Skip to content

Instantly share code, notes, and snippets.

@kodamap
Created August 28, 2019 00:13
Show Gist options
  • Save kodamap/5c4db9732da01e15afac938775dcd22a to your computer and use it in GitHub Desktop.
Save kodamap/5c4db9732da01e15afac938775dcd22a to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Introduction\n",
"ref: https://scikit-learn.org/stable/modules/tree.html "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[Text(167.4, 163.07999999999998, 'X[1] <= 0.5\\nentropy = 0.5\\nsamples = 2\\nvalue = [1, 1]'),\n",
" Text(83.7, 54.360000000000014, 'entropy = 0.0\\nsamples = 1\\nvalue = [1, 0]'),\n",
" Text(251.10000000000002, 54.360000000000014, 'entropy = 0.0\\nsamples = 1\\nvalue = [0, 1]')]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAADnCAYAAAC9roUQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO2dd1iT5/f/3w8EEjBMB0Mrw4FUqShYx0eFujdYBK2IoOJuHVUp7af+nF8cbbXWT50gKLi1iqtUqwVHL3EglVbBUbBOFCdWEJXz+4MmNSSBBEMCcl7XdV/KPc5znicnJ/dzryMQERiGYRj9YGRoBRiGYWoS7HQZhmH0CDtdhmEYPcJOl2EYRo+w02UYhtEj7HQZhmH0CDtdhmEYPcJOl2EYRo+IDK1ATcXMzOxOYWGhnaH1YGouEokkt6CgwN7QetQ0BN6RZhgEQSB+9owhEQQBRCQYWo+aBg8vMAzD6BF2ugzDMHqEnS7DMIweYafLMAyjR9jpMgzD6BF2ugzDMHqEnW41Zvv27RAEAU5OTsjPz1dZJz8/Hw0bNoQgCNi5c6c8f/bs2RAEQZ4aNGig1DYtLQ2LFy9GYGAgnJ2d5XVzcnLU6pScnKwgt7z61Z1t27ahY8eOsLS0hKWlJTp27Ijt27drLScnJ0fpuZVOJ0+erIQ7YPQNb46oxgQGBmLgwIHYtWsXIiMj8f333yvVmTFjBq5fv44PP/wQAQEBSuX/+c9/0LhxY9ja2iqVzZ07F4mJiVrpZG9vj9DQUABAUlIScnNztWpfnfjvf/+LqKgoiMVidO/eHQBw6NAhBAUFYebMmZg7d67WMu3s7NCrVy+VZXXr1n0jfZkqAhFxMkAqefRvzu3bt8nGxoYEQaCjR48qlB05coQEQSAbGxu6c+eOQtmsWbMIAMXGxqqVvXDhQvryyy9p9+7ddOPGDbKzsyMAlJ2drZFuPj4+WtWvThw9epQAkLW1NV24cEGef+HCBbK2tiYA9Ouvv2osLzs7mwCQj49PJWirmn9s0ODfhZqWeHihmmNvb48lS5aAiBAeHo7CwkIAwLNnzxAeHg4iwrfffgs7O+13HH/22WeYN28e/Pz8UL9+fV2rrhNycnJw9epVvV/3q6++AlDS23V3d5fnu7u744svvgAALF68WO96MVUfdrpvAWFhYejZsycuXbqEWbNmAQC++OIL/Pnnn+jVqxeGDx9uYA11y+PHjxEdHQ0fHx+4urri2LFjer1+YWEhDh06BAAICgpSKh88eDAA4KeffsLz58/1qhtT9eEx3beE1atXo0WLFvjmm2/QoEEDLF++HBYWFli9erWhVdMJL168QFJSEuLj47F3714UFhZCEAR06NAB7733nl51ycrKQmFhIerUqYOGDRsqlTds2BC1a9fG/fv3cenSJXh4eGgsOzc3F3PmzMHNmzdRq1YteHh4wM/PD7Vr19blLTCGxNDjGzU1QUdjuq/zv//9jwDI04oVK9TW1WRMtzSGGNNNTU2ljz/+mOrUqSO/L3d3d5o/f75aubLxUW3TL7/8opFOiYmJBIA8PT3V1mnZsiUBoL1792oksyydzc3N6bvvvtNIjjaAx3QNkrin+xYxevRofPnll3j06BHee+89jBs3ztAqVYicnBwkJCQgISEBWVlZAABHR0d8+umnCA4ORuvWrctsL5VK5SsotMHeXrNTDp8+fQoAqFWrVpk6AFC7lK80YrEYY8eORVBQENzd3WFpaYkrV65g1apVWLNmDSZNmgSJRILRo0drJI+purDTfYv46quv8OjRIwDAxYsXkZGRofdX7zelc+fOOH78OIgIlpaWCAsLQ3BwMLp06QIjI82mIOrUqYO4uLhK07Gkk1hyNGJ5dTTFwcEBq1atUshr2bIlVq5cCQ8PD0ycOBGRkZEYPnw4xGKx9kozVQaeSHtLyMzMxLx58yAWizF69Gi8ePEC4eHhePXqlaFV04pjx46BiGBhYYGoqCh8++236Natm8YOVx9YWFgA+LfHq4q///5boe6bMG7cONStWxcPHjxAamrqG8tjDAv3dN8CiouLMWrUKDx//hz/93//h4iICJw+fRqnT5/GsmXL8OmnnxpaRY3ZsmUL4uPj8dNPP+Hjjz/GtGnT0LdvXwQHB6Nv374a9fLy8vIwffp0ra8dGRmJZs2alVvPyckJAHDjxg21dWRlsrpvgpGRERo3box79+7h5s2bbyyPMTCGHlSuqQk6nEhbtmwZAaCWLVvSixcviIjo7NmzZGxsTObm5vTnn38qtanqE2l3796lZcuWkbe3t3xCycrKikaOHEmHDx+mV69eqW1b2RNpBQUFJJFICABdu3ZNqfzatWsEgMzMzKiwsFDre1eFm5sbAaA9e/boRB4R8USagVLVeWdjKkROTg6++OILGBsbIyYmBiJRyctL69atMW3aNDx79gxjx441sJbaU7duXUyaNAmnT5/GxYsX8cUXX8Da2hrr1q1D165d8c4772DatGlIS0tTauvs7FyhL4Ovr69GukkkEvm2323btimVb926FQDQs2dPnYy/ZmRkyCcUvb2931geY2AM7fVraoKOerrdu3cnABQREaFU9uzZM2rcuLHKHm1V7+mqori4mJKTk2nUqFFkZWUl76EmJCToRL42pKSkEACysbHRahuwm5sbubm5UWpqqkL+8uXL6eLFi0r1T506RU2bNiUANHjwYJ3eA7ina5jvvqEVqKlJF043JiaGAFDjxo3p2bNnKuv88ssvJAgC2draUm5urjxfE6e7b98+atu2rTyZmJjI16fK8ubOnau2fWWevVBQUEBbt26lfv36GcTpEhF9/vnnBIAkEgn179+f+vfvLx92mDlzpso2UDOUIVvX26JFCwoICKDAwEBq1aoVCYJAAKhdu3b06NEjnerPTtdA331DK1BT05s63Vu3bpG1tTUJglDuWOTo0aMJAAUFBcnzNHG6sbGx5Y6DhoaGqm3/Nh94I2PLli3UoUMHkkqlJJVKqUOHDrRt2za19dU53ejoaAoICKAmTZqQlZUViUQiqlOnDnXt2pWio6PlY/W6hJ2uYRKHYDcQhg7BPnv2bMyZMwexsbEICwurlGv4+voiJSUF2dnZcHZ2rpRrMBWHQ7AbBl4yVsOJjo5GcnIybG1tsWTJkjeWl5mZiYULF8r/zzCMIux0azgnTpzAiRMnUL9+fZ043Tt37mD9+vU60Ixh3k54eMFAGHp4gWF4eMEw8DpdhmEYPcJOl2EYRo+w02UYhtEj7HQZRg9cvXoVISEhcHBwgEQiQePGjREZGVnmSWXq8PX1LTNUe3U9R7mmwKsXajg5OTlwcXGBj48PkpOTDa3OW0laWhp8fX2Rn5+P1q1bo3PnzkhNTcWiRYuwf/9+HD9+HFZWVlrLDQgIkB+W/jrt27fXhdpMJcFOl2EqkVevXmHo0KHIz8/HggULEBkZCQAoKipCQEAA9u3bh4iIiArFsvv6669500k1hIcXGKYSSUxMRFZWFlq0aIHPPvtMnm9qaoo1a9ZAJBJh3bp1uH//vgG1ZPQJO90qzJ07dzBt2jQ0a9YMZmZmsLKyQufOneVHB5bG2dlZHkImPj4e3t7eMDc3h62tLQICAnDlyhWF+mFhYXBxcQEApKSkKIwLvr41WCaXiLBy5Up4eXlBKpXC2tpaQd65c+cwePBgODg4wNTUFA4ODhgyZAjS09NV6isIApydnfHy5UtERUXBzc0NEokEjo6OGDt2LO7evatQf9GiRRAEAVOnTlX7zCIjIyEIAubMmaO2jj7Zu3cvACAwMFApvI+DgwM6deqEly9fYv/+/YZQjzEEhj78oaYmlHPgzenTp6lu3boEgJydncnPz4+6detGUqmUAND06dOV2jg5OREA+vzzz0kkEtEHH3xAgYGB5OLiQgDIzs6O7t27J6+/du1aCggIkJeFhobK09q1a5Xkjh8/Xi53yJAh1KFDB3mdbdu2yU8h8/b2po8++oi8vLwIAJmamtLOnTuV9AVADRs2JH9/fxKLxdSrVy8KCgoiBwcH+X3fvHlTXv/evXskFovJxsaGCgoKlOQVFRVRvXr1yNjYmG7cuFHm89UXnp6eBID27dunsnzatGkEgD799FONZcoOEpo5cyZNnDiRxo8fTwsWLKC0tDStdAMfeGOY776hFaipqSyn++TJE2rQoAEBoOXLlytESbh+/br8i3zw4EGFdjLnWLt2bUpPT5fnP3/+nPr3708AaPbs2QptZFEWfHx81Oojk2tjY6Pyi33jxg2qVasWAaD169crlEVHRxMAsrCwoFu3bimU4Z8Tt+zs7BTOki0oKCB/f38CQAMHDlRoM2zYMAJAGzZsUNJj69atBID8/PzU3ktpZA5Mm1TWyWqlsbGxIQAKn8frLF26lABQQECATnQeMGAAPXjwQCM57HQN9N03tAI1NZXldL/77jsCQKNHj1ZZfvr0aQJA/v7+Cvky5/j9998rtTl16hQBIF9fX4V8bZzuggULVJbPnj2bAFDfvn1VlssOWi999q7MUajS9+bNmyQWi0kQBMrJyZHn//rrrwRAoZct44MPPiAA9OOPP6q9l9IsWLBAoYevSXr9LaA8ZL3/y5cvqyxfu3YtAaAePXpoLHPmzJkUFxdHly9fpmfPnlF2djbFxMSQvb09AaBOnTqVGc5IBjtdA333Da1ATU1lOd0+ffoQAEpKSlJZXlxcTFKplOzt7RXyZc5R1fm1T548IQDUtGlThXxtnG5mZqbK8i5duhAA2rx5s8ryjRs3EgDq2rWrQr7M6ao7nLtXr14qI0O0atWKAFBGRoY8LysriwRBIBcXFyouLlZ7L/pG5nSvXLmisnzNmjVaO111XL9+Xd6z3r59e7n12ekaJvFEWhUkOzsbANCrVy+Vi9+NjIzw9OlT5OXlqWzfsGFDpTxZKPDnz59XWC9VcgHII9TKJuVK4+rqqlDvdaytrdWuUZUthyoddXf8+PEAoLDMas2aNSAijBkzRmnCypDI1tGq2wShy1DtDRo0wIgRIwAABw4ceGN5TOXA63SrIMXFxQAAPz8/pRUCmmBkVDm/pWZmZm/UXpUzLMtBlnTGlOsEBwdjxowZiI+Px6JFi2BsbIy4uDiYmJhg5MiRWum0cOFCrc/97dixI8LDwzWq6+TkhIcPH+LGjRto2bKlUrkuQ7UDgJubGwDVP3BM1YCdbhXknXfeQVZWFqZOnQofHx9Dq1Mu9evXR1ZWFrKzs9G2bVulclnP3dHRUans4cOHePLkCSwtLZXKrl27prKdubk5QkND8d1332HLli0Qi8W4f/8+goKCUK9ePa10T0pKQkpKilZtAGjsdD09PZGeno6zZ8+ib9++SuWyaMaqHHJFePDgAQCo3KnGVA14eKEK0rNnTwDAzp07K/1apqamAICXL19WWEbnzp0BAAkJCSrLZYeaq/sB2bRpk1LenTt38Msvv0AQBHTs2FGpfMKECQBKhhhkwwwVOXMgOTlZ6zG5uLg4jeX3798fALB9+3Z5z13G7du3cezYMYhEIvTp00dr3UtDRHKbadOmzRvLYyoJQw8q19SEMibSHj9+TI6OjmRkZETffPMNFRUVKZQXFxdTSkqK0tpP2YSXOgCQk5OTQt7z58/JxMSE7O3t6eXLlyrblSf39SVj8fHxCmXr1q0jACSVStUuGXNwcKCsrCx5fkFBgXz98IABA9ReVzaBB4Dc3NzU1jMkL168kIdQf331x+vL+MaMGaPULjIyktzc3CgyMlIh//Dhw5SYmKj0WT18+JDCwsLky/Nej/ysDvBEmmG++4ZWoKamspwYEVFaWpp8k4C9vT11796dBg8eTB07diQ7OzsCQJMnT1ZoUxGnS0TyL3/z5s0pJCSERo0aRevWrdNYLpHi5og2bdrQRx99RN7e3gSATExMytwc4efnR2KxmHr37k1BQUHk6OgoL7t+/braa+7YsUPudJcsWVKmfobkzJkz8k0tXl5eNHjwYPkzbdGihcrVG6GhoSrXBMvW9darV4969epFQ4cOJV9fX7KysiIAZGlpqbR+Wx3sdA303Te0AjU1lefEiIjy8vJo1qxZ1KpVK5JKpSQWi8nJyYm6dOlC33zzjZJDqqjTzc3NpZCQELK3tydjY2OlL7smTpeI6OzZsxQYGEh2dnYkEonIzs6OgoKC1O6UkulTVFREc+bMoSZNmpCpqSnZ2dlReHg43b59u8zrPXz4kARBIIlEQvfv3y9XP0Ny+fJlCg4OJjs7OzI1NSVXV1eKiIig/Px8lfXVOd20tDQaN24ceXl5Ub169cjExISkUim99957NH36dPrrr7801omdrmESx0gzEBwjrWRVgpOTE3JycirUfs2aNRg7diyGDx/OwTArAMdIMww8kcZUSwoKCvDVV18BACZNmmRgbRhGc3jJGFOtiI2NRUpKCn799VdcuXIFgYGB8PLyMrRaDKMx3NNlqhUpKSlYv349Hjx4gBEjRiA6OtrQKjGMVvCYroHgMV3G0PCYrmHgni7DMIweYafLMAyjR9jpMlWanJwcCIIAX19fQ6uiVzIzM/H111+jR48ecHFxgVgsRp06ddC9e3e14ZqY6gGvXmCYKki3bt1w8+ZNmJmZ4f3330e7du1w7do1HD58GD///DP27NmD+Pj4SjtRjqk8+BNjmCqIm5sbYmJikJeXh+TkZGzevBm//vorTpw4AQsLC2zatAnr1q0ztJpMBWCnyzBVkMOHD2PkyJEwNzdXyG/fvj0iIyMBqD6djan6sNOtpmRmZmLkyJFo0qQJzMzMYGNjA3d3d4wYMQJnzpxRqHv06FFMmjQJnp6eqFOnDsRiMVxcXDBmzBi1W3B9fX0hCAJycnKwa9cudOjQAVKpFPXq1cPw4cORm5sLoGRn2MyZM9G4cWNIJBK4urpi8eLFULUc7nWZ27ZtQ7t27eSh3Pv3749z585p/RzS09MxbNgwNGjQAGKxGPXq1UNAQADOnj2rsv7p06cRFBQEV1dXSCQS1KlTBx4eHhg/fjwuX76s9fUNgaenJwA+qLzaYujDH2pqggYHyKgjLS2NzMzM5KdUBQYGkr+/P7Vu3ZqMjY1p3rx5CvW9vLzI1NSUvL29yd/fnwYOHEhNmjQhAGRra6sy9pks4uy0adPIyMiIOnfuTIGBgeTs7Cw/kezJkyfUvn17srGxIX9/f+rduzeZm5sTAJozZ45amZMnTyYA1K5dOxoyZAh5eHgQAJJIJHT48GGFNmXFcIuJiSGRSEQAyNPTkwYNGkQdOnQgIyMjMjExoR9++EGh/v79++UH+nh7e9PgwYOpX79+8uuXPpayqrJs2TICQJ07d34jOeADbwzz3Te0AjU1vYnTlZ1AtXjxYqWy27dv0++//66Qt2/fPqWw3MXFxbRq1SoCQD179lSSI3OQZmZmdOzYMXl+QUGBvKx58+bUsWNHhaMJz507RyKRiGrVqkVPnz5VKdPIyIh27NihULZw4UICQI6OjvTs2TN5vjqne/r0aRKJRGRra0vJyckKZSdOnCBLS0uytLSkvLw8petv27ZN6X7//PNPunr1qlK+OqBhuPbXU2xsrMby1VFYWCj/wXzT4yzZ6Rom8eqFasi9e/cAAN27d1cqs7e3h729vUKeqjAxgiBg7Nix2LBhAw4dOoT8/HyVwRGnTJmiELlBIpFgypQpSElJwcWLF/H7778rBJb09PREnz59sGfPHpw5c0ZltIiAgAAEBAQo5EVERGDTpk04f/48duzYgZCQkDKfwYIFC/Dy5UssX75c6RodOnTAzJkzMWPGDCQkJGDy5MkAyn5u6oJqqiM0NFSr+gDQuHFjrduUZtq0abh8+TKaNGlSoUgZjOFhp1sN8fLywoEDBzBhwgTMnz8fnTp1gomJSZlt7t69i7179+LChQt4/PixPDzPnTt3UFxcjCtXrqBVq1ZK7Xr16qWUJ3MeTk5OcHd3Vypv0qQJAODWrVsqdQkODlbKEwQBQ4cOxfnz53H06NEynW5xcTEOHToEkUiEAQMGqKwjc8QnT56UO10vLy9cuHABISEh+PLLL9GmTZsKL7nSJmSPrli5ciW+//57SKVSbNu27Y0DhTKGgZ1uNSQiIgInT57EoUOH0LVrV5iZmcHb2xvdu3dHWFgY3nnnHYX6K1aswLRp01BYWKhW5pMnT1TmN2jQQClPFvRQVdnr5erCvctCq6vLLx1yvTR5eXnIz88HUH7o8tfD1C9YsAAXLlzAvn37sG/fPlhYWKBdu3bo2bMnwsLCULt27TJlGZKtW7fi448/hkQiQWJionwyjal+sNOthkilUhw8eBCpqanYv38/UlJSkJqaimPHjiEqKgpbt26V9wBPnz6Njz/+GFKpFMuXL0eXLl3g4OAg7yUNHToUmzdvlo0zK1FWT7CivUR1YddlOpQVlh34N0S9WCzGkCFDyqzbrFkz+f/r16+PU6dOISUlBQcOHMCxY8dw5MgRHDp0CPPnz8dPP/2E999/X6N7CAsL06je64SHh6sMslkee/fuRUhICIyNjbF9+3Z06dJFaxlMFcLQg8o1NeENJtJUkZ+fT19++SUBIDs7O3n+Z599RgBo+fLlKtu1adOGANAvv/yikC+bdMrOzlZqU9aKAiKiWbNmqZw4kslMTExU2U42mTZq1Kgyr/XixQuSSCRkamqqFLRTW/Ly8mjUqFEEgNq2batxO+hpIu2nn34isVhMxsbGtHXrVq3bl3cPVAW+CzUt8TrdtwSpVIp58+bB3Nwcubm58kmjBw8eAIDSkAMAXLx4sUJrY98UdYv6t2zZAuDfkO7qEIlE6Nq1K4qKirB379430qV27dqIiooCAGRkZGjcriJfNm17xykpKfD390dRURFiYmIQFBSkVXumasJOtxqycuVKXLlyRSk/OTkZz549g4WFBaytrQH8+3q9Zs0aFBUVyevevXsXoaGh8gk1fbJjxw7s3r1bIe/rr79Geno67O3tMWjQoHJlzJw5EyKRCOPGjcP+/fuVygsLC7F9+3YFR7pkyRKVk3uy9g0bNtT2ViqN1NRU9OvXDwUFBVixYkWFVkswVRMe062GrF69GhMmTEDTpk3RvHlzSCQSXLt2DSdPngQAREVFyVczjBgxAkuXLsWBAwfQqFEjtGvXDgUFBUhJSUH9+vXh7++v5AArm4kTJ2LgwIHo0KEDnJyc8Mcff+D8+fMQi8XYsGGD0tZXVbRt2xYxMTEYPXo0+vXrh6ZNm8LNzQ0mJib466+/kJmZiadPn2LXrl3w8PAAAMydOxfTp09HixYt4ObmBmNjY1y+fBlpaWkQiURYsGBBZd+6xvTu3RtPnz6Fvb09Tp48Kf9sX6dOnTr4+uuvDaAd80YYenyjpia8wZjunj17aPTo0eTh4UG2trYkkUjI1dWVBg0apLCRQcbt27dp5MiR5OTkRGKxmJydnWnKlCn08OFD+UYLfY7pZmdn06ZNm6hNmzZkbm5OlpaW1KdPHzpz5ozW17p48SKNHTuWGjduTBKJhKRSKTVt2pQGDhxI69evVwhxHh8fTyEhIeTu7k5WVlZkZmZGTZo0odDQUPrtt99UyjcU0GCM2MnJ6Y2vQVXgu1DTEofrMRA1MVyPr68vUlJSkJ2drXbZGKM/OFyPYeAxXYZhGD3CTpdhGEaPsNNlGIbRIzymayBq4pguU7XgMV3DwD1dhmEYPcJOl2EYRo+w063hJCcnQxCECh3g8jYQFxcHQRAUUuldellZWVi2bBmCg4PRtGlTGBkZQRAEJCcn61yfvLw8rFu3DuPHj4e3tzdMTU0hCAJmz55dZjtnZ2eFeyivPmM4eEcawwBo2bKl/LjE0qenrVy5EsuWLdOLHsePH8eoUaO0bjdo0CDk5eXhypUrOHHiRCVoxugK7ukyDAB/f3/ExcUhLi5Oyel6eHggIiICW7duxdWrV9G2bdtK08POzg7jx49HTEwM0tPTMW3aNI3aff3114iLi0N4eHil6cboBu7pMkw5VKTnWVHat2+P9u3by//evHmz3q7N6Afu6VZBMjIyIAgC3Nzc1NY5e/YsBEFAixYt5HkPHz7E//73P/Tu3RsuLi6QSCSwtrZGx44dtQ4vM3v2bAiCoLZdWFiY2nHNwsJCLF26FO+//z4sLS1hZmYGDw8PLFy4sMzoFQxTE2CnWwXx8PBAy5YtcenSJZw6dUplnYSEBABQiCV24sQJfPLJJ/jjjz/g6uqKgQMHonXr1jhz5gxGjBiBiRMnVrru9+/fR6dOnfDpp5/i6tWr8nA4Dx48wOeff47u3buz42VqNOx0qyjDhw8HAMTHxyuVvXr1Cps3b4aRkZFCkEd3d3ecOHECf/31Fw4fPozNmzfjyJEjyMnJgaenJ1asWKHyiEBdMmrUKJw5cwZhYWHIycnBwYMHsXv3bly9ehXDhg3D8ePHMW/ePI3lyXrU2iRfX9/Ku0GGeUN4TLeKMnToUERERGDLli1YsmSJQrTfgwcPIjc3F127dlUIDtmoUSM0atRISZa9vT0WL16MHj16YOfOnWjXrl2l6JyRkYHExES8++67WLNmjYLOEokEq1atwsGDB7Fq1SrMmzdPoxhrFYkp9npcNIaparDTraLY29uje/fuSEpKQlJSEvr37y8vk/V+VYUpJyIcPXoUx44dw61bt1BQUAAikkfPvXTpUqXpnJSUBAAYMGCAypDwtWrVgre3Nw4cOIDLly+XOWYtIzw8nGfkmbcKdrpVmOHDhyMpKQnx8fFyp5ufn4/ExESYm5vjww8/VKh/584d+Pv7IzU1Va1MdaHWdUF2djYAYOHChVi4cGGZdfPy8jRyugzztsFOtwrj7+8PS0tL7N27F48fP4aVlRV27tyJZ8+eITg4GBYWFgr1w8PDkZqaigEDBiAiIgLu7u6wsrKCsbExLl26BDc3N+jqkB1ZGHRVeW3bti33Fb927doaXSc6OhrHjx/XSrdmzZohMjJSqzYMoy/Y6VZhzMzMEBAQgNjYWGzfvh3h4eFqhxb+/vtv/Pjjj6hXrx5++OEHGBsbK5SrCmRZFqampgAgH5YozbVr15TyZBGHe/fujVmzZml1PXUcP34c69ev16qNj48PO12n1MEAACAASURBVF2mysKrF6o4slUMCQkJuHnzJpKTk+Hg4IBu3bop1Hv8+DGKi4vh6Oio5HABYOPGjVpd19HREUDJuQOluXv3rsrQ7T179gQA7Nq1S2c96ri4OK1jUFXGmQgMoyvY6VZxfHx84OTkhKNHjyIqKgrFxcUYOnSokmO1s7ODtbU1MjIylJxObGys1jubfH19IQgC4uPjFSbfHj16hBEjRqjsAXt7e6Nfv3747bffEBYWhry8PKU6mZmZiImJ0UqX6orsGfLhM8zr8PBCFUcQBAQHByMqKgorVqwAoHrVgrGxMb744gtERESga9eu8PHxgb29PTIyMvD7778jMjKy3Mmt13F2dsaoUaMQHR2N1q1bo3PnzgCAU6dOoW7duvDz80NiYqJSuw0bNqBv377YsGEDfvjhB3h6eqJBgwa4d+8ecnJycPXqVbRs2VKvW2vflLS0NEyYMEH+9x9//AEAmDBhAiwtLQEArVu3ln8+MmRj3KpWcpTF60v6rl+/DqBkbFu2OgRApa+3ZioPdrrVgOHDhyMqKgrAv7vVVDFjxgw0bNgQ33zzDU6fPg1jY2O0atUK+/fvx7vvvquV0wVKTtd65513sH79evz888+oW7cuBg8ejP/7v//DlClTVLaxsbFBSkoK1q9fj40bN+L8+fNITU1FnTp10KBBAwQFBSEwMFC7B2Bgnjx5onJFyMWLF+X/l0gkCmWvXr1CRkYGxGIxhg0bptX1VF3r5s2buHnzplZymCqKoWPA19RU8ugZQxMbG0sAaNasWTqVe/LkSQJAU6dO1anc8tDmfv6xQYN/F2pa4p4uwwDYvXs3cnJyAADr1q3TaLdcWRw+fBiWlpb473//qwPtymf69Ony83SZqg0HpjQQHJiyahAXF4cRI0Yo5L148QIiUfXqjzg7Oyss45s1a1a5E3gcmNIwsNM1EOx0GUPDTtcw8JIxhmEYPcJOl2EYRo+w02UYhtEj7HQZhmH0CDtdhmEYPcJOl2EYRo9Ur8WIbxESiSRXEAQ7Q+vB1FwkEkmuoXWoifA6XUYBQRAEANsAPCCisYbWp7oiCMJYAB8DaEdEfxtaH6bqwE6XUUAQhCkAQgD8h4g4VnoF+efHS3b6eijvhGFksNNl5AiC8B8AP6Ckd5ZtaH2qO4IgmANIBfA/IlptaH2YqgE73RqIoGIPsiAI9QCcBTCOiPYbRrO3D0EQmgI4DqAPEZ0pVcZ7wWsgvHqhhiEIghjA5X9ef2V5xgA2AVjPDle3ENElAOMA7BAEoXQ0zh8FQWhuALUYA8JOt+bRHEBBqR7WnH/+1U00SUYBIvoBwE4A8YIgvP6dywXQ3jBaMYaCnW7NozWANNkfgiD0BRAKYCgRvTKYVm8/kQAsAHzxWl4aSj4PpgbBTrfm0RrAOQAQBMEZwDoAg4norgF1eushohcABgOYIAiCLJQzO90aCDvdmkcrAGmCIEgA7ACwgIh+NbBONQIiugUgGCXDDA0ApANoIQgCb1KqQbDTrUH88+V+DyVf9m8B/Alg2T9lNoIgzBIEQbvolUyZCIIwQhCElf+8VYCIfgHwHUo2oDwHcBOAm8EUZPQOO92ahRtKvuR+AD4AEA6griAICwBcAeAEYK3h1Hsr2QPgIYCzgiDE/rOEbBGA+wAWg4cYahzsdGsWrQFcBbAEJcuY5gDIBGAFwIuIRhLRVQPq99ZBRPeJ6AsAjQFkAzgBYCOAhQAGAHgJdro1Cna6NYt2KFmi9BtKljARgBZENIGIcgyp2NsOET0korkAXFEykbkTQA6AgQD+Y0DVGD3DO9JqEIIg3ARQF8DXAL7lFQuG458twuEoeduwICKeTKshsNOtQQiC8CGAE0TER/pVEf7ZITiEiNaXW5l5K2CnyzAMo0d4TJdhGEaPaDyOZGZmdqewsJAjHTAGRSKR5BYUFNiXzmf7ZAyNOtssjcbDC3wKHVMVEAQBRCSoyGf7ZAyKOtssDQ8vMAzD6BF2ugzDMHqEnS7DMIweYafLMAyjR9jpMgzD6BF2uoxarl69ipCQEDg4OEAikaBx48aIjIzE06dPKyQvPz8fkZGRaNy4MSQSCRwcHBASEoI///xTx5ozbzvV2jaJSKNUUrVqkJ2dTQDIx8fH0Kq8tZw9e5YsLCwIALVu3ZqCgoLIycmJAFCLFi3o0aNHWsl7+PAhvfvuuwSAnJycKCgoiFq3bk0AyNLSks6dO6eRnH/ssMraJ9tm5VPdbLN0YqfLKPHy5Utyc3MjALRgwQJ5/vPnz6lfv34EgMaMGaOVzJEjRxIA6t+/Pz1//lyeHxUVRQDI3d2dXr58Wa4cdro1m+pom6UTO11GiZ07d8p7DcXFxQplt27dIpFIRCKRiPLy8jSSl5ubS8bGxiQSiejWrVsKZcXFxdSiRQsCQLt37y5XFjvdmk11tM3SSedjunfu3MG0adPQrFkzmJmZwcrKCp07d8bWrVtV1nd2doYglGziiI+Ph7e3N8zNzWFra4uAgABcuXJFoX5YWBhcXFwAACkpKRAEQZ7CwsKU5BIRVq5cCS8vL0ilUlhbWyvIO3fuHAYPHgwHBweYmprCwcEBQ4YMQXp6ukp9BUGAs7MzXr58iaioKLi5uUEikcDR0RFjx47F3buKpyUuWrQIgiBg6tSpap9ZZGQkBEHAnDlz1NbRJ3v37gUABAYGyj8bGQ4ODujUqRNevnyJ/fv3ayTvxx9/xKtXr9CpUyc4ODgolAmCgMDAQABAYmKiDrRXD9sm22ZpDGKbmnhm0rAncfr0aapbty4BIGdnZ/Lz86Nu3bqRVColADR9+nSlNrKxmM8//5xEIhF98MEHFBgYSC4uLgSA7Ozs6N69e/L6a9eupYCAAHlZaGioPK1du1ZJ7vjx4+VyhwwZQh06dJDX2bZtG5mYmBAA8vb2po8++oi8vLwIAJmamtLOnTtV/po1bNiQ/P39SSwWU69evSgoKIgcHBzk933z5k15/Xv37pFYLCYbGxsqKChQkldUVET16tUjY2NjunHjRrnPWB94enoSANq3b5/K8mnTphEA+vTTTzWSN2XKFLWfPxHR3r175eNz5YEK9nTZNtk2VaEP2yyddOZ0nzx5Qg0aNCAAtHz5cnr16pW87Pr16/KHdfDgQYV2MgOsXbs2paeny/OfP39O/fv3JwA0e/ZshTaavMLJ5NrY2FBaWppS+Y0bN6hWrVoEgNavX69QFh0dTQDIwsJC6ZUDJdEWyM7Oji5evCjPLygoIH9/fwJAAwcOVGgzbNgwAkAbNmxQ0mPr1q0EgPz8/NTeS2l8fHzkemiaQkNDNZZvY2NDABQ+j9dZunQpAaCAgACN5A0cOJAA0Lfffquy/Ny5c3IbKI+KOF22TbZNdejDNksnnZ1WHxcXhxs3bmD06NH4+OOPFcoaNGiAtWvXok2bNlixYgW6d++u1H7u3Llo2bKl/G9TU1PMnDkTe/fuRXJyMmbNmlUhvSIiItCqVSul/OjoaPz999/o27cvhg8frlA2atQobN26FYcOHUJ0dDRmzpyp1P7//b//h2bNmsn/lkgk+P777/Hjjz9i9+7duHbtGpycnAAAEyZMQEJCAlatWoWQkBAFOatWrQIAjBs3TuN76tWrF5ydnTWuDwAdO3bUuK5s2U2tWrVUlkulUgAly2wMIU9b2DbZNvUlTyM08cykQU+3T58+BICSkpJUlhcXF5NUKiV7e3uFfNmvfnZ2tlKbJ0+eEABq2rSpQr42vYnMzEyV5V26dCEAtHnzZpXlGzduJADUtWtXhXz88+usbllKr169CAAlJCQo5Ldq1YoAUEZGhjwvKyuLBEEgFxcXpUkBQyJ7rb1y5YrK8jVr1hAA6tGjh0byunXrRgAoOjpaZfmlS5fkr83lgQr0dNk2S2DbVEYftlk66WwiLTs7G0DJL93rEwiyZGRkhKdPnyIvL09l+4YNGyrlWVhYAACeP39eYb1UyQWAmzdvAoB84qM0rq6uCvVex9raGlZWVirbyX7lb9y4oZA/fvx4AMDq1avleWvWrAERYcyYMUqTAoZE9uuubqH533//DeDfz6c8ZPV0JU9b2DZLYNtUxhC2qbPhheLiYgCAn5+f0iysJhgZVc7mODMzszdqr8rgyjLCkh885TrBwcGYMWMG4uPjsWjRIhgbGyMuLg4mJiYYOXKkVjotXLgQmZmZWrXp2LEjwsPDNarr5OSEhw8f4saNGwqv1TJkX1rZK6om8l5v96bytIVtswS2TdXyXm/3pvI0QWdO95133kFWVhamTp0KHx8fXYmtNOrXr4+srCxkZ2ejbdu2SuWy3pGjo6NS2cOHD/HkyRNYWloqlV27dk1lO3Nzc4SGhuK7777Dli1bIBaLcf/+fQQFBaFevXpa6Z6UlISUlBSt2gDQ2LA9PT2Rnp6Os2fPom/fvkrlaWlpAKDS6NXJA4CzZ8+qLNdWnrawbZbAtqlaHqBn29RkDII0GNP96quvCAB98skn5Y59vI5sfKuscRInJyeFvJs3bxIA+s9//lNhubNnzyYA1LdvX5XlPXv2JAA0d+5cJX0A0MqVK5Xa3L59m8RiMQmCoHIcMDMzkwDQ+++/T506dSIAdOTIEbU6GgpNF6C/vlyqLAy9OYJtk21THYbYHKEzp/v48WNydHQkIyMj+uabb6ioqEjpBlJSUpTW11XEsJ8/f04mJiZkb2+vdnteeXJfX5YTHx+vULZu3ToCQFKpVO2yHAcHB8rKypLnFxQUyNdoDhgwQO11ZZMkAMjNzU1tPUPy4sULatq0KQHKWy1lS6VUbbWMjIwkNzc3ioyMVCpTt9VywYIFBFTuNmC2TbZNQ9pm6aQzp0tElJaWJl+IbW9vT927d6fBgwdTx44dyc7OjgDQ5MmTFdpUxLCJSP6AmzdvTiEhITRq1Chat26dxnKJFBegt2nThj766CPy9vYmAGRiYlLmAnQ/Pz8Si8XUu3dvCgoKIkdHR3nZ9evX1V5zx44dcsNesmRJmfoZkjNnzsg3Dnh5edHgwYPLPVQkNDSUoGbdZelDRQYPHixf7G9hYVHpB96wbbJtGso2SyedOl0iory8PJo1axa1atWKpFIpicVicnJyoi5dutA333yj9KFX1LBzc3MpJCSE7O3tydjYWOmBamLYRCUnFgUGBpKdnR2JRCKys7OjoKAglYvWX9enqKiI5syZQ02aNCFTU1Oys7Oj8PBwun37dpnXe/jwIQmCQBKJhO7fv1+ufobk8uXLFBwcTHZ2dmRqakqurq4UERFB+fn5KuuXZdhEJcusIiIiyNXVVf7MgoOD1S7/UUVFnS4R2ybbpmFss3TSudN921H3RdOU1atXEwAaPny47pSqQbyJ033bYds0LJo6XT7EXI8UFBTgq6++AgBMmjTJwNowzL+wbeoPnS0ZY9QTGxuLlJQU/Prrr7hy5QoCAwPh5eVlaLUYhm3TAHBPVw+kpKRg/fr1ePDgAUaMGIHo6GhDq8QwANg2DYFQMhShQUVBIE3rMkxl8c85tErbrtg+GUOjzjZLwz1dhmEYPcJOl2EYRo+w09UxOTk5EAQBvr6+hlZFr+Tl5WHdunUYP348vL29YWpqCkEQMHv2bEOrxvwD22bVsE1evcDohOPHj2PUqFGGVoNhlKhqtsk9XUYn2NnZYfz48YiJiUF6ejqmTZtmaJUYBkDVs03u6TI6oX379mjfvr38782bNxtQG4b5l6pmm3rr6WZmZmLkyJFo0qQJzMzMYGNjA3d3d4wYMQJnzpxRqHv06FFMmjQJnp6eqFOnDsRiMVxcXDBmzBjk5OSolO/r6wtBEJCTk4Ndu3ahQ4cOkEqlqFevHoYPH47c3FwAJTtvZs6cicaNG0MikcDV1RWLFy+GquVGr8vctm0b2rVrJw+V3b9/f5w7d07r55Ceno5hw4ahQYMGEIvFqFevHgICAtSe53n69GkEBQXB1dUVEokEderUgYeHB8aPH4/Lly9rfX1GGbbNEtg29YQme4XpDfe2p6WlkZmZmfwUoMDAQPL396fWrVuTsbExzZs3T6G+l5cXmZqakre3N/n7+9PAgQOpSZMmBIBsbW1VxpaSRSGdNm0aGRkZUefOnSkwMJCcnZ3lJz49efKE2rdvTzY2NuTv70+9e/cmc3NzAkBz5sxRK3Py5MkEgNq1a0dDhgwhDw8PAkASiYQOHz6s0KasGFkxMTEkEokIAHl6etKgQYOoQ4cOZGRkRCYmJvTDDz8o1N+/f7/8wBRvb28aPHgw9evXT3790sf+VSU+++wzAkCzZs3SqVzo+OwFts0S2DbfHHW2WTrpxenKTvhZvHixUtnt27fp999/V8jbt28fPXjwQCGvuLiYVq1aRQCoZ8+eSnJkRmhmZkbHjh2T5xcUFMjLmjdvTh07dlQ4+u3cuXMkEomoVq1a9PTpU5UyjYyMaMeOHQplCxcuJADk6OhIz549k+erM+zTp0+TSCQiW1tbSk5OVig7ceIEWVpakqWlJeXl5Sldf9u2bUr3++eff9LVq1eV8tUBaBcWGwDFxsZqLL801cXpsm2ybeoKTZ2uXsZ07927BwAqw1vb29vD3t5eIU9VGA5BEDB27Fhs2LABhw4dQn5+vspgcVOmTFEI6SyRSDBlyhSkpKTg4sWL+P333xUC93l6eqJPnz7Ys2cPzpw5ozKcS0BAAAICAhTyIiIisGnTJpw/fx47duxQCl9dmgULFuDly5dYvny50jU6dOiAmTNnYsaMGUhISMDkyZMBlP3c1AUtVEdoaKhW9QGgcePGWrepbrBtsm3qG704XS8vLxw4cAATJkzA/Pnz0alTJ5iYmJTZ5u7du9i7dy8uXLiAx48f4+XLlwCAO3fuoLi4GFeuXEGrVq2U2vXq1UspT/YBOTk5wd3dXam8SZMmAIBbt26p1CU4OFgpTxAEDB06FOfPn8fRo0fLNOzi4mIcOnQIIpEIAwYMUFlHZuwnT56UG7aXlxcuXLiAkJAQfPnll2jTpk2FgyTGxcVVqN3bDtsm26a+0YvTjYiIwMmTJ3Ho0CF07doVZmZm8Pb2Rvfu3REWFoZ33nlHof6KFSswbdo0FBYWqpX55MkTlfkNGjRQypOFbVZV9nq5unDastDV6vLVRRKVkZeXh/z8fADlh3J+PQz4ggULcOHCBezbtw/79u2DhYUF2rVrh549eyIsLAy1a9cuUxZTPmybbJv6Ri9OVyqV4uDBg0hNTcX+/fuRkpKC1NRUHDt2DFFRUdi6dav8V/b06dP4+OOPIZVKsXz5cnTp0gUODg7ycNVDhw7F5s2bVc7oAmWHy67oL7G6sNYyHcoKew38GwJcLBZjyJAhZdZt1qyZ/P/169fHqVOnkJKSggMHDuDYsWM4cuQIDh06hPnz5+Onn37C+++/r9E9hIWFaVTvdcLDwxVeh99G2DbZNvWNXtfptm3bVh5S+unTp1i0aBHmz5+PMWPGyA17586dICJERUWpDMt85coVfaoMoGT75HvvvaeUry6kdWnq1KkDiUSC4uJirF27ttzX19cxMjLCBx98gA8++AAAcP/+fXz22WeIiYnBpEmTcPLkSY3krF+/XuNryvD19a22hq0tbJtsm/rCYDvSpFIp5s2bB3Nzc+Tm5soH5h88eAAASq91AHDx4sUKrT98UzZt2qQyf8uWLQCAzp07l9leJBKha9euKCoqwt69e99Il9q1ayMqKgoAkJGRoXE7TWZVS6eK9EDeBtg2KwbbpmboxemuXLlSZS8gOTkZz549g4WFBaytrQH8+wqzZs0aFBUVyevevXsXoaGh8kkLfbJjxw7s3r1bIe/rr79Geno67O3tMWjQoHJlzJw5EyKRCOPGjcP+/fuVygsLC7F9+3YFY12yZInKCRRZ+4YNG2p7K0wp2DbZNvWNXoYXVq9ejQkTJqBp06Zo3rw5JBIJrl27Jn/9iIqKkr/WjBgxAkuXLsWBAwfQqFEjtGvXDgUFBUhJSUH9+vXh7++vZGSVzcSJEzFw4EB06NABTk5O+OOPP3D+/HmIxWJs2LAB5ubm5cpo27YtYmJiMHr0aPTr1w9NmzaFm5sbTExM8NdffyEzMxNPnz7Frl274OHhAQCYO3cupk+fjhYtWsDNzQ3Gxsa4fPky0tLSIBKJsGDBgsq+da1o166d/P/Xr18HAERHRyMpKUmer+krp75g22TblKE329S0O4832ByxZ88eGj16NHl4eJCtrS1JJBJydXWlQYMGKSwWl3H79m0aOXIkOTk5kVgsJmdnZ5oyZQo9fPhQvpj9l19+UWgjW6ydnZ2tJK+snThERLNmzVK54Pp1mZs2baI2bdqQubk5WVpaUp8+fejMmTNaX+vixYs0duxYaty4MUkkEpJKpdS0aVMaOHAgrV+/XiGEdHx8PIWEhJC7uztZWVmRmZkZNWnShEJDQ+m3335TKd+QQINF7bq4BunQPtk2/4Vt882vQRr4Ug7XUwa+vr5ISUlBdna22qU5jH7hcD0lsG1WPThcD8MwTBWEnS7DMIweYafLMAyjR3hMl6lW8JguU1XhMV2GYZgqCDtdhmEYPVLtnG5ycjIEQajW2wDfhLi4OAiCoJBK74TKysrCsmXLEBwcjKZNm8LIyAiCICA5ObnS9Pr555/Ro0cP2NraolatWvDy8sLq1avVHv5S+h7eluP92D7Lt0+gZH/AqlWr4OXlhVq1asHW1hY9evTA4cOHdarP9evXsXLlSowcORIeHh4wNjbWyN4q0z45MGU1pWXLlvD09ASgfELVypUrsWzZMr3psnr1aowfPx5GRkbo0qULLCwscOjQIYwbNw6//vqrygNNZAdXp6en47ffftObrox+KMs+iQghISHYuHEjLCws0KtXL+Tn5+PIkSP4+eefsXbtWp2FTN+5cyemTp2qdbvKtM9q19NlSvD390dcXBzi4uKUjNrDwwMRERHYunUrrl69Kj89qzL4888/8cknn0AkEuHIkSM4ePAgdu7ciczMTLi4uGDDhg0qo6/KdPf396803RjDUZZ9JiQkYOPGjXBxcUFmZiZ27tyJgwcP4siRIxCJRJgwYYL8lLQ3xcXFBZMnT0Z8fDwuXryIoKAgjdpVpn1yT/ctRFe9BE349ttv8eLFC0ycOFHhRCtHR0csWrQIQUFBWLx4MT766CO96cRUbb766isAwOLFixWOnuzcuTNGjx6NFStW4Ntvv8XSpUvf+Fp+fn7w8/OT/13e+cL6QCc93YyMDAiCADc3N7V1zp49C0EQ0KJFC3new4cP8b///Q+9e/eGi4sLJBIJrK2t0bFjR63HUGbPnl3m2EtYWJjacc3CwkIsXboU77//PiwtLWFmZgYPDw8sXLiwzAgBDOTHAarqQfj5+UEikSA9PR1//fWXvlWTw/ZZdbh27RoyMjIgkUhUhgcaPHgwACAxMVHfqukNnThdDw8PtGzZEpcuXcKpU6dU1klISAAAhXhNJ06cwCeffII//vgDrq6uGDhwIFq3bo0zZ85gxIgRmDhxoi7UK5P79++jU6dO+PTTT3H16lV5yJEHDx7g888/R/fu3audYeuLx48fIycnBwDQunVrpXJTU1M0b94cAAw6bsv2WXVIT08HALRo0QKmpqZK5TI7ys7OVhv2qLqjszHd4cOHAwDi4+OVyl69eoXNmzfDyMhIIZCeu7s7Tpw4gb/++guHDx/G5s2bceTIEeTk5MDT0xMrVqyo9OPWRo0ahTNnziAsLAw5OTk4ePAgdu/ejatXr2LYsGE4fvw45s2bp7E8WY9Fm+Tr61t5N1iJyMbdrK2t5bG8SiOL/aWrMbqKwvZZgqHtU2YHZcWEk0VENuTbUWWiszHdoUOHIiIiAlu2bMGSJUsUwn4cPHgQubm56Nq1q8LDbtSoERo1aqQky97eHosXL0aPHj2wc+dOhbMwdUlGRgYSExPx7rvvYs2aNQo6SyQSrFq1CgcPHsSqVaswb948jeJYVSSEyOuxp6oTT58+BQDUqlVLbR2ZM5YFPzQUbJ8lGNo+NbWZx48fG9xmKgudOV17e3t0794dSUlJSEpKQv/+/eVlst6FqlDQRISjR4/i2LFjuHXrFgoKCkBE8gd+6dIlXamohOwA4wEDBqiMDVWrVi14e3vjwIEDuHz5cpljgjLCw8NVxs96G5GtwS1rcqKqbM1l+yzB0PZZnWymstDp6oXhw4cjKSkJ8fHxcqPOz89HYmIizM3N8eGHHyrUv3PnDvz9/ZGamqpWZmWO62RnZwMAFi5ciIULF5ZZNy8vTyOjrknIQnbLei+q+PvvvxXqGhK2T8NT3WymMtCp0/X394elpSX27t2Lx48fw8rKCjt37sSzZ88QHBys9BDDw8ORmpqKAQMGICIiAu7u7rCysoKxsTEuXboENzc3nf3qyUJNq8pr27Ztua9QtWvX1ug60dHROH78uFa6NWvWDJGRkVq1qQo4OTkBAB49eoSnT5+qHNe9ceOGQl1DwvZpePuU2YHMLkrz9OlTPH78GMDbG2dNp07XzMwMAQEBiI2Nxfbt2xEeHq721e3vv//Gjz/+iHr16uGHH36AsbGxQrm24axlM6HqxoFUTeTIorr27t0bs2bN0up66jh+/LjWIaV9fHyqpdO1srKCs7MzcnJykJaWphR5tqioCH/88QeAkh1Khobt0/D2Kdul9vvvv6OoqEhpBUNaWhqAkk0NlpaWOrlmVUPnO9Jks8QJCQm4efMmkpOT4eDggG7duinUe/z4MYqLi+Ho6Khk0ACwceNGra4rW2SdlZWlVHb37l2V4bF79uwJANi1a5fOeixxcXFah5OuzDMRKhvZa/q2bduUyhITE1FYWAhPT88q02th+zSsfTo5OcHDwwOFhYXYs2ePUvnWrVsBQGFDw9uGzp2uj48PnJyccPToUURFRaG4uBhDhw5VMlw7OztYW1sjIyND6UONjY1VuXW0LHx9fSEI50dLQAAAA/lJREFUAuLj4xUmNx49eoQRI0ao7GF4e3ujX79++O233xAWFoa8vDylOpmZmYiJidFKl+qK7BnOnj1b4zaTJ0+GiYkJ1qxZg6NHj8rzb926hc8++wwAEBERoWtVKwzbp+GZMWMGgBK7eD2M+9GjR7F27VqYmppi8uTJSu2cnZ3fjsORNP21gxbRMr/44guFKJvp6ekq6y1evJgAkJGREX3wwQf00UcfUYsWLQgARUZGqoxc+ssvvxAACg0NVZIXHh5OAKhWrVrUu3dv6t27N9WuXZuaNWtGfn5+KiO1PnjwgNq3b08ASCqVUseOHWnIkCHUtWtXatSoEQGgli1banzvlU1sbCwBoFmzZqmtc/bsWWrbtq08SaVSAkDu7u7yvPHjxyu169SpEwGg+fPna6XTqlWrSBAEMjY2ph49etCHH35IlpaWBIBCQkLKbKsu2q06oINowGyflYcm9llcXExDhw4lAGRpaUkffvgh9ejRg4yNjUkQBFq7dq3Kdu+88w4BoISEBI31uXXrlsJ3oXbt2gSAXF1d5Xn+/v5q22tjn+pss3SqFKebmZkpN2gPD48y627ZsoXatGlDUqmUrKysyNfXl/bv3682XHRZRv3ixQuaM2cOubq6komJCTk6OtKECRPKDI9NRFRUVERr164lX19fsrW1JRMTE3JwcKA2bdrQ559/TmlpaRrfe2WjiVHLnlFZqfRzffnyJVlbW5NYLKacnByt9Tp06BB169ZNHo67VatWtHLlSiouLi6znSGcLttn5aGJfRKVON4VK1ZQq1atyMzMjKysrKhbt270888/q6x/7949EgSB6tatS0+ePNFYH9nnVFZycnJS277aOF2m8tDUqLXl5MmTBICmTp2qU7nlYQiny1QelWWfW7ZsIQC0bNkyncotj8pwunzKWDVl9+7d8nMP1q1bp9FupLI4fPgwLC0t8d///lcH2pWP7JBv2V585u2iMuzTxcUF48aN04F25VOZ9smBKasZcXFxGDFihELeixcvIBJVr9/P0juSYmNjNYq2wIEpqzY12T41DUzJTpepVrDTZaoqHA2YYRimCsJOl2EYRo+w02UYhtEj7HQZhmH0CDtdhmEYPcJOl2EYRo9ovHhOIpHkCoJgV5nKMEx5SCSSXHX5bJ+MIVFnm6XReJ0uwzAM8+bw8ALDMIweYafLMAyjR9jpMgzD6BF2ugzDMHqEnS7DMIweYafLMAyjR9jpMgzD6BF2ugzDMHqEnS7DMIweYafLMAyjR9jpMgzD6BF2ugzDMHqEnS7DMIweYafLMAyjR9jpMgzD6BF2ugzDMHqEnS7DMIweYafLMAyjR9jpMgzD6BF2ugzDMHrk/wPSnpupNC7/XAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn import tree\n",
"X = [[0, 0], [1, 1]]\n",
"Y = [0, 1]\n",
"clf = tree.DecisionTreeClassifier().fit(X, Y)\n",
"tree.plot_tree(clf) "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0])"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf.predict([[0.5, 0.1]])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1])"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf.predict([[2., 2.]])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[0., 1.]])"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf.predict_proba([[2., 2.]])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Iris data set"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABPsAAAHdCAMAAABc94yJAAAC61BMVEX///8THRAmHxMXFA0QGQ4WIhIgGxEBAQEaJxQbGA8oJBUPEQ0yKxxRbjMkLxctJxghKRUxQBshIRQpNRk9UyZMaTEtOxo6SR8zRh5NYix8Z61vWqZFZTBDWCgJCgk3TiNHXisbHxJUdjZiTqBSZi4eLxcsLRdATSI5QRyCbbGUgr1bezcxNBpMWShzY6s1MCJTcEiFdbY2Ohs6Wis+YS6Ev0SiksaNfrpHUSRacjNsUqJkgDmYicGLeLd4XqhXdFOejcMjOBptiTo8NycoQh5DPy+nl8hfRZsyVChNaT8uSyOKqUxaai99sF2EvFKrncxVPZdLdDdXgz5EbTRmV6W1q9NDRSBRfTp3qVZ4kDyVsEpjdTRBPCFci0DLxOHEvN1jlECSqndVSZxonEKDXabX1uiNpm1+r0R5uUNIOZUuLHCQxUuEumO6tdg/Lxx5cbKtptGchb5XXis+MYozL361oM1MSire3eyPbrArJF3RzeXBsNVufzdTVTSgm8oXETlvrEOMY6lDL3ojIyRPMYtNRjYgGkvz8fWWd7XHxsJDQkVAKGh0okJFWj8VEyR9UaBvnVdlekiXk8WjvUr5+fuMiL9vRZp+l0/r5PAwMzvh4tyHioecsX6oib+Fmz7Oz8ihfLdTU0pNYFJzh01QRYlTPSPSttdmklJmYGhgYU9jVZGyk8NgTyaWrmy9usJac2SFnl5kNpCssqOSxmdhYzw2HlBsgFzfyuLR09wnEg/Hpc17dZktGTWXla1tb1jExtSmn7Tt7ep6i2NWMnM7QFxmUT2nnJpMTm2Sh5uvrMBHJDh+ck2Cm26ltI14enlpbYVqRneEg6pcRVm8tK5zYUqThm9aX324zkTb3MyWoJNyXy15W4ZoaZ5+bmtRKlLY1FeilYA5Gh2djEbCzaeOb43i2KKJdjWOfFbGv2Wfb6n8+/C+tIi1oWPFtkXXw4OvnUDk3Xr68H3177z06V368J/FlcP699WCP5K0gLXbsn+PAARPfklEQVR42uy9aWzc55XuebmqWNzX4r6zikuRFBebm0mpuEQSRbm5DReTnOHSoCxDQ0F0INgAGeuarYzjod2kPW7CCaFAYgxFgdkmYoEDIXcEXI4NAzEVI4DbnQbSwGQCJMZt3O4PA8zneZ5z3vdfVZSTeOweYC5Qb5HFYrFYrCpW/eo55zznvP/hP0RWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZEVWZD25fvz3f//3P5APfP5A1o/D1g/CFs/48Q+/2cJv/liu3H79musHJ25D6PrN/831mx/+8Dc//M//+eQVn7wwzvrNb37zQ3zyK46+6kJfa/1YD6E3MXiwH/gjcr9/c/LuBG8Hb4O5HT8OuZV2BX/41XdG7kbwAZYr/WHo9/Z3fxPyH/+f/j9b/+XPfvz/Yf0Xe/j3vz3/S4Ql/62t10+FrOKYhHi315uZk56bnp6bi6OczMw0V1lCTExiYkxMWVpKZmZKSuaDhd3lfS7neAGH5WV8hKyFhQX7dWFhF4eZnEz8vqycnPQcXDkWjuVrTr9+pssfzi3hX8/hRVNS0nALsGKwEnE7uGJiEnhWRkbC6r/+4z++/fZzzz13+/b+7z+I28j0p1Sne3weT7U/MyWjLCoqISGBvxkTG1XmyszNKk2u296711WXPDaWPVbYUpKTUhabyJ/LFeIaXVw4xd+KjTV/LzGWF8jISEvBcu5DvxxyApkBPSfF3t60KnxkphfNTO/sHBwfbfsyc3JLsrJKzF3KTPdVdu3t7O1t11Xm5WXnFeaVZnly0vj38QjLo4HLpXuK6vOys/NKi3z4R+B6ccUZduFyuC+Vldkd28cHWHicD3amb9++ffEiv5H/y0FvqT6KKVX3g//w36yurtZjtRdhteuql4UfrK7zUM/j1Qe61tdv3LgxO7uSlJSa6nZ7/c3VEz5cuBK3PK++SH41r7JyZmamq2t7Gx/bPO4KftTx7K6Zjsq8do/f685wpyY1Nvb1zeLgrAEeNSbh+qO53Lrw91JTU5Nw8cZG/vXgckdnZMTLSjAr9HQMv492JyWtrDQmuaPlmrC8E6trvWtrXV1dvb29070dnoyY0MXryMjAhb1eP1ezH3/Z7/cmYXm9PLO5urp6YmLixvqd+48e3V/v8+KyuGV4nnn7Pn70f4S+qo51HR0d42DWIdbR8v6HsnY/5H/o+PDR3Ttcr9t15+6ZwyP5Vbn4IX7v+OTCVZ05c/++/uadO3fv3OXJu7LOHB4v61/4cH8Z13F0zL+4fHx4Ri9kfuWuPeVcx527zlWdeby7u4+X7GO8aHf3dz/c3X38GMf4Fj/Y3cctX1jYf4zzcC5/sL//+PUn1x3elUNzz8+cuRtyJ83PeTtwkXu8p7g/Z87obbQ38a75jl/v3r3Px8XeNbuufnj16sLV5d//O7CvuDgxJiED/3xBkC68ctKEAzGxMWUuvPYz01Jytnf15SVs4/G+BZ28CrmOl49x1rEDPzyMy3k5mekGd9XVitYcIV9AGNKfk6nwc7BLjJB8UVFRMTFRuAUxCkA+UxOEVO6Y1X/98h/fJvouXtx5vLAB+GXmpDRj4XmbkYELAX9y66OiQBYAJbuud2/v3nb5SHZh6/mS3My0KCCO116Gq4wTApa55BfNqyLWkNGVliZ0y8nUW82bHwClcuQNITPFos8lt5p0KgX8DpaPj07jjgN+Jbk5yr4cT33HHtd2cl42IVJa5MlJcfFPpOhDT/zl+oqUfVkeIRjpB+xFG/allxTlVSZv7+HFwEf9YGcH6Lu9c/HgovnnHMxkEX05gTD2/ZjkA+98E74JD5ZvgvC7gUM9PsE9fgB+DwC/jx98/PH6+zduvDe7spKUqlzyNlf72g386gnPImXf9gyZd+JQJwecmukYqqz3VQN+QB/IJ+gj/VZIwQHQr5HsM+iLdqe6LecEfWBf0kZSqh6ISGEfjyzwEh7KISaUfY241UpRd+rGhrd6dQbw65rpWiP7ZnxpCfpcCmdfKjiX5LcHOe0F/PzNzQSfr319HeR79Pn9W308FzcNl/Hfuh/OvpGRyUl8joyNjWCN8cuF1pbz51vL5y8/9dzFi5e5NjfrStOromL53lpcXMwXYKKr//xY+eTk5Fhha0tr6xh/c3JydHRudJJrFCdHypNbBwOBqipXXFycK47v1DzhcqXhrKr+1tGlm5dvPo9rXypvyT0/Njm/efPm0ujYoFw+Li4qzqyo0MUrMD9zxaUs35tfWro3dWnq0tbU1NTS5uZVnMSpeR5tbt68zJOXrl66NLWEz6353uWoUydXcSxuDO4w7kFry2B/lSs2sTgUNJATUXG4REvrWGvr+f5AVaA/N+CKc5ZIENxIPcHrwl1ZunnzeV03ZS3dXFpamp/7+bdmXzEfewo//Pf9fAVWp8tLJxMvyoQEAiDOxRc/+Jd+tLuwvK9KTwEI4WfgZ8in0FtecNgH+O205+CtE2+fuO5qD17Q6en96ar4VPQFoKFycqzwIflEgkUp9BRhir4ogR+e+xvFE19C+d1+my/86d1/ej0uM83rTvPKcrsziD8KOLIvzkVilGaXd/Xu3dvrKsfz63wumBOEXBRRCUiaJX9Gv3UJ9zNVqnL129uZQ9kXSEkJpAidKFJdLoWfJ69r5+Dg+PjwQi7Z58nVOwZdnVW5JuzrAEIKlX0Q2Hx8c9L1TSGQkw72kTBkX65ln9wlXnlKjicrLzl5+wi674jSD7IPwu8i/uCyvC0d7CSX6P+vKkz3AXx4EeP/gLeHZtUyNyZu2AWV9/4N0g/go+p78P66gz6KK7w1NoOW4B0OpSIccXqoY8agb3Rb5J9BXxfQhw+oPwi/+vaJar+Ivr6BWQM++WJlX6qj+kTcpbo3DPkahXypGzzeSJWHgO8AFn7xgF5CPNAXI9xTIUjdhyvltW240zZwndX1M2trZB/QB/a1g30SR9g30/iMaEFfklfBlyRiD2+hKvpmAT6s9Qdg30/v37nVh5/4+5oBP//Anc8//4cw9pUr+8C9kcmxsULCr1DgV7d5+bIh3+ZmV2GOK1bYp2AojgoMFpZPjtaVAxgtrYUCTbJvFOyTEyRgIVARqCKsgD6HFVVVZN/5kbnNyzcvg32X55JLcs4XCvs250bOh4HFws8QENRzGS7ia2D5YH5+amvqKkh36dKlLRympp7H5zxxCBTe3NxcIgyvTuHLJcBnfyOUenKcSPYNAm2414P9AVdUCPrAvuLE2NgoV2AQP8cFgL6qQG6/3kRXEH0O+6oCg60jc4K+m3ow8CP7Jh//e8S8pxId+KU3E37p8tpJy6Dyg+4rc+Hlx4PveBdI29+/6MS5+G7BCXePlX5UfgvOgl5e46uOr7vq3GpPLuFnAl7qJwd6ARVXmSbWhW4DnGL5tI6S+DUR3xjd5y7L2Ej0Qvkh6L1I+i3//EyUl8LIneJN8XqBwYwyI1v5OEJW5bYUJpfXMeTcBvyyStIz08piQhQejmKJOxdlZUaZ4V5aiiGfgk8lK1ktEW8KwISnnsDaYJP/sbRMX2Uv4Xd0eMFjdZ/cx3Rf3kyvRL0d2SAfpB0YnCJEy3HACo1aSsCUZpV4DPv4F9zCVUCSQW/H3oHoPqi+6elNyj78PZXkB3t5HtHtCMDvhui+GxMTs7Pykk7RV/XsLP8pNyYGhIDvk3/r768/IP0+XmfIy4jXoA96yuuvhu5brVyl8JOAGewD/EyQ6yg+VX0zOJqpq5Ogt9430dxMzs2K7lsR+BF/gJ+VfarSVN1Z0dfYuCG6T+JeN1VftNIvWtj3Jv+/D+Ot8nsoHAP7Vqj7Uk38jGC7uX2oy7AP8Jup9yao6ktU9sXzWZPqFd3HQ1IqxN7ERDO1n4g+n493lrLvnyH7Bhr9zX28N82Nfbc+f/TxP4e+qkSjjYjyI/8KW7OTk7MJv6zCOQs/4K83uz+O7IsV3Vd8KrEKL3GovMmRwhZSgewDCkfr5upE9tUBfuUjQdkX5xyBDuRhfytYd1nQtzla2B8oUd23OT/ZEnCFkNIRfhZ+IVyMChwf3FvaukfiAX5XL13dvKQUXDLsm7oJ6OH0VYjAZ5fnN3svvhuu+ZR9KWRfC4BPqMWGoY+yLzauavC8UX0Udrn9Vc5dcthnTgGSY4I+6r4g+0T3zX179qnmxtMAT+9UCj/IM3mJZ0rUy8ARRICwTuNrtH2B6ENcpYHvgTBOVB8+GOuCeseCPHw9dqLemXaKjmrCL9fjsM8k/ETtZKp8yhTZpyGrCT+jEHgmCAe5ogR+ZbhlCYl+KL/nbsuaPvj5B7FJUEaqjTRHZmKbqCiXC+zLKswuB/yInq7kFga9ZTE2rSeZvVhJDkrkq/rN5PiER7lB1Ue5xwMW0EfWSaowije0TN+ucrI6eiXld1hZ4tN8n9Cv2lc6BOF3tLc3I6+JlpISyeiRr0JWEYeerNI8CYiRvtQfp3g1nAbYMxn0VtYh5IXw2znY2ZueJvoQ8uJ/sov/yg5CXsO+qjD2AWV+AU0Gk1tJfsScswNYNwZU+r1/4/319Y/lsM6I16DvoaDPBr3CPo2eT8DPArCOH1B+IB+EX9fMUB6FX7OoPqCP5IMGXDEpP8q+VCv5NKnnNrk+BrxJgkMholsSnm6Dv3gT5Cbw5j000a8wWnUfA2QIP+o+f/vQjMn3TU9Pr636E4R5JyLepBD0Vbev1k/4Ge/i7UHC+/r1B4h4H91ZH+jjeQMTs9W4Px9//vlJ9lGqjcgqL88eg4TLpvDDSu510He7Nzk3zsg+efnFMbKbm+uaFNk31mpC3i5H9o1O1k0Wtgwa2SegMDIphedVDY7NbYrqA+5GzldVDRZKoLi5NNoqZHEFhV9UbFjMG+dy2R+BfVNbS1uIcLe2pjavTl3apMgD++Z5DNV3c3NKTl69tLl56erc/PzFN8LJV6wxb2DwPNbgYKAK9/LUSfZFuRjxKvriXIH03IBIWZej+6zsq3IF+lsA8RMBrxPyjnwr9hWHZfzkvR16IDTjp9pJElJV8iJEvWNB0koH+xf3JdIN0X3UgQx3Fxb+SZDoCL+DVbDPBz2ZC/rZvBYCXwa/KnZMki/FyxMqohiIJlj4vZlg3q1V+fGGvXmq+su3FX5QPpv/ciZ2Q+oSkEgpeBtX1Roj6EbQC92HN+HyOtJvb+90YUkmLsB3/2IDP31TihJ8Qcs51EuX+kxIvJvJCD0zILDW4BwLzylG2PKGhcxfTlHHtIFfUVaWJz1HtSNSeUNde9MS9eaVQvaXeNKDZSB5WHAil+zThJ9lH/9UioWkpyivC4880987070MeS8SgyYVuzNUooWOE7pvQOoW0cIH4gUZN4DvvYH3ZuX4xo1bt9ZvgXpE3/tW9YGU8WQKfoXVDrBvNS9vleiTdGE9ol6DvDkCcNTh34yk/BD0IuEH4VddPUvVxwXyNa40Nwr8VrSYEUzyheT6oPjMOTwhos+dIZGxln2EfcK7h6TfQy18gH2Nhn26EKxPrILPXUj3TQv7msuQ3fZ6y2Ks7HML+1IFtUTfRP3QzGq7ZAYmBPF5eZWMeBHwCvogkKGh+xjxfn7rUeiram50bm7OoR9SXq2thYVk3/mSlvIlR/hN15XEJTrsQ8SLGBW/OToyJtk+CZVxxqjGuqMCv/LCkoBln8seVPZV9bdMLgkgLl8m7RACq+5D0MuEX7jyiyL9vkL3xVUdL2+BetR9W5R3l27i6Caj201+K7pvS5XgFNi3BPbd/8p8X6B/EAsBbViyz7JPZJ/m+nj7c9MDLss86lib7kM8FZC3BL1novqeD4Hf/OjIP31j9vFRLw65VQq/JCi/Zod9aUH2QfnhpedKQb1DlN/yRcn5HVjeheBP9N6xHBR+j/f3Vtt9yF5VO/KpX6VUv6idfpyRKQl9rRsE4Zcg8SjFnrxR6zs2olKBckLixJdfvv3cbUS9myDAz3+VmAb2Gfx5GbJLtSQqATef7EseSYbyA/5Av8MLWZkZEklLwlkWHgNWhSXBZ/KP9n3AZialvMtF9GmkC0nKBfAlMnEo72CuNCn2ot5xvF1ZVOQzpe30XE9R5cwag15oz9LWliLE3jkS6Ns/yC+4lOq+LJ9Hih2ZmZZ+kMcIeouG9phOxLXvQMtA9h1A9UnIi/ektVKb7UtzhbIvGMFGM6pcWcGr970BZuBmVfvden/91vu3KPpuAX2CSkajJAt+I0nZJ/AD+yakANCeV9kxowVeR/fZbF8H3mZAwQ5WOyD8ZqsHBhh0I1YU+vU1zvaRcJZ6wh172pZ45ZMITBXyuYNAcxN+EuSSzqz2Pow/wb7oDVwOzylvNVjWtUb2gX5rQ81lGd721XZ/mUWfvBfI3xX04eJra0PtmhNtR3FnKHlo6MH9+/cp+iAFbzAfAPgh4v384/c+D2PfnNJvclLZV2jZB4FvUn6bOEx3FaVR98XKc08j3rn5Ucg+sK8wu1CzfYRoOQQf0351k2Mt/TbiNaxyKfpwLmWfqL6bm6PZg1VxVSWa77t8UxJ+DvpcYcWO2HDd5wL7oPg2yb0tkXc3L01dZvS7ReYBfUDg0hbRd2lzC0Sc6719+BW6T+LwfklNhiX7JLzEq0SzfeehCnG7qnJy06s0bXlC9xF9g62Tc8E6R2jIO4+Qd+wbs09f7iG3KybBKL+wjJ8UGrTWyRdTWVQK6h0Cv/0DCX4PTHUjrM5rUn36A4HfmrBPPC4a7abngnjia0l3/hioxde+Az8JeuE3wXP8zTLiDzqQ7/aGfYnxp2b/9W1UOwC+Tcisx2di08qi0spMUYBhL35LahhgXxHYh0AEAEzuoPbbfiNTdR9TLvKWJBYal9pNDPRw63JV7vUHizEhFpyoKImVo6QaLbKR4S/+hynVeWs7UuwF/LJyDfxyUafosBk/wK1F4mFbCZFg2gi7SlQ7oBh9kvBTA41JPmZmVmeRfXyoD/aEfQK/fSP7ZrJsxFsVpvsUfdGCPtZChXkQfIhEcXQDwg/0o/TD8Xuq+rQIQbywSgvF066eGMo+JjDgeskbmjHQE+EXrPPOSODb1aXs80D4gXwTzPhB9MFFQv6ZqFbRZ+0sSPBJxIvqBisclH7EXTREX5ohXwaTc94y9bjITXwI8skNdZPqNLlI0Cu/5m6uZ00GMS9KHb1rQ+lpzatr0zPtbqkLx2fYiFtdLX6oxDUQ0id3sH51qANrqAPsg7sFP66+sS7J0Ikb94G+Wyv3Q19V4BUC1a5RpumkzltI5YdX+vnzJSWFXQZ+SPiVVsVKsYNPPBciu9H5+Xkj+wrHHPQFq7zIBOYSfS7LMEmtVCljAi3M9lH2bc6XtwAlVabWAUxMtgr7wnQfqBcXUui1UXTV8gLk3daSFnenNN/3/NRV6L5LrPM+yxh4i+i7RAKCfdNHT8i+4sQoq0ZdUbHFp55gX5SUQloEfQx50zPl9pn6dQj7ArbOcfME+my6r/Cbsu+OvuRDPX4CPzyr8Ian8JNqB3NmooUY4MXh275jCz8KvwPSbz+UfYZ3C8eqBvcVfsur8FXkGnz0axSZY1wthIv4CcsyxOqRI+UOKThYk55EugllJssD9omhC0+eatY7bk9PX5ye3tn7/RuxKWrX08pAmilagN2ZHrIPB7j7CguTO+r2jg7v9qUhkE60mk/SdWlScjV+m1yT5rPYk3q0gM8hn6RtJFUYK0Vlhsz857lSPENrrL0CfnlUd5Z9pckdyPgRfslgX5GFH7GXIpSjw8/HOKtUhZ9UVFhoou4W0Zme1bGjevt4z+i+i1rlhezbq2RlRWowJ3QfjB/R8YYPrHTMzr4HuaeBKF7Kt+SwLseq+oz3JFrQR1YyAlSTYPsE7USURVrqBfB61ecXYnUB+uqg+xDzkn3Vsx6IPyg/om/Fv2IzekkWfcbLkiSyT77TModUOZjqS1PzH8NY/O3mNCT9hHzRD6Pj8cklNkKgrzFJL8jsZoa/fXVops7qvkpP9dDa7dt/GGqmXwa/KUlBk2r0NjM5OC3s8yHXh18k+7a3Hz1YH2AGEAEvvY+A37rIvifYxyXwY613hFFvq7APuf/sXsLv5uXLt3uzM+Fx4ZMHrAich7yZn2elo1XQZwwuEunqiS5GvFU2MDTww39Y0FfVPwaDy/O44pvzdYX9pNigwz5xubhCKsMnPC4hWKw6XkC0K7UOwu5Z5vu0qrsk7CMPN5ck5kUycHlqrrf3KPGJoJcJPd40RK6JJyJeE/KCfaL6eEMz063sc3Sf3EYWQQb5lrAUpvqs8Fu6iXRfy7+f7ktU+CE33Cx2lGa8hEzOTNmXloa7A0Su7+5qxeMipN/BsnX2LevJYxWBRvzZE48f77VLBSXdBo2ZgZCIUnQUo9UUv2T8pd4hJQ+pV0hB7k0cytTYZQytEISJxRP/+o+S8UMqZ+fg95mxacabomUPsQUL++Bxoe5j8a0FJ8vLtw8PH0H68b1X8AViGj+L2qxzc8MC3gA/MqXMIeRjccNYtBKNWyxR8n1lzCfH4i/6kPI7YLW3oxTl3EzLvmxRnVgUfsI+Rv45mTaxJ+wrMuzLyuJbEGsqVY7sy6wu6pJwemHB6j5k+y46Ia9clzgfvpp9LGn5VwA8FHjfM/CbGBi4EbJmQ9GnddeVvhUk+W+0G/TNwg0CErD4AfqxqLG9PdfrVHz1C8odNPjloWhT3UfpVz3bPEvzMC0vK35Fn1mNQQnYyG8o+ZIMkTTXB/Z5YVUm07yg7oQ/BSWPaLcFtNtiGuhbaTTlEfxmfIZ3or6SJZk1jXnrV9dYHZuZwBMuHhdwR1tLtdtb3Q7y4YeIeRHR+4R9yWAfyhw3mhn1o+jx4MEq2Lcusm82nH11hF8XQ1TUZUey8V5bKKaVFkn+t5RvEn2Ieqc7cqOkzpuYGMWIF+gD+wSUYydknzCwrjAriD5TGqgyoaUrAIPLTZF9S6PZJUQJguA6jXlvzo2drwoXfifZFxeMecG+pXtbQjlEu5cuk32Xn52S6i4sLqx4LLHUcfUqz5jf6j04oewEJLGKsKgTyb5TElrFxqHsOEjjH+8FpE5OlcbuVU7IK2q0iiXeyRD0PR/M92m6b+z8N9Z9Js0V1KpqpsOTCexjsVfjUFFeZZpnR8War/SM+4+VfcSfZR95t38QdPeZnJ8Ne+EF78pKz1Xyad7e5rhMS0Sa+LYQUyAnKHUPiDcT24odi+Y+OFto7SpjYgfljzfJv1MTaO+QsBduj+XHKSjWl1mrnlri0nic4yP7ksvlnbioqLQwOzu57vDwg9fTSNYo6+OTcDfXWenquOsXLw7Rx9RbVZp2gCDMVW9qMYUf0n50ycRJ2YPBL+sdcLogMt3roI0PeTqwr6SI8NvbEeHHlF5JrvTSSF5PTSyZ6dWS8CMZ1R8jkpBGLr2FuZV7kmrAA7zX22XMfZruW97pyBJlWiW3Mox9WuigtBeDC7Ue6Ke67z16/YA/xL4DUpBw0EdJ9DvKPhF+N5j7Z81+1p/K1BijYCTEOjqUfr1W90nBo46SKRnoQ74DoYSs5mYUm5NIv6QQ9IkGdL6ntWWD2bcNI/tY2E0j+uhEET1XXS+VWHe0YZ9hJBHWSAsNA/YNXpAhu7vZh0yDlnmn12aGQLfpP0z/od0bj6dcsJ8E7lDEuyyb357uqkSJA3cU0ExOTp7ZRj8HBCt0oPS8kH0P4Hj5eGAlKYx9tCPPzZlaLyCWTNMK2EeLH9L/LRL13kTCr84TJ+xD+gsJfcibpXkx9z3ha64T9GW39AdVnwaHRB/ZR4MLfc20Nc+PZAXiLPsYLRqXSwjinmRfUPctLzDkXRL0AW4S4166TH/LlJibhX1a69hCRAxcH7hOPSn86F4W8hUHq6kmrURzHwP1flOzgc4IqI/vZLoPdQ5J9j1/8yT5lH1zsPz86JuzT+nn0FqjNzGHIpxJp/BT/YUYM01STjADk94x7kMIPw2xxOrCZipb96DuO7bsW1AAkn0wulTmOi9xV4aagPlKzhQV5WJUw5iXF9KaL+11Lmb8NBMnFhLCj4yUMp+UPmJOPfhS4NcL+O3t7gJ7CSyRxOJYMn9uQUpOSSvehsvhLCkqzWrBm3FWVlHpELTf3T5xJAuJTRTucVRfbjDJFzCar0pLuxqMK/pE+EkAjH+tVtKkmwT1DtZ6j4/2KlnOzSH6wL685BmxuezVZTOll2tkpjwQln2o9KrsA/uIMikqV5m3DA/cfUw1LCzv0LJ2ewfroqny7pUa9FH4hbHPyL54E/FOQOuBeJKCEw1I7E28x29XmleSoLBSo1OjTR5sRcuyIvzaxa80S2EF24s0eyA52UFhJczrVd2HYgcUU3JypXh1gL5mRV9zc5LAzxyL4gsjn8g+/l02dGyYbo6MNCT7vAo/WNeZwhtanWjmSYLvd3IgJqV9RLwz4KebZENCr9lXCTiLQp5GexuFHQu+ln0aLbMoglSfOKZ6Z3CXKpV9uBdk3w3J/j2Y+XxG4feAsq/vBPtGyKyuuVEtdsDfYlJ4hB/YV5I9LzEv3M1ZrliT+Zda5hJDXjG4hOg+K/vmJmHtc1o5DPkUff1a6bhJbx+Te/1q+hsstLpvXhN+IfCL+lMeF9exYZ+UdZHnk2IvT2pjhwBwSWodlzbxAWDvv/sk+8S/HHsSfTw/VtnHWy53xSUhr5F91t8nNzCuComAkdGQOodYXJ4PSfeNtPR/U/a9nmhbaopNZ4cUnRIh/PjaaE4X4adeuwRt6AWIlH0JfUe7y8HW3hDl5xhdQthnLc6PD4rScxV1RpTxhe7XwgZ1Wobm+wz70GGbZuCnHnxN9An8iMkE9pxEUbQV76DeMa1r7/ECZF9GYllsjF6cfyQVaEuHvW+EhQ5pGqKzDqBD8m0bgW+urW54BHwlDEPlIyfdmhClEhEQ/vDfU4Z/oiSrTa6wmEJPU8dxEvICvVFRael5TPkdLx9tlxrnXgmIK8KPGb+u5Gy6m6X+y/Y1dTnjYso+ZgOFfYGAwk8q7biaorUdYy4y7DvYsbLvoCuLVsIULXWE+fsa1d/Cf+8K2QfysfD6nrJv4j2ULpWD8D8TfZr/l/zbSmPfL1d+uTJArSjkm5htpi6UyphoP3TZdcx0hNR66zrqIPnYniLoY/4Y9GNPiUDPq5jzWiefzf3Jkj4OrbymJhlPM1Wf07XjTgP7ZmbqBX7RoF5IpSSJ/SIDgJJhH+t31e2Gfc8J9SD7qPtW/fEZtlgi6LOq7zbF4dBQZZGvPW8I+EbIe//OQPNE/YPttU+3P50R7cds38DKV7BvdFSPgD7pHSfRRPkNlgyeL6cFefPy7S4UO4iIKEnoz28umUqHaemgfBT2afpwxMg+V7DAKxXe/gDOZ6WDsk8MLcYoMmjrvEz49Vc9Uex4kn28drIPyT0RfltsaJti/xrP4zHFH5o5VPfhG7Bv+tLrp75iFVvjYpiLDuxjTsjl5PZY5TVGF8s+uaG4XS4pfZ+MeENrHQh5q74d+xz6MeRleI6pBgkKPxQ80v1SfAX73HhusseNbjhC5dbCrol6l6Xia9kXkv1bsEMNFkzUu7u7LY4N4kxaZRNop4d7nhyL+Qr2UbSBfsaBzL4L0iw+YyOaka8tg4B9pw4g/PiE3kE2+/FRYhkO0qyRIFUPEgW+ELj7Rk7f/eDu3Te4WvpB8xy4hGf2Ds+84TFxLrDnKVHVl+vMXAgpRaSZhARLZbFv6sJjqP1w8mQqE9kXy3eSGMCv0hZ7sxgvw71C+GUnd3SpzyW7FLqPUTamMORqyk/SjUj4lVL3leAG5cBOww/1V+JaciunDw7EVi6lDiQVIftsyFuZnikJQhF+YXVeCXklISaeXZLPZvvIPpwhGERMuhIESdLvVPSt/LJvZWBFAmVUAIR92o3BjlePr72I/W1YdVyIdus02tWsJWVfOp9RZN+K32sZ53UqGwZ9jZrqE7dLkpF9HINA8jHiTRPZx6jXzz61IYEfbyZu5e/k0mydo3Onr4/iEexjjO+fRUVG2SdPFLCN/AP7UCxByk/cMRkpmHkwbZzya6hwDOX5fEWYGpEtIe+t2er2B9t7e59+ui3K73PJ9kFfPsm+OlFtk1LmBcvYqtHSgh5yiXrr2Hq2ic6OAIsdKHq28DW+OT9Xl9xqWzo04pViMU+gojkYcDSfrfAGmO6TSgdCXoHD/EhLlYlebZ0Xfj9x+IV2wanBTyu9YbZn19aCdO8K+zalrQ0jA1jukG6OJWn2YCevGPxwwd6li3dPfc2lRgrWQVxarqZOCJDdVZZ9UabWISGvOvtE9z11wtqsVd7WQdc3Zp8k+G3cWyynnc5eprEZ9+ZoCSIhg0mURoxHIfvYRxn9YNfAb9lONlgIM7rYhjf9Vo0uu7sPcvxaOo7VfqIMN5/x7ngxIDOTJ3VeYZ+iD6yRlF+iLXgkINmXseE2wo8Zt5jihOKyL2l0QdS72du78/szifznGiO0lAdl+knh6btf/Poa1/j44uJvFz95+RUMeAH8EPieLiqxC2FpsM4RRJ+Wdp1iGcD3yvd1vfLK91958032w9Ezr8VfNe3HRqV4Kqel2LvXkZuSRuHny2KuMVnaS1DuKJU6rxV+0tdH+gv7WAhhV5u6qFX1kX6eGV4lH9wDJu8Z8poqL/rZiozsg+hLc4XpvpBKh2ln45pVsWe/Mtz1K3sIFHIPZVN2YQz8clbgN6ENOoyglaUy48XHNrzkjuC6UMlhDaVaq2Ynjwl4KSrFRqfcs81rptoROrlFLgXMpckH/JoMeUX3pdB/DA+ehV8Sy7qmXEz2DfS9N6DVjgyiLwnFW4SudWDf2+KIYsAL9g35hXl4OoOBGSme1TVVfQh5uxDoDtX72ktxLyop++Bm9q3O7P3xj2Df2oyg7/Nb7+GRaQ7P950eNXJN4SchbKsoP035ebK7NqXYkZweFystDhLxhsi+EZF9JuQVCdlV3upk+7RtSFSfsI89HSPz0u21NFo46LAPKUTVfSDi+UC4u9kovpBhBqaH7FDZN0/2SWw7dZWL2EPNY1M8fyz5osy7tTl1sNk7ffHM10WfMbjohAIbZsM3wZKcBMGmm8OEvKYxJTTitR6XJU33tQSivjn7ih3hZ0owok/V4qzKr9mfk4n2CCRMGjlww0v28ed8xhxitI0UO8TqcqD4W7AzDcTqshzEobZ3PD7yeakjjZDjXxJPK9n3JoJZPAPTbK1DJzalZbhYpnUkHjs8ZJCHwC/KJN0Si5u/fFvYp2FvVmxccPCLiXv7Pvrit9euvfVO09Nna9veaWt7Bwy88vL3N9KL8NzegwmPGssj4PPkWu6l5wTRZ+crREVR7L3ywiIY2tCAo8XF8fErLwCBb7LQIZUO2ygSW5bpm9ljIeLocD2HkbcKutJsY3Cuqywq0fJ3Lg1A/TnWCuPJQj3G6D5T6LD25vR6DaRR5d2RAC6EfTszPlyBXj6t6gT7HG/fSrOib0Dhp8a7CRV9iElXUlfAPQo+oC9J4Tf7SxlBsOJAs9nvNp2+8druBvhBWScL/5KHkittscZHbxNi3maLPq9XR0uRf/D5JYWyz1Z7vRveVEk5uqXUwbcvSz6hn5fx6Rqycix4pDqtb0lSj6buG5BmOUrTpL4kt9cHD3ad6D5JDU8z5wfdl6DsY+XM60HAC+79nyL7EK8nY/ZWO+bpVA4Bffdv+Xz1lduf/vGPR5+CfjOfP/r00ccc9TDbF9bXMTp6xsKPKT8LvxaRfiz15paI0QWFXhQ7YuPU3oIRAcj2jbXYIu+oNHlooYOFkzGhl8M+FX1W9gW0p0PmFlTZ+QaDhcI+0kJbeoOZQmPwC+o+h31xh8syv2VpU1Qes3oo6XK0wfyUjXnZ23uJlj82eoCSh/9vdF9srHiYndtSJelKDd9PsO98mLMvXPjR2syQN/ZbsK/YEX42QpfklVjlU2WSBasdfOqlNg6829eI8QBUU/SDJiQ0H+/aoFfnGsiwvgUz2+rYyfdZ1bcgtd49v2mz1dg5HoISz3uaTDc2NqIzkFgE+6oxZkDRJxWRDZRA7CwDwz6ln3idddIe6h3PsdrRO73U23vwODOqzPyGwq8sbePdL669A941dX+n7Z232t5qarrW1NZ2bfGjd3MJP0xMgwTD7ACPrXNQhRnRF9BWE6IP4fqbr7zyMsBX+52ztWefvl5be/16bffZ7zzd8CLw96Y+sUyHnPg8M4uo0g6Wjx69kcJBVcjklbay3GEMzqWWfbmaW8wMsk/cf2x6S2HuTopD/Mwdmj5Q3XdA9G1a9tFsiaIKQC0V4aqT+T6HfaGyT7BH74lB3wqqsF7AD/hbUfhJmeOXs0I+fL+ClD8OSAqmakMFWyOYU6CgzSMrmOWr5CiGIpV8LHGkS8xL8ln0gVRe8bqskK4a7VrVZ+Ao5GOw63aI5xx7m+s5mGqmsr3ab7mnKrJvQDr1aPGTum/fQKOYXJI7WOv4Nwa9039gqmANQw3ELcWnUxp15LSg7w/Ta12s0RR5lH0q+9DCguaOzz999Me97U+3H/3zo8/hb6FT+9FX+Ps4hgAhqxiqlH062ITK7/wIUn5a7IiyWS02p/JSROXIpDG4jBrZN1feOlhl5JKgj1XRgJQ6bMhLIsxPFjojW1D+MP4+FEDY0usKWphdoewLb2o7XNja2WLrhlY2Ll9iUy/YJ6S7PE/by9WlLQl6JSMIaB8Xf132UQpESa4vKPvgn1ARK6NcopyG47hAa0gb71MnIl48XPMMeb8F+0yBUr3lwUliZgqaGCHgaMJzlbYBvJEas1+CGOjjMwbE4rxr8Ke6b9cRfgs610C/qgCUqYjrSFzHJ2g7hdRV8GRtTCXJAD+JeTnrBcQVW4NUe4GuDUkJJjj9vCeEH0mz8+Xt27DNUfr1Lj9Oi82wWhElkbKNV17+CVj3V/n5NU1P1zx9Nv+v2vKbrtXWPvPOtfFPXi/hXFNMWoT085R4wqx9/VaLmX7aqo3vQ+Y1PfNMU3fNSy/14KOmrQmnm2qffvrste++8PLLb7LIi9tjZHWMC/WOaXH5bfuYdxSoablDO9uKpJIrAtMZlYW8YwkvBtUk5mYORXWZyreFKau8GqOxzCuTDJbZz6blYoLvRL7PtPIK+yaCC+ADzEi+aso+pvv8BN+KhrrSdYuZByt9EkUm6SRPXNrP62M/LfMKULSwLoqkzcszWb4iHyUf/53VDviEfG4Z1SJlFEGe3+T51NbHmXshcw10BSVfiqEfPMiw660Noe/Wa3OThCdurOg+9oygDMKybxItMRB+vXyw/o3sY613em3CzfQNP1HhHbIBL1VhHfRrXla1tNcMPXh0/8G6oG9oFbEudd+nn/7x0ceSARiYfRTu7zNLyx3lMsIPADyv8GOba25r3RLHWJVWxZmIV2VfqyP7Jie1LW6Uh7o5DN7IUYeeDXi1k03Rp/1samK2o/gc9j0f4m6O+wvFDrJvF928YN8m3XxTIvBocUbxd0r8zoyBlyQReJVFEGYGjxO/NvtkcF8o+8i8KoO+qhD2Qf6pW/uE7AsOsKKxuT8q8duw75RDPRv8GpdugjohKP38KZxSiydTo1cmGySolT4+Pm2dQ5mXHeW3b7zMpsV3IXSI87EOdoHD+fgGfrWszPpWkFps5LA1oA92rAxlH3SfGrdE6EiD7sYGA1+HZgmm1huv9ONt9//rc7d7f3/Qy8Ln3uOjWKElZKFMPnjl5YZrDU1tZ4G+mmeuPX224TvXKfzAsLam337yOubhAUVHh6dLNePHSkf48hCEfe9+9NEL421ttd01Nfk1+T01+QX5NT01NbjS/KaatrNnn34GYfTL339TWntlMgI8zim5ldrfcXghnSm/XOo59JigqRgmvy76nnXSgTbumrZfyQtqyJhuO9qqhH05UjtmpWNZJ/ft7Gyy1oFK7wH72aSahAtLpfck+1jpSAoGrhPV5oBz0HGxUo10Hw/knoweAPRuSN8bMEjHH54V7OYgJhHzxovPiLqP98uTpVjXVcRBDLKMrU/J5011h7aQYQieVjeswc+SkTxLs+jzypSV8CXsYz2WKb9UO/ZKhkEb3Qf2uaUhWMZY5VXWscghES3Q1wv3cnVGgo5ALUurZq6PP/w3krGrHJOnSkHuolKgb/vzB5B9NLsMYbLr548efXr46SOVfehsmz0R845uG4sfjiZ1iCmFH/o6WtDDCt3Xn4veNoxyqaQpmRa2JZjw6Gumv2XEyL65Oaeno6uu0Mo+Qz7QosqRfTA2zzuNu3YMqWUfJ/ppsSNY7XAFR/jFnSh2HO5ygsvWkthZbgJvN01hY2lJOj3wzdWbm+JxQTB8CZnBpa+YXvqn2BerjWpVwZA3ICFvIJR9ccq+wbH5myewFza6T0Leb8c+U31x5F+xVBQkUiT8kszzNYnPJ0xDZt++aEL2eWZkbkt7x+6+Y/TbXw7Or184lmBX4Hes9V6w8vHjT2Gq2ngzIcYxE7KKAvhB9m0o+6ATMr3iU7XsQ9jKn2YY+sWyQkz2xROIUXqTT60i6r2IQu/8NOTf40exMoIZ3HSVbbz58rW3Gpqa2p7JB7SeyT/7dP7Zs91NNTW1T9c2IRD+5HW0UXTM7B0dnblQJLUODxN/WIiCYbHLaqEb8I2PPvkJCHqtoaCnp+dv/7aHq7NHKJjfjSt+6Xp3be13nr62+N2XX35Xn2DisXal+IamDfxyaGQH1Vpo8uvq3dlR4ScT7dnIl6bwq871VHuEfcbkoq5nDXs9HTthw+pxp2VxiNVeHi/s0mG+XCGJ+B+4HYfLrOVetdKPHyoBm/GCbralX9PpgR63gVk7Z49dPwyRq1eEffJWJF6ldA/Z10L6FRXVYyo+410fRkRPVHv6qm24KwYVhV+S6e5IsvAz6LNs9KqrmeDjXFG/4s+v5GOxQ3BF+CHqdUb+CfukztuoxQ83Zx1I0DtDJwDRx0Gm+IS9L57wi7foc4q8kH3Z7EXhDFkOMbhzC3Na0b0yRFvf/QePiD4UeWf52DzBvrm5M/e2R2WmAfg1NmKqHefP61ynwf6cksJeFnr71d6CgJWVjkL19o04BhcIPx1jYCsdQfaFhLwuSfeJja8/OILZmePCmHfOFDtCdF/cycYOdWdts6eN7JOQ95KC77KMcBGrC9nHCS6XZLofJh5szi+kfP10X5Tt83VC3v4gxDXPF+ek+5aeEH0hTR2ofPdjEM63yfcZ4VecaAPHxBhbhohJkOiIT9gkL0Ped1nqoKc3PjqJI8FpbD18TOlnHc6Y6bfsZP8MAkG9XTPlZYEnEfU+cJdtlL1pJVy0WFFZpktCwg/saxbdZ97v5TUPeVfmwE+TeIyypAZC+KHTLSERVpMdY/Kbh/TbeZxVJtUJvCw33v2oqQ0q7xkINii22vynyT6ItWs8rm17pgnwq4f0Y9xbR7ex8I4ippUKppCr9MJPf/vOtYb8hp6egoK/7SnoPFeQ39PZ2VlQU9Dz1z3d3T2vIQB+6bWXrp99+q1riy9+9O67g4IsmWQqI12Q8jt8I5PlDlxzSzDq7cgrYROfTEssM1NM8RiYSq8MwMq0Q6wYNBetKfv2DzTkBfqmDPx2uopgEkxzyRgtyfeFzqx3S+8qHmgNeRV6Fn3VUvUA/Kod8A0I9sxMF1s6kI5HhMdgmTs+wYw9xuAxyD4fHzG76hmuA30+j3U0C/rcOpXAsK9RdZ8/yZnXl6qtZeIt3HAkohmpTPAZgoKDmMYsY5gR9fq9hn19jVb3mQhdW1kS4tOqlX2CS5ljuoZZBsq+sgwYZqYd9onsw5YB7UA3NkZ5cP9zZPvEv1hH9n2MYVaHn3KGqc6yOsG+ydHtuXtnSD4SDDPoBX1j0tE7KPCDH7kELr/p5BLTtHVzybbyOo28GvPWMebtGs02lQ4m+hzZJ2Evq7z9MttzSVrXhGFRQd3HGfZmdnP4LBdT6I1z8n1aZtheYMy7xTHNm8K9zUuIeJ8F5JYM+9DMtsSJziAfsn/oflvu+3pF3lPSvRfoD9F97O/QiJdtHnJz9CaBfQD686HZvvAxBlrl/ebsu2NbOmyga5ing02kouGm8Gv0qm1ggKUOLJ698h57Q91ez9EuCx5hym9fUn77y0G7s4a9YvFjrffYR4+ekQzqnuG79LuNSdR9qBh6qpsl5OVz3iv+wjKOTN8Qy4LMtGLMGy0OP53vLH1vxRla7phmuWP66Oe50gQBkLz77uI7+TUNtc801XTXdud31zx9vef62Zru/Kaz+Gxrevqtn4nyY5/t0REmDJQWlcrooUL0vWGxeJl85qc/Gb+WL1IP4OOhsxMULOjkOZ35LxVA/3XXvNbz2vX81842Xbu2+AlshC06SC9HR9gTfnCgiL+5iCa/Lo16NeOXorNrmNDL4ZRDUxCm8MsxBV4xPucO7Rndd2BerNLQhk07dm5Pd/h06GKZlQihui803Terg2SJvmoPBhNPtAeLH8JBTrE3CwSUgc9CJnHIcK14hX0sJaV52Yni4zsGFa0Kv3ZlXzDi9RpnnrgCpdIh01ySnNkF1p5M8nmD+T6Njr0roN6K7iaE6+KEcQl6mfKTqDfJiXlXGKKb91PJSTI77W/P65qmo3ltbaYLGyzNIOR1U/TFY6AVhHkQfZB9ZB9D3izk+LYxv+UW2cf6Ndh3//7n3LXjYwx70FlW4fk+qVNIpUKGWU0a2Wf6Ogz8cltQc64rbNEJTZR90srrTKrXkFd9zXN1hblV5t+p9Auot08lVBWjQ8wwGNGODqPkgjEvsTjSotNBQ+aXhiX8nKn1Z5R9rHVsabArvW1kH+fY0+ks7KPXZWsTzW7T0weDX1P2IeZ1SR9KwBSWXYGTIW9Q9wVaR08UOoJbdThV3m+r+8zY0hhjoEuMsaUPx4AiGWmyz+su4xYWePkgGwT4YTho5vryYxP1HuzLfkX7wW3aHJefTjQwlWDA7zAzg3Z7myuiD/9dWBLe3dhwO+xLM+wzg6hAP1gBSUdT76DuU82HA+GHldj+JZM1Mqxjeu/45xwVjCFZHlR4mxpqarq/01TQAOHXXdPWnV97Pb+pofsZ5Oma2r7z1vjiJ+xwwzs74HfIicrs9k3mqNNyset2nPnpJ68OU+aReQTf3/7d31UIAgvyKzr/DhoQ2T9cNwDY8x9feqm77dq1335w9/SFwjfeYNxcKlOcl9HfUYTkYZZkxVBAZKl3Zw9SU4e1uGRkvisl6PBjv2+7ss82+2bNWPRR9m1KqcPu2rHGkBcIjStT93xKIJx90TrVWBwtCFsFfSSfj1PZ20PqH7KRh4CvklsY0c9MfkmJVrbvQSoYnmPJlWXoXiNQfQI/3jeiD3MADPqceDfVa2ZKSeuZjXP9Qfbp0GZdkHJpRgHKFkIgH66EBORGQrwVviEOI11jrXfCrw0iuhXIgAwllAFZRvYlxCPonVHNN2PWKse4cGpzSnXlWjj7JOT1wLYjES/RtwrZV96BYgfY90giXva4fAX76jBqfu6ew766SUGfCXoHOc2FYe9gYdd0b92YjCnRSofIPmb7Rgw9zaj6rq7yrH4n2FUAmnRfIJjuo+wzTFH2nVd7HLNk0v1ldvmICnbMRqnJOTYqJOZFrQMBr6BPoGdG1utcq5sMdGWbImn2wEzozSl0ebwRtlvHn5J9RB+Eng40tSGv3gE2p4Sk+8hjVwBdegZ9Tz110t/CkBd1ndhvpfuc3mNn+wJb9S3WqQbRqYo+sO/1Rr8+15EHXHkPC83iGan++7tW+V1cfm45ZP+2kCGm2MVyQaSgfIMt7mZgGWQIK3lm8Q4OSIKG3WrI96VX48WeEa2lZtmiTF9hKdy/QcPehKDHJaHsTcbEOJ0RM/Ol9Hb0zgOBewsLqJZCfAx8cg05uvyehusoTeS/VvMSahM9tbU9NT1NbQ0o/J7975oqfvbFJ29klXKy1Rr2FtzG6A5ku+vqTp/54IvPvvjk7tGjOx+9+uJwhcKv4lwnIt7Oip6Kgk5VgFCC1IM1Na+hAFLQg+RfTQPyiJ99cObM9unTpy9ckPj2Isc4nyllY0ehwnUGROT4+jyOOoBei5JOFGEJhV+ebNrBndxIPW5/ibRa3l4o+6D6bjPa5W5t2H6xKFdln2w1UoXc4Zlw3eeUOljb0MWkHNDn4xxm2ZOHErC9ndsWra4PycaV9e03gDFATAWXFV9uJmIVfdVS6BDZx4wfVV+7L2tC2Odk+uyOGxyZ79aG3kYx9PmFgklOto98NZpPvhFFh/oz6ccj74qXg/bYfKvDCWh08Tr5PplHPSszoVPJe6lnZLA28geSDyO35LPeL9OAytAeN6NmZ3a8qa+ZIS86lTGVmhNLb9yAQwZvg+XJq/XYp5IDnOHtI/rW20+yr7x8ZHLu3vY9lX6muwODmNXZLOzrx9zKkmyM/ALkyCeyL0T2TTqyr05kHyazBIscTtRrxhiAfUz3LU3aWq5l35hh300Oezrfb4qrUXabo6C5OSpU92mtA3UOou9ZBrZG/i1d0i08cHpe831TnGC/tLl14Wub+1wc52ynGEjIq/pVmpJdEvCa2ySljqdE8z3ltHUE51fhHrUy3Zf4LXra1NRSHLJxS4yx+enGtVLVwAejUpR5M/RJFK3sm2XHUIb/0WPZvGhXAl7ZITaY7FtwROC+afzYpc/l8UE73m03ynTPhXgxD/Ig7GN3vFibo2XnJL80lhj2baDLSdyBMVroLdMNG2RkAce7ZaQcGJMfE0Eo9ua8ga1uX/+iraGmoaGi4WxNZ35DUz5wV9NTezY/n1k6RKpnoQcXAb8LeQhDMdJ5eufoqLeu/MzhBx988cVPFn/7k5c/+ulPf/rRq38zTOgBdRX4WlEB/FEDFgCIFfn4wDf5+We7AUEkAPNrOmveafr1Lz771eE29ig9c3p7e2/HDPOrZAqRH+hsWwP8djjFlOXZNGn1S2B1BDRhxEWbXL2yz6xMD0NeXtPBjhQtb2/K9QoJuyohEdN0pxPIRyI0lH0m5JXejFlDPu5WaXVfyEJZExv1Vj6A7KsE/Ipka0vQz+5dJnFnihSThNQerfE6xY76dp+VfY7oM4NWZLcQZZ+OL/Bb2ZcaRF9qEIMazDb3sf5M9w3+OEJf7qqBll4Netc6LPzwBsqUH6rTsicS2fdQS7kQfpXcrW0GnXcYqzUzM9TulSpvRqZvqNew799E9jHdJ1P2YWuh7LvRLtk+RADJeBcA/BDx3mLEuwr0fRX7IPzmBH426AX6Cq3wK2HCr7+/pbx3fo7o27xpezoc9qlJZlJMgnPlEvKGkk8lnwSMYF8r2Lc0V94iKTMn5rUdYSh1zE9CEwbZZ2Y3x32V7juzSzsLZzSzzkv2YVqLyL95HpOFbGpj6Psht7C8DOl35muGvDKzVNlnZV8I+4INU7wLLHVovAvV99QJ8mmVNxD7Ldh3x9kfz7DPdI0Zx4sARmaipaq7D+m+BDPgb2WW8EuSpPXskViad/dDvC5W/wU38hBnszj8BH57/rL4DRlHxaBXhd/rA/Bhqe6TsYFG9/nZWGKGUaWk0ggjHkOyT961E8yPEICn+FNWTbkD0g8Fj8cXspB6uvNbliiunat5unu8oQfIKwD7uq8jSu3OR5aup7atoWG84ieffPLB3QsQe11d97iz9AefffHRCz8bHx+/tvjCC/jh/wzdd67zXEVBBZBH4ScfWAh9z4GATAIW9Fx/qTMfX3r+ursHEXDbW78G/O7dO9zePtwT9h0fHO905cECV4iMIg3Oa9Os9c5U+ninMedWtlbCkOkQ9rV70lPMvuQwuGByn2Wf+JpZ6sDGvGjx2OmdwcCEFB14rcOn+3Pun2Af0NesMa9UOzyeCWFflg94q3fAhy17V9fzQD5sTJRXX1paX6/0QzbCLzu6cJdG/mMyTMAr6MuC6GsxpY52SfZNzBr0JcnsKWWfljrMJBe/OW60e7HZrTvcdv8iRRp2RRP6AX0r7Irzc8Cyr1KEXy+UWr2v2TSISBeK2QszKfrhQzPpMcGtO1ViRgHHMIN91RnG3pInBeBQc59UOqo9kH0PHtyhta+ykrKvnNttYlMToO89+FvWOb7aF86+yXIaU+bu3ZvbNkm/yTEZRjo2RvaV0N+HfB9e7q11GNm3aWQfzX1jMuvUtPI6Rd7RsayAo/oM/YK+ZrMv79LoyJ9gn6T7WgftzpZxTh9HWFebVYSnH6OOYUNeDKqX/N4l09Crus+yD7qPLsWdncM/G+6GyT6mO/sDIZWOgKl09Afs2D69YVrqEO4FY94Qdx+MzVWx3073JRabTYpsC4QWPJxRnA/jzcheFiPYDarbWqHOqzGv7Gq6jnoH494FB3VG+e2HTHOWuHdfGttY7lh4kJGgA1kIv2haaF5/feBdbrMmc5szOTVQGkUz+cpxmyYPt2y3qpF3vFpchHssMyJKRJyYM/02n8cIehn3Hiwj7/7GF3D25dfUVuTX1oznNwB9wr62noKetvyeppqC7u78hobFK9/97kdf/OqDn37xxWcfHB7/6Be//u13X3ixogFr+MUri6+++uqVK8MQfMAflF0Fv/A0leDf8Szm/lD2rekpaCL7UPXteakm/63v/foXPzo6vMdBpUc7R8qsvZnsPNSNW2gD7ugS4bc2VCTeFOkIkWmJsArn+rj3N8e9N6ewwyUDrj14BXuVfQfG4CLZPj70KPIOZck+51FGjXHq4Fewz3H3gXua68tCiApXSn1wrUL1cUO29dU8Ht7gLDt5oTPuRbovh/+YTDt1hrlJki8rS0PeIi10TAxwRrOfkxGk7MA6sd2NMlW3RAufW+pODW7XliZDl6XrjVua8yDGa6Efr9IrlV5a/KzLzykWs62Nv7CSJFMKBH0xGZSJMp4leYjsW23WMCazvaPXZPv+TUNesK/Syj6gj9Y+Zn4p/FBTxo5Od27dQsb7BiNe5AfC2FdefhotvXOi/MwslhFF35hp65BCLz4Hs+d0x9uguc/0dIyqr1mC3rm6sZOyz4a8UjHVMu/8aDDddzLmFS6Gjnx2Kr3OduXOWECwT2zMztB6ss8EutLd+yy3aKPhmXEvEpVLmzuHoaOq/ozsk/3IOa/Z5Zj7ZGNyeTRw86TurLffFWiVdN9TovvC0CfpvlET8hZ/89mlRuMxuDXNsokxoVUPyfjhmbohLpTUaGtpQNCLF5Bs/oDYxf9gGexD0IsjE9vuh86ycj4k4mWxA8JvuZ4bDbKTQ6LeRqDv1usDjWnKPr6CJaen8RVzRdrjJt0fMuYvQ4fSWzMwN770MNVe/9xFKoHpJaiB3r3lo6zSNz5raGirabjeU/Od7s78HrIPH2Qfar+057V1g1jnFq9c+e5iA2TeeMPPvvjFZ7+9VvHdF7/7k4qaaw1/c2X4xRdevVJRsTh8DquCWb9zQkF8DJ+TELjgnAS/YF9PN4Pe/Nd6OmtqCl5qa2h659e/OjrEbdk52jlQaGF7Sra6coBqdoeUevdm6oV9MqtQ2Yc7JV0Fq3ntvmpp8WODHyod0zu2tkFj8yarvBdl2xQISk9mmlV9xisdyj7t014JcTb7DPokRScHrDyKvVW2pckRol7tUSP96FjRMXysd9B6k0OFyjoH6ZdlZB/VI9gne3P4hXJ2/rLOCfXaSQYKQL919oXs1eaYANW3QvixuCx/l/UOTjQQe7Om/CTqNQOfuQMddd/ASmr0Q0M+k/DT0VTKPr8899JY6FDZ95zKPqb7yD4PJgRiOv0NZP1Mtg/Fjvr2gQHYfjDEYNbIvuoT7JOZe3Pbo2c06jXwG9GmXq10CPvSOc4KQSlk3+iIM7xqRGeViuwT3QdwOYWOoMmlylZ52dWxtXVvtFDTfVGh7NOZ9Qx5+wOhjR026HX62Rz2XXh8SZwsU5ua52OMa9mndd6pSx9uihy8uswZVujOO0z8WrpPZB+37HVCXt1ppN+k+1xBvzW7OsA+o/qCtY7nTcwrpIfDJTHuB9+Gfaa5Ij4hyD6zXb0KP9kEYUPcx6nRuk+aeF9o/Mczy53kTvJOfCpAM91tQrx9J9mn8wzMfr0L3LpS4ffHZiT0xM2MJyCE3+tYCKvpX+PUQJfsH0j5wuc6fF0pFD7MrFP8kQLAou7ryGy9xyddEFBS9TPG54K9i5Z693b3su5+9jPYmjvbCvKf7kZNlq48pOaaasE+FmfBPshAhLKLwxXoVstvGG/KX/zJqz+rGH7xxVeHx5uuVVxZvPLilReH86+NDw8PXxH8EXoQf6DdMIq/FcOq+4DEnvyCl2qgAPO7CzqRTfyPqP3WvvPrHx3uEXFHWqQ4pvLLzuY83yIxOB8h41fp44YlnAQtMa/ME+ROlWAOoq9Mk/BLySnt2hHdd3FHptCJ7pOppdB9M6WenDSpcqTohk/h+3X8gEYhSfdhWpUMopIIF6QC+UrJvVLZjZGrMk95t6pfDQgR+nLHYDzapF9OM/8DMm9L6CngA/+ynKox0EdnjFc/bLrPca0E9+nQHxp7C3vatMxh9+mdxTZJ2CgJh2BPsFcGzLPawU4eGl18zV6nrRflDtzPPrKP9Hso7FPdhyY1fDDdJ9m+HHEJwvsC1SfpPrj7suVB962qqxnZPrU5lbPRrX3g1i3UeFfE4CKl8SfYVz5ZLrm+e9aoJ/t2yBw/nd4sea8cnbYcWukIC3nNzpRjJQEd7Rm6QtJ9KPOCfZNifzYxLFkZZJ/MPa3SsfXBxg5bFYkL7pFhY17xtBj2af/GVR1eyhEGU0j0yc+uXqXs692cPoo99Zd0nxZ5+2W/8v5gpaNfBxAO9tsyr2000ck0z1vyPXVC981pyBubeOHH35R9jolZowKn0GuH4plyB7SCRBLGxP9QJx3gNWSaKFdm2zEsmUizjb37po93ITjlwBZ5dd4B4Le77ZVtBuMT1ONH4fcuUorsC5XoT2e2II9nDF2Y8kevC2jolfmdHK4qag/YM8aKUibS6m+zX3OalV68KnZ273/2i8X8tvwKlF+7awryIc3ymZh77bWazoYGnleD6kfPeMP48GLF4nhDU09+bX4FUDd85cUXvzuMCJbA++6V4cWGawUVw8PgXgWhd04iXmT++O1wQc85VH1Z/c2H1Q/oq8FRd1Nnfk1BTW3tO2/9QoQfBB7yfWzt3aOLorBQhF8XtljiIAVMcUlT5COFSXix+w1Rbz20ljX4SaVDdd8OQ97N28i43D7Yl4oS2OdDqQNvCjITAe8WrrIw9pXJLnxmjsF77Qo/kK9eHjwcI7OXB/oBeNh+XPYgJwYrlRb8wMOL8QSi6WRAQTOnrKpwFOUnEa+Eu7AHMuRFdCBV2WC2T719jGWTOKjFjvEzOs/tNvQzJyTiXVHdZ9FnrYIS9NLm0su+Xqn1JtnZV0l9TPqtyKQZqWg8FPbNkH28J2DfBNtcMryeUH+LyL66DpV97bA1S8Rbaj2e5cl4CG7def0WRpaip+MG6z8nvM0sdUAikmBnkPQD+e4RfhhjqjtVZknUS+mXE5BGXGzZNjrisC8EfYTfnPZ0iKlFRJ8r2NAmxmZ0xU3e29piqcPKvhMxr3W4uIy72RUS88Z9dcyrpj6zrl5lP++lJWUfpB82rryqA102eeg9jvoaui/Rbkx53szPDw95AzZXaULe85LuU/adDHplWj1D3uKqhd9/U/ZpMBATHx/OPif8TbQZPxkR5LbakJtAPzT7IxCBzbPVkvLb3w0O89vfX7DNHHav8oUg/Njd8S8L69wmJmMjQZQkMn7QfUleSXRJuk/qzoI6tZPB7OLVrctzZPdg8dIWOf2j7J6XaXH1Q9KrTvhNz+/d+9GPPvnJOEYNVMCCjBaMgp7OhhoUZ3u6XwMCUZ/obqJfuaGgAaIP7GtqKqh9Or/ixRevXLnyN1f+piK/pmIYJ2FvqShoKBgX0kncO3xOwt7OiivncBoxs/hdmAvM50dNfkU+gt+Xuit6aq+3vfPOj472tPHsQKTfAeeEJBeWqsGZPpftyhJ2ZIjwo+6TzUzSYbhe5RZnxuCXktM+Y65lxzH33d65aCb3deT5qrl90IRUi6TmEXfniZgX7LsB3ceKRrvsLl6vIW+RCD+j+vRTQUj6YX/aIe41Sfq1S93DNuoy1VekI2ck7sUCEnztsoHtLLfmkCYMU7iVQofiyeT7vCHoE94pAbG1ri3xCvmkz07pZ9HHqantUruFpXON7R3Vfg2bKRhl6IxsLizkS2CtYwj9HMJwtKetNtP+gtH3M73S7hHM9pVjDk09ZF+9bWbLy8a8RdIvOxm/uy7ZPrLPJ/Wi6hN1Xmo3GcBH9EnOb1vLHXDwwemp9Q4p9eacL7djDMTbZx0uITtTYushJV1omddk+wLcxjvQMgpTitmE1wLN5czvUxuwUNJp7HA5m/SGR8GMeXdlbp/m+yT8FeWHPcql1oFOjsuXPjTD7LFpL6sd88euUzL9+C+08kL2cYRhMN2nsq+/fzDE82d0a0CHsWq676mwyaWi+0yV93D3G7NPhwGwaECbcaJpakuUTTCkQ1bGmOKNWrdMsOzTcofdwAvsQxfA6rGoueAGHvsq/ljjCJY7HPZx/cvRBNwOZr81Nneg2NF4gn0JBgLp3CwdasZvQlxJUlnw5Z1ca8/JID98bO4dfvbFqwUNMBxXQMF1Up2BfQVMyDH0RVHiNWToCiAAC1DWWBxuaILruRaFD9Q3oPEWx2twJk4tItlX0dDTCdmHbywBz0nQew45vwIp9XYWDFv2ddeg05fXjuj6bP6170H5HaHz4vZtm6wT+GXLZpks9R5hiKnHZvwM+4A6T3u9bO9I8x/VbjUrHWhhs9k+GFxum4nNYN8Q/bj4b/DynI3N59FXsg/OZQozIR/CXWmdqxf5V2oCXiLPWVR+yRc6LnQ8AAKZ9quXdJ5PxrRoH5v1NbfwBDvZ2Ac8QJcJGjJkEoHxNUtjiGb7FIAWfUpFK/5C3C1S5JVaBysnzSYMMINdJqjlegE/RrNkX4bZtY15zSS+OVsPPdnXoTEvt1aaqW9ma5CX80pNkfe5IPvyWOlA5y5czcI+Z6Hwu46QF1ydINxZyK4+2ddxelLgd4bNbWp0kcY22bOD7NOUnyiewlFIJ9PTwb3MRyZHgwYXUrCuNbfqRMQbMINPpHzBMq9N98UFSx2uIPskQJR+uND9LU+wz67TMsdF+jektCHzWq6aOu9N7eq9ajbxuEp78/xm70HVqb9Q7EA/GwYVooEPKc/wdJ+yz9j7tMkYe7xVmXSfGpuN8guZX4Up1qzy5j4++Kbsu59ipoNILKn9vGafStV9WgVhjojPp3jZF5e6LyYBxTPmAbmRjVf2s6we4jC/XUM/9vU6Qa7ZxWNBq7y6HjPj9/hTv8D3Tal2sNTb1wdtJ2XeFA4KlB2SvDnCO0a3IjWcplG+TgvlgOcmPvG1lJ9QJrcv6hTT+enDDz5ZrBiv6elE8bUtn9Y72pvzEZsiMVcxDhq+hNpHQw/hl59/rgIBcFtbTec5zCJFlDt+DkqR5FtEWHtlGHQDA4e5UOAQ3VchEBym/kPGUBJ/ND8jpM4vIPu6kV98rTa/pq3trf/tVyjzavet1DtopCD9kjt0pAFmp6pai9J8H0cGKvuKzBQr9nR0QD6y2KEzS0M3KbqIMi/SVEi1TVSL0SWBOwZHhbPP5PsG2LUBI8v7UtpAqCsPqMa8Fn6VIeCrvIDS6ANOJL0AdDAtqGYYWyehr0/6n7MUfeiQI/om2ARM7Jm9N9zBMoeZ26yZQO0TDhF+bhF9G1b1WfQZ0edMM0j16ma6vRxOQOGH1raMDN2uV1z5mGL/O2NtTkhIE4+L1jqw2v3cbUSqJbqDx3NkXy+MnR24iyjooHvtDvYprg9lX2ElGjsk28e9naQ3ZrY5jH1ApwS95SL4qPuAMNm2qBDz61uy1OdCj4ukusbmuCN5YYivOXSfjrnRZBhcTF0jPNsnlQ4p896z6b6QAoZMfDfsG9FJCM52H1GhJpcTus/GvEb3PXuVg0uf5WkY+cC+m4Z9EgtvcXgp2BfQft0/O7GZ2T7y/3x/aJXXyr5+p06jsm9whGXep54Kj3kd2Yc8APe4O1q4983ZJ1u96r7XaWXBWcqyrMaLz9C0HAWaso8T23SD64fa3FntxzOlctmk/PBC3HV8zcva1WG+3ZfZplb6/cvCA6+6mwG5aBmOim3vM9OD27SlYK/edKlkeHwlwfjWRLd5BnyCPlKP5/Hs9pn92xLybvaCfQ0VsBwXoJqBD0g8tl/kA1TCPlZkUfNtAPxY+z1XgNTf9ev8cQGAt1gwXpA/juPFK4sS4xZUVIyjJDK8KOyTtJ8RgJ0F8tPOYdr/2OjL7GJ3ZwHYV3MdI/66a2q/9+sfHRN+Ozp7DzPsbRapg25qlDtKPeJvLpPRLxzrkpnDnSpLMVlG9mrX6VWKvk2RKphaumn35UUBhTVZYGmimVfC7UowQesr2TcrLWs3xM2SZ3SfPLy08gXpV2m+UPVB953uOI0CKZN+hJ/kCfW3GPCK4FP1Z9Anuo8ZOMGf6j5n9yM7ulRlH99b3XaXXNPNsWEnkfYZ4YdqB1s7vP7g7OZUN4a5cHS94I8+F79bt12TBpbUld/pYH0xRaVx0HMXbM1cEIlsUfF7Ki36HNnXkQxfs98/u36H6AvKvkKodKQAVm8NcB8kjnOo1r2X7p9gH4UfYHea1Y57vXO2u0M3azPVjkF95QdKkutGy03Iaya4WNUnlY7Ckio7+8QVGvIGVPaBcafBvtHyloDLKXUY9onuY8irU5udoDfIvrgnax27y8o+M8LlWaepV3UfZ/hhXL2yb0p2K+o9Hvxz7NORoImQfbyLrYN2u8yqfn0EzGNhOtqkyKttes+bOu/zJ8zNuEfZrPIWv/F4697Pvx37tCIoffRmuoDZ+VuDW6BvoyyYEtSf2m2gtbmTLpSUzAcay5JvuyLyNPW3YBN+Tt1XunofQ/j9y0E7vHplbzLsdnNUDJ7c4pjw2F2Ccj1SMpRmqaIijtDlodIJxgrzDP1IvsI8kYKAX9Ht53TPtt7Dz14dX6zogeoD2HroSi7QUQScP1UgZhd83yBf2KMBC0x3dwFXBZJ742RfRYPIPXycA/gAv+FhEXya7oPU44keZvqAP57zt6gC9yCZ2F1TUVPb0Nn0GiacQgG2vfXWj46o17QNY/loL9nAD9WOaWnuKEq31mRp6cUDwBlK6Oj1SCqwLC0XDQh7juzblNF9DHkv0uGy1yFGlNX6am8Z90qKEfqFsk87tBux0eQNsm9VjHzynmEQpm8tpVbt2QXwDSHkHXrQgY8OqXiUqg1QaFmq2b4WFX9W9t0C+mY58s8ru26YNJzX1DdsRdZrI95oo/mC7uZgwEvyEX6ml1c7g9UIw2rHjAykWpMxptUUfvFs5oAH4XecwMpxa+Kgx9j6GXa0KftWJ6RWYrx9If1s0OOluBrv7K0767eQFsVjkZxs6IcHhrKPkTye9IQxQ/Bw9nXR24yZpSx33Lt3b29+VNp7kdNDgkO7ekvkBa85uxY8BUT2jYyFDq+aFL0o+3SEyD4zyMAcqew7w5A3OczdF8o+dr5W6Z6WJ+bWx30F+8p3aW0+No1sF5/VcsezUzK0nr0el+F3nrID/FDu4A69b/yFMq9ML4fsQ0KzxYTmUuXtN+gLK3VIJrAlWOoIdrTZSocJeV27C1tz35R9dxlEYdvFgG6QY2ay637eyrp46RPLMEGDUX0m2eeWIX4ycUPHDXjvG5ffvmnoMHWPfbs5eZjVRXwuu3vV3Gl3A6YVyke01VebaSCSStJ4qtSGuHnZ9GXxtQgLQnZloUS6TyzRfkP7t4UN27/67Yvj54YrmsbHe851IpZFgKtTWEy+j3m+AmpA0g7oa6LpBecXjOPsgobxBmhAeP6APbAP3KPaY/JPg90KElPYV8Bo9xzzfdB8zP2xsNLTc/16TyeGJnSi8FH7Us1bqHgQWqr8kPKrLBX2lWP/MCl35AnjkAfg2CvG/sI+zpGj49FVlubDRATZn2NadtnGa3VTmjr2L2J81bbqNLAvLdigGK77gkHvhAiz+tVVM2FZAFZaFAx7Lf2y4QRGqJvccUEOkH3a6yFuGGdKaYuUOiT4lTygkX2NjUmpYcubGmpolv151fQXbTShMT+nhmzfZnbbXdH2EFV9SRLyEpp+qjnMpJK4V+EnWxow6qUPS3ZYlz0OsF2RDHBR+OEdAs85X6Xs1/YH7u4u23gw24esaaa3mS6+gQnjbyH4Chlm1Av76MnhbdEVxr66Xg4zmNTcnQg/GpRF+MlgoFbjb1bhhw/sGl1o0WdlH919+LWu0TFT6QiEpvtM3UNkX8tpCXltus8hWlVJtmEfmjqqzA5HFnEuZ9aVnR9gyiBRpxemxNx8SXemFH/LValszKvbmblA2bBSzC/cnbx3627xnx5loFtAssjbOsINSSQ0N1VeKfHKMFeb7jN7tw2y1PHUCd1n2zpML2/xIWTf6Ddl3x0Xo0qsgIwLDuj+h8ZIpj7iaHWh6Cbg2hWpFhd5oppyR5qMT06I8R493pV6h8Ee0n9OmcNYXYLCz8DvgZ8bD8oerx6fDP5od6SEJt4r9SVGMaK7gCVzNwhN8GXLT1cdDeiUe+vXnpOZBqc/+OIaAtHhmoaKnnPnaipodKlh+xl8eDU9dCmzOFvQoxgc79FZzDKuoICUxDFZJgEuyIcoueLcogl2keWjtY9pP2QCgb+C4YJOnoNjfFPRg+bhs9c7C67X8pvabig/upz3FH7L0t8hxcNywg/sO9oe0pnLaWrQ4z5Jyr4sCYZdrsz6ruk92rZ3JJ25aSodB89haKnIPgFWe44rJtGur2JfY59EvRryrtbnWe6FlMz5wENg86FOhuy5UHkBym/ogZKPuk8P8q+iSbtFjX181yrx+KSQgsmefaZRzWvBZ7dmC9mf1xlKb/zMTttHkh1NAG8z+tQa0bXB6X1kTpI3OM9ehZ8Nexn18s3aVjvY0St0hXmqGqlBsg+ir0NqwugcR/VDQ15N90mlIzsP/YX+WaBPZJ9kZUX1FdJFsC7s01leyNCwuySMfdihmDVa6D7CDyMN5kaVaOWo8wr8WkoGbXeHwO+8jXgnze5so6bIiyEwLFNUnUCfyD+JYatQ0TizNXVvrtxJ98WFxrxLNuQV3RdS7XCF+vuiQpTf6d0DGvw06L344YfPXhWPC8Jd7NLBNKDMclm6av0vHNy8efovFXkTWeRlSD/mOFwk4BfZ57DP8Bj3d1BKHUb3haFP97NjyJvzeBmdM9+4zlum+2FIMkD3PrRL3GTqNXVHm1RxAu0u8dFmBpwmrzm8Od7EyjExzf/wmJsXWavL/u6CM9SARd8Fbt+xIE0f2tULo8vBarNs/wCR1y65JyM4gsIjWb9x0Afpp/QLRr6VeTYxb1+2pXmyD+HehbtffK8BFryCGpZhZd4KkHQOPWkwtuRLug7WFfhROpHzG0dekAPomQSskNQgFCLpyCRfha4C6r1FU+Ko4CwXkX3scSvAt/yCNVzBv0CxV8PBfvirbbX5ndefIfzgcobrkB4/Cz90idaFCL9MyXVKzKudHXmlWR6ZTCUhL32C7GDtVf0nG3XsH1y8uLMmxhTQqT0zSjdMl77s8JhXZzI2aspP8vhKL+cg7zKleWGPvzzaDH35sbpKXhKZ9UZna8wr4GvPKhHr88QNM+00ycGeADApTPY5uT53sJfDZFNSdScPgZ+Qr3FFiClTZOy1SQ0uVaodXQx7pdYLPRetKT90XvbJBuVJ+nuEpCzOcMEmH34/NizvmhZPn87D0REuGODS3IyppKjxTmg3WxB+9fUg4i20CcvoDMQr7pPsy67rEouf9OZiv8rtOTOHTzJ+WusdHLQeP0q63Cy0dGiRdzLU28dKR8sTIa8RfJr+628V2Tc60hJwzH06rSCg/j4GiOeVfa7gqHgT8obVOlSOHe0CcUI5CL//+n/919tkH3YpQr5v07heuGOHxLsyu3keY6fPnPrTCT/dmdIl2T6Us1WeuqTKq7JPY16Xy5RpuKEHOCnsM5WOE6NLMbE5tyo29niXDqJvrPuYzCuT7k+ZmGngZ/Ymk0ZaOqncTgwRbbLIYm12ognZLkOdgTf+gdtWGoszclq7ppdtP6j7lsXzYmwuwN9OPeVekYZQlfblpiWAIdpAhip1s8NSnR0pa8hGvpUqdfLsCf7ukCTpKfx6uy688YtrTzMeRehKHKGYK5qONj9MWsF3ZF9TPuwrDfS/5HPICyDZIOyjHiTlxkk8lnoFcGDfMOHHvB8kIRkoMw6ISTG9IAw2chJNbWzwzadduiD/elsTZxsQfprzOzjo7QL8OCBQhd8eRlBp9lU3KAf7fDLBD+xL4RiDGbMVk+xJMi2yTybVA33THfIYwYPiS4kNbjsae5J98TqznmGvePuEfsFNNkot+bSElC2PKvOskH4c64KJVs6y7NO5VUj2+WQ7So+ZgNrHyXxOn5pXI14dXKAjDKTE63Zm+ZmWt2gz6QDo+092695GEyN7nS3eUm3cgaDXZPzgcJZRfs1e/cHvGPISmhyKjwCVl6uD8iMBWRIG4MTbF1rlXUO3YT19QiHoG1P0FTKfLOwbWHHblBD3kEsNZ1+HVHpR6qVfb1Lzd2a/ylauwpYSMfipzYVgG2xR9tnd2bgjOTvbuuqyB50ZpXZyX3B4vYl4p+hwQe9HXKi12WXZN8dJ9tgZMi50W1znsqFbtMmsg719a+wD8Z57e3rLmF1oZJZ8n4i/JW32uHTpw0scRXP4ZyJezfaJ7MMIaxvyMt2XyzK3THMd7K8KKXXgRy0odTxl+9nCJhmYic1xiSh00DX+jdlXpmm8WG78mGCGAmh7rPAvvS9XxlVKAKz9RqmyR9FDxz4lnj91BZJ9ZTeOtd7htLbZJJ+A73jZBrwLprOXKb9K2zqg7lmHb0bkDanwY3MXzsCbtp47ZPPweQrLSjkHF2Z6ild2cJGNmYOfvfVWbcXfnEO9AhEswl2qPwKKyk9KEljI/NHnMo6LUA4iHcjacAOzfuOE3Pi41jrgYh5fpMwbFlPL8DAjYmJQmj2Ufec442pYBl2BrvnqqenhpHxsilQDk/MvPjjcRiuCzODDVkMz7BQl+6ZllhWm18tubfoeBGuPzG5W9mGMQdder4Kvq1e3JBeIgn07t9cqRRqDfZ60WGczgnCPi26xx6i3WZo7BH6leSHcC9aQbDY1O8/WPlYvsLN3Xf0tUiXJM3uPa6LPZGk9MgQfqq+5MXQUqY4zIPP8IRNcUp2dO1KTgrKPv9K4YXYqtxOdk0KDXTwTU+mx4oUp/Kj72N3BeseEX64jWjbZZMwsCPQ3t68OyTMIE5sZGyPaaK8UwXd7zTZ19KItmEMMJtrXOalfRlclj2TbUgdDXpr7kqITgnPU0txh7CvEXxDdZ9g3ekaC3kndqLy11W5UKe5mwi8nkHO+MDzdp7bmrlHOpTLzWkw7r9njzEywR6GD7BMHX3gcGxfIQr5PQt5PXnjhuy+8GaL77OCW0M0pLRXrMLd56tKx5PJMOYO1DnZ2LDHe1SnOW5rs477lW5hFc1j850aXmmzfGOFvKjJibA7KPmGfmaUqIS+ncj11QvcZh8tNhrxVsTELC6gffTv2lSXEmiaOhDKdiSKDOaTI2pebi8koDMKYXDYT1nQ7amFfo7JP9qE1g18yHsC6tx9M+enMqgVn015b63B8Lo8f768J9ZR5gjaOV5sRws2IpSJZw1u8rvWZS/olC+LkgBAY3wx1yFi2DvnKX1vb31nryH79s+9d++8Lzl0paDjX0yQTRivUlVcgnbgFEghL9Zez+GT6lPj+oPVgcMEnrH3jDHkX2fCLGi99zTQ7d46Lo5mhL85lWM0UIRFYIN9Iay+n2Rcgku6uxaYg2McXXyn8DreJugMm/Q62cfeSDfv2aHDWEre8A+Hhz/WwCpHlI/swxqCXmpEjm7oo/KhYRPfBOTM9I28PQx2Vpbku1X2yFfRJ9hn4+aWzjXmGIOxCq+ea8FPsqXcIJ9Z5qLfdINLvoYWSFrU2G/SZHSw5aEoxZbt2VfatyKdML0jyWvJpxKt6LTrVnersUy7s+53ONbXBrts0x6U+lDBE/M1dayr8AD+UO9zadKmNvbKtMLYhaV+tHHLY184hXvWyYa+1NssE6CE28k60YzT9LR3WnDwyEqr7pMorLU4iGKQweCf0VdXKoJcqzrJvzm5YqcKvpfV8kH3o6ZWUX4v4W5yQt07mGKDifD6gNrhgrBuyP7n6WyD7nLHMjrU5TmLe3s2l+ZHPfoYRRD978ZUnsn0h+xZJwGvyfZhdaqGnTR16Ugoc1vqypedu6k5t8zLMoPhPyL5TWuRtZbNLq90q0yVNvJru42SX0OlbqP4UstRxAn3Py/h9Dios7HcVG9k3+i3YZ/bvTpQteRMs/0zsC/phse+wMceknO1O92SfbK4Wn2A2tjStcF5MMjUmP1vhXdDdKg+CtY59M9JF4XeAIESwNXNyOfqOjmVqOXKxTsAoRY8OId6QgaUerGgcGto5WOu4+9E7/8O1/7X73BUEq/lNFZ2i02T6AHUbOIWjClFsdLkYzwuJuDgubmUxtUi2j82+i6LwoP1AQIi7K4um2ItCsqQOe3rOyXWKlQZ9bj1/TS9NG7a0rMXEhNras8/UYlf0X3xwZhszAtmfwRn2XcmFQfjR4Mydgc3+5NwaU1plfZzGjDEGvbrmurrmxJqBlt6dixcxuPn2WkeeoG+osj43LdYWOmLD+zrMFB7ZrsjfiN43w75C/cwWmefovWxbNediWQPh8Xq97YNblSEvecYf06LsM+TDbkfNfY3+kNEsNs3nNx86tU8j4qQQ9qXqXh5JNPdt8Pg/hca8SlJN86no44gqtxRw2dwxLVEvhJ80tZF9HD3JYTI8AvuYMjbsw17s7asS8trRfdNqEcRdaEc1V6rgnN9i0SfuPmFfkgz1iDVzc8vC2ddSiC0OkiV9p66VuTOjo6dl48qRER3l0hJKPwlpUet1Qt463aKIWrGwPxCUfUFzskneabaPIe+Y3YYtOJslUEKPy/zoBz/73zF48sWGxe87US+mImvGLzbM2+xSfx8sLgemj3dKQ1tg7jJ2JF+amrLzDZYYFT+L/StxGYxykWEGf254lcg+sN8imlXeQVPkDbJP4EfZd75wbvPJdJ+iT7qTo6IWljElbP5b5PuEfc5231HmlB2JR/w1U/819uf09Q0ODA6I1SDJq8/nFRlrJezjIC1J+QGhzUePNep1tigX9O2b76zfz3T10uG8u2M3UIDxVHeRYTp6aEZkHySepPOyRffxR3UzM0pKw7kgK0PwR2juTA/d/eR7/2PbX52teBEsym9DQo8DRxmwDlcI+3oKeEIa0jrHxfTHekjneAXQN26Ku4BfA+Wf9PsuCvrkfHR3cIrBsIS9Uu2QRJ9e2f9D2rtGVX2f28KgykZE5CZyFRABAYSCFlDAg3gNWzeqoPqiolgxsOWmIoKK3YBg1djIgAQjtjViokRTk2piSk3UmKAnqiVJHbE1Y7Rjv+P0HckZ58P5sD+/cz7P7/dfCzX7Q7IwahTvi7nm88z5zBnBgRpfZCQVZCX3FmSEpzWgywMgiAOPxz/j7zpXd360OMNFkcIhlhu/spjoUGnrlYpedpTzWiIa2Oc3dUYheR9ZX4rOvMA+Cr1C+2bIsk+wzy92rKkG9nwW+2Tq9ZKNGqJRZlJVD1PvLv+Gp6imMUXWfM42z4jAwDs0d6CYDKNgDrUOeVWSGl7zENbHRGgY3yzyiQnKwh6+guQ9nWNT+Uya7OSuyPpO+6mEJppvT3d9PtkU+2oegrN9RtWQOWwr1NM2aS6SH16rfQtyDAeWi+UdXknnEvogdRD4tY3cBBngIhgSMPTfmWsF+vj+M6YYpQN5i8C+WaLy1k5W2sfTT/Q/x3qNxr7ZiP6ePonAt8ZNvpDLtlUmymW2WPzkiD9UtnkorZwy3UgiZtmH7D4sthzscz9JMygGOXS1YB8cLgu8x4/OZoHHBfu+tx8OHKuu6uhYuTStpBk/hec4tBmO06iX0cxPiJ/3+N8/APatuKLnbOamTZnf29tMb5HBPj1rg9gB7Dvxg1rHtH+x3j4ctxiVl7+7EAkwNNVNDu8bJ/1FRbOnuEkdo33Nmlo68aX+VzdJrv9P2/eNmzCRL2Fj5dNE55bD4p8bBSxaHL14Jp7V6SYkaCHj0XTmtT8QrGLvVr3vQH69EXjdUw0qrcHFddn7/eUNZWUCf7n6ZUrZXAtly4X4ycJd7s9lV634Zx65z3DFuToUz8Vp64HXy14Zru/LrtsftzsOQm8+4lYE+zRwT+ZTLgDjxOMniz9s/ji5mi2fOpn5mXyN5K8C+74Kc8wmAKgu55VLS5ZqnPN8yr267ps3P68gLS+rrre3NyM8Kxnrv6SC/LSM7gsxYBMqbzDHGQkEkQJ+uvGbxKLyEKF9tHgr9gUD+9BzWajgl5vC94Z9kcj3G56KbDiAQzOuOzHzhgWHBMq/xjhZ7DyHfZr6Crk3PUSq4Ih9BvWmqHPSWfZZ954e+xL+ENuENdglETq4a53Cide4W6IF+vgGmSMz3a18w5hamDiaCrMKcC89VfHOLbfU6BdKBcH8SP7aKXjo97sS7fUCxME+9m0w0UD0n0KVO2YmcB+tGm/6QtO5qTwOf/EO9kl41W+YX/W/aO1bDm/kXiwrEdd/EAZI8kSLfUL7Io3Sodu+sdb4NRr7lkUb4jdJcqum8653nZvUKx3lNsPUSL3x8QGz15hTXvpjYO1jXD0gzaYze49KHlXaR2qn2DfHcfc5hmXROt4eGjyGzF2spyMQwNbpPX4Pw9j24FHdfGic6wrEc7zNOfjZA2loM9bl9TttB/kKLalcYY/Z9NhjxR92sqH3fvt/43Axl7xIpFknRx3eZuQV7JMQ/yKnpM1TlI4iueoYjX1uKu/sReNj++9LTMS6H7/v85zANy4uPE1brtaSy8ma8TUHeqvhAo/MgIXYAS5cOFMiw6VXEi2FTuCzxtmPSeDKT+WOfzXT7eWtdvi1mQYO9kmaVSWHDe3Pwsq67ICL/M2dazUN2QiWsVQ1F9Wq+CxXv1Jmvsx1gZ+OyjGJOQcOHLzQ2t0SXh6xe2nE7pUN86vmUZGtohklbp7KE/wqzjfShPelzReXyjy1tBDteM1WUSHIx6kX77qSOCffj3sRSbKKqxDL3zzx9dEdQ9oHCpiUV1qSUTxYh1E3rQFml4ikhvCSjJELh8GjZsg1h4DfffZ3CPhx4XeOGXxy0hHK85YQ7bMMhsdl6vJcQ/tSODKTrWxDOsJxHvUWlkWhUow/KVTuqAC/WFft9JvPYZ+GXlPuDbDEb4YBPjGzuANflAkqwAFbzqy9UQdJ/TD4gvbtUmro0L7oaN31AfjkBXI09ll5oxb4h+0JaWFCgl63+bq6KUc//qG4mO56Bwt8Ls4nd5ZC/A4I6SsUo8uuxEwDfUoxkTTEkH6RLlJyDe8DrSsT8qyP/0WZI4cHuuxpQkyBhGYr9E1yc7hYpWOc86SfMAr7ioqCJ2FTh0l5jVC/6a7uDTA5k18628G+IgU/TL2rRODgpk9TS3HTUbTAbPsc6DMqruz7FPvuvyrrPjvwerp1k296OHjsWHUb/Qjzw+syKg7F3pm39L33Ojree61jIK6qc5wrNsom+p18cJ+0b73u+izyicqh+z4G+O10531wN1cu+G+0DhhcuO1bzXxWQrSsFs3Ia9raLfap0rGoSGVeB/p+Lsj3si0pQoTLS/1v81YGbz8e+2J10BX6PsGJrRJqoPgXK9ccUhOUoAwwk+jHm/KN7AFM9Qmc4Mp2kS16wsYP+g34kfld5nXbZVU3TFuvmF6cJD+ctn1/5YB9EPgOCJzpbFs21yrAy82mxvWufMcy/gg38jdXfgzm5BgcQ4T9ZvnZm9u7S+szdgPvKpKSVi5FIMHSDmgRYGkys6YtnSdTbUScET1I2kD4SsDj5JKND7xDhPK/krQImXT1++h0xgEv1N849QFWIcNPEu1xMRxeHFGfkdYYkZaclodS4Pn78tGOVJI9cnZtMOGMVR1idbkv5UXc+eUq8cPGz/A+PEJI/IKJfQExhvYB+iz2ndtwXDf1qKacmUhNchJ43ysMb8ZNML1L42NHY591qMu/VUIqid+sGJdFyHUvaFx/VsDlqS7hD2IH0O+SS+mwnuZoG2mFK1dc3hoNd4wL+6RlCPMucXEhl4FGAnGr5XWxO7Mm9P2Hryly83U5n8foxOsl0CfYJ4nMSvzU4sypV1mfQF+t5F+tFdkWywblfRjbZeSV2FIpPJobliPGFxxRrtURWb1WEHqN1oGuzsMy7Eyw0DfheexbFBoJmwu3fRLWvIpBfob5maF3mb3pLVpkTX4441olsS3r9JyN/zFtWb7XBX3jXdDHq1diH6QOdS+PDqEH9qV8MNjR1nasbSlnGXi3MqpOxA9wbYNQNoSUL63Yc8jTDU/lx91/oDVtGtMiJO8Pgn4wuWgrL7HvVT3yhcdFhN4rIbLYezH0IcWA2z4MqGuWLdI/h1n3Fbmwz5E6iIrLIPPueJG7T+yK6KaM37p+E6rwgH8/Yeb15JpPeNs409DmhBl42RNe+QbjgrYJ8eB/mWwXmskmDS+bbCA5e2i9zrErP3huTZIVkU9Nza7DDhPhzCg/rPxc4GeIn+IZiZ+jAQvS5ZYdsDRR/y/XVbhaZgde3sAmRieWnXzlQteN7s15FcL78yHQAgR3w5+3MiKiaingLIIppPT7yYkHE0k1ryBOYQ+RzQp+wv34wE+AqZnAV6EW53kil8RJejPOOfATEPvy8/PSspcMZqWVFMSlIT0QWaYNSXFpyUNHZyaaSTZmBjMMSPxuo5+XzI+x9ufOpcREh1jwC5B3BbKEBkydkSvQt0mwj+u+LdQ6dGgrSwxKnSqGjEkzXjoYHRKPht7xWlT5DO+bYLEvUGJMeUIY5e7pC3MTNyzwRUczr4XQN4vIdzDHuvu0Od2d9CHVBBl7CzPp7JvMoyAX7yP0ZeK7Fgr0pboon/OYbCUP/JgxNsjF16241+KeJX324gjEbxexj1IHH3N35Uh6lrHIZJL30dIzKwx7k1y9fcO2T4L75KVDansV+/h+o6HPcTaL0rFRsc8hfs9iH9AqNGxumSQ1T2F0lWTQr1vNzZ/aXJT3LdP0Zhp7Jbq9KHK68kMDf7kwJS9yoG+852hDisi8RZHrxNms7uXneN/qxx1Avrbd9F0hxa0uv7fqxHCciHjc+qyMS9vdOdE9yAWpf5X9K1Yo9lHqWL/i3/SmbQdI4JYVNrmK2Mcov53EPjT0vr7oB7HPiryS42UVGQBcaNEi7et0aJ+T7gKpw03mVfBz1n0YeYs8P+h/G/P8eo69P/6uQ8DP9BNJN+U0U99hPkQU+0QF9uL9RqzxwARBJMwMXRyNQHITzsHmaD5tZBFeVvnggU2wv+yKrnJrrXSS/J7I1Pug8pwCGp6XucrpypTWceXnyBm5z9C+A4b0uQ/JZRb6ovHxGHXu4NmbNY/7mgB+VR0r55dUrexYGlFVwfRlqBxLpXsI3mUQuhI98uCoq+e6VdA3KhhkRfyLU32DIS70NvPd+IPnaYAzF37YG+ppm+ThZ2Vnp5VkDzakDTZmIxdrXj58LuH5Bb2PTzGmBhNtKNEvbK4wP+odGuDMpvJzuGwLHbXwA03Enwbl5rrsc7CPd22vy8h2YFaqP87y6f7GR+orwaF+4hWV9Hp37HP+XXWp4SP5YxK7PMvd3WwZnzQOiXo7dWo02JCUebCtd+8sOcJxaCFZn0E+rdWQg47RtA/HJOiZZCiBjLwJvqMuPGp9rcWP/VfG6mKJYa0t7uUZEY82Aseo314SmQk//hLJzGXfBuhF505ePcibW1/b28bMlY068wr2MeY0Z5ejdGjhx4G5s3jQkSmZfBvXir9l+irJqdeZN0axz1cM/WPtxu9Z7KM8ETxj7vQptqFolcQaSKLfOgE/2fjNNtinXg+tGF/nnHQQ/FbNUeyz7pVnsI9aB3Xet2Xd5yZamHteXLsNtB071lzN9TbWfchm6+2tPvU0jYNNBFN4seOpaD5hCZd6m28ju9TqvBJitULveRlbsMJmOcv/M7x0J/d9r265UvTfjLygfdz2bdqkDhcJzpd1X1GRQt8yJ7BefX8i87ohn4v4aR1dfPCDFZtWb9mCnIgfP/Ne5E3HBIN8egigfhW3f1YzCNtklwmmB8cvKDUkc+biUE2STFDco+dr1y4OqOe2Puh3Iuwvu5KstrpHmJreIg2wv+KGarkuDphbNkrIdd4hV/hhrvC+MhU/UuamqLsFurBCH8BvedmpkZobd3v6uqswkEYwkzQOgXwSMsoYUgknIK0rSRNMU76H3o6qKhiaK0p2A/mwHsY36YavQkihzLskgHLnu1Lb2+Yp/mF0TmooKC5JxnyclDawpHgwIwOJ+UixyioYOhorpWahoZJREx0MPNOV37kZmCmlvtwSvwV8v6lkftz7weoC2nfOCB3TBfu2SEyXjGtzp/rH+oegUmcSE/bCXolG+L0OMv4vwD4v+18gqTqrdSUtJ8p55EQFs8QDF2q07AF7JTYxUc9AWFROl0vULAt90cHG27JRw0VJ7RT6xtimNQq86fwuSaJamJ5uHc7y+IfFPptqP8b4myXKxdcYSzVEcgxehAl8GrBhiJ9XYKoSv8LC+0+ePDl9++OLi2HHShfWiCfnwo0zGbaXQ6XXYt8sNn2oq4/gV3ggl35n8XzP5GekfaumT5/kLPyE9sktrzlmsiT6OeyLXxA1AwFlTOybEmk6OJhqpcQPGXaAvjnW5WJMziA8YEfr1rnu2YAVioqjSJ8GAWhVObCPXZiy7vMeLdrC4zLl98Q+jLxM6kB4b3JeQWtv80AG+1pLeN3EUSdOwM+cenhT67AZLrLv24E3Yt3L+PzVndbft3O9oYAo6QVL3HYl+IewD2giKQZC+2Yvchmb5aADWYbBWlqp8Vu6CFw2ew2x799//nO3nZ+j8iK0oVK2fSxA3vQTclw0toouFRdjnTbNtHiMtU8tFX7xfDMkXxsQE8SGgcYGUAcAH2yygntlZX8FGr1++YHx+VXaaspKJ8d0q514XeUd7lOvCwHJ/ES31a2e6BoHqGzoWOwSOAzuieeP0CczGLAveGpZ4qOWT0ZKPboQNLASdx2790Rk8ASNrG8po/niVMgoiRDjckWJWfEB+yBz1JXuz0ZgPbBPZ198f4ldAVZVyBIQHDJOesoZ5kKPS0ZyXkbpYAbC/5KT2pJLqZ/sC5+XnNWY//jUZG//eKBf6FSb0IUdnoDf7ZNRU6NjJs2VqZdSb4hipAy9ctsWQ1YI8DPQt0E0TUU+iLypsRO8g6ZGEfsQtfdKcACJX+xz2Oei82alizbkBFP2pL0nifqWyClXPpNYFvxthipA5vCqY6+pOBLkM8SQWXasE0KHrjG4cOINNHs7Er/0WunYJfItpNJrbXtW8HDCMcxka36c3Qca1gf0C5RjWswhpH3ymuzlJce62PTdfv+TmtJ7N09/e9R1Boe4KYLZYh16taIXF8ks+hDsK9R+87IZin3yx7C0DzkTYvBDzhSia/ZS5fXVTCwX9I3GPrHiBYSh6s3U8s7RTFISP37Gjd+y2bzuiA4VscOs/OL9oiPXaYoBH7kO9nmPfwb7HN63SLBvtcs64oZ/C5ZFPt5Tfaz6WMc8HhalZcBeWtxaX1fVm5yG7F6Ie9z0zCup2H3CelzknvdBpUy8GlYvEabgfTt2yFdNc5tiH+96+X0rwPte+cHg5mnjeM62btMWM/KON0pHkRU6zMzrbc19xL5Vwvv+3RA/95kX5HFB5AP6W0Tn3bTpx2eX+msnos66bm5EZX9QbW2/n5cPX3HNbMz+NLFAp2pRjZRygfMJ8ukq7sDr/S7wE+JnAgwq3Wrb3CLscd6xQZLHCw+YEF4jfDiW51z9zyBervpcUuiHcYM9fiLrA+xhqMQjMWb54utNvQMjHn2DwKmkpLjdFdlpZGo0KcN/XCLOPT1dM7IG0RBcr7V8sLupq7hiN3GP8IfvSuPQywmY70sHNGNMK8QdHce139KqpOTyvMG6wXkRbXHJSR35jUgNpHNmSWPp0J1T7X58yiKUf6raWEICosMs+P0sOgDgp1NvSlg0q3UD5P0CGOcSGkwTxzmamlOmC+0D9G3TDnbQvmCEVsX6zYyaIRcuM155hUMvfin/eH//UR2Vzz1MtTjgL0BrnxIN1iVqYqx5CPVU7mcfAD7lhYnRBvnEQ4x5N7OWKi6xb4xgX4I4qdMBihulL5zo5+ZYdmWZ+oxxAz8X9KWbZt8xOvLSoMMvoMR5xero6xULfzOjrM71v1tTWlNTf2Poy1OTpcFXQ4KQWLiYEf0YegX7EMgQ5jbysu0oV9Z9RG74HoGSwL7plvdx6FXsW0zs03iPH8A+OR2Lxz8FKJ+WdFjsY39bihx3kPfNnl1k/L0aZ8Wpd8067eSlKXA6su4Wua3Cxo92uMhJ2+xVuG1w5Ve5P+KXvTRY1dxcXY39M4YOnBYVZC1prKlJQythOO415cgTFV1xcbtPiK9OV34f9F/Ro12TW7BDCtl2rHBhH0sqTaqzzsPgfa/84MwrmaWr1m2RkXeBMWY/h33ethtdRl7IvDtGqbyEPpV5GdqwtRKzLtFvy6ubfkJuM/Mw8W84bTT4Cfz9y0Qp59XoPty/cxaxKDlNSoTQqJap6SvScMPqK3lgdQfl7F8dsde9rcN10Fv5DPZ9X8nXXzlKKlT4I/Ezhj03IddgYIpA31x7AscjN34mblsMvFND5SYC09iMg0P1XTerB/v6wPci9pem7S7hRYYG0cv0ynVdBHULnWXj0NdWsWd3fV9Tb315ffbKPVXPYh/13qqV1vVCyYMbFP5MSzOSu2vaEISQ1IGU6IHwUlqnEV5fvGTk0Z0ikDlvbgyCOGViniXzS8SJrsT53X4pOiAYC0BUmCPElJdtAYvU5cLN31RkLZmLjukp06nybinUShJOwVMCYnFL7RdA3of96NUZGHr99DYxyO8HsM+E88QGOkeMWnE8NVqbAUxDAGBP/5/3dcL9mFPPsDFzv8t3D5W+XinPXVjL9Vo6DSyYdwO1nGOyLPtM8DzRjze2kswiqPYP+TTGJhkwcN5Hc3HdHDBG4xXj1RgmCAQ6D36zRFmB9n1VU99aXLokK/nRl5xOJeM0NTV95kbtJ5k1a5fBPoKgXnMI+BUi4gCHvJmsXRe9jlbA6eR99p4XNx3IpllcK2Go/x324QN5nGdozKQpc9Y4vE/jTNfpVS8P22Zz62fBL3SRdq5R6yX2payWkZfrPmVEo7HPuP3iBfu4F1z0LPbRJ7fslcGqNqz72n6NdKKM7OS8vKzi/S3l+9MAhHVyrD6fGZZ4Aa865Olcun3Qb5vJzVmbUL0djG9+VXVe4X2vOgF+Bvum/YDWAeyj0sFcfvejjugiB/oc7FNUpMw73YV9o3gfE5sXnSTt20LiB5ln24/e9wVJWLNZ+AHYRoE3AM5LC4rwxvxv8TFP1K0gSWGgD6Ifc2TFd1Uvcp2VHJ5P/7xsUw30rPeyS++Qr9wfBX1y20atbUOhM/LKmYdin/Uzp5g3HraNfuh17wzd9ZGlhAYI8YsOvvhwZMhj+9Dw9p68jt3Jjfs6qjivrgScVenNGuGrJE58fHgeCPvbsyeja3tLU1NNW1zVnt2s591tJl2BSpBF0EZOu7S8iDTCrJiVFdnFg8VYHVZgUA6fN5CWhUEbO5V9DclDF45iDg/h3zdLOMmnognQmGWXH+Bx2/3b52ZETw2eYuQOXraFkrpOlYk3IHFGWaG56FDat8FMvAS/lCiEVnli5o2huXn5pJdeQviBGZoDgt7873ifl7GwowQq0yF+hvMJ7zM4aKZvFzXMETIYrd83U7Bvo5AmfJYutM+ovBLaJ9Hz7ArfuFhxT0Kp0t0czTrm+rjNvD4u47PxtwQq9AH38PAfIwkboqdQUkFj267l5568W9oNfpOVl5f/6Muj6RIrrryPkV30JRrsw31HrlF59RU3NwUjL4ugU2EHVNo3yUCfSh3IidwrRR2+ztD7Quwj9IybGB/FNOY1yvtMEQeJHyJeWNc229VSrj4X7RknRVI3DNdjrgqfF9I+5X3rUrhHe+Y8d7xg38BubPuOVXfMC88n9OUVl+7fvLllf112dkZGEgpq0tLgPwD4lew5Md5bLX7eQJZXRcU10LfDVVWpjb0v71xhyop27tQwl1e3Vb70Q0rHNDX3ycgrFesmvqroeewzIy+ljnUi8/67S+nY8bJd981etvUKZ1182vIq3n409iX42amXNpaxE81lyjSDfUA8DWoZixo1PAt9JLiA2Cf+58DJqTx8tHTPUjRBvy9QPXbZ5FRdtnKHrausHD32is2l/3tOvRsE+wrt2AvME5OfQt9cveYtU6Jn+Z7J85s0yaS6kPXJokywIzQ68eDF39581OVxfejdruTdu+PCcYUWwVNclA/BpKzsD+AHIifCLj7FVVX3bt7e1dXV1zKwZw98LcQ/Nb4Q/wiYS+Nk0RdXsrSKkc2AviqAX1L5YG/aQNJAVtqetKSl4fsG4mgZzEgOf/QmjSKsHWbpBsrX4SyJVmieNSPXuvzCKOYekI1fSowY5khgNcVvrpzybio02LfBYB+hL3dSqD/cfNA6YsQBzkIN/vBoscY8h30q4luvC6HPRMboxi9H9nd22p1qVnnAN/6NzgzV95KOIkU+3t0FhGhtLkLlOe8aVBOMklNe5MbIsk9n3lolfWp+niyNV/8Qx/JkN+xzybyOCGIf+Gn9fPzlZ9fPNeMeEVW7bt+rKc4D9BXgYz370Zen2ttpYvRV3qd5hYp9fKEutPdsfMrl5s4V7KP/WkZeMbhMdywuau5bLLzvH75OpuUL/H08zUJYZ0DYJLvvQ0jLdOPag4Nl+nQSv2Vi8uO8G7rI+psZXBc53Sgd09e4eX6fXfeZzGZEICAvJvKZdZ/Fvpg7kDpw1YEX5vyCvILkJY37yzc3bd9eisvyZDRVp6WFZ2Tns7crDkY/YyE8KT1tluBJcJ9Jrech23oHE3eaWzdqwFuuvPRD3ma3dd8c+9v01ugq43DRBKvR2OeyuLz8cyfJQEfeore3Uugg7duyCZaXn9BVJOCn6OYfO3aa+58A2Aensinl9eLT15dHHBILx2+BPWwhroSIfCcP8I3bOfkkzO/AFwA/5ji7tVY64GdQ777rsO0BtV6BvkLHw2LsemX2iNf9sVyDxxlZZUAvzISvE/oC9BHKj87Esw97bjzq6+kaedRTOrAbFpaKpZxh49BCWcEmSt3zVVRB7sAXRLnqwe6bXV23bvW0NO/ZAxfUnj1ER9n0KfxJeJ+A5kqJM4DIEVeRlgEfYfJA+GBWRhvu58Ilwv41pAM+Pbs3WD16ITaWFON4IpGPFx5SUSngFwOtV4jfbUy9BEfBPjSwo2hCYqtctE+zS/HFlsKUsBAGPQcFBMc4BRviOVa0fY736ZLedrEgejhT+qAIdzkUd1XscD104g1Fok+oGXst7TN8MMRgX63CX60cbfiibEiWfRpXmq6RAph38d123vV1qRv/8Jnsmnkd3mdvfRnf4jPZX7AO1et+k9HZ7MOvmTw/XzgBEzITd/2lprQguWDJkgYcTidnDw0L+DG1YaHBPj5hFfvKDmjmv3EE4hJjBt19tC3U4qCXVsnpgn1TVk2SizYZec8vFMs0uqpjbY3Ds9iHphSOUX4kfpGy8FPe9zPhfVQ7phjiZzuLbKRBvCTXKfatY6PZggUvhL54R+uQ+Bc9aPN8RuuIj44ahtbRdmwltnvhScl4RdhfXv5hUx8MX9lL8pIzAH3h2cnZYH54Cld1eurFxX3D+9TJolYWVT2g88oacKf6m1co7vHrx6/87AeTDDzV4bJlkyvDJd7G9i1To6Nx8VjoK6LMO+qibcfLlvatnjOn/4pkV+GBxOgfr/Mq9vnzMmNCoI+ft+fEae5ix1hi32S92wAFhDin17vTtLK8HcVqew8uvwqoO3ny3BcH8OkLg1pm8n290jpdLrtF1zsRVo7RRYNMH3x/+XUxpxbamTdXoW+uNe4tN+F+y5c78X1OXrOpWYTwOFXHxBCJ/iRrunj2nseNRz3f9Qw96sqOq4qIwLKvSmZe4pyj4lZx8K2Kq+vNGHi6+d2m72513eq60YYVHw4gd1dVKUAq92N0cxXr26S2t0pY37y44sHSwfB5SRHFGR1x81fKuVvHvKUDj88C5YJnQ38h9gX5+wnRClUdOooXZQ74/Qz/SzmXl20zohzPMG4vJuWOwr4tVuTlGDw3hj9vSGh0lMl+ZZcQ/yIEa73PPsv7xhq2Iu5mOPwU+Yx7OYf1a/g8OEeWelJDCVg0dhvAsBl6cwT75Nsk6DbVEL/MjZq0LEnJPq4El3Sz7luolK9WM1bI9Hw+mvyRYXmTfdpH8z4DflJL5CeZ9/jCn9W8PkRAhjGz+FwBMnXt1Sc1S5Iz8s8sKWBmREPeCMEPxM9i32KC33K+SOMVW2mfyLzwDqTgHgaWZgE/RDyoTVytfVqjDHPf3sULpaGNnFbrBcfqC8ko7CP04cPHMxqhp3MiKXjMsS6XFNV6Re2YYw/bQiXLyYIfHc7MO10XiRLvBfGuNFI38DOlQ0RK/BqR9qDNuUtTnTd62eO66upjxzrmJ2XnZ+QtKW3cv7l884d9fV0fJuUVFyTnExEbkrORr8ulX/MJmUhvP5DE+vWOtGGxT/d9BhV3rrcBL9JSfuV//JDOS+wTh8vqNc66z6F9in1F7tgH8BOZ92WXxUW2fS/bW95X+1+V/Ja318He9/aWHz/z4k6tneWU1PsSoHuMdcBvIgHOC1kfvj6x0hHuNTldY1vM8e5HUqi79+BVkL4vzn0B9wX/OyD4J+yP9O+2vexVn5/d9bmJH5XOVS/7ei/Lxs8ovAfczcoG8BzQE7xz61bMidKzq2AZeM0HpJ7FBs28eOF639Ddvh6Px4+aSj+cz6F1z25u+Kp2k81VqWxLr8vK3RWbywfutPY1/fYWwK/p8Z7dFXV7qvfguzLSRAqpUpvLSuodJH384XDD4LOs5JKKkoy8wYzwqgpEAyLgdPfKpQPDd2aqNTlakEIb8fz8pIhTLnXxZzDMDzu/uVGUerHwO6fEzzhPYILOzXVBn4y/G97esE1XgJNimKAiZ3I2+DpsliAfWb33M7nNE+wJPjd92G7J3bCa+2JMJ5R6VwB/OfJZjiF/HHwF+3IM7ZsZEGChL4Qh31B4M2ljSedVR4LJada5FbPwQsnRk3nYnmo4PG+yQJ/bqa6PO/QJ/LX7qm5L+cLP19QVJZjw53biUerCC/camZbTUIAP6eR8DHoEP58E3p6zknjx3kSoHXyxpmtK7mFE6cjlamW5HvNmitsb3WzSJeD4mrntmwVvH4ifmA3HGOxjfdczWQZqlv2XiUFUO+Zo8e6aVcayzC9TzMZvmRvxk9a2BY7DWZUOV4HPM85mtQgz9i+STmnLDr3da3fjQ6PfzDpGf9+8pOzkgoK8xv3gfRh6+7r69odnFS/Jg+20IKsB0y/Ci0D99hziLo46r5YVGafLep18ofRuW291Xs1sXmECXvDNH/xgU4fIvI7DheYD0j6VOubMnu1mcTFHHSLz/vLno5IMdtjE5shVl1dw27cFyX1vs6dk9U/Z9/n5t0szeWACyxGNkGtCWQI56OJgVw47fCSvb4wxtH/E5POFgL6rX5/84iTB758G/k6eNPiHx0kFP5PjfKXSVlZudXDPjL+y8mNn5QaHOdqQUjPcLmf8kCklkmOrKH68E1Ki1X4xVYXdULOWN9HHfPO7evF0X3lzBMbex49abjSVRsTVpe3eDWXWHKxxngV64cveiqctvZ0jfV1db3x367s3Hj+qbq7IqBOhgxeQwhHFBAPSx51hicQbAP9KenuRkBWe0TsYkdZG6yBy7auWDg4v5u9H4DhEx3DBPrWV0LAcTE1a7zuo9Z6bFEOp9/VzH8DnEhWtsiugD4CYW+hmcNlQeM6KvIUpCC+QZtyYmEibvDwrJ3HqTCor+GB4hveNNcxPbrSDUoXzBUtEi9tVh1x0SH6BTME5Zr7Fum+m+FyCcwz2hZgXmaBUA36psvRL10R6F/QJ68u0vRujskqlC4EbOx8byWerep11X7pU9SakJ7hcK/ah36HBqOkPS0H7kpKO4AM6PzsjvyGr99HwKZaoctVI4of/cq7Kwi9XE1xI+2BvQR35cia7cOhFewwKogB9EDpWKfhx4oXSwQP2xcZo7dx2gD+Pzm2eqLxvmndi2BSJaV4jteNyzbtOE0qN1Gs3fsbgLODnMgIX6cSr3WUO+fPWziGJcUE8CjeHRQusQ8S9oTc+NPTOUqz7hPjlYwlaTOx7qwXEr68vObyxsSC7Lm8Jht/kDMi9Ea/hGP3QeIN9zgHHllX/usJwQB5w8MsdNtF+xc6tNs9+/QfTXhxixcRmI3XQ4WIUmqLoZdFc9M0W9uuctJltH94fMu+/j7poU/DbkhK54rKs+gh+8Ljg5/3R+z4fFq0ksGYNq3KQwNixTiG5GEYn04SFoZfz7xj+T7pqH9LUhmygw8C+k8r75G2DfHHuJD5x/0fm1+/O/Gxf+TNixxPlfepwlszS5U4sfZileIJ46IONCjZXBMI4zIcemUdqUIjBF4t8EkGIuT7k4sVPPLKbI1o8ugaf9g6Vbq4oCY+o2o3PStBdWYXPk3jxUbUnu3egtWXk0A2PW9dPP7l1q+9Rc1tFb3YaMr+rSjK6u7vrJL+A0S6CeiXK/Pj/+5N7B6pKwksGcApShbCEjoGBtsdfLl6rY2GIxtDL71ewL95PLCWqRgSERs1Ql98VpBqE8ev0ucyIEjSH4BFFTZIZLoQ+NfcVmtaOTaR94unBkYjp2ZVMebh0Ffo8R2Ofc67Ig7ZUKhyJ2v/pllnlotPKqQF1U2nim+pY/KKIffgncP7u8ccTKBL0S+cnUj9bwovk+FrKu26Xu6aL0kvbX0wr1uh9n4N99qQXD9Si+QalSwYWP6XKF6ka1pKw+G49aF9SeNKR5Oz8/Px9yUsKRoYIfsL71qKgBPbmvYp9B5zAZjqp5k6fJLRvLT0uMzXvRR0uq6zSsUuUjvOL+adQ1ip6hxeXQR+/gPf9y8SQGCz2Zs/RRAMyv+mmvC1l+hqNbzbY51x3aKBL5LpNuavWuF16mVYhTzfWJ+VttMIRO+Kdzl1vt47bgJA7cdXVPOh9jcSvtLEU2Ld5s2Dfh/MLGrMKAH1ZWXkNuDVPYhVhSdWJ8fG3+ytNPhWn2VVFuWJ32QGTi9E61P2yXlZ9fxDFAyTx9sQXix0i80qOgXG4eHOsNyLvbF16OhYXs+5DksEoi4sNsGJqae7W9VuMr/ntVwl9W370PW+gLJgD/VlY5I9k+sAJlsh7jWGhF3d86T4TJpD3Me8N/+btUvOMxg7yQGDfxZOG+JHuGQjkNwD8vqAKct8FfpdNQfnlSreOcue0Q01+l7mGtlnNYbNm6Q5PBMdEPTKQyRFAkmC6NBkwk8DP/HhpIugXwmnPT75NW38OX7zb5FHa1tbi0Tf0tK60Jq9id9ZbcbvpZ6krLe2tyKhp6tqc1pmxvWage3Pbnaaudz+5+3nPJ8OPDg3W1NTtad5T0bp5+yebN5dU8ZKNa0GovWkKglgeloQvyU5Lqq4IrxiYF4fUjI6OjoGOO0cPT42WGFLTPcQq0CD9eryDfdFy3oaDDLj8EOUH8FuOCdh4/KbyoBesLGZSWa5UdAjtSzHZzWbblxITbayM4H36d5WDnJW9ezMTqOF7ep59kcdFb3lnmiQDTbHSaqIpWvEuACihfVwnJEZHG1HXQB955cxMOmOIe0S+IEU/2ZdlpkrKmetsLb12oS4B3aDPySPQpGas+nzGtAscWuI3qqMXABiULtyP6EcninzinG2O5RZevFfckIRH+D7omPn5GQ3FS7oheOCXRd4aM6wYUeDCPgmuUujjMRCwby1z9mFwiTLbvukuXzNUXky89LikSwOSmdjxEYIV4GjeB+InPjDvxMgpgDip3o1cI0nObG8j8TMLPyqdRcboYhKcgQ1zptOzV+TkOhnws+lVpqJSZYHZRSYExenc8DShVPFBC+7k7z7WJkNvfnZWMVTe/fs/LG9pIvg1zssqhtW5uHhJQQH/xtLgdSlJ6xwff7/fIB/H3reXxQfz/44f38ayuS3Hd6jOu9Ns/XbKzg8NRvcnvpD3samDPhxin2a4yLJPrS2zZ8+xvM9UkEhl77LZkHlflOLCbsqdla9C4nh7CzrfX4XLDyWcPxr7vGTSCJSh1x9PXVTae5kjcTwtJdqXAoeXMMExWqvgvDDjX/3wwbMG/PgfHgfs2xdlX58su1oGWnjfNfVetvl99sqt0o34ybshzQqXRdIbpnsmMjzZKaUiQTqANjLDnPylYQ6zemyg5qyajBndQFFO5TpLEdAn4eKFe30efU/vNPV0Pd1T11SfV42zxrzkkuq6mu19feWDj282dbU+7e4rvzPY3dza88knm2983tV04/GNppbuiubdvXUlA0+zHbDDfIwkyAoVeiuWhhfk19UVV1dk7F4Z91rbyo6VSM+4c3Qx4GJ2tEE+KQKNZw+o/S/IYp9ENIcq+KG28nYZLk6Nxy+aq7hg3fYxvornbKNpHzaAk4K122PqbAlVIVjO2nXp0sG9C5Ev9gPYpzkGToaL5DYzppPxxNJ6jM9dBJBna9FyvmEveHIM9mHQDRHkE57NsZeih7y5jaQsdhFHX6orrcrHAp826Y4xgczmdMOd96W7P4IAfUG+wvdow+MNhkYy89PCC6VLyPtA/AB8sLBlLynOyusdOiolvya/dGPi1avcqZD3MbvKQN+kKaR9XPelbnRon7A+nKYJ9h3ca7CPnb/8nA8CH+L8Ru/7xpkL0XEBMbD4YeUnLr81kmA/fZX4XdYYd7NNNHCF1wPZiiJTeNPhyrRzJVONN6ZmvJtY5NwmxvHe7thHFuV3KgMRVs1txzqg5xYULyndXA5/3+YPmz78EMRvfnFWAbCvuLiALxP8Swuvu+Ppf1/2feYxHYd2q9ev3zKHdlGoaXMKJbzFDftobYbWcX/iDwQZWKkDyVMLzMBrbX2CfcpbreVZZl5gn5V5jcPF7Pu2rNvS/yro3hZJq4fGC/n4x/O+CXJy5KMLPyx/UvH8gzDmY3rsxwj2qc1Fil21kJwBQyw/JfZh6HUeX8t/f8UbQO+k+caDXyjzc+N+lbbEQwffJ4p+VutFAPGsKNN6I9oAiZK/LrnJKFJB+PgbdmID9Toh0BjVQgJMwa0JnvZLwI/1X3z2yc3rXR53H2OTV9w50tPV97Qzo8ejr3Q4DbrXrTc+ebf+UTdUsPKRp62l9a0j3d01m3t63v9VX1PNyKHm3u09XdvvbW4pTuLWr6IijcAXwfOPKkYeZJS0pWXt2Z2BiJiVbaB8bddOpYOwReuaj9CnpgR/OTGLd1CaXM1Wc8DibFOc8aHIw90PTs6N4ryLWNO5Bu+s0rGFQGiwrywmQJA0lO8ZRVNLCDp5/voZAkfSX4h9cqUNcwtpn4Q2sysJsaVgfPgUadKaIt2adxX89IpDkI/gl7iWNxAJBDwDfTLUp5oZWB4a0Jzum15rytZsz5CPxb0JFvrGjHEGXi+DfC7s06YY+SlSOUzzJyXZk1yqvXsTkTQKFSPx8OlSiBzEPtwxkP8dKcA6q3tkeCFp4Vqml4IcLoY8p9hnrH3APiBcGLcE4tPByCtKxyQDfcggpdJxcC9k6r0bIdoAQM8v5mco6l2czjnoRVoHrW1YG/J6TY871miGveTYq9JrwG+Ru8+FxG/2JCodThKzp7vUq9DHvaD1BS+Id9v2jXdl1sZ7t8/DqzCySzsioOcWNBL43vrwQyJf34dL5uUXFzSWljZmSZtMRlI4Xi4GPMH7dK5ljtWrs/HELdpwZVV8vL/O2iGTjrvzPtNjtGL97YkvnHiN1EHs0wwXGdMN9PGmec4cLeuQA0yZ4jXJ4OUX5VdtWt1fiYZ0hBhQ7diyml/8eN43VmprJjOe2UuwL2GMT3t6ugmq4L4P2cxK/DTqV2pkjCEV6z5gHx6fmberl666Q+Eudrki8IjMz8y9/ba6Ui975b9+R+eVlR+ai/DxFq3n88rxiHQSok9HhkCfJjCYXkx5eMp9sazUQhzkk4FYd+MXL97Y3NTV8+iRR5/Hjc7Nv23yaL0ztLmrp/Tx40+6PHqaeja3ltbcK62vL20t7c7OqEOJeGnNlzfujTR3Pm6C8tHl0fIUIAcPX3aepluJ9LE7rRQm2oqSgraKjI6OpXuE8p0KWLQoQG4yeJemvA//tLHGlcVtH36n8h7Riu4AwkQ57GVzG8BPUguQZSXNawxZV2Mzw6sMDNqmytxJUSFSrBIajImXyfb+QTNzLl269Bk+LBMC4TUb9zzv07BFYF9OTNgMV0BdJPkNaynCBATt7GtjqswtL08YyftI+/AXG5RgkS9VkS9TxmAZfPmfCS0wWSzWw6fpUy7ep8cZTvmzpX2TlfZJ4J9WfHCOTpcZF5F8CNCgaUVSBXFre/FGabJg338A/Ih/+Q0wuxTkPV6s9BBQOROnJcC+MoN9qqvNnQvkj+E9GwMGZ3LknSIqrzpc1oD3oZAdI+/G88A+aTbeuLgW0b0bN9bqBugZ7LO8z39q2IwYfIRHTjG8T9GP2Ldqjn7gu238LPR5x4fixxRZkdfoHJ4ug4vww0WKIfTBPD/ymv9vH2gTd/NKmpkLisvf2vyhYB/R762IiIaCJQQ/+MDpdMnIz0gbHOeNmXe93nWsX/F2EREp8v4q9dR44/YjPrhQ930rEO6808Df+uP3PV+s8o6TjEHH4QLWJ2RPwc/UdRqLi7ez7lvlSrD6uSuuftu2dev/gIzoLchqFeLHxd+2H8/7xkpn1xgfwT4dese0n0p37XF9mUsPF/uEsROc8USOLz+aLLRv7+G9e8/vPb8Y/+Er8j/OA6oak7/X7j1pxF7XfZsqu0bx6BfsU+YHrff/2zAjRnquedgg4EeSp+QOH7DGje2p0VoCflIvHCvQZ7FPrjz9IV0HES3xIXr47MPN27f39A0Pdd3yqOvsu3HP45M7ba1NTduHHg+V19+oaS2uLy0tzRopboXzCX7kgs31vYcGMu4cOjTU1Nfy6O69ut1xpdub6jPq6pLToOHuZrBVWt7+0ta6kpWQdpNK2kD62toef4v0PbEVymGJwTbOvLEmu8ybEWAhrpFXVRCs/MqM0eUcbvgKofSexO6PHZw68Qrtewb68E1TgkXLDpgaTNqHzFJvv8y1l/7KoXdxKtObn8c+4M6YQAgAmVNzeAQ319o4DPUL02oKTL2RDu8j7ePJh0mxmiVaSqqRXKXH3ujqIXoZzI4rZ+5lS4cddX3kueZlYsEnmG2fqLxERTd7n0CfRT7D/Hztko9pA5Bs9zJKdRfr4naBmH18rxgSB4c3JIbhi6SkM41LsvMKhr6UexKG8uHLqS7sUx8pR15in/5+2V0XNsNA3yq8yS3vjF0M7gP2kToS+2p1+aPXHc95XAT6sOsKjZkRBt4nNUfkfZrlrF8q+M0eRfwE/AACeFU0jbWmd83T/aaDMfbkTwoczumHtyPz2vcdpxlWu+MQpItDv/1vffjWWwb8PnwrY2k4/M7FjcUFDdB68ReXnBFeNy7+/gPj6lv/yxWbFok4cXLTAtPmwV8lNNdgn4v4AfvG/yD2idShDpd49nZofuGz2Kd01sq8oy0u9pZ302UIHYzt24R932oi30+YeY/axkI86wIlzM0fz0s+4eRmh6Y+LjRI/HQFOEajzvnP/o9aQN+lS+fPb7S7D65B+PWNqEKt3egY/ZEb+TE53WXzqNQgP1Pb63bTq/n1SH8pjNEDDTG4yR0YLIixNnOEA21srBo1bDGmtES70T5vt6bNIC6fQjKvHn733ev3erY33+vp6hka7nl4z6Nn6Fp9T09P1yc3uvEkWLJkSXFrFs8B8hF3lpHdWlM/Ul/6+FBn58DQyBAWgjX1pZiE8UAcgnheVtZt7h3JC0cQVlVH+HvvrdxdXT18uv/+uZMxcvoq2LcowBnb/VXNYpwor9ooT8jhhXEiTo1anitGlyuvnyxT4neOZSVhU1LU1+zQvi1G7MA3rp4eEyp6NmfeKEaWYnGbunYveN9nhw8vnBwY+5zH5SMTWJ/Apf4o3jcjkqinGIjKSqMaC/JFi9jk8D6LfamKfUS+VPUTuUGf3HqI5Vkr22zRkOSvSJiCI3QYldcmtRACDfb5OuCnxI+yrg67DGU5eBA9mcz1vkoL1Lf3lsDcB+QT7CPza3jnDOJLRi4sNiWVM9EksnHWcoE+vnzo9RC3fZFRU3nPlg5Mha95ipvSMWWKjrxC+y6dN8DnY67a5CPoBf4+PecqMkMvV35zXOCns+8a01LulBaFaoCzjIYL7Imr4Xyejsq7QOPel83h2Fxk4v083WdeewniPe5Yx7HmY7uXwtyMdR88LsQ8A35vvRP3Wkbjknd4+oytaEMDBt+6Xm/hfStMiMHqBfJiXZTCe2FvBWFv76BV6519n77nq9uIfdNe3NDmtBRR4YXLGyW9ZuQVb6JdWHq7eJ9bkoHL4bLtl5tWbKW0i1l3C/Ot+dVtW37KzKv0Tl7CgH0gTF4w8qW3p/vorbaPHXrlSWoWNFKm5Qvs++yzzy6dB9qJi0sLF8xnCeZ1XBPL194Gon3vwF+lzTN16bxPtmqGqYAf5I4wTl6REohuLsFE2mBqIKYsf0MEx7oeDvYFKfTFxhrsSzX4l3Pwwr3tNy/0lF/rw63a8I2ehw+ve9y886ir51bP9hFo/XzgiZCMkIu0kpKkpLqa0nKPe52H7oyUt3h4jNxJ6+39ZHvf9u6KPdXVOAGp2L20uO+T3qy6gri4gZUZcR0dbc2njl49Zw5zeVGySKL3FunKT+SO8bESqudgX2K0vb7DyS5DXIh9lVdeP5ebK0PvSV5oTEpx3XSY6ZfBpeJvyZ0SHSSzfVAonYIhgn0JmQS/S1xG+aCwwx37vGxwn8q88LFpEZmW8UhbUSQbKiN14NVdn6Pw6p2HYB/WfamW95lhV+2UGjgdEJApCBigd76ZCfKESBDWFyg1MLEG/Cz0MaDeddTm4+M28gL6Ttl2aI7QmexUJ+VDhsbcq/bsZ/nV0/VZ3FoxrG5+uGAfQiSAfb2PzuLv4ihlCQAYWo0Y4aeNbgyITCH2hQH7atNF5MULgmDfdE0xcGgfnfx7gX3IrBcjtpdjGAp8duaVTKSJnojQmyRDL3BPztu0slfnXp75GvBz6R0LTC+RIJqDe24Tr9p/Jd+TBEqwz+GENsPFTMrjJv6JmfUd8+ZnZCNNtxHuvreE+L3Ft7fCl0YUFBQ04PwPLarZOP0Iz8g/IdjHlBY6+lZrq5p3aACeup5abIRfxm+6XLtdUeK3decP8T6s+zwlboFObYaz8rpttWCfJFfPiXSwz/I+rvvmTHeTeV3rvi3HL7+Kld8Wie3bshoHbse3/RTsAzR52VY2nnbwvg1kD06+9kA79IraYfbR8qGj55fAPkIfsY/f/RHevHSTo3niRoNAeSl+koO3H8jBrsvn5xbffN+5bXuieS79ry+Xj0jZQeFD0O0SlnEduvEL9HLAT8ifl2KfA32xggji8kvwS03ITD2Zc/qT7feGt98Y8rh163ozztzuDPX14dKj61bPzW4AX2tWHtzvOPVJI/bVwfxSU9w5/O4tMMO7Q51DLT0et9698Wiwd3NLeV1Jfl19k8f1x9CKIwYGPk0aaKtuPpU+kybk1++fvv/BpGCTpmC9fRb8AH2MvVaVV6zZoaEmohQWZ3X5YeWH+C4yP0TKxRiRd1OhpX0b3NZ9OGfDlYhin3T4ykTNwe08YjYPL4TNZVRfh2zZtKZNdN4cZo9NYRSEvCn6TZliWjuMl5K/RRaO86HYx3Vfpgv7CH+pIS7oU5slb+X4RuyjJVmgj5F+6D6Y4OVO+5xXTaeKyMcV30fSZ4ZeTTwlNRPKJ52lZSc10DFl7skn9QVJVDnCecAKAEwj+uHKI2/o0YWLw19+efYo8W/tQQmZFJnjgPxQwT5G9wms5lja5/C+KTOWX71K7Dt8GNjHl/paGl3tZfSz3eRc95n0ptmozYsk78PYO8cN/PTLSI00sMzP3HbES/xfvDPyGvSz2z5xx2HZRxrpqLxsYmbjOMmZvQMh9p0A9nW8hq7UjCyZecv3v7X/LfMoP7N0aRLYXkM27mAKshtgcS7IG2e1DrEsr15gU1JNLtY4/qTjxse/zRyrl43Qi1CXbSypnPY89ElNkRbzLlqg0EcclIWfHXndsG+RYl/KMxYXmXiPb9m5Aids1Hg3rSP6bdm2DeD347EvHQZYPWoX7MNHUSDzqsa04zFGOJ5vusU+iQsSpJSnp2/t+c+E9wH8MAN/hFnKQbxnKNmY2o1X//LAFWJvMw0E7+xRm8q9anGG1htJZ4E1V0Va+gdXH/fnCX7c5wFYT7h+JbPvU+hDqkmst6i8PJ5N9WMyUc7Vvb+61/TucP3Tup6+npuHPvFoGhm+2TX8GMTvZl4BIn7w4peNcwBiXwS6xPPzSgeH+3reuHV9aOhGS9P10xeGR+CIabmJaMzylpaWru2P60rzBrD4i2s7dq1d8glgxUvZINQvSlAtgBGkIQsE+/zi/RWWgU667pMSInvtBm8KggxodKHYm1smU29ZGA98c4F8Tk2HWfdtwOhrDC5+Ip1QWgnyF+wLCsLHsGBfKn7JUdin4Efi58+FH0CESi8dLgb7pJzXaBzBxk4pSOYCPxSy5Ewl9qWaYNBUcSCZh0NkiXsMYiD3k3cF+CGJQBOX8aIY62J9z2T08ZbX3dzngJ+wvoUzCX27ZmhmGg1VuXwA++Dumx+eT7NaUjjutJDShIuFpOy83pGhoaFHjx5fGCb6HVzOOkvBPkn/TuG+j7e8G2sXKvQhbd6JcKHQYbAP4Hd+sWx3ZN03wbS0QYa7+BzvE+xbNAc8fZJY/ObohYehfGp3jpQE52VW6zXEz/RRCu8bp7s+17Yv3t7CzuFPYL1xnieq91Tvrqg+dGKcc//mKeCHdV/Ha79AbnNyQ9Y7jW+9tZ8PAN8fAYJLlq789ZEMPufzsejJgsU5K1uxT+/WgH22Vs3sEk/gcerJcGf18MNvH/7+/s4//Nu/ye5v/bbK9hev+yjz2sY5QB8PPFavmWPWfXg9mCMpLvHeRr6WbJcpua4kA0fqOL5t/c5Xt1HgwLy7bZNkuBD7fvRdx9mFOYmZ/raYY4IX/HD+OgMzGE0GXcG+yZoWbsL88N3/GPPRP2rPn6eciA1IrUb6jP3IaWwep1qXxj8D+87vdYGfxT7pMHIOPPqN28U4nMsAeFMIfi/97M3f/37492+++eYrr5h8FqFRgYTndq8ThL+xLt7nZ0TgcZ6xUiusfhKYnhMy/XbN+thj5N7mpyXNA3C61HS+69F1409DI6eu3/ruXjbXvbwFqEuqU+xLS0rOL25t6bl1642HNz083njYPFDa1ffujYfv9n0ydON6X9f27b2D2dkD1QMVA81/ajdHasgTYAWHzL0mf4rIF7TAb4EAMdVeMFI1uAj2mcACSUgBcuYK8SP4HeDQC+I3JcWN99mJ13j7UqZEh+iSk9kIoXLE5q1tKph7D+9dnInXgtHYZ1+gZOrlgZoedbjnQthpN9GVVRDEcwc6Sgh+8F4mTh3N+yjuml2fwl6okXqcVFN5Zx/NsefYK58CxziR9rTN+1riN9nJr7K075RgHzReKLaEPuLRXCKfqTbAX86591vxwkXsi0gD9iGbs4TpnOip6G5tbe0eAQA+ejx89ujBq8tF5C08YHqdOfSGzVor7r8cwT5Ou9NXmRiDKWEzrl68SOzjzFyL5z3UXg10U+9XoP+LsA9FFfi4x8nhlNkKfHLiAeSbJNgHk3OkMh8T6LLM9nbYInI3rcPZ9qk9jtC3RlrOiwQqPdvr6up6u7srAH+KfkL7PD2nwdrcthLxffn7GpY0kvXtB+r98a0//hFfNiJkKAlzLnKs4Ic8cyQpKTvcYt99uet4e5Hm7eF3cuLQoc7m6oruG4/L6waHHn86+PTPj4cf3q404aVbT72Q96nUsU7S90XABXGD5KvuPkKfWJvj452RNzpasG+01KG8b+f9t4l9HHr52ZZtx3/azJuKDU5QoL3w9PIBeMQKuIm7j4YD624WjYN6L2jcR3KDSfAD+h0+74CfohBVV/3nn2aSsHw34j2vVlqXX6WDdqayXMVeSbSHDYYbv+83zI3kY8qkN3//+Cn+YeuePn08/OYrLILVu452+8BLkTwD4U+UVBpBPmCfZ6y5+hBzID/yFl7N/Lxv+NHmvv2dcLr03LjT4tFTPnjnxM3vvvtkKE+uoPAsqCP2xZXUpfFJ0Xq965tbb3xz67dDdx6XUiIZGIjIGHh8r2/7yCDW6UsGq9t2Dxw75RXobZRbQFhwzHLMvffvfyBhBI5D0Q38vAX7XNBnY6aFNh4Q4gex96Rs/CBC4pxjk1F5BQW3OCIvRt6p9DMGCIlEVJ9fvIIf16IbiX0bM0fnNhtziYaWJiSwpihR8xQ45Ya5XbQFm6wCarhBgnDacbvWRLs42GdvazNTXeOuKD0z9cya7nRhfop+/j5O4LK8nDLuICFdG8hl6G131A9fI3W4ht50phIsToQQq6wv92ThyQPaXZdbdvted37+/AjEcbKRUcAvIk2xrx6eze7e3t78EZC/ixfLJF1XqrDcsa92o7QZEftWGWufFPMuX37y44/PHuZvAZiH5zz1PcU+k/46GvvMc3+iN1oitx0vnBvDu1XL++RNxd41kUbtmOMYXUIM8XM7zfV01A66fxX6lskPF+w7NYw93InHQL7ebqyk66qquZgj9OFxAgYXqevYx33f/v2lf2zE541AvkZ8mr9y5a/nh+9L2ndkXxKWA/gsG/6+rSat/jiIlmCf9zjA3tDTqt7WG+//9pvTNwaHBpvvQP378+DA8NmTlX/4w4ptgn3P0z62ksuKjzGskt68TTJM1di8RvedRQvcsI9HepNGW1w0w8XQPrW2EP8Ae4S+H499k2fOmjU1yLEJ+2NpEyjuLy+dg+F4STd2PwE/QbiPvD7idm/MZL4E4nHYgJ+prhon+WV63ccnwdgxwD7cE5W5wO/yVjedt9I1+KrSK+UdB5Zj4R750puPRnq7s1r5ut079PQx8e+VV5YVncLjT6c6/9SJV6NDh06ouVl4n3+saY32jFUUIPz560os8eDZnprhwYH9+6/tx5LvRue9777raT1xuqunJTy7N7suI0P87WkRrCCHkS87P7m85xuEGlx4/OjmvRs1IwO92dV79mQ39QwNlqSVZkfEtbUNXDvVLiC7YEGI7u3I3go1jm9KlEE/GXuD7H2HrPuinYepeNTTXVPcRr2jUIhfrga4bMo1jeTu5j4YXDRNOVSS/gIEZA9LNllQpo6oOIN5FvsU/bjx87FRBsH2dDdG4gtcIS0QlgSxpIRUoG8tDwuj8b0hBDNGMvsmiMWZyq4FPqYeyGdyASzgpzMynOaaNmoeEqusXWxuR74+lg66kG9h+inVeXUjN4O9pbmEPri8T5L35aacvpmfhFKo+TjOjtALVcay42sZyfU1pcXEvl4hfxc+FofL6+e0CDDF7Pvwx4N2DLe3WbZMUoNLZNjyqx+j9+3sYrIAQB9Gnb3na1Mnj4HTSqAPZ0PPYR8/9OOXwal2fEMupd4Xg5/1+BniZ8WOeG+3Gw1bOym93eYoYo6YBSl1xN+pO+XpPXE4u7s1r/f6G3Ai3Hr/FU8X9nV0vIe/jAxE1sPJUPrW/sbGxj/Kp8bGM0kr33tt/nw5AvyPJFC/pKQ08L6tInTc59R7fxn8+Ceaq5/23vvu/bvX3737tz8vyf/0033H2oaGHh8D/btz7ejFSpR3bNu6+Nl+Xqq84zyllRxO7mVM5VtNuEKOnygd+Lt4aQ3/9Lrui/e2IS5ztKzj30eNvNu2sRKJmX3bNom1edOW48ePb/kp2OeDrNtZUxMs9iGDPtXfy4oaXnLK4SvYRybIV2OxZgH8uN3DNxr0Y6aZj7qdUOImsbVOnNdEr8m1MiutPblV9I7+y5X9l53oqstW7O23UX50uRD88BSMfPNRb2s3xCg4M4F+wL+nxL/h4TvVeOzho7q5ubOz89CJWEPxzL2H51gqvd7m4tdf0S/o4uJ3t4+UF1cPpjXXgPndPfqrW2/cunvqm1u37iLDMaMu3w37wjPQt5af13Pru/dPnX6j6/rN7S1DwN/uzX092x/dQapzzXDbHbQPtfurjCHndBLaIjdoG8SoR+qnyVUyDDqHvQzbi5Y+JaV7weZcFmNvGFx+V5x/0G/6X8+VCBcwm9X2pKPQjfZZ0kf8FIq5ANj3MSVX7Ody1hLBPn4O+yzx87E5LryUJgE13UNaOAmLMqHPgpQvt2HkfUxs5jQvRE4mUxV7wfsyA+yo6+CeYX4y+eIH+BkslZ9Tvs7BNtUWEsnCz8cIILLtq3WnfTS4wIPChvG5iJ0S2of/zvEF4uTp+gyQGK74IiLwz4gWWnzC/9UlZReXlha3ghll1CWNjIw8/PbkAebmVP6FTkpC3yRm99GKKtgn8VWy71ujE+/JL4h9kM19fTce1CX3Wm788GSj597vhdj3L+MWzOYF7PHC6XMM9s1mdYdBvjXG4zfblvUuK3INvfHO0Ot+0SYTb5GBPrqjue47VXcMMkdnWt6NC3/76j9/lffuf333q3Z8CwmI58Q7HSvxV5DE040zoHxY9DX+8Y/vvNOIT41ZSQham8fOjl9gK4pVwfy6tHELMPOaOjaElc6J9zzx6N71d/92r/QX9eV/+/OnOFyHxaF6cOhvnzYPDg13Hhs+uvgKgpv7jz4XZTBNsG8RQ/gx8hYtw7Jvm/TrakOnQF+kg328UrYyr3uSgQE/oX3bxMys7G/TcWz7Nv0UrWOMz8xZu2bNDDTgR+xLkNnWyywB5YhXtQ7BPl3HfGS+m98L+OOFT61eKk1gf7kn9n3mtW/atLGBCSx7xsv+zJPmaBfnHVsv9wvUXXZrLXpinX7Evu9fXx42483HI929GEXpV83Pzs4r5uQyUgdmjxn4KWZhvJLXlVQB/w61O9DH35on1TcSP73uMI/YV35/F47llpbegebmGz19XQ/vdL3xf785dfq/vvucL43kfSwywKIIXc58viS3ljc9fPg+dn491x8OPy6vudnUd6tpaJghaCOdpxL8/I3hUFOpQg2N0xC+yq2SxBytWaqhoUb7IEDpu9p4aeZUMcWZ7xqNlNINr7v/g75fqPs+IN8mja0X2tfvUYmbDu35lRzAYNP9dhDYJ1CLoIK1ifibH4V95orWAT8pJzcVlaakgzfTmVzfSVwEj2ownuKch8HLa9fi5+R7Efs0M1l4n5zyKu8zufYW+GzzkaCfNDmbUdngHjx1/CSxB047b7vcD/m6I581+GVuTJwFR7YU9uXmAvlyFfpSTj5prQOJmY8d3zwMvsL75nHeA4XPqq+vV+yry8fFzumHt88Vvr4Vx+MHKBBT58Y173n2uEUZ7JukDhckL8/AxPvFtx9fPHgY1Ufpiw9zx23AD1SAi/GE1I+fwT754B+/CEf5wL4NKZGzg+3OTy3OlvcJ8RNWaLo7zGmHMbwZX7OnU9steZ868erIuyj+VPannYC64YYLfxoYHPjy28+/+a/k3uoT44h948ZNGAa0weeYj3JobPzI995pPHPmnXcK3nmn4QjaG16b/wtpLMJ7/SIiLevEAskyuCLo9287/8eJzkdf/farv919dyT75q/fm1dXX765vhV/jSWgHX/+27VrnzbfOfrK7RXbtr4A+yaq1AHsk5F3zTqZUrnus9jnxvs0kotSR2TKMxYX2fb9QWif7Pl4zwbo23Z803HYXH50htWYMak5yGzMDKRTZOLYwCC8NovH3kuMI0L8NKyeq2kfp0TQyzLFj6D3cpu3WIO88YFFIZOtl3rSyNx7xoXMhMPLb+YH/Y7aqxOusL7L1unSbyDwgTwKZ8W8+ai7l46FOhSrpLFgFIr8ksYlxfAgd+chUiqvADkUeEFPq+481C4J1LEml5PY501RVYMO+OYPfeThSB1Gn6ya0tLspzeu95QOlyKbeehC13fvpgH4IPIC/NhghYqOtCTI/tkFNcVD129h7H1y9NHN7fcefdLXhCzn7u3lrTXDndwvBsXLpK07PAKf3KNI6hSXfrfRNhnq7P1NrGqACh3Rcv4RYirIpyr9C8bUe4DY9+AK93393wCwjK6BD/Atyvu2APz+06MSI6/s10g1mVAfIOs2xT65bAbzw8ezO/bJixhYu+wwpEEywSQuzzQP+R8BKAW+QLPuwMzLay4LkzMd3jfZ1y79QPvwplxWoY8Fv1L0u1a5JHaHJuiAyaPEO7l5U+RLsLwvUEObfX2dgddt6M2k1DGDA699HJCZ9+T/eNJNXTdi3vw0wT58jdiHHu40xBSX1hd35+Xh5S0jo7f3xt3Ttz84d//Bfz74Jy7aJlHbZumwwb4YOWjToZe0b/nHHxvW54Psoo2y5bbgh79BbpNfhH3TvKPXbNq2YweI36QYgbc5Jthgivic14jmYY475tjiIpNn4O3tJJGq0uuaeGcb2odtIXnfiYxP2zo9PU8NX7t2p21wYODYnxsiMmpKTkzkzOvpOeFL9FDmM8IfJr4j77zzDoCv4cyZMw1n3slqiMPQ+9qvgX6/mP8feLf54VntC+5vrdy5s1J03h0rfv/Bk7/857d/O/3V3SUN783Hq0dxzf4s/Ew1vRm9JQPDnZ8e60Rqx9lzbz+PfVQ5pSSYv1UUzgn2MY9gDf+w/GsYhX2kfQb7Vh93xz41NqMo6Tgxb4vQPnzluBhcjh/f8ROwz2cmuoYSE/REIhaWr8wEH2pYBvsknoxh9YG0RbTrGoYfP2OttwTHbbXnJd5C5GCJReDPZkNQA/1SReUD+iQk2jQ/JX6UeuFzVgR0RbqYqffK8leGn3b3hhP2AEdp6laFHJ9/5MiRfCndS85D/FheVn1pwWB1Z7vTPMLfdqz8RmI15SBQp18/76OPhnrrYH7Nzqqv4QN0oLu7vrWmr7wON7ykfpx5ofNi6AUWNmRnlJZ+Auj76sKTpp57d8H6msqHYG0ufdpcg0RgBtD7qYSB+EPMsUimN8ksU5E7tQGC7W02rgW4PYSSYbZVbddMw6FmaRfN2zFE2BP7aHAGzv3Kw2NrrsE+Q/uE973hUTk3Jlq7e5l4MBu/jPhpXiH2ibERK7+9By8d/nY076MR0z0/xYoVcoNhDtEk1dFfzCiB5uqMFbtKEQX9zMwrJUGEvgQdegF+nHZt1blTdm7ay+F4zgyw6Co3Gr6+ozL9uFYxOQacheWiQystnZkX+z7yPqF9BgG57iv74EYvWuDnz0O4GBqRk1TsUN4Xno20pixxMeFfFcPCDaDfB7f//v5Xfz9XJgY+WBZhB4dzkbKP7vv0mhfQd5XIB2shn/p8od9owI9Ov8kMwEzNfBH2TYwPno6RFw8SP7vwM5EGa+wXRurVCGdedoRYe7MFP1fh7iLNOp4jIdCrVs1FuO2C+HFDuN3A3qf5WnPzsU8HBts+HayrqWktOYSRE2cV4yfMwyhzpGEJ3hr2HTnT0NBw5ndHEO56Bqa+uA6ki7/261+zp3f+fKx56ol9V9Tct/PV+++f/urvMLOcvnm3oBUvGb31+xvrS/N6CyCatHbXDTRf+/M1PrD1O330eWMzrzog80qhCJtFVhP7mMU/Rw5dXtLrNiPzxpt137LnyjpE5t253vC99ap0APS2Eft2/BTsA/GbMSMncwxvY6dN8KMFH2BH7DPZzV4+6vALlGIb2yiouob0l0PzQKIjOlx0L+gjEStEfWn8QEIC8DRI3Mj+mQdvO3e94nExqq8rx/SJxBo8EPh7/eydOigQWL+V4Ek8n56tNK5t8fRFwQq6lgF9eCXPzutGDEFdc3u71G3qkZEAHgJZRQAO1NUf8AlZVkMIM8fHQx0IYHYNAwx662vqi2uQ5g1qgJ9OsQ/hpvkcerPxPPrum28f9nl8dffeJ7j+/WSwek9444flab3Vp1S/FdtyLLEvmggUrYpDUCjDmF+/X3n/3KRgJ2BVjh/E4BIcHe3MwCFWGWXeH6beGWXfe3j0K/blvg5/jeiYQvs2FdqTNg+P+5OipCIthNhHzNVf4aDs++R3lrmW26lnsW8MF7Zu6KfolaBiuPnC3+52JwSOcbZvwhBnyiIv1GodPhb8VOl1CKRzCoL0K4BflFa+GWppyWW6xpuyx420L8Ee/DoRLgvt0OsKM+DMG+bwPrwglAny5Z68fSMblWPz5i2dh9btCN61gfdx+4dHRgEDimFdT2ZXI8Fv5Mbphw///tX3lQdmxETibiNn7/kcYl9MVIxxV2lPEbEPMgcCjhJqCXyXZNt3ScCPGp/4G2e+CPuw7ptO2ifEb45gnzCeNepuXjPHUTtmuxVW2jyD57HPW2mR6CXsfEPBSAyufsc9Wgrsw+MYUOjYp5+2DbYNbi+uaalrPjGNSsm4UyNLYF/Iw7RbQNrwu4YjR/btA31oaCiYD+x7TcEP5CIpP6vm1KL7W+9rNP3We+Wff/+Xbz9+DALSjZVBcWtpa3EeBPNi1B/nZbWmtV1r46/ZeQ1r7wunXrDu04s2/GFn41hvmWKfOJuF/tLgqDKv+1UHr3mfSzLYtrNfhQ4s+ND0S/5HjRdqx47jP37fB5QQuSMoUJDOn+dJeC1u93HMycS+xYtZ1AFMafeRG0unn5QA+ZEoHjiYlDBHlGcFKu+bSJMdDbQzhfUBhMAAD/7lgY696nDpdwuur3RED5Nj+uDhcHYDsKhkaQmtWnwOg/3lE5OAXkBARHRgSMWzGf8u9U87O0/EGoOhYl+std0T+jj5YjBNXP7KUF0297pch2fkbS4H6wPw1ZTzULdlc83m8tI6jEkwuWTgV0rODs8rLx++1/P56fffvd60vam1urojY3MT0g3Srp1aYGzFcmAcKNhHBPLXQDCkE2B1R713blSAXJwo8mlRkZbzmjYlQ/5M7VloTtgD8D7Il6R6uW94eLxO7NtUWOgm8gISb8dE69kIhl6BPvzcMNKQ9/lJFWZC5l5g38W/uGOfSvQfEf8cALSKq3YBmfOKQBPlaENV2PVI7JO2ItFviH3yQwF9yNQzNj+8Axd+WmWZGC0tKlJ/5FS+mcka2c7pttbD1yTca8CVQ/ukz/xZrcMN+1JkEZAivO/kw5to3YmLQ+FiBDqRiXkI1y6Zz5cydPIQ9hBTXEAAJPh1g/o9PP35Vw9uL6e/B7RvrUAfHhb7xNs3A96+s4fT8YdU4Pvs66+/RlDEXy+dJ/jV1uq+4EXY58l13y93KPFTqdec9oq7OdK18Zs924k0KHITesd7jwI/dD2KMwTgiT4POeoJC14U7zk8v/kY0O9a8zUg0bFjn3YsbbtZWg7Bd8+haXKG5n+DsLdk//4zDflH8o/8joaWfcDAhuT5KzsAfUvj4vhxBSV4f82JRVv7Sfoqb//+Rt/d77/47MtPw1tKW0rra4r3F5SW5yG7Y8nm/UsKsva3DF7DxNtM3gcD9Z1Tz7M+kTrk9G7Zgniz70P8qKG/L43CvniX1OGWZMCrDjE2919R7CP54yc96SDtO/7jeR+vOVITsehNiNWFH7N3ff/kO2aC6yrDl3kGk0XeCGRNr7av2rqCsVz58TVwY7rFPpLGieIywYcfrBbAPl6gYfpFpMBWJXVkf7Lpk4VfpTv769csvwfvP3mczfaFND6HIxhLhFsz0jGEDUCa17plJI/h6dyN16PhQ+2eFvsocdiEP94c+du5N3P5zAsjaRlYB5FChqcB+EpLy1vKiXst2wF/27eX54fT3FyXQdqXlJRcXFDT9/Dmb++h2LSlu7lzoH57y+b6kfKnnac0EZ/ABfDz9wvgrg/+Yuot5IHojAwzcy8CB/wkPZ81RZJfpbcci0J49BuicdP2ti10alQ/eB+9ffzQxsZvQyHsLee28p/swetEvgfOP6EIJx8/Ia59rPM3dV7xEcZCxT949etnsI9v1Oop43/kNvyO8Rn1oJk90Mtk6Wm8nqq50lIpt3pBVrBlWRoWeelmdLarQ4CcyMc5joNG8S/Rgp+k2mvZUIKrw0OwV2lf7UJ9s9RP4G8hu3Mx8x5Q8CPzK6PUcbo1uy6JBVJojsdHM9a2eN6gGD5NwA8vY9gVL2lwsK+7FXOvTL1hUWFQeffuvTSLdTCRErpi0E9OOjDw4rez8fylv+Lx9RdffP3Xz5iTI8xvrVoYXoB907yL1ljsE4/fbAN/c3A0ot6+NXbhN2eZq7CS0Xzxo4ifCSaIF2TAvVMKqI8EcJXtigqI9zyVhrwCIB8+deKzYx0DJSu7a1rKe+t7qybGYlM4wevbP75DUwvCDfP3Hcnf94tf0NN3pCEf2Afo64iox1MdZx/792+/E7+1H26SDy5e+Nvn3/+ffx69c6e+HJGnm4sx5BY0Nmbvb0TQc3LDmcbSlrhjn5L1kXE2X7vT/ry5j8dvgn2zi+It9rF6UyUfGXldvC/eBBkwsH407yPtg9CBPd+rxD3mF3Ddt0Wh7yfovPgAiPVBwfgsgB/wKhYfl6l8Hgrv06k3MH3xqaNS0CYTMCeRWunpM829HHrPU+mtlZGXzlXpcovl1dRMxlhtlEgsdGcHpKbO/FiNLlR7+7eaTJdKN5Ofq7Ly/feHRrJpPprHpzJtSCgSRZM8sA9qXhoxD9l5aXWYfQuyuktH4HQ5IZO6NJAp/VTXs4AfvgkfvbOuvnIPg20G4z4Aq3V94HwCfPhse0vL9u1N+9Noc4kIF9qHT3ndpY9+9e7dpuvXWzKqq5M+eaNm/+CxJX2P23EtIgNsiBYQBU1F7CDSBPw9xeU4nlPwVFr9IHmcnDHVOJwV/OQKw9xMBFjld6apgYQ9+u/EvlzFPvC+DfgQ32r/0fpB/H7rhn0hB39lFeEgGn3o7/P3x4cM6qc2Avu+dse+jwz40aT0kYS6mIxut+wo9whlL7cCjckSVyX8NJQzr4N9CWbhJyu8EEDfQlI/HXw58EJAmGXi70X3EMMfRV8BPQN7InzI2DvZ3HTUumRefdTKacfCjfD3Afto/ZG5V8ffk6e7MQ1ESJEUSsfg7StZChQskfOONCY5I80PrWRYc2HqpVLWDfD7/Kv3/3KSB8qAvhxiXyRTNNZIoJdg3/KrB89i6qndSK73VzC/q4C+v/5VwY+Kh1y6fOD+UWWqDsXdt2PHDrvxWyaDrVEq5AN/jV34mSA/d7VDYc/2rvGri6KLZGBOkczu47/ZUFi2PDjEe3zn/DahfXh0AgSPHRuMKPl0SV9PS1NX+R1u/DzHTjz7zpmsrMashoYj+Rn5R+BpSTryuyPJ4H3c963swAQsGVf7+1qGP/gA682jdy5c+H//8veDR4d7m2pK6/dvziovKDhzJn9fVmPxO2f25TfuR+8Df7HOa/hFO5qbn8W+aQb7ihjYsEzq5yIV+/CHfUVOm9dIWZ2L97Gdcplg3y+fkXnXb331OBgfP8m4K/ccnHnxF/vjeZ8EAgSmbsyB0QWHvWNjte25XUrIOdJiZefVvvjo0YVsLNLtnqpvta485zGT5XBDsA8pqGwuJdvy95NlO5fCxD7EA+IjPTN17Qey0NO1nwy+l7c+U13Ur+VFD7660ZuN20y+gKcliQVTJA9Muxnz40pwp4kXsvCIJNK/LLgYHh/igzeHJ9oDlfYJBNOANVljn1MzE08mPrxBOZcBbyjpK84rl3EX0KePptLwOs5JSYJ9GeQL9S2nH26/fv06ckxLNrfkrUQY5Lyapye8ZacWFGIFjGhgHy5qYyVVFQM/TcwBiciilyOPxBBTHiKRCwFTre3PgJ+ASqioHiCFwL5K5soB+16n0JubC+j7zyvw8T4g+OFR6eHxgRpm1sIFeBtrxofge8C+eGKf2CPGxvpg4Xf16vPYZxyagn4mwt7LBX9u4Bc4xuF9xL4E89vUXMIga/7zF+IH6EpIl2i9hbrTE+yLZsMmgU8f2kSwVt1+6drpUSsBf/zc0Tz0nK2W2IdP51XukCcdswzW5uzC0Hug0K5BBf1OnkbnIpcVEXErl8YtjZtXEodOgZKSefKJr51HGrJgFG0ooD4G3gcAvHH37s2vPv/L1YOzGDx5aZeG90dO0Sgv8fYB++BtqcWGD6QPz2VsEfCVzyz4YfTlmvD289jHdZ9KHS//PyB+U3SuBcCB9KjJZY76/OaYLCsX8XOUXm0fsgaX6OjISQhw3ATgO378N8S+KdEIWjkV/ilg7xrIX2fnMSBR86dpJQODpajb6umrh9mF4DnxbxA5lpxpOIJnPq84cOhB7PvFyveAfa91dPyioQHlHfs3d3m8e/Ts2bNf3vmfFz77P9//0/dPaci0b2xEylEjku0LoBejBWDfkTz0Hm1urQbr62Q+4HvHmo+eeP6eTbCPUaUSX2V43ypr9ZlieN8ix+GyAM2Voywu1tz3h8p/Pc4t32qx9inxk3XfDvxF/ISeNkoYkxfuxStfAD5qGWcgxgWLfVJOufAo05B0kvWi56VWlTe8l+QdQPmH2EGL3xgxTtDhHMg0EULfJURfpCaADSaQH2EffviDfhtlqsjnQF//VufaQyor37/XmixhbMA+sjTFPryEH8nHUjucnpf8+Wp9Sc7KKu6uhsuZTmc82tvNui+W5hYlJbjJWrt473JOvb3wsGfgZDcpvyRLsI+0r4UT7/btyeGyIuI+MVk+y8+qv9a0/e7QIH/6wTh0tuGgo7vk0Cl/5XDiWQ7hMVtUsGCfBEqPk8MS/6BQXmpcYe24iCD2hxA+IMpK1IFxpJihl7tAIN0VFnTiSPUbwiAR8H0J7MO4+8YGxb6PzQXt1Q+COWsHPfH4hnlWin0Mqw9Ekl/Orl23n9U6ROg10OekT7xg+BXeF2gh0d/HdEHpzQb+LYNUE/FJMFqJL7EPr4xsKBdBVxQP8j5gHy/mbOQzTIfEPiCeAp++oQMoVcp75caDBR8y7v5PAb6NFvzgitGh94AxeFvse5JHMQwjAvoElkqFvGAfpmCMwJTKjqC2F4XlkD0YXAGpqxdm0bs33//8LxcPwt9yadeuMMlunaKZ1dLJO4MhBum+G4F8gnQ4/fhMkM+CHyKyZ13aNRr7pKhofJGz7vs5+Mn0yNm61qO/Y4rMvJEu6DPXHRLjh+y+IIt9402InygdsyM1wBunIr/5zfHfwDMdEwoj4KHw967Juo+0j9jXFhGXFvG3/V3Xr9/65pvHzDdAoEsdspkbeKmE5BaA339g5k1O3rcS4Pfaa++99wue+yLer6+n586Fs599++WF2n/+7/99+E9tcJEtOQKFOKuAne/4cCgtyJ//TnHp/uLy1upmsL5jn7Z92oGShhMvGHlp7+OfehFFXMG+LZv0TyvbTo1yMDKv5tUzmssWFb2sj18eX/GH4ztE4ICxWVwuyHTh2Avo27Zt/Y/Fvo/paGEjEYhfGFINuKMn80OQmtidZYJkfunRxQvR4TZxmta1Gc9pujQ0i/kLSi+In3pckEsZq+uumXuRZ88nDFOn/FJxYhCK9fjCg/dl4SdGF97xXt5aOXrkfaKBfg+e3GvNTlPsE4sLpt8S4X1QquZHyBiDalHZy+Vj7q1vrdizp6IEB7kDzeB/nhM07dTg3lo0Ux88jLeyWUEYjxjRDeZXl1Re3sKeDjK/cuBf02baIwz2wfCHjIO85O2lN+7iNW53cndpd3VGfcv28u19N07ggLidQKaBqagbimFmvOV9EzxjNbMlIGpu4RXOvWGhIeaqI0h13QABPzP0Blm5lz4/YN9tyarfion3fWyzHlixt3ADsBBfBfZdtKrxVGKf3O0eRh6+zLy0dcu2NXEUKdF9n1n5mdMdgb+xLvCzuocZex30A8YFBbloHw997YFGQnuCGV81aTTTrP4CVPHIYffvrDC8setDsW/jzEyNYBbA0+4z1JfXytfZ8KG0T7Z9tQb3arXpDYuUWbu48LPnLZLjotgXHsHmeNQjE/s4+5L1mTudI+Z5wgIjrIix9AP/G7lx76vPH148rNg3Y4oGGTI6jRGGYehdOIzMqo0KdoS+g39FIY2L9/Gx69JzvE8P2oB9v3xZsO947pQ5KnYo+E2iwmvBb42JcR8l9Xp7jwrlg2KqtS0gfa8f56MwZdJshricyHiPQi/wrxPkD3DUPLA0IuK9G3ffuH79t//3t3zF7rwz3J2XfwTQ35CFPR90XoR77UPAwVJA39L33ntv/r4jMD7vR3+lx80Li7/++LOvgX3/PDVcXNp45ne/W5LFquO8ffDINBQ0hiedWbK/tBSVhp34Bds+hbxyrJPYN+1Z7POkI5FTLWkdh1k6m6Wt3Vl1Gt4Xb7APfwf4W9vh9LOJ0rF1xQ5A3WqZd8Xgx2UfT9qOb/sJOu/95WFRiVPX4omFl9JZiQF+UokhcRuOfVmx7yiI3wTjafHxkTU0L3zsshtK7+LzetTLaKJAJpWQ9DHlir7nBH68814AkSoJiy/eN9jXr7zP4X79/ZWujd8T8L6CJGF6cUtlaKHqMT9JPS5pXMjlQ5YACUSzPJZ/WcU42ewGR0flfN0enrlNCJSETvK9vQzXZ6rTwb3Lr4a+CTsEq7zy0+pKDexR6yX0tWTzuictDTIvGJ/c9OZnbS5v4zOopuX6J9c3N3H87Wu6c6K9HR/s7QkGzrDCY3Ay4E1fNjRPATYbv4Cc5Qck3GBSohWGxc4cEOqkPhmjCzFFLM5uY6pHP67ZsPR7v1DvOwq/8XiAz+8D4UQ8UezDsO2HELmzhvfpryL25sScF/M+xT65z55gBuAxJlJKWZyqvXjzouLLgo9RtI9kV3mfv482Sbl6hVLTpcMoxNzLReVw5pXKdK0OThTsQ6p3LUbkhbX/P2nvHlZ1na4Pi6LjERQQBTBFOa0lIguNJQiIJxQjyXJpjgqmKFMTAbaXLEExZFTyGEwohOxQjBTK1EEpEGJQQ8fUNHWkbL+2rent11xzvde+3nb9+d738/l811pYe7/XZQtPJZnK4l738zz3IVbe5rL5UdAOQDhVkG/qXBf6aVxETxt7Rqakx+voZW79CH4NwD4TLhzgekGkfmrvRyRcyqNHdKADz5QkJ/bFAfsSCX4dV05+3vtVy1ZMrhvFyRsqI+8EvqGcbesObGyAfXxsAvS9hyYuWf3xm43G23ePYh8zXCY6131PPpUzR4ifrPww17H/KFhvvRT109g3z13motNK1ZV3fHA8kQ+k55C8rcCvOJ7Y59l0UI4dat2H0WTzntPJCQtuXvnk7Ycnrz38oX3Pxc7O6ydTLMxutteB4pnLy0H8cCw08coL2rfggMMMLodM+8zqfjeOXL361TuX/vHPSzV5RRnmpIKkQLs50GLLSDLVOwoK7IEFZnuj3Z6bG01BIetA9uzcdv6RriKhfYJ9qoaNvI9JBsuDnbZmhX2L5jlpn5IvLjHkfX/QuaVPb9j7GlZ9z1LcolP7FO0j9u1dd+Yxse8ULKHowt0omWx4ZkaGy+Lamyo9YxiCxgXQxxhMED8hNNrrgQd0/vI5MlR8vRh6lQ/YRwxeAn1fXLqEwJ+pUbLhohmAI3XsCW7z3lfwp8wdBEFJ83OFvBzuPdOVaKIbPZm6BUUAl9KaTszjoRfgZCLto+IlMQ47bMaPYvsHFIRrbef5Mm8SPmkOAfQheHLTjvnzI2ekB8xv5/0YBQXRietJ9wB9ELfk8keJeWYJPc9jsJmVtw6rxZyRX/nqS9vzMjOBfUWFHVfW5xbmbjtfNpUB12VlOi+GGESNHRUvEmcD5oeo0pDBOACHrmSec0OMn7/CJHE+uIn7RjlHXoG+MU7se/hCA2IMJjf0+bAB+2Z2E+EY06Cwbwww94SAXpj4eYVNjpJWz2Wdj2KfnDAGKcQbpGLX5ejhCkx2Yh9p3yBJmxoq2Oe0645SM68zksCLteHDo7QEebhS/MnKj1H3QL+AKQJ9gn3kfatUpQFMwsL6pr7yigvops59xVj2uUHfXEKfjMSxJH7xM7foTIctxD+FfdHROPOiOfkZwb6lbJIn9i1ANoXJYbE48OwoYDp3SmocgI87v8oM28kztZ2oX9g4RacYCPGTPJspiGsG7YtdRkkfumc2gf+1APRaAH4K9vjNxl/OvJ7zFo5evW6vHnmBfXtnjhBrh2SVqsZerr3wpoY/lWm30K2mtw/xGzx7GqAPm74VGvrWoZN+Ojs9BnvcFezjmZcrP/5ge9CC5KYvv/rqm0/OPHz4wwtnjv/H2Z446PkR4VJ+APhVUE6ZC1xMC57hyIu3UkQdFGci2HRXv46Wq/+4/c6l965OvVhptyeZ45KyizOs5fZWe6DFVFAQGNgcZ68rzijOrV7A8t8FfwLgnj/v6Y59InAZJkVFZLJO7Fuj132a8PJPrVJcpH9JQlyc2Gd0ku99+enFOGy4WB8nXjzApddg6H3s/L4NMkYhAJJd4Onx6RspR/EKH2oEL4v4Cx5G7D93UOInQ7Dk+3lzIx2LZ0NklAi0YO145x3J9VHh8f6REYS+24A+/GuMNnPHUt1F7AP6RbYY7UWy9XvB+cXl7IXOpfdMSYqJQi3BPlHqT6Jgn4kTuMNazODw0UES1GsRqR9e1AFUBdAypZaU3EeEPGoa5qveJMQ54StbG2KjpqwcexzaGFD+pMDirNSbJXR4YOzFIzeRqhqE1geaFPYx1c8KdpALUXvuyddPvv5xRtOepu178i3bamqGw2aFFK2ROk1fXz2U3M/DQ828XPp5+UdQ7CKJpoaRY6wRRqjOG/5y543UIr9RwL5Ov+CJVHA8S9p36Fexb6ROqx/v133unlrgao2LDlSRPaK76eD1QYrz9R/knjPrXPgp6JPDkDHz+qih18egfWO1ZU1lc6mEF1JFzABTVSWb06whghfJezaS7hX0SWrAKkE/gh/7XUjq+B0D4ec630TepwjgVFdBOb+s2sSpd6UOsebJF9iXYsVSJAiMD7QPffHo0jPlqYUfsI/LEpND1l2JBVwP80UyhTffknyA353blwBhAUrWh9D+4OAJ07GeZNEn7MpIsIHbF1nY76F9kKD3hbwR9TZu/CL9i/RHsI8Tb/DkNQbt+wOnXpVooGbbacGGrFkRP3Xx1OH1KsvFuPR6KPAbvGj0ZI67QL03KG17d8VqaAZlMvbYnKDuvKR8XEkDCRcEORIu/MfFs3+7VfvJP//1X513e25kZDC7z1560AFHW72jNJs8+OBp0r7TBw9kl0PigmirxsJ+J7f+4+orX889fv78xWK7taA4w5zdlgULXJE9xeSoKwhMLrBnwB6Mo3Aixuvo+4Dd8+drPH6nk5tc6j7yPhXOoLFvtYy8AvfP0dKmsc+17luoUlz+4F5S9PLLT+XIxKtOHBh25dTLOwesHasfe+Z9X21MtigAxNeNMyKo14CVyVml5cQ+nnqlElLiS6nmj0QxINFSsI9ZViR+ivXJwHsbb2g1XSWqMBZ9jWHEHGsjowB++tYrMmdnWbnbsbe3t6vEbII9CYcNvH6T9wWqowd96kFC+yxBCRYWNCQlJiZZ1F0WgJiYmpKRn289dhF0Vejepk3zlxH2ICnD+O1fsbW2g3mN5eymslhKUlHJi8tfSVwGPheUrS1QJms5d2CctppZYMmH/cbOnUFossw/trMGHRKCfWUhyj6sI/J9VZOcgj1J0cLqM4IXDyr9AsYI00N7r2Q1O4+m+swrSOjvz5ut32gc9Yh8+LaBxjaVZqWz6s8J9sk1xcUSMQb7+oqnzV/Vv8k8fqJPdqlwPleM3xCVOWus+5Rcj/u+oRIrQOCTFgJN+5QQhykteujVkpRwCSVQwcpyqlUpBcoo7AZ+M5zgp6JC0WoVK3eMV+bqsXfVK24TLt6Gq2g/HeEsPwS5BPiFulZ+4H1bujsSk7gZfubFpRAG8NtJa+NSoQjFc2fBM5No0CbVN8sHlVJnygMqOf1i2rvyyZ3brHtTRl4pKEaIIbFvLv5/ZKiMcXhnxsb3Wgh8AMB0wt4Ugb/09C+6H+kqGrho30RF+2Td9+TinJx1M4Odp96FwnycHjd175BLr1Pmonmf+Hjx/eyFjLgg8qGf9tC7h7A548gr77Q5+YLMvML7ELWHm+8FUIa1IL4v/tvms0fu/D//77Udx0sy7LbitroDB0vh5S0ozy51JBU4AHwHTx84ffpAdn1dMwJNGzML+xXevvrOR3+7dOJWzX2bvTy7vNge2FyYYrZnthYkww2Hm1Fcc5I5ozg1v+jftt9sv0jo21bjzvuekByDYQr7lF6H+j5pKDcG/SXyp56m3LxhTnXfNChhcp502/c9/f7TixFWxaxmdd7dKyePnBw5dax5fOzb4MxD2jJHJAMggNgAjgrnXRb4JzEVxL7dxD4U36hiSEYYMFw3Fk/mZVHEPlp6Wd0B65sb9N0G7QPZgtWJmjVGoCvwG4mqiAqnyE8m38MvaFvvCy7md62rEiVozKLEcxmgx3CiSbBjIKSNiAjKjh8E8mJhYdILv+GTW57XeEXPL7l78QgLhDcBfukfHS6DHHaRU06c6bJiM16O1R6TzQBvnJRToPsnc8QBJM9EKMWjihI/M/5fudYeQF9H07btlZlUAd4F7wP0EfuGhMhe1FPgz8sAPz58NDPDgg8mjzlSvisONx1mMEY5OdT0q1mgsDVi34QRzCp9VsX2ycXjWae3Y/KIczLzAll9I0D5es9F+DOnz8A+X9WOxN9DSMiRPjPvoP5O9MPYO+AjZX/u251B6AtXdbk++tYhymaD9jkXflEa/AT6JIpqqiFRFvVKrAF+quFNI5/GvmXSmLtK+J5u+ptqrPzU0k9LXlyyF+cDOhf3ewd4n2AfnLyTnlkaCOL36iRgn63IOklh34IF2BQrN7gYgmCGJPbB6VYZl5GfS/BrYSGo0dAh2DdjyiaJrSI/BfFjrqniel+gJCldsI/Q90V6+iPY5zlvX9qzpH28dOT8/klg31MrkGjg56fWegJ+wS7s0wHO6tphVBY5W9cockb6fcMhYN+6Q+saSPvW4Cmg2r4HD9x84IIcePGmsG/z9j0Hs81NVltJEtyZL23e/c9/3dndYcsHs6s/eNCUEpdSV1+abTKlmBPI+xaA95XWNzdj38dL766vdnz9t0stm3b3VCLtL9vUZnfUV9uTy1uLU5LrC5ISypECU55izyhaX5h3rP2z82fPbtt2ntinUM+gfYr38THYiX3PLueSM1hZmcn7Frqwj62bZMTL17lh32t7//IpUG6NkjSv07q+NWtE3bIXpQ0r5vwW7FvhCoQTAgibIGwebNZSRao+gn1c+CHQYIjT7MFPB2LfGF9Zc6OjHtE+lLmoXd97ivVdwhaQDZF0nO6DsQnBbwQ/rMdjO1WsgfK3ve8srHSl+V3r7aq0moJk6MXOmus+jX10qQOcoE+m3SMomQYN6PE4+1rZRIopFXvduAxrz0WwvmWrVGC6MBnorn1Coo4A+7AlNJUzs4oWOUsBFIJxVD+kQDyYZ5K0RytZApEP7uHo/Lhj+Vc67u68kIvr2duFhRfP1wj4QUyjzH04bgwIEUWNl9FIOVhVhqijg3K4gfrNGieRLn5GV4fySPj6Os8e+M+BfedGT2QbL0gf2d9b/d6aqdS8styPDz0ntw4C6yf9+sXInvGEc+Y9IYmCinx6eBz55b7P2Q4uUbRGcZBz24cvWuTiI+hH3aaCvkgVxTVGeF+UxFjpAVc1kOsyyuFi/4lSJaWRyL3SLR/qsWxGxCYD/eTxijA+SvzcVn9TX3EZPQy5s/EvGLcfIWPvli2y7gPvu2y1BjKslLthS9Crz0QHNWVVx61dStlLwgIgokRh8PWREr8CnPBTcBVLSUExc25W8ecPuvHCLy5eKekMRnb1jE2kfey2BPBhawwsJPzh0ZKeronfxnSC350+My8n3uWr1z0vrC/n9zlPAfoOHdoSH6xLuaWsQpz8XH0ZFFDDopw7DF+bUT4ZNi+4gtgH1Fu37tC76xrWcOSdJwHPHjVBkmbAedfgfdv3ZJcnN+VLalfQ2hf3PPj29jfFqanNzaWnmxx1yHKpK8XQW1dwgMiHx4FSIBrj/VqrsfAr2/HKO1t31zRlZhUXmOrqbAWB9sZyS2NxEnifyWG3F0AkjXeGISD62J7zYH3bzk/16LPvU+s+wT4t32OWAWqKgvUfeEka15ya94XpU4f4VpYbEhcZep9/4Xku9VhFvk5G3b2riX40dJANrlmx4rHvvK4pyol+W1hclY61dESkwr+h9LSh44/ET4GfarXEdXfKxhmRVPdH8dYBjidqFl//2GV61yfavleiokZJwJy030Sowl0fH4LfNc36IHI+rBvK5dpBAOzthcQFi70E5o4H4WVb3OmT2Lylwilxp6W/NyhZcio5CUPqh84pTL+S8JKYmH//4u752Eh6q2pEfL6rQFOvHbVdLGQjuUuyiHwZnwdYgUPDmcIpOA+RLnky9XI+IgxazKklGSnIiL758cn1RYnoLAfhqzGgT3IbZBeqKpIknXmwj4pT1a3BLB/XNUYBIHx+woMlvXSUv0viN0rsHyOJfSOIfZM174PJ7dBMShxWM8pgcvy4ToV9+NsG62N8la9gX5hT3yewJ+m9v4p9mvhppYsCP837huoqXSF+gxTxI+2LlUOHRPNx6hWVS5TLlGHs+cK9dbmknG9VxZFq9nWi3zLprTcGX7Xuo7yZbwr9eNaYSqATYfVQJ/5JkS/9Q/jtRMzAuEk/m0S7AvvMgVC04FN9aaIt6dVXAwPvr99V0pRnCZpksixdGy2rDDxLINTABxqvaIksZU7kt7bcrJNnEOkSSuhbwpYsoX0zSPtemb9JdsZYbevRnVMuH2w40T8+1Yf3YeKNWf3u88aRN+f3Tz116tChqytDjYMGP8uDNd2bbnxvZJga1w7l5gV7AvbNXrhkzRuH3lj37rtvvAv4Q1/ZzIm0SwiubAtCPSqttTx07KTwBI8EYF9iVkkiQ7vyoied6b2/PjfDXv/lhSZHc2pzXYEDQ28Bse809X2CfRh5WwvX7+pXWPbKjle21tRA3mCPKy+NK7abytsKAtvaApNxJjYVMPG5vA0TdHGRDZqa89vO7yzzHeg28iphM+R9g50prGHzdD0lpX2jYeY17LyzNfbNkzMvXhJE3vcHo6DtLy8vxk0D0S0qvWDdXrF15Kgb72pY+w69/bjYJ59XOhjYPRBY8A+hZhGReG3Hpnf+fJabMs3FGecGbiDYJ/KGWGAf2np3IKIUn8bLIPj8wuhwk5yLCL99Eybwi8y9/lF0nMWeu2YYew+/7wwxkPbKT5nm13vmCnnfJGoWoFOVgNmgScwg57qPzMyB76M59cJ+K8dZrOpA4hhuZQaIVWVU9qDiJjxchbqE6CRngNG8r7o6SqiMcbCfiNiHGRmsLyNVYR+Fzwb0WQUdUyyJidC5vLR9c1PxzT2bJ0WfPV+mOkOgBVJ9rBQAeQ7Re76RmvK5dZchcIAdlGB+50Il4o/Ez1Vi6atbvSXYHjNUt0Cfejw7Ewu/e9rDteEUs+pbONny/zDqXr/PmWPg5Q9T75HBIQPnA/tYhUnkY3PJr2Nff419QzQCqup5V6yBrhFX4EfsE7ke79BjBfyYx8pgZ2cIlUpeDpcZlZkvMu+uUrcOJ+1zUj88NqnRV8Ff7Csa+oYb0Efe5+2q65XqNmYqON0n4WruFfSDzOXTDixv8WyZ9OKrecjnadoenWeq3lVpyc9PRMHA2qWQsmtXELAvLoX5P4Q+xqCl5tuysj7/ZMOWlbLue07OvKR92HEPx7VMFif4o8jJGmId9jpJIzpbQ9K/eJT3wdGR9uy7b2joy3kqB9B36rvvvqtgircEL+PbhQwyEeibbmz+tLdj3jzd1+ZKrcfIO3HNG4A+UL5338XXhtWTGQylPL/7TQeAfZvdjh17Lmw+7TAlNyFuJdWWaytJSWo683ZhbnFb9mcXPitnbHM9Tb3l2P4J7Tt4MNtRD+zLbCyivPnW1Fvv3D5yFqJ/e5w5u661tTywrjmw2Q6m2JZtMjfbIRAsqE+122327dz2nd2539ejz5n3CVH3E/t0KINg33Ku+9Kek6rONBXft2i2k/ctcsM+OXWgqCPnL4ufzFEmXnXjXae8bBx4ueybs2LD64+Jffj80p9gj/I/fpZNRpp3aMAE6aPmc1TJmb3RpkVxM56sMFYC+6gHQ6wleww2AfuQFxyBfTDUn9Lghs+j2Mj5fmjZ2Bewb9/WfeP2+UmpDqSEaCw/7LR4vC+ylsPK3yujb29HVxWuGrAnBSUHTXpxAeOIROCHh4RTEgOXMnqHIkCkm9KlBsO6WQJYUrjPyW/fWebNQBdnYa8aQL06T3bZrAVU+FkVVGrehxkICW/kfMy4xOdHlR57zUmJ1s3bLcfy7lcy+QXrPgE+vBYMGaKLmeQjjgQH1mOqxZ+/WzwBQANwNxqB9AB21hj5KdYnt1h1IlG0TzKgryvsw7g7cfLE5fzwQO187wV8VBhnfwh5zeMAZHO9TnT6jwXknZvnNfLEPez9joDnEfs8VcWNpzz+h5lXb/yGqK/Ofd9QRa0MR6+PhkTSPjGp8UijmB+n3ii3BL6p7o60KO7IYrHQ46UjYsajD4SqLiP9W/aOQr9XnNgnvO9rNUEPNWKmNdz1H+r6zSNWI0rAj5VFmFa6O/KsVgy8k9a+aM1cj2huxJQVFVblF0KyeezY2ryMymixtlEPCoMHhwPGulhTWEmfn0Xid2pLfLxg33OQNpP2sZ9j1fwdCMPZiqe2YN+UKbrUjsSPky9p38o+vC9s4b6Yd98g7XsN6pbfP/X0qVN38PgOvHLceH6GSzz9dIV9kkk1XXKdDInfbLeuSjaMe8Aa9tyzmvKtIfKtWaMabxWn8jh2+sIeyfA7K56mzeR9m3HHPWYCoc3MzaAI7PK9wuLi7z/77EITLrr25vLy0uzA8rrsgzL0AvtK6+1tjZlQNxdWv3l9/t/eubrjYlZWMfxs5QWtrQWmgvrSujq8kyPIlNJsrzcVxIFe5GcUb99J6Du/f7ZHX94H2jfMY6BO3hfeJ9n1lPMgjQEjrxA/HHhkunfjffRAu6L7Xn75jznKyCZONqePV7Z9q/euWHHqhcfV930K7MNohc+yiYoBOkOS1hh+IeCf7Dam8JmqgjSw6CINxEkOi5tIyFtVj40ooDAJMTCThu/3xOXGT5q58wF6WwP2he4Lxvf79qG3259j76ZuI9AKGz8xuKl4Az30dpVUmhAslgCuFx304ouMI0peulRCDYJ4teMMDOIHyTPUWzL7EvoKSNgSoV22xlXmV27ezxpfD4Pw+dJJMW9q2InXr2RYEwuYgAVoS+GBBJ8BfPDfqYeWuEhYtLncao27fwxqmI8//PitDwuLavYDUymCHCQTr2x51dxLF52yrY3iPSNCR7Zzs4fBP3SlZBs0qA43Y9Pnq4XIRgO71x352MirEj86PPZucH7UXkAWtL9/rfqHMWND9b/uHfl2vyP4HdQAAkn3+CDvG/a/8D6jt8gFfpr5GaY2dRmRACtRKjN7a4zcaIT4GbzPdePAN+GSckr93irpS3pk4J3Rh/vhafWOZn4CfZISJMCnJ95BxhF6iOgMlUJH/eaHwuFBexsDrbYwujQwCbfNV1EmVV2Yb0W5nwXxwvjsL2mKrsxan2vF8ySQivhyKy78MLdh6ZfED3wKT704dzzATk6ymjnyTpFDBxQMMCe1CPiJTFsk2sS+EagMiY8X5HvkzrtoGifep42J9+lT3Xce/PPBgzvdW9InkPctkmKihXLvVEOvJLlIjp9I/GY/yvsU9sm0C/Dj28yJwQvnGX1uZxdw6N0sumZN/PacXVCQ1NSUiZRROPgKAq0pWYVF9ibQPvA+tHXU49gBlXO2qPuIfd/XN+PK29ja2lrYr3bHjq937G7P5KdIc315a2tGeX2zqdwBpuhILuWpw1RgsqRaU+zQ/PPKe97D19MQuMgANEzdOnQKF75Bdqn0dqj8FgCfGnqnkfdBz+Nc91EQ/gcD+15bfPjpJyFwWfO86mVTAS7rxNVyaN3MOXvnHDo867G1zepzSz00/jmrr/voX1Zq/BNbJSxuO+bvWEXsWxYZzkBTIX6yEyH2bb0kGWfUOnNYmjsfhw5CX1pa2r40MsB9uHUK+NHgoZd+BL/3ldxvgyz9ejtKqkDwkpdy1RdkDL0qv5l5vMC8oEki20IlYTRjZ01APsjz8Hw2WwJB+0oybMdY4mYcYP3pnpU77NxPTnaZOc+aiG3UeoH1Mf8+I0Vqeq0y7+LnEpOsKs3FgqzUncesHVcyr5z8uPDKfiqafWRbJtgnxG+YTq+BZQ1p7WNUC5vajzGVFNMiQ5mhVYC9d/IEGXj9ndjHil0SYjkMC/YJ58PHZTlj6iB2ob+t39uHIWqlNdiXsr3aI/7j/dI+5Y92e3he73cEvw3BPjyGGAWH/xvvc4FfH+jzNmKs1J0X/yLKX4TK4/nnkjIOLvxijYVflJPzceyVICtF+X6N8zlx8D18fWeGMfZOVVkGr7jlOHPqHtRXgjjIyJ2R00xUrKZ+M7d091Yi3yxp0qvbt+ftqrZhZLCwbjTQdBOvZsh0grE/WgJdZKPhKMdzpUAlG6RA6Yztla3rE3QXpePMGxyssQ+mzaEsJ4I1s2UrM2jGObEPyJfONwAfvvbBvoWceI1tH6EP2CfgdzU9YNr4RQr7pGJXbfoo8oXoWUWbytDrz67KMKknF/AbDG8waB+G3jWAwDXvorxlhIy8ilfVLPjTBcKdxr6zQvy2gxpshxOtCncdiyUl0fbm+vbPLly48FkBoC+1rg5Db3l96cGD4uflzFvXDNZXROy7cevrry/VmBvt5rjixmZHY7W9/PsfHXWYdOtLk7EYrIMlDq1QKL4sXoAV+Pmd5z38PX/3O6e4b5ha93nKmUbhM3s7Ji4ZLZeONAbZpPHQO32aNDO5YV8w8h/+8KRe+OX85WmhfTLxKkmz8rExsB7Qt+LQtVlpj4t9G2SydeKfwf40/q0wVPNz5ugLSCjhb9l8nj52sJkSe5zIKLUgGi5lbFgICfaJl20VZxbBvh370tJCA4B8LYC+tKPgfmPGxIZ7+XgxytQFfgyyd5k7ejsQWI/emQWcdoOCFixIUAs/XCjg65XbxqQF2PYlmSSjDRc+AhlsTfDgkgEi2qUyI3pnmb696pFSFUWG1354pUPayK2S/ixr74xUjX1MCBT0kx9YBSRxP05ci9dU+hfb19/cVjZYUrKGDNkv+fzyckfOx5tAJDtv/eSMIRo+5d6dJz8aMyEU4MciDxU4rzmf4DJ/f0oUg+yricuJe/Jhwb6Pb/ojw22fCKil7XIUfSD+I9nLpQmoDBysaqCrhBLr/4n3GX2Vzjuvc+odGm5gnzp0aNo3VmjfeJnf9X1aijecCVTDJcOZ0Afci1ymF32/Bn0id3HZPKjzmxr1yvC+CfbkfT66+VTJCxRKSxSDqhzBQmUGUl2w9KuorUrJysiwHtt+zFqYeTM6KDpPgvsC5WZfVVndr8iyVOVAspIKscVIMS7gnregQO4dxVe6egF+oerKS+ibO7x//+GbLrW0XMIgg7CXGarGPYCpfmnC+laqt5V9sG86J96n9LIP0Heu886DH/D4J7APxG/ReHXumDbdIH7BAnsLVU/5wkVjHyF+wJDZ05fLmk/uHBh5Z8LLK2YwAZeyg9thLCP2ndUKP4LfwQRs81DvmlHgsFZCkrrryvHPLty60FQnhUXN9eB9Dgd5n2Df9+XNjVnMcisq7Nd1/utLly7aslJTi1vhBLFXN5dml2M7WFpfV5qMM3EzILDUkZycZIoL2nYexG//QH9PrW/R8VWCfh7akseZd5HkVYPr7qOs2Zh5F2odt7HuQ4qLkWCFkfflDU8+uXe1runYK7rmvcrKBlEzTrx7r13f99i8b4MuwXGDv8nuw6/rsUIs48Q/8D+YHBX2rVqGa4jR2SAOprFq5pVDx6pw1q0S+wB4aQGj01pA/PC15Wgabh4ItEO+QcsDY+x9X0eZOsGvtwsYBjkL9FmsE1hKiV9gwoJkC57PHHmtKs4PygZRuiQEcXmHpzouE4HRcurF67l18/kwAt9UvJL6zlOqNx8cP66fOdmF6hoSRYq9EtXAm5GRH6cgj51tVoFBM1vLIZnGe+VX3kyEvaP95voe8j4GFao+djl2MJ+fAQ5APnZ3G6s8f9e5Q75Hlr0Y3NDeO0YHGagjrwhcgH1QK48aN5qriOX6Y/Is36juE+ibw5oOdRKBug9imfFjfRHbwl4uVZGiX3NDBqq2ppD/H97ntu8b1GfkNZZ9tDCGR6lUlvFG+5q0z0UK7wt3wpWcwLSdwxh2p2i0Y3zfOAlwnmEEWimXxyZF/GLVndgZYjq8bLjc55XpboB+M9ifpE5/ROW9MfdWXLdmtGamZCQ2BZpLrPeBcjBlM/3HgqqrvPvtmf12leShfy9ZnNxwayPLrhxSN8X+UuIQY3Kyq5ZCF6Afdc2bEMbb33v+pdvAvhY+NjLWmQl/lECPiG+JXxmvkO8RfV9axRvIfM9R6Hfq0+vHj19HDui/fnhwFa45P2CfymjmqTc4eLoKc5Yjr0o0IPGbLVWVTuzzGDx+yWoSP867DevwJJg42k+HPwFXypDgB+xTpR0K+3jvCMoO2p5iQ4iBJc6WlZH/8fXjgL4LnzW32fGlrjz7QDaxjw9i3891bcVZrYV09GaW4XJ5o7DRHpfVmllcV4+FXyACEOoggM5OxqmkznEgu7Q0IRsJcJadPPQS+554wo33KeLXl/c9t4QdTbhxpC0R3mdgn+Z9su0LHu3EPtK+nD8ywIWnDkIfT7uK9u09tHo1iNnhFxalLT/zW7XNiv5NltX65D74R/JnMEAxjRsD8HvIrI2UY4csebwZGkBmw+gACp1xGJMwkPCo+bsx6QaA9qXFnCD4xRyNSds3wU+WW7EnDNrH3t73ue47TOjDyNtVSXsZdKp0Y2Lv9+LaILrbKPBj97QF+VWTJkkAKbFvKTqprWLvLTCblC2D51tcemuAP/Om+iqzmaoeK5vb+/nJKwVWdeaIg8grTkOfLc5qrlJEzyrfSL+NxVyFAdpasv7k56+/jaiX9poyPjN9BksbkpL3ITFKmtroWubk7y+hLfq8gtpcRraoi4ZfKIs82GI0fpS/G/cTDHTSPhf08dArQ+8c1vPOnDl63HhRSfJd2Y80fpQXaN8wjX3UVXFHFCKWksEhg/ti36A++77+fYfeX+N9/SW7QtG+8Yr3jRmjBt+xXPixXS1cdW14qyAE8fGqo+iMGSq5b5zz6zgJ85vAcHgn/InFTbAv3Cnlk+/KqE1yG3oHuMBvyEcfKVmOmntDQztrS0pSizKKCxPROMXpFo88YX34mpfX3lX9ZmaVuvTykI8sIHx0QfrMstPl2FucZeuq7aS8PwC/uRmbVoH2zb10+2oLR95LXwD8OO8y3GpEelpLTHwMsE8+GR7hfRVY9i1enCO3juc/7f7g1vHaMw+//fZfD26/NyWA1w58yJhWNU0mQCPaSoHf/4B9IH5c+FHYB1kzad90beog9nlcOL3nT3sE/AT7yPogdFnggDIsAwc7lHkVp2ZcPt5zgbyP2Af8koWf44AifhA3f0+RC9Z9mevfzBx+6dKt1Ori5nJonVvryjOrGwsc9ez4aHZkF+DU4ThwoPRAkCM5MDVlM/R9+z0H+3r2jS3VvM956pgtd+3Rysm7ZEkM3nDwFXmfMD996Zj+nIv35bz81JN/3vvu6uXY9Uknm6AfDDJ7n8ccjK7C9w8vWhgT89j7PkpDDVeQ6n5xPWa6jr8rCH8GAEICiDr7lYA/TBvIPJWc53Bv0X/xAbkC+zsgKQ6Xoumoubv3HUkbPTot7URMTFoMvj0h6EeTh5fXmE4jyhS1RarASEXYg/YlUbcCqT4+hMC+Sc8E8fCxVG39TOZyk5I8q6UfNNBUNzObPMkkCn4Oq4mVkPiNZ1Ker64UQpTp0LKyr16/fqUrhcr+RF545c6BkMZ8G7AvkZTRrAifkD6gYBXTUc3W9vv32+92XCn8uAZ3eSXiE/QbIKVMEsYMjc8opBv7TvUSo68PPu4a/QB/vnJmHusXoCL9KkYg90UOHBr7dNPvKL9giC1c2PcsiR8LO4T34UwyVokkaZYbz+i+sIFy0lU75gEEPq2z+YWvQ1k6XM4Op9Klz8LPOHX4iKdjqFS0qUuHIn5j2SbMjV+suHrCDS+IbD+E9i3TehB5TJAejAANd4J7RJEASIOd2QZO7FNfyiAnKNO6zEEhQ37xIFwL8ROl3zLcIFp6S9qbcrMyihHOA0EbWnph+qFDx0Kws1puVverLlkq9m8I3gIdaK1g+pm5XD7CBereYeu4DtkyxA0TZsyASGHo8B23O29v5fEOwVXyM5LvN3oEkQ9TEOeglY/u+zjxEvog0XietO/WidofgH3f/vMqgmQ3+i3k1Ev7hky9atyVojY37GOIn1LvqYWfx8jxI1YT/DD94fUPlcLTxhrrPmBkTTJmXu3t2CwCPxl7Ew4mJ5iSErHLIbu929MD8LvwZbOt+ccfiX0gb8Q+QT9gH4hfq8K+D+ffnn88S8ZdHD/qHK27WutR8wHwqysPTCqwmx0J2QA+e0FgasarWPftHzgwalifHAPPYXrk1ejHCCuJb3guLVhoXwwQcDRTXGYL+BkKl2BD4kJTx1+e+ju2fXDCrVHQJy5eiJqfh9gZiPTUtYWz02Iee+Y9F8AMyC2CbOq6ofHPff5V0KfQT70X8HIL8G8lb1xQ+Ok2V4bSgfKIaRY3YNz5fEUazZk3bWtaaFpMzKwY0j4gH37AuRfnXt8x55wh9gr93pdbR29vRxV0KxQ0B1HlgnH3GZTQII03gQVcgayTTGYvA0sJMQUn8F0tdKdZWcWBJzMGVcZa3T26T6S/qr2X5R04VHdd3n3lcipSPMD4Uihp5p0DciWIwaxMNkpUlid81YkG/GH0S8dybR+f7Pr4ynEfpVoWy5qPasL04qmCMS3hvhA94xmBJTACpAcPHBkmrrbZ/DLbiwUfGvywCUobN9bgff4G9jH8nr5SJ/TR0TsZA+9M9QEarTov/VUbnIy8I8kOGB0zgMFZENkMVDEK+IrPnb7Y52Mk0euLwaAhbvs+19AbrjQusPKyN2iqwr4IuVaPGa8NeQA/wb6humRDpQDxKsKTqCBfgOvBHxMBAxTyhSr0m6Ly/JatMrBP8U7N/8oE/dRJSU28xuCrIvdFluhNAemMlk9sTcfys5KiRfC0lNinNnsq8yzJCrdW/iTF+/IkDFL67uXghacLXv4yyPxqTxDiJvCsBy3X/EudnS3LJP36EsEvVHgfJNDxMZNjVk4W2rfy0SwDoX1q4n16Q+314z2a9/1wdWvn1ZUBsvEbT+xbNE2cbdO03WOaNnco4udsa9Mbv+DlAn0NYP7QXrChzVj3hYX5JPyJC789O8XesY3dRRQ4Xzidnd1UIK/hKP2623OxB7yvHYEGP9LZ4cg+UGrwvtM/lX7/fXMbAnyBfm/+9cSlv11ZD1eHuRxq50Zza3VhHe4i9VBDlyc78FeVlJCdnZ1UXBBowzHx/DbwO99hj2j7FPYNdMr74OKjU5A5Bgr8qPDhTTtMY5/8BQTr9D5cOnJefvqPf84h9K1WN4416sDLsRei5jUrru0b7Jc267F5XyeezlNCYQzSyKa4nYa/yW7op6df411W6PgMBOaC/02Rl23ZaHHNE8lZl/5v8j5mhxL7AH4tMbOE+J2YNevErKMEP4hdABXLzqnyIlx5X+DJQ8Ua9HZ0VEGNymZpVg6yPvSZBVAyQ71K7DOJrRduxSAMvnmIMMXmLzmQIJWYBMRErAtJG+hcXOUNgB9RCSjFPGlA3+7LJy/v7rhiq6wiwDHPLY53DhseJYKHiSnEOv4sh2KzbP2qLPd72teffPutwpM1Q7yM/PmRusAbf8q55GJlZWKofAkPpTegDjAsjO/PVzilLxyLiOf4mVj6dZ+LQc2k09Am2MeKo2CU2QD2cBmbOPnQBhC/5foEtYa0b+woI/sF20NIZZAVra4aQ4zzLoTNgn4DCX2/uPMO6qNz6S+rs0eiSw1nh7OoI1bFUY1Xah3mUmjs81VmQR/xgQx1DbwuEbA8AkIV2AUo2DP+rU70WzYGr5RThxvpMT5KYigwWCZKGz33DjC+My4fMvWiQwZLv62965OWmq14xuDZEU3o4+ojycTXRABdXmJ+VmHJ2qBoPfSyiRuDLxa+4gLH8IvXwPzirK7rR1q2bElPn7IM5buYeDtPbCKN3Sobv5UtoXLlHTEiLb6ioqJFJC6w8/bFPkDf7xfrI++G3tobdxX2PXzQeaKzuyHdTzR+An5Y+dHQr51u04yN36JFLuI30JC5kPjhwvuugj6/sbONdR+wb+CxZzjnEvvOKuwj+G3ffuGAoynaJKJ/S97d4+B9PRfaEedib/4ZUS7AvvJste/76SeIXOrsmRAHgff1O/H1razqzEbgYzOwr7xxF/Kr6h0/QhnjAPbVpSYFAfvKi8vNxUXReIUH9rnxPgE+t3WftvMypl51FOG5TW2zrPvmadqnzLzEvr06uTTnfaF9q+XMu3fva6Jt4cSL1FbY2tccPuc5zy/t8WfeTlQK0he5csuKFf/+S/jTu79njYLEFWtW9AFJfQDG9m/KjAix5dO1vowpgN7ScM2JxcdLsA+0b9asWRh3Bfzw4Ni7b/5Y/3AvNpYD/Hjo5c6P5E9jHzxryOkTRXN0MlIpAX3AvmRRuEDLAuybFC1AiK0gP8JJJGrRS0H4oHKBXxPq1RKbML8x/vzdgPQNRfvI5Y52pPXZMkroYWOQBwde8j6MvJyB2fvGcDeiYKKAH8wiHR9/fPLjjy/fqikb4jPcqCRngh7SEWhv2w3ZI/fML/3b0uileWjCsS59lQAI/MN2ULVvqZRnBpcS/OYc6u5Gf+WYUf7+LuzDe4yfIJcO0V7ORD9Hw2SR+K3GBwEnpxF+6iqi+i1J+/y9Bg8kzg0RI4enhyFu8eQX/POv3jqGSnxz/4/6njucifXezhAr7WeLVQIXIXzSoa6cyOR9CvjUO8p7ypVjisa+ES7808jnDogBwvvYXRRlWNhYMKq9dWr87u8CvyHG1UO+DNDg1x/6+dj5l4sSQfikZhuzQnSyNJpiZRIdrYoOkhKLOnjoFWcQk7kV9EEOBdpXwOVwKpy9uZePn7j6j6tXW7Due0VBn3QvAPxw9ADzGx3KdV98TEV8POFQ2dv6YN+pxYvhRlDY90Lv5Rs3rvd+/u239/71Q+eJr+58t2UKZS6LcM3lJ/z0YBVftUjGXiF+ixTxc9X0yody8DycQDHwrib0BfiNnecceYF9nndNxLvtUtMrCz9l6t2+AJ8k2AFwv1mFmfdWT89n5Qjxk5m3vBS8T7Dvp9MHf9L7vupqRDf32/31fzRi3dfYXF5vr24tr6/eVYxiX+ihiX2whZgTcCgxFzvMdlvVtv0DAHFRfXifjLyK9yn8U7xPlM2kfRONdZ9uJ9EKF9BgVpwoL+/ip//4R8bUP7uaaaU5hL7n1Z0DN945c97v9Rw8b1/M8iWPi30ngAhToVgh+P37ikeAzX39N9NN97zC9ZBLiJa/0AbEp/x7iLUKF1WEuIFDNPYJ9IH3xbTEHBXsIwfct49N3uFbu69dc1WW8xskWKGnyCLedGLfWspckMzGknLoWnjrwKs3RC7MK0q2yPUD/SuSY5oQjc11otUkZg2o9nKr7h4dPWEMajb5u0Iww/HLPVmoI0fHcga+jassgQ4A4EfeZ0/h+i8lVcFfZaUwQIbEmG9ePvn6mU+O1+wHdURUsTyw8xsM3ld2nognRO+lf6uylaD1Mp+Fv7m5JZUWxAjxpwCANTXyYdZ2j/ETQuNF61IxYZQW+I3yn+0rpeZINMcbxl5VzvZQXn90hMvM0AhpBxE5oCQijBHsI/ETRbPSlQ7Qb5Q3/xL7nMawj9xEfh8ZI6+3YZ8damTVh+sU0vF63vVj4/h4HvWjfNULHFeDzjuHG/QRGBCIN8IN+dzAL3SjG/YNV2mpg4SD+qjfh5q/DfAzaJ/zgRAa/M5BZPF/nn89jmAHzGP4hVSSY/pFRxuSTCELgAbAXJRfYg1SZaeMxJUwP8bfmijppOAFO7/cKyR+V7+7evvSDkBf59ZY+RMR+1YC6VpCJewlPiaeiq9Q5ebd2Bf7nn5Zs77Xnn8aSWzXb9Seef3b//r2W/C+6w/ugPgJ9BH7CH4G3nHyNYbe8UaWi5FnQOK3cAlC7MD7R+AKPWaeO+0LG9xj/dNmDr0EP1UghKUf1FinS+sDReGNTwju+3o+u9uR1djWRuzjwq+8VM+8GHp//rGtDfl9u/76Zr/jl241VmcW1LW2meyFrQWO1uqiOkTd12cD+8qhkUlCW05SXR0EtUlxOz0H9515Dd6nUhgU/EHaPD1YRl6ePGI49HL7t1BDn85sVtinvLw5G3L+vFeXdBD31vDKm/MUQ/uehY336cODhyHKOiZmyePzPtaqzp2/SZjfFj6Agf/ed/03U9JEJrtsv/jZQysQKuHESWlMwMsRdE8bKYEG+OHyhxlmKLshfedS3odl36wPZgH5+AMNfid48GA7bYvWOMvGbwPB7xqwDzhGOR9eu6FvodgFl96lQQkvTgoUpOOrN6kgSossJlGtcnmDBbc1BQ513IHNcsVIyc9v/yAmbes+ZDHgj7r7yK0bd4sySyrjkN+BRwaQj2Y2oJ8tHzF++G+Q4wdCiAJXpEAnysnXUlV54/r1O1+d8EY9Ox4qm4qsz9dr8LadLy2tLKnKs1bl5ZWgv96eT1FVHCIx0eiclVtSVZWHSCUgoKpRAgYuqlm0ED3mofEN3Z92d8+aoKdeyTFApTlon8y8S7rf0tZDTb0Jf1tWjhulNTGjVBgMeR9zC4xbB1pV1MpFjB2/om1WvWvehtLFWVL+P/C+od5O7ItQxC9ivBjykMlD3tffRz/UO8Zq65dSAMP+MILf4TFaYC9A/xBwmK5mXtXbhph7gFyZEarKcnk18ZZpf90g17zr/KKZn/y2a24A0pJNGvYk+QLPFt1RGcRVsBVdVJkl5HwMyMBLJU+9SdyeJEmKtxkZBxkgfic2bbz93Z3vriK6/eoJZLTF8g8OBbVAH5lefEtMi9jdVawBnvN9sO/lxYsXG8JmlM7Utl8+c++/iH1XO68/eP8/SfwIe1BdzZOk4mk8fxjYp6deJ/EbqE69nuLpXb168uQRwRPI+pwhAYJ9F83JVLkwz4XXXsSJQulH4UtpQRKGkIxUePjuA/w+67mbmtnY2Nb8c/PP4H3ZjtKDP+mht7Qe2NeYWV29681+tcNvte5aXxfXZq+va2zEsQOH3vpm/H1BFMgIq4KgAwWONlw/AlPMO9GCOTBslOcvsU+p+1QJG1ebwD7yviVLlsdQ3ydnXoP3KXXfdEhcKG0G9C1++s9/3Mu4Zqkhp3uXdw6xsqGo7tDDfSjC48j7+LzPlylECMfdtBErP54viIF97hozjcdk/b2Cvwai3xv4pg9OrpTlLyZguX9AnzWSzR2RcPOS9nVy6AX6ycJvlvzDvn0Y+Ub5RhL8rl17XymcGerC7L4CK0MLeOINeuYZ9q2ufZE8D5cP2nkx8yYFItdvaTTryxOCEkwFhL6lQUm0qluirYBAIXCp+TdvzALMIoOXQYTYepxcX5JoRmwbF3zC/4h9uPLaszLM4u8AICK2BQAm6mfMvbk3UFWHeML+aKYbhL5fnHCpIPEdObhs20v3K3NzAaLkjdRGp4hmhieUVLVFZCw0EZAAaDxeunhx9759syq6yfyCx4IOysxL2uc3YbSsRBqMhIprM9XeQf3NV6SP91dEUUZeNfMK6RPce0Jr/IT8ibe4r8aFnlgtYPH+aKjhbDN6egXqnMRPT7KANBl50TaprCr8v8rCD9gXDuwbJLxPFfga2Kc9rwJ7I9x2foJ7zgeOvuysJO2LUlk76rcTIuDntnz0ds69atVHzqeXfgPkZFNzq+k+3D0mtcgLlK9BrC0i/rF6Cs8XW/Wu6qJEqqYSRPNMPYCkVhD/ys2K+GVduY5SK4CfeHBvax8vlDn803DKjcd1F+CXFkB1NmTVfLnvg31/Wbz49xr7FgP7Otovf07s+9eDzq9qr/3wzxUb/cYaeQXzNOFbpPKrKHN2Xjv0xm+gHnpB/EZPBusLGKeuo260b3ZYjclxWly8kt+87ax0dxD7DtSlWptw6gFFa++5i6H3M1tmcduPPxsLPzn0/nTwJ2Ifht7G1l3IMuh3ueZ4a2FhndlejCVgY1tpM5Qu9ZD1ZdeVZuNKUlCeAMYILHTA6rmTAYNh/sOMifdRdZ/g32wl6KGKGwdeTKqUNovERf6YeBEYL8rmEai2E9b35Pt//DvOuetUK1uOHHlzVEUTGMCKax/8bpjHvGmAvucef+bl/RO5G1Gb0gl+1CoJ+5vT0NDgttbT4Oc+/ZL8NQD93jjkBn9Y/xFA49OnyNM5XMgRwpsE+j7AA3AH3ifI10nmh4MHzb3+yypeMFZ+su47THWfmRXk0K7gwapV/BCmXuBeAt1tJqkXX/oMRH9JTDxghr25ICloEmwdSCANDLQynADn2rjUksr2D+SwvG/fEUDf8RvVoHeJGvsAfph7ZeRFmkccpCwlgnwAszgGm/NkkphxkwGGUjSsPgEZC+PjM9irbNvm+/m5titXMkpQYp4K7AOo0iaQik8j4G4SE3/s+NWhn0CehuSpwWqVl7f2RczC/9Zz40Ztbe31G0drZofp0FP8bSFDacSSis+Nxo6GiUpvNHMy/9oPNSD6WUWT+vqrmZfmaGqbPRX4qXWzzBySqRD2CO+TMBRv8j5vd1+vJn78OefMO7S/NnVESdskLxwCfQbvGztKLTYG+RjuDyGIEerOkU7ON2KEYn2CfaMN1jfaeeoYp6FPz84+g5xp+oNkllbgB72Ltwa/AcapY4CBgvhdDxm0+4aYOAT7+A1pH/N/JsmKj5nN0YGJRdVF+XmoMFqanASLtgOVljyHWEQFCMEfJM4gflmXj6CYo+WqgN9VgN1WfbDGVBMK6tdSgbcWhFxGMMsv9H/jfdCoXbvWe7mW2PdfDx98db0X2NcQqrEP3nK941+oh95pagJWCaautja1u0Vlx+gRoegCHD/PGYunaB+wL9mRzdKg7XLsoMZZJRrsuVBaHNfUFJ2XZK66D+y70HM3o4gzL9Cv/vvsA476A0rlclpjX3XhLmCf7fxX1ZnF9pTUzGZHW1uzo666utHBy3AdLozlzQWBCQeyoRKCOjwp7qInfxv+w36d9ymZS5hgH8PqCX1UuMRQ2jzNKGaaZ5x5R8xc9xqg78k/vPDU32HpWKMjS8n+wPuo71tHl8e12iee8Bw5dt9vxb6RfLH1iYqAy573LSbX41tcsSoaGubMcV013Cigk4Mc4rb+kDycQLmF78cAQOQcMNoS3ZQzoGsm9nWqoRe490EnJ2B8ehORxmPdM6PhBY19G+jqZU2Rlc9JiSvgk5gCF0y9eBXHtUOWNjRmLgUkBmJsSWamKUZe3PgsXNFZgIRxXNVZoGGpzL95/VzF5BEQGB45cfx4z+XCEsAaJl5QsmLqWoTqIZHHllGFd+e8Ko9K8bdBB1FlObt7/iqkP7Nkvb+WWQD7Rpbt31yFmwnXhiVWi1yLU2EBQR0O+B+wLxVbR/za8E3xp+wZ8iDe2vLxy1dV3bx58/6Ndnx7dzcXgXyQ9o1egk5K9bjXPULpXIyosRXd5yoClFrRX7APRmEesfVaCNcOBmt7SJIW3gdPrJF9eZ/QPkDfR959Iw0++hXep0Zgie4T6PNTE28EfgQOOIYqw3C2u/i4Y5/ceBXtA/QZ677R+rYhQ6/rzjtlHCwwkRIuO7Qv9A1hUr6RIy3mXjX26kWfk/wptV9ZT3ugOL3xXAD2ZePFEScxdHZMWsonkA7vs1Ym3qyqYu4PgkjiypO1vTdQsC+JDl9kPmV1Hd2Bj/Ztgp8afStWUveykW8byfwqcPWgvZeSalnzpPfpaXODvpyXQfwu37xy77//G9h3rvbMGWDfxjFjyXbk037ePLA9aSXX3b1646ckfu4qFw+PsLHjgoOn+Y03DG+63DHMK2x2WYLJsf0lONsAeuLv2HwWIhf4L882peSbj7VbEy157T09mHm+TC1qbcS+78cf678vPeBgkgt4n4hcYOxoLBTs+/j89erMtmJbHFKv2njxaG0l9oHzZScz8T47KNuRHWRGllVSao879pH2PeE+8jrPvKJl5LpvNNULmvcZ9FZXtE1/DkH/ivdt+DNon1h5pZeNSz+28a6Bp2X1uhd6h/1umB55Hx/7YoF94kzwiZpByge15syV8dxkbAW/F/FLg9sATFhb7QZ/G34QZnLt1KlDp9zxD+/H8wfhDwfJMcC+mFlAPvA+Ej818M6qIPbx3rEP3GXMlHNGmBVn3mtnKpPkOUlfx1Io+JbC1ZsA7CMCJkyaJI2VeNoGkffJ8BvEciGePHDjRZ4zBmBc8PIQU5CCOJeO6+caZk7muA3su1uUlV8pHg4Oo7kAooxUoYD4WLPpDdgHwih3XrOUOlTZevbXzFV+++H99cqJQkGwvpLcEk7IWA1WAXQ5PZvhGy9gPEIcfxEekRGHkZqab2deJlqvUgi0+fI/h6Km0tJ034qm2LsXa8Jmc403flzwiIkb9KLvrU/7Og2JfQ3dDfFjfMUugoK2hZx5hQaOlMxAHdbsDIz29Qrrg31D9Q0BbwA/JeFzbvw+UuoXIyNUET9J4pGRF3gn4Ocn+z7Wr4zyNzDLxwBJ8D5R9qkrhyQhK5wbHaplLgoC5Z8V79O0j/61QYP20188QPgd6aT2eKiArKGDBg3py/oGGKq/mp77uHOYHNJoZTK1K94nPZWIMw2SHSB+Lq+9pLB6vS0PcUDm8kD6wNVykJMvb75ARAy9x+fPX7W1sxOy5qscfb/j4yqXOUyob4HOj1xwhkJ4dex4dOZdTE8HsG/x4g3XznR0fPwWsO/bB93QusDVO2PUKPl8V+CnNn0SZzqtj8SvT2sHsW/g7LF+07QCJsxpaBP9QMiCZEegDLk7d2p7BwV+NPk2mW1NPe150Xk89PbcunulKLO18UcQPx47oNnjwu8nYN8BCfArKuS+r3p3O7CvsbgYUX31jfb68sbqxnIk/NU1O4B9BfWByWi5DLS3OcozUjdzvCD2PfGouk+m3YEqdpqkTh4iYaCtgxKXRQbtm6fkjcGCfdD2vf/7/+vJvaqbaK/uZfv3vQKCAJenrw1GB6bHvOlQ96U9/q0jdhS7tGkG8Imdks5tHc4W8ajswEsxzLqh8WL8WCHXDSXsc1lAZrpF5QP9Tn16qg/+Ef4Q/0cP04RQ4XofnJOZt0VmXhA/jnUxCvwQcbK1+7DE+Qn4wdQRyKesnOwAdglsakOkyzNrhfgtSNbx48noIoR3t8BE+meFrtWUBEdnUlAyD3hJZtQPgfxVlnRd725Ae3VFxYnO4z22QlnyCfqgmxKgx5nUZkffchwKi0rk0JGibW6ghCUlmbDvIrFwFXLUvY3eYnzCgfVV5hP3MsgjYaVKBPbFpaIzDrtGjMD0yTMkLpWgaAcThAYHu8DEVJ5Y5MwC6kdJTlVVSdX9izVls9HbC4FL99vOsCoR+THJhdYOjX2HYIYbJV45ve6DZNpXyQ15AnH9QPWGDOyz7zOAT+38hvbx9WrkIyn8WjM/1dsmwmYVsu8nuz4ZeuXQawiZXNgXG6lGXpwEOPTKrcNN0yInEC104aVD8T71ywzaf373rVs8pbMOi/WoPi7eB/Dj0q8v8mnsGzSk5m6TJPw4BPc4xPKJo7EvIUhaRwly0e25b1aX5OUh5hQvoviqJ2XeOkTnEmfPsn01f/7WTtw5wP5argL37vznnf/87rt//OMqa8nRQgPoQwmMOmSTC27c+Ou8D+D3NA1KVz7+K7Hv2nVg38N/Xl0Glfvs2XrNT3eHXHqdU+80yfdztXY4sY91t4tc2GfQPv4qIReSg+x/2kPit1NnmArvY3H4sfvtZ+82NVXl3+05CuqXur6VxO/Hn3/+/vtsHG4PHlAzbzZCrIoz1xcC/Pq9df7L1sa64ix4eesdjW31WPhV/1heB22fKbvA3lYeeMDhyC5vq0sqzsjY7EEIVnfevus+49KhJC5S1AGFC+54CLPSbl6lY5zndLRpiQsOHaR9KrLvNanhlTMHGjrmrDn0cPfv2H85llfex8e+E7EYl0JoxR82YOgq1h9w3YeIxTG+vLNFgbGlSwk02N8hJQE0wq0AgEhMPYwfHcJ89hCo1w2D/iMAKPGneP7Hx3PEBfp1xsAMpC+9wvtmqUUcwW9j9+HD6thLdR+xj350vizDuqESTJFHLtXTTLAn9llM6ONCUL0laAG215S30MaL7yWoCJWjmDuTEjFe1mLoJfbFdJ7oqUb4qE3RPrZSgviVyCQK7DNLt3lGKi+/qbwDk6HllxTeYA85mmcRxdr/oyEyVQL6tp2/aQO6EvjiSlIT2f2MIGD4SYh9VvSGJALuChB9a5ZQaIWGcURCgC8Gbfw8GJ8lGpHQwND7L22umT1q/LgK4xXlzGS+RI4A9i13SY3mYBPb3VAxjsRPRl5Anxe0Nkpv6OVriAR1X5KkN/flfaIc0YzOfeilP+wjNfS6EuIF+sJ9yftkx+enHhGa9zmxT+wfmiEK9nEPJhlPwv30aXe0IW022B9o3zhCH+ij19CyIWW3Ll/psnUdPz9MQ5pylWAf/bXqg5a5113iMoAdc/zd47M7QYwcFnXnoBkyGfonYF8CjT+BCg2Tk+/fzMy/WZWRG4fAbwj/NPOjJQj7Dej9YOsF9u3o/Oqrzh1D+4dHbmqpAPzdAfgR/vAGCngVoS54tISq1Ppf2fcZAVY5i09t6L1y8sO//jeOHWdqez9/CGfbKqijXOCnZS6L1LljmqH2W7TIWVVpYJ8nMGSRkj7PVtCnwA+8b/DZ5KDSA5tJ/LDnU9i3WYbePRc+u/DlxZq7eZX5NzjzftZR1JpJ7Gv+ub60tLT8e1n4/QTeB18Hbh3riX27ar7BZbe5MRM1RaWQ+ZVi4Wevby51tNHPixiE7Prk5DbEmtotcXs88TwL8zV43zCD9zmvvIzcp5DxOdXLhDPecrF1BAv2KfBT677pzy0X7Mt5OefvTyoTm0TU68y+NfR2zNn7EHcOhOKHjR/9m7CvMzIS2DdkAPE6ZGrEVpyvAHRb4ieMASJi6Ajn81gKsbbg+NGgz7qa2L3PDCx2oyJBEP8ekAfwkwfxr49McCb2h+c6yfvk0jsrBsBX8cGs14l9BvhFEPxUpMsLXPdRtKeUqFzdLGWEFTwcz7y4AOC3QKU3w6b+zDOAOxOT7aNZzgryh/8uAU98PJVTsFhLReYomNnl6+febZgD8Jt1pKM6N+uK7PpysxT2Zcjur9iGBuZE3jgIhQA+/sv8fJJDJJWWlak69q8N4jek7Py2HltlRiIvujyrxDEDHWBrNmHoBe/D+q+AJUgZSMjkEp0NSvK+5hTiqz1VwvXZiYn3ryoB+L36Uk3NBONDeaYCrtGJ1PlJuJjAXzxfhviBaEgfo08dvPKKb3fkYGc3ku5JUrqXR/R9Si3srcPfh7pZ21RkC5Hva2/11ZsHEdni9eV9xoPGDk3YiFL93bEvVGEfvmDlpy+9AaFu1g75MYPhNe3z8tlf027L5MflSvvu/UZogfyGJBv1a53kPGTILyZeaPzI+4h9lKsky95PGYL44G0sWeYHDr+mmzfzizLzLUGIYJJ/x+xHOZ3R4IaNRPGV44C+O51HhjOLMRbqFpA/gb7/5PD7D24Ab4vNI01sKb/C+wzk+8PinDc+7e06+eFbuHV8/gl1fuB9sSEDpZAWtw66+CW4T8WZKmuHUdTrqihXSnV2/yziOdh15hXeR5HL/oTsg47NPHeIupnYR5ULsO/YsQsXempu4FUWC7+e43e71hdp3vfz96VIYj5w4CfhfT99/3NbY6Meej85vr61rgAY6ahzILu0vrmxtQ3C5vof65DzVwelS2lQQWtxYFt5cupZ8r4w30f3fc51n0pxUfI+prhA4vJL3qcULhr7/vAXoX0y6q5RRw5p6GBLr5x4pRBktt/omOVpvwH7cMD3HemhiV/k1iPY4wL7Vob6+YYAW7EFxJ4nkiFBG0OF/zW43TXe7vfWHLfd3woFf6dc8KcUgE6aCPibdW5WBRd+FWR+5xTvmxWDSKt948ZHjB0ToHOc0dBWgqpxk4TyKUtS0CQZeqnxWyrXDlEnJAU+syBQApwnrU1mlS/mTrM5GZ4mCyZL7NOqOMXE5eeD9wEx8FuYdfTDIsAZdVw2wb4swT56OoqLUxMF+zJE+QfgtPNbW24hRl7E0xvhSiI1Cwkp27k5Lz8OBa/0fsThMGIFzwRgpliSUuIgFrMwIwTYBwaZlJSiejMpI0whPcQIHAejgTmlpDIRE29iJU8f0WvvdugPzNvdcD8uIesbMVGIHx2G0E/Gz8SL0CEQv4Cx4gvGkddXNyMNHqgjDFRLEZy9XGXwNbgv9oUb6OftGnoF9gza5+R9/RXv8wLvwyyubrtO2jdDeJ+BfT4K/B7hfYr2patL7+i+6CfQN0WgT5xxXj7n2zOLcs24PKXaum6UDXNVx3mral7N/AYNcj936GAD8r77ydlsH+eFzCEH30CFfU3QSYETJic0NX2ZjX/f3p71ZrVt6TE0O6tjcHK0sv4S/LCRyO06fhtbvttz8cfyQs0Wz7lcfcPtIQgo2HebLo+t5AWCfd2/gn2v8bu97777aYdg37eff9J75m0kGtx+RS7wYWEa+xZprifkx4V+i5zB9frSyzFy9iIV7Oy+7pN/GPInzKHQNwP8xNR7VkL8Lmw/u+cYfGyf7U67XpVy+SjBr6uwsFVder8n9hm87zSxr60xC0Pvrn79PoGnrbgc3UU47pb+CIFLY2sxsK+8mdH15eZsfFo2N9bZm5MT7ecHOm8dzm1fX3WfPvOODmYfOc+8y5W0ue+ZV7Dv2TU4dTx5OOfPT7KQ47U1r+1VXl5a2aD1g4335VpJCX5i4LxpaVwa/kbsC2HbDsYMr/nIFpWhF30QXh74fwzw8o9EhWosi5mx7A5Ihwu1gcoW4h8mXacCZo5KuSf8YfOHJkYn/h1yXkrwhddjgl9MTAWn3pPEPnh7SfzY4BaxkeAHVUBXRglvtOwgZxqHyFH5+o1dHzZ+CdEqyYpFbQsmMaQoSMTPoH0MXilnfVEiRtqsfIT3Sizlldpz4H0NFQ0Vs2oLPwb2ceIl8GVmKt5HDUqxDSY2QT31xWbn6ddmy8rctq1sEIKcGEgcFc7WN6ANbGw3QRB5GLYSMktSLBaow/CLYd8Xh82eJTGOZbCYe/EzAMgkQh7Bz5wI0heXItLryqqSEsRj4SLMH+fu0ieODc89p7bCIxTvUwa3YMihhYAfwh9lAhJgZORVbZQkB56qKNPTCBQ0noqP8L7woa6Vn3Z4GPCnDh39se3DV0pgtEcX+VVum74I+TLOmHn7qyZ7rvwU9kmPrQI/tfTTAr8AN1evfKd6+5AGg2vxSJ9bWUU4NuFvqKOr+Mr1MrYBSkqVYN/XU/82fOp5VrfJuVeTPvg6RJg4hPu+L+9nyyLEIVs/KqD4pFmrliV4Gt0P+rKdB+D2jg/7VecHPZOAEpZy3HwJfdFq5Uc/eKqt46s7D+5g4h2CxAr/yDGi0xYZM/APAHj7toDfbX3v2Lj1V3nfa4J/6BKL+eDyFWDfvW8/760F9v3rn7e9WepCs8NsFd+kAlwWqXJuXjunG6bePhs/4gkWZwt1n7ehb5G+i5Gem5MPHEgQ7JM8l83bKHLZvofYt+ezC0dGLK+tsmLmPd5zpXpXayPkzSB+jLGC0OUnjrw//fTNz812dJOvL8Sht6sns7HY1IwTR2BpfVtjfT2iXGCAE4lfcwF4XxDqeh2N5eV2+3537BvmbmhzK+sYT3nfdEX7MO8K7+OcP08dvFWIC9y8y4F9OX9c/Mc/spQXAaVEvL2a9e1lReHea56/E+k+oqxjljMX4TfMvLFRaA1i7jpG3Kj5W9Pit+DYEToBU68H4jhB/CKWsaVNxHpesTMCQgl/3YegbMHnqGuyVY6rQ4fl8LHhlNC/t/qd+XTDmb/26/fXw078O8wL5rVz5H0fnFO8D1OwMD/MUJHpAD8MvJWViVIiLeH0okNgaukCSPuWirFt0oJoeaomRU96hvOKXD9I+7BRK4AbxJQCmRbFduRghLPr58D73u2u6P6AtI9kTybezMysLOzeIGyA/K44A+EHivCh20ooH7EvNzMLeQQ+PvoTGxanKCzTamog7MOisMSKyy7zYkoSAy0M/80A78NOz8T1H4IEobGBMQQwBx4oo3RGKvlhqiQtQP1iheQPwGfGgjG3Wn9UDk9kd6mYO5aQ/OkHY/umgPjNEfBbOWGsRPcp7BtJjYvh69AqP+f25dE7r6FiUZZZZ5Rpf+eVV9R/3kOVDto73Fdhn+Z9CvzYMkfYwp1X6VIU9oWLm1eKHEND9cJPUT+NfsbOL0DRPrl0qGtx2eXCTFsH5eDwFNqKr5exCoUHD4If511ZObiDn+FxI/r9xw1hdYEO+jQoVrYyzJHHDjxr2PGMhUlye3Z7dnJ7R/Wut05ebg+yYA9hdnAJqDZ+gQ5JfMzIv/wV8uWPDAW59/KNJe2bQL4qAVzkeBsR4lxxuxO0D20jM7Zu/CXvc277oMmdnPZBbRf3fd/+8ICRBv+6Q+yTs+1gBVzzFvlN01n1i3RzrxP8nMRPgx+mR+RfzQtzO3WEKXjcn33gQPZ2gp/Cvp0G9l3Y3nNhz8WJq9+9fpPHDvA+iPU49CriB6ELmB953zdMLwX2oaWyX3V7a2ORuRz23hRHfRt4X2t1Mc4ebcA+qJ3rEY2FIHuk2NvseZ6DB/bFPln3efThfUriEqwiXDDxTuTIG2yEdblhH6TNOYv/8vv/+0k5765RUc1Ma84R1ofbQg3Uq0A/T1QgQyaIX+83YN8oDi2DXOBHgR/sOqHjRo30GDYgxAucf/6O3fPnhvsMGDYkHNu/CL+A9JUgH6cAag9P9RG2HDZ+3cNkf8C+150ytVPybj84S5IqKgzeh1SDWUePyspvzCjs/K6dudIh9ZCQHUgjr9RRAt8WUOKXTCcH1PpY7zGq1BL9YgJpIbP9EOBHC4YVF4+kRBsMuxnwtpvjRE93vRNqRYDfB7WFXOAV52rWB94nR19eOorjzHKCtdm0+IUgCAzMvLKTKc1evpJQEolEo6goxBbAuAt1TAqwL0PQLC4wSWOfBds/YB+io5OC8GNs9NALZhXs40IwCf9JCsZgBiiUJDIxC2IYu229/qu5Mkumg+DnAH0j8M1EjX4jmHEfwcu7Yn7SdsQMl8GDNfNzRvhJZabr6vbozOttJO5pw0R/NewO0g42b6ejV+XxqXVfhHHe1Rs/hX2x8uzxCQHzo+BxaLi28ypts660SBdT2wjRNKv0T8S+M89qgtA+OXV4h4D2FdkSyY1TuoB9thvnB4QM0I2owzXwSXubtyvVSg+8gwaV3brxZVNToHTKWxx40bRg4co+FzmNNSUnf0ng+xKBdaabXYVvvfVWESw8yO5Dy2nCUulCiGbZS3m5OSW/q7YWtG8ufl0fNKCPiRiHyC3m2CN6aworG2ZsEpFfSwt+vGkTsa/lEd4ntE+I37qZo6cdvdHx4VsK+z75/OEPd1rCGS8r0nNI81hRtmihnxS0LdI1je7ELyysL/GbPXa888pL5sd3wAvfwCdOHziYfXqzLPw2S0k5Z16QwAsXwPxuzVqz7o3aG0wzuFFUyEMvpl5g3/c4dxz46Sd8USKXzNb166nwe7O9sTGrrbRt/a7q+tK21magIIo7kOSSjVtHQXlQkL21GPXmza1xaz1GDuw78/Z1tKmiIlVOwgyXicC+iS6Ji77yLlIjL7AvByUdf/6zdI8juO81DL7rRNQMK9vM1Suu3f2dCuj1mM2RN+23YF8sXnQhrdI7lCFDp27CJ5dgX8CMSICfx0j/MWin3717ftTQAU8Mi0VeKYpgIzH9rtxyTXE8Y6xdMecwwZCGE4Afh9+3+uHtGmJIodl4mygJ6Hv4FHrl7vV7i7s3alxE83cUO7+jcuwdNSq0tqvrJq3nsOEwgZ5XDHEfAQUZyrZUTL1B1DJbkFYV9AwNSybwPjg6GN5nxgIbEEjQSjEBBFk8bcu9XsEL6bnucx9nKmULKR+hD7zPlsp+Vsy8cTLyAvhsWbla+kckLGzfX0PoQ4AAPAvM65pfU3M331ZSkp+bX5UH7EsBkMXFRYP35XPmNSH+BYn6Fik4Ag4WYOmHuphUuRvz5sEDh1Wlx8Qx8MVqTTWQr7Cq56jYHgX7QPucvG/EhDFw8EKINHOOgF9FulS9EfvUocOoIte87wnjudjnzispe+HehnKEN43+fR9K+WxkSOn6DWKfXDoWOiGQt45RscapgytQn6Fu2Ccbv3h96XURPwV6gD+0QE5QtA/YxyvvjfV4IUKMFP6GUrh+td8oUxGlgyQ4eqpB/YwKIzf0GzRowO67X97ncsTB3lE8rLD0mGTfp7APyFfanl3aXl5+uetjvGr321VUUoX3Q6klu/4gDTSnMMS+ACNv7R1OvO7YN1pVt9GAx4wa/tlaQjHyEvq2Avr+J94H2jd698UbHR/fuyfY13vmhx/+syUKOgFPrQJR9YwSXOocevHKN00VWQrvU9cO7jT4X4T5z5vnfukg7SP2eZ5HAOmBs+rasXOnM75ZoG/PhQ/2vvba89d7eo4ev5GrBX7q2kHepwy9P+HQ24i8PpRU9tt1ubW4sS27rnDXrmYU9LYFtgH7UGOJmkrYeR0Hyhsb7eWljtTG1GMeQkBnP6Hiq57w1LzPyC1V6z75Q8nIixoaqvt0ep++8hrrPqT3vZZzGEfeHBHzCe2TGy/cHDNXzJzzfq2qQ3xi2ECo+4Cfab/BzxsryxYJBif4eYTP3cr+gdAJBD//EE/PkKiITVuPHDmisG/VypUbfUPU+WtjxT21nLp2Sjk70FH6UB02rvV7i2CIn7/36YZPkUSKHx2m/vnaBkHJUyKOaWh46OJ9sxTzGztq/tGOOKuU7yJnI4k5BlJLmcTgZsQ3R0PRR4u6YB+wJRpQCJU+fiohgXb0JIQZYM6No1ctL4/hfMLjamNQY9jQfa63UIAPlE+Qj9iHiwjeJ7MYHA6zFoFSHkr5hzuvbf2VbTVe4dI6qYq25+8+fxcOXQBZbm5lXgpGZuj24gqiLXHCWhT24VMQudNYN0JmwzZTU1KqPV94HxOxksy6IQSf62gEztUfj2pcZ+4a2AfkowheeB8qs0fDwo7gP7w2GeBH5ie8j+in40p1Hbk0BusIXXfsezuc0DdU8T59uXFr8FCON5enzduIYR4j2Kdwb6GT9mnex2DlELHgqsQXUCOKm9WpV+DPeeoF8gUzvjTASfs48uJc44ORF32wUpZXkMLJt9h+fL8KKcXvS029wwX9vnZmXTkn3v5Daj77kro+B/YgSUwoSMRClfIAeb1MIO0rxds3Ny93FBe+2e+vu/pVf4gngc2KY7CS0OPZJP9d/pXa2jtfHRkuHZjAvogZxL4A1hchzBmxC8soaR7Rgu6tKZx439v6RcvGlkdvHSJsBvbNmbjvYs/9jpP37t0j9tV+cu3Bdy2xQ6RXwFPrQMK0q3ehlrlNQ6OFa+g1eJ9ifnpQdnk6ZNuHit6BnsMuAPv2bDawj9xPzbzHPtuzp+foXizSPj16tOfWDRE3tynwA/Zh4Qfax43fNz9z5q1Wx47PG+0w7MLe2+aob2wrr2tE0HNdY3N2KRouk5Lr24rRX1TXWpxx0WOwO/ZJZrPzzDvQLcngOdVJjiCD5fTzPqdWnPOMkZcCQNo69v6FkaXI69Mx9aqfCO1Mc56ds6HXuCZ7hmHdh6a3mMfP7zshdREiqVcrlJDwSFA67Pvw8Q2I8ArxDPFdJti3Y244PmJRK7ekR4bIeBweOcWpRHvI+8ahh/3+ekhNvytUEwgQ7ykZfjdQAbgBKCjnDwTFvIUzyYoVxD7j9nFUdn5+i+bVXLzJng6upy1J6linaikDA8XXlrzgRVo0cfAgQCZFvwqrRzS9bUjVSWLCPHTNwBVQLMQZQHeXL/ytdhawb2bDuQ4eOtS4WyQPQF9+qqSV22jxJU7K8ReoKGNvbj6w73wNrHnh1AsDBlaR9eEsC1wEpcy3JtrscRYrMY/YB0eIKbCAxa8ovy4ItDAY1Yqcb5RhpjIuhilZko+Qwn+UpPwMY9G3KxdHE6QNBosEfjR3IkvI+3DtWILiRDkuRCD9RUR+VPnhJOWv+9rI+wYyqFmyrFxhLnS3ufO+cMlERsMAQom9hfY9yvtc+j7VwGbElvqphd9Cp8QlgrxPvXAOUhCkiV+fhZ+QP4P3BYxWqEccIe3jihfWIt/wkSFlXevBwYF9qV0Q2aWyOihj9wDD2eu+88Ox1wA/I3F66KDdd5va5fKvKkYZSWG2UOBH7MtuP5DdLuB3+ZuuXf0E+/phsHuztQBJVixs07Y2ixW1Fl/d+er2fGZWoHPPX2gfIDtYsDpiWcQmKUaKiWcqFxB+69aNlza2fPFL3icj797Vs3p6jt2vPPn2vW8fEvt6PwH2zQ0ZiGF3sIeT+1G5oq8dytaqwG/RwkVGerOR4qepojvvkx/j13piG1XKxD4xtdHgQU8bsI/XjiPPv/baH56PAfbdvbxe3TqUvLleFn4G9rVB3Lx+PYjfV58XpqKco626tc0hApe2+mYAICR+4H2ByXX2Nns2yitT7TUCb7N9FfY9UtE22AjvY4qLqmebSIWLgX0a/HRefTB5HwqK/v5HTfuo7lutln3PYuJd97DG6IL1mL0Q7Rf49WKWP36OC/ul0S6uvJKYekfS27YyPoCv21Ow8gvxioxAAsDRI5tisfAbiYDuZT6soQX4rZqSfkrv8+7xuvFXUTgfUozvmsI+/PjfAX8b+C6fvvApGtgE/u71u8d3A/bNaVCnX6V02YeAp4s3accNFG0ftQeBKKKMFp3LUqa5JCT86RlInpfy0gt8iUZ7G6Axeu2CpRbkuFSZLbx44G6bkRIYxBsE5ldImS93xkMZXNF9kneOj7OKyPoIfZmi78N6CTCnOKJW/TF9T9AvN7fw4vkySWUA/iHwa27N+XYbFM0l0ERz6LXiv7daeL4ITIHEBQwPqdEMvoK/2JQEj28Kq32tgRYNdXBWMlgwjh4Q6gJtxokjy0rxM2Km2VsIictzpH1LnLRvOtAGp/BxAfGT5d7RcAjG3vH+OkRVPheQ0jwwxC3OynMAnXcjT7hjH2KWVbnUcOe2T/JcnHHOhpOCFePAGoE+jLFO3ue+7sPrJuzgIY9gX6TCPmr8QtPjnQpn7Pu47FPIFzxBH3mJfRh5Q2quZGLxkErKV4CGiTg7PnI39huOEwZkKfBzlqDrTFMVv1V28W4To1qYXFbA2xJei/AsikZ2vWDfl+3Z32DkdXxT+zogT/4q3iwszMxw4GfhzkesAfgfm6nQ6NP51e0dtC6S9sE1OE4uHZqmRizbRNYXHx8zAujHyX7re7+YeZ2mjpy95z64e2zt/aorr2ve19t77U7L/HnT4MudN9DT8D+EaZ3LIqOkFsKHaYbGL8xd5kJzx+A+KQYK/YRs/enAwdPbGd9yVmHfWcG+PcfQyvvZxW4UYOTMwq0DdvZqDX4/c+X38/ey8BPsay7OwjYQQ++btx602prrsosLYWarx12jFKHNjrZGuwO23rrk7Obmtvrsgsa2lOgQ+c3Mnv2Eq6DtkYo2WfcFG6cOVDEsUTPvNOe+Tyub05YsX73uZWj7crSVVwy80tQhhQ0QNT+h9ziicMH2EOPzb8gyQILUyHDlIifzA5/buHLl5BEAv4ApEZhvgX07AH5Hds8dOmTYkDErV07xZTPPkEHekVPweh7a/UDp0bo/7fMr/7BCsE+nYR3CdVfK1z7ltxu4CaRNBNgn9R/c/fHau2/fwvk1Fy2VXJQR/RhcilKOtVJGxLsHkgsSomHqRWofutuioeWKBgZSw08ITMK62mzCyYOO9PxEE4dQylVA/jo+qABkVJz7MFdWfZlO4pdJaCwh78tAXIu6cnAizhLPh/xj4cWyGupavMLDy4AGNTvbMSbTyMYbSUaVBYoVq4mjbTQ39YnmQBN5H2vPLYgShNPDGmgtMJmkEQKf1NZAUbekZkjSld1Y9BWloFUGBo+qG0eZ8Dga6z7muYwQ0seJFzQL0Iekg3gD/BoaYsaN8pqt4vNHisI5ZKAajzw9VXqkCP768D5u+/imwE+uukaU6SA37BuukI8P+JjHaOzz81voEjePlzPvSA19Q1QIjIv3aean514hfnLmEAYlrE8JXAh9yP2vyc3ML87N4EGoI5HRY3GpGKjwW+JILWl+3gJ8U8uUzFLX9yqNNm4dTfe5IzaJK9dagL/dRJI5XHeDkpExnP0NuF+7A2lSf/0//4ecr9DWcf9+E5Z9bMKCAgYvoJx4M7qOo5Nyx1RSAUzwULj4Kd7HM++4CBXONQJNRfJVpM3vbcTU++itQylcct44d/fu2qX3b3YR+x5ew8LvAbBvXDBKKCZO8/JQ4OepwU82fvPUseM5RfwWPRJgajC/PrpmhvwJ9qGRd8HpPQb2bZb0UmAf+on2NN0l9j15Dth3vKO6ulATP+QZAPuywRd/+ukzLvwas4rWF/HYcaQ2K6veXmrHURhJfSB/PyLOpQ1o6EDVBzL82tqys+2tBUnHPNQ1w4l96kXXQ0WWDnSp+5jcJ2PMct463HmfGnkpAEQ46973f//3P0tg35q9qoxcoltWz1wz51qvyzI8eOz0GGLfksfnfZ1MwGQtoipjpYtSQg0mx+M1DVEEtI3GRmzacYQbv6kYdn1B/CJh+Rjk4z11huSUItWR5K9h5oY+v/KZQ7LvM6IA8UMZfjdce6jMqm+R/j0UYrhCCf9mKWtvTQ+wz1xuEVEfs+kx9EolEdbRgTjbQbEAH5vIm5NRzQsvRxLM6zh5cP2HYQdF5XjZZ9ckIsvEPZZSVZl/+YMK+iKuf0jo+xgVzIr34dtim8Y+rthtucYyUMmeBQmBfWVqCETa19SabfeZdk/fb35GZQluyXG2DJQ0w64bhIkJGQaBuHykYFcZbbFEm+kIFhTEEpKnDTQGw/ABJQ6NvWZzlrHoY5UgpIDmSuz7ptP8A2kzaZ8EOC+RZR+j7hX2Afww9orKb5Sysmn088GzzWewK+sXU7BPn/y+t4X1hWvo6HPoIHbpxLxwVZNLkjs3du4qlVqqbR0u2qfOvD4+Ia61m8K+VRr8NqoAPyfvU+I+PfCS9rGpD4ohqTzZnUXeR6llRgGPQdiZZhS3l+E3pJNRRw4NZ/v5cGXtNcrLhQB696+5+yVq+qDWKy+gnQbHklT2cAQy/TE7+8v2b6Bk48j7+n//HzyqP7xy+QYsrscWkBVKhj0LjZKsqbbaI5e2vkPrIkdeqMcj/OTUQUEOQ1Yjxm1lUVH8xHjwPmR+TKC6+b1f532IrT90DrQP2IeF3399+/BM74Pea9funNg38d3nc9ZNHD/YUz0083Nt/NhmNt1J/GYb2Oepcvzcgvuk2jZssBqfce1IOHDg9Etq4SfJzdJVyYXfZzfOoTbuyXeP0NhRXU3ipzZ+39f/WA+FnyT4ffP9zz8WZ2Vi37er3/XrhZn2YrR1VFc347DR+jMMb/UoJUdsc3NpaZu9EdpAqJuTdipP0Wwvxci4adbK5oE6x0A62qSnSNG+5ROXq9BmjX2zndiHM++awxv+Dtq3RvQta4T2kfXNeXbNmr9cc8YlcN03PYZNv9gdPi72zVJ9Xyojt79UofoMjYSIbGU6nrokfl5esZHzgX3HSfw49G6Jn+GDidd76nyInaZIT0cE/vfd6Q04+nYrU8cG6ppP/X+kvXtc1XXaNSwlM4wJQiBHEUzlJGccTgKiCEShkAHqLWoZZJoIaAAKYIgKnkAcVZAoxEKI0igEbzwrKU5GnnJS0zG1ytGx+7k/4+if71rX9/fbbKz3fZ+Ps/Gclerea6/rutbhMzXzvjZZYd+s99/f8d5O/f+8E+zvM8Ag13/Y/OHB0TfBYdP6nuwtqh43kumTAD+ErIm2L0rT+MHUixUfOzxQQg5pKt7sMfOO5mkE2lTwvgCvJCAZfbIcQuFqy0n9Zt9EED//+sx5WWrc7Z95wQvjZN3HbZy+DZynP/DTV/TU4WXmBwAc4od4+ssgijnAPmQcoAUuONo3G6ddX0a/UNAC/wZVhmj5DeFCkqH50ZGOQPJcCUeAhzdAdlHokQuJzBmkL/q8YCeF1CUyZEv25U3jJelHzbwqvR7Q58FODyt7zLx46YVNoL9j94maMBcptexHP7P+bkr2B5tR9zeQ93HqHWbAjR8kr0Cg7xk9wG+YmoqH+i2J4QO8L43hnRrbe5HIZxAlWxrqc8V8K4oY/PzQfMpclqrUerl2iKdXOxno0Oeupd5bYN+8Hh1pRVnB0Qj6ikb1AP05IH4XyodI+DfenS3ZBgI8lpPHUBw8+MXQH4TADrlw8OBBieBD6UZcrhduVnG58gTCkwYTb/XBjOqog3fqL/4bj+/2nlkH9wJ7yHCVz8vL5XoxlyrMpGN9rV9+mZ8u0KdGXq77RogWkRmroaGuYxJYVITIeoY0QJ3NcvWSpd/+Dvahl3wzRl7MvDx2IL/v9tdXvgbva00YB+PWxskjLDR6PniwHlMgSEAYGL9pk57YMmmSmRHxE12gTLxmGvKNlXUfAacKtWzbt6voerXwA/Fbux+G3pMfX2uZCuzb3IQItzNbiX3d3dql9+FjtfDjoVewryuz4viglutb8XPauqDw60ZZW3NbA0hiQ3djVENDWyVULzj4ZkDuF12lcNhi7EiDuu+5/uw+o64OPpnVmfcV8j5paFLrvpcM2PfquI1f/OXvf5slPt6NvPFS5QfWB2nfZ7fNOPH+UVO4uGAvkEDa9/QaF7TNWGvYp4q58E1rd23jh0OWh7U19jcIem+6sCvWDXorn+LZDhZYhcDmKFULodxB4V2v0yeRHtSa3ScE/7Dao7Z5EJUtBLedcvmFxuX41xC9IKJpJ6ffD8gGtfg/vJTB/sISNvV8X8pTKHUgyKYC85M4IhjSIUWQGL8UAT+IX5BY4ChGNpQWxUPwF4FQgBDPcE8aeVFZBH0JzhERIdu2pGa1EPtq/D8X7FsBXt8/8gImk4h9AKycrCKFeHPnKgTUeF9djLeYCmKG1q39EDKWpC0qtQri5ojobMeIiABHwb7sCFZd+zoC57B1AmWNDObMS+yL5HED10vI/jDvYh+IF6hh0RcBakhZdkh2yJbvTwP7CHsYfIT3vWqO90xnO1wVvFEQbm/n7GpO4ifH3t01CfZK36dXZppJnrT2GMtEq4FZBigRH+o2dIC6b8gzhjQXDpc89PLM4ecnwBfDiZfYp8+8NjZBNsQ+CpI48vafW+VJxNuIED9hfg5LE0XqEibmDge1N9MnXopkSB1xSAL2pQL7IDOitpnHiogIYFJRb/kw/mP54MNbHn4y9OockFWWF85HSuNGbgPeYLxykUcQ51UZqS644H3QNB88eOfOvf/933//+PnFdcfVwg+PzLm1BcERqfOaiyA5Dz7c19oK6NNo3xCDuo+hCwr6nFVBZRhpnzl7fJ15+c0v+R3eB0v+zBP7Ti9a9eHHgn3fAfsg3Cf2TZ8JUrhxnIvpYMODlRYvuZDmUeq2SQU4v/SiQd7cj32KS2n7Pm3dp7DvuQ2QN29XCabAPsaXCvZB5XLu2uUTiMWbCd53+thWRfy0YwewL0MJ/K7R1dYtjt5B668PwpmDqNeFWRcw2NjwEM62Smz6Ggqj2poLCxujyprjHAer+XvSWL2hTcc+deTVzLw0aAL9Eqjue0GIn4H3TdJUjcQ+83GYeP+24DWR88m5A9PvHLHx7rjd9EdNtEqFi21QAu1xVMs89b7PSkquVdmCLLghHLWwQ2ulDL2YaGXTbbdmV1PrrjV+ln96PhRmX1vontLwzEbwmh2e4zY2+JuvCS0BoKG9IKym84SA35vEPi3X4H363yhtuY3Th1L+kR4C+4Qg9uNf8Tj/09+XJm2h659HW0/aeIl+2FrTkh6+EMSPGz/61OOdxNIBgbMvO9w8vbDopqkDyaFJXr7Irk9K3YJRMjpn7rGmJn/Ny8uJN3MA7wsm9gEko0u1bZ8mf+FaEN/LPLO+KTYtUFZf6w99iBpLsL4tCIcpDUHoC0brgFygWwhQD04BDly+5HhevNfgR6n+ozQ7l4EHGHkR8oL7LoLi4gr0RR8MbiHsE2a1nBfWfZsw86hLx6tkfUL73AUi2H0L5kfwmz2hRoGfq628v2rmDsX7LAwPSp4Halzchhmw74dhPzwzzBDiJ9AnvI+n4KGCfDGxMTD1gPaliYlNeF+Q8D6ZV+WpY5SyTNAc6hco4Jc2oK5IzbxjNN7nzA9JnLaip8OCNZfrz8xjmpjUS0VyQ8A/w9Sk9fQRWntrAEjBTQzaLJcYgR/R75kLB6V4CPWJSIiNjgaHjEYZhwpv4ZEXE++d3ns//utfP775NZ6W2rWjtjYT9h9oAZmtHRx3+HrrpS9L0pfo2OdtS+yTimH4jtPcxeHBkrZEoX38/bgyhgZNRj//Hu97eeaeph7UWH34/eF130HcfPv2559/ffPbVv+azURGEL9+8APzGztJu3py779p/CYJ9ZtiGHpVVaWJ7hUbayRxoaWH/4mqdjC46tUMc9FirE6e3A/sw63j2sedWPhNlX3f1q360Avsa3z8sCxDaF8jTG6o7Ohakclbx/WtwL7Gtq5u0bZ0d5PvtWHcbVQ7P8/uyvCi5qIe07EyaEwi7xPYGzl4JNd9ZgbeJ7Xk8nxGYClwz1+yDF413ve9qElcXql57y9/e3ujmnUlvQ9GNnrZEN6y6Y9KsT9SMlzsx4P2vepPuczT3zrs7ayskeSCN/whKiRt2POWHnCNzkbwMpLJQj3EygDiB+wD8RvlgWxnO7dAiJxsQhG/4REKX5LzlUGDlvqUgPfXII/NeWlHp5C/1/EkQ9kkjb2idp4F7bPYO95/H+JmLP/OAvveVMZfHf1m7e7s+2YLsAXJdtsEyUZz2pVzBhpmoPGLT0E728L5jB8ajR1fAFJL2ccwerQ0FYUglw3ppaBXOPtGJ5VmI88vLnVu/Xqk5tfs25eJE69AnzzI/nDqACYhvJkh83Lb4BVE3wZy+F3RW7drUwlErekx6+tO5xD6SksjAjDxbgkhQPN1ijk3Wu37aKljUyYa0h05dMdx9wfs4/2S2j5AHydig5Y5MzUObl5P/PPgXJgRMPI20dsDrgfep7nahjs42wn0UWGN8Bb0uEGArohfZ42NBa+7yjvJKnIFfjIDazEHxtg3tJ/10bU7zGjbR7HIKBXERwiLIezFEvlA+/LdQ23U1AvoC9LnVYV9CvrUkUQOJFgR6thnmHrNJb15uIPRoUOYIz0dvL8MBfZBM5QXEaKwL4470ZC4nG9ivNH8bOttSwgk9YWnMHBJoHc/8Bmwj5y7oQ0e7Di8l+XlVsKvRvDLiIKHt4ys78f/+Z//uXWT0Efsq8g8unfv3jP8e4njv3ast+/IJZSzLcF/UFYAbpJB7SxmXkw3dmmhcvYA+GGIl7s15dnufH3kX38C+1A4gY+ZeyauX7vonVXAvp0K+3Dv+PaI/5yZxL5ZYXZmg036wY/SvSl6ot8mLd9gQIKp/DQli9FIn3YFFkGxicnIDWjgaD+5XFQua4l9q4B9qxDk0n7tmz4MvdMmNrVcPmOEfbh0PH4IZ5sI/O5iBCbvywTv67tem1mLs65QPsQ2d7UhqRSuNs+GtkZYehvzujLKtra1lT9vpvE+Q3rVSK2d0lTjfWNR0fYqxhdVSQ7cm8E8u4RXtfwG/dRBBaD5p19w2wfQI+ET6JuML6bPkROvUqwSYzHyjgd6Avv+g1vHLljW7KwsRsn79hB11nMbFuhDXxuwDwomO2KfXax27XhmlHfi7DE+KDQPtesYdCWGCT8+DjWDBt108MkvwUsrH/tvj/ylJ77F8Eve9zVULfg4Puj4ZzveBwJ+KrcNSl4o/CPve1PlHnD9JxC4+cTB80gOhQjOK6QygIpmhFf5SiSbL6PYRocDBOOXhePAAbxD7lo8XW3YBOK04RXJig+8cDCE+rKqCIdWavbmfVMX65pYs6+v4OhRTrx4KPQDumHlw/suZHfBmsKFwKfmYhG5rMhcH5MPGRftLT1gfTxxBONggVXiFoFnaPsisM/DkIu4guhcT1/ccaXXEqUQ0lsU6eToRS4axww/rKOiow0njnl85Xl5UvwHTXRIMEoVNkEAwUorKqKGy51jhLO7Ny8UzFCQ9JYRzDfQiF+nv72ZRvvMWE/OtHq1AdSm4OfHtg7APqMjwQ/DnhnST/sIfTh3DFHBKeB8xD5+JvgpC28QcC9I0T4XhjZbuwn2aXtC9e7pF7MkJl2BX6gB/HTiN2a4gj5X+S8Q+yS/CiP2+mPz8uLyUoPhxIEbmiE4eBuJTjq8nmmoGI0DrQLVwCvg5+3np188ZOZtORjJjt3K3DY4QuLycDTJ1Udeke55Huw7Beh7cOv+j3Lnrag9eqYIw91xGf/wP957qv76ka+OfLkmZolkpOJB7JOyTRg4pLDI2dlBqpYSE8zldzPcVWFf+m+xT0lcXt4zsalnFYbe83v/zdD627cvfn4K2LdnpkDjZNexpgrO5EsAhkoilXADwJ8e5mJQuQw2MXkC+9S+T8O+wYNXbs/IqF69SsBPVC4bgH0bPkSG37VrLZ+B+B3Bwu9oBX77mGXVvu/x4+bH4mtT+75mFd2MfV8XynqbmVaPdGYZfRuJfYW4cmDPV9bVndFckOf5nNA+SzNbM93PplBYE7joI69g36tQ98HKO27cCVSmzF92WuO1Iuvh7/jV4XO++ItYOl7jY6PYOuhkg1n27EiN9clFxXSKzYgEiQKc8fQz7y5LIX5mNAc9PwTP2zo8p9wCKfGbzXDdpUvdPdI87NI17IsZNsptKcZhLrqt1pE3xnr4jIG4ZR0XInwCrDti6+b25alBgy4t7RDfx+dgfowz+Bo0D2WzH7z8/qzPbsPr9h0jX/Cf+IyXEfUh4Ifv15/HSBlNzwYGXYSWxlOJQBGCb7hSJIAALkxGmIET8uqRXhovCmhoXcD7mFwZFQIHWRScvMGEIVZPzu0pj7HzSWjqKzjAiVc9FPgxxQUmkDwoXPqxb0W/+A8Sl5zyWLy1Ly0p2bX+cNY22jlKI7aFbKHdDZ5dz2woW1iNhFY5OfD6Auiiqb7BN5jcDO0LkqXZ2AGMZM5B3DwtrqUCaXV5kLpE8tcaEanRviBuR0QRAOgj9Rs+wibQTe6Zz+OKwbRmEL8XtJUfFM6brMaaCdSZSVvHn6hr6V8A4lsDsM/bQPwQ1TLE0NQLCPsDXbkqf9mPy75Y9QCOxbqT9hH9nJ2D5NAhwmZbeNHE0KZLojXjRSCIX7peUK6qKs1VmsvwMZqqebwB+0DoOMv71QH78D6VRFlytATI41DrFXemJcZDctTwAPwRKr0D/filX6Cft5/if0P8vjmPO0dlbmMjskfzkhA4HJdbWahQD6EuhZ4Z1+of/B9A360f//3vfxw/cPTw+e+RZLV1a0UFRH5xScd6vwXyffVV65rYGIy8WtE6yykJ4CX5MDLyxE5jL7vJE4X0ieRP9n2/g31vEdwWAPugbT59+aDCvnXAvq8F+6b9GcTvDXN7M5PBRmOviPck1Qobv6CgAVkuZsrUJthnambY9U3SRl6ZeeHtqM5A4+7qDbLs279SsA8SFwy9H58+gUtv566mFgS5VBD8tGOHYJ9A36PHjx92IboZjl7ceSuQYFXU8LirqwGRpXAAN5RVIrQUMNhQ1laWW1tWuLVt7mkTS6W4Afb9UTt0aLxPl7hA4ULah4lXFClwtL3wwonzKQC/nvV0MCtTi5w6Rnz6l7/9baNIW1RePTd9ryGu/LPPByuTprp0DAaVFIvcf8b7zJCSLtgnshVZ8uC5m7aUQy9TNzD0Ir0qTYHfGhA/t1DCorMdgtv6+gUtcCnhvTH9SP8RBae+paB167TvXwQEvv6m/r1P3zNom3dogKcBIL9d3wuLawD9HE4M8JPNHms6hPqFx89HTSWuHSlMKGIeL6rJ8Qz3jQ/HZZh5VimQtsDOhOEy0jcyl00ZWSvKyy2s3Tc1HeOUe0AhX6bifTh1RATnpSJJ1MuAfRx5ZSUoB9+Cg+UxTCfJ37XrIDd9vPJuQzYVLSDbgH1wsAH7aN7l0s4Lky6NApEB0hOM/V9EAOqTtNTSAPzaDFrmFYyJyWHYaQj/EReTvHQE9fM+Rhlg+nW1c1NZowgNAPhZ2duIvBZjr5p6XaWxw5pdbVIlohV2WP4u9um07weV1/LEzKtKwdWyj5TvIzK/NBK/UJG2BCnw00deyWwmcqoySYMk0E+8IGn9Pb1jElVvh4O683LklZo3WxI/TrJ+Mb3zUiF3xNAbza0oFhhehTiJp/auoayRLXEK/wLJ+zD1LsHiL139z4YOqbtzGLkEhQwjgLQPtC81OLeS0FfoKZF+jtfugPb9/dbPP/77u3WITz7VeyanNIvW7tQzh88fxrRL5GMdOaDPCPvw284PzffJZ4IbxC4EPyGv5praGX8cGOzh6v3dfd+7G197oamnZ1XP6W+OsbDj9sXbt+99fvNEzWTBvj9vnOA81ujcoQZfUyV44cHjCYWfhn0mJgOIn077xCX33P7qQiVwXr5cLfxWobuI4Ne+/dyRaW+9dQK878xWRfzE0wv069aGXmXsaJ6bia62QVdiK4oaUFBU1lzRXVjYRuxrRIB9RgMT7BszmpszmjOTcOW1VIcXxfu0Y8eAHANceRlgINiHE++M6TP8J74wrg/gt3DR+pdk5H1JmolHjB/3HmXNG2XZ9xqPu5h250yfM32z+Dl06CP2vUQJpL8qu3zqfZ8FjB1S2QE7G57AZH4xft5QLU8g+KGMANjnjjufYF9sLKIj08AJx7hbeUOS5ddyhf+Rm53ONoJ9Hmkl14XrtfoNXYJ5AVAXxnsGyoyIfPh8eycvvTD2GrBP5Z3C+UHgE23Mmwi63RKgxQoF0GjkyfOu2Dc42ybH09aRLOYOqJ8BhFT+RXH55wltvu980K0ASKCDgxGIzONq6tysKrSJ28bWHS1YseLAAZ30ZYqlLQdplXmp0JRRGJGq0T5tITiXWsCK84fq4G7wjl1/OicHi0iKpb18s4NTmY2KbmBHgGYwQ2UcHamrxbANBBRbsdw3IiIV/8NMTHxLMpw4kqQjk2dgbCYR9uyF88n5y002QSIIeFV433AgH/QtgW7C0JgXIMTPxpUVQJLiPFkUzvaEPjNl5n1W3ByjntePvRbG2LdOx74hv7GyaXde5R4T1vdR7BpF/dKw7hOFn7N6aPFV3rxRGPIPjKFPRz93A/olqsJKqkUcNEuH0D4rLvIAZoGx9Zj/o/NSI3jmyKU1O4TNaXlnWjxQBin/fw3/NPgLlLsH+J/fML/rh49F5xbCn1HZwO6VeUV5DbmFjqhRjIzkDzoC+7Dtu3X13o+3b968uG4nkom31lLmsqL2wJXOif5hqF77ihNvbAw6WfqxD9Ms77t8oHVG430A8eHDDRi+FPK+T568874lZ14kGZhDs9VT17PvCora/nX7Hqbee19/tvu1mdOm/fm/sPEztx2IfXq0lSowMjgfDJdejR3y54zVs/vUlVdl5j1Xtb2xrL06nhl+Ks4Fh17Bvg+vnWuZ9u5bG3HsOFPBR5cqLMLjYXf/zMswg1piX+96hBeglrwMrrbKsofN3c0P77KpKK+5uRD95F2NZRV5RZcNJhNgn56epq68higDjLyvqswqXmVnEPxmTPQ3r/edP38VwG+K6mfnmXf863+hm03r6ZjzxmbA3wx8vKEv+3TeZ4p1H9PvgXz+/0GOi5UViwYt6OYdNYrKVHnakvchxY87DR87vOUR+9bsQphLzNAhabOLJ4xxZ7Ml73pugXaMtVKCF3D/NA+A4h+eodTBIw3Y5+qg3X3Pvv66wr83ueCTTo+NWv79rB06/gnynX2d2OfJGEq++SPkRML7QPfE2BaF/R+p4LKFThLTgXA2R+F97C/Cvi9qdBSkMfi3mZDCXL2cnBUHq8pHPe/t1wPatwK8rwDPeiKfbPRyohHdkZck7brYDGrbPkFHQN8K8P+Dh9bH4DdUV4d2jm1IWE7lcQISwlI0ktNv4hWXE+fpif8zh90Qx2ywuFz8+n1z45SejxMt0lskv8Dg4kiSorhUxrrwSEN5X3TclvPf+GMeZKULoA9vlRh4qW/xVjs5snMhfi6QWgj4KX9HjbmN7VjVz2YitmwpkRPhEiTBv8/7hhjNu8Zdlc/IG6AifRrypce6x+a7SzW5jQ59StfsNlSvsdRUAv3o563bgEOd1bXXPFEjfv3YhzUeh17iGKbkPuz7coPzIFSSoTeEV/7IyrjUvlgiqIKgNAV/geoRw5vvkkC/8l29KEhuyEWaekMbukZl5AX15/MCc3AlhPIHbz54cOuTT7799vqp71jCOOg4Nr8FBXtPnar3B5olJnZc+urIJQ37pAedfw7pivG6y+8axg4D7xONtitZsCT6+XzS+STvw8D7/sYJ5uNdJpXX1a1vqr9N3nfva4Lfmzs2or9NET8bS5PBT6DfYMX8BBCexD6ts4hHYaORd7AB+56tOgkc2x7eLrYOhX37FfadO3lhJlxtxD6Ke0j8tCyXh92INKhWvK9Nx7769V1z8yDrQ0tRRZ4jsQ8tvaB8AEe0dTS3VfMCXKciFTjYmpKP4cZLbbNWU6Q3845nHoce3YeZV+Zehz7fhcsW9byoGdoIfTXv/U252d54YzI1LlD2gfTNee123x+1gVdb95lh5BUs9ac37mmxr1PeTu1t2VMpLxdL6rrSfUgoWFSeyGOHHdJLQQNQzh0b46ewD3UeWA/hdeUm62C8K2I1CO4PLQgJIUOO8cQB9rk7J/jv6+xTd1+FfjS1aZfdWUboJ7PvVEae1gvvi6TjnwdTJvJheTY6OUWydR2dWNzh6zifVb3M8YP5A7zPNznZkQlsLCeHmh/BKtDgsQ4teEvEistV5WB+ow5XHAXeHSgQ7FuRqWEfMCcPsfL0gGjYp84hHHrxdcG8tT11sX5Dy8t7cOANQKtQVmkwPWwckHOQouWI625cNoxqUY65WPShGj0Yqz88IqhrxgUE12ANAlcYXBwSK5jDvCaEW4H54beKRvNt5+s7Z3PcJfKNEGkzsM/Gyo094v/9h2eZeTnKDB1FcHeY8zGOEudOFvYK9JmhMV3Sjvl3acnpldg35AneZygd/33oM9A+jfcBBbHw49Rnp8BPJbh4CO0bNqQ/4l5HPjlCuBnyXwxjrwYaA3gfiF+gCohIv44DRXR0Ho4dCvsYPloYGZ16eBcua+j1oIpY439q+iUEpvsFDh26vv4MDrsQngn2JSEFIS+Y2AdDJLaAhfR99957cOvqJ1evpreuQ0BTbQFOvEePXrxyoqMjkUSO2CfQ9xF2PqB9CvpiZNPpziQXHwKfq0j9uPFTSh3+aThIcWXob7AP1G/j5HEjXCZx6Nvkf+L2/xqw773PFrw8DetAIX5WWhz971K/fuIn8aQm/Q+z34y8opEePPJQNbCvOpwd5Qyu379BaVw2tJ87ee7ENBx6Bft47KnViR/PvRr23X2MURjYt3VQix+2fbhzILhva4FnHrAPa768wjJ8C0VFzRkZ3UVFBzcZQhUmmTynCZtHDszuUyPvDInloCIF2uZxOFC8MHx47/x3Fi3qeUkr50SSwad/+ftfmFYlE6+6c0DW/AZ6yJ8b+ccB6z5SSV55wftefXrsk7dxylyoisXL5fkhsEvGdnwFQTIqi4B9oXbcNAfKiwG8zy8wFBXmiVbP0/4GSZdkelP16TCmY9emNeR9bs/L3LQkLZTYZ7OpCRF9+zope3n9ytkrrysEVPinV3oYA+DUs/WHS0OwNcPKDJ9xFEURBnZpUSki5wPKjZ6fEh/liXNHCk8hvkL8ohheHxkRQuzz5W0BuX0RXlJVVMq+DTivyquO1SpUU9ineF8RdH3YjueGCPapbZ8+EMvn2sN169czwGDlQbjftgUA+7aUhviCJeISkhOCVkzwviRgdQCEhbm5HIFhp0IIuhezC4Lh7qBXDdo9L8OJIzWEQTOpDLzCZpAXGvzfYeTacr63/uyJyRMg6JNTBx+IjbOzHqJiS54dKbsUgJ+d8wiOw8yzIvOrCXO35lPweaMHDiPDmK2Pz00DeJ/YYI1w77+N0I+eNnXjNX54YOOXThIn1M9GzZ6BAn1a7IHg3lDltFUZewA/Nwl7tdOCTFV46cCZl8QP5hBAn3t+WksWjh25ccEBPPQGePK9j8WRqWeOiDlYPUIFAEnHgH7pOHpA7RLTd3Hv0aI8gl9bWxwOvUiAacitZF2bZ2QhNS6e50/d/OnqT/fvf1uy5vqpdRfPoDG39oOzNR3aIhKFIjWXWr8sAdQr7JPQrJgYjfc5q+nWVUc/hXwi+UGLANp5fZ7AvneF9yG31MWaQ994/xpi379+vPc1pt4H9z59+WWhfW//eeM4G7OB2PecAf0AfuODXAzYN3YA9pka4urxwwp21L8/8lxhRnUlQkyXa5ZeSW6mwu/ktT4ob/Y0yb4PIz+ATSd+jyXPQLAPvK62oHbQ1tYlGIpRUlTWXLu1FkkuyK0vxAicQUdHI75uyOvKOrvnJUOCqon8Gijuw6/E1MyQ2UzaB7h7RcsxGAfwm+4/fcYrw4Mmnl/4DrDPEN63+4u//WXc+BHmEzo7v6nf9w0eBy/v65z49RUThXu6p4Mjr1w6XlGZCP8B9olelXtra7UZxxybXvLVjvcBfhPCwsZQ4AfsM7wc0nyIfR6WouoaBeyz4lIHTb4dra24huSnMdENr4Ql6fk+wD47wT7oeTqJfidI/jT4O2tgfwb6twNNSJtx6zi8jSMjTx1EPwaJMxXFEdmlIlgQKy8cvMvm8wrMRHLm1+NL9kuHOAERcWXAyi0A0ljEyeeozHlg3+HauZkH1MirQRtPHV4RxD4vA/apZZ8sBTn+Vhxev379X5Fb1QMSCfcusBQ9SjDqMhwrKdKJrUiMaglg3qAXhH5wVeWGyA8Hc/gVtR8cUzn6iWMu4I6F5YzKj6MikfVg3G5t2fZ9H6oAPjuxe5yA3/BXZOZFdYolFHDPPMM6Pb6pmlly4zdcmB8KVGTqBRPnX55CvSGWYn8V6scfHTDzDhs6zJjw/Xe/wu8ZZWjToS8fQ+9Hwvti0jFcitZJjL1q7NSg74ehRg8Vs0LoK6c1hNRPBz+N+Q0fiH3aA1eR/PzWM+B9+NMQzRD+PHm6Kqz0SsqqL/HRQu6N4I/4x7kXapeWz48eWDGvqBvgh2w5ivuK2nKJfSoFsqys8HzvzUtXb/3yy4N7N3etb+nrO3Xq1MUrnWO4OEjkRhUI2NEB6FuzJp3YJ3juFyNXHju6+WS8dZVbh6uDIX9LVD+0ffjY2HT+Zt/H7L7xU2TfZV6z5+ztH//3Xw/uvXfv3r3bwL5psu+TU6+VqTSwPTn6KuonnWyqynLsgKHXVI8yGEj7cGo4lIHG8TKk16OnTcc+9cj4ZibVzS3HeN4WbY+KciHxU5demDxYU8mitutLLtbmQdiSgaaOisZKuHnb7kLyUtbdjfMHFoTd3fOuLF78qlYcomOfgr7B4uXVrrwuI2agW/oViWyeQfAbJ2EGiCXqTXln+fL1wD5eeYNGfPrF3xdMeKnu4LbsgC2+3+dkbcveFpK9LTt70UpVPvNHrYJmsNmUF4UZILv0P+oqQuq5ndjTIVqxkjZrzLHeaR3FECDPmlUcNsYd78x8omuviPzQpbNnFc92dxM5P3qsrAX73Il9TbswFacDJ3klTM8X7HNRvE/6eCdq8Ef+p9O/s5qrw7D824FOv8NbJHOXuZMU9kWKaBngJ42VkLqkcLUXNXrhwnC2lsPsAdIV4DTf19MXu0Hm9EIhwXtrNFdqOHUcrqorRzhm1V5gX6bO++Zq2BdM7IuT6A/YebWRl7OuGnpX1NY31cXErq87dD4LNpEtsKRlgVEiIoY66FI0XEfStsZeMAjMQihshps+0skTCmbWGOG7ufQo6ONuZlyElwRYMdIlWqbdEJZi47JJgcu4ybMAfihSD8Nrkk5ec8Q1W8PKOkxh30h5WWDj5zpCdu5jxkyomUAvtIM9C3ktpY7DkmoYy+fVtWOIxYAMKy3388nIPsX71MSrTrxreOMlAIL38aQQaCvZrQA++nipytPGXAG9csX62KchhjPOwnwmSeIzZCLSSqmaigzYZ2/voT5QCQNTbOthYB/+onFGCqYZW872kRx6W32kA1w+ORj4n3saF3/e3rGn1h3IZOVsN9AP2MeRlwoXbPsKWVuEE0hvb/3PgL77D3DqqMep4/h3V074m5uLMS2M7yCYeTt2lWDmTY9RqsElfLZjhUNhI7BvvIh7FPHToC9IN7oICv525l3wxmRzl7GEvoSaPZvf/Bqekgf3SPzI+7jve1s2fnOCxhrInIH46VLnKcrYoTZ+Ywcu/MwMpo7BenKUiRjbkoF9aA4H+ElxB7Fvww16eq+dO/vWW4snNvVi5q2oMNjaHvLQe1fA7+6dhwh4kRyXliV3YOvomnu3rHlrRVsjLyNtXc0IqUeYc1dlBmqNSs9OW7z5xbG49Crep028WjOvJvCbNMXm1enTwfMQtUdTh5p5uf8b79KXvWzDqh6hfa5Bmzb/8re/zC7Zte/M4fbt25GdVbqtNKDS6/yWrG3zFy5fyzjKkSq8j9iH7SCuHa/IZPTUWQYMB7FH9aq2wBapPlLqiHD04RYnkvdJuim3QLFr8n34T4p9At34YkGPlWAf26o6SPtiMRtpDBEHMob+EPsm7tO6yGs6Sf8U+oH+ieu3n/3tUNh3ggWVkiYJE284DhuO3P1x8+3I/AISv+TRCDmAuyMFXQvJcPY6MshvWTxiKAOicPyAtCXXM8XJMZgpzIhkPr+yrnxIefmhAwUHeOUt0Igfwa0oD/MoXFAYro2xjwGOSgVTsK7vSGwM40rR7ZZD524EKtngW4tgFj5GWkhqMNlmi4EtmiplCPqiI6PYSkmXmhfFLUk68hWgiAwH5TjJdImjB4TSlmhCfcA26ppHmAP9EPqgo98LCAzx8WC4LDLU5Zn17GBu/FycR+A1C8biYC5JpjVhzlb8m2MUo6AemZ/EHAy8834wVFv2/XbmZVObrmqOVZeONerUESOGOmtrb9tAK01oopZ9hL4fdImxfEOgrxzmIBW9oqwRQvx8HPQcFyPeZ6/YJJ9BJa0icomGGhLxhiHC+6hoR8BAS4m2LhyjjHEOSwX8OPjiV7JmL97ODkgDBQI1iX3dSQ2VlWzpRbhBYeXd3t7eOzdv3v/11q1fHrx3EQnK333wXk2Y9L6HjcNHmEDfl61f7iL2LRnK+zGAHx8a7XMe7xo0HpJEA/YRCXXkCxL4G4h9b1HeN2vcCPuxXE29sGfzzKnvPfjxfx7cu/8eed8vgn3kfW+D+E1RbjWTwSZPnnxNNZebqnNjZIHx0GumxVcZjbz8YuR+XDsyKsvKWFK+gYVFvHdw6P34Gmxt0zqb6msV+HVp6c3gelj4Kd4HkYvE923t++FOQVdhswy9td2NAMpG4CJ6yhllip62hhVXpk5bvHj6JG3mHazWfSM1ZbOpoZxy/Cs4WMyQZg3A3nR/3nlnCPa1bpm/atUirZhzYn396f3797dcuHBy+/bKtuiywrkheF2HR8xDtHbKwkXLqxTyiboPywBpMpey86f38/IB8OMuWQWqyfiLRPrZQv1mO4D4WfGqK1PAmhJE2s/aUZzI0ZbVD9a2Gu9zgPYXTx3kHfEsgrNwPtJ9uA0m72uayCpKDf/w0By/avJ9/c1+U9usHXtOnO0t3cKjRYCEcEAHhAuvJwdHaP7Q2SF6FvaT+zohrh5DL+qLKHGWtspIz/BwMMPI6NyolJRINBJlbcH9ImltHfp1q+oOZPJDxz5C3zyaqCLorMAcmpfTj30G+XPt552dCTF16/dD34L7Lpy7EbSm8f8BjQteo/DOgef5csEXDVsaj7qYfGHtBdvD+RbCvjjdxVExD0OdpzT2Uu0XzYsIUJ0/D2qebdkfn8YbGg8YsvvcPXkcXqAIHfT38fAW7HtWj8hAiYqzKzskmIMcpphfoghdrAl/QD4Jc9EkLsa+jnVPIp8x8VO9GJqhQ1c2ywaMrjMJEgjUjqzeQ5WS2XjUVSdeOSSjv+gPUm0g/wavBbSGkabKtkw902R2tlfQB3AsqU9FZD3+VHxRNbAt2zME8IW/0Mjg1PqOMbotmA/wPwE/IX7efq0HoFbpIvjlYTCDn1enfYXMNqisbKw839v77Wf3b/306y/3b8JY9vWbuxEGgXcVpJrNxkdY4uwOYl8red8SCPzS08l58+nmk4kXvA92Fp34KeSz0aK8gtT550neR4HLC0FTIMJ9dcacPTOnTv3i3oMHD+7fv3/v3o8Pfvmvl3nnfZvMb8GEoLGG7nEFX88ZudwmqYlXizA11TUu4upV2Gcy2JCeIqmhps+2FyKYpawhAwW9J9XQK3Mvjh3MsdqxqQ8j7aAKuXYgzKUZvK8bvI9xBnc07MNPqI+9g/SqhtqGjObaiuYyLAcbcAKuBO8DBt5FZPO6qW/NnErip+7Nhl+FGnm1YwcvHTNwsmB4gSibp4vAD98dEWRTcnj0qg09WGs2Xb78cWnporU9Lad71q49dAPajJDthbkIH9uegexop3in7OyU+YuqVDmlicUU6h4VZsL+cuU/yKyXZCSW4/IZKB51hvq5O8ye/P7770+ePSYUprfn0UMzTLBvDDraduzuKJGtMEYaK2bKUf3kA+iT4AMMiDgJG2Ef+jj2tU7UyB/u0njOoTQN8Cc3X15+9dArwh+lzaUEOth2Mb6ilQjg56Rt8AKi4uN9kbgWn0zJM06983npHR1P7At3wmY7ktiHFNPIKIiPkUSQIz28gn3lh45m6rSvQGN18yjsw26dWQJQ+en7PtE+C/ZlFtSf6KxJq6s7OI+JfeB0TpGgf3gvCojWeB/uksiwAjmliA8FHXh4EQjxFW+70XFFuosDieyIcYmGsAU+OnIb/DSx/nJPGbLt+w97+JfJaXYCyB+4H9BvHLhyB5nfMwbsU7zPVa4dYCEgLxPYPJxoQ4mzt621SvKjx41RLk9g34CYUrK+If3wN0S/8eqnDky8WIAhxGaYVJS7KSmeClLR5l0/5ag1fKUNvM+rTBiGL6ipF/I4rZV3hIMB+6zA/Ow0Yri05PoxSMwhiMz2DeEfHd/8kNATkJvU26oJBDXsU6NvKKSnHuneMX18J8tU1WN5bQ3wdbQ10NPhiUArHJ8gccHIe/3nW+//ev/Wt/eg7/u2eHYYnFX4NHsCzDGop8HAu6tVbh3p8sjPV9/yUCOvAB8+QX4kcmbKu7UHvsVPNk/yPmKfOQQcfOmD9s2c+eZ79x5g6v70fj/2cep9W8wdpiZGBw9tcydMDi43M2VzI/bpjl4j7BNPR/+lg//KqP0Z1Y3V1Q252xHhsp+PDYr3nTzX9zIWfv77Coh9Qvy6H5L5YfbViB/Ezc2M7Ns66NSS67UFXVmZRRlFgEnUVHZT5wIb78OG7ocZGV1dZxdPBXud+oqA8iQN+0aO1JXNGu+zD0Im32sa9gH28EHeN4MZVu69o1edXIY6E8/s6Ny521Z9fPn06bUrVx66cKy0sjq8enujl2e8YyW02tsZZpIyeuGiKmKrKZNf9Ho3IOBTYx87KGyFu1E5Lwxf0jUgIeMLEOMtkvzsrJHN+wx5n3tJSUfHV2AZHWti5SgWCH0gt4V48obaxdBuaevBeWlNfr6spDHy6qgntM8fGX3msEPO1tOuAHz62Rfwd1a3tEGiwPQCcWOS5mGFx6MAsw3YtYofAQI64dRL1hceH1kY4BjOwo4AJ1E2AIuCs5jRUkrsy0To/BDwvoJ+7DugslwYdYRo5WCgKv0AWSrhSud93Alm9cE1VuLXg8pLSma2RDsGIBwQ590AaKFzokOcKGHGLzaKkpaICJo6kCqIjvRoVrN5UVytpC2ZRLxcxrhIWH1kdgBOxPCdsEoR/y2vgG3f94i1Bwp3TL4a+u1GyQicG85WbixR5nMbMhdRuQTJwg8JI2xMxsGjZpyDHSP+bK0U+jHLSqjfQOx7AvqMh17dxxujA58s+0j7BPtYUq5CpDQbrYZ5+D4SvvDZW9E+zgPMWhadjZs+9YaqPBRDJbl267D3MPA+n9ZebGfjuCwNYGsBTvtRkZWehblxx4B90EXr8fcCf2rqhdKmdV1tAe5XOvZBsNTW0FhJeWglkY/ML7K39+dZv+LKewmd4/d/Lp6N+gJwvnETcCUn9s3WsG/NGk66+fn5H0Gomi5v5GrdR/Aj5LmSBI7XoM9F431ic/kd3jdnODKoRijo2zHzsy/uA/pI/B4I9v152tv/Jcxv44TxYw3Y95uTB5a7VctNx/Yv/IQOanEuBD/TwVozizBGAA+aetszIMHD7x6yZqhcKHTZcBKzJAJMgX3TNu6bu5WOZjX0Nnc/hmFNYd+5R3dw6jhQC8/boMM/APvmzuvqqmzA99raartw7kCmFewdbWjorb0ydfG0mYsXL8apdyzrOtTSceRIvaHN1DDyzhHsS6AUecYL2P1NBP4hd3REkN35lGWrwgM+bMzKnFvZVh3ldPn0/pVVa3tOt9xpR/VIYR6CGZDJRYtyRmH76kKn8HdWAvrwH31J3grUe8KUp8W+JgvBPns7JdTn37Y9npPYAkI+S+VscTHBD8SP+UQsrQL4HdndeQSpLuupdfaQ8kKlPcVkJsttkcXm08sOKCXt20fq1zrRnx8IZ05IoDgemVIifAH749KPSfZnz4q873DpFtx12THNQg58GcW0Kh4RcI3FPZfmXkl38U1ehioPpBvEo8YNPwuHPZmTI5EnEJKD3FEG1pPL9dSVDyuvOr31KGdexftEvwf9f7Dyj8KKm6TxPvw4Lx2ZBUC+uQWH953YUdNadzCrlA2TOaVwcORkJYUgOQt+q6QITywXsbbzxAxMWRrjDEDjsHCEFR/LPl414kKiuejLy4P3TRKsaPbwxN0GoVteWGxmo04OSTCR2Zd7lLydTUXDBf2g+TkL/JtVE+YTOGQULWuDFe9DjQTcpSPI+/ByHINAK678fDz4VkYmrx/tue8boG1e98wz/28jr/LjCvYZZt789JhAacQFnGGRKDFaRnddRkkB82CtFXetPBiNSvB7XslF3WxtDeDnqhcVOffv+7BtxjOI+mefjvoz/FPiQgFib9z4iX30teW0qEAEQT9ZzyXKzQNqv8A1V/Ai1rAPp96G4KQ89McWwtKBQCvInXMbvM5HHj71863793++9NW3N+/dm8XWqgkK+hABOwHPcA68l1p5qlvzEZAPz9309EB1oxZdswTXCOEj7bPpZ3028uM2zr/D+96Y/moQB97XNpP2bZz52af3//lPYN8vGvZh3/c2wQ8BzvZmhjaOgWIXotnK+dmn+3d7hluHkrnIlVdrR1PjMo4go/ZXNyJrqqGyDNiniJ/G+y7vgLp5audeiq0E/FR6M/nfXQG/u2B3XbT7Djr2w3WWejR0Nd5trtja/BAuDwzIlVz7NTYU1B7+bCra6KZNWzwTp96xluR9qhf6ucH92z4ZeafTowHel0A/2/TpNfjEfd+IoE0tpU6rT7Z/XFQbt2JF9KNHuTkfLyf09fTs39DeHu7YWE3UAwoS+6rbgYNR4cvWPsecwxenjO3vLLny1FkGUjsL7LNxt7d1oy5BXj3APvimoB7DBwweWDhZDit3c5PpBeDXWdMB7ENjeazCPhcN+/rWcL/DK2G+YF+aYB/XfcQ9bvzwdQLBb8RwGJG5+dutrf4E/STU5cqZUqQCcMDlupvY50svh6NIlyMAaxyEVVF5ykKm1yPsAMjHVZ8vG1khuIv2dYpm+CgaJpnAd3glIhrKqy5XHMVSvEAfeld0raCaFkeOuFyeKDDzZmkFbpkaOqK6oB7Ys3vi+jOpIpUG9jkGIPkgZPRobPKQf+DplO0FNkcTMWKXWVOETSV4nKwnQ7jUww04EhiLu240biAhkuKHI7RvNkR9EbwDe7FIE/0e2bDyYuIdj606wW+42vtxFQDm6R9qTdcGnuEIarHEgYnHeVecOiixdZXaypqaDndb/m3yYStJ8OraMfb/H/u0EBY/v37aJ8ReY31MdVSxfkQ+Df2W+C3Bz1/ibXBYACYJgBK2JbLq56WzksRP/B0AOO1YoNt5PdR7rYZ9PtePIcUKEa6oVcb7B97zMvgOWBmd04dDr/lwGXo19BvjoDZ+gX3fba04vhN/YVK/g5G3LQ4TLzKFwXuiG+RxF4bdb+9/+tMnJZdu3rs/C7g3YbpgH5EPn4svdbReOtJK7MOjBLwvX64ogtk2SuEichZlZg6yMXoIEP6G970lzbyvsGsb0LcZtG/mzM/+69dff731K9jfL/ep75ND79vU+M0ZMUVL5xuAfQJnVe/4blkzysRUvdb1n2VqMPWamQjgPKeyS0VaZ2ZW3o7iSWSuVBL6QPz235B9341zH3civ3RB52FxtmyFrU3FN3fVdmsqlzs4fMDXgX3f3r9e4oqvsqg5o62idl53bS1Tm9vQUt6Y0VWx97OpM6ctBvzNnDqHxG/SWJXdp428eqw+jtygfQbs859RQ95HzVvTxCvnG7x8V6/6uHnQiuq7lasfPS7I+nDlypU9PWgW3t9eOC8EdcMoEoFWkV/jG5h9k995Z2255Fsrg7M86p8W+0Yx6k2i0J3J2+Q6Z2HBFaCLM+gEMkwJgJT5IWnImk9ij9gSYJZa+NXF2BP73F34zHa3Qk7cuutWHukxQvsAfoJ9TdI97q8AUMM+Bk4D/Hj4UORPwgxk7yduXoaQBniq1D7p65ifPJ+nDGz9KP1DkAvcHQBBBvn5xi8E+8PLJRLOXnS5pXhy3xan2jYg0MvKOrgW2Fe38psKnHl1bbPyrGHdB+wLppuW2FekLG36MSTzQO2ZfSd27zixry8LTt5g2m8R0oevvFJSPKN585CjBshoCqvGYd315ABMPofpNhJHjWCcgKG1yUN/BO4bXoxzicZ2EGSRhUVwe0RKkj1G3oDvT3Nzqx7wdHCkhXjv/ZdR8HT2BHANUQUmo+Q5D32fHat62SQxwhWvveGceifX+LuC+MnYa6UNvirN5f8L+/57yH8P0aP3VFKzYn356tKBE+9QujfKAWblUm3ppgEfYE/qPDAbpoPrewSmi9NCMT+gnwVvLhbqOiwEiuBnFN43kPfhH/lg6I2LQ1MoFgmO2G5gtQHe71kW6VVaX6L0gVDjqbZzwT5u/Dou/qOi4jiQr4scBrQvri04t7AMwkAw74aGYMidj1X2Hr5y4uerHy1Z8uXNHcWEvv7PxD7QvktHjnCUWVPyJT6AfqHiHbHTxH2ajlmi+nXkUzXFPPcy1evJmZfrvgkvoHJxzxsa9M3c8fJ/Key7f//W+7T7/lnJmylwDpqkw5ox9jGFfnmI1/WR/RnwJiYDT7288jJDwHAfGYym8LEmG8oKM2BjbtsuEy/NHRtOnj65/1yUYN+evgKV3Nqlafyaa5sfq6H3Dllgbe0/0OW0fsleFFO2FTWX3a3dOg+S58a25sruZpRa5g3qqn+TR17YRBTxM7OwJPqK+k4ztKmRF+tOMWi8QuzzV7yv5vv585M/3ttwsmFLyqqTj+5WbM0avf1RY0WtL+rUl/eA+608VFjU0E60a99eWRjO6k349La3t8ev/nA+fHBBgn36n8ZTY5+JmONx2sAiA/mYqndmlKTEEfsmjIMHE+EFE3Dy8LC2pd7FOzC2o6Y40Sedqx1v7Ptk5rWBnsWKv4p1SLiPkcg30cQT+wDy/q3++iNBsA+8L0F9v2aijn4qzAXyvlLq+3iyQCppimS5AOWSAXA0/NPeG4DyLSb5OQH38M/mM9cKKjlHBPmFw84b7enkGQwcS01VAXwHV9bV+dXVfbOV674DmTqr6wL2xXkBoRAixWo3CMNUkIH65ySIx+s7OzfvObHvTFbpFjQegfdFpmxjKa9TimME8k6ZX4ALh2cKqoClFJHqGl8RJHpKSn0wo+iwfo/jmSREMq1og4tAeAwcK5BfkwjCxxASmf1xj4RZgPlp/bycDV3DJs9izsOJzg47SzXv0Ndhz8Bj7iWG4wQJAgiULC6uUUIXtcL1lv4Oi3Jyv/8b3qegz2jiXWNY9im1XrluW5OrhgK+GLkM0GEhnzxUwoCKWXaTqGW3odZC/Lg4o5LAhwphA/bxYaewj3SwpJ4R//DAOFGoyYJmCpsCvEp7E4h95urWq6Ze0fm559/ceRzYV2tE+3joyPCsbOTEC58HHoePHTt15JO0q19+1FGMp/Rk9B3OIehNJ/yNmy0j75HrCvtKOlhC46PZhxXrczCSMhuQT+d9PIL8Rt/HHIM35oybMX0PkI8fU4l9twh9wL5b7wP7oG7myIuh9+0Fk1+AEFCrHzfgnwnhbGVKSKOf6ruVHZ/W1KYRP1O5dPzR0I4mN1bMxpbl7ZXV1Y2NDW3C+vYL9p28sf/ctRYcehds7juqfp1b1bnjYXMFsvzk2HHnsfA+SmB2fdTb3NjQtaKoLKNra1FqV0NhQ3Mue4oKu2vbTiyeNnXaVEAfrh3TX8LMa2aQ95n08z5euacL9jF0IGEih94Z/n0HP0yOX/3oZNsW3w9XtT/qHrQ1+uSjsoqK4OUr95P1Va2sOtdQqEGfFybd7dsZR719dft2tPVA7bJpPATfYzXsGzz46XmfAj8raCZ83K1QEc1bIiJdLK1tbcbggDjbHHqsRCYbJPqI9RwiipiSmuLZOD0iwAj/pr3MvDaATjuVjuChFkWEvvzQTXLmJe8zxj6HBJl5/YUIiuhZyf6E9tUfxp03UhrJfdnQKxVajDNgWh9tHvg+CzxQ1sv+joVOjqOR5ucIogjsQ4ozqnKd4h0RWz6vdAvwLytn7sFDdbHIXL5ce0D0fRr2ZVLdh+woFEp6OirsQ0gzPbwFugCatG/Pnskn+o6mws2G9o/SLQEp23Ky4jydwC7hmoMKA506uWJsi8M8DiUiMpoZaAonG3d9CLNiMHAe0uqRdxpBjuhIxy/VfYx8QYhzdEMSM5uyP9Swjw2VjO8bMd4GXSpWPrNngfsB/ZBRymRSUw37SO9swPuIfUGu5lK9DnuHxDVbe6vqIhXh9xvep3IM5HyhQZ8YGRg6in4OufIS+dJocpCR9/khw4yEzN5LFPKpSyhwDRNimnLYaikDWsoycM+ay0AR8UkggbNREIydED973sp0v1jf4QgcnryYgRPAv032VSEhIu7wLgeaL/Syczl2cOh1P7IO0IeZV7CvSB15cylvAfLR3guL27G2NlQQLfkIjrZPZ3HGFdwbp77g4Du7A9pUnfctRfeg5iAJ1WxsI0Y4OOjMT++qc1F1dc4a63NxeQL7FjCAc8701xT2YeAV4qdG3vu3imdtFH3f29rH+xNcJ+HeIeBnaix0fm55dsi1kdr8a6JHlxoVdwD7VG6eWDooAOFm0MJyf/UjbPweN1evVbcOjL1Irz937dxnb7377mt9e2XmxbFXET8o+B7Kwu/cXWJf104aP3b99Tr0fN1dqWUZ3Vs5HOONBCfeskrE119+fcG0qeB90/Bp6uYgzLxm8r/XR15To0sHWzemv8JaIX+wvnEnrvR+vGr16PkbjhWkQOJyDm6n2tUnH1YMKlq9f38PnCgrq6r2n2xvf4R5tz0jOAQeFa78gH/toH7JycnLlvc0ocxzkl7X/tTY18o5CuCHSy/+crHVGyVCCvSwWVq7O2DeDQtDOK0CvzBXiv+wRrJlrLODHbPbhgD7+FcPfaCznaT35Vt5xNjH2vCVI7QvAcgH6GsC6Bmwb/im4QkG3meEfor+gfcFcwpFb6DksUgSvUhe5tPLFsBFICUtCDXloQPVHewucqSVYzR+0MkzLik+JQSpBFge8d6RNfeb8jrobup6aw8cPWDwdWjKZgRINeRCTJHLgkrZ9pHwafBYUX8E2749nfVHc7aEZEfnzCuNyE7xSs0KBikJCN4S7JXt64VsdDA5jMzSxwYNIuQygD5gIYvH4UuIE/saoS8XdDY7mxeQOOwKPdXGj7MwqjYhbH7RhkOvunUQ+pztoau09IbUkuh39sREF0tTE+aSWtuzYsrCwsrd1XwEwc9FCsvRchzmY2+Bv05LRboE+H535pU4QHH1DtGwb+DEq9AvPUY5c1FQh58gbl1ec5cs0dP90pjtSHrPrxT+ScIoM0ahtvGz9cMnLAJxEkuzU0lQCkIgK0ByqTg7RFhPkIH2pfVgCINgwfkw7aJ4hdjHyikcenHWYdM5hl4iHwGKtO8KaV9F7c5aYl83o+dx5AVcVgL3sPljvAHT6E/tSvsZZ4Zbk2XInayTPqLg7NnFSCMA+LW2KuhTYVsyU8txhjLK4Trx0+vZiX0G7ofv2x95EvtI/OZs3rxx88x3CX7Evx23fhXs++nqhI00tb0tGj8Sv9desB+rr69M9YZlvK5Xzg8IWf9HI7fHYEOIlQI/E1n3aYHJ6swrB1C/k9XVd8vuNjSfXCkz7wZi3wZgX+eCd994beIZrZ5dTr3NwL4KWnrl1tGNy0cBg15afrjeXIu0+u4yqFyQZNCIz21tkuOc2/fpgqlkfvy0ePEMCq8Nrg6jkVddOvAHIVlT+KLmxM3b13uvrV6dPPpkb5Zv8qoNxwDBDRvaBm2du30DoI8Tb9VK/GLbCX1leSHhZbx2CAXEA9AXH75sedP4F1/SPX7/AfZZjiL6WXJ7jrdihlkR+55DRzmwDwsnFBMMd4UkP4xhpuB2xD5r97CamkR3ya2k2gJ/9wh2dLenwPrzQAr89J6HUGAfoI3I15pA9OtQvG84hl7Bvho5gkzU0Y/wV19/rBSeJnatMrGKnna4XfkqoNIPwy2NToUAP0d2tqkU05Tk+b6cknEASWFLGlhg6ryckGiEDciZl9i3q+eY2Dp4wVW0b8VcrPuwlWtAvhvYn2DfPJG3FGjWt4ojHV8V7z7R+fnRnFLE3ychUd3XN5hWtnDfyC1bIMP1pYfXV6p1IiKQIwhphhdrikJEv8xTLzwcYH0YeIHiiKPJDsmVjIMIOkPieOcgFfR1DMDIGxTkKuAHPAPxc3axskA4C/5q3MdATw7q15lgbWoi71T2+GeWEmkwAgs/2BKx8hPwM7exttRr2wyVRb/lfTrtG2IkbtHKiQT38jXoY6lb+VAD5aN8eYkifBLql+/OBp80GroZLwVfru7QFfgLtI2ZwiuIlcEKrD+AfHb6zKtjn+sI513fnIddBppv/AVKnMV5YB9SaJNa2JNhLG8eQ+wLPfLB8ePHK46D9+E1DBIf3MYjr2MUaZ/Mu/jiTN6ZY/UdX+HOe6tY0b45as83XagfFC5LaUrCqaME2JeIt/vZckwZIytGiQqDu1pSWzTYw5jjgknHqKPd3n7iE9j3FonfG2rg1Xnfjlu3cOX9+y8/XQ17Y4Hwvmlvv63pXJzHqtAnQwclobBqWYBv7h9GamY1I+gz1euXyfs06FNnXiWHmWL113ZgX9vdbky90LnA2HHjAnjfyXNHXt74xnT/M4Q+8j5CH6berq3Nj4X3YeYlC/wH0g5afrh0FIYOODuquyrg5ijsLmqEyAW0sLHw9WlvAfv4gQdlLlMMvM/E0B+s0b53331jznRyHvPZ3357818/1nedXtWeHN9+LjV71YYLyPOsbS8btLWxvZ3NmsurAH0rV56kxqV9e1FqCL8i9PFR3b66PXl08urla5uC1NQr7Phpsa/T1oIrdFGMuTPPRYgf/zD/ZOEu9vFEts/jK9ZWjkFeM/4FC48xOHaEWg95HotBYB+GXtE3y8iLzXagVWysC3KPgH2APgAfPvB1h/G+z8D7dOgj+tV08vLRh32fV0CkaufFjg8oR9pHIMSMOz8+xZECGCaazk+OjwLxQ5BfCu0engh1xr+Bf+jki1TlEEevIu775mbVlccQ+85kHhV9n5bbnCnKZmIfrZ+5cYr3rdA2ffyy4uKXl67+9NPuvqNHS7dkZ6PmNzjbKSBJsA/B+KVQqvCkS7yLY0AfxYh0HzODnrY11mzS18HCcgbSeQL5vOidk6tIHGV+VMRkZ1ORSIWLAJ9G+0bYgMKNkuIha2TJFuPk++bZIzZANuxiwfss+IZlg4nM1dnF3t7F1RxKXYCfq73FKDNJrrIYYlEu0DfpN7wPYDdE8kvF5dF/50jXaJ8K7sPd1jinQD1YWik/KZ9CuNB8LVnAnQG3dvzQwQ/7kRj14RHDZWCaQj0extwF+ew8NNqnj7x4k2096IVAMS9POXYwyuc8LveeETj0UuEnMy+PvUtF3Owe+vrx47XHOfLupJ+XIy+3fVEZlQ3BkmfV0HamOw/bvm+/+vnWrZ+KBfuMHnNE3AfaxyAO+HkF+lhhLytF/P8kJ4wd5MMV9uHh7qI/NMpH1mdlNfHJfR8zODe+C23LxpnaA03UwL6/P/jnrauJkxfoIhdhfnS2GRZ+/Y6NRb7Z0b0jdf2KMe0T9DMdiH2D1bpPbCD2bu2PqssQsNxdvZIpVoJ9F07eOHdhx8bXZgzfW6tVdArva+6u3aqOHecYZoAgF6iZEWaw5hhiS5vnzcvorsWlA+kFCPcDFuaV9X46TcHetMULpi1YPHP8pClmg7X8Krw567pmWxQKTX+DBHiGv/+r/m/++OMlBDqcyli16mR88uqT21Aj0otfRnV1wYrC9ozwDzcs4sAL7NsvJK+6OTWOB45H1fHb5dgRv7o9Pnw0yCKnXoCfFmzz1NgHvCO5EBDD01ERP/5xEvtcAWsO8g6IB6eBRAesoPBTfSBNdvBwo2XU1k7e+QCcQvvTgX2UueCVQ963qQlXjiZ9uO3wV8SPE+8Idejtp334gOMNQuh959HPi7d9IJ9K6GNGny/5niOLevFdWp14BR7NlZ9v+LJl0Hwj0IrRftDCQNea4hRcBKWEZ5KUTKYC+wB+PVmZ2sgrQQWy7sPLrBLYFwXeh3Vf1jx928eRF5eO1kvIfPvpqyuZWaXb4LTKS4V4BpLmLDRgwnsQEYDEGORmIbM5l+XWGMV9eZkEzAHfONh6KXEzG8eyAwDmOH/A3IsfR8xLNNmfXLMBfJFeAafXK9on4IfYZrzNWOrR824eoWMmAPzOnu3cZIU7FPNmrREVgE0FXRJ48bG/iDusGnNnWzMlK+aVFXdWbP9+Z99nqOftbxiKMRg6lLwFtM+b/0A3q8kphDVEVDDlC/C5h6qHe6iB0aUZ0uU9BNti7DHwxnAnqDE+d4KfsD75MKJ9gPFdfZERSXlIMuBbnq/MvHBreyX1OThI8mkimz/G0NVG7Ou4zSMvHjt3dnUVQdzSpsmaK0XbAt73sPvMmbYzp7799tZPV4ux7Zs8QWd92gMZlXxiM4SoBNhH6KPVDfD3girh5TdeMKeOUt/02QkCKtonIMjla+tA7Ju2YOrMjUC9dzfOVOCH2Rd29Vu/atiHoRdH3mnq2CE6l6CxCvfUskwG15XzQ7JTd6nu8gHhpoZ9H4mPHuIiAGhCExz0ui9NuvHoUUYlitcaAX1rb/DYceEGsO/j3dAd2hytlX2f3Dq6GNVc0axm3kfEvi4q/Aa1xPxwt6s2925zUcZdVBXB1/uwjUnO3Y0ZrxP4pgrv49Jv5owpU0y15D6u+3ijWbuybi3jqq9c2bxnz4yE4bNv/fJ/Hlx98K9//W9hMhIM4levWs0WkeODKqofdZWdvNGY8z38bJAuV61cu5brPsQZzM0Kb29HxRyBrzo8Pn719u3xgL7Vq99Z3jSCKz8xA5o+PfaBs0EOYaZ2fnaMon+WcSEjn7XABtDOFlVEzB3CfIG63sSwMa4uthx6E/GkcfeW1jBinw2MbXYXOfJ6e8uuxzYQrxMkn+HKK6u+hIQOf43oJSjiNzwhQb92+PsbiB/Qb98+tGKEQN8VJTnNPPJGhRMCJb0PuxzoWzj3cunnxEuHY/yyZElxxsAZvnA05LBRKU65cYWYm5Ig78uadwyt4rGxuwT7jHgf1H15MLNVct3Hao2kIrXuk1Mwmd/WK+svXQX4XTo1NzVnG5xWWNL5OoWQ99HThl9iCi6RPO7SxAFahyndS5JcZKqVvl1JNMjlVItxl4s+JERH+mZDFEhszJWkEuwHQ7xE3eesBC6ceHHowPsQMYzUzTowdEyxgN8JfxsrLsqsGO5CWy9flXAh2qG/iPeOmuEuFgxwxr85RFif9RO8b4jWK6RVtWmkT0U1a+s+jfb5efcn0KuzboxwPsAebDto8NFYH7FPo38KA9PEq0t8i8GnNEIfvpemIE8ZiAwPF3c9GU8eLeeR75WExAhWMiPQGm8lUb4hSb0d6tCLvqNEqVIQeV+9OvIK9JH2BTdQ1gxFYKMifW1tgL7u1DPHvv35q0+uzpo8eTLAb3L/rWMOixmw4gP5E+zDt8YJ8I0jBL4g8MfPYQr7FN2zU+inEUBO7RSTD8C+P4MNLZgJ1vcuUG+BkD5u/mbt3oEwmb//89erS8dtZHjp24r34VO/s80QVDBpEmifV5EloWRkVZUR/BkdO0y1zGZt5sW6T9IPXKZM8b7R/uhxY9nDxmoRON/YcOPGIQicr3XMmjHC6vOKrdqdV4gfm4jg7LjLNANiX+1OzLx9P3x0vbmgrboZUS7IsWqo7GqDmbe2uXt7/Rey6wPqfUHsW7z4DRiX8etAyB5Y2/IPs1GQU1BQy50RCCS35znnz+ycN+983j9++ddFp9HvLCL2oUL95IFBgxpP3n204eTd6MuAviog30qcO9AuEp47N68wo3316lXtInGJcorHrQN0cTVuxDx3MNZVgd/TYt8RexvJLuVS3FbF1/PUC973rCVkCVbWtqF4xmHRyye2zxik2Dtz0WTF8vJQbwteiO017PORu7E3wc/K2xqh5cA+H6r7EpoSEvoPG9q6T/+hiRP1Y28/8UM/L+PK8QhQAZbkAE5y6VDFW56+Kb5q7PVdxh+MB/FblsxhN3xZclRAIXxvXl5OTp5JMLWlpq44Xw7jMXjfmQJgHwmdLPtE2RyM8bSBKZdeCvuUk7dA0C9zUMuujsSrn3zSundeag4ah9CeiMZzNfPCzgGWR0UzDGy5uTK78g4DbUsAQ1qCyfYi2TwZgSMM9nzY6EWwdxt1lk6+BMEkjsSeqHfzYrmiGNrG09cxngRo/IggF+4fBPukldvDfUzxbpY6nahJ4EvOVsLGPOjucMXbF26+rsNZWF4T5mpliapKo3/V4gnsG/KMIWl5mJGk2cjHK8s+HDq8DWxPnTdI+oh8JXxoUXpaoLL2pd5uwYh7QTuZhT3kHGxnl2YEeh5C/YT2uSrex5vCroMSboiWZVz58aeLt5Yo38i4w604OpiPMTzkyNvxwT92YujduRPrPmz7ZM5t5JG3MVfHvjNn9hbt3Xvq0icfXf2qWKAPOkid802mtm+pYB9DiHTsm67gb5zwvhcE/XTsc9eRz10xQDtBPvpoBmIfwQ+A964g34KZOwB8GzdvfmPyDgy9/wT2+cjCT7t0qKnXEGlgQL+qhdnZwb1/Mh1btSgl5PSTxw518BDmp8+7MvJK1/dLk2yt604+YrVQZd6G/Qr8sO+DvLllwivOFvUVterYUataO5qJfYh/QRMHuspl5t16qrzl+t6C7vbuuXnVjbW1DY00tTVvLSo7954MvOrM+8UX+HrmKy6D/wjUO31+3ooVGqxKBx4+VTAmG214mZD353Xf++WOo+/CVRuSV6+Cz27noIo22E1WeSVtA/QdIvSxZGQ/JC+wlzrGtyevTg5HFGt1eEYUWZ9I/DDaJa9e2/LKqwJ+Zk+vbT6CRTqfey7UhUEwxlnqeQG/PyErBCOwtTsE9a42gn3uzlAYsKrDzIJlbQ6BVFNYqZnXw13aWnBepKeKviaWm/oA4CY2qaG3Qz6HCfptUuCXoIOf7vZV2Hd5GzKsoBxBc1oEjwRY9oEHjIbCT8iftHawr7yQbjfomh2dQPwWLptP7QuXf45R8U4RAfMh8eOpIyvz8iE/bzdg3zG08x4wBLRk0tEGQ4eMvI6VnHk1L++KTLmIZA7q24Q9Z8euXvSH5yC2CtYzxPXhzJuFCAPsIKnqi04KgZ4wggzO0TcKRCUA2hdWcSQFi6cNY20uSKIvpTAR/F42vs2BGODHFqNIjPfAVORX9Ug7jfA+YJ8zaB+vUNxGUCaHP1Znbew90ZmAKVeky7x2ADVsXNB3hlsvUw1qahKcrUeZmjC2nk6MJ28der+GdGvoMfNL5GyrPtGMraR96TFGj3SeOLDD5bDL6dBHdHB4wJJB+KNrQ+QrBgAM5Q6YQzA/BOrS+sHPQ2d9+sSLiAP8vh1KWg7SCBgcgpsV9erUu/hGJgUD+xxI+7QQK6F9V45z3bcTV96dDHEh3OHQkcEtBr75uO3xsbaHaB8vOnp9yLCPEEUO3jdn8mTF/gT7JgvtWwrVQo2ifWE0+orVd5xO/MwV79PXfXY8zugE0IB81pN+B/sWEPw2qg9A3xvAvlm34Gv79dZVn8TXiH1vG9Dvv/6M9Hpj7TIQbi3MjnnXnzVbubA0NafuOYV5WktlP+8zocTPkP5iKg7/F6fYWk+yuNFe1o0gv+68/eLswKdzF25cawkbYW9dcqBWVC7dlYUoXysre/wQHt3CKOZkRzlVlz1cd/HioLjT565d/K6oGsVsGYiwuvuw+TGG4668R9dA+xbrpw44er+YNnPOvm+2zSvQYsm38lLCQpCCWqjEJCYV32rmgin67g/XPLNHr95A1ncNPcmZSBasnrf34OXTa6u46ltEkcuGasekzALH+GTMvpFFue3gfU44eTglt7dz7I0H+1ve4880BGqcnx77yNxsHNTOCNjnzkMuwe+5P1la2UFjYWGHfgJYB2SlE4rLB5MNLC09EotnO3iIH06iDOyt7Ng/WQ9DL0SA4CSI8BDs0w4dvHWoY0eHmnk3JSDSQIM+becnEy++ue/ywS1bvBiHUpqzBTDBgCdPratyNKNd2N8GsTMXfIA5nnaTlyUvfGchhHMhuHbwKOIY6TiaEr8c7PuyTpf7WaP/te4YeV+mgfiJqwPYl0sPcKVU3EgjuTbxZtYeaPKHrqKjBexxW1IS4mS9SOCiwSXh54D2zDEFufTRoG7MJo3kWQaXXGj4oOZLymPXGKPpccX1He1LVTOAMBo2XuJlEleASVC2wErHO05kZPbp9S+i+DtICVzGj7extzYbJZ1D2rXW2toO6RLK4duZAGREOaAF//KciX14DbI/djheuDWzE+ywwv2TAj/IXQZqm4dohw6jG8YSw31X7fq47uP8GyMhLiCDhD0ed9WeDyBRIgU9Ovbhw1lDwVAN/5xDbfARaqOTQKCehwCf0D8d+TzsDNDnKtA33NWh9ZsAvjFEQ+EiC78A/FVDsdlSoi69gnxC+0pe/0BWfeR9YC950tYB2ldWSOx7fAzId7Eb0Ne8bt319I8+uVo8WXtM0LAPQAjo8wHZg8QP2ZMlHaB9E8ZN17CPwX6SbYqvdOyzI+AJ9dPO1Br0WT/B+zDyTl2gpt13Zwrlw8dGYt+v//zln7/+9EkiWyoNQy8fGyfoGz9d27cIGYbzWgabLtqCDulzVcsh/3jOxIj16etBE90GAvQzk2wTYTLWbueqH2dsRyjVtUMEv0M4d+zff65l0wjbseV7D+xtZvEuwjS4VXDkV46ODVFllUgIkS3btXPt2y/c+a677E5z1927tbXAvrsFKCtvPPn6Fwrz8IueRuSbtvjrowr2tgrbwwWllnhXwEiQLj6gvgTPKEry8tq26ronzxWLVm3Yf2xQbdu5G43HjvVebiH0wdSxfBHqlfZnzIWJLmN7cjtULoUZ4fGibuHhdzVvIFA4Y2Be2wTw27SJOr+n3vdZUERhh755B2eMKXxf08DPxILYBw2ZK45czqgpzYdCK3QMUux98NKyHVNcTB2tYF8osa9E2YPdbBl1akHpH5IPXBNI+Zow9ULfkiC33gS18BtuxPvUwaOGYy81L037LkPcHIxCNOTlEfmcKG9mxbSElwL+EGYAeHNKYWQLajtGo7QN4LcQPoBIZH0FRIaTHTpFJs1LcsTxNqunHFZkt7q6vQX6vk8sberU4ZlbCfNUoRf8tkXGGS6ZWPclYMk9pvVwKaspU0uRxQcVi2ME/ou4o7ANE3kjzOMDUWFiH5W4MONBuoe+8WCqmoXpwe/myBJK/laA4Mw25UwcnRuMWiPUMWG35euYndKzKSion/iNd2F91LOqc4jAB/QDx0ucIKUmJ2ocrCxxCLHkyRfgx9IBXqpg7MWxV6beUdrOT6Ksmozz+/p7hZYYbhwGD6/2iNVIIE9WsdqaD6crIh9xr2MpL60G9HNVX7hqOOhjUDBLJqRigf2jbho/iSDQzp20r78Fg3mEDh0tB/F3H4ykHKw2eOlFco9jdBIo+HCFfbryuPODnXLl2An0K8Clgy6O3MoyRfsIfQ/PYIvfvO7our3ffiVH3n7ep4v8Zi9FwC7kWzUy8iZSJqRBXxhpn2Q6k/cNHy4jrybL0cQ5OvSR9tk+yfumEvheljvHu4r0wdwm2Afi99PV2ZOlqU07dvALRBooV6+OfSPf2eYYMS92cFV2VlF3cFxAUk6A74fkdyZPop+JCqtnkIEkPb/oMkkEzmseVTduxxDbeBLgt+HQof0X9v/13Ln1dmYf4lkYEILdNJ2jlax6iKTaobKhujqD6or41dizrYpvv3FnXXf1uW7EGdR2lTU3P8ZZJOPa9fdkyTcNwCcg+N4Hx/Fb/sc/xF2T2QW0m1s0t6t57lxekLlMJFssQsxENxouPR0jUKiI//qiDfubuy4cutB7uK+l5fTylc9Vrd3Q0/Mh9CsbDmZWFLRhul3tmRuQ6xjPUZdCl+2rsPrDBx5gjcvX7oNNbhMvHk+bZXDCFsaOUZZYFo1xoL/cXaZeNr2OgmeUJgErnzHmI4h9a2LxNu1DPyViXax9iovDQm31mReI+S3/c95keyCQqKn8wxC3QGCfED+inCDfCwlhCYkJ2kOpXCb2C5yx75s4XYjf+dJSbMMQdhfCYweqL5hpIAWVXPtB5edL7heOuPoonDdA9VLegeA7Gb0dTpC9OCpqCNoX8nGSyPug9QDxG3jrAPalBlc6EvvwvoeZN1X1FOnoWJA5sQa1Apv69pZKI3lqhG9khGNKtlccIksxiDnKhSSEUmaWsGGJF0EnLwfepDiRvOSSvAbQbUcbbzCbRACWXlwG5qm80hCWfBD6AuYzvyrIRlO5CO37E10cf+LJwo3MguYb17BihCcyssVe0I2+GhexHLgIb7dxkKkNIj8zHfygiTHGvg8MxjRcL1DwHWOcXaA/VHZVrPZlDKPsKGPGZdeHlYyJYzpEZ+KwlCHMTGaRLGZavwT+XHUuqNBP2J8+6KbJ6ItP2ARqefBEPlV8KwLm1m+8GKUdHOApbzCUdUblxh0U7DPXsM/Zx73kys6dRD4Sv66CZky8jaR9GRmRzG9pe9x28czF7uaj645+sO7iTZx5Z88uNqJ9svebPAGp5FDwFxcbRl7xekzQ7ryEPhqIzbV1HyFPjhval8C+KVZTbOUxcSDvmzZVP3LMpMRPgd+s12a9D+y7/0/8agT7pr1tRPzeB/EzM+3nfSOXbXNMKnrmueXz5jbH5cFOmQo5at2AfZ8R9in0Mx3LRE8bF1v42sws3G6sRgVRBsKYD3HiBfHbf+PctV3WdXjO4bYHRzm0ptTiV0Z6odMdi7XtzIeDa2D1KtQbrT755amuvdfONXc1nOvqultbdBcWkEd33uSa7+WpUynOfvuL2+B03Q8Rk40+vMJC2KgrvSqBqJEhhZ4BWL1mYOhGrkRZRlkZVkKOkXFza0PkzrFo+YYLh/7acr2lCXmlVTzv7j99+fvs1cv3Xzt2vCKCXA82qpR4YXuA4u38ArAX344LMT4Wrd0FSOHY+9JTY58dU+FMzKxlb8RQCtx6MbKajcK6z4ViPltnzBrO7oC+NRhb4B9gsEGgdSi0zj6BnHldiJn2Vhx5b1qws9IuEHYEvGiF9wH8CH8CfoA6RPdpd14NAP21YCt/WfVJwp9/E68d0QIOImyRN3+MvDT2+kbJ7AuRH0gfPb1MdIGVLXnZwoXLFjLPNJnBfsizcgyel+MbkDdvbtZamlot6qpE36fdMbrmQt0HV4ejZ4NgHzsjeeU9sELhHjwdxybWjHvlhU2Hs1IhUNmWCuzzJLtDdFUOzr2OzETPBWnz5DiLCL4ABm6GyMCbFAyVDhgdbXaAvjg0eEQnBaSE0+EbLFcQEMNswKfkMpDVZn+4PkjjfZR6BEG6jLp4qRh/hrl5gn3YzTqEIfQVoX6J7tgGPkvOjjs7PaU813MChsR5do3/GE69o55nayXK28x2PdFNTuBTk25M/5JPY30s7JFbBz+lxyrip6BPId/SxA6lL6bITkKpwMP4ofc4aldbfk9hoNQhiLpFrrwCfWmiiNahT29+JPNLaDkfEcIKlAAZepHIODqqMrh3l/A+FYLlAPP4kXU67QPx6yoKzgX2EfqY39LQ9hCs7wxqKNc1f3D0gw9u/vxVcSIb7fjQRX5zJoP2pUE8NLt49xED9mnbvtmi8SP00UjSD31PPqy0x0BfB2beabTw4tYxVdBPsO+11yZPfl94H1goBX7i7dChr5/4KewzGbksxDMp75mq+UCXJOQaeuXMzcs7OJD1GU29MvOaTkLfI0KNbUVgZx2KlV97GTTO1dz3AQAP3bhwrsW7LpzMINgL7oHIXCy7aWd3LMPoW4asPNAL4AzWcatWnbt08+LNxyfv7m1+1NzctpWCocay+i/+vHjxy+++BdL6af3BskLUImXQeIoyUPYjB0tfColfURHDGFUmCVRgERFxRSswCxeRVQr23WhFQP0uVLdXjRx5qOf0Zcg7Niw/ebrvaEURDLx4FYeD8BHrVgH5sOXbHp9MAITGpR2fF60EbCSM3zQ+6KmxD6+hZ/mHZmmldi/EMVtr0c3K1dcC2GcO7AvlCwL6VOcwCuHtbN2BfUs91L6P/06ouESQ3iHNRoztFexT7g3hfWH+Yfisjbwa+vkboE9t/ED7OP6S+IE3+ZIXibuDGmegYDbPDQik9PKE5oXrNSr6RqckJ8PWxqn3nXiEuiRTBYgcUwibI6PA/VYcJu2ztKwrP6Z4n15DxGhzNIE1VOJsIu28RZJXrywdBwoq6jvHTXjBv+no3FQY2bKzsiKyicG40ebk4IiMZE2gnhe1zFD2MXEOkaWRwVI5jlOGF8OpyA6zyf+C4yKzU6SrPE7UL2CKlO7ijB1Ar75XQIpcOuANVacOZyPsw3qOQVDi02Wa9u49wL4wB6tRLCoXX40yyEIOaGZhD4kzU+6dbS1YWEnww2cj7PvAcLnVzrYa6ftIaF+JQJ86dQjxI/DFCvS566Svw2CukOog1dJN0qeAj4CncE/9iJp9NSObMoBoH9gghzLDwAB94HSgWGOaDnqxPCVO4iwCiH3I4jtMV5uW/+cAYtkB2lcr0PfdgZ0Fc0n7GFiXUSYhBiLsw52jGei37oN1R9I7eNHQN37F1LkI7fNJg2UG8V/EPiz+BPYmiMCFyEdBDSIDzRkU1g99VtrXdi5GGDjQz6t4nzymCvptlspZAOssYh94X/Es1U6uRt5pCvzk1GuqW/SBfdnBqXVV2zK7moEbwV6pK1bkRT+nQg5oeROOaKrMIBrzQ4uPYN9YEcVbOe86mfEIxt673YWEvr8eAva13Flf9XFUAEzSucGFeKfAkxSbl0hsfSI9M8Kry5AYtZ1XWNxhL1y6eefaw3PXkNnc1by39hiUzdfuvA7MXvznaVPPHoyKYrZUBmvhQOtA8LRHZWMjREZoTeHMC47R1YVPBbUip2krxAoDtO+dDcv3t5TsWr+rbv2h50ZWrT39TWnpto9hQDnXUp9XmdwOPOWkS+DDqAvY2w4gFOTD4Auhy+p4JNxPTHh106ubxj9tX8eJUNtRUn0I6mdl5a4tzrnCgIjMg0FItu5YMjvbhOZrLrUxGBEQZOCxFIJ48D9rKw9mGdjxyrvTg4MZQtm8hz3/pz8M0bCPxA9fhgnjM9ehb1OCQeWi4M9w6uV3SfxwA0AKvJcKdPHk1RdcwAvvgNB/RUuPERMuWVg5Hyu/8Ph3FsYnQ/ESnuzIdS2CXHCbL4zDmfd8HX4b1kPLD4m2+YBSNiPEhUEG2CIGFzpx1xudpHrJZeblzznQ14lXgn/fXBiDt/k65aRu4ZgL3hdXhG/6IlQY6VVslKADhfJmCPy88lg8mYNfJ7f0JHZMdGE23+iUbGQfxIm0JZjp+/hHQEDmMgAkmWPAkddZyfvGKzubybMUquAuwbBkeUOyDMRrdfeJPQC/UAsTgCOHXv6tIUEMU7KZJf62OPXWDHe3xZ6Pyc1suDHGvhgtrUVMHP0HDn3khbFrjdbTkR6r7hz4ht3/Q9q7h2Vdp92jpeVOBY8gApIEBPAICFqchCfKhKHXCWrA2aUDjYPTaMNJBRESXxAMIOSnM/pKvKQY+AI69GKgchImBAFnkKOTIiiKqGmqlaN/7rXuz/d5VJu993U1D2qeQ4D1rPte614L3eQK+fjA1ddKY3q8Mr4b7Hk2to959Qw/tJEkAAFA400bQNBHpVpZqjhnVd/LqlwQP0/6XPxJmvHM54fyUe+mcuDjPAW0wFWfv32jQZ8oHaleUHj3Y2oD9iUI9lXVd/ZD6ODIm1NVYcJDXQ697xn3faB9Sxx8nNx80W98lOs+2FcV5VspMgd2OzLx8rhXaJ+GejOl3GuuyB3z+R0eqTyVZfA2rc3qhveXvGf7lKTvN0vszE2/kIXfI+x7W7O4fPQVsO8NevyM2Dd13W5P/9STW2NSjqXq0KaFXUlKVGLh1Cd0XsX8XtKgD7RvMbNVZ8q51wuv/+Kdmp4HD3CwEQ29o7Gxa6Sxq69vuG9qq94qGilC3I5a0dmCcTUamJXMpDx+EfMdnMclfT1j9UM994+1f7bvG5z93r9R+vuPIG/8vqgBkfJwQhfwgTc6wS85eT/+nv2k3+qekFGy9fgmFSkTBxmpvZ8t8WAn/NtRnd63MKskdwcsJdv6zhQdOR5a27g579Sp1lbwOn2BMD71wHfDqHZkVreSAvrJFMyN32u/+lX+vJCf3VX0NcpfX5LaV3XWpiZfC2dGOYtpE/IixQ580GblLuVdks1yXvb6WPgsR54ziZ/Cvm848s6cLTFXIH7IunR0xe7d0twAc4A+35CaEOMj3/wR7zugPH47OfDu9BDi18BeIH/opxRDXZgCGpQGfTXAPwK6QxqCnV2Ab4g4wrUEIusBfgx0YWulPhjIp8cYHBQZ5JeMEKvIjgMWTjPRnFm4pvkx7APvQ2KIC67eXfz02I97KexLSTmuoG/vkS+/Boh82QJzNLEuPiINgy4u5tBNGREEONZbJVDupcMa57wonkT4PS4/vHjQoWNvHBRdNPH6w+ISHo50GeaYypGvPyvnXGQF6E8DD3Ks3KnyKuzDNZut3E3PeEkKkGdBlCXto6eF59NODgix/+KLlQ4WM4T3ceHKWKj5cgGnTb0LfC2hxrOvaBbHqCewj4+Fjwu7ZYJ2auAtMQgdS406B1pHH2N9y3nw6qtBA4viWJc0z/aJh6XtTx+Cf5oVkOyPcge+6ybNvSqcjykCzA3Axi9Oyu4SXCopWuF5DDupcluqwDJMu3Hb9w1G3s++Ae3Dy7FDmHjBNvApSNaByL7+qvocIB84X05zVf/wQA3l3I+1oZeaB21+vm4CfTLyol4G1n0ONQJ+vtJcqV4cJGN/vppvDUSP/hwL+vx40en0NPYp6OMl7y/5vf8i9KFz2cbmY03oJfZ9qBZ+Hymny0cfvc+rXoV9gmVbkXURYb8xCqxWh2dU7wRYERLHIPWisZH4Z3TEMLkZR7Dbtz7/+i8W54P2vf4CL1Ofnbn4nQ9q9uxB4t7++kPQO7q6ukZGRvqGGyv99Ol+xbrsQ9EF6AMqKAD06dOTGY7MgPg91cL6AH4lA5eG2zt67h8c3pfzWcfDsfs95X/56I9FfvBAIxkhr/UBT22F+0UTAIl/2eyG2o/8CATc14vQcZC4lyil8UDBQ9bWYRin14H3NdYtnYKZc8fC3ANnirq7C3cgwepkHoIXWqlntLZisA0LWxvMHloMvHtkDgci7qHBGSCYuT3XA6W/ISE/G/sszebMmCwx+8/T7uJEqyzRz0K1dijsM7W0odaxTG4ycVqKqdcJ6SLLLZ1Uz5GZWQ3/shoQRZ6tI/toIVZUi/BJiWaaeZb58/IF+0xDDNs+4qHB3nxATb2a5rEAL7xrO9uLI9hAiQDw9PbmnAvhwAuVQmJ2FkjBHohJodkcfJFsar1htf2GjWF+YSi2tA7TJ6SmZltlY4cX1VDh4IAImmWCfSlq6pXsvkOBjN9L0CvsY4JVVLNgH1nfJ0Wvfb1kiUdRTBqwLi3cOigiFNjnZ+0dBLu0F+UUsFKedHiytoi5pP7YBEYwnJnqsRWFDeZME/ncedom/xxJ6uNpL3fNgdw2cxnC6D7WM2sTLz69ncid6VOhR0/DPkDfBJyxwenyBYmf20wROyRlFvWxcpv4PDR7Tr0rpWdgmtA+uAR/gn2awpGldnvK1vKYxrv0kcaLVgLu+lCfS+xzkPQ8eVAIwDbEwRzmFFavKQCcR6+KrfxI/qt+bARAgT8zcf8h2JaGaA38HLRkUlO18WsAD8dbK6CykjlmaJ/SA/uMf5GNk9vX/cdpbvnmOF5g7ivW4RNOpTVn7+94+LCF0JcDd8s+gF9n/yBG3vU1GvYtEbmD277lblz2YeIl9vkI9vFNR+yzY0Kqgj5YvNS2D8BH8GPQtLImOgnyzTcj83syx+VtTef4XxK///q/P+W8awq7+tz118D7rgv2Efpe1ebdtyXV4MMPTN98wah1PDc1fLc3onIjog6G6kLhRE1IjAhNbJn83A5P763PKdKHLd+OzatXX4i7AIccmn5OnT3b29t75mwhvHK1J7flhvzm0697HuyXFMPaxq5GgF/XyFhXj5U+GqGggD0/oJ/erwAbO5d0CYgXK4mCvryRrGs3B2+2j9w/OPZN1b56YF/5b//SvecBgClPGpD27FG0LzpaJl488dyA5EHw2w/4I+odOygHwzL9UuzFoBSMk7YMVMid3Ia5ZdK2wsLC3JN9uSW5mzcjrB73vI21GZkb1iKxBUpmQJy7VaAfhGds+vAK0eMSLNgHThi2ufEAcORXPx/7gAqz6WWeCrn3BRzNg0PMkxFGVRZh+p1rKdjng+LJuZLZgWl3pQOeMvGJYOPMRjdg3yWOvPwDlPIwHi+VwEq1yZ4HakBRlxVFRvATOAzxUMxPO/hFprWdJvrisA3kjh/+HAlB7vQUVhFJH46WIj+m+nkzscraRXapni7Ib14dtnH12rVrUVqJbV9YdGJKhJV1AvL4ojoO7MSnqqVNYQqw77ioGaB9x6ISgwKTWeaFvy5ZWZujmmXklYXfZwc8vnhj52udLLmMCXUPRzkHzoTtwxHmEh8PQCOR86bLz8WK3eN4Xkb6Uir7xvGK4Q45nOFbOiIflOFEBJVi0ReKOQMLPp03Ca0QQG9efHjC3PcWsU81dWDx5eazYpGjCtGepbAPM++Ml7BEVeBGqdfUhokt06RwgLxkJrVdNHlA613CpG0zrPzI+/4V9j3paHkc+TTWp5wt8s1SgT7aWEj7FOtboIEfxlRF/DCPEgBxXMwaNtnJzbPVhBBzPv8Z5mIbTfdV5mdF/NbjxUEFVDmwctiB2JeAp4oEaxA/0HhsOALOaAIKxmRcdPw95zinXYG+zw4mJojOiAmOtG9/e0sngI+0r3nf8X3NVUdObCFua+C3RJN5oXSQ9r33ntA+Dft8SfuW+D4SOrSJ18xCG3klcFDLpDGzERsjA7mexj4l8mrhVZh4Me/ams19fZrP6ctG3vf2f7z69kePLH74/qfvysZPEzumrvWP00X4R6Uiyjo1Fb0j3BWn5r64PS30JE7ceASxGntoOPGPt5wpP1V+Cl/Onm1o0A9VZm6QaRFEaeNJ1JI/uPHwRv1YYy3GXjyGy2tdQNYKrKL1kgyFlBRMunrgX0FmtYyUAn0QI9oGbg4O3u9rh9W5/uDYWH1Pz9AIjoKRiFW7GdjXKuNuOi5BiovvS1zYoeL7xffvF8tJ4SFOvAr3Dqrv1KcmuniGr82UkTdvx8QpEgdUuLSwcFsdMbCRem+t5674qMCgqNDw0JRNeyN3wRPj56fEFwq9wVR6q4Ph6tiweWsuCZTHz8a+5aa2Fo6TJk6d+KzUqTpb8EiKH7a8lFLpwLwix8cbP1ucfOBRxcrJdzlsBrh5sHSaOUd4H6JonhmUMEpni6QsFnkguEjyvvm5YMvrXTQqmoYYwG9eyKPLDo3yCey942G302NBCD1+8LnsYtQx0MWdTeQu+GRAvS2T+/CAxRk2P7hcSAJhM8a4a7+W4LchLAwkGQp5ZFSAnw7Yl9JZuBPina9pfnOzED9iX6SSOtBkqEuGG1DDPhj8VIVvyvFPzuXbLXlj59Fm8D7En8bZo5TNE8kK4d44FgmCRRl6rz9j+gB/HGZB4cD6uMsLsGb2An46QBcXzt9H00ug3Lkl6CSGGFa/QIYaYDLmLpMFbb9Q2X0Mq4epApbbpKRVroJ+MyaI1sGZF0Rw0iyA2zzTnTv/5wugG28KZ7NaBcQPW9oZXHDPnmuDEGd8BmPqfUEjfj/lfU8g3xMPtevTbH0cjp3Z1EiQIutbzg4DX3XyQN5HX4qlqgmex2/M+a25gkJhhOob/qrAH0QQAIbc/a6Qgishfm4y9KrcPNpYKs704qwHvNilspLCFexMLg35hsHZ1snm6yPAvk2ffQPo2/cNaR/YBiZePUfeG00PD9UD97Dt23f8OMCvv6hE7Ng4XaPJT4DvAzG4SAn1Fwr7eK4OZJeGmgXaUO8gr5FMvBYCfYrzqTga+P1tNCfj09j3tlI4BPxgbP7gjQV25ovnzsEWbs5KLvwU9r0qM6+GezL7KuKnHao9O3UrAm2DOGYgBS0xmx0HeAK+sD3cP6B0+45CWEJ2paSgjismouWMsL7SDFFBMSmKKKBNrnzUjoz0jPVw5Zfb1TgwvCNaNI3o6GDxy2HQFf5GKPTDVFmtoC8vr6vt0rW+9uFLOf3t/fXD/WMjrLxs3E7FmLTvAege5umH+w/BQI22S065uAbGN4fus9Tt0CEN/IT64bup9e7uyB8h9uU1TkANMrzzJlMmqQhCfN0Bubf3EzmGO6TPxnVBZHyQFeZdDfkY3FyN+GZAIHTeddu3F4aY/srjZ/O+o9Dq4FWePPU5jFczVIwfP7zw8TzPhk9oONjAqZQp5gwnQp8Tw4ncakAr4C/FrtuWFx1mZjtl5OUHBTxcy7QGNwsnG237M0/2fuYhDuaEPl7z5j9KrT9gOHoD+jHc1U4TQHDZ5hUEixwFeLhA/FGTFoHWtfi0NG+95Ba4E/+kvRKA4hJO8JPzDmBfsPWehMiUQOvQlOMIsSpcBia0wNcjp5m4p7VTHkwNLWbkx/5kcGtiX0Qqc1xSpMZyzfG/vhaCEgyEliKsPiImLc4dRsFQME1Ym+PTdHrqLBjHXSBGs4KXGXy6CLljQ0U6U2YYPweWiKW9l3A8aLv+TC5gbSXuevmpjRgYbA0DAnbtxrbvF8rWjLcKxjAsFWrWJ7H+3VGFDiiTC1yTHHLx9GSKOt6dprYzZ0s1EcEPn57gebgCRXWvrbrFZ4wped9PsG+ZAfpK/jXyabi3lJKwdIs7E/ukIleAb4HKODHVFn4K/OQ78ywf+7H2ffUjTROhUsGONk3yVRs/oX6K+DGswIFDL6LF8GbC0Mv1AZYaLr0HmHjP1Hgfp4q/X9kntG8foO/48UR08CaT9kHpAO9rOdRZVV8FpQMTLx45RTjZSML1sWQWfKyO2QB9Ky2dVgD7vvji9AkedWyRgZ6llR8L+BlYn9A+yde3UMA3X4APCfw+hms+H7OfYJ8288otG1d98xbPZTLzszPWjxP7Lr/3ufA+o7nPQPwWLDZu/J7l0OsZFxiRinVfYmIAji/xz4Rh1F+XvXbDWTzOxK+JjEg9WBzd09OD9djasNW891La6CPcI/QBaxhcX9tV2zUy2na6bigZN7IYeHEki+/gTGxPdDqIH2PhKa4K9OGPjGRdGui61H6kqn2w/+HDoS5Bvu2NjYJ8oH0IOQDy8XL6/n0BvnoN5MTTXE/ml1hvAL9ITr/u4TjG5bqvdiKqYurqJmqdvlN50FaIdsqinG+RL/PnvV5+BcV7N6Xs9ssUsVeBerUov7T5ZWJqxmtC79zP5n0nVgDB3JynPfvcZJV6NFPOFWF1NsWUyGe0uZixFPYhqxLYNxMH9FtqcNcL7MORh60Fu8k58n4jrVb0vjtJdS+mX+z7zOeFyO7HXAYkB1N10AF1Jt9cwC/E44mHnfbiIVovAu4C4a3DaOiVFs9YAoAfhF7cx4JN4fADLWlIasbgC6OS9+qNYVZAvrXrMjHyWgfvj4r01COcANh3aocZlzxHczjzytQr2HeIIQbJxVb2gn2wuKQ2i9TB37FpX/5OU7slR5uqYrzcQyN0cbzijXBZrYfiBhHX3lrHRnE6qK10/rBho3gDZ2yo5yXRg5bhGYcLFN64gd0lSLcmU/ep+wawwY0hDdkBDDjIzg7cpWiftuwz507+49MokVjvg45YV2lJY30etQ56laWmw3QBQgsYKAbsw0/M14be5wX8KHcsYMMKjj9oc3kS+4zIB+iDtrHlKegzrAOlane6idSsOUt/riz7xPq2QEM/kWY1cKNLRZQK/tfh0X/4EIQkR3SQwVdNvSsUg9LQD2ZBudVV2nFFNxtJoZFbV1ohnEfvF+aiK0c8rggLFk5Hr+TsA+0j6QP2HYTGC+yTrROgrx2sT6APtG/fvuM5R05kJaF9iP8PhlBq3r43PqbBZTmx74QcdZDWspdLQv5W+mrg52CgfYYHXmFBbslwkDQH5dx+Cvs02vfpp//1ATQVzLszmTYHfcLnEfYJ81OcT1v7gfiZS46fEnqnbsdOJAD3kaB8QQEwpehcCvAh5R2qD7MHzWtFcUxERHHHUE9r3roNEAXEBQLcE/CTR16eBmObJbZe8psx9JZ13WDxmb6gmmdiTEgOZh0k9ARCX3WGAfv62k4Pdw3evJnTP1w/NMKZuRF1QozBZ+NvNZHv4f2HAD4D8tXfr9cOOQT8DibWa8xPG34jA8ORxbIhA383SqGnTMISZ7qjnBYV5hZC6SgvP/eZqpDbFInczfigtaI5ZypbH9d8tPZVK3M0wC835N/gfRXIKvBFBeUMdfk+hR4Vcj1QCy464CGda2HjoGEfFTpneCdck2p2Yup1IwtAmqmTGnm/ZsG5mfRbcT5mVK+ZDTNKLWXsMX0kduSLyjvPaG5W0aaPwE9RP2q94nD2pgYbkRoPaEETLqbEcF61wZaJnw7FdVl4OGpcs73B+tzdN2xcvXEDZqTgzOSoKG/r1MhQr5iUszu2mS14Y8lObeYV6MN94SF6IrIPodscM29xqJS08aKNfUafFOX7mtstOFoVE+kVHpiqcw8g9vnr9QmJTFS3d4EI7S3mG2+5P4Fsm+AfGuiO22L4+QKtVwP58PPYBKIbOzlZ9azjvlenghmsXOLc9XrUVMKREbr71KOR9xVACGuHNPQD+VsVG2tC7JumYZ+IG2hmgw/N19ZCqshnsrINWTocqqTEDe+xBQuAjU48T0QYzJPYZyB9qCQzQF+SRvkeI3ySdEDUdWXXhg/HUkzjOJmDDcROjbzC+xyMPE+bfwXzDDBoStuKg2imMs06WEpDpcILSTnQ0E9NvRJHj681w4hz8QZp9qzUu2DphwLmwDPLnGTaZGxGP0be4xh5QeuwQt8vNwXR9DWD9WHZ14+H0D44XNoHT0jrpNv6R+D3Bjt51/s4++DHonQwnGG9GnkF+7giEVuzgybyKkuLfIDb8LRd5l0f8j71Kjk/PfMq5APpe4P6Li1L4kB+1vkx7DNGuRgSXUj8fvGysaz3uRdLsetOwwc+zoWkndo6GVPGrhh0VFuHr17t7ZV4aKyHccfr1m2wl61YntrzGR+ZBgYIT8lmyTSA2FE+MDok7pQ9tIsA/GTtRyexYlatxD2i30jbtcGu4UuX+g8O9zXysRVfmIFP6ENMjNzP3GfDL8DvvnT9EvLqtSlXyuLvK9iDzkG3S6qVPc461m0e6YotWxGLWgtGgOMbxGsWNub2lXczXWtTSur+6PQb0dUUk/PkX5EpM+9j/7jqjUx8KfT4N/Z9FbjbWPkxnLKwws6QDHrepOEw3sZSxWWggcgG8aWW5P1OkuyMlAKnGuQ2h8gGxZe/IgJ/0iKpq5RuvxUwRixi/5GUc8zLnydSx/IQ0xqjzqut+7RMPwP0meJlp0HvoNM7kBlQeH6LD8VmDXcduOSAxIFFnz3Ob7yDvAhFVn64Y8NKfAPAb93G4I1hLkHWmfYRMdaZoam70lKPnd2KzcDH770G6BOZ93ikrPuKgX367ENMP0jOloLKyONoJV/zGQ1+BzzAVEOKYiJiAlf7R3iGW+OMN8LfGrmAnjDbuvsjloV9a55qeEXeCIDZn5lW3qyWtUe6H7RfGF+Y5WxtLTYdHbuLgoJUdgGCadwljn/X7rPK26fueLnRknoUHFpJpvDhMrI/Yt9sxhfMYKHo3JmSUY8nHqksEjSE0QjvRAV+pOqAqBBbFn4A/B7HPtI+7X6jRHlaNNh7DPhMhPNJrL3jI9pnKlKAuntQQ68DYc3c/HGKZy4/IyTf9LGHphzI6AveZ0PoY6wBXQEGxcPBkEnv4FBTcgZvSLBmiPDMa6y0D/A/s0xjXs5J53L2fSMjLx6fHWvJ3p9M2lcwlgyh42FLJzbzwL4ckj7kGKByktd4PkygFI+OHPKS9jn7rGdqKbFvvRH63mBZ+QLD0OtghGp6EmlQxJhupuUVAvx8CH74p8x8UutQ2EdD8xI7w7yr4qfmnL/83Z074+/9B+19j+dYkfi9z65eiSNmLh/+xI4L/p5eqaH+8J9i8V1cjHNbb3wM6dDF5YLy7oaeWuIeHhs5FVIJlYsvrPzUBdhjcMHRVz26RvpGutiAwa+ZgntYoxX4CRLyK2iZIosjZZcHuwaGr+W0dynk29q4fbvWdg7oQ5SpIn0a+Cn2dx9oWK+I30ENCWXVV18fUZ+Y6h++mq9oXxkeq/B1RRn7XlYtylqGsJHCwvJL7WNjQ3DQ4P+A0948/Ov4uqzDGUiegnHAnsi8+Ecj7erAO/8O9jGHdIkva3Hw4EjlTPCzkEgiphI5AcEcDNiHmBcwiVmLkFmPQaGGT6OghGZ/57EU7C346OBZ6SJpK3RFy6Wy9mF3SFezb8gjoQPgl/+rEHNjfxG/I5EuQvl2PgI/CqeB2Pdi0GVTpaT3MdYAqQa46Ai3x9FEdjaiIdBlaR28YYOV/boN0Ht1XsGl3qn6ai/sBzubgX3bCkO+zq/izEs1I7IZ2IfDd5Rf7y/GxhDY5yXJpSmRwvuOb8rJN51navpaJ1aMXvb+4H3u/hi6/ZELCKEW9ZQoU/Jmy67EswTwwMNTDH3wpOndV4erUGbAdhx+ErcdAQyz8pfkqiA8fQcQIbnFdPHcLRMvbzoks5lZijOdkZfD1dROLv7Or19/2AdFQPSb093MBd8c9uoB/EyhHSrwkyAxupvh8ofRhWQew6kp809nPYl9j028RugzZJUK35OcekcVZq+wD4tbbvtI+x5LdxKdV+DPiHIOhs2GCntfLnnvkn0sgSimnGc1MLFQwCdPlAJ+xD4GKC+vAT9cX3KW8j2sTZ6V1vrKykq83Rty0ebLPzOz4giwDxLvPqF9BxMU7SsYwk1Hx/6W+/33Qfs6q/blYObNaa9ACIfYadxEr1les5LWbDyp+Dg7+7it15o61gslFOiTm7eVCvsU7bNh1PR8JnL5SECNukhRszrtisypfiLL4G1Z9f3uf95QzpY3XzaeXjw3rWb8joZ9TLZXPW2awRn//fBT1FVKoIGc7U4F+Hmlpnp5BoSC9iUU++mh98Eq74nRxsWzEsC3cR2/YAAkuVvH8RCZd8EENHX2X60QEMe5Qv9UZ2XjSG21FGFQ2IBbWH1/jx8jojhRckaGlJtXW3b5WlnbYPvwqEb6tjdq0IcyofSH9Qh7vq9wr54YeF9pG/zhMTK/YweN4CcWP5j8UKWzmuvExtG6CaN1dZMmT2I7Km4mVk1nZuiOWmBbZnI2lUtW8Yhog+i61RsyNigeuyEzbI9C88x1XPh5/DvYN83ZEnOMg5MKnmIzDl3NcOHz+BIrDRsIv5bmYnjGR6lg30uu69EpvqWkooYfSKgyUKkI9LfMxzUwN0SsacXMm68iC8j7fHnaEfLEVQd+SSIODngYc0wNBHCBh52dCjVAMAAK0SCpImIvG9YHNmEI6fKTB5vbgCGI90OUP2473DesC1u3zj00vdU9org1ISUiLSald2vjtsLcLwubDfu+SJyHpwYhxACVBvurQSBxgxMqFpfI41JjiZEX6rZNd/PutHj/8ABUkVvxMFhnj9viOET4MZkKHcHULbwAYzztwLgbl8CquNXh7qzhRaIf75FZKaxTleQATJaVQyNh0ya3hdBKdsedOjnfcMr7ymIb6SCa6QSskc9GlIEC/nA+BqHdmeiHkRdYN42nbOaMVoLEMYdLPw69b+GqTSLPp8EESI4mU++Ml/71zPuUwqHqKDnpooAcmaYT4CakxKywzxa0T/E+CXVnrp2cPCj4E5gz1dBQq7jwVdF36gd2BlOgdAzZKLhAwDcrLYF+PkbwA/SFEHEQ48dsMOS6VlbqK6sr9dkBDSVLUZKKTHBnjLz7ROIlvB1LJPRlpzcU8J7txv4WAh++wtYMb1//4ECND4vkFFK5rd+Sn19DDRfLVOcVwL4thL6Smpqax7BPiR2K9snIayZWPjNRdpVIbRBpiH4/xb4PiXwYdwl9Zkrk0GJHn3dGaZI28/5B432GF9n4ffqbV143Dr1sYTtF06jOxYvxPwnw08MohRovsABvb3f7Des2btzIzddm9cgA7knkkzwM6AevcCvRT0ZIeIqZbDCiNZ+pXChl7Nsj2JdJ7BMTy+a8rsun24YHu0YNrA9/tFFU3hF0ij8k9D0k8hHbEJd4X+EcQO7+QaO+K796P1EixuQcNSxzXetIF1Y5q2LxUTZhEk0mE6ebTJwUuyy3oQrBwQj827QmCsnPKfHeq9dC0dRbhcPTx8jmTJhbMimW8MID+76tua/9G9g3TZEEU5h/54h9FtFVFrI7JwHBRwdvMiHg2ahCVWiPU156yRF9HTVbSkpKQmTqlZF3yxyZeYl9LCWkQGhhI1W8StUI8TA1WFzyDUOvUnoFAEMeW/cZvyPgF88mW1KsYlAsEDmMoRiArVe7424syEtPAGRQBCNegtduDLPfWFq6OVifnFnqlVgZ6GUdGBXZsAPYV3hyaySwL1Jb90XVY+TV+6UXpyvsC8QFNrAxUoJeNh0/YItXOr8lJs0qUIcR2ircE1cfES7BQDMJYwnkqR3oHlEZPW2sE8E2D3ZrOK5gXPZPYNQfTH74EMWdL83Z/gRAjMY6RlFjP8jTYHfPXbtLEeBipoVXMX1+tlxvOJNaqP3UTs6+K7l2wCJ2Dmnfm7NFkUc5LwQpMx5dz56jht7ZM57XwM8WKz9fkPK5P8E+KZd83Nq3zAh9UsqGLywjnzVrErDP0XHRItn2Ce2zU0dfdlqSu53B4/wU5qm8Y/XV8Nt8tQtZARO1Ipu5CNUucwh+svPDzq0GzK+mBrQPkNSAdLFA72wdbjsqSytpZeoD9rH5fFkRsU9YXw54XxOADyf1oH3JNzow8rb0t5D2cd+Xk3Pu9IkakZPVyLslK7dwGeYVLFJhLcsqAfCV84H/1tTIokFhn8b7NNoHjcVMCbo2PmrBpyk0qsUcRypPY9+nSt6Fs4WLiEdp88+/efS/b9+9e/3O558ztB4PGXoF+XjeBib4O7u3DOWLUkj+YmFaKtQ1nad/UIK3n7dXBJQP2H70ARD69PqNpHxc5RH58taJ+9eIfHseGOBPQz8s6TJk8gV8tUr3o4y79DMzIFSOxSB1YN+Hv3E79JGu8wMDIwJ8xL3tAn08DIZlBlUgZH2y7qPGUW9UPORh5H3C/YB8h3QwoOOrdzhCYrpWjdYB/MrKksq40Z4wceIEk9jDNV9f+auWAIjk0082pURZ4ZTUXcb2aj9SPiV3CO/j1pDY9/O1jhNkGTYOMtQyC5hK70wxp+A2Hh/2OGUSk6qtapN2clq61HHW5Bk4aKvZkgV5jNn1DjLyzp25SMoYyPtcOT4B+2xDHMjupJRNrM0Oj920SVfbOx4hHlq+gWb0CwkxKL2/1sAvDWftCIMHZ4KtmI27MVGJKGKLj4oAhkXA4BKOJSCMfviICA7eGFyap8/YzMwbq+JKq4Js0LmGHVsbC/GsFUHwa+a2L4qRzRh5/dL3F4Qp3sd9H886MPMe39uUC4Ha9kBnZww2LfYBwD7/mMhIYJ810+TAOhNcuOvjIMtwTViZsbzztF69mra/BN6sEfgkoQXf52tPnzMW16SoLhJQwuQqq11povGqxGbc8S7mLdssFsNzayDEhFsoYX++Cv0AfewVIEG3UeA3k9g3VxIl5sAhwfLyl2dLmtUCX/P5dDw/7e8T9EsympofQR9gjy2826aLr3qCceS1Vds+KbJYqYXbCQJqke6+xslW/aQRGuW7C3yNF7Ia7SNVQoEvm8u5T1S8zHILVsg1DiE1+E1bSs5g5MXzRLEOEy94H2h/+cKZM/H7XfO57qPEC+jbdyyVx6g4KC3gRWrHw5b2h8Q+7vtycr7pr1ixXgZewSqHLVmFjY2F+RU1W3BGXzHcXdTR3tTU0YRHUfeJEzvp/zPyvke0T26RJZHLcJCnYZ9KMCT4PaV1sKPtjXftzDXS9yhs/mWP397+8fsf7373+XvvfQrg+1DjfYr28brj7U+XvPK6qud9TqW0TN2WFoq0PV1ikH+CHmXrOpdobLcxarDBYR1QanutIn7Yicndv9boSOjDy+PkTx5q8m1EFxoXfjDPZRZI8fce2fWJo4TYB+TbXNt1/vwAQK9uq2HkJfh1gTW2jinsq1eYhy/Av0QFfffrhQoWJxq3fYnYrfPYF6JfgKdfZubI6OioyehCzL2xsWVlh7H5mz4Z5C92/CqieSjz/nkT4ksDwqpbdRGeGwl2RqWD6Bcm0AcKC4ffa/+GxwVwx1IiWy0KZJrUdpgxBx2JBoucReCjM1WZnKDzLl04ZfIsmAMc3Fbg88eNxE9GXmAfBUHBPhMxhkmElUOIAwwu5sL4TDWHS4hq8JhnFDvk2xDettl5hNiFGI0uC3jZe2Z3fCjIcmAQbC4xaaFQvtN27Wb1OCKZm4mE8Rg0oXLpmW9gn5EZXKq3ytsMB2VYgr61NDuxM+bM1sYdyIsYieDQC70D0BfFdZ9cMgaD9yUr7KtKjWyWqqJPOvItbc1tuquqonZ56+wDUKsWD8BMsw7zg2dPgulB+mg2BYAC9wCDaOFArCDbiODkQ1wpzNhKB8E3XuwigtWFt7tMIYzjLIxQhDjPtLiTJ3/xlpkWXiUGZdm7EvtmOxJ4DPDHNkV4yeXaZjbyq3h/PZcp9aaW80EGaXwxqh3Y+PEJDUDla4p6ladyXAzIx6+i7yaJyuFqgp4BR0y8QD8FfZNI+1y1jwHZ9vmKv0WBnwHQ7J74whf1s5QLBPDU714pMciGkZc2UdfZksWvwA/5kCR+Dg7Avy2wT7nlw+IH/6SuOEFfCt7nkm4dUL5w9hxX1MAcPZKjsT7crB1vEV8foI8XVaB97S2EviOEvpxv2sElOaGSoq1fb+mzcBsITG5FxfBYb1NLZydc68jkTuUxY0znua93GvZ9Hy/QeB+xz01CCMWVrVifhZwiE/oU8VtB4vcE9qGad8kCO2z66Gx5vGHtzS9uoqXxxx+vX/6Y2Afwe//VVw0uP1E83v6PD1SigSG5ngccvei3csE1pM4qMLE4MQH5FwkJYH3W+oBMAF+emnchCdABrOodAWcPHvALGs+Ie+pEVgmnrYr65SnAw6mExhK5+1OkShFJ+GFGB9pk3m2UaVeAD4dxwL4HDzWVg1h3SHP2RR6s1453VX8A0krlrvcgoS/ZhS8MWs9s7RodjY2dvipplQkKFEyAfz6gf0llJqOHb1395q9/VbQvJWaXe1xMhD3v25R4I/JNdTUdjHmwCOYB+Av/jZn3xEyukFR8lZmNzE9MNMD7HN+fzTHWx3CbwWRTMx+LpY5TXprljPxKH2d8xvDATYo6fJwF+0hMXF0F+tijQ+yjyUWBH5fgkH2NxO9XoH3vGBuMhPYhKRmqiGmIsrrY/frXrC7q3QV+hdk3PiI0LSgqIi0ubhdadyNDd+PSwx/aaQBOEuHPZJKpX9i6vFJrq8rtGaX2GX7prQXFTU0xMvNuK+zrFOyLJPalpiJVAoeM+9OrFfYxdSwCUy9zm5v3ngP2zcs/F9MJi5Eu2MXT2hP/vygva3umx3hn4wMPFZXAPhTJrl7t7h/qhVOd1auRrc4LXR2rlMAXKdIE0dqM1z6ByX1SWwQKCB6ITLOAwIDdu5jfMl9l1b9iu1gq8xyl/W4mCOAM2OsEfNzEm4FnGZjJ1QEHPiuYsGhLsmWLto45Sumdy7Z66UZVd72+3Pg9meMi2MfqcUX8hPYJ60OkKWNNt2Hbh2UfrVeCfTS42Gr+Fq3BTLif+o6vhnALNJDTCJ6dIokijsiOUJ1KiMfFjbTPmdK1I/6pCvwkHFAKkCxriH74PSB+0MjhAQqoLO3R69IrXcqXus7BnfiWc/05AnyCfQebMO4C+4bA/SB1tLc/bO8X4leFg96cwYHT69V0im3iercV22jNLe9owQkPu1wiaJdHhY4UMzcfKdqpET864eVeWYQZSeRnVLQs+1T4oGCfJXkffw5R1E9i3wdq0zfnEelTbRoWX1y/Cui7d/3Ox28I+H1ogL63NXsz1I4Fi19X4KcRv+efm3oqPtEKWxNvK3xEhSZkI3I5AR/0CFGz2qwcfOuodFAEbSX40b7yoEDA74GAX/WDVmin+DLCl7wRJpk2Zu6BKOIHKFFihwQiy1DJpSDJJICuj9BXJ5s+wb8usUe3DhUn1iP4A2iHeZZBLZCcIvmNmnnB81AYWlycSNsz0C+RwfgIcUmX2aw16zCoHuBvVewqk1ETk4l1IH+r1iPm4XJNV1/bzX/+VWrT/8qCo5SoOHsc6OO6t1oNvIC/MJK+DKmqpNjxzs/HPuY7EfzMuM4l70DxGodcJ+YYzOHiyYcZa6zAJkD6LHOdMuml2T4O0MnwJLwI0y9TS/sReUprDLAPdlzHhfiI5v2Bxvt4pGrKo7YQQ5ILM1cNJ20hWsCfeFxU5oGph10IDjGUAPIl0Q+aBxpbgoLiIxiOjIi8UJ7XgnPxC2yd1tLNC/MLlI5MfU/e9tJsVBm37j/Y0ZHa1Fi4bVtjYe6xZvWIbMbIiw5r5L0UR5fC3wRrM0ImOjtTY6AC86ANUoelzYHOIOSWhgZZ+eGkirN2IJzUfghu0QVYM0gQ7C8cPr5waBbWq9eudod1Be0deH1w60vcQ4QpRWpkGFDpEOXXX6L7dNLNhpu43XLIqyZe21cWc2HHfo1pgn2ujjPouBT8cbIR5XclSkLxnpnLFdLUiS/J+doCqL1zMfOy8Gw+29t4xSbnHZbEHxx/zPhXOm8S41sIf5rCa6K6i8TVJxvoSY8rHQaNV/BOhdwtULU+Kw3lFgs0SrhS9dsaKJ8CPjkCXq6gD2ixgrTPcQqLDRBKTeyTpvMthodNVpLTslMNeINmQ96sbK2MTogeyu4pNAFTnF7R3p9jgL6cg4ky7srXGx03OgB9RwB9R2Tm3XckC51KIM62dA+u3wLo29p48kwogA/6QVBQYmKo9CjTMw/sa+7srpGJVzvsMNVEaSkjUTjH5hFn8TsK77NUSu+Kp73NPN+FavU6+yWnPtYr/oLNe3+6ePfuPdRUvkfi9+qjqVfOOpBp9Tb9zXNf0KrHYfGbug3As+MkajtZf4owfx1NrroAPetavV3EupenkI+PjFaFfQUFBL9qeQHfezDSqgHfiII/ru2EQ2kLP3G38GYCFhdROjBFwwdNwNuhAR9Qr0tlwYyBzzH1CK1sKQKACKlKlbCqeobT4wcRgD2wvYTibPw30Subket6DfraUH14OHa0rCx21XRMvavKTCZOgNfl/Ph3F+/eLDq5rW+g/69//QRhSsdTIndbFVRn8rUjH12XIUcd9OsISAP7th7w+PXPvmnDM7CSCWFmEeYwU9E+hX2zXWlYJvbxPImQ6OazCOF8M5zxPnfGR6+j0/KPVQaqxSJJ+IEBw9Vx+mxHCTW1VQYX8D6ZeGnvUlOvh2Z+eYr4eShBxC7E1Lj0WyCSx5kLGHxB8fy9kR+ADFh8h5HxCOqz9sMlBUhUQiICRcH+/PxA2St7evJqo7Px7u5JbWlJbWnctg1Cb26VhnyAPsE+vV90MTa+CPTBSVtqYkuE+P+YZlBeYemQ/2Vaw5mYiF2h3vZ66wTyTE/k5eslShWCBgZfrPTCGa+wGtMuSi4Z0IKfw7Ar+cxpobjJ89JSq5DawhYPnLMBCVndQT+gzh/ZVW8hq95GLfvUwnU66zkw86Lsbsq2KYJCaGmzYEPoSkEQNycGmwL7eMEB+cHO3OynxI9Trzn/AHr1ntZ5MesaE+pl4tWczBQ5CH3EvglPYt9ykXiXrBRvs3YcIZevEvmkXjQ2qKigelmpbQhXimxqgD7sxxYtcuRgPWWWrBSXqrrzLfnAvfwtNnDkOa1YlnsGFz0JyboEv9ae6OShhoShwimO06eZVByhhptzJUdoX7FgHw0uuKnvAO9r7z9ypEVo3759g6uS6GhWvun1SSbbdmw91YsbMZxK4PI6VOIUkYuHiQKxtalRMedOrFTYt0TCGpDdpqJXBfo07HNW2KfOkNcrkwuI3xPYtwQtDyhcef7xRnED9v3j4sV//ONPn79H3vcHbeWnxblw5IX4+6mdGd+J+NM7tmZcaGhowL9qrCEUGlmclT+Wfgn42Ne5YMvpYpXskqFwb7PhfE2IH3OlgHxkfQ/I+Ih+gL4HAn3aA+DX+kCOeYNlTNZWfUyrNxihN4+M1jU2ytBbx/Q/SYGBzNFB61dETCTO4lNSAIEYmWgP4yyGiSqKRtmoCE69MF5aMU8RmyFaMfQFgL6MRq741KMM3zWZgO8smxA7fi12/OIPd69eabqQVzvcX+VthXd7uvzzDF7t4MyNG/M2K7dzpnR2iNjxs7EPT1k8jLJAwZYZTS1ODCCwdJCRV7APc6yThHFIkwwmFgtXVGa74p0P7JswfWnJ3/j3WMKBAZvZTIE+E0AN+tpgihYSx3gP3jSFmAry5bPDQ+37zI28zyD1gh2qxBcPUztTO7X0440HqZ+XVzHe6+gsxWTJS1pPXrsj1i8tPiUGjr01KTGhrG+zhpzlMjRUmxeNzoHW4rGOlo7arWgnL8ntTFG8D9DHkTfa2i96PxcdMEcUJyZ2JqZqHpc1nQcqsFrr7uxtiAi1hirv54nPDdSqhcFSirxAFA5hgefC6GjPuHBQPsq59PJhGYgWGDnDx2cVy9hCxZ8Ig7YXP9cYvhpIWzS/0PEC3gfIWgzSJ8E5tBmxls2RVclIsQIzmox0ZkSUIg1xppMkjWALZes0h04jqVkxtVuw02MeVn4zFfbNYb4zV4a866U+4WE7d8YT3mYD75Nv1K5vodxwGFjflEe8z/UR9pF2cu5eQuD7WKHfx/yxkftpsy2hz04DwAWP0T5TZZb30bZ9DGqAj2YKp15gn9MysyyN+WXZJJkts1gF4oe1FnYH+CRITm8Yyh4rnMW3yAlgn+Gxr6ojfYwRckPRY+k3bjRB6GjHC6APv2df/wmMvA4Oci233CHJcfKOrWc4MbBShcsSnF8zQhGH4qn8rI2KrOpeKdD3MVOspKXD1gB9DuuVnUUsicoyo3ifpn88gX2m6Ft53SDvPirWffYFM2AfH3/6/I03PuDM+wcFfQbqxxj7Dz9dYv7my8+yvCcudaz/ytXv70IZvtvvjx2Au45bPxy6uejhag1IDkjIgKkv7/FHa2u1Rvs0+FPgBxrwQBE/Df+49KO5D5vBMIKf8kLTPAItZLNIKLW1CvXqFO1TyNdXTuiTIuvjWJ5X7etsaT8Hnn0EhLsfARLNIiUejEr0xyKWaTFwROij0zHy6pnDV9oFW18dptzDh8/zi/rm/GDFqvOXb128e/HW7atXmnv5PyfEcauXsWGDKLzIb/JbC0szXkF5NTOJfdtzX3vtZ2MfRl3nmWyCcOMmaS4cfeR4lj5zVQHVbHEsy8+Jfd8SN2yLHCdPdnSG32za5FmTHJ2ucOSl/Y8YiikZixyA30IZ1ELMAXdgfgC/ELkBMPSzHdBoX8gjc3OIRv80XQT0z3jbCx2ExZVpuImASyQoMZCHsoH+jLiISQxMsMK9d0RiIqZSLEMAZpmbe3qHhhq52B1J7xtraSnf0bgQ7obOZsX8YkD7Du1P1+/xi8ZgHKyw71BLBPx9x5uR7by3o/xEzZaK9s7QpgA/ey+XYD+Gt/gHoPYXWYKwNjMwFZhn7cLG9LWrreHwc4lDaAt0EEKfN19LmXMBgWwa9he8Y6IBunjp0PdmZrOXLojNlGZyzrb4FbGozHoM+xZSc5gE8JsKDYzpVXiLAoRw94D4nNmUeufgvMPUdyci6jn1KvCbKS5AJrzMldsP3xCz2U9hX9ajXiIl8SroM1FfCX3qMcVRYZ+PFnFCikfo+1iuwpZ8rJG/JQaIW2CYiA0