ut6cdJ2xfAgb8IWnr6elJasu0L/ubrC1JEgKBAM0sSNUvyTjt64IjLScAACAASURBVOuj2+Q6iU38JoHS52WabwSDQerTZ86ciebmZnzwwQf47LPPkJeXB5fLhby8PKhUKoRCIfq3Pp8PtbW1VGMmEAigvr6ePccw0kCSJPo+UY4vto+mei+z96e3txeSJMFoNMLtdqOz86uimT09PfQd1dvby72vHA4HZ/f19SEajSIQCMDtdnNt7L1MNVcj45sgGo2iq6sLoihy/kmSJDqPSCQS3JxClmVuXiEIArq7B9YQyXs7GAyis7MTgiCgtbUVwECWC3s+iUSC6weE+kzOK12fUM4HXS5X0hyQ2A6HA2q1Gl988QW6u7uxdOlSeq52uz3JP7PjnbXtdntSG4HRaMTll1+Oyy+/HMAA1U8QBNo31q5de2JRqSyyyCKLMwCneyDGAmC2IAh/lWX5zi+DMXpZlqOyLN8rCMJEDKQtumVZDgxyLAADK/1k9SeRSHAraJIkcXY8Hqdc63g8zrXFYjHaptTJSKWtQHi+zc3NHC+7tbWV01ZgubsdHR3cSnF7ezu1WZ0FYIDHTq6ro6MDkiShqKgIVVVVsNlsHEeaFUfTarUg4sXAQNov4cZrtVpu9UOtVlPO9qhRoxAIBCinW6VScdxvQRBoCiu7nc4mGgTsNgFrs38ny3KSTc5BlmUUFBTgwQcfxOWXX44//elPeO6551BSUgJZljkuOoCkVR6iJSAIAsf9BhBDBoRCIRw+fBiCIKCgoAD5+fkwGo000yMUCiGRSKC/vx/hcBgqlQo2mw1WqxXxeBwejweHDx+GSqWi19bQ0ICenh46EQwEAgiFQpAkiU64VCoVSkpKqGgpmfBaLBZ6rZFIBPn5+cjLy4MoihwPOxwO0+ceiUToPc/Pz0dOTg7HlY9Go7Tvs+MAGBgnpH9LksSttB49ejSt/fbbb0MURdqnGxoauG2lJkw6m9UqIW0AsGPHDsiyjFtvvZU+T6XWS1NTEx1fmXRgUv3GcGnEYCConBI6nY4bqyTzKpFIcPoWkiRx+8XjccrPF0UR1dXVePbZZ9HZ2Yk5c+ZQ3yBJEqeXoPSPAOizValUabVUWlpauOtqa2vj9m1vb6fHff3116HVarFo0SJotVpoNBp6Dmq1mvNbALh+mEgkqC1JEmbPno0tW7agtLQUoijSvxVFkbsuSZK4PivLMr0uQRCSdDNYDS/2Ojo7O+l1iKKI/Px8+jt2u52jW+n1evqMdDod9TeFhYWIRCKcP1Kr1dSPDeY7lTSBTP4RQNoUSRL8Jb/B6sAIgkD9lyAIVJ8FGOgHRBdGpVJxK/mCIHBZQqwtCEKSUDWxZVnm2hKJBHdcSZLob0qShPLycqjVaqr1Ra5ZFEWOgkjeiaxNnoMkSdwYYsdUIpHg9C0SiQTnOyVJorYoitxzZ23yfiJ9LxqNcv07Go3S/sP6WKWtnIuIonhcGjHEFgQBc+fORV1dHZqbm2Gz2WCz2aBSqaDRaKjweyKRSJn5odPp2GBj2lQftVpNnwP7jib3ktiSJHHjQBRFTiMmFouhpKQElZWVCAQCKCsr40TIyTMKh8McPTEcDnN+IxQKQavVwmKxcGMWGAiAkGcSCoWS/o59tm1tbZBlGeXl5WhtbeV0X7q6ujidOXZ+4XQ6k7T3yLkfPXoUwICf1Wq1cDgc9Fk6HA7O/3R3d3N+tru7m47NgoICrq2rq4v6NSK4S6DX67l+qNVq6XWq1WqUl5fj4YcfhtVqxVVXXUX7ukql4saFIAhpbUEQuHcSANqmPI7SXrt2LbLIIosszlac7oGYvbIsf0sQhP9PEIS/ybJ8uyzLUQAQBOF7ALbLspyUsvBNRzg8sDjFCicON8aOHYuOjo4RO/5woaioCI899hhuu+02fPe738VTTz3FTZhOABnJ2xqNhn5sWCwWxGIxxGIxmEwmWslAr9fD4/Ggs7MTer0esiwjGAxCEAREo1F4vV6IogiTyYREIgGPxwOfzwdZlhGPx2kGidfrRWlpKaVljB49mgZ5yEpiKl0Cg8FAJ9fpUpjJR5nb7eY+vEYKZWVlOHbs2LBS6gKBAHbu3In29nYUFRVh4cKFyqDa6Yjg4LucHAoLCzFv3jy8/vrrJ00JOhn4/X7s2rULF1100bCk0l9yySV44403sHXrVk7EcqQhimKSCOlQYbFYIIoiwuHwCVGbjhODZvOdidBqtZg6dSr27Nkz3HpgwwZZlpOqB54OUKlUmDZtGqZNm4b6+npotVqaieJ2u2G1WqFSqRCJRFBZWQmz2Qyz2Yze3l7Odzz++OMj/5L4EiQQ0NXVxQVRjgfDQU3SaDRIJBJc5tLJIhAIICcn54T9IcksO1FqUyrs378fn3zyCVavXj3iGm5pkKUmZZFFFmctTq9ZQTIEAPKXujCPkGDMl215AHIBHFcghqUCKalJqVLxh0KzUKYG+/1+jnIQDAaprUx3DYVCHDWJ/TslVYmlI7HHJOdAPmBJgCQSiaSkJrGpqEr6kbKNTT1l7YqKCnz88cdDpialoyIp7Uw0JmXKfKbj9Pf30+0ZM2bgkUcewdq1a7Fy5UrcfffdWLFiBf07p9PJHYdNI3Y4HMoJW8aZCCn1KggC/H4/1Go1jEYjxo4dSyfjJpMJGo2GZsdYLBbug+ycc86B0+mkJa6rq6thNpsRDAZRVVWF1tZWWhZ14sSJ8Pv9iMVitOR1WVkZIpEIgIF+Sp6R3W5HLBaj6d9NTU105ZulJvX29tJ/b2pqgk6n4yabLDUpVQo9SZd2u91c6rQypZ6l/5SUlKC5uRkffvghzjnnHI42NBRqEhkL5O9aWlqwf/9+iKKIGTNmYOrUqQgEAtzfeb1ebgxloh+x+6aiJrG22+3m9mXHu9vt5lLE2bYvkfbrIB6P05RuNrVdSZ+z2+2cH2MpGISe8Z3vfAd79+7FK6+8QrMdHA5Hkj9kwY6pVL6BXIuS7uhyuTj/09/fD61Wi7fffhvRaBQXX3wxTflnqUmpUt+V18luFxcXo6qqCm+88QYKCws5igpLeUjl99NdcybKFfGrhNKq0+nQ3t5O29iAIktNYu8HudaWlhYaIFb6TuV9TrU9FBsZfJckSfD5fPRcWZ/n8XgyUpOI7ff7k6hI7L4k2AwcHzWJBKEJWKoSoQzPmTMH69evR1dXF21j/RSQTE1i7ZOhJikpTuxvEGoS8ZF+vz8jNYn1q2wbS41W0h1Zv0V+g4xFlpIC8PMP5VyElGAm2RsWi4Uu5pBnGQ6HEQ6HOYr3l0jbt1wuF5577jlMnTo1aXGInXMp51/K+0Ns8m76/PPP6XgcjJpE3m3kd2KxGPx+/3FTk8j4Br4SxG1vb0cikUiiJhH/xNKUACTtS6hJiUQCgUAAxcXFdA4nCAJHh2LfM4lEgnvu8XgcTqcTwED2UCZqEuublP65r6+P2g6HAy+//DJMJhMWLlwIu93O+Wd2vGeylbQllnaq9PNKG2dpADmLLLLIAjjNAzGyLCeIYK8sy78QBOH/CYKwDcA/ADwty/JxO2iDwUBTNmVZTqImsWnpbAqwMv2XpS0dDzWpqamJSy9taWnhyqMqy1cr7UzUJPIbREdi/PjxKalJOp2OoyaxaaBarZZ+EKjVai6VW6VS0VThc889F2+99Ral0BwPNUmlUnF0I5VKRSdXyrT4TG1KGpPSZs/nwgsvxLvvvouf/OQneOihhxAOh/Hzn/+cTirYFGhBEDhqkoK2lHEZLRwOIx6PQ6PRoLCwECaTCTqdDh0dHfTcyUdHNBpFJBJBIBCAVqtFOBxGMBhEW1sbNBoN7HY7tFotVCoV1TTR6XTw+XyIx+OIx+M0lVmSJMTjcTQ2NkKSJDohU1KTCgoKaFp0Xl4eTRdWUpMqKiqQn59PU/bZFO1YLEZXIpXUJJbepxxPSmpSfX09RxM8evQoent7ceWVV3LUJCWFJxPdZ8+ePfjkk0/Q3t6OyspKzJo1C3PmzKH7sau4SooRS01it5X7DnYctj0VxWkQalJan8zSCAVBoONUlmUuy0tJTWJtQqMYP348Vq5ciY0bNyKRSGDy5MlIJBJJVCD22apUKvpsNRpNEjWJpViybUpKDxGx/vjjjzFr1iwsWrSIu8ahUpOAr4RaCU3pe9/7Hv7whz/A5/PhoosuotfMHicV5Yqla6S7rlTUpOrqahrAqK6upr/T29s7JGoSuR6WLsn6UqXvBHAy1KS0Fd8yUZNUKhUN1qlUqiFTk1QqVRI1iaUcDZWaJMsydxyWqiRJEnJzc/Gtb30LzzzzDDo7OzF9+nTaxr4DJEni/LwkSTRDLpFIcGNoMGoSa7PUJEmSUlKTSJYqCRYCA76T7ZesX2VpSsRONxdR2kePHqV+t76+PmkuQuzGxkaurampifPXjY2N3LyFbVPaW7duTas/1NXVhTVr1kCr1eKOO+7AL37xC04/ifTRRCLBUcmU1CRRFFFcXIxRo0ZBpVLB5/PR8Z+JmpSKYqTRaKhQ/lCpSeFwmHu2ROzdarUiFApxdCNSahsY8AVs33I4HNy+fX19GDNmDA3WTJo0ic4/7HY7vc+9vb2c/+np6eHmh11dXVRjZsyYMUnUJPKsbTYbd806nY67Tq1WS+9fLBbDrl27sHTpUlRXV6Onp4f2dbVazb1nVCpVWjtTm/I4ShuDLH5lkUUWWZzJ+Pol/AeBLMuy8FUofR0G0hQ/O5EgzDcF5ENfqbUynCAvdbK6dyagsLAQL774Iq6++mo89thjuOaaa7Bv35A0nllkLHFiNBphNBppRQUixOv1euHz+VBeXo6ioiKa7u33+yFJEuXKk3adTgeNRoNoNAq1Wo3KykpYrVYq8EvKZHs8Hi4TyGq1oqioiOPdK0E+pIiwXzqUlJQkZSGMFARBwMyZM9HS0sJlzQwVfX19ePXVV7FlyxY4HA4sW7YMN99884iOgRHCKSsxvGrVKlitVjz88MOntJy1LMv429/+hmAwiKVLlw7rsRcuXIiCggK89dZbw0oZyASyen0i1UTIh2eK7JWRwFlbBnbevHnQ6XT46KOPvu5TSQmSdXG6UZOGEWkpu6NHj8Z3v/tdLFmyBH/+858xf/58PPvssyc8Pg0GA0pLS0+6ctLJggSTWBHqk0Fvby/UanWSft3xwOPxwGg0Dls/e//99xGJRLB8+fJhOd4J4uQ4ZFlkkUUWpzFO+0AMMBCM+XLTBWCVLMuNmfb/poOk14+kHgZZMTkTdGJY6PV6/O53v8Njjz0Gu92OFStW4De/+c3xXEfGjxmtVovKykqMHj0a5eXlGDduHCZMmICysjIUFRVBr9dDkiTk5OSgoqICBQUFtOS0yWSCxWJBSUkJFck1Go1QqVQ0JVuSJITDYcpxJ5SCYDCIYDBIV/uIjkwqkUXy8TdY+eZx48ahtbU1pc7MSOCCCy5AaWkpXnzxRS6tOhM6OjqwY8cOrFu3DvX19Zg6dSruvvtuzJ49+7QoFXsCOGWTTpPJhJ/+9Kdwu9347W9/SzM7Rhrbtm3Dtm3bcOONN3Ir18MBrVaLO++8Ex0dHXjllVeG9djpcPjwYZSUlCRlpwwF7Kr5KcApC/KdapjNZlx++eV47733Ugafv24Qasxw6V+dhkj7kjCZTJg/fz7GjBmD66+/HuXl5fjVr36Fn//85yf8rCZMmIDDhw+f8LtJEISTfq+Rd/Zg79GhIBwOw263o7Cw8KTeW06nk8siOhnEYjFs2rQJ559//inV3EqBbCAmiyyyOGtxRi3PfCnUmzEjYTAoy1ezSKWJQF7WyvLVLE9bydHOVM46FWc7nUaMskQ1u69Sh8bn81Feb2dnJ4xGI/r6+tDf33/CGjF9fX1Jui+kjaSG19fXo6+vjytxSvYltrItVXlUYis1CFjb6/Wm1S5QHieVngyru7BgwQK8/vrrWL9+PZ599llcccUVWLlyJVatWoVEIkH/VnkPkCG9n8BqtaKsrAxHjhxBQ0MDNBoNcnNzYTAYqIZAaWkpxo4di/3799Ny0rm5ufB4PKioqMCoUaMgyzLcbjcqKyvR09MDo9GI6upq+gzMZjMmTJhANTeKi4uh1WphMBgoXaC/v5+utpMynqRPNzc301RrlldPtnNzc+Hz+dDS0sL1faVGjLJ8NdFIOB6NGFI69+KLL8bHH3+Mzz//HMFgEDNnzkwqM22329HY2IjW1lbKZ586dSomTZqEeDzOleVmx6JynHq9Xm4sKktLD1XbxeVycZlhbreb2pna2G0GaT+WRVGk6eusdlGm8uuknTxzpX6MyWTCbbfdhieffBKPPvoobr/9dpoWr9ROYseCUgemr6+P8xvKNuJ/jhw5Qif38+fPh8Ph4HwTKZdKzpX1Tak0CFJtV1ZWYtq0aXjhhRdQUVEBWZYzat+w7wGl9g17LcprJn714MGDmDp1KhwOB1eiOl35amW5WGBgLJLzYrV4BitfrdQ0S1du/Euk/eodqkYMqwkDgOpgAak1YdJpxIRCoYylrdnrSFXOmtgej4duX3XVVXj33Xfxr3/9CxdccAHV7iFQagMpNWLSlbbOVK5aaadqYzVCvF7vkDRilPo2LpeLHlepEaOcb7BzA1YvhtxbViOG9T+pSl1nKoOt0IhJ27cEQYBWq4VOp8NFF12ECRMmQKPR4PXXX0c0GsUf/vAHqFSqpP6a6nmRe1JWVoYdO3agtrYWo0aN4t5fdrt9UI0YUlL7ZDRiYrEYDAYD+vr6YDabaVlnAFw5a0mSuECrUiMGGKh0BQzQtJSLQqR8tSzL3PlIksT1g2g0iu7ubpSWlqK/vz+pTxB/NJhGDJlP/Pvf/0Z/fz/uvvtuem1K/8yOb7YN4PW+2G2yL/lbdjuVjUEqVWaRRRZZnMk4owIxwwG9Xs/xbFmOtCzLnCYCy71mNWGUbUrNgbq6Oo4/rdSIYbm7bNlXpUZMW1sbpkyZQm1WM0ZZ2rqjo4NeVygUQkVFBf3NVBoxZCV6MI0YNqtGo9Fwqy2FhYXo6+tDYWEhV3IVAFd+md0mx02nA6NWq6keAWnLpE/A7stqG6TSOUilWXP//fdjxYoV+L//+z9s3LgRL7/8Mi655BJcd911WLBgAaeLQ24fMiAWi1EBz+7ubnR3d8NgMNAy1kTEV6VSIRqNIhwOU8pSYWEhfD4fbDYbYrEYvF4vtFoturq6aDCrs7MTTqcT0WgUBQUFKCoqouKJkUiETizJh6nRaKSpztFoFPn5+ZwWA+F7RyKRJI2YYDCIV155BaIocmMmk0YMKY+s3AYya8SwJaqnTJmCF154AXV1dfD5fLRsOrk+MiksLCzE0qVLYbFY6IpdJm0XZRs79pTtTU1N3FjMdJxMWjOpSmST61SW4f4SFuU/EGi1WvqMlGXV2W2lZkwikaCce1JulcWCBQswadIk3HvvvXj88cdx7733YubMmVCr1ZyWAKvfotPpOJ+n0+nos1ZqqbS1taG6uhpHjx7Fhg0bMHbsWKxduxYGgwEGg4HrP1qtlvoqjUbDaRcIgsBl0LC2LMtc280334zf//732LhxI+68886k6lDsdQmCwGnfKMtXk2tpa2vjnmVHRwc0Gg0CgQAuuugilJWV0eMajca0GjEkaEpQUFAAj8fDacSQrLWT0YhJYacN8rE+OZNGjFqt5nywWq2mQV8iTM7+Hav1wmrECILABaqUNrsNIG05a5JdCADXXHMNfv3rX+P999/H0qVLU2rEsLQPtpx1IpHgxtCJasQoy1fH43GuX5aXlw9JI0bpV1m9OuV8Q6lRx84/6uvruf7M2seOHUurCaNsH0wj5p133okgDQRBoItRZKFgwYIF6O3txZYtW1BQUIAHH3wwSdNIkqS0mjFz587Fxo0b4XK5cN555yESiVAfF4lEuGeQSiNGr9cjNzc3o0aMsuz1kSNHuOM2NDRg0qRJ2LVrF2KxGPcMOjo6aP/p7u7mNE/sdjtX/ry9vR1utxsVFRWwWq3cc2d1YZSaMDabLUlD0O/3Y8GCBSgqKuJ8sM1m4+aD7DUry1fr9XqMHj0amzdvRnV1Na6++moaNNVoNLTvp9J2YbVv1Go1N5dk30msrdFouDalDSBt38oiiyyyONPxjQvEnO2QZRldXV2YN2/eiP9WYWHhqdI2GFGUlJTgj3/8I372s5/hn//8J1555RVs27aNijlPnz4dkyZNIh8ZGScFkiTB7/ejuLiYfpjk5OQgkUggHA5DEASqDyNJEq1U4XA4YDKZoNVqEY1G0dfXh3A4DIPBgGg0ikAggEgkAoPBQMV6tVotvF4vLXdNVv9JAAcArZ7EwmKxQK/XJ2VSKDF+/HioVCpuFfBUQK1WY+7cuZgwYQK++OILeL1eukpnNpsxc+ZMLFiwAMXFxRAEYcg0pjMEXwufavLkyfjlL3+Jp59+Gr/5zW9wySWX4KKLLjrh8rAsYrEYnnvuObz00ksYNWoU7rjjjiSh1uFGTk4O7rnnHvz2t7/FE088gQcffHBEfnPLli1QqVSYNWtWShrgUFBWVnaqKJ4je9O/ZhiNRixevBibN2/GAw888HWfDgfih5UBprMIaeeSkiQhFoshJyeHCvVHIhHU1NSgoKAAGzZsQDgcxv333z/kHzvnnHOg1+tRW1uLb33rW8d9smq1elg0pAiF2Ol0YuLEiVzWx1AQiUTQ1tYGvV6PKVOmwOPxnPC5uFwuyLLMBUNOFG+//TY6Oztx3333nXSZ7zMNf//73/HCCy+MyLFvuOEG3HrrrSNy7CyyyOLMxDcuEBONRmk6rjKFX5nK3NfXx5XJZNvYctbKMrhK2pCynKSStsSm/6Yre608rjLlmKQ8OxwOBAIBlJaW0pRWt9udlHqaLt2epSqloiaxtkqlgt/vR39/P1wuFzcJcbvd1Ga3gWRKEcl6INeRrs3n83GTAmWaPNuu/A3WTlX2mmTlrF69GitWrEBXVxc+++wzHDx4EJ9++ik2bdpEds84K5FlGRaLBfF4HGazGaIowu/3049Ag8EAtVqN8vJyuFwuFBQUQKPRoK2tDfX19XR1PicnByaTCVarFZWVlYhEItDr9Zg4cSItc20ymVBSUoJQKASdTofRo0fTFWKygm2326kQK5uyPWrUKDQ1NdHskt7eXjoxtdvtdLuiogJHjx7lUtiV1CR2XLhcLjouUpV8V1KT2HLRbJvP50NBQQEuv/xyeDweTnTX5/PR/5THUZa2PtGy0ywViVxXOrqRy+WiYy3VvmwbO95cLhdXmvRLpK0+wpYnZWlDyhLrSr+WqRw7a6tUKtx7773YsmULPvjgA+zYsQNz5szB4sWLUVRUBKfTScdQJvqR0+mEVquFLMuora3Fq6++Cq/Xi9mzZ+P73/8+QqEQDTyQfQnsdjs9bipqkrLMaSZ6VnFxMW655RY8/fTT+K//+i/cdttt0Ol0GSlX7DUSm6Vcsefa2NiILVu2YMGCBQgGgxz9iN0G+PR/JRWguLgYdXV19Nmy/ikTNUlZ7ncwGxmCyKR0LjAwZtj7ztokm48gEAhQW0k3CoVC3L7hcJjaJCjNtrF/x0JJVWLLWbPUJGCAnvTaa6/hueeewyWXXML5JmUZc9ZWlrZmy1krS1t3d3dztCFCP1Juszb7LmapSUrqFLFT+VVyDqyfIvdASVMmvisTNUlJkz6eUtcpqElpg3yiKEKWZZSUlGD06NHwer3Izc1FTU0NrrzySuTk5ODVV19FZWUlfvjDH3L3Q1m+mryX+vv7MXHiROzZswddXV0pqbUEhJJLQO6t2+1OSU0i91JJ3QqHw0nUJJvNhuLiYrS0tODIkSM0Y0cURVq9UpIkug0MjDXSh0jp67Fjx1I/zf6GLMu07yQSCe45i6LIvevIuySRSKC/v597PoNRk1jb6XTiqaeewsSJEzFu3Dju3Fn6kcPh4N4Bg1GT2H1ZO1Pbl0hLe2toaMAll1ySrplDuiCIMvCyY8cOAAM06eHEjh07sGPHDvpb2aDMqcdIBtmyyOJE8Y0LxLDlqwEkld5NZ4uimJaapCyDzZaPBHgKhpKq0NLSQtNLW1tbB6UmEZstZQ18RU0iL+1LL72UptEeDzVJo9HQFZVU1CS2nHVubi5N91ZSk9RqNU0zZkujEptNfWfT3VPRj9g2tjwqmxZP2tlSqukoTploS8SuqanBkiVL4HK5kJ+fD5/PB1EUUVNTkzEQo9fr6eRDq9UiEonA5/PBbDZTGoNWq0V9fT3VhSkoKIAsywiHw5Q/TvQefD4fcnJy4Pf7EQwGEYvFkEgkaFZMQ0MD/H4/LBYLnE4nIpEIenp6qOaCIAhJ1CRgQEfD4XDQFOloNErTgaPRKO0Tc+bMwVtvvYVx48bRj0c2pT4TZU9ZvlpJ2auvr6djgR0jAF/aOVO5amDwstNkTKWiGylt8rdsWXmAL2PMbpN9lXRDci0tLS1JVBdiK9u+RFoFSZY2yJZVT1FiPclm/05RGpQ+a5VKhTFjxmD69Om49dZb8cQTT2D79u3Ys2cPzj33XEyZMgWTJ09GaWkp9Hp9Uno7S7lobGzEtm3bcOTIEZSXl+O///u/MWPGDAADGlbkb5Vp8UTsGhjwNyytg5wfgSAInM1uAwOC4tXV1YjH43j22WexceNG/Pa3vwWQTE0i567RaJKoUuRZ6vV67nk999xz0Ol0uPPOO1FYWMj5WYPBMGRq0qRJk/Dhhx/CZDLBZDIlUZNYvwp8RTdSUjkGs5HhY5n1yal8J/HBSp9LBEvJNpt1pKQmqVQq+sGXiprEfgyybbIsc3YikaAUqEQiwZ3PokWLUFNTg1deeQUrV67k7p2yPHIikaAfzolEgnsmLDUpVTn44ylfPXbsWKoJUlVVxZWhZvu+KIq0XyrnG5IkpaUmybKc1s9moiaxlGlgwM8qfTBLY2LblLTKt956K22QT5IkSreVZRm9vb2QJAlqtRperxfl5eVYtGgRHn/8cSxbtoy7Trb/iqJI32WxWAwXXnghnnrqKVptrVnLUAAAIABJREFUkDwvZZnpUCjE+ZFgMAiLxQJZlpOoSaFQiNrhcJh7PkeOHOGO09DQQJ870eM799xzYTQa0dHRQftIV1cXR0UiJaD37dtHKU3Tpk0DMBBEYp9tT08PfQ91d3cnUZPY+eGePXtgNBpxwQUXwGazce+vrq6utNQkg8HAUbCamprQ29uLO++8ExUVFdy5a7VaOhZYqiww4DuV80Vip2oj443dTmVjGMpXK4Mgyjbgq8DLxRdfPCJBEjYIkOl8gGyQZqQCJiMVZMsii5PBNy4Qc7ajtrYWubm53MtzpKDVaukq6tkOJnCTMfdYrVbD5XLB5XLB7/dDFEVotVrKSScVkBKJBPx+P8xmMwwGAwoLC+nqcnFxMeLxOPx+P0KhEHw+H4xGI3Q6HRKJBGRZRkFBAfLz82E2m6FSqSCKIgRBgMfjofsASPt8ysrKsH//fiQSiYxVGmpqavDaa6+hoaGBThazGFGEB99l5FFQUIDvfe97uOWWW/Duu+/i448/xmuvvYbXXnsNJpMJRUVFqKioQGFhIeLxOM2s6enpoWLJo0ePxl133YVp06al0sI5ZbjwwgthtVrx5z//GWvWrMG111570pSrzz77DHv37sUNN9xwUuVmga8q0DU3N2P69OkndaxBcNppLRCK5XBBEAT88Ic/xC9/+UscOHAAl1566bAd+2RAqEkjTcn7GpE2k0+r1cJoNNIKgMDA/YhGo8jLy4PFYkF1dTVqa2uxevVqbNq0aUh9YtasWTTr7ngrROp0Ovj9/uP6m0woKytDY2MjvvjiC8yePTvtfrIsw+/345NPPoHf78e0adOGrZKW3W7H2LFjT5pKtG3bNphMJlx++eWnrJLeIEjbGSZNmoTt27cPeoBMH/YjFXhR4tZbb6W/kel8UgVphprNc7z4OgM+g90DYPgDJspn/U2j3WVxeiIbiDmLEAqFsGfPHsybN++UOBiv18utMH5DkLHmpSiK6O7upkK8ZKXXZDJBrVYjkUiguroawWAQ8XgcFosF4XCYVhiRZRmJRAIGgwGyLCMSiVA+u06n4wI7Op0OarUaTqcT8XicltLUaDSwWCwwm81pNXyqqqpoFYhMH6WzZs2CRqPB559/ng3EnBqkFZE4fPgwJk2ahNmzZ+PCCy/E8uXLk7JbhhsFBQVYtWoVVq1ahd27d8PpdOLYsWNob29HR0cHDhw4AJ1OB61WC6vVijFjxmDu3LlYvHgxxo0bB0EQTrnGUCpcddVVMJvNWLduHR566CH84Ac/wPLly49b0wEYyAZ46KGHUFlZiRtuuOGkz42sctfW1o50ICZn8F1GDjabDY8//jj27t0Lu90Oh8OBYDCIRYsWYdWqVbj22mu5jMcTxfLly7F27Vq89NJLp00ghlCvWDHjswxpJxyELkuyYIxGI/r7++F2u1FcXAyj0YiqqiosW7YM69evx1/+8hf8x3/8x6A/OH36dKjVahw4cABXXnnlcZ2s2Wwe1pLxOp0O06ZNQ11dHbZv3w6LxQKLxYLc3Fz6Hg8Gg2htbYXb7YbJZMKsWbNQVlY2LOcRCoXgdDpx4YUXntRxfD4fdu7ciauvvhpGo/F0CcScNNggyOmATOeTiio11Gye48FwZeWcaDAo07mfquBYFlmcDvjGBWLY8tUOh4PjfivLJbKcbbYsL8DztJUc7VSaMek420rdl6FqzShL77rdbuzfvx+xWAzV1dWc9kQqHZhMpWbZNmVpa6VmQ1VVFVwuV0odmHS6L5k0CAKBANfG2n6/nwswKfUKWJstq0p+I12J7FRlsNOV3kaGyiPAwApvJBKB2WymOhmk6k84HIbNZqMp17FYDIFAAAUFBZTiRdLezWYzAoEAEokEKisracWJyspKmvFCqnzF43EEg0GMHz8e8XgcRqORUsNsNhtXvppw7EkAbdeuXdDr9ZxGDLsNDKzYf/LJJ/SFyZZZVWoZsOPE5XIlla9W6rew5auVbenKwyvH11D3TaUJM1QdmP7+fkr76+/vTxpfSpuscpLx5Ha70dfXh9bWVmzduhVerxdut5uKODP3kBfIYDBq1ChcccUV2L17Nx555BE88sgjmD59OpYvX45vf/vbnGYMC1YTRamPwmqipNJHUQYqampqUFNTA5vNxqWls5VBiM5LV1cXPQ676suWrLbb7Unlq49HI4bYytLWrPYN2R43bhzuv/9+PP300/jnP/+JDz74AFdddRXy8vLS3gPWHzqdTuzZswebNm2C2WzGddddx2nTsM+diEsTsCWrleWrCa1z9+7duPLKK7ny1ew2OR92+zg1YjIKqhI6YyrtLWKn8s+sRoxSE0atVqOzsxOPPPIINmzYgEQigQsvvBA6nQ6jRo3C6NGj0dnZidtuuw1r1qyh2SwslTWTZozP50t6L1utVlxzzTXYuHEjGhsbacZSKs0RYqfSiMlUkjpT+epUGjFkLBANN/IbmcpXK/0quWai+cVes9IfsvOEdPox7DYwuLadUk+G3RcZ+pYsy8jNzUUikUBRURFEUUQikYDVasWUKVOoVs/8+fOxZ88ePProo5g7dy4KCwuTNHTY50VosHv27MGMGTMylq9WasSIokh9MPuuU5avVmrEsH4+Go2is7MTwABVSqfT4ZxzzkFfXx88Hg92794NjUYDURRRX18PYGCsFxcXo7i4mPaLRCJBj5NIJLjAtSRJ9BxEUeTueTwep+dK9snJyUFTU1OSvqDP5+M0YliqH+u3tmzZglgshksuuQQ9PT3Hre3C+gbWdyrnoOzcUjnPVNrIoBFzNkIZpBmpbJ7jzcpJhxMNBmWDLVlkMYBvXCDGYDBwafJsNoCyfHUmjZhMnG0lL7uhoYFqSCj1LdgSuq2trRznV2mz5avb29uTSqm+8847KC8vx5w5c7hz1el0J6wRw5YR1Gq1XLlPt9uNsWPHorCwEBqNhsuO0Wg0lN+t0Wi4ibVGo+E0CFiNGFZzgNhkFVGlUnEriqnKpbL7sscRBIHTj8lUBpvVS1CeO4ZQecRsNsNqtSIUClFNF7PZDJ1ORwMxXq+X7h8IBBCPx6kIZVdXF/r7+yFJEkaNGoX+/n50dXVBrVajpaUFnZ2d6OvrQzweh8fjgdfrRSQSodkHRUVFVPPA5/NxvHryjGbPng2tVgu73Y7y8nLEYjH6rGOxGJdpQUqFEt2LeDxO+1Mm7STluFBqJ7HlrNkxAmTWiMlULlpZkrq5uZmOGaXuSyZbqfvS2tpKz7W1tTWpTan14vV6UV9fj0OHDqGrq4ujiGk0GhQWFkKn06GwsBDl5eV0kupwONKW3ikrK8ODDz4IANi3bx8+++wzPPfcc3jggQfwzjvv4K677sLChQshCAKn5cRqyKhUKi6Nny05qtFouOeu1Wo5iqNOp6PaC3q9ntNLYHUGjEYj52+MRiOnQcDuq9fruTb2N5S/T0SuCVQqFW0XBIHbl7WVWjJWqxWtra146qmn8OSTT6KoqAjLly/H+eefj4qKCq7PkvM7cOAANmzYgI6ODkydOhW//OUvk94XBoMho0YMq63AaiCo1Wqcd955OHr0KEaNGsXpOik1YoiuhXJ7KDaAtCVZ1Go19YFK/8jqwmg0miT/TOg2So0YWZbxl7/8BWvXrgXwVelmlUqF8ePHo7OzEyaTCWazGWPHjsXhw4exbt06HDp0CC+++CJ37mwgj2QMkt9g3wGJRAI5OTn46U9/ig0bNmDr1q1YvXo1bVOWR06nESNJEvWHx6MRoyxfLYoiKisr6TlOnjyZjvV4PM7NPyRJorZSr471pUpNGABp5x+ZfK5SlyuTZoxSI6ahoUFJN0xLH9HpdBAEAU1NTejr64PX64Xf74fL5UJDQwN6e3uh1+sxZswYlJSUwO12409/+hOeeeaZJI0Y0idisRiKioowb948vPTSSygpKaH3PRKJcM9HWYY6GAxi7Nix2L9/P6xWK3cdrEZMNBrNqBFz7NgxjlbIPvempiZaQTEej6OkpARGoxGFhYWw2+3ccbu7u+mz7u7uTio7Td5JNpsN5557Lm3r6uqi88MjR45Aq9Xi4osvpkFw9h1ls9loH+nu7k6pESPLMrZv344JEybQj2qdTsfdS51Ox2ldpdN9Ie3kPaTVaulYIzbxcex2KhtfUyXB0wUjlc1zPFk5mZANqGSRxcnhGxeIOVvR0tKCuro63HzzzaeEltTR0ZEkTPgNQcabq9VqMWnSJMRiMYiiCJPJhEgkAq/Xi/z8fJSUlMBsNkOSJAiCgNLSUng8HlrOWhRFFBQU0CwJku0SCoVgMBgo7cjn8yEcDiMSiUAURRgMBlitVppN4/F44PP50pbD1Gg0mDRpEmprawe94JqaGmzcuBGffPIJrr/++hO7a2cxEokEjh49is8++wy1tbVoamqCLMs0qLlw4UJUV1ejoqICkiRh1qxZUKvVaGtrS6KFDYXvDgyILZ933nm4+eab8cwzz+DZZ5/FTTfdhKlTp+Kmm27CsmXLsvznNBAEAZdeeikWLVqEnTt34oUXXsAzzzyDv//979BoNCgvL0dJSQn8fj96e3vh9XrpR/yvf/1rXHrppRAEga5iDwdmz56Nbdu2oaWlRRn4HU6cPO9niDhw4ABuv/12HDhwAMuXL0dzczPOO+88aDQaujqem5tLK8sVFhZi+vTpcDqd+PTTT7FgwQK8/PLLmDp16gn9/oQJEzBv3jy8+OKLuOuuuzLqYJ0KhMNhaDQaZTWYswlpsxbIdcdiMUSjUUSjUZjNZpopqtFooFKpkEgkoNPpUFpaij179mDPnj349re/nfFHZ82ahQ0bNiQFQgYDWWghWWDDDY1GQ4MtXV1dXABnuCHLMurq6jBmzJiT6l8HDhxAa2srfvaznw3j2Q0Ljp8/msVJ4XSjcmWRxdmMs3ZW8E2CLMt49913kZ+fjyVLltAyqCOJ3bt3AwDmzZs34r91miGWqVEQBPT19SEcDsPn89EVPY/Hg/7+fpSVlSEcDiMej0Oj0dAMIJ1Oh2g0ilgshlAoBKvVSiuoRKNRCIJAt2OxGDQaDRVADAQCiEQi8Pv9cDqdlC6Un5+P2tpays1XYs6cOdiwYQNXOjYV8vPzMW3aNGzfvh3f+973TuLWnT2QZRmNjY34+OOP8dFHH1Eq3qRJk7B48WJccsklmDx5Mmw2G7ey3dbWNpguSVrRy1TQ6/W49tpr8aMf/QhvvfUW1q1bhzVr1uD555/H3Xffjfnz55/gFZ79UKvVuPjii1FRUQGDwYDa2locOnQIgUAAvb29sFgsmDBhAs455xycc845qKio4DKohhMrVqzAY489hscee4xWdhoBDJ8qbhrEYjE88MADePTRR1FYWIjx48ejvr4eVqsVer2eo+GRD3SVSgW1Wo1wOIzc3FxcdtllqK2txcUXX4wXX3wRCxcuPKFzWb58OX71q1/hs88+O2ntjJNFMBg8m/VhACCt4mw4HEZLSwtcLhcMBgMkSUJubi6tMEiCByRzhuimPPXUU4MGYkgltuMpYwyAZmecDRoonZ2dcLvdmDt37kkd57XXXkNOTg4WLVo0TGc2bMh+p2SRRRZnLb5xDi4cDqO+vh5qtRp2u53j0BOuMgHL01ZqYbhcLvq3So62UovC5/NRW6ntwtpK/ZhM+3o8Hpqu3dDQgJaWFqxcuRI9PT1J+gR9fX2cPVSNmFTaMuQjcseOHcjPz0d+fn5KjRiv10v/1ufzccfx+XxpdWCIaC0BqzsQCoW4vwuHw0n7kiyAQCDAZQSwWgbsNjkfpc3q2yg+nDNqxIiiCIfDQTVpZFlGaWkppwVCaACRSAQWiwV5eXkIhULQarXwer0YP348NBoNDAYDgsEgcnJyaOlPk8mEnp4e5OTk0ABJS0sLgsEgJkyYgHg8TsvGBgIB7N27F0ePHkV5eXkSx37ChAkQRREffPAB1akBkjVi7HY7ampq8MILL+DDDz+kq5fA4FoGSv0GVr+F1Yxh9WJIG7FTacukG2/KsefxeOiYcbvdHOdfqQPD2n19fRwdgtjRaBQ7duzAo48+CpvNBrVaTYUma2pqYDQa0dvbi7y8PPT29qY9Drl3KSpmpI3SiKJI9SH6+vpo/ybbl112GRYtWoQNGzbg1VdfxU033YTp06fj6quvxuLFi2mQUKmBQvp3Ko2YTPoArE9hbeV1KfdlNWLY7VRt7NhLZZPzZTVhlLayTXmdDocDpaWlmDJlCqxWK0fH7O3tpan4DoeDy4JRnjv7bJU+N5P2FgnQrly5Ehs2bMC3v/1tXHDBBXRfFqzui/KdNJiNDEE+4p+AzDpdwWCQa2N98rFjx3D77bdj//79qKysxA9/+EPU19fD6XTCbDYjJycHDocDOp0OFRUVlEZkNpvpuFGr1Zg6dSqKiopw8OBB/OAHP8DmzZtRU1NDf5PNYlBqxHg8Hnp/5syZg5ycHGzYsAGTJ09O8lWsJlwqjRjiD1NpwqTSgUnVRrRmSF9h/Y1So449B6VeHdsPXC4X5+NSacaw8wR2DqHUiEmnH6NsV+6r1JNBhowYUtUvLy8PkydPht/vRzQahSiKKC0tRSQSgSzLlPZKhG0//vhjbN++nT57p9NJ30tEIwYYoGwePHiQjs3e3l7EYl+tl6TSiCHjv7e3l3vvsNep1MUJhUJJGjEdHR10m/UNsViMVo+Lx+NUI4jY7L6iKFJdGEmSqBYZaSN9JhaLcfc8EomgqakJu3btgkqlQmFhYdpzz6QR43K5EIlEsG3bNixevBg+nw89PT30XqWbS6aaV6abZyrnkqzeICkwQKC0AURZQxCEWwHcCmBEM42yyCKLLE4FvnGBGJvNhv/8z//E2LFj8Ytf/CKJh81SBVj9C1b7AkjWiEnHwwZ4PjWrZwHwuhStra1UzyKVzWrEdHR0YNKkSRBFEX/7299QWFiIG2+8kVbUGapGDJkUE2i1Wk7LQKkRQ0Tm9u/fj7lz59KVJY1Gw3H6SRUV0sZqsGg0Gqo5QGyiO0ACEASZNAjUajX3wadSqegEgwQj2LZ0+jFKXRr2/Fj9GnJpyAByLVqtFtFoFHq9HhqNhn7o2O12WkVJr9ejpaUF/f39CAQCyM/PhyiKsNlsyM3NRTQahVarpYEPt9uNhoYGdHd30+pJGo0GgUAAoiiiubkZ7e3tkCQJeXl59LzdbjemT5+OWCzGceyrq6tx//33o6GhAStXrqR871gsxgmxxmIxTJ8+Ha+99hoOHz6Mq666inLulToH7DhhxwiQrG2g1IhhxwyrC9PY2MiNGaVGDKsL09LSwo0ZpUaMcnyxx2V1YNra2rjfOHLkCHbv3o133nkHwWAQVVVVWL16NS699FL09/dz481kMtF7YjabubFnMpk4LRVWu+BLpK2axHLuycSbbLP6TLfccgtWr16NV155BU888QT+93//F6+99hpWrVqFCy64gEvhZ3n9Go2G4/yzegDEJr5Br9dzfsNgMFDbaDRyv8G2KW3lcfR6PdUkUGrWKG2VSkVtdpvY5DislgwwMKaV94D1h+wz0ev1nO6LUluBfbasrbwu9t4p7zOhaPz85z/HG2+8gWeeeQaXX3459V/ss2V1X0jWG8FgNjIIQSt1upRaXJn8s06nwz/+8Q/85je/ATBQLlyr1aK7uxtdXV3o6+uDyWSCJEk0mEeEUi0WC/R6PQRBgN/vh16vR1tbG4xGI8aOHYuenh78+Mc/xs6dOymdxGq1Ur/P6sUQm/juMWPGYNmyZXj99dfxpz/9CaWlpUkaMeTeiqLI6VuIokifkVIjRhTF49aIAQZ8gVJnLp1GjFJfS5Zlzma3BUHg/KpKpaK2IAicX2V9rnKekkozJp1/Vmp6QfGxzCISiaCurg7xeJzOCbq7uxGJRGgmp8/nQywWo8Lyo0ePhtVqxfPPP4/LLruM3kvy/GKxGJ17zJ49Gx999BEqKyshCALC4TD3vEKhEPfBTjRitFotJEni3gmRSIQ+g1gsxj2fI0eOcHZ9fT0d701NTZzfaG1tpXZHRwfnJzo7O7l+0NnZSe9tZ2cnd187OzupDgy7DQxQniZPnoyXX34ZEydOxJgxY2h7Jo2Ynp4e7jqMRiM+/fRTiKKIm266CTk5OZx/Vr4DyJxQqXWVSgeGjC92OxAIwOVyoa6uDh0dHbDZbPD5fOjr60MgEEAgEEAsFqMl36HwW7Is/x3A3wFg9uzZGatYZpFFFlmc7vjGBWIIBqNjnCl444030NrailtuuYVbjRhJfPTRR3A6nadNadBTjIxiAyQAZDQaaXUIohcSi8Wo+KZGo0EkEoHRaKQfGFqtllb9EAQB0WgU+fn5KCsrQygUoiLAbrcbfr8foihCpVJh1KhRUKvVNGgjCAInOHz06NGU6cYmkwlz587Ftm3bcO2112a8aLPZjEsvvRQffvjh6Zi6PGIIBALYtGkT3nzzTcRiMSxYsADz5s3DFVdcwVW2GUakFes9HhgMBtx44424/vrrsX79erz66qu4//77odfrsWTJEqxcuRLnn3/+cPxUFsOEvLw83H///VizZg1uv/12PPHEE8P9E8MuGnTkyBHcc8892L17Ny666CKaWUf8VyAQgCRJkCQJKpWKBo6NRiN0Oh3y8vJgNptpZZ3c3Fz60VZfX4/S0lLU1dXhxz/+MTZu3HjcWi8rVqzA888/j/fff/9rpemFQqGznZqU8YM4JycHOTk5GDNmDK3cptPpoFaraRYneX9ZLBZUVVWhvb0d//73v9Hb28stCClRU1ODzZs3c9lrg0GlUqG0tDQpm+hMQ1tbG5xO56AUrsGwdetWTJ48GVVVVUlV904WXV1d+Ne//oUvvvgCu3fvRnd3N9dusVhQXFyMUaNGwel0wmKxQJZlWCwWqFQquFyu46LrZpFFFlmcSfjGBWJKSkpw4403Ii8vL4mapExPzkRNYsv0ZqJcEJtNFU5XajJVG5vKrEw57u/vx4svvoiZM2eirKyMps0ORk1S0ggyUZOUqaY6nQ7//Oc/UVhYiJqaGrjdbno+7L4sNcnv93NtytR3Nt1dST+KRqPUZrcB0EpBrE0m6pFIJGlf9jfYCb2SDqWkMSmoSYN+CZAKOVarlVYgIRMLURSpkC+pSpWTk4OOjg6Ew2EUFhaiqqqKaiZEo1FIkgSDwQCz2UxTuePxOARBwJQpU2jFJSIwCgwEdSZPnozi4mJ88cUX8Hg86Ovro2nzpFTqvHnz8Omnn2Lv3r2YNWsWgNTUJEmSMHv2bLz33nv44IMP6EdFpnGhLPmuLGftdrvT0o9YO1XbUMcQO2aU1CS2bCfAjwuHw4Fdu3bhnXfeQTgcxpQpU7By5UqMHj0aDoeDpp2Tv2NTvVlb2aakr7BtXyKt1oIoilR8ub+/n/ZRdhsYuM+sPX/+fCxbtgx1dXV44YUXsHXrVrzxxhsoLi7GnDlzsHjxYsyYMSMlFTFd6rmyjb13qehYmfxPuvLVynKoSmoS287SlJR2qrZ0x0lFx0pHucpEq1Jel7IMtrJcK/FjCxYswF133YV169Zh6dKlWLx4Ma699lqarcK+k1JRbTLZACJIg0QiQVegU9FDlb4zFArh4Ycfxrp162CxWFBTU4P58+dTepFOp0NBQQGcTidisRjMZjMmTpyI+vp6Wrmwp6cHarWaVrhyOBwIhUKYMGECvF4vSkpKkJubi6qqKrz55pt46KGHcM899yAUCtH3diAQ4K6RVJ4DBsb7pEmTMGrUKLz55puYOHFiUvlqluqipBQNlZrU3d09KDXJ4/HAbDZz/ifV/IPYSp03ZdlyFi6Xi6OhsLaSmsT6RyXFM5XNUkeVNCbWJwPIRRqQ7LS8vDwUFRWho6MDRUVFyM/Px+TJk9HU1AS3241zzjkH8XgcBQUFsFgsuPLKK7F7926sX78et912W9L7i6UmAQMLRKQPDkZNItk5jY2NOHbsGB1/7HWmoiaxtKFIJELnXJFIhCs7raQtkW1gINOG3TcWi9HjxmIxro/EYjF6DpFIhDufcDiMHTt2QKvVwmKxcJQ1kl1GwNKRlNSkhoYGHD58GD/60Y/Q3d3NvReVvlz5Dkj3vgiFQnjppZewefNmNDQ0AAAKCwuRn5+PuXPnYvLkyYjFYjAYDJgyZQpsNhtUKhVmz56Nc889F62trQgEAjAYDKirq8uqzmeRRRZnLc64QIwgCIIsyzL5//H+fW5uLi3N19TUlFR6l7Xj8fiQqElKyoUyxZelWSipSZmoE21tbUnUJHKclpYW/O1vf0NOTg7WrFkDn89Hz8FgMHDXwabXA0OnJul0Oi6FXqvVIhaLYefOnbjjjjtQUVFB6RE6nS6JmsRmerD0nlQlUMmHfSb6Ecn6ICCraKlslUqVRFsidqq2dHQoIorLIOOkQJIk5OTk0DTz3NxcWmEqLy8P4XAY4XCYBmaIfkBbWxsSiQRUKhXcbjckSYLD4YDP54Pb7YbH40F5eTk8Hg/q6+spDYukepOS2J2dnZBlGbIsQxAESJKEhoYGFBQUIB6P09RuUqlkxYoVePTRR9HY2Ihly5bRNnZlkaTiV1dX46233kJtbS1Wr14NtVoNURS5vnU86fVsmdVM5auVY6apqSkj/UhJNyJ2W1sb16akHxmNRkyYMAF1dXV4/vnnYbPZcP755+PWW2+FRqOhY8psNnOp3SaTKS39yGQycVQFo9FIx5vJZOIoDl8ibf8iZa+BgT5Lxhu7ncpWq9UoKChAaWkpampqYDAY8O677+K9997D+++/jy1btiA/Px9z5szBFVdcgfnz56OsrAw6nY4rg63X62kqusFg4NLSDQYD7TNGo5FbwVamt7P76vV6bl829V2j0XBtSpsEMsk1K9vIb7DbxGZ9nkajoTZbPpvYxFcqS3anssnfpvKr7PmwflWlUnH3edWqVZg4cSL++te/Yt26dXjmmWewdOlSTJ06ldLezGYz3G6dgMhbAAAgAElEQVQ34vE4ZFlGLBaD3W6HzWZDNBpFJBKhwSAmMJA2EMPSNVP5YGILgoDNmzfjvvvuQ3t7OyorK6lvOXLkCOLxOEwmE0RRRE9PDw34yrKMjo4O+Hw+BINBqmtFMveIRowoitBoNHA6nQgEAsjNzcXYsWNx3XXX4X/+539w5ZVXYurUqRw1if2oTCQS9DqIL16yZAleffVV/P73v+eoE6RCHdlX2Ub6kyiKHNUlHo9z45alI4miyPUJSZJQWVlJfW8mKjRbslpZGh34io4kCALnR1kqktJWq9Vp25TUpExUpVS0JQU1Ka3fIlXljEYj4vE4jh49SsdALBajATiDwYBwOEwDINFoFBdddBE2bdqEe++9l6M2RaNR6guLioqg1WrhcDhQWVmZRE0Kh8PcmA6FQhg3bhxsNhsOHz5MaVDkuOSZsPM/AKirq8tITWLbWlpa6N+2trZyz6u9vZ2zOzo66L0klHN2X0I36ujo4MpXHzt2DI2Njbjwwgsxc+ZMdHZ20r/t6upKKoPNUpPY99XmzZsBANdffz1KS0thMBg4CqrSPxO/r9PpuDLTOp0OkiRh3bp12LhxI7xeL6ZNm4aJEydiypQpdLGIUDNJNo9arUZ/fz+lvUejUbS0tMDhcJD3WFr9oSyyyCKLMx1nVCBGEIQyAHMEQdgty/Lw5k+eYXj77bfR0tKC++67D3l5eadM/f/JJ58EAHz/+98/Jb/HoqenBwcPHsTBgwepYCPRW5k4cSLGjx+PSZMmjXSJ0IxVk+LxOEKhEHJycpCbmwudTkcDKhqNhgZHVCoV4vE4XC4XzZCJRqOwWq3QarUIBAKIx+M0pZtknlgsFhQUFFCqEgAqhpmfn4/CwkKadaNSqWA2m9HU1JS2TGdRURFmz56N7du345577hm05PE111yDBx54AHv27PnaK5EMN0RRxFNPPYU333yT0kQWLFgAQRC4Fc0RRlqtheGCyWTCihUrsGLFCrS3t+PgwYPYtm0btm/fjn/9618ABvQ1zj33XMyfPx/nnXce9zGXxchj6dKlWLJkCXbs2IGtW7diy5YtePXVV0/2sCfMjRFFES+//DIefvhhNDQ0YNq0aTj//PMxa9Ys+P1+9PT0QKvVUuFVIkReUVGBaDSKkpISTJw4EcXFxWhvb6cVcvx+P+x2O/Ly8iAIAmKxGP2gi8ViNPvDZrOhuLgYa9aswZYtW47r3JcsWYL169djz549+M53vnOit+Ck8A2gJqUN8gH8IookSVTzjCzQkPclEe11u90QRRGBQADt7e2ora3lgissdDodqqqqcPTo0eM6YRIw6+zsHMmS8SOGQ4cOIR6PH1e1qFTYuXMnZs2alZH+NRS8//77+N3vfgefz4eqqiosWbIEsVgMXq8XxcXFMBqNCAaDsFqtEEWRZjCbTCZ4vV46Z3G73bTQwZcB4FPDuc8iiyyy+BpwxgRiBEGoADAHA1zk/xIEYa0sy64TzYw5k7F7927s2LED3/nOd07px3BbWxs2bNiAG264AWPGjKE0iZHEsWPH8MQTT+Dtt9+mSv6CINCVXjYNHBiYlM2YMQMLFy7EpZdeivnz53PCwMOAjBoeKpWK6hwEAgH4/X4Eg0GahkuoRYIgUK2EnJwcuopMAiGRSASSJNEAC6kQJUkS1ZiJx+McXUWv18NisaC/v5+ulJNU8H379qUtvbts2TLcd999OHToEFedJBWIDsSmTZvOqkCM3W7HY489ho6ODixZsgRXXHEFpk2bNqK/SVLWnU4nmzp/SiedJpMJS5cuxdKlS2mVp127dmHfvn34/PPPsXXrVgAD42r8+PGoqan5/9k78zA5qnL/f6v3fZmZnqVnyyzJZJuQhZAFTdjNphgFRAyKkQsIF0Tc8PKDcH28KFeuolcvCIg3XCBqBIkhhiBgICEJJGGyTDKZLT3T0zM9S+/7Xr8/hvNaVdPdSTBAwHmfh4c+qZ7q6q6qU+e85/1+vpg+fTpKSkpw/vnni0Cyk3F2g+M4zJ49G5dccgl+/OMfw+v1oqOjAzzPIxaLIRwOE09KpVIhkUigsrISarWaHNeqq6tJVjRnzpwz6gh5nkdbWxs2bdqE559/Hm63G7NmzcKCBQvQ1NREfZJWq4XRaIRGo0EsFhNZUmcyGYKUq9VqSroA4/2Vx+NBIBCAy+UimWtJSQlsNhuMRiPJSLLZLORyOfbs2YOXXnqJqvdOJxYtWgSlUvmhJWLY+cojQ/w4RcHnIsdxqKioIDAvx3EE1U0mk/D7/dDpdOSY1N/fT9IaVqW0Z8+eohyzxsZG7Nq1C2cyFJwyZQrkcjkcDsf73tef7UilUjh06BBmz56dr6rytMPhcKC/v/8fWlgLhUK47777sHnzZsyZMwfV1dWora1FRUUFjh8/Tpy8SCSCUChEFWZarZb6KradXRfBYBA8zzOW41kdwE3GZEzGZJxL8ZFJxGBcg/waz/NBjuNcAOIcx2l4ni+6EgOI7e6sVivpaIU6cCA/I4ZtL2YNKrTsBSbaWQvbxayu8+m5pfa6wWAQ//3f/42qqipcdtllpFGW2uIWYjJI2/kYMYU4EA899BC0Wi3Wr19PltVsezAYFL03FApROxKJiD4jHo9PaLPJAmO57N69G7/4xS+wfft2Kvn/zGc+QyXjJSUlqK6uRnt7OzweD0KhEDQaDU6ePAmFQoFf/OIX+OlPfwqlUokLL7wQF198MVavXo2pU6eKWDLARPaM0BZbeGzvxgRwnPD60mg0SKfT0Gq18Pv9sNlsMJvNyGazUCqVmDVrFnEDdDod6urqYLVaoVQq4Xa7wfM8DAYD6urqSKJkNBpRWlpKDjx6vZ44Fy0tLeB5HjKZDOXl5YhEIqirq0MikcC0adOgUCjQ1taGnTt3orS0dAIjBhh3nVCpVPjd734Hm82W974Qts8//3y8/PLL2LlzJwCIthW7L4SW74D4XvhHGDHCtpAJwz6TXYc+ny+vlfSRI0fw7LPPgud5/Mu//AvmzZsHj8cjshgtxn3J15ZyYNxuN06cOIFDhw7B5XLB6XQSz0cSJmFDeG3Z7XYEg0H6LixpJ2XCFGsLbUPZ7yW0arfb7VQtw9y52tvbceLECRw5cgR/+ctf8Pvf/57+3mKxoKamBiUlJWhqaoLdbodMJsO0adNgs9mg0+kmsHikFqiFLLLzbZOyXdj3ymdJXYgRk28/7HOEjBq2TcgNEm7Lx4gptB/hMTBYqfAzhCG0NR4dHRU9d8xmM0kDRkdHRfKwkZERUTsYDEqh9BlhQ3ptDQ4O4uTJk3jnnXfQ2dmJPXv2oLu7G0qlEldccQUSiQTWrl1LtrmhUAjl5eVkSV1fXw+5XA61Wg21Wg273U73bSwWQy6XQyaTQTQaRUVFBQYGBlBWVgaO41BbWwuj0YhcLofa2lqalDG5oFarRXNzM44ePYoNGzbg8ssvh1wuRzQaFfUpQjtr1n8CwHnnnYc9e/aI4KzC57u0jxOOBaT9YT77auF7pTbYjPOVyWREjBEpI0YISZUCU4XXiJApxNrCEMLDpSBxIUck31ikUD+bjxEjsa8ueG2VlJRgzpw5JGVjz3+e59HS0gKO4+gZz3EcWZA3NjaSfGvXrl246KKLiAsj5b6UlJQgEomgra2NHJhYjIyMiNrCxHdJSQmOHz9O0lbh9wyHw6JnCZPUsRDaWQt5MdJ2sW2szfYr5cAI27FYjI6tvb0d8Xgcs2fPFh0v208wGBTJCwOBALX9fj+9/tOf/gSO49Da2koQXeFzUvrMFI4J/X4/RkZGsH79egwNDWHFihVoamoiN7La2lqSGdbX15M0TalUora2lqqA7XY7JSqZg53X60U8HmcVU5OMmMmYjMn42MY5nYiRVLtoAPwLx3E6AF8A4ARg4DjuhwDe4Hm+oA2S0O6uubmZZ9pdoSYbmMiBKcaIyWQyVK7P83xB20dAzLsQWu0CYqZFPoaFlI3x61//GgqFArfeeqtIL6zRaOj41Gq1SK8sZcQI2Qb57GOF+mDGMnjjjTfw9ttv45577qHvwoCM7LWwvFepVJJltVKpFFWlKJXKCfaobCIbi8Xw9a9/HU8//TTKysowc+ZMourb7XaRhjiRSCAej1MJM0tUBAIBrFmzBkNDQ4jFYhgbG8OGDRuwYcMGTJkyBVdccQVWrlyJiy66CDqdLi9rRsilkaxkTqhYEF5fOp2O93q9CAaD0Ol0MJlMMBgM6O/vJ0vrUCiEbDaLeDwOr9eLqqoqpFIpxONxuN1uAk7K5XIkk0laOWxoaIDX68U777yDYDAIs9kMu92OeDyOVCqFzs5ODA4OQq/XE8RyZGQEra2taGtrw6233krnSMhHAIDly5fjjTfewP333y/iI7D3CsvC16xZgzfffBNvv/021q5dK7LtFDJipPbVUmYMgPfEiBEyYYCJFvCF7iEhY4lt27NnD37/+99j2rRpuOGGG7Bo0SIAE61mhRwYIQOGtaUcmOrqajgcDrz22mvYs2cPTcBUKhVmzZqFNWvWQK/Xo7m5GeXl5XSNfelLXypo1Tl37lyesV84jqPKAplMJrLllbblcrnISl64TdhWKpUitgzjPi1cuBDA+CDcarXC7XbjwIEDGB4eRldXF5xOJ7q6uvKuSLN+oaSkBGazGTqdjo5drVaT/E6hUJCzmNlspomC3W6H0WhEZWUlysrKRNehXC4XWW8LOStCDouQJcPeK2wLuVjC1+z42Yqz8DVQ3KJauh+FQkGMGJlMJmLEABAdey6Xo0qAbDYr4jAwtpP0NTD+vCrWlobw2uI4jhfeGyUlJZg/fz4SiQSmTp1K/avD4YBCoaCqhWg0SlwaVoXT3d2NTCYDv9+PUCiESCQi2m40GtHX14dIJIJMJoN0Og2n0wmTyYTKykr09PQgk8kgm80iEAhAq9VicHAQCoUCZWVl2LdvH5577jl8+ctfBs/zoomi1Wqla4dVFALAsmXL8PDDD4vYZZlMhq73TCYjYsSk02k6R+l0Oi8zS9guxohh91dZWVlRRoyUCyN8zXEctaWMmHxt1q9K+THFtnV0dBRk3Z04cULUd0rHOJBA7IXXVmNjI282m2GxWDA4OIjBwUFacOjs7KTEo1arhdvthsfjQSaTgUqlQiAQQDqdxsGDB1FWVkbnK5lMip5f8+fPxzPPPENVYMLzFYvFRP1zPB6n/ruhoQEHDhxAQ0MDLaIUGh8eO3ZM1O7s7KR2d3e3aFtvby+dE4fDIfpdHQ6H6LeUcsykXEDGiOnv78fMmTORzWbxhz/8AXa7XeTeV4wRMzQ0RMc3PDxM33///v2YPXu2qBJWq9WKGF7C5K5KpaL7xO/3Y/369QiHw1i+fDmamprQ398PnufhcrmoAiYWixHDymw2k9lAb28vjXGcTifKyspQUlICj8eDnp4ehMNhdm8XBNhPxmRMxmR81OOcTsQAkOPdlRae59s4jivBeJliBYAtGC+HrcH4KvLHw4+6QPA8j+eeew59fX247777ig6wz3aEw2F8//vfR319PdavX/++fc7Bgwdx/fXX0+SZgUUHBgYoUcGSGayMWa/XE1dAq9VSmatCoYDdbqdV6alTp9JA8+mnn8Zjjz0GtVqNxYsXY/HixWRLzAbpRaKoaxJbxc1kMmRfLZfLYTQaUVVVhWw2C51OB41GA4fDQWwfNmENhULQ6XQwGAz0nbVaLZX6s9VWrVZLcLtoNIp4PI7KykriLrAqGcahGR4eRiwWK6iFX7VqFf76179ix44dmDt3btEfQKPRYPXq1di8eTOWLl0qSkp8VCKbzWLTpk3Yt28fVqxYgVtvvRXDw8P/8H5zuRz27t2LP//5z2hra4NMJsOiRYtw3XXXYcGCBcTNAMZXavPo8jMTdnoOBcdxsNvtWLp0qWgiNDY2BoPBQJU/iUQCw8PD8Pl8cLvdSCaTCAaD8Pl8iEQi6O7uRjqdRiqVomoBNikvJi8oLS1FfX095syZgylTpmDZsmWiSdZkFI2Cz3uDwYCqqiokk0lMnTqVqlfsdjv0ej00Gg0lRoRSoVwuR4Bes9lMVSiscqG8vBwajYaS4qwSobGxEb29vbR6nkgkEIlEqHowGAyiurqaEngulwu5XA6tra2Ix+P46U9/inXr1p32F1+0aBFyuRyOHj2KCy+88B/8Gc8sWDXG+8wu+7CjqKTy2LFjKC0thUajEVWncRwHo9EIhUJBSTPGDVGpVNDr9aioqIDL5YLb7RYlioXBnkF9fX1nxDqpqanB22+/je7ubrS2tp72332YsW/fPvh8Pqxdu/aUTLdi0d/fD4fDgZtvvvmM/zYej+O2226Dz+fDxRdfDKPRCJlMRlw6ttiUzWahUqmg0WhgNBphtVrJzU0ul9NYyGQywWazke19KpUSVjzJix3LZEzGZEzGRznO2ZEBx3F2ANdxHHcYgI/n+YM8z7/KcZwS46WKf33XPekiANMBjJzOfpPJJFnmSsuRpWXgQvmG1ApUKLsoVv4rbeeTLQntdYWVGcKy0Lfeegv79+/HihUrUFZWhpGRkYIW1WcqTSq0HyYp+MEPfoDh4WH87Gc/QyKRIJvTQCBAxyeUIgHjciShlWEhKRIwfk4effRR3HPPPaioqMBll11GEwC2KiaXy2GxWESyApPJRJUGzF1jbGwM0WiUVu4VCgUymQymTZtGtqs33HADjh49Cq/Xi1AohJ/85Cd48MEHAYwP6KZOnYqZM2diypQpMJlMqK6uRmlpqVSilDc4joNMJgPHcSgpKcHw8DAliZj9JhuQGgwGyOVy1NbWUnKptrYWM2bMgNvtJiBvY2Mj+vr6EI/HUVZWhpqaGsjlclitVtTV1cHn8yGTyaClpQVKpZLK9ZubmxGPxzF9+nQMDAzgtddew8qVK+m8C6/9yspK1NfX4+mnn6aEEYt8UqWFCxfihRdewIsvvihazRfeJ1JpUj6pkvC+EJbFn66cj21n95BQisTa7Bpl13M6ncZTTz2FI0eOYPXq1fj0pz8Nt9tdVH7E5BfS1+y9HMfh1VdfxebNmzEwMIDKykrccsstmDNnjog/MDIyQiv2UunNu1HwImMTVPad2YRG+Jq1hddqIBCg7UJbeQAEkWavC1nQs/2w7YFAIO82JlESXhNSyYywLd02OjqK0tJSKt/XarUEdD1x4gSCwSD6+/uxadMmJJPjXOPy8nK0trbioosuwsKFC2E2m+HxeOg3EL7O1z6VHEpoO11oG/suxey02aRpZET8qMpnY8zuoXySGaHlslCeka8ttKEHkJ/YDZC0iOd5zJw5Ey6XC6lUitzCGMNBo9FgZGSEJlUWi4WqqlgC2mKxIJvNwm63E7y3oqICZWVldH7LysrQ29uLaDQKtVqNpqYm9PX1IZlMoqqqilbRGcSVydwsFgvmz5+P3/72t9i+fTslWFgIpUmBQIB+OzZRP3jwIFWSCi2Qpb+V1L5auC2fNKmQfTWz6AbGn4mnsq9mIZUmCdv5pG1SqRJre71e0TahtfWpxi1S2XQxeSiKLFCk02mk02kEg0HU1NSgvLwcOp0OcrkcDQ0NOHnyJPR6Perr6xGNRgncXFdXh+7ubjQ0NODgwYNob2+nJItUmhQKhWCxWNDR0YEpU6ZMsK8Wnj+hNEmj0UCpVGLfvn3QarWi7xUKhUQyIen5i0ajNP4QypSkbantdSwWmyBxYp8Tj8cnWGaz44lGo+jo6MCLL76IyspKWCwW0XtDoZBImiR8fgnbfr8fKpWK3JKamppE157wmcney8Lv90OhUOBb3/oWjh8/jlWrVqGxsZGc51iCxWKxoLm5GU6nE6lUCg0NDeQOl8vlUFNTg2w2i0QigbKyMqpIi8fjqKioIKcxrVaLtra2U+IHJmMyJmMyPqpxTiZiOI6rBDAXwA4ACwBcxHHcFJ7nn+N5Ps1xnAHA/RzHbQPQAuD3RXYnCpVKJZJOFLOvTqVSVF6aTqdF5aXZbJZKP6XSJI7jRKWn3d3dBaVJxex1mZSit7cXW7ZswfTp03H77beTnaiwHFmtVtOxazSaglIk9hsI7VqlpfhssKNWq3H48GFs2bIFt912Gy699FJRJY5araaya5VKJaomYatZwEQLaIVCQYMCnudx33334ec//znWrFlD0L6BgQGC1zIXoo6ODirH1+v1GBgYIMAjG8AMDw/D6/XC6/Uik8lQNUkkEkEgEIDX66XV3pqaGiq1ZbbPiUQCIyMj2LVrF030JHHKMlmVSgWj0QiTyYTR0VGkUikkEgkEg0H4/X5iOzD7Vq/XS65G7PuziVxNTQ04jqMJ88jICNxuN9LpNIaGhkhTH41Gcfz4cTgcDmLc5HI5OBwOqtI5duwYrr/+egAg6C+LbDaL66+/Hj/84Q8RjUYxf/582pZOp0XXCPvtrrzySvzxj3+EwWCg7ZlMRmRfLbyfpPbVHMcVtEcV3jNSadKZWFQL5UhOpxO1tbW4//77ceTIEXzhC18QrQbqdDo63nyW1KzyQmhBzfM8Dhw4gA0bNsDpdGLGjBm47777cO2115I+vpD9p1KpFCUh3o2CiRg2wAXGV41ZdZNMJhPde8Jt0u0KhUL0XoVCIZIQstf52sJ7XHq/M1A02yaUPwn7CbadXXtS23th22w2i/obr9dLVTiZTAZvvfUWent78eabb2LXrl149dVXIZPJMH/+fCxatAhr1qwhTpIwMZSvzWQoSqVSJBtSqVSibULJQ742O9dSOZTUXlv4GblcTnQdZLNZOr50Oi061nQ6TdKAVCol2pavLZTboIgNbC6XQzgcRiaTockTkxZ0dnYikUggmUxCpVIRW4njOOh0OoL1hkIhqNVqZLNZ+P1+9Pf3w+fzIZFIwGAwIBqNIpfLIZFI4MSJE/D5fMTz0Ov1UCgUCAQCJDWNRqOQyWSIRqMIh8OIx+Ow2WyYMmUK7HY7HnvsMVx66aWiiaLFYqFEZyaTIStrs9mMsrIy9PX10TWUTqdF0iSprOt0pUksgc7OnVSaxJKXVqt1Qn8olCYBOG1pUiFra7adtWUyWVEZk9QNTSpNYu3TkCYVLM3QaDTQ6/WwWCzo6+uDx+OBVquFQqFALBZDNBqlRC679hjoeWBggH6/UChE13MymRT1G4lEgqS7UmmS1L5aKE1KJpOYOXMm+vv7MX369AnSJOFvdfz4cVH7xIkT1O7u7hb9dt3d3fT79Pb2in47aVsqT2dSJGD82SaUJnV0dCASieDmm2+GWq0WyZgGBgZovy6XS3Q8brebrjWtVou6ujocPnyYKo+F1zMzFQDG+25hn8JYci+99BIWLVoEu91OCU/G6VGpVBgYGEAsFoPL5YLBYEA8HofT6aSxXyqVwuDgIAKBACKRCAAQF6ayspL6mHfv7ffdSXAyJmMyJuPDinMyEYNxi2A7gFcAOABcCGAlx3Fynuf/wPP8MxzHXQzAAuAFnufff/ueDylisRgefPBBmM1m3HDDDadVlXG2wuPx4Lvf/S5mzJiBb37zm1QJc7YilUrhlltuwbPPPkurKXa7HZlMBjzPEzlfoVAgl8shl8tRAoFBYcPhMDQaDbRaLfR6PUpLS2mAzZIbzDbaaDQiHo+jpKSESl8jkQjUajUymQyMRiNmz54Nu92OpqYmhEIhGI1GjI6OIhAIIJFIiFa28gXj8YyOjlIpPlvxSaVSZMuYy+WIeVBRUYHR0VFEIhHI5XKRi9LY2BhJlaqrq1FZWYkTJ07QRIVJPeRyObLZLFk+MgmUSqWCwWDAkiVLsHv37qLHfuWVV+KnP/0ptm7dik9+8pOnPH/XXHMNXnjhBfzhD3/AnXfeefon/kOKTCaDH/zgBzhy5Ai+/e1vF3SROt0YGRnB/fffj927d6OpqQmPPPIIli9fPqFSYjLOfigUCrS0tGDp0qW4/vrr4Xa74XK58Prrr+O1117Dr371K/zqV7+C3W7HokWL8KlPfer9cFD7qIWu0AaWzGDyMMa0USqVBMVVKpUoKyuD3+8nwDlzwGHyUCZPYlUy4XAYwWAQ6XQaarUacrkcPM+TnEmpVCKXy1FSJ5PJQKFQQKPRIBAIgOM4kqHqdDqytdbr9XjllVcwOjoq4vQUi5aWljO2OD4bwSp0/hEZyUcgIoU2qFQqtLa2oqenBxqNBhqNBiqVCtFolOTEtbW1JFNhizSlpaVIJpPgeR5qtRoul6voAdTV1Z3yGZcvZs+ejcOHD2NwcPCM//aDjNHRUfz1r3/FhRdeiGnTpqG/v/897ysYDOLIkSNnLDUfGhrCf/7nf2L16tWoqqrC4OAglEolVCoV/H4/otEoEokESdCYu6VcLkcqlaLFJ2ZZDYwnKEdGRgh+rtPp4PP5YDab2b1zTst1J2MyJmMy/pE4V2cLMYy7JF2E8WTM6xg/1qUcxx0CMAfA6zzPjxXcw8cknnjiCYyOjuKBBx5gBPkPJLLZLO69915EIhH87ne/g1qtPquJmHA4jGuvvRavvvoqZs6cCZVKBZ7nMTIyQpyBXC4nAvaVl5cjFovh4MGDlDhJJBJklwqAJDvMVlWr1VIFDGOnRKNRmmzodDpayVEqlYjFYshms1Cr1VAqlZQ8qaioYK4XRe2rma10JBKhfVksFkqUZLNZOrZUKoVkMkkDT/YellhJJBKIRqPwer0EuAsGgyIGg1wup79TKBRQKpWUyALG2Q+5XA5jY2Po6+uDw+GYsArLwmAwUJWLz+c7pTWx1WrFJz7xCezcuRNf+MIXRKuQ51rkcjk8/fTTeOedd3DXXXfhsssuE7kinWns3LkT99xzD9LpNG677TbccsstZyv5UvT6OtvBqqacTidJMSORCN1PZrMZWq0WNpsNWq0WDQ0NVGVwLoVCocCCBQuwYMEC3HXXXWhvb8fhw4fx+uuvY8eOHfjTn/4EpVKJefPmYdasWbj44osxd+5ckbPIP0EUlI/I5XKk02nEYrpP0qwAACAASURBVDFKGDDb2Ww2S1UfJSUllFgOh8NU/cJWsll/7fP5UFFRAb1ej2QyiUQiQX08g7PKZDLY7XZEo1H4/X5kMhmSy7BkC+u72ecNDQ1BqVTCYrEgl8vh1VdfxVe+8pXT+vL19fXYtm3bWfgZzyzYczsWi53inR/pSBXawNyi/H4/Vbklk0nIZDJkMhl4PB7EYjHMmjULwHjCilVO2O12eL1eAnsXC5YkFErVTidaW1shl8uxb98+UaXKuRSZTAY7duyA0WjE5z//+X94fwcOHEAul8PSpUvP6O8eeeQR8DxPyTHmgsTYfAywq1arYbVaaTEpkUjAZrNRZXIsFiP3rEwmg2AwiEQiAaVSSeB2Nq7BKbh8kzEZkzEZH+U4JxMxPM8nOI77C4C7MJ4Nf+Pd/xoAlGAczmsGcMaJGCEjRsiAASbqxIXaYikjpphNr9frFempvV4v6XyFGm3WZhM4KSNm3759eOWVV3DZZZdBq9WK7FKFLBfWLmRfLbVZldrrSu0J1Wo1fvOb32D//v34wQ9+gIqKCgQCARETBhBbVofDYdFnCLkwUrtqj8eDdevWYf/+/ZgxYwaWLFmCY8eOIRqNory8HOFwGEajEdXV1bDZbDhx4gTS6TSqq6tJ4pRIJGC1WklqkcvlKKHC7FFjsRgBbDmOI+ZMWVkZVdLodDqyTxSuzI6MjNAKbywWg1arZROUooMCpofXarVQq9UIh8OUUFKpVJDL5aipqUF9fT25i7CV5ng8DrPZjKqqKgwMDECn00Gv12P69Ono7e1FKBRCbW0tTCYT9Ho9zGYzLrjgAvT19VFZsk6nIxnBzJkzYTAYiDVz9OhRvPjii1i3bt0ERgxjUaxYsQKbNm3Cxo0bce2119L1I7z2hdyK8847D7t378aTTz6J6667TnSfFOMqsTaLYlwl6bZ8FtWF7iHGjHnhhRdw8OBBrF27Fi0tLejv759w7TOraXbswm3sHspkMvif//kfbN++HVOnTsX/+3//D2q1GoFAQLSfYvcpO1av15sveVMQOi5lxAh/D+Fqu5AJA4zfp0KL6qNHj2LLli04cuQIjh8/TpVjpxvMrauhoQF1dXVoampCeXk55s2bB4PBMKEvEHJo2DGwNuM/Cb8La7PKChb5bLnZe6Xb5HI5VqxYgRUrVmBgYABDQ0PYu3cvDhw4gI0bN+K3v/0tFAoFmpubUV9fjwULFqClpYUsVFlIWTPF7LSLWWYLGQzDw8Oi+0BqeSxkkgwPD0/gkzD+xfDwsIiFwaySC7VRpO+SyWQwGAxUncC+N3POY+wH5gjGKmAsFguYS5zQSpr10ww6zlxzXC4XvF4vbDYbHTtjwfj9fmi1WpSUlFDSWqlUorq6mlbWWeJ96tSpGBgYwPbt26mfAkBucYCYEQOMJ44ZY8hkMmFsbKzg73wmjBjh+RNaWQN/7ys5jsPw8PAE+2phjIyMiDhCwntayBgSvgaK26FLrdE9Hs97YttJGTFSpheAgoRtBuVWKBSora0l3pDRaMSUKVPQ0dFBz0U2yWeW5i6Xi/6duQyy30B47TMWTy6XQ29vr+h8SdlJQr6M1+tFNptFc3Mz9uzZA6vVSucvn2W38LkjtIvOx48RbpOyZgqxZyKRiOgzw+Ewenp6sHfvXni9Xnz+85+H2+3OezxCDkwgEBAxYoRtn8+Hv/3tb9BqtbBarRgdHRUlpAsxYk6ePIkXXngBM2fOREtLC5qamqhimSVVmfSbmSWwhE1jYyMGBwcp2SoEgtfV1SEej1MlTUNDA4xGI9lb4xydp0zGZEzGZJyNOGc7OJ7nOzmO+wWA2zHulPQqgAMApvI8/+R73a9KpSL2QzqdFnEgUqlUQUaM0K4aAD283z3WgnwLQMyFOV2+RSAQwMsvv4zm5mbcfvvttOrAPlOj0YiOVciFyceEEWqk1Wo1aYLVarWokkGtVqOvrw+PPfYYVq9ejRtvvJEGeWyVQ7hfxoVQKpWiih1WYspes0FAMBjEunXrcODAAUybNg1KpRInT55EOBxGRUUF+vr6MDQ0BIVCQXwBZsOcSCSgVqthMBgQCoXICYjpyZlMJ5lMYnBwkMpfWTlsKpWCTCZDZ2cnDQTD4TBVr3Ach2g0imQyCZ/PB2B8IMtW8t7VShdc+WPXhd/vJ3lSIBBAMBgkByOr1Qq73U6l/ez/Wq0WQ0NDcLvdZMmdTqfBcRwGBgYwOjpKx+ZyuWi1yOl04ujRozTgDwaDNJA0Go1Ubs14SHv37sU3vvENka0q8Hf7VrvdjgULFmDHjh345je/SRMgqZ01u34ymQxWrVqFrVu34qabbkJ1dTXp7/PZsxayr5bJZAXvoWKW70BxRgz7fXbu3IlLLrkE//qv/0rXs5AJw9rsHtJoNKJ7iJXM33nnnTh06BCuu+463H333VCr1RgbGxPdQ0IOjPA1AEq6sdd53M8K6heENtQcxxVlxEg5MHq9Hps2bcIvf/lLdHR0QKPRYO7cuWhoaKBkZmNjI/r7+8mNzGg00qSVyVDYdjYxe+WVV0QTopqaGsyaNQvz5s3DeeedhwULFqCqqmpC38Da+bg0Qp6NkHUjZOSw7aydbxvrq1i1zKc//WkA49dLb28v3n77bRw+fBi7d+/Gjh07aD+NjY1oaWnB1KlTUV1djYqKCtjtdiiVyglsGeG5FbJn8llUs/fyPC+6n7LZrOi9Qj5JKpUSfUYikaBtiURCtC0ejxdto0giJplMUhLT5XJhZGSE+k8mKWCVLmq1GgMDA4hEIqirq4NcLkckEsHY2BgaGhpgNpuRyWTQ29uLsbExlJeXw2KxIB6Pk6U1MH6u33nnHYTDYaqyYYmuWCxGSQOVSiVibMViMeh0OphMJrz++uuQy+WU+DOZTPSsKSkpEbHJWH8SiUQwZcoUpNNpumaE7B3WZr/dmdhXSxkxuVyOoO9Se2oAov6R4zhR+3QZMadqC/tcaR8s3VaIGSNlwkiZXgAKlpZxHAen04lEIgGtVksJA5aAYNdUV1cXent7wfM8amtrMTQ0hOHhYXoOarVa6i+TyaTofo/FYvRdmDxYuK0YI4aBZP/rv/4LgUCAZLlSRkwxe++urq6Cz69840Eh20XYzvdsU6vVaGtrw5w5c7B69Wraxrg2LJxOJx3D4OCg6Njdbjf9JlqtFu3t7bjgggvQ0NAAj8czYQzIrn21Wk2/+fe//30yGWhra0M2myXgtEqlQjweJ3c0VnnM+hH2XiYvdzqd8Pv9SKfT8Hg8iMfjcLvdZHYQj8eFCca/Z5QmYzImYzI+ZnHOJmIAgOf5YxzH/ReATwG4FUA/gD9/uEf1wcSmTZuQSCTw7W9/W7S6/H5HIBDA7bffjvr6etx7771nVdc+NjaGz3zmMzh69CiuvvpqqFQquFwuqNVq1NTUUKmyTCajBznjxGi1WqhUKiplTSaT0Gq1NJlNp9MwmUxwu93Q6XSoqKigwR6rsFEqlVRqn0wmyV6awYRZ4ogBftnkmzmEvDsBKmqTnslkCFLHgMVGo5EmlLlcjia3Op0OPM9TZQTTRgtXo1kSiTlCMb6NXC6HTCZDMpmE3W6nFWq2AqVWq4mhw+QlOp0O+/btO2WJ/Gc/+1nce++9eO211/CpT33qlOf16quvxksvvYSnnnoKV1555eldDB9QHD9+HE888QQ+8YlP4JprrnnP17PX68U999yD4eFh3HvvvWdknXuGYTn1W84seJ7HnXfeiaeeegqzZ8/G9OnTUVVVhVwuh/PPPx9HjhxBMpkUwWcVCgV4nofRaITdbqdryGAwgOM4GAwGOBwO1NfXI5vNkh07q/57+eWXaeW9trYWixYtwsKFC7FkyZLTZnq8X2E0GnHppZfi0ksvBTC+Yh4MBtHR0YG2tjY4nU4cPnwY27Zto+9gtVoxY8YMXHDBBZg7dy4WLFjwYX6F9xqFfcHx9ySGXq+HyWSiJAbrD9PpNPR6PXGumIsRMJ6A0+l0yOVy0Gg0aG1tRXt7O/R6PdRqNebMmYOBgQFYrVbEYjFUVVWhqqoKPT09SKVS0Gq1JF9ifa7H4yFuCEvGMGaNRqOB1WpFV1cXDh06hIULF57yyzOguNvtFjmZfRDBqhw/xlEwEROPxxEMBlFaWgqLxYJAIEAVVmxxh8ngGM8tmUwiFothaGiI3A5PJSNkCdwzrfADQEnXQ4cOYc2aNecMz8fv92PLli0oKSnBRRdddFb26fF4MDAwgC984Qun/TdOpxMvvvgiFi9eTInORCJBC1gsucrc9Ni5ZFBmxnoCQEwZJt1OJBIwGo3w+XxUDcUq295Njk66Jk3GZEzGxzbO6UQMAPA8381xXB/eBQ3yPB/8cI/o/Q+3241XXnkFS5cuFa2uvd+Ry+Xw7//+7/D5fNiyZctZBVsODw9jxYoV6Ovrw9e+9jU0Njaiu7ubVuNZyXkqlUJNTQ3xaNhA32AwgOd54g1wHAebzQafz0eg20gkAr/fD6PRCIvFglQqBY/Hg6GhIRiNRnAcJypzT6VSUCqVNNBTq9Uwm83Q6/WU5GBJsGw2y6pLikqTZDIZgsEgOI6DxWIhMG8qlaLXkUiEvlcymaQqmIqKCrLuTKfTZPPNpE21tbVUmePz+eB2u5FIJKi6R6fTERBTo9HAZDKhtLSUgIgtLS1ob2/H3r170draWvA7LFq0CDU1NXj22WdPKxFTWlqKz33uc9i0aRPmzp1Lq40fdgwODmLjxo1oaGjAt771rQll+qcbHo8H3/ve9+DxePDrX/9atLr6PkRBZ5v3Gk899RSeeuop1NfXY/bs2RgYGIDJZILVakVDQwMGBwcxMjJCMhaj0UjMpJKSEphMJnLMYdBWBlZNp9NUqWcymRAKhWC1WjFnzhxEIhEMDg4iFovhzTffxB//+EcA49KmJUuW4JOf/CQWLlyIuXPnfqgTH5lMhubmZjQ3N2Px4sVUGRGNRrFv3z4MDg7i6NGjOHjwIH7+859TYnjp0qVYu3Ytli9fLqq8OIejKPQym80iEAjAZrNh2rRpCIVCVIXIOC4MrltZWUkTLSYBra2tRXt7O2KxGDKZDAwGA1U1MWklk7eaTCaUl5dTZUNlZSUGBwdJ2smuxWQyiXg8To5ULOEulNUcPHjwtBIxrEJKKsn5IGLp0qV48sknyTHvYxgF3QTZ5JpVVoVCIWi1WkSjUej1epqMM6kM8PfkDauIzWQyp+S3sGoqoezvdIPjOFxxxRX47W9/i+PHjxOv5sMMloThOA633XYb4vGia0CnHcePHweAM0omb9q0CTKZDDNnzkRfXx8xnvR6PXQ6HUnRdTodLZbxPE9Vv+w5wcZ18XiceGQjIyNIpVIwmUwwGo0oLS1FJBIBz/NsDDrJiJmMyZiMj22c84kYAOB5Pg3grCRgmHUmMD7BEmqJpW0hR0PIhGHbWFuouwbGNbZSPbWQdyHkCgj5Foxn8fTTT5MNa19fn+j4CrEnhFyYfEwYKaeCtb1eL71+5pln8Oabb+Luu+9GVVWVaBswLisScjMYmA0Yn7QItwm5MC6XC1dddRWcTifOP/98zJo1CyMjI5DL5SgtLUVZWRncbjc0Gg3q6+tJ051MJmGz2TA0NEQWqQ6HA9lsFiaTCRUVFRgbG0M8Hkc0GoXFYiGrVOZwxP69srISsViMEj2s/JVZnDLZkk6ng81mQzAYRCaTQUVFBQ0S351sFR0UMLBkKpUieCWzZ2SAYKPRiJkzZyKXy+H48eMoLy/H4OAgJZdqamrQ1dUFjUYDhUKBxsZGOJ1OpNNp1NTUwOl0QqVSob6+HtOmTYPD4UA6nUZTUxNBDpldbjQaJaep2bNnY9u2bdi+fTsqKytFnIOxsTG6hj0eD9asWYNHH30Uu3fvFkLzAIBKjNm1xvM8Fi1ahG3btuG5554jy23hPtl+hSHkJeVjJxXjKknbwuuZrZ4//PDDAID169djZGRExIBhxyNsC7kw7LXf78f3vvc9jI6O4sEHH0RNTc0p7y8hO0TKFfF4PMQOEb4WREEipZQRw5IXQl4MAJLCAcChQ4dw//3349JLL0VNTQ1mzJgBvV6PyspK1NXVwWw2Y+rUqXTv9fX1ESixsbGR3L/i8ThqampgMBigVCoxY8YMciLLZrOora1FPB4nS3K3241Zs2bBbDZDpVLh0KFDCIfDiMVi8Pl8OHHiBF566SUA49UCn/zkJ3HxxRdj1qxZIp6NsK+UtoUsHL/fL/othe1ibBnpdq/XK3qv3W7H3LlzsXr1agwPD0On06G9vR2vv/46XnnlFbz66qvQ6/X42te+JnIak/I/hBwRIX8EGHciET53hoaGaPV4aGhIxHlxu93UZolY4WcI28Lk2rtRsKSAAZndbjesVivq6+vR29sLtVqNhoYGJBIJ+Hw+6isZ2JxVGCqVSjgcDoRCISSTSXi9XhgMBtTV1RGwNxaLwWQykQyI2dVarVZotVqYzWbaNwOzM/YXq5IoKytDXV0d3W82mw379+/HV7/6VQAggDAAssKWhsvlgt/vFzFipHw4ITMmHyNG+t5CjBjGA2KSoz//+c+iSixhCNtSDsyp+DHCELalyWdpP1+I2cXabHu+MY2EEVMwk2owGLBw4UIEAgGUlZUhEolAo9HA6/Wirq6OXHWmTJlCVauBQAAtLS1QqVTkDmSz2egZko+HxI7f4/GIHIXyMWLY+WOMGGA8UafT6bBt2zao1WoEg8EJDBYpI4a18/FjWFvIkmFtKQeGvZd9RiwWwwsvvIBkMolrr70WkUjklMcjZPhJeX5+v5+edQcPHqTxlNvtFjFh8u2H4zg8++yz+MQnPoE5c+bQOWpuboZcLqeKX51OR8kZlUqFyspKdHd3I5FIoLa2liDMyWQS9fX11HdMmTIF0WiUkjPMba25uZk9O8/64sRkTMZkTMa5Eh+JRMzZDCEjJpVKTWDECDXaQmZMOp0W6a6FzBie50WrNT09PQWZFidPnhS9t6+vj9r9/f3QarVoa2vD5z73ObS0tIg0yQx6xl4Lj51NzNlr4aq9SqUSyQGEXBi1Wo3Kykq0t7fjkUceEXE0NBqNyDmHVYwI98v4DiqVSuSmwrgwo6OjuOaaa9Df308A3a6uLoRCIZpAsgnm2NgYXC4XTZAZBNXhcMBisaCkpAQ+nw/RaJSSN9FolAC9sViMHJGy2SxcLhc92BlQTi6X0wSO2aoyG9V4PA6Hw4Gamhp4vV5wHAelUknuHe9C8opaxjDmhU6nQygUIrAjx3FQq9VIpVI0aGPluWyQNTg4CIPBQINGBjlsb2/HwMAAcRPGxsYIBpxIJDA8PEwWsy6Xi9ykgsEghoeHyU0pGo1i6dKl2Lt3L+6++26Rxj6bzZIWPJPJ4IYbbsDGjRuxY8cO3HTTTSKGRSaToTL/bDZL19b69evx8MMPw+v14sILLwTP86JrVMpI4DiOru+uri7Rtd7d3U16dykjRsiEAcbvIfZeppP/j//4D4yNjeEb3/gGlixZAmAiE4a5ALEQcmGY9OGOO+7A2NgYfvzjH2PlypUAxq/1QkwYdg2wqgpmUc5CLpfTPSV8LYiCDCIpI4aV4gtfs/cZjUbkcjnccccdqKysRCKRwOjoKMxmM4aGhpDL5ZBIJNDQ0ECTup6eHng8HoyMjCAcDpPGn01u0+k0hoaGoFKpoNFoMDQ0BLPZDIPBgGQySdVdmUwGo6OjSCaTNJBniUa9Xo/58+ejq6sLVVVVUCgU6Orqwo4dO/CHP/wBSqUSy5cvp0oTIZOKWbtLvycwXtUi5cmw36QYW0a6XciWYW3h+SotLUVzczM++9nPwu12o6enB48//jh+8Ytf4OWXX8bmzZupHxTyZHK5HF0j+ZgwQmZMMpmkNnMjYiFss0oUFkNDQ3A4HDh58iS8Xi8GBgYQj8eFE9aCdjIqlYomZd3d3YhEIuju7kYqlUIgEKDrgFlPW61WRKNRSl47nU54PB5EIhGYTCZKcpeWlsLr9RLIlyX5IpEIHd/g4CBKSkpgMBgQjUbR29uL0tJSqoZggOJMJoNsNovy8nJEIhEoFAqoVCq0tbWRbMVkMtEk0mKxiJ5JtbW10Gg0iMfjKCkpmcCIEfKaijFiGDieBUtEstf5GDENDQ2oqanBwYMHsX79ekoESh3sijFiCm3Ltx+2XdrnCttSJkyxdh4mjLRdsAyFyY5isRhOnjyJeDyOUChEC12ML3LixAnEYjHIZDIMDg6SE09/fz9UKhXmzp1L92IikRD1nfF4nBJgVqtV9NxJJBKi8U8ikaCxknTMd8EFF2Dnzp3Up0sZMYU4OZ2dnaJxnZALIx0PSttCRkxvby8qKirwyCOPIBqN4qqrrsLy5csBjD/3hEyY/v5+0X4GBgZEjBjheXe73fSd+/v7RZWrGo1G1I9oNBrqu9RqNY4ePUoctKNHj+LkyZMkP3I6nVTFotPp0N3dDYPBgNLSUpJoJ5NJRCIRShDq9Xq6l9kzglUvp1IpRCIRqNVqxGIxllArWG01GZMxGZPxUY9/ukTMuR579+4Fz/P49Kc//YHZXabTaXznO9+B1WrFhg0bzppMwO12Y+XKlejv78eUKVOg0+mQTqeJ/TI2Nkal66WlpQSWZfrgTCZDMiFWlms0GsHzPFKpFE0ITCYT2ZqyclYGwVUoFKioqIBGo0EoFILX60VVVRVZoMbjcfA8j0QigUwmA7lcToMwVvXE9OnvDtiKwnr1ej1aW1tpkMHsXBmIUqlUIhwOk6sKk4gEAgGEw2GEQiHwPE9g0EAgAJ7niZMAjA/K2TEqlUqSULFqHI7jRMBeVirs8/ng9/vhcDjg8XhEk1FpmEwmrFmzBlu3bsV11103ATyaL1auXInf//73+N///V9ccMEFp3OJvC/x3HPPYc+ePbjxxhtFA9czCZ7nsWHDBvT09ODRRx+dMAl5H+PMvFeLhMvlQl9fH8477zwkEgmYTCYoFApoNBqMjY3BaDSSjIS5djG4Navi0mg0xG1iyT+O40jGEgqFoNfrUVZWRoklBnQU3oPs3ozH44jFYkgkEpDJZJg2bRpKSkqQy+Xg9XoRCoXQ1dWF2267DWq1GpdffjmuuuoqXHHFFWfrZzlroVAosHTpUixZsgTbtm3DHXfcgXvvvRcPPfTQB/L56XQab775Jnbu3In29nZRJQQr86+srKSEQn9/f6TYvphcMxKJ4MSJEwT+TiQSiMfjlIBjFYhMhmAwGChpnkgkKJHMHGwYt4pNyEpKSkiK2tjYCJ/PR/JJBmZlciQmg2OSKMb20mq1JGvq6uqiqopiwRKWjGfxQceKFSvwxBNP4KmnnqIKno9RFEzExGIxDA4OYmhoiCqh1Go1Pc9YVSVLppWVlSGXy6GiogJ+vx8ejwcXX3xxPoc5UYTDYQD4hyTVra2tOHDgAF566SVKgHyQ4XA48OSTTyKdTuPmm28+JRfnTCMWi8HpdGLFihWn/TevvfYaNBoNZsyYAaPRCJVKhVQqhVwuB71eTwlMxnBirzUaDVKpFMHcGT+KLeD19/eTa2Q8HofJZIJMJoPRaERZWRkOHjwIl8sFTCZiJmMyJuNjHP90iZhEIoGOjg4A42WpwhLjfG1Wtip8DYyXenZ2dgIAOeywkLaFJfTSMnmhRavP58Pu3btRU1ODYDAoki0BYplDPsnD6Wxj34U9MH0+H55++ml0dHTgJz/5iUj+EAgERJKLSCQiKmFlvAhgokW12+3G2rVrMTAwgDVr1pDUiK0GWywWqv5gEhomqWBgXa1Wi4qKChqkl5SUUHk7mxyywXdFRQWtrlksFppAsEoUVqHCziHjX3i9XnJJqqysREVFBcrKymjVh/FdOI5jlQ1hFAlmA8txHMLhMHEU2KCktLQU1dXVZPNrMBhI1pFOpwnMy5I4NpsNer0ePT09kMlkqKmpQXd3N0pLS2E2m1FeXo5UKgWNRoOmpibodDoYDAbI5XLY7Xa4XC7S55eXl6OxsRFtbW3YtWuXaEVRKLVjtu6XXnopNm/ejC1btuCLX/wivVcoTRJaWQPAJZdcgmeeeQYbN27EtGnTikqThG2PxyNKAAolIl6vt6AUiW1n197BgwexadMmzJ8/H/PmzcPo6GhBq3ZpWygxevbZZ7F9+3bceOONaG5uxujoaMH7y+v1iiaBQsmRdJv0e3EcB5/PJ5wc/r20RRKZTIaqyBjYEIDIOhsYL5OXyWQ4evQoAGDevHlURdbU1IRIJIJEIkHcIia9q6urI22+QqHA7NmzwfM8uZPZ7XYEg0GYzWZUVlbSSqZMJoNKpSKYKys7ZwnDhoYGhEIhpNNpKJVK1NfXU19QX18vuodbWlpw/PhxhEIheDwevPXWW3jxxRdhNpuxatUqrFu3jkCr7HsCYjkWIJZuSe288/XBhSROUtlSIZvgpUuX4rrrrsMzzzxDUF+pRTW7T6RSpMHBQZHzFFtFZq+FciO3240TJ05g586dOHDgAEkxp0+fjrlz52LmzJmoqamBSqXC6OioqCpn9+7dBRkx2WyWZAVsNdpkMhHrymq1Qq/Xo7y8HE6nE3a7nc4ng4sbDAZotVpwHEfJ4EgkQhyQVCqFWCwGg8FAkh2dTod4PE422LlcDnV1dZQcrKqqQiKRgNfrhcVigcPhgFarJavruro6HDt2DA6HA7W1tQiHw1QFI+zv2fljf5tPmiSUrxSTJkmlZUI5Uj5pEou6ujosXboUv/vd75BMJic4FJ1KmlRsm/BaE7ZZkkP4t0JpkjDySZUKSZOkbRSRVDK4d3NzM6ZPn46enh7wPI+KigpYrVa0t7cjmUxi1qxZZF8/ZcoUlJSUYPfu3fB4PLjmmmtEltVCiR4wfk+x8VgqlRJJk4SW7+z3YedaKD8Hxq+Z+fPn44033hBVUwET7ayF0qB8VtJSuRGLQCAwYT+dnZ3Ys2cPDh8+DJvNhjVr1kClUk2wEJfucZm7lwAAIABJREFURyh5Ygwnti2fNOnYsWPI5XKoqqrC0NAQbSskTQoGg/jb3/6GBQsWYObMmSQlSyQSaGxsxMmTJ6l/1+l0GBkZgdlspr7d6/XCarWisbGRxmEM0OzxeGiM53K5oNVqEQqFqPKZJZI7OjomYb2TMRmT8bGNf7pEjFDCk0wmRSWs0rawbJUxOFh0d3dTW1rS29PTI1pBdzgc1Ba+BsbLRFm7o6MDfX19uPrqq9Hc3IyBgQFReSmb1AATpUlCy2qpFEmlUpGUhL2XlaK63W48/vjjWLVqFb74xS8iGAzSBJ0lNYR/J7SaFcqRmL02ML4ytW7dOjgcDpqMs0EfKztmEz5mOc1xHFwuF2QyGfx+P2w2G8lutFothoeHMTY2Bp1OB61Wi1QqRUwEg8FALBZma+p2uwm4y5JdyWQS0WgUXq+XytvD4TDJeDKZDE0EGSiXTS79fj/27dsHAEUtrDKZDCXRmLMTkxAxq22FQoFAIIBIJAKr1UoDrng8jlQqhd7eXlpRYtBdl8tF5d0DAwPwer3EvWGTR41Gg9HRUSrT9vl8cDgc0Ol0JJdiziQOh0Mkmclms3TemUzJbrdj1qxZ2LNnD77zne/Q4D+TyVCpvtTKNZvNoru7Gy+//DLmzp0rKp0WshKA8QE6u4fkcrnoHlIoFHRf5JPz5buHRkdHsWXLFtTV1eH++++HVquFy+WizygmRWLXd21tLQ4fPoxNmzbhoosuwl133QWZTCZyFMonRRJOeOVyOf22UvmRTCaj9uHDh/HAAw/gr3/9q2jyViiE0iQARaVJBoOBrSbC5/NR4qa9vZ0AutlsFsPDw2RfGo/H4fV6EQwGkc1mqdKAQVvD4TCGhobg9/upgov9rj6fDyMjIwiFQgiFQnQP2Gw2KJVKuN1ukgGy+yqVSuHw4cM04WNuYGziNH36dJSWlmJoaAj9/f14/vnnsWnTJsyePRvXXXcdPvOZz4gsvIUr4Syhy34PYb8llTEJ20JJE9vG+kDha/a7C8/tnXfeSVKllStXTpDzsWuG8aNYxONxkfRF2I5Go9R39/f3Y9OmTTh8+DC0Wi1mz56NVatWYc6cOVAoFOjs7BQ9LyKRiGi/KCKrFFatxGIx+o/1XUxOoNVqUVtbC4vFQv0Lc1RisHSO48hS2mazwW63Y2RkBCqVClqtFpFIhJI3zIFJKB3NZDIYGhrCrFmzkMvl0NnZSc+EUCiEvr4+xONxcnACxifizc3NMBqNxMKwWCyiioJ0Og2j0UiVlKlUis4nS5IL33u69tVSaZIQVi6VZ959992499578fzzz0Mmk2HRokVYtmwZ2Xfr9XpYrVbIZLKC1tZSmZK0X5XKj4Tbcrkc9YfC1+zYhe1cLieSX59CmlSQ4yGXyxEOhwm8HIlEEAqFqErO5/PRcy0cDtP1NDIygiNHjmD+/PlYuXIlRkdH6XzFYjHR+YrFYlRNNW3atAl21cWkSVLJ+eLFi+H3+9HW1obly5fT7yeVJgktvbu6ukTPKGG7mDSJ53ns2LEDr7/+OtxuN+bNm4ebbrqJEipCWXs+aZLwMwcGBuh8DQ4Ois47S1q+8cYbAIDly5fTMyqfNIltY0kjxupj44pkMomOjg6cPHkSkUgEBoMBXq8XJ0+eJMe1WCyG0dFRGq+p1WrwPI+hoSGSGrJxHJM4BQIBpNNpclF71wHrn26eMhmTMRn/PDHZwZ1D4XQ6kcvlcN55531gn/nwww9DrVbjhz/84VnZXzKZxDXXXINDhw5h2rRpqKyshMlkoiQCexj7fD6qXNHr9YjFYigrK0M2myUZkk6nA8dxGBkZgd/vh0ajoYc+m9AB46s2BoMBer0eGo2GLJ8ZSJRVEbDVVYvFAovFQqv7drudVmxZOX4mkyEph9VqxdjYGNtP0TLZdDqN/v5+xGIxlJeXo6amhuCD0WiUEkI8zyMUCiGVSqGsrAxqtRrl5eXEvWEr/Ol0GosXL4bFYqFEEyvZZywSJi9hUic2YWQrhuw7s99o9uzZOHbs2Gmdz2uuuQYbNmzA0aNHMWfOnNP6m1tvvRVf//rX8eyzz2Lu3Ln5gLRnPVKpFB544AFks1lKwryXiMfj+N73voeysjI8+OCD79uxDw8P4ytf+QpMJhMaGxthMBig0Wiwb9++s/aBzELdYrHQqm82mxWtejMpns/nI1glky4xSC9LJjILdKVSSW5nsVgMRqNRNFBnMiZhabpKpYJKpUIulyNpS1lZGTiOIwcVJlsqKSkheR5jLjU0NGDZsmU4fvw4FAoF/u3f/g0//OEP8ZWvfAW33HKLiOvyYYVMJsPXvvY13HTTTTh8+LA0CfKeI5FI4De/+Q3+/Oc/Q6VS4Utf+hKuvPLKCZOt04ii0Mu6ujrI5XLIZDIcP34ccrmcQN3BYJDckywWC0pLS+n6ksvllKhjkyjG3amtrUUqlYLP56MqBOamYrFYqA9kEGitVgun0wm32019uFwupz6USZCEyWVg/Nl5OqHX69+TvfHZCq1Wi4ceeggOhwObN2/GwYMHsXfv3gnvs1qtqK2tRXV1NS6//PIJ1RnnYBTlD2WzWcRiMXi9XrpO2GIW6y9kMhk9IyORCFwuF0ZGRvD444+flly6v78fNpvtlBKmU4VMJsNXv/pV3H///fjNb36D73znO6LE7dkInufR2dmJrVu3wul0ory8HF//+teh1+tF1Z5nOzo6OmCz2USLMMVi//79AMYXRliVERtvMYkqkxwZjUZoNBpks1kYDAZYrVaSHZaVlSGRSKCtrY3kiz6fj2SKfr+f5OE8z8NsNkOj0bDFhPfvB5mMyZiMyfiQYzIRcw4FK0EXrsi+n3HkyBHs2rUL3/3ud8+KpWYul8ONN96Iv/3tb7jgggvISpkNtP1+P0ZHR2kCJ5PJqIydyWl8Ph+tjFutVoRCIWLlqFQqGqyxgTxjE5SUlECtVpMUh9mrKpVKjI2NiaQ53d3d6OzspJVY9vBPp9MkP5DJZMTRiMfjGB0dZVULRQcFTMoE/H3Qzxy3WLl9ZWUlMpkMDTrZ5Ie5CLCVYqbDZpNSVkWgUqnA8zxcLhfKy8tRXl6O/v5+qqpgK1FVVVVQqVTEcGDgTq/XK5I7FItVq1bhgQcewNatW087EVNZWYmbb74ZDz/8MLZu3Yorr7zytP7uvQbP83j00UfR09ODW265RbT6eabxy1/+Ei6XCz/72c/O+uBbGE8++SQymQymTp1Klul6vR779u07Ox6lGHcrYbI1NrkpKSmhSjGZTEZsGAZXZavXuVyOJsdsss3uP57nSYqUyWSokstqtRJgVa/XQ6vV0jYm72P3GguNRgO1Wk3VAJlMBuFwmFgCrAoim83CaDRi2bJlGBkZgUKhgN/vx+OPP47HHnsMq1atwu23335GlqzvR7DV9bNlkezz+fCjH/0IPT09WL16NZYtW/aPWOsWTPIxCZJeryfWDPu3XC4HhUKBbDZLUi2fz0cViUzGYDaboVarYbPZSPYTDAapD1epVFCr1TR5SyaTyOVySKfTJF1jbKF0Og2Px4NEIkGuSuxaSiQSlIxh1S9SOXChYMmkDzsaGhpw1VVX4a677kJfXx8ikQhOnjwJnU4Hj8dDQPvXX38d27dvR1NTE7785S9/qOytU0RBQA+r5O3v76ekSzqdpqor9gxm/UkkEkE2m8XOnTvx4IMPnpY1eS6Xw9tvv43FixeflS+j1+uxZs0a/PGPf8QTTzyBO+6446zsNxqN4vDhw3j++ecxNDQEq9WKyy67DJ/97Gchl8tF0qP3I06cODFBElcsjh07BrVajXQ6jWAwSOfGYDDAZDJR1S57TqjVanJOY5LVWCyG4eFhOv9sDBcKhQi4nU6nkcvlKLkTDAbpOQRJApnjuJsA3ARAVNE6GZMxGZPxUYx/ukRMIpHA8ePHAUy0twwEArQNGM/8s3YwGCS2DGszG2zha9bu6uoStZl+WcoyCAQCtILDBu9M4y1lxAhZGMLXwERGTCG7agBkV/jQQw/BaDRi7dq1VDUitKgW2lMDEy2qY7EY7TeZTOJHP/oRNm/ejOnTp2PJkiUYHR1FNBqFzWYje9BEIgG73Y5QKESgXKPRSBUncrkcGo0GVVVVRN+3Wq0EiTt58qRoMqhWqwn4y46FTRpY+avJZIJcLsfo6CjkcjlyuRzC4TCtwmWzWWKrhEIhqNVqIvcbjUb4fD6aXJ4qZDIZGhsboVQqMXXqVHR0dFBVwuDgIHERysvLoVKpSPLS09NDblatra3MoQmZTAY1NTVIJpOoq6tDc3MzrFYrIpEIYrEYWW0z+Rm7tgKBAKZNm0Y2lTKZDDabjSxDd+/eDbfbTRMZISNGauW6YMEC/OUvf8G6deugUqkmMGKEshrGIJg+fTqmTp2KjRs3wmazoaqqagKvQMiFkVo5M+mC9NoGJl77L7zwAnbt2oVPfepTqKqqEq2OCzkwxZgwAHDgwAH83//9H1atWoXKykoRl0F6f0mZMIXa+dg38XgcGzduxLJlyzB9+nRKWL5bxVNwQsMmwmw/QkaM8DNCoRBVmgCg6yeZTGLq1Kk0+FUoFGhqaqKEoc1mQywWo4qx5uZm7N+/n+R+PM9Dq9VCqVSioaEBTqcTMpmMgIuMo2SxWOByuVBaWgqLxYKqqipKpsjlcpx33nmUDKyuriZpok6nQ0NDAzo7OyGXy1FZWYlQKASbzQadTofm5mZiOZlMJrS0tODAgQM4duwYdu7cia1bt+L888/HDTfcgEWLFonuBeHvk68PLmQFLrXBFoY02SK8npxOp+j6GR4eFllSC3kkg4ODIt6Fy+VCPB5Hb28vfv7znyOTyeDmm29Ga2srhoaG6FnjdrupehAYvxeF7TwJ14LXVjqdht/vR39/P3Fi0uk0eJ6HzWaDSqUiJ73R0VEkEgmo1Wro9Xp4vV66bsrKyqDX68km2Wq1IpfLwWQykYNdLBYj6K7Ubc9iscBoNKKnp4ekLPX19cTUCgaDmDJlCp0Lu90OjuPg8XhIeiq0rxb22cy2PBaLIRAIvGdGDHPCE75XaE0uZQPle