D8JKVGiSqiVfGBrIk2fbRQUjih/+JWkEm5QOL85E6ABB0sli1NPcMPOB6NEq09tzoAPZ19OF3z5o1LNjXn0N0O9gyRs4XPTRUMIaRt520j5+D4nDZV5QENwsPRfA2W75l4Y4d2xviU4OkMgUuS2If3zN4ShLDAKlL98qPH93zmmsOFzF2s6jEx4B9GvFzW2+wN/s4PZFdOo925mefwD1C33MG7PvTn/7jPYV9RuL3qtbcAfT78AM7i8IMfUB9B/6Rt27duntr/OL1y1dvt3jGMTwIH124cbZGeAM+7BIy5d7hCfBT2JcO5CtAYn0P4a8HLygB7yH7Mz66qPVmKs4n0JepxSBANVYe6No6DfdGjchH6IvctKm5vXsgq60sFprFaN30stjDkC4AYoC08+PXLt+6eaQqKtWfZ1gFVi7pYHz6dL0+Gk0dfefPn2/LyuoS+MNvxgN/bPzyzcFzBw5/98O9myXXrl7d1xwfvnlrbXpQWpx1+Npg/Z6wtYjlDIaLI0xiSzW0z0CpJbDv3Z+NfULjoXBAM7TEisKZrloxThD3hPjNlAhSbvykUcHWyXk2jn+X5mctRfbC9pNnFX0U7JPGqtmQC7eZILnUiektRD7yPlO6/x1MFfQdEJD7lRbkIvAWYij20DKeJeA+5DH480D98a7deKLG+gAIAuED6T3x8ZhIxeKM2Cq9S3FQfEwQlN6MzUMNQ32NfAMN9Qz3tw9j2bewMDdSsC+mKpUjL2jfHsi81Rr2HcJsHGXINj3TjTun7s7E+CC/DH0Qwg6Qm+ulc6eWzAR9NABD2eBwy3HXPdCf86/9amvk7Ab5C+ixXNhbdF12IVDZYHg9LdlMM/CWHwICveJO5mqXvBQ66K+cMgVd5Bh5sWqQ9GvhfVOJfpMnzcDziSWT1B1sfSzE1WdBm4vvTg9zszm0uSxWdW1z5rwu5R5mtiLOOphVPI59j8L6kpY9AX3i6yPtU+AnuYGLFPapHAOZevGyQCifEf4Me8CVxlbvRw/8rJ1KQXaQ83Ab2ZjB+S6CygTNRiO8z0aqfxE7kJ9kk7SM2Ffei8ivZO/knlPJHekN2U19EybNemlKt+J9tC/nVDWNwdhXAOgbwrqP2z7OvGrZl9N/wlUu1SSNef2ybTtO6pAy5s+CsgRvnhwGIRiSqYugfRjUcNID7EMoudA+BX22NosV9qGUcz1x21m5sTWvNBuaeNiGxxPYN1+cLShOm/rkzPu8zeca79Ow7w8CfWrn96oAH6jfV+cu7Eo8+Mw3//zn91e+H7x5/fbpW/eun759+VaHJ6ylOhY1eMLkzNEnULBPBY3KF9C+Vqz7mEMq4XoFXIRCCWrA08PQEONejOiHbR6YHyfkPSLwygUIh2YedeB0bbPifcC9UUk97SLynToT35zz98G2uroJdS/WTambaLKqrm7V4cOr6oBjsYA/4XHj4+PXhoc7OjrGBs4PjGVbJScD+XA0Vz1CTwvx7nAsIlwgcuDI5eLF7y7+8MPt3//3cNb4xbtXbl6hKb1ql/vmkY7QtBgUc9pD6gDsBe8B8lVj6ZehkgyYZfBvYp+PYB+KHtBSaQvBAv9l0CeHJw69cyTIXtXRMIfN0tLMeRH2JidPnsrYuHG1Z1AM/5ozZ3MLly5SM+80rui3cUGvkqugkgA2KXUQ0dS6T/G+EPN3NE/zO4ZCI96AkPqZq5xTU5532NnR+bLztQOUPFA2HuG/axeC42lPgOGdBRre1i6BzPUDqw5IDeJzQ+0QjhYbkTdWeaO8vai7q7AEx9JrwMibq2LgZUGGC0qP9xRkJ4NL7ykQ7OuMIfbB/7cp5uyZ8hMVHU1oo9RnJifqrZPZN4UZV68iCcj2IGm4r0ZcoL03oph3x3Hxp6MIB13XS0QOCrwa54MHEMYWlziEu0jFOr9hGrULsC9ftn0kfiJ0AA5miKnOyQbRzeBGxD7JN2MzEQ3NcJoTR5DszPAqivBY63lYzlVTr4Z9s+VdZ0EPDBiX7YknsC/LwPskbseQWqBuOrRTNgV9BuxTJ23KnkyvtTxwcScQKEho2Pc9BX6ASV+t8Ey7kFALMyPtmyVSDrEvaZkifdz5gfhhg7ZqaUkDU62TA4Z6hjo6hsY6+qA9T55O7MM2T7Cvc2yMnA8vY+B9RD6yPvkloOMw3EHL1Stdk7Wt8Ux8DEZcXQIqk2ESgfSEeDRPf7pGMTHA55Kyqbkbl9RL6KUk9ilznxkrRbAtFOxboaBPxA618lOV7DZPYp9ktjxJ+qRi44V5n/9DYd/7CvteNfA+sbrA3ffLot0J9Mod2vvtcP+3+65dGrz9471bp2/DFdN2+vrNMeAdnjoDAthjkmylK042Yp+CPqF9EqQsWcqsUYO1JLkhuqHBqkGDvz4D+IHK1crGTyuAlLDTDMm7Iu8D+IH2Yd3XNUrkQ9VHX3nRkSs7p8TWTYc1ZULd9NG6iaumTwTZi50uw+vp09euXbp088rV2/JA8Olw2+Hz5fAj8gC/eqSNK77RUaIf8K+srm70/Hc//HDvh3v37t67fvPIufLT169eudJf1M7Zedfaza3V+xGdGYZcLlJTAGBmhsqpkUGfczkMfr+58rP3fWI4mC1x9ZbsiWBsC47knQzEbw4jCVT6hha8m1+4dXtp2q74tNQohCpuwt+CeFVc5OcWLmSqCI9DMLkp7FOFDirGhZdPCvsOKKgzDQkxhhgYeJ85NWEVfCQPQh8gUAtzPnOml2QPjA9XFjGo70BcfDyOzdJQapByDO7x9D2VXonerRmbW3sakbqDJ7nsnr7hdlSBLuzrq5JHTGpnRKLCvujs6NbqYLhikUEGkVfcf8ebN3UC+8rLO3qHWiIqgxMSSv3245yY/UeEPWAXCoLdaWRezSMO9O7iaNc6jqMUZEOlHYrGwW+4Tg+i8wXGFvarA/5w7MG6TXz0WvnHsZHchus+8RfxLQfsmyLKro8TopsnqJlXMs4mTsS1NQQpUS0t3YgjUtGGd9hObPXwLKU2fnNe59OWVCcr8DM/+iT2PRp4VymF19DZS9o3QYgfk/IZYGXEPksmTPl6nDjaXXSOEHPu3LmiosHuo0d5dmLodVxiGH2XaHVnMu6a+kqtrvGew0j7JtFBiAwjxKNC6jBjyh6J3xYQP3QjIdvjDBMSs3XpPT1jHUNDY8L7cNVRldOv3MsYeTHvPgA2Foyli79Ftn1VkmCVcwmHakxaJfRt2ZbbgPht9ucFsqUlAAOEl85T7OmBEYhGVtj39XLFbInWatmHiw4bob2PsG+RbPwM8TMy9bq5PYF9Lxgrcx9b+AH7Xjb98B//uEjwex8LP23mVbhH5Hv19w2p9InUH3vm4P69x8YO/vmv33x/c+D27fO37t65dml8/PClQy6e2TTLW3kVs8REl837fu52BPlGZNtnKM5wYWUawr102b3Zvb3ZHdENYwJ+PT0y8fIFXhex9oVVZ2j2Fh7b5jGqRVv3gfUR+vAHSvrKj/7xo6/ec6wD5NWNjk6caAIQHJ2AzV1s2fm2soFLN29evXr73o93L168CyqHb+/evtLdBg5461JDZcHYOH6TjLn8/eOX76Cqc3z88mWg3w8X7/4IrLx68+sV/3vlypXe0rMdOVXNaeGbGRLoF057H2a7sOBHOS6MvYcSvX1r48/HvtPojPGxWAStV84EAH7OkteHEwLFHxz5GYQwA6RZSZkqoC/3VByauiMjE7284gMC+LeEssss1P/CqZOFheoybsq0RYyCId0TnddcgZ+CO+2EN+RXpkrgeNeIfiEsq6AlZp6Ggcx6Jvz5aiCJIo8Lu9Ni5LgjKk3nAo9zTMrx5s4IJu+hZyNV71etP+QC+2Zla21fY21PbetQV/nYWCFsLn3NRD58TWRnVDqWvOnZe2CE9yP2JeKGg8CHmXdvwylcOXW3BPZ2tlQGh/qX6r0iApMZpGClRzcmNnyQNNyx57MXEoejDiQI8nMJSBcan6hW6UQ+8MDAIPyY4VviBmQMET6dZQjGYYi7TsO+V5i7LLRPPfhGNxMhHdg3mdSP8Y5obWO2LNidja16NmJBGxzpZpaov7NBlpU6bBO5Y9rLaiamO8X066exb1mS5utTxj4lcwj0TZ+AF+1hYiKf6cQ+G15dnOguampp4b+umCJpU1NnZ0tREU4iPHyVsWWJ4nqGfm9Dya2pSgQykD7eejuqg2HSPkc18iZl2WQJ68tXcgfBr6/BysUrMDtasK9nrBxvjVnlGrMTQaNDzbt7hobSxzr2E/mU0MFvjrQlIbNFNpE1JYUndaiLhdGIYYroVE5gcwqhD+sJhAXEw+CMj6Cqo8uVoIPnC5W5wIetm+J9EinBozq5QRbws9W4n43b149/Vj1vxLypj0sdz76+4H2N91Ho/dS47nv/1T+8+tH7f+uN2rT32DPHHhYc2nvw2DP1Dw4+8+233w8OD18bv3z7+sWL58uQoBzB/gYct+NaHAkcxQnVGu1rzaNzpTWv1Y/VGQFQV+ErCZCUh+RkHK709jY09PKbM0Q/Rf0YYN+YVy1xyBAQ9vDqDajSStyTmRfQN0rOB+zr6/vyf9/+6o8fve0cGzvBpK7OZAJteaN1JiB8i86fHmy/efsqEI9lJHcAa3fuXP/uMsfZm5e6ys5jA/jdd/8A1F07L7AHFCfhu3i9re32b7sg7/5w7/urdy+C9B2NbQNv7PS+0AJqn7YW9p3MPcl7NsCHGIzwqw2ZWjAXIJpCx3Y41V/7n5+LfV/Dk850Zn6+zHTiaRs+0i1VR4GFGp/goAV3c4MKLJ9p+QfO7kJnSiL8IFHeF1LX8G+xcgkM2hWDM9m0SsDfjm1QKx3ZVGQulxyAPln4ycMw9Bq0Dg8P4y0bBY98PtcS/Yh/fKg/JN9oic5fopMA5WmRa6JCEesPmT2yGSe+FJdiIiJTvZJRQ5BegBCcntaRvsa+vtqeoa7hsb4duY19zZ1VnVUxnYnQRYqzWcwSvb+HdqghI/Zx5m1eU95XXt7X0dnS4BXY6pdoVZqsY0Yq1F0r7PfWhnnGgenR0BfnYk/uBzqoYx1HqGrflT428r5QYX4ERNpckOank51fAP8jS784ZrioyFJt5AX4TWKGgONstu5acOidpC38XlTYR+cf8Y9ivNSqsD/MzBxvPxtJ0KbF72XqvC/QIj2TWq+d79c/0Toegz5l6zPgHaBvFJRvVAGi8D6eKtrkVwwD+JoC/Zmbg+wvtBIH6ANSI3obOlqauo/KTo2q7wKqH5rq4StqqZp3bW18jKQPhz/EPrXtczRRbuukrC2P/H1I3MMHJtSOC1ZBXtkNoO5jw33AvsmTl3YL9gn+5bSQyID27RGpg7RPnbPJ10tJPvIqYUrPLzzlTZHdm9jHRm6+vwKRN0tzPGpP40OVW63lxHJVVYSJ1wh9ZmxnIPQp3ueqwE+CB/GcQPTj1yd43xOG5sexb8n7oH0kfq9i4fe7T0Xm1bSO3/dG8HPpUP0zz9TvrT92/8aDnmPPfPvPf96+9M3NwcPjd+/dPd12687tKy1sdKaPyip5f/KhxAC/DGF9QvwAfcF6qQ0KECuEzru3AVdku3AIBfDDF4If0K/cwP2AfY2tytuH9kfEvXCC5pGc0L7tSuQg8mXt/OVXXEd+5eSIO7TpjFyeEFu2qi6Ws+utH8H3bl2/e3n8zvg46RxcyuN3Ll++fO3a+K3b7WdKBk6PDV6+fv3W4Olb1/9SfvjOxbvXB69B2fjh+kDZd3dLRi//cI+Xfnev3+z/ckdd18CRqpYzvS2daRc2MLsqk8E02PfB4Jy5AcAXlgEL77q8fx/7fHhL6eQkB/EzOU5Jx4a6ODdTx/NOtmzPwbM2PxYWnzwVtzs0wgubEiKN9V78JVFBAS7+7t6YKFKPxbQ0nAIT3Ubso73PIcRSc7go9DNXxI+87x2wQA9DL7mH5njOF+x7Zd48Df+04ddOyb6KHx44cOrsmd5ekE+KEyB9ZIE4u2joDUpMSay0rj/U0wraNzTS09eI93Ef61l2FOKuo5Mn7p0tiTLyguun729tLYXHBeu+oM6IGBGBj69pKewr7xuGNSYvO7nVJTkzOBu5A/BBY2uxEaJuUGgaezhgaQ4PJ/LFMYsUyi02R4H4hln2aJETl4ucdWCf9Ejs1fGTzdsfXkCGOwP7FquCIlvhfQbiN0G6A5ALoYifoB9eJqNMShPf0U+kEuDlDG6uDd6QcNMicFthnyrqoNaLcg/fBU9in6plW/Zo12diXPYZCJ8ovibqqmTRoqyS8u6OphYYFBHhAMqanM0zeiuI3S6pqUG9DS0t54pOVNSIC2bBEuF83P5pF7zmou+qxD6FfIS+6ZRTZmm8b6mwPhtBP/H4YfOXtGLFsmV9ZxuCgrKTh0bKgX3dfRMmT8oq4krvyBEaKuo7gH09Q3t6MA+PKZVXgBGUoar/yHCNRuJ2bsk95R+Bc1hJ0cbrj4AYquzc9eG9QcGXagcCvovkj/CeDT3oNpJZqrBvvTwOJ4lCDdu+nDA5Sb+wm0K/r3+CfUroeIL4zX3jI23m/dP76G4zHnbgcW5X5DPPfPvnTw4+uPHJnz/BYUP9wwfFz/z5239+097+/dWbZcMKWi7fGR9GwRYai630yESBUSp1T61ifRx986rRLp4doMv2zoaUthtlrmlNHUXDiGetKEFqw3D3MB/d3WcU9yOujXa1Kpkjg8ZmLbJ5s6J+Gu0b6Sv54isM5X8E9JlMZ9b8xAnQOqaXTVr18eVbl7CMRP3S9e++wwA7Pr7+8mVZ5o2Pv4degJWXL9/6vrmy71JVb8/g7ZvD14Dh3WWAvbt3r13GsHv38/O3Ll47fPi7ez/+iF+6evVKUWEu9opNu3bvLu1N271h7Qaatol+YYQ/dpPz4DiP8y5aObc3Vvxs7DsqIpWN5IfMgODhpuq0VFwj26nmMC+ERW2ICwf2/QLQ58k8PU97RH6GpkbwL/H0xpVhAI5ZA1yyU+NjNu2q3Ly1cCkkEt7tmpvnc3gNUSlvkt1iUHRNQ955LK5eSR2kljZS0D3PgH/4k3bgDyEq0JlVbiH5i99CMMvZ3s5mgb1I+JUjo+J55IsLt8qgY9k9rdGgfV3QO3pkTTvch9+PGQ03nIJ9GHkhcGXD/ly9Z0hhX0yVOvfdVF5YXlJC2teaPdSTjUwE1JAj1x65fBtXp6XEgPFtWG3lEi6zL/Z/cS6ajOvNyjjc6TKK3kXGKZaNKZ+L5FYx0MCfqrD22L3rbO5iQT58FXWJ2DcJL1N4VY3baFex2gn6Uel9ifIT/SvTWItsozImgJlywMYUWXyqzn3z9RnK3Uzwm0Oji+/fntJ5lz2SOYwih+gc04XxjZqYaGlWGE5NlpYXNXXGxwfhdhl9OdmeeGvAWWblZ68PcKlsiNwU2dnUIGkAR0+gD89XO/bQNA4tqpn9RMZ5N9bVdbqifcL7xOLC02ID6yP6bTEj+EHqbQgqzu6AcDU4XD5WgjE5C+tGYF+7DL2EPtA+8L7osTGBPm0WBvO7VLNeFQ+trCg544/nH5xDIBTLE6888qClIw9PTP7ImA2Vi16cejSd8F2prIjmGu2bz7eoDWP/1q8/L9jnqk6QleDhpCww/5L3TZ36NO977vn5tLgI9nHhB+z7wx8kxurVPzZ4p+z99s/f/nnvn4/duIFb/k++fWbvg0jMvN/A4IczuLvXBmLbbl0/fe3OeFt5AxpM8F7wRraRzj9xj6z5WgX/WqvhRGCaJPynLR0d3cMnSmBEmTDpxf+LXUBTuTSGwNC1tGJ4eKi8r4/gN9o4Ir5mQxj85lqJMmB6H0de/I62vqxFv/zqj9Cgv1oybVUstnz4SybWTVhV13br9u27P1w8f0vo3ufnx8+Pj6+g1cV1xcef/oHi9X9+8MXKy993tvYN9qfE9d2+Ovbf925fHSy7cw/yxs07XPVd77t88XpN7B2AH37ux7tX/vZleVFpXnl7y4ULTQ0bw/RhSOmq1Sw4mRlahxxF3u2Cfa/9n5/N++hRwtGaDTwTL/BC1E3YBBkfgwl4nst+Xs7CbOTD8JC2y9rKEzme8YHJ9n7+MvJG+Lkcyk71Wu3u5envviu+KSXF+8KpwqU+4HuUbC2V1UVLelP2Pg+N95m+w7yW114zqB3gfWYK/NgWJ6CgET9ip50YncU3AwZayIR/tFVdaNgtzC8qHnNvUFNq6pB3YnTr0P4+gl8jvmEf83BXbmNDFcHvUAuubdBXAIErO5o9yAXRKFMO6jRcfWwCQywpL2rpGBk6hNDMDISm24fBUhC+YYNnqpfOft3aDWsx64qj2YXdQ7BZ6RLE2IKJVlwtLkrKZfymjrFVzDm1FkQMEM8LDYDggbt2n8x/5RWN4IqbXIbeSVJFCX0dSq+yGRP8iH3gfbNfn/2yoNpsFTnBZy1eZOOALUTAD9gnR23gfi+8jOsOTr1fP+1tNub14ZhjOsML5CHYp7BwlIeWjq4gf7lnmppQrZmgg1UVOjf+UVZ+lVYBEphoXdqTisiv5qYGl6CoznNF54q+PqqlvWiRVYaQesX6BPvwJdZR+Whoo3FcuGipZCsI7tWUbJGDXjK/FUkrlpYUtTRB4+3rI18pAV4u03gfMa5lSNE+4X1jHUbwo/UPvZTqBnpnSElDWijDZvGGT/B20SMehomzASTqSNwORHAjcA/nCDhp06BPJl7VvUutA+CHaK3zNVtUfZSjMD8uA5zMtLMP23898xrGXoWBzz4//w1lcSH2fQix41PN2/zbmP0w4aXXH0NPzzPHHhwD3/v2271jD5/59q///Kz/+6s/Qgq93lZ2bbxsYBzLs8FOWH9guLIGwwvyIhhwfyf2lDw/FJ00gQ+X92VNp4m4bnTCZJOsSYbXiMYSmotHR3PLh4b61MpvpDozjCFX1ZkSVy/gIkoHka8Mn0B1K756m4+vZk6ZhHUfgG/iKCx6Azd/vHrrzt3Lh++cPwy2t378PI50R0cnTJpp/sF/fii+nQ9/95t3Pb64mVPaOriv+VQ50ncuDd++egngB6S7eOcONn2w8Ny9eyvr8MV7t3+8e+v6zXPncodx25F3pmlXgxWiOIPckVyal6fdctDuvE7cLduljn3rz595j24R/YqxLXDLPvsSGISlFmTAzZJUd4D2OXCvjpVu7sm4+CB0k+FgNWVTZIRVmIy8xxKsgv1cjiWWeuqsEnfvRuRATMyuhrMHmF4A5JMsA/MQbeTVeB9NLqbvKAefKic3FcszZl48m2L5bzvPSPy0XaG5JvsK8YNz/q233nzrTQZd4y2xLuNsQ29L1JpNqakpkZ0RTb1DeSjlA6vHyg/v4L62gb7crQr7OlEduv8GTU17soeAfbS4UOdVI2/zms5tuRUlwx3t5Y0dh4ZaW/0CgjMyrSICNqy7EBFRiU4YazSDAPjsUVMUQPUikIm6uNNVd7tecrTGsw8KIbj7jbOCu4Vc0F30XSuVZ4qVgf9uBFjlvzLvV6LvqLsOA/ghwg/Y5uRMpRfo95K67niJIQez0coLWzMPN+YK77BwpkqPfiIP33nMseIZ6fMvKepHiIQS8vXTvM9I+gy0T8Eetd1RAp/6SZMpswrLm+KBGi6MH2ItAFJvkB/ix4ZkuPQrS1ub1uzd+1lzQ09HyrGqjqrj+458fcLX0PCoQZ+b0dsiKmnsolgTQyr0FEcTA+3bkgW+h+KMkC0lNaR+ScyZX5E13IQr3bHyrLbh8uEs+B2XdQP7eEMA9Ovgtq+H0DdkgD75eWi8/cOrktQM7nHgDFY06HzRsTCZYdCC5N7eu6UbHvV8Uamh3PfFd3Dbp6BP3h1K5JVrXsQ919SA9rE9wFUDv5ka+GHrB3B/Avue2PUZp95nX5i/5D808PuIYsfvPlUz7+9DjyHv5P7+6AcP7x975pmH95HixJehgwTBfzL45d4Pd2/FAvuy2traBk6PXxtMtkaGH1IrdQEqmkV4X0amu0t0eRbNd4CnFyfG1k1GUoDJxNhVrjQbymPiREFEaLWjXCQI9WsViwvAhfdsyjTDbqNRkXjbgHI7iX0ffvXFSyZAzgkT8adHy05f/fH6RUy5370//vFKiBerJsROGF21ynXatDd/8at3f6eG+f8E9r1r5/v3T3Sniqpi8sb2NQe2Dl7tH2u7TJp39RI2fT/cbLt878e/NI5y7r1adqn93Jclg1VpFzLyenjD2+qCqGfs/bQcK1VBgjh7DfoaK/7Pv4d91G8teCQ68YU5TjJJSZqVVEPwdABbddH6809WojIUjUHZ6QUJ2LClBsrIuz8RAXfB+oOJmeBIiaG9QXDfRayJOXPgAPd9kHltxdvnoAp6jR0d7/By107l9NHjJ76//Hwf/J849NoaBA9iH4de0XzxvV+HkEva2Ehj6i/m/+KttzAAF+J9duoUNqQ8M2xOTezoQSPpSC6eDxv7ahv7ssqQwXgWuz5Ik7g05MgLwpfdSt43lL6/uCWxs0oRv025OxByNNje0de3v6E1T+/llxHsGYCEXJfI3etKcb1B5LPGvgUxVp7kcbLL0zGiL4GqYZC/WPswVIH2SViVNcMNdHILBwDEmExIxG9HN+XJxQr7XhH/kGZzEewD8YPG4CyagBH7NN4H7EOhqArts5EEBGSX2jrg6QPgN3cusA+H8IazXmi95k/zPgP00cmyTTvmULs+wF6sNvGOTscR9JmIVEgEwD1cJekJeKWlpWGofw/G98Gggi6cakHUK1xBPZ17N3V24CoGwu/OlVrthmCfjRTyOjmvQNEvkQ9flI9QbDQLXRcuXYYoA8PEWyMvHHyT3HwggFR04C6nY3hZ1sDAQBZe46xudCZqez2OvD348kBh36VLmrvvSn9/d1bSesE+j5IzXqkodUGRPGRPWMsTvGTLB9rHb7wimGtAg19804kaVbzuKyISbXtu2jrPbX3Nypo2QN8qxftmE/xmOrOhUIv2M3sK+56adhXte2Gu7+fva+D3pw81d/Mf/ngOFRzZeDp+5pP7+LBMr3/Ycz/9xsNjew9C3sa/ZvDq7et37/1w8TscfV0riwX2tZ2GjDBYAINCAQIlM4X3kRgFu7uUd7H3cSLEiKl1kyeaTJ84ta5u+uSJsa6zAHvitubUW0f04vBbPibgN1IgBheBFUHSvFqDyJvVlgW0+98/vv0H0D5bUMmJ09EuOXHi6esXv/vhu2vnB2IvX4Z2e3759MkmE6a4TmN45Ou/+NVvfie87w//+bt3FxD8ruzb0zPW0jOyryomqDiid+xE7DiQ7ser58dB//5y+vrd6yf6Yi/iZ35/7fZ/l5/M/e2VzvjwjaxewqsVFrYng5bmTMly2QDmp1gfsW/rz595h/PdeKvjZiB+z04TN5/a/80itzCDymvOWkGbefknS6Gww+aG/ZjOzyoiKj6F5j4Xe/gH/PUFBRHxmcE6JJ64++mCdsfv7QT1yze1MbU1l+hSrdDBPERVE/1k3yePAx75W/gJDcubYeadJ04XDL2aWhLiCyA0l6xVPOSbpW8tXYpO4JO1oIDbT17w3w2FvKN8pLUAsRMoY85d2FWe1VfeVQTg62xpaWkSlbe1dSgZe5LqHkgexcVo9wLxq0K4347ZJRXDg2NjtUMdPXnB+tJSqwT7jRsr/bHFDPfSrd6wAaH0HGUDpDkEzcBMn+dI68JYtQByQOa3oJmIpx1sLnJ3j/PGJQF2ge70RltJGEJAQLzQPoLeYo5Wi6VqbdqMCZMU+FHQEHvzBKX1ird5DpeCSCcl85umlSmjS4/+Fpz2wiMEvXjOtJeem6jQ7+UZL9O4+TT2SR/RdIO2sU0dc0xRAsfChbHCBQF8p6Cnp+LYPyBAgteseT8D2AtG+TX2zthfRqXEN5y6kIp08aazHTjwbC+qiuw48tmR7uEKdMyR97lZapUWyI13XrHKGeixihYXxykMwnCcjn7C2EWrJMiAAVZbHIh7IfKFYi8qRYaLOprGKvDcBcazcLpjySAQ7u/tN4/0V7Uos5rifR2XAH2X2tW6L6eoYkCkl50VfWeCUlNDMRtC1kWQEmr1xHfOiw6sK4J4DOkVwdv7pqMrxQdNzObVsY+Wyiz2vS01NW2oi1+hXndWxbvOUf000tOL997/O+/TiB/fIXMtl7ynwO8jA/a9+urfvFM37d17qOBBMWppP3mYXnCjmIe4N/D14cMbfeXDcMWVkeyV1d25ePl8G47G2k6Pn788PgDc32Ptp7rMSksrG/pO1ByOnThaR+ybTuYHWWKi7OZMJpvMEtbHPeRE7utGBQBHu4aHIQV2PSiQSHuN9+WpSjcZedti22LrYv9bRt4/+sDQXLdwYt3UZZeu3r0MswrseoeRPl8XmzRlgqvzjBnyjPvyy2+98u7v/lPDvt+8+9q7Hr82/XuqPu9sT+2hTVGVHZ3NXiMtDQO3v8fhShsUj7tXTty6fetmSawoHnevHqk8mXupKiZ+d+l2qBwb7HHPK9iXl6E6OCW1VEkdWxuP/mzsO8HuPhZP09DHOGActwkFsXDl3h35ITbEPku+e/MPnIqjOumCVsdo0Bg/r1SsJ55JBAPA02cg5t7AiMownXtQqstaXaRXzN6qllNfLg7Bn58nAQVSaCgdHUbeZ1B6d6p6ogOveVTkU+ml21cNvJYa9vHATYXBiN6LhAQbs7fmzn1r7lvz57/1JpTC3NwSwB+a7sCDt59C9kVLe9dIDw53RlhG34fV3zBxr6WluL1YRl5gX4E6AcJZRxNnXl59rOnYVnICu6Xykbzk6tqeyowMb8/NmxtaAi+sy6i0st+4YW24GlxdxOdMIKPUoQ21ZHYMMkXOEC4vOREz3p6bPm750GZkTa4YwBnYyt9baJ9AH1oCzLT02NmOsuGTjZ/E3EmlgWHm5bHuC8C+5wX7eMMreqTFTPGk7wT4ET9f4mcbwU+NxmZPYp9h00fE2ybwh7gYvBgszhR/Fy6kzABMSGQ1Ce7Q4ez2swfpsw8PDl4tXoNg+7j4lJSIC3m9kXv3rmk604mzmJamlo6mz/ad624fBPox3dNNWYKljMuZhYSYv2JdTVynsBQE/5ulC6UwOIlBBuuF+DkI7yPtI/vLr+jmaVSbYB9e8axBQlz7zXaOvD3ag+u+Sx1G3td/riKrhpJtTUVJAz40Q70BeWTmAYQ+FkahXordevi1CAwpjC5tKVq53IB9An0+biqdz8cniS94hQ4jYF0xP0DfIlfGFqnqNiZf/v/yPkRSvTzX1vcNjflB6P0NxY4/duijs1NRUXHs0I0bez/59s/H0tHSeOyTvSmb9v4ZWse3//zx1tW712Hv++7O+bJrt767DpPc4EAZsBDSQttABa4tuO3rG2hbNaGr7fTAsjriHU8u8Jg+XXQJRCLHTjBOvS+S+Y0KACJYoHyYO78emPtaJdKe067QPszCo119WbGHR+vcOPL+8e1fTtf+4LWrty7fOgyvHmL4Ykeh+U6pM3FVXTFEv2lvLrYT7KPW8S4ev/aw23llr/Xmnsa+43s9o+s/SasdPtYxcBfg1z/w3b17twdg4L59paQOdsAfofYeKT9Z0p7THL8rbiPio4PDNvKGN1M10bVKLTllXood27cd/dn7vhMIo1rPdzQKeGXXPluoBH60yJGH9a68GDWfJ8a+3JPc4sexMQAqOw7I/EL5VxQjBArVjPFBCKgJOqbPtLIO2huQkZzqFRW/purUgQO8hXOQal4u/8wF+w4occP0HW3f96io8sCBkvwttja2QvrMzY03HnLbpnZ+plz5+QL85hP6AH6AwEKzXAG/QmSUigZSiwyDDqjztV1yjDhK7EOkL3hfE8q80vdU47SxAOu+1p5q7vuQ4lslF2/Hv8yHISC3a6S2Er7oyry8gNLNZ1taztTmWbmvRQsqgmLs2Q8Hvx/hDrFVOn+Zn7x5saY94ly85WBXRTujwIjVHOymxC8BAwOs4lCuvusslQ6WdDA4zEJ5yTDAujpy7OWN/0yaQkj8JmlpLjMo8+IJ6tlnFe8DNRTDOTcWc5GSjSeQECSZEvuM4Pcyhucn7jo0P7NG9aZP2TZ9ghIetNUfsG/h9MLyDuz/UxM5HSrOR8ZXmlkKyoc3QCmXzhtKrSLWbIqpPNUC3lJ1tjc+fs2azqbejsjP+rvb+7sHT5yuEewA9q1YBuhbsUJ1sWLh52oyxXGhkMyF0xcuW8hMwfx8cr+QLQr5tmyx1YbgkuGx9g5wnzZ8WbbQVWHfpfab/S1jBuh7AOy7xAc2gdj3XTlSsRDlD8C+kpJyGJcjAmHAlK1EAGwtwso9kS2Ld00onC+hAn2dRTs15BPoU40cJKza649Hkjxk7lUePw69FiitRIWRmdn/B+8zbPteeN3CgH0fAfs+/80Hv/uwyLu4ONsl+uGN9OiHx+5jvwepA5ZmLvyeEcXjm5s/4ujh3g98XLwDHfXW9euHB09fuzQwcLrs9DXgHzhhG/47kJQ1sKwLrPBw7MLYiRMF216cbILZF9970SR24qQXtan3RSF+aus3OvpiLsFvhLW8AD+IHbUy8W5nRDMkXuJb3RdK6vgfahx1E0/fvHodNmX8QmxZ7OTJ0ydMwgoAe5bnVUsgiN+bi9/54FNCH7FvJ4jfr39tt+TKJ3GlJxtvHNsV+cknKZvLc5ob2q5+//33fzsMb8vNrmsXL96+WV42cI3M7/Zvz5ws+TvsaKiz2Zy3xy9jw9qNgn0b6ffbzKOTzdrQu+3rn419FYt8JFqDtmULRoDMlExuGwlUwnmGK1wvzGHBhJl7apc39nl+LoGh+KAJQoCnYN8nQdn6YHsXK11ixP7gTN0xPbbhiXsT8uyDdu+OiOzk0o/1rShpYygQlI9HZ2zs5ghRpZSvaT/zWoVHSUk+j4cN064GfR7quE1Q0I6hdWh8Npv/1lv4Ov+tZWbLCH3AvmWFC5Ehw473dXmnxsbE3Id7tq5YvCP74FHDS1P7/hvRD/B+7onu4Q1QD/Z9TcWdETj5APM7cgBOqNxGnALjLmSsp7Sy9mRTS8PmzaVWfus2QuHAitkP/E6QD5OuFRfoit5RzXWRwzUhgajjwA8CdAKLlHkZ1cxaSxF6Pf3h7cuXuGY4++YoCkE3GXCQ4AdFEx9Q6vR11ixl8WNHB7GP8VVG7LMQwqjyxyz5ps3HuuKFZ2WrDYRUcsfj2LfU0L0r+7ZtSt99HPs4D0PiQLwJGsFI+Pwqg/FSXSoPfAQC+8LC8GXtuowLEWvWBJ46C+IXebYSYWKpibA0RjQfbx8eLurHAu5ajfSCw6mXJPghxI8Lv4WCfEsLcyvKu4u6K7q7u4uKTmzJUve8IVss3ZTZhfJHBdSNQQP2LaxQsy1POORAAeEkIvNeGlPYRwV48P8h7f0Dsb7393Fp6x1ZSq2Kfq6tYk3TOjTDtELrbKNK7XyO6N34bjmDTumGM1ZCsdi86dz0dqoOEo5OlSFEi6D3CeDbkoqUfletVX9+ruvxfN1k5/P+Z3vd3JCq7vt+Xa/r8Xhcj+uKw1Y9oOxDuCHAqNTTztaZ8ydnoX0AP048gHx0VuSUFxKBoh+/F2Ef25R/luS1iZLIOnGulgkMm3occNjkfwfwt0DsXIh9DG/7Je8b9kvkG/YS22BLx79qqHlpY7V+/fqWsFvPjqZYid1UyrZbKc8T0EOC2AXQd7pNb1TSd+Fa//X++4+u3Lwi8HflLrZmKRtmzuWD3rvQD9+4izo4mPYBN86dg7wk7hxmwVvLyrCwaGaiYSC7fsNNRo16kfgZsK9sWmIfwe8Z0Q9uv8A+huPGc423Nq6xJ6ewZ8TvPxGFy3ccoZh13Mdfe+PiOUIfFjvg9DhvAaZrI+VNiN8bi6e/uu6bAd4H6FuxcuV7fwf4bY5pLIkOStA5ldcVlfrmn7r++MK12htgeh09vdyAq+m5+fjxk+v/uFNZU3PgGPYQotNn7YjAZXYjPQwobA7criz641W3L2bJP38D9q0Bo1+jYd9YpSoTNsHQSosxC+YQhVDzTl9Wc8lhNbs9YHlwCrV39wsL55Q3ICqM4AcP2Shva8fNBSW0molK8N6wwcbS1y81svLgQc2bRVYkJ7/6gm3VCt6/Jsj3vsb83j98UMBPsb5XJPr6FQNEvv2aViRDDP0+xiKJnPJmJGaw2D1YV9faWsOqN0Mxv5riur68RvZyY2UZuzERRh/AvvrKW33iaNHsL5IoYB+SDUX2XFRVuteN0V0wuYBHY19fU1JEJ6Ye8Zec87ds2Wjtak3GxsgNSaW0FVsCGXcA+2jgwuQiaP0AgdaabQEBkIFFllINo+EkOj+oTtNhX4V9tnemSjgAQGzinOlyQFM5Gl5NxhQW0xsC/JvYZ2Iy02K0wj6LmSMM2MffJ/UyzlS3tybjkQHxg6f98FFqCY4D4cUTXvQymK/GuqYDyGcwrTIIXDDrAPTR1xh5YMhIQ1zGUdw8vLLR5cOkY4fXBg8PTLntLDdsT8ou9wuI7mxA0Vue7WCvrJDRRCvqbiUGneuAaXx/+1afraR9CKJGJhfQjyU19NJ7UbfuKi3NPJ25DzHjyNI9tvfU7t1K3vfWW1+x9j0xmcTv6tXudva8auOWxJ0n6wPtO3u2XqCPb819ivcpE5djx7pra0n7Poyrg9gdsidLS1yuaSjBQYe9Ky5Fzk7uhHZAHxwxQpHV8b0kogxAH1CPibwTVUOPapc5JH8+wv4UnG+lAmyiFL0Uvv4b7xu60fHyyMVLJy2b8eYHn/+XNuf90+cfnN/p/2zHHqvwsFxdSUFBWElCya1nzwF7xL40/bPm3ILmXdeu9t99xH1/0j5ADsKDzuEA6+vvuNHffvHGud6/YUnsYvuBuIvgfLXnCoN9as+dO+FWZhx3YH5iWU9rMMkd9zCGq47fL4hfWVlyYzeJ3zORuZwxJJhj0nGZxgPBOWU+x78g9n1ywnj4/I47Dx9iqHsjxzhHInZRoXz1/shhBtxT4Ld4+ZSVn31B7PtGat63V65duW794ee+IfEV9afTdE7F1Q5dVaVBnR2ZRceK8gB7135ovXP/H9fuuBViw+Pxv67+95H84laCH0TOstyBtRMImzVzaqivBfgAf3G/AfvmrVlD020Kl7HaNmniVNr5wRcO2omx80bPFuzj5PedxM70EAwuOeuDsAstffSQ+SfYwJ8TNeQeD1s7RAo5nsm1wQ94ead5Nx+1tNSnBsEMT9DvFeUFOePDF/PItT21lVzseP8F7Ns9Q7M0eEXr9RnyymWrg8h35MjBg4lQ99XUNXV21tVB6Me7Gj5rGXDgofKvpuZyqxKvzxcNZ0UfiR+cdRT2JTV3cQ3oDCqmegbXNHDXt/pw3oFWNPsuY5Ogr7OmorW+vrO4rr48O3CHDdzeONxw5n6GvYROss5drSn3kEzk4OrEVTVLGfw628loQ/ghN3gZy4Z2O/yHNjkhfCS9LgOGzQvHS4tPHCNwyOxmOjc1ZquNB8SE4lmwkJ1eE452FfaNEN4n621jOecQ9jFn4iI8uO9zuQ0T+2nTZAnOgh2/cS9in5kGd9r+BgM6zAfAT014E5uqAX0YjDrmg/QB9/iWzVoXoMfVoo1es6ydsQrmat1Zk+8d4NQSqde11Fk7YYGPVg6Ifao/fHZX2x3UZv137tztv1i4lcWum0+Ojw89s+K6j+0qzdTrEUZolCZHwunM0szMC0U/nj+8W/E9ZKCCAL7+0VcHTmGlldiXUxvnc6DjrFS3V++c7RPsaz0j7b6rGviR9509V3vxxB8/evtAXr0nfQrgfwqc20RfBJa8DqTq9nBuhnUfLQyCvBFTpDZAPlKWBXME0WRLZrq21gbsYxobgFumMkQ/qHZ44Zkj0Pf/xL5hg8j3xuLleLZffe+b/2MQ+P3XX53ddzIm0h82e9tyWeKizn2+55ZeR21zbpq+NCHh9NOn1+/DGwBjXoiHe2/SHwCdv3tcmL17o70dl4UT5060wyzl4jkQ40Jxw1ti7gYGeMInuN2tFnKmA3G1SxqHMwgcuDdNgd+oF5hfGQqj7hwhfnR3VthXwUlHHJp5ZWU5ZVPR7Pvyk98dnzot587jmzd7cy7mtPuYmZdR5Txz6j//9b0CPu3gtGPpwrUY9KLmFezDsGPlunWH/t79PMwjprv6tN4zab93dmVpkGfEVeQsN7T2gvLVt9+/fv36fyazEH763//9Y3ldcl4bzsrq1JCNgejvnUnx2ryZGUXbOY2J1wa9yQd+A/aN9kESmEpvxpOJLR32yqXpR30z/Pwo60NDaXdNukNIiF16erorknrgRWKT5c4pb4CHox28SvaneHjZOsA2wtGL1vweG731fo4els6RlQHe6Z2d6O+hW/c6vWA+VBRPVC0Cg2+C9/HQttsOHjy4O3E3EyxhZjUFKhii3cGDR44cOd+Eu6YfK/dig3QveVo9Gk1M04WD7C5u4hYRwSrLm5rKOwF8fE/My2tszGhsREOp0a0nr54H3I66wPqSLjd3cRHyDFgDeJ8ifr71iWgM9lER3deHZLe++rzE1vL8pIjtl5yiPMHhHGyQ7WFPMQtM6L2dmECJeDjxpbKkmTPNVYmPDOV1lqGura0EuYEo8ks7uxDMfO1DUzfUMKdjvHQa4DwwYQHybiYRx7Csy1XC2TJOhByOxjgzhfcJ9uFnTVXRO1J4n1q5HjtHErTHvyVV7/TFQvyGK/DDEsjhIdhnam6Y6g66lWqSE8Lh/MTzMDfm8pcL4iHzHYXweWjgBycHVLybN3tgVuMdiQjp1LrO9NRLDfqAljoohsMIfshy8A6rRlF69U57Tj/NjO7296Mc2wrko3FMXN6xBCPBPCPV15J7wN/pTHBAwN/3cE+UcheiOnT/TnVD31JI8MtZUttx1VD0dgP4Wi+T93X39alvcwRy7FhHoU8OfuPhvPqoMGf7KG8HXJWxx4vxBloTTs4hkFZyo8PJKSyMac/eofXdDCn6418GoE+aD+rQ2rDM5OWoWmKVhPfh+cITNnHi9P+d9yn3UoG+pcugW3j1zT98bhA3/xfEAfDZc9kfvl+z2oOqBVOOBHRjItnwUwfUfY+fQASMZTZV9f4kKHiD1A+9PlrlgfTl0ECqvbb9xLmLF09sPdF+AjFA7e1u5m45kgmEC4eZIn4vCfSNoiOaAfvKyhobsULb2AgH+z0a9jGEt6IxTn61LHjEP6Xb96d/DjsAS4UHqLCDCwuRrmaWM8Jk7AfHjx9//9+x753X1n8t2AdpM94AgOvWrf/7LiPfzXl7i3R+SeW+q5P2BeHVc7Yhs7TJ7ebDa/+K62cFvLei9snTpxcuHNvbmVRxfi9OS/T8dnih0Ych7xZlVU+Ni6ZtTv7uN2DfbJ81Wwv5nE5chJ4RJvrjkWY9TrXep0+cqPLbMHtIzA+hxgFnuFO0E+Id9yAcmX9AGAwWrNFQLgiHzt8y3H+n1cZZNv4uO7wSAgKyXS2jqiNb0ADP43DjNe5IztgttE1tcrytlbLy5VoD+O1OROMb2eAodzH7gG9VOdC/uhLYBGjj6oWvWj4rLdXJaLaoahe+sY/fC5BkcdzDmB7eFZ11xXl9ol1vdEPfr7VPYR9oH6AvCfvcqubFtysF+7yrzh8Q6Gvsqs/LqMirrM9IbOosLt7uyOmtgyUXhizlHrXrJk9P7qpR7MJRhgOnv1jqoGsz08exLGVjSQmgNTOVbBlsiSoYS7C2zvbR6ZjiT58O7KPtCnyaxy1YgJNpkphHjOUZNXEBIypFRgZVi8VMML8RCvvE+Y4CP1nuBfaNG6NyRaeSrsyQ3RgQPxO1ATyT0Dfu/cEnfJfq9JkaLOq1qYeAn8K+xHrs7TrbXgLu7ckH5m0g+BH1FPbJPfp9trYOfiRukS3g2J0NAZXZTmyhseqFUBeRNUVnT3X0+wT337yJXfzCO3egBautPXXgwN59af/LizEBRCcB/f3MC/va9mIHFfnPJz4EinHEi9WsHLTxDgPk9hLm7vRhJws7qa2CfR0G8APv6/gqOPjP7YcPn68M87axC4uyx9ox5k18RmxsZNWGrjp22Myk4w7cTOu72//yx48QgfyXEwJ9c+Zo0Dfx37HPRyzrIVTkRz5TMuhFyfS/1ryq3l22cNWqV959728G2vffWbfIs45KnBoNlqXhx6y5lHCPnYMXBviXPrqH1h6sTuBy9+ine1jqvUe7lHviANXffwIlMEBPK4QLa+NAjzERaWcGaVlw+9YltbVlZu1szLHtN00repXKL1i8qGTaC/DTiJ/G+zAfDKaOGT827vgXstTx1g/X7wNub9CBz3Q4Cofhow8dRzn8n2+/PAT7WPRi2EHs++KbdWvJ+1au/G7doUMf/POCUVhg696GoO3luqDsyoDIgJDmqszTDTW1N69d6669fuH6hWPlyb1PjRIAgp2X4hPrW6qro1u2B+5YvRHgJ+lsEarkLVbEL/mHb39DzesD/601PggSh1smBhvQ+eFsmcSnXfZ1JJty+viDNSFs4rtgymkV4uAehrQLRxv+Ae6MXnLc6eqKuhfg5xwe7uiFECmXzdZ6fbSXswOyS4oAR/V5Rw6//QphdDfhTUrcD5VnKbp9wL6Vgn34hcPAviVu43cz0vzgwaZKhPLi6hwUxFVc+LXgI5yXg6o044FSLXqtSj6hOrmIEwstN6DKu7wcEgCQeozrl8DSoG9vX995bkLR9wJGL8VYhRSFhGBfQ1V1a2IeBE+t8IpDuYu7uqaa4qR8pL/BQGwPRhw49bFLBHN6aJQdUD9xOx4pRQr2nCV+Fygp01HMFp3VDgfTjaTxhw+gfw7RWOhgJLlAH/dzSfDQdyD0QbwsEwzJ7kZ0N+BtnMHcitg3m+tg8tXIMconG5oXJhOhN48GFSOR3/5w/ATq1EH9TEzwZ094kfft0pBPaJ9EkRP1jNWWBc2bW+s9Q52srfIdSfoAfTs44MjeQMSjvI/z3llW9K+x9NYl8Bw9XVXZ0tRZ3mTJzeUCwT7Y4XFIfPbsVQwpMIwsDA6GK/nF9lPdbW1VCVLcaXxvKAymJaiDJfC+trN7Uf+eAPp9pWFfYY5PbUdHhxrp9gntE+jr7tbGvJS47D1gFgzad6C1PizK1dHu5Ekb9KcZKmDJORSpuwyf7Cj0I/RV9oFW/vGjix9d/OMJwb5FGufjKTB9znQN+SZSobhGOdYLBBL9Js0l7+PPDs0q+oW0BfXulFUrAAIfGLDvmGtB8/ZZ2MvYJqQPb/5iNJ/iGJZglND83PCwPH18HyzvJnEPhO8eYY/M7wogEHyv9+65c3d7+29Q8HfuYu1hdZGIi6st3FrYDk641dTsq3NfrfExN8ajZ06qJ4Pel4T4aSI/wb6KsrLWWngaMNZD8isV7cOvzzYpG/Xan3738ZeffPlXVKZ3C3uCC2Urzsx8hMmML49jAPzlf+9++Zfgt3j6Kgw7gH2fAfvWEvzWHVp36A8fHDNKsIroarE/U67TpZ/B2Qu1nz6g1Le149q1f3XfuXDtwrVj+Y1Pbifoms7ubaqLqStvyQ8JocLFZbPE0W2JiFDLvDLqiI/J+J9fj33tEpqUA+ybC306dH5c6YBuDNSDfs0zBPsmTkys6Uwnm0EhhyVqK2vUDFn+1mF6I90miL/YALR2wNOH3X6Xnfv3eHnbO7lsjk7z9phl6+kXUJlQqTdqKM87+CG2Q2ZA42Igfh8qu3r15Xdqte19rHZgeLF7924UuuVVQdGh0aEN1QxSDQ1tAAQSBoO4dusbWcWYKGxxwMoFWXmR9Js3wKGCREDhPqxy9BH8yuZj4NHdd76vW7xrpdjl0ywjDa3h11CVVwEJdAWZX0Xe+bzLrV01FUlwLMn2cJxlZYkoP0fZ4KVxi6VcBZjIJrkPyORlFrmDooWq32fN7h4Jn4Oai4QAG9n6s0ciecay6QboG6Pi0GglBuxTAZUAP5XyPm+eGMiq/KHRwvsEqoiExD6ywpHYRYTxy1yeoAQ/Vr0TpE5mzQtr0AWnXsQ+04HGnmbjYqp1/7jkAejzDhXMLmcIHgwbsjfu2Lwx24tZdND3APrZ8EAb02NDOgRokGHgLkHf0FlDO9ACJKDJgVgAJBWerD57tT2YcVyF567eudrR0YYmn176fGkDVa/RAApK4y+NwawkgKczd52FPQw7f4W1hTnMgggOJvYp9OsG7MGb+3IrsE+xPvQAUfKegi06yuXWJtewKKd85zB7a0usHeJlS7NYtCXQfcCzpjJEPd1tyvMO1J4g6HFrTaSuUzXoI/sW4gd0E9YnxI+1rkAgFC6seQUicbL8L9gn9e7yd6asWItu/zrggUDfv8K3HfVKj9RFolxy2V+CR0Sn0yfo4dqXi26A0Umodp6X3H56vaP97s37ULhwBeJeLzFQ1bwP0PC72XsPCAiKh1YfJiA37tI1uR3laBz33nLcmAZU69bjloOWn8RqAPsU8Rsc9bLg1cCvp13GHcS+YujCKnoukylCIl026tPffY5+3z/+z4MHJH2NPbA5K2NO7V9F+fLx8f98Z9i/8b7lq1Zi0Kuwj7SP//n16w/90Jag23ymy7G4C3r47FuZpZHpjft0pVXpdWf/dexIxzVkjx5LL+54mpCQ+uOPR5oCk5ujbbdskYWOzVuYvy7AJ+I+NeoA9v16bTNpH3gfeIeyoZ38Fs45LotNoKxZDDJxFmKP18kWp78d+8ThLrNsXdFBQfyIg7OLpc1OS4AfAiMdUzDvdbSM2rnDMcpuk+OOKB0AYkOUrl7X0BCgjyxHG3v6dOn3va+5F4hvqQwujhxR04630e8TkR7GGOXeyCGnDQ/EE8L8QhXq4R14F8mkKKSzMS8KX+Ket1K+I2I3EottTJGiXWlRQ2V3a4/x/IqK1u4u3sS6kV6PxD7hfcA+CvzOw+8vrjEvD2ttea2JrQh7q2hucbe5ZIVC3z7KBhUrnGtg40C/GFdrMWCGWIJNo2gHZxS0FLWA5uG71LHITBebb6ixNoEGhqDpx6gFqlsy3gH0YRttItOJYgX7tqLPNEnzHeXoQwV4j5tNwBtnsKEnSRSOZswhhnx/scqrtICGGafgXAG/D3dPnx9LaYzJCFMz9DqHYp9BwSzWfbFqzAvPUlMzQF9ipR+6mKCvti6XXDCpAdCxwwfPGmRlyaADCLiaJbyz1axUX44qgH4ArqryEFwP3QX7pOg9CeYH8KvemwiPy/b+/rP7SnLhSlwSoCP4JagJB3+nBnraoYjfaf3pBL0uM3NX248wx/rqBFkf1rlyemoN0MeS97KE5wD78K0OkbigyXh4SbBPHIR95S2b0O6zcQ93QczlJhm0Y5HQySGEGR1MuaJquxyWG25bCwvfUiZVlHstEuzjtpCA3xziHge/AD5pi6+RKbAoXOQn1Ixq7L9h37CXhg3Uu1NWqJN/3R/I+65U70xJsU6N1Ofu9w/Pyo0UCTM6fHiL8pXfr8+91dyKJmcvm31PePz04O5Dmrv/RCFLLxIuxCEPwAdlH+7l8xsnOOJoB/lDfw9aIu6/IQNXyA2O9tpg4/mJo4YnvwRTl/+AGQFKXZS1PVjY5ae1rY2IslRe9mJjoE1Dho8GwH3xyT/gNwCsuJizpIx7HMZjXgPnw6bbF58c/5/lv4S+kdzsIPZ9/hmkfQC/9zHqWH/o0PoPTvQl2G/O3x5/uQpl4ZldAb5B2X2ZuqDQmu471/ZiAoZo5VCr4gtpCTpExZ+vi6jIa9m4JTBpx0ZssgUaoA8Fb4zG+3b/89djn+J9IH5z1yxSSaYI5uXMca5gnxiFzJk+NjEw3Q5Nbw/GAlnCDptGnhj1WrMISvHn6HePC04U7Bd6zLIP2+ZlBW8/j+3eep3TZit9VWlaQ7WfvjKyMg+dPEO7730JKVor6IcxRpOgH61JDyZ2VsN2DEwP8p5QQb5oT6F7rHQF+ghvpQE63PgZMZARQ7qAgQNfliJvEiHkBD/gWn1rrNn8ikZsCKFF3izxpHIn2KeBX3VDIhQx8O6rgINYYmsePO+bMVZp8fTk3+0X6bQa/X38I+CWilwbPxvRuKy2dU71pH2+vYOtkrRwxsGayon7HmgS2mK66IqpCDPVHZxDHFJD6mqWKR0zVmksZlqg1FywACOnRSx60b17g+oVEZYxTGCMgOE4LQeKFn+qPpUKeMJS/AaZa5iMke3rudjvYA7obrf5ZqZcjRPs634B+1S5C8o3f75a71A1L9mgcWwrtC34F2NCQ9bH9RUrwp8U+15IJ/GCh80GFLzQdrtYr87OrwzSUZJB9ItEEgaDOekMGzZI/qIKuhp74ro7zpbofUt8S0p0eBPw43tCWsIg6hkJ6RuAPtzpMfml8AVz1WCZ8wIBBef43npZAz/BPsHDO5Q2Hw7uMYtLTGxq6QpHL29TeArG7pvsd1rOciQFh8oPhM+bEG3v3NJVk2E2H5hG3NMSORZRZqlG7hq0Ca+buIYKv0UURSySChiXGQ35wBDnjp3wS+wbxmzxkTLfXbhqBRQe695bv+6DPyCr6KZ7lr90+rY9kzy1bbd+TgDuCYdOKFFXAgBhbfu1x5jyXqeRAfp7V9jt++kBA7w5572nzJFp/A7yd6Kw/+K59lOn+iEqAu0TsONZDSlKIbODfC5q3yjcGhfMjUaTUVhoa+zrLstBRHhjHLEP4KdyjLgN0FjRoyFf2bTJALgvf997v/cGLj/BOeZYETG2mPrlcW74fvn518C+pUMGHQQ/wb4vFPatXPc+233r/w7sW//dgf0FG3bEJxXX6yMDsveX+kWmV1TjXG2q+PEYfICqLjn0VUdHNGeeBhmsLK+riSl2CMFWB+ybAyWeKFBYn5ryJuPt75/+euxDv6+wEBu9vKpNnczEUVz22Lsl+VMWPXgtLI/IjrbBmQDpGms9R0tSPSu7/eH0d3L094fg18MDCAghLMiBtTWGvX7euSmbrQJ0+VuQaKcPqC9Kq2xIq6qvSzzAdp9MN94XhQtpX1N6SMglwt8RzHPrOlNDQ6NTU1PTiXzentEsd7lyiSrXt6rUV0Wp8ZAJr3yuI+ET8FMAyIRx3BT2yRbv3jxZ0aEgjL5luLZdZl+DMr6urm6ZdlR3cR7S2pjRmliBAXEi9lmR2XGmOd8q3yUfa8q0LEUUeoh9qnck/hXedqB0NKcClcO/0RN+SNjssOT2QAiGG5iBOGMwjhB1awjfPLHoYWfJrV6MrWpQ8I5fNl4LpTSV1S5gH4vescp1efQ4WiQBG+nlzM00UfMZWn8UpKgSWGEfpQvDufBGzQuX214B+EHkDZm3qek8H7e4Idgn5W4wka9n/gDvE7d608R6b/uQS6tlvGslZB4gCNyTZT1L5NQxkpOH18btmLnx1VhX3qBT3M/TTvxagXknw14sfKPcy9FO9RPkKwkokUMPCCzR6aT+lQafBoIK+QB9mfKeCd3fvqIffzjMOg7gVyjYJyxPSl7SPmJfv/C+O2j37Tp2wLwnOC4xrzqrC25m1eUp/hg/I8YUNmRcYkOmineo5KnYO3S1JpqZsduwiEGWVLiw2Ye2qQI+Yt8klrQK4oh8i9aoPRUlftYoH465kxb8AvuYTCRyZgV9kDF/gPf31n/9pztR4eIVigITAhemiKPdtx8WzbcJeb469Secbq2EZ/NjZeHyoPchyl5A342LN9n3e8BZh8w7QPngbXD1h39i8gtn+97+cyfOnQLFA0jhWINxr7F5sIiQ8aUZvswpNEONG7c1mBOOxu4ebGdcJvih8s2pZQecmjDKmhXyYR487QOA3D877mKYHCwLbGYjhk9Yf/yT332BQvjLT4h9i4cNivsU71vMjd7PBftAbUj71hH51q9ft/KHypAtMWesmkuCAhySiqqCQiP6ihrKU2vyfjxbWQ6mkd/smx5zFh2PqmrMKuPjy9NhHodqN1CVvPGq3xejsG/377/9Ldi3plA50nKp9yMkMNOXgmm7c5XIidql6YmBIamMFkY8LVRfllbo73HJycrFPytrmyNDIpG9CUxE8DrTlKysHTeG6fT2XlssE6IibBICdEbVnUZF1Qlp0KUQ3oT5HZTuHgveJphqA/xwNDU1dTYB9fDmBPgD+Hkzg5cHuJYcwDRF+gT8dAGRAngSlRyg7koF/Djq8KtCJpsYV1WjN44nOO6yrD82MmqZ2AcEbNV4H24ZIIaN8xMTK2DcjClvV31XTR0MD3aiRecCwHcP8kxPt6N7PUxS8ce7Y/jrykYfmp2IvGECDpDQGu4g1ogpp3GfQwgyy51DrPmr6JVaQ/4MTXPN8ukM5RWLZSCZMjPBnBeD3rFiYEpcYzAuziqA38iRBknLOHE3nYmIH0ZZAvsWs+Yd8zLbOHQ6ENHLBCbtffjhAWq8AX7mWBhLPP+CxsWc6mUBPsNWL6EU9+axiXs9bcrxLAD8svNneWyASQiedAx1PaysXEgGqdhZ7QHyt3kLd8uzL5VTTdRUXX3sWFFVqA19HF4gfih7Me+FRRSSqvEhV0jfwKEf+KhXPUANBYX7EfkyqXjJ3MfAtb2HsbdF0hFcK9iHA+5LrZcbh9S83GhrOwuKGHegtS+qGtiXW92VHw6XsU2W+VaW8JigS2lUqBK4VHa1ghsT+oh9f2Qw70dwJx8vMle5iAyUtAO0b+si2XRTnlwa9vE2aey/YZ/4mSjoW7ty/Wc87fG27pv/LHh+9Aw6xymwQ9x2Mmt/1n4kC2HUEQ63UiPdafX7S543n9XMqx4/uXePAAjWd+XixZ8Mx5WfAHzoovbX9vc+uIcFj/72U9//vaPj8IFThRIGBNAzwyNmZo63rcEga0A7c8j1fMwAc3wgTelQ1dPfkYOSVyN+bIEztheZvAr70BYcbvH7L3731/4Ols1leCsLNnnpI+VsIAew79Abw4YNZX7iZvDN57/T1nnJ/NjtO0Tse+2vQZvjWyv3FIT6hSb1Afs2XC7ybroUUnf+x8qmvLbK7KQo3w3FJdB7FlXWxW+PqWgK2chVNomlDIxgJm9EBKEPi/sxp7459Bv6fQsE++BRUfgWEqhff0tcnJkrM1H6HDLmWlazJdqOAz4vrG+gle/gsBMcz5EjTyj6aGK5B37uHl6OSvjssRH8YIdvgq+l48aTaZYRqN0T9DUJmU0JOl1lQsCuvZ0HNeYnquYjnS1B3ql2sgkWcimkBRJCoF6q00CfD/MNrFwyOpqjDcKcCoUvFewbPEoF8tgKLBUZjEBfQ0NYGHZ46YOUiBZHXKI8uwA/UL4K3nNQSPCjYV9iIkhfBXt9GdD3cdbRVd7S5YA4B29XK6/wsKCAgCAMtmFEZUci6rra0iHVHXi3GiMQBwT4WkMCiTE4phsh0PRhOMT+KBOlxcgeqcLR0SFbMiDsg7QPBgYANgtToX0wM8bOwERs5QrTG6NSwUXwB7s+DDOw1UG/0tHc5qXcxXSMqWoM4tcF+zQtH0vjSVS6HAT4zc+IBcANxb5dqHex8BmsKl4ldFZWBrEZuOyWX8q/hCoX1zb8r9Dm84JhF8TMHo7c4BMVo6WL/AKMDHwDyNd0DRBUYiNtb6WNxGAo6hdWoJW8YH5+ubm+ubzPxQUDn/qW5L6AgS9+rqEgD/1pQT/IXQh+Z7vjcqTialfYh5J3APvayfs6pORtO3btKglie/fZk/Vd1VFh5c3+4SDilqstbbC85o0kKXT5XFMxt4NwE9BntgATW8E+QB+Y32QmCBPLJgn2cZQhvQeZ7rLglTDyqUIPDbBIOebYCYeHYB93W9+YsBQXuYUrXntzHbFvHZnfuh82od51dNlUcLIkt6BAVwI/NSj7tvkDAUtKft4WlpD7861bz5L8A27fpsb36dOHD+49Ie799AgeVhjy3vuJk14iX2Fhey8nvyh/+4F9OHD3QwfWOzDYMGeqBrk8vEbNMeg1MR1hvMTMrMzcDLIVY0E/JA319BSikG0MZsg4xh5aZDkgsaeCkxAI5MtGTTz+u39gikLTAtqWGo8YrW33fiLE74tPj38/cpgB9rRu3xuLJ6ma95v1K18YdQjvW7vibEh8c9fRo2G+fl5nvINSPYorg8rPlHc2nf+xqbi65VJzZUDolq7Tp1H0YnMhIibJy2vL5s2B0DTzYKNPEzbHxMz/6zfffvvpr/bvmyjNjq+Iffg4mZp2PsGY+S6SzV4O/JfVZIdixMGN9j1YavOwcg5zDVf77ZxxhPMzK/HxtUdSuIuj10YPx82OCWl+7h6bS/TbQ4xCg9KaWoyaKtN05ehxVukqz4PtgfStleDJS8icRNGLpVe0yyigRv4uoC91APuCGCSD8yYgku8BkRrFk3udHAEaCIIX+so7oouiFN8IawgrkG0OLLgR/HiRY+RyY7H6QPDL6zoPqEN+eaxbY2JiHkpeGLmAIEL5B9xEwktltG+Qs7+jixMcW0OjgXJWzt7wPUJjLxq+mJbs/9uitcdph61ViO0mV7vVtiG0L0CPz4YZF9C7YLM33Y7iluWq28dYZFMLIF/sfDgkz5YIiEka9o2mPea8BUq/9waxD8u5ELUQ+zjBGGGhjX0nUPmsljg0IfMEhopO5rzDjTOj+WjmJ3a/qG0G6AXDPiVY87Gi1JkNP/OKvGr7lnLK+nDwP8Qp7wa0ySxtZ4mDwWpiny02e6xmOTileusNqmS27vBSdSf2Macky1WW24T2kfjxedBuublRuXLgA34t94UDIKjuebAaPq3P1A+CX7tP8AvY19HfqqJ2aGDSLcSPvA8bbVe/yslhe/FsV1flyfrmrnBlNeZOZ+aoUGq2cRkCWucdQN8LtM/H5xfYN17otoK+6Rrz+wX2vTXV0PQj8km/byjv08pdrnKs0qAPnA8fvku13HPUxSYUEVu5J8NOlpzcFp6boN9vaZNbgsZfyjP/bZCZbHcMMkp7+vgOFv2f3HxAI4P7d6+w3v3pgfT6AH03cu7evNEO4Pv/r9y70Q+hS++5q1fZ8euGvUvOmq2IUgtGv9d43ggTY1PMu0aMwBM9PNgMX5aJRAU8sKeW4IdLBXoEccHEOhA/BlcC+YT2mSMdsGzam8c//xtafeSNAEjjmXPQ6WOr74uPP/kYNe+nn378/stDad8bwD4stYH3fSHYt+79dVQ2Y9jxGR6Fla991+CxPT/pcm5AgHVEZaidR3FTQ3pEeWdN997OmHoUvU2lkauLizJ1VTDBCwTKYZk+e0MgOB9qXjXejVe8L/n7Tz/7Ddj3w1TJImAqKvkfg+fn0tFq8mQJoeeS6cRJiRGpnjY7rVnzpMCwih4m1EyhCnbkIu+mnfiIPV+8WdtYOUKk5OW12WuznT7B126LZZouyduoqFRfpw8ortLXdCbo6oqMTkPvd0SKXlS8LaHYbg0h7MHlGBAYQjdx+1T76GhPYF8oWR+Az1dgDYNdzHBLIyMHWnsCfQOtPo4h5K0qKqpKaEdYWHVBQRbAr6+rVe31Yr0tVrLmNexDNApGIKhy3ea7xbLPi3lH3uXEvD4snDZUUygY4NfQ4BcU7WQJfy5v5NF5u9utdor0DcLk1wY1uRN8CqD3C6E7iyuMqmydPO24wYFSGOvzlLvYQQUd7UltS8YymG6JvGXS2NmI4pWRw2jZ4RCeN1aK3tGz1cFltwmLaVZqwt1cQN9IYp/JTIKf0D4161DxvSb0LmBbcLrMO8Yvga0DmN+QWQf2eYF8wUuCDaMOZrOx7I1NrK9uabFFxcvxxqx8jncha5GFPFtp83Heu5rwZ22DMEV9WgLW0Niahx55167TpxsM2LeJbT8Z+BYIBTxp6P0BDL1l/BtFTDyJ99xBNBw4TmpYyIZgSWbJBYAfctmu1vqQeLTLYKN/EPvI+/qF990RA6sOM3Of2lPwX2zuqq7sat6GUDYU4lC0UMwXht02G4fyLsTwxbmhICT0rRmoeQX7WPLKpuBQ2reA0ygN+2YQ/NgTJ+7xbRJ+fQj2sdwF54NVxaoVnHMI7Vu//rND5Zbb0Obbwz0O9vokSTfr+bZbt27Btw9hac+OeliHIgfi9O22DpC+J0C+J4/u3bj75KfCG4+uXHnwUETO9xCPcfNGIZHwyo3Cc0hF679z9y/nTp2Coqi/EP+t2bNNLGiQCJ8wZiBD7cQPw0fA3GDEcGMlbwlmCStZRD1UThLtWlVsL6GPyj+z4dz/+OvxP9x9gCIaloA9ZSZj3uOM4+PBovfrzw7tfnmg5hXiB+ybwIVeDfsw51gHZfM6Qh9438q1r53w355dfPm5TucQ2Fx9aXVSc3VodlN5cev5zuS+yvz8uqqAUEx/A6qKKoF9kLOgubIa2xwofCNUm08d2Gf79tCh34B9kyfL/vbWr8j73prDZxkKZxjuzlgkPT8s2C+vCQy1Rj8Pcgd09lxEzIwdD3S3xMV8liV33q0Ifxs8IPDb4xEevhFNoS12+oBI2y0lab4hutNFp49VGvnVNOjqdGlVNdX6NKSM5x2R4xLaehgUhIgaDhq4kJB0VyCfPY1EiH2hEkYk7T7QPz+MWcH4MPSIlGGHTjdA+fhG5lciP+5L1keFbRigb//+W1jiFfBboih9MnCP73L6oGmUVzG/IrEitjWxERNewiHQ8BSWq2AzUlnJ9h7fgtKtZ4V4+5UG+G2ytAXxcwX/i/LzDaVnSwitq6wd3F3tZtna0RzTwdXaGko5KJ8lpM3TOzqkLmMZyAR6fewY0Z6K9S4KUwR0mxL8BPs08ONrVyYcS1WXj2JmBX3DCX4W2vgD04+ZwzQzchMFfuPEcBbu/8A+oB+K3iFeBsFC+5ZoRa8hkNyiogkMN8T2EjfwMN6lTRcTSSy5xIKvqXORA6pu1xLupBnpi4oCMJ08feH06bNXL2RWo9bfRPv+TWKWkuWatUmOLDnkE1f5tAA35AYUSFPwpHDDXAWIPH4+yW/+DMQUXggIBPED+HXUClepbe8n+LXzJG28nHNZm3V0iJMBiF+7uZlb7bnudpB2+Pt1hbMVG+bpxDBKjjpcW8qb8PQewGowPBtorEBE+7MQP2Kf2uQ08D7VzdO89uf6KOwDNwT2sS+ohsDTCY5DNS4y45AEPkqaVbGH27flWN84s90L4KeNOXjv7xiGSF5EZzmCNlgFidbxtr7kwtPHN3vvi7DvOurduxj23nworb4cMMArGPjiUxS+vYxHu/kAAsqrbY/v9+YYzxz5Mh1KGU8EiZMFrqDm5hYgfAi5Q8aniZmxts4WLJiX0wjeV0haRzs/ldwmDgfs7OGKOvP47/sx58Bsd16w6fC5StP3qSp6P/n4U+j3XlnK9ubAuMNQ83Kh9/Nv1qu1DhK/Q3IJoJ3Vhz9CqRzfvEvn7XWmOjQk8HIlbHzLOxMP1CS3Nthur9ul8w2pw54Wil6Z6iJs+1L+dk3SnKywLzkmOfGfqHh/C+/TIufB+1TwPNfbFv0Z0AcLv7ni4zM+I8LW3oPKLsIbZC7ICcaWA0QOTHFwdNwA8PO3drGkfwskLi6Om8P0WSiRNm521mNrOUyf1tBpFFkU0OlrVIo1jaK00wGddbsim/RVDVUNe5n2i6o2mjTJjmGP6JXh5eoe7Q5hizbm8POVXh+LWZAwgp5gnDbsEOwj8AH1AiJL8EPsLvFUEtjLQjQ91PNUNHPKgdmmuXFycjIaurHJyWrmQfCDmrmxIjkDKb5QzOa1Hj7gtnvKFHgNvLNsd2JiXVMl2R7QLzTdIT0a6OsLrod1qRCU/1FB3qCqMEmSzQFYAISQDUYjDsIO/qTAPuZ4gNjaZtdkwKhg+fR3FO1bQOybz6IUMwlE1c7G6cVTDukb2PTg5hpW1ywIfkupeBaxyxgMdZWNKctb/OA4YYUmVLkMf0nztR8tcfIgftMxRh7DaccQ7JsfvAS8b4kwPy2aEsQP8pZqWJ1gygtuZymrePTnovkJPgtho4/ONKh+N8xy1auNK0wmjESZgi20p0+LnFT6nL2rMxebEeOrDhvkZCPibWe4M4NjDd/duV8DRYJgQdjPCgVxhBX8/PPJnwu04+e2k7m7cgF+x8521/rgbK0lzevvb1en6eXLteB95zTe13a27Wotco8Aj+dyEOfbCtpHfZE90ykljreyHL3cRAyN43Iw9pxHO0Hyvrf+LNmUGPQq7BPiJ7xvkmJ1PHwU9kEHJj0hrr5xk4ZuLwC/Idi3dNJ0QT4ssq2ggwnO+Q8+WHeofGfKmaNeHjCrYn8vPJxbHdS5lDz1B/Kl7IQMKO22kUge09KePrnRC9b38MHdp1D1PYC27+E9bvQ+yLmB3h+R76cH6PhdfHDzwb2b59z+v+ttjR1P7/arCTNMtKb9Bw7pA/O1NW82+iQ0ghxhTI3zcGiWg42D2wvbOfHgGFjQrkeafdqgw9zMGOg5+x//7IV7KQybg03N3zx+HGXul6h4P6bABabMKxa+s+yNl4T3jRw8iH1vIq5I0jpQ8X6n2n2HFPatmPLdTi+QuL6AyJDtt7zTIyr6gkIiujrhTZIcW9+S3VR0Osghogvq3OhLMcU18TGw1MJqB4V9EcL6kkXekvHDt6h4v/3m1/f7Zijwo2tuIc3r6bHLoleypOlvMHF5Yk2oHbkAz4Jwqln2OCoUtHJxFmEzAhwtw53tQP3YFre09LLTpzq5Om4MDInUO2ejG1TeYlQKZ98AI31nxGY/o8zTMPgt16VVN+kq61NTqWBJtZM9CLh6OsFezQbQ56mwz0/GHBrvCxAIDBisdwMGhh1QTwD3+HO5JBAFQvb27w9HFyVlz549zUeVeInKpZ7YsuSy5OQevpUxezkRerBGOD63NsEfvbK8vh69+yO730Y6JvJCFk7hXGL3wb3VbDpC1GwXTSQOTce8wxPCHztXz1Dk07kjiJIPkCvsQeAX5x2KvTZLamCcsUIQHW2XHViTsRROqyQKtKgH9iH/EaSM0DffFLmUyrKKk1416rVgPhvnu6LsmzdaDhS4w0cNYp/InUEGVYalZvKn+TlPmTx1LiwY2VHM+wXvU+A3f/6AxM/CJKPc3Sldwz4rcaYW5wY6P6n5Ls25QG4x/vCy8izxjYRtFbRLpUh7L9qXue/atV1tlXTod3Bwtxe3Luz7IN8IgCdIB9zjKrSlpb/lNstt1riFa4fgoBwKCAXxcHv+/PnPeL/1HJHjSB9q435ccA/N2/u7+7trGwd4H9xM1KwDvO9s95LgYGJfPzCytbkPLBTPA6N4obC0toO8/kBcnEAfsxYV7RPsA/iJY7OGfWrUMZ0j3Em8IAn4zVXYB29TMj9uunHljcXvL7EP0Kfi94h96xTrW7e+JZzZgJzxQtUntO+Z2mPDpy6WBXojzbOUiqHbj68j2Bb1bu9DhHbfM/gYEO+Q73jvBkvfBzeuXOktvHcPyuacq3euX2jt3nV1AUBoKPZJMuXMMfNwpbUg8RsxwhS2zsYcZRjnkPgxdygnR0LdWAA3qkEHttaCjacNN5699cY5Y9kAMZ74V0E++Dd/Qej7+uv1KxYuX7x06Ugl6AHiodrVsI9mBt98/Q2xD+h36DuhfRrvW/Hqnw9YZcNCyTcgentzUGh2zOXK9PjLNRnFNcnJe9Feb9MFpcdc7sM2Q0t8Rl1gTAzsVCNUOJsGfPgQS+jDlPfTX419pxBH/vrrdOcG7yvk3GONLHgwS1qUTFMnLqmp87W0ojUTjOo2OcsrGLb1jhjswtnA3ZoaP0w43P1AcmhftTrMmi4uvt52GwJnBegDyxE62llv1BBQ3oQmUVB+fFVCZoCuobgzIK26sqg8EiWvN3cJsHPpIDbIUCCgX4QBCKHP0OwT8DMQvIAXD3xVQkroK/MNEgfBvZ3h4RQPCPKJOQ/sC7ijjU5f7IhkQT8CIK16Gjn5Rfp2A3MqMT8upWq6sun87t2EPjgrL5z6zu6DR7CDDfYXGpoaxOLbMxUO1qHgdiHICYQfsCexz87S2d47GpWuayixEKPeEGAfGn11NRnLaTM9iUtS1A1NHLuAaRXEviWxLEqMzWkFjFNuqZK5WMxUnb2ZanVNFjsE5kYN8D4qnsctlkJYAJFWVybDqIahA+OM3buxNiLS6Rd9XAT6GpcsMYCfuPlZWGDQkd5iBwcDbipT0Sy21NayqKISN4F98Npfzaym7M66pnr6/x+j+c2PP6Ik/dextvoW8Sq0dydYslKWKYPgn7V4QOCwcmHH2AXnu1WKC098F22dlZ2vcAWDz7OeP98P2CP8oVVxi92wamJfdxyqtFqu7bfXNqrjMhL42tnvU+DX4WZMbogYx/Y4VL1Z7ug/wrAZ0iwnG8hxWg8cqD1c+xWlv5h0L/Ex8D4SP0lXUtinDXn5ZCkBC5M1l6DmnUOURJwHo+eY0kHomy4j36HYN14iqMj7VqiaF6xv3V67Z4iYVeXuHuIe/avwCoXWZT8eAEvOeqAU1/lhen778d3C+5C4XLkHkcuVB/ceiYEf5r03eqF2uVLIeUfvjYeohe9duXvxYW8t7J8uPH9+9azJC9iHm7bCRvo30xTTMxD8Eej9mYjNvDFnRzm1GH5A+GdWJsYGgn3K4SUYvG+4iQ9MSuF40WNuOuOTP2GRA0Z+wvs++fTrdauWA+0WL35ZU/QsXbp08eI3lMYF7qXvffbNZ8q1ed3AmBftP2Lf5NdbZkUcPRMVGRqYtCnUFsQvHcsaMTU1FRV7f6wub4Kn894KjH8bKiMqoG9Ojinevl0l8hL1WPUmw8DlW1Xy/nrs4+La669/pO30qMWet9SIl0b2aEwlRoR4Cs+ztdSMTGhADAx0oZAZYz9aHOCTMNedcLKf5bXROsrSKzxXl1DqZxfoofeOCNAn6GqKEip1nSFpp0+nlccH6XUBCdXJLbqESr9QmeVG20hkrVhA0WON2CcFr8b6DCVv5CD4kfFJj0/onox0VW9v0/5N+1Fh8WRDe1KQL/vMDhXefFnAD6A3PDlZoV8sxx+wOTivrFyqgiI1bwT8BVVHsFYM6yFYTc149bXvIeRoobUCtIb8Z0U7pCOm2N4pxJb9vGiMQhhbZOfpF4ry18kT2AfzJKTaeXqm2m6BdcF0QT4N+yBjBu8j8rmx5DVlL1pcW8Zq0w5oWYBm3FabqRn1yfdHyhLHcKV4QWbb4nEy/1DLuwJ+w4fJbyDz203ihz/YfCj2zRfWt0T1/FD0YknEJLHSO9UBEst8NC3RtpRdZAg5oeuTbp8tn3eqkGZtsFoNG4NyWejQzKeMJFbiaWZRZQtfHe5R7lIwk9xZ4py2FNizUlFH8H8+ehT+MEdxy89vzs/v2oOvUrTOl2r+77ylmODz/bcE/NQB46oOuvgB/HDksC8l6bG1tPHUiN+xU/PNFPb1nou73LVzE1t8Tvj7W9jmQ7H7VS3M98QYIRjyFh8Bv7kD4Pf6nydPVaMOKXnVDFd43zyhffJzkyf/WeVuTlW7OXNECzbUywCkD9DHsMEVwvvWAfqawvfswDSDL0fhfkQ+6GP3Z53c5v/z/twCXAH2ZGFJsMQbf0BbY899THnv3n2CSe89Jnk/usKVtrs3CIC9nP329j4i/tHP5eGNnrO32/qe3eqqHT5SsO/lYdLwm6bs+sS1Cp+bwBPSdISwP2NzE0RKAvxy2gvLEGbpw35fGWcfPTLoAM3DRREEsb3/Yg/UMmZzXyPqSWqH8L6Pv14H0gekA/Ypl67ly5YtW750sVA/DHoXyn+cK21Av0OyzfuZon0rVq2a8r1txJkzlb7RmyOa21K3xLS2ZMfUxGegvs3b2xBS11aVmh9T0RzVEF2XXBwYD7CjollTtgj0xX5PzifY9/Gvx77xU6XsVd5lfAUwWWsiVrVhhYkNtxnjMelwoH8J1H2QMVupcFbLTVkwNUCzDy/oFH9LSputHP2jnLyjZu3wsgyz3uKZBvJUYh3okpB/ySjztl9EQtFefU0d6qS0zhpgX6auLiIyQd8SjbQ3vyBBPtiBSsvI3pODjlDRtxgmvKriHSR7JQEa7JHv+fmpgS7k+uipo9EkYbL+VoJ8OLe6Uvy75ICJAYXNgntl6h7YtyTxcuJ5sTOAP4xfkAioS0vRa9VV1TcdPLL7nd2IjXv3+x/+B8bq5/e2tDRgoc3PNyg92gn/8lRXTjVcbbAuQP2ynSXU2NHp6C/B3YorHYgCS82uSVw2SdbjBxzh8ACTdAGBwPvmxzKeyBgROBPktBs3Gq8flUtpiCgiD6GTn5S3BuwD9C1W0Eeg1LAPxE+52RP8xo/llMR0CPYJ7hH+hPUhhBcrSrF51Z7EPk7bMZeBGhh5PmiTwXnGUTxrLBmvhLWWWRswxo7WpxlAjzdBvscXIEfbd7a+rx6jcBQALqhu+Wa5jTyPVyFHgFx+/tHm7Ob8ZjrNNzcfxRvAr6srRW4a+9t2K/zWLw64jmEPu+9qN7faMO6A0FnDvkbJqz2nYd/V9iVsXuWw6I1r3sk1aif7TcS9vLwDcUvc4pCI5IaxHqEvWGEfNC4+UvVC3Prn198amHWoKe8k0buoincuad9bQL7XJ6uqVxwTKYYmVfgF9q0i9r0j/b5169577711TU4pZ2C5TuDDSMNfahJrV+/IhDRdeDhCeYF+s7I0f5t9ty433gHhu3kDpO/GzQcibCb+kQBizHGTud6FMvbovQKpy6M7PX1GCSebt/WZD8e4QeN90zTeN02za1bwN2Y2sA8vN3NjpLgZg0ffuOE2bZRxsMK+xoGKt8xcsM8Ha3EofoMXfEAXKxnuKvD7ej1Y35iRGvaJQeHCVWj+EfwAf4zs4CKfNumQUcd6bdSxYtXCKZPPI3ioPshmR3Hj2crNMRXl6OzBcbg4ObH7x+j88oaWLYjgrY5OzU6OSWKTL14CeeM16ItJ/u6v6wl834D2/WrsOzxWiN9H0umdTBBkOwMzyAnwMX2LT/PumhA/S0Cei6WzrQupgCO/YKsvnOhHSyMXbPRaUQG2KSAB2xyIr7XcsME3QJ+p85sVaBu1OjLhdNqlcqP6Bl1Etk53OqDCG6se+sj4fH1kC6hTaFAoWIbzJlcxREaWDHzVQmWfw8+AfZGaoFkTNpcEKBqoylyk0QD3AHwIR0PVzAKLSnkXOZdUQeXPU+1Mq6wrQtcH2gfiN5z4R96H6ghKvurqsCg/8YChbFotiuj0pbq9R2in+j6w739+IP6dp8kCGn6h3tEY9UKEjQ1RG5S6sHPB1ouVDVA7VbziGAsBmWL6Bsw4GKo0aRD66FMgGWVEP9m8xQvSXPG+SSLpg6ZPUE5InhA5seobqfp9hpKXrE9h3zATpX0xUSpocQFEtN70cRYm/w/sk5o3WApe0D6LmRn11anp6OYR+pBkhiUwipSRum6jNOfK1ADZnHYOsNsPStCidDR/TWKfOq5fu9NWFEqmRWd/fxerFCtBPcXxcJeNm+QFsAmhELC5eQ+vS4J9QvyE+wnzu/VcgI/YBwMKjN7hL8y91NpaAF9Fj4Df5UHed7Xbzdw4h9pmOJrk1cNUxgbySow3DsQdOPyVGyyX3RCoiOV+znjJ+4B/EDf7zFXFLJVdb02d+MKQd7rW71swFtAn8UWTtUM23RX1W0RX5zlDsI+p0gs57RCJC48jDoiI2SE2zXw5hmfBsdQ/K/dkAQybdSUns0r2F6SJWb2RUa7/mayrd7DPdvMBRx0Przx6+AgtP0LfA+703hDou4jPH/bmwEX57rk7j1svo1t48uS+BS/JuHUYJ73TFPEztPwEBPH1MDRBYGdhMgLo5mNO8CtkirnUvI09hhkvJS7Bs0cYF7bTpTR47jeanlnwj9D32dpli98Q7HuDKUWLp2N/Ze2KVRr4SUYv/+crlb5Pal7V7lspvO/1E/leSZV+zshF6oreEF/RXB5RXBFTA5g7sLfyUkQ1lngjissbKi+h2SfTjXhl3ZIsDb/kU9+u11jft78F++aOnzHj9XdlzPW6YB+mvYC+BfAxZVLvjIM16d6WlrM8dnjsxAI7ruda3war7thUACqi8sXYw9IlZc+sDU5+Cb4wbd64wX6ni7Mv9jgirQI3bLTlxlJxUFpeZkBxepourS7GE11yfVOMHRZ2GdsD6kR3DSgRUiENCw1VvT7RNGubbAFatatAb5DtKdQj7G1CwezsLMVWOCYvO51J/zjhTUFZxdNNAZ9UvckCfqNGJVPqAuyDlcst9NnhEBiluops+kWKJ4yS0GAgjYqX4PfDt99z5bg8FGbn+Ad6Q4TowOAvBz/v0GgMajCngaepAzz8NmHcaZ96KbuGQ45JWv9oOvUtKKzmzl2yQGu5Zcw3twBoAfvM5s3TsG+gjhX0M7FQMfFjJ4wZI7FFVLiA9oH3jZb4jpkzX575somIngX8xlDhjJ4fQn8noeodgn1EPh/yPm3MgZLYIhbuEektQvsY3YiuwybCnyscaGy4nCI7HmB9lg6ueID8gvRptw0790L7iH2Pr9+/fx0+pXfaQtkaRJo5qlyheoC9o835xLzsM0S7M811A7eBlEk5/Lv8+3gT6rf/FsBvv9A+IX5cxK69LJYGzNBpFG1aY47ifQJ+3XFYZ6iFFgbf6a4vyMI1qbLyPKR8PmtgUMXEJCVs4aqXaPuWLCD7oxMfL/TM00Sfe6Ka8U6STV5V8s4VpSsnHYC91wUjFfYJ/LH1N2eIdylHZJiQCfitFABweI4ooD1K1uK/bedOXJy51IZr861bvEBv2+mfxbUWI92e7dv0pR3YZ7tyE7MOKPow1X3E1Y5HN27g7lEvUfDhxYuPHiHQO+funTs5rSW3r/b8jMtR5lULJTXB7EHxPI33afgnX3HyMZuSzhEjgn2w7Rt8LicYHT9OP7TwIoV+4H2zOQnmJvDcv2F/V0perej99OuV72itPcE+RfPWrVwx5Z3lbPqh4bdsCqrd99ay5l257oW1jrVrV61atXDVh+ddkvZG2kYA+xpC4pNrOrOLi5OJfYl5ddsjKm1pWdVVmdqi1bmGJHJhfaMOU9eHg8rmj3899i2AK73ifX9895XXX3n9I6x2zJ03ARwfbT9st804WNcSleJ4FP0+zDfo2suyF4oHK03gzD1fSFusXGBausHLxVcfau21eaNNpK/DRhsoYH0dt2zZgmQmI09UvXVGRTHlmBDWxXsmZF7ILEesoQM9PcXrHXfQNEfTT1LELX4GSbPCPHXzVWTPT6N7g7jnTBUFTKI2ZW1SGgpICPhKQ2sp+6gEL9OSVqYd0Lckj8ItWTQuXG6Dl8ut/VkF1Q0QRFf5iniwNMCwGEynhAC9PmjvXnA+oN+h7978EHmddZfS8Y/Bvp2nJwwX0lOD/KLToesD4ElkG3AYiLh6S0RGxtKlWusc2LdMafvgfqlIn5SdGLOy32euGn6D2Gei8tmGG8BsqbKvfwk9QOXiAuKnJRfNVNhnYpgNi+0Lyt6pqHpHWAzBvmDWu8GGCS8KHwsTRNFVIpLALjXalb6ezlQo2yvJCj0HVeoSPWtgWxvqHQmJy20jzViYOYpPsXz1+P5dpCciPvZumzv+BGupc/MV8mXnC9vDe6cCuuahR5e6dfUpBAT49QH+btXf4nu9AfxEpNQK4sfpZDCGVIr41dZeVMSvo6OWi/u1hbTM6r7KQNL6+r15bmbzYU3+5xPw8PRZ4iM7/gJ9QL0lS1jM8m6u2maCbJnYN1bDPgP6CfIB+nA2TB4gfoPoxwX4RUOxD60+Yt+UKSteE+xrCj+zx+PoUUE+vjA5hAPgaZalnH5sYxcQYHjUBdLmq5AM3bwJWfODRw843OABDxepfaX59wDBjj9h1FF29cn1rr7Mp5mX/Y1ul7R1vDSwXyHETwO8aS9pvE99hW9bYOhrOhsLH6j9Yf4XzK1fYwV9WrsPLT4MO+BZBUuEtz4H2/sdRh1aw4+0b8VSw0gX2DcSLA/tPYj9VinsY8NvCt1axcBqJft9VHh/tm7dWrJDtARWneoq7vOehRlGM7HvcnZdcUQy+n3JFTUx8RXlIasDA+O7GqpbtpPzyXxjUN2y+9v1WrOPJe+v7/fNQ18PJgYfCfa9Ak3zW9gqHTcO4aOytzNn6sG6S1jMhfUjnYmtuc9LpYL0cMD9wrHv4cI1XkcrKF9mbfBwKfGj29Usv7TU1YEuSJz3y9oRaGuky0yoqzYqh6NB/CUASUSEkx7hXNG+qXCUxHwXaw8McwTxg/yellBK2zJQ8Q6WuAxTDYqi/VqY4J4ifBBRAPw2iUYiixNef4wS0e6b5YEg3qNnNPBjPIeifcmYGBD5ipWNFUJ6/cP3cwW1KFeoZsALQhrNOAGjj6qqvUf2/vD992/isr5wGcLgyv10iPlKJf1z8ob7E5IgpF+GGER77O6uDgTyLV86Vu2HCu3DCSG0j6ec4n1APqhZ1KxjwbwJit8Ngp/mQDrG4E8vbFBZG3DS8cYYC20crI07+EfJj3MIDPB7xw3w+Avep6pd5VqK9xEZ5Q30zUlNpTehJwRxDsydI37LuINhSyEqdSkE/qzp0VX0XDJSSjQi34Vr1x8/uX8T0Adbpattns7Mr2dloMBvTxfwj00+8LwuYXjyAT6K3QJ19M3u0z6oT4F8Cvj6bikIFOwj+F2+TDVujtKncypJi3ZmlsHdoNbMFAVtISycYOWEDe0G7OwumT+bBmFbvzqx1Uc1+KiQxn8elC8YMcGg2gvmc3d6omFdTQa94l+l+ZdqeZUK+l4AP63snarMjoZgnyAfhr0LX13x5sr3Vq48kvVsu0Af+8+aQ7Mcz5TCGU5I/uE7MfzeczQIl5Rjx24/vX+PGx0/PewVHwMZ7j7kh16xrs8hIj550lt29fG1Cw07I41ym39+tqfy8EsDKxYib9Zwb9oQ4ifoh7EvxPPD8YCZ9wjABZtq2NeosA8lL14gnIivWfR7Frq/0/p9KHk//uIz0D6DlI8hbRNA+z6DhmXlqoXLlqqW3/KF9Gulex9L34GadyVnHa9C8/1R3/auFkSFxZ/xDIGE71I2Br0ZRLkKpHCcb7ENTCpuhdo+Ij5ZzXaTDQA4PO6HQzi+/aeGfV/+ei+DBTK90mb8AL+p9O4bNwF8EIltkybuBvb5oWmPjS2H9HQHayVXkJe2I7o5LH+tw2luRGUzFH4brW3g7LthoyU4n03ghhBkOoQnbY9MyzSqrNGn1bQYtcQ76ROiI+LtInXeqaEhqymjcGC4NyRYlN+T90WxnFRD3kgD/Cnc84si8IkLkasTtwYkHZdK2k3793POAT0FuuvSZQIY7/HgnBcvu2xRuShD7gr2+YYPJ/aB8SG6gwnluOYC/MR3RBXaUvWy3JWRry6T9wml9eeZmPQ2we+dd4B+TboADmRYpAfZO6Q72adyEc87NdreyRba9YwJS9WUQoYVQvuYqzF3iRp0zGevT5BvhAhQFyxQeR0a9tHBwGSERHWYzgb4LeWyLxc7Zqoxr7LzU/yQK79ghNCu0rWPPFEDP8T1jvkl7zNss0lUZWxsXkMQmg8wCyP0YfmLWbZ2olFhDBNN90MsQzjswGqeQ2pQQII26Dh9+vZpcI7r1++j3iXy0UyzvdLbWk2JeXnEIJc3oF9XZ5dG6+ROYA/zC+2ol5sct+Rm+MrwZd+z7mfdzSp2j1Jcqc2E+HHwC4Vfd7uZsQ9OYtq290MP0723O26+qTn2u+b5rFGpuj4+OcrMiY89gA/QNxvgB+zjy53zi7emGrBPGTKLbT0ONvUkBJ7Hi+Cncb/xU/8N++BYISXvyjdXrm0S2yq0+9Dwe/Zsz9E9ms7FnyKXbScLTobZl6Tlhm9L8aCFlR72VdcfcKPjp0cc6Ypt85VgEr4nvXQ2eHQv+PrDDsyW2lvPH8u8fbsvLC2hOSVqZ72pYbdMil413RiwalbjXiKgwB/6fqazLeatgbtp4blCvByMhxA/czw0Pea0/Vv0tz99MnDQo/6Ljz/FoOONF7EPuWzrPvv6s/VrgX0y66XCbxVsHCSmaEi/j7yP2Pd2XtKZruKkHRFnUm0h3GuGXVVMRYQUtcXwqkckdmBSeeqlmIiYF4QtvHNT0IdWH6Hvt/A+LmkD+wrp4gfsQ5YaBvaUk8FCCRA4dzcWL0KdHXdsRy6hzHmZV+HInTZutrHxZ4k9Nxf5DtBvg5fYuztu3GiPJp/nxs2WGH9E5tdhBaA6JiStYVRRGgpe7Lg1xWeHcouX+WYSWUvsQ6XlDs1LlEHdokTNap9MA74ozX1NkA++IbIzpclaRD+Lf1KKhnwUkeELXmyb9zQben6c88K9e7jifVJ0IaEcr0r/nUA/YJ+CvsjSyEGXQGn6AQn1CYhBauk8OOX1KQsZjb4U/tKXUkN9fUMDkHUI84XUdHbNQrK3YPswPiNWE6dgL+2FSQcWB0VZxwkvRAfKnMBY8T66E2gTXRlhgBOaiAWp6Ww8J0vR35tpMkzK2jfUrIOJlQS/YSZqNkLiZ6FVxErkPH3S7MND9jrmD1I+mpbCqxnQB/BLRXgP501YQKa1u4OzljuHNBIIX/BMWbv6BegMHvNc5L1wITPzMaDvzk3GRlz8cyESeE9UerNnSAsBXiDzu1zKy4XqCdYB9Pr6XkQ8Oc7yjXdwEsMnfL91lvYTBgAk9KHjp7AvuDHYoEED+Mnct5splujdE/su1ua0Y+mtNi6YC62APlzcCX2Q8+W4wcvdjG6uHHoQ+WaD+ZkxE0qqXjoYLZKoVrWtNn66llA5VUM+pEZPZnI0A1T52YyFBvQbgn1APuH4cDJY+eaba98u33Z0+44dIu3bw1WOPbLSS9zz3xbui81oBjU937ZncxgJdWWA0eO7HPPee3LvgYK+R48u3hD2d0PMm3MKn9zHvu/j9pLqxma9kXdAWtqzFKOi7kEvKWCfRvw0xvfSNA34NA6IQQjX3UbMxvXgYjsfDCl6B6Yd0LUEl5kh/23u3z754pMXDtS8n65fsWzxyBew7w0qWsj7NOwj+C19BxY2r4lrs0x7uNVhwD7eXv2uabs1Eji296WuhhGzStytiye+Fcck5p2J2b49PskqG6scmlGpGvAmHxboOzQw6fgN2McIgkUAPrFx+QjYh42O8UJUMPAYN25sYt2lIOiXoVyBa/lGLx4eHOkK0s0S7z4RvcDdxZJ7HZhzbFjtmeWycYNtUEKkpddGWyQReMeHpCU0JAXqjCqLA4zq4kMzM3Wp2RhqBNnbMPRXMT/F+kibJJRIoM9P1blCA8H4Qol73BGz5zAS71loyQP7uEAVrslnU9iP5CcQl7m4qAoDl9uuZwrmCH6xpH2xxD7xbU5hMwpbRag7sgq8o/wMOuoB7bROW59j90+n15VW7162+x1x4AP6xcZH1FzCtjX8jGFrF4jUsowaBgrEx+Lhw+O4FDe8TdJSv1jwypxh3HzBPvrxKegj75OoXuXmosAvNlb9qhA/FsPkfS/NlPUNGfMC+gT0cKk30cpeQzeQmx8YeEyfd3hoNvlsFVIpN4vYjCZMaUBX5ZLCa4q7J/PWcC+PMiTatJiwDbGyi9IZxhuibjl9+sK+Cxfa7lzt/+PFvyAeBy+ii713rzZ4Oku1LMTPCgOMcjXHKCfj63vhANadPVt99qzcV7M/91zuC9pwp37haj2Sdzv4wwr6uJXI5Xsmaivoo49LF51cavElylnUvCh6gXzAd/w/GXJMif4aNPd81rjlEPLmE/uWcNSrwM+MpjljDf5FjKdRrE+LaBvPAPmFUxcS+PiGYzJvQL8pBur3C94H0rccu4uoecF81r52xA5bvB6OmqoZN0fhe7c47PAP1xsVuOQa6X7etmeWH39zEQR+1x8+fvrw3pOHvQr4UOpeVCIX6f5drO1/8vjshdvXDyQYlbTm6zgqzjpTUF072O4zgJ8qc9nve8lQ/Wo3Fr5YdZs9GxEfF6FjoacFo9voVQV1H3uiwci+XEDr0k+ODyIfl3jXvrPUQPuAfS8T+1awn7eSg16t4cdouhWvrX37xVGHkjZjzgvtz4pVpzpttyc5JjVHbwa6FRPjkusiiH04eTD1SApMTlqdHT/gXCBVb+x33wr0fSbAJ7Tvt2Hf1kJZ4SiEZB3o9+oMCY3lJs/YsW41dem+Ll7ICtmh1nU9+D5L4ipZ9s5yZJ6Do9XOndxsw9hjAwYdG0Pcw6w2b7SM1Hu7bNwMFZ9vdoyNUYJ3TKreqL4mqCh+e1CAzs8TlWGQb5SsTsmgA9gH8Is2zHll3iGYJx5+MG92V2enZxjooSzLS7tvkyhb5EyTMTS6kajMIaz1p7RWXV39t7GBLq2mVmF+w7U5hwpq6+JIBLt6LtvQ9TsZRcOEKvb8VM3rGzlglaWRwISiprqDB5dLrgPW1pfGiqcYj4xE+jGLa+jsWNHrKehTWtnpouxbME+YV+w4sLxxsy3Y7qMRM1xbFkgqh6Tu0rYPYwyL2Fj5ZTAYWeNYLEXvMMG+0WrBVxsHmwyC3wD2wf0evgZzJr2Y02amZVKaS1gbzA7qqpmKgsuNTM0Rrqs+eqtHmYlzXG9DKzM6IC2guoomzbfZ5ztNe6ljPx5223riBPR0d29i1oHCt+OsvQPXgCFxsSTty+ejXl5eHl7+ItNTuFfd0NbWILeik0VtReozuf0MS5a2QfhjFBuoXWtt6+XBXfuyZDHi7laA2g1IBFPxwUobkmpPHXYzY6cA0LdGDp/5wSx5EaktLv4+S4h5QMfZvOdDz1HvW5p15XQVu0vKZwA+jfWB9+ENvA+Sd4FAfOvfed8yrm1zrw1V32tvvt/iD2mfo3+KlLpHxcVFXpjhHPFy2JuyraTA0TFMxueR3ka34V/15Ml99PigboGbCyUtdznrvZKDEvhJ78X7/Y+v7UOtW46Z0/54d5idepbsP1pt+mJmkGDfKK3FN+2lgVnHAPkbNeo/ps1kDuqaHEw78IIUi3peP4IBfTn0N80pXLBQvOk/+dOXA8Tv029XLhToe3mQ96HAXcsxL2kfsU/UzSx610rFK+0+bvNKv2/VqldfJfZ92JQfcSZ8e5d7IFp98Ukx8Rj01gHfZOBB8hBTnL0lfqDZxwGv298PHdJo36fEvm8//i3YB7UFsK+wcJHSd7777iuv4tmcw1hyRkYA+0KDtu/wOjpL0TvAm6j78CmWlazV92bNkkSHDfCz12zNkd66YaNHWJouCHbuvtzriIeKsyXeNy0gPjn7UkREObyp/NKjgyKjxerTyUkhn7095ryh7Oeh/eSpEBCopzp86rB3hwu6e4G9q5pzQMvirDE+kbc4h79wyNLoTojFbt3C261tEs0r6mYsdEvJy9AigB9eiV0ctDlCf5BVEPUC9YNdlmYRrewC+SbkL7K08ggMqah9VWtosEaIjc2A4yHCdc3ooCKzVlXxKhdg6R4B+2ZrNSfOO9S88KCnE7OF6ejZEsghgCkdPwV+FjIIMadX6WKscoyRqYa20IsfssBX9NcF8ZNhr2CfBZc+WDgjv23i9CFZRWq2awgij5WKFyZi3jS48xOzvSg1Q7eXbV4ycgeq+jyRuJcQUF1K6GOaBjJ0f+w+3H3+1KmOY9fuXMNS1cOH928+uFhY7y0Jndak3fkcULDcDbdxxm4FIK+yEj6yWWcrKwX5igaPXSfhWVC0i84FufJ1UZs6AH9o3xH+mgF+EqzTo6IkesR8sdlAJpvjesyWxLV30L95FxN+D8y2MJ3Hng5o3wKssOWw4jXG9qCIKs0HDhbG6PHMkVmH5LSpxHEWuix1Fyrcm6LAD4AnwPeqHML9fol90wEAWHOQjtfaFU07MW3bI9o+5nSIsiVFhKey0aYCKh1XR4liUl+JQVLHY8zNrz95COh7Irb1DCbHLsfFu/zi4v37hZnHzt/ObE6hx3Pz0f2M/Sy5dX6U2KkMU/MOA/HTMG/akGGH6gVOI/jh6sBoc4V9sssGa1PMy31yzrXnFE745pMvPn+B9x3/5GPusr3xgm2ByPuWGeR9y7XFNgkqWSHgpzlYGTQuK4T44f6VIy4Rl/ckNTsA++LR6kOtW8Oil7NILLKx1EUlrJBPADD5wA8Y8CrsE+j7+Dfxvu/RfFpD6Fs0ZwD7GM42hyMuNHkTa7L9nPJB8IRQEWFo2YJtMa6yWbk4bOI3rF1ICRlDZgm9H9o8Uvpu9HKOQrNP75vvh9CtwM1+MG+Gg1VRZ0Tgls1O2OfwhPV7kHc6A1Ol3Qfoi6ZvVRiQLto+VZCQRlae7gr3PBEA5lkgYw6+Z4miz7A2KqFoshjvoGxC9msb8lyR37+/EjeVS94H8JONXrFwSeL4F5OOFOwTpOTTfN965yZ0/cRjWJW8Gt/TqYFvJA0UUIqDkAZE1mFJd+nSSYsnKP8B9NnGzSWzmwdAixWdyVji2AQ18VChNxQ1Y4lNInZNQfaUZzzAD75VUqdqxE/5GdC7SnnUm48m81uMlY+ZnGkQ+/CFQkKxsDIRa3tl7gcgJfEDfBL85gzNaTM1NmS1Ia4jown/E9a80TA2JvQptXiYO6LNVOePLM4ZY5zoSOTxEvVwZJa27c07kHf+xzakCqLwvQ6T4SfXbzIz8W6RO4LARWlpSZ6dh1td8yWQe6CeOx20GwraCgT42hpA8XbtIs7hhj+oal8pbtqxi6alRQJ+RL+Ovn4QutbLMuMF8g0X7BNg7XvGecit532QP59t24UmpE7Pf+SuvXFwxwH2bV0DQYsPmn1L0NXCw2lmMO/SojnFPtEgc1F7uuO1dGpV6grgTTaA35RXCXxTBPpenSyF7y+xD7YVy1j0vfva2oPO/meSVESH9PlkydxQkMhtm7+V1bYoCoaMElpQwR67/vTxQ6j7HqqMNpa6T+6B8d27CCh8fO/G0+s9Z40y9UZd29h7eH7mzEm9zqiofsEwtcsrAMjjJWbxDmqbB7t9/PgfSv8HtctsFL1w/TMzxYMKxkcMDGaqaP/FnNnj/wT3Zc54B44vqGoeaaB9KHq51sEwOhwa8gkySh4715lXat0+bcyLvY4VUvKuWPVdShIWdc94BGJpA7wPhM+AfTGJxL7k5IgBTR8/HPjBwPoOfTsIfb/exwXhe2j3Efy4xvHKu+9+9OpkSaZkIDOSOiKy/Zwp8KJaVfXRQK+EAGJnzMoJrcAUF38Et+3xsrK2YkSZg3eubzjkzZvZ+bNJw/paeXmC3ig1eYNedz45X3c6oTw+0MkVOwIhrliO9QXOOaUD+JwGTfvA+uxdU1Vbj5oXdwHEsFAxfPP0LEDp67pJpGdqY97OmU5JNuz6ceyLwW/Wpix75RSnjuos9JKqn4t9c1deK9MJegh9MueVFYMUSO1lAdjFeiekfvCOGzBP0BlmHgbhC1WGrMYDfDsTM5bCysKAfbDLmAtfjyHYt1TxPiWW5RhjHqcNptps11Ry0lDUWhhbAPbmjVNG9AA/BabwdzH8pOlog5WLJm+Wv1NpW0YN16xLLZQFwgipesdReA9jgxeFt7uk1ceFJQnozThQDbGyXGvkgeYDjAcXDy+br9D4oRlBAWaInbtTUADNlPWZpUhSaEo8kFddSnP5fW1tOFUfP75+px/tvpsPr7epwbvztnA15MA+GSpTmP9jadCzWgUhS3GLQyN+ucS/faVyXCgpLSm5kHsBn1woEc9mHHcE/bqZv6jRPvD2MtI+kr5tfWr17fnz6pPwOr1Ar3taSafd3nfebd7cRczT9fFxQ7cPiiJinwC/uWZajQPYN0GK3qlU+Mm2hhpuLJwBzAPETZ5iKHB5e1UNO7RDjXyHYN8krPWLafOKd19ZgSHvmaQdO3Yc1bKJCH3b9otuWxaP8LWjP3N5MfLQb8Oex+l90A1B3ffwihrxPoGa7wlNTHtvAvqe9N7FkKPe6LYuAKI+tF9/ZuswpSC8dZTG+jSdC7HvpVH/Vusabv+hSf3gFGmKmUbOcAnjpVsztnjRAyy80V+4dfRrx7/4YmDUIfLmT9e/UPFq2MckzuXLDFMOTfgn2LdWYtoOfQDoO/RL3vfq211JSXvOJDlGFG+PV2njxUns6QH8MmKSi+NZ/sYMCPuSDx9at1Ihn5S8/8N23ye/BfumT9RGHQbsw7RD0G8GPXomZURA4UJzqlmOswyTDVa/lkrnghkt8cI6KizccfMG7rvNgoFVgj7IztZj++bNG638QvzSEraHIHapM94vLbMuPuDChdL6ck/EQVhhzT8oKNRPF+VEeYt9NJt5ON+kqxctX7oL7WPeq9S+YZqqD5EL7PAJ2bOTaeSmwUOckNzpjAnf9AbcisIavBsaChrYRa8m+HUD+4wNBVMzQkmhf0F+DBR+Ozmvxn8KdS/223x/6RgzOP7A/AWzmCBfnW95TcYbMNgTOxULRoRPBPED9sWaKhBbLIXvUs0NToM+5KepLh7sSekgpYpe7moYsG+pED9AmYWJhn2xsyWdCL9uMfOFmteCPb5RCvxmiqMp0U9hH0vil9ny+/7fMip54F+SkVEPTPf1k4aqiqyljwSfAox87ak6oreOXcjqEO/oUD/fqgC6j3XW1NQB+GjdF1B5/hiEuE+v/aP/4l/uXGea7K5NuGqB+rHBhykEIyUlACCvHgvT1YQ+3FVXk/HtYm2LYx9oH7APqLoPCAjVe8mFTMKg0D8FfkA/gp8B+5CdyIAJYX20PVYLIFkFP+eWEPgyQftIUNNO7zrvtkD85jnZxfaCZBEzrgkqP4V95sS+cfNUw0+NO6bOGZC0APG04vbVAfAbxL1XtF+ZsvD7of595H0YdK54992DISnAvu07ZJ1Nk/Vt2//zzwX4F4eTA2IglKX8q4z0/lkcR0Ezef3+k4c3Hynid+XGQ8X/bpD2Pblx/enTq12giEXNZ5gbEFZQ4qfbv6d+nlj3DR31vjTA9wYlfoaaV1vyGDkOfReqxdEI5W4HTe0x5UC+ZW/hmtEfAPs+h6r5uORz8PhmpTbjVeC3WLAP4Ld4qeZjYCiGl0rNu1Iy2eFX/4fPBjUuxD6OervBOorPOMYnbadRAZheMWcdZfPR8CMLTDbImUXf8n9Z+/6wqO8zW1A0iL810QRiEkVRUCFjtzNKgGAN0HZNRw2juU90pktgW2hGBnUEoWIRFZi0kMwD7ICXK6TEIHhxtTEQYQQiCmgLAZWrRlMbTU3UZrNums2f95z38/0OYPrHfZI7GESNCSKcOe97znvO6Q/e2eLb9il3izy+R18HTJ3Evm1MpMVt26qpTygDJ+dexNVnGKxxe/dth8aLbmpJ7aPWkSSLPqoJDK4PTQoGOkUi3RS/lLIuJNMBtheDlPMd21O2R1pbkrHnK+o6uTet3FI66LlytdpjkKSkCKQy27MdzG6JcYP84ZXa+2l8T4BPGirVw6l8fbxdM0jaX6yAntr8ZVH7qElUMekWLuylIgzzG6ra8KrvlHzVeb3Avob9VAj5hfPfvKjnOFIvJpdi7Kiwz8zBZYPTotBvTIaCigvMVeBHMdqabescLKx6QYSFwFkzwlbMnbdSoqO0SPk5qxX9o29CXMth4m8B+gnZE91honL4yW/Rqsm1NBfAKU90ufALmsE4Z7XjA7ObJUCo877xvmSrGXT8qbsPktFATr2jy2MPSTmvPKA2VzWgP0X+NPqFoEVNvFylxrDPDJF+mQgxgLXPYYixDg4Md+/t3tWNCB7wFGQ9HLxa0nX360M3P7h8//49fH1+Cd43iL8Q8L6cwdv9N+/fv38HiVNnt05Bw9pNdADw7wAPjLslALaOkg4Oui0AupZWVS0vJR3VLcLdqjFOq9jmiyfugfnxP/W2hn3j3y88j0IVmXax2KhlbBkI+99PtaDejXN5F0uAMaVf3b9syc6dGzczpJ69JGzolOOOrVo7MUV08L65ctfGl2e0eVcbdx9T270nntTYnz7vEvqmCv7h3xuLfS9ITREuGxZMHY4EtXl9XzS3fAVaUk0OKr4QV4NdH4/OT7VIxXs50pvj8Jtbs/1gbeaH8isFeZ/c+erLT79mgPNXUD6+uPP1Xb9b57P9sv1aTrLK3FlT3oLMm4Ma9Gnop638JgfoG78Rr8vIGEzeN382M8KvEfyE+E2fMn4KJuCjn6AHbsVsYN/IyEvw+41u7dN4H7EvgGEGivCN6ifXZ15kl75Dd98bPm+zzLz87r2P9r5+oDLpwIf1u5SH+cDrGvapy115qIu2kwhuee+9d7jvk6D6F8H7AHyvfb+Zl3mM2mPhqlWrmNi8XAO/xXO7M67nNu5dt64S9hWe7UYr3zASzCtp6+PWD6Mwow2yYrH1W5eCOKvouPTQrLzI0PiW8L0ZOzK2ZxqS023lOGcbTkN4S2f1lY58lFpAHzFRybXw6r8igpWOpH+UerWHzL8K+shKAHyUHcn45Oo0i+EH6jcYa4xNWj9YnuqD4N7e1mFTLZV5HTYCIJp6m/GVh9KiS9LVqxwXcvgmSVdUOpCvwbE+PDzeR/0YFjOqCo6vmCtjs4sL0WHPzW6rWs0Bkxs6zLzz5s3lpZmAzxyhfcrexyN5PMcysJQycKFyFnPbJ/ZlLZJP8pklumCOoKlgHxzLCvoE/BbJGlB703f2K9ingR8eMxbR3syCS7wjp8f0tE0R3FsD10eUqxf5o6R9wqrVh43sj88/cimIyL7M4OTkzAp0MNVHGusz6hv37qh346qtHH0KnVf78Bb27jdvYej9iscd9+/0e83OGNNgbyfm1Jt3cDEFgyz2SfCdXLpw6WYz/wouUssF9iEsh2MucS6NpA+5jtkevJkG3FMtlegqAvsruQXs49h7h1WVOva9f74BTkEcfgD6vmmStW7tN9hW4C62i+W+LDhnk9zFIxt309oMnQM4p4CPTo4pEl3Iijr6i9RZGy91hfqJiVmHOkXulLArKu9j2tgLV8RUcr8nn/ngYeyTdd/69W9lVu57fS+fWHPUmk+lGXwuzZRxqVlNHgE+0L4WCMF4RvF0ggPKoQwWfeR5X137BNiH7z9BrNXXD+5c5OXuUBo7os7E4vc15RR5Uss6wwJI9EYxP23jNxr41JnbWOXDfxrKYcbtJPZNZ0U9Yg6m4yT66F8/ubZxxewFkHnlmk3nfYiuWj0qoTkQMq9gn6KCGugS/nwz74Yt72xgXcmrkmG1YYO27yPxe/bG3tdPntm36/UzB3TsI+CdlGFXE3gF+Q5UfaDv+jTaB8yTb98H++BlF2cfI6wodaCygIs+xhhg7/G77nq3lb3U8O6R6nEfliq7vkp4/Pgg7sHNHJ2MRRlEjpTIWMgfuOuA2GtElkFFfUzGgYyUHdszsz2OXT0W/JNd3dVnkBBMA0HNpEWdm2LEsOcjfD7aRwXSIs4+rt7l+peYx8CXRKMgpVmDPQV6sq8n6tEa2MFkFims7MjjC7/yDvYPMQCJpIH3UgVSD030k010TkE4Y6gheSQ6Nb3XKhfFjMfXZ145M6EFh11KNk9P4QtzmKQ3DV9COH1avIyrP6oNq/HTq3XwEyo3C+1E+hkvkU8O2t7XHMkztGz60cRP8/8FzVAPxfxmaf/yDM68qsFDLtv400H6L6uwU5DRaUce7mnT8vuqGuwemLJpGbehOhL8D5RPbtriuVEF8MHWnMlK9uQUdPJuD03JrMhMyUSWQbmn1dtZ3QW7X1Hr1aslzDLA0u/eZaTJN3jN5t5ONmzcvHnp7Wso10DWwAVC4NF3d+6+0X8QtRpc8h2SnNgrmHTxkl2ddgXBEdLOdgWgJdRNgV8Lm9puaTu/Cxr2iSK5H84XWKI/R9ppTdM3NYJ+IH6nDktxXFEXgQ91v36HTu/ejW6i6dP/AtYncf0K/jTap2OfCqRHpMEzzygj8xOjlnriZX7sSTUD+/Z9U18i+EEefGIM9kkx7w+efGzBY1OHg7FS2acuOVRLR6p0FGHXF5dzio3FVmS5FLW0OFNTQ08ByvpagX34gArtY1Xbl9eo9UL9+OtXDxDnfEki7T/0Yi9Y/s1JrAdbcoqKim+7Jk/QGtE17POfoGHfZJ/HWTvwDXhqVL7LU+P5eRK2jMXv9P9IrSX2fX+9D2/fitVP/uGHv/DRPr4BpWPRmHT6QAFbvEXs8x+pLUJ8KWZen9aB9L5XdZMLsW8qX6+9AbXjQxicVfkkMG4XEQ+bvgNK2hWhA+OwpnK8p3QOqrxc9wnt+x467zNPMLlMLtrefXcVslyWs39g8Tx+AiADCQdtZsob0DUQ3BJCh1+ocvbR24wzjnR0WK8LhbE3lKl+kaHpwXm2/JhMXIGkpFvLm3EA1dknm8ztuHU4sAtv4p7Xji8qML9wnK+5K+KzhL7JUYcgmVnB2YjPTxzNQvm43MuKUTOxTg0l+yBv5GHLY9Ypoa9V6j1Q8NGq0A8P0o7e/obzUef3N8BqBvVX1i4FGvuL5ql5cU5whDE4lv1evrlXVn/Zehc6wI+1mVyTMWXQakdgAbEPWyN+BQH7AlmbMXu1hMpT63hc9YyTkU3Xs+IZYkDoYwDBRIGrGZqcoY53tfxmPsapX4ZnRVo6+NM+i4uQRi3GQP1b6pd5IkLwg+HlyMN9HVQ94XJztZH2WXOlFrKlhcgHvhcTwacXPh2R9AXzQpEtbXiEgsLXuyH3wuzS19pFn3PXiYMXcdrGAKt7N06fKLncf8JmbvNWXynBjg61iZcF+67tFI/d0bObp0ftP3L6xsGrJy6KulENukdtQt4C3pHtZcvESuZWzZ8BKir0O8Ho5ktnfdh3/iwi/ZBoj3hnFXcv4FfDZ8EWKfm9q3hfeXnJDTZS0tFIY7MWaLBVz3IQ7FOJ9Aik34bPfHzj4kcgz4d+Ou/zKbyPvUTit57Yt3DhWOwTqeNJfH2/Zag8fmYvQwxS//vzb/5bJXSlqjryuFp0K+CpN66m/BQg8fOkHPzWtDyOvdgjCPTB3PcV4voEBO9/gh8/uJ/g4VHN52d4WOj5OAk/6M0tt9ye5e8/ZuZVSq9/wKgEKw36Rq585Uf+/LRdFrbx7bfxxBAE2xXWAlunI9bv2splM6f94A8//OUP9YkXb7z46ksv/APsC9QkjpG2SvC+p3HOLNj3JqNLXyX4IctwAwP81iveN/WDnH17Xkcdh6z7iH0ZRDtfSKks/Eag79gI7ft3YXzfc99H2ocEA4QZEP5WrcU9L1dTi2ltmvfMW/WZucWV69bhIgfe5qR1leB/6elJ69RlR2gZXc5JqsGLBx+hkcGh6cnosLX1ARzih8t7uz2eu35daYPetowD3QM9ww09e/bUZ7orpPgm02w3g/bFx8uMBdJHlUOhX74KrRerHy6t4mXJx8VgPK8NjHS9mKn50vtnJ+KpGziyvQ6mPFulzJKwx77yVmTyadiHQc17EIU154eQ1EyTWSe/YLR4++hKOe7gcVxOOONMEtXc2+Jb+uWqzNSOXNXbxmER5C/Xvqvwp6uJWTgLfQLYR2edatMQ3jdTjx6F/YTdbIr4FU4pFOgT0ifoptmVZ2jEb47CPuKi4n2BCh5JH3XaN0v9/okK/uYTKAMFAAX75jDrYP6Ye178z6l58gGRN1sSYLNJPzDtyoea2i519wgJcEkG8qGeKJlv4ZHSWIFz3mxvW6fkl5Y39x88VC45VtUHT1891NV87lBRdm9v2qEbJ7pKMPNe2k8PMVaaaEcEypDrytC9Bol6By8C9TRyVy1vZQvayaOoS23tkOuEoFtVVHnxXC+w720d+3C6hg0ifvYbBtzLAyc+xbVsPSL4CetTp8fV545EBcHfAtKdIMcdf9F5n4Z9y1SUCwPpWUWkaN8o5JMbNm3s1QZgHf0AfhiaHsI+jrxP4st72FR5HEernCho6StTSz+OvoKBOac+Z/ZlUxZ6i8pCGeAXD2grAvV7QNcQse8/rtHhB1L9icjpdxokMvbvZ2gHLC/YB0tM72C5s2G82FtGY98EDft88oby9AUo3ucTfAOk7m/FMgmrwoHL1jCa+44e3bgT1+XTfvyzH/rAT4zND428iySxnucd4m2ZMKqucjWxb4HG+zjzCu/bomHfVCoeC98s3osmojPC+0p9vO+AfsYhuX279rhGzbvvvKFG3pdf/KOGfd+d9yltCxF+nHqZ2szwxsfnyvn2o4921+fnndmHezYedahi8nX71oVS9U2KDlbXvDQ6p8Yhqz4FJV5ggCmR4aEGe3aRp7rPmp2SX57NtUvX3SLscL++Ul1y2dV9INIWTqE3JBG1Z3KiFh9PO5/bqGsc6rgD3yfKWVWMSdsHGn1kT0m/sqGSw1+bnnOq6svxRjYD+LihU1l8rUwlRR9HX3NvQ+HEqPMNTCv1dqovGezJi7HpI/oJ80OpGJyDiKNKFOqnn7jl5vraMCVbAcgHtaavz57tPlAlxrzFyxX2sSpSf7wwU8BPJl5RGbnwg9xB3qeOeeVit3BGoaZ16DaXOZrPZRZ1YcBdIF4WqX9HgSACDyAEM7+AuIfhGHFW6gx4Bi0wYm+GUDx/LPYp6CPx67eKZp2nFRlLFmI8GR+0CkQ2C9qhqVJu2phhlb79OjKbizydA32SZ9B6sL/ZIxF+XRcPnjvUVV7Se+WuX2tDR/khdHhcRKBekMzj4+nGlreYpKrOSqYHrdl/BPyPBj9xCSqJokgYXxf+i12tOJprbUFINrwwJSIK93XebjirdYph5L1wGdD3d7w0sYJZszOB+Z2CPdsKdkrOJzlbkKQP3SicCOInNx2K9k2XM66HsY81bIxuA+0Dyj2h5t0n1atRSocafPkDfBmj5WjbnYex7wc4aFv/k+sQOjL2RnPFV5aqH3RIM29xLfDu87/T24w7gYKy6NA0vKu1PGvD0fTdL0j1AH33/3LzgXrrr5IOe6mTR4V+njM1dEIf3lfjd7c5urbTFTDBfyzzkx0cQ201i58c9GquPg38RO4NYODZsjmzl7yNjSigb/MKnvgefRueSAwqj//zD3+pbtpek5n3Nxt+PBb7FinsUzJv4Aj0Aftw6LZej++TdmJg33Nblm7StQ7cd6y9vW8XsW906bi27NNy+07uOlCHyKqx2KdZ+74n9l1YuVPu2TS9A92Uj0pmz6NEv8dd3dethr08ZGM7G1IKQP8kuZ4lvXEh4aoTQ4zP+GEy/j1wBPWwlFcf8rMaU9Jzy2GIhcxbfVeex6uBf82dtkRyihSTOd9u1qgcSik1K7Pu8YPLxQ2bHzDPZDablAjCgdg359opaGgxB1rcCzmeLkq0+hQKol9ux6FDCCPo7b/BXt6qoRsIqffSauZMREkiqyyLEazGPw5O4vA24S/HhLnXOQr8fCe+Suq1qVs7vB9pju7C1XNmL5bbgJUrwsKWrFw8k1ZkmXkJfeLYI/WZUigz73SpCBI7spiRg0ZGXt3fLB4/4BvoYeE4jfZJJbkqctN4nwzNIogA/GbNVzXmsu+bw5ArwmvdmAyrzXT5kvYNdWLbRwDPg3syz5LIc2q4XChx0Miuguqx7GX3cCSyDFJSDIjl8aR522wkfZ7Ohl5p7SjvOnSwtxVvlRw8BKDxNuCruOTc1RsJEyVIX8c9eU0SGxSmjiko/CwDGK1ZU1eXUHcQJmnYW65c7L+MifgiNhO9dMRYMIl7P7pxsaSVAN350dB+Qh9MSlsR1wKAJSieYjGfjL2J8kTmRMN5XosAX5GqFSn3O3SkcNx0lhUnbP0HMy+wT2si2vbEck3l1WWOx8bg3Qj6PfmkkjtA+669+xD2PS3rvvXHguFveV3O2LQ+ciV15BTL2FvbVFugKSDRIRx2a5r4vnZCzLhPqoct6v2tIIAPYPi7f1no9VlcsHm6/IrOlMlHvrISR1M1ZR9N9H/oMWHOGqTTjx+Pu6BZGvvTg1xGwE9e8DS9bDYqSTa/vXm6tJIs27hz+TV0li3BJ/DMf/6hj/UJ9m36qai5o7EvgPa+F2hr1nRewT/xuCzYpMo6FO971cf7NOxbv/Bg6K6Te9q58NPBr1THvlItr/mtP74xatn3juroIPDJvu975Li8B18fcvrggBKbC7FPMntgUpvzOErJK3Ibo+PI9tbhohfAx0w8gCCz2bD/i9W7GEIMOeBJyaExzvDIFLia00NtuGSzpiC3FNFXHofluqM8rYtzDXn7lSsn7KZI7AgzzRarOybeR/cIbjxmE75nJBmE9aUC5hdbXow26NLuRwOLPc+ux7xo2NdKPkaXBHRC7fBWY31pEkmFAL7mBldDQ/tfClGQMYSLUnrNoKM0s8GcyyLmncKqDRpLEwKrZdHAYfRRv9wRpUNCtbSNnzwcuXaA3+MzV0rD+8aNO9/dtnHuHLhQwL1WSzoBWJzYijHx4f8PyienHfPVQ048fNCnqR2MrFKNbbLxk0FXYZ9G/OTXFPRNFISB2DFfMl3E7ULehxUjEGcs9oHw7ceub2jAm2fNU6tS2oLQDx+OiPcsEj/2rSHLReLqM1nURrU3JT0kz+PJdbS1deDrrsjeNmjnuOtX3tHb28woktaGZrzu6+4F0vTecGkCjC7EyBsCfUEK+HBKyjX7tDC2EYcti1qz+8iRI6frkCW6bDPfvbYYh7ozsR62ePu9EtTt9Dbs3yoRw9PfvnDzHm7XrhxqAWsE/DWppZ+5iWMvwM95mGq0li4NqG49glUr/vBK6dgatnW6Bn2ztH2f+Pu2sYsDWX1icREdwzfzPjkaC196TF13yMS79trYmVepvAsWvHQ9+jg6OtQhL/BN3XMwslnWfqk1f2+iqyq17HhSMGqK/PKy+I42d/j5Xbn5hSTCPrh2k6/9vv7qQgstgF3nsxSef3Oyhfzv83058VZn421ecweMQr66/ropYvwcP5HnlaWl+jGbTvk0sRffJswIw1/DiiU8fN68gqHt8km8EhmuYdPm/DP9fSrEgNj3c1n3jXTxrl7kH6CszbzjHbvv+/GTauTd4IM+6Lxbntsk/pb1C2Th914SQK/9pA/7FOapfHqhfQeOjbC+93Ts+3cd+178ftgH8GNh4kZ4/I7S24JbbgbRzkN09+ruDLctLpwHHNHc94muG6Iczph0IW8wuUoJvYasvLzI9Mg8ZxYuedO37wgNtfq50fq1Y0fj62jg3DVoGxgobz7XVf2AS57WvpiQlOTQSMSUuitiRtx8xL1EmXPd7JSm5CiSrjGRYfZ6c2We3ZfqzBnXZvUhU6tWVy6ibKvG+bDNb+0qyh7ESgF0j97YNeOCJg6Q9dkpONIGA4sHGYNqOYJqY0B3di1uRYrROmRMxP9SuuJ8jSEjufl8T+j0c6R1dFfNgUaE9NeV265hVbx8JTFKoE8eWChrwDdFCbyzkDTPByx4NDkD1MIeIn5zVB+H0jtm6ErvbG0ruEj8fxOV1KFMLqUEv1E9vVrYad2Yvg5yPkBLr9miIR/3BpA5uFaQLSrnXvj6DIyuihT8A/1DNeW6SLPNYmhstABRsr3DbbkS3lzUR+TDW9ltB7l/9w40+3VgrTAa8+RtUbPllJjAh8CuFQjOW7YMvh/8wYF9+IkVywDNOzcvmxLk6uUzHEh3bp4RANjS2YePNt5h821XlMy8U85evnnx1iFeccAECKyTUma19BPmd9hJ6lfO7AWBQL/eQiod4uyTmVfRPu5TfbyPwfXLJbT3UYIfsQ/7vJce48vImu+JJ0ZLvSITfgv7foAv/PXPZ1Yef31H5fEypfJy0i3IUTUySvLgm/gFmMfS2NRR6WFETieeRy7eJOsD7F379MHX1V/fhZAkEN513uwntR7VZ4zEyW+Ol8XVOBt7R0PfhIDVN9DW+b7yfT711CQBv9LJeqbL6KEXLxP4LImNHw74N64IW75t5cajazdu3Absw2fP4//8yx/+csTe94ufy7pvgs/gt8iHfQgx0HmfrnUI9j2/5c0Nz1HrePXn2r5v/XrN3vfSY8++25gB7GuHuXnXP8A+JDgfe2PMvKvzvpfl8dr3mnk/kAPGp5cQ+64J9lHe5ar30Xlzn+7e4UiEuAtNd/s+BJMqiRfuN7Z3MckP1E8l92EpFBocDl9zaGp0cnooOrt3ZCSbMz3lnty+ouqi1o60ohK4GbquVIsb4utWsyMzBDYXIxZmFRHxwumw7ssnCso1QUUEX9TaHb/AgytzvuqtzLPZRyrLaUCxqqQ9xfREi9XhT5CvtdUDWbINmaUuXAbsP5/wlzUJ70e1l3rF79dM7dfebBdjbxMD74l+vO3AYZwKiYlAcoxFRZqmjaJ+OuO0q62fJc3WXfg08v9hGPr1X//6119f20jo0696UUm5bAoFDsqNivMFSs8GoQ/EZ0bYtOkK9sL0jR8jq9R0y/sOGXin+Vwu8sBCZ+IsLdxZ3fRiNTiJLZbotmRj0WzBvsljeF9CwnlyPvkzocmdf5DDVuocZrmbob0PyhLG3ExUEviQDyIv/kFRW/11B8Ysa9uwF7QaFpfc3rZW4VVpg8NpCLZqtZo7LtaRiGqx05N8D8mrEUPJsmUr1GPmijkEvzCFhrjAWLN558adCQl1vQJ0MfGYx1EDlXeYK908vndZcpE4/v23b9w8casE0NdFE3QL0A9Uz6mm3praLOdhltRz7i1XM295eeuRQvgaGc4UtRVFHdPVum/iOMzC08OQ4SuFHAJ9c5XY94xMtOoh4OcbgEf0XtXvuvZb2PdPEEHWD8fxnE35Wyhv5BT7YE+TPJhlUBkaUlxzuKjIr5JXHX65GH7vXsSkCw/z15fhZJY+lMu35U/RAmMf8bzcryCHPz58PLUGA0rDeJ+5L8A/YPbBi+cuTQH24S+BHeWTC6uQ2Bbg/9SYR8BTyug8YbbIcghtWrJx2bJtr7yybRsm3m3Ll3DsePpno5UOrvtG3bON4X2SWTqSIqNmXm3dt0GwT7SO5zZIgN+CBSrKamnvXsBcO8vHOfH6sE+Dvj1vffDOGw/pHJq572V93ffdsY9OTgy4wL5r18B0wfvm0dqMpzVgYHeKPXgdaor27iXro6kFpxvBJoQYqNPXOOUDNsSC+cHXDFqInWBKuhnL5ez09IwMmwXhfR7urgGAUuZ192CDdxh1w5H5tmxDZKTJaEnLJ/apfZ8Mupy5YiRCk6058ZJkT1eL3lopooaIuqq8w5qrzi2yFfBlV0vMMkowJW0vu6u8tbMRGnrV7n/74uaFC2f3/yXB9ZfC8+fbXejVpvCLh52vbDr61RaHM5k/vLYmkfDH29ZEDSk0ycM6KkPfrowuBD97t2vxwm1rX/nrJ58gwRi0bxHBb456zF4WNkW7oZeoZprx1LyrBllQH8KfvvSbrRrJlZ8lUNhhoNI3EHmgaR3cBU6apUMf8C5gEvL+CucLDkpVJRaOLHYbg31VrgZSPkRii7vMimZjHgo6tQIUpxn1wlj0ZbK4CH9FhswQEfKTI0XOD41NRFLrYH29w5PWnF2eFlO/10h25ZfW25YIKKz22NoaohChqow340emXh/yhQnwLWFF0BL0P87RiB+jWwX9lmwm9LGXAH3vRnqtYxPN+Fjj/cPfg/G2S5SO0zdPXCTr6/oan1+4BSH65aGYXh1xZ4H5tQD8DnuE+ini1+wqXIOQZrjLV6xAbLMudZCCT5ebNi6+AX1S0IGrtmeeIOotWLAA3G/9CPpphpeXOAQvXKuqrdeOwT5m902F0jFcxoKiyiS9g7yAJgKVZSB6h1I+kkJqamIhGTUVYDPu52fFm4d4JwjD84NL1XeF5339dq/EvDSVpWmlyGWV/DMVVVYezokLrho/Mu9Onn215NzluqhCfLx560h+V1glc6+e3zJm4xeATyPtBgnNtMvX/nrtK79eu3Lb8rlcNz/6h1H7PmS4rNcjXPSzjsAADfuQXUPs8x+z71NnHSrD6ueK96GxAx/NBQvUUe9Pbu/jIS+aI07uOTACevIGkNBFS/MbI55mNfG+/PK/i9KL0iSednx3b/NK6RidS96Hmr7l4H3EvsemIpxnXk++pT6ksnLfdqz7cNO2TrifNBYxvDlE7ncRcxCLfEuGtyTxawP/OMu7qsuzPd7XM9Iz08RogE+8Lk9uh72zZw8rOG+cg2SXZjEEG4x2R4X0UuYbZcjla2V2jlHZLurKDWzQLMinzbpAHA34SPp0rledrT2qFRgiRCa7w97WvetkVVXCB3+6d/PyzUuIedu/P2pKwl/OF/Z6Okj7xPoMd4xVgR++bCh7EP1qs2oSE3Xwo+ahzH5pyuysUvRl5AXzM6NpEz6/uuVr30QzNtLbt8HosmiRAjFC3+ywoOmFsuMn9iGMfr5v1wcgQzRpGEnetNEevzlztKE3cD6GiFk+a3OYthUU7JtUSnRRkeQ87ShFVy8P3AL8Z3DftyjQf/JTo7FvqC3eAtiDpw/OlsM2dc7hVLOuiElGZuMwsi+T+RWZuOWlx4X+lpRkVd8bWb93R3KaJ83jZw3Ztz0YfyFpno4Brw07+tbm7E4Xp3Ahfri+8AGfZE+P8Dv9gcFeJ344ql3GvRNk6AELWqAAwyg5RltzfHBwFtVoRgqam5oasO8bV3cZ0FetPDF3qQ97Woh+3PoZZekXIczPzLxV9RmINVnz0JQoGbZXkIUr7MMxNZAhSA29fCBljAFuqKrhgTuhT8CP317S8e+JJ5XMK+4ICf0di3009y1Y8DzO2Y7zYKiMiEegk+LAVF8Nu6RZVYbUHi5wIsagMq0cxqEi3uhe7Hpwl83HJf2sRcFPXDnfK//l28edWCvY6PDb2wIwLCqorLGZBn0yL1jfhBtXSg42uKoK2wuBbKUK5BCvVuofMJb2TdaxL3CG1ng6Z8mSlWju+fX/eAX0l8aEwMcU9v1S/fNL3d03YcTeF6C0Dtn3LRqrdTyp7H3Pa7xPoE/jfevVdcezxwZDCHPUehX2lWqpLfS7HDjZ/84I9L3h6yd68WWl8r4m677vjn2QNvgUNxdVViR+T2jYhya+hU+8NWw3hBeUwdWybl86u9jE0ww1lwwP7geBwZSUJPhVIrH+Q095Ujp/BWlVtJZ2FQ0e2JXshsIKT133rr1gtVV1l+99+ilDKb7u67TnRyYb7QbUOVLqlYZK7PdwpGtiaZtJnW8AALkQZJyzXYDGprE+rbFcixVtlW+API8KGAXpw6Db6R3oPtn+YXdV4Zp/+dO9D25e5Mx7vq7uL9gquVxDvUM9Nqs08sIDzX+4/3ImwiSWVcxeEpwLG53Omni560+U98Bm9dVk5mojr0y9dORYHLY21xEFfXe2rZgxbZHkyktzBpCPh6PjxNwRRD22EKs5f1F5STumySAYNm1kpScbP+VODlRrwRm+jZ+cvkk7qsi6AeNHsA+QWipT73hpa8OnL7DPNfIX7rHg+aIF+YMtnHT1ZZ9wPvFXJiImItYowfUG5uSA9uEJDf4WRNSGoKnIIIu/lPRMO57V8pLXhYYYIxqB+gNt2Zbeck9HZ+/QOEE+bdf3viAfpJrp8idcplq+5+Jl8VzOlgCaOXM04kfBcdmKOZB9O3FsYuHpdmw4GrLiY4KzbHnkpuasRKPz9l/eH7cf9hbaYsD6uM4rult+twsstiXvVJMSPBCk1WQF83PmZfNzsUhQxdNXNwXIt0Swj9mJcldT2ACmGkaTi4Df4iWqilz6qZnusUB7iIsZnMWnfWDiXbvtXd5DTV0wBvuepsFlwYIGw3GEGIjKm1NbVqDK2SS6FNdDIvVi2YfNeU1cMTZ3ScWCcmm8a7NU/4nZBl/35/mpEuRzZwZJ9lrO1OCSw5MDLnHq9WgPTTGVZXkGb5V+0AYkqrvYda6/zlVV1V4qC75HMPROFvTz1zSOEd5HJgiTi+Ye4KeqYN//+vW2uSslR23Br3zrPvI+rPvUzDthxNpM7ENa3ws/VTqvdk3MdvInF8hJG6vJf675+zZw30foI+977CcH+9zJgIV2JvXtOaBkXs3qQq9fwwfvjIDfG298oAXVq22fdtXx2nfvKmL96FxE1c7duO3aWir81DnYxQdn+1s9cJjE4YDj+DqaXFhFFKoOO1SUnxT1MrpFpuGU5OS4uMhkUzC6yAl8uHgqqshAWB8q1g8cyGgbREgv9XoUPODbFY8DeZnuPktkJvldhMy5uNXF1Ro9zNz1CfaZ6OoTT4tdL/GQcVebdrVAZTk301kfZt3q1uxyOzhmw0dD54caqqKmHDxx8084iTp7w3Xe1VC3Zv+4Nfsb9g+5XG1pND5bIQXLf1JpnmYjU/BzBPyQjqDioo288rCP7s3UxA66RGjDhkCdb2s4DejD490l04h9qlRDtnb4MuNyKYgrdhbyzlIyL28xZk3HFj5qThQ0zxkj7E6Bn2Zz4WpQPC7a5KtWfoHKI8OqDi3KheA3aRJh0F+wD3EHeLofhX1FaTbecXAZZsO4S5fQYTmGwZ860YmInFhDTGIimHa8wB9WuzQ2A/pC4dvEDBwqz3uhIaaIvOzEEHb2Ggzm3PyeXk92m7Ooo7ehCsg3Tgc/Ej+hfNNH0T0JhlyMwEh+R/BDUj+ASAIKIbgui6rqh6zhSOTptrhtIpDkk5dnjDAlOpFQVtObMG7KEULfIWWEvsu6OOCfYn55TcyzSMS6otjJn3DmwXEAhzTYH1531oWtwIcV2Mf/I1xGaOis8lp7XQg53ShtbAyXpddXA7+pAL9VS5cuBZStEvoH9HtJk3+1gRenoAvGYp/QvqULBoIRDpmkZZTK6ZDG/QpqmmqLedJbVhkXh3fT0uKpLQspkuxSMfjlHrpC1ePrj1oU9t0dKsimrGs93pJn9yvnEbDnTNJhpveVFWQZBiYp2ONr14nq6nMHXQlRhZPYRVjqm26xDVEeP/2oLUB+OsA/cNoydSjO/fDi5a+88j+AfUvYWDZt0Y9+NVrq+M2WH6wes+4Ti4saepncFzjBx/sCF/30B49R5tWFXs3iIloHizzWr3/y2WZ7riUyg8oGElz2+EDvgPqZA90fqEH3A5+5Ba/+iKxmQt+/a+u+7459R1hos4SJmiuQ3rx2G71N7KQSteOt7kxHcBKJHkbcUOV04T0Hgk6gVuHaKZheF/xSNONbCH4hsOElGz12e3Y2RozstvoDPcje72nru3JFnJlfXwH04er9q68+bfbiEjY3P78iMjOWKXEMZxHcU4TPTRJIyQPQl68WfaPUXasgD2NFPdk+dUN9zzLdLnymD3T39Ay56hL244ij8ODFq0jAvP0xasiHsOmvc52P2o/b+v2u9s7sDh5+pCkWqRees/S3mCnQSExAGhbgTw6NLYr5KX1ZAz/CnwO7SNhy3GZH32Ui3513VwiDUzOvahSapWUS0HIQNGliEK0elDxIAAunFc5mvsCyadNmjL5s8ym9IovIZ5sigJrNJTBQM8n4a4EGAVj5TZI0Uw37ELEwYSz2KYjnh7GF7z+gzybjpNmCiZdBzRE4nM4yUmw3GRTdo61ZsA8GJsgdEDxCTFCoYrH1iDQERxy2xte3ZRclXk9r6a8qnDhOvzJRfr6Js5S6QeQb6Xtk9bNKi+KIOUecLmoknh01xdWZayHnM0jhm4GZkPw7gcPdiETVrN6zW8etuSm7Psy6d4l9gg9dHk7xUDyAfkByY0Rs02GAPM0uahDBa8/VqBXsYoDEgv/XtKAZQRORXG3pq5tOpreRL0tQKiAElcIvid8CgN8qQT9t9Yd5jXdsat5djv3QgoexDwaX9QuerUBWfVJqnHIzK7FDTM01zlM1tRyCo8XwkgO3yqmy6HDPqVpE1rMMKjutU02614v8uvgTzR95RN1tqcz2pKb5tWAu9pzZl0WTc05qoqFnkn+AAr+ARVc7sq+cQ0XdxMKJIHt72EQNpCsV8JscMHbfR+YH1sZLSf359vFnVmHm/fVyYB/2fav/1w8lt4+vXx4tdUzQk0sDFfbxrkONvLrLhZn1QvsE/n4kvI+qhyorWo9Xz+L4y2o3bBeJ4yRNLuqyTbAPE2/7B6P03Q8AgSOVvKN434t/+M7Yx6+jmfjsCwvbzKq2lYtlEHmUYd2PwtrsgKaRlKR6OoB8+IFgn2gdIcrxggd8zchvoa052hCckhwDBTcF/j0Qvoz6YTzt4jzx6y7ou1fE3vfVg1s3b6xpH+aOrMJts5tMwvZUR3mE5FnhygODrjsCccFufdNnt9h8/UWCVGk+6NOxD86+Vvj5rfnDwz1VLtePf/djjLYu18mBzoslF/tvN3z88RAy61HyMHQ+4dJloN95V7dHTt+kl42vVZwTd181WXivcooF/JzapTHfE708LtdXlE7eZ6ZYk5/ffO7+J59c2L1Gcgi069tpirjRdzcf2FfVHiVHvHBY72E8N8GwUGoTsfmaNmPkoVZ+OvGbMGE+kQ5P7fM16qfcL9pErOLaEOjsP0mm4MkBwD5p8J0fMHkM78tuUczPSsrH42fKCsSKrCwGNPOJJ0sWrRGZTNsB6ZMDD2x3Q5KT2EaA70OQZsoUskjAU1ZicKiRqoctt99Fw5xmtdb9fEE+4FusYA9pD3I4IXnHLG+auUINoNgHQA9CsJbF6mR+lhSxSBq4OY/6P3NpkVN7Y3/CuEk3aJXCdOGnYR+2Y0WebI8wPyeJXzyr+5qE4fK+1yO0z1PU0TCNTykzMV1z0g6aP2uoLd/i7Z7CwkK8fxtR4rBMHrzwZa4bEz7UA8gn39Zz/FXQt1yDvgV/HNNVRHfHprcimVVfppSNSqb2NeF4kjGRxTnIG8QRW/Bhsr+Q2pamnMM01tf6lVsAcn6tHb2iaHQOUs6gZ7KDnBDYdzytKDXbDwtMP0/l8QIOvaeSsoKHJwVMlqE3wL+fboreuqiJ4yeO56DLLmpCHMCvtAqfPD7Ue0RuPPD7lIgm2hk+WWcuXsuy7pVLVvJ5F9ZmYh+4H15eRH7VC4GBD591aOC3aNGiwFF1IYEa9m0R9NMqKvUsg6mgfQseO4hPvVy7MUnYHlJLdd4n4AcsbPj9z5W+4aN9eEhy1cu++L6Xvw/vQ+Qcv8BwbbUVxA+ORi56Z3IFOO/Hru5kW3EodY50TLoYbBngwhM25LrE0fkgOab4hWSgFg8B0jH9poTi7B0Gv4z0Hbt2RDYOILa+6MShu4cOXQECAve+undt8/Tpb9+/V93nMMPdBzSxxBg04JOLXQmvx1VHPr7+3PD1ab1Fo2srgTsdaT7k8w27kDfKPc2D2C2iLe2t3wH40CHZ1oltPrLPh4YYWfXxRx8T/FwNQzfev3TjfVd7b3mHgJ50E+Wm+cBPVkZYN0XwqpfNPVqAtGVk7lXuQrmMQMUjHt6+zhPnLl/YrfBK3yGT9Wlx8hPhQcE126xJaCTo6emB4t1zUm4X0fTBR5Qm4Wpmltki9RLi1KUaO3sDJvlrq79ADsiBAD/+ryCH+GN/CGT0Z1/lJMX78D+n2DFK6ygXhmvFHTSvoVXJO5DdnMjCT7EURaAqPt6YhfiqEElZjBQEDCXzS09JDmZbeShED8y9uPhgOH1cdJanPA29LL0JHCPHTfKt+ybSsk0UEeB7dKWsU5aP9HvLdlmIHzkY7/qCCqcXtg/YbBbpKaDPEJsHQwwqWjCDM1omPPb20H4cjEw/fZH2ARpA1EYMvIjoxjGXcm8TJfri4kQwP2wx8qxMaxAAbK5jAfySORLtOiNsVuEA5uu2Ku77fLRvjoZ9iyXQFyg3VaCP3/TlnxxzKNa3fsHDvA+0D9nsA5nH962LS4XFBd8w7cqheE7O58Vc90l2X0FBU60qE4zOKW+JM8MjGc/fD1oOVLvr1wa7i7h0OqvlNg+8z+NXewo/d9evprIyKQ5A6ckJbxwez3mX31ydsFWca1gzcRLdzJOR/z65dDyAjyLvU1GFk/0njwI/4X0K+5RvAFuHZXO3LcdxK5axyN6Y8eivfug76Xjxt1te0tPqJzyMfRNUjsuE0SdtauYl3G3Q7nkV7xPs27TgiasiF1pCiHjtB0bPvEL7ej545+dbRlx9I+dspH3a95x5vzvvmyXNiCz/mv722aM7Ny7BE+IyJq/D+oKyDks8jnj3JTG1hc270awqiqaygTu2AiY3h/PN0Dh83RiC48Kb0gl7O7bvSDfke6zDdh6zdd09dK6oqHe4ve/KvS8+vXwp6uydv/35v/7zq3NeR6IDWQaoxLa7DVJPrm524fPLd6NAAvpHhRGN2Rr06bRP1Qjlpo3CPO11EeQNb8+u7p5uF16qkC4M8ZEHbXQwexF3dLC3/3xv+1A70kuHzn98/sa58/hBW5H89zrScltVNl+uVUm+gARKLyaAH1RQiCByWDJC/XSXC7UODr1uL4rFTjT3umZLgO0MPc8gjD2SEznzAr5wy4sv8PbuNretD8buNnfF9cj6xuHukweqqthvNHKuNkN5TueoZHrlBAT0sZVoAu56ZywKVP8PLbhF0I/QN58NvqVSX75a4kvnB4zCviLRqe35KMQzimscf0RwbWZhQ+fAHzUR1Ap/FQayPU67IRrs4UkNWRVkffyZyGiOwlyIRgSHRNhaco0O+0AC+BtmeV3qYDhDGGu/1ZhLrqdgDzoaZsmpkvf+jBRjYehVl8vsSq+Ct88p54t471iYEIH7E2c8IBmO67a2BrRuTBr/1PiEgwhq6bqriQHyZwO4eZTTj0ceDDYIr8FVCP8y0UFA8MO33qqEZTNFeQf6hU0H9jnyh6uw3+O7uVEfeWG13rxRwG+bZH1MXavgT6bfpch6U7s+LATBBNc/jH2gfUufHSw+/vq+pEop6Sgrkz1f8efF33zzeYE6ZCvA3BtXIKe+cakePw8TrPIo4Zb3MdEPjBZqhl9XF2bgtvLyXGLf4Rz8E1fEYg96BqMBfuXG4PAGASBg3wS4LqtP1EHmoLALnCstDSgl8vHVU+ML/X3YF6AuewMmTxDoC6RVnnPKnCXLeeC6GGddM2cvWjUK+3675Z9+Khu9ManNAfJQPzthDPY9/oOp62Xfp8+8ivYt3cB9HxDwvRNp2D3nmZPkpOPkgdH7Pqz/XL/HHccW/Y5N0T49uU9vp3zx+2EfO2SXhc3CVxSCq4F91BplBTgP4X0ZKXmxuOPlIe92Uj8tt3Qkvl7KyWPj4yj1Rkevy0nczqD6WIe7Aqgnike5n7e6eVfG4KFzlw+dO7JmYsKFe19++V//9bf7Zz9KBPQ5LJkmN9Ctgms+Q0w+bMxG+ToE9LndMeBS0tamu1tsvrCCNL0zUkRe3nMUFTX3D4NMdb+OYGHBPcSKAtCUkOv9qK049aMPEdYM3Gtov/3xyaHbN84dKRxytTd3HZIjYLl+U20cPvSLz6LwLMyPXJB3xgJ+o45KFPGzmL2EPlTLOgb2VJGIBUqOFe0SmKzmTwoCDSqcxZPS9j3DmRX5NsdghaUNgXgV3jYTDvfaBhtBA4F/nGYXLVJPxZrPRf3XJgD/eJoZMF6YX+AMbfmn8G8WjTBadBHVY/9Afdc4wX809uEjBW7Lj7zdQU95PHRUs1NWnIKF8aZwrtgiiXssJKeeDyK/LjmYkIdthqgfoYS+YEAfzJ5ILTPH2+39CXhfw2Szycd8QT5SPlnvLdeI3kI+pi4Uv/BCoJ/0YmG1FKZOkxnc4Oq00nBDq2d8LI7pYi1W2ltiY2NM4W0fNaB5V04WnlpzAsBXrm37+EdjXBWJn5J7keIdnxUenJXXosAv77BEdWVbvb39dfy0l/uYWVWoDPR2RzG7dCM2PsQ+Ab81xD7d76y92xQ+FpD/reIpB1jfNnpgQGOmjvW4ILB506bnDWXoKJJMXJ508JCtGLgnxZQ0uaAOlUov2F9cSM5hwJm1vDzbyVG3qEM5W1qx9WsiA2zBMUdtCwfcCPRzHHcKA4wDZIbg/tdiKPj4KbXxCKjy2nFb7WqvKhxfhRJqKLxC+UrlqA02v0JlcH5Eabz4juNqoPbZJqMv1A5kES1cPHPOXHyAfvsrte8j/Mk5m4DcKN4XqP6/Af6jioFVoJ8+86p93xYN+7Tg5k3rNy38V0+uzQn7pmnXiKvPh327Th7b4ovrU4KHUjrUtk+bebnz++7Yd5oO2rAwGGDHT8fMu3IznAaYU5DFhM4C147MlvB965DQzICqaIw7kHRDtdu2aBVemiKvk6WrHJSPDUVOWKo8Hc0AIxiU+jIHc6t7eq9g2Xe6EJcVMLj853/+159xi3nFKxFVhnw3rHFm1LVVmG12gh11BXA/nnkI9DkU7xPkU4iTpl9wqAx5OvkQLjLcMzwwcH2wwjs46Pa6bWmI0ero6MRHF7QhLwdlbGdQTN6L5pzuBtcNrPwY4FeI6PqTHZ5WiMNy/SvtRMS+wzr1Y+kYwC/RKeMhCzQTLZrVRsAv16Zy/JCGRT2lM97t7i4tJCdjTxCeRFbu3MyY5lnMMOFoW9g+POC2W/INFfmmvZnm+BhDcuSg15EPKMyvqBjGZwLwT+34ZIUsCaTkdbyA89d8yz7dY1agjybOEuLHiRdzL6QRPImtlqF3wijs8wi6o5ZSyo8xXJoTNYcfExQhrseGR1LCgL8FR7yAPsT3UccC5cNfcySF3RCOwJD6w9mqbAgOd1rNifbm/gRsS1ZI56YCsSClosEnJ74Bkr2p6kVwT2mlqLtFegbX6jN4isxUh1lDllx+rI3s4cuMjMVJWx4SHIHREeHomUpAy6SWUx11rsvvro/2lRP7iqh3KMGjJou1IeHBxWR+WratcHX4mo5ofnPktdf1WvIHqqJWYOKl9KxhH1wuqDJn6KBK+tCge6Ecegjpu0aFdyrF3wX8uTHYx5F3KQ7aUMsrFpcymXcRYcC0NC3HpeDwN2B94m6OrqGl+XC883CWTfFXhed92Pq1EPucMLaktjCfHhF/pyrLaIMpi2vibz3lZ0w68/FkNfFWDfT2HSo552pHCSuo3+RHUEhUqrAPb0yG2jHeR/xUlGmAv7A3dTGkvFUUuFc++jies2e/QJlDvukJLhJI/5DFRWGfvy83awT7ROcdPfPyB9z14alh6UUrVs95EbFxu8Y4mrWq648/2DLmlk3nfWLuG8X7vg/2reC8MYtO27CdmHlXyMpZEryfTujOyMwN5pwrTRyYdZOY4sKDjhAhfPQ3h45AICMutwcnGhxYu+RGpqeb3fUptLfkF7W5+vFsVHX6HsIXP/3Pz65du3Tp/pdf3TRa7J0Xb5WITGp2uy1YvHBv5gbS4J6XkQb5WlO5tuzT0EZBVLbc7/JwBN1IXu9AW1+ft23QIlu4XBYJ2SRWNJEdviE50ansyP74w9sf364C8bt9A8rH7c7O/sLzrp7hjmyW8Fa3+qqIlHGZGgB27KB+pqxEoX6ME8Q76bSM2j2S+tktgD42aXsT4wEbPaWl+PQgb1uyeHddXd0QnKal7ZxpoXT02HuHPY7rKZFmd0qmo9mbH5mCud/W1uZ2Z1ZgBL5e3030Q9jf/EAV/sywKu26Q1zMrOINlOWfv+aNLgySXwfswdOs4E8rLyf2BY7CvtZe9rKhIZSPXKsZzh35Q2L2ZR8vPC1Y5sbGJ8bEZkYqV59K7wuRE0Y8CIchyeB8iHmAEoytWp4l3tHZvxOtpnCEKUlbSRySC8XzCNI9dRq2Sv5ZtVanfYJ9UDuWhc3Q87yAfSjvw3kJzJ6ZwQZzntUiq7/Y4Os9rio4hMZNYpcirhYmrjl4xbfu46lXkQgah+W6F+DHFpfiYJhIoH/gZs95SuyMdltun0tdS8+eFsUbl8HuQlx1iA7DWA85tmPazcaExYS/xTr7U0M779i0igdowFOnKvAbg33rN8EVI9jHZV8Zp10Y5nNSc8TbzHE3BzCoBRqUlcWhsCMbqQY5TQbWoPh15KoAhqw8dcJBeaO87BTeYs5LS1k0pN+iVFkhRoeeytmX9OFkcfcFDHQO9HYevLEGTWeTCxX24aCtlF4XLv8mt49VeoGMAdKsMXOUwIY0q40r50q5zLQnpaHyZ2JzeVXRvsBR2Ddhkcb7Rh8Tfwv75PFzbd+3RXRe0OIFb5aQsmQ742lyYTevjn0Ev13tDSB92rZP0zpG7tkE/XzQ94fv4e9bJk/VM6Ytg7v56FYmjcD7js/aucQ+WzjSSpFjQBczDzsE+Ih9PGuLk/qOuDjscsXlkp4CShATkh4ZYmDEecaOXSkOt7Wjq6jZ211a1XsFIu9Xn93/ZNyRg4duXv7ii5t5+ZaLt+71ZzS6DRUxFe58Dr8WB0BP/GVY9eWrxg6LZQT61INOfU+2fK7ndvY52gYH86U4KBvwabE5LEAjM/aDDo7J5ojrsfFZZlR2OD86c/sjV7+r9/zt2w21vSdRHXax/8iRxVVVHZ4OiMTVadptnHaxptp78N5EqKWfXP4LWXVYfFZDyTAF6/MK6zPGwBeSGbm3tHSCVKQt2X+koWFgcLA+o6exZ0877nmrvGndNlv9jhSL+3oF6omRjue2u/Mz6xF2cx0fAgfxD7X0pcrLQsepdtSrnMz0rwQA2ij9cvtH8MOarHA6FRV/rbhjEu2AMBeKF2YM9h1yIRDFYRe1HH5hCS8wSgsKq/fCI9FKxCsa2bMlJ1HmWhciR70YdiPp5gM44vtIQ05OIn6j2YJ9QGzvwTfngTPJ3g7gp0HfEon/JlgI6im1YNUq34WsSgeA1LuYn4Rhgn14lOI9tENWwlWxIdyUCNbHHYiprbGnqhDJwsosFLWGYXxTxl2mtVnDPj/5fGhRLj/qHUZeY+Mdzmk6jCdCJ62b/Cu02hqioHdIl5NrEE+3w2uI0nTdAPyw8SP2Afp27twpzA8PkahVxgfsX1gBHt19dLns+jj08g/zEPYB/J6vOL7vuFiZgVEw9NUwsC9VO+nIkQu3z1M/x8ybGpfnV1QLL0xNTrAfTzs6PZIN4Rebrf5z1tQi7PeamHGVwzK3aGBiOX3ScbW10WUF0eEfThbyFdhpQfLXx/B0tZeq8ALCG0gf/qGLGTvA+SPYJ4OvjLwv/IS8T5E/fMaswNTLbq2Z0370s1+yqojY9/LPf6BFFQSqsVcvqAzQiN9o6PNX+z5qHeJmHnXXsXQTrX2bNmxaWgKt0oMtbDDTDBTw6bxv18k6bdmnJl4N+d5RI++Lb2hSB6Hv+2AfoY8pItPQNLENvA8DbxTOHfE0+PgaRFhZw+NkyKV5OQlH13zEhSDNIC4yThZB9LnC7BJXWbmdsebsJE8H7oVuDzU4bB1dyHa7e+Wcq7TqKqN4Hnzx5V/vfXrv0weXE85dvvxpdV7nbdfE8XW9fZ3svs6nfw6yQaKZBpf4fLTG5jtE6rBbtJE3VzlLPF5vH4ge4/cGB663VXB8g9HEnY/aNHMiXLEgfXZoKPi8trANCcsjy+HczrYP25xDQ/0Nt9t7bw/d7gUP7Gzu7P/9v71XF1Wt+wNHxVRZtUWe6oaDHuCU8jfgIdDPMsppDejzEvjwIPZhVWaoP6DEW1fDQNugO2Yw02SK7D7QXjg9aiB3sM1TfyDZkTZ43WavSEmvwLYzMrk+xmaor8AfF5qJ212R2YjVHz4xlTeapUQsLiLVExufEL4Jk1jHIAoK9NQgBLVNosFvPFnfpPkSc7pI+svHYN8aVy+RD84qh9SAJhoBMUQ3A3ACsjbNPCCB4eR8AD5wvmTWtYSGcBYOjw3HX34kVY5wY545y2m1GM3xA0feXYj8n7mPKy82U6ZZgKGuwhZquEeLMIBvlfA+mXkXynGYYJ+IJBO167fSBi+jJSh1MD/MYjQNDqIXE4XyE4PUOeCk92GHQQLBuIkJlw8J+GmRBdwxtyip95SAX0RWLOtXsvJUQKtF0M8xAIenCyaooZ42jBYDLg368LJSyR2o890I5Nu5E8QvgT9eslFM2cTARyF/7N69E96/qSNcdizv27Rh6dJNyO4D9mlN5AXF6oStTL9lI/Lh1z5PDUmtzXF6Dtdg7XcqtRahiOVF8agap84bwd0fmODhEGgexVwJ1qDNqKg2GpkH5cxCjatpKouuDQnuwezKbV+rfXC4qqG5oVC8LbA1g/g9xYF3fKkMvTz2Dhg1806WdV/gCx887pN6sfCbNW0u/6xLZj7+MzXu/mxUcJ8QvxF7n459/v+A9/2T5m3Wsc8X3ycz76oTeO7Fc5TFtIMxBu0HtMA+3HOcxLZP76PUaZ/G+/6o8b7/L9iHT9YgXpPOxGJq29G3VwQFzY6Sp8HFc4l9tpB1+ypRwAaXS5LcsylbC8s6UkKhsrOaLUkyPlBGHhIZjdfbt8MLEWmB8Rippa3e/OuoW8dsglyKTy/svHf58rlzR27eu/fFZ5/eu9w/VBp14T8+++LevT6ebnC2RSaANBDFq5nXx/uUxqswqWhw+NjwsYFjA8PXK+h7BsPLNxPoTPm5afaYivyYGK7k3EZQhuBYpzOEGYNZNdH1Hzk7zyMSs/985+2PezCj9mYZ7X2nf//7P55+q8iX/iIAKGqoPvcyzZhxLswxZbEPv4Iciowqdx+aL6+eO9HZCXtzTCyZUXKmyXAdj8HBigo3zlcgZrhNPTgzah9otg3Yr++NsVnz6x1u0KxYsyETk2W8o6Ix0p5fAdzDv1sxODiY2Zixp7SQpyGr9dSqQJlzdezTmmjI8ugOIXuf5KN982cQ++A35cA8Gvuiqlz9drbM5bvzzbjbiQCU4XItPMJsAdXCCQ08xCYGGKTAr5kcTv5HdRf/DiHPwCxTfA+i6LRERPDjYO8F9C18YjmwD/xNTlhk3pVIKGWOWyoP4X0cE1dNHcnF82FfmIZ9k0ontvd485igzyceYwRwr+FDSFKwhOP6dqIvFoE5sLgRrLs4svHj2OvJ1pgfU1049cYylKyYW00ucM1aOPVgW1tbrAludHeba81MMtTlKsRF9I6NWPbt5CNhJ7Bw8xI1CFO3onazfDl638T3LLj+7Zl304bnlm4aKDi+V0Re9WBaFWDwc/E3S5DL4b/je4RFejw5cbUFccX4LM3mhYonUUUOZkf4qfRBZxYpH7WOb+BxKa8tK4N3P6cSaek11tSy8Lh9J2XfFzBc1Nk2UFXX65LMKh37AH5PTR5fqvZ9swT7HhFCyNMOKVh74Y/vBaqYjGn8fj4kNlqbp730B9VLTvz77foXAnXep734LC6ayKyhnoqNXsTYZuXvU9inaR0y8nId+mZnHksVnWbTDuF9CvtUSv2B7vfQ6bvFR/ve8E28byh33xvSSq5G3u+u8y6DI0uMZPw7RXIa7VgzaW2a+3QVsa9+H0gfI+tB+6SeCG9IXQcNz9HibQYmhiRR5MAiCEwwMtOenJlsSM5sNFcgQAXRfc04u3zw4Na9hLerSw5euYKLNjy+uDN+8ppb//G3P/+fv/3ty3tXB+2SUm8UvcONI4lETr4y89o1mVczNbeWe3v6n3/z+ecH2tryc8ET4dew8N/PQ/GRJTvXFo/jkhgQPkcEEDARd3fhceE5bGKLjo1v/Lh/qLPnw7bbH55JLfvow8Z4e+7V07//t39/rx9LcvTljOgnOvjZFfoZWV5Gh4ucv0LwcDiU4AsQIfIhCBXvd0UFQAEJKDj0MkE3jcwk6JHImTLdMVBxXQgN9MZE7rC3dtjrk00p2w0YelOSog2OPFNKqNsODAoGbmZmMj4Pqk0D0E8qhxaJB0GkXLXlI/SNV/vqyVJOiYBe5FdJWB5+DCN0IK9K+M+MGXVjetoKqxoO9nrxTjEY1mg0BJvMRmq9QrflnsKAoFIJMAgGNAbLrCuoh2ADQF94cDjOXfAxj8VIGdPZexpdBwufeGa5TvwkkkUuwgT6gHqvLH0Fzc+kfVO1kXch7iIeG8P7dOxDyt+k9qGBwRj8lRrRg94DJ/oQT7QIdjTP8FhE3sZcjZdJ+1H8hiOPQ9WK93kE/FSmi7mphuINlpg4Rcpqoj9TwZ8KbuCdonvAlYCKhkfniZyhhfcB70D7du5X8Ldx7ubNQD44zzkmYz7CT0IDAbBj9afB37d433ObBlIZW6qHNRfwDW0A/lzqKQ8fhrcvBD8ursEbqUC/uHChr9kW9V9xxovB2U8F2TcR+2q56quJjj5M9leWU5Z6qiYuet+ZbsX72sqbB7oLqz5ur1LrPTXXPjIeAy/9fRx9CwNK9eIOueUV3vfTD/7lhcBpml9e2galXGvRq1qAFWfe3760OtAHfhNGeF9AwNihVxE//PoLxD510jaW98m6b9PS95zclR92GiPWabGlwvuAfcgxBe3b4ssv0JVe0j62dODxmxdHaN93x74wJossI/RR5N9MeR/XjGJxr+reYbLEJkWLqVnhHhJdIHdIjh+/YeVnEMcfwuox7+LKPdKQnJ+WZknOQC35jgwGEjLU7e6tB6zxGursqr51+Ur1gy+//PKT6ePPXrj/t7/9+W9/+9tnF1ylcBrEVJgr3EQ63ocxPyDGTezTjc3APVuaLTe7qOPYsWePPX+sf9BNnuhwGCNizAhegnJiiRnMz06zmnFzHxuPdnEywvjr4fGICYyIrkwtjja8/hHU3ZONZ9py6s+8/mFBliWvubX39B8/+J83T3hG5f5lK/AT9LOrbCeGucdogQacnsya+QbQd5XQ15nIg14VQ0N3Bs4jDJGgcfkVJtymAM6u9wwP9/X1WB2RGfnZzZbI7cmhgL549nnGYC6PTkmOzaShJLMC5pLkZAMws8J0HboHg+9HeJ/2IATq2Keon4AfAQTY5y/mFwAf4W8M7ythUxBm8eFBQHJFjNmRGAOuB3cLPoLSGmXiDS+bV8DvQoJNJiJHMrAcXhZ5E7MxVI5ik8UZEeEwtbXdeJfhnSB+1Cy48QM86Mew6Hsm7j2HVwr5fCPiVAV8eBHsWwLsG6eC94X6lRZWDQ2j2KobJ/k4zNmfsIaZKxP1gGpin+6cng7XUELdkSN1N06UVCuxo8XKaw7wPlicAeUAPyZOxhXTpc6oHgAfnOtNGO1jKgZca4h8IshsGwG/xcA3DLbgdzsX78TYu1nSD8QNvWIjkE+STkXEUTP82AyrDeR918vOHI8j3BWkFrObV4M+lVwFywtszVqQVW0tvnOeyonOkrVlrl39V2LzFPT51WKC8qvhzPt5tMnp1xQSDZdLUxlwsyzHGRd3/DiiDAhCAx3WxpOl7SfbXeN9kQVIMgDwPVWqrM6F8yXzQq58BfsExn78xv98LnCR1n7FpR+ebqF0PI6Jl0rHD7nwe/WlkWRSX3bp6hHe9xD0abxPO2kbg33rBfsWvAfR3ZNrcbY412m8T5BP9n0fk/Y9L0XkvoUfL9peVMZmPn72/wP7eGvJ0Na5suXYTHIPystD8zUu7PvyGN2HTR9D68HtOPgq3AuR8D6AIpAQ3W2hKeHO5JRkOBEcFYb0lB3JmY5cIHg9LJldRb0lF29cbOix3f368sUS8L57QL7dN78A9OHx50+mYOU30Gg25SvvnMI+fmLG01DHSdgimVVoR8tF/vJbz7/55nvH4BOxWyRCAInDMdwRgjLaHW6zNc2aF4/P9nCT0WmGqMdVYF5MSGNWDb54X4//0NvWY9rbZmmLa9wXdyqXyX3e/suX7/3pYmt2ms8mne3Te7W7DW79pCwJ72KeUD/+HGRpN0jfVbA+p5NYyNRpqXfEA7YdE8DPAPLnNoQa8q1wWg8MeOozItM6OjLTUXmbHGNI2peeUmG1VSTTKIQFW3KsgfJqpCGGvzPTUHE940DVbC24RXx+83UEFOx7RIGfasKgkKx8xRKJyjsjaUwfy/twODwlytXmJr8mMjvA97jiwzkHpQEcI/I2W0ZbxOlg8RcCNwu8LJzmk/Fz4Hz4iDvjTWZLW8PptQA4HHhx4SfYJ0+dcwX61q5a+hwfAD8ROXwyh7brUzLvPNFWBftUaZ0chsit37jC9jVAvv3710xR60BtLIa2M1HIrlR+wJawef/ZhLOnL52+WYJiLE92Ky1+An7OpqzYYhyf5ARDpIuNMYrggUWgKjl1Y9e3BlZWgT46+FhUJOC3UoO+3TL3bkwg81vGu7uwKZsFCWfOlWhn2Wd+i/fBwfvc+rayM2JwEaxTyMdeXglrhuzBGTguNbigtiaHPyw4XFCWlCcxg7lWdaYSx6g+1rblMKS+lskFTUnhsVZQvZxyTw6wryA1yxkesq+xNED2bj3ewfru9vMft7smyaLvKfn8eOSR8bLs44BQCq3jERJAtfDTTMk/eON//+tPF83WgtGmibtg5pwZMDZr4Af69+o/rR7N+iZoFpdvzbw+rUOiS33YJ5n1r8rMSyc4932dtjT4QdKyLemS5CK8T2Ffe887mrlPe3ygb/t0mfc3Ou37fjPvMqF6KyRHcsnmjUuw3FCfvHMTXPC42M6Q+KGqY3vGDpysRSvQE+BDI29wJIdgNLSFJieFZvHoMzY2mS6/FGOup690Vz4WMIeaD7r6e5vPdR4sqa6GzvHpvf2TJp299+n9a1/8GY//ODp55/17l9oHgXKK39kcLGxDTawJtMTCMZPgZ7PihK2o6GD3sWPPv/nssQEcw1EMAdg4iDhmDLwOCg8WN8Av1x5DohIbHIzg37zEWLTJBWcVhMaG1ht7nB/VG+vjrH0W07pog9Fmbe3I7Tt37p4Gfjr6ycrPqjE/aSQyS6S0UfM2i+JL5BN990SfKDJSJUzCqvJX4XZhNk0krIuZmW6bracvf1dH3oFkzO6DCPtKx4I0dHtSrA0hg5liEkqusJgNrEYLhrcNkSmZ+WZvRWb9rkKc5arogkCaW7SwexK/yapuSyW4wDuNm5EgqeyYz7w/8awuGoN9JRKfugZbPwG/ChO2ftiZkjwjSAzDbmhKfX0okQ/UE2CI5JbQYNr4giNMmH4jTZAPnMhUMTqNbod3uI5nrYS+hSRwHHq5FBsNfb8m+C0l71swVYe/tVO11kf9qA3AAuEC6Pe+oN/70teOt6ajWmT/fky80wtVG6f6No4+l0m08RD8KKzsPLv57QsXLl26cOJKF1d+2S2aqc/ZxE7nWIRxR0cHm6R0lJE1qug0v7f/9G4aEOcBicW+zPdnJeBv5c7lAn27d8vcu3Ojwr4wpt7vx3SEJdFcTcvhwdvasbxvy4bnNjyb+d9n9lXC1pJaSeyrHAkrpc9PerFSxfkisabFbO1IwlFHtsfPbpODthYcbdDe59fC8w6/WqfMvHHBNTWYlPOya8uiizH0FudUhjQom8nkKrd3uKp0aABuqkfUua5Usz3y1CR10wYAnD+LsKiNw7ol+Sd/fO21pYH6UnnGLL6xbM7q38LhIh4Xoh95n4/1jVibvzXy6tinxzZvGTnnBe/7OWfeTcL73uwDj+GpYd66DEDfSQ37OPNC6VAz7xsjQ+/Itm8kwEpB33fHvhXKxY7UQnwGLqGejydh/r2Kx+V6rs0QepwtRXt37AO/o6OZvr4Qdd0hpj7MwGhso9mf0aVgMzsiTUgydiRnDPLvrPn0lZLqK3dL7kLvPXHlaygc4yeevnXvs88++xLY99nR8Wvu3Pts+ub79+5dlCHSAgTMd3PCNBliaKYTRERmS7ndC1X3rWPPP//s88eOtUEGtuSZeQWCRZ+ZBmmzyejAJWR+vtzaOhLxtQr2F4xcVWz8sLAKCc/aG236MG+4MXJvuK01zRK8LhoNFHKd0XcCbpuS6rGeada+iYGPvFNt/agGEPzy2Bni4KZPBt4+ObwjQjoU9mEEN5L8VZgMppDMipjM64Np3Z19PcOeM3staVbHdnGPQCCKtODSwGrGEfS6pEjk4MUkg2LnZGHsTImM4P+jwmG/vgvHbtP0vD595J1A1UPF9qnQZiTWC/OTzl8t7y9wxsO8D86QKVvRE1fVwKmXt4PIEsNb2B0YK4JZMs9OSsbURyI4zxBM6IuPAIuOZa5KrDEeZuO8rHimtToO1j3Bay98A2wQ++AKW8KCUwV9rwD4fiTMj0Ovbm9ZqM+8Twjte0ZSo9BlEqSIn4I/9S1oCrGvbv8aYp9+Iixd7RztmUwdNk3Fnq7YuXPzhUtnL1y4cBOTr7rrFew75cSdSoSAX1xwRGLbcLHovWY+byZ29h+8efnd3cvncXSVyX0hwnspeCzfiZfluwmAu8EBwfsE/KZEbd6/P2HrlDAGIiiE57nvqrWrvo19bf/9+j4VVZ+qHfRqgaUowvpGbjuKc3K0qnJct4HHhTr9rJYiv0QLSF82Rltm1MPy0sSgvvLaWrDAz/GXAZIYF33KUwtMrUFAQnhqeJViXpP3wCMFI1UD/PMy76ozXsE+leaC72bNJyWcrOYFtooDzIB9L784R6/A0pOEHv8DMO8Xemyzhn0j5uYJY7DP/x9jnwqwGp1hRehbsHTpBmgdVnzit3iseThqa9+jx9WT93W/986bW3zSrtzyqm3fy/rM+4tR677v4W2WRcYyEbWh5OMZDthHZ/fiJZh5U6y5NXD3saQN6z4in1iZ+ZZY/pKIfNHJcuiRzNMnnvO6i7I9ae6MPfkg7r0DzZ4b/cwyr0ZVxwf3SlylhTdvPfg0aOcXX3755y/vT9x6+YvP7k8/ivH3s3vdbmgdqK1EghGxj0lySNoU5OtzeNtwp9aDVR+cU4A+t4P9ElwSxhAhLW5Iu4kwIZsdNvwXyB7hjQiXRX1oXHgxhp7QpKyIvSGNg3k9EfF7g+2gdU0fBUdEBmcZLd58m+3ivVu3DkkE1qihlyXkuQr8CG1C6oyqLgmjuVugDwNvonJgK+czFmdM3AeJAt+IjYk1RWZWmBrbrD2D9sGe7M49JsQwJO9I35eOj+q6WGsHQDgzBEw52WRPs4N3wUyeGsKM5ESQSVx6wPgyfKAK06vSOsTRrAQPf9F8+RD4462bmnr1mkqVp/Dtfd9WvKypGuqFh4gtyJBoQP0geEQyuiA4MzOWDpdkJhXg/QH0MdQPQjdSXmJgFaevLzEPKuzBI+JhAWQQNTD0Pv20hFRpKscrAL0fycgryLdgqo/34bhDpA7yvuW8pcDnoHSm+dDvfUm/Au1L2C/bviDN/cfU+yBlgwbxU7yPr4OWbd556QLayi9dunzxSlGRxvuacIadJaX2mHuzQGwbXUjsN1LXSYxv60e9758u3+i/cUQQTP4UMvbipBUiNeFP8T515ot3klD89hpM2WHAPnyVzHtGog7WPox9W5577tnYMzhnK0APG9MMZOoV4APOFdeK2FGgkC9O5dnDsQIJoyXR4xeCTIPymsPRMPtJUl9BdJFfSxNDXvw+D80pjsupTQ2pAfaVRVM6Dk/9MEDFV00uHEQqUk87HpO0bV+pyi7FcyRXfABAnBo+pWGfKB206i16Ftj32kuBKjZ8hvTeh01btP4P6qrjV6Lz+vZ9gfpV24T/B+zbpGHfzzXex5O2BTx23rB0YSfWDzVZp7KyQjN4wLtH13lRzfbmiK1Z0O+dh3nf6JH3e2DfHD7lIsViscI+nPSuWPE4cuyfnlkF7LNbw/eKxkF7M8GOPj8+WNTGCJekaI3/0QaYvh0pLvGYTa2Nu3ZUwOLSNTzc0VpS5Nff0IqGtgc3G9r39F988PW58Xe+gNT75SfjE+5/9tn9cbs/+9uf/3x/zXA+/c0YWwEyEVkQVmMctnwvHJDWesgmB7rfeuvZZ5/FsuDZY8cGAQtGDskOBPzFJKIi12TCLicG86URmygoxBYzfWvB9F9HJCKLLw6rknUppnq7I8OYeCY5Bos8B0DSHBNbDHE5N7cZxI/gl6Z3HWkbP3W1K6qGUqKNYkQExxPouwmVw6gqhR35ZtWvieswRDRUGDJjwTgqTBBurw/Ye9pyO3s6sruHgeTxGbh73rHXEGOxch2ZCQ4Ybu7ryM0PlsSUpJSkJAPgvMIdn8mHXLoVFmqfdYwr8AXez/eXWw7tyGvSLH3nx/sI1XE069v7vqgpW6dETZkO8OszU1GpoJcI7y+gDzn1uGaLldtdFPSCfoawHxlBUiZM71CDjVhEUC+FwfHgEX1NprCPqsXTT3MNJnnHOvSB9ZH2LVC8b6F2zjaVvE8pq4J9qDER28r7vr5hLP6mCOtzrYnSoA8GP0hzmD15sMweTkZB4y6NnsIpCWfPnsXQe/TdyzcPsb4Da4kmHOMI/cbYG0FJJ2vwxv4pa/YPDTXwcePErVv3Lt+82t9w4713hfVxbwk4ptlFXnau3I1/CH6bl4D4bcb7gyQFyoNzxBmxkh8AYt+3Zt6lzxuOyznb8eNEPWVyyQHVKy6u1eSOHMlzKeCxG17gcY6O97QEt5xaZ0N8wanUUKi+Ld8U8XIXyS6nCopF6wjOics5VRAX3tKUKgu/2vDG7skqtzSgtM3bUeSFyFsq5E7ds8nQ68O+wkmzlPj7iBbdJ9j3ry/+4sV3FmmxaDPURdCiVxXvA/b9TPe4TPBRP9E6/pHMq1ejj6oq0rrJFfZtkpkXEDi1P54FZRHh4dEZB1SMi8b7TqLS953nt4zs+3zY9/II9r3mg77vPvMK9AXJHcfjwL6jR49uJO/D3npOYVXGDnNeHDwte/cC8DjoIrs+fZ2oHRJmQH+LOF1CkmX85c27wQ6VcldyBsobzh30621uLYHY0VBXfeXrKwcnl7pKEON3uu4mgO+rLy6Mv/AFzH2bj34Bufdm0JFzDQfcdlX+g2W6EdEG9gFk2bRdz0A0CwS/3/3uJzwhwsiLnAIU2XAdCDsglmtG3MOZDGabzYxxzWCCD4Oxb9hHImgGhRtG5CwlhYQnb08OqXdk7g03xq2LxbVTcCIbewg/lnx72qGLt26hAfth8JM7OtXDyytTWfuxN8nt7b2qsz4cR2gVm1iexYtRBJgCmwq4qykWM2+9oWcwt3O4L7d7GHfGFuTcIO0mxpaP1aQlJjJpe0o8V5pubA1CmQmfbMq3O8IlMQUfVCi/mdcbB4Z3UQjzD5g/eT6Inb+WZRqoH5Brvj6i30R1UDtDolECH+Z9xD4+cGTsamiDARGkjwBIZYUhivheznYNjO9DMxUYOPPFoINgXWYG7TOb2Y9sP7j70WcU71m4Vsc+PubNE2sLBt4f4aFLHUtHE7+FU5XB5THijA/7mH+li7nS+BEURda3H9u+IM3bAuybghllxYxZquSJZpqZWkhY0Obdl+7cubNz8x0oV4fob0aigRM8NULa9uLN0HRM3pt3/nrh7Ntvn71w6cLle7foMe2/0d9/sP/G5dNMn1/4hOCxAj+ZfVfCxgzeN3eznHrs37kZXVNaFuvcUcRvDPb96LkNCwbiiHeVxyvlgpd15Dk5KM8k8H0upK+4poDXvVj+MdEKom1BdHw5eodCQm3QNoqyoyNb/A7jiLcmBFbmLr+cYLDBgriIuLisFnBFz2EaZILDaxobXSqwHgB0zGsF9klLxyM6xD3yiOCcNBWVwgk/Uf2MfsuLT6DVz//ra5giZ+oT7yxpznr8NThcfCPvz37j8/dN8KVYjcK+h2mfqudV1uYtutQhOi/bKZfS6fITryXXw7157A7mtiiRt7T05MnuZze88+Y7o6QO7c0X/yjtbErlHVn3fR+dF8MG+thZngCpA9j3NrAP5UUzpwH7thvynKhp48CbtA5pLjxrS1anbKFJxDum+EpXr7QUmer3ZtkcO7ZnpOdzZ+Hpr2ZLzMXq8r5mT+uJoaeqvOyovHEaUu+XX90fF3Xn0y8+++rotS8++/Nnb0+6cetc1Z5Mu0NABtgHZ9wA06h27dqF72B2eGE/sA9RaRuAffl2Mz13RgccqwhjinfkWR0GkzkPwW9gL/TdYHwLDs8Jz4JjNyInjhpNTHK6YfsOCxyIEeHrGL6FzWVsImTcfJObJuXOPtAAXfCQqVerY1Nir2CfpvgqkUOQr5PqrtnJ2ZHRzUZ+g2wA8ANdwqEEzvEr0g/s8uZ629rSGochrdgy4QDfsc/gsDd3UODFMWBkPmp5DLS7gD3DF27Lj1Q3M1ISBEg04OzPlDk4jM8OfzqY/f1HCjzUZ7D6rEMJCLwuep9v4PxZEu83hvcR9oB++DYd6DdA9zU4H7DPlO828bQDvmbMuzjuzURGKZA8JjzcFC8VHsh2xhrC4sDHo4/Qx/7uhY9pM+9Cwb55In7Kru9Hv/6RKB3c9omxeQzwybpPeUoU9k1RXeETfY9Zsu1zJegiL60tQYA+/I7ZTPWSChDsamZOY6brJAG/C2e3br10+Q6qe0sO53HqNRL6aN1B06U73tSLXO37TNb+5D42zPcvXzh97sQ5BLvguvHq6dNHFi4n+OFqbZ4OflA9Fu9kuDRPPWD42zyFY5JKY92osE8yrh7Cvi2bBkKPVzLEhb6+VFXFqyRf2PsAhcVsxKr9vEBl+SHDD8wvOs8TUuwMiW5iRnN2dHCTXx4qkIuzkOJSBLwrwjkbuj3iUrHwK2vx0BfdVFxZ2ViolfNC6B309g23i/qliR2az4USb+lTkyZOxlPKZB/2ydQaOOGF9/4FiPLakzNmaw1YPAOf8eQftBgD8r5f/ewXG366SD/r8Om8/2/YN1LXAfDbxAwXYt+Ctc02uJGsLXnhe9HSpvM+WHRc6ze8s2VUOZFey/tHPbH55dET7/fAPnmuDWN0ARd+bChfuXHJ40jTfXw2sC8935YXSpcLpt7tQL5oSWsO5eArWz/W9AJlQjC0gfMle+xWnPLv2JGeaUP6WFF5SVdJ9d2uEm/PgeumxtI9w9ldD74+4Rq48uDLrz69NLkQN71ffnlh62dfQPYYf+TTe649GZn5YvBzGPEV6R5+C/mjCVUI43MR+9a4fveTn2i8D8oG85ci4p2AnkSWGdmsFjh1sd9xJkKUZA5TBJ0yiY78eLK/4EhDLITUHTGOHTzJC42Ty7yQpLhYCrLWXGi2Fm/JPSz9qnXaly0mlzQ9pM+mwM9Beqch39WbnQRfiQHFLxilUB12kYoK9IxwioQZGB0X2/cc6M3uHWiz1b/uQCFmI5Nd92W5HQDWGAZARMcZzLGRsJAjMSUpBPQ1MTyE+XixFfmW/EycRqP9eB3pn8ndiM8OGW992LdIEoi0jCs+Kc+SIDwEnaqUq4ewrwT1tFMK5YVGP4Cf1+utGMQpCU9KQPq4IA3JhJEbOkew1MPHgEODW0PldvLgEPWWubbOI/MIfU+Iy0MejzGVYJ4aeFe9olgfwI/oR4PfKv2eTfwtXPeJuY/YB2/Biilbp2+dPhb8xnHbxyEzakqQ5v3DxBu1YuNydMdOmz9/otRdLlm5fHHYDNV3F7Ri886zl84evXPn/5L2/gFR1+naMIiaSKpoIs74G1VBHUVdMIIJElE9KqiD1qtCIZxikgCBBqAwAQF1w+QFzwDLKi0Zog8+qSlJI2gk8OjCouGrHjzL0Q0t3Gw7u739+VzX/fnOALb7Tw2KZkWJwzXXfd/Xj7vXsIsA77sI/VMywQ9aUewkAn2Afb2911Cf3Avs++7hyns3b5652tpqq2uss7VWtJ94V9KkIbzh0k97APtW4hyzffu+dyn+V4VyS1Q6l9IFAv4GYR+gb2vHJ59ITxF2csrMpk6833wj+HcS/t70dAV96VA18+8ZvY4fD7h43BhwjNh3XJ9sLImKc7KezPLD1ff4IWBfASJfGHWK5eBJ6zGoLfyMnwR8UeSsioqGOkPtf+tTTbwnJw03JfCTOJdcN5fhU6EfcuuHPhW2vPb8/1oP1chLsyXN1d4U+NJZZDVLisEumXp3rNZymQc0FQ3Avn5fxzDZIiLKYLKaedXIu/OVV9Wtg7HXwvsO3yywRmcezwrW5R3UsE8en76/GWtCRzXb9Q+0K+/6l68L63tPsG+Xg/b94tzmKo5HwD68suFEB1sbbNpzaW6cMs19URn2fZFZtTmM7yPyqRAX3DfE2KFXuR56ZrjE8C0l3CkT66rUeK/abquTFAMiebHgspNtD+Jc9jQnlHx7+/KdMvTv/fDD78a4nHjw9Xffff2l24O/f/f9d0Nqbj+4tyf/4K0EW7b40Ur9shs+XIOS4JWIM6b3EuC3UoZeYl8DQMiPOZu0n0KfC14SFhWXFezvA8kLcgzk/CFwhEktCHdeHHwDvVKQpB/sn6P31mGZwrtfsq9xlResqcF+vigGiYyqe9DXd+ZBfb+tV6UzM6jF3kUpUTNNGvTdudoWmSVFsmR+WuQc3RL+9HMU8zAK7DPnt9ji2lq6s/M7LI11UbXmVLO5Ojy60ZIUFoQXDUj6vHknSomPMPoiQcXXm5pJxAUEJeMUUdyNATke8qJ4A+bn0uJEVlnxyKnSm+VpKvA3MEp8HBd9Sgwo2PfhwDvvGIDffwvLAvUrE/DrLOXQC+gziKwaWwMos4MSQffYV4RudlBshFzBEBEJmXh0VF3riecAfSw2mD55kh398AskfRNGycBL2vdS/5l3voP22StuJ01y0L55KAx/C/9Tg7Bv5KIVAn048qoTsBQ9LZm3fNa6SXM9xjIugdi3cNJCj7EqzoYalHNgfneBfV0PT/yljtFc7JcHeUUPAsi6T8XD+713T5263wve1/Nw37PtdRUnKs7sr69vag0Ob2ptbz+xhjIXttYs11TOUqhE7HvbgX0a9JH3yXyMbtfB2Id9FrHvE/F0YMWXfkgTt/wkLA9w9006tX4Sa1CoUUKj3nIxAC/IAcdgWXM67g1tCworLWhNpWHlWMAFKP3Y8GGMPRlrTIcD+JAxHQWyLaqbkjNvR8etW/lF6pDxzDMObbOI/YB9bq5TxyHJ3oF9s2dLx8bqK9j3AVFCQ7QOLF58Q/7jLIPq+4vJKfAbnGD1r3gfoW+2wr6f8T5l69g0f+vWCV0XrNHYniABMiDnIFwQSt73+eefrp6MoXdgKaXQPlg6Xn55sJf37K/jfVWuuPzMWTBRQd/chWiY342kST6NkWGVY0qIygpAS1tKah5vHAwvhXttFTONAozi7PVCTWFMBILdYOu4kFmbEpMSE5hkw76CxYHfIr30ckFkM3uXmuOcbv94+cbnjbC3/Vgx9cZN2Nq+//vDZyoeAPwWVd3+oausJT8fER44QSRlItnEdvr9zQr7FO1bSexjYSqxD4cHfDFyloGYJCwyGEZ8pPvix0SfYjGaRTL3PIx2VRiadGSChlUB/vGmLO8872TyvsJCnT453N9Eu6rO4BNWDObIe0ffmToWXmreDhXNzGOzhBaoQjY78lHSHKkpJrj/zyb20Q4r2OcfiCkVrrbuhrr9+xtbzKaM5rj6/ZbijNTU1IZMpkSXguchFBQJech/iPcKCuT5xcegxycag25ieqGfL19XqlO9/H0xqRNPS0sT8SwZOqC1Y/Qg+NO63GaMkIS/sdoPA7BvP7Evd1EuR9/cRYgthsOtFcwPMy+2it3IXMByD0oen0Rvdgf4EPmyssL90iKZYJjFtqbIO+3vz3tOIk2WkftNUNAnw+L06QhtEV3fS4r3kfY5FC7rBPlmTbAH1k9XwSnb31ry1ltjNOhT5w78gIl35QEcOqDEJvjJJQQ1ulsWrls3aYonFLiAoPELJk5aN8sTLJCNSAvkWnfu1LWHd798eP/aVz1NuOeS9gVyR4v6Az/biS/ZG3+XBcqnPtpXdaL95tWKmzDENf3pP5tgoLvV0VDRfrrq/Xe5huQWaKKCPk/sg96G0tAOfR7ayCvZfrsJf0/dOoh9zO5bdWQvc6tgXMNaD7lVcK+lO7p5ZfcniS6SYRqrt6bjC+ui8aQfEgyO649709YRdTIrtiAyq+CiYJ+XlCNW7tXHph1PP2Q0pq/65CDD8xT4HUANwufaVaM/pE92f27MrndxG+dqR0Vs+2arfiFIm9e/B+K3NMTDYWsbP3onzbzSUnRWYR8WfgP1LVJU5Dz059pmWQjODnVg3w6HvE9uHeB9WwF9W9fcOY5aVPDywpPBEWaV4ceN36dlCEHYNEDdp4U2S1Tpy+t/pu775X0dwL5xoz0mTpvLrPolBD88BPuem7i2ORXmjKz/RHpVDvQY1LdIdIGe27MAzrws8YiJAPXDIAxlGJS6KakxpgQrYY8KdeY2V3RWSxBrdEn5t7fLDlz+EY1tJ6Z2lIurt89tBXor+3I/jbv9YNHnfnta4vbvr2tGsmdkdlLrh++Pwv/HNI34sc5ipRw7Fp++1cnmal45gpMRLwXuBxEXZlwGrusSYfIgRoVRlgG1hk68WN5BMJGZ4g3+MfHefjqdSR/kl2zU8WyRrWIJePdtOoOpt++PZ47KxFuvLL1q5FUbP4Jfk0K+13jiha46S8IN1BIQzAIn3sQg7sbQO1wqxtzw/Tdv7rdlmPObkR9dHx1vNqck4SeZcUkQ9eFy5EXuFxFhDLNkZif5IS0Fm1TuEVCLpofyJSbeXBvoAyykWBEsUsDPGQFZZH0SUyVBL+NpXxtNIYwq7u1/jB0xe7C+b4x26oC7Ixd/MS73RkWnjeEJib6yrixmNrzON5hXOJw3cBBiYn9SFmYAsdfced9johS6LMM3iaFX+z5OvdMnk/bN54VXvZH1ia2Dxi8tusUOfZIdAPnI9rcAfW+BjQ7gfUNw6FDbPi4mFfaN07Bv1KQpE/FlOh4OJPe5s55fh/UfSSDQaDn6ZnZf63147e79x71fdfW02rjuo2MvLBsDgl/rw7uneoF7vfd7tw956yusOI6iSKa+ztbxp4bWJhsCDooj25psFTU8f9TUnKh6f6W74gUAVY7fWsnwgn7s06L9BmMfdFjen+Qd+SRPk6/sPUYtX/qxb6SiXAy9ourjzw4p1peebtRfOGQMMp7UZZ1MK3DK8krzLomOdkLe9KFk3/SC4wGZyGzGph0RBumwhBReTEe3b2xe3qdDh6kEgaHOZbdulO2R+CqoW1wcuCfXDnYXubjkCvY9I+lV0q0G5QrkfYCU13dNHr9E6Zv5fvwLZ1WKwZsa9r23KVRFVw0bZg+xGoB9T0NfSOi0pZs1X4c68+5U/bwSXIqXhq3PtyIHKDjZ1+d4uPFIjpZfyhiX3NDVmxcPuPKqmff6+vXXB637HLzvl2Ofy/Bx492xL8bTZ9zY8UtYTYVvU3jsmFZmTkTsHT69EUdWycAbkZISESANRbju6mnCitFW8jL3RuB4GROfmknSxwxdtGjFJdyCULvjVn4xGGBJc0tBASqLDkytKS+XSIN9B/Z//fWPl6Y2lZefmdratqfJsr+uLaM6geTq9Boq/4F9K1auKFsh0LdazbynT9sSKKVjyge8+KAmgX7J2FMhWck/CAgBPVcQ22Vh60DGpi9VfkZv7NNi4g2R8Nvp4PE0wdIRFoSyHaQCI8YYbZlRgNuEuroHfwT4/RHmXubdQ9ucqcWTJqh9X0Ib1mNniH0VvPBKeVFWZJZKO/CT9CffxMBscL5E5hj4GjrDG+tu1iU079nTnBXXmFkcY86ojY6rR/R0tCkVmzx8vlLhl8a/GBYdDshTByQdrWV6jMEghinyecamIYal8HBWJJqLcu0NM1qbpcK/EAE/ibsaMXYg+A3mfVz15fLWAd6XOyeXKfEdrcA+3DwQIQtPciAWlT5JqMgg9DFFKpy4p0XH1rVW8TD2HHd7hD770Ctt9gjrAzNHeoFm6NAcbdt46OC8i39ssrZRA15MUXF5pH3Y9/03GelIcXcMp6zZAX2yBiT2sexyyVwQPfjg3D3EizTvOWDfcx5y8WW+wO6Fcxe+09v78GHX/bsfPezp+UsD5vbgYMktCAtvvXb/4antd4F8YH137z5Ef8zXgL62jhs1TY3IsYhjcRj3nv6lfB3DVrehpmrlCur+qXzdvmiBYJ+HqhreMlHmYoV/5wd52ubPP98gjjY5dADzlKRFDh6H9n7Dyy7e8+qrQq0Yaxpr9L5oNKZ5h/kej/KmtDlYbz0ZdByp08Z0o/H4xUMXGGCAJR/lMJC3VLLY/GAO1n1aULzz0Nz2GuqZ9xRpWmYN91RMqWDfcDvvc9M6dWcL9lEtvGHpeI8lrJehfdyD2PcbZehVIpf1r66ePWJwavM/xT4Vgh8ivG+j2vZpKS4a9qktIDQuaJE6HhZ0PNhoPJJn532wdYwIgTpmx8cffzCwpQNmtuv/1NTxa3gfaB+gD15y1ulwf8Jn0ELSfA/3sozE7LSsQzkR0lMphl4vVVnJABfK+1YJ49NSm2MIfQazl/QmFLBuJao01ZyfkW2xftpRUFDudCv/8uXyb8sPFHUcvV1+52b50RVuN4/+0FdR1GK9fflWWX1rUXVSfV19S0N0Z2RC9odrRk3GY8q0FUsWrMDkU7aIQy9qscD7EHfPrnDccKEh9mGZWni4j2RqesO6znRhnQEJgzhnEAO9GcqpZ9qgwRv3Dj1M7Yij9mbNDuHSh7IYROf7QluY2bj/j3/s++OdM5a4xnrZ+GnpzI3MNEhIcmz6eu702Gxh4VrYQqTkIgX60BYGdCpmqzp0ebhzlNqu3sSOr6jZVlffGFcKGWcOQlzwobO90OnEB6xtPglxSYxM5qcRvNoQBPoKo4zk53npeP9NjQgwBTBICseT0tL8otxhIxwT73gVcCqBB+R+WoCBA/9mD973abxPo31jkDjlOqOspsFGiwcL1pXeLwFB8TjbhMuci7keMz+zreNaq1YswBNmrlKzSJGzY+EHWiep7s9rPt6XNPCbr428syZMsp8SpkgR9FwtKRTQR9I3ZIx9syeHDsyYwrSgZh7CKVg2fAvmzlonFhLZ0cBWBjvxFGDfApWZhavrwt3bQPxO3b377FfY6bW30mWDyzvicG33WBx/d/spnHp7ufGjyPTo0as1LQ1oWChBjFlUdmlnYmc2BFNYAjBOFzS/oubACo95MLht2b5APtUq6UjjfdLpCyPLYOzbuuk0se/kEWz80mXQBe5JhB+XdIUia0FPZeExenuVuRf5fUbo9i6mH/fGRrXAKd0rWY9m9cpKy0XMtsfSjsemOVn3BsQK8eM/C9n0oVW11f811BEWD5FLe66WUq/FtTzjGHlF/g6dkJuLfdsXqvrEKW0GqKzftTpEy/HncyrkJYe0+axCP7Xw0779a+zjjReMMnS1hn2b7NgnCz/u+6DUwA+jTrTFRUdi6AXVjciz8z4QPzT7Ltu8SeZdx6H3g5evq+SWlwel1f9K7EO2sCdsmKPHEvuUYIq1BROZRlSWYcDzvjovIOCIIB9Zn4rvc3A/unvZ3EHSh3k3pjSyTq4cWFiUt3VmQJKcWlxSYtsTV1J+eX9u42X0Cpbl2urLf7zpdgZUD22iR2vccjLrj9qKbBZbfr5/XH3d522N7Z1JnR+OQqwv5qj32eewZFHZ+LKQsueAfZh5TxdT1geVHWKDIbUNBLHzYdBvkIHJqnoWThj0RgpMgmALDqK3jXUTMYkmKZ4IKkzWmRjWWSjhdDQz+PglFRcnMCOr8eaZP/7ud3fuYEBlOn6U1gmsTh2Yd89oE+9Vmw1cQpKlEWYqfjemARRjcgTqSRIBpXLFDRX727r3tNQd3d8Yl2TOqO6EVcViSUoE35NCOxN2g0kQ6AjjYzI2rGQAZT0XDHRM63Wm1FQvvTjKcDxGwkNpaSekzrLhGwR/dvAb7Uj7UyvAwbwP0DcmVxR+uZBr5I5j7B+aRHDyoMUNkX7435GtXniSnHEAezLzI3XDUt90bwU5j7ungB+nXtW9Zsc+3G818Js/X6N9VDYr2id7PgE+WGYlMmCiBOO9teBZufGS2A1RvE+kfSJrniNChCGq/YgafJ46qKLWgkQV9o0evQScT9PaAPzugt09PHXq4ePHD//S6cPlB/zVTT3XyPie9H605do1iFygL/juwdf7Kw50tKHOHl6QOltnR21nNCyHxbLj9KPxDa8HcFLuQ6DBvCVEBnxf4qFo31zhrRPxbeLcQdi3dSZ43yfSznuIKS1IrYe+uZKNbMrYhmpyYX/YAwIAsRJknYexMN0YVpheUOgTWfJtwd5VF5PRBZWuKzh+CGKWtLQAY4G1UPE+gb/05L1oSPzic+KeRvzcyu7UuE5VGfVFgndY8qkQv2fcUHfg6jL8Mxd6PoBVoH1r1wL8Roi87+XXX961lLV+9ofHv6kElzfftAeYUt08bODKb0Bq8yDax1kaHxsz79PYp3wdOPNy9J1UkYX8kWBdOtQWCvuUoRe7wqXEvoGP/4113/XB0LfeDn2/vJ8XSV0Tp3l6sB2CmkbEN08kjUdIz7wVmHmjo49XQ3cRkMc8gwjmNxP0VF0brb0M72NpORJLYeqIN6ErWpE+p8xaAJ/ZbE5AFEVzCyweBflt6JG+XFbUBgRsOlBxu7ymqKn8x5o9GdWW29bm/Kz6uJb82mhgX0ddxenTp9cow/v777//3DQ0QcCBGrJi2hR8Za158XQ2puIwVZiL1/O0YG+kaQYz8M1fwjVBBFFTg1UPrh3ARWAf8BCjJENCkc1UCOxDELsRHBFDcaK/nwRDR4pxGIeWtjN3Xrt+vaIuTkbeaDv2RTcmQM7sOHOQ9WE+lNrepLSkNBI/rMqCQSJ9EXTH/E+E+HW21t1sai5q5rnDkmDe051pbUS+qiElVR55q4KSeEVO8tV7aSVQKAGiqzYiXr8qwMhYFSwIY3CLxjfAtE7ylYtLafOYrSlRtdFXln4OJBytIv9GS/XgQN73LO+8SuOSO0YCT9HPPXKcay4y88hzsrMTiPeIvWbrCWlvHMuhcPVpaj+xciRHPndxrs1VKz+FfcrXOoqjrwZ+z6v8qvnqxivLvllSSTmFfeTPqRvCPLFUYqEH2qfiSAX6hgwh9NHIKxn1qut8xrjRWMkwMnS6fAj+P1BIDezDjIJuMVrLRok5Y91dHHp7Hp66+/jx/a7WYNYcgf3d7LuPcff+k8f3P0IloUy+9x9eO4GgYwvmEQtyvTvBc6Oi4S6KjrsQlQbJvJ9k3eCu3161ktBHXgRHxxLJa2C5EYkrI523XBqEfVs3ne8Q6DtyqJDyZS71ON8eEpWz8rKlk+8pbwfULhC66C8e884yFlpjTQmIY4g1+aUHeR87DuwDv0hOq9QHWEqSAwT59uqp8kv2PoTsPlfnYfahFxj0YXuu8u0K/LnZs/r4gDCqyKUI8Ef9Hw8da/FAClXIeWDfeuz7po13d7yChkzbJes+R03bb5TCb8S/SO8bOmDbF8Jheu1q7vu2OrBP0T4OvSrMeevGzefT0pAAWbm38NChT/pvHdjmhKyecFjDvuv2SnKBPmKf5Fht6D/z/nLsu8SQQk/VCMGvHeQ3z2VbFR/s60iITvsC+AZ0g6uNBb3K1hahJ9uj/0ofQ1c+VvJM8EtNRENqCUtT44q9Msz44jb7InwlIb/UCRPvLShe6pv3dBeUf9vR3FR+u/zzjMby2821OdXWby2f1qIi8kZzZ2NjR1FrHQILtm4Uw/uoNe+/j2f6NE/3RYvGe3g+BwnFmhdvZatoAbSXw/1GmUsgWBEvvnAuMWslnEWXUOcGBiJj3Z9pBgxTjuFiEvCRjusvwg3I+XhR8M+WlKxsxOyFh/mzF/PMa/9+vaLCFmeRarholWcQnWDHPd45bDYcQIEUSO1jDCboXxgogh9PvEywglaEFY/FbVfPtOI2cQPYF1ecuudWZhx6kSLZZoIHhCteWVHwshUbYvhSYvISu7R+Ff0xUP35E+3wkoL/R96iGaQscRF6Q2ninlzOHNLLO07K2gZwPq2nY7Qjkm0w71MzL0gf5t1x2mP4uBkuuTcaGMqgKjqjozRpt9y6oxsjW2uQobdgDjvM3AX95g4YeqVwF/4OmXq1lHop5xDw09xsE+zQZxeOSBrygmfnkIqS9g1hAxHBTybeqqp9+2Bm03we3MjM4yXObiChdXguCOSkUc9PhyoL0If/DhJRuXTcve4aNn5dH32E4bbLhq0Iy4dP9j366xPQvicAv1N3H8rBA8fgqgPtuOyXW+o6ahuy8DvNbsjGH3hWGGzAPmFkvSJsamutQo2lO3t9FfQJ9m1ZLmXmfDyFfTs+bpCaIoTWHzrGpZ+27ouVinJZ8YEL7v2pkF3lxworkeOiT78YW1hoCj5+yBBlScvSe8GPqYu1plsvQNhCWmgsvHAyQA28RhabgybmVX/6jPNA8HOuKuN1l4F9WmOHdux1obKZAnEIXZ4h9mEqXb2a2Lf2/L/zfvrG+rXktCHyEjo+ZNlZoX0bhPcR/N5849Wls7Vrx89PHUO18D6RtxD61q523Hntpw7t0CvaZlx7N5+HlzetsrDQJ8A4APv4EdZOn6+wb70289rJnrA+ZerYcPbX8r5L7GNSTaUkupLMMxe3ty0fvfv2vuZU3+gsHXva8sj6JL5Z0poDROBCiTPj6uUumcIYA5gkUCAEQ4dfIhifOd6Uao4CGNbuSfi2pCGDdb3NRamZBT86NaNGtNy2p9pS3tRUhwtISfgePxRFNnS0ZUbfqLh55XlcwTeOmrAZFGLCZBA/PNVXrvUg9k2fhVuHYJ8ERuG1GcMvUkXCkhknDNzD7o0RI+GsV2MRhY4CF2nbAS2FGFHvb4TMuRCx8r4yChP+EFOHwywEvbiPMKCvDcTvtevtFXXSDtKoWnjbbHbS9xppX2Ax86zo70UOHFOm2aeONFCoaDGX+kq7T2In+oIhyPu84ujtuNIMstrG+iiYS1LNMSi/wJ1XlxB12ZoUwxrICF1ABA/pEThr8PUlOdjbn5eQeCiLgqgex7IVMzAeoIal1QC/0TRuOJy9sHCMGzsQA8fa939jTzyV4wLGh1XfyJEDoG+IRJ9W1TQ0JfA3jTu3VeXZRNXh7tlehZ4glZgCPQBLzjwnamPvdLup157nMknlFExQjWxkgDMHsr7lGuWT7IwF1IyMUQOvfbTFe7XsY37LSC2xz9V17ILl67a9s02lpIL2yYeYi//4qOeZPqBBn4zVkzD1YuLdN+at3sf3H1bAGY5thF9rD8IiHeB3Ss283319e/+ddlx1cePl6pgBGnBGYgWMsjresRjbTU1nkq1mJWYkd/VdsI+sb67QviVPYd/M+S8A+6SpqFKFGIiS5UgA13rHuO37Jp21bYXfsLH8J/5CeoDx4kU0dnglVxrDM61ZaXpT4UmEcFxYZbkQq+N5A2p8qqBFB019M2jjqrw/MXfecexAnsHsAzO0GAMhfg5zB+xsQ7jvc+EQzG1fyFoN+1Z/DOyDxGVnKL783dXY6xEy8yxDm7nuA/q9KRs/Fd3s0LgMWvcp9CMI88yBx+rV6s5rlzbv3Gk/9G7loRdf3hMuVVbi1Ls3yKj3jsi3Y5+IA9cum7kDyQX8pljfy+R91+3gN1Dd9yuw77wnE9FFz8hXNMy/KrF7y0c46TebTRfCA/T0tBH6GF+K79z36YyUt1DXgvwqHW2nGHhTsuFC5M4YoexmBDcbohLNJqvFWpyRkeBUnF9fUl7SWrSnFJ2SHd2W+tvlB/I7S46W1RUQ+2z5mRZiX1RdRcWZK8hqgXcN/k/UPq9hqjlkfqtXrsD/4LTpEyasQW4p24KYWxoGfz2kGGG4tGLwxYlXYuiCmZ/nT8zzFW2zjlcNg1e8CU4xva83gtyC8A5P7mAG09G9amIpBbiVd5gEUd2puI5HRUVFG6rfErgHjGpzqPr4sNl4zvBjemkxfR7Ifw8MKvUD9pXKgxNvoqGzZQ87i1ZePXo0uhjmjrqj9ZaEGHxuMqrDM6NLa41pFPOgzpMqF865RDhK/aQRIEYfgc+i1ASAKOKTzpwB4HmiN51yZqxGAHiuEufCRANHYaXCPNZ12B8nBt55OfCCZ2Hg1WCPb/wRUOjiCo9ve2tbgqJ+wPvWjhoUbI6kblhCU8Yj5HsBQ/oAftOE+SlTL3PsBPtEvjJByOAEe0+RduIl9D2nGB+Bb56KxHNA32dkfHxTGQZVNPIOcZUcasSVAvreeeUlDfvmMjEGVWIK+0YBb9dt2wbom2Q/Ia975+FXX3300TW41ypswUxhaP2SqPfXRwJ+T54A/OgnwrHjx/Lyo02tDS21vrU5tUG800MToIcXO1AekkSGtKDipooDHpiRgH2ceCeqI8cW9ftY8hT2QZ/WeegLcL69lcC/Y3uF9oH9FR6Dp5dODpmE8WtGLcwlfa9+LyIKTsbC1GaMjLIUWIwBwZV+F44VemUdJ9QdY3QBf3IIgcEUAwJLsW36FHY1Z0clOFd+w3KHqpYONy26VJt4XV0+47XD1UXq2YT2LV29Fr2T718RicuGmSH4fQH7FnCsx6njN4r3KeDbRVvb1lCHdmDY09jXv+3DuLtasG/yRhG5aAFWO3/7qibwQ48TsW/UibRwn2CjT3rsQOxz5scOXTpzB8meHfzWq20foW/9+qcuHbvW//KZl6XQ2PSNd5cX82nwtsFdueSt7W+tWHEgI/5CYQCtbHmpBD5cO7DjC1A5Vjwq4MsTKSnesN+n4ECZFGdNKKYLm3bV1PiYyIT8lEirNQFbv8yCjGKn8pKmonzfOGuBbU+ptb6xPR84WF/UZslvKSlpagHNiPvPZmvbnYrzi2eCE7/AwvtRxL4p1FMsXbnWHWsdzymTJmDm7aR9NlymTX/vQHg22ezh56+TETa5EGFLiD+G+MUP8j/s9IJ8vE3kfMA+PdDQYApCJXKAgTH3fv5YF/rq9bAyQNPmi2wmiGCzm+5c/9//ceXK9QpwP+brYdnVOQD7rtqa6PUqDWZ/ML6Fi5i51N+n1KeYpg5MvtC3+NaaIbKvunqm78H+zMR8XLePHo0Lj4GtI6Paj4nQGLUNiV7xLPTkupQAyO+y90MUNuhhSh4r37FMxfFXb0BULNk2bjOIdinOKdqTOxShBq4ujodE148btAXkY8TPeJ+26ptByJOpkr2S+BXiIdvlqmpqWqputFQB9nANobZkjj0pb7xkmCjwm6tNvSR+EyTIzyFxVr/MTHft19noIdAnhE8hnwP6xjgOGurGS+jjtm+I0D6E1I9bsnDbS7///SvbZk0aZQ/LcmAfVdNE2AmaJYNOi3UP+/q6vuzq6oIKk0NvU8Wpj3qfICUczO/xkyePHvee6n1MT+XXP9y+jNOcBdX21dW1fB036SiTwp1Kl4iq4iBvLm9xuypuwtjvgbsgAFBEzxMnsr1yO2nflrcH3zrgZGgIwL5vL7qK0MO295jMvWxmA8cTHy+r23DwABQWUvEHQvePk2ipjI0NqjR6W60lx9MDKi8GW4GE4ccZFcyhOBYSQK77jOnkgekQn9UWsWN3oKmCeaQa3qlgW+2nkLiA8WHqha9jqqJ9S5eS9yl53+svb1gtncXaI2TnBu3Me/bNs4r8bXidtjY78gn29SubFfjxxit8cjXeLeu/dRD7fqvuvBLkwvcbN7940scPOA4Bj3devtbNWySHlJDVo3DseLl/36ddeUXdTGnfQN73i7HvBFzhzIB0ZwGfPNg3Q3MQ3J5lGebgcCpaInJI+FJTMPLqdTLr4kedSJsD/H0wq8XThm+ITjTFJEZFRQD5UuJ9EiDjNcSVWGrzfZMKOvZYL5d07qk2R6JWNyMDN0NbUVF+qbWuw2L5wmxxamvAejezpSWz/uaLi/HKILxvJnjfqDWQ+IFigPetxZ8Mht4Jiz+EnzcyG9IzDJzoeQJs+TCcjc2KmHG9OcmCI+EqGhyczJ2ZN0KQyU29kLBqSA7zw0CKTCaqRxB1RQcdW94Q314KkV1SoC9K0qNtFVf+4w9Xrl+53l7T0BZXEG1r1ZAPF+AKIB+We8EgA6JnxpALtMNpBfF2gWJpIw6WBnbjjzL3Xk/fzZu3b7YU5Xc01tdZi1PxSoBVQlMbFmkIayauMeea9XYCf9Dh6FgQEI8bMM7quC7hFQcCQL06KYESRph04pgrRQN6kfMMFymmVBmmwpBmCJ0bMcJO/HDvGKTvw5l3jLT5AvtwO7UHBzARFKYxwhCCjhiBSuUff5nF53iMnDNWwG80mAHHXmCf0rloCz9inMq/0w4aUwbIX9ZJLh5ULRM16FO5kbjiome3H/lEyzJmkVr2rcTEO9xVGXkBfa+88vtXXpoPLsk6TPVE9ZyIHcg6mawFduUIIoq7hbuv9fQA++6f67rahKeG7WpP70ewc6AX68nd+48eYfzF0o/gh7G3nNuYgihSvzAWteOf9+Yk4M1XT8mr9aPysbTY1n6AqgjPierYQ9qHbKstyDc91/UU9u2oMELk8gmDm1Uv7xFhd7LvOwm8g5UNWmdu/YQVYotXifPFSaPOX2cyWqwge3rY1i4akwMKL/Ksi296vbrwoneJDuC9R1bVNms5fJw2nR0HjxmaZbfIcekQwR+xD08R3H2HkvYtXbYM2CcSF0AfRl6yH3yJuZP3hf5WzruSZPCmsL43N0h28wjHym/2gMB65evgEYQfmKC6VuN92pWX0CcjL28dSO/bhKbKF1vFzleJVOE8ezkvaJ8zsW/CfGLfy2rhd/1lO+1bbxf3beiHvl+OfdwXjYW6eQoXyBN5+JjnifYEqL5yP1+UkWHKCohATSXuHCmEPp55QURATBjkgrtvjMEX02IKM5thTI33MuHsQe1GjOGCpdsckwVHojklzqlxj82poDgfNbTWAkttRra1PK4ZmmdDQaOtpC6nOtupqaHEYsk82GBprDg8/wXsSwT+SPtGTZgyjVHomDZCPUKJfVz4FSdxgR3I/V5aIAKrcAZFUBFWfEH0sKEg159IhFkHgzBuHiB2HHcRGIAkTjgITd6BSDjgRTgwiaJlXFqZoIDYPdQWshoJ2PeHP/zhPNDvdPOeZtjcB8y7V21hLBSRljMqgYMY8eTLyy48/+rXiX2+zc1dX4F9PLjZattTVHHzaD3GXCS61Ha2ZTa2QSznq6qMU83xsk/ApxU94Dxv4Nep/cOmgXGwKdrfzmN+LDg3tg64Mhl0pdk53OmQ9lG7JX0MAn6CfzNG2GNenrrzUkGs7ruEvv7QFDI/1j6O5CpwTC6XgfIPISl07MjRY1FkCugbq/APCyF3vloC+5aqsgvwu1naum8h6R0Xcs+xmbw/3k/EzOrC4b5Egz7mVo3hWz/t06CvCpriMaR9n4H2jdyye9srvwfte4FxCJNw5+ATFcnJCvsAfoC+SXbpi0TmL9yNOKtnrz2+dq+VWbLt1yDpw5z75AlaEnqfAPyePHoCb9t3X/c97uuq2I+So5I4v9oWg184zDh0KkH3LsoYPrDF9RMFEE4eGvJx3YeFH1Ptz524dP7Knad535XaT3jVTWdM817Z+cWqGINjlZWQuEDXnE5bx95COfVCwacjF9QnI7RAn5UVfQFbsErjxQuVAZS+4LTLpk0V82dU33X62i+KlHZvQCu4ULAZLgMsbYzuK5LnBsXNYvdw5mC6bPOypcQ+SbBCdmmIhn0e/O752wHKZpXkQmvH2tn9kvmfpfcNk/iWacDUpaR+y9S+z77uc/A+ufPS1jvhL8nehclpuFfrVF0RR165I89eO1kt/BxXXrXsU9C3a9C6b/0v17hgRBqNaiKMktKcIBtsZPfhyZ6bi0TBFOiKApjcnMIgK0YYcCsVwNR6hjjroefwMqXQ3REfrwuMSEHgcAx5jF+cJSk1ProEbSQZ/taSjmarU/aeWqu5s6SgYY8B3b0de/K782utkbdK2lqSbjnV3WLDVnU3Zl7Bvk0zNfDbuGbCdGCfpi4g75tEkUsnCibo1PRBijBmVlwtwPdw0GU2C1gdNA2wsAMJEzHY4hkMuTNOqd7+BuRX4d8jBPIXkcZg8A8D7om+Jak4EZGBbCBC425F+3k8rlw5f2JF2en2AdB3tdUGP0e2eL8Qko+kqiB1JCHvCw6mHwAnDyROmfdUdfVg5mo94FZ04yq8elEJLRn55oY4Ky7a9VGROo66qXnxKXkpXJoaJRPHiKMGPn/4hk2DTsegv/gILlzjU9iVQlbLFAZjEL4yS0ubiyTXwEWDPjcFfUTAGfZ4vxFP57jIps8OfTP6wU+dGYSBDUET7riBD4nyHcneXUX+xgv4eQ489c7SoA+2/oXaNUMVPyro2z1ptzjYRNIn0Ce7PuqWgX5DRvZDHwwdAn3Ut4yU2qLhc7ace+f3hL6XXuB8C0cbX6HdiX1TpvM/PMpO+tTtGDIt5I0i1eAe5t6v/oKNSNM9cD4I+7Dr++ufyfyw+MPj/iuP+7Dxg4Wtzcpa88iGhtrqHC8dilm5/2VurHei6JUw9PIVDffeD4l9c6ntW/juuXOXLp2/d+XKFbROD/yqmr9px86P272MyrCWLtBXGCs5flA6V56EzvkY5l7EWMHcUaiyrWj7BQQWJqcf8oqMsuLGWFmp88Poi18z6sERgX3ssTRK5DOEgcbqL/5L86sNPHcQ/OBcmypRVZLloro6MPN+5sZnCrBvGNjZss0K+0IOU963fv1qdzv2wTHj4fm6CFzUvo/vaGx7XSN+2pl3tvPPBS6IMFg2efIy8j6FfU/xPgkvJe8j9nUlBwVnpXln6WTfx8KOIp6QgX+hy0Zx4WdXuDigj/KWXQNiS3f9Kt5HtRb+HLmwmTyZyRx8FZ8CPR10r59/mhETllaIhuVVYunQr2I3LwQuOslspqcDQhF8tYqrI950PEtc+TBq6S8UZMaYI9CV6pSdH1VgbW5yasswFxzN73SKys9PgEEgY09t9MGM6Mjmgtbm+marpdlSUF7ScKvg8pXFhwF7h+dz8hXiN2H6c4J9cn/ymAhRA4hfN0haMhCOq76wsGQedPXSoY37hj/dZcEU+NFjEeYHi5tOnwjsC1LYh+4xE3fZyUHU/On8k9GFCfkeesFxPs5m/CjyjjqBfYcPX7lyae5CzL4VdyrsF14V04yrLvaCpVBEMwWADAG3DvSL0BtRjPHIN9DWnPvM5zCWV91orrh682hjQnc1nLjNtjYYhest0b5K2wxOhx1kcBgg14ByNJ57CXyo85CtKubj1PicHPwUThoEcUGs7auT32Qid36+GZJoJTouvJ4L78N3FPeyrQjcTyv3GOTnHalB37gBrA/7PjZhaJXfPDeM49twCcMap+jfWPVNNbjy2DvPUy38lirsG6VS3zHazp1op0bitNCCDvqxb4kD+8YwOJfUT8DP1bHsexfYt2iMKuQdB+jr1aCPqkG8SE8T1ufuoWEfDsu8o0hPHIri4G5bzmq1d3tQCPjwWrst2A8TL7Z8sLlh5ffn/wH49d5HZuSj7x7jlx98ffv2/v3lR8vR8mHN6j6YU2swKSURa0sofefZSoTqyNFpaj29kvfA5eB7ly4B9SqwU2zvah/E+/AVv3Pnef2RI/ZucintoNAF0VWSX8odYCVEfd9881Ml77aSeIDVFyKqEDaZlXw8XB/gcyE5DccPNebS14aoUnXllX/jk7zaz7XFnpQO9a/8nGfnujmCDJTIj9Lmz6bKUhg/J0RtFuybjfS+f6e4b2cobzj4pC6hW9BjrSib3/yNuvJueFNyrN74rYT4ORxtT6W4EPo8iamb+7Fvh5Zk0M/75m9VnjZEmF6iiAitV0ZjXsanIm4m7ePBJGTpBKqbX+4/8zpG3l0qvmqDA/t+hcYFrnQ8W5+booI1pjCBjb2B8FIsKPs0IyU6DQU/q1LQLiFmNuzgeejlF6PJpOLqV6XgXTxWxPEmX9lfYfhNsxZEpaYijsKSaTDj9TSDtC/byZYRVRKYg52f1YaBN+FgTlxUk8XSUl9ztMBsgC6wu8VacH6xzLvz7Ts/Yt80Dfugw4HCj9iHmjYo+1DMi0st9nqgeDqinw5KeKZr0mIGSStW1cF+IIcYfH0xkEPVggIeYB9C6hhRlxykY0ynN3pBoJZJLA1PyAKgBfuxxgLYd3jb84cP7959+A9XrlTYiV8rY5qzRfNK5lfMA2BxaaI/m9n8EfRJGxTwLzCws+dx77V9w/EkdMu91dJci7sHVhod0Tic1MclZYutI0Xv6xecHIxneYx/WJghhgMu134MjEBGRESKmSNxDtZ+XHDjk01w5wnYRLse+EipKX+PFBWJhlXxPtVfxIC/Yaj3UM/KgbwPy4yRduQbOPQOt+/b1A/DNV3djOEa8RunDiggfiMZ6wtnl+zbBvE+IX54Ns3VFmLEPobb7d4tWcgDoI+JAGxY49A70iFvob4PZbtVVSeE9hEOXWfM2bL7nfv3/x9C3wvzSfGma31weEzjzMtd4iSqnfkSyRdInB62IPH0baSDd/X14djxl65Hj+8//n8f994l9v35f/7nr4g0ePzo+++/e3Qfrt7bl6FtxstTW2S0f3V1A/Mi2NCJz7COSiW8ptKrI0gIw1tT+/tq0L10rx1KgIqu9nvn712qGIx98DGc74a87wiLOnjiZVsRUO8fTK7/Ces+9BXxB4y8lDXvLWRfW+FeY1ps7EVjwIXYymTUylkrKzlgEfaMYmPDNZiUT4jfoepVf3KTM64QPzn1yjti0eixLlMHPIqIffL6COx75hlnRfs2b14aOnvYNEqbX941c7ynY9+Hde7a1zVXh2z8zm44+yb/+nVpqnSUtDk7tn2OiRdW3I0bNy9bq2Hf1h07tDtv/75vq6Zt3rhxcXIlMsbS0oy6iIyDxD77b2NEyLTJWz/GoeO6Evn1+9lUZumuASPvL+d9l+Yys2WuuxL24TnreEJDTgxjhzk7Ou0TDL15q/Jk5sWyT5ZOIIHSUGRidpXehFJyNrSZiH1ggP4gfInmmMgCS2SxOdHqVF1Lm0dBQW3+hbSDOnNpXNyt/FS/zJb8aKRFObXU1+0v8DVnXi6xtRQcXXyY2Ic7OKEPGpeZgn3u8rQG9nlA5TJq4+lbpZBdQb4McV0QvV4AHm8pZYDSjrI7rOEgX0FePdoIw5BhjxUfK2cTTUjF8wtELQU7tgMJfibVSwY5DPDLHy4Palcg5wL2YYM+a90fePLQWB/yC2y8LWcT/9jw6Evg9cOEy6WQmoywFwpEGkDNV/fBNHp7v1xRhplD2bQzaqsTDR1xcUk8ZMTrTLrIqOzMKMQkx8TjpOilkI/YR6VLKhWS0LjgVQekzxAg4heegVmUR5VLIE/L5j1qlTMI+9T4q+o8ZqDBaNhg7Bsp866r6sX4J8jnwD0AD8Fvhp37jVUKmn7ipy69yzRPr/3UIdg3V8M+op8q/WYW6JaJ2oF3gf3GS+gj9RsyTg3daNOo+lLTtxAQx42fiF3ffcX6OAjMGoh9c4F9QjXl/OGuXiJhvn17y4pFi7Zf6/saHSx9V2/WnHtE8PsrmN9dEr+/fQ+BH6jf9zD09j281INyo4Lyy+V1DS23aDmExSecqijmSdi3KXK8R8F8QycuHidOXBLoayfju3cJxejv3vsZ9n2MBL8jRjF1EPoE39JpX6vklYOqZpl5Jb7qGM8flcdQxeGtu1CpsxqTLwYYDcdZXQm+ny7xBcxvOaYX5EtHry9KEz/VIum1qXfA0Os8QrxsDGxmlB/gj0ZePCs+AxscOiJUDGegZ8C+96+ItHmthzbzintl/NoNzKv/jRbbfFbI3+tvaN6OwW7eAT5e6SPfSuzzXEsU3DrA1aHlNmvYx33fxjWtx/A1fDzMiwF+gn1KrMOF37KZ6tBL+HtZI37qyrtrQGwpse9X8D7oR+a6U8ytGZmp9ONTmgvlsubU0ugs5LeskrI2eDuYZLWKRw5aeNkpFoBJjfjHY0eMASGb+NEr2lrgZ06JSbJakxJTLQVRGf4l1fnZTm35iRcaEiyRCXHR5oz4zLiOolKLpbGkw1bfWOLfjVWgpc2p/cXD2AYo9FO8b9RkYl8oLh3yoj5xCrGPCj9GGUCmEo6o6CA611DFxeOHH8ELFwgcOdiW5pcMCYuBhd8Gto8xkZgWOFw6sJ3zYQ0uwA8BKolyIYYbjr3A2UlN7ecXP489+mHcO9S677XXenoqbJk4CgP6mFDvxy8GGtcggdDySmEKCUfIXrBPU9e1U1CX4Z74+H7Pw3d7uira2Tyan38wyZLEedf8Jx9cV+Aci/Q16dHsHuEliz5Z7QEZcQ7G5LtqVQ5jYsUzKNoXblxl7eBFiov/kgFbEja0ufTfebXeSu78RkiJr+uMgTMvoC+X2KcagZ5CP1SkfcbTqkNRLDXnqhkJCDhDqN8cOoDGM0dFTr39eQZK3bdwuVwcthD7VL7TJI312WmfAj62JYxUCz9SPx5bhnDi7ad9nMVHT1y47R3cOV55BwPvKCr5JmnY5yG8D+Ugk7hgnDhPfeEyig2ZK9sR/7Lk3WsPv/ryYc/Vin3XMN7yvPuk99RdLPz+BvC7e7/3Yd/XFPj1XGqvaLIgeiiuszsbCoRMbH4DffUmk0Rj+LPCBLIAEHz+Ift2djLj6hIf9/CGnCsA9coVl57Gvp2bOj6JOBLgnY6hF5EG6SxoY0sH06zSZew9JmkGkmoFPCQs8qxRiAtv1t7ki96xuguH2Adr1KVLHTZXfekq4dlbh9bf2j+pc66An5p6HZdeVvcpWR9ZoVS1cRnyGc8dOPIKKdu4efNqCPYU9m0K8RSJi7x64JO4lMrm19XI+6Zifhv41zs3h/afOpwH3zlkkqZuefPStUBXDfvsGpd+bTOxb75gX/uxNO/kCz769BwJsSpydmAfFX52iQt4n6Ce2vf9jPatP/pLsU8tTsbLGocR55SRjl6Al3TsVNDQm4oIeT0IX54solL4pbdKqilXKYkf3G6Evhg91RmmiBQJnIvJii7GTxMt5bCzGawWc7WlODU1qqQ2NS4hG65xa0J1Rmp2FLILUrLjLJebblkbSpoiS4udLrc3nnlx8Q77zCv51jNHIcqF2OfOO69a+BH7spGgzhCr4LQsQKC3BFf5cpkHcZ/ImuFxQ7Iftfo46/pyHYg1JWgfeJ8vcFJHsxuwEVZfvrTT+gHLbFBgqY+Y1YB9Ly5+ntB3ntBXQey73tVe1pwdFYXIaD8cO7L95esiURZB/r6U99X60xrn7+/d3vX4/t1TMFX1Xut79PXXiIl7cOZma1NbXRtuQOaMg7WdSXFxxd2JpakmPyQsCOPj+k8kL1SG4whCpk0OiNFX6gK89PI1gDO26LG9TNzCV+MpowGeUvjJ2Xeqwj7WWDi7ug7mferM4Tr4Yed6T/+6Qr/hdu+IOEeAfqPnIMdJLfwU9snCD9AHhjdFYd9ExhovX6gFG6uJd8tEu7ZFzhxzRqp38uNIuTLzxntCo31sLJqzZOG6F9555ZV33tkmZw7G5IPjqbWUu6dg38LlwvlwPfag+mYJaB/ylVGli5ecfSdQ3rbi2buPvn/Ue/cJTW2nekn8/v49aPnDu48BfT/cfnAVfR1NjXEQXIL0FXd2d2upbJgU+ERCKEYQQ7PZaoIDvq0J2S4n5KFwj8kQJwZhH7/YN52G8Z2FRZx8C5legEGXdg50tSG5/thPKKvkDRgBV7j9JpMPQsF87GSyyRQEdPOPDUJEPf+4Y7Mkpl7OvHxPNWD6kWrZ9inap6Ze+7WXgpOhSvXkxvWeampzcfts6mdAv3EymWIeJe/DBLv4yr8zt9RDm3jHC3MePxnYp0mbHb6ON9YDDncsDdGgz4F9Q+0RBoQ+xtIDU3lH3jjTYee17/t2aPq++Wyq3Ljx3rFk3clKX11szsF8B/ZJc2aosvSS+eHi0b/v07Cv39C2/ldkGYwf7wiuYe0pv3BYAoPieVh7n2s2l0anBaw6Aq6HmkpyD2z9AsTZRm0zoQ9jr5R10GrKMweMWonRkYA+U7TlcklCfmBJtDmhIDE1BvQvBrOw1XK5PDDDbMqMKsf5IzHTUtCW4dRe3liaBHtHW+sZ8j7Z9QntQz3HzAlLOfO6h3qG8oWJ2LfmxY7icMhJcHSALAVJ6mmYdZnTJkwuMNkHNl7/YGSVM1Av0N/gHQj8g3KZ8IbdahjVKLIExOs5+4TomCDpQxs6bx2R0cS+S4eF9V1px6XjuqJ9+ypuuOWbDUlID8S4G0iqB5pY6kvWiMTjRP/qGBrbDEE5RV8+xinx8d1rH31W1XOv/czN/Wj/PXr79m2Uvadm1IZlwjOWGRlZGoRlUrw5It6sRlw15tLsS6qNvV8MIxMhueCRF24agWhdEBPldThW438hMSMfMc3O/fJmdfVVjR7DBPsG7/s06JthBz3XQTzvM/mmPVwEOeUbL8Kaa0RifUXdPFHRvgE5VnLSsCtNJOhEAz+BvrlbHIpmxffmDHjIzUPkLSe0iVd0fctnPY/8+3fg2lD95ypWVxNjcD2D/+Jc3o5hs/UQ1seoPWz75myfd67n6tWj+9FK+eWpx98D/EDDcey9+4TE7+/fobTorgZ+5eX7W2/caGho8PXuxqEXj+qY6moaNkH+DOL4YegFST6zrWxNtpoDVSwOBu4tmjOSoaqDsG+HhJZsvmViMS8G32TvWCqY9yod87G9ld+wnu0bDr7M7oPkrxJWj0pSQKgBA5CzEQyGp7PG8sqhxwbQG/I/2jok3hnYpys8UnvwmQEPbegdNoD5OXPEHW7f+xH2yPrcRijaBwQi9rGcl4s0T48B4Adp8+YNb7yu7LzK1CYpVizv+O0mTeBM7HPud7ONoLIP0Ed8I/aFqplXu3W86qB9BD/7vm/m4Urv9DDvykNGleMi3FU+HBd+ovDjxPuBZmR7+WnaJ7zvl2ubPxQzm8S/IcrFVVwvbH0ZSVWDx7QPU7ujw4l8NLXxC1JiltjOS/Khp9CWpYrU6FLlEs8NYEx8lNU3IiUGsX3WxlJzpFND6oUL1an+TsEZtYg6wDHN0pBhNkQn1LeB/cXVl7TlR9e3l1RHNXRCY3rzRdn3bVWHDrw6jKLAz118lNT4eU6bMnkCsS/BL1AULgj68WNZBlTKDHJhQyQMbUHw9kqUKIKtdAHYjWHEJdz5s2gRaVO+gYRDoB8gDNQwUKZm3H4hWhGvRrat/dJiYX1XsNAm7fv3nvOXag7UYHW352B3Ip27XPAJ/CE8xsCroG9D+41mlHz7dDbkTl157TEK1x8/etx16auR975+8GA/Hm1xMDojvBS2lvpGS3SSb2IMP4EZ/cCXwxtIHl9mIpSjIz5POuEDJOCFOkVyEX7+OcQjIzU1P5eEHZxtqIZYqqd8qLSXC/TNeBr7hs/4Gbezt+KKjUJTCWo/8IPY516prSa3midJLuLn1eIMJs3SGh4V9k0Uy+vy5Y6+M0fBtwy7EMyMnSPgt4BvigouWakm3pUy8ZL1IakUgffbNOjDuMv/4HMTNS2G8L5Jy+fJrMZRWkEfsuXfYpTp21/d23/5x5s1Zfce9uKw8aT38Z/h6L3b+1cFfr33+x5fw9yLOy+XfRU1n376RTUeAdV51cC+lOqIapUdYYqp5aMb6gAefP07bU2tVWVC+ORmTmXOz7Bv547NH5oijsSS9MUyyAVrv0LRN9O+y00f9n90d8gvpbO4l8tBY2xhQICvv+U4SP4FOejq2c1GoQt9bFLoBva494s/FQ3EPnXusPM+BUr9L4eUuNDThm2f61jQPolYAfatDUFBJbBv/Q4PdeQA8hH7xods3fDGG78Z4Oc9y32fKurdKuDHM6+z48yr7hyEPvy+HbyvP8XFMfI6Zl5WVW48/BdjenpyWgS0zaR9Q4ep8H18vH6F33pHM+8/GXl/1b6vaoQQP4lrHTvDRQamIq62Zwx1xpr5/ebqpDCSvry8eFpLxXPPel5MXzqjVqEo8j5J2oyhfcIrxRBmiE8xRcUhXM/LHF0AnR/SSAKtMamRUFFdthTE1WIZGJlkaTyY4W9ptFpzOp1gZmso6Giylty8JLrm+VB/z5fdNrBvutx5MfZC2jBtGg69axajnBwh5ChjAAAitR4HDkSrRxL7OOX6i7FXSsYQ7QIOGJjoZaDFV4d7CP2+QYYg5vqhdwT44UdjRqC3yPhp3/RhqVd2++nFkKye58T7GqMNKu6tcKmo+HzqjZqiPc0YWhOZ7quZd0H5cErR19bcf7wvozTbdqfn/qmpriuvUUTb990Dtr/drDuDUPRuQFV+hpQQFyeWMqk0FRLKhnxwvXhziqJ8KQQ9lKJ4xWtjMBPt4+XQJBsHlR+G/nJmSOj8uzPKQmdLq7QsLFzVnyGgb5gGfa6uT2PfjH8Cff1kT6BPYA+rQvn3Xe116CR944kv4mpYzgRSzrsMrp/O1GZF/AT7xLE7V4Uaz1Uece76tPsukG/kWIYjjFYR8AsUbq3c927VCS77OPEOHz5mHuJZxA2Mq9M6+dBsPndgn/g6sF+ct0D7AOOZvfu2YB/QefnCS1cv/3j55oGam313n3z//eO7vRC2wM9BIPzb3wl+3/U9PPew78FtQb+2hpaWL+hrMwR4Vces4tAbIynaeFLX4s2rFq9vqDRJRMJ1U3sZKJ/DEj1yzNPY996rOzauvqXHuYM5Bpx898Ymk+aB2RUytIo+t9h0iTRI31tJRBSbm/FYpXFVejGwD6d8Sl6AgYVaXGn6XlXShkvHqtoyLY3eTvzs7g6Zee2YhOfCuJHDOQUMV+s+F9fRIRosEfs0icuuUSEeHto9UcHBzg0D3LzEv7OK9iG/+bdbee/gqcPZ7majy8Nj9eStO3a+997OV7cCUzn/2k8ddvB7VeN9iO+bv4kj79aZNYWFsWmREYdyNOhzYB9ULrS1XafED7RPXXo3vPzzK++uX5NdOl6pR/CEZAkqv3Cw8cP0i9l3tPu0D1tKgyFpARHJkzNjipSUC/jp9fKSaMLGjwXaoH4QhPrq+XPMcfFhcVZDPHLqsrLQ+mFONGeGmWPi2F1kLSlmxEt4Aq69GanIhXfyb3FqbXW6lVDS0GHZrzQu89XOjzOvwj5mzGDsVdhHkQs0eGlsnsaBF3c4oJxk2HPsDfbH9k8gDjNvcFgwCB2EfTrAmjcSXPz5N3D5hb8DEgapY2S4m4+O7k2U07KqJwzdkLdOvwjgO92uafteu4S++2fPVE3d17XP7fMDB240sNeWkS0+VPghKSHG608re3u7qpqLs3sgob2/xeVezYEDFT01eNQ1NWc0A/XQ2oFHbU5KvEqxAgnMP1i9xxxjkJk31cwDML288do/wH+G7jb7Q07AbLXkrZccpDSxBc3FoeTts8cKqinsc2WygWQcuA6+8/4M+mCc+Mw+7irKp8gCjMKuRYS+oTN47hgm2z5oW+S8Kw1l9sYhbeadMMt+57Vbdidu0YrOEPA576l5V0ZeFp5J9LzonVe+q6BPa6UcizxSKGcYCUPTGkvd5npSlwDsUzl6CvvmLiHs4Y0fbx6hb+WKJduRP7782tFvv/325oE75Q9wdvr+0V2s/aDq6939+DtiH8APpK/n2omuM1xHlJfX17Xeaj6YU42xF/QP61WTNvJy4MWbiJ05+Zbi2FuzaMWiBSpdEJLwOYOxb+fO93YC+5pRIcmVn4j8uOeTGwf9bIWVJ/nTk6R+AEPMwCePUfBcqAtLjg0ozLZcwL/IwnJ466jvExsvIDNWbfsOfVI7CPmE+A217/v6ZXeY5PDF7CKxpQr8XMdz24dhlCeJUC3Batdz8uXlYVfRjnf/t98wxUWbd2Hp5cyreN+G9bh3zLafeQWrlJ8DRA3Qx9/30tAQe03bjn/B++TOC5VLa1BhWuCRQzx1PIV9z02Y78gvxdjbz/vWD+R963/Fvu/D0SrGBaqv3DHjBP34hTOcJ/EZYz3Wvt/cHa6XZV9EvAQ3U2KhVxt3viTi4AFxLuCOky+1SEh00fvjL1ZdsEQHMM/ULyYlzTs+uNqqTzVh5C2wRkVWm1MNCEWPtjZkZCRZ6in/s9isCbdKrElxdS8uVocOjr1bJc4Ah153Ccylsw3YN32CcnawFzItPDhImXh96Sfzo6IZShVoXeTB1khfE+4RJhOuukEmg6QZgRkiAhTRRkG45lHFgF/FHg1PdVQaBaskvs5bp4F8p5FuVPFaxe9+13MpFy1/U08crbrUdcLts5X/p72107dY0T5GViUmmqrbIaBFNNK1io5rT2AceHK/78anRTcuMUgtX6LJqHTBHzLhj0DHR4Y5RxduTo1IwRZAnyre3hT7ucMswc58x94Ocj9JzUaINhYQ+F/1CYKrt7i0u7m5bK0n7kBcW4wYJ8AmT0jhfaRtg3jf8KdZn8tTf6WQjz8bSgAE+6NUxlmQbzSFLXK/nS6BpZJXJXnMEwT6eHSdPkUFMrtLrLu8aaTPAX0ik6Y/hNY4tmEIS5z4th37JLIUA+/ySeueh+ReYd9uQB8K0xTv68c+/Oc0NjlnjjbxrlwB2scb82E4qfe31hz9cX/XY0RW3T91//s//xlbWGDg98C+H/oe9v3ww4OeEyfQ1VaOhyWurfNWy0E8zFj5qT4aLeCHaj9e9P154OLLXsOBRTAcS9D0z7EPvG/npo1Lc72OfCLyZhH5xUof5V6pa/upEibfn2huQ2bfNwoOcQsp3OuLDKuAvT6WKPVlph56vdjYjJJx7733kK4W+pap/dg3tf/U2y9zUaRsqPoDdRnCkRfOjhnunsLIiH048w5jisv6DxS1cFc8CA9PNPNS5OLgfQC/NxTv24XmjmUhs+0SF/udYxo6Nna+98YbwL7NA7GvP8dF4308BBMAue+DvDmo8KQ/PBMZEmNg3yBqKpcdH2vV5B8o3vf6z9Z9v/bWIeddONbH5NLIpJ76riJrHesRuro5J1K36kgeHympq/TYQum9yfkQNB1BkQslIgjVpLIPSBgQwA2JwS8m1ZSVFIhJN9Xkm2JIimcpUJB3NaJ5omu9Y1JT9eFxddHRcR0ZGUh0scaZG0vaEuo7bCWWyDvAPo34qYWfYB/SVZGqiK9vjL3TpswC9n2IawdimyF0AfkLYg4puB7yJoPkxJvMVD30jBH6GM8HlQtEd7h34Jnrw/Zwbwr9SBqp7zOJlBWv8Dr/YKay0LnZ3XFaXG0y8f6uC9CXSxC7BPdS6+cu+1aWdfoCSNlCriKrsBOquHa39+61a/d7qhbd/+sTZsWdcnl2X9eZe+B/Nej9qujpuXMH3rY2W+2t0tpqvc4LF1z8l8n4YG7TraI0kogn/E+sbfERtPVy3wpli7EQZjajzpf6HLakYMVIT3NianPZtGmea1e4y8lqLImdM2vKBfxkbB2IfeRwMs66DFjtuQwceKX63GWoQJ+LY9vHfhBI54B8UxZqkhbksyClZdQsUrNZjqJKO+9TFbYMe9oyILwAnmAxh4wcTZYmyKcpS+fOdUAf7gfjxmLgBfSNmjQZr3XPb1u3bjclMu4Unwr22Wfe6csnLpCVIbFvu2J9ixZs30Jieu7M/pqOmqZvgX19iKzqxW2DxO/+270IcPk7aqIfX+v74fbtm3dqamyNyC9FXVFjUwc4Xw4OHtU5KVj7UcmFvFsyP29miAnxw5qXU++iReo6zQyIQdgH6HvvVWBfSEYA1n2EPmQaVO5Vdw0BP+b44fENEBBJLsdE+CL4l+ydlm6KTc/K0usLfQh7zCk99NNPJI66Y4UU96XHBlT/qegp3uc4dzjiXDSPxwzQPsg2Rwrr+2zqWM9pPHTgGrtxM8+8a4B9uzaxqcOe3Yelxvgpu5S47zeapY287w2trffsrpcx9dpPHVqCwVoFfb8R7FsdwjSXn/G+Qdi3UT0W/+VYcqA+IiP/cyXuw31aYR9yrDbP/9j++OBlLb7q6Zl316+4dZwg8qld97hciKzU2MuUXC62x4eWNZuLg2tBNOAqRcI645UCdJx4AyjyYz1vjF7WIvGyFObP8UWZiHUffsLzh1dMqo9Panh3NFpoS63WcBaEp6YaEA1elxmZn2GOQWxfQXWwU1NSdmZ1Qkn9nRcBfSx5mKll+CHCdDI8doA+Fa7qPk252jpsuCqgTCctjaNvkETb6eRgi8wqzLXw+SLCGcs+Awy8gDron+FwY6cl+lFA/EzekrDszTMFjgiYf3H2CGcMPdZ/xaUdHe3nTzPU8k7P9Z6KE2VFubkzcotcpp5ov9p0Y+qiE4s6mHKUWCrXDknKb17Riyjga/+NsOC3PruLqRePU24uB64+ePAAs9V+mau4WLpsQUxrfX10dGe1iedifJ1l+OmwAk2NN6shF59t7vji6fUl5abEiO3IAViyevsm+6LRAzoa6s/41VjdXLZ62tqy1SB/nH1ny+pvxggxtJH3Db51zFCbPJeBPE/DQW3cpSlOAs4V8mnqFh7F3D25b5sk0czPOx7SuzvK3sM2SUxBMsSumLcC5Y7b5zn0zGrcpTVuDtXRS1QQHlMBlpNMvlt1Tg4dKxbgCrJkOePoRdUyAWXnoH1zEYLg7qmwTxbAPHxNxy8v0E7FCyTylCcI9g1OmbTw3IPbbQ236r8tv9pztK/v0d2H1wB6nHpPIcQA2PfjD3/sQmUqzrwVt1oaGilCsER3dtfWrtKbVlXnpOZUR0hWthdzgfi6SuzjUcuX/o6a3DFjxknk4JCnbx3ce23auDp0WLwXQMtIOxsvHjh5AOoqfwLdI/mTut5CyTaA7M+YDpEftDCVsSZjUFok1nzJwviAfN/97W/38iBtPllI91th4RfVnz8zkPf1nzsGZllpjotheAHE3chNiB+xb/NGQtKmjVz3SYrLrmUh/dDHDOPRE84q5CP0EfDeVD2VvyHt2yDEL8SeZCCXiZDVmze9+h7hEr/vzWtDZjv2faqafICvA7g3X2jfZjpAZp1orfQJOALha5GGfRrxI5xu3np4x+HD+H/9+GNHH/nTV95f09eBng5XLf6DaUX4s+SL/3AVAjzeIzTDnJ2FqlEozajuY3IpUqxUKzm4n1bM68U4dS/uAQmDoFApEb50+OLNxGg/c3B1NM4f2QVxsXnxXvGpMd5+SQmN0aUZ+GrPxtPNbHCyNsBRG5lgubN4fv9DBZhO4KFXuTpCyPwkuxn95OR84VI+SAMbaliDKF1hNRHMZaxkDSP2mQxoAcWpA/pjwCBEMEHIuYfEj0EddIL4q7I2X5plA9m1hhsJXGodHafPnz59BRmmPT3XTyDGrmhc7gzXca5T79U0NLsNv3SpJhA6F/sGCGanhnsub6MMovc+fVN3XT4S7Ht013VqLhQuRx8A+I7irV57oAWuvr4O+X3xiYA88L8cc74J1U6ccrleUNtVfsKVmwMnDuqa8XlnLEOijF6IMTV4g4Pcaj6wetrq1dOmrSX6SeGClFQyokfRtsHYN8OBcXbY4w3QwfuKFPy5YlqSQwmPHOME+piXt1Dca0C8bdukjmObBn+M6RtFY63wPoE+yXZHweO8FY7YFoG+kTwWMw1h3kTHzYTNqKB9zDAQ7JuzZMuU6aPg3SX2zRLsQ4fMAqbXDsY+Klyehr4xc4h9OAD/Yf/+C7b/LP92/4me23Rw9P0OxA+PR7vffgzs+xGPP/YcBfhdtra1NNui4pAhmVAcZKqVebdauWyq+czmU8TfPvLyfWdpm63MlVsilcDwc97HvdfsPTHQNTPQBd+QaUA1y8WTlWB+/I62cu74KrH7A+szFp4ErCVXXkQqutF6PKAwGSdghrf0/Q2Pu1/gxFFI3ncsuPZPTx06pmrnjoHY5+wYSftvvmB+4zHySrKUOnXgzIuyjtX92KfKXl54U9y8An6OqjY188Lbu+GDjYA3Z/u2z5ntQht3/FaMIO/x1DF7APYNnHl3aPo+7LJoqVu2GTWMJ5LTA44c/DRf+dmGOoifqBAXL168afHhHa9+8MFA7Buw7vtVM+84ZzFEKT8UYtt45rALufB8n52RURzpLcpmfk2u0gVBIOzFng64IbzZLQGHqV4fD4Uzd8Myi6FeMd4rCJMwlvYggjB7pIRXX9ClxEcWZMV7ARixBPSpLrZk55hjYsxewL7UiAKnhsisqGwreN9MllnPt2f4wdXGY4enYJ/YCdxl6OW1I5LZzX7o4kWgSzJy+QB/PjT2BnGsxbcwmtRMvsmYC3HqCAw26aFbhv+XYBnEuHqKWsKCEpnU5o04ZBI56ljZMwTs47Lv+vXXXrtyYmVZrmTDF+FTk9vegIrIrns3Gmw2TLuSWAWve0NF17XPxjAg5P5dgF6v65cAv0d//fPjuy5uZcii3n8UxO9oOXrpyuuPwslnhXmg1EtTtmRkSK0TKR+GXTikOe1SThTDAFNtDcjgA1oK8U5qjfj6Q5lLcWLzgbXTVq9cvVYyDkOV+0+K2mao3d5g7JthH3kdby72WVexQFz6WfA1VJZ9wvtGEPo4boqEWWo4XnA8tm3T0G/U84r3LVTY57HIfQXe8A0d4tqmb5x6TWUF7BLZHGrAR1ngJGDfu8SuFcRKDLwT8Ac/fTKxD9P1OtI+qE7dGZyl9H1K3odThyDfs2MWKehbMGfMAnYa4WMePnO1vq796OUz7Ud/LMdi7+sH1x5+9zUi++4vOdf3NbHv2/KurttsD4xrbLh1y5aJfnj/IAOu9ph2aamOr6a7mq/z4m1L5HSB5xs3HcVtNSBU/xT7dqiZF7PfsIwA1HbEMsG0kDq+Y4UnAXQINKhMF08Htn2F6QBD2jrABnHv1e2lpu/4SX1hUDKzW/4BPQ6k2P/1Cewc6eR9frrq2qk/m3jtzjZn50ErP/voO1TDPpw6RID86g45dTiHIsVl/QehCvvwvJmjpt7fvtk/8VLoclZT9725S507diwLne2Yq7Hu81y2dSfXg5h5XyXk92PfDuF9r2rS5h3atMschaXLGPS31LOjEth3sGiYc//MO1QFQCMCcPOaxfgojsIOhXx27FN/+ctn3hku9i4nSvsQWSlne0fmb2h+hik6/ZMjeXLtQHMY5l0qW0D48HOTgeiGQm2cePXK5yYPmk4x8eLv4g7snZKCvIDwmNSggjh9BOLj81JifAIN2VHZmHiN8HtYs1JzLE62hsxoW1xj++GZDo2Lon2jJoyyYx+Jn2Q3Y+h9EUOv9KMFKrhCV0cyK8np1EWsaRjPHCIB9oepDZmq0ANj8EWwFbAPxM9fbOo4EIcFi+Q5yF5dhKpegGA3se90xfWK13rOvz9tZdlsOrpmjHMeketcVVFU1trVVdPQWapqrHFrhc+z6/79XrchvRTP9hL8XN4m+D169H3Xvqmf72mubW5uzjG3NCARH/230dmJZnXmJe7Je+Xm4HGDyIfPHxFQFn+qBo/gFxGhhC7CAKW7Q88g0xbwvpXgfdMQn7FCyJ+HaiIQ8Jvx1K3DruLTWJ+LnfSJJ6TILpFRf5O8T6n67NAn/ZNSvvsO3rQC8vnSS6Ra0uQcK0PukkVLiHv4YYH9yKEiYcD6PNTRhBF/WtXRpFnnlEsCj+1bAH2zOO+KV5jYN0uwb854hX1MLSDtU2deyYOZAycwHtwVKtqHj7u768zl+o46p8b6by//+OOZrts/9Fzr+zuMbH3vjul6AOz79sdvb9+7CujDIiKqo7mlozPbR2fo9jdorVB0z2Coia+OELELLx6J9PJQ4lwM4ufm+i95H/deobPHFqXojxyKOMJDB3xtuO9WSlgzUPAbiJwPya7vJ/a0xaanpYEJMrQCNBO7miD/cES63CT0/e1vvf91hF62Qn4/AkfHP304Mg2cHUoXjQE6DxVLG7A6JBTltztelVNHyAjntedBnT520L7R6nvov22QHANGGUiE35sb7H1t2ql349qB2BeydvImYB+E0G+8J+s+O/YR+vo1Lgr6SPiY8MdWD3jfQqqSDx0x5zOzVKDPzXFACfGctnTyBJhDGGc1gPZtODvQ1fEr7rwztEgvgh/v4WPmSHsHHZvEPg+s5IqD9J8wZo4DL0LmqLLF5smAYBGDKYIx8IiHMhgFERn9g7k3BVn2+GsdHW4mfUoKFLyGmJREa1ROhCHYC1/a/kGm7KgE5DMF5yHVxTfVFOnU1G21RbVZ2hcjvU+IHx7zZ9oPvZ4e47UWFWb44esCDeUYellUGYZ7bRDxzxtA553IEkeRNfv5+chUiDnXEGOCFwL7Pp9kbsqCKfyDQoTqYKAl/l2E/HmTBiLhPjCYcj3BPuhbel47//7K1WXjeUEYJ123o8dWVNy4ihQ/qJux6qO8GXyxurnr/u+f9I7ZzisHnAOIBR6+4DFSkr77/lHfmKlFzS3Nn+7JoIwpn1IXdtjlQM9n8IJ/N8ack2GuNmfYb7+8cWhhBjl5ecgIo6wvQg3C5H5eeq0jFGcnLKFKi2ubD2DeXbkW7/Adsy/Qby3uvmwol2XdU9g3fPiAq66r3Q2i+J9Anpvgn2xChPaNFb41RaZPIh8SVV7SHloFr6qhBETttmMfoM9jESjcIgDfs1psAY9pSC6Y05+DQOTjpQT/6jmN9W3HweJd9LEB+pRwehKNwvygxD56zef2Y5/iffjYY55VE+8i0UhvIZXEAH7pZnldW0EJFnlAt6v3bv/w4NrvfoCV48GlRfv+qIjft/vb6wrI/MqpcKmurYVOk4FndCpJLBo1q3RQQwkv3Va4eXA+gOm7rcZN04QPGfLPsG8pva8ZXp/kEbew6iuUxFJeOo5V/uNk4TeFtPceQ47BXiBiLOKcJeFZNBRBOCh6+6Tv7YP/7n/+5++9//X/x3LmpSIQuX1uz/wz3sdzx9DBQX6y9FMuN1eR9w2frfE+rPvg6nBeConLrply6lDYJy1/07QEqzcd4Gdf971J6rdrw8ubls3uZ5VwYWze8ds3CJVvYN03EPsU+r2qHTq45QPbY6Z9aKiqRg8J8WiPXZVThNw+Hk/cHC45lYPKg4kGfbvsE++Afd+uX7Xvo57Zzd7d7oIiQCgP7GXX+NlsqDH80yqrwfsiYGALkMRmvXcA3FUBAQA05AyT9mEkQLCLSQ4dVPthB8haCRrdaPJNq07Rp5gS4y5Ue0eWYuT18vWNL01KNKfEBxvMpVZDql+21dptaWuMq29f84JEGcy0x9Zj8hk1SQ69GvR5eM4F9o1ag0svrBx8QNkCsuaPwRVFvEgwYCMhDR4YgL2RTu8DzU1ioL9PogmRUWFhPiJvRtaBgVFWBg4y2AVy3uW+jwEHwT4gch3t7Rh4uy6tPAD9HK+ngL7c2aNDPGZX1dV0dHZiKYiPBA8vaB9eAIq+vP/k90/unxpz/6/ao3fIs12PiH4Q0FZNbb/5x579t29W3Gj5FIq+ZjDcqITubkSGZBtSurNrA33QwutFcsftguORR9BbJYcOpCfKI2WVEYcZ3Ht1LEzB5xuJS8A+Kh/lAfwrAxCGlvGZpVQv436GfcrFZh961Z7vM00N4awBn4vdzoGBlzE/U0j6SPleGvQgEBL8hPmtQ14V7WtbqGJetGjRkkVC+p5lOZIEFgwRIxvV0SR9Cvn46gboW3PuBGjfypVMgD93DnAnpR+CfWCFXCIK9s2TtCElcQH2wcyLIXfkmDn2ZR8//LwtoI1A1Enb7tia6p0KSi7UWb8tr+j68cfbXQ+//gFvPVX7Lj24Tej7tuBMe1050K++rS6hs5bKvmrki8dw6qW8Tzr+5FVdYR95n7SxdBa3teai7PtfYJ/a942YXZQakMcQU9g70isZ4fKPf6CwqJI5foXyI36x8B+IM+VfHmMlG7HvpA7xLemFNxm49T9/f/J/jqjIA9C+vdV/+nzqM/+a+Dn/jPcRTHjxp4xzhoZ92rpv2PsoabOfOpSzlQg4+axj5H1TM7ZJjIv98frLOzeG2Pd9kjG/UcM+OXXMHjGQ9ylTG6FPkG81G9FDKZLBg9gXEvqfejPOxtrE62ZfIxL7lk0Q6NOw7+cKl1+FfVXO9LGp6na3oVJapNAf+Wz8TOTm5mfEB4fR48hrIwPT9SxpM3DaYhyojnQvHsMABX8swAXvSzGZ0lZFMHwdaMgk5+AIhjv7REfqsgoDYmD1xQkCWX/4SaDBnGhJOugfGeXUEBVtK2i8NF9LcSHrwzu2VOLQ66kU56pM7rnpa/Dl8uLp7mys+2S2ZVIpDR7+8HCQ8QH9cNRglDzOAoiW1jFZWc9hOC0cES+BWPhh6MWgK6/k0DkHSVIR8qgYUo6G8+LuW+3Xu67jwMs/Kakvnq3YsLv76NPtNlsnxX2M9gBodtc2NJQ98670f2134cQL5xS+P+v2FWoQQTO+63t76o3W/ftv09HbZKura60rL49rS2hLyIzuNNdGBicktHR7+wSaKOxLEWGfLPniaWuTJR+2DfD08r4ewUwrPXo2JUmBzb2+pbUZZYA+T0+yPkX/iIChoSuU5m/E09jX7+PQ1P7qnf3Eq5ZDRbIqdJ6hdn2EvnWAPqDdq3gbDH+CfoJ9iOrTsG/JgkULVixagfcLpAt4DG2vgL4xFDSLVGaKHflYuLHtnBp5FfKdw0dSfUd4iI9XRcAsUNjnKXpPwT7QwQX44HMcyz4Y7iDuWygtwZO2nWmyWZycLK0ddY22G+2XL/945tIDEL/bZxBD0HX0NrHPqeBODZjf5fozjZbIBupbQP5w6cjDqo+v3Qb6B+lXkp2IYJ+PKibIbqqSz+U/xz7aWokCe1Z9EhGbjo0fdntAsMqTuOWirgicDxTw5LGTlcdO/gMxBogzxS7QWxcrqS0XdXBx7L356P8D9v3tbx99Ekvsg63X6G+8VcYh7WdnXrvOZeCp18778PNheHH77DOXGcp6pgIHZjsPW3Plf61fL+s+tSZRp46Zgn0b7DkGbzpATzFAVplvDdGmadC+ER48dchxhKcO/q5B2ezRpWrqJekT5BOyB3WgeEOAfqGr1+6rbcbpBOA3VDt12Bd+0DfjxvvBYNp39uxg8PvF+74q8fDKtg9SoBn93V7j8bLNlVFufr4pPNiYk8Pc+hSeeemsR9U3RMEx8fijgNCFIgC0bArt8xKln8F/VQysDhH4W3pzTLhPis6UGhGcFW0K9PaC1RemNy+fPHx5+4cnZnhlxtXGJCQ5dbZZbda6F+XKsUmwb75IXDbbD70i6aK+WWGfqmsLCzuZjHGWd95k9vHqWNlGIy/2ehD30cTm6+VFRuer5zCMfqNAX2Ag/hrwgb+LQBc9Yl74+o7kF6wIgabI573VUXG950pVGUgfm9vVn5OQDU/30e/XxWVj20f4Ie3tTmytuDZ8OAPRnzwZs53Svrd48Hjyltu176QE9ru+Sy6fN9TvP1p+tB63jvrGxsa6urq2pFJ4BFicWVpq8MerA3d6vHakoJRS2tlyUlS0CzV+KjeR428qe1Nwlpao/GAoLxKpbvb0DPXEtMuxF9/KFPrxiTa4q0hjfeLi+Kwf8+yTL0OfHcRPQgzkwqugb9sLL2m4h/evyNurDvCD6XYA79OI3yJgn7C+MRrrGynQR6svsU84n1yND587waEXmaDnvvrqq23nwPS0lITpkkyq0ugXLKDCcKJ6JeSt47nlW5YsIPRx2bdy+wL54PO2LN8tsTKzDp9psxWUlF/tqLHZWm+0YvC9XcGT7+0Hl+7du3TmdrmA3+U7rfXWgsv1cZYENFbVgvjV4nW8OkZMNNIaz1WOKJwF/nSJQbQzor6jPZfyMOYeDsI+2jpeFXTBF/iwDK88WDuYUwBhMwJbQPUYYQBTLrZ/Jylr4Z6PvwBW6L0X/eN67zTKmQl9zJx5+EWs6jXfi8Le2htTB9x2p/7Tjd/ASAP7/WM4aZ+bCzjaMmhcZOQd8X9Ze/uAqOt0bXwRMRRFFVWcUU1G1Bl1bFQZRYYwEHwFtCFfg54pFkFxQFAEFVpRBCs2MU6gx7didxHTOuV2KELYjokc98AhE6vFo489pftob/vy/J4/f9d1fz7fAa19/qgzGJiZmTDXXPd9Xy/9AyFx2fI7g/bpZ37Iomc2z9OpzYmGmdegfXLs2LRy7eOLetvZ2Cn5jIF9wnYD+/A+I7vgSQV8fCLpFCxyPpZZSl+ccqQEBQUZwpmARaFzwyS9+QFpX99138/kfZMG6hnHT8lXdb/NlGB+3WLUqywr82YnWQsTopllQB0LklzMZHlOUDts2xPUbdeFKy91oG7MuLhvMNFeSB98HpZ/de4zJWd6nDW7PBHHhO5FmMwxdXiSu6qcWXnZRU17U50HuppfaW9pffxQ2PQ1KsBqujp1APqGaEevqiwaM/VRkZPJqReuXgy1LMtwUWSHG28Uzb2oZAUYAvvA46wWM6APHl5mVhEYbVbAIvTN4nCLcUpKpZniZkCh5N1jjO2EFLnjYGktwAP13ug8w2cK9VV0FIeGhhxtTO3xOh2i9fLaHd6OO7ffGLwV4Hf429tbtwrx+xo7v69/M+GTu8L8kCDsH9TW1d7SCOb36QlUtrWgADe7Lt9b7MmHojnTnu/WV9/8zHyLmXl9JHj7pLNSwrDBQhifw0+ARZE/fJdTGbCvm9g3kX5nPPBd8r7FCv1G43/g9A+x70EXh/GOrUeShQCNC4dh37LPB32Au2fXKbqnwA+Pp5mozHvvCgV+wD4SPwE+5jtNMUoolY/NgD4WHGnoI+0j9p06DeC7cujQoQXEvjmK9z2q8uilynwGW0LA+1RjCA/F07juk2Xf4o2zFaPEr76Nwmsg6tHm5po/XL7U0n6upaX+KI8aIH7/59O/fHq049KFGxVQWwL8Xjly9HI6pH2N6UVFyGf0cuyVxR/vHMnJ+BsJTISnzeoQ/CP7czqrclI49P4I71O2Vo194SUo+fo1xX3068q+jyBY/udfRR/77ZmT8kPHBBbLWVwkJeTWM/jkXrp3/Tp43/ff/DtSYHYysNRk2vkvf/rA0LX8GPPT144An8bPh30DwfrwyWXx96o1q1WQQX9KXLYsDDa2fXrkHZ2xWSlchPL1pX36sXbL2sfD9ThNeR8kLsC+zcQ+TPoMuWIy9CpVRqkvu3OXLIkTwmfE/0mJOdvikB/NEFWFfb2iwQBmuTz98lof9D048v43YJ/IV/0E+CTCT23HR0B7inmFvK+kzFuVYt5rScCTknEiyZDYolkp2hGdaXJZ2eoNlHNb0fVNf69F6jvsLosMv6xtg8w5wuS25IMUppostnJinwcGoWw71LzOCG9+Xk5BUn5aVWp25y8azx19XCn7VusrL4jfKDA/hX1cb4dKKysOvfgnYmyDTtlldQjls7OeDTNrboxcc+Pp7HXiqmExyck3mj1qSQwd5Q9HcOpFuxtWfHIrAfaB/+FHmcAc1dV5+eiF2tLa0nC+UAUHy1KWrpJlhJbgNxs7C+2IbXbJzOvtPn379u2t/hul/for/98A9W5+hUawr7/dOOHUNenD+fLetQtBlSXd6ERKT0sryqmrqsJrA3zNdHIA8TLLYO1VWheMvZlZyttmyuRx3SwbP/z1TzzvWiKtUpcC0R8VlW5Y9uBrE+KHmBskfZEADtdXNLVQPv3DW8cAnVXl/yD89VfIx8x7pW/Rdw7WoXHT9/q6Z9aB7K0zgG+dMfRS6beB2LdtmwQ0C0nD6+fg3mUf7Q8K+sQOzKPxkAVh0jC54fyh0+dPf3T6kwtXrnxy5cqVDStGsZFe8T4pvJwqvA+16NNoAlEzL7FvDJTNGKM3YlEYS+gTmTSxb8OGQ4dev9BxqaWm/X/99pX/feAXBRc7mU1fUf8ZFeZXO96+VH9Ugd8rv2jpgLylpbk5uygV7VNeGHqR2xLJ+hdIuIB/Hupc3LB3sLxIC5y9VcUprQf/AfYxzgTMSnyvgSVYV+DWAfA7Qy2LXCxO/h1T7PvvU99Mcy+8vUw1LZdONrZQms2t967fPUza9/Gv+W8B+54z7YxmLaWmeNiNTfjRU2/fodfH/Mjz8SkmUDHFRcy8fkgy2LJlFbFveEiIMfGFz5GRV8o63jGm3nmbEpXQj6eOlVv++Fhgf+0e4XA6Z82zz8upQ868gn0MLxXgEyWfwfl8yLdIIR9ULNLvEadsIkG92AdInThq+jOK9W3xjbxMUX0Q+n76zKv6DI0m62GMguOaB21ceNkO4cxbCMPq3n3IVkI4M/P6EH+MiypmVzN8FNQARNr5VRFpkXWfySxZBhYegLH3g0JtV4PD4rXkJWSa0jwW/Bvw+HIFmGbOyrN4q5F2EJWetre6wJbeUFDT3vE4ad9qn6VNNC5Y+MmhV0GfD/tA/JqKcySRiss+TLBwtUHrx2JyFFTy1oskZ1uM1WPi+s9EWifYFx8D226M6JupU6X5N4rLM6wwMUBSKFPVdfnya6W1taUhIcPCw0s5OC5SpI9rtbjhbzaV9EgLuYPPhJ6Lsfehau4XtJHY9+0b/m+wA/uNz4l+n/tP+OTa/S+/4HHx7TZceQvr8rKg9hacK9MClyzRt2RKdml+vhFzwHfS3oFp120RaQtS/MzMMFXhidD4RTNzsFphnwK90Ux8wPf4dzABYucXF/dD7HvPSOtTu773fCs/9rjK5DtwYO+dgwmhZH2vr3t23bpnnwD6rZMHv6ewbzpFzoS+FXrh9xR4n6Z9g3tpXy/rm2m4Q8KoFuTIe/oUoQ/gd2H3oQ3Y8M3R0EfsmzrSiHwWV90Y7e9mVJbQvo2LqY5BkgFj8uF9m7/t/CFWjH5441JBQVNzzSsAuIK2Tgy2fzjyWQcNNhX1rY2f1V/VxO8X7W2XsXrt7q7KzulCS727zhzd0IAXFr6gmiXHlDI/smyrQzvbHFC5QOJH7Os34AfYh1OHwj68VWJvi5k3EvQtN/fkTmlpk2ZKzLzvn9x5Biu/5xBMBRQ8icUfiJ/b/FzkyX8+fP363Zvf/+3av/2K2VfR5b8C7wP06aRmAbn+D8+8j2iNX4CP9hnET+68QQN5mGBos4KbJe/KqSPEx/uocAlfTezbbGT3vfOOCu/jxZc6vy2CfUsDlGU4QLBP5H36zCt1RiR1qhPkSaVnAfD1lppz2I0j5wPy0dbbi339+/A+hX26lXzLwyPvO/8N2DdpxDBjyzcsGKSPL/oEP0rvZ8wg9mXnOOHvYW8285qx+MCRMRJJVbjDY+Yys7ESYRMm3iKha7GoED/oA9DchpVJnjXZ7nFC7ezJTU2wmKLxIyh6y7SleAo97qRib35+dWpqnf1AU1VP6oH2N1HStnpNr6nDAL/xE+NCFgH6YGaXOIMhBL+lEt8sKfUxjLNCShVnX9qPJNgAwhWHzLwOHG+9rCiXSGbUiktqXxSXddRqITg+nrnz1PzB7IFFYXFr08VKQJ/8sZD4qU1f6BjBvtDhpy61VqPLvLqry+X0NvR0+t/5FjfejUMX083x1W8E/G6i/vXrm3e/8t947xuOvZh1K+phCS5hdv0LNIw67C80QHWYD9ducsJe567ILDHxJmdqQ5tx9Mg08lsYnCgWTxx5aTGF1sgtYS7AviXL1MQbOlyFfTHlf7gg3+i4x39w6xhoiPze69316QmY2X8SYGAY2XzQB5pH9HuG3O9Z+aaHXvA+QT5F+7bNn7njqac2cujVyKegr58P+qYK9A1Z4UO+Q1z3nRbaR+Z3fgXZ3hwp/pX6LBQokPdhiUhZIFOaZ4TQZzKGtG/KjK3EvliG1SP9gA6QqShRQ3XkjQ87LqcmNfzpX8H7XinobkunkO8cid+Rc6ea0ys6OhTx+8Uvai5f7EpJ8jY0dXU5qyNQZd+gjh7s6TWxmQbjbwIlfxbpLjKbe3pMOHbg0qtqRh7EPtK+1UhuF+wLDOxfZofMhUEu1lzOu9Q3W1nc8f7fRemHd7iDcPY9cwy9RSZ2s/353uHrhw/f/P77b/6LGQhMPv2V1RXZVqq5XpDASED/fyRwDvgB71OfalUj+SR/cwihmoMz78olRoydse5bJ828uqtj82Zl7pinLh0gfhSXvDwnoL/h5+UYrbEv49nVc1Wjh0y0qqpXzhuK8gUYWz6u+QiNq8gNe7HvgZk3PHQceV8fYV8f2ueDvsSMn4x94lZS/9/DKGJTfl4kkvELddas2NKyrOIUG868++irT8YFA1beSJA7k2unODxw+wfvc8tXCMy9pmQp8gA9lM5FyqSgg7ZR7RKzy+3GtAYQdTg8LmdyvsXuhcIjKyI9vbP7lWpi39HHHtfpVavlygt5H98YXzqaJ1Zse8Zw4/Po5FEEP2r84hFCz7iqCGmlxKUXKc1REDcnARK9WP/F2MysJXLaue5zxiRR9hzj9DoYcSpJ9ph/46ERZOpzlDg20duWUl1YVlrKYde4xPtY30S18PtDcxMNHWjscDc0XS79zd1vv32j34Wgj77+9vrXt7cGbbx/FyXYWwff9YHfiYqrJ06cQy1xWUlhc/u5xnPNaalFTa0FRTlOc14mKAb4cJZA3759UoLM3g6zVFbmqxQrFeNnscimjx43Mzgq+3SQgAprxzJ8IyeNY8orfrvDBf5G8+1B7FNhze/1Kpz9e20dA2XqlRuHKNwNYd8QfeIVwMPjRfXhWQV+GHkV6yPt2/bGzB3oiNy4EcSPE+/QwYJ9xq4vVEGfdsZNJ/QB+y4wAZ67vguffEKBC3vX5BD8qDHyKt433MC+0XLrmEpD29CtMvHGxi7GiZgwugcCwdMXPrxx7cMbNzpaYxoiU18BuuV0trUc4NTb0YG9X0V9R1H6Z/WXThwB+L3yyi8aO9t6JJXH28PqKrOljtoGRlm5JcCe77Hg4fc9CVgG4mchw7S9tTZIYd+pB28dTPAU7JNnfGVWMuwduUjwO1b+a7w7c4y1RcfOvH+Gxl6hffS24dB70sS0PrM59z/OEvpw48XE+5yg385fWU3diwOCVO1uf4JIePikoB+An7p29C78lLVXNC4T/GU7xyUbd5F+qqgoLkTt+4LVwi84dLmE92mJy+Z3OPcS+ujmFehLhBx6meEdYYDVsidF2ixuXp55A9QlI072LgJ8fYZdDXzc83ERiK7yVeME+3xQrZnqsNCx01+XE+/Zs1vO+ujefxv2ndZSPjlyMNZSLX4mjZCLXEhs8OKyrLRdphf2sTEROzuP2W5JwMwbaeJ9FDdOjwX+euRaYczl/IvZQKTwkAaAALoTMAdD/2yB0i/TEhGfGU2NBgwfZk+UDbZeu73Ksi/Lnl5U3FSTnZZTA2XzoV4zr4TWrwLy4dvcicNDjH0f6Be1ZuCEytgWkyugx7+4tjMRy1ihy7UeYNDrNlHSDGEzcDBKgu6LY1xeBr8jykDyX0TYgn8CAllN9liV0lNWBtYH7AteVApntojJ9INHhdFvphf1gG8xHMvb1XFjYL/7IH799p+ewPvu/Ttgfvdv3vzu7uBv/3rzm9v9Nt765psv6idcPnH16meobStpqyouSm85UpCK5qa0nGr4eQtVfp+KsFJld/w+q+CTdarBPk6/3Pvl8f5BS1sypX7gqV6vBwGm+DrjjUNxvzjd7kSHx0PYp4dddecdqINKlbfDiDMQ6FPIFyrQhySVherQQbx7ltB3/EUFgGrkVXcO9aA5V2Gf8D6g3yDfwMtbxEjF+uTEwUjmhYA+wT7hfVfOn99Gtgf7Rh/eN1JjH2NTyfYkyJv1qgywEtYXG7sfhbkX3n33wuk9OzbuP33hBpAPXUKXU2wuyFxeyWmK6m4H9h34Q2t9CxCwubOloOK1eoiN/vAHbAN/0dL9Ql1dT1VOtVuCeOnnFeZXxxhTzLsJYusVpTNyTHt4Zu+qbm2vL1VpBg/deUU7HKd5X2BAUFZyQvnOk9tPlv/Tc9vLc3N3Mr+FGQaIrTrDSAOonSXPBe3joBRu673DhzHzQt9y658gvoKP1wQzr6PztbiAILntBqFeXGRy/R++9eoE5wAjzMVAE2VpUy4MERcjjABn3pUrn5Xc9tG+fZ9S980TRy9PHcAZgOAmQ+MM8IHS7t1FRloMsW/iKAP7nlkDQbcUFxnDrYY9+TFBviVL5qphWMKjZSVoYF8v68PFAQL1Da+/+tZbZ8+efefsO3ffOXv3HfbJPwx9mzb9jAwrTfpGjPClmWs/b3AIdtW1Jfbs6IR/wTMvi8854fyQEUcCNbgN4fGfSWO0tDHOysKnK/t7cQJJ5pyQCULD4lkMwDnx0DQnMPDF43XkFOfleyJwVMNTPLUmu7OgKCIlPftNI8lgtZHfF6aIHyL8tMJkjGAfmIgCv6aUFAY1c9fnYhgLmV6Eiq+KsjooYrZbnPHQ7dlNYIMRwgiR/hLjNREXwfQYVS9NaxFJsImwmhctRNnAPoE+3HflwKuhj5wvNG5i6NSDR5u6iqu6vOR9bZcQ6Xfn/rf3dwy4td+f2ubBv7kwYf830Cfg2gvr/B3/WCQ3X6qvvFjxRUVLZzfCyrLqcCopRma9A0E3ddUeld8i6VVZvdJmcXhIghWO60ZbQCTPHvtUZy8pIEx4gn1xIaFxy4yHEEDpdorDArAv9g18oJHjvT5OXsPa1t9foA+mntGCVAJ9dHNQ2SfE79V1r7647rgwP5w9iH2