80+k8m4zGYzqqqqUFlZiZaWFjQ1NaGiogKpVApvvvkmXnrpJWzYsAENDQ24+uqrJ+xH2mbHUKh/BsR9PgBaMGAh7GOEr1lbEgWTfOz8l5aWora2Ful0GjU1NQiHw2hpacHw8DDi8TgaGhoQiUTg9Xqxa9cufPvb38aqVavyWlZLGTFvvfUW/H4/Wlpa8lq+Sxkx7Hx6PJ4JHCH2PeVyOS6//HJs27YNP/rRj9Da2irqR4TMlnz8FtZ2u93o6upCX18fHA4HOahdcsklmDFjBsLhMBwOB4Dx/kbIjxG2/X6/6DOETBhAzE6Tcl/8fj8ymQycTicWLFgguhbzMWLYfo4cOYKWlhbMmDED2WwWrf+fvS+PsqOq8//U2+vta7/Xe3fSSRpIjCGgrIEwKGFAUFCGYcaZceQ4OjKKjqPjnHHBUVEHUVHE7eeOMAwcWQVkUSACCknIQtKd9PJ6e91v3/elfn90vl9uvV7SgTgm+L7ncHg3VV2vXtWtW/d+v59lwwZMTEzA5XLB5XIx/TWbzaK3txeSJCGTyTDSmKhoRqMRbrcbXq8XbW1t7Ljk8XiQSqXYlMBgMMDj8TBN7XAx5JWbCUBRlO8B+B4AnHbaaUuKRLeiFa1oxYkQf3aJGIPBwFn0UqmkyqiL3GFgXgeG+N2HDh1SwcBHRka4PTo6quIZj4+Pq6oOY2Nj3A4Gg6ptExMTzMt+8cUXAcxzr71er0oThs6dzkf8HdQmJIBer1dpwjTb7RqNRoTDYWzfvh3/8i//ovrNJKRGn0V0Dk28KURdmIcffhhf/vKXWT9gYmKCxRnHx8cRiUQwOzvLVrhU/QDm+dSE1iD+Pone5nI59PX1YXZ2FuPj4wiHw3A6nWyPTUmGcDgMWZZht9vZNrtarbKSvyzLqNVqjMSh3xiLxRAIBFg4mDQKSJCOnF9ICPhIQZogs7OzvMDKZrNc6dfpdJienkYymeSFSSQSYSvter2OUCiEdDrNyJyhoSEkEglYLBbW6Mjn82g0Gkgmk5icnGQHqmq1Cp1Oh3g8jkOHDiESiaCtrQ0ajQbZbBbDw8OcABP1J+r1Ol8Tsp2luOKKK/Dss89ieHgYF198Mer1OnPK6/W6qq81Gg3uh9deey1uvPFG3HXXXfj617++QK+AklYAOCkg9ll6TsTnB1DrKj366KN45plncOGFF+KjH/2oShMGmEdc0HeYTKYFfZ2eoXq9juuvvx5utxuf+cxnUCqVVM+MXq9nzQ+dTrdAE0a8XqIOTLOOiEajwf3338/VwPHxcdYlOXyMZbUWCKVD8G36jmYNFKvVyuc7MjLCk3mr1YqxsTFEo1FeaJPrFtEHZFlm17DJyUnWK9JoNCwAGwqFcPDgQaa9lctlFhEld65cLgeNRsNaTLlcDlqtlm2yq9UqC06SZhS5MZF4LGkn0X2PxWIseEyTeZPJhLe85S146aWXEIvFcN1118Hj8eADH/gArrvuOni9XpXtNV0fCvH6idoytG0xXR66B80W8C6Xi9FrIsqwUqlwn2nuW+JzCMxru4yOjuIrX/kK7HY7vvjFL3I/zWQyrE+STqdVWiXpdFp1nGw2q2oDWBIGR/eWFkeSJKFcLjOaKRaLwe/385gMgMeVWCzGznIOh4MTHOR+RMkW0pghW2JKvolaXXa7HRaLBVqtlsfAaDTKtFTqE+TsVSgU4HA4kM1mYTQaWS8MWFwjhlBX1GeX04ih5+doNGJIbJiiWSNG/AxgWR0Y2ndwcBBbtmzB6OgobrnlFtx555249dZb+XcupgNDbfEztWk8rNfrqnnLYhoxNM426+ABUOmTYJlETK1Ww9TUFDKZDGZmZljQ2OfzIRKJIB6PI5VKYefOnRgaGkI2m8V///d/46KLLlI9e2Q7DoCLEBQkWnvxxRcjHo+r+n2xWFRpxpTL5SXtq0XdHEVRcPbZZ6OjowN33303nnzyScRiMVx++eXw+/0qHRjxcyaT4bHq4MGDmJqaAjCPGDvvvPPQ09ODs88+m79T1IwRNWGoTccNBoOqaz45OblAI4bOPRQKLdCIIVH3TZs2LdAMFMcqo9EIj8cDRVFw6NAhuN1uToLJsoxIJIJkMgm73Y7x8XFOJhYKBUiSxHp42WwWc3NzyGazrFNGwr7A/LhHFvY0v1IUBcFgkMeUw0myY2Pj2YpWtKIVx2H82SVijuegSWM6nV4xh/fVxu233w6z2Yyrr776NR9ramoK//zP/4zNmzfDbrcjm80in88jn88zHaFSqcDhcDDloVgswmq1cmKEbFGJY5xKpRCPx9Hb24tsNovZ2Vm2dib6Q71eRzgcRjqdZv0Zu92ORqPBLkkkkGu1WqHRaPj7ZFlm2oNWq+Vqci6Xg9/vh9lsZkoUweoPV8aXdIcAoKJsSJLE9ChKYpFGBullENWInAPIZSmdTnPCxO12w2w2Q1EU5HI51hLq7+9nJwK32w2bzYbp6WmG/QPgRRQlqOhcALA71pHijW98I9ra2vDII4/g4osvXnG/sNvt+PCHP4wbbrgB3/zmN4/qb1cSzz33HG699VacfPLJ+OhHP/qabNfvvfdeHDp0CDfddBPsdvuKqVuvJkjAdseOHRgYGEBPTw8nP9BU/XstQZNrcovRaDQwGo1wOBxIJpMszJpOp6HX69HZ2cluFrSg1Wq1KJfL8Pl8TAuZnZ3lymehUEClUkE8HofNZoPT6UStVkOj0eAJNz13lPiJRqNIpVLweDxMSyJkGlESSdwRANNVNBoNi7qSzhIhvtxuN1atWoVarYZAIACLxYLPf/7zuP322/Hxj38cV1111WvqHysN0uB5Ld81MjKCm266CevWrcM111xzLOH3y1aPp6enWaydxMxprI5Go4hGo5ibm0Mmk0Gj0WCUYrFYZIppvV5nNKCohUUUOEIc0ELOYDAwBVVRFB433W43uzJ5PB5Eo1GUy2X4/X709fVhdHSUk8DkvLSSoCTZiRY6nQ7btm2DxWLB5z73OTz22GO45JJL/tSnJcaSAya9sx0OB6Pa4vE44vE4QqEQ9u3bx85xZ555Jm688UasW7dO5Uq2XGSzWUbDkRPisYzNmzdjw4YNuOOOO7Bjxw7s2bMHNpsNNpsNfX190Ol0mJmZwYMPPsiOXMD8Pevt7cXZZ5+NrVu3orOzE5IkqRAv/5dB6O6VUpMoidLe3s7POwCeQ5HDJKGLqCBWLpdhsVig0+lgMpmQTqcZ3UaCyzRPoncS2dUTUjqfz7MjXyta0YpWvJ7jzy4RI1KTstmsioqUzWZV9COxvdg2goiLn4H5iqbYzmQyTE0SLVeB+cUw0Rho4fH8889DkqQF1rcErQYW0iHEfZezqwbmX7APPPAAtm7dinK5rLK/zWazvK9oTw2AX5YU5XIZkiThPe95DyqVCgYGBvhl6vP5MD4+jkqlwnoRbrebdUtmZ2fhcDiYBkE2w7Iss7VtPp9HNptFPB5HtVpFb28v6wnU63XVC5wWD/F4HHNzc+jp6eFqPACGwZNrBukPkFAwLQYJfu/1epk25nA4kM/nieqx7EKZ3Ee8Xi9bNrrdbvT392NsbAy1Wg21Wg19fX0IhUKo1+vo7OzE1NQUixWvWrWKFyUGgwFr1qzB0NAQUqkUBgYGkM1mOclDE8L29nZ4vV5OwLhcLpx00km8wCW3sGKxyAmYfD7PEP9m++pmyPqZZ56Jhx9+GOPj4yrLTxGW39yORCLw+/245JJL8NBDDyEej+Pd7343L1Kj0ajqs/hcRKNR7s+E9hHPZ3h4GD/4wQ/Q09ODt7/97ZiZmeFtS1lUN1ORiLKXz+fx9a9/HWvXrsXmzZsRDocX/c6lnr3FaFUi5UqMRCKBs846C/fccw8++clP4sUXX+Qk22E72CUXy7VajRcZ4mJjMWoSUdGA+YTY6tWrIcsyV/KdTiey2Sw2bNiAF198kdEG1WoVbrcber0eVquVEWeZTAarV6/m+9LW1oZMJsMUFFpg9/T0wGAwYGpqitE2REcgfYBAIABFUWC1WtHW1ob29naupq5btw6xWAzFYhF9fX2QJAl6vR7FYhGdnZ3IZrOMiFu7di2LC69Zs4ZdN/R6PU499VTYbDYMDQ3hAx/4AH7wgx/gP//zP3Haaacx0oJCbDdbgYtUJbJXFu+z2I5Go5iZmWG9G5EyQk4h9FmkTszMzHAiIZFI4Fvf+hacTife/e53I5FIqN47oVCIE8TNVKRoNKpqU7JNiCWzQ4qisAtRZ2cngsEg25sPDAygXq9zPycRZ0L0UfKFxs2JiQlGPs7MzMDpdMJutyMWi7F+BCW2A4EAyuUyzGYzUqkUU5jK5TJWrVoFt9uNjo4Odugix79yuYy5uTm4XC5GMVYqFeRyOabkEcqQgpzD6J0njmPNdEzRorrZrnqx9muhJi3WXmrfrq4udHV14ec//znWrVvHRYSl7KubqUliOxKJqH7HclSlxWhLIv0ay/StdDqNsbExdmKj9x7ZX9vtdpxzzjm45JJLGCkSDodZg4hiZmaG2+Iz9MMf/hDpdBrvete7MDExsSg1qZl2Ru3lrkFzQmdgYACnnHIKf0ckEsGuXbtUYrVtbW3YsGEDzGYz1q5dy+jUUqnEtKJ4PK6iGCUSCdW25jnfUnR0kYpE26ndvC2RSOCFF16A1+tlpyKKpahJe/bsAQD09vaip6cHZrOZEVREqaY5IiFhSQPM6XRyW0SMarVaJJNJpik5HA5otVrMzMxAr9dzYkan0zGaGUdIILeiFa1oxYkcf3aJGJHSc/DgQVW18dChQ0u2R0ZGVLSG0dFRhg6PjY0toCaJEF+xHQwGVdsmJib4b0kfJZPJoL+/HzqdTgVl1uv1fD46nU4Ft6WKNn1upiaJVqpPP/00crkcrrnmGvj9fhV1girm9FmE8FOiRPzOb3zjG9i+fTtOO+00ZDIZhn4Th5uEY6lCTtVtQr2Uy2VMTk6iVqtBp9NxAoKoDWQrTbBVclKhyQTp/LS1tcFsNrPDUr1e599B4owkMEeVG0LlNBoNyLKM3t5etjTVaDRIpVIwGo2sTXB4cresWK+iKJiamuKqEdkxajQaRrlIkoQDBw5gamqKq0ZEXSoUCpicnEQ+n2cE0djYGPbu3cuOJPSbY7EYu4l0d3ez0wQwvxg3GAyYmJhgceNiscjaCwDgdrtVltVLUZNqtRquuOIK3HfffRgeHsaGDRu4PzVTkyixBLwC0//whz8Mm82GO++8E93d3finf/onpl0RfFqr1aqeC71ez22RpqQoCp555hnce++9WL16NW688UakUineV6QiUZueIZGKRO3Ozk7cfPPNSKVSuPHGG/m36HQ6laWnTqdjhIloTw3MVwLF6yXSkSRJUjn6kADq6aefjjvvvBP33nsvbrzxRl5cYxmIPwlU03Wgz8321US9oYXAvn370NHRgZ6eHiSTSezcuRNWqxU+nw/JZBLVapUXRwQ/9/v9PMEmAWzS3yBqHC1+NRoN9zuqmpJLGNnQEnS9WCzycxGPxxGLxXihpNFoMDIyglKpxKKQs7Oz8Hq9sNlsGB8fx/DwMGq1GlwuFyYnJzE9Pc0JxWg0yq5nsiyzW8cZZ5yBYDCId7zjHbjsssvwb//2b6qxE4BqnBOpSWJbURTVdW40GirqRK1W48XlmjVrVHD/YrHI7Xw+r6K65HI5dHZ2ss5WtVplOtK+fftU55pKpZj6l0qlFlCTxHY2m1W1lwuNRoPu7m52ySJaZqFQ4CRwPp+HoiicbKYkmSzL3K9Jf8VoNKJSqagSL7Qo6+/vh1arRWdnJ6xWKw4ePIhIJMIOWSIdzu/3M6WVdGUmJiYQjUZV4ywAFiYXxYObqUlmsxmNRgNOp/OY2Vc3Gg2+R5SMFEOcN4jvc5FEQ2MJAAAgAElEQVR+1Nxebts73vEOfPOb38To6Ci2bdu2gP4k0pFqtZqKoiLSkWq12rLUpFqtxuOuSFOi37lSalIikcAzzzwDYN4Jsbu7G93d3bjyyiuxfv16nH322dBqtYhGowuoSOLYSc6K9Nnv9yMUCuHee+/F+eefjy1btvC2ZrvqZgo6Xa9qtbrkNVjKspvEg0U60qFDh1TX49ChQ0wxGhkZUW1bzM6ato+Ojqr2HR8fX5KaNDExoUK3GI1GFQ1X7BOyLGNkZIRpSc1UdXGsMhgMcLvdXEQwm80ol8sIBoNIpVIIhUI8byLK89jYGGZmZjA1NQVZlpHJZJBIJBAKhVgbkPSJ8vk8otEoSqUSz39I0yyXyzH6plQqUZLsyJzwVrSiFa04QePPLhFzPAdpZhB65o8Vjz/+ONra2nD22We/JgeJyclJfO5zn8OVV14Jm82GfD4Pj8eDdDrNlRuDwYDu7m6EQiFGfTgcDsiyjFgshkqlArvdzpQiokIQVcnv97NALPGUSRCyWq0il8uxcj9pExgMBtanqVarfDxy2fD7/TCZTCwGRxSKUCjEyBoSSpycnGSB3SOJqQLzE1YSMaYqMIlGRqNRFhjWarWsCUP/keMA0amy2SwymQy6urpgt9s5cUSLCfo74mBbLBb4/X4UCgWmhdGERqvVctWaqstHY/O5efNmtLW14de//jU2bNhwVP1EkiT84z/+I6LRKO6//35IkoRrr732qI4BzCOwvvWtb+HJJ5/Eueeei4997GMwmUwLUAxHE6FQCD/96U9x2WWXYXBw8FUf59WEVqvFtddei7/+679mlNLmzZuXtRg+miBoPMG8I5GICkWWTCaZOmKxWFgniVAPhEojhxqz2Yx0Os36RKQlQn25XC4jFotBlmUoioKOjg7kcjk4HA643W4kk0nWBJAkiZOnJIZK6BZK9hJCJ5vNsmCw3W7nhCQlnMj6ulqtsktHsVhk7Z2Ojg52pnriiSfw2GOP4amnnlqwyDoWEQwGAeBVWVd/5zvfwcGDB3Httdf+n7uBSJKE7u5upNNpyLLMqCWqYJPDG42jhIKhsYYEeA0GA9LpNPx+PxwOB+sCJRIJ1ttKJpPYtGkT3G43I2+A+YSX0WhktxWHw4FUKsXjl8lkYl2JWq3GCX1JklRojeXiRKUmibF+/XoMDAzg/vvvx7Zt2/7Up0ORW2rD4OAgfvzjH/PiXSz8NKMLjyZKpRJuuOEGaDQaXHPNNa/qGH8uEY/HMTs7e1TXKRgMQq/Xo6uri5PqWq2WxwGiXVOi1OPxcBKfTBGq1SrrTVHStqOjA8lkkkV9iQJL1FWj0ch6gYcRuy2NmFa0ohWv22glYo6zOOOMM/DDH/6QqRbHOhRFwa5du3Deeee96gkQxU033QQAPLFVFIX1Wkh0libewHxlhSgPBEGv1WoYHByEzWbD73//e34ZVyoV6PV6+Hw+SJLEFXuqwtPLm6qowCsUjY6ODnZN8nq9vJAEwDoU3d3dCAaDyGQyyOVyLBRJiSCz2YxSqcTUlvb29hUlYhRFgUajgVar5aoQiRMDgMfjQX9/PwvaUQWfEA5UCaZzymQyjFogoWT6Py2SCZpvt9tZE4bETEl4jxJeHR0dGBsbW4AcOVJotVqce+65eOyxx1RQ7pWGJEm44oorYLVacd9992Hv3r249NJLVdXa5a7pH/7wB/zkJz9BMBjEpZdeiuuuu+6YaH58+9vfhiRJx8ye9NUEWVcfjmPqXb969WpMT0/DZDIhFouhvb0ddrudNZBIiJr0PmgxncvlmGIlyzJXVyn5p9FoeFGVy+VQqVSYvkJWw/QskEArAE62kGC2yWRilInH4+HEDDmCUMJRTK6QZgkJrpZKJbY/9fl8nIxNJpO8WFizZg0CgQAmJiawa9cuXHfddfjVr371msfA5nj22Wfh8XiO2kJ9586dePDBB/HOd77zqBOdYiiKgtnZWUxOTmLv3r148MEHxWT7ku97EjLP5XJIJBK8oNLpdAiHw8hms3y/KElcq9WYKkX3iNyGPB4Pu3NR4s3hcHDyfWJiAvV6nTVniDKkKAo2bNjAdtYkxixJEhRFYU0isf8Ui0WV89JyQY56J3JIkoTVq1djx44df+pTWVFQMQZYuc34kSISieAjH/kIhoaG8NnPflaFZmrFwti9ezcArMgKnCIUCiEQCCAejzO9mazGE4kErFYrU1XNZjNTT3t7e6HT6fgdUqlU+B1gs9lgsVjYuh6Ays7eYDAw8s7hcNDcsiUU04pWtOJ1G392iZhisci6MIVCQcW/X6692DbSgcnn88seJ5/P8765XE6FeCGxWGA+kUC6CHfffTfOOusslfaEqBHTzCUW28221yJfOBQKIR6P46STTkIikWChTgrRslq0pwbAUFJgHhb7s5/9DL29vSoBXp1Ox9XrcrmMXC4HnU4Hi8XCL3WCnxIKhsRRvV4v26jKsgytVgtFUTgJQ7oWZrMZ7e3tcLvdnHCg5EylUmHhWqqSa7VaXlBWq1VMTU2hXq9jamqK/91qtcJisbCA6PDwMCKRCCqVCsrlMnQ6HU0cll3963Q6rFq1ClarFQ6HA4VCATabDRs2bMDQ0BDa2togyzK6urqg0+mQz+dxyimncELG5XIhEAiwI0IymUQgEIDZbIbX68XmzZsxMzPDNIy1a9fC5/MxPYYWTO3t7Vi9ejWLaGo0GgwMDMDr9eKFF17AKaecwoLKAFR6Cc28+XA4jHq9jpNOOgn33HMPnn/+eZxxxhm8bSmNmGbtgmg0ire+9a3w+Xy45557cMstt+C5557DW9/6Vl7cU0QiEQDA3r178atf/Qpzc3PweDx4//vfz9dHPC710+Usqps1Yl566SXcd999uPLKKyFJElNo6Dji8yXq2SynCUPtxT4vtk28PodjSdHLWq3GApbNGjHi+YhjSnd3N5555hmce+65KBaLGBgYgMVigdlsZi2lYDAIh8MBl8uFeDzOSc729na+h1S5zGaz6O7uhizLjEQhahRpvtCinK61w+FQOZV5vV7Mzc1xYsjtdsPn88Hn8+ENb3gDLBYLDh48yBoDhAIjuDwldQYGBjA2NoZGo4GTTz4Z4XCYRSL7+vqg0WjYQWV2dhYWiwX9/f1ob2/HHXfcgW9961u49tpr2ToVWGhfTdb1dM2bNWGatUKeeuopnHHGGQueIVG3IhQKqbQvJiYm8O1vfxs+nw/nnnuuypZ6dnZWpK2xdTT1H/pcr9exe/du3HXXXYwQMxgM8Pl8cDqdkCQJBw8eXFJrQZIkdj4i5Iler0etVuOEDNH2Dh48CK1WC6PRyFRfjUbDlDJCqND2fD4Pv9/PSBei9hE60OVyMfqGknfpdJr1vdrb2/nad3R04I1vfCOPSWvWrMFvfvMbyLKMSqXC7wdgcY2Yer3Obl2ifXUkElmgESPaVy+lCUNt6j/LacQ0a8LMzc0taC/2ebHvIPHT8fHxZXW66DqJ57DUON/cn8X+vphGTBNyd0n6SLVaxezsLH+nqGMk9udwOKx6LpqfE9KI2bdvH2644QbUajV88pOfxMaNGzE5Oal6vlZqX938m8UxuVkjJpFIqIR2xXY8Hl92m6gJ07yvuD0ej7MDFLVFjZjFNM7EfandvO/vf/97RgWGw2HVtmYb7FQqBYPBgMnJSXi9XgQCAZ6brFmzBrVaDTabDT09PSo3vkAggEqlgnw+D6fTCb/fz3Mt0pOp1+vIZDKsJdbZ2YlcLoeJiQket8jsoL+/n+5bSyOmFa1oxes2TthEjCRJGkVRVoZHFkK0eR4dHVXx70dGRlSVzLGxMYaIj46OquDi4+PjzP0eHx9XVfab28FgkNEHoiYMME/vofbk5CTWrVuHjRs3Ys+ePbjssstelUZMs121wWBgDvBzzz0HANiyZQs8Hg+7VlCQJTT9nVhpFB13vv71r0Oj0cDpdGJsbIwrXV1dXWw5m81mGVqu0WjQ1dWFiYkJ1Go1tLe3Y2BgANPT0zhw4AAvtGjhQ5X6WCzG1RNyWKGJHFGPqtUqPB4PEokEJ35cLhfvT9eLJhSxWIzRNaR5QPzkZDKJiYkJRqNIkoRKpYJQKEST5mWrM1TBz2azfGyz2czCl7FYjCcyZNmdTqd5gZ1KpZBKpTA5OclUpFAohHw+D6PRiOnpaUxPT/PklhxIyPGJJpmBQADhcBhDQ0OMfCgWi2yp+aEPfUgFERc1Yur1uqrCWK/X4fV6cfHFF+Pzn/88Jicn8c53vpO3iX2tWSOmWYujt7cXa9euxWWXXYbbbrsNjz/+OF544QXIsoy1a9eyRsDo6Cii0Sjb/n7sYx/DBRdcAJ1Op3pmgHk+PD1vzdx4URdGfPYB4Atf+ALMZjM+8pGPwOVyqXRhRE0YACrxW41Go9KIabaoBqBqi88XgEV1XoRYckzT6XSLHlej0ai0FbRaLT/Dg4ODKBaLGB4ehtFoZHtQ0qKq1WqMSCDXG4KEixofYhLU7XbDZDLhwIEDLKpILkf9/f1c2SQR3x07dsBsNsPlckGSJNaEoXtpNBo5MWqxWJBIJPg5SSaTMBqNmJ2dxdzcHJLJJFwuF+r1OoaHhzE2NsYItnq9jng8DpPJBL1ej0gkwoKfc3NzjNAYGBjARRddhC9/+ct45zvfCZfLxYgkRVFUGjGiWwgljSnIBpli586dSKVSuOiii+D1elX2uqRpAcwn48Vn5u6770Y4HMZnPvMZrF69GoVCgZ+bZDKpeu+QHhR97ujowPPPP49nn30W2WwWPp8PF198Mfr6+jA3N6eiX33lK19ZUt+qVqvh5Zdf5n5Fel2UtGg0GoyWIZFWEs3NZrMwmUx4wxveAKfTyUkEWuAWi0UkEgm0t7fDZrPB5/PBZDJxH8hkMvB4PHz8XC6HaDTKSZpGo4FUKoVcLgez2Yxdu3YhHo/D5XIxsoucWKxWK7+jFtOIsVgsnNQXNWJIpFrcl+4fjacU4hgHzPcZGleW04iRJEmlF9OsAwO8oiHTvE3UgVEUBW1tbahWq+jv70ej0VDtW6/XeTykfcTfRRoo4ufF2qJGTL1eV+mRNLeXC6IIAmC7cYpiscj3oFAoqMZKojpThMNhPPjgg7jtttvg9/tx88038+/O5/N8T8Tnh75DvD7lcll1fZo1YkQ9MvE3SpKkep5EXZhmjRhR96VZI2Z0dFR1HNGiemxsTLVtfHyc28FgULXNaDSqzk9EuYrvQRKCP+uss9ihr1kjRhyrSCMmGo1y4iaVSqFYLPI7QZZlJBIJ1g8jrTpyv7JarXA6nYyYoXdLPp9n/Tq9Xs/zPEqUeb1eZDIZ2Gw2MaF51PP8VrSiFa04UeKESsRIkuQF8CYA+xRFmTzS/idqbN26FV/72tewf//+ZkG81xxDQ0PQ6XQqsbijjXQ6jdtvvx29vb1YvXo14vE4Czd2d3ezMK8kSfB4PLDZbAiFQhgaGmJXJqqQTU1NwWw2IxAIwGazsQAv0XXIJcVms6GzsxPT09MsAkcicrIsQ6/Xs5OQ0WjkSYTdbme0Sa1WQzqd5iobnStVP0nDgOgXdEwAbDWNI1CTAPCEo16vw2QysW202WzG2NgYV5OJd60oCievSBenVqvxtenr6+NjRiIRTE1NMQKiWq2qNDLIjcbhcDCNi3Q/Go0GL7ZI2PBowu12Y82aNXyM1xKyLOPyyy/HX/3VX2HXrl3YsWMHwuEwwuEwNBoN3G433vzmN2NwcBCdnZ3HXM/jhRdewPbt2/GhD31oQaLkTxymI++y8qCFVSaTQSAQYGg5ALaDpuesVCohlUoxTYnogWRrXavVOCFIOh3AK4476XSaUV8AOIFaq9WQSqWYSkh93+/383PVaDSQTqcxNzfHaBqa4JfLZVitVqYZWa1WTmxSgtblcrEAJKHriN5CCVlK8NZqNa7M79+/H2eeeeYxudYPP/wwDAYDzj333BVrb6XTaTz88MM4/fTTj4o2AMwLzN55550YHh7GqlWrsGnTJpx11lk8ZomuTUcKuq4AWMsDALuhjI2NYf/+/azloNfrWUyTnOBoXxrDbTYburq6EI/H4fV6OeFVLBYxNjYGu93OLjV0j0nbyuv1oq2tDR6PhwV4CelBfaJYLPJvFBf3ywWd/4ke9K46juKPglpQFAV79uzB3XffjUceeQTlchnnnXce3vve9y5IYrVi8di/fz+SySTOOuusFf+NoigIh8NYv369ynDAYrEgn8+jXC6jXC4zjYgS1mSmQA6UWq0WGo2GHc0ajQYkSUK1WkWlUuH5kMViQU9PDwYGBvgdsGPHDnquT/wHthWtaEUrlogTJhEjSZIPwBmYd615C4D/d/jfJWURfP9SQfxWSZJQLBaZbnM0wqV/7DjnnHPws5/9DL/+9a/x9re//Zgee25ujqHmrzZ++ctfolwuo729Hel0Gh0dHTCbzYhEIrxYAl5xa7JarTwxJypRvV7H+Pg4uyL19fUxjUij0fAxaF+Xy8WLK4Kta7Va1qYwmUxsk0rw2GKxCK/Xywuxubk5TpDQArStrQ16vR7ZbJYXC1NTU4jH47BYLFzNi8Vi9Btry10bYH5RQMmpWCzG6Jd0Os3OT2azGaOjo+wMQeJ0pVKJqUTlchmVSoUdTMgdiqhShGYiZE29XkexWITJZGLYPwnrOZ1OJJNJjIyM4F3veterFqYdHBxkVNWxiEAggIsvvhjr1q1TVW5FJ7KJiYlj9n3AfKLsy1/+Mtra2vCe97znmB77GMSSEP99+/Zh48aN+OpXv4pTTz11RQejCjzRW2RZZtt4o9HIOiu5XA7FYpGFq0kjqdFowGw2w+FwYHR0FJFIBLlcDgaDgRfhXq8XXV1dePnll3mxTM4ZVAklUWCyQi6VSggGgywQrNfr2VZYo9Ggra0NXq+XXdSo4k2aTj09PdDpdIzE83g8TCU0mUy8UCB6DD0HNGYQlZModq81crkcHnzwQVx88cVwuVwrTsTccccdKJfL+Pu///uj+r54PI6HH34YmUwGf/mXf4k3velN2L9//5F0k5a1ryb6JaEMn3/+eRYLT6fTyGQycDqdcLlcnCAhBBKhAInaRTQ6jUYDs9nM1CfqT4RkIfqRLMuc/KagMdFisWBgYIDHZtq/Uqnw9zUj75YK0h06iinDcRmHDh1SoVdeD0FFkenpaezZswe/+93vMDQ0hGQyCbPZjK1bt+Ld7343BgcHWRS7FUeORx99FHq9Hlu3bl3x36RSKVQqFX4PEOVcp9OxA57NZkO1WmXErcvlYjt5q9XKiRiyss9ms7BYLFAUBcVikZPo9A7y+XyIx+Oo1WpMoTuM1Cke6Xxb0YpWtOJEjeMn+3DkkAB0KoryHUmSjJIknQVgeiXIGEmS3gfgfdT++c9/ztuefPJJAPOVMoPBgOeee44FJGlCT/B70nkB5ieJpAMjfgbmtVTEdrFYVGnNiMfJ5/OMbkin0/z57LPPxn333Ydf//rXPOFKJpO8XdSLAVauETM1NQWXy8UT2HQ6rdLUIGoPnbd4HKrC/eIXv8Dq1atx6qmnYt++fZAkCf39/awtQJSLZDIJrVaLdDqNer0Ou90Ot9vNQpq03e12s7XpqlWr+KVN1ogzMzPsfFQoFJjKQEK+uVyOHafy+TxP0mKxGJLJJGtUUGUmEAjAYDAgk8lwoqNaraJYLKKjo4N/M1XzHQ4HAoEAjEYjIpHIApis2L+cTid6e3tZaHjXrl3QaDTw+/2oVqvw+/1oa2tjmlQmk8H69esxMTEBRVGQy+WwYcMGFu7N5/MYHBzkBeXq1as5WSNJEgYGBmA2m+Hz+dDX18fVJXKHWrduHf/u//3f/8WqVavw8Y9/fAHnX+TNN+sKzM3NcbuzsxOxWAzDw8OMYGrWIKBFTrNGTHOFPhKJ8MIxEoks0Iih/ixqt9A2sV8268A0a8TQvvT5oYcewvDwMD70oQ8hnU6zY1Hzvs06MNReTCNGjCNpxNA1WUIjRrWCF/uWxWJBW1sbrr/+enzjG9/gZIw4LgBqjRibzcZ9YvXq1ejv72dNJVmWsWbNGhgMBpXlMFF7ZFlGNBpFJpPhe1wqlVgDSqvVIpVKcV8/5ZRT8MILL/CzVavVeCFOVvUHDx7EySefzIiXjo4O/s5gMMiaAV6vF16vl59PQluIY9nAwAAnK51OJywWC9Ne/H4/SqUSHA4Hent7WQuqVqthzZo12LNnD9ra2qDRaNg9iq6leE+adTJEHRFRV+Suu+5CPp/HJZdcgnA4vECXYmZmhimVMzMzKBQKSCaTuOeee7B+/XqUy2XW3BB1YZo1NWKxGILBIJ544gk0Gg1s2bIFNpsNBw4cQDqdZv0zYP7dIrbRlIgR+5bdbue+7/f7kU6nkUgkGEknSRICgQDr7dCCKxAI8L0lXSdK0lDSuVKpIJ1OM2qSUILkkEX3AQDrW4VCIWQyGUxPTzNSZ3p6GuVymSlQouAnudyR7TkAdqujSCQSKm0QoqgC6vEPUI95zWPcYjow4pgnhthu1n1p1oxZbl/xO2ZmZnDo0CGce+65GBsbW/T8xN8lbhN1YZp1cUTNHACq69P8vkgkEs0aMSq15OZx6wtf+AJTzMi5qlAoIBaLMf2t+Vz9fj82bdqE9evX48wzz+Qxanx8nPViKGiOACzUiJmbm1OhoMR7vZhOzlLjc/NYLmq9NOu+NL8vxPfXcu3FttFz2awJs1ybtL7q9ToeffRRrF+/Htlslh0WmzVixHdmKpXi8YeKIwaDgalPJHjd3d2NcDiMQqEARVGwfv16TE1NceLG6/WyZhs9rzqdjt0iSWA9GAxidnYW09PTcDgcLPxLSNjHHnsMrWhFK1rxeo3jOhHThHYpAjBJktQOoBvAagDXS5L0M0VRHlgOGaMoyvcAfA8AbDabctppp0FRFMzNzcHlcjESgRaGiUSCXYskSYLP54PH48GZZ57J1qrBYJC54MFgUMX9npiYWKARQ+1mfYvJyUnVNoLbBgIBPP7443jqqadwwQUXAJjXiBA1YkS9C51Op9KIETnttFACwEK9xIcnm1AK4tnT39Hvpe+IxWJ45plnsGnTJkxOTiKbzeLgwYMoFAqMNNLpdPzSJ5cLcragCThVyvV6PRKJBBKJBNra2uBwOGA0GlEoFLgST7SGmZkZtkkE5iH0uVwOuVwOmUwG4XCYqROkNUH0H/o+spfu6upCNpvF3r17YTabYbFYYDAYsH//fszNzXGVlxYRJEqKRahJYv9qb29X4vE4xsfHWZOlWq3C6XQilUpBlmVMTk6iVCohFAqhUqkgGAwilUrx4nVqaoonvpFIBAcOHODkWrFYxKFDh5hCRRoLpVIJiqJgYmKCr2k0GsXw8DBrcdTrdfz4xz9GZ2cnayxQ1Go17hOkCSNuo/6zefNmAPMJu8HBwQUaMY1GQ6UR0+weI+onkMMCMJ8IFaHmOp1ONQkUnyfSIqEQ+fBGo1H1LIqOHQaDARaLBT/96U9x2mmn4e1vf7vq3HU6Het4aLValUaMVqtdViOm2bVD1Jto1o+h664oymK0KBUiRuxbGzZsUG699VZcfvnluPnmm/HQQw8xekrUKhE1YgCgo6MD4XCYk0skjlir1SBJEtLpNKanp2G32+F0OlGr1djVi+zUqTJK1KJGo8HJVEI6OBwOtLW1oVKpQKvVQpZl1pbRarWc8JyYmGC6IFVEKeEyOTkJWZYxNTWFiYkJzM3NwWw2w2azsTvP7OwsQqEQQ+IpiUETebKBJw2ler3OmiOkibN7927867/+KywWC4uNA1B9BsAJZADsTEZRrVZZw+Suu+7CunXrcN555zH6Q+w/uVyOx+RMJoPOzk788pe/RKPRwGWXXaZ6LpLJJPfhRCKh2hYMBvH444/DZrPh1FNPxRve8AbeRselOHjwYLONtgrNJ/Ytv9+vELrIaDRyAoquZT6fh8lkYgRjo9FAPp9HqVTiRLvFYlGJvVPinKzRHQ4HtFotIpEIvF4vTCYTXC4XfD4fYrEYXyODwYBoNMoLZnqHKIoCg8GAcDjMFFMqKPT39y/QiHE6nQs0YkT6lSRJy2rE0P1r1ogRxzhqixoxzegcun+LacSIbQCqtjgeijowk5OTqFarOO2009Df3496va7al4RO6XeIY2WlUuH5R6VSUaFqKpWKSnNE1IwR9WKo3YTIUc29xL4lSZLyk5/8BMArBS8ai41GI9xuNzo6OnD66adjcHAQ7e3tWLt2LQuDC8dcUmepWSNGvI6lUkl1fUql0pLXgBK19H3LacSI2i9arXZJHZjR0VHVtmYdmLGxMf4eg8GwpA6M0WhUnWtzu1krrbe3F88//zxSqRS2bdvGfdRoNB5RI4aSbIVCgRNeROubm5vj90gikWDE0szMDCMi4/E4W9NLkoS5uTlks1k0Gg1G3pHlfT6fRzabhU6nU9277u5uSpgtqW3Vila0ohUnehzXiRjML3prAKAoSlaSJCOAHwC4QVGUn0mSFAZwrSRJexRFWRF/wWg08ktYo9GoXmSjo6PcLhQKePnll6HVahEMBnHgwAEMDw+jp6eHF6N/zDCZTDj//PPx0EMPYWho6FVTSZojl8upFhpHG88//zwURYHP52PkC4ncJhIJGI1GnuQC86gaotSQrgBNxGixSMK+RCki+1yLxYL29nb09/ezu4Ldbse2bduQSCQwPj6OSqUCi8UCvV6PTCajounQ5J0qXjQpoIlCJBJhjRmfz4d6vY5wOMyJE5PJtABWiyPwlWu1mqpaZzKZeMIpSRKy2Szi8TijX2hSQjob1WqVEQl6vZ4pFaRbQwse+n1EYSIrYYfDwZofJpMJ4+PjCIfDkGUZt9xyy1FZVi8WlIAgFMmJFjfffDMymQz+4z/+45jYX/8RYtmT6urqwkc/+lF8+tOfxssvv4z169cf8YDt7e1sI0wUE7Jpp0QLJU5EC/fp6b5rpo8AACAASURBVGmmEtLiTqPRoLu7mxMhZFVNvH563sllgxbylPA1GAzo6OiARqNhGlIsFuPng2Dp5MIEvGI573K52KGnUqnAarViYmICxWIRDocDbrebBbKJgpRKpWC1Wvk5kWUZe/bsgc1mw9/8zd8ckxt23333YWRkBP/1X/+14j4ViUTwyCOPYNu2bSu23i2Xy3jqqaeg0+nwt3/7tyrnsBXGkrQ3AGhra2Nx8kgkApPJBJ/Px/3BYrGgVqtBr9ejra0NuVwOBw8exOzsLKPy1q1bh3g8zu8DAFwRr9VqmJycZAvzUqkEo9HIVLRGowG9Xo+ZmRl2XqGFO6GinE4nzGYzV/VJvFlMei0XhAQ4kXViSKPrtdic/xGisNSGwcFB/OhHP4JGo8HMzIwquTI5Oclt8TMw7+DYitcWd9xxB9xuN970pjcd1d8Ruo3GZZPJxOM6MD+XImogPZcGg4EpoaKLJf07JdRFFCK9c1wuF1POE4kEIxwPz92O93VKK1rRila86jhuBzhJkjoAXCNJ0m4AcUVRdiqK8uXDWjGfkyTpLxVF+fXh9skAVpSIKZfLOHToEID5lwk5QFCbtgHgCePGjRu5+jszM4NgMAiv14tsNsvCkSLdqFKpqKhJInWpmbZUKBR48k4UG4p169bhqaeewne/+1188IMfVNnUEq2HQqQjNVOTRHtC0hqhSiKJ51KI1CSqgIu/a9euXUwnoqqK2+1GPB7HSy+9xMKN7e3tDEEmsU63280Jhng8ztbQ7e3trGPicrl4kUcaE4FAgKv8ZLFL6vyEgKlWq/B6vZAkCZlMBqFQiJMYNpsNuVwOhUIBhUIBq1atgtvtZgtpi8XCTi5UAe/o6EAul4Ner4fD4WCHqXA4vOSEE5if6G/atIkFQ7VaLZxOJwYGBqDX61EoFKDRaLBmzRqG5q5evRqhUIhdbajKSfSNQCDAE6G+vj62/c7n81i1ahVbvnZ1daFcLiMWi2HPnj14+umnkclkcMEFF+BTn/oUJEliS85mKL4IC18O6k6T47m5OczOzi6wrxbpSM0Q/sVg+6Kw6FLUpGYqUiQSUfVLsb0YbYna27dvxz333IOrrroKDodjAeVJpCMtZklNbdHKmtpiiO1mOLsIfRc/C7HkSp50N9785jdDp9PhjjvuwPXXX79gLMhkMqrr43Q6uULb29sLk8mErq4uJJNJdHR0YGxsDB6PBz09PXz9NBoNrFYrotEobDYbI90I7p5OpyHLMgYGBpgOJssy9wdCqxBMvVarMepMlmX09/djYmICHR0dyGazqFar6O7uhsPh4Io/WZzKsgybzQaz2YxGo8FWyD6fjyltRKex2Wzo7e1lFyWj0YiTTz6ZrZHJpe0nP/kJO/XQYgJ4xeKYgjQLAHCSliIcDqNYLOIrX/kK1q5di5NPPplFyJvpESI1KRQK4ZFHHoGiKDjzzDMRCoVUFtV0XOo/hHZ7+umnkU6nsWXLFqbuiO+dbDaroosUCgXV+wzLCI1LksSUVY/Hg0wmA5fLBYfDwfQ2QkPF43F2VluzZg3K5TKjocjthJy8SJNLFFcmp7dgMMgLPdIEKpfL8Hg8TFXV6XRwOByYm5tj2hEhK2ls7u7u5mudzWb5fiWTSVXRQby3sVgMlUpFdW+bx0PRArp5HFtqXFuMfiR+Xsquurm9HDXpxRdfRHd3N6NBF7PXpt8ifm7+nctRkahN25ufi0Qioep7WCbJVy6X2Z45Go0usGOnvt5MwxOfg+b27Oys6vkSn7dmWmBzW6RkLUdNah6fl3snxOPxZamsS71nqE3bxfdVc7t523LUpFgshpmZGfzud7/DNddcg0QiwWMT0ZYomqlJ6XSak7xr1qxBKBRiil9HRwcajQYjbkiwm5Bt5E5H+nuzs7NcfCsUCujp6eEiFCHSqR/q9XouNpET3+Hr23JNakUrWvG6jeMyESNJUgDAGwE8CmAzgPMlSRpQFOUuRVE+JknSDQA+K0nSdgAygGdXemy9Xo+Ojg4A8zBvEaJJCwOxTXDXWq2GjRs3olqtYv/+/di7dy+eeeYZnHTSSejs7FRVcqamplTQ2Gb6kQgVbt4m/p1Wq8VVV12FH/7whygUCvB6vcvaV9O56/V6FZTaYDAw9LRarXL1mLaJcHu9Xs8vXeLzU+h0Ouzbtw/r1q1jfRW9Xg+73Y5sNssWyrR4IgRMMplEKpVCPB6Hw+HgFy1ZVSuKgo6ODlgsFsiyzNoBiUSCqQlUPZmenmZqjtVq5Yq8TqdjTQBKcFitVk7yyLLMoqSJRIK5zmeccQb27dvHCBKqxJONpcViYUrFYQHOVzgfiwRR3pxOJ6anp1WJj7m5OcTjcZ7AjY6OMvyfqEgEz52dnYXRaIRWq0Uul1NRAtLpNFeDiZKhKApGRkawZ88eJJNJZLNZbNmyBf/+7/+OjRs3AoCKjiRSkahNaBfxM7Wp4kyLE1mW0dHRgXq9vqS162LUJLHPajQa7s9arVbV93U6HcPJ9Xq9ClpuMBgWtOlvRSoStbu6ulCtVvHzn/8c7e3t+MQnPsHCg+K5a7XaJalJzXSkZhTDcm3xOiuKwm3xsxBy8z9Q6HQ6+Hw++Hw+nHnmmXj88cdxww03MFpE3E98pjs6OvD73/8eMzMzvCh2OBxIJpPI5/OMQKG/jUajvMAjDSlabJvNZk4oEs3Q5XIxDVFcbKdSKXbIIBi6JEmIRCIsYC1JEmw2G7LZLNLpNNujUhK40WjA6/WiVqvhD3/4A9ONyBJ5amqKaU/T09OsrUT6NhqNht2gJicn8eKLL+ITn/gELr30Ur4+9Xpdhb4RaV0iHYmoSBSVSgX3338/ZmZm8IMf/ICTCQDYFYoim83yuyYYDOK5557DhRdeiI0bN2L37t2qvp9IJLh/J5NJ9PX1YceOHRgZGcHg4CC7K5GQrvgd4vtrZGSkmZq0JAyk0WiwRTglXmjsMRgM7MBGekOZTAaRSASxWIxFlnO5HEwmEzQaDaMK6Z1gtVphtVpZM4woD4FAgFFQhG4kbbZ4PA5ZlnmRSPoSExMTmJ6eRq1Ww9DQEN7//vczHanZvtpsfkW6hM4JeEW0mmi5i42H9Pw3j3GNRqP5uqqoSuI9kSSJxyNJkpa0tm5uK4qi2tZoNNDb24t0Oo2pqSlcc801PG+gBD1FpVLhbeVyWYWCFGk54ufF9i2Xyyqra3FbM6UHyyT5aNwC5gs9Ig1GbOdyuSXpfMD8M0XXXaQiUZuuc7FYVF3nYrGomnOJv7NararoR41GQ2VfLdKEJElSUYw0Gg23my2pdTodb9PpdAu2iW29Xs9tg8GgOh/ShWv+DKipSMA8ekWk6N50002w2Wx43/veh1KpxNfLaDQumB+K7zaDwcDI5GAwiFAoxOhcou37fD7Y7XYkk0mmthKlurOzE7IsM/WaxncqrtlsNiQSCU7MO51OhMNhRmpSctXj8SCVSqEVrWhFK17PcVwmYgBUAHQAeBzAOICzAVwsSZJGUZQ7FUX5jCRJqzF//rsURfk/40no9Xps3LgRFosFyWQS+/fvx9TUFNrb21U6Dccqtm3bhrvvvht33XUXrr322td8PIL5v9o4dOgQ8vk8iwwHg0Fks1mmFWg0Gl78RiIReDwe6HQ61oAoFotcqbZarSoBRaPRiHK5zBUz0hcgugRVhkulEjweD0wmEwuVplIptjWl6q7P52NHJEouKIoCk8mEQ4cOsY5EKBRCLpdjiHuxWEQkEoHRaITZbGbUzeFJwbJ8Za1Wyza6orMHIZ+MRiOLFkejURSLRWg0GqZ0aDQaFAoFpNNptLe3s/10Op3m41AVL5VK4aWXXoIkSSz263Q6cckll+Dv/u7v0NPTc8ytmcUK6okU3//+9xEMBnHrrbeqFmfHYawIj79lyxY888wzCAaDiyVzVOHxeJBOp9lKPhKJ8HMnyzKL91LVnRbMdrsd5XKZq8KkBUNV9c7OToaoU1XXZDIxzYQ0ZoiaZ7Va+d+y2SxkWUapVILVamXE4apVq+Dz+RCNRnmcoAm7RqNBPB5HoVBgq3aCrxsMBpjNZmi1WszNzTH6TpZlaDQajI2NYffu3bjsssvwwQ9+8LXfJcwnzm+66Sacc8452Lp1K0Kh0Ir+7tFHH4WiKHjXu961ov1TqRQeeughrFq1CieddNJrOeXIUhvEBInBYEC1WmV0JOlQEc0gn8/zWEQi6LVaDeVyGaLOjNPp5IKB2WyG0+lkvR5COBLtoVgscoKNkJJkaU2iv+S4IlbNy+UyNm3atOILQEkd+i0nWjz33HNQFOWYuX0dwzgxXwyv0/jDH/6A7du348Mf/jAcDodK2HglEY1G4fV6GRVO6DSieM7NzXFRjZ7JRqPB+nKifXVPTw9mZ2cRi8WQTqdZY4b0/pLJJEqlErRaLcxmM6Nn0uk0UaSOSw5xK1rRilYcizheEzEFzCMPzsd8MuYpzJ/rWZIk7cQ8WuYpRVHCSx7hjxwGgwFnn302enp68MQTT+B//ud/8Na3vlVVoTgWYTKZcPnll+NnP/sZJicnVZWUV3s8EdJ7tEGVErvdDoPBgEajgVAoBFmWme4EzFd1SZvEYrFAp9PB7Xaz2w9N3GkhSPoANMGmxIrf7+cEjVarRUdHBzsvxWIxZDIZ/ttqtQqdTqeikADzzjGlUokXhYQsyWQyXNEhCL3NZuNFH3GdCQZ/GBa8rO/p7OwsHnjgAQBgIVWNRoPf/va3bM2t0WiwY8cOph6NjIzwxEVRFOzbtw+KomDnzp0oFosqKLcYhAwZHBzEVVddhVNOOQVbt25VOScc69i7dy8AvNYF4f9pvPzyy/je976HCy+8kIWvj+NYkXgFPcMi8mWpIISHx+OB3W5HMBhU2aQbDAZks1k4HA7kcjmmQJIWC9FxSDeLxHy1Wi0/N4VCgbVYSOhUr9fzdqPRiLa2NjidTgwNDSEWi3F1lRzqCNKu1WqZskLImnq9zggTovAZjUZGijkcDtjtdka+kbaNzWbD+Pg4du/eja1bt+K73/3uMUkmlstlfPKTn4ROp8OXvvSlFWvDRKNR/O53v8MFF1ygQswsF4899hgURcE73vEOjI+Pv5bTXrKzkGhzrVZj9CEhC8kxBZhHCRBlg5Io1AcJbUVW1ERhJYQWjdNGoxEOh4MTaplMhlFTfr+fUT3lcpnROJQMJ2oribhrNBr8xV/8xYovAKFlKMlzosVvfvMb+Hw+FWqiFa0QI51O47bbbsOaNWtetQ4WJWJI789sNqNarTLFq1aroVgsskC3RqOByWSC2WxmOh7pdRGau1AoYP/+/dBqtfB4PCiXy9i1axcnfWmcIfRkLpejOZzxGF2aVrSiFa047uK4TMQoilKSJOlXAD6K+UrL04f/6wfgBmDBfKLmqBMx5XIZY2NjAOarYvQZmIepEpcZmH/ZkCWh+BmYn3QS//6Nb3wjhoaG8MADD2DdunXo7u5W8aer1SrrwjTrx4jW1qKVNQB+wa1duxYmkwm//OUvGXqaTqcX6MBQW9SEAcCWkQDYqnYpjZhCocBt0negqFQq/FIle+TZ2Vm2xh0aGkI2m4XRaIQsy4wCoQUY2ZeS+KfZbGZnJKpuWq1WtLW1wWKxoFAooL29nfVb+vr60NXVhcnJSZWYnM1m42oricIFAgHk83muppdKJea86/V6dkoidBBB8XU6HWRZhlarZVFdcng4vO+yC2WXy4W3ve1tXN2lqitVmhuNBqMFqE0LDtJWIKQCnYuiKIxmIAchj8eDQCDAmg4AuOJE0WxPKraP1q6VKEnPPvssCy2HQqFF9QmOhUaMqN9yJI2YcDi8JI9+enoaN9xwA5xOJ66++mruN4vtK+rSLKYDIyb4mjn+S2nGNOvHrMC+2tT8DxS1Wo3Pf2pqiq2Fm39Hs0YMhdlsRnt7O8bHx1ngur29nceSVatWYWpqCqlUCjabje3Qs9ksCy3SIvywlTtreWi1WhbBJnQKVWHp2SaEnNfrZQFsWqATWsZqtaJYLKKtrQ0dHR3I5/NoNBpMWygUCpBlGR6PBz6fj5FkmzZt4j5UqVTQ29uLoaEh7Nu3D9u3b8eWLVvwne98B7VabVEdGFE7pPmZoUSUqBHz1a9+FUNDQ/jSl74EjUaDubk5lUi3qAkDzPfDQqGAX/ziF6jX6zj99NNZn4yEjsU+Q387OjqKPXv2sP6MqAtDYrkUhUJB9f4qlUqqNgAHloharYauri6USiUMDg4yHTOdTsPlcsFisTCChcSXgXmBX+rHVqsVsVgMNpuNqanxeBwWiwXRaBSrVq1iK3Ma+ynB3tbWxu5L9XoduVwONpsNfr8ffr+f+4gsy0yxSKVSOO2005g+Cqg1YiiBJ95n2kZU0KWsnI9GI+ZI2i5LbTuS1bX4HbOzs0ilUti1axfOOeccVUJudnZ2SR2Y5d4B0WhUpXnU3PfF69WsCZNMJps1YpaMYrHIAsOxWEzV18V2PB5fYNUuIjlIsJ/OXdR9mZub4zbR3MTrsZR9dTQaVWmciTbdzeNzc2EjHo+rNGLEd4CoGSPqxVB7pTow4rsvGo2qxvXF2gaDAbfccgvS6TQ+97nPsUYZ2UjTuTXbV4vtdDqN2dlZFItF9PX1IZfLweFwML1SkiTIsozVq1fj5ZdfZgrpunXrMDY2xu6OnZ2djJju6elhCjnRUckNk0TddTodz83y+TxqtRqdc0sjphWtaMXrNo7LRAwAKIoyLEnSLQD+BfOJlycAvAhgjaIoP3q1xxX1UyYnJ1VcWaIYiW3aPjMzo+LfT01NcXtmZgZXXnklnnrqKRZLvOiii1T7Et97ampKxedeTj9G3PfSSy/F3XffDWCeRx4KhVZsXy1qxJD+C1FWSONFvD5E3dDpdFxBBOaTFSR4S/ah5FREMHR60VLFnKhFwPzCgJI7VqsV1WqVLXOpKkL0IzoeiQtrtVq2haXFGVX4qVo+NTWFZDLJNAuqrtLknFAzANhOmpJfpE2Ty+UwPT2NXC7HlSD6TYcX6csiYjo6OvDZz34WwPzkh657LBZT8bDj8Ti34/G4SlNksfZS+yqKotI5EK3ImzUtarUat6vVquo4zRoxIle/VqvB7/dDURQcOHAAg4OD3PeWs69WFEXF4wcWasRQmyDMFKJmjF6vX2BJLe6r1+tVFtXic/HNb34TMzMz+NGPfoT+/v4l7arpO+l3kxgshSRJfH3EzxTLacQczTYAmuZ/EM+Xzi+fz8Pj8cDv98NgMKjoSc3PNP2ORqOB6elpXvCRsDO5I7W3t3MFVKvVcmKvWq2qFkjkdEGJT6pgUiKTNGXEa0eaLrt27WK6E0Hfs9ksZmdn2VabkqThcJjpUKRVE4vFVLbCiUQCkiQhFoshHo+jXC7D6/UiEongpZdewu7du3H++efjF7/4BaM6arWaCg1Rq9UYNbSYRTVRTiuVClwuF5544gncfvvtuPLKK3HFFVfwvvl8ns9N1IQB5pNjJpMJTz/9NE4//XQVnSaRSKj6N+nCKIqCu+++G2azGdu2bYPRaEQymeS+3mxXPTw8rBr3x8bGVoy6IaQiUTl1Oh1fU0pY9PX1cVK7WCzCbDYjFoshlUqhWCyyxTjRiwghU6vVYDQaMTMzw4gWSZJgtVp5YU3XeGxsDAcPHkQ0GuV7Se8G0e0uFoth9+7d+OxnP6t6RzXbVzdrxIjaaD6fb0n76nq9rnpuxOvYrBHTPM4tN+YtZW3d3CZNGPF8XnrpJSiKgvPOO081hyiXy0tqoCynEVMsFpfViCmVSiqtmeW+c7kgly1gfpEvvlsymQxf22w2q7rOzRbVuVxOZVEtjvOFQkGlESNeu+a2+LuatW9EW25RL4ZiKTtrEuCnWE4jptmiejkdGIPBwOfXrAljMplU98RkMiEYDOK3v/0trr76apx//vm8zWg08nzVYDCorvNiGjGRSAROpxP79+/HxMQEAoEAC+gmEgm0t7czDTGTyQCYv7cOhwOZTIafX5rzFYtFnps5HA4kEgkuvNlsNlSrVZTLZdaDm5iYYP28VrSiFa14PceSk/7jIRRFeRnAVwH0AvhnAN0A7v+TntQSodPpsHXrVqxatQrDw8PYt2/fMT3+JZdcAr1ej3vvvfc1HYeE015tEH83HA7zi1OWZcTjcaYTkS6KLM/rjlKljXQnyAGIJvLhcBjxeBylUonV9IPBIDKZDLxeL04++WT09/fzd8fjcaTTaZTLZdjtdpjNZkxNTXGCplgsolqtshuKxWJBf38/AoEAUyfINYNEg8memtA6FIRsCYfDVF1aViPm9RyPPvoo9u/fj3POOedPfSoriieeeAK/+tWv8N73vhdvfvOb/9Sns9I4IjUpGo3iySefxObNm1d0QNFRqlKpwGQyccKFkjaERMnn8/D5fJAkCZOTk5w4Jdt3m82GQCCA3t5eeDwe5PN5dj0i+l46neZnmqzkgfkFUDabRT6fZ7QYuX7l83nY7XYWa43H48hms/ycivSlSqXC4sCkAUOIG0L77dy5E7t378Zb3vIWfP/731eJjr+W2LlzJ66//nqccsopuO66647qb++8807UajVceOGFK9qfEhLnnHPOsVqQ5JfaUK/XmYoEgC3NybFNlmUVzYxEm71eLzweD5xOJ9xuN1NHZVlmKhG52pFDXSAQWJAspEWeXq9HV1cXW5FPT08jnU4zIoP6FSFZ3/a2tx3VBSBUwGuh5/4pQlEUPPjggxgYGFAVhI6jOHH9wF8nMTU1hU996lNYt24drr766ld9nEqlwgifarUKg8EAg8HAyVOtVstzpHw+z884vScokU4JWHrfEEqJdGWMRiNrh9F3RSIRDA0NcRL1cIKosvTZtqIVrWjFiR3LImIkSVoH4CsAVgHYDuCTiqKkJEnaCuAfFUV59x/7BBVFOSRJUhCA+XD7NQnzVioVTEzMO13XajX+TO1gMLhou9FoqODA9XqdJ4ONRoNpSp2dnUgmk3jyySeRTCbh9/tRr9cZxlur1VTUJJGqJNKUgIVUpZNPPhlPPPEEzj//fE5sUIj0I5Gm1LzNbrcjHA5zNaOZmpTP51X21eJ3VCoVdHV1ceU3EAiwHoQsyxgZGWFB2o6ODqZwkJgmUVrIdcNgMLAYI4l2kmVuNptFo9HA3NwcuwdRgqderzPliK5DqVSCz+fj7yAnp8nJSQwMDKC7uxuTk5OYmZlhlI0sy2y3Tc4fer2ezyOdTvNkgXQKcAThuEqlgqmpKQBgRxFADasGwBWj5v2oLUKpRQj5cttI4JRiMUtWkZq0lEV1M91odnYWiUQCN9xwA9auXYvTTz+dhUmXoyaRw424TYxm2L4I7RZpQs02081tEb5Nn2OxGD71qU+hv78fV111Febm5o5IKTqSRTX9bfM2ke5E2xf7fKRth2PJMZnsqz//+c+jUqngfe97H+Lx+KLQ8uZnmv6+p6cHiUQC+XweXq8XJ510Eg4cOMA28gSjN5vN6OnpQTweh9lsRiKRgCzLfJ9MJhPC4TBXPMlaWpZlRq6RSwZZntJzbDKZkE6n4Xa70d7ezhQ1i8WCzs5OTE9Pw2Qy4aSTTsL09DRT+Hp6elAqlXi86enpgVarRSqVQldXFztsDA0N4aWXXsLb3vY2fO1rX2PRWfE+N9v2ilSOZhoDLSCefPJJfPrTn4bb7cYXv/hFpi5SLEdN2rNnDx544AGcddZZqFQqKpvpZpteomg88MADkGUZsiyr6Ej0rikWiwuoSOL7S3zXURdatGNhHkmyfv16zM7Owu/349ChQ/B4PEwrHR4eZktzqp5TZT8UCkGSJAQCAYyMjPBizWKxYHJyEplMht8JxWKRdYEikQjcbjeq1SosFgtyuRy8Xi9cLheLupPIr9Fo5Odv/fr12Lt3L97ylrfA7/errl0mk2EUTDKZXEC1oXubSCRUNJRmikokEuF2JBI5IsWS4kj21WIsZ1Et0kEBYPv27ZiYmMA//MM/LEodbR7nF6PT0W+h/kxJTvH6iO1EIsHzkVQqpaIipdNp1VwFy7wXI5EIbrvtNmi1WtTrdbzwwgtMXyStNoPBwMUVilQqpXpnEqKCzm2pc1/sHbnU876YLTdd92QyqbrvogYetalPNttXJ/4/e18e30Z1rv2MdtuSbNmWbXmN4zjOvrMlYUlDQiClpaTc2164zeUDQktboMulv1JKC7SFNhAoSykthbKHcikpJWUPkFASlixO7MT7Iku2ZFn7vs73hzlvz4wtZ8GBhOr5J3pzpJnxzJkzZ97zPs/j8WS1rx7PzjqbffVE1CSeouv3+3HLLbdApVLhRz/6Ebxer6R/8XQoj8cj2Y48ZmPTlClTMHPmTNKLYkl4n89HxgZDQ0M0jzIYDBgZGYHFYqEKs56eHuj1esycORPBYBB9fX0wGo0wmUw0d2ALg2zsZ/M8URTZdTyhF4xzyCGHHD4JDkdNuhrAzwD0ATgdwCZBEG4XRfEtQRAePt4HxyCKYhLApDgj8XQEu90uKeW22WySkk2+fXBwUNI2NDREK1ODg4OScmRRFNHR0YH9+/fji1/8IhKJBJUc2+12STnpwMAAlZvyn1nMf3flypVobm7GwYMHsXTpUklZs0ajOSJqksViQV9fn4SaxNu1qlSqCalJNTU18Hg89ALIJtnMllmr1cJisdBKOOMCM+vTUChEIo0mkwmpVIq2pdPpSHGfqecrlUp4PB6UlZUhFAohnU5DoVAQL1kURZjNZknyKBqNQqvVktibXq+nRJDRaCQ7XMZBLioqIjvVWCxGK8DM4UihUJCdNA5DTXI4HPjNb34DnU5HDgJsxae+vh7FxcUoKyujFwxgdHWWd9yaKJbTjfh4PHtdvtyepyONZ1HN+oicmhQIBPDTn/4UoVAIDz/8MAwGA5WMT0RNGs++Opu1K29lDYz2Pd6qPRsVSR4z3ZObbroJqVQKt9xyi2Q72eyqmPVEagAAIABJREFUWXys1KRsVCWm78PAx/K2j5H1ZVmlUsHpdGLr1q249NJLqSJGrVaPoSbxFDVGR3S5XOjq6sLg4CACgQBpzHR3d9M9xTQ8mHMNc+didESmzcAqYVhFSiqVQiAQgF6vh06no5cZ9kKkUqkQi8Wg0WjopdrlcqGnpweZTAb5+fmU/IxGoxJLZHavMmcfhUIBlUqFYDAIm82GQCCAVCqFgYEBdHd3w+l04tJLL8Xdd99NAtk8FYm9VPAxb1HN33uMjrR371787Gc/Q2lpKZ588klUVFTAZrNJ+kg4HKb+JbeSvuuuu6DRaLBhwwZYrdYxdtX8uM8cidxuNxYuXChpY0knYPS+5O+9rq4uSf/u6+uTU5OyPu/ZuM8opw6HgyzE2XXPZDKkE8aqZxjNqKioCKlUipIEOp0OFRUVdC0VCgW0Wi0l69gLF+ubmUyGXrr3799PCThg9FmbSCTIHnvHjh0YGRnBTTfdRM8JBtb/gFH7arZ9YHRcC4VCAEbvEZ6aJLevZmM3ABKNZxBFUXKeRVGUXAc5NSmbtbUoipJxjCUb2f75Me/uu++GyWTCxRdfjP7+fsm8gKfaAFK7Zrl1czgcpjgSiYz5Hb9dPm5ra5O0tbe3y623s1pQhcNh/POf/8zWDABUGWGxWFBSUkIJusLCQpSWlpKI65FQkyKRyBj7avnfVVpaing8DpfLRfMdNh9h1KCuri4JTai7u1tCTerp6aFYoVBI2np7eykez656Iotqniql1WrpGsmpSFqtFnV1dYjFYvj5z3+OUCiEP/3pT5g7dy6cTqek32k0GuqjGo1G8nxXq9WS5xCf4Orq6sLBgwchCALd+4ODgwgGg2SlzgS32XjNTA6Y+1p7ezt0Oh18Ph9SqRRUKhVVxTAKbCKRQHl5OQnGx+NxmkNhgr6VQw455HCy43CJmFZRFPd9/PkVAK8IgrBeEIRy5OwKs0KpVGL16tXYsmULtm3bNmlWkxUVFZg3bx5eeeWVY96m2Wwm3j+/gnOkqKmpwe7du3HKKadQUsRoNNLqN3PRKCsrI20WtqrEVPYDgQD8fj/0ej2Gh4chCALi8TgymQyUSiU0Gg0SiQTy8/NJh4KtDLEXgEwmQ5o0iUSCVpnYCjarkgmFQvB6vSgtLYXRaCR73P7+fgSDQYiiSMkZVhHDymTZKhUTIP14gjJhv49EItizZw8lhGKxmGRlk0GhUJCGTVlZGWbMmIEpU6agoaGBKF0nAnbv3o2bbroJVqsVd911F2bMmAG73f5ZH9aEeOyxx/D+++/jtttuG6PJcBIg6005MDCAq666CsXFxbjiiiuOeIPs/kulUjRBLigoQH5+PjkgMTvRcDgsoQIxykhRUREJRwuCQPc2SzJqtVoEg0HaBrMvZkKczFqeJU51Oh1Zwg8NDaG0tJQoK8FgEDqdDmq1mvSbmHA103FiYsOFhYVEj2RJmOuvvx7XX3+9ZNX5k2DXrl3YsGEDCgsL8cQTT0hewo8Era2t2LNnD772ta/BZDLBarVO+H1RFPH222+jtLT0U+u/iUQCw8PDpPXChDPT6TSKi4sxODhI4uvMOpxZSjObWVbNkEgkyI6aVTvwVYs9PT3U35jWTGlpKY3pLMGuUqlgMBigVCop2ZhMJtHZ2Ynzzz8fp556qqQa5kjA21efLBgYGEBLSwsuvfTSE9lyOyv3r6qqCtdddx3S6TQOHTqEqqoqejZ3dXVRH7LZbPB4POjq6qKk3EsvvQRgNJlcUFAAi8WCwsJCJBIJWK1WcmR0OBwIhUIQRRF9fX2w2Wy0D7vdjq1bt9L4xJJxcgiCAKPRiNraWtTX149JqJ2IEEURt9xyCw4cOIAf//jHmDt37ifeJqvwZO6W7PnBkpzJZBL9/f1oaGigORm7X5keGNOCYdeSzTkLCwtRXV2NQCCAoqIiqqrp7++HzWZDMpmkRCrT+kLOvjqHHHL4HONwiZhOQRCuBXA5gBWiKPpEUXxMEIS5AI5uBvRvBp1Oh7PPPhtbt25FV1cXZs+ePSnbXblyJe6++2709PRgxowZR/376upqJJNJOByOY+KaL1++HI888gjRlEZGRuByuWCxWFBaWkp2s2wlNRgMEoWIrXqxlzBRFJFOp+kBzmhFzFUoFovBZDKhpKSE7E3ZyjtzX/J6vSQibDQaYTAYyIWIUaIikQitvJvNZtJDAEAicTqdDuFwGAaDAWq1GtFoFEqlEvF4nPQsPk6QTKjg39jYiGeffRbA6EquxWJBNBpFe3s7NBoNPB4PHA4Huru7aUX//fffx8svv0zbYA42jY2NaGpqQkVFBU4//fQjFt78pBBFEQcOHMBTTz2Fv/3tbygrK8MDDzyAM88881PZ/yeBw+HA/fffjxUrVuDiiy8eQxs6CZD1DTEWi6G6uho33njjUVnvspca9kLL7NnZ/zEtD3YPsHvSYrHQvVVeXk7OXe3t7QiFQpSAZYnG6upqtLW1wWAwoKSkBCUlJUSTYvanbBWaiVuyShyWKI3FYlS5wOiIOp2OVlcjkYiESiCKInQ6HXp6euB0OnHjjTfihz/84SfSweK3/dhjj+H+++9HfX09Nm7cKKl8OBJkMhncd999KCwslAj7TgSr1Qqn04mLL7543CTuJ0DWJDKjiAiCQFouZrMZ9fX1UKvVJJqcSqUoic+S7oFAAB6PB8lkkl7cUqkU0VIZ/aC/vx92u53cUpjTndlsRkFBAeLxOILBICoqKmAymVBaWkor98wOm9FEN27ceEwngCXnJvm8Hlc8//zzUKlU+OIXv/hZH8pEyJr1FAQBCoWCkqp89aBKpUJTUxOA0eqLpqYmsjzet28f6cgxq3uXy4Xu7m6Ew2Hs2rXrsAel0+mg0+lI2HzatGlUoazVauFyuYg66XK50NnZCbfbjQMHDkClUmH58uU499xzJZVvJxIefPBBvPbaa/jud7+LZcuWTco2+UQM04bJZDKkEZNKpWhBjCXIWXI/Go2SkDujP7MFtVAoBIVCQck35oRWUlKCgYEBeDweSrwqlUp6XsghCMIGABuAsWLXOeSQQw4nGyZMxIiiuB3AdkEQHhBFMQ0AgiAUi6J4AMCCT+MAJxvJZBI2mw3A6Aox+5wtZnof6XRaspLJVl7YZ94Gm9eMYXaxH3zwAU08ea41rxkTj8clbZFIRGJPGgqFSAfl7bffliRieDtruUaEXCMGAA4cOACdTjehRkw0GpVUzcTjcZx//vnIz8+H0+nEsmXL4HQ6oVarUVtbS9u2Wq1ERVAqlZg6dSqMRiNpKtTW1mJgYIDKjZmdbXFxMSoqKkh9Py8vD01NTbDb7ejt7UVhYSGVvZeUlBBliIGVGDMqks/nIxoDW50VBAHFxcUoKCigih6tVksvIPF4HHl5eaRpodPpEI1GUVJSAp1Oh46OjglFCePxOOk28Da0jF6Un5+P6upq1NXV0co6s3y12+2wWq04dOgQXC4XPvroI2zdupW2bTQaUVNTg5kzZ6KhoQF1dXX0gsv2dzQaMXwbW5V677338Pe//x02mw1arRaXXHIJVq9ejdraWqqE4XVhBgcHx+jJZNOImUgzRm5f7XA4JBoxcm0XnkfPNGNEUcSdd94JURSxYcMGOJ1ODA8PZ+XqT6QZI7cc5b87kSaMPD4GjZisLzRTp07Fn//85zF/i1wTSn7/Mz2o6upqNDQ0IJ1OIxaLkdsYcz2bOXMmQqEQ2traaNLN+mxNTQ3UajVcLhdMJhOV8bMKCbPZTNREJsbNKBvTp09HMBiEwWCgBOfQ0BBcLhcaGhoQj8dhNpuRTCah1+sxY8YMuN1uVFVVYXh4mGyO6+rqkJeXR048NTU18Pv9aG5uRnt7O+68805ccsklCAaDY6yKs+kqsevJvstscIPBIH7+85/j7bffxhe+8AXceOON8Pl8pI0EgFbd+Zjd78yu+r333kNbWxu+9KUv0bPE4XBIKjn4cUIURezZswd6vZ7ON68nEw6HaXyJx+MTasIkk0na58fISqsURRH5+fmorKzErFmz0NvbS/TO6upqEnCeO3cuOjo6KLmm0+noOldXV6Onp4foZVOnTkUkEoFOpyM6o9frhVarRU1NDa2um0wmSs5rNBqqAmJVOVVVVYjH42hpacGBAwdw3333UVUFs1bn+/5E9tWsGiIUCmFkZERiX80nZ5hNO2vjMZFGzHg6MLzui3z84/fJx2yMDYVCePXVVzF37lx4PB54PB4MDQ1J+q/D4RjTn1nMa8IAUl2Y8TRh+O34fD6amwQCAYkmTDAYlNtXx5AF0WgU+/fvBzDaf/mXa1aBN14bezZXVVWhqqoKU6ZMISqZ3++nij2WRGTVebFYDMXFxVSJ5fP5JHRDr9criRl9jSWQTSYTPB4Pdu3ahe3bt+Odd97BKaecMmYxjWlSsc+8bhivH+PxeCbUiOFj+bNNbm3Nj+t//etf8dRTT2H16tVYtWoVzcXG+65cI4avrJJrxFitVmi1WjQ1NVGSjM2dpkyZgmAwCI/Hg4ULF8Jut1O1cGlpKXbv3k3jP6NYKRQKmEwmctVLJBKoqKigxa3CwkKijrPY5/MhHo+zcypJIIui+AcAfwCAJUuWTEgVzyGHHHI40XFE9tWiKKYFQTgLwP8CUAqCIAK4TRTFwy9JnGDg7avlui/jxWxFzuFwSErSh4aGKJZXlwwNDdFksry8HFu2bEF7ezvWrVuHoaEhCc/XZrMRB9hms0n4weNpxjQ1NeG0007D7t276WHGjoFxpplOCwOvEcNKVz0eD0wm04QaMWwFkoGtaF188cV48cUXcejQIXK66O/vRygUIptCVkmiUqkQCARoos80J9hKuFKpJCoDqxgJhUJEP+jt7YXf76fJmlKpRDAYpElaJBIhmkUymURlZSUaGxvR0tJCJfIqlYpK41mFjEKhQCQSQSgUolW6cDiMUChEltUAiL4UjUaPiJKgUqmIb80shoHRpBrPw2bJHWC0YqGmpgY1NTU4/fTTYbfbqf8Eg0Hs2rULXq8XnZ2daGlpwUsvvSR5ASwrK0NdXR2KiorQ0NAAi8UCk8mERCJB551NVlUqFQl+ZjIZDA8P4+DBg2hubqYqgpkzZ+Lmm2/GmjVrKEHE96d0Ok39PZPJSPo+rwsj14iRayLwGjFMf4g/j3wbvx3mrMKgVCpRVVWFV199Fc3NzfjRj36EBQsWUBs7drldtUKhkHDleV0YhUIhWbmV68LI2/hry8dH08ZOofw/+HPCjlelUtExHE4jhr0gsMRXZ2cn2QsHAgG6T5jArNPppKoHJsTKqtr6+/uh0+lQUFBAbmksCVZZWYlUKgWLxYJQKEQVcKIoQhRFciULBAKIRCLw+Xzo6uoia+Li4mKk02nSf+rs7KQEDqOxuN1usktlwp8jIyN45JFHcMEFF9DfzOvA8BowLJbbvPN6TV1dXbjhhhtgt9tx3XXX4ZprrqFVff66h8PhMXa77F4IBAIoLi7Gli1b0NTUhDPPPJNWb5k9NYPH46G4o6MDPp8Pa9aswdSpU+H3+yWrvn6/nygTrHqEoaenR9KfBwYG5NpF+ciCZDJJoqaDg4Ow2WyIx+NQqVR0zkVRxP79+xGLxVBbWwtRFGlsFkURvb29GBkZoT7V09NDibuSkhIEg0HY7XZ6PgCjVFm2Us4qHv1+Py0IMG2gzs5OtLa24utf/zr++7//m14cWTKIwWAwELVTblOeTqfpXtDpdDCbzdQP2EIAQyaTkWjE8BURcs0YAJLrkM3aWm5zLR8feV0YJqz99NNPI5FIYO3atdRH5FbScg0UXvtFrgMzkUZMJBKR6L7wcVtbm2R87uzslFcjHNG41dXVJemjvMV6T0+P5Nx1d3dLni3d3d10/qLRqERnpbOzk5IGHR0dZB0NgPorA3/+Ojs7JeeAxfX19SgsLITFYsHf//53vP/++/D5fPjOd75Dc66enh7Sdunt7ZXoyfT19dHx9fX1SdpUKpUkVqvVNO+Ta8RoNBo6PqYJAwDvvfcennnmGSxbtgy33347VCoVdDqdRCeQP3e8biA/H2THw/f9UCiEiooKhMNhdHV10TjM7kWbzUZzOCbcm5+fT9pSbPEjGAzC6/XCbDYjPz+fqK0Oh4NsqkVRxMjICNEetVotEokEFAoFPB4PS1yePOVrOeSQQw5HiSNKxHyMKlEUyStSEIT/AXDSJWI+bTBnidbWVvT09EyK/sfy5cuxY8cONDc345RTTjmq31ZWVkKtVqOrq+uY93/FFVfgySefRGtrK+bNm0cTdpaUYaublZWV8Pl8GBkZIWvbsrIy4gGXlJQglUpBrVbD4/HAZrNBrVZTgoZpVzDRXJPJRCuYCoWCEkU6nY4sE8PhMAl68gJzTFQ0Go1StUMsFiNqA5vIMFttnvvM3B7cbjdwGLHeyYbBYMCcOXNows4SgDabDT09PWhubobL5YLVakVzczO2bdsmWQU+HJjI4PLly3Haaadh8eLFYxJ5JwNEUcRDDz2E+vp6XHbZZZ/14XwSTDofnum0AKB7ye/3S6yEHQ4HVCoVVWaw/ubxeKBSqUi4XKPRUOIkFotRJVlxcTFsNhuNA0wolTmgASDtppKSEuTn59OLN0sCsYQJqyZhAt1KpZJclZirSSwWw7Zt25BMJrFlyxaJGOaxwuv14he/+AX+9re/oaqqCk899RRqamokK91Hg0ceeQRerxc333zzEd2ToijizTffRF5e3qRoPYyDrAIjTPA6Go0imUwiHA5LtIVYQp3pcjH6WElJCWk+MNoYq57Jy8ujhB3TlFEoFCgoKIDBYKAkMatwcjqdUKlUMJvN5JhSUlJCLlizZs3Cb3/72090Avjnx4mOSCSCv/71r1iyZMkJaVmdSqX4seXIHzonEQoLC3HppZeivLwcL774In79619jw4YNnxpNeDwwR8Da2lps3LhRUkEzWdsvLS2lSh5mYc0W5RiFXKFQwOl0wu/3Iz8/H1VVVaQVU1paisLCQjidTgQCARQUFCAWi5EOFUt4s0QpE3hnVZE6nQ7xeJwtCuZkEHLIIYfPLY5mBLfJ4mN/k/83Q1lZGWw2Gw4cOIBTTz31E29v3rx50Gg02LVr11EnYpj+iMx68qiwdOlSXH311XjooYeg1+uh1WppRdVoNEpKw5nGg9frhcFgQDgchtFohM/nI6oXb3nLyqqZVSJ7uLMSa7/fj5qaGqTTaZoAsFV3j8dDTi/spY93dQFAkwGtVkvVP3q9nlZAKyoqqGqkqKiIbFh5etdnDaVSibq6OtTV1WHmzJk0SXc4HDCbzRgeHqbzy1cAsVX6/Px8iKKIpqYmmEwmqFQqDA4OUvKFp1+cLGhtbUVHRweuv/76SZ+YfsqY9IOPRCJEFcxkMojH43RvMEFFZtXObEN5ykQ0GsXAwADi8ThisRjRCZh2EnOjYq5HHo8HRqMRarUa4XCYnIuCwSDi8Tiqq6uRl5dHQq4lJSUSvYFYLAaVSgWj0UiVdQqFAqIoQqFQIBwOo729HTU1Ndi8eTMaGxupSuZYkE6nsXnzZtx+++0IBALYsGEDrr32WuTn54+xGD5StLW14aWXXsJXvvIVzJgxA62trYf9TWdnJ/r6+rB48eJPvQ8zAfSioiLEYjEkk0mqtMrLyyNtIeZkEggESPiUVZro9XqEw2GqdhQEAYIgkH040/9iyRmm4cUS6kNDQ4hGo+TAotVqybZ55cqVeOqpp0hH6FjB+glfBXqi4sUXX4Tf78f69es/60MBMFqN1dnZieHhYQwODmLr1q081erEeDgeBwiCgFWrVkGhUOD111/H7bffju9///ufybGIoohbb70VsVgMN9xwg8QVbLIQDofhdDrp+ZBIJKBSqVBXV4eqqiqqsGW0QybgzpL8arUa8+fPR15eHnp7exEMBlFQUEDPjHQ6jUwmg8HBQej1esyZMwd2u50SucwpjwmzI1cRk0MOOXyOMeFsTxCEBzCqhi8AmCYIggNAEqMra0MA3j3uRzjJSCQS9KLJyrAZJorT6bREPyaTyUg0Y3iuvlwzRhRFlJWVobOzk/Qs+H0wrnUymZTwrpnIKwOv3zJlyhS8++67uOCCCyAIgkQjhonZMsiTCDU1Ndi7dy+VnPOTfn4fkUhEcqysQgUAbrnlFrz55psYHBykig2/308veOXl5SR+O3XqVAwNDUGpVJIV5cjICMLhMPLy8lBfX4+ioiI4HA6YTCayXS0vL0dBQQGcTidZSjORt1QqhYqKCgiCALPZjO7ubrLNnjVrFpLJJA4cOEDCfxqNhpT7mQgpMLoKnp+fj1AoBJPJhIaGBrJg1ev1KCsrowTSyMgIMIGGBzBaev2Vr3wFBQUF0Gg0KC4uhslkgl6vx/Tp02GxWKDX6yX8fJ63z2Keq8/HjD7AwMdOp5O+p9frUVpaKlm5czqdEjpdPB6nF032N8s/jxfzGjH8ZxZn04iRv9TyscPhkFQeOJ1OiuUaMcPDw5J+OTw8jL/85S/QarWYM2eORKeB14iZSBNGHo/Xxm+Tx8f9YtzvHoNGTNaV5VQqRXovvIbNeBoxfOzxeFBQUIBZs2ahsbER8XgcarUaer0eNTU1pNfU0NCAoaEhcsMxGo2kncGsde12O2mCsBVTrVZL/xYVFZGINntBr6+vh06ng8PhQCAQQH19PTweD6LRKGbNmkV6AAAwffp0cu5ZvHgxuru7KTk7ZcoU7Nq1Cy0tLVixYgV+8YtfoKysDH6/f0IdGF4zAwA5q4miiH/+85/YtGkT+vr6MG/ePFx55ZVYsmQJAoEAAoEABgcH6d4cHByUaFjY7fZxNWLi8Tj+9Kc/wWw2Y/ny5ejs7KQkA9s/rxHjdrsRjUaxdetWFBQUUBUIAKIRMkSjUXq2xOPxMZowco0zWVI1gixwOBx4/vnnUVhYiCVLlkCpVMJkMmH69Omorq7Gvn37UFxcjGnTpmFwcJA0thoaGtDT0wOlUolp06ahra2NxM/Ly8upskUQBFgsFqqCqq6uRm9vL/Ly8qia0eVyQalUYvbs2RAEAel0Gu+99x7Wr1+PO++8E2q1mnRhWGVpIBCQjD+8LozH4xmjEcM0xQRBIEtuYPR+4seq4eFhip1Op6RNHvPaLuPpwPDjIZ/glI+d/Djb39+Pv/zlL5g1axY0Gg05yrDvjdef+WNnscvlkvRZ/rnj8Xgkv+M1Ydi5bWlpweDgIFGEARA1sb6+nhZRWlpaspaNRaNRSkQmEglJUpKP4/G4pI3pAjHEYjGKI5GI5LuhUIjaQqGQpC0YDOLgwYPjxhO1hUIhyfkwGAz4z//8Tzz33HO45557sHbtWnpG+P1+yfOCUXcAkKEAA6Nzjhe73W7J2M2qiYHR6/rOO+/gvffew1VXXQWNRiPRyJPryfDb4bcr34dcw8bn88FoNGLu3LmYNm0a/R2lpaWk0zM4OIi6ujoS0RZFEXPmzCHBXqVSicrKSpoX1tbWIhqNwmw2Ix6PE1WM6QKWlJRArVbDaDSirq6OqFAfP8v/xSPNIYcccvic4XDLbh+IovgYAAiC8FUArQCKAKwGsHWiH56oUKvVkpV/noIxUcxrwgCjkx++EoHnfjscDgmfemhoCKeddho5e/Dq9rwujFwjZqJ40aJF2Lx5M02GeV2a4eHhMRoxPC977ty5eOONN6j0m9dP4DViGC2IQRAEmhQUFhbi4YcfxrnnnotQKITu7m5EIhEkEgkSRGQvzCqVCpFIBDU1NYhEIvB4PPD5fERjYOKToijC7XZLnJDYv2ybTH+AVb2YTCZ6aWKr83zyrLq6Gq2trfD5fCQ4V1RUREmekZERelHjV/wZbYn9a7FY2OR/wkRMfn4+Zs+ejVAoBJfLhb6+PuzevVuSPKmoqEBdXR3OOOMMzJ8/nxI+DPF4XBInEgmKk8nkmDbG9+Y/j/ddPk4mk5IkDR+zJBcD0/3gY9b30+n0GN0DFrPzzzCRRoxCoZC0KRQK+i3/GfiXJgxDOp3Gtm3bsGbNGjQ0NEiOndmEs89yTZhsGjFyTZij0YgBIImPpm0iqNVqOj6e169Wq2EymSTf4+/pdDpNtJ729nbY7XYYDAaEQiHSAWCrnqzKzOPxoLS0lER32QtXNBqlyrVQKEQvA4x+VFJSQlbGzK760KFDUKvVKCkpgdfrRV9fHzk3sbEgGAxCEAT09fXRC7TNZkN3dzd8Ph/C4TC8Xi9aWlqwYcMG/PKXv6SVVmC07/N6IPF4nM4Bo0oxJBIJdHR04J577sGuXbtQXV2Ne++9F+effz4cDofkmsRiMbrWzD2KIRwOS+6LYDCIqqoq3H///fD5fPjlL39JOhF+v5/0HXhNGBYnEgm4XC586UtfgkKhoO96vV5JX/f5fNS/g8GgpP/29fVJ+uXQ0JC8f2VN8tXU1OAHP/gBWlpa8O6779ICgNPpJOF0o9EIj8dDY3R5eTnsdju6u7vp+jLXPFbBFAgEqMKmsLCQkgL9/f3wer2or69HSUkJOjo6MDIyAkEQ0NPTg/7+fsRiMdx555244oorJM+hvLw8ill1DYPRaKTnF68TBIBW4oFRiq7ZbCZtoPE0Yti5Y257DGxhhY9Zv2DPCr6NxfzYyPbJj2tMgBoA/vGPfyAYDOKKK65AXV0dYrEY9Rm5Jkw4HB4TM12RUCgkaePjYDAo0U4JBoO0/1QqhZaWFroO+fn5WLJkCRobG6HX69HV1SXRVmlpacn6XOT1rPr6+iR/c39/P53b/v5+yf3V19cnOZe8hkxPT4/kXHZ1dVHc3d09Rs+Gj7u6uujvlmvddHd30/np6emR/I3MqbK8vBz33HMP3njjDfz4xz9GYWHhuBoxLGZWz/z54Od1co0Y/nppNBoaC1KpFP785z9j4cKF+OY3vwmXyyU5l7wuDD/PZW3j6YuxmO/7LEns8XjQ2dmJtrY2csgrKiqC3W6H0+mU6HbCHzaHAAAgAElEQVSxZKvf70cymaR7nlXOdXV1wePxYNq0aYjFYujv70cmk6FxLxgMIhaLkY4YEw7/mPqWq4jJIYccPrc4nGvSY1zoBdAOYDeApQAuBPDR8Tu0zxfYCqHX652U7THHpH379kke8kcCpv6/Z88eLF++/JiPYdGiRfjjH/+I733vewgGgygvL4fFYoHRaCQ6ArM/TCQS9HLEaENMnDcejyMcDlOCxGAwwGg0IplM0so5cz9ik+68vDyaKDMKFDCqgcG25/V6EQqFiCpRVlYGvV5PQnRMWDccDiOTycDv99NKkiAIJAzscrng8/nYpGxC16Ty8nL84Ac/APAvMb90Oo09e/ZAoVDAarWira0N+/fvx/vvv0+/Oeuss7B06VLMmTPnmK/HvytisRgikQhmzZr1WR/KZGCsX+ckgFmQZjIZsmf3er1IpVJEESksLEQqlWJaSKSppFKpkE6nSVSbVdMwUd1IJIJoNEqVLOXl5SQYnE6n4fV64XK5qDKNab4wLQCmG8JrPbEX5GQyCa/XC7fbjd27d+NXv/oVrr766mPSbRFFETt27MBdd92FvXv3orS0FD//+c+xcuXKSdNE2rdvH7Zs2YKzzz57jMvKRMf15ptvwmQyYcGCBeQwcxygy9ZgNpvxzW9+EwDINerVV1/FH//4R+zcuRN5eXmwWCwoKiqS0McSiQSJkhcWFlISnblpFRcXU+KcJcpY0kOtVlPFIqOx+Xw+DAwM4IILLsBvfvMbenGbLLDqopqaGkly/ERCNBrFK6+8ggULFhxxH5osZDIZHDx4ELt27UIoFEJNTQ1ViPHJg3GQVX/o84aKigps2LABDzzwAO65555Pjaa0c+dOBAIBXHvttcdV44gttpnNZrKqZs+KoqIicnnTarV0fzMHvWAwCK1WSzpezI3P7XbD4/HA6XRCr9cjLy8Pfr8fAwMDpDmWn58PQRDg9XoRDAZhMpkwb948/P3vfz8uz8QccsghhxMBR0NE1wE4D8CroihGBUE4MWcxh0EymTwmapK8LZPJUBm4KIoSmhIwlqrU3d1NL/bt7e30IE2lUmRRnUwmJVSkWCwmiXk761gshrKyMuzcuRPz58+X2FD7/X6JPaGcmmQymaDRaLB9+3Y0NTVJylSZOCYA0ndgiEajkhegWCyGdevW4eyzz8Ytt9yCxx9/HLFYDJWVlSgrK0NFRQXMZjNKS0tx8OBB0gcoLS2lSoVEIgGNRoO+vj6yular1fSgrqqqgs1mg9FohMFgQEdHBwwGA7RaLaZMmYLOzk7odDoYjUaUlpZiYGAAxcXFqK6uJmFPk8mEmTNn0qp5eXk5XC4XioqKyJ6Xnefi4mKUlZVhcHAQmUyGVp9ZyS0Ow4WPRqNUIu31euklgln0zpo1C7NmzcI555wDAGhvb8e+ffvwwgsv4LnnnoPRaMTs2bOxYsUK1NfXQxAEeDyerFa8IyMj1CanLfG2vCxmpe9OpzNrWfzhqElym1V5uT3flq1Mnx0D38YjG71ovJh9NxgMjqE4yelGcmoSjyOlFB1n+2rteP8JSKlJbrc7KzXJ5/NJ7ltW2VVcXIypU6eSy4zX60VjYyM0Gg1EUcSMGTPw4YcfwmQyIZlMYurUqVR5BoxOzDOZDMrLy5Gfn4++vj6ygy8pKUF7ezvUajXmzZtHfYY5fRw6dAgKhQIlJSWkmcJcY3hKY1VVFbRaLbRaLSoqKvDaa6/hwIEDqKysxKOPPoply5YRRcLlckkoGDzNgqdrOBwOvP7663j00UfR2tqKkpISfP/738eFF14InU43hk7H31/MPUj+GRhLTero6MCDDz4Is9mMJUuWSMZuh8NBwqa8XTUAtLS0wOFw4PTTT0dHRwcCgQD9lrerBqR0pPGoSDxVIZ1Oy+2UsyrFM+0gYPQ5o9frsW7dOqxbtw4fffQRHn/8cfzf//0fnnnmGcyePRsajQZVVVVobGyE3+8n5xSdToeKigooFApYLBZ0dnaioqICRqMR1dXV2Lt3L8LhMEpLS6FSqeBwOPD222+jt7cXsVgMixYtwqZNm3DuuecCGB1Px7OoZpVQjALHwI+VbPxnGBkZwYcffogpU6Ygk8lgZGSE2nmakjyW3+88bUkey8e4w9E4+fGZ9T1WDXPuuefStR8aGpL0Z3lf5/slT0caGRmR9FGv10vUG7/fL6HeDA8PY8eOHWTvPGfOHJSXl5MQM5t7AKPPfp4yhwlExuPxOH2Xn+8Ao/2O9fV0Oi05HnmcSCQoTiQSEkpRNBqlOBaLSahJfBsw2r9ZzH9m32X7kLdFIhHJ8axYsQLbtm3DnXfeifPPP1/ybGGGAYCUpgSMpSoxQXRAajMtj19//XVYLBaYzWYMDg6O+S6j9rHfHSn9iX+WAKNVvcxymi1UAaOVqMwtLRqNora2Fk6nkyoPLRYLCbgLgoDCwkKMjIygrKwMU6dORTQaJXOGxsZGiKJIrlBWq5XG3cLCQnLP/PiYJ13APocccsjhRMHRJGK8AFYA2CgIwtcATLg8cqKCTSCBUeoR70Zgt9vH2FCzeGhoSFIKOzQ0RGWhDodDUt46NDQ0JmaTv4GBARQWFlI5rs1mo/L1gYEBSXWLzWaTxLydtd1ux+LFi/H222+jpqYGw8PDVH47nnUhX0qtVquxcOFCNDc3o7i4WEJjYOK0wOiKOG8NymxsebAS2HvvvRfXXHMN7rjjDrz11luUjKirq0NZWRk6OjpI50WtViOVSqGkpATRaBSxWAw+nw+ZTAZ79+4lh41MJgOj0YhwOEzUAq/Xi4KCAtKgYSK/4XAY/f398Pl8AEYneExIMh6PY3BwEF6vF1qtFg6HA8XFxVQtMzw8TGXxKpUKmUyGkigsGcVKbwFMmIDkS4IjkQhdh2g0Kll1j8VimD59OhYsWIDTTjuNdHt27NiBDz/8EDt37kRlZSVWrlyJmTNnUkIokUhIqDfJZJJi/vN4MU85Gu+77PgmoiIBUjrSeNQkdl/IqUgAxsR8aTX/WRAECTWJ34dCoZAcD6OtGY1GVFRUHDE1iekL8XE2+hEgpRFN1CaPj5KalDXRx1ujK5VKKidXKpVUQcJi/p42GAxIJpPo7u4mVxy/349AIIBkMkmJ2u7ubthsNqTTaeTl5WFkZAR5eXkknsgcMmKxGCoqKijRx3Q+YrEYAoEAPB4PFAoFQqGQJEnEEhHMQU6tVqO0tJT0L1QqFQoKCshdZ+fOnfjggw+wdu1a3HfffZTIZYjFYkQ94alIfNvLL7+M3/72t+jq6kJNTQ1uu+02LFu2TNLX4vE4XU+WMGWIRqPUZ8LhsKRvBYNBiY37r371KwSDQWzcuFGigwCMjlvjUZPS6TSefPJJlJSU4Mwzz4RCoYDX66Xj83q9kr7u9/upP3d1dUn6oc1mk/Qnp9MpoRwA8CMLWPUiAHpBYliyZAmWLl2KjRs34umnn8YTTzyB3bt3Y+/evWhsbKTVaya4ySiioigiGAwiEAggk8mgo6MDfX19tDr+/vvvIxKJkDPN//t//w8LFy5ELBaT7J+nIgFSOhJzuWNIpVLUR1Kp1BiKXmtrK5YuXYqioiKk02mi9LGEPYMoinTuxrOvzkZV4pP3bJ/8uMqPY8lkUtIPE4kEiouL8frrr2POnDmUrAdG7x3WZ+RUpFAoJKHQ8PSjQCAgsaTm6UiBQAA1NTUQRRFtbW348MMPoVAocPbZZ2PatGlob2+nY+/q6hpjlS5zDspatZBMJsmVLRaLoaamBnq9HhqNRkL/ttvtkvNjs9kk99DAwADts7+/X3I8vb29dJ8wvTj+WPl7iKc19fT0SJ5Jvb29tM+enh7Juevr65Ocd2D0mfXoo49i3759Esp5f38/VRBZrVZJNdHAwMAYahLbrlqtluxTo9GgtrYWLpcLbW1tuOqqq+h41Wq15O/i5x5qtVpyfZgbGQByrmNgSRcGJuDf3NyM2tpack1yuVzYt28frFYrCgoK6DmiUCiQTqeRTqcRi8XIMCE/P59069gCwMjICEKhEPbv30/PGo1Gg+HhYaq4ZBpjVquV6a/921Rb5ZBDDv9+OOJEjCiK7wF47+Nw8/E5nM832MuSz+eTTOSOFXPnzsXLL7+M7u7uo3aBOOOMM3DvvffC6/VOyrEAwPz58/HMM88gnU7jo48+wrvvvouWlhY4nU7U1dXB5XLB7/cjk8nQaq1CoSCraQAkqJtKpSSrfnIcOHAAO3fuhMViQUVFBfr7+1FcXAyNRkNJmIqKCuh0OiQSCSSTSaJh6PV6uFwuhMNhmggoFAoS7U0kErTvgoICRCIR0r/BceIr5+XlYenSpVi6dCkOHToEp9OJbdu24YknnoBCocCyZcvw5S9/WaJ1kcMo2Is7X4V2EiN7pz9GMFt3Rj/KZDLw+XxEv4vH4yQSq1KpoFAoSC9Jp9OhsLAQ0WgUhYWF8Pv98Pv90Ov1JNLI9JWYdX1RURHZG/v9ftLiYC/mmUwGGo0GJpMJhYWF0Ov1tFqaSCSwd+9eDAwMwO1241e/+hU2bNhAJetHgng8jhdeeAFPPvkk+vv7UVdXh40bN+LCCy+kKozJxlNPPYWDBw/i29/+NhobGyUioxNh7969CAaDuOiiiz4NS+VPVMVqMBhw+eWX45vf/Cba2trw+uuv47XXXsO7774Lh8NB1QJVVVWkI8J0hex2u6QaxGQyYf369TjrrLOwevVqoqoeT+zZswcOh+OonQY/TTzzzDMIBoP44he/+KnsL5lM4s0330RnZyeKiopw3nnnHaujVFbKbiKRwMDAAF1/VsXFKCparXZMYvtkwYIFC3DWWWdh+/bteP/993Haaacdl/188MEHEEWRKsWOJ0pLS3HgwAHU1NTAYDAgnU7TApdCoSCKq06nIz29ZDJJTmtM5J1dW6VSSc8Z5pyk1WrpmWQwGKBSqeB0OkmTrLi4mCjtAE58r/kccsghh2PESe3zerKBTUQmy5q0qakJwCjvfdGiRUf123PPPRf33HMP3nnnHUyfPn1SjodBqVRi0aJFOP300wGAHtAME8X8ZzYBSCQS8Pl8cLlctOLOLDRdLhcGBwdhNBrR19c3hvdvMplQW1tL9ANWCWM0GjEyMoLCwkJKxCQSCbJwZQkcYPQFhKO7ZKWOTBby8vKwatUqrFq1CkNDQ3j22Wexa9cu7NixAzU1Nfja176GlStXHvcXl5MFeXl5uPDCC/H888/jK1/5yqTpfXxGmFAM+liwePFipNNpSoIMDAxgZGQEOp0O8XichBLz8/NJP0alUkGpVJINcSqVgt/vJz0AZksP/IvOyDRe2H0bCoUgCAIlOEVRpIo7lUpFZeolJSVE3XG73fjoo48wd+5c/PnPf8app556xH9nJBLB008/jYceeghOpxPz5s3Dgw8+iHnz5slX7ycVe/fuxWOPPYZTTjkFa9asOeLfpVIpvP766+ROdDJhxowZmDFjBq6++mqIoojW1la0tbWhr68P3d3diMfjyGQyZGVdW1uL2tpaTJs2DbNnz4bBYJCMXzy15nhAFEXccccdqKiowH/8x38c130dK9xuN/76179i1apVYyoHjwdisRief/55jIyM4PTTT0d+fv4nsfWOZmswGo1YunQp0uk0rFYrjEYjgsEg3G43RkZGiDJqNBqp2vHTtm//JPjyl7+M7u5uPPbYY7BYLJIqnskCqyb8NBJWZ5xxBl555RUEg0GJ6HY8Hiftv2g0Srp/qVSK5lAs+e71eqHX6xEKhahCLRwO03MgmUwShS8vL48q0vr7+5Gfn4+ioiJUV1czulJWkfEccsghh5MdJ8/TbpJwrPbVqVQKdrud2tLpNMXs5YYhk8lIbEUzmQx6enpI38HlclFShudMMzcPhvE0YhjXOhQKQaVSQa/XY/fu3aisrDxijRimvVJWVoaXX34ZX/3qV6ktEAgQlzgUCklWaRlXmD8e9jDlP7OYlYxHo1FJ+TjfJo/D4bCkDQBpuTBtCoZoNCpxzAiHwwgGgxgYGCCHqv7+ftjtdrqW/PlkUCgUpHNhNBqxb98+miwkk0lawf/YGSar4CU7pgMHDtC5ZC8YzO2JgdFC5J+B0evDJ5ROPfVUrFmzBh999BHefPNNbNy4EQ8++CCWL1+OefPmUV8aGRmRrDrz/QyQasbwejGAVDNGrgkj15M50u86nU6J7gKvLcPax/vMYpb8Gh4elui+yGOXy4V169bhpZdewh/+8Af85Cc/Gfe7ckvqibReJmpzuVySvi7XeuE1I47G2vpjiOP9JwDJyqRcI0ZuP8rHTU1NpE9VWVkJt9uNuro6qFQqzJs3j8R4GxoaqCJMr9dj8eLF6OzsRH5+PjKZDBobG2E2mymZwtyPDAYD5syZg7179yKVShFVSqPRIJ1OY8qUKaQroNfrsWTJEqqCYZRNq9WK3t5etLa24oYbbsCGDRvg9/tpzGTnlX9hZ9oY0WgUjz76KJ5//nl4PB4sXrwY3/72t7Fy5UoIgjCuNgd/L/Ixb1cNjK7eM40Nu90+RiPG6XTitttug9lsxooVK2h8djgcEm2O4eFh0oVxu92IxWI4ePAgfD4flixZIhn3ecvqaDSK3t5eaksmk/SsGU8Thu9TTAeFQ9bnPRPXBMaO5dFodMJxvqCgALNnz0Z9ff2E4zw/todCIUlbKBSisTwYDEocsHw+35iY14GRW1SzNrfbTW1bt25Fc3MzfvGLX5Cj10QaMcy2nbXJta2yjWsTWVTLNWEGBwcl4/7TTz8NURSxYsWKMX3U4XBQ35NrwsjvC7fbTbHX65Xomvj9frS1tcHn82Hnzp1Ip9NYsGABjEYjAoGApB9Go1F0dXUBGJ2L8FpFiUSCbNQ/RlYdj0QiQfMhRiVWKpUoKytDaWkp4vE4AoEAfD4f3n//fdIXKSoqQjKZpLGM0duA0b7OLN6B0XuBxYlEQvKcTyQSku/KtWay6dDE43GJRkw8Hpd8l9eTWbZsGf7xj3/g7rvvxmWXXQZRFOlZEwgEJPMo+fjM20fzejHAv7Rd2PORmRsA4+vJsO3I9dDkGjF8m8fjkTwX582bB2D0fq2srIRWq6X5z8yZM2lcb2pqIt0sg8GAadOmEdW8uLgY06dPR3NzM1FXmQMUc4XTaDTIy8tDbW0t2tvboVKpUFFRgZkzZ5L9tUKhwCuvvJKriMkhhxw+tzjpEjGCIKhEUUwJgiCI/OzoCMHEI4FRri7P0bbZbFlju90uaRscHKSVj6GhIQmvd2hoSMIBttvtaGhooIfd1KlTaWVjYGCANGJsNhsaGxvpd3wbi5lmDNOPmTFjBoaGhmA2m+l4nE6nhGut0WgkK8JMm2HNmjV49tlnoVaraVKsVCpp0isIgiTRwc4fA68lwNxY+O/xlS38hIFpCIwXT9SmVqslbfKY0SJqamqwePFiib5NPB6nclir1Qq3202Cdw6HAz6fDx6Phyyug8EgkskkiX4mEgk2GT+sRgzjbfMaMfxnACRqzI6Nb0skEpI4mUxiypQpmDJlChYvXoxEIoEXX3wRr732Gl577TUsX74cX//611FYWCj5nVzbhY8P1ya3Wc0Wyy1YeY0Y/vN4sSiKWTViAEj2yR+rIAiSqhdBEFBVVYWLL74YL7zwAr71rW9h5syZ1M7rwshpePKY3ZeiKGbVgRFFUcKxP1ycrU3+vY+RtcyJ14Xhef1KpVJCWVMoFJKVbYVCgcWLFyMUCqGrq4te6pjgrt/vJ40m9rJVVlZG1sRut5uSngaDAV6vF3a7HUNDQ6TpMjQ0hHA4jHA4jI6ODsRiMZSXlxOlKBQKkZYT05Bxu93Yvn07bDYbdu7ciTPOOAO33XYb5s+fDwASpx1g9J7hNT88Hg82b96Mhx9+GG63G8uWLcN3v/tdLF68WGLdzFtQA2N1YHi7eHbcDJFIZFzNJ7b/e++9F/F4HHfccQcJWAJSu2oAvOsavF4vLBYL/vKXv6C+vh5VVVWSVXSPx0P3gs/nkxyP3++nvyUQCEg0YIaGhiRaQW63W17hkLVvCYIgGdv5zwCy6sfwMdP2YtDpdFljnU6XVQeGiTwzyC2qeV0YXhOGxexvTqVSJPy5adMmNDU1Yf369fRCKteIyWZfLb9P5XbW6XSarhGvwwWMjt2sz/CfgdFxnl3nnp4e7Nu3D+vWrcPChQvR1tYm6T9y22leq0Qe87owPp9P0rdYVds///lPKJVKrF27ls4Brz8EjOrCsL+zp6dHMo7yei0fI+vLMq9ZNTw8LDk/vAWzw+GAXq/H8PAwhoeH4fP5YLVaUVZWBovFInlGyfVkrFYrbYf9hqGvr08S8zbZ/f39kmeJ1WqlffT390sqk6xWq+RcWq1WOu8KhQLXXHMNNm3ahJ07d2LVqlV0v1utVomGz8DAgOR6qVQqiUYMvw+1Wo2amhqay9TX19M9pFKpJMeuUqno72KJLv4asHGDiaYzyDVimpqasHDhQrjdbvT09CCdTmNkZARerxcKhYIWNPLz8ykxJIoient7YbVaKQF76NAh9PT0IBwOQ6fTob+/n6pn/H4/3G43JXnY4kUgEKCFs/7+fknCKocccsjh84iTKhEjCIIewGWCIPxFFEXPsSZjPisMDg5SCe5koaGhAXv27JlQTyUbLrjgAjz++OP4xz/+IamK+TyjoKAADQ0NEqtj5tw0Xixv0+l0k67hcTQQBAFz587F3Llz4XQ6sXnzZrz33nvYvn075s2bhyuvvPLzYuN81PjWt76Fbdu2Yf369XjggQdOaC2ICRA5Hhtdv349vv3tb8NoNKKgoID0XdgLr06ng0qlgk6nQzqdpgqWVCpFND0moqhSqUhw2+12Q6fTwe/3IxqNwmg0QqVSkSYTWw2tra2lqpBIJILh4WE0NzfD6XSitLQUv/3tb3HZZZchEAgc9m8Jh8N4/PHH8bvf/Q4+nw9nnnkmLrvsMnzhC184HqduXGQyGTz66KPo6urCzTffjPr6esnq+eHAhGpXrlyZrTLqeGBCx7fPI3p7e3H55ZfD5XLhjjvuOGFf7B566CHk5eUdd9rU4OAg9u/fD7PZjGnTpklewD8hPjF9RBAEmEwmour19vYinU7D4XCQG57L5UJFRQVRW47Fxv54oba2FmvXrsXf/vY3VFRUTOpzmF0nu90+RjD4eOAb3/gGvve976G6uhoWi4UqwtjCGE830mq19PxgVUxqtRoFBQXQ6XRQKBRUvc0MFBjt1WAwIJVKQaVSIT8/H4lEAgqFAn6/n0/W5qhJOeSQw+cWJ1UiBqPK/BYA6wVBeOxYkjFyahJPN5ooltOWeOvQdDotoSal02mJcGg6nUZnZye6u7thNpsl300mk1T+G4/Hx1CT+FhOTers7CR3odbWVno4+v3+MVQkeaxSqVBbW4vKyko8/vjjWLFiBbWxyU0wGJRMdBi/lyEYDNJKfCgUkpRkB4NBWpkMBAKSlVl56TnfLv9uIBCgxBW/TbbPbHEwGJQkvPi2cDgs2f94MT/R4FdccRiNGLfbjWeeeQZ6vR4qlQqhUIgqcXgBz3A4TGXq/Gd2rHy5fTAYpJhVLjCceuqpWLlyJbZv3463334b1157LRobG7FmzRqYzWbJdnjq0kSl+PLS+4lK8eV0Iz52Op1j7Kvl22XtcktYuX01j4nin/70p9i0aROuuOIK/PCHP6TqCvY3y38npxjxxyP/Lk9VmOh4+O2MR2PK1vYxsr4pptNpEqx1u930/3IRWybEyxAIBHDhhRdi+/btePbZZ3HmmWeitraWyr9Zv5g/fz40Gg1ZkLKVWVEUMTIyghkzZpBdaU1NDTQaDUKhEDQaDWbPng1gtLKhqakJfX19JNTY0NCAgwcPkvDjO++8g927d0OlUuHKK6/Ed7/7XRgMBvj9fgwPDxNFxul0Smye+/v78eabb+KJJ56A1+vFokWLcPXVV2POnDkYHByUjN28DbWcAiKnffB0JLvdLmnj6Uj85y1btmDPnj246KKLUFJSgs7OTgwNDUmOnacm8TbCzCa4srISoVBoXEoIq0zi7aqB0ecFoyPJqUgsUcbHssRWVh0PZnEOjB3nw+Ewxfzn8dr4sTIcDo95JrBxlh/TgNE+ytp8Pp+kTW5RnY1+BEjHuOeeew633347lEolfve736GmpkZCdTvcfXqk4yEfj0eDY7Gc9sbilpYWfPDBB1i9ejUlHfi+xPbB+h5vT83OAR97PB76bSAQIFqO1WpFc3MzioqKMHPmTAn1CBidb/B0o3g8TvOYZDIJq9VKbalUShJjgooYvs+KoiiZRwmCQPMoQRAkcyONRkPjRyQSIV0ZJrbd1tZG1VJarRbBYJAqR3hrbTb/Gi9Op9MSGhNvp51KpSa0004mk2NoTBaLBVVVVXjjjTdQXV2NkpKSMRTviahKPE2Jxbxr4Kuvvoq1a9cCkNKNgNG+z7bLXCAZ3G43xWyb47Wx9vPOOw9Lly7F9u3b8V//9V/Q6/XIz89HY2MjioqKkMlkKEHDEiYWi4Uo8wAwe/ZsiKIIURRhsVjg9/uJyjhlyhR0dXVBFEVMmzYNHR0dyGQyKCwsxIwZM6BUKvnK18908SuHHHLI4XjipErEiKKYFAShA0AjgCsFQXhUFEXX4ZIxgiBsALABGH1RYPSeIyk9ZfHAwICkVNhms1Fss9kkpac2m20MNYk59kydOlUizDgwMECiu1ardUybPOZpTFOnToVarcaTTz6JWCxGx+NwOCQ0D41GIykHZtQkALjooovwu9/9Dl6vF/X19RJagyAI8iSEpEScKecDY8vJU6kUxXL70WQyKYl1Op1kZT5bWyKRmHA7zGYRAJW8MvCxXCxYrVZLYo1GQzH/+WOM6Wd8/wKA3bt3S9qLiopQWlqKJUuWYOrUqcjLy0NPTw9do97eXsn16uvrG2OpyeJUKiVpS6fTmD59OpqamnDWWWehq6sLW7ZswfF8l6AAACAASURBVH333Yfq6mpcdtllWL58OZRKpYRGJKcUHWnbeN/ljyeTyVA8HjWJ/y5PTRJFUVJqLo/5zwDGCPLy/fvpp5/G9ddfj9tvvx2XXHIJbr75Zpoc8pQCOcWApyPJqUnyNjlV4UjpR0dATZKA71tVVVW0MioIAtFQmKYC9xtJglIQBOj1etx9993o6OjAnj17aNLb2dmJ3t5eKJVK5OXlUfk5SzQPDw9DqVRiYGCAdESYWLbVakU6nUZJSQl8Ph+8Xi+i0ShpEMRiMTidThQUFGDPnj1oaWmh7V1++eW49tprodPpJMeq1+spZtbG8XgczzzzDO6//3643W4sX74c1157LcrLy6n8PhqNZqUf8dQjFvP9hY9jsZikb0UiEep7kUgE1dXVeOutt/DSSy/htNNOw/r16yWJa942mH8m+Hw+atuxYweSySRWr16N8vJyeL1eyX3BqEvsM99H/X4/9QE+SQ2Mvnzx47Xf75dTSyWJGL5v1dTU0FjKV0rJ46Npy2Qykph/RqTTaQl1lFVeAf9y02FIJpMSPZlkMklJG56KxG/n1ltvxcMPP4xFixbh97//Paqrq+HxeCQVIDwdaTxqEt/G9610Oj2GmsT6VzKZlPQtnmYai8Uk41g0GkVlZSV++ctfwmKx4LzzzqNneCgUGmM7zfetbFQkYPS68xS56upqHDhwAPv27YPJZMKaNWugUqnQ1tY2hvbGx729vfR3W61WSRujQ3OQzCX5vsVXUHg8HsmYx/dvr9cruU/dbjfdB0VFRXC5XJg9ezai0SgGBgYgCAICgcCYhLpSqUR+fj7y8vKQl5dH16CgoAAFBQUTWmYPDg7SMdjtdgmVTE5P5+21rVYrXYP/+Z//wV133YVXXnkFN9xwAxwOh2Qs4L/LjpdtR6lUSsYClUqF6upqVFVVobS0FO3t7bjqqquoje9rCoWCjl2hUEiuj0KhkFCT+L7OKpHk8b333otzzjkHBw8eRHV1NbnvZTIZuN1uBAIBRCIRcjpi4z1L3qlUKnLLEkURHR0dUCqVNAb09fUhnU4jk8nA6XQSbU6r1cLpdEKpVLIE50lT9Z5DDjnkcLQ4oRMxfIKF+/wWACuAKRitjHlEFEXPBJuBKIp/APAHACgqKvrUB3Um4GoymSQc/smAxWKBSqWSiDYeDdauXYvf//73eOaZZ3DjjTdO6rF9TjFGI4bvXxaLRVy/fj28Xi9aW1uh0+lIPLirqwtKpRJz5849LuXFWq0WF110EdauXYu3334bmzdvxh133IGpU6fi6quv/rexvi4qKsIf//hHbNy4EU8//TT27duH66677mShbElW//i+NX/+/E80dul0Ojz00EO48MIL0dHRgdraWtTX10Ov15Mbks/nQ2lpKQn0ptNpqnopKiqiKgylUolEIgGj0Qiz2YyCggIYDAZotVqIokiTc5fLhTfffBMffPABdDodNmzYgMsvv5wS1RNZUsfjcTz22GN48MEH4XQ6sWDBAtx3331EOeNX1j8t7Nu3D5s2bcKcOXNwySWXHDU1glU5Tp8+/bg6OWWBRDCG71uLFi066V92RFHEG2+8gbvvvhtdXV34xje+gVtvvfWEdpd77bXX0NPTg5tuukme8J80tLS0YMeOHaivr0d1dfXxciSSiNjzfSsvL2/S+hbTJiksLKQECjNL0Ov15LymVCoRDodJkJnNjxQKBXQ6HbxeL4qLiyXVS5MFo9GIlStXYuvWrXjhhRdwxhlnfOJtCoKA+fPnY9euXQiFQpIK3uOFqqoq/OQnP8GPf/xjzJw5E+eeey5EUUQwGEQkEoFOp6Oku16vRzKZpCRlPB6HTqcj8XbmzseSY0zDhm2HzU0SiQTMZjMMBgP/d544/LMccsghh0nGCZ2IwWiZfgoAuIqXEEa57h8BOBvAzwRBeAXAq6IoZsbdymcIv9+PPXv2QBRFrFq1atJtOlUqFcxms4SqcDQoKyvD+eefj6effhrXXXfdpB7b5xQTTioFQYBarUZZWRn8fj9VNHV1dSE/Px8tLS3Ys2cP9u3bh7a2NpxzzjmTfoBqtRqrVq1CQ0MDhoaG8Mgjj+BHP/oRFi5ciOuuu06yyvd5hVqtxo033ojp06fj0UcfxXe+8x3U19fjmmuuwfnnn38i26Me17dGi8WCLVu24Nprr8WHH34It9uN6upqckMCQKvLarWaxiuj0Yj6+npa7dRqtSgsLITZbEZ5eTkMBgNMJhOCwSCam5tx8OBBxGIx+P1+1NfX49Zbb8Wll16K4uJi+P3+CY8xFoth8+bNuPfeezE8PIwlS5bgzjvvRENDwxhx5U8Tvb29uPvuu1FZWYmf/exnEirUkeKjjz5CMpnE6aeffhyO8LD43LqPfPjhh7jlllvwwQcfoLGxEU8++SQWLVp0QidhIpEIHnnkEcyZMwdnnnnmuI5+nxQ2mw379+/HlClTsHr1aol70OcFCoUCWq2WEpsajUZSaWm1WlFcXIxwOIxAIICRkREMDQ0Rtcpms6GiokJSpfJJUV9fjxUrVuCtt95CWVnZpCwCXHDBBUTN/Na3vjUJR3l4XHTRReju7sbDDz+MdDqNCy64gKi4Go0G4XAYKpWKqksDgQDS6TRVGbOFR1ZZrNfrUVRUBEEQyJFSqVTS77RaLRQKBQKBAJxOJxtjT9ybOIcccsjhE+KEfRsRBKESwH8JgtAMwCWK4j4AEEUxIAhClyiKVkEQZgL4MoACANsBhLNvcRS8/WcikSB+MmvLFsvbEokEbUfOn2Z2jaFQCAcOHIAoiliyZAlCoRCSyeQYG0jGV47FYhIuczQazaoREwwG6WVSr9fD6XQSv1uuCSO3r/b5fPRbn8+Hr371q9i6dSvuu+8+rFu3jlZ5eb0Y9l2eG+/3+ynmLUVZzHQZPB6PpBJIHrvdbiqN5T+z77KXQf4zi/kSWz72+XyS73q9Xtquz+eT/I5vY+3s+PjPH2PCeyYajaK1tZU+MwFP5ixQX1+PyspKHDp0CL29vWhra0NVVRV8Ph/RDCKRiET4k9dsCAaDkjJs/hp4vV5Jm9vtRmVlJW644Qa89dZbeO2113DllVfinHPOwSmnnDKhPopcPyab1stEOjDjacJki8fbZzZrWbmeA3988raGhgY89NBDeOutt/DUU0/hf//3f7Fp0yasW7cOixYtGrOdifbJH6v8dzwOpyeTTRfnY2SddDJxXGD02rJ98LoXwPiaMQx+vx+VlZV47rnnsG3bNvz617/Gu+++i9ra2v/P3neHWVHd779z6xbYysIusOCy9L4gRnovNoI9eTSKMdhiixr9Rs1PVKxIVGLHxBIDhJCIKIIFEZYiuhQRdmF32X5773Vmfn+s5+ScufcuoIuset/n4Xnmw5mdmXvKnJkzn/d9KT0lJycH+fn56NevH6X7abVa9OnTh/bjIUOGQKPRQK/Xw2AwoKGhAV6vF3v27KGUonnz5uHiiy/GkCFD6BhyOp2w2Ww0tlgsdDscDuPNN9/E+vXrYbPZMHz4cDzwwAMYN24cBEHoUL+F1YQBeD2OjjRhlLHyHKTMaDTiueeeQ3Z2NpYsWQKLxQKTycTdY1iLYVbrhvzuUCiEzz//HHl5efB6vVS/hbhZEYRCIU6bg513RFGk/U2SJK5tZVmG3+/n2j4Y5LSfU2rEsPbVgQA/jbKxUj9GeW9SasKkmi88Hg+XjcDqwnSkCUNiUv7FF1/gjTfewGeffYYePXrgj3/8I37zm99Ao9HAarVyxzmRLha7L3tvSqaRpdSBIdentKhWahWxfWv16tXwer1YuHAhGhoauP6UzP6ctS1W9i22HxKLaoPBgEOHDqGgoIBqcgSDQc6SmtWEiUajCTowrA6e0iqd1fFCB/NiPB7nbNTZbSLAS7bZYwqCkFJPBgCnJwOAainJsszpKpE6AYCsrCyUlpZS6qTP54Pf70dNTQ1qamro2CQZJ+zzlyzL3EKWJElUI0apJxONRjF06FAcOnQIGzduRJ8+fTjrdqVmDFkEd7vdXBmhigLtRgOTJ0/G22+/jSlTpkAURe75jNWFUdjWczowyfRjlPsSOJ1O3H333ZBlGX/7299QWlqK8vJyaDQaDBw4kLrmERvqeDxOdWIGDBgAjUZD3Z0I/TUjIwPl5eVoamqCLMsoLi5GIBCgtKQ+ffrA4/Gwz11ctlUaaaSRxk8JXXIhRhCEYgBjAXwEYDyAGYIglMuy/J9vdykUBOFCAA0A3gKwW5blEy7CAO3p+USTpbGxkePudhQ3NTVxZc3NzTS9vqWlherOkL9Tq9U4cuQIdDodKioqMG7cOLovOT85ztChQxO2SazUiCH21qyVdf/+/bF3715KdzGZTAkaMazugVarpV+W1Wo1Ro4ciXnz5uGNN97AwoULaZoo0ZYgkCSJ0yAQRZGzEVXy+AnPPzs7mysj1rkE4XCYxqFQiDtHOByGXq+H3++H3+9HPB5HJBKBJEnweDzw+/0QBIEKh2q1Wk5vhjxwEPtdss3qExDV/2SxsgztgtEpwdpXNzQ00PTpxsZGjouuUqlw0UUX4csvv8SuXbvw73//GxMnTsSsWbNgMBg4nnhTUxPlkDc2NnI6RmwsSRJXJkkS/co3aNAg/OIXv8COHTuwdetW7NmzB9dffz3OO+88CILA6beIophwHKUuDXtOZRl7HGVZKq2ZZHoybOo5m8VDhAKTxbIsc5QP8rdXXXUVZsyYgfr6erz++ut44YUXkJmZiUWLFmHhwoUYPXo0pxnTkX6MUjPiu+rJKI/zLVLek4krBTkuu0CopJ2xuhmyLNNxLMsyHV8LFy7EjBkz8Pnnn+Of//wnKisrKd1oxIgR2Lx5M1QqFbKyshCLxfDVV1/B7XbD7/fjs88+Q2ZmJpqamujL5cCBA3HFFVdg5syZmDt3Ll38dTqd3HjPzs6m1xMIBKBSqbB69WqsWrUKdrsdEyZMwPLly9G/f3+uLUOhEFeXwWCQtlE4HOb0JVgb6nA4zGkpKHVgWCv5ZDoeOp0Ozz//PLRaLR5//HH6t6ylsDImmUAExFXK7/djwoQJ3N+53W6u77tcLnq9hCrGHoe0u8/nSxDHZTNAYrHYSWd+EcoGgeKeR2MizknAxqxmWLJYFEV6D2a3gY4tqWOxWIIOjMViwfLly/Hee+8hJycH9957L5YsWYJIJEIX1ePxeIImDBuLokgX5InWEbsvqXdRFLk2iMfjXF9j42g0mtDXSN8iGkNA+9y+d+9ezJ8/H5MnTwbA68IodWBYjRilNTqrCQP876PI/v37kZOTg3nz5tGxyOrAeDwe7nd4vV5uvLW0tNA6sVgs3McLm82mdFxKoOwSkHsIOQd732JjpR272+1OqSfjcDi4+7Pdbqe/xWazcb/LZrNxv8tms6GkpAQ5OTlQqVQYPnw4wuEwDAYDDAYD3G438vPzUVxczNWr2Wzm7hvsc5bBYOD2bWtrw8CBA7F48WI899xz+Pzzz3HzzTdDEATO9prsS9pTqRGjVqvp/UilUuGuu+7CFVdcgffeew/XXXddSo0YQRC4+hEEgatLtp4BJLhnsW2Ul5eHZcuWoaSkBMuWLaPjmmSukCxHs9mMlpYWhEIhamVPFia9Xi9aW1sRjUZRUFBAXfVIllJDQwPVtTEYDPTZ7ttF3s5NI08jjTTS6ELokgsxaNdJ6A3gUwCNACYDOE8QBJUsy/+WZfmAIAguWZabzuRFKhGLxVBbW4uvv/4a4XAY+fn5OO+88xK+WHc2CgsLqQvFd7XnfOCBBzB//nw8/PDDWLdu3Q9qCynLMgwGA44ePYpvvvkGVqsVTU1NsFgssNlscLlc3BfJUwFZSNFqtcjKyqL2i0RAWKvVQpZlZGVlQavVUlHbzMxMqFQqRKNRZGZmQhAEUiedlt6v1WoxefJk5Ofno7m5GTt37sTx48cxderUzjoFh9zcXPzhD3/AwoUL8cILL2DlypVoaGj4wdKczzRUKhVmzpyJmTNn4vDhw/jb3/6G9evXY82aNSguLsakSZOwaNEiumj6c4BKpcKiRYuwaNEiWK1WVFVV4ZNPPkFdXR2CwSBMJhNUKhX3lb9bt27o168fysvLsWDBApx99tkYOXIkfZlQZuSlgs1mwwsvvID169fD5/Nh0qRJePjhhzF37lwAZ0YDRgmLxYIXXngB4XAYt912W4JI9Klg3759yM3NPZPUwB+9DozL5cKyZcuwevVq6PV63HDDDbjzzjvpi2NnU39PB2RZxl//+lfo9Xpcc801nX58t9uNvXv3orCwEIMHDz5t2jMKdP2K7wAkSyMrKwuCIOD48eM4evQo1Go1Bg8ezGWpnAp69+6NSZMmobKyEpWVlZg2bdr3us6zzjoLl19+OdauXYuysrLT0n9S4fe//z30ej2WLl2KsrIyKoQsSRJisRjUajVCoRAEQaDmCLFYDMFgEIFAgDrgeTwelJSU0EzFwsJCSJJEXbIIralXr14kmyzc4YWlkUYaafyI0VUXYoJoFxacgfbFmO1ov9ZJgiAcBFDx7f9xgr5nAj6fDwaDAcePH6dWlbm5uZg2bRr69+8PlUp12hdiWKtl1kXjVNCvXz/cf//9+H//7//hzTffxHXXXdeZl8hBFEXs378fu3btwr59+7Bv3z4ulTY3NxdnnXUW+vfvjxEjRqBPnz7Izc2l2QQZGRlQq9XUzpo8CDidTuh0OkSjUZrSGw6HEYlEaGpyOBym6fvRaBTBYJA6wRCxuVgsBlmWqVipIAhsOn6nWylmZWXhkksuwfDhw7F+/Xps3LgRBQUF1CGrs1FeXo7bbrsNlZWVWLduHVpbW3HVVVedlnN1VYwcORL33XcfHn30UUrbev/99/Hf//4XPXr0wOTJk3HxxRdjwoQJP7SezBnTucrOzsYFF1xA7VEDgQAyMjLoeInFYsjNzYVWq02wKvb5fCd9nrq6Oqxfvx7/+c9/EI1GsWDBAtxwww0YO3bsdxYdPx2or6/H008/DZVKhaeeeuo7LwYD/7OknjJlyg+6yK3Aj3YhJh6P480338TTTz8Nr9eLq6++Gn/84x+hVqs7XQD/dGP79u3Yv38/rrzyyk4XUPd4PKiqqkJmZiYuuOACNDY2durxO8B3+wLUxUAcjEpKSnDgwAEcPnwYBoMB55xzznc+5vjx42G327F27dpOmdPvuOMO1NXV4dlnn8XIkSN/0A8Hl19+OYYPH45bbrkF77//PsrLy9GnTx9069YNOp2OOjLpdDq6GBMOh6HT6ZCdnQ21Wk2fpfLy8igtvLi4mC6iejweOJ1OaDQacq/Up76iNNJII40fN7rkQowsy2FBED4EcBfaU153fPuvDEAh2jVhugOwnOoiTCQSoTxodjtZHA6H0djYiHg8Dp/PR+31gsEgfD4fvvzyS8r/zszMRElJCYqLi6HT6WgKKnscss3yslnONqsBA7S/CKWKvV4v/dJFOPw1NTUoKiqCx+PhXh6VGjEul4tmzrDb8+bNw/vvv49HH30UI0aMSEhfdTqd3MuI0+mkXHm73c7x39nYZrPBYDCgsrISO3fuxJ49e+iLW//+/TFmzBiMHz8egwcPRnZ2NsrKyujLitVqpWnhNpuNSxFXxna7ncZ2u51LzbXZbDTuqCzZcdhzTJw4scMHznA4TEUXo9Eot83yy6PRKOWUR6NRqgkzZ84c7NixA6+++irOOeccmjZN9iV8dgL2BVgpgqrUCnE4HPQhyOFwYPr06cjIyMCaNWuwbNky3HzzzSgrK0vQPFHqwLCxUgdGqRGj1F1gY1aj4VQ1YlLFNpstpS6E8hw2mw3FxcUYP348xo8fj+bmZjQ3N2PHjh3YvHkz3nvvPeTl5WH69OkYP348pk2bBkEQkh7nVPRkSKys12+R8m0/FotRPQVWI4bdJjFbB6x2kFJ/g9V9YnU6yL5syjrh/gPJdZ5IbLPZOA0Li8UCv9+PyspKrF69Gl9++SX0ej0uuOACzJ07F6NGjQLQnt5vNBrpl1N2G2inArDHNRqN9OFdqb/B6sKYzWYuo8doNKaMDQYDzWx84YUXoNVqcccdd0AQhAStGbPZzMVKHQ82O+PIkSOQZRk5OTnwer0J2l/snMDOQ/F4HGazmZZJkkQX9pNpwrDXA4DTzQHAeVmzYDVilMdkdamUGjFsmdfr5cqUmmJszM4dAN9n7XY71z6VlZVYvnw5ampqMHHiRNx44430xVipA8PGyTRiOto3lQ6M8j6mjI1GI6cDo9QqYvuox+PBypUr0a9fPwwcOJDrByaTifZ3pcYQO6acTidX5vF4UFNTg2g0isrKSoiiiJEjR8JgMHDPF0D7/ET0h1idO6C9r7FZaEo9IvZjiSzLyg9MKVNGRFHk5iZW1wj43zwlCAKnTyIIQoKeDDs3KTRquHHCbgPgFniJ3hTQvvDC1oFarab6Mn379kVeXh5aW1vx6aefory8nOvfKpWKzumyLHPzsiiKdE6PRqOYOnUqmpqa8Ne//hWLFi3iMmwIvRpIrstHYqfTSbdvv/123Hvvvbjtttvwl7/8Bb17906pw6OMk+nHKLXl2OcEtszpdGL48OF49913ce+992Lnzp3U5aisrAxerxeZmZno1q0b+vTpg3g8Ti24i4qKoNVqEQqFUF5eTuluZWVlUKlU9MNXWVkZotEoS7P8SSzypZFGGmkkQ5dciAEAWZaPCYKwEsBtaF942Yp2p6RBsiy/8V2PGwwGsW/fPgBIoPKIogiVSkXtV1N9AdVoNMjKyqIuHoIgYOzYsbS8sbGR03ZpbGzkdGlYHRg2bmxsxLBhw2hZU1MTt29LSws9LqtLQx5e8vPzUVZWBqPRyPGVdTodlw6v0WgoZ1qtVnPc4Ycffph+bVyxYgX3BUcUxQSuPtF6iEajXFkkEoHf78eHH36Id999F19//TUAoFevXpg+fTrmzJmDyZMno6CgAGazmS6EmEwm7ithIBCgsTLjx+/3p4z9fj93PSR7hmyz2jesOJ8yVpbhBMJxWq2W0heam5tpvTc3N3M6EM3NzZQL3tLSwrVXRkYGjhw5gr1790Kj0WDIkCGU9tHU1MTxy1ntosbGxgRbbDaWZZmL+/fvj/79++Pss8/Gww8/jBUrVuCxxx5DUVERp0HAas2QmFyvUk+GjePxeMoyErN6Mqn0Y0RR5HQ7RFHk+rMoirTO2W1yrYRHL4oipxUgiiKnJSCKIs4991xceeWVaGhowPHjx/HRRx9hy5YteO+999C7d2+cf/75mDJlCrdwdyp6MmycQiMm5cKyRqOhCyOiKNKFD5KFx/4ONpYkifZ9URS5/iyKIs1sSabzxMbRaJTGyXSeyHFCoRA9h8FgwOrVq/HBBx/AZDKhpKQEN998MxYvXoz8/HwYDIaExR5yPwoEAly9BoNBrr2CwSBtz1AoxOklRCIR2kei0SjXXyKRCNefIpEI7WuhUAjffPMNXnnlFfTq1QtLlixBRUUFPR87foLBIKcD4/f7qW6Yz+ej2wDw73//GyUlJaioqMCBAwcSND7Yvu92u+nv8nq93P2ZvY+RjCWCUCjEzWfsYgb5qcr/IOhII4bVgVFqxEiSRLVe2G0gUQdGqSnGZlSxcwnRhBFFEStWrMBzzz2HoqIirFq1ChdccAGcTift37FYjFsQZHVhWA0Ycn1szOrCKDVi4vE4HZvxeJzrh7FYjOuHkUiE9j1WEwZobxNWI+ajjz6C2+3GQw89BEEQuPshqwOj1IhhdWHcbneCJkyfPn2wceNGBAIBjBo1ij4nuFwu7p7n8Xjo72S3gfY5ia0fn89H69nhcHD3DY/Hw7UfOqCPEHtj8rvYOdvn89GYPR/Zl21bj8dDy9ntE5UlOw7pIz6fL0GDidVnKisrQ3FxMQ4dOoS6ujrONptozQDtCz/sGGafwQwGA0aMGIGrrroKr7/+Ovbv349JkybRfVtbW+m+bW1tnEaMSqWi5xMEgZ6vpKQEDz30EO6//34sXboUL774Inr06MH1S6XDHPs72XYHUmvGKLXIZFlGbm4ucnNz8eqrr+L999/H0qVLceDAATQ3NyMrKwvdunVDTk4OBEFAPB6nItQmk4lmvjQ1NVGLcYPBAKfTCb1eD41Gg+bmZvh8PsRisaRUQ0EQbgBwAwBuHKSRRhpp/BjRZRdiAECW5SOCIKwAMB/ALQCaAWz8PsfU6/X0AVn5UOD1epGbmwtBEKDRaOD1elFUVASdTgev14sBAwbQiaapqYkuUrBfM88EOjPVvUePHnjppZdw00034corr8SyZcvwq1/96qTPYTAYsGnTJmzYsIEuvgwePBh33XUX5syZg2HDhnFZLj9CiCfe5ftBq9XiyiuvxIcffohdu3ZBkiRuga6zMWDAANx333149tlnsXLlStx9992n7Vx+v59+AbVYLMjIyEBWVlayzJAziszMTMybNw/z5s1DIBDAf//7X+zatQtvvPEGXn/9dYwZMwYXX3wxpfF0IlJmxJCMgKKiIhQWFlL6Xr9+/TBp0iRuYeRMwu/3Y+vWrXjvvfewY8cOAMCUKVPw4IMPYu7cucmEPrsE/H4/Xn/9dezbtw/jxo3Dfffdl5Ad9l1AqI9TpkzphKv8XujS8z0Lv9+PJUuWYNu2bfjlL3+Jp59++jvTbrsKmpub8Z///AcLFizA8OHDuQyK74s9e/agtbUVs2fP5rJ10vj+yMzMxLhx47B//35UVVUBALeQe7IYNWoUpk6disrKSuzbtw/jx4//XtdVUlKC5557DnfccQeuvfZa3H///dwizumGIAhYvHgxpk2bhoceegiffPIJ+vXrh4KCAgwfPhzxeBzBYBCSJMHr9cLlciEUCiE/Px8FBQXwer00e9TpdCInJweRSIQuJqlUKpIVw2VbybL8GoDXAODss8/uWg8OaaSRRhqniC7/YCbLcp0gCE0Asr6NPR3/RcfQ6XR01YqkzwAAIABJREFUsvL7/dxXHmUWRXZ2No1J6jZ5qA4GgzTFl90G2r9Ustxsv99PF2v8fj9nX+3z+WjqsNLGlC0D2heKSMwKYpLUWqvVCrVazdlTA+1fdlg3DcK/JdvsV1Sn04ny8nL885//xAMPPIB77rkHW7ZswZIlS5CTk8M95Nntdng8Hhw8eBBbt27FwYMH6W8bMGAAbrrpJsyePRt6vZ5+gTEajTCZTJytKhubTCbOLtVsNtPYbDZzafOE8kBgtVrpvlarlSuz2WyUxsNuk5hYySpjZRlOINYbiURoHcRiMdpe8XicS0MXRZHGsViMoy3FYjEcO3YMZWVlMBgM2LNnD7p164bS0lKEQiHuAT4QCNC/9Xq93IKZMs3Z5XLRmLWzJH975ZVXYuXKlXjxxRfxhz/8gfYLZQo4S6npyL66uroan3/+OY4dOwaLxQKHw5FSTFOtViM/Px/5+fno3bs3cnNzMWrUKJSUlCRQZux2ewIViKU1KMtIZkBH1ARSzlKK2LIRI0Zg9uzZcDqd2LhxI3bv3o2lS5fiqaeewrRp03DVVVfR+4qScnWK1CS/8j8IsrOzMW7cODgcDtTX12Pv3r103KhUKpSVlWH06NEYNGgQZsyYQb+EszQQpRWw0+mkMdFJInA4HAl0w1T2zHV1dTh27Bi2bdtG3ZeKi4tx3XXXUYod0N4/CGUCALcNoENqEmsPDSTSj9hrt1gsNFZSk5JZDB89ehRvvPEGHA4HfvnLX2LOnDmw2+2c/bDFYuH+zmKxcPVjs9novg6Hg6OrkHY+duxYwn2dtasG2jN4CHUiHo9zi0HELY6AbQMAJ3oJTznfd0RNYmOWiqSMT0RNYvuhkprE0pFqa2tx33334ejRo1i6dClmzJiBWCxGMz+VlCK2TdgyZXspxzRLlVTSJln6kbK/JKMfkVhpf97W1oZwOAxRFPH6668jOzsbs2bNQl1dHUdFIudMRU1iLardbjc3XzQ2NuLIkSPo27cv1U4j/YtkHxBEo1FqAU2yFQiS0Y8IjUiW5QQdKEU/SUl7E0WRm0MV8ykXK+m1Snt29npOtgxIpOkSWpVaraZ0T6A965DQmjQaDWeXXVpaitbWVnz11VdwOBzIz8+nVHGVSkVpyOQayDzN0pSGDBmCmpoavPbaa7j22muRn5+PQCBA52KWpqSsj2S/oW/fvnjiiSfw2GOP4U9/+hMsFgtmz54Nu93OjUUlNUlZlipORmNS1mFeXh6ef/55fPTRR3jllVdw8OBBGI1GjBkzBn379kXPnj1RVlbGOVH2798f1dXVKCwspNnixOWyvLwcer0earWa9Pn0YksaaaTxk0WXX4gBAFmWYwC+1wIMQWZmJsaMGQOg/eWB2EED7eKMbMyW19fXc3Qjdt/jx48nlLEW1cePH6dxQ0MDV9bQ0EDpR+w2kJyqxFKTSEYOWYgZMGAASkpKYDAYuNR3vV7PfcHRaDQ0/VatVifYHBYUFKCgoACvvPIKNmzYgGeeeQaffvop1Go1Bg0ahD59+sBisaC1tZU+KOh0OkyYMAGXX3455s6di4yMDHpco9GYQD9gU2HZWGlhycYej4crU8Zer5eeh1hQErCx2+3m0m1dLhcXs6nv7Pa36PChgKWBtbS00O3W1lauDVpbW2kqM5uaTP6OtF+fPn3w5ptvYvv27fjd734HQRBS2qg3NTVxdAil5bpKpaLl5MWdxcSJEyGKIv7617/ik08+wU033dT+gxWUJkmSaKykLbW0tGDLli3Yu3cvfaAtKipCWVkZBg4ciIEDByI/Px+CIMBisaBHjx50cVIURVgsFnz55ZcIhULYuHEjdDodysrKcO6552LkyJEYPHhwAlUpHo/TWElNisfjNI7H4xx9RRmz1KV4PJ5gg92rVy/06tULeXl5+L//+z8cOXIEq1evxubNm/HRRx9h2rRpuPbaa3HWWWfRr3qyLKekMSkpTSdCaWkpnn32WQDtL449e/aExWLB7t270dbWhkOHDuGTTz7Bu+++i6effhr9+vXDOeecg2HDhmH69OkoKytDPB7n+nM8HqeZBkqb4EgkwsXhcJjGTqcT1dXVqKqqwvbt23HgwAFKtbrwwgtx2WWXYezYsRAEAW1tbdxY9Pl8dNwqqQF+v5/WXSAQ4NonFAqltJ1W0o2i0SiNo9EoRxuIRqMoLS2FKIrYvXs3Vq9ejYaGBvTs2RN33nknZs+ezZ2D9PVwOMyNmWAwyI03NmZpSkTvZfz48cjMzITP5+PGjM/n467P5/PRvhcIBDgaQSAQoB8PwuEwRxOKRqMncnfpdGqSLMuUfkTc5whY2huJybUno7nm5OSgtbUVt956K8xmM9544w3MmTOH0x8i+7IW1ewcwMbxeJyru47oR8ksqsnYVFKRotEod29g7dBZKhLQ3l59+/bFunXrYDKZcN9999E5XtkPPB4PZ1F9MtQkt9uNY8eOobCwELNmzYJGo6GuNKScHUMky5dsK8clm3XECnIHg0Ho9f/TTI1Go0o3ppSZfGq1mh43WRYy6QfsNvnNbMzShJXW7T6fj/bDcDjMUeJCoRAXh8Nh2k/D4TB3PaFQiPafYDCYUD/jx4/H/v370dzcTOcmoH0Rlr3/mEwmjprEzu/z58/Hu+++i82bN+Ouu+6CxWKhbdva2pqQ1cLeG5SOa8XFxSguLsbf//533HPPPVixYgUcDgcuueQSrs+y8xBLnSUxOy5kWaZ1wG4TsHXCziXz5s3D5Zdfjo8//hirV6/G1q1bIUkSKioqsH37dmRlZUGtViM7O5vO+cS50mAwIDMzExqNBt26dYPVamUXodILMWmkkcZPFj+KhZg0OgbJAmEfNjoDKpUKN910Ey688EIcOHCAPoAYDAYUFxdj6NChGDhwIIYMGULV8wmUYnldDaIoIhQKIRwO0y+nkUgEsVgMLS0tMBqNEEURJpMJx48fZ7/s/qAPBTqdDtOmTcO2bduwfv3600GF4bBgwQIcOHAA7733Hq644oqEh7BUiMViWLt2LdauXQuVSoXx48dj6tSpmDt3Lnr37k0tQdkXVzZuaGigmkeSJOHLL79EPB5HTU0Nqqqq8NZbbwFoX1QsLy/HlClTMH78+ARNnB8KgiBg5MiRePzxx3H11Vdjx44dWLt2La6//npMmDABDz74ILc4ewo4aWFCQRBQXFyMqVOn0hdDURSxZ88e1NXVYe/evfj000+xfv16PProo8jMzERZWRld0CotLUVmZiaGDh2alCoYiURgs9ngdDrR1NSEw4cPw2q14ptvvkFNTQ3NGBg1ahQWL16M888/H6NGjYLZbOZeAroSvF4vvv76a3z66afYvXs3DAYDCgsLceONN2LevHmnxTLbZDKhW7dunX5//g44Y45cJ4NQKISrr74aTqcTa9eu/V5ONV0JbW1tePPNNzFq1ChOG+T7QpIkbNmyBQDoIswZxBmzAvshodFoMHr0aOzbt4/q+51qvefk5OA3v/kNXn31VbzzzjuYM2fO976unJwcPPjgg1i3bh3efPNNfPXVV/jLX/7CLVz/EFCr1TjvvPNw3nnn4ejRo9iyZQs+++wzHD58mGaNEV1Aq9WK7t27w+PxUCF4ItpLKMzfZuZ0ulNlGmmkkUZXQXoh5ieA1tZWZGdnd7oVJkHfvn3Rt29fqk9BYLfb6ZeUztBS+K6IRCJwOByora1FQ0MDXC4XmpubIQgCneQJVcDv9yMYDCa4i5wCfvCXmaysLJx//vlYu3Yt6urqMGLEiNN6vqFDh2Lnzp1wuVwntRBjtVrx6KOPor6+HhMmTMDdd9+NnJwcHD9+/Dtx6VUqFXr27Iny8nK6mNOjRw9UV1fj4MGD+PLLL/Haa68BaBd/HjlyJBYsWIDRo0ef8rk6AwUFBbjlllvwu9/9DmvWrMHLL7+Miy++GBdffDGuuuoq7ov0SeB7WXWq1WoMGTIEU6dOxW9/+1tIkoSqqiq0traipqYGhw8fxtatW7Fu3bqEvyWcfJ1Oh0gkkpRGRlLJr7nmGkyePBkVFRXIz8/nBLdPNyKRCJxOJ+rr69Ha2gqfzweDwYCsrCy6mGq325GZmYlwOEypSW63m6MdDBkyBIsXL0ZJSQldBDwdIPatXQBdQ0QoBZYtW4Zjx45h1apVP5lFmHg8jmeeeQZ6vR5XXnllp+q57du3D2azGSNGjOAyR84QOkzF+ikhIyMDw4cPx8GDB/HNN99QMe9TwahRo7Bo0SJs2LABWq0WI0eO/N7XpdFocP/992Ps2LF4/PHHcdlll+Ghhx7CvHnzvvexvwuKi4tx55134s4774TFYkFDQwMOHDiApqYmHD9+HH6/HwaDgaNpAsD+/fuVh0q/p6SRRho/WfzsbnDRaJRypv1+P8ef7ij2+/2c7ovP56NlPp8voYyNvV4v1YjxeDycuK/H46GaIm63m9OPcbvd3CSl3JekBh87dgxFRUX0nEq7aqfTycUOh4N+xXE4HFw6u91upw+LSu5wMo49q9HAvrgZjUbKcTcYDBwXvq2tjdOFMBgMNKvHaDRy3HNWI6apqQlVVVVoaWmBxWKBwWCAy+VK4JUTZGdnIzs7m6a8FhUVobS0lCr/6/V66PV6RKNR5OXlQavVQqPRIBgMIi8vDxqNBn6/H3l5ebSOnnzyyQQrEhaRSIS2Qzwep20tiiLXtpIkUX45qxdD/o7lm8diMeTm5qJHjx6oqqpCeXk5bc9QKET1Avx+P3ccj8fDta3b7aaxst1tNhuNSTvW1dUlWIYCvGbMoUOHsHbtWkQiESxZsgTFxcWw2Wyw2WwJ1tZKHQZWw4HVcgHa+x7Zl5QVFBRg1qxZGDNmDHQ6Haqrq/HNN99g+/bt2Lp1K7KysjBs2DBMmzYNQ4YMgVqt5mxxlRox7DlI3JHVdUdW22SczJkzBwMGDMDHH3+MDRs24MMPP8Q111yDSy65BFqt9mQ0YlKKfLD6Dqw2hlInQ1mXGRkZmDx5MiZPngy73Y6ePXvC7XbDYrGgvr4ekUgEbreb3jdisRj0ej0EQUCvXr2oUwibik9oZYFAAIFAgNO7UGpfKHVg2DiZRTWJyUN6Q0MD2tra0NLSAofDkaCVwIIIratUKmi1Wuh0OmRkZCA3NxelpaX4xS9+gfz8fNqHlO1gMplS9lGl5kiyPktil8tFxyKxoCWxUicsHA5Ty1ygvZ1JZk48Huc0LCRJ4rQ6lBoxqZz+yO6pCjpDI8bj8aS0qwba56FUluvbt2/H3//+d1x11VUYPHgwp0WRTJuHxEr9H4vFQo+rvP8obafZ+5HyOGys1IghFudsTOZBg8HAzYNvv/02jh49ihtuuAHBYJC7ryvHCasLo9TTcrlcNPb5fKiqqsLu3bvRq1cvdOvWLcGimsxBsVgswaKa6MKIosjVsyzLCXMpq9em7GuKjxkp71vKPqvUmulIP6YjXRr22gDQupRlmbvfAOBiQRDo3xJTBgKNRkO1T3Q6HTfX6XQ6TjOmsLCQjuPCwkI6n5NzkHlZkiRO1y0Wi6G6uholJSUYMWIE9u7di7y8PFRUVCT8Jvb3ezyeBA2mZLbTw4YNwwMPPIC3334b99xzD+bPn49LL72U033pSCOG7RMdacQk+zvlccn483q9GDp0KKXlORwO+hHPYrFAr9fD6/UiEonAbrcjKyuLjrFrrrkmbV+dRhpp/GTxs1uIycrKol8wamtrOfpAXV0dF7PlyrK6ujqq9aIsU2rEsPoyp6ofw8ZNTU00bm5uxqBBg6iuxsSJEynNQ6kRo9PpOJ6xRqOhKask+4AFa6+bin8PtD+IkTgcDidoGZDY7/dz1AeWpw60P2CQ2O120+sJhULYsWMHPv74Y1RXV3PCgnl5ecjNzUVFRQV69eqFwsJCBINBjBgxArm5uTAajZzez7Fjx6imDrsNtLezcl8SK/sITkBN0mq1NAPCYDBQTrfBYOCyQwwGA+WCt7W1cRzytrY2jnLT2tqKAQMG4IILLsBbb70Fk8mEmTNnAuA1Ypqbm7kv+01NTVzMlqvVaq6M1Y8hD5vZ2dkYMGAABEHgKEUAqJDwW2+9hczMTDzzzDMoKytDfX09vfZ4PM79jlgsxvXLaDRK41gsxtVBLBaj9UM0PdiyQYMGYdSoUbjyyitx9OhReL1e7N69G3v27MG+ffuQm5uL6dOnY8SIEaioqIAgCIjFYgm212wsSVKHNtgkZi2xgfYHf6WezMMPP4zFixdj2bJlePXVV7FlyxasWLECRUVFdF9ZlpNReFK+SWs0GjqOotEo3Y7FYtzYSxaTcRqLxagocllZGbVnBdpfPtnfZTabud/Faj0p9RNYnSefz5dgucyOd5/PR383q4dCBC4PHz6MQ4cOobq6mr78ZWZmoqioCBUVFejTpw8KCwsRDocxfPhwdO/eHWazGUOGDIFOp4MgCGhoaOBob6kocQDfT2OxGNdnI5EI3ZfdBtrveewYCoVCNA6FQpwek06no/ecYDDIjYNgMMj172AwSPtabW0td+9sbm6mmY9ms5mjO7EC7uR6WSH2aDSa8mW5MzRiJEniNGIkSUrQiGFt1Ik2hyRJWL58OUpKSrB06VKEw2GubyXTgSH9i9V5IcdlbadT6b6QfUkcj8e5scjqwsRisQRNGKV2EWtRTe7z+/btQ2VlJebPn49f/vKXqK6u5to9mUV1Ko0YpS7M4cOHodfrMX/+/ITMQ4/Hw9mfs3XQ1NRE69Lv93NZtMFgkGuvUChEdWHC4XCCNboiuydlqg9733K5XNw53W437Qcul4vTa3G73ZyZgtfrpf3L5/Ol1KyJRqPctYqiyMWSJNEPUdFoNOE4rI06ex8LBoNcXQqCgEgkgtbWVuTk5HDzhcVioc9crJU10D6/kn5QWlqKV199FR9//DEGDBhAF4wJWlpa6HFkWebaWZblhDmK9EtJkvDWW2/h5ZdfpouBzz33HMrKyhJ0y5Qx8D97a6V+DABOP4Ydp0qra0mSaCxJEtfubCxJEnccl8uldNVLqW2VRhpppPFjx89uIeanhoMHDyISiZzW1PofEqIoYteuXfj4449x4MABxGIxZGdnY/To0aioqMDZZ5+N8vJydO/eHbW1tdzvrq2tpQ8xp1Gj5ox9nSktLUVJSQmqqqowY8aMTk1zZ7Fnzx4IgsAt3iXDwYMHEQqFsGLFijOm1QK068ZMnDgREydORG1tLZxOJ7Zv344PP/wQGzduxJo1azB//nzq3PNDoaysDI899hiOHz+OpUuX4rrrrsOyZcsSBBcV0HZU+FNDPB7HV199hZ07d2Lv3r30C2xZWRkmTJhAxYZLSkoSFlTY2O/3cy9UXQkky6gLoEvO91VVVaitrcXzzz+Pbt26JWRe/BjhdDrx2GOPoVevXrjhhhs69dgmkwlWqxUzZ87sCrpDBD8bahKBSqWiGS0Wi4UzWjhZqNVqzJ8/Hx999BFee+01LFy4sNPmKY1Gg9tuuw3jx4/Hn//8Z/z617/Ggw8+iAkTJnTK8dNII4000vj+6JIPZqcTrJ2j1+vlqEgdxR6Ph6MbsXGyMpZ+5Ha7OdoQW+ZyuWjsdDq5lHWn08nty1KKXC4XtFotNmzYgG7duqFXr170HKSMPQ4rKOdwOOgXIpaKpIyVFAxlijhr7apMyW5ra+MoBmxqcFtbG5eCazAYYDQasXPnTlRWVsLn8yE3NxcTJ05ESUkJRo0aBbVaDavVCo1GQ9P47XY7dxyHw0FTl51OJ5fW63K5aOzxeLgyr9ebEJN05UAgoEyPzkYHiEaj1CVFFEXafyRJ4vqILMu0rSVJ4lLLO6Iq9ezZE19//TX27t2L/Px8hEIhum8gEOBS330+H5cu7fF4aLsrbcvtdjvUajWampqwY8cOTJ8+HUC7c5fFYuH6CEnXJpkz4XCY9lM2/T8ZbUBpEctSk5TWyaRMabl8Igvmnj174tJLL8WCBQuwa9cu1NTU4NVXX4VOp8OUKVMwa9YsFBUVJVhdszFLRSJlBEqqVkex1WpFeXk5VqxYgfvuuw9//OMfEQqFMGHChARr62+RcnWNpVUqqUls3Snr0mq1UhqBzWZLsFwmMbsfkNwumsRKSpHRaOToRkp7enactrW14csvv0RVVRUOHDhAv7wPHz4ckyZNwoQJE5Cbm0vpTz6fDz6fL+nv7IiexVocK23Llfc1ls6Sir6SzO6cjVkaHEtN0uv1sNvtdIz7/X7uvp6MmkTsq0VRTKAmEfpIMgqGcsFHYWedMtvqZKlJfr//lOyr2djlcnHUJHJt//nPf6DVanHuuefC6XQm1GsySiN7j0llO30iahJ7/+nI4lxpV620qGbnPjLXPfvsswgEArjiiivofGAymbhFJqVFtd1up7HL5eLoLF6vF7W1tRBFEceOHaOZRXV1dQiFQlx/YuegWCzGCVCLokjvT5IkcTQ/WZYT2p4d/2z9kL9nEEIKEH0mcg6W/iTLMkcNOoFFNtfflRpWbBspr5WNSXYk0L4QwraBVqul59Tr9RwVR6/XJ1CViNOT2WzG0aNH6XOXWq3m5nDWbpy1swba22v+/PnYuHEjNmzYgFgsRjVj2PvmqYwvRugWxcXF+NOf/oR//vOfePDBBzF37lzceeeddP5XUorYmP39wHe3wVbOp2ysHO/KGD+zjxNppJHGzws/u4WYrKwsjBs3DkAi7aSjuCMaE0tTSrYvS01S0phY62ulRbaSmtTY2EgpM83NzSgsLMSRI0dw0UUXoW/fvjQ7xGAwcBkKOp2OS3fVaDT0q7xKpeLSrAVBoCnZSntdZWp3NBqlcSgU4sr8fj9Nj2bpB0D7ggA5p8fjwaeffoo9e/YgFoth4MCBuOGGGzB27Fio1WrU1NTQdFyXy8Udx+l0JsTk2u12O5dGbLPZOGFhNlXYarVy9WO1Wmk2iNKWEiegJrHW4EajkaYOm0wmLhPCZDKlTF02Go2cTW5bWxv98h+Px3Ho0CH4fD5MmDABLS0tXJ9gKVbJYkKPYLfJdffv3x8rVqxAXl4e7rjjDpqmnszquqysDHq9HiqVCoMHD6YLNfF4nO4bi8W4v1PSPsLhME3RjkQiCbQlUieRSIRrH2XM0phisRiXyaPT6XDjjTeivr4ea9euxfbt27Ft2zZMnToVM2fO5NqWtcWWJCkhDZy0H7tNoHSnYGNiMfrOO+/g+uuvx4MPPognn3wSFRUVyYR8U2ZcaTQa2t+j0Sjt6+w2iVONU5bSBLTXJYmV9MJgMJhANyT7+v3+k6IbsXF1dTW2bduGzz//HH6/H9nZ2RgxYgTmzZuHsWPHQqfToa6ujvb1YDDItWU4HObanaWssf0F4OlGSoqcKIpcv2TjZH2W3Fej0SiXgaeM2cxElsZkNBpx/PhxlJeXQ6fTIRqNJtCf2Gs/cuQI7XtHjx7l6rKxsZG2icFg4KgcDoeDo3K43W6OKmS321NmLXRETVLGbObRqVKTWPvqnJwcyLKMTz/9FJMmTaJtzdpTkziV7bRyTmJjJd2oo1hJP2LjSCTCjVPWNh1on/tIewUCAXzwwQc4evQo7r77bvTt25fe13w+X0oqEolJ31PSlrxeL/r374+qqipEo1HMnDmTXpPX6+XuN0r7c7Z+mpubad0ajUZO5Fdp8xyJRDi6D7sYfyoLyFqtll4fOw+TmFBdbDYbR19xOp3c9TmdTtq/vF4vJ4AdCoXowoLiJb5DyLLMfaSKx+O0DoilOoGSqkTugdnZ2aiqqoLX66ULKHa7nd6bWCtrIJGK3NraikGDBuHWW2/FK6+8gk2bNqF79+6YMmUKWlpa6HGam5u5+6FyjpIkiZuj2D4hyzJeffVVPP/881i3bh18Ph+efPJJWt9KiizbZ5SOeixtiaUMKmOWciSKIjemRVGktKV4PJ5gT8/GaaSRRho/ZfzsFmJ+KpAkCS+99BJkWcb555+f8AWoq0OSJGzevBlvvPEGQqEQZsyYgcsuuwxutzvhpT+N/yEzMxOlpaWora3FrFmzOvXY//jHP9DY2Igbb7yRe4FKhUgkAo1GA1mWTxtNqrMwcOBAXH311bj99tuxceNGfPDBB9i5cycuv/xyXH311T+Iq01hYSGeeeYZXH/99bjnnnvw8ssvJ7MXPfm3iB8BHA4HtmzZgr1798JoNEKv12PEiBG44IILMG7cODQ2NiboD/3UQF5qTCYTt9h4BtDlRC/r6urQ2tqKJUuWnOlL6RRs3boVGzduxKWXXoq5c+dyWS3fF9FoFPv27UNhYeGpOrH9EOiavMAfAFlZWcjPz0djYyMGDx78necSvV6PCy+8EDt37sSaNWvgdDo71QlQo9Hg7rvvRs+ePfHKK69g8eLFePHFF7nM2C6Knx3tLY000vj5IL0Q8yOELMvYsGEDvvjiCyxZsgS9e/emqcg/Bni9Xvz5z3/GgQMHMGbMGCxYsAC/+MUvAICmMJ9JSJJEba4JjYtJRf/OvtedhT59+qCqqupEDimnhLa2Nqxfvx5z587F2LFjT+pvBg4ciGg0ioaGBi67piujsLAQ1113HS6++GK88MIL+Ne//oVdu3bhoYce+kHO361bN8ydOxfr169PZe39o1+Iicfj2L17NzZv3owvvvgCkiRh1KhR+PWvf43JkyfDYDD8rBZbBw0aBK1Wi3379p3phZiME+/yw4LQG38KGmeVlZVYt24dJk2ahN/+9redfvzq6mpO4LyLoWuvxJ9m9OjRAy6Xi8te/S7QaDRYsmQJ/vWvf+Gjjz5CXV0dysrKTurDyMlizpw5qKiowJ133onf/e53eOKJJ06oB5dGGmmkkcbpwc9uISYajVI+vtvt5rj5breb04hhY2WZy+Wiscvl4vQ/nE5nylhZ5nA4KL+b3SYxu6/NZoNGo8G2bduwc+dOzJo1C6NHj0ZjYyOnH5NME4aNiR4IOSZrY8zqW7DaCUCijafRaKQLFG1tbRzS5IVaAAAgAElEQVTXmtWIaW1tpdzuo0ePYtWqVYhEIrj88stx7rnnwmQyUc602WzmeOBWq5XypB0OB1fmdDq52O120329Xi9X5vV6aVkgEMCBAweoNozb7UZlZSUCgQDC4TAikUiy1GuCDh84WbtQSZK4bXaxTJZlTj+GbXelZkw8Hqd881gsBkmSEIvFcPDgQY6LHggEOE0Yr9fLHcftdiftI5Ik4Z133kFWVhbmzZsHi8XC9YlUGjHkS//HH39M92d1GDqyqwY61jlxOBw0djqdXJnb7eaOw8Zut5s7ZyrePADMnj0b48aNw9tvv43bbrsNl19+OS1T2nYqbd3Z+rDZbFxstVo5nSVlWXV1NYYOHQqfz5dMVDolHz4SiVBdIba+kmnCpIqVZRaLhcZKTZhkMRnjSutdo9GIuro67NmzBzt37kQgEEBOTg5mz56NgQMHUoolsZ4nx7FYLNw5rFYrje12O3etrD00wOuMKO2QT6T3o7QfJ7Gyz7JlyXQOOtKIYcdiaWkpampqcOjQoQSNmFAoxM1DkUiEasTE43FOl4K1HJYkidPXSKbxwbYROljkk2WZ1nswGOT6LKtTkcy+Otk2kGhnrdSIkSSJ/m61Wk31SpT1rNTmUerAsGWs/XhHZSRmLarZMlYXJpldNdtnDQYDampqsHz5cvTu3RuXXnopbV9WF4bt9+R3ssdxOp10PnW73Ql6X1VVVcjLy4NGo+G05CKRCNd/YrEY13/Ye4wkSbT/KPVZgIT+wv3uDuZEoINnSVEUqSW0LMt0m8Sk3ZPpxyj7FDunK+yzT4mSlOrvNBoNbSOiAUOQkZHB6TXpdDqqv6PVapGZmYn6+nqo1Wqo1Wpu7mXbUhRFTjOG2FkD7bQ3WZYxduxYaLVaVFZW4v7778cll1yCzMxMblz4fD4uZsebUj/G6XTS2Ol0ok+fPli6dCkeeugh3HXXXVixYgXNzlTqwCg1BNntjjRi2HunUpeLHdNKfS/leEc6IyaNNNL4CeNntxCTlZVFv/jX19dzX/Lr6uq4mC1X7nuyZSQmWh3KsuPHj9OY3QZ4TRigfbKvr6/Hpk2bMH78eNxzzz30BViv19Ovinq9nuOXa7XaBI0Y8jVepVIl0CMIv1wUxQTtCTYOh8McF51Nl/b5fPS4Ho8HvXv3xtq1a7FmzRoUFRVh6dKllCft8Xg4HRiWf+90Omnscrm4cyg1YhwOB6cRw37lMRgMCAQCMJlMVCyYfTDIzs5G9+7dUVBQgEgkgl69elGxvt69e0Oj0UAQBHzyyScdjhlWI8ZkMtHrsVqtXD2bzWb6m81mM/eVU6nxYzAYaNu2traiqKgIe/fuRXZ2NvR6fUqNGFY/RhmzGjGbNm2CwWDAvffei9GjR6OpqYn7qicIQkIGA7m+fv36cXbASo0Y9jjRaJQ7TiQSoXE4HE7QzTgZ/RhyHhLH4/EErRDS90VR5MaBKIo455xzMG7cOCxbtgzvvPMOunfvjoULFwIAty/rIqV0lFKpVFx2CxurVCquP8uyjObmZixYsAAlJSXJqEkp05xYrYVoNMpts+NCqWkRjUY5vQulFS9rF8+WKeNAIEBjv9+P4uJiOJ1OfPLJJ9i8eTOMRiPUajVGjBiBiy66COPGjYNGo8GxY8e4+vH7/TT2+/1cXQYCAVrv4XCYa0tlP2Dt0OPxOFfG6sIoNWEkSUqpEROPx7nsDFEU6ThRlrH6McpYWUYW6x0OB4qLi7nzKzVsjhw5Qn/30aNHubqrra2l7d7c3Mzdj9va2jgNC6vVymk2VFdXp8zmEwSB6sAIgpDgQEXijuyr2W0guWaMUiOGLByVl5dTDYmO7KrJ37IaMUrdF3b+YvtvPB7nxgUbx2KxhDFD6jkcDnPjlNWEAdrbaOXKlSgoKMDNN9/MzeE+n4/2S6Xui8/n4+6PPp+P9gt2G2jXiwuFQpgyZUqC3XkgEODGUG1tLf0tjY2NnMZHW1sbrVulRozD4eDaz+fzUY0YpV11kkWZlFZXOp2O/m6j0ci1idFo5Kh7bDubTCZOK8Rms9H+43K5uGv1er3chwX2WpNljrIfGpTUHNK/JUni6icajXI6J8FgkPY9Qqmurq5Gt27dEIlEaJuwenDkN7P3NVYHpqWlhZb1798f+fn52Lp1K9555x3MmjULFRUV9Lcl04xhra7ZeUeSJNqHZVmmumUvvvgibr31VvzpT3/CqlWr6N+zY0ppbU36k9LaWhlLkkRjURQTxjSJk2lAsfuigzkxjTTSSOPHjp/dQsyPEbIs4+DBg3j99ddhMBgwZswYXH311dzDRFeGLMtYtWoV3n//fcyaNQszZ87kHkROFzweD+rq6tDU1ES/XOl0OmRlZWH48OEoLCxEXl4eLBZLgi0u+4KnEKs74w8F5GHQ7XZzD7XfBc3Nzfjb3/6GIUOGfCfNmVGjRuHDDz+E1WpNEPz7saCoqAhPPfUUHnnkEbz88ssYMGAAJxrZWQgGg1i6dCm8Xi8mTpyYarcOPzt3BYRCIezduxerVq3Cvn37IIoiBgwYgJtvvhlTp06F1Wr9WVGPTgbdunXDyJEj8cUXX2DKlClnqn66nC80yb7pQjbMp4Tjx4/jL3/5C7Kzs/Hkk09yGR2dCYPBgOzsbJx11lmc404XQpcXGjnd6N27N6qrq2E2m7kFm++DkpIS3HfffXjrrbewZcsWuN1uXH311Z02XoYMGYJHHnkES5cuxW233Ya33367U47byTjjz1xppJFGGqcLP7uFGI/Hgw8++ABA+xeguro6qFQqqNVq2Gw2+lVXq9XCarUiGAxCp9PBbDZDp9PRf6FQCLFYjKP8dDacTic+/fRTbNu2DUeOHEFBQQHuuusuTJs2jXLruzpkWca///1v7NixA4sWLcJvf/vbThUwVCIQCKCmpgb79++nejNFRUUoKyvDmDFj0LNnT9TW1nIvQkoayglwxlWRyRc7Ns39uyASieCJJ55AZmYmFi9e/J0Ed8855xxs2rQJn332GX71q199r+s5k8jIyMB1112HZ555Bs8//zweeOCBTj2+w+HAbbfdhiNHjuDPf/4z5s+fn4yWBACxZP95puFyubBr1y689dZb+OKLLxAOh1FUVIRLL70U8+fP5zKalHbeabTjggsugNFoxJ49ezBo0KAz4QzS5XQ8srKyIMvy976XnQk0Njbirrvugk6nw9NPP42SkpLTshATjUZht9sxfPjwrvzx5We/EKPT6ZCTkwOXy9VpCzEAkJubi1tvvRXr1q3D7t270dDQgBtvvLHTBPLLysqwYsUK3HTTTfi///u/Tp/70kgjjTTSSI2f3UKMw+Ho1FV/QRCg0WiQkZFBF2kEQUD37t2h1+uh1+tpWqZOp0M4HMaBAwdoyq/H48Hhw4cRi8VgMpkgCAK8Xi+am5spdzo3NxeXXHIJBg4ciNLSUrS2tlK9GAK73U6PabPZ6HaqmKTjJtOwIGnHSo49y5sH2tOcO9KICQQC+Ne//oUdO3Zg+vTpmDRpEo4dOwaTycRxvVldGKvVyvHU7XY7Pa7T6eTKSN3JsgybzYa6ujrYbDbIsozs7GwMHDgQvXr1QmZmJhXedTgciEQi3GJQNBrlONysJgu7TZocHYDl54uiSLcBUL0YApbX35FGjCRJVG8iFouhqakJgiDAYDAgNzeXXl8wGOR0KXw+H6cl4Ha7aT9wOp3YtWsXWltbccsttyAcDtPrsVqtXLp2Ms0YAlEUMXjwYGzevBnnnHMOp7GRTG8jlXaJUueE1YhJpgnD7uvz+Wi5z+fjzsny5pUvSWR8sfFFF12E1157DZs2bUrQWSJ1YLfbuTJ2PCnrz2q1wufz4Y477oDD4cAdd9yBmTNnwmw2J9Trt+iu/A8Cu92Ov//979Dr9ZQ6kZ2djXg8zlEHknHuScxqwpAyErN6LW63G/v27YPdbkdtbS2ampogyzJycnIwYcIElJeXo6KiAiqVCsFgkNPCMJvN3DhVamOwsd1u57QeOtIGcrlcHer/sBQEpSbCibQMSKzUxWLLlDoHSq0ZVqdGqRHj8XggyzKmTJmCTZs2Yd26dZg+fTq0Wi0CgQCnPxYOh+m9IhKJ0Gw+gNeMicfjnGYFq8UBtN83FOLnvAAIA1mWaTuw92ZlrCzz+/20frxeL1cfbrc7QSOGbRNJkug4amlpofQnpUZMMq2pVDowZrOZ/q3RaOxQI8ZoNNJxwW6TOJVGjNFoRFNTE5YvXw5BEPCb3/wGfr8fdXV1MJlMKXWWWP0joL3/sLHL5aJt4PV66X3dYDBAkiTo9XrU19cjFApx2nHRaJTTH4vFYrTPxONxbmH0NGrEpMxaYK9BFEXuekRRpH1YkqQE/RilZgyrgaS8Vrb9TnCttFwQhJQaMVqtlqsfQlUmIB/oyN+1tLRAo9HA5XIhEolwczo7n8uyzGnEiKJIn0dYvRig/V5w5MgRAO3i+H369MGHH36Ixx57DOeeey5EUaT3/Y7GIluPbrebe+YjmjE33HADXnrpJTz//PO46667ALTf01JpxJBnLTbuSAcm1RhWascpxzvSGjFppJHGTxg/2oUYQRBUsiyfcspieXk5li9fDqD9i1ZpaSkkSYIkSWhsbERJSQlEUUQsFkNzczOKiooQjUbR2tqK/Px8RKNR+nDcvXt3hMNhWCwW6PV6hEIhhMNh+pBJFg78fj/3wNUR9Ho98vLyMGzYMPTp0wezZ89GaWkpBEHgtDt0Oh2nQaDX67kypUYMSwViNWIEQeC4xAAol1gURY4bz/LmAZ477/f7ueN4vV58/PHHdBHmpptuohO62+3mOO4ul4tyk10uF8e/Z2OXy8Wdnzzw7NmzBy6XCxqNBsOGDcOgQYNgNpu532y32+lxGhoauGu12+2cPkBbWxul/DgcDiVHOqWYKtBet4TKxNJ1bDYbdw6r1UqvwWq1cvVhMpm4jB2j0Uh1B9ra2jBkyBBkZWUhKysLeXl5GDx4MID2lxkiikpiUkZiohHT0NCAVatWYeTIkVi4cCFaWlpof9JoNNz5VSoV15+A/2nEyLKMhQsX4plnnkE4HEZxcTEti8Vi3HHC4TBHAQuHw7Q8GAxy5wiFQpQeptQKUcb19fU0bmho4MoaGxvpcZqamhIcR9hzqlQqnHvuudi5cye2b9+O3//+93RBRa1W0+NqNJoEzSWWq8/GkUgETz75JGw2G95880307t2b9mG1Wp3Mhtan/A8Cp9OJf/zjH0nLdDodioqK0Lt3b3Tr1g1Dhw5FcXExCgoKIEkSevToAZ1Oh0gkQvtdOByGwWCA1+uF2WzG/v374XQ60dDQQB+4NRoNBg0ahKuuugrFxcWYOnUqVCoVamtruTpgtV58Ph9XH0odGJ/PR/82GAxy7RUKhWisbGelY4xSB4ZtS0mSaF+TZTlBI4bth5Ik0b4vSRKn8cGWxeNxrkwUxZR6MuzfkWsgsd/vx2effYZDhw7hsssuAwDueqqrq+n1VldXc7/r6NGjtE7q6+u5NmhoaODqubm5mbuXGo3GlHwGlUrF6cKw24IgcJa8HenHKDViWLcXpUZM9+7d6f1Rp9NRXQhRFLmMgmQaMeSerNQxE0WRjimlJkxHOjDRaJSbE9g4HA5z9VhdXY2VK1dCp9Phqaee4vqs3+/n+qjf76ftp9SE8fv9KeNAIED7QE1NDXQ6HUaPHg1BEBLGjFKDqb6+nv6ujjRizGYzcnJyaJndbufay+1203aXJIlbbI7H49wicjweT6k/FI/H4XK5oNVq6b2oe/fuyMjIQFNTE63nlpYWjmrb2trKXbvBYKBZZFarNaW+jd/v5/prOBzmFs7j8TiNZVnm+rMoirQOotEoR1ElWYAEPp+PXi/RthMEAU6nE5FIhN4LLBYL115tbW3cuG1tbaXlrEYM0D5nkX2bmpowduxYjB49GmvWrMHu3bsRDAaxePFiZGZmJmjNKJ2QWI2zZM981157Lex2O9atW4cZM2bg/PPPhyAICZRjUgeyLHP1Icsy116krUm9smUs5TsWi3FlyhhdIAs5jTTSSON04Ue1ECMIwlkAhgI4JstyY8d7J4dKpaITbXZ2NjfRer1e7oGGFSnNy8tLEM8jD02sWGmyuKGhAWeddRai0SiOHj2KkpISujBDJl6NRgO3243hw4fTv2tsbPxBtFROB7744gu89957uPDCCzF58uROS6Ml8Hq9OHDgAKxWK3JzczFr1ixOHDYF7aMzoDvxLqcfOp0uwTXiVFBVVQWbzYbbb7/9e1/LpEmToNFosGfPHkybNu17H+9MQhAEzJkzBytXroTFYkl4YD0VtLS04Pbbb4fRaMQjjzyCiooKLpsoBfSpCsrKyvDwww8jHA6jrq4OeXl5nDOW1WqFyWTCN998g23btiX8vVqthiAIUKlUkGWZ+9oNtN8b+/Xrh1GjRmHw4MHo3r07pk6dSrOo6uvruzI14keDkpISLFq0CBs3bsRLL72EYcOGoaysrNPvkUnQ5YRYyIvsSYyLLoFjx47h2WefRW5uLp566ikUFxdz2ZSdDVmWYTAYUFBQ8EP0j++DDp8lRVFEMBhEKBSiGTFkMaawsDBhce/HCrIYpLy3diays7Nx/fXXY8OGDdi5cyeeeOIJ/P73v++UY99xxx04dOgQnnzySUyYMKFTjtkJ6JJ03TTSSCONzsCPZiFGEIRyAFcDCAJ4SRCEq2RZ3iMIgiCfKA+VAZu263A4uAcAh8PBfUmx2+00Zqk/J1OmpC6QOBwOc2n6arUakiQhGo1SShKBkiKipDykoh9ZrdaU5yflrN0wC7PZTNNNlandSmoSa+NpMBjo72pqasKaNWswcOBATJ06FUajMYGa0BH9iN3X7XbTVF2v14vq6mo0NjbSl88BAwagtLSU6gyQdO5wOJxg8UnS/2OxGJfKHY/HOc0dURRpH5EkCSaTCScLQjED2h+iyXEEQeDOIQgCvQZBELhUcwDctcuyTGkOhColSRJcLhfcbneH1CSlfTX5KrllyxaUlpaiR48eaGpq4vrwyVCTyEsBoQIMHjwYlZWVGDRoUMqUY5vNlhCT/sRSUoD2fkDStd1uN44cOULpJ5FIBF6vFzqdDhqNBoFAgPYRohFE4Pf7aay09vV6vdzvcrvd3O+uqqrCqFGj6PWQ+nE4HAnjXTkWjxw5gkceeQSyLGP58uWoqKiA1WrlxqKS0vQtUmZcxeNxmmKekZGB3Nxc5ObmQq/Xc1+SzWYzsrOzYbfb4fP5YDAYIAgCotEo/H4/1eXIzs6m7hokA4FdeDKbzVx6vcVioYt/HVEw2P2A5JQMUp6MfkRij8fDtaXSDllJO0uViq+kJrH0AnI9pFyZbs9Sk5RlSooTe1zlOd1uNx3TXq8XOTk5OO+887B3717s378fLS0tGDduHHJychAIBOg8EAqFuHsVa20djUa5e1MsFuPu57FYTLnAkXIRmVgg9+rVC+FwmHvpZ+lIrJU1wNMh2G3yO1mwlroka5RkZxw9ehTnnHMOgERbcCUljKUuJLOkJvsmK1POZyRWUpMMBgPto2S7ubkZK1asgF6vxy233AK/34/6+nqYTCa6r9ls5vo+S/dT0vBYu2pSP2RRx+fzoa6uDsFgkLrzkLEYDoc5KhvJ2CVQUpNY+tqJqEnK9mWvT2kPrXAjSvksqdPp6AelQCAAWZYRDAbh8Xhgs9lgs9moa6GStsRSYViqXTJra/aZQvmRgm1bNlapVNy9Sa1W0zrQaDRc/Wi1Wm6MazQaOt7UajVHzyb9hYCdz0VR5OZp1s46Ho9z9zyWRh0OhznaUr9+/XDJJZdg06ZNePzxxzF37v9n77uj5Cju/D89OW3Ou9LuStpVFkgWNogDZKIBY+AAC2x8YBvbGAdsuIcNvns/sE14x/kMNjiAOAzmsA0cGGQfNkkkSyKsBIqbZ8PM7OxOzqmnp39/7FZRVROUpRWaz3t66u9WT3d1dXV1d/X38/mcW/RajMVi9JoOh8Pc9R0MBrn4qquuwt13343bbrsN3/rWt/KoSSwFtphdNVCaQihax7PnR1wXZWpSGWWU8THGMTMRA6AGwCOqqrokSZoC8IgkSaepqhrc2w8lSfoGgG8AQHNzM5YsWQJg+ssCm3FitVq5lFGLxULLzWYzty5bZjKZuDKj0cilJ7N20iJtiI0NBgOXdaPX67mYLTcajVwZuw+9Xs/tX6RSiHa77LKqqjStWZZl7sUsnU5z67I2nrFYDHPnzkUwGMT69etRWVmJW2+9FZWVlYhGo1z7hEKhonEoFOJSakOhEN2Hy+XC8PAwfD4fOjo6UFdXx9kzB4NBmkZbiMZEygKBAJfqHggEOOHMUChE054jkQiXAl0IbP8yGAx02z6fj6bu+nw+7mXZ6/XS+vl8Pq49JicnuT7idrtppo/L5UJ3dzcsFgtMJhNHTSK0JQKHw8FRkxwOB7q7u7Fp0yb4/X7ccMMNtP1YaptOp8uj7LD9SZIkWt9cLof29nacddZZePDBB6HVamlKdjqdzqMbsZliiUSCxolEguvPyWQSzc3N2L17N7Zt2wav15unCaDRaDBv3jzU19fjnHPOgdls5qhIwHRWGanD2NgYt4/x8fGCMWuryV5vZDuFrm/2+nK5XLj99tvR0tKCO++8E6tXr6Zler2e0iP0en2eNSgA7gmU7VsNDQ10v4qicM5eop03S4ux2+00FrP1hoaGaNng4CB3HMlksmhMrneCeDzO0TPY+pRatxQ1aXBwkGvnoaEhrj+x8fDwcF7GIolFKpKqqnnUJJbGxNKPWEqRSFsS12XLxTJJkmis0Wjo8umnn44XXngBH3zwAV599VUsX74czc3NWLlyJSRJQm9vL3cu2bivr487jsHBwaLnFgC2b9/OCbywfQsAFi9ejLa2Nlx22WW48sorsXr1avrSRT46iFQONi5kbS3aV5NsVEJNqqiooLoaxahJiqLk2duS64a1qyYxGVfZZRKz9y9ZlmmcyWS4slQqRe9DqVQKkUgE9913HyoqKnDDDTdg1apVdN1EIkH7KUtFIjHph+wyidnzE4/HufFw/vz5dJK9vr6e/palpwH51KTh4WF63KOjoxy1ZHx8nLalaA/t8/m4e10gEKDnLxqNcuc9lUpxH61isRj3MYztWxaLBcuWLaN1Y6/pPXv2QJZljIyMYHJyEs3Nzejq6oLNZoPdbueoZKOjo/S8sxQrYPqln2Q3+/1+SoEDpiceWMpVPB6ncTKZ5I45kUjQ7SQSCY4iE4lEuL4WCoXo85Hf78ecOXOQSCRgt9uh0WjomOd2u7nxz+l0FrWvdjgc3LosNWlsbCyPtrRy5Up0dXXhkUcewYsvvoimpiacdNJJeRQnh8PBUZPYZyzxeVCj0eB73/se/vM//xNbtmzBd7/7XVrGUpVyuRx3/xJjlkLIXrPA9PVG4kwmw/VRWZZFOpQJZZRRRhkfU8zqiRgh20UL4GZJkh5UVfX3kiQ1Y+alRZIkraqqSrHtqKr6MICHAWDJkiWz3h72WIWqqrj//vsRi8Vwww03cPzzg4XL5UJPTw/0ej3OPPNMzJs377C6L5VAXv9h+5fVaj0i/Uuv1x9w+vPzzz+PhoYGnH766YesPieffDIefPBB7Nq1CyeffPJBby+ZTGL9+vXweDwwm83o7u7G/PnzYTQaqV5TMBhEb28vhoeHsXXrVnzyk5/kJp4OFJWVldDpdNyX5H1Fb28vfvCDH8BqteLRRx89kN1z4xjbt7q7u8tj18cMGo0GCxcuxBlnnIG33noLPT092LFjB95//310d3fDYDBg7ty53EvvQYBLd2D7Vm1trdrR0YG2tjb85je/wQMPPICOjg7cd999OPvssw/FvguCaC+xWT+zDRMTE7j33ntRXV2Ne+65Jy+L5HCCZCeyEwmzFFyjsH2rrq6u6LhlMpnQ3d2N7u5uvP/++/B6vZicnMScOXOOSboSyQjZjyTtg0Z9fT2++93v4qGHHsJ///d/I5vNHhSlFgDWrVuH9957D7/73e/wuc99Lk8j7ghjVr+nlFFGGWUcDGb7AKfFjFCXqqrvSpK0Bh/ZJCYBLJYkqRdALYCxwpso40jh5ZdfRk9PD66//nruC8vBYnh4GC+99BKMRiMuuugi7mvXUUDRCb8jCb1ef0CWr2NjY+jt7cUVV1xRiBZzwGhsbDxkk2PhcBgvvfQSUqkUvvSlL0FRFC7zSavV0gmXc889F++//z48Hg+2bNmCgYEBtLS0cF/Q9xeZTAbZbHa/JxJ7enpw4403wmw24/HHH0djY+OBWDmXJ1uOQ9hsNlx44YU466yz8Morr8Dv96Onpwe5XA6bN29GS0sLmpubIcsyzGYzamtrD+Rlr+ibbWVlJZqbm5HNZvGVr3wFb775JgwGA82O+fnPf85lIBxKdHd3cxTK2YRgMIgHHngARqMR//Ef/4HGxsYjOhETi8Vgs9mOBW2mg5o10ev1aGpqwrJly2C32zE+Pg5JkiBJElpaWma7Pg4FoVLtLYv2UMNqteLSSy/Fxo0b8fvf/x7r1q2jmd8HAkmScNttt+Gyyy7D3XffjYceeuiwn4NMJoPBwUFs3rwZbrcbDoeDTGwVdXsro4wyyjjWMWsnYiRJagXwRUmStgMIqKq6VVXV+5lV3gZgB/BlAFdKkvRpAMre9GJY3rzP5+O+uni93n3WiBG1HkppsrDx3nRfipWRmN2OqPtC4qmpqTyNj2KaH6JGjNvtpg/4hTj1LPea1YjZs2cPHn74YXR1dWHhwoVwOp2USiLa14o0E+IyAEy/hLPWjna7HX19faisrER3dzeniZBMJvN0YAgvW5ZlTpMlm83S3+ZyOS7bQVVVzspYtM0UHrxL2l+JugykfYndNIFGo6H102g0HOcf4DnlACinPJfLYWBgAOl0GrFYjNOIISKuBNFolOvPoVAI7777LnQ6HYOGSN0AACAASURBVObPn89x2Nn+PTU1VVRTiJSzy+Qr4KJFi/Dyyy9jz549MJlMeZaVPp+vqEU10QqJRqN0EubMM89ELpdDJBLh+oSoA6PVarFo0SJYrVZs3rwZP//5z3H66aejo6MDiUSCrptIJDhhzVgsxl0XkUiE0wHI5XL0vASDQdqWoraU1+vFnj178G//9m9oaWnBLbfcAqvVCo/Hw40h5LfsmMK28wyKpjmxukeirXIxXRMxLmUFXMhGlD1fbOzxeLixwOv10phdJscpamOw1uSEnpBOp+H3++lLmEajybNnZTUSWP2faDTK9YloNEr7jGDhnGdbzuo+iLovrCVrIbvWYpoxog5NMBik5y4UCnHaO5FIhNOIamhowMKFC3HSSSdhaGgI8XgcHo8H27dvRzabxY4dOwBMjxsWiwVmsxlGoxGKomBkZAR6vZ5qXwj2s0Xv99lsFmazGTqdDi0tLVi9ejX8fj8ymQyeffZZvP766/jNb36DNWvWcL9LJBIlNWJEnZxCduOdnZ149dVXqe7ZwdhXs/esQhpnbP8W1xXtq5PJJH72s58hHA7jpptuQiQSQSQS4TRhSB1IXOq6EHWwQqEQN66xltVEf4boSBHKC1BYI4a914kaMex4LWrEsNdGId0VVh9IdH4UdFiKOtuk02ma8ZROp7m6srEsy/D7/aiqqkJ3dzfGx8cxNDQEh8OBpqYmTjOGaKSxdSf3adHmWjwOMWbXlSSJbker1XJ22hqNhntu0Gg0efd3p9MJo9HIacARR04CRVG4+3s2m+U04Nh7FDF4IMvs+JdOp/PiT3/60/D5fHj22WdhtVoplSoej3PjKHvfC4VC3P09EAjQ8osvvhh/+tOf8OSTT2Lt2rWcZs/eNGLYa1PUgXG73ZBlGaqq4h//+Ae2bt2Kt99+mz4XWq1WzJkzh9Sj/HGijDLK+NhiVk7EzNCOVgJ4CcBqAJ+WJGmeqqr/y6w2DOAXAD4J4F9UVd0nizuj0Uh52RaLheOQm0wmLqXTaDTSmF0mMcn6MBgMHOdWjPV6PeX56nQ6jrvLWkvrdDqOPy1qvYh6MmIZicV97I9GTC6XozHLoQd43jww/TBDhHLvvfdeSJKEf/3Xf0VjYyOi0SitTygU4uoqxuFwuKBGzODgIHp7e9HU1IRzzz0XQ0NDHGc8EolwXOLh4WH64CHadkYiEfpFV9R9iUQinO1qMpmkL8ui9SWAkp+FtFot5d0HAgFah2AwyNUnEAhwFtlsO3s8Hq59pqamaJ91u91YuHAhdu3ahVgshpqaGqoL43Q6OWqO0+nkMkkcDge2b9+Ok08+mVJ9CFjNIbHfabVarv9IkkTjXC5Hl8877zz8/e9/RzgcxvLlywtqxIgx2Wc8HkdjYyOee+45KIqCT3/60zjppJMA5GsiiFomxLK6vb0dlZWV2Lp1K1577TVcdtllqK6upsc5Pj7OHbPD4eA0GpxOJxYsWEBflhYuXEjXd7vdtO6iXlQ4HMY999yD9vZ2PPHEE5ztu8lk4nQFjEYj5cazekIMin76ZnV8WJ2TQponrBYFa+3MWj4D09c4iTOZDFcmnr9UKkVj0W6c1cmIx+Nc/ym2biAQoHQE8uIogrRRd3c36uvrue2wOjClNGJYhzsSF7OWZpeB0rovqqpy1xdbLkkSV8bqwhBLcILe3l4u7uvro3F1dTVdzuVy2Lp1K8xmM7xeL0ZGRqDRaBAKhZBIJBCNRjmx9QIomkKXTqcRCoWQyWSgqiomJyeh0+lQXV2N8847D+Pj47jqqqvwxz/+EZ/97Ge53xazti5kZ000R4hGDACccMIJUBQFwWAQixYtQjab5bJv9se+WtSIKaYJQ8rJvSaTyXBjSjqdxtNPP43h4WFcd911WLt27UeNyFwHAD+usTovwHRfJ/2plEaWWJ5OpzFv3jy8/fbbaGtrg8ViofvY23g4NDREn1VGRka4e+b4+DhtO+LGRDA1NVVUMyYUCnGZqNFolKNLeTyeos+SFouFip6LOkYDAwP0uPr7+7lxw2q1QqvVYteuXRgfH0dNTQ1OOOEEGAwG2O32PKtrclxut5vrLx6Ph4v9fj+NRb24YDBItxMKhbh9+P1+7hnQ6/XS/jM1NYX6+nrs2bMHCxYs4ASKXS7XXjViSDw2Nsaty8Zi2fj4ONdeY2Nj6Orqwg033ID77rsPzz77LH70ox+hqqoKDoeDrivaZ2s0mjzNGHKcV1xxBbZv345HH30UF110ESRJov1JVVWufXK5HBez12Ymk+HKkskk3nnnHTzxxBMYGRmB2WzGueeei1NPPRWVlZWcPtWnPvUpTiOG1R86Vl1FyyijjDIIZuVEDIAMgFYArwIYAfBPAC6QJAnMZEzFzDrrVFU9KmIhZUxj06ZNGBwcxNe//nVRZO2A4fF48Nprr6Gqqgrnnnsul410lLFPE36HGwdiX+3xeBAMBg+bLeXSpUthMpnw4Ycf4p/+6Z/2+/fbtm1DJBLBN77xjbwshn2FzWbDddddh8cffxx///vfcdlll+33NsgXWnaSthii0Sj+/d//HdlsFg888ABqamq4r4b7AkVR2C/ls3VMPmQIBoN49NFH6VfitrY2nHHGGaiurkYwGMSCBQuQy+XQ29sLjUaDqakpvP3221BVlWoQsaLUxws0Gg0qKiroZGtTUxM3gdPf34+uri6k02n6ZX3OnDn0K/UDDzxQlC8hSRLq6+upo51Wq0VVVRWlLGk0Guj1enzpS1/Chg0bDqm+1OLFiwFMv6TPlvO6a9cuvPLKK7j66qs5Yd4jDVmWD5U+0OHGIecLS5KEtrY2NDY2oq+vD3a7HZs2bcK8efNEx6ajjmQyiS1btkCr1aKtre2I0tdEVFVV4eKLL8YzzzyDxx57jBPb3V9otVrcdtttuPbaa/Gzn/0M3/zmNw+6fu+//z7uvvtu2O12LFmyBN/+9rexbt06OrFHMiIZcBcAqz900kknlbNlyiijjGMas/WhP4HpiZZPY3oy5k1M1/VUSZI+wHSWzN8AXKGqaqzYRgpBURSamivaVQcCgTwaQTH6EUsrKGUPTcpJqqdoWcvShPaHmlSKflTIbpiNJycn6Y2OpSKRmDzkiHbVIjVpYmICsVgMv/3tb1FfX4+Ojg6aWs3SkbxeL0dNYqlIAE9Hikaj2LlzJ959913o9XosWLCAs3JlU3xZKhLA05EKpWSTF+RCtp2iIw9bP0EUt2RGTDabzUvfBfg0ZmD6AYdQlbRaLXccGo2Goy5oNBqauqyqKgYGBpBMJpFMJhEMBjlqEqu1IFKTtm/fDmD6Qc3j8eTR8IpRk1i7ahKzy+xD8dy5c9HT0wO73Z5HbREpK4T6AEy/nL/zzjtobGxELBbj+kQkEuHStUWKUSqV4tK3h4aGsGTJErz00kt47733qJNLKpXK2w5L5YrFYjAajdi2bRsMBgNyuRxNLw8EAnQ7ZDmbzeL//b//B6fTiZ/97Gew2Wzwer0cdSkQCHBZAsFgEA6HA5s2bcL27dsxOjqK4eFhNm276JicTqdpSrt4DlhMTU1x17RIlRNpHyQWKSAitczj8dB6stbjwPS5JGWFrMj7+vqQTqfx4Ycfoq+vDwaDAStXrkRNTQ03easoCr0Wm5qaYLPZMG/ePKxYsQL9/f1wOBwYGBhAa2srVqxYQY9TpKuxMUtTAnhra1I/AnESjaUiiOLN4rps7Pf7uTGXjQOBAHd9B4NBblwLhUKUehKJRLixgY0jkQgnchuNRjnaB5BHJyn5Rq/ValFRUYGOjg64XC5UV1dDlmXU1NQgk8mgtrYW8Xgcl112GTZs2IDVq1fnWVuz/S4ajXIxazHOUpMaGhogSRJ27NiB0047DT6fj+ujYj8sRU1i+7fY1wtRbQtZ6MqyjCeeeAKNjY04+eSTC9rrihbVxahJLB1TtGpnaaWkvch4FIvFMDw8DEVREA6HYbFYOGoS2ydY6g8wPQaSe0s2m+XuO4qi0H6cy+W4vr83qpJobS3ERTP50uk07c/JZJKrOxun02nOhpulXNXU1KCjowN+vx+Dg4PQaDSIRCKoqqqiFEaWtiQel0hjIrFYxlK3AORRmNm2VFUVExMTiMfjcDqd0Gq1mD9/PoLBIBRFoeckm81yVDJFUbjrX5Zlet9maUokJn2EpSmRMnbMy2QyNNZoNDjttNPw+uuv45lnnkF3dzf9bTwez6PkilQlEgcCAcyZMwef//zn8fTTT6O+vh5XXHEFgHxqknjfYa+biYkJTExM4JFHHsGWLVtQW1uLm2++GaeddhrcbjenpUZoS2WUUUYZxwNm5USMqqopSZJeBHAzpjMQ3pr5Nw9AA4BKAI2qqg4X30phsCmjJpOJs9RjaQNkXZZGwKZWija0bPov4dmzMUn11Gq1XBqoTqejsUgh2huNSaQfsWXsPsR9svaFqqpy6dqKohS19BTtbOPxOLZt2wafz4cvf/nLXMpxOBym1AB2mcQiNYlsNxgMor+/H9lsFhdddBE8Hg9tu1gsxrXr4OAg9xI3OjpK04xZm05gOj2YiK/G43HOVjWRSHAZN9lslr40sQ/gMyiZmkNeZshxERvWcDicR5VirbbZlGdiz03g8Xho205OTqKrqwsejwe7d++GxWKhX8hdLldJatKf//xnVFRU4NRTT+UssYF8+3O2b4mpywBorCgKV7Zy5Uo888wz9Et6KYoKa+dqt9sRi8Vw9tlnY8GCBdy6Yir+8PAwF7OW1cSCet68eXC73di1axcuueQS1NbWwuFwcNQSYgVOMDExga6uLni9XnR2dnLrWq1WWlebzYb29nbcfvvt2LZtG2699VZcfPHFdF2LxULHCrPZjPr6esTjcWzYsAG///3v8eGHHwKYfgFdsWIFzGYzotEo0RIoOtFnMpm4OrEUmmJUGwJyrhVF4c57NpulsSzLXFkmk+HiVCpF20CkWZQqSyaTyGQy2LBhA+LxOBYsWICLL74YZrMZfX19XB9hLauHhoa4MpPJhMsvvxzbtm3D66+/jldffRVnnXUW1qxZk2dFPjIyQutQiJok2lkXoyYB4PoIuwyAOx9suVarzROYJrHBYODKjEYjFw8ODtLreHBwMK+MxKXKCsW//e1vi77dZLNZeL1eTE1NIRaLIZ1OI5fLQZZlpFIpJJNJ6HQ6LF68GLIs4/LLL8dbb72F9vZ2ztqandzN5XJ51CQSs9Sk6upqzJkzBw6HA7W1tVAUhaPIKIrCUWj2lZqkKAo3rhaiKrHUJDKm/P73v0cgEMBdd92Frq4ujtoH8JRKYHpcIzFLRQKmrwuWmsSWiXE6nab9sre3F/PmzcPrr7+OqqoqWK3WohSeQtQkclx2u527Z46NjdGxyel0cs87ExMTXDt7PB56/yLaLQShUIgTM4/H40UzRc1mM0444QRad/aa6evro23Q29vLXZd9fX1cu/f19eFTn/oUfD4fenp64Pf7EYvF0NHRAZvNRtcdHR3lzrvT6eSez9xuN20TdhmYnkwgfWRycpLrL263m7vXuVwuSJIEh8MBo9GIM844g/Zvh8NB+5PT6eTOF2tXLcZi2djYGN2nWMbug8SkDRwOBy6++GI4nU5s2bIFCxcupGVifVwuV96zJNmnVqtFa2srbr75ZgwPD+PJJ5/EhRdeiAULFkBVVa5dFUXhnpFlWUZzczMURcFzzz2HJ598ErlcDjfccANOP/10eq4zmQx3DtLptJiNys8AllFGGWV8jDBrpfhVVe0H8EsA6wBcgGm3mh4A3aqqPnIgkzBlHFokEgk89dRTWLVq1SFLKR8bG4Pb7capp556UM43hxH7xwc6TCDZGaKAYimMjo5i6dKlh9X9gNAMyGTDvmJkZARGo/GgnB5ErF27FpIk4Y033tjn32SzWYyMjOyVe/7qq6/imWeewde+9rU8zQwW6XQav/zlL3HiiSfi5ptvRiQSwdKlS3HppZdi3bp1qKmpwZo1a7B48WLyoHxs2IPsB5xOJ/7whz/AZrPhG9/4BlavXs29oO8PtFotPvnJT+Kb3/wmWlpa8Morr+B3v/vdATmIHYcoer/X6XRIJBLUMSwSicDn89F2zWQyCAaDMBqN6OrqgiRJ+PrXv37IKCJdXV1cdsjRQigUwh//+EesXr36qFKSCCRJmnU0nCLYr8zkg0F9fT26urpw6qmnoqqqCgMDAxgYGMDWrVvhcrkKfTw5ZCDZtP39/ejv78euXbtQW1uLrq6uAx7TDhckScIVV1yBTCaDTZs2HdS2tFot7rzzTphMJtx22237TIsOBAL41re+hfXr12PlypV4+umncd111+2vNfm+P+SUUUYZZRxjmJUZMQSqqu6WJOm/AHwGwLcwbVG94WC2uXPnTsybNw8GgwHV1dVobGxEQ0MD5s+fj7a2Npx88smYP3/+scLLPqp44403EI/Hce211+ZRew4EPp8Po6OjmDdvXt6X51mEWXHNED71vk7EKIoCj8fDiU4eDrS0tKCyshK7d+/mvkruDV6vF+3t7YdUC6iiogJz587Fnj17cOmll+7Tb+x2OzKZTF5WBItoNIqf/OQnWLRoEb773e8W1ANQVRUvvfQSfvzjH8PpdOIzn/kMzWhxOp3IZrOQJAlGoxEmkwlVVVXkQf5j9dDp9XqxadMmtLS04Ctf+QoMBsMB6/+wqKysxBlnnIFMJoPnn38eL774IubOnTtbJ29nC4rqKWSzWWSzWej1elgsFvh8PsRiMWQyGTQ2NsJoNCKbzUJRFOj1ejQ2NlKxza9//esHXbHOzk5s2bLlqE86vP7665BlGRdccMFRrQeBxWLJc/yZpTjiWh11dXWoq6tDIpHA9u3bEYvFsHv3bgAfZfNUVlZSAer9/QChqirS6TQSiQQikQimpqYwNDSETCYDSZJgs9nQ3d2NpqYmzs1xNqGpqQlr1qzB5s2bEQgEDsqCvr6+HjfeeCN++tOf4te//jU+//nPF11XVVVs3LgRjz76KBKJBL7zne/g2muvPdCPQAdljV5GGWWUMZsxK14qS0FV1UFJkkYBWGbicOlflEZ9fT0uv/xyapuYSCTgcrmwefNm+lJrNBqxevVqrFixAp/5zGfQ2trK6cUA05MGrO00e4MpFLM6MKJ+C1lX1HIRNWJEHZhiWjOipsfk5GRRjRjRZYO1/BQ1YljbzkQigddeew3Lly+nPHT2q7TH46Gx3+/nJgwK2Xb29fXhnXfegU6nQ3NzM+VMp1Ipqp9QSBOGtYRm+fCsJgyQb0ktPtyKnOQSLwR71Ygh/HRJkmgdtFotx4PW6/XUKUan03Ecf51Ol6cRw2q/DAwMUB671+stal9NNE8AUN0Fk8mE0dFRzo6ZbIfViBH71r5qxBBaz4cffogTTzyxpEYM0UxIp9OIRCJob2+nGi7RaJSzcmWPK5lMcnE6nabryrLM6cDU1dVhdHQUmzZtol9PCURNHaLLAIA6TRCEQiFKZ3vwwQcRDAZxzz33IBQKIRgMcl9DnU4nbrnlFrz++uvo7OzEeeedR90+WltbkUqlqHOQVqtFOp2G1Wolqf4ltRZIv2DHmFLnR4xLWVuL9qNerzfPfpzEfr+fKwsEAvRLdDAYRF9fHzKZDF588UVIkoSTTjqJ1p3V/IlGo9z5isfjNE4kEtw4kUqlOE2EVCqFyspKnHnmmXjzzTfxy1/+EmeffTYaGxs52/J4PJ433rD7ZDUiWG0Jcpxse7AopBlDzgO7TGJyTbHLZB/svSUQCFBNiUAgwI0NbEz0htjjYDVixBhA0XunwWBAW1sbKioq0NbWBkmSIMsyKioqsHTpUkxOTiKRSKC5uZlqqdXV1eH222/HRRddRF+I2f4j2lmHw2HaZ1gra2D6OiUaTqqqltQq2leNGFETplAsasT85S9/wdy5c6HRaOhYMDk5macRI45rpNzn83HrsnpJoiZMOBzeq0aMRqOB3+9HU1NTUfvqVCqVpxHDWkKzkwSsdhqrFwOU1owR758FdNY4ZxsWmUyG1j0Wi3F6SPF4nMbJZJI7LlFPhrW6ZnVwAKC2thbNzc1IJpMIBAJIpVLcteFwOKDX66HVaul9mWjLkGPO5XLIZrM0q0a8l+j1elitVtTX16OyshKqqnLri/o2JM5kMtxxybLMtYEsy7R9stksZ20tyzLtE4qi5OnHsPVjNWNkWabL7e3t2LRpE/7whz/gnHPOQTKZ5PpdLBbjxp9wOMxpxLDPjm1tbTj33HPx+OOP47333sNNN91E6VtEX9DlcuFXv/oVduzYgUWLFuHb3/42dDoddy5dLhd9FmCXyXaE57GifauMMsoo41jHrJ+IAQBVVWWUeIjcH7S2tuKOO+4AMH2TIRzobDaLDz74AA6HA1u3bsXGjRuxefNmPPTQQ1i+fDkuueQSXHPNNfTlVavVUs0PjUbD8dS1Wi3HldVqtZRLq9FoOP4raxVYSj9GjMV12VgsK6TxQW6erF01aQcSp9Np7nesRsz//M//IJ1O49prr0VnZyei0SjH596bRgy7bjQaRTAYRCQSweLFi7l1iTAngDz7atGac3R0lJ4Tp9NJzy0w/fBMOO1er5fTiAmHw3kaMSW+3JS8ZjQaDX0pj8VilFefSCS4+sRiMdpnwuEw11+CwSDHBff5fLRNpqam0NXVhbq6Orz66qvQaDQ0e0jUPHG5XJSPTx6oV61ahfnz53N2zABvf87arZNjYvsI8FH/YTWFgOkHwE984hPYsWMHqqurOc0a1uIYmH4I7+zspA+Xy5cv5+ys91UjZnR0lOPjs/1HVVV88MEHiMViaG9vz9OEYWO3240tW7agsbERS5cu5fQKvF4vOjo68M477+DNN9/E9ddfj7POOgvAtGYMOX8ulwu33HIL7HY7TjrpJJx00kno7+/HxMQEnYzr7+9HLBaDLMv0ZZVMkpUCqyWi0Who/dhlAjGjh8S5XC7P6pqUZbNZ7neyLHNxJpOh/UnMGkqn0zQmejFPPfUUotEozjjjDCxfvpyu29vby51bUe+CnMuhoaE8LSDxvHd2dqKzsxMGgwFbtmzByy+/jKuuugoWi4X2g9HRUe6YWf0YIN/OWtR9YfVjimnCALxltVar5dbV6XT0WtDr9dzvTCYTF9vtdhqPjIxw26msrKT1sdvtqK2txcTEBAKBADweDwKBAKLRKFKpFILBIHQ6HTvh8dHsTwEEg0EEAgG0trYiGo0iHo/Tl/6+vj7odDrIskzH63A4jGg0ijvuuAMPP/wwVFXlxlFVVbk+zWrE5HI5zv542bJlAKbvyQsXLuQ0YgrZWe+rfXUpjRjWslqWZSrOfcMNN6CxsZH2UdHGvZAGEtv3i2nEpFIp7lyK6xLrY+AjjZjx8XGMjIxwGlX9/f1cfQYGBvLGR3JcdrudO+aRkRHaPg6Hg7vviJoxbreb3k89Hg93Dnw+n2j7XDQjxmw2U/vq/v5+7p6wZ88e2ia9vb1ce4iaMaRNyDGLbUBioi1FKHZ2ux06nQ7xeByZTAaxWIxmd7GZMmQywmKxoLKyErlcDs3NzbBaraiqqqL3AIKxsTFOm4ytDxmbxGUSs+eLtaUeHx/nzpfD4aBlhTRh2NjpdHI6MOx98IMPPsDOnTtx1VVXIRKJcPVxuVzccU1MTNB9EhcoAkmScOedd2LVqlV48MEH8Z3vfAdXX3012tvb8f7771NdNqPRiOuvvx5f/epXodFo8nR7UqkUjVOpFLcP8bkTQFm5t4wyyvjY4piYiDkS0Ol0mD9/PlavXo1LL70UP/nJT7Bt2zb09PTg2WefxV133UWtAIlq/PEKWZbxl7/8BcuWLeNu9geKdDqNbdu2obOzkxO0naUo+TJzpEBeYvY1bZ1k4+yLJfPBghUW3hftIJLFxE6qHSoYDAbMmTOH6uPsDf39/UXXy2azuOeee9DW1oYbb7wxr3xoaAhf+MIXEI1G8YlPfAJtbW30gV+r1UJRFPqwr9Pp6BdV8vVxpu9/LB463W43ent7cfbZZx8RulBFRQWuu+46PPHEE3jqqadw/vnnH/Z9HkkQF5ZNmzZhw4YNGBkZgdPpzKMmajQaWK1WmEwmusx87S4606fVapHJZBCJROD1elFVVYVgMAhJkuB2uzE5OQmz2YylS5fCYrEgFArBZrNh8eLFeOKJJ/D9738/bzJwf0Be/MbGxrgX9SOJ9957D8C0ttT+WtAfLlRWViKZTB4LLjKzTqRJp9OhtraWMwMApvsYmcAYHx/nJjPYWJzoOJbxiU98Ar29vdiyZQud9DxQaLVarFu3DkuWLMGf/vQn/O53vwMwPeG2cOFCrFu3Dtdccw0SiQSXTXMQOHyiP2WUUUYZRxnliZgikCQJHR0dWLVqFb72ta9hw4YNWL9+PW699VY89dRTuPXWW4+FSYPDgi1btiAcDmPdunWHZHt2ux2KouCUU07Js18tozAMBgOMRuM+a/OQtHLW+eJwgTy8slSsUgiFQtDpdHvNCDlQNDY2Ys+ePXtdj7yEFnsRfP7552G32/HTn/40r659fX1Yt24dNBoNzjnnHPh8PgSDQdhsNmg0GmSzWZox0NbWBlmWaXZdPB6HRqMhD61K/p6PPWzfvp0K67I0u8MJq9WKL37xi3jkkUcobfJI9PfDhXQ6jR07duD5559HT08PtQuurKxEV1cX5s6diyVLlqCtrQ319fWIRCJYvnw5ndgTM3/OO++8om/zGo0GWq2WUgUJjUNRFBgMBphMJlRWVsJkMsHpdEKj0SCXy2H58uUYHR3FPffcg/Xr1x/wsTY1NdFJn6OFvr4+tLa2ora2dtZMxJAMFdZGepZi1s8UHc+oqanB/Pnz8d577x30RAxBbW0t7rnnHlxzzTXQ6/UwGAx5blCHCOX3lDLKKONji+NugFMUhXKbw+FwUW4sMJ2qTeJFixbhsccew4svvoh7770X//Iv/4IbbrgB62A+HwAAIABJREFUV155Jbxeb0mNGFFTg4WoESNquxSLRT0ZUSOmWBnZDuHuE14vwcTEBOW4F9OIee6556gQHqGVTE1NcV9nWceNYDDIaTtEIhHKUU4kEnA4HGhubobH40EymeRe3FKpFOUWs9x3YDpDgeisAB8J0gLTqe+svoPIad+bRgyrbSCgpCgh278kSaITIDqdjnu4NxgMtC/odDruuAwGA8cp12q1VMtEkiTadgaDAeFwmPLEM5kMxyGPx+OUb+5wOGA2m+l+RI0Yn89HrwWv18tdF4V0jUj7sJoMJK6pqYFer4fdbuc0WLxeL9dHAoEAPacmkymPt05+m0gkuO2I2i6ZTIbGiqJw21EUBdlsFolEgtPTAaZfdFk+/q5duwBMZ1d4PB6OOhEIBLB+/XosXrwYixcv5vqWw+HA97//fWi1Wpx33nk48cQT8eGHH0JRFCxatAh6vR6VlZWU4kDaq7m5GbIsw2KxQFEU8hBbNONqYmICP/nJT1BbWwuDwUCvm0AgsFeNKhKX0ojxer1cGdEVIvD7/TQupBFD4kAggA8++ACtra0YHx/n+iiQr//DnpNEIkFjUcuA1QICps870X5Jp9N0+dRTT8Wrr76Khx56CBdccAGy2SynEROLxfI0YwhYvRhyLKzuC4tCMblOxHuCqBEj6o2xlJ6dO3fiqaeewo4dO5DJZGC1WnHCCSdg4cKFqKiowIoVK+ikBZvCn8lkuMnPQCDAUTBLQZIkShWoqamBLMtobW2FxWJBa2srkskkmpub0dXVhUgkQjO6li1bht7eXjz77LP44Q9/yE38xGIxrv9EIhEaixox0WgUdXV1GBkZyet3h1IjRtR6IeVutxs7d+7EokWLYLfbuTJRE8bj8XDbKaURw2onhUIh7jqIRCLceF1II4ZoZ/j9/qIaMel0mnvpTafTnD4Je2+RZZneM1m9GKCwZgwZ5wrpxwh6SkXdDdhxNhqNcmNuNBrdJ/0YgNeMKaQfU+yY0+k0pyfD6suI67JxobJSOjBsfdhY1IgpFWcyGe6Ys9ksbR9FUbj7nqgZoygK7V/imCfLMtrb2/HGG29gYGCAG3/i8Tg3/pDrG5juv+wzMTuukb5js9kAIG8SlX2WFHVg2GfLQs+ZgvNVOSOmjDLK+NjiuJuI0el0NFWevCCxZRUVFTTWarX0i6pGo0F1dTW+8pWv4MILL8RNN92EX/ziF/jggw9w9913c5QPSZI4rjUAysWWJInjZQOgD8CsXgyJWe4sG4u6LyyXV/ydJElcnMvl6H5EjY9MJkPjVCrF7SORSMBoNKKvrw9f/OIX0dDQQLnGIu84FApxGjFsWSQSoZzkjRs3AgBOO+002Gw29Pb2cl9VBgcHaV3tdjvXzmNjYxydZXx8nLa7y+XiOO2Tk5P0XPp8Pu4lm9iyssdJHkQymQw3CZHNZkvaekiSRH9LRFjJdtiv8+l0mvbDWCzG9YlwOMydk0AgQNvS4/FQTn1tbS2SySTVk3C73XkaKGRdSZJQWVlJt2MymTheuMFgoJkser0+T2OI7ZeqqtLzoCgKV5ZOp9HW1ob29nbE43GuPrFYjNtnLBZDZ2cnXnrpJdhsNu4lTtSIYX/HaiAAfDr5xMQEtx2Xy4V58+bhww8/5HQ6CrXXP/7xD2g0Gqxdu5bWjWDXrl2YmJjAD37wA8ydO5f2O1VV8YMf/ACTk5NYs2YNtFotRkdHadaAVquF2+2mL8S5XA5utxsajQaBQAA+n49mysw82BbN5c5kMhgeHsb7779PXzZ1Oh0WLVqE8847D2vWrEFFRQU0Gg1HGZQkibaJqqp5GjqkTNSPETViZFkuqhHD6l8MDw8jnU7j1FNPxYIFC5BKpfK0HkppxLD6FqJGjHjeyW9HR0fpckdHB5LJJN5++21s27YNp5xySp5GDFt3ViPGbrdzOh7Dw8NcXEwTBgCn18QuA7wuDKv1A0yn9Hd1dSEQCOD+++9HT08PLBYLzj33XCxZsgTnn38+HVMcDgc9f5WVlVwfraqq4tqyqqqKay+U6FuyLCOVSkGn0yEcDmN4eBjJZBI1NTVIp9OIxWJIp9Pw+/0IBAJwuVwwmUxobm5Gd3c3tm/fjhdeeAG33XYb3WYul+PGVVYjRlEUbgzOZrOYM2cOfD4fGhoaSmrEKIpCs1EPRiNGlmXaPlNTUwiHw1i9ejU6OzuRyWRo2xLNI4J0Os31JzYupRGTTqe5viReX6xGTF9fH91mT08PUqkU7TP9/f15OmrseWe1lYaHh7mxnNWMEXU7RM2YiYkJGrvdbu6ZZmpqimv3qampoumMokYM2/f7+vo4jRi2fVj9GFJeqH3IdknZwMAA1z5DQ0NcPDw8TH87PDycV0Ziu93OlY2MjHCx3W6nfURcd3h4uODYRLZTTCNmbGyMO19Op5OWsctAvrYLqxHjcrm4vuV0OnHOOefgzTffhNvtxuc+9zmujK27y+Wi9RP1BtlnSVVV864vNmafJUXdl3Q6TY+FXSa/EyhhcZRRRhllfExxSAicxxuamppw//3346677sJbb72FH//4x0fddvNIYfPmzQCAM88886C3FY/H0dvbi5aWFvpV5RjArHkosNls+0xNSiaTh436Uwitra15DjTFEI/HuRe2Qw3ywse6ehWC2+1Ga2sr54BE8Nprr6Gurg7nnHMO9/f/+7//wxtvvIHOzk5UV1fDaDRCq9WioaEB7e3tqKqqgs1mo2WSJEGr1cJiscBoNEKWZej1ekqLAlCZt/MZzJs3D08++SReeOEF3H777bj99ttx8cUXw+1247777sMXvvAF/PznPy9op30kQc47O0lwpNHS0oKzzz4bvb293Bfm2YodO3bgW9/6Fnbu3Il//ud/xh/+8Ad8//vfx9KlS7mv1weJovd7SZJQUVGB5uZmmM1mxONxxONxRCIRGI1GtLe3Q6fTIRKJUFqdyWSCyWRCNpvFySefjBdffPGgKtfQ0MBlmh1JkEwiYeJqVqClpQWhUKhUluZswAH5Epdx5FBVVYW2tjYuc+cYQdk1qYwyyvjY4rjLiMnlcpSWEolEuLTLUCjEpZOHQiGaDVEoZf2zn/0sPB4PfvGLX+COO+7A9773PQD52hhszNI6SEwgUpFKUYxEuohIWxIpTSxKUZPYtNBCKaOvvfYa2traEI/HOToSa1dN2oekoorUBGJHPDAwgFwuh4aGBs6uWky7Jum/heyq2XRYkZokplITmpCqqojFYlybiKKXbGqsMMlWcvIyl8vRyRFJkqiuA/nSTGA0GmkauMFg4ChWBoOBe1jS6/U0nVuj0VB6RiaTQSKRQH9/PyRJQiaTyaN5kAkOsm/StqFQiJv8YOkRom262H9EapJIDZBlGSaTCYFAAENDQ7QvFrKvTqfTiMfjHM0NmJ6cIX0imUxy6eypVIqjr8myTMtVVeW2k8vlqGOUaB/LUpqA6S+DHR0dGBsbQzQapRM48Xgc7777Li655BLq7mWxWBCNRnH77bdj4cKFuOCCC1BVVQW9Xg+bzYZEIgGr1Yo5c+bAaDTS89/V1UVFJGtqaig9zGQyIZFI4N133y06i8KmuxP3tba2NqxYsQLpdBrvvvsuNm7ciLfeegsXXXQR1q5dS52aWGoSi1L21aWoSSwVibQtucb9fj/MZjPtayzlAuDtyNnzDPA0NJGClk6nue3IssxdC+wYk8lkUFtbi9raWmzZsgVtbW10IlK0s2YttMPhMDd2stQkv9+fRzdi4ff76ZjM0pRIXIz69/bbb+P5559HQ0MDbrrpJuh0OgSDQQSDQXi93rzrlByHz+fjJg1Ju7PrChOcRekjZILQ6/WitrYW9fX1NHtz2bJlCIfDmJychFarhdVqpf3cbDZTCsvQ0BCcTifNlIjH49y9jqUmBYPBPGpbRUUFduzYwdmkA4fPvpr9LemrxCKeLZuamuLuB6WoSeJ1EQwGaR8V7arD4XBJahLp+3q9HplMBjt37oTVas2j74q2zyydl71/Avw9VKT2FqIqlbK6Fuzbi1Iq2es4FApxYznJvhKXSXuwx8lSl0TaUiKRoG2QSCS4+6dIY2KfMQqVkZhdFn8nlqfT6bznlmJle6MxsWXZbJYep6IoXHvkcrk8qhLpX4qi5FGT+vr6UFtbi927d2PPnj30Hl+KmsTS8wF+XBOfZUWaMktNEulGpahJol08ypN8ZZRRxscYx91EDEs3Ig+VBMRlgoB8JSRglwGguroat9xyC6ampvDkk0+iq6sLX/3qVwGAcwpRVZWm9aqqmkdNYq2t2dROlrcvlpeiMYm/A8DFLDWpkKUnS00SU2FHR0dx9dVX51lWRyIRLr2VjUXaUiwWQ0tLCzZu3Ih58+ahoqKC7mdgYICrj91upymtIjWJaGSwMXkJcLlcnJiy2+2m6e5er5c7l4FAgDvvkUiEvuwkEglOSyUWi5X8OiNJEn1ZUxSFvggpisJl/WSzWVqfVCrFpX1HIhHufAWDQZqC7PV6acqxz+ejdr8mk4mjIpFjJuuSvk3OyeTkJJf+S9yFgOlJI5HaVoyaxFIByLG0tbVh4cKFeOWVV9DY2Eivt2g0yqVSRyIRzJ07F9lsFlarlas7a3Xd29vL1VWkrDgcDtq/3G43l7JOLFhfeeUV6PV6jpo0OTlJ40wmg2AwiAsvvBALFiyAz+ej+3/hhRcgyzK+8IUvoLW1FRUVFWhoaMD9998Pn8+H008/nT48GwwGWCwW+mIfDAaRTqdRUVGBiYkJGAwG+lBKnIUURUF1dTXZ30czVQKMRiNtI61WS49ZkiR0dnbi7LPPxjXXXIP/+q//wrPPPov3338fd9xxB1pbW+l5F6lJuVyOxoqicG2XzWbzYtKfStlXb9iwAU1NTZSCsGvXLm6fe/bsoXXv7+8vSk0aGRnh0tlZtxMg3+GE3cfY2BgWLFgAm82GRx99FL29vbj88ssBFLazJnUX7aKHh4eLWluL1CStVsvZV4vUJNLX2PP4t7/9Dc8++yyWLl2KO++8E5WVlXC5XLR+VquVGzttNhs95oqKCq59bDYbd51arVbRiayooGomk6E277FYDMlkEhUVFfTFndA1A4EAgsEgJicn6YQjq2Xy+uuv45prrqH1Y8fOqqoqOq6Sa55AURQ0NzcjFAqhrq4ONTU1tGx/7KvJdsh6+2pfTSZPVq1aBZPJBFmWi1KTRKqdSD8SrwuWzleKmiRSb8hyQ0MDdu3aBZ1Oh66urjxq0uDgINdHBgcH6TU1NDTE3cPZa2p0dJRrj7GxMa69nE4nHdudTifXl9xut3jvLfqBwmw2U/v6vr6+PGoSiVmaEmkPMSbrirSl/v5+GovbYctI+7A0JvYcDA4O0nM7NDRUtEyMxXMwPDycZ6dNIFIsWTrS+Ph4HjWJxCxliMTsdgkNF5ie3GDr7nK50NXVhVgshh07dkCr1dLyQtQksl2dTsftk6XEq6rK1TWXy3ExS/1jrzVg+poh202lUtxxsLTAGRx37ylllFHG8YMyNekgIUkSbrnlFnzmM5/BnXfeecQcQo4GiPPMKaecctDbstvtyGQyOOGEEw56W8cryIvMvjhqZDIZ7qvX4QZ5ORK+muYhk8lAVdVDSb/IA3kZLGUBS77usQ+EBBs3bkRLSwtOPPFE+jePx4PHHnsM8+fPR2trK9LpNH0ZtVqtqK6uhs1mo8dH6EixWAwulwt2ux2BQADhcJja085klB2UPfqcOXPwne98Bz/+8Y8RDodx6623HnGqUjwe516kjyaampqwdOlSbNu2LS+z62hjaGgIDzzwAJYtW4Z7772X0ys7TCjK/8vlcqipqYHFYkFbWxuqqqqgqiqX+dja2oo5c+ZAlmVks1lEo1Fqz24ymdDS0oLXXnvtgCtXW1uLdDq9z3TLQ4lQKERtv2cbqqqqYDQaueyVWYiiE8hlzB6w+jfHEMrvKWWUUcbHFuUB7hBAq9XirrvugsFgwP3333+0q3PYMDo6isrKSu6rx4FibGwMVqs1LzvoGMCsuWYIDYHQn0pBURQuxfhwg7yI720SgKQgH866kW2zlAERhGYi9sdcLoft27dj5cqVHC1lw4YNyOVyWLp0KVRVRSaToZMxBoMBDQ0NqKqqQlVVFRRFoenfiUSCZhxoNBqYTCZYrVZIkkReQA/6TVCSJJxyyim48847EQ6HsX79eo4Sdrghy3JBnZ2jhaVLl0Kv12PLli1HuyocHnvsMdhsNnzta187UhMARd1HWGt1i8UCrVZLs1+A6a/WmUwGbrcber0eZrMZra2taG1tRXNzMyoqKqDVarF9+/YDrhzJUtyX8exQI5VKcRk6swmSJKGmpgZut3s268TMmvtiGcVRWVkJo9E46yal94LyJF8ZZZTxscVxl/LHanhEo1Hu5SoSieTFBMFgkHsICgQCNPb5fKitrcWVV16Jxx9/HOeffz5WrVpF12V1GPamEcOiVFyojNS9lCaMGJey+HS73VwWwdDQENra2igvmdWI8fl83MteMBjkNGJELjyhFRF3DsKDFq04WYtI1noT2LtGDKvhkMvl6EuFqqp5WSTiwz+rdyO8xJbkK+dyObq+RqOh7aPT6ThdGqPRSDVsjEYjdxxGo5Hj9bMaMTqdjrYl+f3g4CAymUyefTWrrUImCViNGJY24Pf7i2rE7M3+XLSElWWZtu/Q0BClJhXSiCHinKWst1OpFKcHkE6ni1p8ihoxqqpy2gGsRgOrLUPs1QlHPxaLwWazUfvljo4O2p+i0Sj+93//F4sXL8a8efOwdOlS1NTUIBqNUpvfaDRKaSRarRbRaBQVFRVoa2tDNpuFwWCg6fqpVArJZHKvEzGZTIZeG6JdvagtBUxnAl177bV4+OGHcffdd+Oaa64pOP4QXr9oX+31evM0Y1iLalEjhmg+5XI5zqI+Go1yWgbsuSXUFgJW/4LodbDHz66bzWbpdlm9GDEmtuEffPAB5s+fj1wul2eVzup4sFozrDZYMBjkrgNRWDYQCBTViAkEAjTry+fzYWRkBFu3bsVll12GaDTKjXk+n49em16vl7tOWc2YQvoxZF0ygfjyyy9TjSSUmIjR6/U44YQTMDExQSlJjY2NMJlMmDdvHvx+P4LBIGpra2G1WlFRUQFFUVBbW0u1kYxGI7Zs2QK/3w+bzYZYLMZNyIn21Wz/YfV1nE4nR+0tpBFDtlNII4a1pN5XjZhQKASdTkf7G6tTUUoThrQ72Y7f7+fKWF0qUSOmkH016c+idpLFYsHk5CR2797N6YYA4O6fQGmNGNaSuZDmWrH7K6sXQ2LhOaPoLLfD4cCNN95IxaCdTidaW1uh1WoRCoVK6sewbRCJRGgs6sewcTwe58pKxYlEIk9rhsSJRIL7nRizY1Whc8A+04hW2+IzDimXZTlPI4bEiqJw+1AUhWuvXC5H+5M4xsmyTMe1iooK2O12Wi72tUgkQp8FgsEgl63q9Xr3WSOGvd5KWVSLmjDiNQ3g+HDCKKOMMo5LHHcTMawujCRJ3IOiJEnUZpaAxKqqcroiqqrSVHJVVVFdXY2bbroJzzzzDP785z/j/PPP59YleiW5XI7jtKuqynGtBU5/Uc0YUbdDjEVNj2IaMbIs51l6FtKIicVi8Pv9OO+88ygvmrX4jUajRTViRCtgh8MBRVGwdOlSdHR0YPfu3ZQvzGpEAPl2m6U0YpxOJ81oKKQRQ3QGpqamOCtpIhRJEAwGaR+JxWJcn/D5fMX5LTMgDyPkKzMw/dDEbieXy9H+k8lkuBePeDzOnS/WCtzn81G+ezAYxBtvvIHq6mp0d3fn2TGzGjGEGlNKI4a0s06ny+tbbLvncjna7rIs52nEtLa2Ug0HYs0LTPcRdp/hcJi2idVq5TjtrNV1X19fSRtjIrJLjpnl8U9NTdHtGo1GLFq0iCsj7dXT0wONRoOVK1dSLYy5c+fi3XffBQCcfvrptG8Fg0Fs374dS5Yswa5du2AymaDX6+Hz+ejkhcfj4fQwMpkMFQqXJAkulwsajQZut5u+7M/015IaMeTYNBoNPWZJkjhKFRsvWLAAbrcbf/nLX7By5UqsWLGCu04VRSmqEVPIvnpvGjFkkru5uZmed1FTY8+ePXSffX19RfUtRC0gUSPG4XBwGjHiGEP2OT4+jnPPPRe//vWvEQgE0N7ezmlGsLowon213W6nfUS0shY1Ytjf6nQ6rmxsbIyWGQwGPPTQQ6itrcWXv/xl+P1+ri3NZjNtH7PZzJ1bi8VC+77FYuGuPZPJhHg8jnvuuQc9PT2cOPgMitqG2Ww2dHR0IB6Pw+/3I5VKoaqqigq4EnckMinpcrkwNjaGeDyOVCqFSCQCs9kMVVUxMDCANWvWwGazcZNIiqLQ+202m+XGQ0VR6PVlNBq58bCUfXU2m82zrz4QjRhyDyftzupUZDIZ7popFLM6MOI1RMrYZYC3qwZ4XRjRnjkYDMJut8NoNNLJMYKBgYG8a4jVJxH1tYppMImaMePj47T9XC4X15Yul4vreyMjI0VflisrK3HqqafC6XSit7cXAwMDMJvNuOiii9DS0sJpxLDXzJ49e7iY1YgR1y1VJmrEsLFYxmrGsJbYJGbPycDAAI1Fy2z2HAwPDxc9B8B0u5N4fHycK3M4HJxGDFs2MTHBnfeJiQlaH1EvjmjEANP3GY/HQ2On08kdl8vlotvV6/V5GjHsNcPWJ5fLcTGrEZNOp7ntkMlxssy2nSzLXIzyREwZZZTxMcZxNxFzOFFbW4vLL78cTz/9NLWl/biAfDkrpKGxvyCZRuyD3DGEvU7EHCmQr+F7s2UGph+S2KyJ/UUqlUIikeBeiEqBdRwqBfLli80eONQg2y5lMR8Oh2Gz2fK0aoaHh2E2m7kHzG3btgGYfnnN5XJIpVLYuXMnEokEzQiJRqMIh8PUIclgMECn00FRFEQiEYTDYbS0tECv16OpqQnNzc2orKzEW2+9dch5GRdeeCEcDgeee+45LFu27FBvnsORoJodCJqamtDa2krFrY8mkskkduzYgauvvvqQUpJ2796NW265BQBwwQUXoLu7G2vXrkVrayskScKSJUuK/laj0WD37t0IBAIwm81IJBLQaDTI5XLQ6XRIpVIIhUKYP38+4vE4l/WXy+VQV1dHv46Pjo5izZo1+11/MkmzL+PZoYYsy3kfYWYTKioqoNFoEAgEuEmqWYSinKnq6mpccsklAKaFu7PZLN5++20888wzOOWUU9DV1XVQ96Yy9g+VlZUYGBiAqqrHSrvP3guzjDLKKOMgcdxNxIjUJBainkU4HOZSqUVqEiljbV6XLVuGVCqFzZs3Y+nSpQD4VOpC1ADWCrgYbYmUF1rel7JS1CQxnZSkkLLLu3fvBsDby7JUE7/fX5SaJKZgh8NhGAwGmjLN2kKKabz7S00qZbdJqASslTWJxXPPTiAQu/MZ7PXJhbSnVqulL6Y6nY4ToTQajZQyYDKZOFthk8nEpZMbjUaaAq3T6WhKMWszPjAwkEfPSKVSNHWZiMHuCzWJpB//9a9/RU9PD4aGhqhd+pNPPolUKsVZxLJpxW63m553vV6PqakpWgePx8PZhAcCAfrSlUwm82yMWWqSaA3KxqKtJ7sdSZLodpLJZFFqksfjgV6vp30vHo/DarVidHQU9fX18Hq9dHJp586dMBgMWLFiBf06TcYH8lWQtG9XVxelN5FMora2NmptHQgEoNVqUV9fTyZ7is4WidQk1q6ehXi9ezwerFq1Ch9++CG2bt3KPXyXsq8+EGoSuVaIoxfAW/GStmWtydlzJ6b0s6n4mUyGWzebzdLzpygKt49C1tYVFRUYGhpCIBDg6EfxeJzG0WiU6yOhUIi2VyFqkmh1TcrZZbIumZzavn07VFVFXV0dRkdHEQgEuEl79lr0+/151ymJ2fXee+89/PCHP0RdXR1+9atfYc6cOdSKmpnYKDp2kYkInU4Hg8EAo9EIrVYLk8mEtrY26vjV0tICp9MJnU6H5uZmdHZ2wu12w2KxoKGhAW+99RYmJiaQyWQQj8e5/hONRotSk4iVPTDdd1ja1/7aVx8INSmZTMJsNhekJu3Nvtrv93PXBVsWDAY5a/QDsa8GpsdDk8kEl8sFk8mUR+cTaTFkfBQtmFlaDHtvBUpTlUrRlshuUQSs7XwkEkFdXR3OOeccqKqKd955B9lsFmvWrEEwGOTaIxQKFY3FtmOfMUQqJEtpEstjsRjXlmzMUiiBA6cmlToHAD+uy7LMlWWzWRorisLd91RVLWpnTTLT2O2QmHws2LlzJ82i21dqEku5FJ8zRQ0j9norRT9ir2cg/z5URhlllPFxxnE3EaPRaOiXrx07duDkk0+mZaqq0rKXX34ZHo8HgUAAV199NWprazn74VwuR+ksxH4WAM4880wA0+mna9eupeuy1CTWqpileQD51CQxa6QY/ahUGUtFEmORmlTMvpqIMJ5wwgmU1sNSjkT6EUtVisfjXNlbb72Furo6+rfe3l66n6GhIS5dmqUmifaaIjXJ5XLR2Ol0cu3sdrvpl8TJyUnO1cXn83GOJSxVKRKJcOc9kUjs86f+XC5HX75UVc37+k32KcsyV9d4PM6dk3A4TNuKpSapqoq//vWvqKqqwsKFCzExMVGUmkQENsl2JicnuSwPkZpUVVWF+++/H83Nzeju7sbpp5+OZ555BlNTU1i8eHFRalIymaTnyGg0wmKx0PpGIpE8ahJpH4vFkkdNIuuK1KTR0VEuM8vpdNLjmpqa4lKy2dhkMnH21Wx6tlarhc1mo302EAigra0N4XAYc+fORUtLCz1HLpcL3d3dkGWZTgrF43FUVFQgGo2iv78f6XQa1dXV8Pv9GBsbg8/ng6qqtE0ikQh27dqFcDgMs9mMSCTCTQ4UgsFg4Cyr2TZhl0X3J1VVceKJJ+LJJ5/E2NgYrrzySlrGUpOy2SyXEi6/Cbd1AAAgAElEQVTaV8uyTGORmkQoGWSCk7WvTqfT3HZ2795Nj6Ovr4+rK0ulECloDoeDW5elI4kWrA6Hg9ZvfHwcXV1dSKfT6O/vz6OIjI6O0rqOjIzk0Y1IzC4D0/cSNmZ/y1piA9PXFIk3btwIAFi7di0Vz2THR6PRSI/TZDJx46HRaOSur+bmZvztb3/DLbfcgvb2dvzxj3+kFB+dTsfRM1FCUDWbzVLKaCKRQCqVglarhUajQTAYRCKRQDAYxLZt2xAIBGA0GqHX6zE+Po5oNIq2tjb4/X6YTCaqVWO1WrlJpIqKCpr1IlI1FUWhky9ms7kkNSmbzR5yapJWq0VlZSXtp6x9tWinK/Znlo4kXhcsna8Q1Y/th6WoSf39/aivr0cikYDVas2jwRSjxYgZYKWoSayNMjB93ZD2YmlKwPTkPxsPDg5+dKIFiJRQMgYvXrwYv/nNb9DT04PKykosW7aMG59VVT1s1KRi67LnYH+oSaKl+MDAAL2G94eaJJ4D1rJatKsuRE0i9S1ETSLHSSZzmpqa0NjYCKfTmWd1TY6Lpf0C09dJsftOIWoSKWeXgdLUv2w2y9WnjDLKKOPjjONS6V6WZfztb3/D9ddfX7A8kUjgiSeewKWXXoqLLroIjzzyyD5vu7W1FU1NTQflHjEbQb7wHgqL1WQyeSSsWg8XigpeHmlIkgStVlvSlvlAQR7WfvSjH+GOO+7Aj370I2g0Gipquy8wGAxcBkwhkC9ohzNFmmy7lONIIpEo6PTj8Xi4Fz1gum1IH5YkCdlsFmazGRqNhmY9keNOp9NUuLeqqgpmsxnZbJamhTc0NKC1tRWyLBOtmMNin2OxWPDJT34SO3fuPBybp5jFri70pZIV8T4acDqdlIp2sIhGo/je976HxYsXY/369XtzoSt5MYZCIYyMjCCbzcJoNCKdTtNls9kMrVYLrVYLvV6Pzs5ONDU1wWazoa2tDblcjrqFsdl9+wPyFf5wjGd7w5F2lTsQVFVVHXEr+v1AUWv0YtBoNDjrrLNw2mmnYePGjVw2ThmHD+SD0NFwJztAFLc7LKOMMso4xnFcTsTo9XpccMEFedknBP39/TQLoqGhAZs3b96v7VdUVOz1BfRYA3lQPRQvzER34BjFrJmIAaYnGQ7Hyy+hF5HJCfIFfH9skA9X3fYX+9JnVVUtqFMjyzL3VR+Ybht2AkyWZaqVkclkoNFooNPpIEkSJEmiGXMnnngizZwj4r3EYYjJdkngMKG2tvaI2VjPRu0B8gJSysb8SECW5UNmlZxIJCDLMq688sqDmthhtX00Gg2dVCQi7eFwGFarFaqqwmq1Ih6P02tGr9dj/vz5iMViMBgMB9y+5Po7WmPGbOyzLIjG1CzFATWeJEk444wzABwdbaDjEfuimTbLMLtnSMsoo4wyDgLSbHhROpKQJCmKacFVDQArgAimv+YYMO1YQhrEBCCO6RfvagChmTItpsXDVABJTGs6EIK/fmZ9ZWa93ExswvQLljSzD83MumQd3cz2NDP/YjP1Mc78nszqaGfqrpvZlp6pb3rmb9qZ/ZsA+GfKTTPbsszsT51Zl9RPO/NPnfmbNLMf08zfosyxk2M0MtvKzfyzztRDJ+wjLexHP1NHaeY4FXykjSFhmm9umPlHts1+JlVn9pGb2V58pq7pmd8amTY24aMbuTLzW3lmPcvM+ZBm1pdn6knqRY6R1F0CYFJVtejXP0mSMszxZGf2p+KjPiLPbJecxxymz7cWH/XDHPO7zMxvybrJmb9bZ+qcZdonyxwz6Z+kD5F2JsvqTBuQ864D3w9IO5HzSJbJscvM+nF8dK6lmXXI/5GZepJtmJm2UGb+RvpxZqZcwvS5zMxsQ4vp64dcS2R90re1M+vmZn5P2l2eOVZyTZC2IvUn51kzsz+2HaSZ35BrUpnZh3YmVmf+RtqVtKUVH40j0Zn6k76ZZOpLtkOOPzOzDZuqqgUVkSVJSuOjcUQ7sz4ZN9L4qA+R8U2aOR4d036kzuT86wFUCMdI2kWHjyYeyYsW2Sc51xpmme0DZnzUJ8n50MzUj1z/YNqdnBPSXio+Gvu0zHGQ80HaWD/zOzLmRWf2TcYrUicNPhqXSF8mdSBjONmnAR+NuaaZ9ZLMcZG+LB6LJNSZvbYUZj/k3JD1SXuS+wbZfgrT/YmM9+TYST/4/+y9e7AdyX3f9/3Nuffc98XFc4HFPrAL7i6jiNSKgiOKZMmIbJqiy1JFUopSIMeKyQhRRMlFmWJFtlOJy66KLcVUWVKUhCvqZVNk6emILtGiLMa7SiwVQywJUaS44C4W2AeABe773PN+TOePc3+Nnrln5sx5zpx7vp8q1J1G9/l1T8+vu3/z655u4H6fDqeOw9fYz0eMMUfRARGpot1W1UOu7UN1yH2+2rdqGh175hF8HkD7Oem/xf002rZUppZT60L7B60L7ddn9n+v/Z3+Vp+99qnl/TRzjtzc/l9t3/r/cPLX8biG+31/ff832va1P1xAsJ/QZ4j98KJzrWPCnFMveq/u2KRl0HFedcbNq7b/bx739UH1SMPA/f4z78ho7detLoVQme6Lbq6DHNUlLZuWVduLByBvjDm4pBCAiJTQfn6V/d8eQXBM0fp1bSlvv+x6b+pB1nhty76TXusrj/vtQ2VrO9X25zm/03jg/jihfZKP+zrbxH07xB3n9LcV3B8bcgg+Y+3f3fFP69rVZ3HyriGo3zP76VTPl3DfXmk611onlf10K04atc/cvHQswL5Mtw3XnPgFtPV6az/NglOX2lbUVlG0PXnO/2tfq8+g5aTRcuWc3y8aY+wmWiJyGcDl/eBTAOK/6R0+JwCMe1kl8xwNTxljVronI2R0TJ0jxkVE/oMx5j8XkX8O4A+NMc+KyD8D8A8B/DKADwB4O4CPGmPeMUA+V4wxF4ZTauaZZp7DyG8a6mla8kzjHntlGp7DtOSZFX3LSjkUlieerJVnlExDP8A802Na6mAa8syabpHpZCo/TerAWwAcEZFvBXAL7VmB/xHA30DbW38zvaIRQgghhBBCCCHksEBHTJsvAXjVGPN5AL+B9jLJ/8UY81kARwH8apqFI4QQQgghhBBCyOFgah0xIvIDAM7vf2/6SwDeLSLvBfBtxpgGgN8Xke8CcNwY8+8HzO6ZAX/PPLOT5zDym4Z6mpY807jHXpmG5zAteWZF37JSDoXliSdr5Rkl09APMM/0mJY6mIY8s6ZbZAqZ2j1iREQ3nc0BaJlprQhCCCGEEEIIIYSMjal1xBBCCCGEEEIIIYSMm6n9NIkQQgghhBBCCCFk3MykXYBxc+LECXPu3Lm0izER+L6PVquFXC4Hz6PPDgCef/75DWPMyah46tdgTLvOxekXdYtEkaTdULf6Z9r7pW5Qt0gS+mlHcbp17Ngxc+7cObZJ0he058ko6aZfytQ5Ys6dO4crV66kXYyJwPd9lMtlLC4ucqDbR0ReiYunfg3GtOtcnH5Rt0gUSdoNdat/pr1f6gZ1iyShn3aURLfYJkk/0J4no6SbfilT54ghyfE8D8vLy2kXg0wR1DlCeoftZrSwfgkZnGG3I8/z6IQhhEw07MEIIYQQQgghhBBCxgQdMYQQQgghhBBCCCFjgo4YQgghhBBCCCGEkDFBRwwhhBBCCCGEEELImKAjhhBCCCGEEEIIIWRM0BFDCCGEEEIIIYQQMiboiCGEEEIIIYQQQggZE3TEEEIIIYQQQgiZWkTksohcEZEr6+vraReHTAF0xBBCCCGEEEIImVqMMc8YYy4YYy6cPHky7eKQKYCOGEIIIYQQQgghBMC1a9dw8eJFXLx4Ec8880zaxSGHFDpiCCGEEEIIIYQQh6tXr+KTn/xk2sUghxQ6YgghhBBCCCGEEABPPfUUnn32WTz99NNpF4UcYibaESMiE11+QgghhBBCCCGETBczaRegV0TkHIA3A7hmjLmRbmkIIYQQQgghhBBCkjNRK0pE5DyAHwLwFgCfE5Fv2/9/SbVghBBCCCGEEEIIIQmYtBUxRwF83BhzS0TuAvi4iLzLGLMd9yMRuQzgMgA88sgjYygmmSaoX2RUULfIqKBukVFB3SKjgrpFCDlMTNSKGLTL+/dF5DFjzL8C8OsAWgAgIrmoH/FceDJKqF9kVFC3yKigbpFRQd0io4K6RQg5TEyUI8YY8/8BeAWAOl0qAN4sIisAHkqtYIQQQgghhBBCCCEJyLQjxt37RUTyAGCM+XljzEv7//3/AHgBwH8D4DdEZIb7xRBCCCGEEEIIISSrZNoRA+BJEfnnAGCMqXf4/Og6gH+J9veiP2aMaRpjzLgLSQghhBBCCCGEEJKErDtiVgFcEJFfBABjTCvkjFkG8CCA9xljrqZRQEIIIYQQQgghhJCkZN0Rc8UY89cBVETk/wDazhgAEJEfAFAE8F8aY76WYhkJIYQQQgghhBBCEpF1R4wAgDHmJwFU1RmzzzEAp4wxxVRKRgghhBBCCCGEENIjmXbEGGN83XzXGPMTALZE5HMi8rcBfMwYcz3dEhJCCCGEEEIIIYQkJ9OOGAAwxhjnJKT/DUADwOf1EyVCCCGEEEIIIYSQSWEm7QIkwTkJaQvADxpjNtMsDyGEEEIIIYQQQkg/TIQjRjHG1ADU0i4HIYQQQgghhBBCSD9k/tMkQgghhBBCCCGEkMMCHTGEEEIIIYQQQgghY4KOGEIIIYQQQgghhJAxQUcMIYQQQgghhBBCyJigI4YQQgghhBBCCCFkTNARQwghhBBCCCGEEDIm6IghmcH3fRSLRfi+n3ZRyIjgMyZk9LCdpQ+fAZlUJkl3J6WchBDSCTpiSGYol8soFAool8tpF4WMCD5jQkYP21n68BmQSWVSdNf3/YkoJyGERDGTdgEIURYXFwN/yeGDz5iQ0cN2lj58BmRSmRTd9TwPq6urmS8nIYREQUcMyQye52F5eTntYpARwmdMyOhhO0sfPgMyqUyS7k5KOclkc/XqVVy8eNGGL126hMuXL6dXIHJooCOGEEIIIYQQQghxuHTpUiB89epVAKAjhgwFOmIIIYQQQgghhBCHy5cvB5wu7soYQgaFm/USQgghhBBCCCGEjAk6YgghhBBCCCGETC0icllErojIlfX19bSLQ6YAOmIIIYQQQgghhEwtxphnjDEXjDEXTp48mXZxyBRARwwhhBBCCCGEEELImJhYR4yISNplIIQQQgghhBBCCOmFiXLEiMgDIvJXReSUMcakXR5CCCGEEEIIIYSQXpgYR4yInAfw3QBWAfysiLxTROZSLhYhhBBCCCGEEEJIYibGEQNgGcBXjTH/FsDvAPhJAN+V5IfcBZuMEuoXGRXULTIqqFtkVFC3yKigbhFCDhOZdsSE9oF5EMB/LyKeMeb/AvAJAB8Skae6yeEu2GSUUL/IqKBukVFB3SKjgrpFRgV1ixBymMi0IwZATi+MMf8OwDaA3xORhwB8BsDvAfhxEVlNqXyEEEIIIYQQQgghicmsI0ZEHkR7xcu7ReQCABhj/h6AzwH4ZgDfboz5WbSdMZX0Skqi8H0fxWIRvu+nXRRCEkO9JZPMuPWX7YUQ4jLOPoF9DyFkksmkI0ZETgN4GsBnAZwF8D0i8v0AYIz5hf19Yo6IyLcAeBxAPrXCkkjK5TIKhQLK5XLaRSEkMdRbMsmMW3/ZXgghLuPqE3zfZ99DCJloZtIuQAR1tPeE+WMANwC8E8B7RcQ3xvz2fpp1tB0wv2mMKaVTTBLH4uJi4C8hkwD1lkwy49ZfthdCiMu4+gTP87C6usq+hxAysWTVEVMGsALgItrOmOfQLus7ROQqgG8C8KwxZiO1EpKueJ6H5eXltItBSE9Qb8kkM279ZXshhLiMs09g30MImWQy+WmSMaaK9ma834e2M6YJ4E8A3AFwHMAqgLW0ykcIIYQQQgghhBDSD1ldEQNjzDUR+XkAPw5gCe1Neq8AeMIY8yupFo4QQgghhBBCCCGkDzK5IkYxxnwVwEcBPArgRwE8DODTqRaKEEIIIYQQQgghpE8yuyJGMca8KCI3ASzuh3fTLREhhBBCCCGEEEJIf2TeEQMAxpgGADpgCCGEEEIIIYQQMtFk+tMkMr34vo9isQjf99MuComAz4iQ7MF2efjhM54u+Lw74/s+64QQMtHQEUMySblcRqFQQLlcTrsoJAI+I0KyB9vl4YfPeLrg8+5Mq9VinRBCJpqJ+DSJpIPv+yiXy1hcXITnjddnt7i4GPhLskfazyhN/SQka2h7mJ+fBzC6dsl2lz5p971kvByG5z2KfsPzPLsqhn0RIWQSoSOGRKKzMACwvLw81rw9zxt7nqQ30n5GaeonIVljXO2B7S590u57yXg5DM97FP2GiKBYLB6K+iGETCeJHDEiIgAeMca84vzfW4wxfzGykpGh0+uMxGGYhckCnEEeDdRPMu24fcu42gPb3XTCcYwMwuLiol29MqwVLCICz/PsKkBCCJk0EvWExhgD4F9oWEQeAvC/j6pQZDT0+p2xzjLQ6BoMft89GqifZNpx+5ZxtQe2u+mE4xgZBM/z4HkeisXi0HTIGAPf91GtVocijxBCxk0vK2J+TUS+D8AjAL4BwC+OsmBk+HAmMx1Y74SQUcC+hYwL6hoZlGHrkOd5WF1dpU4SQiaWRI4YY4wRkXMA3gXgPwL4QwBfHV2xyCjgd7TpwHonhIwC9i1kXFDXyKCMQoeok4SQSaaXzXr/CwDvM8Zsi8gCgM8C+PbRFIscZvitOUkC9YSQwdF2RNKDfRk5jGRBr4vFItsVIWRiSdRz7X+a9OPGmG0AMMZUAPzYKAtGDi+T+K257/soFotpF2OqGIWe6HP0fX9oMglJk2467ZxW0tObCtvK8JjEMY+QpH1LWnrdarVw584d2maEkImll0+TvllE/sr+fwmA79n/RyaILMxgTOK35v2+zJD+GVRPOuk6j94lh41yuYydnR0Ui0WcOnXqQL/utJ+ePCrjaCtZGI/GwSSOeYR06wNGode99gmlUonOYkLIxNLrp0mfAWDQ3rD3iyMpERkpWXgRncRvzft9mSH9M6iedNJ1vhCRw8bi4iKKxSKazSbK5fKBNtNvOxpHW8nCeDQOJnHMI6RbHzAKve61T1haWjrUTlxCyOGmF0fM3zXG2PWHInJx+MUho4Yvov1BQ3ry6KTrfI7ksOF5Hk6dOmVnkYcpd9RtheMRIdkljfGylz4hl8vhzJkz7D8IIRNLL46Y/1VE5vevcwAKAJ4deonISOGLKJkWqOtkWphUXZ/UchNCRkOvfQL7D0LIJNOLI2YdwL8C0ARQMMbsjKZIhBBCCCGEEEIIIYeTxI4YY8w/dsMi8lZjzJeHXiJCCCGEEEIIIYSQQ0qsI0ZEfAD/DsBdtDfpFefvXwHwllEXkBBCCCGEEEIIGRUichnAZQB45JFHUi4NmQa6bTX+IQDfZ4x5P4BPG2Peb4z5wH74t0ZfvGhEhNukTxG+76NYLPKYwhRg3RMyObC9kn6g3pC0GET3qLdkmBhjnjHGXDDGXDh58mRkuqtXr+LixYu4ePEinnnmmTGWkBw2un2adAfAL4lIHcB5Efnu/f8XAP8ZgH86ysKFEZET+/l+xRjz6jjzJukyLcecZhHWPSGTA9sr6QfqDUmLQXSPekvGzaVLl+z11atXAQCXL19Oqzhkwol1xBhjfhvAbwOAiLzTGPMfNU5E3jnisgUQkZMA3g5gFsC7Afzy/v+LMcaMsyxk/PCY0/Rg3RMyObC9kn6g3pC0GET3qLdk3Fy+fNk6Xi5evJhuYcjEk/jzHtcJ0yk8BgTAWWPM7wH4hIi8Q0QeSeKEEZHLInJFRK6sr6+PvqRk6OiRhp6XvS/SDrt+ZbnuDzuHXbfI8EnaXqlbxGWY/Tx1i/RCL7oX1i3aJ4SQSaaX46vHTmi1SwXAvIicAfAwgPMAPiQi/9oY82/jVsYYY54B8AwAXLhwgQtoyFChfpFRQd0io4K6RUYFdYuMCuoWIeQwkXUXck4vjDF7AOYAfHw//K/3r/9rEXmUvTEhhBBCCCGEEEKyTmYdMSLyINorXt4tIm8DAGPMTwP4GoB/IiKeMeaPAPw+gG9IsajEwRiDUqkE+sXIJEB9JYcN6nRyWFdkGjjMen5Y74sQMh1k0hEjIqcBPA3gswDOAvg+EXkfABhjfhLA5wH8YxH5GwAWAPxpWmUlQXQH+3K5nHZRCOkK9ZUcNqjTyWFdkWngsOq57/uH8r4IIdNDJh0xAOoAHgRwDcDvAPgTAO8QkR8AAGPM/wzg1wG8AuD3jTG7/WQS9qLHhfuNmzY5i4uLWF1dDexgfxjuqx8m6b6mVY6rr2mXpxcmrZ4pZ3xyOvXBvZDV+xqFnKi6mvT7GqecXpik+zpMcqLGubTKMyzd8jxvYu+LctKXQ0gWyOpmvWUAKwAuAvhjAM+hXdZ3iMgX0V4t85wx5m5qJSQdEREsLS2xwyMTgeorwEGaHA7YByeHdUWmhcM6zh3W+yKETAeZXBFjjKkC+AyA70PbGdNEe1XMHQDHACyh7aghhBBCCCGEEEIImRiyuiIGxphrIvLzAH4cbcfL5wBcAfCEMeZXB5Td8bpbOOvL7CgnG8sZo36b9fuinPTldKMf3RqkPJRzeOR0Yxh5TnL9UM5gaeOY1PuinGzIiWOS74ty0pdDSNpk1hEDAMaYr4rIRwG8B8CPor0nzKcHlSsiKt9edwv3GzdNcowxqFQqWFhYgIikXp5RyElCuVzuqQ6ycF+Uk76cJHT6bdbvi3KGL8f3fdvXep6XSG43Bi17luona3J6fV6Tcl9JmcT7opxs6HMcvu/DGAPP8zJVP5QzGXIIyQKZdsQAgDHmRRG5CWBxP9zXxrxk9FQqFRQKBQDoe6PISUd38Qemtw4IIaPF7Wt1jwSSXfi8yGEiK/rcarVQqVTYpgghE0vmHTEAYIxpAKADJuMsLCwE/k4juov/NNcBIWS0sK+dLPi8yGEiK/qcy+VSLwMhhAzCRDhiho0xJvA3/P+dwr7v2yWY4XBcXLe0bh69lKffuFHKERG7CiQL5RmFnCT0WgdZuK9hyRlWuxiHnKzVcxI69V1ZeO6UM159FhHMz89DRGw5usntRpJxMQv1PIlyRMR+rjrOeh5Hv5qEQe+5l7RZH7+oz72VJw7tC40xtDcop+e0hGSBqXTEuN8Ihr8XjAprh6+44bi4bmn7Lc8gcZQzmJxuRP026/c1DDnDahfjkDNIHYxKTjf60a1BykM5yePS1udu4W4Mow4m6XlNg5xx6GESslo/4etpHXeyLieONPtVPvfJl0NI2mTy+GpCCCGEEEIIIYSQw8hUrohJupQ77aWMlJM9OUnopF9Zvy/KSV9OEnrVrSzcF+WkLycJScbFrN0X5aQvJwmD6lYa90U52ZDTDdrzlNOvHEKywFQ6YiZlKeM0y/H99vGIug9C2uXphU6/zWo9T6sc3/dRrVYDx2+mfV9J6FW3snBflJOeHGOMPWa2G9rvZq1dUE625SRhEu8rK3K0Dbu20GG4r2HpVrlctv3VJN0X5aQvh5AsQNcg6Rnf91EqleD7/sjy0OMRq9XqyPIg04vqV6VS6el3vu+jXC6PVPcJGQa+72N9fR07OzuJ9bxbuxhH308Iuc9hsoWG3X+0Wi288cYbKJVKQ5FHCCHjZipXxJCDuCtQcrlcbFo1DABgaWlpJOXRGdz5+fmRyCfTTb/Hb4Z1X9uNu4KAkHES1XdXq1U0m03MzMwk1vNu7aJarQ7U9/cyzhBCsmMLDWOsG4XtSMcwIWSSmUpHjHbarVYrYAzGhfuNmxQ55XIZe3t78H3fDpBRv5ubm8PKygpmZ2cT1WW/97WwsIBWq2WXEnaT02w2Ua/XMT8/D2PMwOXp1/DoVCdxebrl9jxvIvUnSVzcfaZRnnw+D6C35zU3N4fl5WXMzc3Z1TF7e3swxthjy/stTxJ61a1BykM52ZbTaDTQaDQCs8zuy83MzAyOHDmCfD6PcrmMbqhuzc3NBcLud/X5fB4rKyuYn5+H7/s9f6tfrVYPjDPhtEnkiAgqlQrm5uYC9dOLnEl97mnK0WeYz+cxM5PcfBylnTANcsK2UBrlCY91vcjRsX9ubg5LS0toNptoNptd7Z0k6Odb9XodjUbj0NtRlDM8OYRkgal0xGTpG8WsyHFnXbrJyeVydjVAlu6rVquhWCwCaDtxBi1PuVzGxsYGTpw4gZWVFSSlUz5xebrlXlpamkj9SRIXd5+Tcl+5XA6Li4v2hW5hYQHGmIC+9Voe1+HXjV7zGHf9UM7ov2nXPRHq9TqKxSKWlpawsrKCubm5QNqZmRnk83mUSiXs7e0BXT5FTlI+7fv7vS91Vg7aP7svhcvLywfS6r4aS0tLAz+TLDz3rMhRR9ry8jJmZ2eRlKzfF+V0Txse63qR4479nudhb2/P9iXh34lIYN+XbuhmvdofAofbjqKc4Y6nhKTNVDpiyEE8z7POlUlFDYRePzdJm0ktd68cxvvUl8skBmMUlUpFX5QJiaVardqXDXWa6wtLVN/ttLfUO3cRwdLSkn156hfXodOJcrmMYrFo8yPDISufyZDxM8hYFx771aHTiUqlEnCodEPL5PaHhBAyKdARQw4NrtE9DIeSzqaq0T8qpuVlYVrus1f63a+GTB/hl40k7Umd7IeJbg6dxcXFwOeCZDgchgkbMn7CY3+cQ6eXCRvP8/DAAw/01B8SQkiWmDpHjDEGrVYLAOxGhkpcuN84yplsObOzswGd6UaUfmXtvignW3J0X6M4+tGttO+LcoYrp9Vq2f2Jevk2vhvGGPtyPcn144bz+TyMMbZddUrbzx4Ead9X1uR0I6nNlbX7opz05Oh4mMTu6qU/TPu+KCdbcgjJAlOpkVn6RpFyJktOEjr9Nuv3RTnpy0lCr7qVhfuinOHK0ZlkY0xgVrlbOA4RGT6q7VAAACAASURBVLjsWamfXuQkqUtjzMTd1zjlJGES74tysiGnG730h1m6L8pJXw4hWYDnrRJCCCGEEEIIIYSMialbEaPH3AHtndz1qE6gvRGiG3bjw2mTxiVJqxvf9SpndnbW/l+j0RhaeQ6LnFHUTzei9CuL9dNPnO/72Nvbw+zsLObn5wP12k3OuNqXu5HkJNVzN/rRrSzcF+UEdX9Y5alWqzDG2H1jwuFe9Mv3fdRqtdTqh3KCYxYQ3DNqHHL67Z+7EWdzpf28BrnnXsoTNSaN6r6yJMf3fZRKJXuSUdK4JBhjsL29DaC92iHr9dyPbTKpz30S5BCSBabOESMi9rvRmZmZwDekceF+40Ypp9FooFwuw/O8TJQna3IajQaKxSKq1SqWl5eHUp5uROlXFuunn7harYZCoQARwcmTJ1Mvz6TJ8TzPGmTj0K1Jqx/KSZ622WyiXq/D89qnmTQaDezu7uLEiRNYWlrqSb+SjouTVD+TKEfH9Lm5uYHl6KlR7saoo7ivbgxDt3pJSznZklOr1VCtVpHP5+3m2eG4mZkZ60jpRbd838fm5iaq1SpOnz4d2Kx3UuqHctKTQ0gWmDhHjIiIMcaIiGeMmeqt+9W7Pj8/j2azmXJpssf8/DzK5bJ9Qcnn84n3TJgEfN9HpVKxRsw4mJ+fx9raGmZmZqh3fVCr1exM9czMxHW/JEPMz89jdnY28nQRYwzK5bI9hYSMD9/3Ua1We+6XdUwftD/Xsa9er6NarfL0KNIXvu+jXC5jfn6+b51UO6HTkeeuDaFHVvcyLnqeh4WFBVQqla6b3RNCSBaZqLdSEXkYwPtF5E3GGF+m3LrUmdDD5FwYJp7n4dixY5idnUWr1UK1Wk27SEOlWq2iXC6P9b5U55aXl6l3fTA3N4fl5eWORikhvaCrHXQYXFhYwMmTJ+1Ld7VaRalUQqVSSbOYU0m1WkWxWLSf5CRlWGO6jn1LS0vsa0jf1Ot1u6q4X3SlSyed1ji1KXrVVRHB8vJyoB8kZBBE5LKIXBGRK+vr62kXh0wBEzMlKyJrAN4GYB7AH4jItxtj7uoKmaRyWq0W9vb2ALQ98MvLyzYuLtxv3GGTs7KyMhQ57hJSjTfGYGdnB2traxCRA+F+7yufz6NcLqPZbGJvb2+g+ulGlH4lyUO/pW80GonKY4xBo9EYyn1Nmh4mSev7PnZ3d3HkyBF4npd6edxwqVQai26N+74oZzRyfN9HvV5HvV7H6upq7O9KpRJ838fOzg4WFxfRbDbtbHMUrVYLpVIJAOyeDYob7jduGHKMMajVamg2m0MvzyieVy6Xs58Oa1ynca/XPHspj5t/XFkbjQZqtZrVrV7zjCOpzXUY2ukkyimVSrH6Mzs7i2aziUKhMLLxVD+tbDabKJfLPelWqVSC53kol8uB1TRZq2fKyZ6cThhjngHwDABcuHAh0bvl1atXcfHiRRu+dOkSLl++nOSnhEyOIwbA4wCaxphfFJEKACMiK8aYvW4/FJHLAC4DwMMPP4zZ2VkA7Rd0ve4W7jeOcpLLqVQqaDabaLVadrmpG+6nPMYYuzQ7n88PfF+dSKJfSfKoVCqo1WoQkcTlWVpaGsp9ZVV/fN+HMQa5XM6+UCSVU6lU0Gg04Ps+5ubmMnVfneI6MahuZeG+KGdwOdo3eJ4XK0f3XfB9H61WC7Ozs5GbE/YzLqZZP+VyOVEdaL9vjMHMzIydKR/3fc3NzaFUKmVCf+LiKpWK/Yyq3zzDDFu30qyfwypHbaPZ2dnYtOo8VHtsFOOpfsqXy+V60q2zZ8/i3r17dqVpFuuZcrIrZxhcunQpEL569SoA0BFDEpPpbwtCnx49CuD4/v+dBfBfAfiiiPytDmkDGGOeMcZcMMZcOH78+EjLfFjQ2cdxfnc7Pz9v/6khPTc3N9DSav18p9cl4i7GmNhvkJPoVzcZAOwS3Xw+n7g8SeROMrVazb6E9src3BwWFhYmepd89l0EaBuQuil7J3S/qK2tLbv6pZvuu7p14sSJkZS7G7oHhe933+4taf8ItPt9dTCMEj1tKlx+fR6T0C/Pzc1haWlpqC8o7LcGR3VrUB2KsuXUNko6tqotNorxVHUwLHu/XQXeU1zdWltbs5tbD/sFm5AkXL58Gc8++6z99/TTT6ddJDJhZH1FTA5AEwCMMf9mf4NeIyK/YIzZEZENAP9CRF4yxryQRGCz2YR+97e1tYVjx47ZuLhwv3GDyNne3sbRo0c7hre3t/suT1hOpzzq9Tq2trbsbvdJytNPXKe0ugxfd9RXA6JXOUePHrWf7xSLRWss9ypnaWkp8bF3zWYTGxsbAIL1vr6+jrm5OftvEP1xy1MoFKzMUqmUij4nfe795GmMwe7uLmZnZ+0LZq9yWq1Wx/L024b60cMkcd2I0q2s92NZlDPqfmzY96WbrtZqNZw8efJAunq9jnv37tkXJT3WVXW/G81mE5ubmwBgPwdV3HC/cVFpdfPqWq0GdQb1I0fZ3t7G2toajDEoFAqYnZ21n1zFyen3uYfHSc1fxy/3vgbpN0bRPw+rfXUjqt8a9L6i2vQwxp1h1k+/9pjqVqVSOWAzdJPbTUejbCP9bdxY168dlSSuVCodKDva7wEd0U+ZisUidnZ2Mj/u9GKH91OeYdrho5YzTjuhX5uLkHGQWUeMiDwI4JKI/DmATWPMF51TkkREjhhjfkNETgM4DyCRI2Z3dxef/exnYYyx3wvqi/7e3h5WVlYCYV2Wube3dyBtL98orqys2H1O9FpEUCqVsLKyYr+5XV1dhed5Nk6/x3XDKkfj9Ldra2vwPA97e3s4duyY/V2hUECpVEIul4OIYG9vD81mE57nYXd3VyvUytWZhWq1apeiiojdo0DT6mdDIoJWqxUYzDVsjEGr1UKr1bJ112w20Ww2bViNVuD+qTK+78P3fTSbTeuMqVQqdrUMADsTouFisWhnjPf29pDL5WxcoVCA53l23xkANm5nZ8euLtGwvsDs7OzYY2KTzMS6RmfYaNHZ3Fwuh+3t7YCDSa9FBNvb2wGZOzs7ts71edXrdbRaLWtE6Xf4ev/hZxmun0KhEKgfzUNf4LQ+jDHY2tpCvV63z3N7e9vmu729jZ2dHfu8tre3bRva3t62exBovbvh3d1dm7ZQKATaV6FQsPsRabvU+9rb27N7GbhtIXytbUHbhdtGNG57e9uGC4UCKpWKredGo2Hjdnd3AzL1pCoRsXqpz6her6PZbAbahS7Yc2clNb1ed0Nn2YH2MnG91tl/laMOTDes7bbRaKDRaNg4bcMAItuwG3bTum1a5ersqzsD65bPGINSqWTbkuqo6tru7m6gnapOArDtwg1r+dTh5sZpH7Ozs2PLprper9cDYa2v7e3tgPN3Z2fHrmzY3t5GqVQK5LG3t2fLvrOzY8u4vb2Nra2tQNyRI0fs9erqaiBO24HWwerqqt3jaGVlxTqny+Wy/a3bZrSduisbetnHQ0TsysPwKkQ33G9cVNp8Pm/7xEHkdIpbWloKnCilDmvtq1S3dI8U7eN830epVMLMzIzda0f1zPd9+3Ks/e7m5mbA2bO8vIxWq4VarYZyuYw7d+7YZ6l73Wh4cXHRhguFAhYXF+H7Pvb29ux1OOym07iFhQUrp1gs2nFSr9370jFTx0+N0xd+d6WlhqvVamCs1T4vCa1WC4VCAQBs36lywu0dQECf1f7QsNb71tYWCoVCYExyxx291ufnti8Na126cW7YHXe07J3CncYkN+yOSRrnhnVc0ji9Vn0qFovI5XIoFAooFouB8arZbFq7bnd3145L7klHWr+zs7PwPA+5XA5zc3MQESwsLBw40WiU7b3XuP1xItKbXK1WcePGDdy9e9fa0lHPy7UpCoWC7UfdcPg6HFZ7enV19cC1+2zVTnBtkUKhgKNHj1q7oVgs4ujRo1aO2qiatl6vW9vDGBOQMzs7a8O68k9tj0ajYcvjjomaXuNmZmasHBFBPp8f6HlpPu6nbrlcztqZGq9/W62WHaPVbuhkJ2g79TwvMN67/YSO79q+3ZWQ29vbKJfLANrtSa8JyQqSxaWz+86VtwF4DcC3AHgCwBeNMb+7H//XALwPwK8CuADgU8aYzYSys3fDZJJ43hhzISqS+kUGJFK/qFtkQCJ1a3l52eiS6mazGXDoNhoNa7DrteKGm82mdaoBbWexG240GtYod681rC+M+iKhL9nqONSwGu/qqAfuOw31xSN8rf+yaO+ME/dFTF/63Bc0/eum1xcgfeHXZ+NuAnzv3j32WxOIPl/3n4jYZw3A7s/mhtWJ6ca5OgLAxqtDwO1TWq0Wcrn2Qhf9neLGiQiuXbtG3UqRqEmiQ9KXxtrzFy5cMFeuXOlJoG7a++yzzw5SLnIIEJFY/VKyuiKmDuBBAH8M4AaAdwJ47/4JSb9jjPmciKyiXf5PGGN2kgp+8skn8bGPfQxAezZGlyaLCHZ2dgLL1jQcjtNVC0k/Vdja2gosgdaZUQ3r7KcbpzM7R44csQalzraFZ3V01kdXG7izcjrLs7i4aMM6g6azZzorpzNoOrtWKpWs51tn0DQOaC8j1RnHcrlsj00NhyuVir0WkUCchpeWluyqH/dkibAcjUsiR2eDw3I1nRvXKW2n8nz4wx+O1a+HHnoIP/ETPwGg827t7uqdbnFuWO8zXB43bfh3UaeEuCuz3Dj3pITl5WVrmOtMkxvWlVt6rcabO/vnruByV6S4Mzs6e6Rt0V35E/78wF2l4LYTd4WB2y7csM7KhlfkaLsAEJih1rT6gue2C30eKsdtB+F2o3Fadm1Drm67Bs1P//RPR+rWgw8+iB/5kR8JPEvNT69dua6OhPXH1REtQ1wbdsOd2l4n/XF/F263ql+d2p4rJ66dqr6H9dmNC+u21kc/cnTFosa5s96aj/42vPLR/a22ETePqBlzd4ZcZ061Xei1G+fKCX+K8573vOegUjmoU0P/qo7oqgQguCoqHNaVjm6cOxvbarUCL3r5fN6Wtdls2rDv+/Y6l8vZGftw2PM8NJtNLCws2JfIer1udbTRaNj+zo3TtLVaDUtLS/A8D9Vq1abN5XKoVCpWJ6rVaqA/rFQqdhWrrj5YWVlBLpcL9IfaP3bqD92+UlcpuKv39vb2rO2hfeWxY8fscz5+/LiVs7OzEwhvb2/jxIkT8DwP29vbOHnypJWzublp7ZbNzU24+7fEhbulffjhhyP16uzZs/jgBz94oD2Fw26/oPXlrjZwVw+Hxx037I5Xbr12WrXgtiEAB9qXtlMA9sQgN6xt2h2TwuGoFW9uWMftQqFg+2eNW1pasiuflpaW7JgUZdd1Wgm1t7dnw7oqStutrjzQcLlcRj6fD6ya0jz08ybdXFevjTF21bC7wkGdtLVazcYBCKQNrzZ24wDg2rVrkbp1/vx5fPSjH+36vNSm0HDSODfsruLS+PDqRncFo7uysZNt4q6Q0+euz8td9ebG6XMOh3UMd+2NcFhXSbkr3sIrzNVuqVQqAbulWq3aOPdaRA7Y9xoOX4fDbp+rcW5Y+4OwDeq2cS23xqk+u/2IOxaHV0l98IMfjNQtQsZFVh0xZQArAC6i7Yx5Du2yvkNEvgzgLQCeM8Zs9CpYB2cAB2Z1wt/Tu8vm9FMQpVar2Zm6arVqrzuFa7Wa/a27JF7z1OV7nucFlvyFX2iazab93lxE4G6wOD8/b8MbGxt2HwENu2ndcDhuc3MzMq4XOUnjxilHDcdB5KDLBtdLS0v41m/91omsn6i49fX1kchptVrW6K3X64EB0h3cww4BfUlS6vW6ldNqtQJ55HI52xZ6rZ+oNjRIPce1LyDeEbOysoLv+I7vGGp50pbTr25l/b7idL8XOblcLhDn+77V9WazGXAEqWGruA7Cbjz88MP4hV/4BVtWV/fdcL9x3eqg3/oZlpxeyjosffY8L+DMUEcREPyMFGivJnJflN3+cGtrK2DHbGxsWIfYxsaGXe6vYf1MaH193V6H48LhuDi9HUSwvLyMb//2b+9YB2mMO26bMsYEJs3cNhUek2q12oGwm9Z9eW82m1au7/uRYxLQ/rSj3/4n6RjVr13n/i5JeUbRr37mM5+J1K2ZmRnrWPR9P/AsW63WgWfr9p2uk7rRaNjn5153CoflhPdK0rLPzMwE7sO10fU+k9gmgzz3fp9Xt+fu9luTbCcQkgUy6YgxxlRF5DMA/j7am/X+yf6/xwAcA3AEwBqAnh0xnufZlzidiVDiwv3GTZocXQmQlfJkTQ6A2OM9crlcx99m/b7i4nSFVVbkZK1+htW+utGPbmW9fvrViazfV5zup1GebuRyOevE0RlYxQ33G6fliUurZXX3X+sUdn/rygzfsyuzWzgc16+cSeqf437Xa9kRMy5G9Vujui+OO72NO3HhXtpMv2m7yUGMbtGeH42cuP7wMNkJhGSBTDpiAMAYc01Efh7AjwNYAvA5AFcAPGGM+ZVUC0cIIYQQQgghhBDSB7GfWaSNMearAD4K4FEAPwrgYQCfTrVQhBBCCCGEEEIIIX2S2RUxijHmRRG5CWBxP7w7iLxqtYqvfvWrANrfHbpHBW9sbESG+43rlnZzc9Me27ixsWGvu8lxfxf+bVhOL2l7keOG+40bphy3vOvr64E491nH3XO3OuhGpVLBV77yFfvbUetPUp3odF+95BFXz/3KCT+TYdRPN12Panud0ka1xV7rOamOdqMf3eolbVpy+qm7cLhXPUyjfqLuq9+y91KeblQqFXzta1/rWL5+x4tO4d3dXXvP/cpxf+vK7CWPcP1sbm7GPq9wvxEVjutjuvUb3caoUfTPw9DDbkT1W6O8r3GPO4OOy8OQ082WHJZdF9VmOoWH0W/EkVS3wuE0xsF+bZMk/Wo/7wW9PBO3L+3U9oY1XgzDTuilbyAkC2TeEQMAxpgGgIEcMEoul7Mbb62vrwc24drY2IgM9xvXLe3m5mZfctzf9ZJHkrLrBnTd5LjhfuOGKcct+/r6emAjS/dZD/K8uuHq1zj0J6lOjKo8cW2om5ykzyQr7WJY9Rylo93oR7d6STvJcgbRw7Tvq9+y91Kebri6tbW1FfidG+43LhwOt6E4OZubm4F24v42Lu2wxq9e5MSljRuvgNH0h73o1iBtKI6ofmtc9zWOcWcc43I3Od1syX7aRaf2laTNhH87iF0XR1LdCofT6Of7tU1GZf90K3u4b3LtlizXcy99AyFZINOfJhFCCCFkKHC8J4QQQgjJCBOxImaYlEolXLlyBUB7B213mVqhUIgM9xuXlhx3qV6n+9T43d3dA2k13E2OG+43bphydnZ2Ammj7isurlvabpRKJTz//PM95TlIecJxSfWnU13G5ZFUTi/67P42i+2rl3ru93mNWrcGKc8o5Qz7eQ2ih2n38/2WvZfy7BN5+ki5XMaXvvQlAO1+1H1ebrjfuHB4e3s7sZy4tNvb2wfGgCR5aFh/22tZt7a2YIyB7/vY3t7GG2+8Ya9fffVVG1coFPDSSy/BGINCoYAXXnghEPflL3/Zhvf29vD888/D930Ui0X82Z/9mY0rlUqYn5+HMcZe+74PYwzK5TLy+bxNW6lUbLhSqWB2dtbG1Wo1G67VapiZmYExpmO40WjYsHsNwIaTENVvhcPDHnf0PnZ3d3Hv3r1A+Pbt2zDGYG9vD6+//rqN29vbwyuvvAIAgeu4sIhgb28Pr776KkQEQPv48Vu3btm4O3fuQERs+N69e4Hw1tYWRKTn9h7Xrw5i10U9k17au/vbQfqNOMrlsrXns97PD1NOPzZg3O86yRmVnZB0HOzlvvodTwnJAlPniNnY2MAv//IvA2jvF6PGDQDUajXk83kAsIaJhvW6U9p6vW6vO4UbjQby+TxEBPV6HXNzc3YQrtfrmJ+fh4igVqthcXHRxlWrVSwtLcHzPIgIKpUKVlZW4HkeSqUSVldXISLwPA/FYhFra2vwPA+FQgHHjh2D53nwPA87Ozs4ceKETbu9vY2TJ0/C8zxsbm7i1KlTNu29e/dw5swZiEjgWkTwxhtv4MEHHwQAiAju3Lljw3fu3MGZM2ds3O3bt/Hggw/CGBO4BtAxrL9VOWoYueE7d+7g9OnT9ndvvPHGgfADDzwQuFY5d+/eteF79+7h5MmT9jmHw+vr6zhx4gSA9jJHjUtCuVzGF7/4xQO/da9F5EDcqVOnrIyosD4TjRMRe18AcO/ePXutYVeOG75796691jrQe7579y5Onjxp6+7evXs4duyYNeY3NjZw7Ngx+L6Pzc1NrK2twfd9+yKyuroK3/exs7ODlZUV+8Kgx866Ru/i4qJ90VhcXLTPUsNap3otIiiXy1haWrJGb6VSwfLyMkTkQLvY29vDkSNH7PXRo0dt3O7uLo4fP27D2k48z8PW1pZtFyKCjY0NPPDAA/A8D+vr6zh9+rRtF9pOPM+zunf27FkAbX1+6KGHbNlv3bplw+51Emq1Gq5du2bzOH36tH1eeq3t1G2L4Xaq1+Gwex1uwwC6tmnN8/bt27Y8ndrtnTt3cOrUKdsu9drVS7ddapzbTjUcbqeadmNjAydOnIAxxl4rbvvWtMePHz/wOzfOGIPNzU0cO3bM/s4NG2OwtbWFo0ePBq41bnt728Ztb29jbW3NtoOdnR0cOXLE5rmzs4PV1VX70riysmLjwse+unF6zLOGi8Vi4qM6a7Uarl+/bp+PPks3HNalcNrw71Qn3Od++vRp+L6PO3fu4IEHHrB9w507d+zze+ONN3DixAnbp9y7dw9Hjx6F7/totVrY2NjA2toaWq0Wtra2bB/TarWws7ODpaUl6+hQh4U6N+bm5my4UqlgZmbGOihmZmbQarXg+z4ajQZEBMYYNJtN+xz1t5OE9m/aX+ZyOXieB9/3MTMzY+NarRZmZ2dtetduca8BWDsmCRsbG/j4xz8OoG1z6e/Uxpqbm4MxBtVq9YD9FXYMeZ4XuFb9abVa9nf6f5OG1q0+D71X93nNzs5aW63VamFubs6GG40GFhcX4XkearUalpeXbVylUsHq6qq1HdVW1HHRtRd3d3dx8uRJiEjAVvQ8z46DOiaePn3alvfu3buR9mJ4bHHDt2/ftuOljpEa3idyJd/29jZ+93d/1zoo9Sh7N+z2h65NsbCwYNOqjaHXGqdp9XfhsF67tojaJu612i1qv4sIisUijhw5Yq/1mahD7tixYxCRgP2uz0TtQREJ2PDr6+v2+YRt+E7Pxw3HPRMd7zXOHftv3bpl49Q2cG121w53w2+88UbAzrx7964de9UOV7vTvdaxWMdT9zo8vqqOrK2tAYAdawnJElPniMnlcvZbx1wuZw1V7Qz1hQ5od9wrKyt21kKv3TigbQC731MWCgVrSGtYDWbXWDbG2MFB06qhqOFmsxmY6Wo2m/B9H9VqFXt7ezZtvV7HnTt34Ps+ms0mrl+/bn/XarVsfmRgYpf37+7u4tOfPvwHe6mhCNw37PXFRY35VquFfD4fMBRLpZJNW6/X4fu+NfTr9bqV7b7wqB7rdavVQr1etzpdrVZtfKVSQa1Ws+2iVqthe3vbvlzpTKi2EwAHjPmssrW1hU996lNpF2Pq0TEgfK1hbQfaPsJhfbnSON/3kcvl7G9brRZmZmYgImg2m/blVMM6S9hoNLC3txd4OS6XyzZtrVZDtVp1ixfZd21sbOBjH/vYALUyHrTvmJmZQS6Xs/2N53nI5XJotVqYn5+3/U2r1bL9j+d5gRfXfD6PlZUV5HI5+1LkvpwePXrUOmhdh+329rZ12IadtvoipOW8d+8eHnzwQfsidPbsWSvn9u3beOihh6ycW7du4dFHH4WI4LXXXsO5c+esnFdffRWPP/44RASvvPIKzp8/b+W8/PLLeNOb3mTD169fx1NPPQURwYsvvoinnnrK1t+1a9fw5JNPAgC+/vWv2+tO4V7SfuQjH4l8Zt1sLrWjXHtLn4E61dUG02dUKBTs89GXVXUmbG9vB57X1taWdSyoA0FfZPV5aXl0MiM8yQGgYzg8sRF2GrsOZR2j1IGs49fGxkbgpVInOTSsEx3uJIfv+9jd3cXy8rK17wqFAhYWFuxY546T5XIZtVoNrVYLtVoNW1tbAafjyy+/bMP6N0NEFqbVatnNufX+gPv9nzHG9o+NRgO1Ws3aG9rHav+sz861bUQEuVzO9tcAAmFtu/pbddyqTe7KrlarAdukXq9jZ2cHvu8H7He1TfS3ek+T6mAcNvrM9B9wf1xwx1NN646vzWYz8Uo+QsbF1GnkiRMn8IEPfADA8AyRbnLi0r744ouJ5SRNGza+NE4HhK9//es4f/48fN/Hiy++iMcff9x28i+99BIee+wx+L6Pmzdv4ty5czbuxo0bNgwAr7zyCh555BF7/eijj9qBQsMA8Oqrr9prNSTd8M2bN/HYY48BQOBa5Zw7d65j3I0bN/D444/b8M2bN2345Zdfxvnz520eblivtRMPp71+/bo1bF966SW86U1vsnn81E/9VKyFcvbsWfzYj/0YAAR+G5ajYa1zvdY4LU84HI67fv06Hn/8cRhj8PLLLwfqQ8NqjLjxUfWj13r/WgdPPPFEIBylh6Mw9IfZLrq10yeeeMK2ize96U1W9912cv36dZw7d862pxs3buDRRx+17eLmzZt45JFHYIzBK6+8gocffjjQLjTu1VdftdfKz/3czyGKM2fO2L7rxo0beOyxx2z+eq1x2maMMbh586Ztb+51OByOc9upG+7Uht12+sorr9h2Gm7fql+PPfYYRAQ3btyIbIuuHgKw7VLlaLsJt1N9AXWf+xNPPBGIc8NJdSSJ/gx7vHDbyCByAOAjH/lIZN915swZXL58GcDBvlz1VOP0OpzW7ef1d+HwuXPnAvqiBvTNmzdx/vx5eJ6HGzdu4IknnrAvOS+99BLe/OY32/4naf1cu3bNPudB6jku0wl07QAAIABJREFUrpc8w7/L5/OBMADbP9frdTz88MP2/4vFon3p19VVysLCQmDGXp1UwEFHYRqcOHECP/zDPwygt3bRS132Mu6Mon0NYtcl7WM65dHJzusmp1s/pnJ938e1a9fsOBi2F19++eXAOKhhHQd1XATuj4kA7Lio/UZcfwMAP/MzPxPpQH7ggQfwoQ99KFE9j8Oe73e8SPrc1X5XO0VtE7XnX3rpJft8gPaYqfa82gX6vHS813oP2wK99PM69mtat5/XPk3He3Uo37hxI2BnvvzyywE78/r163jyyScDfb72Z8N6Xh/+8IdBSNrItHlYjx07Zt7znvcAgF0Wq3QKu58mRaVNIicqrbvEt5uccNr5+Xkbp59ZdYsLx4fjepHjhvuN6yVtpVJJvTyf+MQnnjfGXEAEx48fN+9973tTqZ9RyYmrd3epeTg8rvaVtA2Fl9P324bi2lO3tHFxQLx+HT9+3Hznd35nx/rJsv500pFxlGcY/fOw5AwyXrifufYqx/3tb/3Wb0Xq1smTJ833fu/3Aki2FL/XuG5p3c8K3M8So9JqOC5tqVQKfGJQqVQiw+HPEZLGadgdo6LieulXu/W5WeqfAeA3f/M3Y/utTmNikrKO6r6G1b6GYdclHaN6GXdGaR+qfrvXQHz76jcOAH7t134tUreyZs93e5bDeu5J02bNno/rD+PG8EHsjbjn9alPfSrWnr9w4YLRPYiScvHiRQDAs88+29PvyOFDRGL1S5m6UxQ8z8PCwgIWFhawtbVlr6PCi4uLWFxcxPb2tr0Oh+PiuqV18+wmJ2naJOVZWlrC0tKS/aa+Uzgurpe0w5KjS3H1Xzg8jvIk0a9en8kg+pO2nHCbSarrw2xfrty48sTFDVo/w2gX3fTL1a2kdZcF/XHLOq7yxOlEXLgXfe637L2WZxjtwn2x6YR+PrK6umo/CekU7jeuW9pisdjxOkrOysoKVlZWAtfhcDhOPxHWf+740SlO26Tuy+OmjRqH+h2TOvUNo+6fh2X/LC4uxupW1JjYqazDuK8k484w2le//c+w7qtbeQaxf1z9jdN193fhsNumwu0radz+Z2uRK/ezZs/30r4G0ed+yhOnE+O053sZvwZte93G91Fx9epVXLx40f575plnRpYXmXym7tMkQgghZArJdU9CCCGZYjbtAhCSlEuXLgXCV69eBQD76S8hYabu06SlpSXzjd/4jQDam1/pplxRYf0m0d30KxyOi+uUNirPuLhe0naT48Z3ykO/L3evgfbGaFHhfuOGLUfvxb0O32eS5x6V9k//9E9jl5otLy+bt771rT3lOUh5xiEnri57qedOaYfVvqLyTBoXjo+L60VOL/UMxOvX8vKyectb3tJTWQcpzzj0Z1TlcfPMWvuKq48kcpK2i/Bvv/CFL/yFMeat6MCRI0fM29/+dgDtTS1nZ++/+7jhfuN6SVuv1wMbKoY3WHSPTg4fo+ymjYvTsPtM3LGk2WwmHnfi0naTE6Wz3cY2dxNQ3dhT94wIb2yu126cytE4AIHfhcOqW+6mpK6u3b59O7bf6jQmhsO9tItBxx037bDsun7GpG5lH8X45W4WrvXjhl27r5e4ftN2k/Pcc8/9uTHmaXSgV3t+GP1qUh0ZxA7vZqP3kzYLdkIv43LStIPYG5///OeH/mlSmIsXLwLgp0rTSNJPk6ZuRUy1WsULL7xgdy0PHzvtGocaNsZYQ1ENEdeo62TghcMqV6/dndz1m0W9dk/BWFhYsJtXhY/G0xOe9PQBPQrPPaZXTxTQUwREgkcSho+7W19ft6c8uCc+ALBhxQ33G9evHGOMPY5P0eP4jDH2vvR5uSceuEdba5x7zLMbDh8B3Q2zf1IP0D6JRE9riDtKutOx01Fh96hijdOwXuvz0mOW49KG60fr1T3O++7du/Z4X9/37XGBeo96tKwxJnD0rh5frYb83t6ePU7SGGP3cDAmeHwkENyXwf1mXHVf24XG60kc5XI5cPKZe5z13t4e1tbWrK7v7u7aIyK1XegxkZubm4GTNjY3N23drq+v22MfAQSO6QTQ8ajHJHFJUCPCfZbuUdb6TNx2oUdYhq97iRtETlhnOx257uqh6l7UMfOa1j2WOsmR1G6ce0T15uamTdvpiGo9vnpra+vAcdVuWvfIavdITSB4bGb4CM3w8dW7u7v2lBldpq95usdX6wl8Sjjc4fjqBiIQEdvG1tfXAxs1bmxs2HB4I003HBcHBDf6Defhhu/duxfYqDYsx40Pp33ttdcCce7x8Ovr63jooYesg+L27dv2CO3bt2/bU298v31ktj73e/fuBU6y2drass/LmPZxqdrPFQqFQB9XLBYDfZwe1WxM+xQVtSl03NDjmt2jmsMOlUlEnTpRY62OM9pOjTGBo+ON6X5krT6TqHFH5brHGIdPrYwadzTO/QwrvM+JxomIHYf0d2q3Ae0xqZPtBsCeDOWOUWrLhe049zQoz/OwubmJM2fOwPM83L17N3LcuXPnTuB4aLX5OqVdX18PpHWPltb2pLz++uuR4V7ibt26FQgDaCKCZrOJ9fV1APdPKwXu95Xu6aVu/9ip79R26/abaqe4nw2H97PSaxGxz1bjtDxqf+hzDtvpeupXElvEPULctdmB+HE5zk4Jh/uN65bWtdnjympM8KhrtQu0Ta+vr9sxW69du8ANu2N6eMwmJAtM3YqYXC5ntON0HTEiciActyGmxolI7EZSamCpAaZ5aL3rBmIapw4cnekKG2M6K+XObI0a7fDVo67hbjMn4dk9d6ZN70vDaqR0mqHqdJ0iXzLGvC0qUkQyUciso884rFtKeGVWpxmPsP5oOxknWg73+GHf9wPHD6vjVaR9bKb2MeEN+gCgUChEetDjdMutz3BdumG3DQOwRyXrdS8r16KeSXh20Z1FJ6nyFWPMWzpFrK2tGZ25Czs+XnvttaE5YvQEsVdffRVnz561+vL666/jzJkz9vrUqVP2GN27d+9aR0ir1cLGxgZWVlbg+77dc0DTFotF5PN5+L6PSqVij7T2fd8eKztqPXTHSGOM7QtarZY9alv7Aj1OW+0NdTBXq1UsLi7aOH3B8zwvcMyz+4KnL+Q7OzuxL3j6Mq8TBQBsWJ0kOnngTiTETRZ84Qtf6KvfSouocSe8uiDKpgEOztiHV6OlNSYpuVwOnnf/eOV8Pg/P89BsNrGwsGDjq9UqVlZWbNpisWiPBt/d3Q0c1b65uWmPat/Y2MDp06etjuqLvobVoeJeK704Yv7oj/4oE7rVaRVMVsY01Wfg/pHabp+jtkg+n+84Caz9z/z8fOCdRtN22hxX793dHFffd9x3GtfZrO847vtNp5V8Y4QrYsjISLoiZuocMcvLy3Ypozsz2yn8xhtvWMMkLm03OeEZ4KjZ4fDvwmndmW83rRqr6jF2Z4593w94jMOzSVtbW1hbW7Odoc7G+r5vZ1/d2T2d9dGZAg3HnV6hM0JuXHgWQWeMdDZCBwA1OsPX4bAapO5Msjsbsbu7i7W1NQAIXKux6h4H6obDR4W+8MILXzbGfBMimJ+fNzojWygU7AzI7u7ugVnwtbU1W+edZsgVfSadZnnc+3RnzwHYzSrDYRE5UD9a1vC11o+7ksQ17re2tuzMTXj2Rlf9uDM3OpMDDK99ue3EnXENz6ToqonwrIq2E13RkLRdaFyxWIxc6aOnBLiz4O5JAGFHzM7OTmTHnc/njd63thN3xk51wp2l05l4nfWNW3kUjut0moW2afc6HHZng902rWF3Rth9qVQd1RVMbvsBgu1Ww6qnqqOahxsOx4XbdFx7397etjNoGqdldWfXtC1ou3BX5GhaDbvX2mbcFTtu2F1VBwRXCa2vrx9YZRduF278888/H+mIERHT6UXDibdx3ZbFd3Kwj+qF1PM8zMzMwPM863RZWFiA53mo1+tYWlqyceVyGaurq/YFtFAo2OflzkC7L5zab+nLp/ZruiLO8zw76ysiuHPnTmAG+NatW4lnkm/dumVnhLvFRdkFQHvFQ9RqOTesM85Kv/YPAHzhC1+InKCYm5sz+mKt447qhTvWdGrD7spe14nktpHwuOO2i07jjttO3HsM31cvdl23MUnjdEzSVUA6Dmn43r17gTFqY2MDx44ds3abuzJLVwG5Y5SOS7oyS52QpVIJc3NzaLVaqNVqyOVy8H0/4KAc9eReeLLAdYa5joSww6vZbEZ+mrS4uGj0CG/XsQgc7B/dcFhHXLshbgVnONzp2eoqjvBqz07PVsP6nPUZqP3hPmf9na746mR/uCvwdLxX+0PtDY1zHSZAcFI4/AVA1Gel6lAOr/JXh0+9XrcOHXXwhJ3NGlculw84mN3VzOGVYmqTuuO39hPuqhc3HF4R85d/+Zd0xJCRQUdMBPl83rgdsHv/4XA3NG03Oa5RG5c2yvjtRL9xg/52UhiVXt+8eTNynwWgbXTqID4Nddlr3LDal0u4DcW1vThG1d564ebNm5Edt6tbcWRN74bVFidprOpW1m7jRZQ+95Jv+Le3b99+0RjzZKffzc7OGjVm9cUoqv26+hVO2ykuyomj1+5Mbvha07hhY+7vcRFVHiB+/49wfFzabi+o/faP/crpRbe6pRuG/QMAt2/fjnXEuJ8gJJE3SNpu404v95nUrguTdEzqJqeXdEnHujgnq/7Vl3wNh/8pbrhTejedSzgurrw7OztfM8Z8Q6c4d3IiLHcc/WpSHegUdvvCTr9NyrD0ZxwMq433KzPMa6+9RkcMGRlJHTFTt0eMeoKBg9/8xoXDcTrrDXSeOXbD6vntlofuAePmEV5JojPL4e//S6WSXf0QXgmhx4Eq7moIdxVJp7jwjHRUuN+4QeTofiSdyu5e9xLXLS1ivlcG7n9SBgSfQ9TqlG5x4XDcsxzkvnZ3dxOXx92nIqyH7vf4Yf11V1QB/bcvtz11k+O2qbj2pPFJ2lC3eo5amRUOd9CtWPrRrV7SpiHH1SUgqE9h3YoL9xun5YnSkaj9AAZJG9cOwuF+xyTgYLsBkEcE+Xw+sLdK3H5W/cR1S+vuDbS+vh6YtdSZZMXdHyC8/48b5648AoJ7AWm85hO3KtJdqREVTjJG9TJ+ufsEdYqLak/GtFdNLi4uBlZCuLPgOtPtfiYABDcWNsYEPinutiEmYk7k0hn2cFnD4SyMO264W3tKatfFjUnh8vZr82l81Njijknd7LpCoWD1270Ggrqv+9conVYTxq00dNtXeK8tN7yzsxP5pq16rPc/7n61F1ukX9uk23Pv1z6Ms/2HZT/H9WNxNmj4voZlJ7j9BCFZYeocMXF08uLrbJh+n67oks7wdTgsIoHfqswseKdJX/AIWELIJDI5S4qmDLU99DORZrOJarVqPx+p1WrY3d21nxg0Gg27aqHVaqFUKgXsl1KpZGVXq9VAXvriCtw/OSlq1Ubc6sKQY+a+cZRROq34cD/NAdr1ofXjXncLt1ot62yizTd0xrchIiGEjJmpc8Q0m01sbm4CuL9/gkulUokMhw0aXVkTvu4Udn/bKQ81hPR3OpjrhlYi7c22SqWSva7VajZODQsO9iMn8wZn1tAXBDVONazfqwOwLx5qEKtRG77Wb5K1PWlbqNfrEGlvTqfHufa6/JiQrBFe+h9+idT2BMRPCOwzCzJUXAeK1ne5XLbPJ+xMqdfr9vk1Gg0Ui8XAZyCFQsHKDtsmtVqtozPEGGP3ZPA8z2666Xme3btJ+0P35MVBVhCEVwlsbW0NrT71b3iDZXeMaDQaAedTrVazbUHHA3ecqVQqgbEgqV3nOl46heNswDibr1wu22eiuuHafBqn7dfzPDvuuTafOngOud03HxWhzxdAR+dXlJNN7Wd3NZg+o0ajYdue6pqrO65M91ptE5WjeWhcJ9uENvt0cPXqVfuJ0qVLl3D58uV0C0QyxdTtESMiRpffDrJnxKAk+X42/DcpWm7t8N2BOvx/neLddFlnkG/Fk6ZxKZfLLxljnoiKz+Vyxj1BqxODfNM7ap3spJdR34B3u3b/ZoFO7cC97hY3jm+xC4VC5F4LuVzOuC9Dk0ycnkWlS/L/vaYZRz5J72sMbeUNY0zHzTry+bxxjwqP2i+l37huacMb+0bFaXxcHp2uo+TqX3WGhJ1dnf65cb0QNx5HxXdK0+newsTVQ1S6XnF/W61W/9IY8592SifORtDDLkMon45/o+LD/9/p/+LKFufo79X26NQH9lIv3Ww89yQv9zpKVqfruP+LK5feS1zfEBe3sbFxyxgTOM/a+V12DIwBiLO/w3/De2tF2TFJ8xw1vYyh7n5c3ezOTvJ7HVd93x/5HjHPPPMMPvnJTwJoO2Sefvpp7hczJQj3iIkmy6towxt4uR2rMdEnVGic62V3jcd+0SM0geBx3+Fwv3GDysnlcoGVFGMgdrdU3/cPzGSOCj2mVY8fbjab9rpbWK91hnbUZGF1yjCcQ2rI6qkBAOwRkUrUCQPd4vaJfBh6PG+n8iQ9dtrVF6CzTnSK65a20WhEHmWv/W2W+90p4UhUhIjYE7zGsRdYeH+UuLhOewkk2S8lvK+A7g9gTPvkEXelXTfCL6/uqSHuEbHuCSIiYo+oF2mfEhI3Dur+LRoX1fbctgYcbG+6ihbofORynMNrAGI71U55yv6qDi2fxmm8G6f1HHVfnRx5nV7uskL45LFOTgm9B7d+Ou3T445rWqdJxzg9Ucc9vc89zU9PvVH0iHWgt70Ru52yFxW3zxpiiHP2ZI1uDuVB7XWXsH0YZ6eEw/3GdUvr9muNRmNsNkGUjgCI3jF5SFy+fNmugNFVMYS4TKUjZlKJm8U3xkS+CLmdsTHtpZy6SV94gz41cMLL3rOKGh0zMzPwfT9QB2FD1n0Z7fbiGvXCWavVui5JcPOJMxyj4joZyG7aXo2tOFwDNq48URs1dqrLrBlGnU5qAaKdmVFxw6rzLsQeL+Ia5e7frKPl1DrVvivJC5UrI2kbShqXJO0wVnx0Ww0yJua6J5kOGo0GPM+zR13r5zzq2NSXShE58IKpR8Iq7otreNzpZYZ6wjkfFSEi1uHUiwMXwAE7ptOKgcNM+D7D43KUnacv3fpir/aP2n+5XA71er3TpstZZCEuMm5lTdaIW40VNyaFbay4tOq0zOL9u2j5crncAUerxkfVgbtlwyDje7PZ7HiK4ChxP1MKw8+WphM6YqYMd3kq0HmGPJ/Po9lsTtQMtpY5avWMMSbgpXfvWR05bjjKaQMg1voTkUD6qOu4uG6rFjzPO/Ct+iDogBY34xr1cnoYjOFOxlDUS39oz41R8EBUhPuM3L12JomZmZkDL1zudSdnmBL+RKWTY7rXuG5pDxmH9sb6IZfL2RM0Wq1WYLw45HowCujkyyDuhJ3bz+bz+aHaECNmqhtip/Eq7DwL24eTZLvPzMzY1UBRdmenVWND6p/H+q33pUuXIuOee+45PPfcc/YzJjI9TOUeMeiyjJaQGMQYEzkCUL/IgETqF3WLDAh1i4wK6hYZFdQtMioO6JaIXAagy1KeAnBt7KVqcwLARkp5p53/Ycn7UWPMyW6Jps4RkwYiciXJhj3MM/t5DiO/aainackzjXvslWl4DtOSZ1b0LSvlUFieeLJWnlEyDf0A80yPaamDacgza7rlknbZ0sx/2vLO/MehhBBCCCGEEEIIIYcFOmIIIYQQQgghhBBCxgQdMePhGeZ5aPIcRn7TUE/Tkmca99gr0/AcpiXPrOhbVsqhsDzxZK08o2Qa+gHmmR7TUgfTkGfWdMsl7bKlmf9U5c09YgghhBBCCCGEEELGBFfEEEIIIYQQQgghhIwJOmJGhIjkUshzfv9v5PHKI8hzbHnt5zf2eh0G466n/Twnsq7IaBCRsff3485znPml1b7S6EsIISRNstTvpTGWpsGYx1Nx/04zTl2kqmdp5p+2Hozz3qeiMxk3InIewD8Qkb8pIkfGkJ/sO2H+kYi81RhjxqHEIvIwgPeJyHeKyPKY8vuAiLxDnU6TwLjraT/PswD+jog8LSJdz7GfdNLutLOKiJzb17vHjDH+mPI8sd/3PTKOPEXkARH5DhE5PcZ7XAXwt0RkaUz5nd6/x5MmI98Ti8gZETmXdjlcRCQnIjNplwPITv2oQck+kkwiIvKgiMwCSLVdpzGW7uc7s/93LO133OP3fp5nAHyXiJwa5/iWxb5x/33h/SLyJmOMn8Jk99ifv5P3AyLyV8etB07+qbRxOmKGjIg8DuC9AL4G4PsB/N1RNyTTpgrgJoB/KSLfNGpnjIjMAfgmAF8HUDXGFEeV135+DwL4FgBfBPDNAE6NMr8O+T8qIn9HRL5BRB7o4Xdjraf9PB8G8NcB/AWA9wD4QRF516jz3c/7vIi8X0QeH8dL6r4TchHA3x7ngLWvD98jIk+mPWsRxb5D+IcAvAXA50Tk2/b/f5T9wkkA3wZgHsC7nf8fSZ4i8uh+PqcA/JKIvGvfaB81qwDeBeDdo9bz/b7vnQCWAfxDEVnLiOF4GsBC2oVQ9sfeywD+BxH5/rTLgwzUz/5Y9T4ReTgrDrxRICJnReR9InJcRMZS5/3aBAPmmcZ9jj1PJ+9TAP4mgJ9Ae4z/xnHm75Rj7GPpvvxlAP+tiBwbxwTruMfvfdkPAXg72u+j/0hEjo06z335mesbRWQNwNvQrv8/EJEHxjWxvp//2J+/k8d5AN+Ntm31syLyzv33p7GQVhsHUvYwH1KqAP6DMearIvIVtHdgfg7Al8aQ9x8AOA7goyLyD4wxXxARGVEnI2g7Rr4E4KqI/CCA2wA2jTFfHkF+ZQDPG2NeE5EqgDP7L+A3jDG1EeRnkfbqkscB7KDt4DgmIr9pjPlakp9jvPUEAHUAq8aYKyJyG8APAPhuEdkzxvz5iPKEiLwZwF8F8CCA/wnA7wP4NyPUQQA4A8AH8I1oDx6VEeVjEZFHALwVQA3AXwNwff//R3mf/XAUwMeNMbdE5C6Aj4vIu4wx2yPMUwCcNcb8nyIyJyLvAPC6MebVEeW3CuD/NcbcFJEagP8OwBER+SNjTGNEecIY87qI3APwDQBmReQPjTF7w85n3wg4jfaYsiUid4wxO/vOppHdX5cynQHwnwD4ZwD+qYi8ACA/6n64S5kWATwG4NfQ7hN+Q0SWjDG/kkJZMlE/+07Kt6E9HvwTEfkMgD81xtwaZzlGzf59PglgCcDfA3BTRP69Meb1EeZ5FsB59GcT9Jun3ucyxnefY6/b/XwFwBzaTphPA1hB27Z4v4j8hjHm+VHm34E0xlKgbWOcAfBDIvLr+2PAKO2McY/fQPvZ/t/GmF0ReR1ARUTm9yeXR0KG+8bHAfz/7d15mF1Vlcbh35eEMAgBZFCCBG0IkERmZ5RJASeUAIp2N4OKKCpOoGg7twOKqKgN2iKDIMoQIShhCA0SRRBEBgUZBSIiKPMgMQRY/cfal9xU6iZV1Bmqiu99Hh4rda+19jn33HP2XmftfR6PiCMkzQNC0kp19C16aOPz71gRuDYiLlZO+z4IOBGY0UBsaO877oqYGswD3ixpr4i4AfgfsiONpNVqjv2PEu+LwCGStgBqWcegnCQvBbYt/80FpgHTJW1WR0hgW0mnkl/MQ4BTgA9Lek0N8bqtDqwZET8nkwt3APtJmrK0/2ML+wngn8BqknYE7gJ+QiYpNoFaM7wrA2dHxOeAM8nOw/I1JydeTO7TCRExT9KOkiZJWrXGmCsAl0TEWcAtwNqSxg+zJAzk+f2jyjLL44EfAU9AreubPAosVwajm5KDlcMk7VziVn3srQd8TtKYiDgdOAnYk7zDVsuxroUVULPIKsTVqakyphxTQZ5v3gscKWkGcKqkTauON0DPArYD5kTEmcDOwCck7dNSeyArT3YCJkbELcA+wAGS3t1CW4bL/lkGuD0iTgOOJQceO5UkwmgyDlgQEccC5wNrALuXO+2VK9//McBznk6fYAieBTxWkovnUfN2FsuWmMc2GLO7yvteYFpE/Bn4BfAHYE9J0+qMD4tdO8bS/LWUcjPhRrJvta/K1NQqr2t9/tY8Grh+9/k7ywHvlvRZcr+eBpwnaSfVV4E1bM6NffbFumTfXcDawNuBKyS9sZ/31hG/kc+/R+yJwP6lLzcT+DE5vtuwyphL0EZ/+anAVqGSPTue7BAA/J2F02i2qXEQDHlC2zYi5gBfBY4gy7TrWpfkGnIgvAXwW3LAfw85MKlURDxIJl4OJgdbB5J3on4A1DLdp2vA9VdgkqSpETGXTDLcSJY1DmRbG9tPAGX608nAG8hS/RWBC4FNlOtoVJow6NpPDwK7Sto+ImaQVUBTy3sqTYx0YkbEGcCuwAmSticvZHsBe6ji9Zm6tnM+mUg7GvgaecI+S9KHldMjhoWIuIxMUnUuIvOAjSStBNTSkS7H3jjgh+XfJ5Sf95S0bhXHXvdFsVyw7wN+Xu4UziITtZ9Vheup9InZmTv8F/I8cD0wCfiApJfVEO9KMuEzH7iKPA+eALy+fJaNioibyWvLOZJ2IPfBMeT279N0e0qb7gUuIa93k8tNkLeTg+O3NtyW1vZPn/7F2uTgTRHxK7KyYArwin7eO+JIWl/Sp8gE3A6SxpbtnEMmy18taXyF8VQGhl8gp0cjaeOn2ScYTNxJyql2rwJerKwWuIiatrPEXEfSfuRgbKqkFeqO2RV7XUl7S5oKPAfYsvS97gbOJs+3m0kaU/Mx3H0OvhS4nZqvpd3b0/XzL8nxxJ3kza1nV9yH697Oh8nkW23X735iXkmpGCf7qd8iK6rXJCte6zCR4XNu7N4XpwM/Lvv5uxHxbeDzZDJko5pu9rXx+fcX+2zgfuC0kug9i0zKHaBck69WbfSXO5yIqUFE/LWrxO1S4DJJ04FvUN+JhYh4FPidco7lHcCfgF3IL1Yd8f4KHAmsT94BfJhcl2RK6bRUejKLiPnlbuc0wrnBAAAS3klEQVQF5JSkf5BlmxvWEQ+YLOnLpZP/MHkyWj8i7gRmk9PQlvp5Nr2fSszrgC8BFwHPJi9wMwbS3qdhsqQvRsT1wE3koBFynaTOHY3Na4j5dYAy+F4GuD8ijiJP4OtQ/bZOlvSliLgV+Bl5h+4yMjn4QfK4XKXimAPWpxM3HiAivlMGhgC/Jjux+5BTN8YN9djrE3OZEvMw4Fqy5HdMRMwm7xpPHUqsEqN7IfR1S7wDycqkWaVjNYMc+FYyIOoTs/uO2QLggYj4JXku2ImcAjikhcT7xJsEEBEnkd/f84BTI+JnwOXkOaV2WrhgZCcBehf5Xb8cuCUibifXRPs3NbRmUufY08LFec8nO/QHSNqwnI/2pKaE95K0uH+6O7ZzyM7kL8r34hLy3LibpInDsIJvwErC+7XkeWYr4JPAxyWNK4PmS8jK08ruqJcqjXnkueZA8kbHNuVYG1SfYKCUayRsQl5LbyZvNHy0tOdS8sZOpdupXJPqReSxuxZ5XvtU176tPGZX7O5p4K8ik4mbArsoH0TxdzIZNJHykVTdhtKOieTd+B0kbUkGO7zOa2nR/f3tbNsjZP/m8vLz5yS9rorzSJ/t3KLE/Rp5vFV+/e4nZmffnk8m2WYD55Vr6u3ARlXE7KskXx6h5XNjj/3/5MKXtXJEnAgcRVanNBG/1s+/R+wXldgfJK/jmwNbR8Q3yWRM5UsOtNFf7sWJmJpFzgv/b+BQYNdS2VGnx8gOwhrAV4BdSiKhFhFxI7ltawLvJgfAJ5ZOS10nszvJErKdycTGmTXFmwC8XNKhEfF98s77vpI2jyyVvYUBXija2E8RcXdEXEMm4nYHJpNTlao2AdhK0jciYlZJlkEmIW+S9O9kJ7nKRVQnAJtLOhKeGnTcLWmniLiCXIdnkwrjdWK+QtJ3IuK+yGqMMyLisoj4U3lPI4s29rCBpK8CRMRjWryc8s/A4WSV1Aci4vEKjr3umAu6LmgfJwdDn1dOkVseuHgogbT4QujTO4PwcgG/DjhGOa95JbIjNyT9xHxL57Vybl9R0v5k1dwZwP/GEOa29xNv187Fv9ytGkd2xLckByy39PpbVdGiC0Y+2dWe28n1mU5TLnw4jrwBUHsnVos+WeLx0p6HyDub15GJrPXJgXFtaw2Utozp7+em90+Pju1HyMT4mZKWKQOcGeS1YCTrrMU3k1xL4LfAG4HPSJpQtvMGoI7pv7PJitN1yDVMdpS0ZekT3Eq1g8fOGnMPlMHqFWSV10xlZcwFVL+djwKXl+voTOCb5AKen6kxZkdnGvgZZNL5ZuBuYENyP7+JnC5wBzlVq3KSnktu27lkImhXSbv3eVvl19I+39+n9m05r91cbq79g1yzZzeGmAjrZzt3U6kejIiDyP5bZdfvHjF3lbRbibmArN7+vKSXkJ95JWsa9hh0H0ReP1s5N/bY/7t1vWUL4FBlle188hxXd/xaP/8lxJ6ussB+RHw3In5BrvXX6efUUX3XRn+5XxrBN0VGhNIx+zgws9yhayJmk4s7dWKOJU+iiogHGoi3BnkhnlfuktQRQxERkr5FLqD1MUnvIhdEfoTs4F48mO1tej+VmCuSC1HdFxH/rOHvd/bTYcCKEfHe8vuJwLfJhXT/MypcYK9PzJUi4j1lAL462RmeBpwbFS601SPm3uTdqlvJ8sVZEXFPVTEH2b4Xk2sn3RAR7y+/GxsRnXmua5HzoT8SFS0q2SPmsiVJ0anuGEcee3cPMdZEYNXIhdA3JKclfjiytLnznleSd1P/PtR4g4i5QUTcWO4eDemRhwOM91pyGurFkVWBtSoJ1E+T+3WxBSMlbU521NYh10WpI9nb3Z5VyIU7n0dWom3dfQ1QLtz7WrLMfA5waZ37SbkuyLYR8b3y70WOgyb2T+nYbkEmH7ckBxN/iIiTy+tfL22YTSaUZ0YDT/Cri3Kq6/7kQpLHS9qJ/E68jByoX00ma+aUgWyVsceQfY/J5DSK28kk7JrkwO63FV93Xkv2Of5B3oTakYU3924i+yIXVtXnU07pfVP5b3Oyencj8ubej8kE+6MVxxxTkryrAe8kr6N/Uk5ReDU59fOmEve5wMlR001NZUX5ruQSA+PJiqvXkYvCzyjvmUhWXVZyLe3x/b0isvKxcw55OXl8rUKe+4e0gOoStvO3kRWYlV6/lxLz4og4pbxnO7JPdXVVfftyLX1HRHyi/Ht8RDxWfv4a+X1u9Nw4wONsOpmIvKbq8UIbn/8AYv8mIk4t79mOPIdfU8d4to3+cs+2OBFTv+4Pt+G4w+0pLiNKd4da0nfIBQEPLF/Q5wJzI+K+Vhs5DPTZT98Clo+I95YO3SHAERFxbc0xx0TEh5SlzRPJz6bSwVefmIcDT5TjoXPBuC2yRL0VfRJFz4qI/bteexu5uGxU2clYSsw9yM56VZ2pvoOvtwCPRMTZkp7Pws5rZRWAS4k5iZxXfnlE3FvF+XYp8TpPMPldU0ncrnb9B7l/HwWOjYi7O9c1ZaXMfcqFuZt4atkWwFoRMUvSO8n1Oeb17ayVBJI6He4a2/Nqcnri7yPik+V3YyhTJyStGhH317l/Btip3pCs0Lm/rWRxlcogPSKfcrE9sHJEnF6OiauAv9SxnSXRt21EnKV8xOm3gKPJMvZrqkzClHjPI6t+bicfxgB5l/bm8l/ln6dyStTa5Hprs8hp7suSVQr3A/dUGbMcm3tFxKeUi5KvCxwdETdL2oCs8p4ZEbcqqxdqe2Kccmrp/uS0t/8jv0+vJhO7x5CJkrOp8Fo6wIHp8yPitirilb+3pO38EVmxMKeq6/cAY25SYlY26C9xl3bDaAOyUrGxc+MA9sXG5L6opT1tfP4DjH0cOR3xwjo/izb6y714alID2kjClLhOwgxBLFqG/0HgMUmzyUWC/+AkTOqznz4C3CvpPHJ9ok9VnYTpEfOfks4FtgeurOMOeJ+YHwYWKB97+LyIuKTNJEzRadtBwL8kfa/rtWeTJd9VX1SWFHMVcopQJWLJC6FPJauhKl2YfCkxX0hWmq1Y3jvk8+1S4k0jt7H2hes6Osc7/S8Y+YSkjclposs1kYQpJrHokyXexqJPlnhlGczRQBJmeTIBsyOwuhaWOj9ZOnmbAgc1sH8eJb9r25af55BTOzaWtEFJ6D0QETeNhiQMLLYW32+AGyXtQlZv3VDXdsaia/E9SE6Fezf56NXKH3Uai64xtzU5YLwaWK+uzzMWXY/vpshK2rWAyRFxfQ0xlzQN/EZyKlJnjYrHK469iMippWeR03+2LfF+RZ771ihtrfpa2uv7u5mkycopI/Ng0Wk2Q7GU7Xw2WSVS6WLwA4g5gXxCVNUuj4jXkI/G/l5pSycJswfwYNPnxgHsi5Wpcc3BNj7/AcZejTwO6l5vsY3+cv8N8VjdbMm6MqedUrUDIuKmtts13PTZT8cB74+FC181EbORz6afmB8sncXWdVdlSPoyWap/LPDTuhLCbcQssZYl5w9PAQ4DNo4apt61GbONbezRjgnkAp53ktOCppAdqevIip1WktKSVomIB0rFzmfIdULGA/fWcSevRxu6K+WOJqsFDi7/XgN4Mmpcp62rHRuSC7meTHZqlwf2Jhf5nAL8uu7zcZsknUrexX1rdE3lqylWZ/rOXDJJML8kTOqM+QLyjvHKZALonLqPK0mTyQWvf0cmQE+qI2bXNbWyaeAVtGkacAB5Z/x8slpjcuSTZOqI18r3t+ntbCOmFq+gXq5TASHpPcD5bZ0b29j/wyX+MNj2Vvqui7XDiRizgSmDohWb6FSPZG3sp2dKzIEYJsmpRpKVTQ6+2orZxjb2id/5bF8QOTVgOvAecqrEh0qFQFttWo0cuD0o6SByasg5bbSl69/fJaeu/iAizmu4La12bNsir8VXZ8wm1uMbltPASyKqs/7QXGB21PjAjba+v01vZxsxh8ugu0fbGt//wyX+MNj21m+0OxFjZjYKjfbkVEuDr0ZjtrGNPdqxPllG/Ci5aOYqwCURMbflNu1LTtf6IVmxc1KT5eVdbdkAWD9y3ZCp5CLL+7Rxl7Xtjm1b5LX4RrQ+A+VDyLVYTgB+0uZAWbnW1AoATXyP2vr+Nr2dbcQcDoPuXtrY/8MlftvbXtrQ2o1VJ2LMzGxEamPw1XTMtgaYXfHXJxft/Cl5V/y2ttrSoXyaw17kQG1j4C7guianLvRpyzuBGRFxpXJR5X81NTWqR5ta79iaDdZwHig3yd/feg3XamZ7ZnIixszMzBZTkjB7AqdHxFVdv2+tCqCrTTPbmKrVoy0/i4g/tNkWs9HCA2Uze6ZwIsbMzMwWUabbvJ1MwgyLJEPfNrWcEBp2+8fMzMxGDj++2szMzJ5SngqzB/Dz4ZJk6K9NLSZhht3+MTMzs5HFFTFmZmb2lLJGwcptLHzby3Bq03Bqi5mZmY1MTsSYmZmZmZmZmfUhaYuIuKLHa68DVgYmAsdGxP0D/buemmRmZmZmZmZmVkhaRtIbySdH9vf6CsC7IuIk4HTgfYP5+07EmJmZmZmZmZkVEbEgIs4E/tbjLVOAh8vPfwe2GczfHzeEtpmZmZmZmZmZjWqSVgU+BPwemFD+d3x5eXlyetKAuSLGzMzMzMzMzKy3g4ELI+IXwAuBG4D5kgRsADw0mD/mRIyZmZmZmZmZWW8bAytLeilwB/As4NPAjsATwG2D+WNOxJiZmZmZmZmZ9XYl8JeIuBQ4EZgPfCUizgVWBY4dzB9zIsbMzMzMzMzMrIuktwHrSdoPOArYoTyy+uURsQA4Q9LOwGoRcd6g/nZEVN9iMzMzMzMzM7MRStIywOPAWOCJqDB54kSMmZmZmZmZmVlDPDXJzMzMzMzMzKwhTsSYmZmZmZmZmTXEiRgzMzMzMzMzs4Y4EWNmZmZmZmZm1hAnYszMzMzMzMzMGuJEjJmZmZmZmZlZQ5yIMTMzMzOrmaR9JB3Z47XlJW3UdJvMzKwd49pugJk9s0gaB0yJiD+23RYbPSRtDrwYWA/4eUT8puUm2Sgh6SXAssA04J6ImNFyk2yEiojjJG3T9/eSNgamAwK+0HjDbFSQtA/wkoh4X5/fbwNMBl4IfD8irm+heTbCSHorsBZweESo7faMRq6IMbPGSFof2Bf4aNttsVFn64j4AXAo0O8dZ7On6UDgb8ApwCdbbouNQuXGxJy222EjW0QcByzfz0ubRcQPgR+R10izgXgzcBRwTtsNGa1cEWNmjYmImyUtAF7adlts1Nlb0vcj4l5Jq7fdGBtV9o2IhyVtBZzbdmNsZCnHzarAfGAVYHKpUFgbuCMinICx2pQq5HcC3wZuI6tGzQbisYh4VNJdvd4gaUxEPNn5GQhAnd/ZkjkRYwBIWgbYhYUdg1NbbpKNcJJeB3yaLLPeErgqIs5ut1U2GvR3bAGviYj5kqYA17TZPhu5ep23JG0K7An8V5vtsxFpO+BK4AJgQ+CuTvJF0pm4EsaGYCCJPknblbe/DLionZbaSCLplcB6kqZ3/e4LwJrAQcCxwBnAFZK+C8wkE33vKK/f2nSbRyJPTbKOTYCpwBHAx1pui40CJemyGnAZcCqZ6DMbsv6OrYi4r7y8f/nPbNB6nbci4mrgEOCn7bXORqjvA1sDV5AD5QVdr411BZ8N0XZkFcIFwLWURF9E/ITSn++6Pu6Bp1faAETERcCfI+L0rl8fDywXEf8EzgLGRcR15HH1SnJa3FsiwkmYAXIixgCIiN8DVwPbA0+03BwbPe6KiAfIjuf4thtjo8pix5ak1wOnRMQtrbbMRrpFji1JB0oaGxFzgc0kTWi5fTay7BARBwOvAHakz7UwIu5ppVU2Wgwo0VcW8j2kKyljNliPd/0cT/0QcS/wG2CSpyQNjhMxBoCkj5DlZrOBMZLWbblJNjrE0t9i9rQscmxJWgcYGxEXSdq+pTbZ6ND3vPUmYFyZwvsY8EjzTbIRbD1JuwM7k3eR75S0taR3AF8EKI+t3hXYqr+nKpktwVITfZI2IasbbvD10YbgIWBs+XkS+ZQ3JK0A3AlMLX0xGyCvEWMdd5CP5twJ+COwGTC31RbZiFbml06R9HLyscLTSgfzVcCmkt4QEbNabaSNSP0dW8AxwPMlHU6ezy5osYk2QvU4to4mpyhNA/bzHT8bjIj4Up9fXVb+91ddv7uJfJpg4JukNjidRN84MtG3uqStyUV5vyhJwAnACmXh3ovx9dGWolwLXyrps8BLJG0WEVdJeqgk8wRMl3QluazFfsAywEmS3lem89pSKMI3rM2sGWVF9THk9LdxEbFgKf8XMzMzMzNrWPdTkXq8rnAy4WlzIsbMzMzMzMzMrCEufzQzMzMzMzMza4gTMWZmZmZmZmZmDXEixszMzMzMzMysIU7EmJmZmZmZmZk1xIkYMzMzMzMzM7OGOBFjZmZmZmZmZtYQJ2LMzMzMzMzMzBry/zmofX04gfJvAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1152x1152 with 49 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"flat_samples = sampler.get_chain(discard=1000, thin=15, flat=True)\n",
"flux_post = [flux(flat_sample) for flat_sample in tqdm_notebook(flat_samples)]\n",
"samples_with_flux = np.transpose(list(np.transpose(flat_samples)) + list([flux_post]))\n",
"corner.corner(samples_with_flux, labels=['a', 'n1', 'n2', 'n3', 'sb1', 'sb2','flux'],bins=40,smooth=5,smooth1d=2,);"
]
},
{
"cell_type": "code",
"execution_count": 706,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 244.8x244.8 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"corner.corner(flux_post, range=[[0, 1e2]],bins=40,smooth=5,smooth1d=1,labels=['flux']);"
]
},
{
"cell_type": "code",
"execution_count": 707,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Biased prior')"
]
},
"execution_count": 707,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from scipy.interpolate import interp1d\n",
"\n",
"hist = np.histogram(np.log10(flux_post), bins=np.linspace(np.min(np.log10(flux_post)), np.max(np.log10(flux_post))))\n",
"bin_centers = (hist[1][1:] + hist[1][:-1]) / 2\n",
"plt.plot(bin_centers, hist[0]);\n",
"\n",
"plt.xlabel(\"$\\log10$(Flux)\")\n",
"plt.ylabel(\"Biased prior\")"
]
},
{
"cell_type": "code",
"execution_count": 685,
"metadata": {},
"outputs": [],
"source": [
"# # Create extrapolation\n",
"# pf10interp = interp1d(bin_centers, hist[0], bounds_error=False, fill_value=\"extrapolate\")"
]
},
{
"cell_type": "code",
"execution_count": 686,
"metadata": {},
"outputs": [],
"source": [
"# def log_probability(theta):\n",
"# a, n1, n2, n3, sb1, sb2 = theta\n",
"# if not ((0. < a < 10.) and \n",
"# (5. < n1 < 20.) and\n",
"# (1. < n2 < 3.) and\n",
"# (-5 < n3 < 1.) and\n",
"# (1 < sb1 < 100) and\n",
"# (0.001 < sb2 < 1)):\n",
"# return -np.inf\n",
"# f = flux(theta)\n",
"# p = 1 / pf10interp(np.log10(f))\n",
"# if not np.isnan(np.log(p)):\n",
"# return np.log(p)\n",
"# else:\n",
"# print(f, p)\n",
"# return -np.inf"
]
},
{
"cell_type": "code",
"execution_count": 680,
"metadata": {},
"outputs": [],
"source": [
"# pos = np.array([0.5, 10, 1.9, 0, 10, 0.5]) + 1e-4 * np.random.randn(32, 6)\n",
"# nwalkers, ndim = pos.shape\n",
"\n",
"# sampler = emcee.EnsembleSampler(nwalkers, ndim, log_probability)\n",
"# sampler.run_mcmc(pos, 30000, progress=True);"
]
},
{
"cell_type": "code",
"execution_count": 681,
"metadata": {},
"outputs": [],
"source": [
"# flat_samples = sampler.get_chain(discard=1000, thin=15, flat=True)\n",
"# flux_post = [flux(flat_sample) for flat_sample in tqdm_notebook(flat_samples)]\n",
"# samples_with_flux = np.transpose(list(np.transpose(flat_samples)) + list([flux_post]))\n",
"# corner.corner(samples_with_flux);"
]
},
{
"cell_type": "code",
"execution_count": 682,
"metadata": {},
"outputs": [],
"source": [
"# corner.corner(flux_post, range=[[0, .1]]);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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