s8wTs7ZE3dAXN59Ar8hZeeXuxbxr7oHnhnawyYDZs2H3o9SvvKuz75AL2fZ8A+uSyO16wT0HfVI190yT+QALxQQDxCgi/x2Kyvo0QuaA28t0Pr3wI7Fs8eyOIHx5Q8XWgYboGEr+mrqKmZnRRFvyhBfngGH27m9Mbjx7sgOiIxO+VmtY2xFY12J2YaTwSXuXhuZceQjel+gr+ZOJlFTR3DV3Vze1Ha1Wd+4O87xnRDmvaBxoUVJlnAYKVo6gX1A/z7c7nRNQMyJNZ97mTIvIjGDKpNPLS2cOHD9/ljff/g4sXsmcrzMC5zW+OXOQnjg72TE7kOLkoYMKPC5wDfHkGWuNMfd+AgaoEjV8hGHn7hz9O7FuEgqfRCK4KkfZRCTLYNM/wdRgFlWroTZShE4eHx8P768QEJlgtefLpZ/GvbBY37yLBuYBAo8Q8UEQ3BudTS74nFedDYVIf7FMzbwBXzAjdxrVq97pXly9fvx5/EvK4yecSgiju3l3uwz5A30/HvtG9yDdgxIBS9BeWauTDY1btwdpCu9eCTqK9CNiEsBkl5AxFRkIBjKTw1/AZCN5HrudmjbMl2S6aF2AfQ6xY6OFRPNBjtmEPZycKWtwubzHELckxaVVmpJhEFRU1dNU0V9U0+0JcFhL6jM4OxhnIsUPt3EJVlIvIXMTVG88QF/A1HDlYRi6kLz7CBniD6SPGbo4C9jnNXkBfBBp82a2bFOEyodQNH8EWaed1UhqTk0ToQ3xfDrCPtE94H64c5JsT1cSrDRQHj9Z216R1YUJ2tVVeu3XFf8/t+/fvDLpybfDWu1/f/eqrex/5X8Mn6683+Qn75v7Agbdw7bja0dTd3tLZfu7cRez8hOhB3OLypqQUV3vykuXOQe6ns+szVYaB5LkQ9WhjUzo/7IOAhGDcwkNMTu/estpwep2xQYahd7FEutDvH6dy7h7CPoV6fQL7Bvo/GGIq0Mdx14A+jX2ibHkGfO/VV4+/evzF4y8K71PQR+zbox8zd3Dht3GjsfCTHiKhfcPVrzhZln2y6XsdBcgAv9MG+J3W2Dd+vI/28TFGZ0GP8T3wC4kVbg/ELciPX0yqdwNk78JpFFwOXrz/I9WiVp+668yBX7zS2pl6oKup4EBLc2N6ZxfVfN2dLbCPv3buBGPFeAvpaiPTczOODV0dHg66hD9LJMUMNCzVSYQ9/szhnHQ3QNaJa8flWnXGeQj7Vq9igqcx6fn5BRWaset+7rnIna6TzKz/FdrHc5naIi43Zled2Q4wzMXAC97357Pr3zlMecvf/oTZuFyKjhBtcHnpsnAlbQnyC0c46LhxONYG/Qj29e919fqmSPVCxxY07uLiKKjrH0fse2ZRyAxN+5SW68VECW0mj0uUW68EWanyDqIfaN8flwYaXmG2FEHios+8z/DMG6CAL0A/BB/VBpDIN2qVPKmfNJBP7fsCxYgCVQFiG7dt+3zD5yjnO/6qIN/9w3dx9METCTQYS4Dvv7v71lvazZv4s7AvRA27kwB6k5BQxwelLor9Yttfi0kX3i+0B+9jRUSyG3bGndFY57mjd+a6ECiHKFNeehnnjG1eQgKCrdxw/drNmZLtB5kLYDEP9jeLyOgY8WJ2O0xRdlT5unIc2Gllmv811ZuVmtNU0PG4MD7D2LFGr/ykryhUSfmVkmPq+Mkii+XUW13MuOYove4T+bJgnxKygPfZowB6UDJHSZWHED+gJTKrbBHo2gVkqkAXckWkaKUkIb40B7wvXLBPoE+t+ibKB3xbMmfMyObO1sbWHkdXa9reymv3rpX2u3b/6/uDP7p3xx9tYIiIQ5LLbb5KffObuwS/2AkHr35x4lJlSU9KW2sj80u76O0tzOfRO8bu9pq5JYCGOU91kKvg0kxfYcc+1c6LxpQE6cjD8oAdodGAPnZk1pWVBuLrljk3OPAuY7IBTb0Q9xERR/e988qVQ8+8xrSrVM4DfdVEI0ZITKkSID86il42rPsWQshH5gfkA/M7rogfR16xdFDUvAesD99m7iD4YeiNFfATM69ysgG7SPuMZd9CIt8dHiWE+H1y4caVC6fPL52soI+oq4bfkarxdxrepk71Yd/4Rw3sQ2LfrMVgejfeFa6HljecfveLvXfwqV3bgX01Tc6amqbuogPN3S0FTZ3p8LBdbmsvqGnp+AyhpUeOAPteaemsQ0tbHf7468j7CH5wd+xjYRtzDKwm/IlLRY1UtgECe7qK21tPSbvwQzMvaR9GXoP7EHHa3BYKlF3luSrA9FguBt4zrK6Uyt4zx7Zj6D0D2mc1ld/CM16w7xbUMDvLJaweN7zTjy7T6z6MvEsAHqPmTiQRfFjjF9S/d+Pnc3kEDtDYR/DDLMPY5cU48658epEx8rJ2nmbeeUZZh7C/dzb3STJQGpctL78U4PulA3jmZXifyPsU9hnI17e3XJCPdE+nWPE7Cv74ZxUodO+pmaR7u1nIfPz2ejzuk/8K8tHc97163L39+pZ3FOvLQFL0T8/vGyYp5wMqSydV4rJXWhpcKpFAhMQppegkqIUSw+OIyP23fZGYVyPNO13RADZkCENfAfMGthGoIUUXGhkg+CHy5YiEauRlygG0MPD0ugl6ZttvXfkeR6QHAGpyQ+JsTesB8clL/tcUR15UalfKa75t3+o+vE/ySx8NHS2GMt47JLdtlD71dkPnkhSf62Q1Lyxqrijyvhw0d9isNiYaRJnNtGtgunQx1MqFZSBOvRERLshDbFFJOfwx6Lh4Cq6OYOcHOiqJfYr3hWgDgY/w8d0S0JDPGpHAvDe/Kb295INL945+EHQHfG9H7L27iwcLQf/mmz3+txCU+T1bwRAcsv+R+hMVFZd/X9hT1lCUivC+lnPFHqOUkkyD5Z44pScr3PN1dWTlK6XfPl5/M1VjCvMk8GbWWS5Abm9hpTzJVH9kKCOtsGTm1IvOrdGLHsK+93q5H7/50ks19VNWDrWYE8eton0Ln6Z5Vw4eQL8XZd/3ovA+Tftm7pmpaN8bODYI8ePGzxcsqqBP0T7l5VhI4AP0XbtGtnYaUyo3dIfOK+xDftVYvfibqprfEH1PgUuoIJ/6hVZs27MDd47Bg8n7Tl9g7PN+RslL3eViJBuMiG1ujTjwi9SGXa/UmPZmoxIrveYyjx5Hsrs/Q05zc3drI/PqD/zvVw5UtTW43AQ/JDbTrMSzbh0q8wB+ZHv0MtnNAn9msbZ5u2DtqFcpDQ962kD76FUIDDCwr3/g+KOW6J2mneW2cpEwl5PukQLywosf+fvf/46JF4s/PIsuHV5/+CzdbF/C57HzpDUa2VXPuXZ2n1qySEQtvHSIQvkxkMuAoH8gcA7ok2RF3kfsm6SZWqBqWZuDU8fKsEUhKicknNgXHB7Go64EUmkI3LxFBZjqSAMSP5x5DUxVZ17hfTrFRWAvsDdTQUMfggnUhk9n+Pl4H4TP4yeOIexBlEm6dxyT7rfEPSDf3cNfi8JbPQB8f/3rd3fvv/qqqFuIfc9v+ul3Xp43grR5U7KrpqibL8ggOOAsmLp+X5jpTNoeCX8VnnV2xLyboI+LgJ3egiiDaJs10gIAhO7dDgaYbLaB3CeL8c2NnBEYeZHk4k4GCiZ7TAVpdZmO6OQEyHHN0HV4qlOr6zKjkz1JRVF53rSq5sdR4CSsb810X5CLnHpRUD5xtNTC6mMHC4v4BIKrt7MrJxucjXn1VDcD+5DYDG4X5WVQXy7Kc20EQqzFSPzoWQM0YkRGK68tKgZDbhXjThGEAFgsZgYCKipzGrDvKx1WGkzaZICeIn0TR46cOGdi6ONHGgsaykouN54ru/j21UunBl67e//elYG37t0aeB7Id++7b+71G4qsOOwnvr373Zdfvj2o8mhFxYmrl7tKCj09aY0I80svzswSQXNWn2aO3k2fnHxhYMtXneWZXDhJSzxL3NzMchGuDdIKG0pWCb6gkbMXiLs9I2dD6euQqAyaoE//YOaVRd9A/946yj6tHSOUgXe+6p6k41YKVBT6PfOE2vetUxOvjLwLp0uCy0yBvm0fAY7ewLFD6VxUYDO72AT6eDl5dLJysb3++hVC351r1651gPgR+DpufHjhwqHJnHnlvy1nXkIfvBqAO5Z/jAnFqVj6MeezG3j8/Kc2oi9t0CzJMiAFnMWyjxGDcAHZuHHGlODYoykx6Qfim9J/URMN7GtsqTnQ2sajR3pTM66+LZ1NLQQ/7PwOwF/kpWI1uS5vr2J+qqkNN1+LsnNA0OD1Sm2bXdbEVcWtHbNkqn8wv4/bvjhWWmglCvy0S574zGTGNjqXUIeJl442DLTPUdWHSvJjPHkc2xm9E0I+cJ3lh69/99e//V9GVp0kYj5nckW/hl8ySOR9E/qHoxVttcpe7v8jGz8/PWr2njr8/PrB2DEsQEFRAKEvKPCl36H/58lwqScKlgkQg866RIE+A/w2G2dew9CWyNSrZQF9kgyMBKt5m158WuR9ivc9AH2h4HxhgnvicDMoX5iIeXEp20C+t06AD3QPyEfqK7h3XZM+GXjxAcHb9996FbKXRJl4fwb2McdSFbgPFDuvvvnK+o/gNxjgl5Vpj9qOUPUE6Jit9kgEA5hMuTBWWygzA/YhKBmvh6SDEnKQgHgXyP5o8jAx0w9/50GCXoItLQeKUMzFSJSKcCDA2e2ocnrzoIP2JOV4opKaO1DVsbq3pc1gfWFDZOE3mpFahrxZsI/av8ceI/ilIMI5woavLTgtKGLhWBuF6IKICKfdjS5eZfAA1CHIwCZnYP4Tk82JdrccOjxEsSqmkOqoCOBhXVlJaWCpzJDD1aQbqgbfkcC+kXNGTjz4WXpKSXFbK3hf6dtX377hf+ve/W9uDb5z794nE2DivXLtyy9uPXKF2PfdTfQjAvxiKzub2isaWy5WopetCgKXlrSUrLw6BDYX5pcVZuljR55Oahaal7ePhch5avsnaS4WQl4C773wWMHfEY0/b0+DF9hXOglfz2zqULQtjiOvHDziRj+MfXLeldyW9/z7rvlUFh3y9cTAO3OmJOsR+uitXo1Pjd75EfxE5vKiVvfJkRfhVQbv47VjhzQUEfwQY8r3kk8/UiVh4bq7W6bdO4A/0D6qUXiYvXYDY6tgH1nfKKF9VLgQ+6T1CAUg+OyPmTgVyEfR3ximu8gpBXos2jBZgMmv3mHs7sBvYMz+jl0pRQUOZw14X132AVQk1LR0t2Lhl97Uyti+5u7mE9JRiRqt6qy9vGZwy5eXJ/oWXjcgYcD33WLpBfqRZuNjQw+PHQjxOziLU/0D2Mcjr9C+/n4K+7CBW/b02UuW6Nx4sa1hvYezby4EzuW4cLCxjWkux3Jd2489d/IsnvbHOfFelUZL1leefM5p7Y5dtMgv6BHJMQiAOQMBJ0+vGbfk4WuHEENBHIP66ZkXbe8Dhk2SG7BkpgQFBS7ti33Y9pH2zVmPdV+GSFzmCf3jvk9dOt6R6FKRuMSpFBdhkZJgNU94n5L3+SneZ6AfryFxqO8IWy05zkw3gGOVHZWyRF637vUnBPSO3ybs6QeR79vDCvgU6/te3t9k2dT6428BgAF9z+PtZ2CfnxZ5qcAOo+2GWeVoKBwwiMwvK8+RFN9QiKchQgwiwfQcSNgB0FlRnmONQEcs9X1usxw7kCJFCZpd1nwgfKKN8gD78mw1ra3xNL0leMyOpAjI2dzeqqqkLKQ+Z1p32b05Rx/jM0wxvzWqnXy6UVcE7BseHC7ETxrKWdYmCz8RunQVM78e9wvIVWIYakXexw0f3BxuE1qKsPyjBBrLwCgpJyc2orUNKmZefWH7NdEVIpHkMHUA+9qAfSNKNdGcaNw5SPrmyLeJy+pb2ppqui8XNFfWXn376tGgG/fwmHIaZbyxA+59c3/jvS9470BOJpd+f4O2+e3SyrKLTedOtDdB4weDYHVKqrfQE5Hj2Cu5zaR5ELYkI+dGET1Ru4itQ6JLhf4lqEGX5o6EZLwIgbtabUzOJ/YF+GmFEpXp3OHQ1jGaFR4/4H3v+fe5crznL4I/MXwgYW8QF3OiPhbnBTmaUHBSv6cXKuzTyEd1H2kfR16Elu7ZIQPvG8L75mv0U+dZH/LJoErku/L6HQhartwA9IH3Xev48Ma7vFR8eAFeXqY1Y9kntI/8bupElW7/FGV+auTlCjCUklyAnbjluFIMYQ3IFMkeRnwpjy7zx56/0Z6Wusts/dcDBdHAvpbW1AMFXVXAvoLLXQXAvpS27naZev9wIL24ISu/zuNuoPEI7eSZaux1U+2XKdcPt5TQ4wUWniDcOnDobW0+xZiuwQ9gH7V9cZz91HzJ8TIgbuHyu0cjIUkyoZk8l1JmNlZaQQOZbHDyDB448v722M5bhw/jqQ/s+/LPJgdrPRDXjBrWPx0Ej1TCZtA+jLyw+f8OIBsXGPQjWVZ+vSGm8pg0aAakRgMGDQswQq6AfeFLXzawL0RfeYPDGVefwUNv4uZ5vo7exHnz+kSX4sy7yKhDIrBJistmZeuYq3hfn2WfXEMQbRDGyNSnJdVqNSUceCnVmAfUk+0eoG/5csG/b7nmA/YZuNeLfFgngRUvXykTL1nfz8A+6SFXbTSBytYmGj+jw2NAPzi7CvOwCavbK0eu6GiHzZnrSIDOzxFhY5Qc7KXWCEsuo34AbNbo5GhrMg4eyQr08Cx1c4/vMe+qSk3am2DnqGx3pkDanOn2QmmHUGe8uv62p6v9wwXMLF09Xc+8SEXyrfvCeOxYxGW+YF9oqI4zwD+cPl2NvSk5STFQTsWwvoPUL8qLyiIIm93MNoDtDTeOCNVPGRWv0lzMkvAcQS5okvIOJws8UEyOay9SRkuVvk0gb4xCPkLfHNm9j1z8WfPFgoKLlwu6Kjsh2+us7ADY3dsTi06cGxP2gPidR27f0EH3vmFM8Ff38e7Lo6VgfCmtLaiGkEnXjeA/pHglIdKaAc64+apuDsly8VXyKpMHrrrS3UFrqcQ2R/OuhKHXSsiu5rFjWGDAJD+tVBaJitSbxD2sbVZONtG06Mw+aarSnTu03FKJMn+mamKjDiVMfx704NsH/dY984TGPslrJvHboQ+9GHqllvwpo6qXcDVSJZHKuHvlzrtXbtDGAeg7ircO7vo4+l5AaOk4sj7k72lxH2mf6vnFrwRzjfwt01yUQkF+14A+6T9St+CpU2fOZOQp/h9OX07bFRMZmVSQklCXU5PdlXMgvaur4JUDB1p70g78oSatGy9ICvwgM8cKtq4h0i2xzTh5eNS5l0s+gCE9beYeMyMwpJ8KcRbAvvpZs5Ef8yD2KW1fgGrtDpRBM2768sPfNHiifw1bLoJcGOG8E9s86WhDidv7SG0uZ335JdC+9etJ+/4OExsOwAy6x33xIKhU/yAtX2Y3EBJOSPwm/sjQ+4hP5mIIkEcM3oo36IwCjTUg3MBxj7+18vmVqxb5dG5Y+Ek75TyNerz30tMrJo8M1dKWuGnLlj/2JhlQMjNnjcI+4X1xsuXU2Gc4NOKA1dNVjB9o30LwP/GGv8rVngy565d/K9in3h2WC8f1618byKfATwHfYV1OuRLI9/zPwb7Tysw2jHsiWcuyuVqG4CCFfqWltb/P8gAuEODHgRY9Ya4YGy31iL+z4fiFU29k+fYEFx2m2AE7IxOcJjw1M1WmizR42PMcMd5Me3YxzhuYknH+dSU5o/E3XkdaUmYyMgA9uxqqOg9hzgXvW8gcA6JfmHrT4DduYkh4uG/jJ7xPgHHBAvQWQeKcnQNbWy4Tm+MJdrBoOPG7tpmtEQC/JGAfJM1OFnnYOPoCDXmpY1wp+4kcXjb8qhTTmAhgH2deA/rkP0jww7w7Z/wcwB+531GcCdvLWmrayrI73z53sbLji3tfvH0p6NYX31yqxAB8b+O9L+9t9B/8H2B8f7t/m1Pvic8OVla2NWSntrS3d4vIBcqfPIZeu5lOn6Vzm0n2lI9DGsozOelSKQmtRQJXfbx0SJYp5OXID7MwZr+ah94RcCRK+wr2t6JNDjfY3+M/wvveU0a29/x1AJ2KWRkq0Dd1qhgvVojvYoFK01Hot9AAv2eVq0MrXIYI9u0h9M3csW0HnR36IZs6tZ9TqhWQPky7V+4Q+K5A0wLi1wHoA/bxSHvhwmNLJ48dB+xDZq3CvpHzpcNyqvrFpg3Xp44x0/pCnxySp8iFZr4Kv5rMzfmGQxs2nO9oT3OZrTFpzuS6iIKirqaidK+34JVXDuQ02NJraop6srqbW9hMXlAAvWVm1l4mWHFVA/pXl1fnaZCxl/DnZoUz8l3UFw5rWjD0th5djF3mg7xv1ZxlCvv6+24dAXELMg5fv1dnQmCLLX4nY+t3YpnHGy8w7+SZ7e9vzz2DnINjZw8vX89Z7/svnyNDdFkhgLGaci9S96t0zTLykvatBfF7cuSPSPweDDFlON1A/AnNmjV0QL8pgX5GWFTQskPAvsQ1ixYZ0BceHDj9HQy8GRx65dKRsVl6yef1TazHmXdpoJHhIk26ytGmeF9cX96n/XXh7LBcLQGmTy98WgLQFOHjZu9btd9brrFPQR+HXYBdL/R9x369w4fPbja6OjTp+1n6PknqJ/oFTlJIraqLVJrHwIGDgH17nTm7ovcmAPrIN9DzGB2Ns4YZOhHkmJpd8jfRkimCkdcSzcOvmVU7JlcyNc9mM2ZmT2aVE6+hZoc12u2JNKVEWfbhAmJLiU9OtmFmTuoq7nhMdH2rtamtd+W3SsZeHDs09nHjI4degiJ5yWoEuhTD32HTChdyOZvXxTADYh8b22yOKMScwtOGd8DsKE7D2A5ahelBGoP4A5ysWUXjtKGdN6WhjDkGo0ONC6/AH4ZdGOyBfHNw6X3zXHrB5YsFLZUX08qaW7oqj35x7z8qLg34DI2U9Y/suCcbv2sdQbVMMfju++++oaH3aiw8HdlF596uKOoq3KtUzLjxxtjcmTq/IEtp+zIZluiBsy0hWbE+qJkTIuny2EdZMxTNkSIpV9mrjmrH3t/P0uVEvdtbPOl4HsJc+APs8/clNRukTwHf0MG0XrDtArktosAD+1YxYgJ/veD3hKiaxc4G7FPFvEQ/rvxmQuSCb+gL0gAouKc534Yr5HxXOPDCvwZF3w3hfR0iczl1CgqXUajkHTcO+Xui7puvad9IQVIt8ZtIXxu/arGVBvJRRCiXZCAfUXsUG31Rp3Ro4euHdm84fTnbZcotj0GOWnVquqMhJdVtTq05UJPT0FCcXoADx14Qv8Yj6Y3p2Q6vhQIX0SlwW4OiSoIfD7u4p1vI+oh+cLThVRLJ3V2wtV3ez6XmA9j3pKJ9xD5+Vnhy8IsLexHP6FtYGR0rtyK15bmd1udQUgQzGxZ6Z/5+5n30t8HewYkXTt6b33/3f8kNy51WW/nJ6J3/OSEoSKcYANhw5V3DIHcQvx8feg13h8K/AIxyAwb2G9xPPs+TfEF5I98l9j2DoA4ZeYF94cOXE00E++Tau2mzPOYZvA8Lv3krKXExEkZ7Tx3XiX3a1vHAslF+jkrKf+YZfSx7VYBPcG/9baKeHnaNC4eedW/6dnxi6OgTZOCbeDfN++n6PsmvkVobrAAE9IKkvUg9hd4bOvjfC+uyU7azts8NSQtWai6zJQqLPtcxcDir2ZEbWQ5nmD1Shl4oXsyCfR7MZKAl0VDFe9151cWZ3nITcdCKBX2CxZFd3LAPPhBncQTuIC6E2Fe1QuCymru+hau1xm+Nr6N3CNOb5wwX0QnxaMwYLXIZskAWUnLvQGkRXB0geSzmzXVA4ZKE+4fZJI1tUQ4b9S5Md+HKz6a6KbHkI9o52UxJbWAU02Cc1VG485bUBo8G5I2ZqImfHnj5GE/iN/HNI41Fta0HOkvam0vOtTQFHT1x47OK7iBi36VSbP9ugfh9ce/WgFlvg/h9id6OL//y6ZdX68tKsqpT0k80Zmfn1BXqjGYPc0tVeIF+GJ0deuwVrZ9HkqzM0Qiv8kiSH/7M8VrjYGliT9vB2ClMaFbET0r3JIZFqXR+5M5rfHtv4HvC+hT0AT5ioaHjvLiCpgua1RZImISgnwY/I77vCcPPRtrHpjWC3w5BwJlvzGSiysyZ440H77aAvt3Y8wnuMbIAoX3APtK+oxh4qU/ZsWesQB8/u5PVlVdPvIh+mS/t5FrePG20LKZxmhkK37kKLRXkWyDKwYUbFu4+BPAD9p0/mhJfHrHThtpUc0qq3RMVVeeJT00vymmo60oj9mXVMVgRgbKp1VjpeWDj9dC4W8cPtHYgxVn0fdTqo+XFTPDrMXmdVQS/1sunpkHNc6Hvs8pH+/qLnUH2fYsE++42uVE4FA0VM9omEVy6E5s/SPj+/v5vgX2oqby1fj0tHdf/+v0lbvmOHXPadkLjsrNSN3RM0Os+jrwr1778MobeH7v08iepbl75FshuPhUxjdYZHZQX5Icz78qMjBeX4YtkRghBOjAQApdNGRDNceeXqLZ9ivfN29Sb3PxLyvsMTieuDjXyIsrgIezzcUPE+YUtfOIZMUNi0D2uWZ5megbnOyyMzwd8eFAqq3xs9BH3CTJI1AMvfqc/ed+nl3ycllRnkbA+gT7kGfm/t/Xf/+sFe/YuWx06dTLtTkCf1Z5gdVgcufExwD8kBETs4kEBHATLwEjMwBwO3JkJSEtGrimSXizWTHeK3WKPcfmwL9JanYPKNrvHkZJiz3M5PZ7i7M7HOeH2OfQqV9t0sfSuEuxbZGAfVt+K9wn8hYUd4tSbE4O6DtRTyo0XgMBRN8ZpFitbvI0eD8E+bvwIduwTN2FZ5mJmlX7gHzH/BceOupLaB3xseD9yyUghfjL2jgx9Mz21rSm9oKS7oPNiS1onFCxfVFytBwR+ceLqxQlBR68OAvH74ouOCYPfRj/EPV47/vLpp+d45bXnpKW2FKU6s/RxV+35PDqzIF+cHeqHdUmbVJULAXRLbL2qa6PFIJq6iahqb9vB/bNnSAaZaplk/J6qGaI++2Hs8yUYqFZ6IJ+MjYMHz5gF1jdV0T4SJ5A6hXzj8DaqD/g90zeuXmEfatFo5d1G3Nsxs/dh5I8q5LsijO+GIB/i6elD6yDrI/SxrAOtvKM48Y5C3flkyTFQYuapOp1qmn4MJ/RNAmPlaUZaLUEIGY2F37i02y9kh9wThw4hZuFC867c8p0RMagTjE+xJ1sdyclmfI7THHX24rTsHmQW/FsTdibNxdj3Eftw4BVreh2TI1ScC8+/2PY18Nph8tpRX45TB3YNsPS2nobmetoD2CdHXp53/Qh96s67aMhxPK+/vvTraCqcgXfINDi2M5ebP9R2vP8+Ag4gfTl7eP1ZWjq+/+7PzDiF9+MYvqpzP+57xQ3yYz/G7+Dyl6EXl94fJ36+3iLKnwaOmKSyaCcF6qS8oACceVeuzUicEy5HjmHYeo0G00sk79Mrvwzu+5TIOVHTvsSMxJW/W9Kr3WNgvVL3AfsMS1ufW4eQw2GjJ46d/oQ+bBhQxxVf746P0HfdB3zEvbtIAOZPAdSdfaCcUo+8wvvm/XTed6q/lBDqtjap7ZigSivV7PQ/t+7/rzpXWlrDXqyc7Lk4CUQSvyJNEbkxpmh8Q20OjDiMtYLGBeplE9sqo9HgwVk3GVMweGCe0+HxeHMZ+RftckVHA/viU8wJVpfFu2uXN8te1bC3pxm0byFn3oV65pWqtjXT9bEDDxw7xGQ8XIgfFn6jtMwFu3iAX1NxMalbLogdw/xcDKZHDS+6i3jPQGdRTIQceSOYywzwkwMHwdJG8gfuhL0f0p2L1aOtDIF4RnaBj/Zp5ofvjAl5s6atLb2mqySlqKmzsb2wpLniixMn2is/g4K54oOSytKrR68hsu+Lq5/hDvzpp3/5G8jfX/6C7CRm+GW57VUpOV5kfKHcBEkGuPqKmTdPBTSLnC9P9VVKbDo1z5Lsgssjm/Ii/0nZTKksisbo7nR0f3zqKSzAhkkAoy4aEvTDBSs8/EHsU3YOfRIeqAdezo2Dt86evfEpTLzbNPRtIK6NGicPoX74o1bn3oW9JW2McOFRYRu53zZyPQFAtu7OHCsJfORxGvleF+i7QuiDFFBoH4KmOO+ylBz5e+PxecW+T6BP1n1TH8A+Xoz5Nns0q/MgyOkH6IN7buPsaRsxq9PqwfJgpEgT+14/xN/fitNHU2DjiUhCxpDD5rZEJbnzEqKKi9OT6tz4o6vLqqt7oa2pq6cBsWQU41Pi0iB1q566BIsKs6oj9EmQAV0d6HIG/uHW4QXva31z8cPYt4yBzZSREPuUxsUvfMg6THNf3730L2Z6NZDCfBLJ4sdE2Hxs+98Bftj83Tq7frlB+5BpunP7GTS47SxvmNA3ozkoEEaKpyXYjpfeOf9o6O3FPsDaJKkr5WOYVv0FhT8G6piRkTid/EdFrcRh1s3oC33GmTdjnt738dax8t24PspmnDoE+65LYv2SRb3rPmWoCwgMHj1m5ordivHJFbcP5eNp1xh2JaL/pgDfdeLe7a92Iznt5ZUa97Zs2WxgX+LKTRkG7fvJ+76DqpV8ki5rM4p68TZBAnzfi/3430wpu0x7UUSOrFKzm0JmECaAjMtsyzU5cqMTol3i70Yqn9maC+CDuNmSgLBkE269ZnskdyX2THfMb3MtydEO5shbLNaIJLPH5DTb47Or6jzZxd3dF9+dHiZX3oULtaF3da/MRYjfo1j4DTOuHYJ9o8IMnct0GHurixHYHINvMTK5Ogh2uSa3VYqJwE/J/yhwwUMCXpxwtTloTrZVA/z4EftCmH3j4Wkrbqsl9oUamVWEPoV8cu0YOXF4cEdzSVpRZ2Vhanrz5cbmwpK2E19UnGuuPPopsK+2pL6yo4IW3i++qOgIutj66V9YDvblX3BNbP0ANQC4c+RlYtjFawn8LSLsE3Mv0uu1iVdhoC+/SiVYZUqcBLCPXkJVHWZiZjVC6+tP7dkxe7SEz/r1Z+Q8FreK+eHRt6+jt45cQd/AXuibFUvoA2fbxnz6hYr2jeLhYew44pEh9RPqJ0WVuxXvE40L0I8aPwV7+DB221h5EPd4eNi9m5s+A/no/T2P4JV3IW2RzAE06w4m9o0dAmmLjLyTxdQB6AsdQz+IgX3IsZptQB9ZH4jqYvjdNjIOevyj4r+TV1HyvkNPHMJvb2l9c3y5yRZhYneg2xyR5shMxq0iLccDgtcA7LPsLUSOQR2wz8usvrq2f2towHGpgZkGPPCit6hBGotUjIsZfR34+rH39DQ1dTW3vsnkhgewT5y8VJH0VxYKIkDw5HV4fsPkcynSZEWWgYlxzbmo77BC3/I+Th1AwVt60Y8MA24EIb4/Y7PBBFfZJ59+wiMy8j4juXZrX3467McXfn0TnCWauFfOIcMooFFh36aMpwMZ2iFHGWDfpoxEte/Dgk/uvIJ9mzJ8t46MPhIXCbAyunk3G5Y2PwkwkGtIYGCIiiXY/dVxA/qOG4Pu8uV95HxfX1eCFiF8h9ffXrd7w7Yxw0eOWviikVua2Ev7EjOMZd+mn4F9j6hS8oFGSa/ifcL5+Fe/xR83JOW484F7uGfAdoVzhskCnQv4nhUXhNzcZNRTorzPFZ3A5E8AH9W3sLbh60x1vIjaz+ONrwH24QswCjQxwe6KsnvscNJa04q8ec60rqbXHscXrJLQTu+NsdICP2F+PHYESpqmEDG98CP1o8gP546qYsAbbb0uVzngj/1FNHUA8mxyweWNV7p78feo4YXemVH3WJgR9ZgEQ64orI/Yt0yPu8s06dMDr4K+0NGB9dA1d7a1XUxvac8+dxHm3LcrKlq6gzo+rThxor7yUu3Bq/WnPj2BQbi9Nqj27SNEPyF+jZh6K0uQUE87R6YFy1CPmV28svmTCnKLmnJF3LJPJM5i7rWIpnkfq2IZvOUyRUt3mJeFiT11bYCPxbP14pYBpPjk+fmpV/qAvj1t2sCm3w0Y6KN9s2ZtnY1W8B3zlblIl69xAqXQmPinmPZ0WUwYjw1y65DcUqIfDx6ML1WwJwXh6MkFlELQpxV9jGo5TwPI+UNy2JUTB0gf3BFTps2nrG+cmEkU9hH6QkMl63kmS9kE+GaETMHAi4m331BAH86/T40B9D3FG69UCG8Q3scHh4kFk08dTUnChSs6gRn09phd8ZEJJoc3AlXRqNXy7PVY6rJegLjF67BLy3RdXVudeoD4NfDQCxBM4JmXrS6WBsqagZ3I8AHv62oG9o35IfYFaOzDLCm8L3gssO/ru9/d/PJ/uR3oJjIhxq/85Jmd0SwswgPa5stnz8rKC2HNf0a4Fbbptu1n8MX8+0f6hNNPmOBHQR1GXsg8IHNZQ2vH/xv7Aoh8NK8yoCnQp3KJe/zllRmYeVcxnFepPJYB5bjvE1/HPCGAMvGSX2nah8H3j4+F9+F9EmC1WfG+XluHCHyGzZg/f5v4NdSkqx/H+9x0Iegxrhs3NfDdv39794aZY0LCX3ptGbQ8z67doty7vSNvohh5Ne37GdjH4P+g/qJr0dA3wUA+/MB7+z/+kx3Fa+wtMCfTn2a2w6qGel7smXBPQJoBhc708+IKbLdSdguBSwLCrSLd2OiJpReNbh5XxBkXXCEQ4MXsNCfbbcA+kEe3JSW9Os+ekt3csXT66jDqmhdON8IMIP5GmsEaCfELkxgrjX3DtcpllAzDgn1hkl+PQRxzhGTXI60e3ze5nRJIb+JMGy8VRpT4oakN820UpcEufeuNktRn1O1W4cybVNWGIFDffVeTPmPmBfQND/Y71VxTVZba1ZZeca6ouQS8rwJ5pIWVBz89caLiYGVrR1BHfWnFkav7z524XAJE/PQIwQ8rv/Tsiwhv7szpkjbyfJ4zMvWJV985LDq/QB5SUImPMPRS2oI7OzOs8EdqZT0lpOJ4AlY7GtraTgH7pkGqIMOW7PzQR03sw+z7APb5YkoH9pl4Fe/bqnifMlYa0Ddu7qNziX3jxvnuHXqhpqkhUvgW+OBv29ht7AUfO1OhH4BPkE/G3V7SB4Ak8r2rkE+saJDeDpoyDQrAcaMk03mID/qAd0wspcgFpw5BvuBhBvbNxnpyh1YR0iw8VhE/9fs7RP63YMjYPTfad6GXGV93vIs7k+Lxpeo1212M4PVaIGf2oB2ezI+yPmz16va+wODSZIKfh8lVeNnBElCIn0ndOpCEQY1LV3Nzc8cOrCEfwD595FW8z5h5xxH74O2++U2kObf81zsxaEDjwgjTk0Q/lPb+j8OYeLH1+uvf7sHv+ysqXuD+tdZrRbOBaRh5Vz2ts9yBfTh2+E34f4KfOL1FBUBYMlJC/Za9C+K4NmPLuEB158BoPJIUb16GHnozlK9DGKCP920C9kHi4mc0SSpXhzoGv+iTuOAXmzLbIHy3j39r8L3l8sF31BWoV5TvpgK+u/dvv/XLQ9teiqVL6fTR18ZPf2atsexL7IU+MXSQ9c376VkGxL4J0tBg3Hd9C78g/vh7++v/9J8NkLLb63DltfPeBRMvrhZmGw5QdhMDm9no4vbAVC+N5fRZZeIfMM4PZxH4PTwYeS2ueBuettAEYg61J5udEQ4oXGLsmS7sl93e1JaOxxaoWXfh0+rMq7UuxL8wnd0cGixROIyyGo5L72RN++TewRjTnKRjNhZolEtzGy8edpMYN6IIb5T+sZjIJlXmAn6M/CP4OSS1GTEukDxXId80p1qwr8+qT6BP7frmTBwD6Ov/9pGauqYDOHc0thRnZb1Q2dZyrgJrv6NfnGg8V1t56VxtSWfl25+e+KCzpaKzsqSD9Wx/keD6guJCppdWocMkq1DjneHpzfOhoFA9bPUgZSYM0scLmYtFMuuFAYKGA/+QAMME1b0XD54ieZotaqVJVCqB/KkhB5PvD3lfL/TxyMs7B7SvWznz+ngfl31hQvvmqluF7Pw0+q0W/CPpk5IiiSFV4IdRd5sP+cDNBfle9yEfSB8zTjHuImUU2HdekC92luRcAfvA+8ZJfMIKwb4xCvumDZdQGZ55Degj9iEFH/4NHIAV+D3FbBcJG5wuh96FgtJhQ8bOpL453hWZQOQyI7IbvktG8LmZQw7yR+JXuHcvTR3IWAPL2yuZzfskxk+iW9x6C4iXfhMDrBr4nHB0eaubu5rf3YH46B9gn5/ISHqxL/jR3ccF++D0tttM0WglL0ewwXM7z2Da3b4diz9MvMuF9v31b/9ZTvlzbnmuA1eRWlnE90KaXHnX0tkg2PekYN+EhyNMfTIX2feNEOiDjG1SYLABXC8B+zLWrsStI1ywD+/GsZbDoH19ZX69vo55iStfnhvQB/v0qUNJXOYyiC9gGPzgKoBvHQwbasZVyLf8AcK33nfXxdvXd7Hiu3/n/EcoKn393Y7Og6V+k2JrZzz26tqHJt53DOhTtO/nYl8l8wx6wc8YfCcEvbf/kxv19Z2I7KHWPVPpXOK9FiuYFWJbImHqcGCwxOshpGbQPWMrgjg/hviZyfns3A8DFoF9Nmc0j8FWFAXhBuKKj6pLcOZE1dlziiFQSym6LNi32mB++s4rKVbi/Vslzg6JKpGyShl6jamX1gO09WbnoH4SkfPOcuAZ/WuYqdlGjio3qlio94tyWEXO7GKRB/DORTcbiWJUjMp/AfzFROSw8HaiikBepq8cI41d30hAX2D/oIqalLLimrKcgpb0uhJ3IbCv4lxrycVzFcC+D0qutnRWNlR2nDhSX9ncAqb3AaZeViPy25H2i5VlWON57GylJNZJXVG+iq3Se768fL31S6aqTwTNyXIIsbAcBZsENfsyebW62l1We/DgQeSW4NY7TN07ULrhL0Vrk5BF+hD2Kdo3iYoHxftI+2YB+mI3bsSlg9hHx+10kbeMe3SuvIH6jVVSF23xkLuUD/w2aOq3TYHfWLECC+cT6DMeh84T+ujsAPQxvGWPIN9g5kBBrDKGLVT4j4C8Kd6HgXeahPdw6BVpM11swRI3OUCwj+kIAEUBP57AxiJff4FiphsUdR0yeeaO+vZd2x2R3Ndh+IiK8jBtw0zLJWCNtQqevVlZxDsPZZVu5tXn8V2dwj2p6E1QzZUNUtPbIxq/ashcwPsoPHwA+5S+BU8f0TYHKN4H7INP4fvvvrt+9zLuhZSw5J58To28UDofu7SeqmbSvu/v/bocCtVyHKdtjp0f+/d/pO/IixyDVatfXqu8DWvl0PsPeZ+y7mLsJrAB+AImGdgH6eFLcubNWLkkPDhYY19Y4iZN9+at19i3WUBQBH6Jm9SZlyku/VVevTrzMrP5Om0da1hQOWw2Xj7Vhu/b498aKj6D7C3vO+saht2bLHT99jZCu1E3sGf+jj37O+rbLh48WFo5afQhobgcezXxE9qnkI+079m3f/q+7xE5d/RX1G9CL/gJ/AH7Pvn8k/o/AcUo+sykXSPeGon4J15JnZE22NqYJQJHLIKcbdHsVeaJN9INXy8UUYBCN3AzLxIl4LiFmGw2GG0jk025xVUWd1RRmtmdk233RlWlftZbTrlazhxC/MIE+daomt65E0OGGcRvNHPrNfZh6F1AjV9TTkoS8kslzMrLgy4reYlowD6bED4cfOH5zWVrG7bVMaL1UxkGmHZp6BD0g6+j5+KyONbdcuk3cY4ycqh5lwNvSKBfUGVRe2F3TQvEzY1phfnukoa2rpaW7sqmE8C+1pIPrrY0l7RhDj7R+HFtS1FKSVBtezoacgh9eLR0lpWgpMnhsGdpvtfL/OSwm5yZrLR9/BEV2cc0bEaX7suMZHAVlg4JyTBVM4SBro7S2sUsrZgh4WMiXzXAz+9B7DNIH5Rx9EQo6BtK6Nu6FdAnZ94Vysy2YIGGvvEK/HqJH9FPUM8HfSuMwRf3XkDf5D7T7ld61L2ygVUcxFV2qDGs+cIpCd+bJX0eECnPxqlj6ailk5dOVts+IXqqmXma2NgU9A0SYZ+oEqeMZiKgFr+EThPiN9kAP/ktEkTHT93fkbLLhi9GE3UHVlMyw4XsfD3H4ZbOcjg4CH7Ib0FRgEcMHXmceZlehUgirP0iIxvq5E26OkwmoB/0odXAvjepO/wh9lEoxqRQCQ7og303r9+91xXJmAJce3eWs70D0Hdy+9nD6tCBbd/+53JtfM2OKIdNc+iI/or46X42v7i5YU+r4+eWlS8b2Pcw+k3wRVlBXSeV2xS+BwTA6h2otCeBSz9cufZ5EL9lXPcNE2nz0xC4YOQVojdPbh2CfWLvnWfMvExxMbo60Es+N4zYdx0/8flnwsaPGT512wq94RPQO65Ouct9Kj7DtHb468MG8FHOcv/2lT2LBw2K3Thr0NB+/oNPnf64tq3+VOnAwZ9cQ7bPa4+//APoI/aB9j3z9s/ifbLf81d2qL5rP3//Afs/+vzzzz+q766ru9jd1NzgpqXRlAT/PFQuEVjGQvSC/HqsQXj9NSVIuyjzmy3WhEgnrqwYfR3opTS7YpB9FWmCKjDCmpBstSWB7kVkp3gt1dled05OCot5hU+IuNlw9Iq6eTpn3lGrsPDjsUM2fnR3yLFDox/t9o9D35wTBVsbPWo06iKjz8R1X3xSDBDRSSaIV1OH+NaE+EXEyzIQvA93kShbtaQYMLkUI++S0N4zxxzhfHNk44eBN2SYX1BQaUFXWfErl7vTW+Do9WY1dZd0t2QXlpw7cqIChUQfVDQ2l5RV1p6oONJe2Zza2FlWWdaVfoToB96Xnt5cWt/R3NaUk+PNs6CtKc8gf4Vq2M1jMRuIHZh2JtuK8jjh4iko2z4MvxYKjRgGxjMvYkXySypHDMKZFgwqRHcsy7VXOnZx9jj1kL6PagdC37ARgzTrGzxr8NbYrbFc95H4MRQUYydp39w5c+fMkYXfo2PHaY2zbBmkZwi0Dh/5XqjfCnhoCX9q0ycxlF+B9An6fQ7k23BeIZ+CPtG1zNLtvSP6jRgK7FtK5FsKhcsQte5T2IdP+DRJbp4t2KdShvBbh+YJkTPzRxrCP3XtkFxUHjwIfZidZ84fM/tU165dNiQOmbkqMOGPEEpJwT7wvnxiXx1eZ+rI9vLo4vUk8yMwkHFEOAY3JDTIX2azRj8Y2Xt6enBfKwb2zXwI+5TAhc8gP4V8eITP3HBcRt6bKCH6JVZFyP4tj2ZTUS7vHGduHdba3r9+f/8D7AIjcpNwjnM5ocANegDRAnFY/d1a3c+49uV/yPv00IurK0da2ktUkuowfahQZ14QvzjIJ/CNStBnEkXZTB63eZ6RXJ8oTNB35tVlHUYv+XDlaAPvA/ZNH8KDPgddbVZb30fDrBjfWZ9f964BfHcP3//29u3Pd4wY2A9fDQOBSP4bN8YenHWq/uPF+y9g7qyvP3Vw8SGUJgn0JW7yLftI+1b/x8+482ohs975+SttrL/yBvRbTOz7/KNTpw6+9NLBbmw5TG6bDaMt/LEmk/APzLFWq5miZtR44PDBDgkMwZHJZjSXwzyBkRcU0JnrQuiVC3eGGFRUWF0YdS3x2dkRZmdOlbs4NZuRzWFkewsXCvXTc5Vx62VhEdTN4TCtKqMW+7LHGk9FVh0iyQ9NMxE2xhnEkOOxuNdqk2gDAB6wj4a2CIIfKJ7oYKBlxvkD8OdyUPNcVQVVM1PrQfuWLJuoElw04dPvMfCGhgybVFk5Ibags60mvbCroKXgYl1PWdfF7qLUrpLKVgTztZdVVl5tScFJoxTVbC0XCzENN5WVlHUzIJi070jBuaOfXoDHA8+9avo78g1Dm6Z/eTrGivDHzja6ei1y6bCIwmUf4l4wrJsS6iLB+5jex3aXQVMGz5oRPIXxu6phnss+Yp//Q9g3aYAmfYMkTF5J+2ZtnRVL4qewTx6YWsexJ5dNuT7eZ6BfWNgC1bMm2EfgU11tKyRCYKzYaX2qlk+ufPI5OojwYyqk/kMVsLxfnThA4IhkI6bETp0J4Ft6Hr/85FEK+3DXZQLhjNHULk9TvI+iZvXbp+BzNFeBtPeqybgP8dsggdKEvmmza7uT0rZj4UxnrlJfRcoWj1scvLQA5OryBfny6jIlvwUfpKPNA1sHpV0NySB9tHXYWWDZwHJyBGajprL5zZkPz7zq0sHnlfgqBPuGzSTv+w6GfGDf8h7e/Y4dQ4gBo+rLd+Zeur/eoH3f//u/HLOdgTkdyUSu/xwRPMxfr/tkq9c/GLfPl/tg36of5X0PYR++JhB1oY4Q4eoCskjJ+9aujZM6QvmjfJE33Yy++j4JqwfQGFZexPe9JUkGOsAqPHSunHnJ+zLWPSGRy757Lr8pzid6luXrhdsaUj6Fe3ehZ7l9+85Xn7+xcdCAobFD/YV79fvN1jeuXPvwkzvXPjn98cGDtbUf1IYM2aJY30O0b83Pwb6gXvRTAQbqnaS4DFXYB8nq+JFzXroIlw8IEzYevJpGo3/DAeSDSA33UpA6dH2bYOfANioy2sUoP5yHIfWz4QiM0nA4OiJZCR7vgko6CtjniU9LTTF5q7KdjuzmNx8L660p8tE+HWigXW1zceyAPkm35Y58tC/xw09ilhWwD/+JXBexj5KWKMr5VGEbyR1T66l+oblDZt0Iqe9g1QeHY+pbQPuqoHCJk7yYib4DhzrzYuAF9/SrDJpwsLm7KK2wJLsIMX7ZZd2dyOPLAf263FjR0lpWWVpxoqipsnISsK+grbIVc/HekrKS5j8o8INvvvHtI/W/TwLoIUOwAepmJfEzMDBfVVLqYy/LOrjrYw080C8SC1XWd8BYjZxYrNyrPYUlYHkDET/FMBM1vwTyGOCnTBwP8r4BkzTyDRukI5Xp55jBbR/3fVi4aPAjeXtUenLnjCfxUzIXAT/9irNBda1NV7xPDb2TZekner7eyy6QDweOFZLggoh6VU60R193+6maLMiUY3c8SuRbunSFD/uAdgwVJvZJW9EM4X0QNQPqVcYuxO4Yh0X8YmCfgJ8MvKR946fiXxt8sGl7Sq4UrVGJha5AE6de9gi6aRLERmdvPkXM+ItYiD955FYxpJ4DL4vgFe/zYp9stavB18nkZmLfzH+Iff11cgBuHdt2f3v9pqJ96493WBJMVudJq2P7+2fOIMvg7/eBCps17Ssxx0ds326L+G18eVNpSPADZ9wJfsgx4Mir2nog8IOV4sd5n/K1wVQxTAn8VKpeoDH0Lnt87cq1L2YkvrhI2TrwV2gGM/sUrKxXAabq1mFgH30dK5lk0Kebd9xqdebdnCGmjdvrH3gs7/PxbN+kAgqYEU6wfvlb63ZfuXP7q88//w385UH+IjP277f1KbTg3Lh16VY9kO8DlBuWlk4a/0v468BKfaxPaN+Tn/1kbbMP+0TmN0l/HY4QByBkXxvfIPbNnDmSzsqXLrY1YHuHHNCY7QgvhWUC3N8qwZ/QNzuxfZIsA0xnpmgPbQcIt8ddAxEIURHlEMNEOmKiilMQ9QLAi0B/WnEOcM9RXFyVA9q3ZrXKMFjYR+EX5isp52OcWvjJxi80tA/vAwfBT4O3A1XleDXNtVHYjEsGRt8kfnRxx2cj0cPuL5eHDcy49MHmMqUeCfbs8QDo4RGfk52Dpu84gJ9ifcrDpmjfRDRlhouNO6i2LbugrqShqCW9ram5DRq/4uzMkpKSpsZzRT0llQdPVLSQ/l06UdHYWdmWmpreVAhFczuCko58KlGZWA6WvVBSmEeK4c7SNw+hfDS06dWfR6CPjM+SkMf4Ut55sV0As4axFyo/Zvc5HPllWEAGMblqBINYpGdKvtqlbRnhFAcf6OeVz+8gjXyo0OUD0r7ZPHVsXAziR2vGNgE+3HjpXpZ937hxD4Ff2BBVtdbnvVK6COWjfe0rBXyCfCKY3i3Q9+EFPe8q0if+DGYSzBDsG7L0fNjSIZLdN1WY3gy4TWeA09HJNnuGjLwCfVME/Kj3ZE8vNc9yETHAT/aVkwl9LDAfWvqxa/t2JjWaaEKyeDCx4D7HeDUeO3jfrcvPYmgpII9Jihx462hOigTo4dbE/kF8ly/vLpeX1K+HjR1Vxc2nf4h9jJuSp1V/IzCqf8i2dd/e/Ct4H2nfunebEiKhp3flRvDOkfv+rfW+bd93v3khd/v23O22lNSo3NrguEXBOqhlQm+OwVpD77vSwL4f5X0qzUW9GA7TUfJUHArxW4IUF9o6nl0UHKz7KScun0dPW4auqDSyrOZl9Ga4rMyQsg5fSkH4xCFPZAC1Nx/2iZZ7VXzLDeOGceA9e9jgfGi0OXx//fJXX319ddiGO3fufP75G/3EVxY0GLmPe3ZMmX3+4MHX6rvbLqI0qLQSbAMlc6OAvVrYp/UtoH1zfw72iYVXrn/y3CkdLI1FI1Rm/caPPv+KtI8JJiNfeqmtrcdudkCUbLJAHwx7r8kFiRw8sQ5YeS2Q0cHSy8EMpl3W9zKtz+mA3iU+3mrhz4mproqAQsZblRIf4wbq5UAl7cjJ6ZJyyjWK9ulDry/HSsdYrfJhn9L4jZRjh0I/lTCH3iJgm8Y+ZlMBnSOkcpzjLn4Q5wxUe/AeQpWfijsg9gH8omxJhEFsHrO7cOSNkypygT7DxjaSQcGjgyWBvH9QaWtRd3dhSiNyrNIvtqe3tmf3FALekiB1hs754rmWltbCEkT7NbakZZUUp7ak9ZSVVF5sNFZ+jY3ZdXB3ILKUoor8Qp+4z9fQxo4O5NSznEgiqyzJ+dD4QdwCISV4Na1tXPrBwIKRd9gklTnGl65humQPcXZTdNd8X95H3BM9ierQ0I+Ns0n6hPgtVuAnTlz4aedi3p07VwUpjxNbr35wJ7diiAaZBSvkje8YHUXk++pKH+TbNnOyAX13PjTm3SmK8w0YoCdwYN9LS88D/JaqDJeRWtOC+sQZw2fTy0boG0bahyvHFBW4GU7s062Vw6eFTlXET4WuAvp4Kyb0DRrwwZ9itu/CJx03Ocjxk+1c2FiZIGa2yJALrNPEjxk63DYwsk/uwQQ/rnI4+kbaKYn3Msuqp4eNHZdPgyjPf4j3kfY90hf7/GavkHXfTcG+ZxceNSdE70T1Q0Q5tGK88crpk7F9tyv/afv2iDMRESm7ojoD4nqxz4gt7V33ceYl9gX8A94n//kAGnUDFfbh2sG5SQIFKXF5PoM5LiFSTRkcEj4nUbO8B2Ze2fZtNtZ9iVt+N0f3X+IXCQ6dvHDdcqL2en3QPa5xbvn65Q9qWvSFA3kOGPuvY9I9vm43FEiQcGy488knb/ymnzLV9huMtoPYWghcSiuD/EprP/gA4FdSCZgaMDB41MrE53tvvIr2zfkZ2BeklHyCfINn1aKSt3RWqX7UDo4V7Js/FRPvS/zrYp23mmgGfR+Ucbl47iG1HrdVK3L5AIcus1kSraIjGXaGF1a3G6nxFntSEny/TgT4xOTg6AHsy4mPdzvTMPk60QnZfvTxx4T3KYWfHnWND3hHcreKufV9sE9ELgbvA/qR+HURxijfs1HBDCebizI+wT4OuZx649W5g+4OpfnDWRfDbgSy6qWiEoeOWo68CvpE1jJeX3iRlim+CQSiTThV09z1+05s+8pa2y+2FLWfS9tb1lBXllLUUoUjR2fjiZbsnpKS37c0tqRkldVlC/iVlTT0pNQcOXLi08YjLUU54BlAS9Ye5+noPqOgSOU1S4xLslx3LaqYN5mCF9JAioUisWSwQmdRXXexdJhEV/kbzF2wL2QGJtmhIx7WNgP5iIpMuyPyIVR5tphhBfnQdQvw09RPB7AQ+MZrebPifWM1+o2VbFAeRfo8NujAgjt9p13lEN7NVd+Nd5WemZI+wb0B9JaQyg2asXj8S0sx9C7VAhcsVyllBvgBpIer6g9F+3jhZbmYtCpCTKYaLNU1WJrPWYJJiaCwvuEzOCZXfuxM2pWCmhazHTFraJBhYiOxjzI/1cyxD+CHoiLcOZCrk0ziVwfE64k2N/ClhltssEAza4oQWw+dH7TN+Nol9j3I+9TIa4CP7PsCpm1ADj2hD0/740888cejkSaUr8UfY6DB+28JMqwX2vc/y3Zuj4jPPbM9fruzFGnvo0Mm6QQXfvNbpNZ9icrsoHjfj4UZGBI/nCOUtFnbbAOhvuPMKmUdzz+fkfgEMqwWCfNbNHdLog6s70P61MpPkT5s21b+8t04tcMMCB49FVoW337veF+3muz3lj+UysdMlusCfMeP794wFsU3KG5bE3Z+z46hg/sBhPB79veXGRRmiwn+k4CGmHVLK0sJffhHA0Oe2LRJz+QgfrLte3LJT8W+U4aYD9A3dFZsbe3i2lqFfJWqsHLrfm77pk6F0mPk+JfmzHntYk9xlRV6P1wyTDZXjCvaZjMhDA+jWCRLy83s7ogkELI51kp6yPyflPhIE4IFoq0xxQhMTsAsGh/hdmanZXsdKWkp2PYprFPxVQt9825YWG+K3yrGGQSrwncOOsA+/STkrYOnXqS5FOfEw9mBWQLyFSTOIHYGwj5Im3PFv+uKUsY2apmZ9yKKmOooZFZRAc07R3aOFyybVRcUt6iYZk37cOGli1SphSfUZ7e216am1jS1FbQ1NWanFRUX7s2xFWanpVaXFZa0t2DYrcJ941xLYxcAric1LdudlV8GqCsqwL23oh1hccXVezkIg+rtU5W8yrkrKQYqr9nDMwdAMIH6Mh45MAEzvA9/B/CLxicA63Z7YS1+WwOVJqm/oF+gpDYDMAh+gMK+WQZDFeETPJltpKJslLfF09CtNga3XoTDMy2PocnjSfm0r0NBH8TH4u815MuT5bixgiiobbtX7jCm6o5YOD56g97ebSqnHtD3rtx3Ty3W0Kf11TL0auwbsnTBY7jyipU3VBAPmDeanR+EQcUV2XM+XIInwwX7po4x4qFh7RgvmdNKJkML8GyBvgH+tU3xSSlJ+KLAec6cnMCKQWs0eZ+bwlXpkM6DzoUHXky9yXUG+LF/0ExhoOwK3VQ1q2YXnDr4un0a2D7/3YewT4+8mvfB2Dp19/rr3xnrvieeePWfsR2Ktm1HmoF1+1k18Yq278p7L+Tadv3Wth2L6oP9w7F3Hh04oRfNAvS6Tz/W/kPsUwMkhSjBvG+Ivs9PWS6Cee2QwPoMYN/TzC4l8QtZtEqwT9WSGzo/zfvmJYq6j64OOfPCr/aU2NWO//h672HaR8ZH3OOKT4AvFE3AcUvmsLRyzOAB/gPV+NnfJ7HDzSOokjtTaBIgWJhAWAwa9oTImuf5aN/TaKr7WTOvOHpHDI5dDIFsLehmqR6VBlaWDuiHhR9pH+vJRiriV10dhbwqmxV1EREuipzF2mYi7NmAbk5kt7A/zMzAF7M7JsqN6JZdYHkR4IbRUcURueYEJ/qAYtzenNS0LmdKWmvHY2FGXqmGvjWGl9cAv1Ukd1D4BRrED9inF36jlMplCGP8mhHjR0Mvsc+BfZjNlhsF+y5lLbAg07rL7wALJdOgGL2U+CnVMSJrzsnJzi7uyS+sjdO7PqVlNnZ9gD4MkcoS7hdU35Td2VzUklOYmlaWDXZXnFfWk9ZUUp2W2pOVX3K5peJEeheIXnNLS4q7rCw/J9WNqALOuG1VNelF2T3d2V1tqQA/DMqFBuczNn6ZuqqD1WyeTCmoZAcKWykparagLhkEEDd0t8lV7c0vqwUdnaQN2JJaKsSPVeCxG2cDJUL7PDErpgjsybBLK8RTbH6Ud/wLpG8jYgHGSBmkhMyPV8JmI85grKRZjR2nYqlUWovEV03eNlklFjCf78M7etr96I035utErIUceH3SFqqZR/TFPnYkzV4MicsCML8VMquykg2iFla84dtoIX1s58C/J2W/oYJ9uE7S9IG4A75JsaYifjzWiEJwtEDfQP/Kj5uR7eiiFtVkTmYWJXZ/CVCbmJXUBVo/NEdR4weJi+z7sG9AiIGJIn4IFxoaIhnLQfDj3JBUTPArbj16mnLtDx/APrl0PPIA9s1cd1jTvsO4hz6x9uzbbok+32nCxLved+T97n9+sC8mZteZmJiUpHqcaOOWGdg3wZfhgug+2hx8+z72VP7Yvk8tHAODtaUtwE9j37AQoKBx5tW5zXwsWrMlUU26m419H28fib5Th5S0vfxYeEDwNPHp6gDSXuKnVCyHl/cJIzUkLdS08KgL4FsxeWpwoLS3IdL0yTVzA3jieGSCkaGnP0BMgfeAvIE0XhD7gh4JXqcOHQb0Ydu3bNHRn4l9A0fMojUA2DcLmz7ZkOsMzMFvvDFz5ETD2AXsa6uCjTsqYrvdZU2ywZcGeXq8g6pRbJ9Q3pHrhHwA23ik3OIMYjFHOCNzrda0eHPMdit8v7aklHi7xZUE863dXZyWVl2dXYzovjU+TYtK4fBJ+8KMc8cqiTMIkbpnSbLq5X1KbzskbCmvHTmw8eKUi5HXimu0DRdfFhVx60dRIoRTdLIpH4fs+bgXJAlMAfalVHVfJOtjfNVISSkdabwxvyAE0DcIrwzoxajszm7tTC/IKWkC82tpOZfmxWCbUldSl5ZdmJf1QmpqS2NRQ2FWSXdqapod3M7t9PCGAZ5XVteVjd6wEnt2dlG2IyufP+Szd+Rn9UqcVTm55Pbl5zG7T3ZO0aJpxh+0hegHc2p1fhk4XvAIbUrsA34hGGVZFjR1Zp8n5gkAyWgMkHI6GIOq7/mqCOMp9Q0ICPo3bbjmUAJ+Oslg3DjjjxvflfJwSDvmj4elTKdW0a8hnO/OjTs3AH3nP9qz46mn+kLflQvGqg8wNpTGNMnTVO9GDI0dyZF36YqlbCkaP1Vp9mQdCdo3Q03qhD7aOfDbE+xDgZXcOozCckZdqZolWRlS3jJjygj5b/iXdiZt3xVvdbpw5rCw6E6ymB1WicRxS2oVVn77pJm8TsZgd2RdA16wSfxMMu9iTDaZkWUgg0MV1n05zR3Evj0/xL4+Iy8wMHg+se87PfIufOKtlf/c1IAajvJoW+tyWfYd3nz9+vd/++S935u3x++Kj9+V45zFhKhlocOH9QJbf5+hre+t48dn3kcU8wT2yaF3kkqW4qU3BMgTB+zLwCNxlcI+1rs8vcVXT6kem+cZVR0G+sFG99hUFVBA4Dv8AOwtF/IqB10f3zurNS3qqAvGN3nk6ECjuXLZnLmrHlvW318JW9SKFGxPfaj0KY1VKTFOwNOO+3Z9xL5nIG6MC/8Z2MdfdeCAoYC+UwcPxs4aNELFX2qTR9AgtC9MHaOx7yVgX0NKcVVSTooVEc65ZsBfdNKu7RacPCKx7YPO2YmvFHM0ZPMWLALx3SiTKcaemxbhiMFLLuQxyFA2m13Z2UnFDoib06qLs3HoEP+G3DoML6/RzivYp868LGsbHS4hEaDLcRPpXxo12Uf8whYMeUw2frjkUuOCKFMs+6hkFlkzogqQtGqV1R/0zGLwxaKP+r9iyPrE0eGtw1VJs745xplDFM1i5xgmZ4LSUr/SEZWdB45+VpNdWJhd8PvmlnOpOXll1enFWYVRRVVl3qystNRzjdl5hXllZV2pVcDA/Dw7zbv2zCwAXV1aS0s1YkNy0ltyCIiCferO68lXAhfV2yEGN2bUJ7O1g+u+ZBl2cUeirtJscSBKpDqrlNXSwyYN7Mv8AjX4qSDSP/bFPnUx1Y0+U3t7NYCC0qz2lMKb4XqAfNTQNY81Dh3C+gB9qj4Iv8J4/gK0wvmgj6xPkA+FRYQ+tesT6DsFaQuJZwjPFor46VrgKbGy7oO22YgxYMUb3rjnw5MTV45BeuKdTYY3RrBP1n1Eb9jauO0DFj8qvhLkKci1hBOveJf9/Wu7cM+CAooedGiFsKgBBtKfK65dVrIxtBlDbwLEzh7W8OIj2Ha0fE3jTxwRBhA148phwp41CthXnNN84fwCDL0PYJ+mfZr3iRwkeKSP9wH7pi98a8uW/9HkdcDYtl2kH4c3q21fv38vBEvYlZKSmnOK6X9xENmH+6AtyC+cLUVrxd/qm3nj/gH2qXNHoNr3BerKXj30BizD1jADvo5E9rQp+Fv0rKqlnGfE1CtDW6KR3cdz75ZfvnrooVG379R79h1k0Zw1EFHrmO/KG/6/1+1eMT4u3E83aGrsWxquoU8estnj77uSPNBnZ3lE4dTYDC1r9h15ly0KPPpz9n2YeEuF9tXGDpavE///n7V3jcryzrJ9SxWCcr/fAUFAAFEAQRFU7jcVUFBFFUtPiogiKGgVMZgcQHc1EUbApg3tbntIcMS4tZJuLXd70HRGtRYm6dZNOjFVFu5cTidmJCbprqqRz2fOtf7P875oUnuMeB4QiaZKNPJjrrXmmssp0cpin5hcoPsm7iLiqb4lnZF3+A+XHf7L//aLOHSeUOwinTSMqS6oEhCTFo5cSJzzxS3f7LqD20vzq6vz0/eHJcFth+K4uqW+Oh1Ol8ahekGfNdxwemx/S4qkWLHqDYzEKq2LFL0FxSL85vOTcb3ZbPP0HMWoF2Juv0SY5kPuYZ6xP5n2PvxYDhfvyEJUu/hHzHqH5CgbWjdIHx9uRRCUqD5fe8CLt2bAy4rXSz73vGE0Qjf01su3/3l78/NTL+d1P/2rX7XgvlfL9rbmzsZnzx+rBgJbfoVZx7G0juentl8fGjsWfriesS3tHbtxoK1jd94/vTzZ2dk+2dIYR9Z18mfaeZ9tNye9ktNXI9l9CDKo6e0V7QfJh3KXnb+wpDIeqwT+6jB3QrvPi11/H37Jcig/tYBD8yHIeJkz+3wN94KVWwoux5O4YSsLTdkjg54ysi/GacQL0ad5yoST9X+E/6eFqy8r+hzkW6CnPzz1ELncIqK1RUfLqdg99nN1Oom+qKS/C+wLrNC7vMFWDy+DbT6vBEEfTyrhnNKCRPtQm8o+xtoblEfiZJLU4TELUfEGS7dvjjpWeyZWlR5urE6XQ7txYBnubInZhYG7O+UkFHd6mdoXNyY8PC87vFgixLgD1pjzUxR+YRLkggAr6L6hW29evoy77FceZ9+0mjc+0rCPDFgeW/jGz/ZC+aX9Iiz/txRJS4R9f/rzvavvvBhWenD74bz6SVIqvjIzWtmnJS8jm82Yd+0j7Iv6P7Jvhjb8IPwKXFzKB19CiAvWebMK/OWoC9pIx9daw909OuDYo4MOhR/Rd3HNG29sPukUvCdz3SrH0sZFCL2LDc4xLRR8NMCcZjAVt/30YxABE50ZUZsJ2RdlwkNVb0mv0t39sbvDUV6FTdOGvOz2xT8B+/hrzpnXwyHHyKIEI/pMghX/tBMOseZl9YNXsG/07tCRoSHsiKF0xJFbfEHcnxuevz8Mq7r7YeBL4tZQUm4aUuzzkWWalJSNQ5Bppdvr07IP4sTHL3AtNz08uXUY9ypac9ow7MCcY7F1ks30+4zwS7Ev9JqTRcgvDZFGAZPYC4Lo8JtvO22x/W6EHya9wr4cHCXP4baaWJtl2AF7AgQfL3gMDbeKsUsaPYynHOu4IeQz6DOrHE7ow+eZN7cg6P9xHfjVr069DJfKWz8fO9/4q39uhTWsEZJvYnvjjYmW5s7htrf/6dmxzlY0Af/57cadnXFALP5tphSg7m0eaqxv45VKfARp9LeAhzLrgLUCW6W7daejLE5SnHv5bm7c7t5eKb3C5UhyndwLxX2lVuYYuPG0tExhTGD9rBmi/KCIInkRcosz+xRXygkgbCFecFNooXVXSC7qpgbBVxIUBMcI2RdhVJ92FwJ11yPRlmWqILEFfPldk0gP8t08hLnxAomRjwn15DbHlTctV58ZsWRIMaqqb5awr6gfus86yxsdvEECCjIEffjDR70rp3gTqPoCZMUmiJWab7AU7qzf+VuCNYfoOyC6LzF4gc0+9q9/Pb7qYOPhZB4eqqMHHz3TMqwqIZsojXfIgbuaXiT11cg6G+G3UwMM8PWcb8JW4FAHzsFjl1dudkxNTo7feXNwy+rVXY/pvqcsi4uudbjFbD5hzB2nNyv71u79x9bc8OQqtMdk1sHI0qvvXOuGN+F/NpbW9wkfKnEewcvd+vR3V2cza96102cdUT+k+9wN+2htniEpVlL0umW9CvS9sOmZtZkFNI+TfpWUeLLCq7rPqL9n9G7H2rWaR1Blb6hVTbMtS62r8JPBjSaSquA7fRLTjegCF2sJWMhH9GHOW+DO0S4/VNlbMRHVUVGPexbnLGwy4S2y0bFrG2XfE7DPXWUfdB8mb/irOMtebnOXj2VWateFhZFS8BJ+Ef2jExj0DmMvLAcHxrG5AcNL+P7/kZ+7Kn9/Pq5l54XhaBGcfmFhdWBfctj+7PBV2WGlh6vJvuTSX4Ynl7amVedh/ewI2AdeTIzC4yPx9I82/DYyst5iYK2cKI+J9jfs4xGeYN48dFqzwoNxBxyEqG//Dtu86XS3cGWNUaVs92H5nGsdUHmtmOnZmXk39OkrL6bYMapP8VeuE162lvx9erwSvD16vNEQ7Rl469Y/HensnHq6pXOy/leNINj5FjT2up898vxkSyd6fxz8dia3Huuu3z7c3Nk+Vd84nn6sO70GdhaMPuraG+vBwI7O8Hra/LjKJvTbvbNDF3o538VFSspBesvQ6CvDjVDZ45URpYRs1nGrCqMOryARfviwdEY1Q5Qft70i50NyDQ46s09kGu59s2EnJj7zTR7qPuBG2z9cmg4Q3Rfh5OoT9kkxSUEmQxPOTBZevvy+vcYB0YcUef4MoBgjH4OGlHYp+cgpoDPD38/PcTmJug/WZg5T+AsAqFp/s+AF97zmJogTmgXvhkQKT/xX4SetL89XWuU3nDnCvi6+RBKJYB//XuuNkoEbk6tK60vxFTpNbwtS8oUxmw2FigRhp8mGW5m0/BBUT6HNgYeovjRJMADzSL+xu3hvcvzuuTdxBnP1ge9h31PT2BdQ2PCFoK/qdOEysA/4+ul//33u+Tds5xu22e5de+fai7DZH84uvTXHYl+0l7PukzEvZx1CP7KvXNn3Qx4/N81omafNPpr8WPTG0+KCkrdpbbnsS2Nr0L987dpn7NO87PAZ+DGyFFnJVXurqqqmkc84WaouNtjcM9lU+js6oT2+zc8tmx9Q7GbnnYqgxe3ocqBvfaCLJfvcoywnzw8885Y7qT6r2+fm8uPZx3mGHxx9i7xnukqS1Sxrv02k36x9XQcOLNV73FxviumfGJsaxrAjPQ0mkjqMNtDPy06O++WqZOQxY36alMvQejrP0FJOTyvNS6uvTjvYmJwEix+SDNLS82hmbs1rq0er7+n6u30VqFaVcRutpbblZo9XA6xocd5I9MXGisNPBTPoh5Rf2a+Xmpf4q0V+891J7qgxtBnxpWj3Ufchc4Hqj+zDqY4jw3XkHocMIz2VleXl5fKtkpIvxDfEXCDPtDZ42erDJTuvHhwrT/DyT+jxnjm359jkraenOl48+PLki40t/9y2s6NzRWNL97G6xu7OobZjY2EtjfV1nWOYgDS3NR6pwyHe4fp0/AOuc4BumH00t9Z309C8M67DTvAD+hhrQPpps09ee8vE4IcLRWWMLUWrD++F4S5KHZxGOTlTncfkkLBcLRuYJ/CTCm+eT1BiKC63pwwOvnZ7OvvkZOTCSE3l0/IwVPi3VC6hYW8Ma8Gkii87fjEy5IiwXX0seQP0XxOToFy1RP78+1jaVdGHcJatRRmpyr7EhfMvv/YawUfRt0DaiFKbJgYHsUs5y2Lf3EXRmdB9ERb7OHgh+vBVJ8FfxhwkH0PqWYozzI9fkQjoxAC8JOotN5k8d1WEVnSF9sORXxKckcER1Rz9ou4+cBcOU8APnV+KvnBe3E0S+DGMnrc4kFe0cwxp9TtR7u7kVd7zeEHxi9EI+n0rAD+QcLwV9ENkfevUXcg+RDQ8wj53rdtmz7bXed3KC6sufSHo25wS6Fmo44qfnrrScOK0NPuM7Bu5dh4m1OpV9SUSOYrjt5kB/rMth4tl77N13wsvMSZ+xg/3+wz73GDvm+dMnoIK0X1Nz2yKVvYF+RdkrXX0+1jo6pUiQLBq7UWZX7C8pYuv6rRD9lVZjT2eWWowYTRg30MBH3t8mG44jva66JQjnj0rso8lr84yHi1yHzft+Gx2ln0viOzD/++PZh+zW+bM7MF2kd8ck+RihRrw70qUewLYFykqIYDfxUSOYrdjiOfNwngGKB9XpEpxqHfV/uwVNLpgxRR1BNKZwldh1S0srDqnFbfYsg/np1fXhyWTfatyhtsw3m07MowjWRMjo4Gept230Wx2yNkO/shG4+3baIpeDjsQZzBPfS5u+OSOjAmNeFT4jQ/hUi+2ernHwVHHKnH2oe2HNfQkoG+olYlRSH3qiS/AuBgZpZV4GNriW+xrF7zmHJssc8glWFrmeiiHeuZ6zOy5Mf729fqOse0w97311rNQdt3Z2480H8vJO7bzyPljQ6jod+5uTjuMXY/WNhn0VrdR4CGhOQ8akescrZ07OzS5wJ7yNvdKkStHOpBWz6xmwk/S+3CebTdC59JoceGwA4uCacOwmI0dA/vkr64Xit4BKr95yC+YMc/LNzEU49XBwcWhR+87sY+YEMnnIJ/mywN+MRqRlyqnqv2ZnaLsE+EXYbOPZFL0yeg1Y8GhLpBP0MdyV8JIVRMu0GIY8FP0FWVoE3Eh8+eZiAPvlrkeMge3vMA+GSKLsOTYWTRogkB2LoKu5tLcYp0fp9WcbUnTcATSteTFqGN+F1+6+rsoY6Xo1WYovo3cSc5uO4gWTT43MKX2RQZiqwaUog/YCuEnVzp4rAMzDyQeQHinicslDOxj8fu/GNvcCvQhsf7OFZw/h/Cbxj6VfRoiJTfRyL7lVZfAOKCv0DPGU1t2P13zhugokUlY6bh59Z13ruUeRNPmyISLOBriy7OyyD4rwUrYp3PetcTfJoif7z9S6bhspHH0LmJMtdknY94XNr2wdlOlYV9QwXo29ZZY9r49Ele/VmtdfTmt8QTTtzUaLladEDTyVce6F2W4cbHh9MnCLasXBuO+opveQjL2amEfVAccLrUh1pE092nx1I8xHD8RdHx6yauyb8aPZp8sgmJFSERflBXj4pRq5d11Wdin96UD8AnDsnd4GAF4yTgBWZdEAGKmW1qq52LRi4fJOT8svRQXIMPSD6blHK5Pyj+Yk3y4MT3nSPVUa2l+TnXjEPKmjrQcufF8X78GAcc6TC7rTH5LrMPmYhZ6YwMtd7P8B01glov24Cn75mPDwLOCR4uy9+/P5nIHN3rzNKAU+S6wuMCbQPbAeNejslsT+qKZU1rsW2wKXrPBi98y71ISfbICC93XA42Fz/eenr7Jt683dg79vPHF5DvVTw93dqY1boeuOzx2rDW789gw8hB2t3fGVQ83H2tOrx6Dmgtjp68Dg15ssFHkdba3YizMWtcss8n7WGPrJf26Jadehh7t7URfLptT3GdLy+WwA/cm8rFWgAFNM34rzHZIpe0aBzoG5gy4IqLKzSsE9e4ykO9y5ALn47F/r8WuA3yBJrUAlzYYmKcZeZgt+DvYZw06Imz0gVsan4z0hNSth7puvm+eyzcPnd2KKK0MWRNGuN7ShbxJ9NrlM0q+jGD8iCjNSGWfAR+KdK+M6EiyL9QMkUX2SZBBQmoCt9Jm+qnq43wmUr3mEmZmsc+gD7JvfkUXX7r6D6m12cc0c/CXGlVvNlx++zGow3IayhM68FuRPsRDbLKGmba7nYu8cQo/TkF4oBKLbVB+U2njjC0dH09KR6fv/Pjw9VNXcAF4y+XL38O+KM0O1XVesg9br9BBhSmBWcI+pLD/7LRV8EqIwdVr7xT9OiwPaUPjejsIx28RIhY027rNK6d56e8zwm/Nph3IrHeb/YPUQItQ/48Ya2aGHRAPPgUBYN8LLHmPhwQV888xyLegVgLrlyj4pNZFl0+pp4qvSote1XwXTaOvyiBPEM734OWj8qs6uXn5shiCj66M4qCCggIFoJuyrxjsy4qo8Bf2Remo1/kU57Tfj6AxpMm29tmy74nYJ4u8rkI+dTnb9NMbrnMPHTggc70AXommferAwjOjd1uPYIcXw4zkaniHc1fsZyroCu60xXF6FpaclpydxMuiB8NXYbAGK0wydjiGj7QNpVenw848hH5fG8LbC0IqAj0N36zVDgf+UqbNO6yGn5vmkM2bh89v0X1WrByXOGNHebRoP7D3Sx5qIwBRnuOCOhDYCnOzoO/5ASZQFBRLJD10n7DP19feY8t0Si/gIpuf7v+j4efVQ0k00nPj2Tv1k51tL493bx/Cva/O5jzYXDrT8jub0eNrzps8Uo2yur06HVSTgW1zx86dnOHinzFcaT7WPfX8+ZY66j5Z5VUEdnLHQ5Y5WPOizVcj017OOsLFaVGGG1By3jh9RRxSJBCjVNf5PGtx/OXlsIPK3bUHH2xCUHAM86IWX+5KDPL3dWafkm9hjAEf0BdoQlsg/LSYDaLuS5CgsGBL99kxBhG6bBbEKS0e70VE382blH3i6OO9yCIslKRye2TBBsTwdp3pOiMhpRmp5nz4fI0YQAjsPOtWsLAvoD9QAhTEOshun9bV/P9iYcIl3owFVH38u4iLAjqMtpx92u8TZ3PX/PmXUfhC+ZUY4TdHp+Aw+d1lfgVOF6FZgxwibl4SgXEsbyn80loZYLVTwppl3gH25ZbliuhDxw8XkdnnS5/MH797d2oS7HvluedQ9j7CPhVpEpwism+GW+a2qj0i+5Z7ZmYue5VBLD+9VGXYJ/6W/7rQc+2dd7oR71t9PbTAsC8zIkLZZ5JLkd5nhh18nnmJNg8396jv7/fJvNRLpYILZR/ZJ3dL/WMGyb5Nm9buKvY1T3HKHh7nZbNvj7lKvtcCnwi+KmtZrcE5iNn0+S5aPmZ1tDRA8tHJJxoTlMsMKI9GV6lYCRjPSQd+uDwrwEWtLKZN4FhJsZb45CHDBwZcapeY1L4lL9iy7wnYN8/cKnwMfbPMe35bD/FTIlGc8wsWoITBKcIzE2NpwzyCgQQ8bPSm8f7jiiRs6/4SqX0r+JcqrhqO5vykgwdb67dnh0H35W1vmRrGzljaUN6RFqzNvt02CckSFBITaDp7scbXYmJcjNvZTIAN+niszcfNesi+mBg7UHO+dP14uAOXemFv2S+7u/QyI0M1mTeMknKGp4g+xulyB95c4OVhDl8Z8Bpzi+6yBcg2B9cCZO9gnm7KAn6Lekbu/Pzu02MT23/emdbShs5ec3Pbs1PNza308HV0jqWNtWQjl2osOw0/gATDTrk0LiYXtPiS6zAMSX6+83x9XrvGlRrppxCUiS9MzWjzYeBbJqu9pJ84MvAOSl4sBGCDEJHpOR0Ii5nnR5Hmj3wvSvWBOX5eqRxyoNEH8iEALzjS2dtM+9tCW/IxH948YgpZKjMIzrT9pw87DPoibNkHMeVD9JUcvWmpvnsW+rTk5eXckqNdAj+SD5Zqjj4Y7beauo9fVOaZQ8HoOWM0Axkf42Cf1NXMcOE+h0Q7c5tD0ZeoAyh+uZJQU7U1Rxr2ifCbz1858mji1gU67ZhlWjoj43A4H8YmOv6aonED9slXcRwvqjPXOOriNLovTtwuFH3YZ0O3D9KP/EPDb3wyaXzqDyh6yb53n3t3y5YPHmGfNOfMsQ7mqZB9a/c0NR3fvDywPDPlJclgv1Sl1j5u+CPE4BOg79c12TmlR27HFMfb7IsMmu2IcXGRQ0WbZNixdy1HHVmwuPyFatGdefQucjRynnbbxAAF9nGb94WmHax35AnatmeJWud4kBxPVZU1zbCmGzb49uLF9PqM2rPnG9Luq9q8PDQk3jbxYXNt/Xoo2EztqxfoA/pFB82YJb+xGXbJa7vrouztFG0IDsyOP77ElLxmpcPtydg3Q29Zi6faZp/6xGbIYlvqBp5FZfGBv4bKPii/ibHhIWoqlJWY6B7M2R9GtQeXC7Yk08NyVuRWs+7FnKP18PbksOT65KHt9enDCElpFXtg25GhiYEBfAkICQjUAxCm5l2nW20brdhSs+Ah94q42aFxBhR+4FCIODBMJ8pTkkUCF48izYUNP7IPTb9kRgfiJpfcb8sbHgP63GfNm4a+EGn1GUez5tPrcSLWVdyen2mtXaHwJfxGRm5dv/5y9zhPdtS3pQNa3S0tY5017Z2dNXUywmjb2d7ZnVcPGHbuTtrZqTVtZ6dGFbDdiCeutH6nQq/DiqwXCrb3YrgrgaW9He1lcqgNmS1lEl+V2wHpl5Qr9z3ha06DhJ3DLQ6INLJPBBSHHKuJvsX9C0ivUE/nOa99RUi9kXrwSZZfyR3NThHlh8w8U/SaqjfCLHRgBOuLPxYGwmAPkujjCxp9Fw5t2CqZMKL7MlKL8LPmKVokMxFMPog+xshrL8HSfbQ2w7QUaa/KLTUjXn28bfSxW6hdWFXqC0KMC3BBojqsLeHXdbmiArov8lCJbXPRgEpkGmRjhzxZT7Wg6MVmGZxZaelp7PhhdI7id6dx91H51UmCAZsOK7DUBvhNnb9Lf8v5O0Df9dtXYNoG/Kaxz7T7pDzRO70z4jPXbQJNTh8vTImozBpku++/X3JKN0GY/Vmwr+TXsEvkXS+MKNYv78WZ6wOzTM1rZRlUDL7K47xS8u76P4w68EntoxRlXr20/DjndfOJlFHHC4hxweEvyapcELJD7/AuIfj2aoH7qYN6FvmqrH6fkk9U30UqP2uwi+d4YW1lvGnsVWZG8LjVuo2YV66His0E/gz/oAPdjLVljtO5DNnqoMvZUQDztz5rYHaERhjQ1mzLvh896xh1U/i5q0q31J6peMUZgMv38JXCIIR2P9hH2Ye/XTF9E3CKoJ2WjOs/sC1jxJGWn50D8ZfEWrcsf9WK0vSwvMP15w9vz0naT/YdzjlS//YkgorbtrcNoVHVA/utV3FARGCs3dtzjHl18hv7qO7DsMPLKnqFfaGq+yJ440Y+jytG7062lfL8LnUf0pqx34vKppWOxP15ac2od3HBDLfiKfM45AjhAVh86auUyxzc4C0n+Mr1EyxIxouuMyVtxJUJUax5RyZvb29pLv351L/UA3qg2VRjW0f3Tlr22sm+uGQMMsayG9Oo63bu7myuqSHfOoVuHbsN7Hamtxu519FtAqza5eclsg8j3Tj0/8r0KltuLuNKcQsPIX5J+bgBhU1eCEqgbw4bkRJqggtKWE5MWEDRl5KyuKIfV71xzW7ZYif2/c4iH8a2qHbZJuU9SE+tetUODE+d7HemmqJXltp0ozdG7gdBIzBOBeg7qugD+G7ePAvNt4/wK5IwQDw8IUL8IbkgQcG1lNl6sq6bOJ19EK9kH2ZpkTJy5pAiQ9eOi1Il588e8UaK4ZLok09ZWgV9MySvfqmadkI56qjousx5RxfM2hpmYOxbc2Zd+8P+0vrGUt6m5zJ6miyqIW2SNS/y2XJaeXNBTrRJ0y9Og0vlSw8MfudXiLvvD+OE3/Xrv7nCG3TPOVsowT5Tn0qHX9lXkLWN7Gs6XhibGR2xjSXvJWGIkI+Djm8/ubbonXf+5e+S86+/sWN9iPbFoPICofuinDKsOOyQhd61e5/ZhAyn6PjZxuLyvQ2/qHjdgZdG3zzpQLLoDQb7XmDDbx3/EHkOLzh611pzhxeizpS3dpmruNvriGmpsm+tWcNd4R5/pun4DpgO3VyMhy8idt22HXi2bQP/IAARiSb8kxJ4xiztjeJuq65yREmGgTv/WTcsrMUOCj+ddjzzguXtkyDCH8u+1/SWtQrO6bpPgmT4cBkSC76o+eambmCmr9hGRyfuDg9jMSK9NQeWgbAaVMCrVoUBefjbBNYgKwiLG9mNpVPPbh/O31+fDd0HR3P18FBbfdswC8+eeEbnBEXHRHga97IV12x3+6yGn5xqQ4YftF1miIN9/lrz2h0/FX+81IsT5bhPJP5mbPAm5yfJNe+8oeEJCCX8BQD69P4k57vs9YkG1HKX1Cvnm2iZ8DIwCfBDW+CqK7rtbPr5j4xcv/VyTnPj09052+vr4VrpHMcwtw76LryORWznzjRup9Vl12kKfefuujryTsOZYXNR8adRzVZsn3zf3U31t1vDmpHZhyi5Mga39OJtnKzwMm49PbkVXarh1s7nRfaRfRR+Piwd/RPlUBmu0kZGY/OF+XrT/H3zwT1T7BJ9qvtWi/jjBELvA2F9NojuZhTMAZLaHKOVryl4gyRPRevdm6r7bp49K8eOGIW1oAiJWCXBQr6+ErnJQfSRfabZR9m3QFJxbPbRjhigqVmUfew70iSDwYmwz1J9iQHa7IvW/iwCDXwZ8ZJhhB9Vn6zzdh3AchxHvV2JEH4Jlo2BHr+ekT+sqj9cvR+3ZlZx2QfWJxS90u0LpwsKGWs4Ltiu9W4uXX6M0DnPKwH4iyS2Znj7MPDAnPfUb155d/Mrhe8+wr4oPaiGz30n9h3HFsXxXesCo6M9d6y5hJoXe7xV5lAjun37PnlnUdGv/+/9+Tn/2gT2xVvs84yxdJ8515G1+FUtepFBZUYdP1zzRj3lHyToQ5vHTXWfCL+gbS+9tGvXruPHY0NMuxTs435v05qGN6rsR7TeRTr4qhqEiE7xLBdN6KA+Mtc9vXnz8ePHkapXW16snT6MM2pTduzAr7RL6OeEv3LAC39lZ5lO5oC77vK6u+u7xKHwzxZ/8Gkvp1Z9YRfQZ4a8M3687gP7FH6q0q02X5SkaM2aIefbFIYIreO54QvKvpiFmPaeHx4axq3v4fC69BVpOC9QvSIJ9SXyUvLD8zHbxUZHfWNy+tONecPZh0tz2trS4f1ARvMk3L0wmLjJzmlBdCTYVys+FsdaW6zFPjPmSLF1nxXlQrsm2IePRBwYEZ7S8yMCK0bvcKd3fw43dzHr2M87vAzWz4EjpHOkZ57cuSTtMOQNMQVvsSl44WYWRzNeopnS7CUJc1ddrwJ9c3hXAvu8XkU9N25df7nz/M/bmjnBidvd/OJQdXNzTjfK3HAgrbkDl+lQB4fX12k6QTNSQTps0qGj12E1+ZhV32EVvh12ip+c5GV2AY511GBPBlMObHPQ45eWhOxEhIW1ojqbguxDE3IexSiFH/pvXr4QfUiEjGUGlJBvy+BiZ/b9Tnp7Qj5HAvMyqXoD54fGGNuyFRQvnp9Is9TLB2MOsdUBfR4ZJV0W+EC+rSRfkcJvQ0lJQIn9oN71SLAML45tswWpuoenU14/Zs8HqPNQS14h39YSRR+zVlMFfUvNoo2yjxcsgzSNi7vDWvIuPIBZB3UfTH5dhw5x2mHYJ6XMQE/fOJL8VuFiPXZ7MedYkZ/DQINwOd4LYxaOTgN+yr6685pfyqoXOjGfyk+WOjDwmJy8hXYf+33PTa95daFtRjzrOjcxubgo+9imigiJjt2199LFS1XKDavbd/Va0aK+F//u7/JO7WnaURus7Ktcj8he39lOEwC6m8k+Tno3Uf6w3fcXPC5RISHGXTJvnouDfQW14NC6ddu2ReiUiI7JQnDr5MlNVWts9DVVVTltbzjvdLDUPWGRD/S+KFa+5c8V7tj1AgCPRTuQP0QcfBu37QBjAb9dgJ/Qb2Mtl9Fo9pulxuanrC1eosewb0CfKAf8oqLcUsBrMnTjevX2PZHu410bNsmNvXDWLCfhNyBpLvoPQJ8fIrtY8mJdaCEdEVB+U0NDQ/koJ1Hdpq86nF63qho3wVegjVxdn7uqNCwZh9hytrfAYget11IP9jUemUTHbUT8PlzOKAC/IuTqIY+Qm6u8fF1usU8HvRvNUlugDDtcDPui+w37rI4fHzT8rnOnFyYc5FilU/1hvwMRLjmtO5s7e9x8NPo0hH2+aIq+YoetL1OK3fIA/fxiVKmYMMwh75lmpW3RyMQdxDO3/Px8Z/azLWnNNDbnHBuLQ2+PVSwWdDvC8a03qbQdjr5O3drQ2lZSCpR9HTrZMP8IVLa34zp2t/5IjabVs8+3WzwuZb1xDF2Ki2NgDjry+N2kdRzj78YK9ZKVzMSYZcuXLx/0pIDjQsUWDnsXT9N92uazE0jNPqB+4RD4KftSZdGJwo+R3YwvRX695olS9qm1hc89NPpIPg9e/CgpEfIdYqFbAunHyneRJgZKrmiM3gAhX51kH+p2Py9lH+P3FnYtlP0SoI//c6LPz0KfrBdFS7uP4IMZEQkvqSoql5pEGeIVzqwKNfkdMkWvrnbMGdD1jrb6eiQQYfgP1tGGz0kvjH74k8WwA7uYreGy1obDhABdLg92cFcznxdqzEIblN/kLbb7nnsFg95p7NNP1BnIHQ0qiJcj5RhRbCMASIWQ8pSTmHM0nD7R0CSDjhOMa973yaJ3St75h/9n1fhFsq8yntUNQppjYyN8ne9xoOitoMMPwo/tPibWu39/vavDX/foEOmQu6jFT73FUNnlEF/rsVeRKWI7lIeUCzfjtGQVX2wrS5Ua9y7akXw2C3Vx1+5YcrrhGRGYsm3XC2zG1QJNBZXlJN/GdUDfLoo1o/zw+V2b5cbqdgAdm6tCP2YX0OnCsxw9muBC+I0gsNk2+OGng1JIbLIzy5J9T8I+L40inj7mVd3nrs1hyQch+xIWLD0k7T5+cYU/rAJGP3jMkktz0lYlJbetSsurrk6vPojDRa2Hc8IP7oePr7o1GTlV2QgjS6+vz6tuhDHk+efx1ZDHUXxkMy0kIIILGbWOolcvVRr22dmlkmeAYUdmkPEIIa08ur8/lKPBiBinpStPcblkC/uS4bJBTD2vVbZC9TVD9sXrthawJ0MOoC/IWuFlvSuGZmi+SlZV/pYyUSPQTJyxRaz1op6+vvGX7955+Ujn+cbt2+s6O5BdsLuzFz27sDjZymhuD8eYtz28rpO1bKcMcwV27SrulH0dusjbYQ05wD7+NALkOmS2K6c64K/ggcoV4VSCOIO3cyfiIiBi4W9Bt69Hzg8Kzv2JqRjPlOWFg4PL5uO/zmpeESL5prHvd6x053sK+kKdPOHL2PUzq7Tic5Fd2VQcRgkOkLIXL5GZZr2P5LPrXSEfT70tMhc/Sg4dOtp19JBIPkw94AP0TtBBRyTZZ/0K/pgUz7HZRykOpEUzfg9qjUkIJN8iiEaqPh8Z8couHkteqs+QYGk8Sqhf6iLsllhR+9B9oVxrMw7npYdKpu218cvYwAQSXaqTEWaL+Np87nlzyw3Wd15bBfug/rg1CPjtxFqH3KbkrGMFq4d0LrSh4p0S9g1C9A2++4jHRbQMtB5tbfEzqBxciiPW7eJn/8aI6OLMbZtwb/F0gx4t22Nk3zv7ivr+9y//x+SpS3uadtWWq+4rD0xJCQyZ4dT1d4cWlKJ3DdknV9rco36o3sUPzw7BOgA/xd3gfYcFVASghIHww/NPTcSf2PzVOKhbyJu61Hp4c1rxJ2zDTkfDJePys36M9a59c40WHSzq1ZZXZgaCc4DcjnW1YJPMdzdCWrLiJfd3acsP6Kst1tAW15lX+Z/kKZPa5z5n5j7cynpt0Yj87MDAjRGbfWwDupSvlycrq7xSBx0Mi3gy9mHgMduab8xSe7PGADvWPLApQNknDhdyj/2fco2wH0Jx2ZpXjW9HtpeG1XOXLac+PL1+1aqh7W3peS0t6UPD1W1DOIZR/9YdlLsF/vFIXTMXQQuEfWZ3w45vcZxoM/2+lI3WZgejXDTLJd4/pL9LG/ERzg2/ilGk+JUyvHmVbLOVVpeW4krb8FQzkv8FEr7S6RP2Fes/RVsxfQHl4uqT8a+ko8yzRj9yugn2FiTejLz3zzjSgbCC/MbGRnBrLG+4uaMX+ErDPyCQRS8O7a6R5VwSjvjThp8z+xzSz2r7CfcYVtouHhel3+4yBighsh7tPiQi1qXny31EuAR75Kq0JFP6M9ohcNnyQkEfGl7s8w2uxPMY+wL1NcL55JoCkDcptR71FY+f8blEq6890kxXEXSQugB4u2keNPp43RxfFzDd2Kqir//QUfTZON1N9fL2sgYd4qlWE6GYZEzJC0lt2BeQSPTxOcSNYHylEdU31zT7BHvyLVqaVPwwvVgOe8BOs2HpIYt9oTb50PKLRNGrw445c2YZFT/r2l2cwyhNSoIDaj8af2Hs+AF79PvxiqVc5GD87k4mGQB1Gt6MzSVIv18kUfMljd/5wx0EGTz3HMIiHmHfvUPeyF93KWA3P17y+xA5uo79fkAhBBIQ7FPPHCrehg9lyHsNf3rvnM+uPvUzXDzbtbG8wMG+aboPyc1Zhn2bju+QUUeUNQr9HvQ95R7ky/YSJJ8b0KdZBvN83LwKJOJgpvcGRI89V7j55MnTArzT01p9Fzn2APl0ulF10dpgu2joZ9Kq9jQc37a+srg8a+O2XbtkEAFdVm6hjyXvLlV90u2D3aVc8pmpJgg/96eijPTyPnvz/Q/u3z53bhFc6Pisw62OAcvZGDWAfLnycllBrSwuiLeOvv949vkr/Pj/MmuWrXGinKSfgSKW4zOk5DUbUDFZmXK28gYW3ODxy0tPGkZJm7TqMGxT4dXVKH9XrRpurM7JbjmS04I7GPV42G+LL2DOuBwE5eJUgS/YVxtrRzQr79ZZifWxVna9qXk9PbN0s8OF7PPt1yY8Xhy79mDfnWGwj/ml+3GPiBG71dk5tLeMMKdMWRcta2y0NrHVZ+pcFrxs91GARGs0JoWfCYbyo+xD2g3Z9/TQ3afrOzuyG7HJVtOZNFzXvPsfiDugraZG4dbOtITu3PZmWV2zr++a3p6xtOgAhOzrNkOP7u52lry9XGUrkyOVmHqgHkOzL5cbM1g9bR1GgAsWefklRI7xyolu/DluQbk7OBirNxqXLV5pPdNqXqvT53xuUlNwPD1N0ZsoUOH2ssBPsxut1eYgnIukZdki31aSj/BbpJPdQ11UfUcp+kST4UM06ENTif5pGSUHmTLU5Ff5SRI3EAvsoV5llw6VKs6We+sSr2GfTb/gYNIPyjzBR05zphbhqjpqZVv4EX4VlxWjJQts3afrzoDtyB0UIXk8acA7fmEMNOW11Vbal7HqwYMcdXARpcVZ7EOjT7Qf4DeZpKOOO3fOvYmljvfxMp19mzd/fm9pgl8Q9raK9a4fr6ttY58KjbDiwFfXXDoh/bMTau77r//61gOTjncm6le13b6EAIHjFvsya1NSIizdp3F2sxlnIC6XF45v46jjB9t9movibxrkvNFm3ezgF0sRll5bKflOn0Qs1UnhXkOTsbTA5WJv7DqNequc7w7hHxFhtYRXyTHcKM4M3MiSF/IO7MvMjFi/UdDHIe+uHYZ8sPlFZGUVMCkAaWT4q3P16tVZkqMHL4X3vQcff/zBmzfvv+b92pkeDn4HRnrMti/ePj8xQrWKF27J6XLwk7IPHBLro3xFtFp+Ucbwp8pPS94NkH1qBEP9gzoID7Z7UfYeGWIUcnV1WvpBJFWlh9XnhB3mgfD6oZyhxiNDLeAebM13j42MsP3rVVCgx5DjlX2BLHo36qhjY4ojtDlFFF+s/RZz3tpAK7uZ/b6gAHwgcjk2Qg1ogTrsgMulOjk/+yB8foivAvow980b7zhWILF07JFXypDDscemo91oM+Yl+oJDmGcV5OU1b556I/BFiugrKgL7JhrPX0dk1djhlmfH6sa62460d+aWdRiKSU+vubMXOxnNNUkGacq+jnYdagj1urs51VW916GeZn2/mzc6agR+fEfuEzHJJU5TR+DJGE5HwSutAx9p+MX7S2TL8ldeGdyCS2kYcKx8fSVf+VxZ+Yjuc1wbEpOLQ/cFztfTkIZ98ljKT1KjghV9DvJdOLvPg3SaOVfYR0sLaAP4sfHHdGavBAWXsA/CL1LCVWi589KoSOmk+ol/JSBSBrOXhVeoeDnexcNrmv5ye5enExJV90UDfjC30Gqj7Ntqsw+6L+aAevwq8O1Q4gYn9hnYXh0YGT9y+GAe2YeVn6R0DOnSRfqh1ZfGVY90eZtDJzMfTpoQYbpinFc+xs/fxaT3zvj4/Te34BDJ5Ud32l45efpTXJxdmBhN9lGcuIVEbORsoRZ2vGLPl9bQ2te0xPiaP/qvj971vlb0zjt/qM6e/Fewr+l4SmaBWptjnWteNStLdDPW2jZJu6/Yzf2HzX186+NlHC4y7BVvM49c+/vg1lDwwtXMXz7JIvc0JxtVloFZAqvgbsZs117uqBI7X5U5NcktNzQIMcF5pglWm8riSriud+gQlpPc9ar6dKKCR8An893yyhm4uubtPRPOgE+ufvIJpd+sor6jW+998PDjj//tq3sPjp79alSy/NxxpsisdyDDamLiebqG4o1nx5zK/LHsW+nvJRyS+fe8Obbwm2U5DY3LWQ0uSw8cMPequeqfyRteWZj3MtgFs9zq5NbW7HrAJmxVNdzMOcnD1fX40frqIy18juD+2YhutMgtZHkHMgylmqen6feZSAMrtVRwuNGaeUD3Qaaou1mmHV74jKfLJUuP55g6LiKQeQZY7Sg9CL2Hrh/afUCfyL4g2QQg+rTVp8sclH3RAr9Mficyh8IQV3pDrFRQfn56o9eHeyZg3/+qn3i6pZu5VS2drZ3pbXnNHSt6jZJrL0PmKDbY2uPQ/KuJazZVrgbStzvGvc3dNb0d1gxEqt1uIwW7udaLLAM50NZbwxi5uPAymGzjwmC8bU1PE2dfARW0FLwa1LeMqu8VbtangHyGeyTg6yud/nb8vU54aXRRk4uj5ac+F8vfjN94gkQ4aN0ruxMh3KCl6DOtPnb6lE8izRbRy0zwHRXVt8jDg7FTPka0ycoZ+afxVwmSrjJD0QdwbkWtLOtv3AJhEMwiD9V85K/sFgcnRuOFm5VqvVyg81vCjyskuC7X1cVJx0KJsFLwXe4Sd7Oj32clpbrOunau+nA1xmC4ZV+6/5erxAYfFs6knyQZ9/KPmg4YVL1jvNoh8c0Ic5mC4vvD+T+cv3tn/NR95NVfvoxv03NcTr4CoHz77aegX6XovhnIYwEIwD7MACpjXxK3SFMTg+rZ7fvTicszPRb1/e/9Q7fWSGby8ZQsi33L1z3CviistclK7yZeaNR231/yNrsY9s0zkfUzdKsN/00WInp+80lQT8gnjT7wDh+abG2sMX5mh+xzfDvxxUXGEOL2e8qO47hltAtuu+LyiI0y5EVhb9C3UQYT+oizJVPWOoqxw+vu7bHPG8Jv39kLF/btu3D2ahHSvj/4+OOPH3z8weWb73/+xzsDekyjx9HrdH/vbufzsqJik4/PE+k+hZ+Pmy7+OM16rfkH0uDm+Xnjw4TsM6IvkxYdCi5IP6EfrpzlIPo9L6c0B1scSdnV+dl59fXppW31bx95FmscUxIHXxDEg3jmEHy81LzRwj4rnt48G536fRJjxbc0+MHh5+tlBbl4+dqh6hFOG/csenGGCLUu5V8e9u6OHEG37xjYJ+jTGYfp9ZF8+FQqL9dJh95kQvlbUl7CiBceA/Px0WveWvJS92Gb6edpaO9tb+nGZfHk9LHOuHDLrrI7twPlLkJZGERax0C+Dpnzyu6uRFQp+9DUk/e71dfcIe/iH7q7Ue8yqxmKjyH1ONOG4xzYjBP4oRnfalp98XKCnMqMQw7YmTnUvTK4cnCljT7S78rrrzv97fidcG++oZ/udcy3yl40/MTjZ9jnZU79+kusIc+Ew0wXDMIYY8tRiD7vmfLwJvqiIllh0zmHkg/o81Ldl2hOe0RqTJZMXv2M5vMWxcgBCbjXJehU9OHx4h3eoFRln6JP7H3RPOGmB9hENWYUbTgkwi9U+32BXYGm5XfokK37bPhJZOrInbbGw9mIOytFc/jvSmGGZ/HL/W+YtmB7ScOXmfTW9PNa9a7gTqHYm2FvQclLa/OpN8m+1UDf9OzSkyfZPgP8Pr+w1WuGzT6AAOwrzlz30gmT8y6zgj/910cnLn+C87Bpq27xyDfZty5CltqKs2KXLw8MmXZ/N8rKL930EhPsCmb/oMPFRL/Ey1YHtY1JL5Ujawt5OY/TDag+px5fg6BPv6tqWFM17eBalfr5WOu+8cqWZTGwxMbueOGZJtgMMytxd0gnHUQf8IA9tljT3tOFNtlnk31elOmz8NUK4Nt39t6DBxf2XXhwwfXjU0Tfx7/5+Ddv3nz4xXen3CW/IKpnliVgo6JGJro7B6woLH2eqObV2iZeglH85s1yCD/RfjLzoK953kyPrYfAvpgITPyk3qXjFcjJikCW8+jETlS+w4ilymnLTm+D5sNfpeq8lno4W7C9O7yz4waP3uIUhhRqHPPK5y77STb7ai34rXMedTg2PDjqWG8afrKXI+mcvKLIF905lbcsehFFzz5fdR7PkFcjKJX319jcU/pFq6uPyxwCvnJqv3KZ8Mp9NiRU9/X3kYWVHPcKBiBsRuSIZ9+N8bstOejMlTbmd+LcUF16Z29ynVSrgJj0+9TCjASDdiVdh9ngUD9Lh/0e5V+3jDzYCgT4kIbV3csXaL/2nbxKHsfD5Oj4IV8aC/WwYWBlBOjz8rL+AEP4J5iC/t6yZYsHlXfCvsXm3devTNN9VtEbanTffLvdt4wNPyf2+fgo/Pw115c7n0hRgei7LOhDvQvyXVX2Sc0L9J05ekZUH05QUvPN9bF6ddYU1kQECvuEW5yRcCZ8yEhGoxkTzAF1IZ9mFljoW6rj5iCdYLi6zlXdl0j2QfrJkDe0Qqe81H3BZrFjjq36JL1j4BrgV5+dzIP1WIBEjwaJlElw6GNBHdVuvha96XVwN09py48Pit7zlH2YdNzCmaID8nRN132vvHJy8+lPQT8Uvhe2+s2WMxvQfRvRB4uujNhGkjRxRiAGF8i+S12fLBq5kY4R755LFH7Ht1nsS1m+zXM6+56arTlWKHnpbI7/YfaZQa+bHR4FYoixX66s6VhXZxsnjbxT0cdXS+6tsdc7zEqbSSMdrAjAuCEoc+MO7IZg0gGuoeTdpbZjcA6e5vX2Fm9mubXHK0kuLi5o72VsWHjhwr0LF87eu3f27NkL78987faN1z74+IP7H5y6f/TTz/7q7g2x+c0amOVYbBtA4qaLpN5LGJeh349l35up+CuOz+x4Od7uZqreq+pzsWJM8SeGaJAMTnkXarGbCdpkZbHL1p/VT/7B68fKF5seR/KG27Jx9RELHEda6rMRS39krBNp8Pitw06ChMQCL1Pz0tmM8MnorIhAx2aH06g31g4wtUzOtVR+EZVoVRibiz9XQPGRmPuxMQz9RdJmP4UfiNfWhiFHcmmboq/At1jr3UrT6dMBL7An5oqAaNvahxlOZl8/xth9fIkuotEXVo1UrXhL+m7cnaxvjuuIa8SdjrzOjpzdzTVhO5tJLIx5a+TMLiHIgQfeM+yTQa8hXocxN6O+RbUrb4WCovt6yT5Rg7yWyAsdaLIjSxhGW5yZ2Dkm5PM3pSDTBiSiNJZT7sVWk8/Sfa8LBx/TfXbRS/LNt20u7PhpvJRhn598hfFS/LHwTES9e/mm2pm37lPR54outfb7SC7g61CJ1qt0gs/VjQ567zQoa6HFvgSpaGU6LMbAo5wP43/L2FNJKp2rh4RB3Qzm5wervS9ADveSfQkKNPLTNPwQmMWDcfact8u4ZYrMUptFP1c9kTRw7Vzp9sNInjxYvz8/Oxs3/bDils4rpjC9YJqOxcEclL7gHv7czzPDCgd9Kf3OT60YR+l76zZkqpCvq2vavQ5MTVn1forn288///zC3NnCPug+zD8zU9Bek2Zfwwmc6YC374u9ly577xu5+9MTe/RZ0rRtPT0cZN+25Z7B09nHht9GCL+XdjHIwM39L8i+KCf2uUmUwQy/1KUHVmOwq2NdDiuO29yralhrb++u5c/KbttaR1yzAd+W+ZG+ODnEjw/sQ4tvHSwtMuV9Qf0t5Uxu4ThA0ws0wMUkWDHWC24W4Hfz5+wLXODLvrPer008fxuTjo8/xp/qV7/7/a9H4HGZhVeng0XuPSPx8Xprc4bj+bHsu5Kh7BO7HW1Ac+aYpl+UeWHFy08AGlzQROb9Hpq9jNSKyJIxa0V/BbTfXWi/oerh0racoerkoVW4d8tXKXbl9++LG/Mwe8ZLi1EIiPiRoJBMss8a9Zp+3zpb8GmK1Ualn2cgbO7RvvHT2Kc3ZCP0jCLj3yD87kzqaBkNnVX19Uc4YC7GGluxafVVcl6pyxzs70VT9kH+BURrkku/PH39OE+S2V/eV87VBAQIQ5+MyJ7WjburJsd2t+c2vt0Znn+sNbyztzd3d3Nvb3uN2vsYwAzu8VtNe7MZcMgPyFRDU6tU9NEF081iF4IPpzoUgb1jAr/uGxM3Js7Xna+j54xeM1bMNzApp/0kyKSs8BQQbXye/M9g2Ld4sZS9+vLInFdK3fkq+0T3KfyM8NOi18E+aQ1p4Uv0sd69LBXvUYq+q1R9RJ9YHyW5QCrWIjmswWOSRJ/IvoXcZkPHRNkn8JPZsAyHWfKyUN5QwjAEmQ4n+EgoNC3WEqzpYJ+MeRcY9MkDxiZ4ZFjww5D3gKbWV4BJCw8lllgLvfZjroS4ug70Xd+Opl/pwdJktIVx3CUPW98oFHDKOZ1+F8i+Vricx+okvYVnyqcEfivCJoG+U+fOiNDkbObNaTUvyXK66lOh3+eff/v5Wf/y9Sno97HbX1sorDkBZ8geHqb8058a9l466fFOyd5LewR+HHbsWG9037od2zyjp7MvyoUS69WXdknJ6/LD7FNBONte64CC8d9wQJp8Mtd9o+qiw89inHt8f40jnd4UwFaBXnXy5HPLl0UWyyItrNchWRt3vYD1XbT7tOSlg5HmO+ZTldtqz2DPxc0Uq3DlzN0C3Xnii4cPP79373Oo4w3emGq8d+r3p26fOnW066vv/mpkYAbXOnrcrWYfNn9C5P/OzRl8T6D7/jUySOBHn0u8puK5mkNtYuxwV98pu+lcakelKzyPIGyyBH2Uf1nrcV9r8ejrSDRDHHM9jp9B/qHF19gibT6MgIzQkgTDggIzQsS81x8tOBl22O5mNvhU921JweFJs9AmCPSUjd6IAJPvw3UG32iZu+CD0P0ONbxU9PNQL4fLbThDSdVnrhCFmEmHb7EVWQXelaudj+OOaDW5KPn0DQjYh8K3yDeouKgS6OvrKym5MdlyHu7lFY2tndXdzekUe2j39eIRZdfRLexrtsx+jnq3s9N09wz8KPdoauk2Ok/afXwH/6teIBEfduXoOM7eIWNkJ6Urwy9MYKdwDy6+ZZhtDA5WYOYTuNhIPWflx/ecdZ/RfBb9uMxmNN8y0/HTuAKLfX5KP26OGPTJ9q6KPlcBH+FD9GlqC0pWD6R+4SdlAitDXk3tW716PiKAljKihfDzEFcMyPdOCYWfrMMJ+djFnMsEQaSfpgaZkhe/ZdtrE0308bqvK5esKfy06tWW3wHxNqP0FfQdKtlQJDMRi31XpeTV25gc9x4+fLD0IDbcSjH1ZS4R98BzyD5szrQi3grwY5iLNP3OTwn+xsM48IDsO9q1FL8Cn2nskyLytAwRqPz47R78H+s46ayN3VzVdEL22cxKx9cNly69kVrku1c034d8A/ZxsYMTXcM+Z8BJePMOXWr9wVGHOfzj0H1YSV2AJl/hZp1skHtY3F0jpj2rpN3b0OBgIV8uWpscemoNlzdCgzG9mWEO7FbCsX0cVpvaTOxwoOSlrRnbZsWa0WLH9bk5MpsVV09FbXgOIdAfIf7g9HP3Pn9w79CGDG/Xpxadu81n0c2vvvv3a2d6UPTO6BmQ38Qsr4AImpozYaWJnwa/Hz/r+Onipb74q4aCRnWfG5r6wB/ZZ4YeaEbrJfBI6fHZgo+Vrsgt2anAOWnQj/Dj0UfwBoH0Q2PDU50gX6UOVsVPgprXXxt+XjLl5cEFwz4eoUyxQ/yIvpRljnJX38rmVaavUpqT3qBoqtBMFX5qc6bhD9fkcDYa9MPR3SPM7BsZsdFXqUMO38pKKXjl7Hq5VL7lOuag7Bvtdzzl/QEcfMhLOWrgo2dGhobHwtu7k4c607I7d/ZihFFWBtEGRzLymEm7XmPgk+KXZW53u5XQJ04+9viMo88Az0G/7u4XX2x+Ud6duIHGZPG5qSn0+nA6WIfScjRXrm/TvTyIP6rB2MWeMar6DPsEfKOvG/HnPOv4e51xWJOOQEfBuyxWGn7CvkTDvnnm4ZeZVHvASzszhhxYc7ayveYmCPqEfthhM4KMsVOORV7G9h3ANUfu6mLFdh+Ny0VbKfr4bV+GHPhIVfT5eMmMg7c69FymL3VfdKIl+3xlTOzq6vgAvLHaAeGHrQAg74A0/qD8CKbErdgInjvX1XDPSfddlbp34i3Qr740J7s6OxlT31KwrxrBbDhrldMaxjdIiOX1DrBvjHNeudXLknf8XF8JscdfdcM09jmuNzZg4oHn028/fW7buuVgX21s4ekqXWYD/vaw29eASJeLGYuiofdOqOyzltqc2Det4RcvbkFWl5Xxs91/WPYJNtxF0UiTTwwtZmetCdhbU/WzBsf2WpUB30XzzTmflN4WnFT3jJb9ZD077CIfH9jHIK1KFPVkn/BYspo1o9TN7jbydIlCy2XGU/NW88Lvad5wK4Q7HF8RU0euuV9989Tt+/fP9R396rN/PHpzq+70Rj0128c3JlaHxdxlK/j/iX2/v7JsaYYPz9z7c94hD+gnSaYaY+U6F9dQKa6y5IkRuadPjHnXWiYD/HDE7QjOuA1PjbUhM4XI8WU6GLcv+Q7G25buk4U2MdyRfVR9QN8ym35blhN+sbHTzlQymxTsCymw0kvjyT4Vfg7dxw8L8MPoGdHx/FCaLdUXrRUv9WeIeluM4hNjC/9Z/NqPsA/Cj1NffaEY7LsxifM1neGHxzoRisUBb294TXOvsA/j246OXnNxSEx7zbqvZplboPFeVPaRkBR++F4cLr3dogK7/6W7Wxp+3WMd3X38sPpH+0Y4iMHvM0KiP5cttnzLg4u3pJBY+D1XLLZMLXbHz9J+px7N7yP1dNzrcDY7uZulqDRnL7H+Po8JgakZksF808x3Z850Io+fh44rNK6K67dais6k7qO3D+g7QPatPiDs27BAljZAvq0y2OBQOBW7GZJSCsnHo1BejIsk/R5nX7Avz1v6achEz1X5pbg2t3WrGpy7jNFv6aGlrHiLUs1QRJSeYZ6rq3UT/SqkX2M9HKCAH043wxMKY2ge3M4M90vndXssggN+ssU7zhs0KHnZ7Tt1BiZGdBNLtuJ1GvtwqAe8+FZeGoi/rznzfa6Q7Nu2mTRpatDcJxhcvriI5d6LCxIqLjnrPot92yz2RTmf4CjO9KR1ju2+2VFP/SVnM3WfixtCSHS6YW3rOiYYDeYKkS6uXXRKpa+yyKdmvpOFhZ6VYtiZYbMver1sKa9DyQspyuW1dVkhW7HLw/guN6vMdXEezXJSMTtqwXOy0tfwrVws37L6wMKEkhH3ovu//fdTt8+U3Hzwb6de++AB2Tdr3oLgwMIdkoFFd/T6zEpn9s1+Et13ZXDZQqRMHloaHKTh1oTfvDlknww9XH1S4aCgysuy+ELFF6E1b5ZtKq7wFFfx6J2pqZ1jHYi0uyHgw3xDwMdup680/Kj7GGRAY7NEL/kyxUpqXg0xTZETRSbEb5mt+4zsWx/oiSgXClSr4UcmZGZp0ggLXgYuheKc3N2pqdbWqTre3QX6Qoy5pVKLb+NtidbNXRa+MuaIDFDajRJ+Dv6Vi+UF+AH6jgJ+E5PdSWXNpfuP5ZY299aQXrDywZKnZ4bau8m/DhlioOg1s452o/RU4ZGEZB/rXVTKIvp6x2qwF/ciodfLlh9Pw/Ynxkg/U/6chVIk3JXX+QKyoc/HIQcaD1Ddluyj4Bs12BvFy8rpNS+bovN10CHW5tXa6YvVyjcwcDr75sirHxZ4NxzSPTb4lmHqM9hTk4qi72iJGfAa9NkLGSx54Y46sPqAoG8pV3UziljwAn7qA5SxhoQ9J5B7ZrgidYG/DJiDaTGk6k2UDC14VvxcZ04Tfh5G+IF+YJ68JrKByNGJ91wTwKilrgVBvjsgI4/Gw23V1Yh9LEWLOC+5+uAqmP3Y8UvLWZWTM5wevjNuSuILwiSdEtNelrx9RVqo83cxjX0Pea5Hnm/FESLaD1OPlFqIo9MGfUvE1/ynj04wwPnfloY0KPss3RdN9pWjjtzxmO7DWpuMTgCCHxx1OJKP5/lnBB9YJmNdB/gAtrXGtwL/Mvt7exFAKlPdtdMsfSamDz9w/KVXFxcb7s3WmreAH99xiVAWY/OuXbUbFhXtO3r20AKtcvU2ksU+843KcSGafXvE4UP2AX6h/iPX5rz529u3x8/dv3nzwVdfPXi/j4Eu7v6Fx3Uljs82MUi66T6H2PueoN/30ytXBi8vXVBy5kx/sL+PyYaimVd1H5IwM2AjyYqQAarKPOaWRzjUX6DuU9RKoDncLqOjN0AHeOC4QCaSz5czBmIQhZSl+yTExWJfpLDPEC7FTjHFKv4jus/k1gdYcQZwp4fwehwnz5k0OesL6BcaiNnLxMTYhJJPPgSzy2HtsQUEaMUrcVXlstEbEJMpPb7R6bqPD/5lir5y6QKeu34+pzm8uqP5YFxzLlQdDHlAWbucWOvmhUmNawHKIAFp5KPww27bi0kvHuMcl5PdZgo9Cj7VeBSDvWU18j4GvfzBsbGJ0QpmfeKkSQUjCVYa7IlvheDjAtviCkHfYoO6la+P2uOOUfNj03JcYiS5NNDyNs+3e31G9z3KPjzzZibgKsfRQ2cv3OzCFbatPGeqRa2rGJPNQkdJiao+P5FkJJ9ManlOV9O+JfFbzp+jr6fz3aIie2GXYSxyi1fQh2OgGK0HMU3BN4OyL0RD5oLlTDzz+Cj7eqyymxLTg8JPu29UfAHQfBuCGZ/PmTF06tU5QmtXU/S6WnYX5Lr0jbdsx7346lXZhw/X42119Sokn+Ug0j4dtvi8HIx563CWF7ovKWkyKWx8BbL7bp0jvDWktajotUdqXi74n/hW8Yfvvv76a9LvnmftDvw4/C1LMOOV42xfN5B9l6ouGfSp7tsVy6U2ZV9stNsjfIPLJQtFYCwy7Fzcf/Ayr0SfzPFZwIVdHb5My+WjgW+tvIXaY2YfRd+aBud/wWyvNexBXtZamKlXFs+wK17qPm7XkUjS7tu4LGZ11yIPiP+z9z5+rcjfx6HzrMc6VOTitWUzTpToXhyWQ7AYGJo6MrDo/qnf/x7LvOfee/fBg4/fPDNABHkVNjFbXx8t8910oWO2yr4fP+sYBPy2hB49M3Guf4G/EVM+EmqFX9d1bgLqXWMgCTTfRANGTNsik/wj6glow/IsjEYro9HmDNH9MX7TPQpf8bj4S7NPXgV9QWQfLJBk2zITVS+TDjzLnDL8TNELk0uAb7x9ssMMOzKzJO48wqIfPpgKgPjGjX5pkxn2maw+fkAMaTaZBVL5ZkqWj1S4RvdVVPT3V8gLyVeCwhfkk+FH/5m3z9d1rwrrTDoIsEHD1ZRB6O22ZF8vXctkXU13s77bLekGL3b/X6Uv8h7R7nbxtJBxDCvFsKPXELAGexzdY/8w1ivoO39XJ7bGsUfivW4eIV8Kklo8K/hfw6BPO32vr3TC3iih+ZtpNS+H4WbYa2+0UffpYpthX4iyj+RzneuxD1sXZ2nAO4orbB52hj+lFNFXYqs+8ba4WujzVvYtoEXggC36NI1eRrwSVTCT5JIcKvywnEVPsHSflLw2+rDCC/jR2Cc6bqYFvh6FH9Tn1q2HDPxKEvGCXwlBMnrZ1/ljdrVFoKYbzHK/drf62e3woiLQGcl+yaWHq9H5W5Wch/xH9nAwa5rCNs0USwlIP+q+yVN9i1it7wPF8fraIzUvXoV8Xwv+TjR8Lc/n97awx9Vkrth++OFHH53Ys5bsM+j78JLoviXKPqx17KDue5R9cLlk4ROmNsKcJf8h3TfLZ8HS1RyoHif4mhzou6jFbZVFOjuyjxi0L7GZZFJGRPNZ89LKeN2kmD2NfRw3V5aHbrn37oOb+86eLdl34bM//mOfR1GCjT2LedIG5PgjplDZh9cl6CNuWbYlckHfwNH7b/7+rVvnztx/H4EGH9/v65F5a2STxNQzrpm/VKYOmQ35+PIk7HsF16sh186UeOnp23gm3sjF1ISMROs8K17Xq8SzGn3mbFeE7MPrj5I6jIKKZjJUUBCNxL7WcNWCX4GZ9Mqog/2+IKQvy+egHWdgP8umqz4sdnjiELnjUKXZ7MjUs+kmX5jea73AGBNJDPv6Wh8DokqFfLrCGy3lrlS+stqRGUnaWSVvxag8FXyp0LrXmgDjZ1vSxs5XN794OJ9DWsi+cFS22EJjb48VL2NYdmuPD0u9RBzNf51jyWEy8cApDm5zcJQrkw38nIAQTxmPg5F7CBC5e1eBZ0YXoviuGLZdAfqWD7LexR97v+n0cbgh3/A+oAnoVWgp7Nzv41cI61oHo+rNMq9lbvbUWYfNvnlzXL09tm6F/RSy76ikVc2lfcUiH3LrTTS97HJQYdmqz1vZl7FBYkW50HZIjq9xmOuhj0DMdaa6APHj8LR4+RvyYc5rN/sWaLpwtGwapybMNSPmq65W4cvVEg+JTiX64JYJLlmwFb8UD8aJ7PPjvz3TfNhz7Ip9jh5mcKfb5edPb69vqz98OC8ZpW82vPEwxydzBpIHq184sTd1ngRMSs9HbOntEWFf0SJ5prGPh8pOfP3hh0TfFx9+/eEXX1P5ffQRxN+nqIKbqjjkXSLdvo8u4TbGpb02/AR/lu77Ifax6I3gkpiw7/t7fe7uM7yWGsVXpS5m27C814l6ay0cmlLYvGPZWuRoEfPx16752UsVbtPZxwUTfIApMcFL78Gq8vDhgwv4izL35pdf/u71uYsWKfsM9cx1IjzQIFsKWfLu+RB/RHuaMENZlhKDdl/JB/dv/fb+/Tff/+Dcm7dP3b5Gs4nrHJ9Yucwm7JNJCrcEje6b8SQ7bT/DFtQrr1y5svK1M/0l/mLnMtc8cUAB5AsNVaWH9IX1gXwNdNS69rNe0EfnC+Anagqbsrz6GRKiaxSVLHplwBqEpTZ/CbGicaYAf7eLgyqnmVzse23S9VuGjl/KshSnmheczQop8DGTXgw79KpQpkTMUfNFSs5wqCTFYX9QzxDJLUoJ67MczTLZlWKX411UvLQFmlKXzBPs9Qv6RkX58dfpl37g6LnJnO79YZ159WO9Ze0sUuHuQ+MP+7nM7qPuw2FxvKfFb2/ZbnmPaxvhjDOgEkSTr1m0HrlXlivLHHx3rKYO4QjdvTuBvrvGojf9AQOl3F03GBsbGCGdPmus8fqoSr5R0+db/D05LmyGUvkFWon1q+0hr+TkcNhhsw+Z0EhwAPpKgL6jCGcG+ebOdIgoP28z5bBafTOl4BVnn7eiLwHOZoHfBiP5WNhy3U0eA7G5gj5G5VP2+WvRy3ZfKn4QAaUL5KAEH0kPxLlKV1cbe65+VtG7T3OjUfqyqs7Q/qGU1H6WCVuegas2+qxwlwFsebz99MvP4uze4VLEntW35WHmUV8P4182LFu4a0/Rh2/jrVPI+Zu8fuucYG+fos9juu478fUXX3/BV4APcu9DYo/ww/ffmjmHGlzY7WOGs0P4WbqPYQYFsA5/L/tmFFRm4XMuszJ+xg8UvLNm+Cw1pe7p07biW3NRytyGBgt5a6okoH5Ng8PZYt+gtMBnnr1rXu13cSp5xdoM9u0oXH3h888/ffjNw2+++QDF6vsz93325d/fLvJb5MQ9Ig9POVeokPCyvPA0wAf2fwgfNy4WL9sSWnFjoOj+x7/97f1Tt86du3//1O33RuRm0cAct5Ql1pUOR8lrZrxPxr6V24C/K1deP5OY4UU7l9Xz88J+fKgKO0dXz7rWFWEykgM171dNznyRQlIVni7POss+qC5JF9aVNq94fxF+xQyeC7RyrKxDvbGO0FIn7Qfht5659QU+dsPP8nzJmp2EC2eZ+xKAn4Qu+Vq7HGw44pfjmKPcHvGKACT6OKnpt+G3WJSfyL4zFSyEzcpHlui+qZyx/M7w/xkGnUaO1ZQBemBfO9fagD3ENeN9GfeiAVhT1m5CWnBznNMNEXztYuXrJjGh87plhdeUugitYsE7DXdS7l7RqpeiD0n0UHX4U++vWOn0gHmLtdJ1+rHp/T7KPkeUgaPfZ+AnB3ht9vmx3qXqo+4r2eohdLMnDEy2MQPeR9DHBV/CT8LqOX8l97bKCQ7xLntz19eBPm9UxsI+kxrIC/BS8orus2WfWK6Np3mOE/sGXCVT22OffTKERzIRI+Mh+yF+VH0UfjNdnXwx2vsbsACIDs/InbeffRY1bzWXIetx76q6/nB9Xk7eUHV1ThoFHwDIqPrx1snh63f6ioo8QD7W7Y+yb6T/yhsX+ZkN/hnkfaRvv6bsg6tZ1tmAvg9P8Nak6D672SfsQ5BLPNgHGx932h4Vd7Pji7E0lvUY++ygz3luvvMZynfSabDbZE4MGcpt4j+RfHvZ7HvDqnsdS7s4VLlEsbdGlN+mVytnTGNffDHSC3YUPvfgwcOHX33zx2+++ePHD7/69OYnn3zz5e9u93nP9XGzDvFyzSMzS60i0FGeKYVNDdR8+LbkONi3ZTnZtw/cg73vFDp+506dmrgG2TdnACl/iVr1MvCfVzpcZrg4o+8Jat5tg6+SfVcqEoM03ZUjVDj6eJRaRB3UniHd+kBruuEISZbPlgix/bHejRSS0MwCQWddv7PCAzjnLRbhJ7uoXnQ2F0CVCftINkecQaxjn9eBPh6plMpbhh3zqPu8ZNBLi7Kum1D2sfqN0SfA/MrRRnzqLm+AXEq2/cy0twRERkiNK/Ab1YqX+FvMt6RhpKpL6Qb2T4wn1b3Yfbh6bCx3927UtOFxHRzX1oi1hfeF0NNDzatCsLusrLddo0p1Uxc/iqrYDDTATSb0jeF77rLFlXVzvBt3ngWvxTzy7jYZeIf/jEemHIsrInjX3ra2aI9vsT4rzVsdekyreXnbTs+SB1r7bLaz2fL3Wd5mpILuU/Kd5UUOD4Eb/J/zlHwaW1WkQw6zxqa3neZKycs8UzlOicsb9DObxz64a9zReodoAVVfKkvdBBl0KPkyZItYXFLWpRBamudMY5gBqIfAbx925DN4IoTakuSTh/RzJt9Vo/uu2hMPfjdy53oL+n40hrZVlx5BGAbGvoh+zB7KYa4Ben4QfpM5k5N51yH75FcD9/i8Nj2z3n2A/DvxhcW9P330kVF9DTR3VGnFB9knZ3odsg/0+1AC/FICRPeto+57nH1wuZAmAMHs6fYXmW/MRiR98JaTp51zSPc6G1uEeir13lAAotD9WZV1fo1jGl2tW2LRD/zbu2llgeGNTlld4kMiUrZtK/z0IZ5vvvnsz599xvce7Lvwxy+/PHW/CJUduBcSjd1eAA+fvHD4yBPhuRxGnw+l39eA802FOLOwumQgqoTsu4Vq9/a5vvv3+1DzzkF8/Ry/kONLjOx7xOHyZDkuPwX5BgdfZdNvfqK/LvXqqlioEG+9EXnrA3WcEWGfwzXBl/qjRDrfZsqKmJiHiT5L9UUb5cUTOLIb62XI51+sui/CZp+VV2pfK3LWfbXUfSBwpjXsQP5sSLSl+/RF09V19BGpIrSSnT5jsa60hhuYx+h8V93NMSDe61Lz0t2yUqC3eFRfK2QCgj1SVL7YX8ahklas7+YfTmuPC4OHpbsmuaaZ6o+lLYlHiwvYR5IRg4Bdr2yqkY8sbWtkltvLuS7GG2U8vxteg3/CP5ZhezQ3jgXvHec697Z+9yo4qAUvougr+vGlRqYci82Id6XFPOv5vuxSMUZHhM53NjYb0bfM1n0a3IyKFSRB1oY8RfAzM39gnrDEjl9hCoFp9Ym8MtEGJJ+3aep5pO4z1FuQIQQ0tajcv0MTbmZCgvwUa4IE7fTJ99zo0Ckvhx08zxFkBjDT4dfDhWKpefeRfkXCI2+LfHPxQmTj3/FzlY/cofvkBBVe+UbD7K9NXN/+7PbGxhbir74NFtEjQ3lcUx9uxa0rZOiAfcOTk9fH+8g+lrz7oPseYZ9Y6xC3sn7w5MUvlHof/elPwr4TyAbd06STDsi+S7zXNr3fJx6X46h54+O5Lnt8R2DIYxF9LHq5Mfa4vQ8nkni9Jfi5aWNdpVrT9PmGKXLfmJbiojH6fNaizYYr5cCe8G/NmpcWx8926ve5uGCtA4t6mz998CnI99kH3/znZ199Bfjde/jdl3/9j/9e4oXsVmgS4R58ydhTRfw6ntjMwM3HhX2UfWAf0LelAun0W+/fvnXrt7/97a3x9+7ff6eIc162/Ab8j1vdPjQ4nbc6Zj8h+1DyvopPp1eWbwkN1uQOZACDfBbrJOBNxxmBNvcUeuYwmm62ZfJVYz9pHg4p1rwoX0danug+afdB9xXw73gB2AcDisW+WkeFm+Lk6nOa9Brhl6XuZhcZ9AZzu50TFso9gR8SpVn9hsaoCuVNomgxuFSa4YZp9ek6m3zIAUSfsk98OlbpKJ2ziv4YCj8+/Hl4ByfDenur68d2h+3sBePyV0HfdUPlkX3dQCD+kQMODDz4Q4xkkRWP7g6mU1HpdcP/wudvyrpF+uECZRl/ArVuLi20d+4+xj1T/VL0bZN6tz9TpLmYWfjBTsfeYhNk8JjHRZdCQq3Y0tXG4Berwi/Q6D5mlAZlsHwU9MmQw1tqWqo+tAEFfSXO6DMizs9Cn0lz9vZAonyqnlKDy1nOiJN+HoZ91I/c/VDd52/o528WOkT2iVuALxb6xKTirOEGZl4lbAV9eKvpWT6CPQk3pexjj5Dkm6nGwKu29hPpR/RdHXDlfZyJ8bbtT4N/Lbi9zM0gZGLkMZ0XibHY8WDBOzR5p4+TDoXfosd1H9iH5YsAxtWVr3zjC0Ef4PenbxtMiIF0+/CpL+jbu9cx5jW6T2cdPPJxfFtgtM9jAw0UvQyFLnCbPc3i4o7LEtQVS5+zK13T0RPyKfz2mlpXnzesV2uuS/IBeXsQxyz0w8sSYd+r/W7WeEHhVxCN20TbUtDq++677778q3ufffbgwbuffvbNN1/+5Cd/+48lONjB8GYkWTG9VA70MskU6faBhcebqHBR9SL7j7Jvvv/IgPvNU7dunfqP62+N3zl3/733zr33PMGH19nrlzyjBpfM4sfR9wQ17+AVKj9WvrGBIRRkPPzA8R8l33otdQMtyEVYlhYtdj0DzX4HJquUW5l63kwknq9je9aRFcoBCEe9stRWoFvqUMWRHBbH1tbaus8+SP4I+3TQC3dzEOMMXHSrzWr4AX2kX6TGC9LqHCmzXBF4gJ9oPkQzZ1rWFnZeKVTRSApQ5JmaF2qPJEHXbJSTA+q+SD1britvo+NJzcim7o5LR1ZBd29+Tg3mtgAdVzXaSTc0/4R9NaAeMAhJyCYf6l/wkYhDsctc5t5/yC2jAqxhVEsumn5lcX+TW7fzPNBn4qdsT8vrzF9+lf+hpNytyKInB+irsEpcq+Bd6ZhxLK7Av8hZrzP7AkzNKxkuThtt1rG2UHN+HFfSNmzVVt9R3t5V9KHaRU8Y9LOHHCUM2zMJy65WnpWNPsGfePcWSHwpnw1KP2n2Cfo8lIsZzrrP3x9nd2GAEmMzi15fX+uGgFlLM8sZQkH+ylLyesjVJJLPz89Uu+TfXJV7fgI//tvyYhW/1raHxhtg6jFy7nr99qfBv+10/bXVw/wyxG0lPJOtFH3n+nTEsWifxyKPx3WfRowW8/AflNnsHpS/D7/44j/h5WO3r2HJErlQZGQfemm2ycWad+icN17Yt6M2IN790aaeu5vMTME+d4fim+3CtWt8BscUGrBt0j7fWgO/01VrbOH3Bnl3ctqCh5j59gj0WPEuWdK01qnq3fRquRN08NatIGB9yvJ169a/+8effAncvf/wq8+/ffjpp5999v/+t5/85Ff9mRER8z1rofcktH6XbmbgySoG+5YA/Xs45WXJuzEl0vfQnLnnxm/xEMCtW3fP3b7/3rmJ5/WWm/vsTEv22XcpXSzwPRH75PNpHQvfQZS9vvDLxcgGgcW5Wgo/tvqcbjzYj045ZM+Xcsv00ULUzGyTT38gRI0v2u/jSi++LwiS7TKyr5b7vM7TjpTHRx1i8EP5jUOV8Ub3xQdxxV3XMuyyF2/wm4iwdJ8hn453MzMDrGaf7rJJSzDaYp+MMlDorhQpJd9QXVbEAH6UlzJTAfvCuvPzuuvCcrnQMZYURk1XU0N3C9nHOphdPUbPsw5GCimDrSAF0QYk/OKo+mr+Bm9xhJIoJAhzwxHTVxPHtCROeEetIa8dRDpoHpS7EUSfgK/Cuba1s5pNs29UG37TdF9ipM6Bpi/zGpOf53zDvuDgDYkbDPiOKvl0MCGyDzCx6l2oPhV9rhb4bM03Vx/1uUhys1w80sz6DKaeCnzmJmRsxSTYuoup4JNql6++Aj+gmEpU0hXsSAKrZNWWn7T7wL193kagPvLMdIKfq4GfCD/Xq1a6i6vZUJ4z4Hqt79z4241PP/20CMAWEPAIMjGGhvh6ffzGCHgn5harqvd+7bEblWjJlbMjR18IltNSCk8+PHHCDHn1HvlHBB5l31onh4uTv0/Zh5Hv47ovSo//xltrHbiE7iL3rmGg8Pfc/Gi5azKZNaTFSQw6Vbsq/BR8S7TiFcHXZMi39iU6m42xTnQf2bdx+bqNEc999+V3X/7kb9/9Bs9//ucX//nnr3735U9+d6Yvq3adSj6zlSGbaTvWVRZ4bib7ThC0CIEplBWuUJ9F5/7j1n/cGv+Pc3du3Z04d+PujQFzp9c9sukZyj4ZdLhMH3Q8Uc1LMUHDxCA9Y7htGGFNNdbjba3Utar6PM3Ew4i+WDPglUQDeuow5LWFn4a2aMnL+9/FJkOAlhaZ5VH4QfdpiLziVkwujuh6a9ARm+IMv1r9WAJ0AY8Xi/x52pDhe8Il1r9i9GNfMkY/HD7BlWbIYRzNlRrap4MZmHGiFX0CPw53Vyr9dHJKg19WZIDKvgC0/s6Mp6WV7uzICe8OL2suy18V3rG7u6OspkPGHez3sddXoyeH2mVdg9yrYXePIw3kMPNH4gi93FzRgez6MRyTEX1S8TrJN8XZIDOZ+R9Kx7scc0xv6tkbbTLm1VdRr6PTvM2JkQZ+GmYwX8peq+Hn6SnZpQG8rXHo0Fk1tmi9a2JbBH0Y75YUOU6PJ8x1tPkeAZ8anM29jkjZNlxogpu9dc2Mcw41v9iyj/Uu9zmY26fwM6pP0WffS57jgBZrXhl1eHziLfd8pz1zLeb5mRer4iXu5pB+8mJ1Ebmu0jPQM/LeufG3WrY/y/bf9u0AIKtgQPDWxEgPoLdv0Sc2+7y9v0/3lcs0glmbQZko/ZZxyEFbc4NA7sOPGgL+1eg+u993SWe9utNmdF9sZvzjJr7ZahUWa3OUNvlkSd7Hx3eLc6dPytzTjvbeGsvR94aeJrJ+/CTXjJcs0UJXBh1AX5P2+rTfx3afeXSnDfbD9VB1GzM//fLLP3735e/e/+bjd7/67I9//vN333z15U9efm/Ezz9FLhXt4n3eXeZA747aAt9lm1nzYtrDdt+OQvkMD/XvO/eH6+PX3751/f4dCOuRayx5owa41xbYpN4+kX1moc36WNyfaM67Tsg3eAXwSxG0rJdXe2HDU3SfGfY6KQWpioV8kmhl+Zqjrc0xbfEZ7VesFhO4XCj7CjTAihWvGI0ZX+oZqy+x08+zTUMficsPRQ5V6sUisk9iR43uk9DlGDHlZOnpIfMR2Td4HaFV5XqJkvcdnXSf9PsM+Va+Bnyg6A3tJ9flpAd035nxqbzszvDwuN6k3uYVyb8swwpHdxkdzXH0ujC+tCYXdTBrXvwASKd6DwF/YJ+cn8S/1Vu2Ig7fcIA3N1dlXxzQNzWlnmb6k00aC73MVwZfeRX/rRZT9VVwcaWiYuUjek9oyY9cxGCF0+PMPskiA4MirFGvrfmWyZVKjogisYdxAew7dIHoo+oDw1AOuvppq89R7mKbf5GDc3aPT0KbFYczva3gZsZY8SBIpN4qmjtTtssg+xZsCN7A6Uqqv/XoiDfIFn4hpuC1VN8smUyYSpW7aldR8n4C2feJVryPyz6DvkdMLlftN1o7W0gE5nt6Zvb0XAP/7ty6/tbb6Py1ofn31lvXx+/e6DOKz0Iff8/fr/sCykO4hSCU8Nx8okGuoGGtQ2Xfc6EngT7nfp/IvktWlsFf0n2gHZOhZlhzXdS62JAH+3xTrDYewNfUZG9zWGcm7cw+O6JPYgq2LGsi7VT1EX6CPFPvLpF2X4WbQ2txVQ1F/XqckasN+OLLn1D33Xz4EK2/z7757I/ffPq3fz1e9ODm1YTlO/Q47/EXcMhj1w5e6C2P952/ualJBt17OOrYJicqQn1fO3d3/M71tybHT52buHsDZ8ndzdHyGcudZJ9qPifZ9yT9PmEfX14dXJ6idawUuLTSyWxBybfe3oBatizWtvWp5osUf4uARz0uIZqKbMXDC/2CRfhx1EvhV6CDXhOjFxNh3M1O1yqd7H1ODT9E+OEjiYG72WzKgH26m6sGPOo+dedECIuNzAuRcHqpycuVeuXmI8UlNv9iC33a76sYHVWG6PCUuk+St+WGG20ufeOTh8fGsrtX9Ob3tuf+Am/QwQPPQDymuLC910tjSy+h190tug/sK8vFdyLy+KamfXf4ijgenqypwfFdwA+x9HHhU1N3hHqUfjbcLF/LoCANKrS/wlpjW7nY0d+zen/4d2rxTVIVCcJ/nc4+1V9W1bvauejlgd4YJOBd6EKauEU+M5YQe5zzkMOky8txXn5TGKjq4+m2mTp/tVZ6Q+frMSQ5VmSlifoJ+xLNSWCNL9A+sCl6TceP1YKP843dq7YAnKVNQ3AP9Nv3idTm38M+mXTMszwxMw3mrk43yigLtYD39u7x8Ojp8UBUd9+ZM++9N4oXrKmPCPlSbcWH1x7vuY/pPthQoqXmxacr2Reb0iDYY8H7Ibt9f/qwYc+lS2sN/PY6yz6bfet/iH0AnkQDQPYYyUfuYSMraPVJ52L2pOn5GR5erJpOQn5/kjkqodEBTar6BHzybe0Su9n3DJ3NmS4O9EF6wd4HouN44hZYWr777ie/O/sQYw44/b767JtPP77/8fsPH3xy814h1d4u7uIykQAl78YCH/QjwT4hPXXfNvn0Dgzpm7gD9qHjd3fixo0bxxhfJQfKo4KaHN0+K73FiX8/nn3rBlOk5CUEJQ4pgpxbbxW7RvR5OpPPgb6YiCyTXp/FOIGAAEv3acVrmn6V9lFICL+gYjPrKKDww7/A1VqpeT05y3icfOZ9IwklzCAwBlEusi/jwkGvTi4CeGKSowyeEdHpMy1Q+hFFa8Gr4czStzMjYPaQvIot9Bnht1jJJ0wZXVmh7JPrvdEUl/19d4YON+fkg2NhOMv2i3woud5ucK+5hiscNTXSztvdC78LUYdveCtHJ8m+OJDyb3L/piZud7swLy48HPBDKn1NGe5x1E1Zgw47hUqGu3wh2cRsiDsB09hn+ZqtGS/Ip9/z2/qK9b95jH0oeSM0sd7e7NDj5DxrztXbCxeww2ZEnzdte3498JL04DsdcvSJ6CsSCqSaxn+RJYKM6FOGJDixb7WT7sOpIolIS5BWIPt96n9K9ZclXpV8pt9n0GfyR2fZ4fNXzXczVfbtk27f97IP1DPl7nTlZ63GObbjTAaNmKXpT/yEv7Vri3ijb1GPGJlV77G56O3RY37Df4F90H3IXfFkfstpafV9qJMOGXCsJf047V3r1O4D+2LL482cd9f31ryAHxEEARCv5PORCLqQLfbpDef9XSl2f2ZgeNpGH77bXLh89cJEGNmFfUt0uquTXi6S2VsdazYNljvEFskDiwsr+drM01/+NWren/z2ffhb4PC7+fCPf/zqIYIbvvn87MOHWwbLKwsKordtekFr3h2Z8V5BAcubmpbgz0BkH675SoJdiD8m7HfPd0/8y6+ZV+8uXcyBnmsDUSHHn6Gt2drk1QgDU/bCBfPj+33LkX0pC6LL/7/23j+oqjNdFxRQBLb8BkTc2w0gGkQjhk1HoMULIQ2g8Sr2KEio4hy7DmboIifpW5ZTo/d6srUmTUFOOJ5IKVU46qHUHq722JZ1qZnKlFabVLWdpO60arT6VpSUagWCtsfy73l/fd/61t5rC0JP0iTrA0Fgs9dmfXs9+3nf93mftzifixcc7W7VTRv4eQtn+cppGc0czPsw3PUx+PkF+yTfZxI/GPhIhV5W94mTAfnoZWCdN1Ehn6hcQvAvX2Mf2Rlk4XBi6uxIpebcDDZiQd2HD8d2kOC6VB4RlTmsKkc9yxAx1YfeNSlJjb1Wuu8E8j4qFJRwwMl4k8uVDqyVwFdfrPvp//yzoooDFYshm5dT9Z+A0UFj2wGCPWrV2IwL9XwIe3UFmxn4SMEH/zZXFECUWwDfgED3QEURMD+OeQv+/udfKLMC6WajEsdFyvUJ9OGEFAv6dLirU39a7dJQ4hTzouEzy1w0+Kn5vIh9S9FkD5APeN9BhXzoNsCWAcEE7OQ42H1QNfAi9L2mlqWrU21v8Nma10HYt1TxvjTqGc9LYexbmKp4nwj7UoX4pZLchgLetFjDdx7iXuKAVOwgcd/drrvI/bhXxAH78mzIh3gXL5iH9DSW69T4/5EggR/H70hmUcmCmCe9u8L48B0oX5BY7vGI2AdcBaLDzEqmfXjN81BegDlS9yHvewPdApS+76b08xYWOmPfEkvPkiLlDXzDKfXLK/uV9xQXcTtCah6DxkemfO8i8MG1mKuxr1MSfljk3aWY3y+h1DHXXIh9AcQ+DHnnPHky5/rViXEUuIzeHnsyThTw/qOJiQdvRo/chYzE2haKeXe21RYWZjVu6RnEhuayjv1A+yq3I91JhJDtyBFweT9+prWmJ3/hK9GeYHc3TOT94IONHftxNIkhaxb85YTfTGJeSCIB8BWXq3iX0Q/zeVLcUMiXiD4rAH2i/At4eW4Hv3OyTSJegL4srXFhx1Du8iWBH0+prGbsI90J5/uMgUWhBd5i4X2J+fyYqLODmF9hVrYq5maQ+SiVa7YSLPtKTdbH8W+9Xxd6AfoKoZUlJf11Jepj3tdAwmZiVCRxQS+XgE80LtTa8cWaxe/9rKDovSqAOihTYHYPZXqoTz5AQr8D2KyBJQ/4ya8QAKllDb+H3wHMRPCDELgACr11FVXE/2AkWwFGvMqvBcEPuzgunhTgK2EG2hugCq/B+s6Fw6CCPox9tzhhn3eRbuktZ96HwS/7iw4D+B3kGgeGrtQRQeiHfgGvI/SJa8syAgeEPdXXuoCRz2BQGvsQVjfCaHvF+2goIFgDZkEhBEPeLAl4Wdln8D6qjgn0jcQbsa58JIELQl8XJ/scoC8tj+s0GPSmqVCXZTIjKtwVkU5QQvUEQj5eiHyEfwsswbYkN4PMcZ+HfZgZQ9oH3lWEfcB4DmFLB/M+rPO+0dzB2HeTY96yndtJ24zWoBF4X3yKmvyQgsCH6Je0vMYwJ+BoVwPgIAzi7TfLuv0tNeAZug34dxpUmKoDXOQo45466mcT9IN83xtv/PLDhkJdYIiysC8x0/9wzr/Oefb1nx6M/2VidOIhwN3YxMSd62MPxieePp6YuIJJEyiNDT1oQfDLh1A+q7a+uKcMbbxA3QchL13giRleAMCllZAKJF1hZ0fu7//t0//l9x/8l2Buh8r2KeSTqJeJ3wywbz1Sv/JyzeUQORIlyWdXtCSir4DO9BHdCwjyicLFzywrW9o6NO9r5JgXX8NpZIcYWNWyrwDXOlRUawS9dpVLolK5eNG7mScu582DJpRsBj6WuXCvMZNS1btWTwVejlpLycYACx7ZqdAWDDPoUrJet0Je0fch9pVwyEuIg2YGhJnwCVp6b7xa8PK6uqIDVdCjgd0bBwDh6uDfZoA0wr5fEfYhBaxjeKzAgbuAe5AXrKBODuR6BaRtwUGU8HVVVcHf/4aw7yIb9OG/PpXoW08EDmNvQC7Yk5L1ouTTjqUaBTHUbVCcr8SJ90nQuyhT8n1K3KegD3z6hsmyJZmqFdSvAQFvdLL2Z+6mVB/q+CDiXdnFrK/LDn3xwvtUqYPAD6YVrTWxLx4nIpDTWVaW5Veqsnw4UQolz0nkqBurW9Cw2DESz++IfQlA+AD6kPixdCYvFPrglyXsNSob8TrdNxIbq+SJQPvor07gWUoU93at7mLqx4QveYG2YpDOvEmxr4Xlcx1QS+3EhoZ/Z9qHtQ7olG3ugQnfndYqA/9jwL5Gwr7tpUlhPW1p0AWDFxH1IqRIwLu8RefxVC23WYn8uK13UHX0AvBVJuZmpOK8qWhw5U6v9m7iXB+n+8oo5C2zOtreOBWIMwoM1NKG2Lc1sHz8yTdz/vVrQL7x61DrGLs++vjpxIP/MX7/6cOnT8HeAKxBjwQ9f+i6P47gF0BZGswna6KMH2T7MOQltuP1NuG8S7ItYAravv4cVDz+ywd+IIeGts94GB58mzb24ZwbHHAoiCasL1EkLVbSjz2myqWVI8A+zmSc4iWCxYUOJe9j76qFpo9Btl81duCYsUKZNMbQB9jnTbSgzyJ/xUbCj9EPJNCQ7/OCnYGMZ4eEnyJ+wMoAFzKV5DqggvAMqsMwECJAckNHNtSK4VzG5yWt7rbn+7DYUSKtsAh9lGIj6ORiMjT0rnl5TRGY+b4PJY3Ni4HZFWymDrXNi/E/m6l5g7gegt8BinFR2gLpP/hZAZZ1FxfU/Z+Q9qvAbl6Y/wA3oBrvF19wAy9/gFAXOR/MGy8pyWwAa1h4y8XXiS1A6/pIwmfxP0ZsfG8oMYEPEn42jUsGY5+XM34sb94o+QyEvtvDVyDeVY0c0TxwjYauJYs9c/dB1cCLChYIe4X5LViglDC2vJltZIfGvhSOeWESVroObC3oS9Wsj/0NUpj2ab9R4x28xRGUQd8CzE/ZI2BF2gI+jX154voCepYR1RsyIqFuEClfdJCQT3gfc77VZqS7ADN8mORDkOV6Mpl2HQ/t6/CQvo8aEbDpn43q8Z2G8v470r5ODHkx6m2GamiHbue9ScPJA1mAfVscsS9+2dp3380uLJTyBv6DKEigb0eII18zcr9+e+Tbf7J1oy+bGraTR+CPQPuI3E2c6OOEX1mZNjLoEGVzqaEnxpRbXLU/ADQpsO3h43vPno1N3Lsz+nB8YnT86bNnT+7dB0erp1DxhdD3Svfx7u7gyPBnd8ZadrY3QqQGJc7GQAuAPVU62rY3bSfsK62BV4D9gnyMfs0nPv39//1BBrjib61XLR2c7FOkzzMT3ldJyCdhrJC9RLYrSKQ6L+Mf4k65vmGulDgC6kOu8KoMqfJmE/Slql7ebMX7MOHHVgaoa84W53jEPs4qavdm1c9rlTs07dsCjw2tXOYx70vCoJepH0RzDH3yGKHUQaRP9DeYD6SWYwRBqHLQuZyXl/RaN0W6Fvg1kJMBex+jnI7NXQIM7+Bi3fvpn1/+6b8V/X1V0ebF79UV1f0nkvBBg9qBKmzhZcEewhqFufihoAK1fEAQCyr4R4B6daDoW0zod7iC5l7/HKHP8G6hcPcUIR88iFwAvwaqwSfml5Q0sXpZ8T7yKG3QDW0NHPA65fsQ+3JV1LvUYvXlGxn6YNws+fSxsAUpXxq/6/ruQVb1sd+yGBaQ87ymfFbXGVYdUkziZ/I+wT56FczS2GcNQscFrI+mF6mId0RTP0vop0PeLvEDZN6XR+9xeZzu44A3L83ycFEVDt2QEhwRmhtthLyruXFDwG81ln6TqbJLVoVUVcF7C+d9hWQ3wLwvtQUFzRs6aSA5Clwe3zwkFgYQ8jbvBBVch27rAADc0VMJw8nREr4HY94kZVCKE8vSXlra2gf9pzj3geaLpWDOGqFvh+XE94bIXJr7pbqxQdc4+sEubxGYtEfFxMFAqLuAfTAWKis9t0zXeCn25X62DvFxAd9SbeIitA+xL7A107dt4snTiaf3xu+MT3z1eOLhE/j7n90bffQI2nufPgP8e3CwG9ZrQ5+c/uQf2ttr48jKLzsjf3BHGUw1b4cuN5S4wIUdgOqvCX3YWAK2bL2l9WaRlwNuYX0zq/NW8lDrrejQ52Vl31YFhFb3GgEf2yYLrhD60Vg0Mq/iZBj3i2XzQAyNfX6rpy2VGzuSCpOsZB8VT5H3bUm0hbjGZHJzccxLnR0IfdjVhgSTPFl8uYvYUJVLHT6KwnGoptQ96kWfLNBHmQMgjtndvSdO9GroY9rHpQNkUcD7YAQ7JfroTwwEen//5zWv/ttPDuTU1RW9txikzZtRrYy0bnEdGPoh9v0KkA5JHn3ij1DMRS0z4yIUQJD25VRhvFuH1V40SfrCbNy9iB4TsIh7NtDf1OAlOgecry9U2EcccAsj3wlT3Acba8M+jHlR5eKlgocaUYm4t/H2BYh3h8WiNFkoH7wF4T1Bxbuvm9CXoKqhqxcs0LGugr54NcRNV3qhhqywL0FkymnYh0VwZyAfYR89W2iIeYL2zbKslpX1Cgtc0FHl7uq7ydIsQrNoAfnirJg3L42a8Qz0U2oXaXHT6Ef0L5ojXka+1RblI+utYLQixBhE01TXcN5XSMZN2YR9mdjN0VEGpqXKrplYHyAfJPzeaG7bsr1dYl5J+DH2gXWpwj5F+VaugmFrlblZhQR7kDzjcDcuyUesz96useG3g7Yax4bf9p8E4MvIgqc+BDxw4pcl30VmDmc9cxOn+yTwJX1Lp1L4oZFBtUn7NPZ5/e8i9k08/urbh0//8vTp0ydPnj17+vjR6NOHwPqe3Hv6dCyZQoUr40MQ9bZVk3tddao/ccNDqvI2tW3fsp0S+oB9+3fZsa+s+UPAwzZD2zfXwD6ifTPAvsRE5UcqJszE+wxvUu7hyC+XEquEk6xnVg72FFGWWrUO7dpH7vBWyMsuVtTSliROejwsI0M6epWVi5Y2q7JHcXEI+JXWJnGtI44maNJd+cRDWvkJEhUtZeU11T1KtegllVkfqgRS0hvFwWC9bmprYPcqqhsA7EBLGzjxY0cHWUTDTW589NHin/3bnrqfv/Orup/V/eotoHO/KqiAfB9UbzG9d4D+SxEupACxwHEYsnzgSL+5oADSghWYG1wMFQ9I8lVAsffn8P/FL2sLg4sc8IKn7GWCPptSWU/usNU4SiT5Zy/wIvLBVl10wj408qNJlRT0Cue7MryPSF8yN3Iw7QPoCSYrf2ZagAbLpHsiQdp3CflCe215iluKlfLD6Wlrl0MTxzKNfTT+2VxWtg+73JahX59gXzx3oGGez/Kd4iLva3e7mPalEfJh17FwPyl1EBxS1KvRT4MefQxq2CPeR+o+VrRYhV1MAwQxycfOMHxHpLcO431LCPvqCfuS0KiZaJ+YGFCho5PsW6DICxHdlnZ7vq+nTWFfh651LFmS9tK7OFe82F+NI29T2GiTUDBpVYvpyMJFjv6QCu9g/97WRRnZKYQeeWR7gNgHxA/OevkmC/csFwM2be7YRMpmG/jNi8vKQBjwr5249+zeOAwe+erpvSeIfPABgt57E0+ePH3y9N7Y1yPxC2Ac3+6v79z++uR2NK8rTKnOys7c8TsSuDQB8NFA7sQASJht2LdLWZa2bS81LEsV+STeNwPsu5yp0nzcsGu5VBH8CekTObM4mQbEqFRqvZzuK/VZHW0Efei0m6rkfeyiQi/lPJ4c45xasY7PgA4zn4whUzk/cfFzWozWpTimk/J90NmRbUEfGyywpSAyvVKeLUK8rzSgFYgEfbyHjH0nDHEzOZYywjDtQ/PSUuR9+DcCcPSe+PSj//yb9w9Uba5a8dbmojoAuqoDgH+/gjm9hwHVAPOgY6MAixqQDlyMHWxI9ajOi5m+zXVVOVDeBT1zVdWe/+OffrMY1ss5L7OHARR4ie5dvHwZkO+iCXu9hHzr++gNwO9iSE8H5fsY+Hq3MuWjP/5iaL6Ph5uwnQvFu7iwursPZH0kZqbqJfCbBPgH+KadC4j0QZWD7ALQrY8yXtGmCXK8bSgGgp+k/NYi+HE7r5I2wzgQJH5JTthH7Y/M+hT08ZhJ4XwxMVGEfdLNtvouclW6pUCfxfvy8uQbbGJFD9kie7rKwY0oCcT6EnTEy/XdBRTsBhMUG1Z1E/mzHXhfNkYJOGoyqhymspHw5BAJXG7CTO5OiXh/90ukfYEt7SrfhxqXm4R91WjbbPG+mJSFGyvRjzQ/m4d980caMpG+qMXid1jW7TEb2WC0LrwPtoCSb2E6RzvxMHiUeF8CcuWElenV+Zt0Q1sZ0z6EP4l537Apm0lYCAWcevAIDjSufDjx5dF7E3/5y9MxbGmD7jZoa7t3H6Dv3r2nT+6Nj8UsGUl+7c3hr8ce3LucDxEfGppmLczs6eiBbB9Mm9u+hahNYiAfeZ9B+hT0KcvS0DqHBL3Txz4BPp7E5jWMqpTSBZGP7Y04lPTmekXPzOzKF5BSQqkgn5K0LGTM425e5n2pLPAjWXMqt5lh1TXbX+rlzg6j1msr9YbMK9pKNlYW9sE9oPNyopRi8C/xMevzBSxq6lPYh9CXx9BHheJ6q9YhxY4GqRywroSMm8mxnpqGYRzd77/4x5wVULWFD3VFBQfeWvyLul8VoGCvgPs2wIN0c0UVUj0IcKtQ3Ay8D7Qu/7z5ACT56g4croJ2DsTA96v2FFUszoFhOGCLyapmBLVTyPkuw3SOhgaefGznfOub1of3s9n4HvzRvQG17NjHpv6oAJdCL0Hfuxcg0QfIxzWOhGiK7KQzl5QtBvKtpu8SzqSpWDSGFccxNoMpKk7kWSk/WCBj3sbYxxwxT4gf2zVr6Mviwu+yZSliBq26b0fs+pb4WDZwwWxfF4+ihCNq1gdevASAbLwFhd487O4gD+e0aBvmEeODD0DsAPeig5TIDHLUu1rp+VTxR2BPAX5UGPbRPCHMt8DTNCpdPFI6NnQeKmPap6EPIl4Y8Vhv8D70sOpk3hcAeV9H+3bgfUvyMNitASPmk4tkSmEh+VcSAQxp5hDY2yFqFgC+DTgEd+ladCdGAImHLDfxPoh54cQh8cvS2Kf62sTLAHkfpPv6GqPm2sGvsNaPbCI7BbV8E5Dm++bpI2hp+/LePSxxPEBLP3y/fm1J/MhINBiafj3+9aktPLO8OnWht6WHaF9TMRo4Ie/LTeywsT4Gv/12bV8Y8s0A+/S4Na8ew2bza8HZaYr0ZarhvDyqN1OCXwY+X0Dmni1kwzyqebCsD1GPBc8EftVo4SeqZqzNoigGqh10MKZ+xaHNbEbeL1G8m/1Z1NkBGb90GjTuY+KoBidRbzE7qnL4i/aC3JYGUw4B+uJl4ApIXPxqOtF6le9r0KWDBuF9PoS+UmqZy4Dax4lP//tH/7GgCHhfXd0eKPRWVFWAyLnuPeB6BVTcBewrAJDbjDYtqN6Dai6Ueg9XLD6wuaoKZIEFVb84fBhBsqCi6ueY7EPko2Y2LnEg9OHXcPzEBincavVynwPyoccqPtgAKgCJ9eIfTbmI0os2Dytkrj6aZWxBHwhb9g3v2y01DnwLqkrGAla2HORJbK9zExtVQYT65BnGx6HWeoJuaezMvJyAbyGGvMnRAhzC+2hER5LF+7j2QbK+hDS7z/yIEEyAHOxnS0DoW028L1mgL16gzpC45KkUINE+Kl3HWjFuMFpVOYDyRSdQtg9jXgx6g9ypR9oWqSKnKXWgSj/GzHXK9wE2gM9wYVTLIbJqJrN67Gj76qtOo9BxCpJZ9flS51UFD8K+WsI+4H3pKamLWmtaWnpa+k/6sKQrgyXkU1a51DMGlZgFRu3CuzIm7UfK58tOmQdkT7vf4UAeeG2hlw0YGZC1xRI1d6qod4PyrLen+0TigtgHIp680afQxPbJ//r//Lc//eny62e+hNaOJ/fGCPvGwcz0wcEYz8jIyIKhsbGxr095oapP2OfPhDbflp62JrrEqdCb6e0o21XmFPHSgCI767PQL2om2KdN6LWu2Uz0FWO8q8iUTCrKFdZHsS8xqlItJNY644XZNAa30d9o5vuyZE4lTQfn7jJ/YyoSP6krKzcDi+6Vi7mBBX5Yjcmo5a62PMS+hRkCfQLRODIJY1yVkSylrmOMgTHdl43EXw0dyEtamWFVeZWRSwMJnJWcmIod8Nu9vl5CDuSGN9b848/fyako2gx9HW+9Bcm7tw4UQdG34jAVM4ASbgY6VwWCv4LNBdiyu7niF4fBsgo4H6T2wMQAoBGqvBj9FkErGxoYrCds66MSB1Y5zq3npjSL0BH2AStUrlammwE9Voh0ke+VCt8rlVyEHfvQ4DCXXrwyqY2DOB8AnyDfAk7fQbQrbQ2U6Os+aK/vEuuzgj4FfjHaWcWYBoSgk0Tghy59PKfNCnk19iWpmeRZuusbWB8H1qrjLJ7dRo1D4cwQ8hC1aF88Ax0XeeOkrSNNB72xDH0qsxdN4T1+ILUe1jGE9kFtA+q6qxcElaovyNhn/tk06WNuvMeR91Gdd14GQR/rW8SyFB0LMN+noC/QJPo+KnXcxHxfZnY1tnV0dLQUL12Ewe5OIEr9lX49nlWMy9G4ReX2mkXOQsj3X4n3ARTW7IV2XeZNMJOCKwZI/BD7VpLvPjgoZuV3ashTn62eNkj3FdqhLyqOsa+xOmoUJnU8Gr13sAsaertGhu5cH524d/36BPS3jY7duX7lrmcJdHbchf62ic/a6uOw0lkNXu2JgH04bHx7MSAfvgH27VfaFjWZTZzqA7WqyDvXAf1mFPOqqq4aOykyF1XeNWocNJI8wJ84p4YXGJZ5AVxUu4S4RnGlQ6TN2brRjRJ+StoHJw+10LW1iH2hMa/GO34Y5arWDMwOElk4qJKHf6LIBcebJ1qGqnTVW8UYa3om8b7UpHlW0jQP2gv1iA4xbm6QjB9VeRsW9WYC+OHAS5xHAsXk0lwkfl/8y4p1OVXv19X90zpI61Ght+rAe4vRlwX7dLHou64IRX11m6tysNZbBbEvSJixoQPKu28BLELguzhn3QpwBP6/bpxDpKWxURepxAEOflyuFUKnrfpU34dV6Thh0T5YRPlyeWd84bzP56N8H6lc0FcFwA+i3StQ4nidqrtsxILJPNGvMPIdlC6215IlF5hmG3UWE8NBrw35NECg90sKT+CVeR0JCcL7YtO40GtgHxsZ0LdSKKkYLZZ7pEHmoDdGgmwIeRcQ7sE/eNTqkML6mPjFad6nvkVCbSvSZchLRsqXLJDIpQ7K+N0V2sdFXnk0ykIL//Io/BCpzttYWDh4iB2RQde8g6DvJluVQlPHG82ntnvrazHk3dRpro62rbWAfW096O1Zs7cFOF9/T/8bbY2s5StUE8Vg+VvVOKJ++gzwt+Mffmt1rZUvwrib/D6xQqGYH1w4AH2vwJmDpu0FK7OKO3WVt1P0LTivA4FvFzxMm7IZuyoA+8A1vz47Kar12ZPxhxP3rnYNjz652jVy+9790YcPHkwA/3swev3qcDQO+o6+O/TtxL1+6GijfD+4hFYOkrdB0xa4yNHRHsXN+w3Wp3gf0b5aS9YcZcia586M90msq6JdbmtTNn1sGpWpw10CPk36qLcDzfJ89CmDCxfaMo98q/zKQEqcDSiDXS2DIv2sCASMBHvrgICtTeEsRM/4Pw3tQHzORd96wT4NfZka+jJK7chHzgZk9QK0D8vl6gUsLglcXNiv9ESDNnJpOKEEctB8n4sCPy8iH5c84J7h9p/e+OjVnIL/uPhA0QpszgDxXl1V1XvAAgvq3oJeDejhLchZU7EZOzjqqhZj/QNzfJuriiANeLgKhC0VKGjOgWj3bdT1rS/pE4s+wj8Kd5l/NqiAtwF0fX3SvIGTKhXvQ6Uf+7vAw6RXJPV3l3KFx459PhpnAhIXZH3UvrsPJH27X2ebPlhQ/aOhjmTNgqwP+jiwk0MCXiMBF2+wvhhV6TDzfWohwi1D/+aVPKuDqiMjEvIq3gcdCgh+1OyIwyqB9SGTY8P5aOuIIww63M5GsubVXa9R5zEfU1c28pD4CeTxh1iudMQasJcsZI+hMEHXPPA1ANV8C5RfARYFpMqRFyvEM4Z5X4wj78sg7CvfIW7NmvZRRg/72d74EFlfdXVp8U5Qk2j3UpwS1A5mdYB9QI76d7Yg9A32bOivbAR1nES6aGKAfWwZe/s3WMg3qBJ+FP7CBLRFC7PA33Quer4QeuDrAIa+aAOyErGPZrEA+FXqKu8mQj/qLKOOtl0A0RcbyTPGQD/APjTBxBrEPzx5itg3NAxy5ttDQ0D3xq7dhtEdY2BhP3wl1gM9ONF3bz9+MnayqRrKHHD5+335LYR9bU3Id2iOB2BfR5lDpaOJsn1R88w2XgA+j+agM8C+TAV9ahybmjhOXWZWj6+Ffl4LVTCoQvDzicNThraEJymzkfdjDz8OerOozddfz06iGAs3ckuvWeoN6WWzmtryKeGnrFxQn+dbxI9VhowEKNUnkzVpbrDqcMvAR6eKvLji86AvxIh5aVIREj+gW5xlE+zzwpiOANV5cUC5F1KAJz7980c/LXjnnc1V7wOO1YGHM+Ba3XuAbRDQVhRAEAz+VEVQ3qA2DjLpq9iz+C24+T9BGrDinw9D9ePvya8Py7tnLlxg0OMONkvV0ityPeJ9mOmDHzaJo72MoJRpcg1bQaXZu7UX7XVE2l3qxPtoUVcbkz4UMx9UpA/Gmy1bEEyIZuxj1kf9u+JdQKk+I+iLtSJepTkJ4X0EiHlU7ZWl9DCIX6rMm2QRP2J9MJANWV8CDddgRxg1XihWYw5jXxfPJyJdM7O+WEnrMctj1MvjiDePFItBDXDYjhukKJdgL0GzQVs/Lw4dWRZMJhTmxhDNd/mReCLl+2qzsaOjbANAX0cZ+/bdBJMUpH2b3gBfUi8kBGsDbR9u0sD3O/zQ0Z7YWN2YWLmzvx9wrweRb0N/Zi2ZVlKNF1t44UO6r0bXNfo17uE4cnBogR5ZsMxHcYyHLhRK8uEwRsQ+SHSn40QWQD5o4yHs4xKvmLgYVd5doek+wr7qWhx/A4m4mDehnDsx9gBQD5rYbnfdfTB2/cowePk9uArY9wdPDNQ6RroeTdw5+eF2CHeh29XvrcQ/CrCvaTtQmS1NVPIwsW+X1DmsbN88u4WBxLsI5zPQuIisxatnD6lsH4eXJunzmjCIXAqjKi70souL9kUW3schrxpYlIqDwimTTdVgMkWp99P08EZs6VUHDSN+tq+I9/GgShr8DrWKRfx7/HA54A2wVJvK0lzvkFq0Hwekp7DABVROeTiUDpGsxIx5Q3hfLrWT5fbmIuurBwxE8EPm9/a6Ne9UVOzJAVwrwmaNnIr3Ktatq4IQuIpyelVFSO8gBVgH8S7iX1EVdHFAsaOi7vA//6Ki4GWqcBCGXWjtu9p3EuxJK/sgwdqQ30AWEpkNW1GtAlSUsY+TfPkY+lLcy7o+yvVt7W2gF6YG1vcEFPb5wrCPgt5Fi94lsyogfft2A/QBdixDm9H01SQr4QkYyPqA8R0k4xYexqaRL1Z5x5PohOXGTrxPYuFYkgJKqpCjRvxBnpL3MfGT8X0U8SakJIgBqjVeg53qR1R+kaDvtS6aFrkAoc9K99FbiopzjXRfGk1Ox+Qe5ffucoIP413WsASV1AWiXv22jLo5SNeH+b54G+ONAuIXoa8jo7qFaV8nT35E7DtE9YzfberoaSPoQ+xr3qTLHDfZvDTT35gJWT4sCIAYBFJ5p0qrVX0Xyx1A+UTb0m/OHkLuh/9aKstzs2GCJXqbwooimjAPu9dTAPmw5gHJnqyXthH0DQ93LavsNIxLsaXCmlDZ0cy+pZ4w7MtGtUXMbZA0g4fLUNfw2NMno0N3u8YfDF2FUu/tBw+uvIabPDJyd/j63/2xZ+fWwupGSHDlQ/catK9hyLsdr+7ipqZKO/ZZlQ41l3Ie56hY2ufRtG8mvE9BmvgyJxraFiV71ilBtIEX6AuQiwvNxihlixNWlEDoy3bI/oViZEBj26TUAQAIvC9dGjqowQyzfZDva2TrZix2bLFDXbmNCiaKfyk8ooxUxD4o8PtzE2m8Yr7omnFMm4I+xVJzJftFReXaahqiIMWuLD2oSDyszEpHSQO6uC8i5IN/gV4qmVBwiczvxn9f87OcA1V7QKW8uAixruqtAznvv4rF3F+AbBmj4IrNVQCEIHipKIAkX8EvACg3F+z533MKCkDZwh7NJRDFftzXd/UkTAqtJCux/HIuM2nanZlJ/gQK/SjvJwm/khMlIv6jXWrgIreFffDfUN6X4QNHqUWMfFDfxWlDIFbmkHQ1gA5PGE8Q7Hv9oNi2rKY6p9CeGDFPVu21kXmfysyp6FUjH34/1sQ+ne/Dr1HSnKCBL9pU+KkYOzZWBpJ3ISON1qXjWGZ46o1oH0MfoV90kO45KEEu/xeLu9HRyYbMzxo2BwlQ4H0IjBztf2DNNJc/3Snfh/282dTRQam+TqvSAbyvc1MHaDewDIwjyAX7ROBCBn7lMMAbK7s9qNbr6Gk+WV+oMn0pceJaRQVeW7cu/RdjXa8/fR5b4KH3MTudEvlLkfIw1AhTUxfuRuC7ffv2MPM+kvdtknyf8jHoaP6wyabuI8SBmJenJc2LHX/2BMHv9tDdK2N/ujMMZY3R4SsHr1178ODa0F2sc9wduv3uyQ/BwC8A/lWNGYk1COgdaNmM2JdYXNxU2VZZnBnK+5j2wVxKVaAxqxy66DID7MvkAbwK+QznlsxMu/YFgSRTl3oJYkp97NrM9MKnnVP0CCAV8rKbVSq3tUkekCsd+GMgiPUBLW525H3l2sQKR5TjI+NiR0o6QJ+YMBH2kbIjlyN4b0BhH2UmSYUDk/0Q+/Kk0J+yTCQumvUho8OIFyPJMwJ+XgV+kPBD2RzdDCDyxI3f/Od/rKtbVwXUbgX6L+P0opyfQK/b4V8gu8McH1pUVR2uK4L/UL5vz7ocIIM5OYsXv03VXfFlPslljvV9Jfn5Jfkl5fnlrWyWyFM1oNuWvy7GgLgYbpGv9H4lyrKAXqIk5A1wQoIxMLTOC5MzwJuZHEpBzLz7TRpoi15TK7F7VmmWBftUHxsVeKPTtJo3RtzzdJeZM+/jmFDQLz6W7AQ0IjphHyVF4Gsgnxbrs9BPqh0W7ZO1QKtmLN7H2r5w3pdmTRKONjJ80Zr1BVW9l1p3eexckOecc8hLb4B/H8TI3+/I+yAJhG6lNAcIPZtE24cxJbA+HLlYjVhW7dXYx/Z9gH01NTWY5YNgt6cDjVhq6s3qLrtWpW/8rbanJ4Oq3xLra6lc6lNDy5fQqGA0+8MWKOB7aPJMY7hxtPXCtYh792Hd7tqrXAw6ycQFSx2MfwB9bVtqo8KxDyfFIYtIvvcE3AvArg/C3T+c/n8xvH0wfHVkGLJ910bpzkfvv9vSgUhWCo5zMNS3HWkfY18+KVyQ9xVbvE8XOtC7Cls6QsYTadpHRZuZ5fsy9TgiC/q2iq+B6vogvLNQUJURfTQVEv9HkyqJytEYILbu8zfqUodYmabW1ophKYmhG7HKC7yvnmLeLYlWZaPcGNKRbyt3MFJTsQOhL5NlgeJFI9rDRB64ZD5cQD8YzQbYBwm/Qkp+QMC1jGZ1NJgTKpH0NYgdSsmFBnCcQ8YXQNkcRL00/xehD1trgfl98Y//U0HOHohpsYy7GRJ8m+v2vA9YB0VcwD2Yx5EDPi2H4ccQCi/egz59VevAAwYAEVjfFyRmBrcW6F87Kb27vPKRdbLFylJIy5W34tq7t7IS4mJw3gFMxD+4Aad2aAmMV2gfsV2Q3FNwi1X5y3bet9ZHzWXvDtNQDmreXU0TdFdSlo0d3tmh+TWzlQMj4djQBN/IpLwvRoOfYTwqmTIV8yLYpQvrY1UzYV9Cgj3ktebpsq45QZJ97KsfqxKQMkLYxvts+b40rp5E2xR+yZbKOZpi4Giu/BLqLaNB58yI84j4qbAXu0vmOvXzwpPa37qBBhRhhVfmkSPtg4WKXexNwsW8Txs3Y8jbQ5IWhAgACbAmqGxUgmZq4aU+tqyNJ/ultkvoN0ipvprEXH/hXA8Hu9rt1AMGqgR+cZxbReerrIXL370PpgO47r8pvA+BT/M+eN/VDM0XW+oL54ZgH9qxQNkCo1HAvnvfPEPwG05OyEseGXo4cf/2g66Vxa1XRx9NPAI35zv7EPogv1dfDWo2bFZB5CNpM0xDg5C3rRKM65H3dZbZ9S2U7YszR7N55E3TvpnEvJmK9ZnTiIz+NlUGDhhZPy/r+tjNBSNfTJ5zok0NDlLmfX7DvTlbD/JQ0j42NIWh4fWqhQ4hrFjDXznrWvINDyuMijHjB5olsL/GgJdrMjI4LkBhOeXKjAfLhgv1pDXEpmJ8vYWrDkVny32s6GsQ2kdWBhz0orB4KdI+0Mx5cUgGmLmAdSj80eDtwmXYc5/e+Jef5KyoWlxUkXO4AhN6INpbsw6i3oqqdTnU1ZGDjsyQEtwDwS8UeaHwC9N4q2Aem5jTo5T5pLgWhPiPAvo1ZFK7bWt5614AvY+pFNIqq7IVNKF6NFFJg2yVzsnKltk86xXywTQikPShpo9hD/4B6aNIMy1NzeV4TcCPXVqi08wcPzrojSjneMSxEe0uEB/rQPwkI2h9QTfPC2nnxelV6FaKSceE6FDs42lqit8ZtA+dFJR/DJFLZnspqO+LUyAYq6TNsWpKL6DfCL0bghf4csTW3hZNYkdGvmjV0KEsGz6QwNeJ9zX6vQR9gH0b2K0Zs307iPSxK1OhgX064de5CZN8PTsR9wAk+js2NBfXcoGjkPs4sIs3aWFrf7+eyAbAB/QSTfkyquey6wv/E94HQa9wxqR0scGOS127qvXRt199++2jQ48eDVdq3oelXpXsa5aoc14o9iH4YY8GJI8WTDyduATeLROjV2Lmzo0dGRqfuHrtwVDS9uLb10YnRkdHbx9s3YATO/a311dDERKK1x24AAzBxyAT030wzK3S5H0m7dPjyA3WZ9K+mcS8StLntcYRbfXqVg8ryg1Y6EctvAGqcsBUL4Q+AsFS9sjLqFfNbdmmswEm9hrFy15DH0MRFIxQ42LYWBn65kSGPAv9WNuMxY70rAwIeNlcS1kQ4oNMtCSJmSJywSSYspTWPpnUaOVjuEPSp11crM5YsBnG2Ue5GPH2oneoD9EPax3Y6kZh740/r1mzImdP1S+KKqqglFuFRV+ocRyuKFqxB7rXKjDsrSgA1MvJqUJJHxDCqp9DCxtBnxgzn2TkU0NCoGdNu1EpSxly2F6PFi7lAH7lrRuJCO4FAKQRKnAjlidZgwXKxY609bc23ke4t2poGJFvd1cXmM6T8C515cp0pDjSCkEB72uv09trZF0QraEsPsZSMaus14iqaYQ2dsQ4LP1N6mhLTzc8XMjD4BVybyHaZ7lAj8RLrEnTJJV/y2oV8eqQlyJrYntxLHKJS1PyPplSCfo+LhyjGb/Z2hHNBn5BPWUdI2IGPxY1Rqs25fgQkY8T7/Nn1zD0lYmJAWb7GPrImaRadMqIfb/Udd5NHVDb7UFG1wOtuVjl2JBfG2e18BLxS0nPrRmU5l2q6kKqr7+m3Jca55kvsS7/U29zacIDuh5k8dQ7cHneWD741V8ef/XwW8C+1kqW9WkrA4S+Zu6lxVrDXAfih1gMRcNk8GfGcUVjE1djPXnRd4dHJ67fHn1zYVtT5cZrD4ACDm0b7KBpRW2Ntblbt+/sYewDN+a2YsS+yrb2GpjSC7yv00A+6WaDIq8N+xD4PMaozJnxPq9N2GIVe6XNQ7MnU9tCnWxk5lJKraFkZsXwV68HFoGhgc3VBcPeVKR5C/00S5d6PqjS0aj0fZbIpVjHveUhGUDmdJDw8y/MWJRYLjcyfKf5bqSGgw8XoBow2s/uwFJmxmsMkc/HXE8hH03rQOs+7mprWJqLjqigbPZhQEmO8QEaFcTEDyse52588edX/0PROvDgq1h3uOo/QL8GOfMB2L3zzj9DqaMCmF9V1Yo1mOUD3CPS9/LbN2gWB6KeinbFhkXL9tbL3DV791ofj90tKVdxMAIgdmdApbi1ta9vbx99p/V2KxqzrF27bdvKj03sIy+V3btpBuXQm28C5SPkeyWLJMcJ0uzP0Ie4h47MZNoCV7oJX4JzI9JnQYA2YuN9aXbs89B7CPFj7FPgp4aysXMVl2K53sE4M6KQL1Y51XPIa2T7JKfI0IfAZ0AffqKSS2yaBj/TrRlwjyjfSLT0+iZI1SM6yBww2nB9jtdGhc7YF1dbmzl46BBC346OTg19Zehat5OhLxz7frmhuUckLZDmI+K3oT+xmk3p8T0OB3MA9C0dNIR87Mq3dDkl+eZrzqcmexANZexLIecPKERmpW57t2bw5uPHj78C8Pv2UEtNp+J8LHDp2EQJORTXFbIkzBNK/GhC9ryoaDCxevLNv865d2VoZV5SbNfo/bE7V28PvVsJdK6mde/9lr01G3BG5f7922v9mU0EfVhGhlkdTfkU8oJ1K2BfIvM+CHg7WOGyU9G+eXboM+ocM8Q+csMUt2YH0mfp+izaxw1iudjQERCpc25AuUbRtEjBvkaNfWAbxeiHg3tRAc2GV40U8fqhItYrj8CyrVfwp/J9xRL05vO4okyvz5eZyCExcr9E1Z9CU48EyjMp8RXAmbMZ2anKISQbjNvBzwTa+hn3elWur16NaeMyLyyYLgEjNNEuGQseDVhDwM+9YquC5YYTgH7A/T76aU5RTs770M1RhfxvXRGo/Ra/807FASh6QMQLWj90Zwbky1nz9ttv//k35NF3Uuf5tFpFMNAaOWQNHmdBs/aop0YQQLqTJ0+2tl54d9VukKvsWwtOKdu2vQnTzpDdQmiTF2NemMeQ9K3dje+74WYAfW++gn1mDDd6pFmCinfRuWDlsuQ0mpFmABfA3YiQPAa/kbCEn2hhRACHb7BCCGCU8D4D+/AFCuXPgntqPCbzPpb3Ub0jWmjfH7pMbZ+AEwe5eXHc0BEn4Cf2fRzxBrWRFbK9WIY8jq0NUEyQketYB8Yad7SuNqPAOSLvI8/6xn4s8XagYalEvIB9HWUhrA+wr7Sth2PeDdC8MQjljZ4Nb0CkC/N1AfpOeatRzofAR3alqGnO2ji4Q8e6g1jYTfRV85xyBX5LBP3kbQnGvDjSDSRdGTAxZbnv3b0bDt38C2LfzW8PfTvY0qnHkgP2dewS5KsnhJ4XVmGdy8UTRKXYcbCq+mbON99cv3s3OTUpZujBnf9x7drlyu2AfTCbDaaSA8zBhN6enq21Gfk4r5dYH+b7APsy84vbdra3IPblMu8rG3z4cLCDs33aqV5rmkOSfTPP91l+VcrNSrWthSb6MkXSjLEfJfy8AYsLcmVRtXYYdV7xsuJsGw0JF+jzY52jsb7+9fpSry6zCMQVW9rmREFDSfgRxSMELBfax99bpKCPQ16dtMzFKWt+onrERTMyXu892Gstzfr8pZr3MfMD7AOjBVD2AcqTZXwvRr9eAT+4KdtKYcH37TWAae+8D2WPNZDp21wBzb57qgrQjn4x0L3FMIitas8/Fa3LAdxDb/ob5z7GhejXp1N8esqkgj2D9Z2S2W0X158y5hOxz+nly337XlqGOfwUmVxPY1txsCOAnx371u5eC8i3bXjbEEDfS29Sky3Gu6glVnrgBKpyHJEplIAsIaRPFW4FBTjiFVs9R97H0Efv9jux8T49jFdCXqsIq7NsQvtiKdl3d3Votk8fWdTMAn60YuVjbKxhDMNTh2PFxS/WPrFXl4ETbA8EH8cHsYZBdXyobzOAjaewGjs6Ohn6uNQB+ha86MmTSbM+xL4mwD4YsdHT39zfMwjFjeZmfCc3qsoMVLaQN3OhvKVUbxxkDbMYMYNMEGPdJfZRbgbxg89zIUiFXB+MswZtp8+3aOPewUOdXwn2ffvtjsEyI+bdtYtYmUbosJCXU230RIsZApfSiWcwovfJ/bt3l62MGRmCwu5wBhRvCfuA7wHng/vb/2FpdaC4Hb7BIS/M6iA9F4S87e2YqvQOCvYNHuoQ2qec6k27UusBzDDmzVReBkrW4s3U+XIhebnekCoHOSLTQHLVMptpeeRR0FtqQh+3dTRacS9Y7QFxVIExqsOhMVBhX0gTG8ezpo0VQhsUoamyy8UQGbQkBet8M2yHBWMpFiHtQ0NB+OfHvgz0ZFHAdxyVw4h83ajOQRXxehxNToPaSkqWZqSmwjexoyPA0Ieng3CPiN8JKrKiMPoGkL+31/z0Jz/Nqdrz/or3C6p+srhiBbod7AGTvj17oOpbtG7N22ve/uIGO5R+fObMmWtXr57ELg62x9cxrgV9EgCfU/CHAAjvpyzrPm3zfK43Ca93MKWMmjcXbXlBto3gB441Jvat3T20dmh47fA2CIa3AextW4gGAytVgRdroQlB5Vn12hHu5AiHvnjDnRmsVZj32Z0M0sxiB7M+T0jgOzfPxvuyFO9TpQ4NONHcycspP454ybZvNTnVKwOX+FgL/fI4xEUdrwV+PJs8LWxAb7Q1t/ID+RyrAFFUgMHoaGVWKnEv8L485n3h8zoA++IacTTbJhrS0dnJ0HcT8K2nTUNfYdw84X0fvvEG9N4C69vQjLFuM04vQt/5/vJsleFLYdIHn7LKB7l/DYcOnezL9IugZb4JdnbeB8RvHlQGsfN90cZWsAaprAHo+91XFPMCJN88NKgrHdjQRlMhUX3IgW2USfkMWTF+P+Y+WLZMTEClF6zqYaopvAYOPZq4nQcVDAA1wL4eRL79QPbaG2sz23YK8nXQiDYM9JAftu+srMzP7eF8346aDtO7ap4FfQbvi5o577Pc6aWGYIBZeHk3k+kdt/HShEqrpMiuSaq3zdL3Nep0H5mYppKHAepiSGwHAW8jsD6cTy49xHpQr0Njh5BCnplJqAfvMjtOPIjpRltYoIOMD5q3cEbEWjKr7yUPvt6M7oze7tLuXpjTsbt333HAP0C31zMgEoDKR0OJcgdAFIJpmOnY9AaOd0j7cFiQl8GPdSUnuN2MyR/Evm9/9C8/+emadevWranIASFfVdGePStWrHt1xYqPXsVIl62Z15/7GKDv+JUr17BwK1plY7qknf8h6CHInWIIPKWjXsPJheBv/b5UoAd54NEB4JdHegaIeuFF28Q+yPJtG147tA0SgctxLVyO8yHZLYpzfcFkrW0RaUuajb6pdN2IyftI6WylAQ3ep0Je+t0lMRT2etQ9xYfFvMjOAYkTdE+HxcgU8VPTyBeIicFdK+JV0GuEugb4pTHnIzMX7k2xrw8M9XQ8U0IRAiZINSRWM9B47dGF0W8I9i1BVUnNIZD2DSLvw4i3jCNerG2Ce0G1Qfsw3/dhcz8AH2T5kO41A6z19IOeGaAvi0LdOJXvw88v7R0cZEULIF+JvzBqyXxbam++wzBf+DwXtHUZuUtbK0E6WNPe0gL++Z2PH/87gB/OjQN3VQE/iHiVg4B6iPOi5jov/H7s6OOJe0/RvPnJ12N3rgzFjIwMjd67ElPeRpiGMS8Tv/1N1Vlexr4yKvO2t6FcDTra2qDU0V5Z7t3ZSfm+HS0dlmWpWejwOGT7Zl7rsBUHdIevVgYb5I5cmiXozTV4H2Ei+YVaxQ4/DevQwEcfatFm1MeZQZT3ITpiKwg1dji09Obb5xUxNuZvETfpcqR+idqBQcjrVuVdDyQV+hdAyraKUnsnAO2wRwEa91/PeN0Pb3iR7ztDyOf3L/cvB38qxfvWC+/LSkr3I/YB72ugsFegj+3ydFEEPQcI/v789kcfvfrqip++mgMWLTlF77/60dtvv0xx7g3VvwYy5o/PXLly5szHWLpdr7N6pFMuCY17Bd2A8p2yDeI9Z5/XQTXjEl8SWHWAdJHa9ZJQzpCSZ8O+IShzQNC7DX1EM9b6MtBGOStdaVvyqMxhyfowk4bQR/gFsLVEgd+IgXLE++JjdJ+HPd9ngZ/Ho9J+GkSj2MUlyzajCB70MgP5NOLQLHHOL8ZjxEszOswib6wyjWaOZ1/xEu7GpqlJlfaKtAVl8VLAZUpI8Bfkh5FmjWJSNWe5i1DsWzJ/4Q7EPqJ9h6in4+bNhzsQ+jKJ9Rm0z59/EpEPS7sY7KIZVQfWeLHKQdVUKnGItCVl4V5CPmjYPdnXWzsvEujN12GvJAE9hf5Fxa3F2CbXXrOzZXADCq0fP/4L8b6HWIRhAynQt4C2hGscCvtCCh22FQ3YNwbED8yav77+8ZVhaN69PT42HLsRoU/xvg4Ev63VWZnt+EUZpfuw1IG8Dzgo3LKmrdi7ky1Ld0i2TyxLFcEU75YQ1jejfl6FGLqyoTvZcu2cL5MDXvGEo7HkxIG2inpYtVHxMCCU0mkXF8vLBeCvnmdGZpTSragDrh46XUo1em3RMa4I/Mr1gPJEldxLVD+kXjaCvq3C+rRUkcbJQfsCYt++fRjeQuvqEDdvvwmp/FdeeW31mwd3X7iALa1EghD6TpiDb0tyweUb3MdRv8jV3cxe6hxrUJbOOBpIyYvh44lz5zD4hQUsD1Dwo4+gZffGp59yaEp3ig0cV6+duXbt44s0g80ifOvNgLckvMp7TjxcQuBP35YmHPnSke+AdBv1DFmpQPzsvA/WWlokS1+bQdi3jFlfPELf6hDok3gXoGoJ/rPn+xj8UOxnyZtjY8N4H/4evWnc4zc1qijd5H3o15yQZiTYEPziRyz/PgDb6AU0kBeAT4azWQG45n154UEv1XkNH9QQPU6sTYBNbXhI/Szbl2C0HIqqyXIsJH5hdd65/WTWvOHQBhpLSaWOQ9DCS9BXTXjGamWxJSX7PXgDtvcG1nhB3HIyUF0oC5GPTEsLl4Nvy+AO7N7I9MfNfR7ls4JfBsA4X35lTTtiEUSbNYMdh34HvA8Whrw3Hx7qUGbN+3vaNembR110TrRPGyfHP5h4PD527/HE+NjE9Qe3uwD7YCrR/W3lTcz7oMgBnA943v76wqxExL5dhH7wMlCcqLAPwa84cyepmneMI/bZaZ/h3uKx1C0zxz5DC2e1sAWUFRKzvq3KE4Wadym4DfhMYqgiXhqGJl4GjTYHq8Zanl6EIW+uSAGxwkvDcqHeUcqNHdq+tFxl+MpDBH/E/pD0kac02+lbpls8WjiRkZosS2BKBPVuDZtraAiqnHDpHLxy+/aVYTZTB+hb1EAxL2X7+tafKbnQi0PQ0/2oYCTSh+inQt4SLneUqKIwfrkFfp1x7gZIXwAGbwDsYauI6sRFt5bLVy9jmYMnEbEHlYV0dtwrMYaOQ7pPRbwa+84JUDeI1cHFy3+8XJKNDr0k5UrFoUxRxoX55TAhH1R7MR3gozzoS1nLkmgUGub6BPq6Lehj+KKolZDPI5Veu0cpZvyI+cWEtXYo5MSQN8ZDGAjcDz/pWoed96FVfVq0YWOgZHXC+vRoNpzNRvqWMOyLjbdBH86nQNEf+U/lqZQfa7NtZls2/ItVPNFOQcVsn3J+/NlhPu9Shr4dqG5G4AO/5kM7EFUyUgX6EFySspdWYusaNKQB6iH0UboPs37N2MshcmaStmC8m+RDWd8gSvnS5z4X9CzoU/Dnya5sIx422NOSWNzSAw9I5/tgDXKpAzN9WyXTx8PAwisdHlvub3h84iHYlT4efzQ+en8oGqHv/vjE7o1tKt/HES+k+6qzi7HIi/lEwr585n3FlaTvK87sQW1L2aFx7ALZ2cR9L7aQN0TZN0PsUy0cdi1fpleROgV+mcZwDpS3+Kw5bVsDemiR0D5l5GJKm2t1yi9DLDXR9QBqHPVE+xrJvTRzC74TthULsSsuFxGLmfor5kQffMaIV00bUzarmUxj8dJGAfXCtauoYxvfbtP/riD44XeAAl7h7xH8+XIbUNosCpL1fR+XNFAKDWyuqMZBk3obUOqovEQp+C1hLbTyuMfvMGKdEGDCk5dI9gPozneSTAv6+oClgWplvYl2J9bbNM3rNe87Jem+cw7Ip0LeBoHdz//4d33ZeZTtQyRJT8ozeR/8oatwWiQsRD+gfdmp6WoMZJoeSrQbsW+BtHJgvKuImxC/eIP3YRGCtc0xMaHmpSbxk1+37sozl/o6DN5nlTp0w22s7mcbUZoSLe3jIq8N+9SsIopyowQAo9DHXiodVqmD/oIRsYKODZ36q/4QEgOmWW0f6jexoVdxxzDeNz+PaB8k+yjiZXHfoUF0Jcm2WF9S9qLKk2hLijQP0K4DP/Q0o7yluTmfmRfjXwrPokzKbQFBSwsMsIwzxSzPyfQtsWq+S+K8jH0QbxZXEvY9/guC301ag6Qw2WWQPqR9jthn1R0Qi9LAn378ztgdaF4bvdaVPHJ39OGjh4+HVb5vJ+b7AOuawbzPX0m6Zk737QQDKwAWqHVUtre3obiZsO/Qw/GWXcq7iisdUbbjhYS8M8A+Nvu0eti40psr7swBgbZM3RWbwfFuIGDWQZRFus9SuKiEny7vpsqQcj/7vQTQP76+F7GPeF9jhpYYSmhrG85rZAAVJKoSrzJgyNfCbN3Y6+Oay7ZVhHtqXbkCyMf/RehDUETsAypEFgUlhH0l2EB2Zt+2dKAOcdA6h4BHwAdRr1fNDRJX0RMlBmY1lDSYOTuat9EAlDo/v+8ikL2PobZ7FfieTuT18aDx7fTGJFIkzhJ4b9dx7ymnVJ+tCY5/evmPf3dxeQpjX1ZWoQ37aFAkWvdBcQi1P1jqWCnYZwW84F7gf02VTxH6lngYvOTdDnLx2skz3on4xWi2t8RA0CWY97Njn5K4UNFZtbKx2I4wSrCUp1J2obKviwcIWXKTEVE3E9jlxetwN4q+iE3TxV51b3SHI/GWJ6C4Mui/EM9LNM4o5rYP6/eUyDkPP4VqXDYy9GFLBxI/TPeBjgRkeNlZ1SqSzVrVWoPFXbRiQUwYBOTrJ2ULfCuzGiNdhj2EP1K3rIJYty9xYeHklA/tW+xfQ9Drz8cMXA8KDAFrAI8fC++7+RBIKVR6d0HxlbJsQvmY90UpzPGE1FopBPXM3Q29vNfHRx+Mg28LOFhBlRd8nHeXC+/biapmmMC2f0t1YWn7Tgx58Q3VfcWg0s3cwgVhKHYkIvaVPZwYJewTWfM8q5stvNBBFHBGPi4Bs64rrM/qYwuonF6uuBcAZfPKgErvVsn2ATLksuTP4n3ar16EfWzl0ojqPrK8AugrrS/trq+noR6N9bmZDShdYbvo4tAwV/X2YvqvnGEv3wZ9BH5Y4N3KKmdyVM0g3rkcol7BvWuIfAh96C8huHd7WGFfLjoUELScAQz5uO/CvpeSIHUWl57to94V7GpbhBUPMVKmQeCh5YnEhkQT+0oSyWcAtIiIfX3XLly7+jG5kwLkQYOaCFnMXzAJHy1EvzY9m+2UnfMZ9s0q8D137vKtW5cXZZENaG1Wih370KweTxh2Kvt8PDEymXpVE6TM0S0+pQliMQrIBc3xFm/jWseIle8bkbeY+FDbeov4CXhq1rcE8TQ05lW8LyktzfSustJzpHOR0WzSzYYtHar4qiNfRLp4HEIbpWhfvCj8jIqx/Ak2Mxqz7U6jX5o5u9eqkqggO7TOu2R+Ojq3HELa19EpQe/NHYMtxbl+tGxn5MsoP3kSVS0g6uuHWBeUzIB52NDRs+G3Ld5qDnQx01fI5vSFSctrasrrq6OWTCXU5WUDw8JF+dux/gAym8rKNsC+MoV9D7EGPYjKFtL0MehxvMvYF4H2URjq8VyFQW0PHoCg+QoEUuMTt2E0x9grSxX2kcIP7jtQWO1tpzLvLqJ9qGwGsNmSj9hHjR2AfR2HHo/191i0z+joUOBrBbwz9KwP2OoZWtInkx0D1M2xVWgfx6oBHxkDsF0KII0mfizws3ifkeujOUVU5a1tZGUzeSjjyFuCPjR8ySDySSGvNbHDwbaeomCFg4J9W1AVo0gfM1my0YfZHEg3S3P9yxn8rt2/QlCHzj0S7OqIF1ABFcs0EoOGofWdubA2Kw2unnmFqdjXFvByMwc18grinShRUa8Bfhbz29IADxOxD6Cvte/jq9cuoD8zAR5ZtViwhwDHXbxUMimxdbI1qS5fh9mU61UbyHqNnOsxmr712R8XpWJ3R3rSCbOnDZCPen1hVseiVasY+wD8otm0Skhfxuurl7FyhCu8CFRLdKhK8GfWeQ03F+ntsMbzqoQfhs0CfJ4l9O4JrXWokeTO2EeqOzykRLx/4Dk7/DCVnT0FxnnxBu+LYtoHQChhb55GSva/VyVisdUK0TCS5Z+a4qEHVKp4X5c87LzP07+D/VtQ21dG2mYkVlCeQNaH2JflS8RhuxDuYpCLNlXN2M2xAXs6Nvz2ZClXdwX2EACxJSOj1x8npnyT0j7MqNqxz1Pd0NZOeNQOvintLRbv6yTehwXg7dQ/y7RPDP/i5oVhn8q7ybc9CeNQ6RiF1l0kFONjgH8Px1/xqZgXW3k79nc011enFvdwqYPSfVBMxgbU/Pwm6ueFhN9+qHU8vDfW0qNNDFjcZyKfLdn3V5hRmRuQSRxidSeUL5ft3rd69aBHmshWGtC0D9GPomKGw1wZAuk3wa+RvOo564cmLsT7SABNwy/qyekU0a/U22CpXKxJRVLoTdTFD/66uBzfGPv4N9jeRfKXyPoyMiCXBZXD+kCgMeul3cOK5yHvu3btGqb7hgT5tqHYjXp7GzDpBh7ymO9bX7I2HZ3+5oEOgaZ5SzsH3cxK0hmaPCRygHz5Qv3gUyJ9hOZbMCftuwDY93GfNqnaDtSvyVbRDRG3nFPQt74JaaKezNtUYkv4SZDMhWINm+dunf/jUpp5dsaodeQuJbNDOHFgzrVolW+tED8ybsFkXzfb00uZQ1M2FajqjN+Ixe9YcqdyZTG2jJ+Z8INfJuQj2oeemjEgxAnBPsn3pcXaoY9aeZUW2aB9aNdsqP/iJRxFI6uoPMX74lHpTVioJdma7sXH20y5dOux6A8l5yfEj4wVomlch1knjg/FvlU4lw2zfYh76GQA2PcIIt6M1HTEvupqf+LeFgx3sbzRrxp3m8m7oKcZ5nIUoi0zK1uwCxddp7Ad14x1l0wGfSb2IRGcW9twqqMFU341MP+opQceGtV5Meb9HWYja5pYzqxhT5U6PBHSfSryXXIBiN/DxxMPH44/Gn3wYBgMm68nr9K8D5vaOnb1NBZmV/bsF3kf8r7iLV4Q9W7B6jOsmppiqIIcenxvTNM+K+C1yhxh2Ddt3nfRS5kxDWZsdKcG3gRM8V5A3IDZFEUHyplc5xCZS4bfmtWWHcr8snmEBzE+Gp7L1gccH0MNJLch1LbemExpzKykEi8O72VRs2oGYdP6RKVpZuhD7IMKdCNMBF647zZVOYYJ8zDyhWEFa4dXYY13IciaM3zC+3BQLyNRw0IMeQH7khp9uqFDLZ3Qa9DYp7N+iQ3qP+BECh+K+6Dp9ipSvgsK+SS9t54wMF8SfGGyPruKT08mD1G/lNh6gGmYJXLXiwO3Bkqy09MN7Du2VF5ayiXozWDsg4wfeVZpdYvJ+oT34SezIzd0GKWMqbS+rwoD6l7UIithhX1JNuzLZuyj9GN0tF15p+40ObnLgr7khOiQ2xkOpqHLsZpr81/mh6oerfk36ga7NEviZy0b9s1DR6lDmLjDrjahfYMtrbmc7KvOzq0ERV8/ma80IwfqaCZbeoBCoIAf5sM0NrTYo5EcgICIfPPmLplCWdcCP0YlG++L8hefau7YsbcGotAaCHwhCanqvLgODVZ6uchhYF9cnLPChXXGej89UO6AcUXoYAqeVY/Gr40cTCk3ed/+jk3ttYX+du7lLdslymYqMGxHjGyvaakp7yk79HDi6//aY3pXmUczgU9pq6fvXfr1Z+c/w3Vef7hF/259Zi2+BX3zlvxY/+T8Z+aiG9yif89b6o5unQ+55Xm+S9vb+c8c3nh9FulNHos+nvrvJ5+MffLJHXy788knn9y6c+fOrTvyJ+HNPlF3rNdntwZ48YP7LOwGU15f/wnXtH6T3qez4HBf//rYsfO3zlsb/r99aaxj+Ebr1/BmW78211nr81njy2kt6z703cjxfx3h6OHLfJzHfv03sf6beVV9efTJ0aNH8eOXR798Bp+eHH12FM83/WXHjuG5hx/hu3zi//E3w/78Y3S+zuL7lJaxQWeNt1/DcfEwasGDonWJPh599uWXx45Ne1OPXjp66ZtL33xzCY7w7NKX8D3jecZ/2jF8APL/o9YT0LagLfgS/ezY1B/L0Tnu+g7Xv7qnwF3u89m9stzlLne5y13ucpe73OUud7nLXe5yl7vc5S53uctd7nKXu9zlLne5y13ucpe73OUud7nLXe5yl7vc5S53uctd7nKXu9zlLne5y13ucpe73OUud7nLXe5yl7vc5S53uctdf1vrVnC+Z2D2HLibrCG73X3729lI99T+/3EXU/gFd8ensMRM1sl2cIB+cvq5p5h/+3jIty8xDM0/O73HNIUDu9j3191Iax0d4PN4fOCse3VMdmancGonvURe+Nk+hV+Y5hXkbqzaHc8UAExuE/ISc5q/e2R6D2lKB3ax76+7kQr5jht+68GByWAS1qUfM/ZN5dROcom88LN9Cr8w3SvIvWRknZ3vuGlOLzDzg46n/tb0HtKUDuxi3193I+WmHvu0ieBzr57jEenQjwX7pnJqJ7lEXvjZPoVfmO4V5F4yss5P5QQene/wCiM03zNNSnDexb7vfiNpHQsbtXN+UtL/o8a+qZzaSS6RF362T+EXzrvY912EShIjnQ4HofmfT/MhuTHv9xTzXgqGQl/35Ej5o8a+KZ3a518ibsz7t7ixU0qYng/neEeflxyeynJrHd/DRlrRWTdeMre6J93CARf7pnRqJ7lE3FrH3+LGnp9KoTwYltsbmD9TEDrvaly++41UW6kqVGe7J4mZjrvYN7VTO8kl8sLP9in8wnlX4zLDjZ36q5AJOcEZVTqmv1zsmxkUHX3BJNERF/tm2yXirkgb2y1P/aOfU13qtL0+dWwgyLqvkNxC6FNDEuYeYQ9hvxVyFIe7Djmwuo/uAePpJzI0z8CtiNjncBOng7sbqU7z87AvZB/PDnxu5gUHnnPKnQ94foCg88gs0Mg858yGnNppXSLGXTg9O88P8Bm1cnfmMdVv3JKzOWfqV9As2oHvamM9cg147CfwaLf1TLcXMU6HXDKfG18f6w6/PkKO4nDX9p07e8T68WnZJ1OG5rnliH2ONwk/uLuRodgXdCA4Yfs4YK+JDDznlDsdcMABN2fjmbWd2uldImHYZ3t2ng0rPzlgn+eSPrLn7JypXUGzage+q42df17pkWz7ahN+HTkafsloIbPHusdbTkXDkKM43LVt5+xXWfAYvWTNj3zH8oXzTcIO7m5kWMzrkCgK30cn7HM+5Q4HDFERnp69Z9Y8tdO7RMKxz3x23goTHTlh33wTII+FYZ/DFTTLduA721iPeuqaJ/DIc2RfQeOk6yvguMPOHZ/jcBSHuzYPPOCgugh7RhwJw74INwk7uLuRxrIuCHvU5rCPDtgX4ZSHH/Bo6A1vzdoza57aaV0iTthn3fvZ+VPDPhu2hWKfwxU023bgO9tY/QQ3TmDIJpx2SuUKzT+utz5cKXvL4SgOd20cOPQ+PEcddk6ObWBfpJuEHtzdSIfQTC6RWyHZKds+HgvDvgin3OmAp0M3ddaeWePUTusSccQ+696D4ef0yGTYR3c7yRU023bgu97YAfMEcoLCg6cVMqRBe3ZUlJQeM68btO7u80s6E3TE4SgOdx3+bAjihYj52vPW945AauPS58bjN7Av0k1CD+5upLnsUZtO2UXYx1v2BH6EU+50QNJQfw4k6NLxKXSP/C2fWePUTusSeR72DSjYsujA/NMDc5yxb8A6mZ9PfgXNth34Djf287BNOf3ctMBp4/wN6L04ZjurxzXpdzzK6fD7C1ovWuqZRMWuo7Yg1nhFtbAv4k1CD+5upG2dd0pSRNpHO/ZFOuWOB7w0MGALBj+frWfWOLXTuUQiYd/n5lnsNkAuLJnXbZanLH3m86+gWbcD393GOmwKv6gdiVANP2ZcKXIfl/Tv2C6rgfCjONy1deABh3TEgP2VynpF7Q7NxIffJPTg7kbaV6iXwedzIu+jHfsinfJJDnh6FiRen3Nmw3jfi10iEbBvwPZMHzD+f94Z+7qdgTjSFTTrduA729hg+L5azdHHHO/kiN7NoxZNPzLfOQMUchSHu7YOfNz+NDGzJfanDv4B1vMg4k1CD+5uZOgasKPf2cj7aMe+SKd8kgPOTuwLOjxVp3OJOGNfcE5E7Ds7BeybP+kV5GJfpI3tdtgUI+vqtLe39OvVgNVE7ZCopQ0PlSCH37V14KCDD2DQ6QmCR7TuOOJNfsC9H3+VjSTuZ8Lf8cj7aMe+iKc80gEHBo5MzTLhb/nMmqd2GpeIM/Z128miGfNeemHsC0Z20pw9O/D9XjJHjSugO2xrJZV7xHYJzH8u7zPaL8LuOnTnuh2w70jIk+p8OPY53MTFvudvpM7HBa0C4Pwp8b6Ip9zxgOe7p24XM1uwbxqXyCTYJzdFObLJzqaBfeEneFbtwPd7ycy5dNoeCdmXFPaOHjMSFh6Ha8aReoXdtYt939tGhu7o/Mj7OEXsczjg0e4XscqaLdg3jUtkMuwLrT0d+2th3yzbge/5kkEy0G3TCDmkcgcGDLeeIxEKXw7wE3LXoTsXdGPe72ojwxJUkfdxijFv+AFf0CZw1mDfi18ik2FfiC751pzpYl9Ignu27cD3fsnQXhyJUCeVXzWvk+MRMg0R4Me46+nUOi5NXuu45GLf5BsZckl6Iu/jVGodlyJvr6lV+6Fg34teIpNi35zznvD5ATOvdcy2HfibuGTUuTwd4ULwGNR8IAL5jwg/+q6noXEJzplU4xKc42LfJBt5y8jSa8iLtI9T0LgEnQ54KTx++yFh34tcIpNi31FdjRg473jMSbHP6QqadTvw/V4yl5QrUSRHWE9Y6+wlu6oS1JRnHbEv/K7DlJkSQBylqWBH5zs0ajtqm8Nv4mLf8zZywBC5WmZ+kfbRUdscfsrDDnhWX6GzZD+miH3TuEQmwz6KTcPG3rwQ9jldQbNuB77fS+aITCwUDh4eKg2EN0afNiYdHsNUr+eY08kOv+tIHTnya6cn72k7/fyetm53Ix02UsEdGakHrbuLsI+3FL4dG3jeKQ87oGETqOLDHwT2TecSmQT7Bhzv6YWwz+kKmnU78L1eMgOOBac54ReO+Tp1NKxCGHRIuTnc9XM6sZFKhN8vPz1ML4MIN/nRY9/zNtJBxDzwnH08Zr+UI5zy8AM6mB78ELBvWpfIJNhnq8Z61CzkF8M+hyto1u3A93nJHPM4mVE5pfFsrYFnp6Bxcbrr5zrwXAov/dvknzIDIcLm/six73kbeSziFeG8j0YMR9ey4yl3OmDwh4h907xEno99x5005S+IfU5XUNDFvqnTBfsmODYt6qe+UdwPuWiCTjGvw10/x3nxuBOyHXfANeeb/Oh53/M28lhE0ZfjPpo7czziKXc4oHm7geM/FN43zUvkhfR94dRgCtjncAXNth34ftNE54OTurwGHV5BTBdz9WoXtsFhd20vnhk/10boM/Os/zHn+567kWePz3c6ac77aOmf2d8qwil3OKC+GMFh/fwPJt83zUvkBfR9wrhfFPscrqBZtgPf7yVjDKuJ1Bbt7Bgh02vma88cB/gJvetQ4cCtzznfcd52v8dDvxk+qyjsJi72TbaRA/zTkGlDTvuId/V5yD05nXKHAx6j50q3ztL+QDQu07tEnoN9txwzsC+MfQ5X0OzaAXe5y10/qvW5GT1L5d0duusud7nrB74u2cFuwMU+d7nLXT+GddaSVaJy2hNeJnGXu9zlrh8q75tcOuMud7nLXT+odXq+o6jcXe5yl7t+2MQvtNPmiBvxustd7voxrAF7U5t7QtzlLnf9SNYtcRsIDpx3T4a73OUud7nLXe5yl7vc5S53uctd7nKXu9zlLne5y13ucpe73OUud7nLXe5yl7vc5S53uctd7nKXu9zlLnfNcP1/QNF2JPLhVz8AAAAASUVORK5CYII=\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"unconfined": true,
"width": 640
}
},
"output_type": "display_data"
}
],
"source": [
"# image: https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Machine+Learning+R/iris-machinelearning.png\n",
"from IPython.core.display import Image, display\n",
"display(Image('iris-machinelearning.png', width=640, unconfined=True))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.datasets import load_iris\n",
"from sklearn import tree\n",
"iris = load_iris()\n",
"clf = tree.DecisionTreeClassifier()\n",
"clf = clf.fit(iris.data, iris.target)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"#iris"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"#print(iris.DESCR)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# http://dragstar.hatenablog.com/entry/2016/07/24/150534\n",
"import pandas as pd\n",
"\n",
"df = pd.DataFrame(iris.data, columns=iris.feature_names)\n",
"df['target'] = iris.target_names[iris.target]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 150 entries, 0 to 149\n",
"Data columns (total 5 columns):\n",
"sepal length (cm) 150 non-null float64\n",
"sepal width (cm) 150 non-null float64\n",
"petal length (cm) 150 non-null float64\n",
"petal width (cm) 150 non-null float64\n",
"target 150 non-null object\n",
"dtypes: float64(4), object(1)\n",
"memory usage: 6.0+ KB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal length (cm)</th>\n",
" <th>sepal width (cm)</th>\n",
" <th>petal length (cm)</th>\n",
" <th>petal width (cm)</th>\n",
" <th>target</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5.1</td>\n",
" <td>3.5</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4.9</td>\n",
" <td>3.0</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4.7</td>\n",
" <td>3.2</td>\n",
" <td>1.3</td>\n",
" <td>0.2</td>\n",
" <td>setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4.6</td>\n",
" <td>3.1</td>\n",
" <td>1.5</td>\n",
" <td>0.2</td>\n",
" <td>setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5.0</td>\n",
" <td>3.6</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>setosa</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n",
"0 5.1 3.5 1.4 0.2 \n",
"1 4.9 3.0 1.4 0.2 \n",
"2 4.7 3.2 1.3 0.2 \n",
"3 4.6 3.1 1.5 0.2 \n",
"4 5.0 3.6 1.4 0.2 \n",
"\n",
" target \n",
"0 setosa \n",
"1 setosa \n",
"2 setosa \n",
"3 setosa \n",
"4 setosa "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal length (cm)</th>\n",
" <th>sepal width (cm)</th>\n",
" <th>petal length (cm)</th>\n",
" <th>petal width (cm)</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>150.000000</td>\n",
" <td>150.000000</td>\n",
" <td>150.000000</td>\n",
" <td>150.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>5.843333</td>\n",
" <td>3.057333</td>\n",
" <td>3.758000</td>\n",
" <td>1.199333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.828066</td>\n",
" <td>0.435866</td>\n",
" <td>1.765298</td>\n",
" <td>0.762238</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>4.300000</td>\n",
" <td>2.000000</td>\n",
" <td>1.000000</td>\n",
" <td>0.100000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>5.100000</td>\n",
" <td>2.800000</td>\n",
" <td>1.600000</td>\n",
" <td>0.300000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>5.800000</td>\n",
" <td>3.000000</td>\n",
" <td>4.350000</td>\n",
" <td>1.300000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>6.400000</td>\n",
" <td>3.300000</td>\n",
" <td>5.100000</td>\n",
" <td>1.800000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>7.900000</td>\n",
" <td>4.400000</td>\n",
" <td>6.900000</td>\n",
" <td>2.500000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sepal length (cm) sepal width (cm) petal length (cm) \\\n",
"count 150.000000 150.000000 150.000000 \n",
"mean 5.843333 3.057333 3.758000 \n",
"std 0.828066 0.435866 1.765298 \n",
"min 4.300000 2.000000 1.000000 \n",
"25% 5.100000 2.800000 1.600000 \n",
"50% 5.800000 3.000000 4.350000 \n",
"75% 6.400000 3.300000 5.100000 \n",
"max 7.900000 4.400000 6.900000 \n",
"\n",
" petal width (cm) \n",
"count 150.000000 \n",
"mean 1.199333 \n",
"std 0.762238 \n",
"min 0.100000 \n",
"25% 0.300000 \n",
"50% 1.300000 \n",
"75% 1.800000 \n",
"max 2.500000 "
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"x:sepal length (cm), y:petal length (cm)\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"sns.set()\n",
"print(\"x:{}, y:{}\".format(iris.feature_names[0], iris.feature_names[2]))\n",
"ax = sns.scatterplot(x=iris.feature_names[0], y=iris.feature_names[2], hue=\"target\", style=\"target\", data=df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Output Tree"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# output tree image by pdf format\n",
"#import graphviz \n",
"#dot_data = tree.export_graphviz(clf, out_file=None) \n",
"#graph = graphviz.Source(dot_data) \n",
"#graph.render(\"iris\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"code_folding": []
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"unconfined": true,
"width": 800
}
},
"output_type": "display_data"
}
],
"source": [
"# output tree image by png format\n",
"import os\n",
"from sklearn.tree import export_graphviz\n",
"from IPython.core.display import Image, display\n",
"\n",
"export_graphviz(clf, out_file='iris.dot',feature_names=iris.feature_names,\n",
" rounded=True,filled=True, class_names=iris.target_names)\n",
"os.system('dot -Tpng iris.dot -v -o iris.png')\n",
"display(Image('iris.png', width=800, unconfined=True))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"|--- petal width (cm) <= 0.80\n",
"| |--- class: 0\n",
"|--- petal width (cm) > 0.80\n",
"| |--- petal width (cm) <= 1.75\n",
"| | |--- petal length (cm) <= 4.95\n",
"| | | |--- class: 1\n",
"| | |--- petal length (cm) > 4.95\n",
"| | | |--- class: 2\n",
"| |--- petal width (cm) > 1.75\n",
"| | |--- petal length (cm) <= 4.85\n",
"| | | |--- class: 2\n",
"| | |--- petal length (cm) > 4.85\n",
"| | | |--- class: 2\n",
"\n"
]
}
],
"source": [
"from sklearn.datasets import load_iris\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"from sklearn.tree.export import export_text\n",
"iris = load_iris()\n",
"decision_tree = DecisionTreeClassifier(random_state=0, max_depth=3)\n",
"decision_tree = decision_tree.fit(iris.data, iris.target)\n",
"r = export_text(decision_tree, feature_names=iris['feature_names'])\n",
"print(r)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Pair plot"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x1cff65fbf60>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 806.85x720 with 20 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# https://seaborn.pydata.org/examples/scatterplot_matrix.html\n",
"# https://qiita.com/ao_log/items/fe9bd42fd249c2a7ee7a\n",
"\n",
"import seaborn as sns\n",
"sns.set(style=\"ticks\")\n",
"\n",
"df = sns.load_dataset(\"iris\")\n",
"sns.pairplot(df, hue=\"species\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plot the decision surface of a decision tree on the iris dataset¶\n",
"\n",
"ref. https://scikit-learn.org/stable/auto_examples/tree/plot_iris_dtc.html"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# Prerequisites\n",
"\n",
"from sklearn.datasets import load_iris\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"sns.set()\n",
"\n",
"# Parameters\n",
"n_classes = 3\n",
"plot_colors = \"ryb\"\n",
"plot_step = 0.02\n",
"\n",
"# Load data\n",
"feature_names = ['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']\n",
"pair = [feature_names.index('sepal length (cm)'), feature_names.index('petal length (cm)')]\n",
"iris = load_iris()\n",
"\n",
"# We only take the two corresponding features\n",
"X = iris.data[:, pair]\n",
"y = iris.target\n",
"\n",
"x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
"y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
"xx, yy = np.meshgrid(np.arange(x_min, x_max, plot_step),\n",
" np.arange(y_min, y_max, plot_step))\n",
"\n",
"def draw_decision_boundary(clf, ax, title):\n",
" \n",
" # Train\n",
" clf = clf.fit(X ,y)\n",
" \n",
" # Plot the decision boundary\n",
" ax.set_title(title)\n",
" plt.tight_layout(h_pad=0.5, w_pad=0.5, pad=2.5)\n",
" \n",
" Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
" Z = Z.reshape(xx.shape)\n",
" ax.contourf(xx, yy, Z, cmap=plt.cm.RdYlBu)\n",
" \n",
" # Plot the training points\n",
" ax = sns.scatterplot(df.sepal_length, df.petal_length, hue=\"species\", data=df, ax=ax)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## DecisionTreeClassifier"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAzIAAADyCAYAAACWNfAEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd2BTVd/A8W+SznTvPeiC0hZK2VBG2SBLFEFwIaigouACUVBREBcuwP0owutWBEX2Xi2F0pYOoKV7750mTXLfP6rh6RMcqKUUzucve3Jz7rnX/Eh+9yyZJEkSgiAIgiAIgiAInYi8oxsgCIIgCIIgCIJwpUQiIwiCIAiCIAhCpyMSGUEQBEEQBEEQOh2RyAiCIAiCIAiC0OmIREYQBEEQBEEQhE5HJDKCIAiCIAiCIHQ6IpG5wVVVVdG1a9d/VMe6devYu3cvAEuXLuWTTz7523V99913zJ8//x+1RxD+jmslFmJjY5k2bRqTJ0/mtttuIzk5+R+1SRCu1LUSCzU1NTz++ONMnTqVcePG8eOPP/6jNgnClbpWYiEzM5Pbb7+dKVOmMHXqVI4cOfKP2nQ9EYmM8I/FxcWh1Wr/UR01NTWsWLGCVatWIbY2EjqrfxoLGo2GxYsX89JLL7Ft2zYWLFjAk08++S+2UBCujn/je2Hp0qW4u7vz448/8tlnn7Fq1SpKSkr+pRYKwtXxb8TCCy+8wC233MLWrVtZvXo1ixYt+sd1Xi9MOroBN7q4uDjWrl2Lh4cH2dnZWFpacv/997Np0yays7MZM2YMS5cuZfXq1SQlJdHY2IgkSbz00kv06tWLOXPmEBYWxlNPPcXx48dZunQpP/zwA87Ozr97zt27d/Pmm29iaWlJeHh4m9e+/fZbvvzyS/R6Pfb29ixfvpzAwECWLl2Kubk5586do7KyksGDB/Pss8/yzTffkJKSwquvvopCoQDgzJkzzJw5k4qKCoKDg3njjTfQarXceeedRm0ZN24cCxYsYMeOHbi6urJkyRIOHDjw795koVMQsdAaC4cPH8bU1BRJksjPz8fBweHfvdHCNU/Ewjhuv/12jh8/zptvvgmAu7s733zzDXZ2dv/inRaudSIWWr8XdDoddXV1ADQ2NmJubv4v3uVOThI6VGxsrBQaGiqlpqZKkiRJc+fOlWbMmCGp1WqpsrJSCgsLk06dOiUtXLhQ0ul0kiRJ0gcffCA98MADkiRJUmlpqTRo0CBpz5490pAhQ6STJ0/+4fnKy8ul3r17SxkZGZIkSdL7778vhYSESJIkSXFxcdKsWbOkpqYmSZIk6ciRI9K4ceMkSZKkJUuWSFOnTpUaGhoktVotzZ49W9q0aZMkSZJ0xx13SDt27DAcd+utt0pNTU2SVquVbr75ZmnLli1/+X58//330v333/+XjxeuHyIW2rYtOjpaCgsLk/bs2fOX76FwfRCxIElJSUnSiBEjpPXr10szZsyQbr75Zunnn3++4nspdG4iFlqlp6dL/fr1k4YMGSKFhYVJu3btuqL7eD0TPTLXAG9vb7p37w6Ar68vNjY2mJmZ4ejoiJWVFTY2NixatIivvvqK/Px84uLisLKyAsDV1ZUXX3yRBx98kIULF9K3b98/PNfp06cJCQkhKCgIgBkzZrB27VoADh48SG5uLjNnzjQcX1dXR01NDQA333yz4bxTpkxh37593HHHHUbnGDVqFJaWlgAEBwdTVVVFXV3dHz5tEAQQsfBbLDg7O3PkyBFSU1O55557CAwMpEuXLn/9Rgqd3o0eC/369aOgoABra2u++uorcnNzmT17Nn5+fkZPyYXr240eC/feey+LFy9mzZo1xMTEkJiYyPz584mIiMDDw+OK7uX1SCQy1wAzM7M2f5uYtP3fcuLECTZv3sycOXMYOXIkAQEBbNu2zfB6ZmYmzs7Of3lSsPRfc1D++1x6vZ4pU6YYxuTr9XrKysoMXfm/dYv+VodcfvkpVv9dp0wmQ5IkbG1t2bp1619qn3DjutFjob6+ntjYWEaPHg1AWFgY3bp148KFCyKRucHc6LGQn58PwLRp0wDw8/MjKiqK5ORkkcjcYG70WDh79izNzc3ExMQAEBkZSXBwMElJSSKRQUz27xQOHDhATEwMs2bNIjw8nL1796LT6QBITk7m888/5/vvv6e+vp6NGzf+YV19+/YlMzOTc+fOAfDDDz8YXouOjmb79u2UlZUB8OWXX3L33XcbXt+xYwcajQa1Ws2WLVsMQaVQKMSkM+GquN5jQS6Xs2zZMk6fPg1ARkYGWVlZ9OzZ82/XKVyfrvdY8PHxISwszLBSWUVFBWfOnBFJjGDkeo8FPz8/6uvrSUhIACAvL4/MzExDL9WNTvTIdALLli3jqaeeYtKkSWi1WgYPHszu3bupr6/nscce49lnn8XNzY01a9Ywffp0+vbt+7sfcEdHR15//XWeeOIJTE1N23SzRkdHc99993Hvvfcik8mwtrZm3bp1yGQyACwsLJg1axZ1dXWMHTuWW265BYARI0awdu1aWlpa2v9mCDe06z0WrKysWL9+PatXr0ar1WJmZsbrr7+Ou7v736pPuH5d77EArcvWrly50jC5+qGHHqJHjx5/uz7h+nS9x4KtrS3r1q1j1apVaDQaFAoFL774Ir6+vn+rvuuNTJLEWrfCn1u6dCnBwcHMnTu3o5siCB1KxIIgtBKxIAitRCx0HNEjcx36+OOP+emnny772ty5c5k8efJVbpEgdAwRC4LQSsSCILQSsXB9ET0ygiAIgiAIgiB0OmKyvyAIgiAIgiAInY5IZARBEARBEARB6HREIiMIgiAIgiAIQqcjEhlBEARBEARBEDqda3bVsoUvH6C8WtXRzRCEdufiYMm7T8f87usPrdxLeZWIBeH65+JoyfoVo373dREL7W/e4kGMtj1EtXIQ85fEd3RzblgiFjqeiIVrw5/FwjWbyJRXqyipbOroZghChyuvUlFS0djRzRCEDidiof2ptHrQN6KXdOJeX8NELLQ/EQudgxhaJgiCIAiCIAhCpyMSGUEQBEEQBEEQOh2RyAiCIAiCIAiC0OmIREYQBEEQBEEQhE5HJDKCIAiCIAiCIHQ6IpERBEEQBEEQBKHTEYmMIAiCIAiCIAidjkhkBEEQBEEQBEHodEQiIwiCIAiCIAhCpyMSGUEQBEEQBEEQOh2RyAiCIAiCIAiC0OmIREYQBEEQBEEQhE5HJDKCIAiCIAiCIHQ6Ju1V8bfffsvmzZsNfxcUFDBlyhRWrFjRXqcUBEEQBEEQBOEG0W6JzPTp05k+fToAGRkZPPTQQzz88MPtdTpBEARBEARBEG4gV2Vo2fPPP8/ixYtxdHS8GqcThDYszRVYWbZbzi4InYaFuQJrpWlHN0MQOpyZqYgFQQAwM5VjY2XW0c3429r9193x48dpbm5m/Pjx7X0qQWjD3sacxXPCsHcAnV6HTm3OW5+lUVjW0NFNE4SrylppymPzeuDiboJGp0HRYsnb/0klu6C2o5smCFeVpYUJi+ZG4O1lTrNWjamkZN2nqVzIqenopgnCVWVmquCROeEEdFHS2NKEpcyG9z9PJyWjsqObdkXaPZH56quvmDNnTnufRhCMrHgoku9zviLjXBYAHtauLH9oPgtfPEGLVt/BrROEq+fZhVHsLd9GyolzADgrHXl64UM8+txxVM3aDm6dIFw9SxdEEtewh09PJAPgYGHHEwsW8uSLcdQ2aDq4dYJw9Tx2Xw/OS8fYfDweABtzax6f+wjLX02gvErVwa3769p1aJlGoyE+Pp4RI0a052kEwUiQrz2V2iIyqrIMZcUNZZwqi2dQT/cObJkgXF3ebtZozetIKT9nKKtoquJI4RGG9/fqwJYJwtXlZG+B0qGFhJJkQ1l1cy17cvcwOtqnA1smCFeXtdIUDy8TThTEG8rq1Q38nLWd8cM7Vyy0ayJz/vx5/P39USqV7XkaQTDiZGdBmarcqLy8uRQnB/MOaJEgdAxHe0vKVRVG5eWqcpwdRSwINw4HWwsqVVVG5WWqCpycOu8cAUG4UrbW5lSrjIdTlqsqcHbqXN8L7Tq0LD8/H3d38fRbuPrSs6q445YeHCs8wUCfKEzkJpwsTKS3S18+22Wc4AjC9Sojp5oHnfrjaGnPQJ8ozBRmnC46Sx/XPvx40PhHnSBcr3KL6giwi8DB0o4B3lEoTS04U5xKX7feHP6luqObJwhXTUl5I57WHjhY2tHPKxJrMyuSS9Pp4RxBwpHO9b3Qrj0yEyZM4M0332zPUwjCZdU1alA3mvBk9HzKG6vIqy1kbtRMfOw8yRITnIUbiEqtpaJcyzPDFlLTXEdOTQGze04l1DWQlAzjnhpBuF61aPXk5KlYMXwRDZpGMqtymdZ9PH29exB/tqSjmycIV41ekkg7V8fzMY+h1mrIqMxmfHAMwwP6cyS+qKObd0XEmrTCdcfcTEF4kCOenmY8uetFWvStk5lPF53lpZFPERHsxNlOtiqHIPwdZqZyugU40jXIhid2vYha1zqZ+UxxCs8Oe5To3l4cPV3Ywa0UhPZnopAT7G9HVA8Hntq9iqaW1snMSSVpPDbofiYMDWD7oaw/qUUQOj+FQkagjz3R/V15et/L1KtbV3JNLk1nfp87uG1CCF/+fL6DW/nXiURGuK5MjvFlfIwnkkJDXEGCIYn5zc7MA0wZESMSGeG6N3aoD9Mm+KGmicTSNEMS85sdGQe4aeQ4kcgI171h/T2ZfXMgDdoaLlRmGZKY3+zKPMjEYbeIREa47g2IdOfemSFUqssorC8yJDG/2X3xMHcMvLNTJTJXZUNMQbgaIoKcGDDIguePreZYQSzW5lZGx9iYWdOkEsvNCte3YD97xoxxYuXxl9mXcxAbM+MFV6zNlKhUYhly4frm7W7DLVO8ePHEGrZd3In1ZWLBylSJulnEgnB9c3G05K6Z/qyKfYXvzm/F0tTS6BgrMyUaTeeKBZHICNeNCSM8+f7CViRJYt/FY/R0746rlbPhdSszJeODY9i4rfM8aRCEv2PCSG9+zNyGTtITV3iGQEd/vGwvLbxiaWLB1G5j+fS7c39QiyB0fuOGe/Nz1nZa9FrOVWTiZu1CF4dLy8uaKUyZHjaRz3/I6MBWCkL7Gx3tzc7s3ah1GgrrS7AxtyLEKcDwuonchJnhU/hyS+fqmRRDy4TrhtLChAZNIwB69Hx06gtWDH+Ui1W5qLUaurt2ZfOWLCprmju4pYLQvpSWJjRWNxn+Xh+3kaVDHiS3ppB6dSPhrt344Zdc8ovrO7CVgtD+rJQKGlsuxcJbJz5m8cB5FNSVUKOqI8KtGzv2F5GWKYYbC9c3pVJBqfZSLLx69H2WDFlAaUM55Y1V9HAN5fCJMuKSO9fCF6JHRrhuHD9dwVCfwYa/k0rSWHnwbZzlPhzdJ2fW4v1sO5gDgFwGw/p4svSBCB65sztBvvYd1GpB+PcdO1nOEO9LsXCuIpMV+97ASe7Fid1yZi3cx5c/XQBAJoPBUZ48/VAkj82LIDTAsaOaLQj/umMnyxnieSkWsqvzWbb3VZxNPInfZ8Kdjx7kP9+mGV7v38OdJQt68vj9PYgIcb5clYLQKR2PL2eIZ7Th7+L6Up7evQZHhTtnDphzz2OHWLfprOH1qDBXnpzfkyfn9ySqu2tHNPkvET0ywnVjb2wBL/TpzR1hNiSUJeBu5UGM9zBWvZ9ITlFdm2OfXdCLatOL7CjYjbWZkgfunsye/dbsPlbQQa0XhH/P0VNFDB/Um3vCZxNfFo+zpTMjfUbw8obTXMhpuwnaUw9EorMvZnfe11iYmnPPPRM5fsSWrXtyOqbxgvAvOpVSysjoXtzX825OFMfiYG7PKL9RvPbBGc5eaNsLs/CecKw9a9ib9x0mcgUzZ00gPMGeL7dldlDrBeHfk3axksp8Dxb0msfRoqPYmNkwxncUb3+azKmzZW2OnTujG94hGnbmfA/ApFvGEhnhyH++vvaGI4seGaHT6OJly4h+3gR62132dZ1OYvk7pzi8W06gehRNGUE89vJJoyQmKtQFlUURX6dvobi+lIzKbNbGr+PmsT6YmYiQEK59vh42jBjgS4i/w2Vf10sSK98+xa4fNXRpiEGT0ZXHV8YZJTGhAY5YuNSzOfUbCutLuFiVy1unNjBupCdKS/GcS7j2ebpaM6K/D6GBv9+T+Mr7Z9jydQO+DcORssJ46qV4oyTGz9MWT389n579P/Jri8iuzmfd6Q8ZPMAJO5vOtdO5cGNyc1Iyor8P4cG/35P47mcpfLW5Ep+6YZjk9uCZNQlGSYybk5KwCEs+SPyU3JpCcmsK+SDxP0REKHF1Ml4so6OJbyrhmmeikLFsfiQKmzou1JxnyPBgFM2BvLQhEY227eoakgSnUss4lVr2O7VBrzAH4kv3tinT6XVkVmfh72XLhdya33mnIHQshVzGU/MjsXFVk16dxmDrAKx1XXn+zVOo1Mar8Z1JL+NM+h/EQrgTp8ri2pRJkkRaxTlC/B1J/IP3CkJHkslg8dweuPtIpFSlMMDKh/vk3VixNp6Gphaj41MyKv5wA9jI7s6cKj/VpkxCIqk8mbAgJ46f6VybBAo3lgfvDCMwxJSkiiT6WHpyn8VgVrxxitp6tdGx6VlVpGdV/W5dPbq5cLrstFF5QtlpeoT4s/dE7r/a9n9KJDLCNW/6uACydKfZnXAAgD0cIsZvMLdPjGDjj1e+0kxVtQaXLi5A2/c6WzpSXZfzL7RYENrHpJH+VFme59PTO34tOcQAr97MmdGfDZ+nXnF9ldUa3Lu4GJU7WzpRXVv6D1srCO1n1GBfdI6FrD31g6Gsp1sY8+8cyesfJF1xfVU1arqbXyYWLJyprm38R20VhPYU3dsTW58aXjv5haGsq3MQj947mZVvGyckf6aqppnuFsZzYpwsXEmtu/YWSxLjaIRr3qAoF/blHG5TdijvBP16/r2JmPtiixjpNwIHi0tD1Hq6hdHSaEl5teoP3ikIHWv4IA92XtzXpiy28DQ9Qi8/xOzPHD5ZSLTnYJyVl4bldHMOwkrvTO7/DMkUhGvJ6KGebL+4q01ZUmkqwV1s/lZ9sYnFRLn0xsP60g+4QAc/PMx9//DptSB0tFHDPNh+cWebsvMVmXi4m6OQy664vjNpZXSz646PnaehzNfOixDbbiSmXXu99KJHRrj2yWgdM/ZfJKTLH/sX1DVqWPtxGg/f+TAqqR4LEwvKynS88mHyP2yoILQvmeyfffb/l0qtZfW7STw69wG0iibMFKZUV/K3nuIJwtUkl7UOgzT29+KjRavnxbcSWHzfvWDejIlMQWOdnOffFLEgXNvkMhn6y3zuJaTW309XSC9JPLf2FE/cfydm3VqQgJZGU55/8zT6y8ZcxxKJjHDNGtrbgwkxXlhbmvJQv3t479QmWnQtmMhNuK/3LJSWJrzyZF92HSpi/8nCy9YxeqA3o4d4YKKQcSS+nJ8O5KDVSVzIreWRl2KxszZD06JDpdZd5asThL9uUJQHk0b7YGttxsJ+c1kX/ylqrRqFTM7dkdNRWpjy+rMD2Xu4kF1H8v437wdgeH8vJoz0wdxMwfH4UrbszkLToie7oJZFLxzH1tqMFq0eVbPxXBtBuFb0DXdj6nhfHO0tWNh/Lm/HfYSqpRmZTMas8KlYWZqzdvlADhwrZvuB3Mv+8Boc5cmkMd4oLU2JTShjy85sVGotBaUNPP7SCWyszNDrJRpVxnNtBOFa0bObM7fe5I+nmzUPud/D2tgPDXvpTQsdj52VJW88O5BDsSVs25uNTmccC30jWuPJ1sqMU8kVfPdLFo2qFsoqm3jq5VislaYAl513dq0QiYxwTbprajAeQfV8fH4DqhYVIwKieWXUMrae38WkkDEcyDnGJwlfYq4wY2r0JAL9u/LRN+fb1PHQ7FBMXUt4L+0dtDotI4OHsaJ7FCveufSErbZBc7UvTRCuyG03BRIaJfH5uQ+pO9fAUL/+hlgYGzick4VnWH74ZUxkCiYOGEu34Aje+uRsmzruva0brkH1fHxhAyptM8MCB7HqiYE8teaEIempE7EgXOMmjvRj4BALvkj/hJrztQzw7s2aUcv46cJuhvsNJqXsHMsPvQwSjOs1kqWhkaxef6ZNHTMnBRESqeOzcx/QoGlisE8/Xl4ynMdXHTf80KtvFLEgXNtGDvJm7Dh7NqdtpDyjkn6ekaweuYSfL+xlkHc/smtzWXHoFbR6HaNCh/FcWB9WrI1vU8fkUf70izbni7RPqGlujadXnh7LYy8eR9PS+nD3Wk5gftOuc2T279/PtGnTGD9+PC+99FJ7nkpoR5FdnZk9MZCR/b2vyvLE1kpT+kba8d35rfT37sW44BhSSs9xuiCN7vIYUksusv3CPjS6Fuo1jWxK+Yqwbkrs/2uJTGd7C7oEmPJF6nc0appQ6zT8cnEPKrMSwgKd2v0ahOtTRIgzd0wNYewQPyzMFe1+PgtzBSOHuPN/ad8Q5RnBTSEjyKrO5XB2PN2kIeRVlfJD+g7UWjWNLU18nb4FLz857s5Whjpsrc2IirTjs7NfUKeup0XXwt7sQxTrL9In3K3dr0G4PoUGOjJ7SjDjh/ljadH+z0RNFHKmjPHjP2c308MtlIldR1HUUMrOC4cI1g+muqGBr1K2omppRqVtZsuF7SidVfh52hrqsDQ3YfhgNz5K3EhNcx1avZZDuce50HiW6N6ef3B2Qfh9If4OzJoSzMQR/oYejPYkk8GMyQF8mPgpoS5BTO46mqrmGn5I20kwA9FodGxM/Lb1t49WzfaLu2mxrGizRLmJQs7EUT5sSPiYSlU1OknPsfx4EqriGDnIu92v4d/Ubr9K8/Pzee6559iwYQPbtm0jLS2NQ4cOtdfphHZgopDx0qO9GXWTnHLHY/hGFfPO8oG4t/M64l08balSV7AkegEanYaShjJm9ZyKtaUZFkpIrjCey3Ku6kKb/WWCfO05V2m8cVNK1Vm6drE1KheEPyKXyVjxaG8mT7ei0vU4HlEFvPPCYHw8/t7E4r/Ky82GKnUlS4c+hF7SU1hXyrTQ8bjZOmBlLSfpMrGQXpVGsL+94e8uXnacrzJe3S+1KoVuQZffk0kQfo9MBkvmR3LbLHuq3WJx7pnLOy8MIsCnfT9LLo6W1KprWDb0YUzkCgrqirkpZASBzt7Y2pqQWG4cC6nVKXQLuPTjzdvdmqzqHKN5ZimVqXQLFt8LwpV7ZE4Ed93tSq17HLZhWbz53IA/3NPo32BrbY5K38jTwx7GwsScvNoiRgQMpqdnN+zsTEkuN17BMqX6LN0CLy0K4+aspKC+GL3UdguLsxWphIZ0rlhot8coe/bsYcKECbi7uwPw5ptvYm4uNpXqTCYM9SWrJZGf03cDkEgqKZWpPDh7FiveSbiiuizNFXi6WFNW3UR94+93VZooZJibK+jq5seS3atRaVuX+osvTGLZ0IcpLdXiY+3LadoOnfGx8WZbRYHh76LyRsbb+hrV72vtR0KZWJlMuDIjBnlTZXqR75K3/lqSSmLZWR6Zcy9Pro69orrMzRR4u9tQUdX0h0MbFXIZVhYmBLl68/TeNYaxz6eLklk8cB4NDXp8rPyAtsMFfKx9OVR2abO/4opGfGyCjOr3sfYlO0XEgnBlBkZ6oLMv4YPErw1lCSVJLJq7gEeeP3ZFdZmZyvF2t6GqtpmaOuP9Ln4jl8mwsTLD38WNZ/e/Sk1z64p6p4vO8kCf2TQ16fG18gOOtHmfj5UfKWUNhr/LKpvwukws+Nr6UJx67S0rK1zbIkNdsfOqZ13CRkPZqeJEFs15lAefPfIH7zRmopDj62lDbb2ayprf/yzKZOBkZ4GngyMrD66lvKl1Rb0zxSnc2fMWTLTu+Fhf5rePlS+xJZeWEa+qbcbN2njlV19bbwrzOtf3QrslMrm5uZiamjJ//nyKi4sZPnw4ixYtaq/TCe1gcB9X3k/7qk1Zbk0hzuFX1nV6+00BRPdzIac2Dy/rALJyNKzfnIZO3/ap2PB+nsyc6E+VuoL08gxDEvObXZmHcKuJpm+PKNKc0rlQmYUMGYN9+qGpV1JUfilI84rrkatCGOjdlxMFrT/0Qp2DCbWL4P2UE1fUfkEY0t+Vb/K3tykraSjHwkqPmanCMJ74z9w8rgvjhnuSVZOLh3UQRQVa1n6UjFbX9qnYoCgP7rktmPLmMnJq8g1JzG92ZR6im3Y0oc5dCXPtSmpZ6/ywfp69sNS6cDHvouHYssom6ipMGOY7iMN5J5CQCHL0p49LPz4/dfTv3A7hBjZkgCv78r9tU1apqkYta8DOxvyyG/BdzoThvkwZ50t2TS4uVgFUlcp47YMko1jqHe7CA7NDKVWVUNJYbkhifrP74hGGKKfirvShl3sEZ0paH3L1dAvDw9SPsxeOG46tbdCQn9fCmC4x7Mk5iCRJ+Nl7M8RjKIs+PI4gXIkh/V05WPBLm7I6dT0V6jI8XKwoLv9r+w+NHOTNjMldyK7NxdHSgaZqU9a8l2i08Ep4sBML7w2jpKmYOnWdIYn5zd6LR5jq4Yep3oH+nlHEFbU+cO7uEkKITRjvnr30772qWUtqWj2Tg8bz88Vd6CU9XjbujPUdw5Oft90k+VrXbomMTqfj1KlTbNq0CaVSyYIFC9iyZQvTpk1rr1MK/zK1RouFqTmNLU1tyhWyvz43YEhvD7p0V/PCsdWGspuCxjDzpkD+76dMQ1kXL1smj3Nm5fGX8bBxZULICKO6LBSWNDRpWf52AvNvn8rsUEtkyElKq+Llz403QFv1XiJzp/dnZfQ4QCKnoJFn3zptlEAJwp9pVuuwNLEwKjdRmKD/i5+nvuFuRPU34fnjLxuWjR3hN5S5M7rzwRfphuM8XKyYNd2XVbGvYGthw+weU43qsjSxpLFWy7OvnWT+HeO4bfCtyJCReqGGF948ZXT8q+8nMmd6T14YPAIJPQVFKpa/Ho+mRW90rCD8kWa1HktT41gwMzFDq/1rn6fwYCeGjbDlheMvG4a2DPLuy4N39W+zUIWTvQX33RHMy3GvYaIw4aF+dxnVpTS1oL5By/qN8TwwezhTB08GICOrnuWvxxsd/+Ynydx9S2vPyEoAACAASURBVFeeHzgYSaantEzN82tPi9X6hCvWrNZhYWU80sjSxOIvP9wK9LVn4k0urDyxBq2+9TPYyz2CxfNGsXrdpZEv1kpTHpkXyqsn19Kia2HJkAeNz2tqQV1DCxs2JjHv9oHcNHgCEhLZeY0se+2k0Qp+729OY9bUIJ4buAw9eqqqNLz4dmKnWwSp3RIZZ2dnBg4ciKNj61jBUaNGkZycLBKZTmTHgWKmjZvMR4mXuk0HePUhNaO29b97uDF9gh9m5lBXp+PzHy5yPrcGmQymjvRnxCB3nO0tWH7g1bb1XtzLioHL2iQyE4Z7sfXiT2j1WvJri/CwduH2iKl0cwlEJpORV1OIn1UAT3+XSFVtM6vf//Odm5s1Otb/X/qfHicIf+aXfQXcNnMS605/ZBhf39MtjPx8FVqdnt7hLsyaGoiFpZyGBh2bvsskJaN1eNekkf6MGeaFs6MFq4++3WbviwO5R1gZPaxNIjM+xoftWb+g1mkob6xEaark9ojJdHUOQi6TUVRXiru5Ny9sSaa2QcMr7yf+afs1LXo++CINvvjTQwXhD+08UMC8eyfyZtV6QxLSzTmI2ipoVLXQo6szd9wShJWVHFWTnv/bcpEzaeUAjBvqy02jfHByMOetuA/bjM8/XhDP2OgxKOQyw8OmUdHe7Mrd09o7rwWdpGdmxGS6OQcik8kpbSjH0cSVtesv0KhqYe3Hf74XmE4n8Z9vzvGfb4znUArCldh9qJDHHp5AWnkGOn1r4tLF3hep2ZLKmmZCAx25e3owNjYK1M0SX23N4mRyKQAxA72YOtYPZ0cLPjyz0ZDEAJwpOctNA8djYa6g+detIWIGenOw4JChd76muY6Z4VMIce6CXCansqkKa7k9H3ySh0qt5d3PUv60/XpJYvOWDDZvMZ5D2Zm0WyITExPDkiVLqKurw8rKiiNHjjBy5Mj2Op3QDk4klxDgH8jyQUs4V3kBL2tPNA1K1nyQRHSUOxPG27Eh6R3qNY24WjnzyL3zeP3D84yO9kDhVsCakxtZNmwhjf8zLEYv6ZFkbZ/cWSlNqKu6NJa5vLGKZm0zKw++hU6vo6dbdwK6dqWu4a8NWxCEf1PSuQpCTtqyYshS0irP4W7lhkxlw6p3z7QmMTM9+TBxA7XqepwsHZh/71w2fKSnT6QLriE1vJbwGk8Mnk+duqFNvRISWqntk2BrKxPqNPWGv0vqSwEZqw69Q4teS6hLEHeH3UF1nRjTL1x957OrOXzQlhWjW2PB2dIZS60DL76TQHiwE/Pu9ue9xPepVtVib2HLA7PvRdoMgf42hPTS8MaZN3iw313UqeuN6lZr1SgUlxIZaysTcv8rFgpqi7E0sWD14XVodC0EOfpzf+Q9lFU1GdUlCO0tt6iOn38pZcXEpaRVnsfB3A47mSsvvZtAkK89D88L5r3Ej6loqsLG3Jr7br0buUKGg50Z/YaY8Fbym9zTazp1zQ1GdTe1qDA3vZTIWCtNqG+5FAt5NYV42LjyytH3UGvV+Nl781DveRSXp121679WKJ5//vnn26Nid3d3LCwsWL58OZs2bSIsLIz58+cjk/21bUa/25NBg9iMqsOdPV/NkZPlNJRbceBYJT8fzEOrk3hibjjvJm6gsaV1UlhjSxO59Tnc3GsIAf6WxBbHMa/37dhb2OBq7UJy6aUnzgEOvvR1j8Lfy4aGBh3l1SoUMgX9wt1IrTiHvYUt0X79+Oj0F4an16WN5diYKbHSu5JTZPwF2JlZK025dXTw777+7c4LnWIt9+tdWkY1B4+XUF+m5PDRSrbszqZFq+eJB3ryYcqH1P76w0ylbSajOoOZ/UcQGmzLvvyDzOt9O45KO7xt3TlTnGro1fGycWeQd38CfG1oapQorWxCr5UxrI8/SWVnUZpaMi44hvUnNxqeXlc0VaGQy3E38yEjp6bD7kd7sFaaMX1c1999XcRC+xsUE0BXi0xUZl34elveZY+5kF3LviPFNJQqOX6imu92ZKHW6Fh0XwQbz/+HSlXr57JZqyatMp27Bo8hvKs9v+TsZG7UTFytnPG39+ZU8VnDv/HOSkdGdhmCr5c1ajUUlzeiUUuMGxTC6ZIzmClMuTVsAmuPf4Tu11ioUtWg0WkIsg8kLaP66tygq0TEQsf7K7GQlVfHnsOF1JdZEneyjq9/zkTVrOXhe8L4Nuf/KGlo7Y3U6DScrUjj3iHjiOjmyI8Xt3Jv1Ay8bd0JdPQjvjDR8G+8nbkNE0NG4emuRN8io7C0gaYmHVOHhhFXfAq5TM4dkdN49dj7hp6c2uY6atW1RHqEkZReedm2dlZ/Fgvtuvj7rbfeyq233tqepxCugoamFpIuVLQpk5noULW0fSKcU1OAT7g1komKGeGT2Jy8hTp1PaMColk18ik+O/MNXez9mBASw2eJ31Lf0sDsmeNJOmPHdzuzGTEwijvCZlDaXER+bZFROy7WZeHr5fu/izQJwlXTqGoh6Vx5mzILC5khiflNSUM5Lk6WyE203B15K5uTfqBSVc1w/4GsGb2UTxK+wtvWi8ldR/PF2R8o11Rxy4wx9E535NNvzzN6WBRzIu4gq/4iJQ1lRu24WJNFD5/f/4ddENqbSq0l6XzbWLCzMTWagFytqsXWxgQTU4n7+8xic9IWyhoqGOTbm1fHLOOjU1/iZuXKzd3H8F3aLxSqi5lwcwwDe4ez/vMUxhR5cX/Pe0ipOktFY9u6ATJrsojx6d2u1yoIf0St0ZH8P7Hg6mxBQVZxm7IGTSOm5hIW5nIe7n83m5O2UFRfSj/vSF4d+wyfnP4KBwt7poWN56dzu7moymH4TUMZOiCS1z5MJOeCFw9F3c/J0jjq1A1thikDXKzO4Raf4e19udec9t/FSugUlBYm9OzqgqpZS/KFcv57/nI3fweGRHmRWVBLXHIxN48IxNnKHjelE6VNlzL/YKcuZOfVEtXDmcU7XqBF1/q06NMz3zCv9+3MC7+XFnkzT+1ZjVrbOkTsnar3eWbQk+w+WsQL6xPo3d2VQVG9CPG2NGpjiH1XzqYYd8EKwr/J0tyEnqEutLToSTxXZtjtGyDI146YAX7kFdVx4GQet4wOwd7SBl87T/L+K/n2tvWgqKyRHt2ceGLni4YV+P4veQsSEvdHzEErb2Hp3tWGBwLvVX/MU/0X4bZfyer1CfQKdWVQ3150CTDek6CrQwiZp0QsCO3LzFRBr1BX9HqJM+llbVbX8/O0Ycxgf4rLG9l1NIdpo4OxNVfS1SmQ85WXVs1zsXKiqkZDtwB7luxeTf2vQ42/Td2ORqflgV73oJO0PLv/NRrUra99XP05i3o/iJ+nLW9+kkxEiDPR/frhHeKKDFmbfWC6OoZw8ZyIBaF9mZrIiQx1RSaDxPSyNguleLhYMXF4AOVVTfxyKJtJIwJRmlrSyyOMM8WX9nSxM7dBrQJ3JzOe3fcq1arW+cY/pu+iSaPivl53otPrWXngdap/XZ1vY82XzI+cS7cARz74Io3QAEeGDhiIq7kbCpnc0DsJ0NUpiMzs62vEyl/R/tu0C9e80QO9eGNZb8KHVDFsvI71zw3C79eN/t55diCL5vsjeaUxZrwpm14bhmdYGceLj7M8ZhEzw1tXiPGz9+aO0NtJudBARkW2IYn5zaGcWHQyLbuz9xmSGGidI5BQdoaIYCckCU6llvHOplSSzjYwI/RmLEzMkclkDPTuQ1ebcE4klVy9GyPccIb09eDtlQOIHFFP9AQt760aQsivm0u+/sxAlj3eHbnfeYaOk/P1utEE9Kklruw4T0TP557I24DWJGZuxN0ciy2noLbYaBnxwzlxaGVa9mcfMerVPFUWT6/urgCcSS9j/eepHDxWyp3hM1CaWiJDRh+PnkQ59eNgXAGC0F7kmLL+pUH0Ht3IgHFqNqyKJjzYCYCXnujHyqU9kPtn0G+Ejm82jKZb/0ZiK46zoP+dzO9zBwAe1q480PNetu8poLKp2pDE/OZo3kl0ko4juScNScxvTpadpHeECwBnL1Tw3uY0ftqTz9yed2JtZgVAT7fuDHUfxs4jlx/2Iwj/BjmmbFgVTf+xzfQZrWL9S4OJCmv9bD7zcBSvPdcbky6Z9Byq5usNo4kc0sKp6uPcFXkriwfOA8DVypkHe83jyy1ZNGmaDEnMb47lnUJCT1x+siGJ+U1caRx9erTu+ZKeVcUHX6TzxdaL3N9rDrbmrb/VwlxDGOs7jp/35bb37bjmiB6ZG5y7k5JJY91YefwVw6obLkpHnrrvIVLO1VKsvcgn+780HB/pHkZ/70g2Jf/AtnO7eXXsMrrb9iC3uJGXN6RhopAx+SbjDceclY7oWuQ4mhlvwORk7sTp+rbL/b331TluGubL4sGPY2IiIzG1mmVfnBJLJwvtxsHWnFm3dOHFE68aEnF7i708/sCjHI0tR21ZxrK9/zEc3805iLFBQ/n0zDf8eG4Xr45ZxotWK8gvrue19WnUN2q4y9J4YzInpQN6rRxH88vEgpkzWf+zMeDG7y4weogPC2MexcxMztn0apauiRNLJwvtR2aKRgurYl+j+dcHTzuz9/DUvMf4ZU8RVi6NLN3znqFnpIuDD7eG3cTHCV+y9dxuXh69hNXRz1FQ2sC7H2aQX1zPQnPjoZDOSgf0OnCyMI4FR3Mnsmrafi98s/0iwyu8WDBmIRbmctIzaln6SpxYOlloRwp0Ojlr4t4wbEWxI3s3y+56gm+2KfHuAk/ufskwzMvL1p17ek3n/fhN/Ji+i5UjnmDNsBcoKK3no8+ySMmoxMI0wugsTr/FgqVxD7yThSPVtW1jYfv+XGpqPLhv/IMoLRVkZtfxzKvx1HWypZP/DSKRucEN7+/B7ty9hiQGoLypiqKmAgb368KLhy8tvWxjbs0Qv74EOPrxXMxiqlU1HMk5yVDfwegkGd4eSrLy67EyVdLTvTtJJa2rZ1ibWTG52ygsZDJG2g/keFEcpb9OgPO188LfOoiUTONNKrcfymP7IfGkTbg6hvTz4mDBwTa9iTXNdWTUZDAmphtrT75nKFeaWhLTZSD+Dj48N3wRdZoGDmSfYFSXYej0evy9bTidUo6Z3JT+3r2IKzgDtK7zf2vYBCxN5UQHRHKk8CgFda3jqD2sXQl37MGGs8Y7Qu85ks+eI/ntfAcEoZVk6sXujMOGJAagXtNIUnkyU8ZF8mHyp4YkxtzEnJEB0XjauLFi+CKaWlTszzrOhKBRuOmVdPG1IbeoDpAxzH8Ah3JiW9+nMGNG+GQsLORE+XTlQIEv2dWt/967KB3p59aPzxOOGbXtYFwhB+MK2/8mCAKAqQeHc0622U9P1dJMXMlJZk4ZxBdplxYlMlWYMipwCM5KR1bELELVouZQzgkmhYzB1cmSQH8bUjMrkfQSY4OGsSvzUOv75CbM6jEFc3MTQj186ZofyPmK1uGZDhZ2DPMaxqKPjH8jHUso5lhCsVH5jUYkMjc4hUKGTjLeuEmr1yKXydqsbf7ogLl8n7ad9LjPAAh09GNB3zs5U5rE/yVvYeHE+fyy04Ss8hKG+vVjUtdRNGgacbS051B2HA6WdhzOieOpwQuoqK9DqwV9swUr1yUiiY4WoYOZKNp+3n+j1WuR/U8sLBwwh50ZB3gvfhMAfvZeLOw/hwtVmXxwajMPjpsHkoyCykp6eYQxJmgodeoGnJUOHMmJw8vOg1/O7+eJwfOpbWpC1axFoVXywlsJotdRuAbIaPm9WJDL0P7Xg68H+97J0bx4Pj7d2nPvaePG4kH3UdBQwBuxH3HfsLvRaj0oq64jyMmf4V0GUq2qxdXKiYPZJwhxDuCr5G08Gb0AlbqFepUaC8mGVe8k/uVNBQWh3ch+53tB0iKX0ea1eb1nklJ6no1nvgVa54c9OfgBKlWVvHT8He7uNwuNxpfKOhVu1s48H7OYSlUNbtYuHLh4nBYPLR+d/pKnoheg00J1QyPWcnteey+ZRrGK7+8Sc2RucIdPljDSZwQyLi2LHeURQU+vYLRaiYUD5mBpYkGwUxeK6ktIL7+0ieXFqlzSyjPIqMyiWavm89QvGDrAFQdTFzYnbeGN4x+yMfE7Vux/g1DXIGILzlDUUMqOjP242zohaSzYdaSI8mpVR1y6ILRxNL6YGO/hyGWX/lmMcO1Gf78e6PXwYL+7sTJT4mPnSYO6kaSSS0uK59YUEl+YRFZ1LhpdCxtTv2BsjCcmOmu+T9vB60c/YFPi9yzf9zqBjv7E5p+hrLGSn87vwdXGAYVWye5DhRSXi0nLQseTtRQxLngYCrnCUBbiFMDwgP5IEtzfZza25ja4KB2RyWTEF17aoLiovpTDObHk1hSh1Wv5PPVLbhrpQ3ODCTszDrLmyAb+L2kLy/e9jredB7H5CVQ117D13C6cre0w11uz93AhBSU33qRl4RqkKWZYlwGYKkwNRQH2PowNGgbA3KjbcbCww9bcBjtzW47knjQcV95Yyc6MQxQ3lKOT9Pxf2rfcNMqHsjINR3Pjefnwer5I+pHl+17D2cqR2IIE6tT1bEnfib2lNUrs2HesiOyCOqNmCZeIHpkbXH5pA7EnG3h64OMcKzpGd5cQnK3seeXYOipU1Qzy7s0rY5aRWJJqWA/9v12syjV82ZU1VOBkb85bn6bx5P2PcrIkjrqWWgb59uFceSbZ1Xk82O8uShvKWbb/ZRQyBRMHjaV7cHfWbb7xNnESri1lVU3s2FvKM6Of4GjRMQId/PC19+T1Exsobaigr1dP1ox+mlOFyZQ1Vhi9P6emAEfL1oUBqlW1WFuZ8Mr6ZJ599EFOl52mSlPBAJ8oCmqLSS/P4N6oGahamnlm/ytIksS4fiPpGdaLV947c7UvXRDaktRYmClYPvApjhQewdvOk64uAayN/YDC+hKi3MNZNeop4vLPUNlkvH9Lbk0hQU7+ADRqmjAzl/Pqe4k8v/g+kioTKVeX0terJ9WqWhKKU7g9YgpmJmYsP/AaLboWRkUOZ3mP3jz/1qmrfOGC8L+0mJlIPDvwSY4WHsPFypFIz+68c/IT8moK6OEWysqRjxObd4baZuOEI7+uCA+b1oUB1Fo1coXEu5+msvLxu0ivTaFYVUhvjwiadRq+SfmJm0PH4WzlyAuH1qJqaWZ46GBejOzL0lfirvaFdxqiR0bgu13ZrHrnHKoLoXSx7cLqI+sobiijRdfCodxYdlw4hJ9Jd3q79TJ6b5RHOOcrsgDo4RZKemYtmfm1LFx5gsw4N/rZjuRIThxb0nfiZ++FXCbn+7QdNGqaqFPX80Xqd/j6y3F3Ul7tyxYEI9v357LilSRqk4MItgth1eF3KKwrQavXciL/NN+n7iDArDs9XXoYvTfKI5wLla2x0NU5gOz8BvKK63no2aOkHbYnymIEiUVpfHl2K27WLjha2vPl2a3Uqxto0DTy3flt2Lo24+9le7UvWxCMSLSwZNVpKpMC6WoXyqpD75BXW4hOryO+KInNiT8QrIwg1Cm0TY8+QJTnpe8FP3svSsubKS5v5MHlR0g6YE24yXAuVubz6ZlvcLCwo4uDLxvPfEttcx1NLSq2ZexAZ1VJaKDxxGdBuNr0aHliZTxlCX6E2kWw+vC7ZFfnoZP0nClJ5aNTX9LNpgeBdoFtevShdYTLb7HgZu1Cba2WimoVC1ccJX63OV31wyitq+KD+M0ozSzp4R7KR6e+oEpVg0rbzI6L+6iQ5dI7zLUjLr1TEImMAEB5tYq45DLyqkvaTPwHSCw5S05ZNVKzJQv63oWL0hEnSwfmRs0AmYya5jr6evbilqBb+PqXbAA0LXoOnSpkzceJjPEZR1/PSEJdgg0LAPy3lMoUQvwdrsp1CsKfqaxp5nB8IeWN1ah1bVeASSxJobSmgeoKiUUD5+Jm5YyDhR139JyGnYUtRfWlRHlEMLvrLDZ/3zoMs0Wr58ipQta8f5pot2EM9O5Dd5dgzpaeMzr32aokugU4XZXrFIQ/U1uvZveRXJpaVG0mOwMklqZR39RMbo6KJ6Pn42Hjhp2FLbeFTcTXzous6lx6uIVyb9g9fPr1BQB0OoljCUW8+kECPe37MMR3AKEuQaSVXzA699mqZLoHie8F4dpQ36hh19FcWiQNNf/T83K29BzNLS0kp9awbOjDeNt6YGNuzdTQsYS7dSWtPIMw1xAW9LyPT748D4BOLxGbVMLrHycQqAwjxj+ark4BXPg16WlTf+VZuofYX5Xr7IxEIiMY1DVqcFIaPwHztvWiuqYFZ2cTEoqSmdXzZu6KvIWiulIC7H15MuoJ3OsHsPT101TVXtoXw9HWHEtzE55+4zSudQMZ4DSUAHt/4/qtfCipaDQqF4SOomrWYmtuY/Sk2cfWk7KKZvx8rTiaG89tEZOYE3UbVU3VeFi7sqT3k/g0RPP0mvg2n2l7W3NsbcxZ8nIsNqVRRDuPJMDO3+i83kpfEQvCNUUvSZjJzVH8z5NmXztPSspVdO9qz76LR5nWfRzzes+koaUJews7lvVdQohmBMtfSyC/+NJ8FztrM5zsLVi6Jg7T/HCGu44j0K6L0Xm9rLwpLmsyKheEjiTTK9rMl4HWJZdLK1T07eXMLxkHmNRtFA/0mY1Wp8VcYcYz/ZcQIY3lhTcSycy7tH+MjZUZbk5Klr0Sh/ZiCKPdJhFgbxwL3lbeFJeKucS/RyQygoFaoyM5rZbJweORyVp/wLlYOTEpYALmCnMO5cQSV5jI2yc+4a3YT3C2dqJe00CVVEzfnk7EDPAAwMbKlBcf7c3SR4KZc5czLz/em+RzVTz04jF8zEPo5nxpn5le7hHYyzy4kFvTIdcsCJej00scPVnKrd0mG37AOVraMy34Zpqb5JwsSOBUUTLvxn7Km8c/xsbchsaWJqr0xUT1cGDsMG8AlJYmPL+4DyueDGPOva68+swAMnPqeGjFYWx1nvRwDTWcM8ylKz6WgSSml3XINQvC79l9uJDbu083zIe0M7dhZtfplBRrOFuWzunis6yP28gbxz7EXGGGWqemQldIWHdbJo5s3UvJ3EzBsoejeGFpD+6a48IbywdQUt7EI88fRVdnS1+PSMP5gh27EGbfgzixAbJwjflpTx53h9+Oqbx1irm1mRV3ht3OufP1ZFXnklB0lvdObuL1Yx8gIaGX9JRrCwgOVjJ1rD8yGZiayHni/p6sWtaTu+Y4s/a5AdQ3trD4xeNUFMkZ7NPfcL4uDj70c+vP4Xix5PjvEZP9hTY++uYcsycH8cLgZ9FLWurq9bz2YTqDIj1x9DQ3HDel2xhqm+tYtvcVAGTIeCBqDiVlbtwU482esh9JT28dLmBpasGSmYvJe7ORFW8nsGDWJG7vpkQmk5GRXc8L6xI65FoF4Y9s+uECMyYGsWLQMvToaGqSePvDdLp1ccTdxMJw3JigoYBkiAWAOT1mM6LMm8F93Yit30ViZgrQunfGk7c+Sl5RA8vfiOehu8Zwa/Q0JCAnr5EVr8df5asUhD/33S8XuVnXhRXDn0aHFk2zjPc/PY+TvZLuikvfC8P8B2Brbs3Te9YYym7vfguTRvrTNdCONO0R/hPXOoHfVG7CYxMfJq+wkRfePs2CO4YwKXoikqSnsLiZ5a/Hi6XIhWvOLwfzkMn9eGbUUvQyLVqNnI1fXECrhWiFu+G4fl6ReNt68PSeNYY9l6aG3MRtNwXi5GBBgVkCm2OPAqCQyXlk5AIKipx5eX0iD8zuw8ro0UiSnpIyNctfPyU2QP4DfymRaW5uZvfu3VRVVRk2/gGYM2dOuzVM+OdG9vdh3oxA5AoJGXJqqrWo9S3IZTIKS5rwtlJgYyGnqkHHez9lcy67Br0Em7Zmsmlr6/h+Xw8b7p4WiLuLOS6OfcmrLeJYXjy9PSN4bv9aw7kkJL5O/565YxcgmTaRXnFpzLOqpZntWTsZPbgfP+zOpqxSjbe7FZIkUVbRjFoj9goQ2tegSA8euS8MhaI16a6t1aLSaFAoZBQVq/CwVGCnlFPTqOPDbdkkna9AkuCrnzL56qfWWPBys2bObcF4eihxc1Iysnow+7KPMdCnN6sOvdPmfN+c28LCMY8iM2shMTbFUK7Wadia9RMTYobz6bfnKSlX4edjjQwoLVehUotYENpXr1AXnnqwByamMmQyGfV1OhpUakxMZBSXqOhpL0Mri8ZaY0rfMBfiU1tXq9yyK5stu1rnQLo6KZlzWwh+3la4OSuZEDyCXzL2M8SvP28c+6DN+X44/xNPDHsCE1OJzccvrULWotfyQ8ZWJo6+iXc/S6G0XEWQvy0ymYzSchVNzcZ7dwjCvyk0wIHli6IwM5MhQ0ZTo57qBhWmpnJKy5oJt5ejlbfGwqCe7hz/tYdw+/5ctu/PBcDJ3oJ7pocQ1MUWFztLbg4dx5b0nYwIGMSGk5sMSQzAT5k7eXbgUkz+n73zDo+qSv/45947LZOZSe8hhEBCLwkQCB2ko1QFRVFEV7F33V3XjnXXsuq6dlzFglhWLFjpndAJIYGEVNKTSSbT5977+2PCQDaK2VX3t+J8nifPw9xy5nid957znvO+31cjcM/mzYHjsqqwquAjZk5ZwGN/a6C61knP7mFIokBtvRNHsIbMGemUI3PbbbdRVVVFRkZGIOQoyP82g3pGc/XCHjy19WWKm8q4NvsyKluq+LxwLbIiMzw5k6zwUbS8cQ8R4bE8eNEt3PM2FJwW4hUfbeQP1/Tl1YPLKT96ArPexA3DFjMqZSghGgOK2n6FoMVtI9yso6S5YzhAs7uZFLOGB27MYkfTOh7cvhMRgfGpo/nj0qE8+Leg5GyQX4YeXcO5/Zr+PLPtNQobilmStYBWj52P87/CK3sZktCfzJRJtLzxByyhYfxpwc0sWwn7C05JLEeFG7jvlkyWH36T4yVlhOqMLB1yCcO7ZGHWh3YoHujwODGHaqlq7ShNa3W1YLFoufemweS7t7Nsx1YARnUZTm9KSQAAIABJREFUxoO3jg7KbAb5xUiIMXLvLVk8v+MN8moLWThgNpIo8v7Bz3DLHgbE9WKQ7zwq3rgb0RDKnbNv4ClJZNuBmkAbFpOOZXcM4a0jK/jH9uOEaA1ckXUh942/BYvehNPnavedbtmDMUTC6uxYF8bqbMaSoOWuazI5Ie3n4V3LURSF4UmDeeSOSdy6bGuwWHKQX4Qwk45Hfz+MF3etYF91HrN7TyHGGMlb+z/C5XPTK7oH/ZW5VC6/FyQNt0y7jhB9It/tPBFoI8Sg4ZE7s3m/aCVvbytEr9GzaOBclp1zByFaAzZP+7pgsiKj04u4vJ5/7Y5/XDBpuemK/tgtx3g89018ikxWQn8eu2smNz2wObhD+QN0KkemsLCQDz74gMcee4xHH3008PdjLFq0iBkzZjBr1ixmzZrF/v37f/SeID+NqHADF5/Xg98v7c8be9+nuKmMaGMkoVoDnxz5Gp/iQ0VlW8UeclsqMC+4C23aQNzf/Z2rzu3arq3zp6byQeGHpIYnsyRrAeNSc3gl9x0itXEYpBBSwpLaXT+8y2C8XpUUcxf0Gn27cyMSc6ip9dKgVrC5fAeqqiKrCt8e34BkstE1wfyLP5sgvy3CLXoumpnOw3dk8+7B1RQ2FGPRm0kwx/L+oc/wyv5Vrtyqg2yoP4J5wV3oembjXvsiS2e1T7icPSWV1cc/Jd4Uw5KsBUzqPpo39q0iXBOFFgMZUWntrs9K7AdAlD6aUG17afERicMpKXEiG5tYW7oZRVVQVIWNZduwaWronRaUnA3y82Ix6Zg/owdP3TOSf+Z/RV5tISEa/+/2rX0fBdT5DtQcYU1lLqYFv0fXdyTudS9x5cz2tjBjQle+Lv2KCEMYl2fNZ1r6eN47sBqjYEGjGhgY37vd9X1i0tFKEjrVSJihvbT4iORhHCm0YYnx8GWxf5FNRWVbZS4VniIy+8T9sg8myG8Ok1HLvKndeeGhcXx9bAP7qvPQihqGJA7gld3v4vK5AThSf4yPijcROv9O9APG41r3KotnpLZra/KoLmys2oBe0nF55nxm9pzI6iPfIMp6RJ+e7KRB7a7vFpFCiE6L0y4Q8y/CSiOSszmYbyUlVcPqo2vwts3Vdlcd4HDLAXIyE37R5/JrplM7MlFRUfh8PnQ6XacbVlWVkpIS1q1bh0YTTMX5b9CrWzg3Xd6Lz4u/wKvGcrTBHwaQZInjWGNph+sP1B/DFZ2GNdrEjEFLiXMb2p3v3sVML/NU9lXn8W3RZpItCdw04kq8Xi9NNi9XDb2Yb4s2UWqtoF9sT7IS+6M6Vbbn1vPw+Nt599Bqmt02JncbQZopncO+copaOspsFrUcpWtiMqVVwUrOQX4e0pLD+P0NA1hT8iUuNTZQ3yXeFMPxpvIO1x+qL8KoN1ERrmfW7BvQOtur0nRPNZMZM5b8uqN8V7yZeFMsN+dcQavLicsjc+mgeaw7vo2ixhJ6x6ST0yULj1Nh3aYqlp17O+8dWk29s4nxKdn0jerP65uPUdRc0qEfx1oK6ZrUk/zixl/kuQT57ZEcZ+LeWzL5puwb7GoUBfVFAESHRlLefKLD9YcbikkMT6IwFObNvRWdu/16Z/euJmJTsilqLGVt8VZijJHcmHM5zU4bXo+J8/vOIN4US0F9EelR3RibOhyny8eXayt5cP6trMxbTXVrPaOSsxgSP5jnNxyhyFrRoR/HWo7SLTmTPXk1Hc4FCfKfEBtl5KHbh7Cuci02NZz8en/YcLjBQlVrR5GV/IZiCuJ7szfEwwXzb0fjbn8+LdVESnJfKm01rC/ZRrghjGuzF9HkaEHRSExLH0+0MYK82kK6RaRwTvdRtDrdfPZ1OfcuvolVhz+jvKWGnMQBjEgezpMbDhGZ3rHYclHLUbqljGLz7l/ksfzqOeOOzPLly1m+fDkxMTEsWrSIl19+OXBs+fLlZ2y4uNg/cViyZAkzZ85kxYoVP1+vg7RDpxEZ3DuW25b055nc59l5wl9tuWe0f5W4oqWa9KiOkn49o9M4VFPAF8WbeePod2jMofTtHsXJ6EFFgS1lu1h95BvKmivZWp7Ls9texxyix+lS+Ou21zBo9IxJHY7V1cJ7Bz+h7EQrkzOjEN5/gkuJ5PqIvmTsXIemZD96rUS6pWeHfvQIy6DkRMeKuEGC/LtoNSJZfWK5c+kgXtj3MtsqcqlpraNXdHcAqlprSYtI6XBfz+g0Dtcd5ZuSrfw9/zM04WYG9IxBbDMGVRbZV53Hh4fXUGqtZEfFXp7c8jLRFjPNLR7+tuMfiILI2G45uHwuXt+9kpo6B7NGxKG89ygLZTM3RPSn375tCIe3EGHRkR7W0RbSLRmUVDZ3OB4kyL+LJAkM6h3LXUuzeD3vDTaV76CyuYreMekA1Nkb6BKW2OG+jKg0jtQdY13ZTp46sAptuJmBvWKQxJO2IHGsoZSVhz6l1FpB7okDPL757yRGRFJT5+Dl3HfwKj7GdstBReWFnW/SZHVzwdgEfO89wgJ3CDdGDiDr8D7Uvd+QHBtCj/AeHfqRbsngeHlwcSvIT0cUBAb2jOGuqzN5t/Ad1pdu4XhTGX1iMgBocrWQYIrtILffMzqNwoZiNpXv5tHdK5AiLWT2jkUj+afOileixl7Piv0fcbypnL1Vh3hs0wukRMVSeqKFt/Z/RKvHwdhuOegkLc9tW47dLrPwnCQ8Kx9nnl3ixsiBDCs8grztn/RKsdD9e+SXe4RlcLy0tcPxIH7OuFVSWOhfPTeZTJhMJo4fP97phltaWsjJyeGee+7B6/Vy6aWX0q1bN0aOHPnTehykHcMGxLLkgh4cqDtIiaOQ20ZdzSu5b/Pmvg+5a/Q1NDqbOdZYQqvHztw+U/n0yLf4VJnhyVl0i0jhnQOfMDw5i3N7TWRHbS7TZhq41jKCx148gCTBlrLcdt9Xa6/H7nbzzurjLJ59Ma8e+AdNzmaSLPH8bsAS3lxVyoCRNXgbKvFuWhW4T+9xkpq4kKSQrpzTbSTrSrYhCALTeoxD5w2nrOrof/vRBTnLyOwTw7WX9eZQfR5l3gJuGL6Y5Xve5619H3Hf+JuptdeTX3eME7YaLhowiw/zvsAr+xic2J8Bcb34JP8rMhP6cX7f6Wyv2c2k2RLXhY3m8b/vR9KobClqbwtWVwuNDhsrVxez+MJLeOXAG3xTtJF4UwxXDVzCP94pIWNKKJ6GSrybPwzcp22uo0/G7whVTEzvMZ6vijeCqjKh20hiNUkcKS75Lz+5IGcbfbpHcvPv+pHXcJhK5QhXDbmYFfs/4u39H/Po5N9T0VLFwZojFNQXsTjzAt47uBqXz83A+D7kpAxm2fq/0je2JxcPmM326r2MnwnXRY7m6ZcPImoVNpXtbPd9do+DE811fPJ1FZdddDGv7F/O2uItxIRGcceIxXSRivC2JnCivgJv/andF43lOFdeMgiHVsec3lP4rOA7fKrMmJRsxqZlcN7V3/23H93/DmIwwfvnoEdKGHdcM5CCpgKqxQIWDZrHqkOf8+7B1Tw19V5KrOXsOXGI3MoDXDXkYt7c/wFOr4u+sRmckzaKhzc+R0ZUGpdlns+OE/sYc67MtdGjeP71w0g6hY0l7XMaXT43xxsr+GaDlcsuupBXDixnQ8l2okIiuHXEpXTTFKJ4ulFRW4K3tiRwn2gwseiKsTglmYv6z+TDw2vwyj6GJQ9iavog5nf5Fi77jebI/IgtnNGROZkH8+233zJx4sR25/75z3+eseHMzEwyMzMDn88//3w2bNgQdGR+RsJMOi6/II1lWx8PxDhHhIRx28iruee7P/O3HW9y9dCLMWgMCAjEiWn0GTqY2EgD2yt385ctLxFpDGdK+ljuX/sUvraE5bjQaO68ailajUiEIazdlquAgDlEz86DtXi9Cpefu5RQo0R9o5s/v5RPc6sHcXLXDn0VTZG0OGViNSozZSOzR90Iqop6/CBqlAaNJOCTf6NGGuQnE2LQcO1lvXh0x19weP2Fw8x6E38YfR33rP0LT219hauGLMSkCwUEmhp9pGX1JTbKwJ7qA/x580sYdUbm9pnKg+ueCdhTZEg4d11zAy63THhIGE2u9rsl4UYje/LqcP1D5uI5V2Axa2m0enjmxSNU1tiRZneMaxZNkVjtPvoYJbo0CkwbeQMAaskhBB0Y9BKuoHpZkP8QrUbklqv68cSup7G5/au4Rm0Ifxp7Iw+sf4ZHN/6Na4Yu4uqhl4AKLVaZWwf1IDY6hEN1+fx584tIgsTCAbN4aMNfcXr9yfsWvZk7rr6ZhkYPEQYLVbb2IV+RJjMHCw7x/CseLpm3mIgwHaHhRlLYgeBrQtJ379BXyRwBeDHKZsY3u5kw4loQRNSyfIxuLwg6UDsmRgcJ0hlEQeCOawbyzJ5nA+9uvUbPPWNv5NFNf+PB9U9z/bDFXJ61AAGwtSjcPOAWYqMNHGsq4sktL+OTfSzOvIBHNj5Pq8dfrPgz7Zf8fsltlFc4iRDDoams3fdGm8LILy7mLy84ufT8i4nuY8AUbiSFXES5FlXbcTdeMkeA6iZEsZBT38yI4UtBlFAqCghxOkE0gBosivl9nNGRWbt2LT6fjyeeeAJVVQPSyz6fj+eee47Zs2f/4L25ubl4vV5ycnIAf85MMFfm52XU4ATWlW8ITLoAmpzNFNQXkRHVjaLGEuqa7bz0xhEqalu5dX4GA1JNSC4fyeYE/jj2BjSChCRKZCX0Y2flPgBq7PU4pFp6RKSyJGsBj236G3KbQtnkHmOQ2sJt9h6pZ++RjvGcVe4Q4roOwFN6AABRbyRizEVM9ykYNQotDdXY1r4duF4/SkNmr1h2BWOhg/yH5AxKYFvV9oATA2Bzt7K36hD9YntyqOYINdYWnn77KEeON3Hzhb0Y3DMMjctHkjmBu0ZfgyRK6CQtQ5IGsqXMX8+l0WmlylfCwMTeLA6/gIfW/zXg8I9NHY4kiOh1EgcLG/jD4w0d+lVUr5LafSieIn97gtZA5PhLGa9KGLVgs1lpWf7HwPUh2U6GDUhlw66OOQNB4MpbRuD0BespnIk4o468ph0BJwbA4XWytTyXzPi+7KjcS4OzhTpPOA1OH31MIj2MBlBUkkzx3Dbid2glLXpJx/DkTNYd3wb4VSkLbfmMSBtMXNI87l/7VGDsyU4ahE7SYjHpOFLcxJ/+7P+93/bAOXQL99uFqLFj6j+G1oMbARA0OqImXY6qGlF9oHW7aH7jHmiTq9U01xGZ0wfBW/zfenRBzjL6Z0RT0FTQbgHK7XOz7vg2spMGsv74dkrra3n3u2o27qzk6rkZjMuMRmv3Eh8ax43Dl6CVNBg0ekamDOGrYxsAsHsd7G3MZVLf0WT4ZnK4tjCg1jcwvjeh2hBu++M4mj0+WoAWGWbKXwT6IAoNWIZMoSX3q7YDGqKnXIkqRKDKoFMUrG/eB23zLmv/MUSPHYbgC0aufB9n9Czy8/PZvn07DQ0NvPnmm6du0mhYvHjxGRu22Ww8++yzvPfee3i9Xj7++GMeeOCBn6XTQfxoJRGv0nHLTURkTvpMQiUz735WwtEyK8/ckElM4YfYN+9A3zMbsiexbP1f8che9Bo91w+7DKfPxcGaIwA0uqw8seVFesf04Onp93Ok7hjRxkjKmisDak8/xH2v53H/5ReTNPQCBI+diOQUGr5+Ddex3TRJbQYr+2g95H8pCD43Wk2nBPSCBPletBoRr9Jx5VZR4dy0qczrPpeP1pSyv6Cex6/PJKXqSxwrNqLvNhBp3Fwe3vg8bp8bnaTl6qGX4JE97Kr0qyw2u1p4bsdyEsxxPD3tPo7UHSPSGE51ax1OrxNR/GFJ+odeP8R9V8yhW+ZscFmJTOlG07q3cORvo0nUEDXhEiyDp9Cy2z+gCT43Oq30yzyks4BJlg2g2P+/u/G/ja4Lq+odHQ77FJk5vSawaMA0TEoZBt9nKMZMGrdvoXb31+iTe6KZcimPbH4Jp9eFVtSwJGsBPkVmU6k/lMzmsfHqnncI0Rj4y9Q/UVhfjMVgpsnZjM1pQ3eG97goHyRyzETChk3F19KILiaNpk2raD2wDgSRiDHzCcuZRfM2f7SH4nHRSWHVIEG+F80PjAte2cv4lDGMS5zA2s1VrNtexB2L+jCYvThWfIouLhXtzKU8vvVlWj12JFHikoFzmdxjDF8f8zvido+DFQc/xuPz8MSUP3K0oQSTzojd46DBXs9YSwX4OgoIAIjyYSKG5WDJHIfXWo8utjvW7Z9i270GBJGw4bOIGLOApg3vAqB43KiIBIuffD9nfEtcd911vPXWW9x+++289dZbgb/ly5ezaNGiMzY8fvx4xo4dy+zZs5k3bx7z5s1rF2oW5KezdV81Y5PHtKvtY9DoSTf34q8vl3Dt/dtYv/MEKfFmYoUG3Ef9sZya7Bn8bffbeNocErfPzet7VjI9fTwAJl0o3SNTKbGW80XhWt7e/zF2j4M/b36RTaU78XnOPLi0Ory89U05la1aQuO7YD+4HnfJQf9J2UfDN8sxZ/pDFQWNjrD+Y1g0KZHfzeyBJbTzynhBgpxk+/5qRiSOQBJO/Ta1kpZBUZk8/cIxrrl7M19uKCM20khXixv3Yf9gJA2fwfO7VuBuk9z0yF6W73mfKT3GAhCiMdAvricFDcV8V7yZl3Pfxit7eXLLy6wpXIcOA62OH3bsnS4fb31VRplVwBifiuPINpzH9vhPKj4a1q7A1M//XYgaTJmTWTA+gesu6EmERf+D7QYJ8oN4qxnXdTBa6ZTyniRKTO2eQ6p0hGjPBgy+IhD0+FwabLu/BkAcfh7P734nEErmVXy8se8DzkkbBRDYrTxUU8Dmsl38ddvrgMAz217jg7wvsOjCKK85U0KyjEQJkl5GF5uK49he7AVt+QWqQtPG9wntOQwQ/JO57BkoagKK1BfEkF/gQQU52zlYWMeAmH7tykEIgsCYpDG88GoxN9yzjZWfFRGi1zA03YQrdzWgIg2bzt/3rgyEksmKzNv7P2ZM12GA355Gdh3Kvuo8dp3Yz+MbX0AvaXlu+3Le3PchSZb4H3Ri/CiIlCDqvOjiUnGWHsaet8l/SlVo3vYxIV37gaQBBMJzZqIK8ShSfxBDf5mH9SumU7FeTU1NPP/884HPgiAQEhJCeno6o0eP/sH7br75Zm6++eaf3ssg30tto5PvNjbwxzG3s7FiE3pJx5jk0byy8mg7KePYKCNqwyn5ZVmjwe5pv2LX5GwmIiSc6ekTGNl1CG/u+zAQSlhmrWR8txzm9pzEmG45vLbq2Bn7NWdMFy4cLOHZ9CwN65sx9RtD3Pl3Ur3yEVAVVK8bQaPDOGgSEdnnYtv3FYZ93zI+LYuxty7g2qf20GIPxkUH6TzNNjcff17B3dPvYEPlRr+CWPIY3lx1jOLyU2EFMZEhKA2nyS8bQjvkvbR67Jh0Rqb2GMuo1GG8d3A1suLPWSlvPsHs3lM4L308E9JGsnJ1yRn7NSUniSsnmPFs/DuNmxow9c4hfv4fqH7vYVTZC4oPBJHQARMIG3Ye9sOb0e78jNGpAxh158Vc/5dcGqyuM35HkCDtUL1EqEf5y6Tb+bRwI4qqcF7GGKIoAfk0WW8xBG9DVeCjZIqgprWuXVNunxu9RsfEtFGM7Tacfx7+MhBOVt5SRawpiqlpo5nUYwxfflt5xm4pYgLe1gTqv3wNb1MNoRnZp2zB6/KPDbIX06BzCBsyFUfRXqybP8SQ0puYqZciibnB3bjTWHmfF74nIiNIe2TpMH+ZdBufHd2My+fmvIwxxIpVPH/dqd8+og5nQy0nZ0VSWCwVR6rateNTfEiCyIRuIxjbLYevjq4PzKMqbTVEGSM5p1sOU3qMI0w9c5i8KsbidaVS98VreBsqMXbPIn7BH6he+SiKy78YoLjtmAdNxDxwPO6KQqrWrUCflEHMtMvRiPtACSq9nqRTjkxhYSF79+5lypQpSJLEN998Q1JSEmvWrOHAgQNcd911v3Q/g/wAq9eWsm1vLTmD+uLwqtz+1u4OK8THyqxIMwfCtvcAEG1NJJnjqbRVB67pHtmVMFlldo9x3PbdE+0q0g5N6Ed3VUeq1UHz679n9pQ/8tmmUkQBhvSNIyXWyOHSZpptbnL6x7JwXDzWN24OxHe25K5BDDERmpGNvWA7kiWaBm8I2qy51Kx6EF+T/4XhOrIVA7DgnHN4ZfWZnaXfEn3GpRIfdOx+lFrgvZ3N9EsejaLCim1NtEabGDQtPXCNQSMSkhaFZ6MAqKgNVaRFpFB8WrJmkjmeMFVgXvpE7lz/JE1Oa+DckIR+dJFFkm0y1pdvZ/aFj3BYURGA9HgziWYt5c0emuwe+sWbmNTDSMOrN4Lsz6ux7fsOUWcktO8oWg+sQzRacGgtSDkLqPvno3hrSgBwHd2JQfZw69WLWHWgY+7N2Urkj+zILnhAS3W99ozX/Fq57YFzmBn+5c/SlsZXSbxQz5JeaaiqgMa3C9R/cYjlFvSJA0AQQVWQq4rpG5tBXu2pWl/RxkjCkZjfcxL3bHq+naOTFd+XWK/KZKdEy8t3MHbOA7z0AagqDOodS3qyiegQLYhGVCkBVU2l6p07/E4L0HpoA4JGi3ngeFpy1yDojWjDI4kcO4vaj17AVZ4PgLNoLzWfOIifdREi+36W53M2cDbbwqBp6fx16uGfpS1JriZWaeSyjBRURDS+veD7l9BLxYEuOhFEDSg+5IoCMuP6kFt1MHCJRW8mXNRxYcZkHt7+CqXNpxz3gXG9Cff6mOYNofmVO7Bcfj8aREABTQyqEA5qK4LchKpJQlFTqXr7DwGnxZ6/FQQBS9ZkrFs/QtDo0MUkoouLpe7zN3EW+XfxXSUHqfnwr8Rf8Dsk2qto/pbplCPT0NDARx99RExMDABLly7lpptu4u2332bevHlBR+b/mbomJ6vXlfzgeavNzYZ8B2MnX4d723vI2z/ljvOu4aV973OssZTe0d25OutC2Pklckwyt4+4kpd3v0e9s4lRSZlMje1L44r7UX3+ybRZKxNm0vH0DZkYTuxFqt9JyMXnIqoyrqJcNPUtASfmJM6ivYT2GYWvtRHN2N9x/1v53LewW8CJOYm7aA9ZM+b+3I/oV819Y48GVyL/E9K//7AipWOYdzMN376NvPNzbplzM68c+JD8+iJ6RKZyzeCLYO86ZHMEd+RcyYu736WmtY7spAHMSc6m6e0HUT1+UYEItYG/TjuOrBmC42gezpJ8LEOnImj0tOatQ6rvE3BiTuIo2kPYsJl468qInnElWt1eZF8GLW1OzElcxfvJmX4poxJ/ngH9V4EYCvT//+7F2YHqRvIUneECBZFy4hfcQf1Xb+LN/ZJr59/Jq4c+4VBtAanhyVw75GKEA1tQdAZuG34Ff9/9NpUt1WTF9+OS7uNofuchFKd/MhZLNev/qkfWDMJZXIijaCNmtw6PlEnL3m8J7RkacGJO4ijaQ9Q5l+Eqzydm+pWIyiFkX4+AE3MSd0UBKpaf+wkF+a2gepA8ZxKNUBHVYhIu+j31Xy7Hs/dbllx0N6Iosbc6j5SwRK4ZvBAhfweKInPTsMW8kPs2pc2VDIjtxeUZk7G99whyaxMAnppSNLFmZLEPzvJSHAWbMQ0cizYsnebtazAPiAo4MSdxFO0ldvbNaGO6EDNtCYKSj6KkBZyYk3hqS1HVYKjl6XTKkbFarQEnBiAiIgKr1YpOpwsqkXUSc6iWUIOW6oaOSZidJcykQ6+TqG3sKMEXExGC16dgtbkxGjRYTDpqGxwobYrGf//nMQ4Oimfe6DvRaUS2r2tkSNwMlk6MJkR20vyP+5Bb/Ktt4WmZ3Hvudbh8KlLhdmzvPhxwYhAlVEnPXQt7od/+Oq7SA+gT0xFttdR+8gxiiInYWbd06J8mKgV38lDynGm89Uoh5TWtKJI+sBp4Em10EscbghKDZzWC1i+r+lOcM0Hnb+f72hBCALVtBVrjl61U7JxUQxLlo4QkJJB4yc2ABlGs4uasCXilhQgeHy1vL8PR5N+tDEnpy92zbwARfIX7sL+zLODEgIBotKAIvaj/eiWOgp1oo7uguJzUrLoPQasnNGNYh+5pY7pgTOuLMTUOSSgA2Yqg6Y2g0Z2yM0AbmQDqf/6+CPK/T2iIX+mr5nuS8zvNmexJMABCm2zrSVtwAP53rqgcxxAdR+JF14OgRRCruXHQaDzSBQheFdvKR7C21X3RH+7BH86/DVUSkY/n0frOwwEnBkBjjkKRdDRt+AzbgfVowmIwq5OofO0uEATMJ3PBTkMXlYw+OY34eUuQhGKQGxGkHgi6kNPsDCRzFBDclT6bCTFoCDfrqW38qbagb/e+P3XO4J9vKA5A8uddnWYLglKOIcJFwoKlIOgRxBquGTAcT+ZsBFmgddWfsVb7nSFt/lbunH8XqkZCrjiG/b1Hke2ndu614XEoUhjW7Rto2fUFUmgYlqHTqXj1DlBkzAMndJj76KKS0EUnkHDBVUhiKfjqUaWu/jHGcSqMTAwxIwhB5cbT6ZQX0qVLF5588knmz58PwAcffEBKSgr79+9HFIOqImciNETDbUv6Ex6lYnO3EhMSyysrC9mb31G2+IcIM+m4b3FfEoxuFJcd2RzPY+8Wcri4ie7JYdx9SU/0rnpErQ59eDRelxNvUw1S5ABe/aKE73L9k7LN+6rZvM//7+dvGUx6vB7V0Yx18/sBJwbAWbwXU+lhtPoozBnDUCoKcBzZBqJExMQlCKKHrO6hnPjWL68c2nMYLXv8CaOKsxVfSx3mgROw7V8LgCY8DmXgTK56fAc2+6mwty+2VzNjzKU4N74JqoIYYkI79kre+kfJT3rmQf5X0WDTZWL1aWhyttDFEodZzkfjq/rxW08iaJGlTGSHguxoQRediKjmIch1IFqQxYF4rU0IoojGEovic+OrP4EupgsixQiyP4RM8FUh4f/roPSXAAAgAElEQVReWRiOXjGhsTfTvOMzfE2nQi7dZXmYCnajj09B6jYAJSMb+8H1fpWl8QtRvTKKFImjwK/qFNozm5a9fltQvW7c1cVYhkyjJfdLQEUyRxE1/gIkeUu7mgACZURPXULdF6+C4kPQG4k572okoeQnPfEg/5toNSI3LelP11QDjY4mEkzxNP3bY6kGRRqIzyUh261ttlCAIFeBaEIWB+FraUFVFLQR8aiyD299OdroZETKEBV/gWvBV4OEP6ZfFoagUyKQWluw7V/brnilu+oYxgMbCUnrh5TcC7XPSGy7vwQEwkfORVUlFDkaW5u8sjEjG9v+7/yTNRWcx/cTPmIO1m2fgKoghYYTNWURGmUHKKccIpFSYs69irpPXkCVvQhaA7Ezr0Gk8wW5g/x6kCSB6y7tR8+MUOrsDSSZE9he8u8ucoko0kBkjw5fSwO66GQEjiLKlSCGIIuZ+Gx2VJ8XbWQiqiLjrStDG52EKJxAlNtC2X11SPjnQgqZ6IhBam3BXrgLT/WpHR1vbSnyzjWY+o1AjOuG0H8szds/AcAydBpojcg+E7Y93wBg7DGY1oMboC3X0p6/jYixF9K04b22uY+Z6OlL0JALSvNJ3wqR48TOvIaaD55G9XkQNLo2WwhKkp9OpxyZRx55hGXLljFnzhwkSWL8+PEsW7aML774grvuuuuX7uOvmtuv6M/W5jXsP5oH+AuT3XHhzdz/jJ26ps7tPCy7sj8Re17HWeEPMRGNFu675AGuf+4gy67og+ef9+O2+ZM45fhuRJ1zGVVf/BlBo+OqOX+itNbFsbJTqwX3LRlAsuMwlS+9TtiwmQhSx5+B6vXg3PoqNmst8Zc+jDT0AsymEJyHN9D4j9tJXPzoqWsVGeG0nbn6r14lcuxFJF39HC2tbmpbVf78an47JwZgxdclMDmV6Rc/jehz4VB0PPFRMccrg0lsZyM23SBeP7iRreV7AX9hsocn3EAXsRUU24/c7UeWsqhbsxJnkT9WXjSEknjZ/WglB7KYxYkVj+Kz+idl2uhkYqYvpfr9p0CUSLjoLgwRMeA75bQr2kycJRXUffo3zJkTv98WZC8N367AU3OchEseIHLULJD02I/spOLl20m8dFlgdU1VZITT1KIav3uTiDHzSb7mWZBdiFoQ1UOgtLd9US7B2DWNlGv+guJxIep1iGoh+Dq/4BHk18M1i/pSps1lxbatgF9h7+6xt4AUAXJTp9qQpYE0rP0ce/52AASdgaRL70ersyNLWVS982e8Df44fk14HLGzb6b6g2dAVYm/4FYMMQl+p6cNRd8Pd4WVmo/uJbTPCKSQ7wnlUhWaNqzCWXKIhIX3ED5sGghaHEX7qXj5NhIuvh9BlFBlxe+Qn2YLTZtWET5iDslXPwOKG1ErIJIPcvsQG0EuxxjflS5Ln2izBQOCcgxBDtYZOxu5/IJeNJsP89BW/8KnJErcmnMdaNq/q8+ELPWnafN6bPvXAX411IRL/oQ+1IEs9qf6/efw1PgdYckcRdz5d1Dz0XOoPi+xs6/HmJyM4DvltCv6nrhrvFS/fwPG7pnoYjsW+UYQsG79BHvBTuLm/x7z4HMQkHCWH6HipduIX/BHkCSQvaiyjGg4pZzWvGM1YcPOI/mqp/22oJcQ1SMgtxeeEeQqDFEauix9HMXttwVRKW5nt0E6KdIeGRnJU089RW5uLjt27OCxxx4jPDychQsXkp2d/Uv38VdLmEmHKVxmf01e4JjD6+Tz4jVMHZ3UqTYSokOJUhvxVJyKk9eYozBj47U7sggX7Wgs0YFznurjeBur0MV3Q/V58G15kwvHJbZrc3jvcJrWrQCgNX8rlsHT2mT+2toPi0UblYi3rgzJFIFiq8dg0KF6HLjK/LHLrvJ8QvuM9LeRt5mw4XOInLiYhEUPEb/gbiRzJLKgwaVIHK920NTy/cpLK74uYeGD21n46D6WPLaT3d9TYDPI2YCGFlkfcGLAr4j0xr5PsUupnWtCMOBr9QScGADJFInPZsMn5CA7PGgsUYFz3voKXJWFGFJ6g+Kj/ss3kNX2A5KixtDwzXJAxV6wA8ugiQiaUwnnkjkSQ1IG7hNHkULD8LXUg6hD9bpxlR4CVBzH9/lDBQD74S2EZc8gcsKlJCx6iISF9yKFxSJIEqJWQqAV4V+TrtsQ5WIkeT1aaQeSbyOCXP291wX5dSNJAn16WthYtjVwzCt7eWvfSmxiaucaEbQobk3AiQHQmCLwtjTjE7KRXXK7ccFnrcFRtAdj2iBQFerWvI7Cv9iCnED9V6+CquA4uhtTv9EIulOx+KLRQkjaIJwlh5BCLfhaGkDQoMo+XCUH/PcV7sIyeCoA9iPbsWRNJmLcxX5buPg+NJEJCBoNglYC7Ag/UKlcUEqR5A1opZ1Ivg2IypkV0YL8ehmWGcPXx9cFPsuKzDsH3qe5s7aAiCqbA04M0PaubsHHEBSP0G5ckG0N2PO2YMzIBlTqv3oD5V/HBV+y3xYUGWfxfowZQxENplPfqDcS2jsHR9FexBATsq0RAQlUFVfxflB82PO3EjbsPADsR3dh6j+W8LEX+m3hkgfRxqQgaLV+W1DPYAtyOZLvlC0ISvn3XvdbplM7Mnv37uWpp56iubk5IMkL8Omnn/5iHTsbMIfqaHZ33F1ocjeRFtY5tZEwsw6l9dTkXheXStTkJdR//ne8jSfQhMUSPX0pTZvex13hL2bpszUGVtN8LQ1Emtt/l6DKgVh8uaWelj1fkXjJgzhL8xBDTOhjU6j77AU0lhhiZ95A/Vev4qkuRjKFEz3ld4i6EJo2vEfsrJsI7ZWDvbocTWQCzTs/pfHbNxD0RiLHX4I3bz3eTSvJSsvi2Zsu43dP7MTj/f7YTkX93sNBzhYELTZ3x3CBRqcVH52sHSTqkG2n5GO1kYnETF9K3ZoX8daVI5mjiJl+Nc0aHc5iv7Mjn24Ltgb41+9SQXH5+6U4WrBu+5iESx7AVZaPoNWjT0ij/osXkYwWYufcSsM3y3FXFiIaLURNuhzREIp168fEnns9xh5ZuGtK0ITF0rzzcxrXvoWg1RMxZgH2Iztp/PYNDKn9iT33irbQsh+STg0aw9mMTiMFqoCfTqPTiix00hYELbLj1OqtxhJDzHk3UP/VK3iqjwfe1YLOgKOtVotsa0Q0+m1BbrX682pObxIR2e4fr1SPk6b175Kw8F5cFUcQRA36xB40fP06ok5P3NzbaVz3NnWrn0U0mIg8ZxFSaBjNuz4nZsZS4ub/AfeJY0jmCDx15TRteBdB0hA2Yg7O4gPUf/Ei+uRexM1eiqRuA9X9A/+hQVs4mxEE8Cpe1H/5/9zotKLSyTpagoTsPDW2SKHh/nf116/jPnG03bu69aC/CLfP1oAUGgbQlucldWyzbaxRZS8N3ywn/sK7cVceRVUVDF160fjdW4BA/AV30bRpFfVfvOif+4y9EMkcRfO2fxI15QriL7wbV0UBktGM3FxP1dv3IwgiluwZiJKW2k+eQZ/Qndg516MRd7Xl7XwfQVv4ITq1I3PvvfcyYcIE7r77bu65557AX5Azc6K2lWRTInqp/YAxPCGbXfsaf+Cu9hSVN6NJ6hPYMQkfPpv6L17E23gCAF9zLXWfPU/4iDn+GwQRY9pAXJV+CU1dr9FsONg+VKHFoaBPygh8tudvxbr1I7xpo3HFD6Tu0xcwZgwlZuYNtBbuwlPt35KVW63Urn6OiLEXEj7qfJq2fIDTEMNeTRYN2z8PqGuobgcNX76MsVt/BK0eV/EetIXfMSm7c7tQQc5CVCfxoRGEao3tDo9PzcZE58IHkG3oE7ohaP0DXNjwmTR88zreuvK20w3Urn6WsOGz2m4QMKYPxVnu38009RuFILTf8RMENyHdBgY+O47m0rh2BeYBIwntNYjaz/5GSLcBxM66Ccfxg7hP+GOpFUcLdZ/9jfARc4kccyHNuz5HMoYSPmQQrQfXtk0eVVSvi8bv/oE+tiuiwYSr5CBNWz5Dkb4nVCHIbwKn24ckGwjTm9sdH9V1OKFqJ21BcaCNjEfU++3JMnQ6jevf6fCuDss+N3BLaK/huEoO+f/dezhCh++yE5pxKsLCWXKAujUvY+o3ElPvQdSteRl9Ugaxs2/GdeIorraFM8XVSv0XL2EZPIXICZdg278OQVIJz87CcXQH9ryN/rBLnwfrxpVozJFI5kjcFUdoWPs+itjt33l8Qc4iVBUcrSoxxsh2x3O6DCFEPVNBydMb8aIxmQNO+kkJY/eJo8Cpd7Ula0rgltDeI3Ae9+f4hnQfhED7OZIgtBLaZ1Tgs7uigNrVz2Hqk4O5byb1Xy9HF5tC7Jxb8NRX4Cz125XqdtDw9euY+o4icuJi7Ee2o7hbCc/OwlWeh23ft6DIqLKX5m3/BElCE5GAu6qI+q/+gSIEbeE/Qbr//vvv/7GLVq1axWOPPUZycjJJSUmBv1+SD745Sqvz113sSQXqGz0snTSZZk8TBq2e6WmTCfN1453PO1cnRVFUmp0Kw2dMQ2OvJ7T3ML8BnP49HidhQ6bjbaoieuYNuKpL8Fmr0Q2cgjVpFM9/UIB82pbHoTI7cy+djep2oMo+QnvlEDbuEm56dg/WVh9jZk7BcWQH9iPbMSR0xzzonLYKzCooPkz9xmDb9y3hYxZQ1hqCrdVBTNk3/lW+09An9sBbX4nitCHhw9dlCFsP/XZqYnQWk1HL+ZN+QCsYwJV/htX7Xw86HAxLm06dvRmtpGVWz/GMS+mFwZP34ze3IQhuQvvNwmdtwNRnJNbNq9qdV30eLFlT8DRUEHPutfiaa/HUlWHJPIfwYRORfAcIZFICIlZCes1B8XlQvR6M6UOInrIESd4F2DH1non9aC72I9vQRScSNnQG9iPb2xKYFYw9s2nN20TYsPPQRUWCz4p150Z8ze0nibqYrsj2JmRbI6rXjalvDqIaDB3rgKBDCOn9g6dXfVnYoU7Wr5HScjs3nzcDu9yCJEqMTxnNmLQxRPh20dmVV0FwENp/Lt7mNlvY8mF72XvFh2XQRDx15URPuxrF5cB94ijmAWOIGHUukryf9rbQiCFjFqqionhcGNMGETP9ajTqPgSsGHvPwlm0F3v+VjSWaMJz5vhtQZEBlZBuA7EX7sIycAL6hC7gq6N513a8je3j+TUR8f6wZ2stisuOecBYRPXET3+oZxu/EVsoKm3llpkzcCp2RFFgTJccRnYZRxx7OP33eSYEoRXTgPPx2awY04fSsuvzdgqQqAqhfUfhs9YQOfEyBFGDs/QQpr4jiBp/PpJ8ADglky8qdRi6zwBRQnE5CEntT+y51yEJeQhKLcbes3AdP0hr/hb/juToC7AXbA9I7RuSeuIqPYipVw4hXXsiKFU0796Nt66sXb815igESYO3oRLZ3oxl8BREtYIg/8KP2EKnQsvS09MpKCigZ8+eP1u/fitsP1BDeXUrU0aPpa9Zw851jWw/sAf139gl/GZnFQXlrcweOYfRqgltZEK7wUGyROEJieJYxqV8uqqKaTkZdJmYxZfbKvnkvVx8sv/LBAF6pUai1Yhc/tgubpg3ldQB55Ff5eGZB7fT2Oziwcv7UPXm3QFZTfeJo0SMW4gxYwiOgp3+/AFVxVV6CFfpIeLmP8zOBh8DEnpBdXtVGW10l7ZwHhASelFYGZRV/i0jyrUkiHauHzQcL3rMaj2ieyv/zpa5IFeh07USO3U6imBEF9ctkMQJ/jh+TXgUcXMWI6llKDFJhKbfiaBUIng2025glCJB0CJ5NxI5ahyKbyqC5EaSN4LiQBX6cOKtewK1AdwnjhE+Yg6mviP9IQqihKgLwVm8H2fxPhIW3Ys+3Ieha29cZe1rv+jiUrFu+xgAQ3I6gmjv7Bgd5CzkcFEjf3p8D9PHZ5MRrWffNivmMB9dwjv/oxDkWrQaO7FTpqBixpCYgav81O9O0OrRRMQQN+8KJMpRhHiM3e5CUE602YJ8qjEpAgQdkmc9ETkjCBt6DoLkRZK3gtyKLI2g6u0HAkIa7qoiLEOmYR44gZY25TIpNBxn0V6cR3cRv+AODPEihtQ+OI7tbtdvfUL3gKKlPikdQWif7B/kt0VRmZU/PJrL9PGDGROr51BuC/sKK3hysu/Hb25DkBvQiHuImTgBVYhGn5SB8/TfnahFF51E7JzLkdRyFCwkXnIXglLTZgunfZcUDoIBybOe8OxsLJljESQfkrwTvM3I0jCq33804JR4qoqQbY1YBk+jue0dr42Iw3FsN/b8rcTOvp7QrqEY0/pgP7y5Xb/1iek4ivx5o4bEdAQ6J3oTpD2dcmTKy8uZN28eiYmJ6PWn4haDOTKdo7LWzusfFv74hWegrMrGsx/Y+GpXOA9dfCPqmqfwNddh7DOSiLELaTqykx4GCw9f2QdPTQne6gP8btJQhvcK444X9pGaaOHBy/sg1h5B8DmQUgbx1AfH2Jl3KtQmKtyAZK/D52w/sLQe2kRY9gxcZYeJnnwlzblrTp0sWEezcyjK0KkYGspwleUhaHSEj70IV3k+qseFPqUfcu8pfL165096BkHOAhQ7RuUnFnhUbIgcRpQqiZ11DdWrnsLXVE1Ij8FET16C42gugk5PSJdBeGrKcVfnY+yRiWSIRPJtBdGMLGbhqjiG7GzF2H0oonwUjXLiNOdCg2x3BJyYk9gObSJqwiIchbuInLgY277vOOmIteR+S8zEUVgGjcZdWYSzeB+CpCV85Dy8Df6dSX1STyJGz0aUtxLkt019k5M3Pzo1LgyamnGGq38Axe5X/hLLiZlxBdUfPI23vgJ9137EzrgG57HdqIKAMTUTT8MJ3Ce2YkwbhGQcgeTbBKIRWRyC60QJss2KscdQJPk4GqX8NFsQULwEnJiTtB7aSMzMG7Ed3EDkuIXY87eB4p8QNud+h37qZEy9M3GVF/jlyUUNYcPORXa2Itsa0MWnEX3OhYjKjv/wCQY5W2hsdrHin6fZwrQzRCj8EIoDkSMglhI9+WJqbA14akr84ZAzb8R5fB+q142xx1C8zbW4yrcSktofjWkUkm89CAZkaQju6kp81jqMPYYg+irQKCXtFp1UWdthZ6U1bzMJF/2JltwviBh1AY7j+1G9/ryvlt3fEZI4l5DUDEL7jsKetwVEEUvWZBBEvA2VaGNSiJ62GFFt7/QH6RydcmRuuaVjgcMg/z8UlFq5/z2BpefeQZRFS5hZw4nXbkf1OEm64i80fP4CzuP7AWha9w69z7+T8yd2Z9bwGNTPluFpqxcj6AzcNv8RrixpDsgiu9y+dsocJ5FCwxCT+xN38YM0b3wXR+GuwDnZGEnjcTc3PbePa2ddSK9RJryyyoE6D13jdOgWDiW/rJUXnt2LyyN3aDtIkP8YuRmNJp/EhTehKjoQQ6h87U4UVyuJix+l/pvlOI74VZ2a1r9NzMwbMXbrjypHUPXOE4FdzUbNuyQtWYaoaTpNFllB1HesnqwJDUOf1J3ExY/QtPF97PmnHBJNWKS/grS8jZhps0C9FAQVQXShKgaMPZ5EEOxIyk5Qg8X9gvyMKK1opAMkLLgGVdEjSKFULv89sr2Z+IX307jxPVoP+FWdmta/Q9SUKzH1zERVQqla+UxgYtaw9h2SLnsAncF6miS6iqDpKE4jhYaji0kmacnjWLd8GEikBtCYwxEEL6JvGzETp6CecyEIIAhOVFVPl2ufRBAcSOrutsK1QYL8TChONOJe4s+/ElUxIGhMVL5xN7KtgbgLfo91x6e07PocgCYgYtxCLAOyURWJmo9eDORBNnz3DomL7kFvbi+JLkhSh2KWUqgFTXgMyVc+iXX7J9j2fnPqnCkcBB+SbzvR48YSNW6u/4ToBEVHl2v+giC6kdgH8k8oEv0bplOOTHZ2NgcOHODw4cPMnTuXvLw8MjMzf+m+BfkBDhc3ceOzTZw7KoVLYvf6KyDrDCBKaKOTiRizAFWRUb0uWvat5XdTF4Hsw9YzO2DAqseFcvBLxg3O4tONpQDYnT6ON0LXtMG4i/0rA4JGh2b4Qq5/dj/LruiLUndK+k+yREP3UexcuQOvT+Ghf/zElfYgQf5NBKUJiR2g60pTbimKy7+bKIaYkULMJF72MKqioPq8tOz+CkOXxaiKD2PP4f4CZm1JyE1bVhM9PgdROdrWsoIo2f1hZHlb/IckDVGTLkHDHmRtPzyn20JoOGGDJyL4/GEK/vyDNoL+e5D/BnIzErtAm0jz4WZku1/VTBseA6pK4qUPo6oKKDLWXZ9jTB/iz3nsNZym+gr/xEz20bjxQ2KnTPHv9LQhCo2YsyYFCvwhiERPvhSJfSianu1sQQwxEZ5zLoK8HVQvonzwv/oYggRBsSGRC5oYWov9QjAAupgutB7aSMKih/xKA6hYd36Bqd8YUGSMGcNw15T4c11UhcZ1q4idORfpNDEAgRrCh5+LddvqwJHoyZchCXkoUlc89adsQdCFEDFmLqK6B/Ahyqflg54+LgTHiJ9EpxyZjz76iNdeew23282kSZO49tprueWWW5g/f/4v3b8gZ8BokBC8/hVkUdQgSBqk0HBOvHUvKD5/4ae5t4HspfKVW4kYs4CwnDmBOE7B68CgFdq1uezNw9x/+QUkZ85CsTUgxabxwmfHKTlh466XDvHA5XcR4qoBRcFrSuTu1/Lw+oLB/kH+f1ERkV2n5WAJIrqYLpxYcR/IPr8k59z/Y++8w6Oo1j/+mZmtyWbTK6H33jsIYkFAL3AVRQVs2FCuP3uvKIqoXPXaAAsoVQRBQZEiHaT3EmoghNRNT7bNzO+PjRtCAGkhgZzP8/A87Jlzzrwz2e/OvKe871OATtKXTxDSeYAvs/Kyqb72riLQS4fglNXthPfsQ3CHm/DmpGGOrePLLq46UORNxA5+Ak+Wb/O+Kao6sl56w6hAUCFICpqzZJZDl2QsNZpwYuqb6F43sjWIqIFPIiFx9Iv/YG/Xh/Dr7yVz0Te++m4n6KUDmsrqLkI7d8PeuicexwnMsXWRpUQkNR1FyifmtkfwZOeiuQoxR9dA1naBJmYdBRWMZEB1nRTOWFIIbNiRlOnvoHucyJZAIv/1H5Akjn3+OEGtehFx00NkzP8cAM1zuufCPuxtWmNr2hl35nHMMbWRpWQkbzKKlEl0//vw5hagFuZijqmFrO0pkwBZcGk5J0fm+++/Z8aMGQwZMoTw8HBmz57N8OHDz8mRGTNmDFlZWbz33nsXbazAR51qdp67syE1ogOQi/pRsGsVmqsQSVbIWj7NP+Wp5mXiWD6NyL6PEn7DfeRuXkRkv0fIWTcXxRaGrfMgrnN4iAo2kpar0qWRnUKnlylLkjiako890ERS6l/+iGfH0/IZPmY9MREBKLLE8TSRmElQwchBqEpLdN2GvW1135S+riFJEpmLJ/vX7KsF2TiWTCZywFNE3DSc3C2LiLjxAbINJmRLAGG97kZHRVOaIiluNG8ooCJLSZgsWZgCLKCuxL9YWitA0VahBAcCMngPVtQdEAh8yIE+LWg2bM3rk71uLqheJHQy//jaH8VJK8ojc+HXxAx+mYi+D5O3ZTGB9dv5QjkrBsJuuAddVtCk5kiyE00NAXRkKRnFlIEpzlpaC3oRincNij0AMID3UEXdAYHAh2RFNbRC12wENoCsZdPQvW50XSXj9/HoHp+jrzkLyPx9IrFD3yLy5hHkbfuTwIYdUQJD0FUvETc9ALIVVWqBLBeiqaEAyNIJFGMaxjgrqGtAL55S0V0o3rUogVYIMoL3SAXdgKrFOTkysixjs5XsnYiNjUVRlLO08LF27VrmzJlDz549L9hAQWma1g3jo0ebkrXoG9IW7CX0mjuIu/ddcjf97ss6rpeeHfGkH8Wdlkj+juWE33AvSDL2jv0JatWLzD++xpJ8gH63PovzWAJ5KxYSYQnkpb5DmL3dxoyliae1ISXjTAmbBILLiByMqnQmc9Fkio5sJ7hTf6rdN4bsdXPRivL8TszfuNOO4s1JI3fLYsJ63oWOL/+GvfX1ZC6ehPPoHqIGPIE7PZWc9V8jGy2EXXsHluhgZHXf6W3QxJpmQSVAtqEq3XH8OYXCg5uxt7mJave/T87auWjOAv/G47/xZB7Hm59F7oYFhPYYjC5JBLXtg71VLxx//kDR4R1E9HsUNT+LnLXfgSwT1uM2rPH1kNUzLCE+YyI/geByYkE19MCxYiaFCRuwNe9BtfvfJ3vdXHRXoT8B8t94c9NR87PIXjeP0O63o0syttY3YG/RE8eKGRQd3Ez49feh6xrZq74HXSOk6wACajcuvYT4ZPQiUMUszOXinBJihoSEsGfPHiTJtwxp3rx5BAcHn7VNdnY248aN45FHHrl4K6sIsgRtm0RxyzW1qBN/+vv7ypCGZMz7mML9G9Gc+WT+8TWO5dN98cetNiSjpVR9a+2WOJP24kreT+pPY5EDgimo1YO0n8biPLQVc0wdPKmHyV4xHTU/C09GEgW/vM/ArpFYzf/srAoE5YYhGt1U1xcm+TSockvS539Jwd41aM58spZNIWPhRII7/QtkuUzgCmudlriS9uJOOUTqrLEY7eEEt+1O2txPKEzYgDEsFm+eA8eSyah5DjyOZFJ/GofqCS2TBV0guKwYonxaMESc9rCqtCJz0STyd65AK8one/Us0uf6ksPquo5iCy1V31KzGe7kA7jTEkn96UOMIVEEt+lCxm/jKdiz1rdBWVPJXDgRb2463uxU0uZ+hrfQCnLZIBgCwWXDEIFurAuGyNMeVo2tyFrxI/nblqIV5ZG7/ldSfnyPkE790b1eDCHRpeqbY+vizkjCk3GMtJ/HYQqNJrh1Jxx/fk/BzhXIJiuy1UbGr5/hzU7Fm5NOxoIJeHJUkINOa4Pg8nJOjsxLL73Es88+y8GDB+nWrRsff/wxr7zyylnbvPbaazz55JPY7fZLYujVTqjdzBLCPVUAACAASURBVMQXOvJ0x1yGhqzh7X/beeuB5sjSKfUCDbiSSo8OOw9vRVe9ZK/9mZjbX8QYXg1khYCGHbG37e3LJosv62y+IxODrPmj1JirN6TglDj/6BrepN3UrnZ2Z1UgKBckE6qxO3mHVDKWbqAwNRjV0AE4RQz4cricjOv4PnSvG8fKmT4tRNYAScZarw0hXf5NbnHocN3rxu04jq4ruI77wn5a4htRuL9s+MvCA9vAEF4eVyoQ/AMGVGM38hNlMpZuoCDJgmrozKmPbl0PoPDAxlJl7rQjaO5CHH/+QPSg5zHF1PZpoXYLwq69m+x1xZuVNS/ulIMgGf0RL8+khYK9G87oTAkE5YuCauhMQZKZjD83kJ/o08apC4t0NZCC/RtKlXmzUvDmZpC5bCrRtz6DOa4+FO8dC7/xAbLXzClurPlygElGChJ8ejJXa0DRwc1lrMnfuRaMp3emBJeXc1paVrduXebOncuRI0dQVZXatWtjNJYNx/g3P/74I7GxsXTu3JnZs2dfMmOvZp4d3ADT6i9xJu31FexcTv2ud3FTl3gWrC7J9OrRdBRbCGp+tr9MMgegBIZga9KVomO7CR/0MpoOWtJOUma+V2oq1WoPJsvhRjEHoLkKUfMcGMPicB4pHVlGDo0jI/t4+V60QHAaNLkJ6Qum+B8e+TtXENJlACGt6yGpB/z1dN2LISSqVH4LyWDCEBhCcKvrKTy8nZjbn0eSJYqOJpD64xh/JCcAQ1AEEm6UwBDUgmy8eZkYw2LL2GOKigcttUy5QFDeaEojMpfMoWC3L3Je/s4V2NveSGin1qWXO+oejGGxuNNOWg4sKxgCQwjpeAuFB7YQfevTSLKE80QiqT+NRc1z+KsaQmJAL8IQHIU3Jw1vngNLfNm8Nqbo6mIJmaBC0JQGZK1ZRN5m38Bs/s4V2Jp1J7zHNaWjgUlejGFxuApzT2otYQiJJrTzAAoSNhDV/z9IBhl32gnSfh6HNyfdX9MQXg3UAoxhcXjSj6LmObBUK6sFc0wNUIUWKgNnnZH59ttv/f8mT57MihUrWL16NT/88APffvvtGdstWLCA1atX079/fz755BOWLl3K6NGjL7nxVxN1oi24/3ZiinFt/oW+7aNKlc1amUpEv8eQlGJHUjYQ0Xs4WSumkzrzXbJXzCBr93pOONzFL2V/Z02XCO48AI9XY9bKZCy9HgLZQP7u1QS1uBZDaIz/HOb6nUgqCiTNIdZ4Ci4/mm4vMwKWs+E3NGJKlcnKUSJvfgzJWJykV5IJv+Festf+TMqM0WSvnEH+jmWgF2IMLd3W3rY3SDqylETkzQ8hKUYKEzYQ2KgTxoh4fz1r3VaYIiNBzUUguNzohFGwu3Ty1NwtS9EpvTzGoBwmot+jSKbiZV+STNi1d5O7aSEp098he+UMcjYsAKkQoz2Sk2c3bc17IikKspRM5C0PIxnNFB3airVmc98sTjGWGk2wVK8D3sxyu16B4EzoRJK39c9SZfm7VqNTerbcIO8n4qYHT1paLBHSbRD5u1aRMn0U2StnkrXmJ5AKUYJCfTlhigls1AnFbEWRU4nsNxzJZMV5bA+mqFqYqzX01zPH1SOgfgvwppTb9QrOnbPOyCQkXFg2+pOdnNmzZ7N+/XpeeumlC+qryiCdumwGJFlB0/VSZYkn8lBbhRI75E00VyGyJRC1MA/575c5ANlAkdNN7u5FRN/6LLrqRTYHUHRwC4UFRSxZfwKLoRqD7voQyZVHDkHIfV8kQC1CUkzsPFrIB9/sLO8rFghOi3QaLZz8sPEXqXlIhhBi73q9RAv52SWODcXJy/DlkInq/wQ6IJssOBN3oTlzkawpWMKjqf7oWNTCfJRAG7GDn0FzuZAUBUkpQlE3lDm3QHDZkKTinBd/f5QoGaAqRisASSJ28CtobieyJQBvXlap2XhJMSDpKjmbFxN58wgkSUYymnEdT0AtzMRoSMdk91L94TE+LQTYibntCTS3q7iuG8W7/jJdtKAqc12nGsCpQSX0074nlUErQpJ1ogc97ws3bg7Am5uJN6vE6ZBkAxIquVuWENF7OJLBiGQw4ko9gif7OMaoLEyBTqo/NBq1sAAlwE70wEfQPF7QdWSjKrRQiTirI/Puu+/+YwdPPfUUH3300SUzqKqy52gB9Wu3xn14i7/M3OFW5q4pvaRl8LXVyFs5EXubGzEER+LNTiNn02+E9biTvG1LUQKDkeJbMGX2IZ68pjUnfngdyWBC93owxdUnxdYWt1djzopjzFlxDJNRxu3xRTozGmQ0TfeHWxYIKgIJB4FNupQaiQ7pOgBZKr3UUaMmmUu+x96yJ4bQWLy5GeSsX0B4ryHkbpiPbLFha9IJhd3YmnbkxNS3kBQDuqZiiqyOrWkL8LqR9GMo2jEUkwIeXxhNRZEBHVShhcrEjNc9oHkq2oxy4vcyJRLpBLXqRd6Wxf6y4I59kSg9EqxqNXAsnYKtcWeMEfGoxRHJwnrdTfbqn5BMFuytr0XWdmFv3oXkH95GkhV0TcUYGkPsXU+DdxcyhaAd92nBW6wFuVgLXqGFykTV00Iqwe37kLPuF3+Zvc31SKSXqqfqNXD8OQ1rndaYomuhFuSQt3Uxod1vB0lGUgyEdLwJWd2NvWU3jn/3us9B0jQM9nDihr4E3kNI5KCQUloLkuSrq4rceZUJSdf1i/p1GjhwIHPmzLlU9vgZ/NwCUjKrzvpDm9XI+4+2JLgoETnzMNRoy+ZkibFTSy83m/ZGV0L0LDJ+n4An/SjGsDgi+jyEHBRG5q4NSLXa88akPew7ks2jA+rRo6EF/fBfaCHxFIXW59kvtpGV6zq9EYIKISY8gOnv9z3jcT1rdhUL82tANbTHlZKK81gCgfVbYQw2IqtbStVSTdfizcknY+HXuFMOYQiJJuKmBzGERFGYsA5b4w7I7EJS09GUBqiuUPJ3r8MYFo21dmPfTItY71+5kAORQv99xsNVTwsymqE9rnQHRUf2EFC3OaYwG7J3IyfPyqiGa/Dmu8hc9C2u4wko9ggieg/HGBZH4b7VBDbphCLtQ1JT0JS6qJ4o8neuxRAcTkDd5ijaRtDyK+4yBWURWjgFCc3QDndmHoWHdmKt1RhTZBiKdwP+nEaAqnTGWwiOJZNwHt2NYgsl/Ib7MUZUo3D/et9zQT6IrB5Hl2uiatXJ27kaJTCYwPqtUPQtoOac2QzB5ecftCAcmUpGw5qhREcEsO9IFqmnuf4Zb3TGvWAsnoySZJSKPYLou0exak8u380/QFJqyQMpPMRC07rhZGQXsfugo0x/gopHODJnQAkFJQi8jtO+ZKmGHqTO/hxX8n5/mRxgp9r97yMrWcievaCd9ECSLL4oM5oTvOll+hNUAsTL2+lRQkCxgzcbtLL7tVRDN9LnT6bo8HZ/mWSyEv/QOGQlG9mbAOpJv/+SCYzRoLnBKwJZVEqEFk6PbAdDiM/ZOI3DoRo7k7FoDoV71/nLJMVI9Uc/RVJykL37Qc0oaSAZwRADuqdYC2LmsdLxD1o4p/DLgsvHvsQsVmw6flonBsDjVUs5MQBqbgY4c2l6fBYfPlCH3h3j/Mcys52s2HRcODGCKw81C9xHzzpSfLITA6AV5qIW5JA2/0dchXXRlFolB3UnuI8JJ0Zw5aFmF2vhzEEnnEf3lPqsu4tQC7JJ+2U6rtx4NKXeyQeLtSCcGMEVhpbr08KZZk3U4hDKJ6GrHjzZaaTPn4kzKwpNaXTSQQ94jhVv3BdOzJWIcGQqgKBAI83rRxAZev6JxdKyXGUSOimBwWhFuRTt30DBzFd5sF9N2jaOwmo5p+jaAkHFIRl9ic3kwPNvq+VjiqpZujtzALrbSdGBzSRPegNVqwnGON95BIJKjaFYC7Z/rnoKkp6HKbZO6TKDCVSVokNbSf5+FF53FBiri+SugiuAv7Vw/gknJSkfc0xpLSArSAYjhQc2c2LqaDyFNjDVAsl82j4EVxbCkbnMPDqgHhOeaMrzXXL5+P7qvP1gc4yGc/8zTFhwFEvvJ1CCfNnO5QA7Ef1GkPPXL0gmK9EDn8RamMKznfP49pmW3NGr5j/0KBBUDJrcAI/antwEN87c2qhKB0A55/aKdJCo/iMw2H1JyWSrjch+j5KzYT6SwURU/yfwZmWSm1CER22HJpfNBSAQVAY0uQ5eOpF7wIMzuzqqodN5Od+yfojIfg/6w+jL5gAi+jxM7uaFoBiIvPkx1Pw8chPy8XhboymNy+tSBIKLQpdr4ZU6k3fAS5EjFtXQ5bycb1k/TETvYf4w+pLJQkTvB8jbvgwkiYg+D6G5vOTuzcHtboGmNCunKxFcLi56yP4it9hUKXq1i+OaqDQKp4/yl9VpcSOP9O/Epz/tP0vLEvYczuLtWRKP3PIi0cFGAmQ32cumUHR4O5E3jyB32xKKDhTn4JBkBt7yHLuPRbBjf8bZOxYILiO6IRZnspvU2c/5y2xNuxHW8zoUddu5daJmYzDtI27o0+iaGc2jkrV8OoX7NxJ+w/0U7PuLgj0lkc+i/v0EAXGxSN4Tl/pyBIILxxCJK9NEyvTnQPdtWrbWb0PkjQNR1E3n1oeWh0HZSdxdT/i04IXslT9SsHctoT3uxJm0h7ytS/zVI/s9TGDt6kjeY2fpVCC4zCihuPOCSf7hOdB8kcIsNZsQdfNQFPWvc+tDK8SgbCP2jhHomgVdk8lePZv8nSt8ufQyk8n4bby/evj1QwlqVBvJe7g8rkhwGTjrVMCuXbvO+g9g3Lhxl8XQq4HbronBtWZaqTLn9kV0bhJ2Xv1s3+9gxEebGfruJnK8Jlwph0AxYAiNLXFiAHQNz9qpDOoefebOBIIKQNOrk7lkaqmy/F2r0PXg8+pHUh0o6joM+koUixHXiYMAmKvVL+XEADiWTEXTq1+c4QLBJUbV4nEsmeZ3YgCK9m9G91o4n0UTkpaNov7l04JZwXXiAADWWs3J27q0VN3MP6cJLQgqHaoeT+bS6X4nBsCZuBvVqZ3f8mA1B0Vdj0FfgWzUcSX7tBBYvx05G38rVdWx4kc0vdolsV9QMZx1RmbkyJFnPCZJEkuWLKF27dpnrCMojdmooLuKTinVkbiwmOSFTi+jfkjgxbveRso8AkrZ6VfdVYTVfO7LdQSCy4OC5jpNQAtVPTnp+HmgIWtbqXbv67hSEpFNlrI1XEWcz9I1geDyYEBzltWC5nWDUYbzfj7oKPpm4oa+hCs1CdkSwKmbmHVXEUhCC4LKhuG0zwXd7QSTL7nx+aJom4i962nc6SnIAUGlnCQA3eNG7LK4sjmrI7N06dKzHRacI/VrhHBHz1hMJgPmtn1QZAlzbF08WSm4ju/nUOqF53XZdTCLoW+vo1acnZeHmDCFROPNLolEY2x+A39szrwUlyEQXDxKCKpeA2Qz9g590YoKsFRrgDc3g8IjO5EMKqj/3M3pkLQsFG0ZAdHBqFIcxsgaeNKP+o/b21yPLKVdogsRCC4S2Y4q1QQlEHvHvngdqViqN8abn0Xhgc0oVhN4vRfWt5qDwnICIu2ociTmag1wHU/wHw5qdS0SImKZoJIg29CkWqDYCe7QD1fyQaw1m6EW5FCwfwOG4FDwOi+sby0fRVuJNTwITQ7BWrtFqTDlgU27IiGW3l/JnNMeGYfDwbx58ygoKEDXdTRNIzExkQ8//LC87bviuaFDLMN7BuNdMxn9oETorU+TtXw6mYu+wRRVi9AbHmD2pAMXdQ5dh8PHc3lr0h7GPPQSht2LkLKT0Ot2IVGqyZL1Wy/R1QgEF44mx+ItqkbGwu9R3UXE3vES2atmkbn4O4wR8UT0fgBZujgtAL6XOHkbsXc8Re6mpbhSj2Jr3AFr7bpI3nNcZy0QlCO6EoXXVYeMPybjzc8i9s7XyPnrFzKXTMIYGkN47weQpUuwf0XLRdG3ET1wBLlbV+A6fpDABm0IaNAU2bP24vsXCC4SXQnH621ExsLJeLJSibv7DTyZJ8hcMgmDPbL4uXAJ9jVqecj6diJvvo+87WtxHt2HtW4LbI1bCS1c4ZxTQsxhw4ZhsVg4cOAAXbp0Yc2aNbRt25axY8eWm2FXQ0JMRZH44eUOFE17BlQvoT3vwnU8gcL9G/11DCHR5FzzDCP/u/ksPZ07VrPCte3iiAszsX5fDtsTxEhDZaeqJMRUDT059tXz6B4XIV0G4s3JIH/XSv9xxRZCtXteQVFXXaIzKuiGeHTdiiRlIYmcGZWfKpIEUDVcQ9LEV9GcBdjb9UHXVPI2/+E/LlsCiR8+CsW74hKdUfZpQQtAknNEwIsrgaqiBaUbx797G7UgG1vzniiBweSsm+s/LhnNVH94DIp32SU6o1SshUAkOQ/Jm4zIH1PJuRQJMZOTkxk/fjzXXHMNQ4YMYdq0aRw6dOiS2Xi1EhcRiJqeCKpveYAlvhGFB0o7LN7sVCICL2hTwGkpcqksWH2Mib8cFE6MoPIgWfE4UtE9vmWUlhpNKEjYUKqKmp+N5rnAdWWnRUXyJiKre4UTI6hEGFAL8tGcvpdQS/UmFCasL1VDcxbgzc/nEgQW/btHJO9RZG2vcGIElQrNo6IWZAO+58KpWtA9LjyOVJDOP+/e6dGRvMeKtXAc4cRc+ZyTIxMREQFArVq1SEhIIDo6Gu+Frt2tQuTku1HsEf7PakEOhuDI0pUUA6okElcKrnJ0D4ot1P9Rzc/CGHpKND1JRjaKBGWCqx0V2VKS9FLNz8IQElOmlmK1ccEbxgSCKwTZaAbJ9yqq5mf5cyGdjGILBd19uU0TXCGckyMTHh7OxIkTadasGT/99BNLly7F6bzAjVdViNwCN/szJMyNu/s+b/qN8Bvu82VcBpBkrN2HMm9NSgVaKRBcDrzIxgKC2t4IQM6mhYRdNwzJ+Hd0MYmwHrcjkVxxJgoElwUdWc4kpEt/AHK3/EFYjzuRzQH+GiFd+iPLmYjRYsHVjkQyYT1uByTyti4hpOutyNYg//GgtjciGwsQTr3gTJzTHpnMzEzmz5/PsGHDGDt2LKtXr+bxxx/n+uuvLzfDroY9MgAmo8yzgxvRvKYV3V2EFBCCLIE3LxM5IITfN6bx3QKRiKkqU1X2yICMqjRFV4NRnQUYgsJA1/HmOVAC7chSGrK6t6KNFFQkVWRfAEhoShM0LQy1KA9DUAToGt58B4rVjixnIqu7EY5MFabKaAE0pRGaHoVakOtbtaKpePOzUKw2ZDkHWd3J+YchF1w1/IMWzmlN08KFCxk2bBgAzz77LM8++yzjx4//h1bw8ccfs3DhQiRJ4rbbbuO+++47R6uvHtwejXe+341BkTAZFQqdviV5NqsRl8fLv3vW5Ovn26Pr8NuGNOYsS0QTzy7BVYmGou4AZAxWBTy+nABKgBE0Fd1QC1XpBpKERAqy9wDiRU5wdaIjq7uQkTBYDSVasBpB96JLNVGVrj4t6KnI6gHEi5zgakVW9yKzD0OAAdwna0FFl+JRlc4gyUh6erEWxNYGQQlndWSmTZuG0+nku+++w+UqyXXi8XiYPn06Dz300Bnbrl+/nnXr1jFv3jy8Xi99+/alR48e1KlT59JZfwXhVXW8aon48os8vPdIS2pmrcM550OQZG5rewst7mvN69/sqEBLfSgy3NErijpxVuRLF4ugyqLrkFuo8vtfmew7dmpS1KqGViqLOboHVWlD3o5dZK/5HHQNe/ubCG7bGaUShEvWdDjmiKfAFVjRplw1GBUvUUEpBAdcHSPKF44O+klJ/nQPqtKcgr1HcKwcD14PQa2vI7RzL2TPmoozsxihhUuP0MLflNWCpjSh4FAajqVvormdBLW4hrDu/ZA9q6joQS6hhfIh0FxA9bCk83rvPKsjYzAYSEhIwOl0kpBQkkxLURReeOGFs3bcoUMHJk+ejMFgIDU1FVVVCQgIOGubqkS96sHUMKRTtOFnf1nRuh+p/6/6VI+2cSw1vwKtg67N7DSuFYbRHAyS8GQuGl0nMMjL7b2MzFyaIpyZk5GD8GS7yFo+w1+Us3Yelmp1CYgOA9VRgcZBRl44KuHERgcjCS1cNLqu4/aopGSbgKPiBe5kJCtqoZHMxd/7i3I3/o45pia2WtFQwdH3hBYuLUILZ0EyobqDyFgw2l+Ut3UppshqBDWMK444VnEILVx6dF3HkZ1DRl4RUfZzT+R+Vkdm0KBBDBo0iMWLF1/Qfhij0cgnn3zCN998w0033UR0dPQ/N6oi1K8ZgiGp7GizfGwL9Wo0q3BHpmOTEIzmIOHEXCokCTASaAvjpo4e9h1LqmiLKg+GUAoPbCtTXLB3M9a4dkgV7MhkFYYRHhYkHlaXCEmSMJsMhISEkZbjJjjgYEWbVHkwhFJ4aGeZ4oKELQTU6oFMxToyQguXFqGFs6AE4zycUKa4YP9WbA36UdHfQKGFS48kSQQHBZHpCDsvR+acopZ16tSJN998k3vuuYfs7Gxee+01CgrObeTgP//5D2vXruXEiRPMnDnznA272klKLcAb2bBMuRrVkONpFevEAFjMEuf49RCcFwbsAUpFG1G5UPOwVG9QpthasyGSVvFaUDUZRRFauNSYjAoeVYSeL4Wah6VavTLFluoNkKSKD34jtFA+CC2cBjUfU0ytMsWW+PpIUsWvaBBaKB8URUbVzu++nlPtd955B7vdTmZmJmazmfz8fF577bWztjl48CB79uwBwGq1cuONN7Jv377zMu5qZsf+DHKDG2Cu18FfZm7YBYc5noTE7Aq0zIcEYjamPJAkcVtPRc3CHBONrWk3ir95BDRoh7VOwwpfSvM3YtTt0iPu6WnQ8jCG2ghqfR1/a8FauwW2Jm2RPJUjNLn4u116xD09DXoRhkAJe8e+/jwz5vhG2Ftfg+Q9VsHG+RB/t0vPhdzTc3Jk9uzZw5NPPonBYMBqtfLBBx/4nZQzkZSUxCuvvILb7cbtdrNkyRLatm173gZezTz92Ra2R96M9e7/Yrn7v2wO7s1zX2ytaLOqDFmODD5878WKNkMAKN4NhPe8lhqPfUSNEeOIvKEfinddRZtVZUjPyODJZ16qaDMEgKJuJKxLJ2o89hHVR3xEZN9bi7UgIvhdDoQWKg+KuoXQdi2pMeJDqj/6IdH97yoOACMi+F0OrhQtnNNcpiyX9ndUVS1Tdio9evRg+/btDBgwAEVRuPHGG+nXr9+FW3oVUlDkZcyUszuEgvIjNCyCp194t6LNEADgRVYrPlpfVSUyIoJxH4z+54qCy4CGrO6qaCOqLEILlQkdWd0DFL8niZyYl5UrRQvn5Mi0b9+esWPH4nQ6WblyJT/88AMdO3b8x3YjR45k5MiRF22koGrjyEzny/+NxuVyIkkSQ+59nC8+fpsOnXuwc8dmAIY//Aw1a9cnNeU4k77+L/l5uZjMFobe+zg1a9cnIz2ViV++T25ONiazmfsfehqrNZD33nqKD/83lZxsB99NHEdmZjqyJDPozgdo2rwtu3ZsZsbU8UiSRGCgjUdHvkKQPbiC74igqpKWls7rb71LUZETWZZ56okRvPLGaK7r1YMNGzYB8PKLz9CwQT2OJR3n/Q8+ISc3F4vZzNNPPk7DBvU4kZLK26M/ICsrG4vFzIvPP0VgYAAjRj7Dz7N+INORxZix/yU1NR1Zlnj04Qfo0L4NGzZu5n+fT0SSICgoiFFvvERIiNCCoGIQWhAIfFR1LZyTI/PMM88wfvx4dF1n1KhR9OnThxEjRpS3bQIBAMv//I1WbTrR95Y72L51PQl7fVF9TGYro977ii2b1jD+izG88/5Exn8+hmH3jaRm7focTzrCJx++zphxk5j8zce069Cd63sPYNuWv5g3Zwp33FWSB2nKpM/o3rMPbdp1ITsrk7dff4JRY8Yzb84P3Dv8/6hTtxHz503nyOH9NG/ZrqJuhaCKM+/X3+napRND7rqdtes2sG27b+TearEw+dsvWblqLW+98z5TJo3nrXfe55knR9KwQT0OH07k+ZfeYOa0bxn74Sdc26Mbt93anzVr/+K7SVN4bMSD/nOM+/hzbu7Xm2u6dSEjI5OHRzzJ5O++5NtJU3n+2Sdo0rgh30+Zwb6E/XTsILQgqBiEFgQCH1VdC+fkyBw7doylS5dy7Jhvg9WmTZvIzMwkLi6uXI0TCACaNm/Dpx+9TuLhA7Rs05Hrew9gycKfufY631LF1m27MOHz93FkpnP44D4mfjnW39bpLCI/L4e9u7fx6MiXAWjZuiMtW3ckPS3FX2/Xzs2cSD7GnB+/A3zLJ9NSk2ndtguffPg6bdp1pU27LjRrIR5WgoqjfbvWvPDymyQkHKBLl47cdmt/fpw9lwH/6gtA926dGfXOWNLS0tmzJ4G3R5dooaioiJycXLZs3c6oN3zrnrt07kiXzh1JPlGihQ0bN5OYeJQJEycB4PV6OX48me7dOvP8S2/Qo3sXunfvQsf2Ys+joOIQWhAIfFR1LZyTI/Piiy8yaNAgbr31VnRdZ8aMGbz88st8++235W2fQECDhs1494Nv2Lp5HX+tXcaq5QsBkJWSMMa6rqFpGkaTiVFjxvvLHZnpBNrsKAbDSXV1ko8nYjJZ/GWapvH8qx9gs9kByM7KxB4cQs1a9WjdtjNbN69jxtQJHDq4j38NvLu8L1kgOC0tWzRj+g9fs2rNOhYvWcb8BX8AviTFf6PpGqqmYTKZ+P67r/zlaWnp2O1BGJTSWjhy5Chmi7mkvarxv0/GEmz3aSEjI5PQ0BAa1K9Ht66dWL3mLz77fAK7e+7lvnuEFgQVg9CCQOCjqmvhnKKWFRUVMXjwYIxGIyaTiaFDh5KRkVHetgkEAMyY8hVrVi6mW4/eDLtvJEcO7wfgrzV/ArBx/Spiq9UgIjKa6JhqrF65CICd2zcy+s0nAWjYqAXriuvv2rGJbyeMK3WOJk1bs+SPeQAcTzrCS88+gMvl4s2XH8NZVEjvvrfSu++tH+PR4QAAIABJREFUJBafWyCoCD79fAK/L1xMvz438syTI9mX4Ps+LlqyDIBly1dRq2YNYmOiqR5fjd8WLgbgrw2beOSxpwBo1ao5ixb76q/fuJl33y+thbZtW/HT7F8AOHw4kbuGPYjT5eL+B0dSWFjE4Nv/zeDbb2VfwoHLcMUCwekRWhAIfFR1LUi6rv9jTMf/+7//Y9iwYbRp0waAhIQExo0bxxdffFFuhg1+bgEpmRWfAKyq8to9NQkIiq1oMwDIzEjjy0/fweksQpJl/j3oXr7/5hPq1m/MieRjmMwWHnzkWWLiqpN8/CiTJv6X/IJcDAYj9zzwBHXqNiIzI41vxn9Ibk4WJpOZ+x9+GpPJ4t/sn+XI4NsJH5GZmQY63H7Xg7Rs3ZFdOzYz7fsvkBUFi8XK/Q89TUxs/EVdT2HeCd6alOj/HBMewPT3+56xvp41G7RzS0AruPTsTm5IXExMRZsBQGpqGq+9+S6FhYXIssJDw+9h7Eef0qxpYxITj2KxWnj1xWepUSOeI4lHGTP2Y3Lz8jAaDDz3jG8dc2pqGqPHfITDkYXFYuGl55/CbDH7N3WmZ2Tw3vv/JSU1DXSdxx59kC6dO7Bh42Y+/vQrFEUhIMDCi88/RY3qF6eF5JQUmsSdlF9MDkQK/fcZ6wstVCxCC0ILAh9CC5VHC+fkyNx+++3s2rWLhg0bYjAY2L17N5GRkdhsNgB++eWXizL6dAhHpmKpTI7M6Xj68bt44bWPiIyqHD8k54NwZK4sKtMD63QMuG0In3/6AXGxldfGMyFe3q4shBbKD6GFKwuhhfLjfLVwzlHLBAKBQCAQCAQCgaCycE4zMhXBlmuuw338eEWbUWUxfvEpURZ7RZtxVZLmzMXzaEl+JVO1arReseSM9Td2vQ5XktBCRWGd8CmRZqGF8iDdlUvRgyVaMMdXo93qM2tBjEJXLJV9FPpKRszIXFkILZQf5TIjIxAIBAJBRbPp5s+EU1+BWCd8Sr6jUo59XvG4XLmsufkd/2efU3/mlzehhYpFaKH8OF8tnFPUMoFAIBAIBAKBQCCoTAhHRiAQCAQCgUAgEFxxCEdGIBAIBAKBQCAQXHEIR0YgEAgEAoFAIBBccQhHRnBVMX/Fnyz9a21FmyEQVDjzV/7J0vVCCwKB0IJA4ONq1EK5Ri373//+x2+//QZAjx49eO6558rzdIIKZv2xQubuycdRpBFmlenf2EaH6gGX1YadB/bTsmHjy3pOgeBU1icVMu8kLfyrsY0O8ZdXC7uEFgSVAKEFgcCH0EL5UG6OzJo1a1i1ahVz5sxBkiSGDx/OokWLuOGGG8rrlIIKZP2xQqZsy8Wt+j47ijSmbMsFuGhnJt3hYPTXX+B0uZAkmccHD0GWZb6YOQWn202wLYgnh9xHcnoqa7dtYeu+3YQHB1O3Rk0++G4iaQ4HiiLzwMBBdGjWgs17djF+1gwkCWwBgbzy4AiCg4L4es6PbNmzm9yCfCJCQnnl4ccIswdf7K0RVDHWJxUy9RQtTP1bCxf50ErPcvDuxC9wun1aeOxvLcyYgqtYC/839D6S03xa2LJ3N2HBwdSrXpMPJhVrQZa5/yQtTPipRAsvD/dp4Zs5P7J5727yCvIJDwnl1YceI1RoQXCeCC0IBD6EFsqPcnNkIiMjeeGFFzCZTADUrVuX5OTk8jpd5UKWCbn+OkzX90bPySZv+lScBw+dtmpQ+3ZYBt4KmkbR7Fnkb95ymY29NMzdk+8X6N+4VV/5xToyv61aTqcWrbijdz/W79zO9v37WPLXGt5+/EmiwyPYsHM7H33/NWOfeoHOLVvTsmFj2jdrwVtf/o/WjZow6MY+JKen8X9j3ubL10bxw/x5/N+Qe2lUuw7Tf5/P/qNHiI2M4ljKCT554VVkWea9r79i8bo13H5jn4uyvcojSYRc2wNL337o+fnkzZhO4Z59p60a1KYVAbfehqQoFP48h9x16y+zsZeGeWfQwrw9+Rf9wPpt1XI6nqSFHQn7WLJ+DaMeK9bCru18NPkULTRtwVtf+bRw2w0+LTz5/tt8+eoopsyfxxND7qVRrTrMOEkLR1NO8MnzxVr4xqeFQUILF01w965Yb/kXuFzkz5xJ/o6dp61na94M2+23g9lM0S/zyFm5+jJbemkQWhCcCXunDgQMGIiuqhT+NIu8zVtPWy+gUQOCBt+JZLPhXLCA7D+XQeXM435WhBbKj3JzZOrXr+///5EjR/jtt9+YNm1aeZ2u8iBJxH36P7ZIkSzcnk6ILZR7PvwM05cfk/v776WqRjzzDKktu/PjXylIEgx+5k3CVi3E8flnFWT8heMo0s6r/Hxo06Qpr3/+CQeOJtKxeSs6Nm/J97/+zKv/+6+/TqGzqEy7Lft289Sw+wGIi4yiUe267D10kC4tW/P65x/TtXVburRqQ7smzQB4ZNCdLFi1nGMpJ9h96ABxkVEXbXtVp9pHH7DXXpP5W9MJtIYy9L1xmL//mqxZP5WqF/HoI+T26sektSdQNY3b/vMy0deuIe3dMRVk+YVTrlpo3JQ3vviEA8cS6dS8FR2at+T7+T/z2mclWig4jRa27t3NU0NLa2HPoYN0btmaNz7/mK6tfFpoe4oWklJPsEdo4ZIQ8/ZbJFZvxtzNaZiMMne/+R5hP8/AMfn7UvXC7hmKu/8dfLkmGZdbZcDwp6nVuzcnXnmtgiy/cIQWBKcj6oXnSW3Rma/Xp6DIMoNfHEXE0vlkfPFlqXqht92KPvQBJq5OpiDTQ7+7H6PRLTdz/MmnK8jyC0doofwo1z0yAPv37+fhhx/mueeeo1atWuV9ugrH3q0ruwxRTPjtIABHyePFIw4+HfkEeYsXo3u9AJiqVcPV+Vre/b5kRG7UsWw+urcfxpkz8GRkVIj9F0qYVT6tIMOsFx9Polm9Bnzz1rus276VZRv/YsGq5cRGRDH+9bcBUDWNrNycMu10rfSojY6OqqncdsNNdG7ZmnXbtzBh1nT2te1A+2bNeXv85wy6oQ/XtG2PLMvoXHmjPpWJoLatORpRh8/mJvjLXkl08OmDD5Lzy69oLhcAxohwlJv7M+q77f6BtjFJObx7d3fM1afgOpZUEeZfMOWtha/ffJe/tm9l2Ya/WLDSp4WvXvsHLZwygqnrZbUw/qfpXHPYp4V3JnzObTf04Zo27ZEluUx7wfkR0LABWfVbMu7Hvf6y1xOz+Pj+u1HmzEHNywdACbIRcOfdvPD1Nv7++RqXnMvrg1oS0LABhfsSTtd9pUVoQXAq5urxuDp2Z8yUXf6yUcey+Oje/hhnzsST6QBANpuxP/ggI7/Zjlf13fPPTuTybP8GhLRpdcYZnMqK0EL5Ua5RyzZt2sS9997L008/zcCBA8vzVJUGU49eLNnjKFXm9mrsP1GApU5tf5m9UweW7Cv7xVqekENQh3blbuelpn9jGyaldJlJ8ZVfLF/Nms7idWvo3aU7I+8cysFjieQV5LM9wbdE6fdVyxk94QsAFEVB1Xzzt60aNeG3VcsBSE5PY9eB/TSpU5/HRr9BobOIW6+/iVuvv4n9R4+wbd9eWjVszC09exEfHcO67VvRtIsfKanKWHv0YPHerFJlXlVnR2IOgU1LNhva27dlVUJ2mdUCi/flYO/S6XKYekn51xm08K9LoIXxs6az5K813NilO4/fOZSDST4t7NhfrIXVyxk98SQtqCVa+H31SVo46NPC46fRwvaEvbRs2JhbevSiWnQM63ZsRdOFFi6GwO7dWHTK772mw4aD2QS1aukvC2rVkvUHsjllDIZF+3II7N7tcph6SRFaEJyKvUsnFp+iBV2HVQnZ2E969wls2pgdiTl+J+ZvFu/Nwtqz5+Uw9ZIitFB+lNuMzIkTJ3jssccYN24cnTt3Lq/TVDr0jDSiouqy95TyiGAzrqxs/2dvpoM42ynfaiAuSMHryCpTDoDBgGwyohWWnSI8FclkRHd7zsf0i+LvfTDlEbVsYK8beGfCFyxcvRJZlnnxgUcICgzks+lTcHs8BFotPH/fQ4BvivWbOT9iCwjg8TuH8NHkb1i4ZiUg8fQ99xMeEsIDAwfx/rcTUGQFq8XM08MewGwy8cYXnzD8jZcAaFizNieusFmxyoaWnk50U1OZ8shgs3/UDcCT6SAmqOxPUZxNQc3MPH3nsoxsMVdOLRSvdy6P6DQDet3A6IklWnjh/kewBwby2QyfFgIsJ2mhUVO+/tmnhccGD2Hc99/w++qVSJLEU8N8Wrh/4CDGflesBbOZp4Y9gOUULTSoWZsUoYWLQsvIILZp2e94tN2Ix3GSFhwOou3GMvVigwxoZ/obCC0ILVxBqJmZxJ3m9z4myFDmuRBpN5epFx1kQjuadsb+ZVsAWn7hP9ohtHD1aEHSy2lu6O233+ann36iRo0a/rLBgwdz5513nlP7Lddch/v48fIwrVwxRkYS+d0PvDB1N7kFbgDaNojggboqyQ8/5K8nGQzUmPsLr885SHJGAQA1YoJ4tW8NEvvfUmozmyEslLjJU9DDI3B7NKySStYrL5CzfGXpk8sy4f95goAbe1Pg0gjUXDjGjKZg/Ybzv44vPiXKYr+AOyD4J9KcuXgeHen/bKpWjdYrlpyx/sau1+FKuvK0oNjtVJ/1Iy9M20N2nm8ZWbPaoTzW0kLikGElFSWJOr/O453fjpGYkgdAbEQgb/27Hof63uxfjgkgB9moOXUKUkwcTreXQANkvvE6jt/+KHP+iBGPEtS/PwVulQDdi+ODD8hdsbJMvX/COuFTIs1CC+VBuiuXogdLtGCOr0a71VefFmSLhVrzfublmQmkZ/scjvrxdp7uFs6R224vVbf2nFl8sCKT/cd8A1+RIVZG39mYw/1uQXM6S/VZY+oPKDVqUujyYjNKZI15l4yf5pY5f/j992G/4w7yXSo2WSXzk0/I/WPxeV+H0EL5UVW0IBmN1J73M6/PPcyJ4nefmjFBvHxjHIf6Dyz17lNz6g98ttXJzkO+Aa2QIDNjhjTj6MCBqLl5JZ0aDNT8YRKG+g0oKPISZJbJ/vQT0idPKXP+0LvuJGTYUPLdOjaDjuOLL8n55dfzvg6hhfLjfLVQbjMyr7zyCq+88kp5dV9p8aSnk/Pai3zw6hukFGrYrEbMxxNJffrZUvV0TUPWVZ64ozV5RW5kSSLAbEAqzCgTkSN+1my+W57Eqm07AN9L3tvvj6Pg5j5409P99cL/70k2VG/PtAnb0HWwB5oY9coo1CcexXn4cPlfvEBwEmpuLmlPPcWY0e+Q5pSwmg1YM5I5/vh/SlfUdSTVyyP/bkGRy4uq6QQFmJBd2einLO+rPWc2MzdnsmjSUgAiQ62MHvUOhXv34Tyc6K8X8chD7G3Zi28m+vYaBFoMvPncSwRmPkXBrj3lfu0CwcloTicpj49k1HvvkqmZMBpkbDkZHH90RNnKbg/33dwEt0fD7dUIsZlR1Hx0rXTIo5qzZvLrASe/TPVpIcxu4Z3nX6Zo/0EKtpfsvQwbchdHu9/M519vR9V0rGYDr454Epsjk/yNV2aUTMGVi+7xkPzoCF4f+z4OuQayLBFclEPSw4+UjUbmdnHnjQ3walDk9BIebMGoF6J7T9HC1B9Ylmli5ntL/e8+7zwykuCDh8hZXZL8MWTAv8jodwcvf7sTr6pjNiq8eM8j2HOyyV2x6nJcvqAcKNc9MlUJa726RL0/lviZs7AN+DdStoNqtWIICg1C27UNNd838mDv3o3ay5ZTZ/1GtMgYTmQWYDQoyJLE7+sS2ZHuxdamtb/fwJbNSfcYWLWtJHT1iYwCZq84RMxzJzlHioL1+huYtiLR/1uQW+BmwrIkgu6593LcAoEAAEutmsS89y61Zs8ieOgQJEcGcbWiCY6wo+7eiTfbN9Ic1KEd9Vf8SYMtm5Dia5CZU4QkSZiMCos3HGXtkQJCunUp6bdmDfLNNhatP+ovS88qYuqiBGJeerGUDUEDBvLNksP+vQYFTi9fLErEPvzB8r8BAkEx5vhqxLw9yqeFBx9EcmQQXT2SsKhQtIS9eNJ9SzMCmzel/rIlNNiyCaV+A7Lz3Gi6jsWssHTjUZbsdhB6fS9/v4awULwR0fyyqmSAypHr5Lv5e4h88YVSNtgH38lXCw+hFouhyOXl098PE/zwI5fhDggEPkwx0cS8/hq1Zs8idORIZEcGUfGRRMSGox/aj/tECgDWenWov3ghDbZswtiyFflFHtweFVuAkeVbkvhlcxqhN/f19ytbLCi16zJjyf7S7z7zdhF6ShL24Hvu5bPfDvr33bg8Kp8sOEjwQw9fnpsgKBfKPWpZVSCgRQts77zPp38kkrj+MKNH9OL3jcdYPH8VwTYTw/91B9WaNKfwp5mEjR3HZ7O2s21/Os8ObUd2nouJc3ciyxIDetQlIs6OKTbG37e1fn32peSVOeex1DxoU93/WbZYyC3wlBnQSErPR2kcX27XLhCcTEDDBoR9/AmfLT5GwpZDvP1wd/7clcLv/11FoNXIff1upk6LVmR9+imx48fz5ZwdbNqTysg7WlHk9DL+551oms7N3WpTs04ExrhYf9/WenU4np5f5pxJafnozeJKCiQJlwbaKTumk9LzMXYRWhBcHiy1ahL91Vd8tjSJ3dMP8frwTuw+lMkvn67BbFS4u3cPms1qQ+rLLxH/w/d8PXcX63ZtZnj/ZhgNMhPm7sDlUendqRZNG0ejbC/5vbdUjyfNUXYfwPH0fOhWv1SZV1Zwe0vPbKZkFmCMalg+Fy4QnIIpLpa4b7/hq2XJbJ9+iOeHtSMpLZ/Z/1uLLEvccV172s//haQHH6LmT7P4bv4eVm/fzl03NiQyNIBvf91OQZGH6zvUoGPrmijHS7YsGMJDycpzljlnUlo+Umi9UmWayUSh01uqzJHrRA6u+KSOggtHODIXgSE8nOCbemO7eygvFa997toijg27U5m/5ggAaVlFfDxjC589ey0BnTrx35nb2LY/nRrRQXhVje/m7/b3N3nBHt4b0ZXgYfegBNsp2LwVKS6eDk2j+XFJAq0aRWM1G9i4J5UuzWPxrixZC60VFBBs0gmwGEoJtWODcDx/Lb9s90RQNTGEhhDSpzdBdw9h1LyDJKXl06ZhFPuOZvHzcl8ocqdb5dMft/H5s9cSP+Ervvx5J+t3pRAVasVmNfLfaSXLXKYvSuD1B0IJvfMOjIEBZK1YhbFhQ5rVjSAyxErzehHYrEa2JKTTqVkM2ro1JcboOiZnAcE2Ezn5bn9x+4YRuNb/ddnuiaBqotiDCO3bh6A77mDsb4kcSMqmca0wUjILmLHYFz650Onlq5938tkz11J72lQm/b6XVduTCbGZiYsM5LWvSpbDzFl2gLrV7DQbcDNGBRyLlmDt2JEa8cFEhVppUjucYJuJbfszaNsoCn3LxlL2yNlZRIZaSc8qCQbQukEEzs2bLs8NEVRZFFsgIX1uIui22/hsaTI7DmZQK9aO060yeUHJEt9v5++mxZM9aPDrz8xYdpBlm5MIsBhoVCuMFz8vSQb766rDxEfZ6Nz7OoxeFxlzf8XeqyeR4YHERQRSr3oIoUEWdh3KpF58MNru0gln9RMniI+ykZRWMiDWuFYYnr2nhmcSXEmIpWUXiL3PTYRPnsr8Rn3JCwjxb+BsWDOULQkl+1bqxYfw5kNdmL3sINmFXrbt9x1rUDOULfvSy/S7ensyq/ICUR/6P9wffMX04Hb8suowY0ZeQ3SolaxcJ4/d1pKOTaJJ+WpCqbb5309i9MOdqV89BJvVyA0danBHr7pkTa8CiUgFFYa9Zw9ip89kUYtbKAyO8D8kTv2O14gJ4p1Hu/LrmsOk5XrYnOCLPFO/eijbEspGP1mxNZl1eVacQx/C+MV3zIrpypxlB3j3sa7UiLaRkVPE/bc0pVfb6hwb+1Gptjnjx/P2Q51pXCuMQKuRnm2qcX+fhmR+N6kc74SgqmPr2J74WbNY2qY/hZHVOJDkW0bZoEZpLcSGBzJ6RFf+WJ/IUYeLTXt9WqhTLZidB8pG6lu17QQb8izk3TaMgK9/YE78NcxYnMA7j3alfvUQ0rKKuKt3Q27pVptjo0aXapvzxee89UBHmtUNJ9BqpGuLWB4f0AzHxInleCcEVZ3Als2pPns2KzveSlF8bXYc9P3Gn6qFyBAr747oxqptySSkFrFxTyoANWPs7E0sG8F17Y4UtuQayegziODvpzO39nVM+WMfrw/vRPO6EaQ6ChnQoy6Db2jI8dfeKNU2+7PPePXedrRqEEmgxUCHptE8fUcLHF9+WeY8gisH4cicA4awUCy1a4PiC5csBwQQNPJJnvp2O8fSC5EAq9k3uZXiKOT/27vvgCjrP4Dj77uDY09lCSi4996aZprlyJFW5ihLTRumaWaauVLLn5V7lKvcI1flyr1wD9wLBZS9Dw444O75/XEKniOzQByf119y88vJ++B7z/N8n+LeTqhUUKyoA/06VWHcwsPsPRlBXGI6fp6OWFupMZkUSvneuzmzbAk3ktMMXAlPZvS8wxw8E8Xa3SEMnbmPiiWLsD84khFzgoiKT8Ore1fUDg6597Vv14Hl26/Qok5xBnSpgaO9NUfOROHctOljeZ3Es8/K1RW7UoGorMw/7yqtNUWGD2Pwr6cJiU7DaFRwdjAvuRyTYG4BzAtUfNSpGhMXH2XH0RtEJegp7uWElcZ8Uq2S92mhXAk3klINRCekM3xOEEGno9iw7zqDp+6lQmARgk5HMWbeIUJuJuHXrzcap7z1+B07d2b5tsu8UN2XgV1qUNTVnt0nbuLSssVjeJXE80Dj7Ixd6ZKotLeWS1ar8Rgzhs8Xn+PizVQMWeaDkwFiEvNa8C5iz0edqzJl+Um2HgojKl5PcW8nNGoVwH1bKOPvQmJKBvpMI1/M2M/+01FsDApj4OQ9lCvhzuGzUUz45SjBV+LwH/AJGue81ZQcOndm+fZL1KvkzcAuNfD3cmLrwVBcWre+53mE+Dc0To7YlS6J2iZvuWTPCRMYuuw8wWHJpOmz8PMwvz/f2YKXuz0fvl6V2WtP8+f+60TGpVHC2wm1WoVaDQE+964KVsrXhSRdJmq1msHT9rI3OIqth8MZ8ONuSvq6cOxCDN8vPU7QmUj8Ph+Ilatr7n0dO3dm9c6rVC/rwcC3a1LG340/9l3HuX27An6FREGSXcv+htreHq+Jk0gvVoKEFAOBXvakTJ+K2pDJ5XgDM4c0IyohneQ0A5M/a8oPS46z5/gNJn7yAq0bBhAenUp2tonx/RoSn5xBVo6J4e/WId2Qw/VIHeVKuPF5t1r8uOw4JgVqlvPE38sJW60Vy/+6ZDGW+ORM0tKzcXOyoXmd4tjaarn52jv4de6G8cBuEqdNI8OpCIfPneHwuejc+3m62TGyTTvYuOlxv3xPrD92m1f5ee3Flx5yS0tbDuwj+NIFhr7/wcNv/IxR2WjxmfgdWYFliU3OpKS3I8k/zcEUEcHVhCymDnqRuOQMUvRZfP9pE6asOE7Q6Uh++LQJzWr5cSMmFZNJYUyf+iSkGNBnZjOoa03SM3O4FpFCCR9nhvesy/8WHyXHqFC5ZBEqBrgTlaDn933XLMaSkpZFVLyeYkUdqFXeiyKuDtx8qSM+LduiHD9C9JixKH7FCdoSTNCZqNz7OdlbU6/tayQsX/W4X74n1h97brXQ9NFa2BpkbuGL957DFqys8B7/DcaKVYlKSKekjxOpixZhCD5FeEoO33/6AkmpBlIzsvnu48bMWhPM0fPRvN2yLPUre5v33VepGP5eHVLSskjSZfJJ52qkZWRzLSKFoq52jO5TnwkLj5CVY6JscTfqVPQmKl7PX4fDLMaiz8jm8o0kAn1dKOXrgr+3M2F1WuC59AU0508T/dXXWJUrz955p9l7Kq8FrZWaZm+2Im7u/Mf98j2xpIV/Qa3Ge9RIVLXqcjNeT6C3E/rfVqPfvp3oDIVvP2qMTp9FSpqB0R/UZ976sxw+H827bSrww4AmRMXrsbJW83m3WqSmZxGTkE7v9pV5s0VZrkfqcLC1YvyHDRm34AgZhhwCiznzYi0/YhLT2X4k3OKY4MwsI6cux1E+wI0iLnaUD3AnzLkeRX5dgvb6ZaKGfolNjRpsX2C5u5lGraJV92bw45TH/OI9uZ62FmQi8zc8x41nSaQdB3ecA8xv/hP6DcBqxUKqVPTj658O5h58XMTFlkn9XyBLl4aiVjFiTlDusSqVShahfZNS/HU4jBdr+vHDsuO5Ab7RvAwzhjRDn5lDaKSOExdj8S5ij+3dp4AFtNYa6lb0wt3FlkFT9+Ze/l7zWlTp0gVrK9U997HVWqEY7j0Q7nn2qBMYAd6jRrIhrQg7FptbsNKoGNOjD7bL51Ohgh9j5x8mNEoHgKujDd8PeIHstHQ0Wg3Dpu4nNd184rEy/q50e7U8f+67Rrsmpfhu0dHcg/LbNApk+ufNSEvPJiIujQOnI29N7O9twUaroUKgO4G+zgyauie3p7deKEfdjz7M/XT7TuYWDAXx8jy1HvUXlQDPIZ+zXe3PH7+a/yBSq1WMeONtnA0ZFCvry8TFx7kcbt4lxtHOmh8GNkHJyMTaTsvgaXtzz6lUwtuJvh2rsm53CN1blWfcgiPkGM0H5Ter5ce0wS+iS88mJlHPrmM3KOXnct8WbLUaArydqV7Wk8+n7cvt6bV6/jQbMhg1oFJZrmxro9VgeownA3waSAuPzuPjDznoWo6Vv5hPDaFSwZCO7fDUJeNW0pfJK09yNsS8q6SdjRXff/oCPVuWRutgw9AZ+3N3yS9W1IEBXWrw287L9HWtyth5hzFkm5dYrl/JmymfNSU5zUBiSiZbD4VRMdDtgS14udvToIoPX0zfl7s6WfPq3rw2ciQqRUGtVlksBGNtpUbJkRbu9LS1IBOZB1Db22MsVY4q7go921dFAQxZRjIM2RT97HOOXYwhnUU8AAAgAElEQVS1WEEp4VZg7RsHMGPNGYsD7s9dS6BD01K0bhjAjNXBFr9Q1uy6Sp2K3nwxfR8ujlpG9qrPT+vO8EbzMlwMy/sjr4y/KzlGE42q+bJ6x2WG96yLk7016Zk5/L4vhPrtOpB97SrVS7tz6qr57LgqFfR4wY/0GeMfy2tmjD2PMXQvGHRg44wmoAkaz4r/+XFHzZpK83oNaVKrDgD9vhnJwO49mb9uNTp9GrZaLZ+83YMyxQOYuOBndPo0ImNj6NO5C6cvX+T4+bOoVSoaVa/FO+068uvvawF4t93r7DgcxJKNv6NCRbmAQAa/8z45RiM/LlpAyM1wVCo1b7ZsRcuGjS3GdD7kKjNXLiErOxsXRyc+6/Eevp5eDJo0AScHB0IjI/j6g48pXbzEf/7+C51Gg3WtOvhFZjHn1UqgQLbRRKo+C7chQ7kUnpQ7iQFITjOwfk8Ibzcvw8JNF3InMQBXbiSj02fR7oWS/LrxvMUvlI0HrtOslj9Dpu/Dwc6asR80YObqU/RsW4ngK3G5v5RKeDthb2tNgyo+bNgbwhc9auPqaENmlpHf94bQrHVrDCdP0rCiF0Hn884A3b2JP2mLpj+GF8zcgiksrwV1ifxpYfTsqbxUN6+FD8eNZED3nixYtxpdWho2d7Twv4V3tNDpVgsXzqK63cJr97awdFNeC4N63Gph8QKu3WrhjZataNngrhauXWXWiiVk5ZhbGNj9VgvfT8D5VgsjPviY0v7PQAuAXbMXcbyewZyhL6EARqNCcpoBt6FfcjMuLXcSA5CWkc2qbZd5v20FVu64mjuJAQiLTuVGbCodXyzFks0XcycxALuO3+TVBgEMn3UArbWGsR80YMbqU/R7vSpHzkXnrkJWrKgD3u4OaK00bD8SzqC3a1LExZasHBN/7ruGfbNmZOzbz0vVyrDjVN6W+q5NipO2cnHBv1hIC89yC46t25BzLZ3ZQ81/+JpMCvEpGbh9MZQEXWbuJAbMy34v3nyRTzpVYWNQWO4kBiAyXs+F0EQ6v1SWFX9dzp3EABw6F03bF0oyfuERjEYTYz5owOw1p/nkzersOxVBZpb5th5udpQp7obWWsNfh8Pp/2YNPN3syDaa2HIwFG3d2uj/2kLbOnX4/fDN3Md/o5E/aevWF/ArZSYtFEwLMpF5ALWdHTbubtil6xg4eQ8ZhhzKFXejX6eq/PrXFVydbO+5T3xKBvosE0mp937qm5xqoJSvCylplteZTAoOtlZ88kY1qpb2IDIujRplPfBwtWPywKacuhSNt6stZQI9CL4ST/FAR7q0LMe0laeISUyniIst/d+sjlqbQ9zXX9FvxkxuVC3DjUQDtUq6Yty0gcRDBb9SkzH2PMYrW8B0awJn0Jm/hv8c6sv1G7H98EGa1KrDzZhosrKzmbVyKf27msMMjYxg1Kyp/DrufwA4Ozgy/ptBxCTEM2/NKhaM/ZZMg4FJv8wlKztvFau4pERmrVzGnBFj8XB359v5czh0JphzIVdwdnRk/phvSUlN5eMJoylVPG+5x+ycHMbNncXIvp9QPrAke44dYfzPs5g1YgwAJf38GfPRgP/0PT9J1NbWWLs64Z2ZweCpe9FnZFPK14VP3qzOgi2XKeF9737MiSmZpBmMJOru30L5EvdfMtNGq+bDTlWpXsaDuKR0alf0xsHOmsmfvcipi9EUcbCmfBkvzl6Lp1xxd7q9UoFpK08SGa/H1cmGjztXQ+0AsWO/ofuMabSoWI7QuAxqBLpg2rWduO07C+Q1upMx9jymq5YtmK7mTwst6jdix10tzF65NPeXVFhkBKNmT+WXb/JaGDf2VgtrVzF/zK0WfrVsIT4pkdmrljF7xFg83Nz5bv4cDt/RwrzRt1r4djSl/S1bGD93Fl/3/YTyAbdamDuLWV+ZWwj09Wf0h89OCwDWLs6UKW7LFzP2o9NnUdzbiYFdajB340Uqlyp6z+0TdZmkZhpJSLn35z0p1YCvh+N9W9Co1fTtWIWqpT1ISs2kXmUfrDRqpgx6kZMXo3HWqqlU3oeLYUkEFnPm7ZblmL7qFOExqTg7aOn3elVUthri/jeJjtOm0OTN8lyNSadacWc0xw4Ss27DPc+Z36SFZ7sFKzdnapRzYtisAySnGihW1IHB3WoxZ8N56lfxuef2SamZpBlyiEvJuPc6nYEAH+f7tgDQq10lKgYWIS09m/pVfDAZTUz+zNyCnVqhWiVfrkWkUNrfhZK+Lsz6LZiQiBQc7Kzp074y2GlJnDufl8cHUrdLBS5F6ans54TthWCilizN99fmbtJCwbUgE5kHMOn1aGy0TF91KvekepfCk1i3+yq+Ho5ULV2UDXuucuepKl6pV4Kj56JpWa84F0ITcy+31WoIKOZMltHIC9V92X0i79OAEt5O2FhrqBDgzph5h1AUBU93ezYfDOXFql60UYWT7VeL98dto4y/K6X9XJi5OpiYW+cQSEjJZOqKk/zv/RoYdTpuvtMD+9KlqOzlRdLFizjWr4/HhO8wRUWgW7mS7Ni8T6jzkzF0b16guS9iDsbQvf850npVqzNt+WLSMzPYeeQQzerWY8mfG5i0MG/VnQyDgZQ08/l2KpQsBUBRVzdstNZ8+t031K9anT6d3kJrrc29z/lrV6lcugwe7u4ADOtlPkHc0o0b+Pzd3gC4ODnRsHpNgi9dxN7WDoCbMdE42dtTPrAkAE1r1+XHxQtISzf/n5QPLPWfvt8njSkrC7XWhh+W7c/dKhISkcKyLRepWNKdSiWLsmLbpdwT7gG80iCAo+djeKV+CU5cyvuZs7ZSUyHQnQxDNi/W9GPTrWXKwXwQtJ2NFRUD3PnfkmPoM7LxLuLAtsNh1CpbhDcc46F4Vd4ft808kXrDibnrzxAZbz7ZbHKqgSkrTjL1o3oY9XrC3+uFXclAKhTzIeHiJZxq18Tru29R4mJJXr6CrMi8Ywby9fUKu38LprB8aKFKdabfamHX0UM0q1OPJRs38P0v92/h9s/i7RYGTPyGelWr0+f1B7TgZm7hy9stbNrA4HfuaKHarRbs8lpwtLenfEBeC5OX5LVQ4RlrAUCltWHi4iAMtz4JDo9OZcHv52hY1Ycyxd2wtlKTfcd5W1rWK8HxCzG82qAEB07nndhYo1ZRs5wnujQDzWr58dvOq7nXuTvb4uZkQ5nibsz8zfyhVTEPR3YcDaesnws9fdPRlChPr/HbKOHtzEedqrJo0wXCY8z/7zp9FlNXnmTWwMaYDAZu9v0Q2xLFqejvR8rlKzhUroz3txMwJSWSsnwFhht5v5Pyk7TwbLeAjR3fztyDPsO81T0yXs+s34Jp3SiQ4t7m3YJvbzEBeLlucU5ejOOVeiXYfseJjdUqqF/ZmwRdBi/V9rdYmtnJ3hqfIg7Y2Wj4deN5rt5Mxt/LiV3Hb+BTxIGPK6iwLh7IB99up1hRR/p2rML6PSGERKQA5uPIZqw+xZwhL2JMTSXi0wHY+PlSMaAE+itXMZUtg9f4byA1Fd3KVWRcyzvJbH6SFgquBZnIPIBNQABRcWncdU49LoUlUbOcJ3tORvDVe/XYsC8Eo1GhU7PSpGZk8/OGs0z5rCn936zGX4fCcXHU0qN1RQ4GR1K7ohct65XAzdmW01fiCCjmwqsNSpBuyGHD3hBG9a7Hym2XCI1O5bXa3jT1UZM0eS2hjoGAebccfWZO7h9utyWlGshOzbss42oImeHh+M1fyP4EK/ZdSqKYuzfdF7YlZfgX6IOD8/8FM+ge7fJHYG1lRYOq1Qk6dZI9xw4z4dPBrNq6iZ9Hjcu9TVxiIs4O5lVRboeo0WiYMXw0py9d5PDZYPp/N5YfPx+eex8rjQaVKu9YiuRU81hNd51VVFEUjMa8N2OTYnlyOfNt8i630Wrvuf5pZuXuRpIuM3cSc9ul8CRa1C3O5qDrjOxdn/V7rpJpMNKuSUmsNWrm/X6WSf1fYHDXmmwMuo6DrTU9WlXg5OU4KgS40aBKMRzttBy/FIO/pxNtGgeSnpnD6h2XGdqjNmt3XuHKzRRaVPXk5UBbYkZPInnA14B5ImXINuX+srpNn5FNZnLeCWQzrl0nIyycEvN/5mimE7vOJ+Dp6k33+a+gGzuK1IMFsLXyMbRwMNjcwvj+g1n11yZ+GnlHC0l5Ldz+WdRoNEwfNprTly9y5Ewwn343lh+H5LWg0WiA+7Rw9xsgCkZTXgvKQ1rQPmMtgPkcMIY7/jgDuBiWxJstyrJ211VG9a7Put1XScvIpnWjQDzc7Ji4+Bjf9G3I8J51WL8nxHxCzFcrcOVGEsWKOFCllAc21lYcPheNT1EH2r1QkqTUTH7fd43+b1bn970hXAhNoknForQq50T0kG/J/vpbFAVCo3QYso33LFVryDKiT8r7mcsMCycz/Ab+s2dyRuPBtrMJuDp50+OneaR//x26nbvz/8WSFp7pFgyGnNxJzG0hESkUK+rA8q3mJZHX7wkhKdXAy3WLU8bfjQE/7mbEe3UZ1bs+a3ZeQa1W0fWV8kTEpeFgZ02AjzPvtqlI0OlIPFztaN+0FDGJ6fx1OIz321ViS9B1Tl9NoF4Zd9pVdiWy/6fY/G8KOUaF8JhU0jKzuRRu2UKOUSEpOhG1nR2mjAwMNyMw3IzA94fvueIeyKbgeJzsi9F92ixs5kwn+c8CWBxJWiiwFmT55ftQ29mh9fXBp6gDdx8zXD7AnbBoHVsOhrLir0sM6FSFQW9U4fiFWL6Zb/6jaODkPaRn5PD5G5XoVUGDacYkmjjqcLHVsGjzeZJ0mTSr5Y+djYb/LT6Gg60Vb5SxJn3SeNpe30l/jzhq7FjKjR7dybh0mbI+ecvKxqdk4OfpaDEmd2dbSE60uMytY0e2xWhYvDuM0CgdQediGL7iAu4jRhbIa4bNvbsX/e3lj+jlBo1YvW0zzo6OeBUpiq+nN9sOmU+Udez8WT6bdO9xQFfCQxk0aTxVy5aj3xtvU8LHlxsxefuJlwsoyflrISSmmM/1MGvlMg6cOkGN8hXZvN98EtGU1FQOnDpBtXIVcu/n7+WDTp/Gxevm1bR2Hz2MV5EiuW8SzxKVjRaH8uVwc7LBSmP5dnG7hV3HbzJ/w1n6d6zM4DcqE3IzmeGzzf83Q6bvIzpBz+edK9Onig3KzMnUV8fj4WjNmt1XiExIo1lNf5wdtHy36CiOtlZ0rWSP/odJtDi/hY894qizfzXX3+pCxuWrBHrnvcY3Y1Mp7edqMSYne2s0GWkWl7m1eoVD6Y4s2H6d65E6Dp+P5ctl5yk6YkTBvGgF3EKL+o1Y/ddmnB3yWth+q4XjD2uhTDn6vvE2JYr5ciPasoUL1/NamL1qGUG3WzhwVwtl81rw8/JBl5bGxdBbLRx7hluwtsalUX3sbTT3HGhc4VYLB89EMfO3U3zUoRJD3qhMfFI6n0/bB8DXPwVxITSRQZ0r07eGA5qfp1LdEIGfu5ath65zLTKFF2v6UdTVlu8WHcXNyYaulexJnzaZpic28LFHHA2Prie085tkXL1GsSL23P4cJjRKR4UAd4sx2Wo1aLMsd9NxbfoCZ608mbP1GiERKRy/GMeXS85S5IsvQF0Afw5IC89mC1ZWONevi42VCid7a4vryvi7EhGXxolLsfy4/AR92pbnizcqYcjKYcCPuwEYt/AIR85F89kbVfiothM2C2ZRMfka5TxtCToTyflrCTSp4UsxD0cmLT6Gh5sdXSo7YJgzk4ZBq/nYI44XT28itPObZF67jruDde4CL2FROsrf1YKVRo2zlQlTRt4ubU61axLmUZJpG69y9WYyJy+bW3Dt/ykqa8vvKV9ICwXWgmyRuYtzq1Y49R/IoStJ1NQb+OztmsxZdwZ9RjYVA93p0LQUX88JwtXRhrcbFSNxwjiMSYm8MHA4h8/bEp+ciZ+nI9W9rIl97x0yrprPas6K1QT8uZH321Zixupgdp+4ibuzLR91rmreJezNN+47npzkZNTHD9GzeRWW7wtn3a6rDHirBj8uP0FUvB5PNzuGtC9DyrivLe6nbdaCXQctdyNLTjWgU9ugdnDApLfcqvNfaQKaWB4jA6C2QhPQJF8ev3LpsugzMmh3azWN4b37MWXJL6zcsglrKw0jPvjYYusKQJniAVQsWZpeo4djo9VSuVQZ6lWuypUw86bjoq5ufNylG0OnTMJkMlGxVGlebdSETIOBqUt/pffo4RhNJrq1fo2yJQK4dvMGAFpra0Z88DHTly8i02DAycGRrz/4OF++zyeJc7OmuA8bzuGrSWhT0vmiRy1mrA5Gp8+ijL8rXVuWY8y8QzjZW/N2I1/iJ08h69JF6o8ezz53e2IS0/Ep4kAdX1sie/ch/ax5xTOWrSRw7W90f6U8s9acZv8p8xnN+3asQpYulbDXO1susXSLQhaGbX/R79XG/LorlPV7Qvjs7ZpMWXGSGzGpFHGxZXC7MiRNnmhxP9vmLdhx1vKEm/qMbGLSjGg9PcnK590t1SWaWO4LDaC2Ql0if1u4vfresF79mLL0F1ZufUgLpUrT+1YLlUqXoW7lqly+s4W3uvHlVHMLFUqW5pVbLUxbZm7BpJjo2vo1ypQI4FpEXgtff/AxM5YtIjPL3MKIPs9eC04N6lF09BiOXk9Bk5DKsJ51mbz8BMmpBgKLOfN+u0p8+8sRHGyteKuBH4lz55K5fz+1v5/C9qIOue/VDUs4EP1Jf9KOHjM/8JIV+C/6hU4vlePndWeY9/tZnB209GpXmcxkHRFdu2O6tTvG3dLW/MaAtm2Yu+0af+y7xrCedZm28iTXI3W4OtkwsE1pkubMtLiPTfMWbD9necLNzCwj12PTsQsoke+71UgLz14LDtWr4TXxO46F6lDiUhnesy7fLz1OQkomxb2c+LBTVX5cdgI7Gys61SuGbsVKUjesp9qMWfh7OeW+V79QyomYIV+g223+g5jFS/GdOZ3WDWuz4PdzzP/9HA521rzbugL6pBQSevchO/b2iTQtl9BPWbyYzzu8xawtIWwOCmVU7/ok6TK5ciMZZwctH7cqSdKChRb3sXvpJVZesNxyk51j4vwNHZ7ly5F2xnKZ5v9KWii4FlSKcp+/GJ4AJ5s0Jysi4rE+p7WXJ27zFjP419O5+zh/3KkKNct7YcoxotIlkxMRieJeBNJS0c37mdTduwFwrFsX548+QeXiijE6kpQpP5Jx6bLF4xdb8AtzzhtpWa8ERVxs0Wdm88e+a3zUxJsbr7V58MBUKty6dsWhYyewtsYUcgVc3FC5F0FJSiRlxlT0J05a3MVzwndMj3Ljyo1ki8tn9q5GdIe2KDl37at592sxezqeto/2SUFBrVr2rInN1JH9Yf/cr7W+vtTYu+OBtz/WqDmGm4+3BStXV3xWrmLwr6dz93Hu3a4SDar4YMwxokpLxRgWhlLUAyVdj27hQpI3bwXAsWYNXD/9FHWRIphiY0maMgX9Xb8UfGfNZGGEHU1q+OHlbk+GIYeNB67Tp0kxQlu+8rdjc3+zM05d3gatFuV6CIqDIyoPT5SUFJJnzrhndzGvEV+x0FiS01csJzNTelYh7q03MD5kUm83dzoej/ipWUGtTvOsiTPoyOiT14KNny+1DzxZLajt7Sm+fh2DF51Ff2s1ym6vluOlWv4Ys42oMvQYQ0JQPL0gMxPdksUkrf8dVCrsK1XEfeBA1F5emBISSJ4+jbTjlu/VPv+byDK9N3UreVOsqAOGbCNbDobSo4E3N9u0+dv3arcO7XDu3gNsbVHCQzFZa1F7+0BaKsk//YRu916L23sO+JRVrjU5dC7G4vKJ3SqR1vsdshMst+zfTVooOE9DCyqtNQF//MGQZRfQ6c0HhXdqVorWDQPNLRgyMF29gsnDC7KySF2xnMRVv5lbKFsGt0GfoSnmi5KSTPLMmfe+V389gjXaclQpVZQSPs5kZRvZdiScTtXdH/pe7drqFZzfew+VvQPKzRuYVCrUvn6g15OyYB4pW7db3L5or/fYXPIldpyMtLh8zJvlMQ3+CMONv39tpYWC86gtFPgWmbS0NLp06cKcOXPw8/Mr6Kf7T5zbvsaaYzEWB2rOXHOGz9um4/7DCNIvXMy9XOPkhMeo0TgPGYYCKKHXiPt8ENnx8fd5ZLO0X+bzWt8hfHvrBJgAbzcpTvrmh+yPqSgkLV1K0tJ/vrJG2pJf6TXuB75epsv9flpU98Z48thDJzH/lsazokT5jHB99WX+DI6zOFBz3u/nsM7U4z/3f+iOHs+9XOPggOfIr3H5bBBGk4Iq4gYxw4f/7cH0uoUL6PDlGMauOpV77E37er6k73r4qmKJq34z/3L8h3TLltFz2iyGhSXlHtvQsKIHmpBLD53E/FvSwrPDrVkTtp9Pyp3EACzdcglNZiaV1swiaVfeZEFtY4PniOEEfPQxOSYFdWw0sV+PJDMs/H4PDYBu0a90HP89Xy/P+wDt5RreZB87+tD36qT1v5snTf9Q8qpVdF3QmtMhCbmnCKhZpgiO8REkPWQS829JC88Ol4b1OXg1JXcSA7BmVwhKVjYNdywi/s/NuZerrK3xHPoFAX9tJduooEmMJ270KDKuhDzw8XXLlvL61FkMW3bukd+rkzdvzf0w7Z9IXreeTsu7cPRyfO73UzHADc+sFMIeMon5t6SFglGgE5ng4GBGjBhBaGhoQT5NvlFptRiM916elWNCddfBST6z5zA3OIPj+08BUK64K4N/nkt4505guvdAJwDd3n24FQ9gVu9uhMXqKVbEHtORIOLmzM737yX9/AWc581gxsf9CYtLx8PFFqsrF4gdMTbfn0s8e1TWWgw5926sNeQo97RQbMY0ll5XE/SzuYWSvi58OW8u19t3RMm+/4nGUo8ex23FQmb26UNorB5vNzsIPkH0pB/y/XvJuHYd6ymTmPb554QnZOLuZIM2PISoOw5qFOJBVFprDMZ7W8g03qeFH39gTaIju2614O/lxIif5hDWsZPF/vl30p89j8vcmczo35+wOD0ernZoLp0nanj+v1dnRUWTOm4sk0d8xY0kAy72WuxjbxI56PN8fy7x7FFbW5N5nxYM92nBZ8J4thh92HSrBZ8iDoyaMZObb75FTkrKPY8BkBHy+N6rcxKTSPxqGJPGjCFCl4ODrTWOybFE9P80359LFKwCncisWrWKUaNG8cUXXxTk0+SbtM2b6fBDWw6fi8rdRd/BzprK/k6E396/H7CvXImQLFuOX8lbsvJSeDJHIl0p16ghKfv2P/A5kpcsJmXVCuy9vYmLT3jg/s/5QbdpE7qtW7HzLUZyUjLG1NSH30kIIGXbdl7r0p3dJyNytx7aajXULe1K2LG8rTG2gQHE2BYh6Pyl3MuuRaSw64oLNV5uTuKmLQ98jqTVa0hetwGbYj7EJiZiTCuYrSMAuu070e3YhY2fL0m61Af+IhXibsm79tGy7ydsPnIjd+uhtZWaF8u7EzH8YO7ttN5e6LyLs2tX3tKxN2JS2XQ2icavtSHhb7Yipvy5kZTNW7D1LUZ8cjJGXcG9V6ceCCK1dVts/IqRkqonITn54XcSAkgJOkzTIUNZG3Qj96SsGrWKVyq5Ezt+T+7trFxcyC5XiU2L8nYpjkrQ89vxWF7t/Drx8xfe89i36bbvRLdzNza+xUhM0WHU/fdVvR4k7dgJ0tq8ho2fL6np6SQlJj38TuKJU6ATmfHjH88Z5fNLZmgo7lvWM+mdjmw8k4ijVk2bakVJGPUV3LH8rk0xH0ISsu65/9XEHCr7+j70eZSsbAzhN/J17A9kND6+5xLPjKzoGLKXL+aHnj34IzgBW2sVbat5kDhhPIoh72ffppgPF+Lv/aT5WmIWte84ieiDKDk5ZD6un09FKbDzZYhnV05yMvqfZvPjB/34IzgetUrFa9WLkjLlR4vdXbTeXty4TwvX4zNpWiLg4U9kND7mFh7v8RXi6WfU60n+4Qd+HDSYP07FYVKgbTUP0ufNIScpb0Js7VmUyIR7P6QNi8tA809aMJke63v14z7WSOQvWbXsLolz56LdtIl2LzVD0euJGrcNY5rlcq76M2ep94ETaw9Y3rdxoAP6pZYHcgrxtEpcsgzt9h20adEcJctA5Ljt92zJ0J+/QI1AFxbtsbxvo0BHMjcefYyjFaLgJK9bj37/fl5t2QLFZCJ64jZy7vr0NuNKCBWLO6NSWS6617CkE4alBXC+IiEKQcrWv9AfPcrLLVug0miI/2E72XGWxwZnhoVTupgTarXK4pwj9Uu5kLV5/eMesnjGyUTmPrIiIkhYvOTB10dF4xJ8hI9aV2PF/psYTSY61PPFO+460XetVCbE0ywrOoa4JcseeH1OUjLKru0Mav8Ci/feINOQQ5vaxSidHU/4MZnUi2dHdlw8cUtXPPB6o15P5vp1DO3YhoW7w0nLyObVmj5Us8sgbO+DdzcW4mmTk5hE/IrVD7xeycomdfEiRrzxNvN2hJGcZuClat409oTQrdse40jF80AmMv9S3DdjCXz1Fb7p/BYqKysyNiwner180iCeP7E//Ihn85OM6tYNlY0N6X+uJXzVmsIelhCPXcJPP+Ny4TwjevRA4+BO+paNhK9Yed/zIgnxLEtcsgznq1cZ1vM9NC4+pG/fRtiIZQW2aqp4fhXAqXyfHylbthLV+30ie75D0rp18svqMfr+1/lcunXW2H8i6NQJFm74+z+uH/UxRZ7kHbu4+X5vbnTrQcLyVRbHlImC9cOiR2/hl4e08KiPKfKk7N1PRJ++hHftRvyiJShZ91+5T+Q/aeHJojt0hIh+HxL+dlfi5y/EZDAU9pCeG89TC49li8zOnQ8/N4R4+h1PD2FT6gmSTHrc1A60dqpJLftSBfJcn7/b65Fu37B6TRpWr5mvjynEgxxPD2FzWl4LrRwLroXB7+R/C4/6mEI8iLQghJm0UDBk1zKRL46nh7AqJYhszLHxnvYAABAYSURBVJ/EJ5n0rEoJAvjPoY6aNZXm9RrSpFYdAPp9M5LIuBjGfjwQgJ9/W4nJZCLA15dPuvRg4oKfiIiNxcfDg/ikRMZ8NIBTly4SfOkCQ9//gK5fDuLl+g05eu4smQYDX/b6gLIlAhk0aQLvtOtItbLlmbtmFftPHkOj0dC2STM6tXiF4EsXWbB+NZlZWejT0/nwra40ql7rP31v4tlzPD2E1TrLFlbr8qeF0bOn8lLdvBY+HDeSiNi8FuauyWvh47d6MHHhT0TeaiEuKZExHw4g+LK5hS/e+4BuwwbRon5Djt1qYej7t1r4fgLvvGZuYd5ayxZeb57XgiEri7SMdD58U1oQ95IWhDCTFgqO7Fom8sWm1BO5gd6WjZFNqSf+82O/XL8RO48cAuBmTDRZ2dmU9i+Re/3NmGi+H/wlX77fl8V/rsfP24cFY7/lndc6cC3i/ks4Ojs6Muur0bzWtBnLNv1hcd3e40c5F3KZeaMnMGv4aLYe2EdiSjLrdm5j8Du9+Onrbxj8Ti8WrpfjQMS9Nqfdv4XNaf+9hRb1G7Hr6F0tFLdsYdKgLxn6Xl+WbFyPv5cP88d8S4+2Hbj+oBYcHJk5fDRtH9DC2auXmTtqAjOH5bWwfpe5hTnSgvgb0oIQZtJCwZGJjMgXSab7n8zwQZc/inpVq3P+2lXSMzPYeeQQLeo3tLje39sbR3t7AI6fP8fL9RsBUC6gJCV9/e77mHUqVQUgwNcPnd5yjMGXL9K0dj201tbY2dry86hxuLu4Mrx3X65H3mTxn+tZvW0zGZmZ//l7E8+eAm2hSl4Lu44eovndLXhZttDijhYCH9JCYDE/Uu9q4fTli7x4Rws/jTS3MKxXX0Ijb7Lkz/Ws/mszmQZpQdxLWhDCTFooODKREfnCTe3wSJc/CmsrKxpUrU7QqZPsOXaY5vUaWFxvY63N/bdGrUL5B4suaK2tAVDdfdIHwEqjQXXH19HxcWQYDAycOJ6L169RtkQg3Vq3Q5Z2EPfzOFo4GHyrhbqWLWi1eS2oH7EFVCqUu36qNRoNd8aQ28L/zC2UKRFItzbSgrg/aUEIM2mh4MhERuSL1k41sUZjcZk1Glo7/f3BY//Uyw0asXrbZpwdHfEqUvSBt6tZoRI7Dh8E4NrNG1yPjDBPVh5B1TLl2HfiGDk5OeZjaKZ+T1jkTW7GRvNe+9epW7kqB06dwGQy/afvSTybWjnev4VWjvnTQov6jVj912acHR7ews4jeS2ERvyLFspatjDsdgsx0fS81UKQtCAeQFoQwkxaKDhysL/IF7cPViuoVcsqly6LPiODdk1f+tvbdW/bgUm/zKX36K8o5uGJu7ML2ju22PwTjWvW5lLYdfqNG4nJpPB685aUDyzFq42a8P6o4VhpNNQoX4HMLAMZBgN2Njb/5VsTz5jbP/MFtTrN7RZee/EhLbQxt9BnzK0WXP5FCzVqcznU3IKiKHS81UKrxk3odauF6tKCeABpQQgzaaHgqJR/so2pEJxs0pysiIjCHsZzy3r2dDxtnQt7GI9s26ED+BT1oHLpssQkxDNo0gQWT/getfrJ2fgYm6kj+8P+uV9rfX2psXfHA29/rFFzDDelhcJiN3c6HjZPXwvbDx3A+44WBn8/gUXjn6wW4gw6MvrktWDj50vtA9LCk0paKDjSwtNFWig4j9qCbJERz5Ti3j5MWfILJpMJlUrNZz3ee6ICFeJx8ff2YerSXzCaTKhVagZ2lxbE80laEMLsWWxBJjLimVIuoCSzR4wt7GEIUejKBZRk1lfSghDSghBmz2ILT/c0TAghhBBCCPFckomMuD/l7gX3RH5QAEzyyj5VTNJCQZAWnkLSQoGQFp5C0kKB+DctyERG3JcSfoMMlYSaXxTAqAKd0YBy4WJhD0c8ApO0kK/ubMF4Xlp4mkgL+UtaeHpJC/lPATJUCqbwG490PzlGRtxXzqyfSP2oL2nF/eER1xgX96EokJ6OceduTFu3FfZoxCMwzPgJPumLvrg/qKWF/0xRUPTpZO/YjXGLtPA0kRbymbTw1JIWCoDJPIkxzPjpke4mExlxfzodOd9NKuxRCFH4UnQYxksLQkgLQtwiLTwxCnTXsj/++IPWrVvTsmVLli5dWpBPJYQQQgghhHiOFNgWmZiYGCZPnszatWvRarV06dKFevXqUbp06YJ6SiGEEEIIIcRzosAmMkFBQdSvXx9XV1cAXnnlFbZs2cInn3zyj+6v9fYqqKEJ8UR52M+6tCCeF9KCEGbSghBmD/tZL7CJTGxsLB4eHrlfe3p6cvr06X98/0qrlhXEsIR46lRdIy0IAdKCELdJC0KYFdgxMiaTCdUdq10pimLxtRBCCCGEEEL8WwU2kfH29iYuLi7367i4ODw9PQvq6YQQQgghhBDPkQKbyDRs2JCDBw+SmJhIRkYGf/31F02aNCmopxNCCCGEEEI8RwrsGBkvLy8+++wz3nnnHbKzs+ncuTNVq1YtqKcTQgghhBBCPEdUiqIohT0IIYQQQgghhHgUBXpCTCGEEEIIIYQoCDKREUIIIYQQQjx1ZCIjhBBCCCGEeOrIREYIIYQQQgjx1HkuJzITJ07kyy+/LOxhFLqdO3fy+uuv06pVK8aNG1fYwyl0GzZsoE2bNrRp04aJEycW9nAeC2nBTFqwJC08v6QFS9LC80tasPTEtqA8Z4KCgpR69eopQ4cOLeyhFKrw8HClcePGSlRUlJKVlaW8/fbbyu7duwt7WIUmPT1dqVOnjpKQkKBkZ2crnTt3Vg4cOFDYwypQ0oKZtGBJWnh+SQuWpIXnl7Rg6Ulu4bnaIpOcnMzkyZPp169fYQ+l0G3bto3WrVvj7e2NtbU1kydPplq1aoU9rEJjNBoxmUxkZGSQk5NDTk4ONjY2hT2sAiMt5JEWLEkLzy9pwZK08PySFiw9yS08VxOZkSNH8tlnn+Hs7FzYQyl0YWFhGI1G+vXrR/v27Vm2bBkuLi6FPaxC4+joyIABA2jVqhVNmzbF19eXmjVrFvawCoy0kEdasCQtPL+kBUvSwvNLWrD0JLfw3ExkVq9ejY+PDw0aNCjsoTwRjEYjBw8eZMKECaxcuZLTp0+zbt26wh5Wobl48SJr1qxh165d7Nu3D7Vazfz58wt7WAVCWrAkLViSFp5f0oIlaeH5JS1YepJbeG4mMps2beLAgQO0b9+eadOmsXPnTiZMmFDYwyo0RYsWpUGDBri7u2Nra0uLFi04ffp0YQ+r0Ozfv58GDRpQpEgRtFotr7/+OkeOHCnsYRUIacGStGBJWpAWpAUzaUFakBbMnuQWrAp7AI/LwoULc/+9du1ajhw5wvDhwwtxRIWrWbNmDB06FJ1Oh4ODA/v27aN58+aFPaxCU758eSZNmkR6ejp2dnbs3LmTKlWqFPawCoS0YElasCQtSAvSgpm0IC1IC2ZPcgvPzURGWKpWrRq9e/ema9euZGdn06hRIzp16lTYwyo0jRs35vz587z++utYW1tTpUoVPvjgg8IelngMpAVL0sLzS1qwJC08v6QFS09yCypFUZTCHoQQQgghhBBCPIrn5hgZIYQQQgghxLNDJjJCCCGEEEKIp45MZIQQQgghhBBPHZnICCGEEEIIIZ46MpERQgghhBBCPHVkIvMcOXz4MG3btn3o7cqVK0diYmK+P39qairvvPNOgT+PEA8jLQhhJi0IYSYtPJ1kIiMem5SUFM6cOVPYwxCi0EkLQphJC0KYSQv/jpwQ8wmh1+sZNmwYYWFhqNVqKlWqxNixY9m9ezezZ88mOzsbW1tbhg4dSo0aNZg+fTphYWFER0cTFxdH+fLlGT9+PI6OjuzatYuffvqJrKwsEhMT6dChAwMHDvxX41q9ejXLly/HZDLh6urK119/TalSpfjyyy9xdHTk0qVLREdHU65cOSZOnIiDgwN79uzh+++/R61WU6FCBYKCgli2bBnDhg0jMzOT9u3bs3btWgCmT59OcHAwycnJ9OrVi27duuXnyyqeQtKCtCDMpAVpQZhJC9LCAyniibBu3Trl/fffVxRFUXJycpSvvvpKuX79utK2bVslMTFRURRFuXz5stKoUSNFr9cr06ZNU5o0aaLExcUpRqNRGTRokPLdd98pJpNJ6d69u3L9+nVFURQlOjpaqVChgpKQkKAcOnRIadOmzUPHUrZsWSUhIUE5fPiw0rVrVyU9PV1RFEXZt2+f8uqrryqKoihDhw5V3nrrLcVgMChZWVlKhw4dlN9++01JTExU6tatq1y4cEFRFEVZu3atUrZsWeXGjRvKjRs3lOrVq1s8z/z58xVFUZRz584plStXVrKysvLnBRVPLWlBWhBm0oK0IMykBWnhQWSLzBOiVq1aTJ48mR49etCwYUPeffddDhw4QGxsLD179sy9nUqlIjw8HIBXX32VokWLAtC5c2cmTJjA0KFDmTNnDrt37+bPP/8kJCQERVHIyMh45DHt3r2bsLAwunTpknuZTqcjOTkZgBdeeAGtVgtA2bJlSUlJ4dixY5QqVYry5csD0LFjR8aNG/fA57i9P2qFChXIysoiLS0NNze3Rx6reHZIC9KCMJMWpAVhJi1ICw8iE5knhL+/P9u2bePw4cMcOnSI9957j759+9KgQQOmTJmSe7uoqCg8PT3Ztm0bGo0m93KTyYRarSY9PZ2OHTvSokULateuTadOndi+fTuKojzymEwmE+3bt2fIkCG5X8fGxuLi4gKAra1t7m1VKhWKoqDRaO55LrX6wYdiWVlZ5d4f+FfjFM8WaUFaEGbSgrQgzKQFaeFB5GD/J8Tt/SMbN27MkCFDaNy4MSkpKRw4cICQkBAA9uzZQ7t27cjMzARgx44dpKamYjKZWLVqFc2aNSMsLIy0tDQGDhzISy+9xOHDh8nKysJkMj3ymBo3bszGjRuJjY0FYPny5bz77rt/e5+aNWsSGhrKxYsXAdi6dSs6nQ6VSoWVlRVGo1FCFH9LWhDCTFoQwkxaEA8iW2SeEB06dODIkSO0bt0aOzs7fHx86NGjB6VKlWLQoEEoioKVlRWzZ8/GwcEBgKJFi9KnTx+SkpKoU6cO/fr1Q6vV8uKLL9KqVSu0Wi1ly5aldOnShIWF5W7i/KcaN25Mnz59eP/991GpVDg6OjJjxozcTwbux9XVlR9//JGhQ4eiVqupXLkyVlZW2NnZ4eLiQtWqVWnTpg1Lly79T6+XeHZJC0KYSQtCmEkL4kFUikz9nkrTp08nKSmJkSNHFvZQLKSlpTFr1iz69++PnZ0d586do2/fvuzbt+9v4xbi35IWhDCTFoQwkxaeH7JF5jk0b948/vjjj/te16tXL9q1a/evH9vR0RFra2s6d+6MlZUVVlZWTJkyRQIVTyRpQQgzaUEIM2nh6SJbZIQQQgghhBBPHTnYXwghhBBCCPHUkYmMEEIIIYQQ4qkjExkhhBBCCCHEU0cmMkIIIYQQQoinjkxkhBBCCCGEEE8dmcgIIYQQQgghnjr/B4c9C8vxI5GrAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 864x288 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Decision Tree Classifier\n",
"from sklearn.tree import DecisionTreeClassifier, plot_tree\n",
"\n",
"f, axes = plt.subplots(1, 4, figsize=(12, 4), sharex=True, sharey=True)\n",
"\n",
"for ax, max_depth in zip(axes.flat, (1, 3, 6, 8)):\n",
" clf = DecisionTreeClassifier(max_depth=max_depth)\n",
" title = \"max_depth={}\".format(max_depth)\n",
" draw_decision_boundary(clf, ax, title)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"code_folding": []
},
"outputs": [
{
"data": {
"text/plain": [
"(0.0, 7.88, -0.9, 3.4800000000000044)"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment