{ "cells": [ { "cell_type": "code", "execution_count": 2, "id": "30a86df7-6af9-441e-94d5-eb8f0d17c89e", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Import the packages\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import copy\n", "from numpy.linalg import inv\n", "from pandas_datareader.data import DataReader\n", "from pandas.plotting import register_matplotlib_converters\n", "register_matplotlib_converters()\n", "\n", "from scipy import signal\n", "import statsmodels.api as sm\n", "from statsmodels.tsa.api import VAR\n", "from scipy.optimize import root\n", "from statsmodels.tsa.vector_ar.vecm import coint_johansen\n", "from statsmodels.compat import lzip\n", "from statsmodels.tsa.stattools import adfuller" ] }, { "cell_type": "markdown", "id": "66233715-c95e-4f4b-9822-2bb31db503bc", "metadata": {}, "source": [ "You can use, for a VAR, the package 'statsmodel' to calculate IRFS. The next example gives you an hint on how to do it with simulated data." ] }, { "cell_type": "code", "execution_count": 17, "id": "2f2c90ef-18d3-4085-ace9-d370aa6e7579", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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QQgghhBAiGZIwCyGEEEIIIYQQyZCEWQghhBBCCCGESIYkzEIIIYQQQgghRDIkYRZCCCGEEEIIIZIhCbMQQgghhBBCCJEMSZiFEEIIIYQQQohkSMIshBBCCCGEEEIkQxJmIYQQQgghhBAiGZIwCyGEEEIIIYQQyZCEWQghhBBCCCGESIYkzEIIIYQQQgghRDIkYRZCCCGEEEIIIZIhCbMQQgghhBBCCJEMSZiFsGGjR4/GYDCYvu/Roweurq4cO3bsqX2//vprDAYDv//+OwD3799n8ODBNGrUiOzZs2MwGBg9erS1Qn+mV3lOYLvPSwghRPr0Kte1bdu20aNHD4oXL46Hhwd58uShVatWHD582GrxJ0eu1UI8JgmzEHZk6tSp5MyZk27duhEXF2fafuzYMUaNGkX37t1p2bIlAHfu3OH7778nJiaG1q1b6xTxi6XmOYH9PC8hhBDpU2qua7NnzyYkJIRPPvmEwMBApk2bxs2bN6latSrbtm3T6yk8Ra7VIj2ThFkIO+Lp6clPP/1EcHAwX375JQBxcXF06dIFHx8fpk6dato3f/783L17l507dxIQEKBTxC+WmucE9vO8hBBCpE+pua7NnDmTbdu20adPH+rUqUP79u3ZvHkz2bJl46uvvtLpGTxNrtUiPZOEWQgbsX79esqXL4+rqyt+fn5MnDgx2f0aNGhA7969+eqrrzh8+DCjR4/myJEj/PTTT3h5eZn2MxgMScqpzGXKlCmsXr06Rfua+zmB5Z6XEEII8SLmvq7lyJHjqcdmzJiRkiVLEhoa+tJxyrVaCDNSQgjdbdmyRTk6OqqaNWuqlStXqmXLlqnKlSurfPnyqeT+m0ZFRamCBQuqAgUKKEdHR9W7d+/nHv/WrVsKUKNGjXrlWN966y3l7OysVq1a9dz9LP2clDLv8xJCCCGexxrXNaWUunfvnvLy8lJt2rR56VjlWi2E+UjCLIQNeO2111Tu3LnVo0ePTNsiIyNV1qxZk71gKaXU4sWLFaBy5syp7t+//9zjm/NiFR8fn6ILsaWfk1JyERZCCGE91riuKaXU22+/rZycnNShQ4deOla5VgthPlKSLYTOHjx4wMGDB2nbti1ubm6m7ZkyZUqygMaTEhMT+fbbb3FwcODmzZscOXLELLHcvn3bVEb1rJuTkxOLFy8mLi6Ojh07cuPGDZt+TkIIIcSrstZ17fPPP+eXX35hypQp+Pv7J7uPXKuFsC4nvQMQIr27e/cuiYmJ5MyZ86mfJbcNYOLEiezbt49ff/2VUaNG0aNHD4KDg3F3d3+lWDJlysQPP/zwwv3++OMPVqxYQatWrciWLdtTP7el5ySEEEK8Kmtc18aMGcOXX37JuHHj+Oijj54Zi1yrhbAuSZiF0FmWLFkwGAxcv379qZ8lt+3kyZOMHDmSrl270qlTJ/Lnz0+NGjUYPnw4kydPfqVYXF1d6dWr13P3Wb9+PevWraN9+/YsWbIEJ6en/4zY0nMSQgghXpWlr2tjxoxh9OjRjB49mmHDhj03FrlWC2FleteECyFSPocoLi5OVapUSeXJk0fdvXvXtH3QoEHKwcFB7dmzJ9njm3P+UJ06dVT79u1VXFzcc/ez9HNSSuZFCSGEsB5LXde++OILBagRI0aYLVa5VgthPgallNIvXRdCAGzevJkmTZpQvXp1Bg4cSEJCAuPHj+f69euEhoZi/G86duxYRo4cyYYNG2jSpInp8dHR0ZQvXx6lVJLSqA0bNvDgwQPu379Pjx496NChAx07dgSgWbNmZMiQIdWx3r9/H3d392Q/rbbGc7LU8xJCCCGexxLXtUmTJjFo0CCaNGnCqFGjnjpn1apVXypWuVYLYUZ6ZepCiKTWrl2rypYtq1xcXFS+fPnU119/rUaNGmX6hDc4OFg5Ozurd999N9nH79u3Tzk4OKj+/fubtuXPn18Byd4uXrxol89JKf2flxBCiPTJ3Ne1OnXqPPN6Zq236XKtFuL5ZIRZCCGEEEIIIYRIhrSVEkIIIYQQQgghkiEJsxBCCCGEEEIIkQxJmIUQQgghhBBCiGRIwiyEEEIIIYQQQiRDEmYhhBBCCCGEECIZz2/OlkYlJiZy9epVMmXKhMFg0DscIYQQaYhSivv375M7d24cHORz6Zcl12ohhBCWkpprdbpMmK9evYqvr6/eYQghhEjDQkNDyZs3r95h2C25VgshhLC0lFyr02XCnClTJkB7gTw9PXWORgghRFoSGRmJr6+v6VojXo5cq4UQQlhKaq7V6TJhNpZ2eXp6ykVYCCGERUgZ8auRa7UQQghLS8m1WiZXCSGEEEIIIYQQyZCEWQghhBBCCCGESIYkzEIIIYQQQgghRDIkYRZCCCGEEEIIIZIhCbMQQgghhBBCCJEMSZiFEEIIIYQQQohkSMIshBBCCCGEEEIkQxJmIYQQQgghhBAiGZIwCyGEEEIIIYQQyZCEWQghhBBCCCGESIYkzEIIIYQQQgghRDIkYRZCCCGEEEIIIZJh0YR5165dtGzZkty5c2MwGFi9evULH7Nz5078/f1xc3OjYMGCzJkz56l9VqxYQcmSJXF1daVkyZKsWrXKAtELIYQQQgghhEjPLJowP3jwgHLlyjFjxowU7X/x4kWaNWtGrVq1CAoKYtiwYfTt25cVK1aY9tm3bx+dOnWiS5cuHDlyhC5dutCxY0f2799vqachhBBCCCGEECIdMiillFVOZDCwatUqWrdu/cx9PvvsM9auXcupU6dM23r37s2RI0fYt28fAJ06dSIyMpINGzaY9mnSpAlZsmRhyZIlyR43JiaGmJgY0/eRkZH4+voSERGBp6fnSz+nK1fgs8/g4UOQQW4hhBCgXWO8vLxe+RqT3snrKABOnTrF9OnTadCgAa1atcLJyUnvkIQQaUBqrjE2NYd53759NGrUKMm2xo0bc+jQIeLi4p67z969e5953ICAALy8vEw3X19fs8R7/344ixeXZPXq7EREPDTLMYUQQgghhCZz5syULVuWXr164efnx5dffsmNGzf0DksIkY7YVMJ8/fp1fHx8kmzz8fEhPj6e27dvP3ef69evP/O4Q4cOJSIiwnQLDQ01S7yFC3sBp4DbbNp02CzHFEIIIYQQmly5cgHg7OzMlStX+Pzzz/H19eXtt99m3759WKlQUgiRjtlUwgxa6faTjH8In9ye3D7/3fYkV1dXPD09k9zMwdnZEXAGYPfuILMcUwghhBBCPNanTx9CQ0NZuHAhVatWJS4ujsWLF1O9enXatWund3hCiDTOphLmnDlzPjVSfPPmTZycnMiWLdtz9/nvqLO1ODl5AHD8+HFdzi+EEEIIkRYtXryYKVOmcPHiRVxdXencuTP79u3j0KFDvPPOO7i6ulK1alXT/rGxsVy4cEHHiIUQaZFNJczVqlVj8+bNSbZt2rSJSpUq4ezs/Nx9qlevbrU4n+Tu7g3ApUvndTm/EEIIIURaNGPGDAYMGMC2bduSbPf392fu3LmEhYXRu3dv0/YVK1ZQuHBhmjdvzoYNG0hMTLR2yEKINMiiCXNUVBTBwcEEBwcDWtuo4OBgLl++DGhzi7t27Wrav3fv3ly6dIkBAwZw6tQp5s6dy08//cSgQYNM+3zyySds2rSJ8ePHc/r0acaPH8+WLVvo16+fJZ/KM2XJkhuAO3eu6HJ+IYQQQoi0JiIiggMHDgDQsGHDZPfJli1bkml2wcHBKKUIDAykWbNmFC1alEmTJhEeHm6VmIUQaZNFE+ZDhw5RoUIFKlSoAMCAAQOoUKECI0eOBODatWum5BnAz8+PwMBAduzYQfny5Rk7dizTp09PMj+levXq/Prrr/z888+ULVuWefPmsXTpUl577TVLPpVnypPHD4AHD27qcn4hhBBCiLRmx44dJCQkUKRIEfLly5eix4wfP56zZ8/Sv39/vLy8OH/+PIMGDSJv3rz06tXL1HFFCCFSw6LN7OrWrfvc1QvnzZv31LY6derw999/P/e47du3p3379q8anlmULFmCffsgISHmhYuPCSGEEEKIF9uyZQvw7NHlZylSpAiTJ09m7NixLF68mBkzZnD06FHOnTtnmt4HkJiYiIODTc1MFELYKPlL8Yp69/4ACCVTpoeSLAshhBBCmIFxvZoGDRq81OM9PDx49913CQ4OZvfu3QQEBJh+dvPmTQoWLMjIkSMJCwszS7xCiLRLEuZXVKJEJiAvkZEQEaF3NEIIIYQQ9i00NJQzZ87g4OBAvXr1XulYBoOBmjVrJlkcdtGiRVy6dImxY8eSP39+OnTowI4dO6SnsxAiWZIwvyIPD/i34xVPTMcWQgghhBAv4dixY7i4uFClShUyZ85s9uN//PHH/Pbbb9SuXZuEhASWL19OvXr1KFOmDLNnz+bhw4dmP6cQwn5JwmwGsbGNgeyMH/+F3qEIIYQQQti1Zs2acffuXRYtWmSR4zs7O9OhQwd27tzJ0aNHef/998mQIQMnTpygX79+PHjwwCLnFULYJ0mYzSA6+jBwm8OH9+gdihBCCCGE3cuQIQOFChWy+HnKlCnDnDlzCAsLY+rUqXz66adkz57d9PNBgwaxevVq4uPjLR6LEMI2GVQ6nLARGRmJl5cXERERSfr3vaxs2UoRHn6SLFmKEB5+1gwRCiGEsFfmvsakV/I6pk+21HHk6NGjlCtXDgBfX1/69OlDr169kiTUQgj7lJprjIwwm4G3ty8A9+9f0zkSIYQQQgj7NXnyZMqXL8/PP/+sdyhkz56dzz77jGzZshEaGsqwYcPImzcvXbt2Zf/+/bJImBDphCTMZlCwYBEA4uOjiIqK0jkaIYQQwvxmzZqFn58fbm5u+Pv7s3v37mfuu2fPHmrUqEG2bNlwd3enePHiTJkyxYrRCnu1adMmjhw5QoQNtB7JlSsXX3/9NVeuXGHevHlUrlyZ2NhYFi5cSNWqVRk/frzeIQohrEASZjMoWrSg6f6FCxd0jEQIIYQwv6VLl9KvXz+GDx9OUFAQtWrVomnTplx+RnsIDw8PPvroI3bt2sWpU6cYMWIEI0aM4Pvvv7dy5MKeREdHmz6Iadiwoc7RPObm5ka3bt04cOAA+/fv58033+R///sf7733nt6hCSGsQOYwm2Fe1Jw5v9GnTycAli1bSfv2bV75mEIIIexTWpx7+9prr1GxYkVmz55t2laiRAlat25NQEBAio7Rtm1bPDw8WLhwYYr2T4uvo3i+bdu2Ub9+fXLlykVYWJjNzGUWQqQ9MofZykqWzP3vPUdCQ+/rGosQQghhTrGxsRw+fJhGjRol2d6oUSP27t2bomMEBQWxd+9e6tSp88x9YmJiiIyMTHIT6cvmzZsBaNCggd0ky0opjhw5oncYQggLkoTZDKpVe418+e4A8VSp0lXvcIQQQgizuX37NgkJCfj4+CTZ7uPjw/Xr15/72Lx58+Lq6kqlSpX48MMP6dWr1zP3DQgIwMvLy3Tz9fU1S/zCfmzZsgWwrXLs54mJiaF169ZUrFiRgwcP6h2OEMJCJGE2A2dnZ/z8sgLwjOlcQgghhF3774hfStr/7N69m0OHDjFnzhymTp3KkiVLnrnv0KFDiYiIMN1CQ0PNErewD3fu3OHw4cMA1K9fX+doUsbV1RUPDw8SExPp0aMHMTExeockhLAAJ70DSCvy5dO+SsIshBAiLfH29sbR0fGp0eSbN28+Ner8X35+fgCUKVOGGzduMHr0aP73v/8lu6+rqyuurq7mCVrYnQcPHtC5c2euXr1K7ty5X/wAGzF9+nS2bNnC8ePHGTduHF988YXeIQkhzExGmM3k/PlhQA6++qog8fHxeocjhBBCmIWLiwv+/v6m+aVGmzdvpnr16ik+jlJKRuDEM+XLl48FCxaYyrLthbe3NzNnzgS0aQXBwcH6BiSEMDtJmM3k7t3DwC0iIy9y5coVvcMRQgghzGbAgAH8+OOPzJ07l1OnTtG/f38uX75M7969Aa2cumvXx2t4zJw5k99//51z585x7tw5fv75ZyZOnEjnzp31egpCWEyHDh1o164d8fHxvPPOO8TFxekdkhDCjKQk20zy5s3DqVPa/fPnz1OgQAFd4xFCCCHMpVOnTty5c4cvvviCa9euUbp0aQIDA8mfPz8A165dS9KTOTExkaFDh3Lx4kWcnJwoVKgQX3/9Ne+//75eT0HYsNu3b3PlyhXKli2Lg4N9juXMnDmT7du3ExwczPjx4xkxYoTeIQkhzMQ+/yrZoIIF85junz9/XsdIhBBCCPP74IMPCAkJISYmhsOHD1O7dm3Tz+bNm8eOHTtM33/88cccP36cBw8eEBERwd9//02fPn3sNhkSlrV8+XIqVKhA69at9Q7lpfn4+DB9+nT8/PyoWbOm3uEIIcxIRpjNpFixxwtUnDp1QcdIhBBCCCHsh3F+fOXKlXWO5NW89dZbtG3bFnd3d71DEUKYkXzUayYFCz5OmE+elBFmIYQQQogXSUhIYNu2bYD99F9+FoPBkCRZfvDggY7RCCHMRRJmM8mTR0qyhRBCCCFS4/Dhw9y7dw8vLy8qVaqkdzhmkZiYyIwZM8ifPz+nT5/WOxwhxCuShNlMHvcMNODg4KVrLEIIIYQQ9sBYjl2vXj2cnNLGTEGDwUBgYCB37tyhR48eJCQk6B2SEOIVSMJsJjlz5uTdd+8DCXTosF3vcIQQQgghbJ6x77K9l2M/yWAw8N1335EpUyb27dvH9OnT9Q5JCPEKJGE2EwcHBwoXzggYeKKzhhBCCCGESMaDBw/4888/gbSVMAP4+voyceJEAIYPH84///yjc0RCiJclCbMZ5cunfZWEWQghhBDi+VxcXNiwYQNffvklhQsX1jscs3v33XepX78+jx49omfPniQmJuodkhDiJUjCbEYHD84ESvDnn3mZMGGC3uEIIYQQQtgsZ2dn6tevz/DhwzEYDHqHY3YGg4Eff/wRDw8Pdu3axezZs/UOSQjxEiRhNqNbt04Ap0lICOPkyVN6hyOEEEIIIXRUoEABxo8fj6OjIxEREXqHI4R4CZIwm1Hhwo97MZ86Ja2lhBBCCCGSc+PGDfr378+GDRv0DsXi+vTpw7Fjxxg2bJjeoQghXoIkzGbk6/u4F/OFC5IwCyGEEEIkZ8uWLUydOpXhw4frHYrFOTg4UKJECb3DEEK8JEmYzehxL2a4dSuMR48e6RiNEEIIIWyRUop27dpRv359YmNj9Q5HF8b+y2ltdewXOXbsGK+//jqXZYVYIeyGJMxmlCePcYRZW7giJCREt1iEEEIIYZtOnDjBypUr2bZtG+vXr9c7HKtTSqXJ/ssp0bdvX7Zv387777+PUkrvcIQQKSAJsxk9HmHW/gCePy9l2UIIIYRI6sl5uwsXLtQxEn2cPn2asLAwXF1dqVGjht7hWNXs2bNxdXXljz/+YP78+XqHI4RIAUmYzShLliw4O7sBzmTKVCpNtkgQQgghxKtxdXU13V+3bh137tzRMRrrM5Zj16pVC3d3d52jsa7ixYszZswYAPr378/Vq1d1jkgI8SKSMJuRwWBg6dJwIJZChY7TvHlzvUMSQgghhI3p27cviYmJlC5dmri4OH799Ve9Q7Kq9FqObTRw4EAqV67MvXv36N27t5RmC2HjJGE2syJFtE9KZS0HIYQQQjyLwWCgd+/etGzZkpIlS+odjtUopUxT1ho0aKBzNPpwcnJi7ty5ODs78/vvv7NkyRK9QxJCPIckzGaWL5/2NTwc7t+XTwyFEEII8diFCxeIj48H4MMPP2Tt2rXUq1dP56isx2AwcPz4cU6dOkX58uX1Dkc3pUuXZuTIkQCSMAth4yRhNrMNG5bi6Pg6kAtfX28SExP1DkkIIYQQNkApRd26dcmePTvBwcF6h6Mbg8FA8eLFcXBI329DP/vsM+bOncvq1av1DkUI8Rzp+y+VBYSGhpKQsB24QUREONeuXdM7JCGEEELYgBMnThAaGkp0dDTFihUzbb948SITJkxIFx+yy3zdx5ydnXnnnXdwdHTUOxQhxHNIwmxmj3sxaytgSmspIYQQQsDjdlJ169Y1rQ4dFxeHv78/gwcPZseOHTpGZ3kRERHkypWLjh07Eh0drXc4NuXRo0d8/vnn3Lp1S+9QhBD/IQmzmT3uxay9tJIwCyGEEAIeJ8xNmzY1bXN2dqZjx44Aab4v786dO7lx4wZBQUG4ubnpHY5Nefvtt/nyyy/55JNP9A5FCPEfkjCb2eMR5lhAEmYhhBBCwP3799mzZw+QNGEG6Nq1KwArVqwgKirK6rFZi7H/cnptJ/U8w4YNw9HRkSVLlrBmzRq9wxFCPMHiCfOsWbPw8/PDzc0Nf39/du/e/cx9u3fvjsFgeOpWqlQp0z7z5s1Ldh9bKe15PMKsrYB54cIF/YIRQgghhE3YunUrcXFxFCpUiCJFiiT5WbVq1ShcuDAPHjxg1apVOkVoeZIwP1ulSpX49NNPAejduzfh4eE6RySEMLJowrx06VL69evH8OHDCQoKolatWjRt2pTLz2hSPG3aNK5du2a6hYaGkjVrVjp06JBkP09PzyT7Xbt2zWZKezJkyEDGjJlN38sIsxBCCCGM5djNmjV76mcGg8E0ypxWy7JDQ0M5c+YMDg4O6aqNVmqMGjWK4sWLc/36dQYMGKB3OEKIf1k0YZ48eTI9e/akV69elChRgqlTp+Lr68vs2bOT3d/Ly4ucOXOabocOHeLu3bu88847SfYzGAxJ9suZM+dz44iJiSEyMjLJzZJy5coNeAKFKVmy1It2F0IIIUQa17t3b0aOHMmbb76Z7M+7dOkCwLZt2wgNDbVmaFZhHF2uXLkymTNn1jcYG+Xm5sbcuXMxGAzMnz/f9CGLEEJfFkuYY2NjOXz4MI0aNUqyvVGjRuzduzdFx/jpp59o0KAB+fPnT7I9KiqK/PnzkzdvXlq0aEFQUNBzjxMQEICXl5fp5uvrm7onk0pHjgTj4BABnOOrr+Za9FxCCCGEsH0VKlRgzJgxVK9ePdmfFyhQgDp16uDh4cGRI0esHJ3lbdmyBZBy7BepVq0a/fv3B2DQoEHpotWYELbOYgnz7du3SUhIwMfHJ8l2Hx8frl+//sLHX7t2jQ0bNtCrV68k24sXL868efNYu3YtS5Yswc3NjRo1anDu3LlnHmvo0KFERESYbpb+5Nbd3Rnj2l/PqD4XQgghhEjip59+4vr167Ro0ULvUMzO39+f11577amBFPG0sWPH8t577/HHH3/g4CDr8wqhNydLn8BgMCT5Xin11LbkzJs3j8yZM9O6desk26tWrUrVqlVN39eoUYOKFSvy7bffMn369GSP5erqiqura+qDfwX58kFoKFy6pKhYMR5nZ2ernl8IIYQQtmHixIkULFiQxo0b4+Hh8cz9ChUqZMWorGvgwIEMHDhQ7zDsQoYMGfjuu+/0DkMI8S+LfWzl7e2No6PjU6PJN2/efGrU+b+UUsydO5cuXbrg4uLy3H0dHByoXLnyc0eYrW3btm2cP98EqEznzhmZPHmy3iEJIYQQQgeRkZEMGzaMdu3ace3atRQ9RilFWFiYhSMT9mLLli3cv39f7zCESLcsljC7uLjg7+9vWuTBaPPmzc+cv2O0c+dO/vnnH3r27PnC8yilCA4OJleuXK8UrzlFRERw/fpG4BpxcQ+ltZQQQgiRThnbSRUuXJjChQu/cP9Lly5RpkwZypYtS2xsrBUitLx9+/ZZfMHVtGrkyJE0bNiQIUOG6B2KEOmWRSdGDBgwgB9//JG5c+dy6tQp+vfvz+XLl+nduzegzS02tlF40k8//cRrr71G6dKln/rZmDFj2LhxIxcuXCA4OJiePXsSHBxsOqYteNyL+REgraWEEEKI9Mq40nHTpk1TtH/evHkJDw8nPDycwMBAS4ZmFdHR0bz++utkzZpVBhBeQt26dQGYNWsWO3bs0DUWIdIriybMnTp1YurUqXzxxReUL1+eXbt2ERgYaFr1+tq1a0/1ZI6IiGDFihXPHF2+d+8e7733HiVKlKBRo0aEhYWxa9cuqlSpYsmnkip5jCt+EQFIwiyEEEKkR0qpVCfMjo6OdO7cGUgbPZn37t1LdHQ0OXLkwM/PT+9w7M7rr7/O+++/D0DPnj158OCBzhEJkf4YlFJK7yCsLTIyEi8vLyIiIvD09DT78ePi4nB1dcX40jo4OPDo0aMXzscWQghh/yx9jUkv0sLrePz4ccqUKYObmxvh4eG4u7un6nHOzs5cvXoVb29vC0dqOUOHDuXrr7+mS5cuLFiwQO9w7FJkZCSlS5cmNDSUTz75hKlTp+odkhB2LzXXGFmr3gKcnZ3JkcO4sJkbiYmJT42kCyGEECJtM44u161bN8XJMkDp0qWpUKECcXFxLF261FLhWYVxLRvpv/zyPD09+eGHHwCYPn06f/75p84RCZG+SMJsIXnyGOcx5wCkLFsIIYRIb44fPw5As2bNUv3Ybt26Adj1qOydO3f4+++/Aahfv77O0di3xo0b884776CUokePHmlmQTgh7IEkzBaSJ08eHByyAKWoVq0VGTNm1DskIYQQQljR/PnzOX/+PG+99VaqH/u///0PJycnDhw4wOnTpy0QneVt27YNpRSlSpV6YkFU8bImT55MhQoVGDdunEzzE8KKnPQOIK1atWoVLVo48scf0LMn1Kihd0RCCCGEsLaCBQu+1ONy5MhBQEAApUuXTlE7Klu0ZcsWQMqxzSVz5swcPnwYg8GgdyhCpCuSMFuIo6Mj+fJp92X6shBCCJG+KKVeObEZNGiQmaLRx2effUb58uWpXLmy3qGkGU/+Tt26dQtPT09cXV11jEiItE9Ksi3ImDBfuqS4e/euvsEIIYQQr2DWrFn4+fnh5uaGv78/u3fvfua+K1eupGHDhmTPnh1PT0+qVavGxo0brRitvoxlyK1ateLKlSt6h6ObggUL0qdPHypVqqR3KGnO6tWrKVmyJF988YXeoQiR5knCbCHHjx/n118bA01ZtMgTX19f0mEHLyGEEGnA0qVL6devH8OHDycoKIhatWrRtGnTZ3aA2LVrFw0bNiQwMJDDhw9Tr149WrZsSVBQkJUj18eJEyc4deoUmzZtIlu2bK90rEuXLvHZZ58xePBgM0Un0oKEhARu377N+PHjTQurCSEsQ/owW6i349GjRylXrhyQDQgHFNevX8fHx+cFjxRCCGHP0kL/4P967bXXqFixIrNnzzZtK1GiBK1btyYgICBFxyhVqhSdOnVi5MiRyf48JiaGmJgY0/eRkZH4+vra5es4YcIEBg8eTNOmTQkMDHylY+3bt4/q1avj4eHB9evX7WYR0UmTJuHh4UHbtm3JkSOH3uGkSR07dmTZsmWULVuWgwcPykJgQqSC9GG2AXny5Pn33h0gLwAXLlzQLR4hhBDiZcTGxnL48GEaNWqUZHujRo3Yu3dvio6RmJjI/fv3yZo16zP3CQgIwMvLy3Tz9fV9pbj1ZOy/3LRp01c+VtWqVSlSpAgPHjxg5cqVr3w8a0hISGDcuHH06dNH3vtY0IwZM/D29ubo0aMp/uBKCJF6kjBbSNasWZ/4pE9LnqUXsxBCCHtz+/ZtEhISnqqQ8vHx4fr16yk6xqRJk3jw4AEdO3Z85j5Dhw4lIiLCdAsNDX2luPUSGRnJnj17APMkzAaDga5duwL205P577//5u7du3h5ecn8ZQvKkSMH3377LQBffvklR48e1TkiIdImSZgtxGAwPNFz0BuQhFkIIYT9+u+KzyldBXrJkiWMHj2apUuXPrc019XVFU9PzyQ3e7R161bi4uIoXLiw2dpBde7cGdD6GtvDBwmbN28GoF69ejg5SUMWS+rUqROtW7cmPj6eHj16EB8fr3dIQqQ5kjBb0OOybO2iL2VJQggh7I23tzeOjo5PjSbfvHnzhetyLF26lJ49e/Lbb7/RoEEDS4ZpM8xZjm1UoEAB6tSpg1KKX375xWzHtRTpv2w9BoOB2bNnkzVrVipVqkRsbKzeIQmR5kjCbEGPR5idARlhFkIIYX9cXFzw9/c3jRoabd68merVqz/zcUuWLKF79+4sXryY5s2bWzpMm1GpUiVq1apFixYtzHpcY1n2/PnzbbrrxsOHD/nzzz8B0s2HJHrLmTMnZ86cYc6cOWTIkAEgxdMlhBAvJgmzBeXJkwc3t6xAdgoWbPnUgilCCCGEPRgwYAA//vgjc+fO5dSpU/Tv35/Lly/Tu3dvQJt/bEzoQEuWu3btyqRJk6hatSrXr1/n+vXrRERE6PUUrOa9995j165dZr/mt2/fHl9fXxo0aEB0dLRZj21Ou3btIjY2lnz58lGkSBG9w0k3vL29TfejoqKoUKECzZo149SpUzpGJUTaIBNLLGjSpEkULDiFvn2hQgV4RicNIYQQwqZ16tSJO3fu8MUXX3Dt2jVKly5NYGAg+fPnB+DatWtJejJ/9913xMfH8+GHH/Lhhx+atnfr1o158+ZZO/w0wdPTk5CQEBwcbHus4+zZszg6OtKwYcMUzXEX5rdnzx7u3LnDhg0b2LRpEx9++CGjRo167ir1Qohnkz7MFl5UZM0aaN0aKleGAwcseiohhBA2IC32YdaDPb6OW7ZsoXz58klG+9KjiIgIoqKinljLRVjbuXPnGDRoEGvXrgW07i1jxoyhd+/eshCbEEgfZpuSL5/29dIlxe3bt7l3756u8QghhBDC/O7fv0+zZs3IkSOHRVeyTkxMZNeuXRw+fNhi53hVXl5ekizrrEiRIqxZs4bNmzdTunRpwsPD+fjjjylXrhxRUVF6hyeEXZGE2YJu3rzJwIGNgde4ebMb2bNnZ+7cuXqHJYQQQggzM7aTKlSoEL6+vhY7z7hx46hTpw7jxo2z2DleVjosWrR5DRo0ICgoiNmzZ+Pt7U3ZsmXJmDGj3mEJYVckYbagDBkysH37JuAAkB2Q1lJCCCFEWhQYGAiYt51Uctq0aQPAunXruHPnjkXPlVrvvfceVatWZePGjXqHIp7g5ORE7969OXfuHNOmTTNtv3TpEgMGDODu3bs6RieE7ZOE2YIyZsz4RE18FkBaSwkhhBBpjVLKIv2Xk1O6dGkqVqxIXFwcv/76q0XPlRrG12D//v02vzBZepU5c2Zy5Mhh+n7w4MFMmTKFwoULM3PmTOLj43WMTgjbJX/RLOxxL2Z3QEaYhRBCiLTmxIkTXLlyBTc3N+rWrWvx8z3Zk9lWnDlzhrCwMFxdXalZs6be4YgU6NWrF6VKlSI8PJyPPvqIcuXKsWnTJr3DEsLmSMJsYY8XvXAE4OLFiyQkJOgXkBBCCCHMyji6XLduXdzd3S1+vv/97384OTlx8OBBm+mzu3nzZgBq1qxplddAvLqGDRsSHBzMzJkzyZYtGydPnqRx48a0bNmSs2fP6h2eEDZDEmYLezzC/AgHB2fi4uK4cuWKrjEJIYQQwnyMCXOzZs2scr4cOXKYSr8XLlxolXO+iDFhbtiwoc6RiNRwcnLigw8+4Ny5c3zyySc4OTmxbt06m/m9EsIWSMJsYY8T5uu4ufkBUpYthBBCpCWLFi1i7ty5tG7d2mrnNJZl//nnn1Y757PExcWxY8cOQBJme5UlSxamTp3KsWPH6Nq1K5999pnpZ1evXpX5zSJdk87lFpYnTx48PbMSGemIu/v/6NXrbpIFF4QQQghh33Lnzs0777xj1XO2aNGCXbt22cR84f3793P//n2yZctG+fLl9Q5HvILixYsnmRufmJhIq1atiI6OZsqUKTRo0EDH6ITQhyTMFvbRRx/RrNnHFC4MDx/C1KlgMOgdlRBCCCHsmZubG7Vq1dI7DECLpX379mTLlk1WyE5j/vnnHy5cuEB4eDgNGzbkjTfeYOLEiRQpUkTv0ISwGvmrZmEGg4G8ebX7jx6BjbVMFEIIIcRLUkrx1ltvMWXKFKKionSLIyYmhpiYGN3OX6lSJZYtW8acOXN0i0FYRtGiRTl37hx9+/bF0dGRtWvXUqpUKQYNGkRERITe4QlhFZIwW4GrK+TMCaA4diycEydO6B2SEEIIIV7R8ePHWbJkCcOGDcPR0VGXGAICAsidOzdLly7V5fwi7cuaNSvTpk3j2LFjNG3alLi4OCZNmkSRIkU4d+6c3uEJYXGSMFuYUoomTZoQEVEa+JPXX89mE/ONhBBCCPFqjKtj16tXT7dWSvHx8YSHh+vWk/nChQucOXMGpZQu5xfWU6JECQIDAwkMDKR48eLkz5+fQoUK6R2WEBYnCbOFGQwGgoKCePToBMYp4/fu3SM8PFzfwARKKUJCQuQiL4QQ4qUYE2Zjiyc9dOnSBYDt27dz+fJlq59/ypQpFC9enKFDh1r93EIfTZs25ejRo6xatco0Zz0qKoqePXvyzz//6BydEOYnCbMVPG4tFY6HRy5AWkvZgu+++w4/Pz/Gjx+vdyhCCCHsTGRkJHv27AH0TZgLFChAnTp1UErxyy+/WP38xv7Lr732mtXPLfTj7OxMXuMiPcA333zD3LlzKVmyJIMHD5b5zSJNkYTZCvLkyfPvvau4uRUE4Pz58/oFJABYsmQJAJkyZdI5EiGEEPZm69atxMfHU7hwYQoXLqxrLMaezAsWLLBq1VRoaChnzpzBwcGBevXqWe28wvb873//o0mTJsTFxTFhwgSKFCnC999/T0JCgt6hCfHKJGG2gscjzGEYDNpcD0mY9aWU4uTJkwD4+/vrHI0QQgh7Ywvl2Ebt27fH3d2d06dPc/DgQaudd8uWLQBUrlyZzJkzW+28wvaUKFGCDRs2mOY337p1i/fff5+KFSuydetWvcMT4pVIwmwFT44wR0drI8xSkq2vkJAQbt++jbOzM+XLl0cpxVdffSV/1IUQQqRIXFwcrq6uNGvWTO9Q8PT0pE2bNoA2ymwtxoS5YcOGVjunsG3G+c3Tpk0jc+bMHD16lIULF+odlhCvRBJmK3hyhDkqSkaYbcH+/fsBKF++PG5ubsydO5fhw4fTtm1bjh07pnN0QgghbN3PP//MnTt3qF+/vt6hAPD+++8zZMgQPvzwQ6ucLzEx0ZQwN2jQwCrnFPbB2dmZvn378s8//9C3b1+GDRtm+tnZs2f5/fffZcFVYVckYbaCPHny4O3tjYODB1CRLl0+Ms03EvowJszGRUo6d+5M7dq1iYyMpFmzZoSFhekZnhBCCDvg4eGBs7Oz3mEAULt2bQICAihRooRVznfs2DFu3ryJh4cH1apVs8o5hX3Jli0b06ZNo2jRoqZtY8aM4Y033qBixYqsWLGCxMREHSMUImUkYbaCZs2acevWLQoXXgqUpEePb3nnnXf0Ditd+2/C7OrqyurVqylRogRXrlyhefPmREZG6hmiEEIIGyWtIaFIkSKsW7eOSZMm4eLionc4wg4opShQoAAZM2YkODiY9u3bU6ZMGRYvXiyLgwmbJgmzFeXLp33VoU2i+I9KlSpRpkyZJG0wsmTJQmBgID4+Phw5coT27dsTFxenY5RCCCFsTWRkJDlz5qR8+fI21zpHKcWGDRt46623uH37tkXPlSFDBpo3b877779v0fOItMNgMDBu3DhCQkL4/PPP8fLy4uTJk7z99tuUKFGCZcuW6R2iEMmShNmKjAnzmTP3OHToENeuXdM3oHRs+vTpHD16lCJFiiTZXqBAAdavX0+GDBnYvHkz77//vsyzEUIIYbJ161bi4uJ4+PAhXl5eeoeThMFgYPjw4SxZsoSlS5fqHY4QycqWLRtffPEFISEhfPHFF2TNmpVz587xzz//6B2aEMmShNlKunbtyu+/lwIO88sv71C5cmVWrFihd1giGf7+/vz222+4urpSvXp1DAaD3iEJIYSwEbbUTio53bp1A2D+/PkWO8ehQ4cYOnQof/75p8XOIdK+zJkz8/nnnxMSEsKECROSLFi3efNmZs6cSXR0tI4RCqGRhNlK/vnnH27dOglckl7MOgsJCSE2Nva5+zRv3pwLFy7Qq1cvK0UlhBDC1hlLnsF2E+b//e9/ODk5cfDgQU6dOmWRc6xcuZKvv/6aOXPmWOT4In3JlCkTgwYNwtPTE9D+nw0dOpSPPvoIPz8/Jk+ezIMHD3SOUqRnFk+YZ82ahZ+fH25ubvj7+7N79+5n7rtjxw4MBsNTt9OnTyfZb8WKFZQsWRJXV1dKlizJqlWrLP00Xtnj1lJXiY7WEmbpxayPRo0a4enpyd69e5+73+N/M7h9+/YL9xdCCJG2nThxgitXruDm5kadOnX0DidZOXLkMCXzlup/u3nzZkD6LwvLSExMpEePHvj6+nL9+nUGDhyIn58fX3/9Nffv39c7PJEOWTRhXrp0Kf369WP48OEEBQVRq1YtmjZtyuUXrHp15swZrl27Zro9Oc903759dOrUiS5dunDkyBG6dOlCx44dTase26onezHfvSsjzHoJDw/n3LlzxMTEUKxYsRQ95sqVK1SrVo0mTZpw9OhRC0cohBDCVgUGBgJQr1493N3ddY7m2YytKxcuXGj21YfDw8M5fPgwIP2XhWU4OjrywQcf8M8///DDDz9QsGBBbt26xdChQ8mfPz8///yz3iGKdMaiCfPkyZPp2bMnvXr1okSJEkydOhVfX19mz5793MflyJGDnDlzmm6Ojo6mn02dOpWGDRsydOhQihcvztChQ6lfvz5Tp0595vFiYmKIjIxMcrO2PHny/HvvKjExBQFthFkWlLKuAwcOAFC4cGGyZcuWosdkz56dPHnycP/+fZo1a8aVK1csGaIQQggbZevl2EYtWrQgc+bMXLlyhR07dpj12Nu2bUMpRcmSJZNUYglhbi4uLvTq1YszZ84wf/58ihYtyt27d8mcObPeoYl0xmIJc2xsLIcPH6ZRo0ZJtjdq1OiFpa0VKlQgV65c1K9fn+3btyf52b59+546ZuPGjZ97zICAALy8vEw3X1/fVD6bV2e8qDg7hwH5cXR05NGjR1y/ft3qsaRn/+2/nBKurq6sWrWKkiVLEhYWRrNmzWyulYgQQgjL69OnD507d6Z58+Z6h/Jcbm5uvPnmm5QuXfqFa3ak1pYtWwApxxbW4+TkRNeuXTl58iSrV6+mVatWpp99++23DB48mBs3bugYoUjrLJYw3759m4SEBHx8fJJs9/HxeWaSmCtXLr7//ntWrFjBypUrKVasGPXr12fXrl2mfa5fv56qYwIMHTqUiIgI0y00NPQVntnLMSbMjo5XAWe8vbUeU1KWbV0vkzDD4x7NOXPm5NixY7Rv397sb0KEEELYto4dO7Jw4UIKFiyodygvNGXKFI4ePWr20XDj/GUpxxbW5ujoSKtWrXBw0NKXhw8fMnbsWCZMmICfnx/9+vUjLCxM5yhFWmTxRb/+25JHKfXMNj3FihXj3XffpWLFilSrVo1Zs2bRvHlzJk6c+NLHBG2E0NPTM8nN2vLkyYO3tzceHt4A1KzZj0mTJpHP2JxZWJxSylSSndqEGSB//vysX78eDw8PtmzZwnvvvScl9UIIIWySm5ub2dsi3rlzh8jISJycnGx20TORfri7uzN37lyqVKnCo0ePmDZtGgULFuSDDz7g0qVLeof3TA8ePODUqVP88ccffPfddwwbNixJD+q4uDizrz0gXo3FEmZvb28cHR2fGvm9efPmUyPEz1O1alXOnTtn+j5nzpyvfEw9FC9enFu3btGlizZaXrBgXwYMGCAJsxVduHCBO3fu4OLiQrly5V7qGBUrVmTZsmU4Ojry559/cvv2bTNHKYQQwtYopZg6dSrBwcF290FpVFQUGzduNMuxsmXLxo0bNzh58iSZMmUyyzGFeFkGg4EWLVrw119/sXHjRmrWrElsbCyzZ8+mcOHC/Pjjj1aPSSlFeHg4QUFBhIeHm7avW7cOf39/vL29yZgxIyVLlqRp06b07t2bgIAAgoKCTPuuWbMGb29v2rVrx5w5czh//rzd/d1Ja5wsdWAXFxf8/f3ZvHkzbdq0MW3fvHlzkrkHLxIUFESuXLlM31erVo3NmzfTv39/07ZNmzZRvXp18wRuYcb8+AULhQsLyJgxI19//TXh4eG4urq+9HGaNm3K8uXLqVGjBtmzZzdjhEIIIWzRiRMn6N+/P25uboSHh9v0CtlPunfvHvny5SMqKopLly6ZZQ0XBweHJN1LhNCbwWCgUaNGNGzYkJ07dzJ27Fi2bdtG1apVTfskJiaaSrnN5ezZs6xevZpLly4REhLCpUuXuHTpElFRUQD89ttvdOjQAYD4+Hj+/vtv02M9PT3Jnz8/+fPnp0CBAhQoUMD0s507d3Lv3j1WrlzJypUrAShQoAANGzakQYMGNGvWjIwZM5r1uYjns1jCDDBgwAC6dOlCpUqVqFatGt9//z2XL1+md+/egDa3OCwsjAULFgDaCtgFChSgVKlSxMbGsmjRIlasWMGKFStMx/zkk0+oXbs248ePp1WrVqxZs4YtW7awZ88eSz4VszEmzCEh0fz990nu3r1L/fr19Q0qnfDx8eGzzz4zy7Fat26d5Pt79+7Jqo1CCJFG2Us7qf/KnDkz/v7+7Nixg0WLFjF06NCXPpZxhMvcZd5CmIvBYKBu3brUrVuX06dPU7x4cdPP3n//fe7fv8/w4cMpU6bMM48RHx/PlStXTMnvf5PhCRMmmN4Dnjhx4pnvK7Nnz050dLTp+2rVqrFmzRpTkvy894xTpkyhc+fObN68mc2bN7Nv3z5CQkL44Ycf+OGHH7h06ZIpYQ4LCyNbtmy4ubml4pUSqaYsbObMmSp//vzKxcVFVaxYUe3cudP0s27duqk6deqYvh8/frwqVKiQcnNzU1myZFE1a9ZU69evf+qYy5YtU8WKFVPOzs6qePHiasWKFamKKSIiQgEqIiLipZ/Xyxg0aJDy8yuhYLnKnv2wAlT27NmtGoMwvx9++EFlyZJFBQUF6R2KEMIG6HWNSWts6XWsW7euAtT06dP1DiXV5s6dqwBVvHhxlZiY+NLHOXDggMqVK5f68MMPzRidEJZ38+ZN5ezsrAAFqNatW6uVK1eq7777Tg0bNkzt37/ftO/KlStN+yV3mzBhgmnf06dPq7ffflsNGzZMfffdd+qPP/5Qp06dUg8ePDBr/Pfv31fr169X/fr1Uy1atEjysxYtWig3NzfVsGFD9c0336igoCCVkJBg1vOnVam5xhiUSn9F8ZGRkXh5eREREWHVBcA6d+7ML7/8AkwA3gUym+KRuUCWFRMTw+rVq3nttdfInz+/2T4hT0xMpGHDhmzbto3cuXPz119/6dK2TAhhO/S6xqQ1tvI6RkZGki1bNuLj4zl37hyFCxfWLZaXERkZSc6cOXn06BEHDhygcuXKL3Wcr776iuHDh9OqVStWr15t3iCFsLAjR44wbtw4li9f/tR84IkTJzJw4EAA/v77b6pVq2YaCf7vrWTJkjYzHU8pRfHixTl79myS7dmzZ6d+/fo0a9aMLl266BSd7UvNNcaiJdkiqcetpcJISPAiS5Zs3L17hwsXLrz0IlQiZY4cOcKbb76Jt7c3N2/eNNtxHRwcWLFiBTVr1uTEiRM0bdqUPXv2SHm2EEKkEVu3biU+Pp7ChQvbXbIM2lzJtm3b8ssvvzB//vyXTpiN7aSk/7KwR+XKleO3337j5MmTjB8/niNHjpA3b17y58+f5D14+fLlefTokdnnO1uCwWDg9OnTnDx5ks2bN7NlyxZ27NjBrVu3+PXXX7l27VqShHnbtm34+/vj5eWlY9T2SRJmK8qTJw8A7u5XiYqCnDkLcffuHc6fPy8Js4UZ+y9XqVLF7POvMmfOTGBgIFWrVuXEiRO0bduWP/74AxcXF7OeRwghhPVt2LABwOz9jK2pa9eu/PLLLyxZsoTJkyen+vr04MED9u7dC0jCLOxbyZIlmT9//jN/bg+J8pMMBgOlSpWiVKlS9OvXj9jYWP766y+2bNmSZHG+27dvU79+fRwdHalSpYppAbGqVavi7Oys4zOwD/b1W2HnnhxhBvDyKgjA+fPndYspvTAmzC/Tfzkl8uXLx/r168mYMSPbt2+nZ8+e0gJACCHSAOOiovacMNevX59cuXIRHh7Ovn37Uv343bt3ExsbS758+WSFbCFsmIuLC7Vr1+aLL75IMrp8+fJlihYtSkJCAvv27eOLL76gdu3aZM2alZYtW5qt9VxaJQmzFRkT5oSEqwC4uRUCtP7AwrIsnTADVKhQwdSjedGiRTLHSwiRpsyaNQs/Pz/c3Nzw9/dn9+7dz9z32rVrvPXWWxQrVgwHBwf69etnvUDNLCgoiC1btlC3bl29Q3lpjo6OLFy4kIsXL1KnTp1UP95Yjt2gQQNZJVsIO1SxYkXOnDlDSEgIP/74o2maYlRUFOvWrePatWumfUNCQli0aBHXr1/XMWLbIgmzFRlLsh89ugoolNISZhlhtqw7d+7wzz//AFpJtiU1adKEOXPmMHbs2KdaTwkhhL1aunQp/fr1Y/jw4QQFBVGrVi2aNm3K5cuXk90/JiaG7NmzM3z4cLufcuTq6kr9+vXtqp1UcurXr5+k12tqbNmyBZBybCHsXf78+enZsydLlizhxo0b/P3333zzzTc0btzYtM/KlSvp0qULuXLlomzZsqZe0OmZzGG2oly5cpE9e3bc3HITGhqFUjWYOHEiZcuW1Tu0NO3AgQMAFC1alCxZslj8fL169bL4OYQQwpomT55Mz549TX/fpk6dysaNG5k9ezYBAQFP7V+gQAGmTZsGwNy5c1N0jpiYGGJiYkzfR0ZGmiFykZz4+HicnFL2FjAxMZFGjRphMBioX7++hSMTQliLg4MDFSpUoEKFCkm2Z82alYoVKxIUFMSxY8do164d/fv3Z/z48el2vrOMMFuRq6srN2/e5KefgoFM3LlTlIEDB8onthZmjXLsZ4mKiuLNN9/k77//tvq5hRDCHGJjYzl8+DCNGjVKsr1Ro0amhaDMISAgAC8vL9NN7xZ9kZGRlC5dmv79+xMbG6trLOZy7tw5WrRokaqybAcHByZMmEBwcLDNtNMRQlhO9+7dOXz4MDdv3mTQoEEATJkyhbp163LlyhWdo9OHJMw6yJdP+3rpEsi6UJb3/vvv89tvv/H+++9b/dwjRoxg6dKlNG/enEuXLln9/EII8apu375NQkICPj4+Sbb7+PiYdY7b0KFDiYiIMN1CQ0PNduyXsXXrVk6cOMH69evTTNcDLy8vNm7cyN69ezl16pTe4QghbJi3tzcTJkxg9erVeHl5sXfvXr788ku9w9KFJMw6MH5oHhUFBw+eZsWKFYSEhOgaU1qWK1cuOnToQI0aNax+7jFjxlCmTBmuX79Os2bNuHfvntVjEEIIc/jvYk9KKbMuAOXq6oqnp2eSm54CAwMB+14d+79y5Mhhej4LFix44f5KKbZt28ajR48sHdoz7dwJr78OEyZARIRuYQiRbrVq1Yq///6bTp06MWHCBL3D0YUkzFY2adIk/P1LkCHDRAA+/fRT2rdvL8u5p1FeXl4EBgaSJ08eTp48SZs2bZLM0RNCCFvn7e2No6PjU6PJN2/efGrUOa1QSqWJ/svJ6dq1KwCLFi0iISHhufueOXPG1JIqLi7OGuE9ZdQo2L4dBg/WBhwGDNAq9IQQ1lOwYEF+/fVXMmXKBGh/IwMCArh165bOkVmHJMxWFhkZyenTp8mQQVsZW3oxW9aOHTsYN24cBw8e1C2GvHnzsn79ejJlysSOHTvo0aOH9GgWQtgNFxcX/P39Ta2FjDZv3kz16tV1isqyjh8/TlhYGG5ubi/VhsmWtWjRgsyZM3PlyhV27Njx3H2N/+aVKlXSZbGfiAj480/tfrFicP8+TJkChQrB//4Hhw5ZPSQhBDBt2jSGDRtGhQoVzLqWha2ShNnKjL2YnZzCAHB1lV7MlrRixQpGjBjB4sWLdY2jXLlyLF++HCcnJxYvXszo0aN1jUcIIVJjwIAB/Pjjj8ydO5dTp07Rv39/Ll++TO/evQFt/rFx5NIoODiY4OBgoqKiuHXrFsHBwZw8eVKP8FPNOLpcr149u28n9V9ubm68+eabAMyfP/+5+xoTZr0WJ92yBeLjtWT51CnYsAHq14eEBPj1V6hcGerWhXXrIDFRlxCFSJfq169P0aJFCQsLo06dOkydOjVNDwZJwmxlxoQ5MfHqv1ukF7Ml/fXXX4A+K2T/V6NGjfj+++/x8fHhjTfe0DscIYRIsU6dOjF16lS++OILypcvz65duwgMDCR//vwAXLt27amezMZ2JYcPH2bx4sVUqFCBZs2a6RF+qqXVcmwj44cbK1asICoqKtl94uLiTCPQeiXM/04jp1kzMBigSRMtiQ4Kgs6dwclJm+PcsiWUKgU//ADR0bqEKkS6UqZMGQ4dOkTHjh2Jj4+nf//+dOjQIc22AzSotPxxwDNERkbi5eVFRESE1RcV+fvvv/H398fTMxeRkVdp1uwUgYElyZQpExEREWZdQCW9i46OxtPTk7i4OC5cuICfn5/eIQEQERGBl5eX3mEIISxEz2tMWqLX66iU4uOPP2bNmjVs376dwoULW+3c1qKU4s0336Ru3bp07doVDw+Pp/b5888/qVmzJtmyZePmzZs4OFh3jEUpyJMHrl2DzZuhQYOn97lyBb79FubMAeP79OzZ4aOP4IMPwNvbqiELke4opZgxYwYDBw4kLi6OIkWKsHz5csqWLat3aC+UmmuMjDBbmXGE+f79G0A8d+/6YTAYuH//Pnfu3NE3uDQmKCiIuLg4smfPToECBfQOx+TJZPnAgQMcPnxYx2iEEEI8yWAwMGPGDC5fvpwmk2XQnuPSpUvp06dPsskyPC7Hrl+/vtWTZYAjR7Rk2cMDatVKfp+8eWH8eAgNhcmTtbadt25pC4X5+kKfPnD2rHXjFiI9MRgMfPzxx+zevRtfX18uXrz4zKoVeyYJs5XlyJEDR0dHlEoEbnDliht58uQBpCzb3Pbv3w9o5di2OHK/Z88e6tatS/PmzaWtmBBC2BhbvG5Y05YtWwD9y7Hr1wdX1+fv6+kJ/fvD+fOwZAlUqqSVZs+ZA8WLQ+vWsHu3NmothDC/1157jaCgIJYtW5ZkMci0UsgsCbOVOTg4ULZsWUqVKg88ICwMvvpqPMuXL6dIkSJ6h5emPJkw26KyZctSpEgRbty4QdOmTbl7967eIQkhRLqmlOLAgQMvbLeUVty9e5c5c+bwyy+/PPWz7777jsmTJ9OkSRMdItMW+AJt/nJKOTnBm2/CgQOP5zYrBWvWQO3aULUq/PabtpCYEMK8smXLRuvWrU3fHzt2jJo1a/LPP//oF5SZyBxmneaXJSaCmxvExWn9BPPl0yWMNK1UqVKcPHmSTZs26fYJ+YuEhYVRtWpVrly5Qu3atdm0aROuL/ooXQhh02zhGpMW6PE6Hj9+nDJlypA3b15CQkJwdHS0ynn18vPPP9OjRw+KFSvGqVOnbGZU/e5dbf5xYuKrv0c6fVprRTV/PsTEaNsKFIB+/aBHD/i3rawQwsxq167N7t278fT05Oeff6Zt27Z6h5SEzGG2Aw4O2vwagP8sLCrMJDg4mMOHD9t0n9A8efIQGBiIp6cnu3btonv37iRKbwwhhNBF4L91wGXLlk3zyTJAu3btcHd358yZMxw8eFDvcEw2bdKS5VKlXn1AoXhx+O477b3WqFFaIh4SoiXM+fLBkCEQFmaOqIUQT1qyZAk1a9YkMjKSdu3amRYGs0eSMOvIeBE4deouq1atYsmSJfoGlMY4OztTsWLFZy5oYivKlCnDypUrcXJy4tdff2XYsGF6hySEEOlSWm8n9V+enp60adMGgAULFpi2Dxw4kJ9//lm3xXtephz7RXLkgNGjtcR5zhwoUgTu3dMWDfPzg27d4OhR851PiPQuT548bNu2jUGDBgEwefJk6tWrR5gdfkIlCbMOFi9eTIkSJbh27UMAgoPP0bZtW9MvlEh/6tevz08//QTAqVOniJcJVkIIYVWRkZHs2bMHSD8JM0C3bt0AbTQoJiaGK1euMHnyZHr16qXLaFBi4uOE2RL/DO7u8P77Wqn2mjXaCtxxcbBgAZQrB40aaSPc6W/CohDm5+zszIQJE1i1ahVeXl78+eefVKhQgTNnzugdWqpIwqyDuLg4Tp8+TWzsOQAePiwIwNWrV3n06JGeoaUZffr0oWfPnpw8eVLvUFKsa9euBAYGmkabAdavX8/y5cvttoRFCCHsxZYtW4iPj6dIkSIUKlRI73Cspn79+uTOnZvw8HACAwNNq2NXqlSJLFmyWD2ev/+Gmze1ucU1aljuPA4O8MYbsGsX7N8PHTtq2zZvhsaNteR5/nyIjbVcDEKkF61bt+bw4cNUqFCB0qVL293fWEmYdWBsIxUTcxWAmzezmSabX7x4Ube40orExER+/fVX5s6dS3R0tN7hpErTpk1N8+aUUowYMYIOHTrg6+vLsGHD5PdDCCEsJL2VYxs5OjrSuXNnQCvLNvZf1muxTOPocoMG4OJinXNWqQJLl8I//8Ann2i9n48dg+7dtQXCvv5aW4hMCPHyChUqxN69e1m2bJlpYCgmJobbt2/rHNmLScKsg9y5cwMQGanV8IeGGkyftEgv5ld37tw57t27h5ubG2XKlNE7nJcWFxdHs2bN8PHx4caNGwQEBFCoUCGaNGnCypUrZdRZCCHMRCmVbhNmgC5duuDo6IhSSveE2dh/2Zzzl1PKzw+mToXQUC1Jzp0brl2DoUO1hVo/+QTkc2shXp6bmxvZsmUzfd+/f38qVKjAX3/9pWNULyYJsw6MCXNU1D3gIZcvQ8GCWlm2JMyvzth/2d/fH2dnZ52jeXkuLi6MGzeO0NBQli9fTsOGDVFKsXHjRtq1a0fPnj31DlEIIdKM3377jREjRlCnTh2rnG/TpsfJod5Kly7N9evX+eKLL7h16xYZMmSgatWqVo/j9m2tPBosM385pbJkgc8+05Lj+fOhTBl48ACmT4fChbXybWOcQoiXExkZydatW7ly5Qq1atVi2rRp2Gq3Y0mYdeDl5UWGDBn+/e4aERGQN682wnzhwgX9AksjjAnza6+9pnMk5uHs7Ey7du3YtGkT58+fZ8iQIeTIkYNOnTqZ9gkNDWX16tWyWJgQQrwEg8FA9erVGTt2LO7u7hY9V0KClow1bgwtW2otjmyBt7e3aXS5Tp06uLq6Wj0G42JbZcvCv7PXdOXiAl27wpEjWmyNGmmLki1bBlWraqtuCyFejqenJwcPHqRDhw7Ex8fTr18/OnbsSGRkpN6hPUUSZh0YDAbTKHPGjFpZtpeXlGSbS1pLmJ9UsGBBAgICCA0NpUmTJqbtc+bMoU2bNuTPn5+RI0dyWZp7CyGEzYmMhFat4JtvtO8TE2HFCn1jelJMTAxVqlShcePGupxfz3Ls5zEYoGFD2LhRaz3Vtau2/YsvYN8+fWMTwp55enqydOlSpk2bhrOzM8uXL6dSpUocO3ZM79CSkIRZJ2XLlqVChQr4+GilB/nzN2TZsmV8Y7yKipfy6NEjjhw5AqTNhNnIxcXFtDgYaFUL2bNn5+rVq4wdO5YCBQrQvHlz1q5dK6POQgjxHJGRkfTp04c1a9ZYtBzw/HmoVg3Wrwc3Ny1xBli+3GKnTLVcuXJx48YN2rVrZ/VzJyTAH39o920tYX5SmTJamXaXLtpoePfuIA1OhHh5BoOBvn37smvXLnx9fTl37hxNmjSxqYV7DcpWi8UtKDIyEi8vLyIiIkyrU+vljTfg999h9mzo3VvXUNKE8+fP07x5cyIjIwkLC8NgMOgdktXExMSwevVqvv/+e7Zt22baXrJkSY4dO4aDg3w+JoQ12NI1xp5Z63VctWoVbdu2pUiRIpw9e9Yi59i+Hdq3h/BwbSGp1ashb16t7FgpuHxZW1QqPdu/Xytz9vLS5jL/u4iuzbp7F0qV0hYFGzgQJk7UOyIh7N/t27fp0qULffr04Y033rDouVJzjZF30DrLl0/7GhqqbxxpRaFChTh9+jTnz59PV8kygKurK506dWLr1q2cOXOGQYMG4e3tTZ06dUzJslKKrVu3kpCQoHO0QghhGyy9Ovbs2drc1/BwqFwZDh7UvubKBTVravvYUlm2Xozl2I0a2X6yDNrCYN9/r92fPBn27tU3HiHSAm9vbwIDA5Mky7t27dJ9yqokzDozJsyXL8O2bduYPHmyxT7hTk9SsmiLUnDpkvY1rSlatCgTJkzgypUrfPnll6btf/31Fw0aNMDPz48vvviCK1eu6BilEELoSylF4L+ZmrkT5rg46NMHPvgA4uPhrbdg505thNmofXvtqy2VZevFVucvP0+LFtp8ZqXgnXekNFsIc3hywOvy5cu0adMGf39/Vq9erVtMkjDrZPv27RQrVozFi7UL9OXL8M033zBw4ED27Nmjc3T2KzUjp99/DwUKaG9o0mLSDNqoc9asWU3fX758maxZsxIaGsqoUaPInz8/rVq1IjAwUEadhRDpzvHjxwkLC8PNzc2s7aTu3NFGSufM0RaMCgiARYvgv5/ltm2rff3zTwgLM9vp7c6NG3DokHb/ifUs7cLUqdqHIGfPwuef6x2NEGmLo6MjJUqUICIigjZt2jBo0CDi4uKsHockzDpxcnLi7Nmz3L59DkB6MZvBzZs38fLyol69eila6Or337Wv330HkyZZODgb0alTJ8LCwvjll1+oXbs2iYmJrF27lubNm1OwYEFpayaESFeM5dj16tUzWzupEye0kusdOyBjRlizBoYM0RLn/8qbF6pX1+6vXGmW09uljRu1rxUrQs6c+saSWlKaLYTl5MmTh+3btzNw4EAAJk2aRL169bh+/bpV45CEWSd5/m0wePt2GKC4cgX8/KQX86vYv38/Dx484ObNmzi9YAKUUvDXX4+/HzwYVq2ycIA2ws3NjbfeeoudO3dy8uRJ+vfvT9asWTEYDOTPn9+037lz52TUWQiRppl7/vLvv2sLV128CAULateZli2f/xgpy7bPcuwnNW8O3bpJabYQluDs7MzEiRNZsWIFnp6eXL16FTc3N6vGIAmzTnLlygVATEw0Dg73iI+HrFmlF/OrSE3/5X/+0UrmXF3hvfe0i9zbbz8uCUsvSpQoweTJkwkLC2P9+vWmVlWxsbHUrFmTQoUKMW7cOK5du6ZzpEIIYV7x8fHcvHkTePWEWSkYP15rFRUVBXXraqs+lyr14scaOzjt3q2tuJzexMfDpk3afQutu2YVT5ZmjxihdzRCpD1t27bl8OHDrF69msyZM1v13JIw68Td3d00t9TH5yoALi5Skv0qUpMwG0eX/f1h5kxtztSjR9pIwOXLlozSNrm5uVHqiXd2p06dIjY2lkuXLjFixAjy5ctH165drV4CI4QQluLk5MSJEyc4f/48hQsXfunjREdrPXmHDNES5969tQTQ2ztlj8+XD157TXtseql0etL+/VqLpqxZtdfBXmXODD/8oN2fMkWbly6EMK/ChQtTtmxZq59XEmYd5f53qcxs2bSVPhITtYQ5PDyce/fu6RWWXUpMTOTAgQNA6hLmatW09hVLl0KZMnD9urbqZWSkJaO1feXKlePq1avMnz+f6tWrEx8fz8KFCylWrBgzZsyQUm0hRJphXD/kZVy9CnXqwC+/gKOj9gHs7Nng7Jy646TnsmxjOXbjxtpraM+aNYPu3R+XZj98qHdEQghzkIRZR8Z5zBkzaiPMN29mxMfHB5B5zKl15swZIiMjyZAhA6VLl37h/vv2aV+rVtW+enrCunXg4wPHjsGbb2plYumZu7s7Xbt25c8//2T//v1UqlSJyMhIPv74Yw6lt9p1IUSaopR65ZVWDx3SFvc6cEAbHd20SWsh9TKMZdk7d8K/VeLpxr/TyO26HPtJU6ZopdnnzklpthBphSTMOipVqhQVK1bEx0dbmfPyZVi0aBEHDx6kZMmSOkdnX4zl2P7+/i9c8OvBAzh6VLtvTJhBK4v7/Xet7ceGDdCvX9ptN5VaVapU4a+//mLmzJn07ds3ySi+jDYLIezN8ePHyZYtG507d0a9xB/6JUugVi1thLlECS1pfv31l4/Hzw8qVYLExPRVln31KgQFaSuIN26sdzTm8WRp9tSpIJ1ChbB/kjDraNKkSRw+fJgmTToBWsLcoEEDKlWqZPXV3+xd9uzZadq0KY0aNXrhvocPQ0IC5MmjtfR4UuXKWq9Mg0Errfv2WwsFbIccHR354IMPmDZtmmnbxYsXKVy4MIsWLXqpN51CCKGHDRs2cP/+fe7evYshuX5Pz5CYCMOHw1tvaXOXmzfXpvgUKvTqMaXHsuw//tC+Vq4MOXLoG4s5SWm2EGmLJMw2IF8+7Wt6XGzKXJo3b05gYCAjUlD/9OT85eS0bautdgrQv79Wqi2SN2nSJEJCQujSpQuvv/46p06d0jskIYR4oZdpJ3X/vnZ9+Oor7fvBg7Uey56e5onJmDBv3w63b5vnmLYurZVjP2nKFO2D+X/+0T5kEeJ5Vq/WWpN99plWobB9O4SGah/SCf1ZPGGeNWsWfn5+uLm54e/vz+7du5+578qVK2nYsCHZs2fH09OTatWqsdHYzf5f8+bNw2AwPHWLjo629FOxmCcT5tDQUKZOncq3MrRpMf+dv5ycQYOgVy/tD9Wbb0JwsFVCszuTJ0/mq6++wt3dnR07dlCuXDmGDRvGQ/k4XQhhoyIjI9nzb51sShPmixehenUtQXZ1hQULtA9WzblIVaFCUKGCVgG1erX5jmur4uIet5Oy1/7Lz/Nkafa0aVrbMCH+6+pV7YO4Nm20vyvffKO1O339dS0/8PCA0qWhdWvtvemcObBlC4SEaH8rhHVYNGFeunQp/fr1Y/jw4QQFBVGrVi2aNm3K5WcMpe7atYuGDRsSGBjI4cOHqVevHi1btiQoKCjJfp6enly7di3JzR5LmM+cOUOxYsVo27Y4AOHhcPr0Zfr378+kSZN0js5+3L59m6tXr6ZoX6UejzA/L2E2GGDWLKhfX5vz3KIFhIWZIdg0xsXFhaFDh3LixAlatGhBXFwcAQEBlCpVikDj0qdCCGFDtmzZQnx8PEWKFKFQCmqpd+6EKlXg+HHImVP7vksXy8SWnsqy9+7VOlJ4e2vzt9Oipk21kmyloEcPKc0WjyUmah+olCyprVvg5AQffQQff6z93hQpom2LjoYTJ7QP6yZNgj59oGFDbd2DDBm0NRRattQqImfOhI0b4fx5WbjW7JQFValSRfXu3TvJtuLFi6shQ4ak+BglS5ZUY8aMMX3/888/Ky8vr1TFER0drSIiIky30NBQBaiIiIhUHcfcwsLCFKAcHR2Vp2e8AqV27ryqAOXg4KBiYmJ0jc9eTJw4UQGqR48eL9w3JEQpUMrZWamHD1987Lt3lSpRQntMhQpK3b//6vGmVYmJiWrVqlXK19dXAerzzz/XOyQhdBEREWET1xh7Z6nXsVevXgpQffv2feG+332nlJOTdg3w91cqNNSsoTzlzBntXE5OSt25Y9lz6e2zz7Tn2rmz3pFY1t27SuXJoz3XTz7ROxphC86cUapOHe13ApSqUkWpo0ef3i8uTqnz55X64w+lZsxQql8/pVq0UKp4caVcXB4/Prmbk5NSRYoo1bSpUh9/rNS0aUqtX6+dW9ILTWquMc9fTvgVxMbGcvjwYYYMGZJke6NGjdi7d2+KjpGYmMj9+/fJmjVrku1RUVHkz5+fhIQEypcvz9ixY6lQocIzjxMQEMCYMWNS/yQsLEeOHDg4OJCQkEDu3DeJjMzFw4c5yZAhAw8fPuTSpUsUKVJE7zBtnnGF7JS8VsZy7PLltdWwXyRzZli/Hl57TVvJ8+23YeVK++8VaQkGg4HWrVvTsGFDpk2bRv/+/U0/u3LlCj4+PjintjmpEEKYkVIqRfOX4+O1EZsZM7TvO3WCuXO1ER1LKloUypbVOjmsWaONTqZVxiKktFiO/SRjaXazZjB9utZCrFYtvaMSeoiLg4kTYcwYiInR/p6MG6eNKif3vtLJCQoW1G7/XUU+IQGuXNHal/3zT9Lb+fPayPS5c9rtvxwdIX9+KFz46ZufH9hh0a7FWSxhvn37NgkJCaa+wkY+Pj5cv349RceYNGkSDx48oGPHjqZtxYsXZ968eZQpU4bIyEimTZtGjRo1OHLkyDMTpqFDhzJgwADT95GRkfj6+r7EszIvJycncubMydWrV/H2vgrkIjTUQMGCBTl+/Djnz5+XhDkFjAnzk62OniUl5dj/5eenvXGpVw/WroVPP4XJk18m0vTBw8ODYcOGmb5PSEigVatWxMTEMHv2bGrJOwUhhE5iY2Pp06cPW7dupU6dOsnuEx4OHTvC1q3a919+CcOGaVN1rKF9ey1hXr487SbMoaFw7Bg4OEAKmlvYvaZNtZLsuXO1f9MjR7S5qSL9OHQIevZ83Na0USP47jsoUODljmdMevPnhwYNkv4sMVGbRvjfRNp4e/gQLlzQbsZ1BIwMBm3utDGBLlpU+3v4364y6Y6lhrmN5cZ79+5Nsv3LL79UxYoVe+HjFy9erDJkyKA2b9783P0SEhJUuXLl1Mcff5zi2GypXK5SpUoKUE2arFGg1IgRSr3xxhsKUDNmzNA7PJt37do1BSiDwaAiIyNfuP9rr2mlKosXp/5cv/76uNRl1qyXCDadOnnypPL29laAAlT37t3VzZs39Q5LCIuxpWuMPdPjdTx5UqnChbW/8x4eSq1cabVTJ4nBOHXo7l3rn98avv9ee47VqukdifXcu6dU3rza807BbACRRkRFKTVwoFIODtq/fdasSi1YoFRioj7xJCYqFRam1M6dSv30k1JDhyrVoYM27TBjxuTLu11dlerfX6m09tYtNdcYiy365e3tjaOj41OjyTdv3nxq1Pm/li5dSs+ePfntt99o8N+PTf7DwcGBypUrcy65mgM7kCdPHgDc3LRFqy5fxrQIyYULF3SLy14YR5dLlSpFpkyZnrtvdDT8/bd2PzUjzEadOmkjDaCVz/xnAXfxDCVKlOD06dO8++67gLbSfbFixfjhhx9IlH4JQggbERioXRv++Ucbtdm7V1u51tpKlIBSpbTyzbVrrX9+a0gv5dhP8vKCH3/U7k+fDrt26RuPsLzNm6FMGW2xrsRErX/7qVPaooHWqlj5L4MBcueG2rW1qoevvoLfftPeH0dGwvXrsGcPzJsHI0ZAjRpa+fiUKVpp+MiREBGhT+x6sljC7OLigr+/P5s3b06yffPmzVSvXv2Zj1uyZAndu3dn8eLFNG/e/IXnUUoRHBxMrly5XjlmPeTOnRsAg+HphPn8+fO6xWUv/vq3xjol5dhBQdobkBw5Xr4EZtgwrU9eQgJ06KCtmipeLFu2bHz//ffs27ePcuXKcffuXd577z1q1KjBrVu39A5PCJEO3L9/n6VLlxIeHp5ku1LavMIWLbQ3jLVqwcGD2lxivaTl1bJjY7W2OJA2+y8/T+PGWlkuaMnKgwf6xiMs484d6N5dK7u+eBF8fbX1cH75RXsPaqsMBvDx0ZLkbt1g7FitHdoff4C/P0RFadv8/LT2V+lp1XeLtpUaMGAAP/74I3PnzuXUqVP079+fy5cv07t3b0CbW9y1a1fT/kuWLKFr165MmjSJqlWrcv36da5fv07EEx9ljBkzho0bN3LhwgWCg4Pp2bMnwcHBpmPamxIlSlCxYkXy5fMGtIS5TZs27N+/n7lz5+ocne172fnLL/vJnsEA338PderA/fvQvLn2aZxImapVq3Lo0CGmTJlCxowZAS2ZFkIIS9uyZQtvvvkmNWrUMG2LjtbmlH76qZY49+qlJXPZs+sYKI8T5o0btSQ+LdmzR3vj7eOj9Z1ObyZN0uaDnj+vfQgv0g6lYOlSrVXU/Pnae8aPP9baQtlrNYXBoH3Qc/AgrFihVcDcvQuffab1jp85U/sQLM2zdH34zJkzVf78+ZWLi4uqWLGi2rlzp+ln3bp1U3Xq1DF9X6dOHdM8xydv3bp1M+3Tr18/lS9fPuXi4qKyZ8+uGjVq9NQ86Rexxfllly49nrOUkKB3NPZj+fLl6uOPP1Znzpx54b4dO2qvcUDAq5/39m1tuX5jO4AHD179mOnNlStX1NmzZ03f379/X61YsUIl6jWxRwgzscVrjD0y9+v47rvvJmknde2aUlWran/HHRy0tiu28ucnMVFrHQNKLVqkdzTmNXCg9ry6d9c7Ev388cfj+aFPvC0WduzyZa3lk/HftWRJpVKZntiF+Hil5s9Xys/v8XMtUECpefO0n9mT1FxjLJ4w2yJbfDMTF/d4QYCrV/WOJm3y9dVe3+3bzXO8s2e1xRtAqXbt5IOOV/Xpp58qQDVu3FidO3dO73CEeGm2eI2xR+Z8HRMTE1XevHkVoDZs2KAOH368AFPmzEpt2mSGgM1sxAgtvtat9Y7EvEqU0J7X0qV6R6KvXr2016FgQW1hKGGfEhKUmjlTqUyZHg98jR6tVHS03pFZVkyMtgBurlyPE+cSJZRatsx+3g/bxKJfInWcnODf9b+4fBkWLFhAv379OHnypL6BpRFhYVobCwcHqFTJPMcsUgRWrQJnZ61MRUqrXo2XlxcuLi5s3LiR0qVLM2bMGKKjo/UOSwjxr1mzZuHn54ebmxv+/v7s3r37ufvv3LkTf39/3NzcKFiwIHPmzLFSpE87fvw4V65cwd3dnTt36lCzptbDtFgx2L8fGjbULbRnMpZlb9igTQFKC0JCtEWPHB1t8zW3pokTtdLsCxdg6FC9oxEv49Qpbc2DDz/U/o9WqwbBwTBqFLi66h2dZbm4QJ8+2iKJ33wDWbNqr0eHDlC5sjbvWSm9ozQfSZh1FhUVRdGiRcmYMSN582rJweXLMH/+fKZNm8bhw4d1jtB2bd68mT179vDo0aMX7vvvVGfKloV/p86aRe3aWl9FgPHj4aefzHfs9Gb48OEcP36chg0bEhMTw+jRoylTpsxTCwcKIaxv6dKl9OvXj+HDhxMUFEStWrVo2rQply9fTnb/ixcv0qxZM2rVqkVQUBDDhg2jb9++rFixwsqRazZs2ABAnjz16NzZnUePoEkTbW2LokV1CemFypbVPpiNidEWDEoL/v1noHp1yJJF31j09uSq2d9+Czt36huPSLnYWPjiCyhfXltNP2NGmDFDm59fsqTe0VlXhgzaGhAXLmgfFGTMqK243bSptt7PCz5XtRtOegeQ3nl4eHD58mViYmLw9r4G+HH5MhQsWJBt27bJStnP8emnn3LkyBGWL19Ou3btnrvvvn3a15dpJ/UinTvDuXPaH8/evbUVuOvXN/950oMiRYqwceNGli1bRr9+/fjnn39o1KgRU6dO5ZNPPtE7PCHSrcmTJ9OzZ0969eoFwNSpU9m4cSOzZ88mICDgqf3nzJlDvnz5mDp1KqAtcHno0CEmTpz4wr/X//XgwQMcHR1fKf41a9YB8M8/rwMP+PhjrU2go6Ntr1T8xhvaIlG//gotW+odzasztsmqX9+2X3drqVlTW414/nxtVeX9+8HDQ++oxPMcOKCNKJ86pX3fqBFMm6athJ2C8Zs0y8lJS5zfeQcmT4Y5c7RkuXZtaNBAS6ZtbZG/B6n5I2SFEnGbY2vzywoWLKgA9fbbu00N7QMCAhSgunTpond4NikqKko5ODgoQIWGhr5w/5o1tfkV8+ZZJp7ERKX+9z/tHF5eSp08aZnzpCcRERHqk08+UZkzZ1ZXrlzROxxhJmFhYWrVqlXqu+++UxcvXtQ7HIuwtWvMq4qJiVGOjo5q5cqVSbb37dtX1a5dO9nH1KpVy7S4ltHKlSuVk5OTio2NTfYx0dHRKiIiwnQLDQ1NdiFQuclNbnKTm9zMdZM5zHbC2IvZ1VV6MafU4cOHSUxMJHfu3OTNm/e5+8bFwaFD2v1q1SwTj8GglWZXr641dG/eHKS98Kvx9PRk6tSpXLhwgTzGCf7AqFGjTP23hW2JiIjgyJEjrFmzhmnTptG/f39TmzyjjRs30qZNG95//31KlSrFt99+S2Jioo5Rixe5ffs2CQkJ+Pj4JNnu4+PD9Wf01bt+/Xqy+8fHx3P79u1kHxMQEICXl5fp5uvra54nIIQQQrwCKcm2AcZkwMHhccJcsGBBQBLmZzG+Aa+aghrrI0e0XptZsmjzwSzFzQ1Wr9bKvi9cgNatYetWbbt4eVmemOi2ZcsWvvjiC8aOHcu7775LQEAAWbNm1TG69CUiIoKQkBBCQkKoUKEC+fLlA2D16tW888473Lt3L9nHtWjRwtQrvVixYlSuXJn4+HiCgoJM81rnzp1r+rsnbJPhPw3slVJPbXvR/sltNxo6dCgDBgwwfR8ZGYmvry9Xr17F09PzZcMGoEGDXvz116/UqVOHdevWPTduWzNiBEydCm3bwoIFekfz8gYPhlmzoGtX7atI6qOPYN48yJ9fK80253or4uXcuqX1G/7tN+37fPm0+eYy7S71TpyAsWNhnTY7Bicn6NFD+7uQM6c+MUVGRpoGLV8oRfVYaYytlcv1799fAapbt0EKlPL2Vuru3bumUoEo6TfwlHbt2ilAjR8//oX7fvutVirdtKkVAlNKnTqllWWDVqZtK30904IbN26obt26mf5vZM2aVQUEBKj79+/rHVqa8GQP7OPHj6t+/fqp1q1bq/Lly6vMmTMnKWH68ccfTftu27bNtD179uyqcuXKqkOHDurTTz9VM2fOVKdPn37qXAkJCWrGjBkqQ4YMClAeHh5q1qxZVnmelmZr15hXZa2S7P8y5+t48eJF5eLiogC1cePGVz6eNR04oF1PPDyUevBA72heXtGi2vNYsULvSGxTRIRS+fJpr9GHH+odTfqWmKjUwoVKZcv2uE/7gAHS/ssc9u9XqmHDx62o3N2VGjxYqdu3rR+LtJWyM8YR5gcPtBHm27fBxSWzaeTswoULusVmq4wjzMZRq+cxVu9aYsGv5BQvDitXap+eLVkCo0db57zpQY4cOZg3bx47d+6kVKlShIeHM3ToUPz8/Pjmm2+kDdULREdHc/ToUdauXcv06dMZMGAAbdu2pWLFimTNmpWff/7ZtO+NGzeYOnUqq1evJjg42DR67O3tTaVKlciQIYNp3ypVqnDixAmioqK4efMmBw4c4LfffuObb77hgw8+oFixYk/F4uDgwIcffsixY8eoU6cODx484MSJExZ/DUTqubi44O/v/9SK9Zs3b6Z69erJPqZatWpP7b9p0yYqVaqEs7OzxWJ9lgIFCvDBBx8A8Nlnn9nVNIBKlbRRxwcPtFYt9uj8eTh7VrsuNmigdzS2ydPz8arZM2fC9u36xpNehYRoKzx36QJ37mir1f/1l7b4nizI9uqqVIFNm2DbNm2a5KNHWluqggW1EWibbaFnhQTe5tjap/+rV69W/v7+aujQYabG56dPK3X06FF18+bNJKM+Qls0CFAODg4pGlksWFB7TTdtskJwT/jxx8efoC1YYN1zpwdxcXFqwYIFqnDhwgpQBQoUSPHIVXoRHh6u7t69a/p+69atz1344vPPPzfte/XqVTVo0CA1Y8YMtW7dOnX8+HGLjeQnJCSoH374Icnx7927Z7d/+2ztGmMOv/76q3J2dlY//fSTOnnypOrXr5/y8PBQISEhSimlhgwZkmSRygsXLqgMGTKo/v37q5MnT6qffvpJOTs7q+XLl6f4nOZ+HW/duqU8PT0VoBYtWmSWY1rLwIGPq5bskbHSq25dvSOxfe+9p71WBQooJcVT1hMfr9SUKUplyKC9/q6uSo0bp5S8rbCcxESl1q1Tqly5x++Xvb2VmjRJqYcPLX/+1FxjJGG2MaVK6ZPc2ZPY2Fi1d+9eNX/+/Bfue+OG9noaDErdu2eF4P7js8+08zs7K7Vzp/XPnx7ExcWpefPmqRVP1PnFxsaqOXPmqIfW+Itrg86ePas+/PBDlSFDBjVq1CjT9vPnzytvb29VqVIl1b59+6cSYluZ/pGQkKDq1q2rGjRoYErI7IktX2NexcyZM1X+/PmVi4uLqlixotr5xB+1bt26qTp16iTZf8eOHapChQrKxcVFFShQQM2ePTtV57PE6zhu3DjTB2zR0dFmO66l7dunXUsyZlTq0SO9o0m9pk21+L/5Ru9IbN+TpdkffKB3NK/u/n2lQkK092AJCXpHk7yjR5WqUuVx0la7tjZwJawjIUGpX39VqkiRx/8GefIoNWeOZT+wSM01xqDUv6twpCORkZF4eXkRERHxyguJmFuzZrBhg1aW07On3tHYv99/1/pYliypLThgbYmJ0KkTLF8OWbNqZT2WXHhMaH766Sd69epFrly5GDJkCO+99x5uaXz1NaUUu3btYsqUKaxdu9a0wFL9+vXZsmWLztGlzpEjR6hWrRqPHj0iU6ZMTJo0iV69etnNQk22fI2xJ5Z4HR88eECRIkV49OgRW7Zswd/f3yzHtTSltLLs0FBtcclWrfSOKOUePdKuf9HRcOwYlC6td0S2b8sWaNhQu791K7z+ur7xvIw7d2DiRG2RLGO7W4MBvLwgc+aXu2XKBA5mnEwaHQ3jxsHXX0N8vFYWP2EC9Opl3vOIlImP1xY2HD1a+1sHUKgQjBkDb74Jjo7mPV+qrjGWy9ttl61++p+YmKjeey9RgVIjRyp14sQJ1a9fvyQjRCJ1hg3TPqnq2VO/GB4+fPzJZZEi+ixskN789ttvKl++fKZS49y5c6sZM2bY1YhSaixdulRVrFgxSXl18+bN1ZYtW+y2rPns2bOqRo0apufTqFEjdfnyZb3DShFbvcbYG0u9jn/99ZcKDw836zGtoV8/7TrSubPekaROYKAWt6+vLIKZGu+/b5+l2XfuKDV8uFYNYRwtdHZ+fP9VbgaDUpkza69J+fJaiX/r1kp17679/xg9WqmpU5WaN0+p1auV2rFDqeDg5Ee4d+9Wqnjxx8du1UqpK1d0e9nEE6KjlZo2TakcOR7/+5QurdSqVeb9GyIl2S9gi29mKleurDJkyKA++eSkAu0///bt2xWgChcurHd4NiM+Pl599NFH6ueff1YxMTEv3L9ePe0/2g8/WCG457h27XGJVe3aSqUgdPGKYmJi1Jw5c1TevHlNSVfevHnVrFmz7DaJfJZ3331XAcrd3V317t1bnTp1Su+QzCI+Pl5NmjRJubm5KUB5enqqH3/80eb//WzxGmOP5HVMas8e7Rri6am9obQXH32kxf3++3pHYl8iI5XKn1977fr00TuaFwsPV+rzz7XfT2OSU768lrgmJmpTCa5f10qd//pLqT/+0Mpw58xR6uuvlRoyRKnevZV6802lmjRRqmpVLaHNmVMpNzfzJtzG1xW04y9fLh/m2KL795X66ivt38z471WlilKbN5vn30tKsl/AFsvlSpcuzYkTJ/jss82MH9+A11+Hn3++TP78+XFyciI6OhpHc9ci2KGjR49Srlw5MmbMyL179577miQkaKU/Dx7YRhnY8eNQvbq2AmDXrlq/RTupMLVrMTEx/PTTT3z11VeEhYXZZYnyk86ePcu0adPo2bMnFStWBODUqVOsXLmS999/H29vb50jNL8zZ87QvXt3/vrrL0qXLs3hw4dxcXHRO6xnssVrjD2y9OuolGL9+vX4+/uTK1cusx/f3BITwdcXrl7Vphu1aKF3RC+mFBQuDBcu2F8puS3YuvXxquK2WpodEaH1CZ8yRbsP2srSo0dr/97mKm2OjtaOf+/ey92Sa6LRs6dWgp0li3liFJZx965W3j91Kjx8qG2rVw8CA+FVZttJSfYL2OKn1g0bNlSAGjp0vgKlChfWRleMfSMvXryod4g24YcfflCAqlev3gv3PXLk8afxtrLQxB9/KOXoqMX15Zd6R5O+PHr0SH377bfqr7/+Mm27ceOG+uGHH2x+de3ExES1fft29cYbbyiDwaAA9fbbb+sdllXFx8erCRMmqMOHDyfZZoujzbZ4jbFHln4d+/btqwD1vh0NfX78sXb96NZN70hS5syZxyW59lRWbEt697bN0uyICKXGjk06+leqlFLLltnOe64n/XeE+8wZvSMSqXX9ulJ9+yrl4qKV0L8q6cNsh3Lnzg1AfHwYoE12Nxgc8fPzA6QXs1Fq+i/v26d9rVLFdhZvaNxYWwADYMQIWLpU33jSEzc3Nz766KMkvzsTJkzg3XffpVixYvz888/Ex8frGOHTYmNjWbhwIf7+/tSrV8+0mFeLFi3o1auX3uFZlaOjI4MGDTKNqgMEBATQsmVLwsLCdIxM2Kv27dsD8OOPP3LmzBmdo0mZf0NmzRqIjdU3lpQIDNS+1qkDGTPqG4u9+uYbbcG3kBAYPFjvaLQqua++Aj8/+PxzbfS2RAnt/czRo9rvqK2853qSmxv4+ECxYvDaa1C0qN4RidTy8YFp0+DcOa2iwZps8Fc6fcqTJw8ADx5cxWCAmBi4dQsKFiwIwPnz5/UMz2akJmH+6y/ta9Wqlowo9fr0gf79tfvdusHevfrGk54VLFiQHDlycPHiRXr06EHx4sWZP3++zSTOtWvXpmvXrgQFBeHu7k7v3r05ffo0v//+O3Xr1tU7PF3dvXuXb775hvXr11O6dGkWLFhgWhlciJSoVasWLVu2JCEhgWHDhukdTorUqAE5c2pJytatekfzYsaEuWlTfeOwZ5kywU8/afdnz4Zt2/SJIyoKxo/XEuXhwyE8XEs+Fy/Wpr117GibibJIe/Ll034PrUl+tW2EcYT52rUw/r3L5ctQqFAhQBJmgKioKE782xvKnhNm0ObMvPGG9sFI69ba/C5hfX369OHixYtMnDiR7Nmzc/78ebp3707JkiX59ddfrR7P2bNnkyTrbdu2JVeuXIwbN47Q0FBmz55NsWLFrB6XLcqSJQv79u2jUqVK3Lt3j27dutGqVSuuXbumd2jCjgQEBODg4MDKlSv5y3jRsGGOjtC2rXZ/+XJ9Y3mRBw9g507tfrNm+sZi7+rXh969tfs9emijvNby8KE2f9TPD4YM0dpFFSkCCxdq7Tr/9z/zt/sRwtZIwmwjjAnz1atXyZdP2/ZkwhxqbEiWjh06dIjExER8fX1fuEBLeDicPq3dt8WE2dFR+1S2QgWtkqB5c23EQFhfhgwZGDhwIBcvXmT8+PFky5aNc+fOsWfPHqucXynF9u3badmyJcWKFWPlypWmn3388ceEhIQwbNgwsmXLZpV47EmpUqXYt28fX331Fc7Ozvz++++UKlWKRYsWyWizSJFSpUrRvXt3AAYPHmwXvzfGsuzVqyEuTtdQnmvbNq1s3M9PG4kUr8ZYmn3pknVKsx890spe/fzg00/h9m2tJ+78+XDyJHTuLImySD8kYbYRfn5+VKpUidKlSydJmLt168b169dZtGiRvgHagNSMLh84oH0tUgRsNc/w8NBWOs2TR0vu27e37Tc/aZ2HhweDBw8mJCSEgIAAhg4davrZ0aNHWbp0KYmJiWY7n3F+csWKFXn99ddZt24dAEFBQaZ93N3dbXo1aFvg5OTE0KFD+fvvv/H39+fu3bu8++67XLlyRe/QhJ0YM2YMbm5u7N69m/Xr1+sdzgvVqgXZs2sfDG/frnc0z/ZkObZ0hHh1mTLB3Lna/TlzLFeS/+iRNk+0YEEYMABu3tSS5rlztfcqXbuCk5Nlzi2ErZKE2UaUL1+egwcP8uOPPyZJmLNkyYKPjw8Gudrw4Ycfcv36dcaPH//CfW25HPtJefLAunVa8rx1K3zwgbbWpNBPxowZGTJkiGldAYDhw4fz5ptvUrZsWZYtW/ZKiXNCQgJfffUVBQoUoGvXrgQHB+Pu7k6fPn04ffo0AQEB5nga6U7p0qXZt28fX375JePHj8fX11fvkISdyJs3L5988gklSpTAw8ND73BeyMnJ9suylYING7T7Uo5tPq+/rq2DAlpLJHOWZkdHw4wZ2ihyv35w/bo2ov3jj3DmDLzzjiTKIv2ShNkGPZkwi6R8fHxMC6E9jzFhrlbNwgGZQfny8Ouv2mIZP/6ozRUStkMpRZUqVfDy8uLEiRN07NiR8uXLs3LlypdKnB0dHVm/fj3Xrl0jd+7cfPXVV4SGhjJr1iyZn/yKnJ2dGT58OH379jVt27dvH+3bt+fGjRs6RiZs3ahRozh69Cj16tXTO5QUMZZlr1oFNrJGYRKnTmmlw66uWr9UYT7ffAMFCmiv76efvvrxYmJg1iytX/bHH8O1a1q/7+++g7NntcTc2fnVzyOEPZOE2cYopcibV3sTbkyYx40bR+vWrTl+/LiOkdmPxET7GWE2atHi8RL5gwdDQIA2t1noz2Aw8PnnnxMSEsKoUaPw9PTk2LFjtGvXjooVK7Jx48ZnPlYpxbZt22jbti137twxbR87diwLFy7k4sWLDB06VOYnW0hiYiLvvfceK1asoFSpUvz22296hyRslLu7O052NHxWt6423ej2bdi1S+9onmYsx65bFzJk0DWUNCdjxsel2d99B1u2vNxxYmO1xxcpAh9+CGFhkDevljyfOwfvvQcyI0gIjSTMNqRNmzZ4eHhw+bJ2pTEmzBs3bmTNmjXpOmEODAykcePGfPfddy/c98wZiIjQLtJlylghODP5+GPtogUwbBjkzq2tpL18uVYqJfSVOXNmRo8eTUhICCNGjCBTpkwcOXKEs2fPPrVvTEwM8+fPp0KFCtSvX59Vq1bx/fffm37++uuv07lzZ5mfbGEODg4sXLiQcuXKcefOHTp16kSHDh24JZ9GiWeIjo5m0qRJzJ49W+9QnsvJCdq00e4vW6ZvLMmRcmzLqldPm8IF2ghwZGTKHxsXp1WzFS2qrbwdGqq935gxA/75Ryv5dnW1TNxC2CtJmG1IQkICjx49IiHhKqAttPDokfRiBtixYwebNm1KsiDSsxhHlytXtq/5NgaDttDG7Nla7PHx2qJgHTpArlzahW3vXpnjrLcsWbIwduxYQkJCGDt2LO+++67pZxs3bqRnz54UKFCA7t27c+TIETJkyMAHH3xAe2MNpbCq8uXLc+DAAUaNGoWTkxPLly+nZMmSLLPFLEPobuXKlQwaNIhhw4YRHh6udzjPZfyTsnIlJCToG8uTIiNh927tviTMlmPsiXz5cspKs+PitJHpYsXg3Xe1ku6cObX3HefPax/YS6IsRPIkYbYhxtZSd++GYVx35MqVx62lLqTjZr379+8HUrZC9r592ld7Kcd+kqOjlhgfOKC1bRg6VCuRundPK52qUUMrn/riC+ndrLesWbMyYsQI3NzcAO0Dr08++YS5c+dy/fp1cufOTUBAAKGhocycOZMiRYroHHH65eLiwujRo9m/fz9lypTh9u3bdOzYkS0vW8so0qxOnTpRpkwZ7t27x9dff613OM/1+uuQJYv24bqVuuClyNatWnJWuLB2E5bxZGn299/D5s3J7xcfr7WCKlFCG42+eBFy5IDJk7X3EX37wr+XMSHEM0jCbEOMq/Jeu5a0F3N6H2GOj4/n0KFDQMoSZnubv/wsJUrAV19BSIj2BqRbN2017fPnYdQobSXL2rW10qqICL2jFTExMbRu3ZpWrVqxaNEiLl68yJAhQ8iaNaveoYl/VaxYkUOHDjFixAhatGhB/fr19Q5J2BhHR0dTojx9+nRCQ0N1jujZnJ2hdWvtvi0VTEg5tvXUrft4Ktd/S7MTEmDRIihZErp31947ZM+uLSx68SL07w/u7npELYT9kYTZhhhHmMPCwpIkzMYR5vSaMJ84cYKHDx/i6elJ8eLFn7vv/ftgnOpt7wmzkaOjNpIwbx7cuAELF0LDhloJ9+7dWmlVzpzw5pvaQiu2uGJqepAhQwa+/vprVq9ezdtvvy3zk22Ui4sLY8eOZc2aNaZ2fREREXz88cdJFmYT6VfTpk2pU6cOMTExjBw5Uu9wnstYlr1ihbbgpd6UerzglyTM1vH111ppdmgoDBqkJcqLF0OpUtCli7aAV7ZsWgn3xYswcKAsxCZEaknCbEOMCfPVq8mPMIeFhRGdDld/MpZjV65cGQeH5//KHjigXbALFNCSyLTGwwM6d4ZNm7Tfja+/1j49jo6GpUuheXOthHvAAAgOlvnOwrbExcHp07B6NUyfrv2O6uXJvyWDBg1ixowZlCpVKl0vrig0BoOB8ePHAzB//nyOHTumc0TP1qABeHlpPXP37tU7Gjh2TFtt2d0d6tTRO5r04cnS7B9+0OYov/22tgBq1qxapdrFi1oHDjtoMy6ETZKE2YYYS7L/O8KcPXt2MmbMiLu7O1evXtUxQn0YE+YqVaq8cN+0Uo6dEnnzwmefaSPqhw5p85C8vbVR6ClToEIFKFdOK79Kh782Qkd372prCfz8MwwZopWNFi+ujWqUKKGt7vvJJ9rvaIsWj//f6uW9996jZMmS5MiRQ+aaC0Cb/tO+fXuUUgwfPlzvcJ7JxQVatdLu20JZtrEc+/XXZV6sNdWtCx99pN0/f16b2/7ll1qiPHQoZMqka3hC2D07WkM47cuTJw+VK1cmT548//ZiduDyZe3T7pCQELJmzWoqIUxPnJyc8PT0TFfzl1PDYAB/f+02cSL88YdWtr1mjfZp/6efaol1w4bQtauWvEg5lnhVCQnaB3qnTz99u3nz2Y/z8NCS56xZtbn569drt/r1YcQIbVTK2n/mKleuzOHDh7lx4wauskys+Ne4ceOIj4/nyy+/1DuU52rfHhYs0Mqyp0yBFxRiWZSxHLtpU/1iSK+Ma9TlzKklz15e+sYjRFpiUCr9FW1GRkbi5eVFREQEnp6eeoeTrB07tD57RYtqZTXpXWJiIomJiTg9p0+UUtrKj7dvw/798KIBaaUUly9fJl++fGnyg4i7d7URhwUL4M8/H2/PmFFrVdW1q7ZomJ5vroTti4qCs2efTorPnoWYmGc/Lm9eLTEuVkz7arzlyfM4IT53TnuTt2DB47n3NWrA8OHQpIn1E2dzsYdrjD2Q1zFloqO1a9//2bvz+Jiu9w/gn8lORJBEYom19tgSVLT2LYi9loZoVSmKb6u01lpKLb8qWmsVpfZ9CWItpRKEWCp2iYZISGSVyDJzfn/czpCaJBNmcmcmn/frNa9MZs7c+8wVc+e555znJCdLw7K9veWJIyFBGuWkVEq9nP/OJiMiMkr5OccwYTbSk/D9+1IVZDs7IDXVdL84FqS7d6Ull2xtpUqRedVcWrlyJYYPH46RI0diyZIlZpk0q929K1XLXL9eGqKlVqGCVBTE319KbKhwEkIatq9Ohm/denk/tyLBNjbSRb1XE+KaNaXH8jME8MEDYP58YPXql0m4p6fU49y9u+ld1DGFc4wpMLbjmJ6ebrQjEAYOBDZulCof//ijPDHs2CFdjK1ZE7hxQ54YiIh0xYQ5D8Z2Ev4vIQRSU5VwcLCCENLwxnv3gjF//nxUqFABixYtkjvEApOZmQlra2ud2m7YICV+3t66FT957733cPbfhps3b0b//v3fJlSTIITU27xuHbBtW/YlKN59V+p17tdPqqhJ5ic9Xbp4om0YdUpKzq9zcXk9Ka5ZE6hYUariri9RUcCCBcCKFdKFQkCq9Dp5MtC3r373ZUjGfo4xFcZyHOPi4jBp0iScOXMGly9f1vmcVJD27JFqA7i7Sxeg5Lj++8knUt0COZN2IiJdMWHOg7GchLUZPXo0Vq9ejblz52Lu3DF4/Fgq6PTs2VF06NABtWvXxvXr1+UOs8D07NkTV69exc8//4zOeaxRMWoUsHSpbidrlUoFZ2dnxMfHo1atWrh06RLsClmFkrQ0YN8+qdf58GFpGB0gre3p6yslz507591TT8bt4kXgu++A69elkSs5LT1jaSmNavnvMOoaNQr+AsrTp8CiRcCSJS8v6lSrJhWvGThQ+hs1ZsZ8jjElxnIck5KSULVqVcTGxmLFihX47LPPZIslJ2lp0rDslBTdpiTpm0olTbeIjgaOHpWqdxOR7q5evYoVK1YgIyMDVlZWsLS0zPaza9euaN68OQCpOPDvv/+utZ2VlRW8vLxQv359ANKyiX/88Ue251+9X758eVT4t9JwRkYG7t+/n22btra2KF26tFmOwszXOUYUQomJiQKASExMlDuU13zxxRcCgPj666/Fu+8KAQixa5cQd+/eFQCEnZ2dUCqVcodZIFQqlXBzcxMAxJkzZ/Js7+kpHa9t2/LedlhYmAAgihQpIjIyMvQQrWl7/FiIH38UokED6Riqb6VKCfH550KcOyeESiV3lJRff/whRLFi2f9NixcXokkTIQYNEuL776XPl7AwIdLT5Y72dfHxQnz3nfR3qI6/QgUhli4VIi1N7uhyZsznGFNiTMdx8eLFAoBwc3MTKSkpcoejVf/+0v+RceMKft+XLkn7trcX4sWLgt8/kambO3euAJDj7ccff9S0/euvv3Jt+91332naXr58Ode2EyZM0LS9c+eO1jYVK1YUn332mfjjjz8K8pAYXH7OMaySbWT+uxbzuXNSJVpf3wqwtLTEixcvEB0drWlnziIjIxEdHQ0rKyt4enrm2jY1FbhyRbqvS4Vs9VDsJk2aaIbXqVQqLFiwAEOGDEGpUqXeKnZT4+Ym9cx/+SVw9apUZXvDBqm3YOlS6Va7NjBypDTsnZ1mxu/QIaBXL6kgkLoCdc2agKur6dREKFFCivuLL6Rh2j/8IH0efv65tGTKuHHAZ59xbVEyvM8++wyLFi1CeHg4Fi5ciClTpsgd0ms++ADYskWaSzx/fsH+P1dXx27bVqojQkT5880338DR0RFPnz6FEAJKpRJZWVnIysqCUqmEl5eXpq2LiwsGDx6c7flX77+6PKKdnR28vb21tsvKyoKzs7OmrRACJUuWzPZ8ZmYmHjx4gJUrV6JUqVJo1aoVACA1NRU3b95EgwYNYGFqhUbehMHTdyNkTFet/2vDhg0CgGjdurX46ivpiu3YsdJzVapUEQDEn3/+KW+QBWTbtm0CgPD09Myz7Z9/SseqbFndekKHDBkiAIiJEydqHvv8888FANGmTRv2OgshMjOFCAwUws9PiCJFXvbwFSsmxIgRQly7JneElJOdO4Wwtpb+vbp2Ne7e2PxITRViyRIh3N1f/j06Owsxe7YQCQlyR/eSMZ9jTImxHcdNmzYJAMLBwUE8efJE7nBe8/y5EEWLSv8vQkIKdt/Nmkn7XbGiYPdLZMrS0tJEamqq3GHkKiUlRRw4cECMHj1anD9/XvN4QECAACBKly4t/P39xYYNG4zyczE3+TnHFIJLAqalXLlyAF72MANSjwoAVPl3jYZ79+7JEVqBO3fuHADotP5yUJD009tbt6vq//vf/7B48WL06tVL89hnn32GYsWK4cSJExgzZgxE4Zven42VFdCxo1R59fFj4KefpB7KlBRg+XKgbl1pzdxt24DMTLmjJbUNG6QCWZmZUgG3nTulavvmoEgRqXf57l3g11+lOdexsVJRsIoVgalTpd+JDKFfv35o2LAhkpOTMXv2bLnDeU3RokCXLtL97dsLbr/PngHBwdJ9rr9MpBuVSoWPP/4YrVu3xpMnT+QOJ0f29vbo3LkzfvrpJzRu3Fjz+KNHj1CsWDE8efIEv//+OwYOHAhXV1c0btwYU6ZMwcOHD2WMWv+YMBsZ9VDrR48evZYwV61aFQATZm3UJ2tdhmMDQN26dTFmzBg0atQo22ObNm2CQqHAihUrsHTp0nzHbK4cHYHRo4GwMOD4cWmor6Ul8OefUlJWsSIwbRrw6JHckRZuK1dKxdqUSmDwYOlih7EXyHoTNjbAkCFSde8NG6TpAomJ0jDtSpWA8eOl6QRE+mRhYYF58+YBkFZWSFWXcjciH3wg/dyxQxqDURCOHJGKftWpA833FiLK3dSpU7F161ZcvHgRN0xwHbZhw4YhLi4Of/zxByZMmIAGDRpACIGQkBDMnj072+fjrVu38I86mTFRTJiNjDphTklJgZNTMoDsCXORIkXw4sULucIrMJmZmbh48SKAvBNmIV72MOuaMOeka9eumDt3LgDgiy++wNGjR99ug2ZGoQDatJF6LSMipB49V1epB3rmTClx7tMH+OOPgvuyRpIffwSGD5eO++jRUg+sqSzD9KasrIABA4Br16S/yYYNgefPpbnOlSpJx8HEz9FkZNq3b48VK1bgxo0bKFq0qNzhvKZzZ2lEyb17L+t6GJp6/nIeC1kQ0b/WrFmD77//HgCwatUqtGzZUuaI3oyNjQ1atWqFOXPmIDQ0FI8fP8a6deswatSobPOop0yZgooVK6J27doYO3Ysjhw5grS0NBkjfwOGHh++dOlSUalSJWFrays8PT3znH978uRJ4enpKWxtbUXlypXF8uXLX2uzY8cOUatWLWFjYyNq1aoldu3ala+YjG1e1H+1atVK9OjRQ4SFxWjm6b14IUR6enqhqZAdHx8vhg0bJt57770833NEhHSMrKykOY552bNnj1izZo2IjIzU+rxKpRKDBg0SAISjo6O4efPmm7yFQiM9XYgtW4Ro3jx7NeZatYT4+WchjPS/mdlQqYSYMePlcZ8wofBWNFephDhwQAhv75fHw9paiE8/FeLu3YKLw9jPMaaCx/HN9Ool/e1PmmT4fSmVQri4SPszswK6RAZx9OhRYWVlJQCIKVOmyB1OgejcubOwsLDIVnnbzs5O+Pj4iJ9//lm2uPJzjjHoOsxbt26Fv78/li1bhvfeew8rV67Er7/+irCwMM2aX68KDw+Hh4cHhg4dis8++wx//fUXRo4cic2bN6N3794AgKCgIDRv3hzfffcdevbsid27d+Pbb7/FmTNndBq6C7xcdysqKsqo18gUAnBxkarcXr0K/DuFmf5jxw7g44+l3qXTp/Nu7+vri5MnT2Lx4sUYMmSI1jbp6eno3LkzQkNDsX79evj6+uo3aDP199/AqlXA5s1S5XJAmlf34YfAsGHSkD3SHyGk+bs//ST9Pm2aNBy5sBNCmi4wfz5w6pT0mEIhze0eNw6oVcuw+09KSkLZsmVlXz/Y1BnLOsw5EUIgODgY3t7ecoeSzebNgJ+ftHb5rVuGrZZ94YK05rODAxAXZ55TQIj05fr162jWrBmSkpLg5+eHDRs2mOX6xtrEx8fj2LFjOHz4MAIDA/Ho3zl8TZs2RZB6mCiAkydPwtPTs0A+8/NzjjFowvzuu+/C09MTy5cv1zxWq1Yt9OjRA3PmzHmt/TfffIN9+/ZlG8s/fPhwXLlyRXMw+/Xrh6SkJBw6dEjTxsfHByVLlsTmzZu1xpGeno709HTN70lJSXB3d3/r90dERJQTY030TIUxJ8wqlQqdOnXCkSNHcPToUbRr107ukDSSk6WL7enp0sX2unUNt68ZM4Dp06W6Fjt3Gm4/RKZOCIEmTZogJCQE77//Po4ePQo7c6nImU9CCFy/fh2BgYFwc3PDwIEDAQAJCQlwdnaGQqFAs2bN0LFjR/j4+Bhs6ar8nGMMNoc5IyMDFy9eRIcOHbI93qFDB80auP8VFBT0WvuOHTsiJCQEmf+W4c2pTU7bBIA5c+bA0dFRc2OyTERERG/KwsICNWvWBCBd7FepVDJH9JKDA+DjI903dLVsdd8F5y8T5U6hUGDLli3o0qULdu/eXWiTZUA6Fh4eHhg3bpwmWQaABw8eoEqVKsjKysKff/6JyZMnw8vLC2XKlIG/vz9OqYeMycDKUBuOjY2FUqmEq6trtsddXV0RnUP50ujoaK3ts7KyEBsbizJlyuTYJqdtAsDEiRMxduxYze/qHmZjHZK9cOFCzJo1C5988gmeP/8/rF8PTJkCTJgAtGrVCiEhIdiwYQN69Oghd6gGkZiYiHLlysHGxgb3799HiRIlcmybng64uUlL6Fy7BlSunPu2V61ahS+//BJt2rTBvn37dI7p8uXL6NOnD8aNG4fPPvtM59fRS1FRwJo10k29goKFBeDrKw3XbtnSsEMHzUVGhlQBe+9e6fj9+qs01Jh0ExYGLFggLYemHl/VsiXw9ddAixb6+RtUD8km8zZlyhSsXbsWly5dwrZt29C/f3+5Q9L44APpM2LHDqkgoyE8fQqcPy/dVyfoRJSzqlWrIiAgQO4wjFb9+vVx+/Zt3L9/XzN0+/jx43jy5Ak2bNiA999/X7YCaQZLmNX+OzZfCJHreH1t7f/7eH63aWtrC1tb29cet7e3h729fc7By8TR0RHp6el4+vQp6taV4ouOBuztgWrVqiEkJASPHj0yytj1QT38vmzZspp1qXNy7ZqULLu4SPNj8/qyq6683bx583wdv6CgIDx+/Bhff/016tati/bt2+v8WpJUqwbMmSN9edu9G1i6VJpnum+fdKtZExg5UloWydFR7miNU1oaMHCgVJXWxkZK+rp3lzsq09K4MbBli7QE1dy5wLp10jznU6eAZs2ki5M+Pm+XOCuVSv0FTEbLxcUFX3/9NaZOnYrJkyejV69esLGxkTssAEDXrtJnxI0b0kWi2rX1v4/Dh6WLTvXrA3mcqokKrWnTpuHdd99FZw7D0FmVKlUwYsQIjBgxAhkZGTh79iwCAwPRScaF3g02JNvZ2RmWlpav9fw+efLktR5iNTc3N63trays4OTklGubnLZpigr7Wszq9Zeb6rBG1KvrL+vyBVc9dL9Zs2b5iumrr77CoEGDoFQq0bdvX9y+fTtfr6eXrK2lHtFTp6QLHiNGAMWKSWvqjhkjffEaPlx6jl5KTga6dJGS5SJFgP37mSy/jXfekXrn790DPv8csLUFzp6VlkWLj5c7OjIVX375JVxdXXH//n2sXLlS7nA0HB0B9ew1Qw3L5nBsotytWLECM2fORLdu3cz6e7shqZeumjt3rtaC0QXFYAmzjY0NvLy8XlvH9ujRozkmK97e3q+1P3LkCBo1agTrf0sv5tQmvwmQMVP3qkZFRWkS5shI6ac6Yb5//74coRUIdcKsS9VzdWE9XYqUxsbG4v79+1AoFDpXVFdTKBRYuXIlvL29kZCQgK5duyKe36rfmocHsGwZ8OgRsGSJ1Avy/DmwciVQr540RHbLFmkYcmEWHy99+f3jD2l+4uHDL78M09upUEH62wsPlypojxsHlCold1RkKuzt7TF9+nQAwMyZM5GUlCRvQK/44APp544d+t+2UgkEBkr3Zez0ITJahw4dwueffw4AmD59uub7O5kogy1uJYTYsmWLsLa2FqtXrxZhYWHiiy++EPb29iIiIkIIIcSECROEv7+/pv39+/dF0aJFxZdffinCwsLE6tWrhbW1tdixY4emzV9//SUsLS3F3LlzxY0bN8TcuXOFlZWVCA4O1jkuY1/b8cGDBwKAsLa2FrduKQUghL29tMboqVOnBABRuXJlucM0CJVKJUqXLi0AiLNnz+bZvkIFaf3HEyd02/6TJ0/E8ePH3zi+6OhoUaFCBQFAtGvXTmRkZLzxtuh1KpW0lmefPkJYWr5cS9fVVYgpU4TIYelss/bkiRANGkjHoVQpIc6flzsiyouxn2NMhakcx4yMDFG9enVRs2ZN8ffff8sdjsazZ9I65IAQN27od9tnz0rbdXQUIjNTv9smMnWXL18WxYoVEwDExx9/LFQqldwhkRb5OccYNGEWQoilS5eKihUrChsbG+Hp6SlOnTqlee6jjz4SLVu2zNb+5MmTomHDhsLGxkZUqlRJLF++/LVtbt++XdSoUUNYW1uLmjVrip07d+YrJmM/Caenp2sW9v7nnyeapCEuToiHDx8KAMLS0tIsk7Xw8HDNxYK0tLRc2z56JB0XCwshkpMLKEAhfRDa29sLAGLWrFkFt+NC5tEjIaZNE6JMmZeJs6WlED17CnHsmJRcm7uHD4WoVUt676VLC3H1qtwRkS6M/RyTX8+ePRMDBw4UxYsXF8WLFxcDBw4U8fHxub5m586dokOHDsLJyUkAEKGhofnerykdx/v374tMI8wcO3WSPj/0faqaOlXabt+++t0ukal7+PChKFeunAAg2rRpI9LT0+UOiXKQn3OMQddhNlbGvLajmqurK548eYLQ0FD4+DRATAwQGgrUq6eCs7Mz3NzccOLECbi5uckdql5t3boV/fv3R6NGjXDhwoVc2+7aBfTuLRUcuXy5YOJT27NnD9asWYMNGzYY7d+QucjMBPbskYqEvbqiQI0awKhRwJAh0pxecxMRAbRtC9y/D5QvDxw/DlSvLndUpAtTOMfkR6dOnfDw4UP88ssvAIBhw4ahUqVK2L9/f46v+f333xEeHo6yZcti6NChCA0NRYMGDfK1X3M7jnJYs0b6jNT3ebJRI+DiRWDtWuDjj/W3XSJTlpKSghYtWiA0NBS1atXC2bNnc13pheSVn3OMwatk05vp0KEDUlJSYG1tDXd3ICZGKvzVoIEF4uLicq0Kbso8PT0xb948TZG33Lxa8CsvGRkZ6Nq1K5o0aYLJkye/9fp3PXr0QPfu3c3238GYWFtLhZj69AGuX5fmPK9fD9y6BYweLVU7/vpr4LPPpEry5uDWLaBdO+DhQ6BqVeDYMaBSJbmjosLoxo0bCAwMRHBwsKb2w6pVq+Dt7Y1bt26hRo0aWl/n7+8PAIiIiCioUI1Ceno6li1bhi5duqC6EVzh6t5dWrbvyhXgzh1ptYK3FR0tJcsAl5MiepWtrS0aNWqER48e4cCBA0yWzYjBin7R2/n999+xe/du1KlT57VK2eacpFWrVg1ff/01hgwZkmfb/CTMoaGhOHLkCJYvX651ibE3of53EELgp59+wp07d/SyXcpZnTpST3NUlFSoqWJF6WLSV19Ja3DPmydVkzZlV69Kxc4ePgRq1ZKW3jKXZFkIgaysLM3vKpUKqampMkZEeQkKCoKjo2O2QolNmzaFo6OjZtUBfUlPT0dSUlK2m6kZOXIkxo4di8mTJ8sdCgDAyUkaqQIAO3fqZ5uHD0s/PT0BMxvkRvRWrK2tsXLlSoSGhqJy5cpyh0N6xITZBPw3YSZpmG5IiHRfl4RZ/cXO29tb7xcc/u///g//+9//4Ovry8rZBcTBQVoK6M4dYPVqoEoV4OlTYMIEKbmcPRtITJQ7yvw7fx5o1Qp48gRo2FAagv7vKnMmJz09HZcuXcKaNWswZswYtGzZEiVLlsS2bds0bS5cuAAnJyd06dIFy5cvxz/8kDM60dHRKF269GuPly5d+rUlHt/WnDlz4OjoqLm5u7vrdfsF4csvv4RCocCOHTs0Kz7ITV0tW1/LSx08KP3kclJEkhMnTmguBisUCs3ysGQ+mDAbMSEE0tLSXkuYDx06BC8vLwwePFi+4AzgwYMH2Lx5s05D+K5eBdLSgJIldZvXGfTv+lOGWH7so48+gru7O27fvo2+fftm60Ejw7K2Bj75RBrCvG6d9Lfw7BkwZYqUOE+fbjpr6v75pzQMOz5eWibtxAnAxUXuqHSjVCo190NDQ1GvXj0UK1YMXl5eGDJkCH7++Wf8+eefSExMxOVXJlKePHkSL168wMGDBzFy5EhUrFgRDRo0wJQpUxAcHJxtu6Rf06dPh0KhyPUW8u9VSW0XGYUQer/4OHHiRCQmJmpuker1FE2Ih4cHPvroIwDAN998A2MoE9OjB2BpCVy6JNVEeBtZWcCRI9J9JsxEwN69e9GuXTt07doV6enpcodDBsKE2Uht3rwZRYoUQd++fV9LmIUQuHTpEkJDQ+UL0AAOHDgAPz8/DB8+PM+26uHY774LWOTxVyyEwF9//QXAMAmzq6sr9u3bh6JFi+LYsWP48ssv9b4Pyp2VFTBoEBAWBmzaJA1lTkgAZsyQhm1PmQLExckdZc4OH5bmAiYnA61bS19IjXHqk0qlwp07d7B9+3ZMnjwZvr6+KF++PGbPnq1p4+TkhGvXriErKwulSpVCmzZtMHbsWKxfvx5XrlzBrFmzNG2//vpr/P3335gzZw7ee+89WFhY4MqVK5g9eza8vb01F7oAGEXiYU5GjRqFGzdu5Hrz8PCAm5sbYmJiXnv906dP4erqqteYbG1tUbx48Ww3UzRjxgzY2tri1KlTOHTokNzhwMVFGrkCvP2w7OBg6bO1VCmgSZO3jYzItIWEhMDPzw9CCFSoUAE2NjZyh0SGYqhS3cbMFJaqCAgIEABEw4YNxfnz0vIN5cpJz924cUMAEMWKFTOrtd0GDRokAIipU6fm2XbgQOmYTJ+e93bV61pbWlqKlJQUPUSq3a5duzTLgS1btsxg+6G8KZVCbNsmRN26L5eksrcX4uuvhYiJkTu67HbvFsLGRoqxSxchUlPljkjy6mdLTEyMaNasmWY5tf/eevToke11AQEBIjIyMt+fT0+fPhW///676Nevn6hSpUq2ZXr+97//iXbt2olFixaJu3fvvv0bNCBTOMfoKiwsTAAQ586d0zwWHBwsAIibN2/m+Xr1UoHmvqzUf40fP14AEHXr1hVZWVlyhyOWL5c+Yxo3frvtTJwobefDD/UTF5GpevDggXBzcxMARMeOHY1yWTnKnVGtw2yMTOEkHBoaKgAIV1dXER0tnaAUCiEyMoR48eKFUCgUAoB48uSJ3KHqTY0aNQQAERAQkGfbqlWlY3L4cN7b3bJliwAgvLy89BBl7mbPnq1Jzo8dO2bw/VHulEopIW3Y8GXiXKSIEGPHChEVJXd0QmzcKK0tDQjRp48Qci3X+PjxY3Ho0CExd+5c0b9/f1GzZk3x0UcfaZ7PzMwUdnZ2AoCws7MTjRs3FkOHDhVLly4Vf/31l0hKStJ7TK8m2yqVSri7u2dL0mvWrCnGjRsnTp48aXRfVEzhHJMfPj4+ol69eiIoKEgEBQWJunXrCl9f32xtatSoIXbt2qX5PS4uToSGhooDBw4IAGLLli0iNDRUPH78WOf9mvJxjIuLEyVKlBAAxLp16+QOR0RHC2FhIX3WRES8+XYaNJC28fvv+ouNyNQkJCQIDw8PzUUxU/yMIibMeTKFk3BMTIwAIBQKhXjxIkPY2konqfBw6Xn1l8egoCBZ49SXZ8+eab4I53UR4MmTl8lPfHze216+fLkoUaKEGD16tH6CzYVKpRIDBgwQlpaW4pdffjH4/kg3KpUQ+/dLvSvqvx07OyFGjxYiMlKemH75RboIBgjx0UdCFETO92oSqlQqRefOnYWrq6vWXuO6detme+3BgwdFWFiYbMnprVu3xI8//ijatGkjrKysssXq6ekpS0w5MYVzTH7ExcWJAQMGCAcHB+Hg4CAGDBgg4v/z4QtArF27VvP72rVrtf5dTZs2Tef9mvpxnDdvnvD19RV///233KEIIYRo1Ur6vFmw4M1e//Dhy4v3ZnStnihfMjIyRPv27QUAUaZMGfHPP//IHRK9ISbMeTCFk7BSqRTW1tYCgPjnn3/EO+9IJ6pTp6TnW7ZsKQCIDRs2yBuonhw+fFgAEFWqVMmz7f790rGoVUv37SuVSpGcnPwWEeouLS1NnD59ukD2RfmjUgkRGCiEt/fLxNnGRogRI96u1yW/Fi58uf+RI6WecEN5+PChGDlypGjcuLFo3bp1tudq166tuTBXs2ZN0b9/fzFnzhxx6NAhEWUMXfA5SEhIEFu3bhX+/v7CyclJjBkzRvNcRkaG8PHxEfPmzRNhYWGyTFsxhXOMKTD146g05H/sN7BkifSZ07Tpm73+11+l1zdpot+4iExJaGiosLe3F0WLFhUhISFyh0NvIT/nGKu3nAJNBmJhYYEyZcrgn3/+waNHj1Chgjvu3n1Z+Ktq1ao4deoU7t27J2+geqJefuPVtT5zoq4D5O2t+/YtLCxQrFixNwkt3+zs7PD+++9rfk9MTIS9vT2srPjfTW4KBdCxI9Chg1SFeuZMqTr18uXAqlXAxx8DEydKy1QZghDA999LRcgA4OuvgblzpbgMISMjA76+vprK1EWLFoVSqYSlpSUA4KeffoKDgwM8PDxQtGhRwwRhAI6Ojujbty/69u0LpVKJ58+fa547c+YMAgMDERgYiG+++QZVqlSBr68vfH190aJFC72tw06UF4u8KlIWsJ49gdGjpcJdkZFAflftUtcvY3VsKswaNGiA06dPIzo6Gl5eXnKHQwXEuD7NKRv1Om5RUVGvVcquVasWatSoAXt7e5mi06/8JMzqCtm6rL+sUqneJqy3dvv2bTRp0gRjx46VNQ7KTqEA2raV1jk+eVK6n5UF/PqrtDTV4MHSGs/6JISUjKuT5ZkzDZssA8CsWbNw+fJllCpVClu2bEFoaGi2L/Ft27ZFkyZNTCpZ/i9LS8ts1ZRr166NpUuXwsfHBzY2Nrh//z5++ukndOjQAc7OztnWgSYqCI8fP8bw4cMxRf2fXyZlywLvvSfd37Urf6/NzHy5nFSnTvqNi8gUZGRkaO43bNgQnfgfoVBhwmzEWrdujZ49e8LJyem1hHncuHG4efMmvvrqK/kC1KOVK1dix44d6NatW67tlErg/Hnpvi4J8/z581GlShX89NNPeogy/8LCwnD79m38/PPPWLlypSwxUO5atgSOHQP++kta2kmpBH77DahZExg4ELhx4+33oVIBY8YA8+ZJvy9YAEydathk+cKFC/j+++8BAMuXL0e/fv1QvXp1va+da2xcXV0xcuRIHDp0CHFxcdizZw8+/fRTuLm5ISUlBdWqVdO0PXHihOaiguCyVWQgISEhWLlyJRYsWICHDx/KGkufPtLP7dvz97q//pKWvXNxARo10n9cRMYsODgY1apVQ7C6x4YKH8OPEDc+pjgvSj13qFMnuSOR15Ur0nFwcBBCl5U6unXrJgCIBW9a5UQPZs2aJQAIKysrceLECdniIN2cOyeEr+/LOcYKhRD9+glx7dqbbS8rS4iPP365rZUr9RuvNqmpqaJmzZoCgOjfv7/hd2gClEqlCAkJyTanWb2UHQBRvnx5MXz4cJGqh3W9TPEcY4zM5TiqVCrx/vvvCwBiyJAhssYSGfnys+3hQ91f9/XX0mv8/Q0XG5ExunfvnnBxcREARJ8+feQOh/QoP+cY9jCbiP/2ML9KFKKeEfXFvSZNgH+nYeZICIGzZ88CALzzM+FZzyZNmgQ/Pz9kZWWhd+/euHv3rmyxUN6aNAH27wcuXgR69JC+Wm7dCtStC/TuDfw7HVgnGRmAn5/UY21pCaxfDwwbZqDAXxEXF4dixYqhTJkyWLp0qeF3aAIsLCzg5eWVrYfdx8cH3bp1Q5EiRfDw4UMEBgbCzs5OxijJHCkUCsyfPx8AsHbtWoSFhckWS/nyL+t/7N6t++sOHpR+chQqFSbx8fHo0qULnj59ioYNG2LNmjVyh0QyYcJs5IQQSE5O1iTMDx5IX+ABoH379ihVqpSsJ199WL16NWbNmoUbOox9zc/85Xv37iE2NhY2Njbw9PR8yyjfnEKhwK+//oomTZogPj4eXbt2RUJCgmzxkG48PaUvlFeuSMMYFQpp3l/DhkD37kBISO6vf/FCSrC3bQOsraUhkAMHFkzs5cuXx9mzZ/HHH3+gVKlSBbNTE/Thhx9i7969iIuLw8GDBzFv3jyzH7JO8vD29kbPnj2hUqkwceJEWWPJ77DsyEjg778BCwupYCJRYZCRkYHevXvj5s2bKF++PAICAgqseCwZHybMRuyvv/5CkSJF0KRJE001y5QUIDFRuv/s2TPEx8ebfKXsX3/9FVOnTsWlS5fybJufhFndu9yoUSPZK+MWKVIEe/bsQfny5c1q7nlhUK+elPReuwZ8+KH0pXHfPqBxY6BLl5d/k69KSQF8fYGAAMDOTmrfs6fhY311tIm1tTVq1Khh+J2agSJFiqBTp07o27ev3KGQGfv+++9haWmJffv24cyZM7LF0bu39PP0aSA6Ou/26urYTZsCTk6Gi4vIWAghMGzYMPzxxx9wcHDAgQMHNIV4qXBiwmzEnJyckJ6ejqioKBQtCjg7S4+rh2VX+XftG1NOmDMyMhAaGgog7wrZ8fEvCzDlJ2Fu1qzZW8WoL2XKlMG+ffvQvn17zJkzR+5wKJ/q1AE2bQLCwoBBg6Qh1gcPSsMbO3SQvnwCQEKCtHTV8eNAsWJAYKBUTKwgDB8+HJMmTcpWzZOIjEPNmjUxZMgQAMDs2bNli6NCBWnqiRC6DcvmcGwqbFavXo1169bB0tIS27dvR7169eQOiWTGhNmIqa9mJSUlISUl5bV5zFWrVgVg2gnzlStXkJ6eDicnJ837yYm6OvY777y8eJCboH8XbJZz/vJ/NWzYEEeOHEHp0qXlDoXeUI0awLp1wK1bwJAhgJUVcPQo0KIF0Lo10KYNcPYsUKKEVH27ZcuCiWv//v345ZdfMHfuXJ1GaxBRwZs2bRrGjx+PDRs2yBqHrsOy09OlzzGA6y9T4eHn54devXph6dKl6Nixo9zhkBFgwmzEihcvrpkvoW0tZnWCef/+fTnC0wv1+stNmjTJc+5gfoZjCyHQokULNGjQwKgS5v9at24dTp48KXcY9AaqVpXWbb5zB/jsM2me8smTQGiotPTKyZOADsuK60VsbCyGDh0KABg7diya6vKfhIgKXNmyZTF//nw4yTy2WT0s+9Qp4MmTnNudOQM8fw64uQENGhRIaESyK1q0KHbs2IHPPvtM7lDISDBhNnLqXubcEmZT7mFWJ8x5DccGgH87jHVKmBUKBX7++WeEhoaiTJkybxOiwWzZsgUff/wxevfubdL/hoVdpUrAihXAvXvA6NFA27bAn38C9esXzP6FEBg5ciRiYmJQu3ZtzJo1q2B2TERvRQiBqKgoWfZduTLg5SWtEb9nT87t1MOxfXyk+g1E5urOnTuYM2eOphYIC0DSq/jxZ+TKlSsHQHvCrJ7DHB4eDqVSKUd4b+3VHubcqFTAv01hxB3G+dK9e3c0btwYz549Q9euXZGoruZGJsndHfjpJ2n4Ys2aBbffLVu2YPv27bCyssL69eu5LBKRCYiKikKbNm3QuHFj2WoO6DIsW50wczg2mbPY2Fh07twZkyZNkrW+ABkvJsxGTt3D/OjRo9cSZnd3d9SqVQtt2rRBcnKyTBG+uZSUFDx69AhA3gnz7dtSMaUiRaT1cPMSFhaGFy9e6CFKwylSpAj27t2LcuXK4caNG+jfvz+ysrLkDotMSFRUFD7//HMAwNSpU+Hl5SVzRESkCycnJ4SFhSEqKgqn1RUDC5h6WPYffwCxsa8/Hx4O3LwpFThs375gYyMqKC9evECPHj1w9+5dVKpUSTO9iehVTJiNXLNmzdCrVy9UqVLltYTZ0tISYWFhCAwMRIkSJWSL8U0VK1YMCQkJuHbtWp7zudTDsRs1kuaK5kalUsHb2xuOjo64deuWnqI1DHXl7CJFiiAwMBDjx4+XOyQyIVeuXEFGRgYaNWok+9quRKQ7W1tb+Pr6ApAK9snhnXekeclKJbB37+vPq5eTatZMKmJIZG5UKhUGDx6Mv/76C46Ojjhw4ABcXV3lDouMEBNmIzdy5Ejs3LkTvXv31iTMjx4B5tIRaW1tDQ8PjzzbqQt+6TIcOywsDElJSbC2ts6z8rYx8PT0xPr16wEAixYtwqpVq2SOiExFp06dcPXqVWzatAnWeV1JIiKj8mrC/Ooa6gUpt2HZHI5N5m7atGnYsmULrKyssHPnTtSuXVvukMhIMWE2Ia6uUu+qSgX8t05IZmamPEEVkPxUyFYvJ9WkSRNYWVkZMCr9+eCDDzBz5kwAQExMjMzRkCmpUqUKqlWrJncYRJRP7du3h42NDe7fvy/baKgPPpB+Hj8OPHv28vEXL4ATJ6T7XH+ZzNHatWs1RTJXrlyJtm3byhwRGTMmzCZACIH4+HhYWEiFhYCXw7I3btwIZ2dn+Pv7yxfgGxBC4L333sPgwYMRq23y1CuSk4G//5bu65Iwnz17FoA0nN2UTJkyBWfOnMGUKVM0j3333XfYtm0bnj9/LmNkZEyUSiUGDBiAP/74Q+5QiOgtFCtWDK1btwYABAQEyBJD9epSXZCsLGDfvpePnzoFpKUBZcsC9erJEprG5s2bUa5cOYwYMQIRERHyBkNmw9LSEtbW1pg0aRI++eQTucMhI8eE2cg9fPgQdnZ2cHNzgxDitXnMxYoVQ1xcnMktS3Tv3j2cPXsWmzZtgoODQ65tL1yQetUrVgR0WSFKnTAb8/rL2igUCrz33nua358+fYrp06ejX79+cHFxQZ8+fZg8ExYuXIhNmzahR48eSEhIkDscInoL6mHZciXMwMth2Tt2vHzs1eHYcq+uM2/ePERFRWHFihV455138PHHHxt9fRIyPjdu3MCPP/6o+X3QoEG4ePEivvvuOxmjIlPBhNnIubi4ICMjAxkZGXj27FmOS0uZWsKsXk6qYcOGsLW1zbVtfoZjx8bG4vbt2/+21+EFRkylUmH8+PGoUqUK0tLSsGPHjmzJ86lTp+QOkQrY9evXMXnyZADAggULTLLYHxG95Ovri759+2LYsGGyxaAeln3kiLQaBfCy4Jfcw7HDw8Nx5coVWFhYoG3btlAqlVi3bh3q1KmDhw8fyhscGb0nT55g8eLFaNSoEWrXro2vvvoKV65c0Txft25dWHCBcdIB/0qMnK2tLZydnQFoX1pKnTDHx8cjPj5ejhDfiDphfvfdd/Nsm5+EOfjfxjVq1Miz8raxc3V1xdy5c3H37l1cvHgR33zzTbbk+dUr7CkpKUhJSZExWjK0zMxMDBo0CBkZGejSpQuGDBkid0hE9JYqVaqErVu3ws/PT7YYatUCatcGMjOB/fuBO3ekm5UV0K6dbGEBAJ4/f44uXbqgXbt2OHbsGM6dO4du3bqhe/fuKF++vKYdh2qTWlpaGrZs2YIuXbqgbNmy+OKLL3Dx4kVYWVnB19cXKpVK7hDJBDFhNgHqtZijoqJeS5jt7e3h5uYGALh//74c4b0RXRNmIV4uKaVLwlynTh388MMPGD169NuGaDQUCgU8PT2zJc8TJkxAz549NW3Wrl2L0qVLo3fv3ti6dSuTZzM0a9YsXLp0CaVKlcKqVaugkHucJBGZjVeHZat7l5s3B4oXly8mAPDw8EBAQAACAwMBSMU89+7diy1btmjaREREoFq1amjfvj1OnTolW8VxMg5//PEHPvzwQxw8eBBKpRKNGzfGTz/9hKioKOzfvx8NGzaUO0QyQUyYTUC5cuUAaE+YAWiWTjKVYdnp6em4fPkygLwT5vv3gdhYwMYG0OUzrnLlyvjqq6/w+eef6yFS46NOnufMmQMXFxfN42fPnkVaWhp27dqF/v37w8XFBb1798aWLVuYPJuBCxcuYPbs2QCA5cuXo4wuk/mJyCQIIXDjxg0sWLAAWTKtGakeln34MLBtm3Rf7uHYr/rvBcJXl9H7888/IYTAsWPH0KpVKzRv3hyBgYFMnAuBsLAwTJw4Mdvc5Pbt26NJkyaYMmUKbt68ifPnz2P06NHZvjMR5RcTZhOg7mHWNiQbML15zJcvX0ZGRgacnZ01sedEPRzb0xPIY6pzobZp0yZcunQJEydOxDvvvIMXL15g165d+PDDD1G+fHm8ePFC7hDpLWzbtg1KpRL9+/dH37595Q6HiPRIpVKhefPmGDdunKZoZUGrUweoUQNITwf++kt6TO71l2/cuIEHDx7k2W7QoEG4e/cuRowYARsbG/z111/o1KkTGjdujN27d3MIrpmJiYnBokWL4OXlhTp16mDu3LlYuHCh5t/Z2toa586dw3fffYcaNWrIHC2ZCybMJuDVHmb1slKJidINkHppO3ToAHf1k0YuKSkJtWrVgre3d57DSvMzHDsiIgIbNmxAeHi4HqI0LQqFAg0bNsT333+P27dvIzQ0VJM8v//++7Czs9O0/eabb9jzbGLmz5+PzZs3Y+nSpXKHQkR6Zmlpic7/ZqdyVctWKF4OywaAChWkec1ymjJlCipVqoSffvopz7aVKlXCsmXLEB4ejrFjx6Jo0aK4ePEiPvroIyQlJRVAtGRoe/fuRefOnVGuXDl8+eWXuHTpEqysrNC1a1f8+OOPvDBCBqUQhXDMSlJSEhwdHZGYmIjick/Q0cHevXuxfv16+Pj4YOjQoXByAp49A65dAzw85I7uzWVlZcHKyirXNo0aARcvAlu3Anl1rC1ZsgSjR4+Gj48PDqknYRVyQggkJydr/s4jIiJQuXJlAICdnR06deqEPn36wNfXN8/lvYhIN6Z2jjFWhek4btu2Df369UOtWrUQFhYmSwxXrgANGkj3P/sMWLFCljAAAC9evICzszOeP3+OkJAQeHl55ev1sbGxWLRoEYoWLYpJkyYBkM6He/bsQZcuXWBjY2OIsEmPVCoVFAqFpmNl5MiRWL58OQCpo8jf3x/9+vXTFMYlyq/8nGPYw2wCunfvjp07d2Lo0KEAoHVYtinKK1lOTZVO4IBuPczqoWzNmjV729DMhkKhyPYhYGtri0mTJmmGbe/evRt+fn4oXbo0evXqhTNnzsgYLb0qKSkJo0ePRlxcnNyhEJGBdejQAVZWVrhx44Zs06vq1QNq1pTud+smSwgax48fx/Pnz1G+fHl4enrm+/XOzs6YNWuWJlkGpGJQvXr1wjvvvIOlS5ciLS1NnyGTnly/fh0TJkxAxYoV8Zd6fgCATz/9FFOnTsWtW7cQHByMzz//nMkyFRgmzCYop4Q5OTkZSqWy4APKh6ysLJ2Lmly8CGRlAWXKALqMNg/6d/y2t7f324Ro1sqUKYPZs2drhm1PmjQJ1apV0yTPjx490rRNSEhAcnKyjNEWbmPHjsWSJUvQrVs3Fq8hMnMlSpRA8+bNAcg7LHv3bmDTJvkLfu3ZsweA1GGgrxUB4uPj4ebmhsjISIwaNQqVK1fGDz/8wOlJRiA6OhoLFy6Ep6cnPDw8MG/ePDx8+BBbt27VtPH09MTMmTNRvXp1GSOlwooJs4kQQiA2NhYqlSrHwl/FixfH3bt35QlQR0eOHEGJEiXw0Ucf5dlWXfDL21s6kecmKioKERERsLCwQJMmTfQQqXlTKBRo0KABZs+ejVu3buHy5cuYPHkyunTpommzdOlSlC5dGj179sSmTZuQkJAgX8CFTEBAAFavXg2FQoG5c+dyCSmiQsDX1xeAfAkzIPUwf/hh3udcQ1KpVNi/fz8AKWHWl969eyM8PBzLli1DhQoVEBMTg/Hjx6NixYr47rvvWBxTBnFxcejUqRPKlSuHsWPHIjQ0FNbW1ujevTt27NiB//u//5M7RCIATJhNgkqlgoODA1xcXPD48WOtCXOxYsUAGP9azOfOncPz58916jFTJ8y6DMdW9y7XrVvX7Oe66ZtCoUD9+vUxa9Yszd8RIC1l9OLFC+zZswcDBgxAyZIlUadOHQwZMgS//vorMjMzZYzafMXGxuLTTz8FIPUyq3udiMi8de3aFYD02Zueni5zNPI5d+4cYmJiULx4cbRs2VKv27azs8OIESNw9+5drFmzBtWqVcOzZ8+wYcOGbEtVkWEolUrcvn1b83vJkiURFhYGlUqFpk2bYunSpXj8+DH27NmD3r17ZytYSiQnJswmwMLCAiVLlgRg+ktLnTt3DkDe6y8Lkb8K2er5yxyOrT+7d+/W9Dyrl2YICwvDmjVrMGHChGxz0Ldu3YoDBw4gNjZWrnDNghACI0eORExMDGrXro1Zs2bJHRIRFZBq1arh6NGjePz4MWwL8TqKe/fuBQCDFueytrbG4MGDcePGDWzevBk//PADLC0tAUgFxyZPnpxtihK9nWvXruHrr79GxYoV0axZM80FdwsLC6xZswa3b99GUFAQRo4cCScnJ5mjJXpd7lWXyGiULVsWDx8+RFRUlNaEuWrVqgCMO2EWQuD8+fMAgKZ5ZMGRkcDjx4CVFaBLcUx1DzMLfumPuudZ3fv85MkTnDt3DsH/dv2/Okx4/PjxiIyMBCB96WvatCmaNm0Kb29v1K1bN88CbyTZsmULtm/fDisrK6xfv55X14kKmXbt2skdguwmTZoELy8vlC9f3uD7srS0RP/+/bM99ttvv+H777/HDz/8gMGDB+Obb77RrC5B+ZORkYHu3bsjMDBQ81iJEiVw8+ZN1K1bFwDQtm1bucIj0hl7mE3Eq2sxqxPmhw8BdY0vdcJszEOy79y5g/j4eNjZ2aFevXq5tlUPx65fHyhaNO9t79q1C7t27UL79u31EClpU7p0aXTt2hWzZ8/G7NmzNY9nZGSgbdu2ml7oO3fu4Pfff8fnn38OT09PtG7dOtt2nj17VqBxmwqVSoW5c+cCkNYfze8yKkRE5qB48eLo06ePbCPGateujRYtWiAjIwMrV65EtWrV8NFHH+HmzZuyxGPK5s+fj8DAQFhbW6NHjx7YuXMnoqOjNckykakwaMIcHx8Pf39/ODo6wtHREf7+/rkWDsrMzMQ333yDunXrwt7eHmXLlsWgQYMQFRWVrV2rVq00a7Opb/+9QmhuypYtC0Aaku3mJvW8KpVSLyxgGj3M6uHYnp6eec4Vys/8ZQBwc3NDz5494ebm9jYh0huwsbHB2rVrcfPmTcTFxeHQoUP49ttv0aFDBzg6OqJhw4aatqmpqXB1dUXlypXh5+eHn376CefPn0dGRoaM78A4WFhY4NSpU5g2bVq2pVCIqHCZPXs2PDw8NCOnqGC1aNECp06dwqlTp9ChQwcolUqsX78etWvXRt++fVm/Q0e3b9/WTCv67bffsHv3bvTq1atQTzcg02XQcZJ+fn54+PChZijGsGHD4O/vr6l++F+pqam4dOkSpk6divr16yM+Ph5ffPEFunXrhpCQkGxthw4dipkzZ2p+L1KkiOHeiBF4tYfZ0hIoXx6IiJCGZZcv/3IO8/379yGEMMqqurrOXwbyN3+ZjEepUqXg4+MDHx8fAFKvaWpqqub5sLAwKJVKREREICIiAps3bwYgrQ/t5eWFESNGYODAgbLEbgxKlCiB6dOnyx0GEcno6tWruH79OgICAgpdXY5PP/0UFStWxGeffYbSpUvLGkuLFi3QokULXLhwAbNnz8bevXuRmprK4mA62r9/P9LT09GxY0d8+OGHcodD9FYMljDfuHEDgYGBCA4O1iRIq1atgre3N27duqUZvvkqR0dHHD16NNtjP//8M5o0aYJ//vkHFdRjkQEULVpU597E9PT0bBUnk5KS3uQtyUrdw6zuba9Q4WXC3KwZULFiRbRv3x5VqlTBixcvjPICgpeXF7p06fLaEN3/Sk8HLl2S7uvyXWH27NlQKpXw9/fnPCMjY2Fhka3ydqNGjRAfH48LFy4gODgYQUFBCA4OxrNnz3D27Fn06dNH0/bevXv45ptv4O3tjaZNm8LLy8ss5/Tev38fJ0+exODBg43yQhcRFayuXbti27ZtCAgIyDb9xdxFR0djzZo1EEJgyJAhcoej0bhxY+zZswfXrl3TFAYDpO+WJ06cQCe5F602Ul999RUaNmyIypUr89xGJs9gCXNQUBAcHR2z9SY2bdoUjo6OOHv2rNaEWZvExEQoFAqUKFEi2+MbN27Ehg0b4Orqik6dOmHatGlwcHDQuo05c+ZgxowZb/xejEHt2rXRu3dvNGrUCABeK/xlY2ODI0eOyBSdbgYPHozBgwfn2e7yZSAjA3B2Bv7tOM+REAJLlixBdHQ0WrduzYTZBDg6OqJdu3aa4jZCCNy9exfBwcHZiradOXMGO3fuxM6dOwFIVU0bNGigSaDbtWsHFxcXWd6DviiVSnz00Uc4c+YMIiIiso2aIaLCycfHBxYWFrh69eprnQXmbP/+/RBCoHHjxppOAmPy6rzb5ORkeHt748aNGzhz5kyhGwmgqzZt2sgdApFeGGwOc3R0tNbhNKVLl0Z0dLRO23jx4gUmTJgAPz+/bGvrDhgwAJs3b8bJkycxdepU7Ny5E7169cpxOxMnTkRiYqLmpq7ma0oaN26MHTt2YMKECQBeT5jNyavDsfO6KPngwQNER0fDyspKczGBTItCoUC1atXg7++vmYsPSBfY5s6dix49esDV1RWZmZm4cOECfvrpJ/j5+ZnF/L6FCxfizJkzKFasmE4Xk4jI/Dk7O2sSsAMHDsgcTcHZs2cPAKBHjx6yxqELBwcHeHp6QqVS4aOPPso29aiwW7x4Mf4xxy+nVKjlO2GePn36awW3/ntTzzfWNgRD1/m1mZmZ6N+/P1QqFZYtW5btuaFDh6Jdu3bw8PBA//79sWPHDhw7dgyX1ON4/8PW1hbFixfPdjN1OSXMKSkpePLkScEHlIe7d+/qvKahuuCXLhds1esve3p6GuUwdHpzNWrUwDfffIPdu3fj8ePHCA8Px6ZNmzBmzBg0btw429JkGzduxA8//IDk5GQZI86f69evY/LkyQCkxJmjI4hIrWvXrgCQY80Xc5OcnIzjx48DALp37y5zNLpZvHgxypYtizt37rBQ47+OHDmCL774AnXr1kVcXJzc4RDpTb4T5lGjRuHGjRu53jw8PODm5oaYmJjXXv/06VO4urrmuo/MzEz07dsX4eHhOHr0aJ4Jrrrq8p07d/L7dkyKSqXC06dPkZ6erjVhXrx4MRwcHDB27Fh5AvyP5ORk7N69G0OGDEG1atVQvnx5/Pjjj3m+Lj8Vsrn+cuGgUChQqVIlfPjhh1i8eDHOnz+vGcGSmZmJKVOmYPz48ahYsSJmzJhh9EtXZWZmYtCgQcjIyECXLl2Mar4eEcnP19cXAHDixAk8f/5c5mgM7/Dhw0hPT8c777yD2rVryx2OTkqWLInVq1cDkL5/nTp1SuaI5JWamorhw4cDkKbgOTk5yRwRkf7kO2F2dnZGzZo1c73Z2dnB29sbiYmJOH/+vOa1586dQ2JiYq7JjTpZvnPnDo4dO6bTf7jr168jMzMTZcqUye/bMSkeHh4oXbo0zp07pzVhVlfSlnMt5tjYWCxevBjt27eHk5MTevXqhTVr1gB4WUE5N48fAw8eSEOxGzfOe3/qHmbOHyq8FAoFvv32W1SvXh3x8fGYPn06KlSogPHjx+Oxet01IzNr1ixcunQJpUqVwqpVq1gQhYyaoZaIpJzVrl0b7777Lvz8/EyyUGl+7d27F4DUu2xKn4c+Pj749NNPAUhJYkpKiswRyWfGjBkIDw+Hu7s7vvvuO7nDIdIvYUA+Pj6iXr16IigoSAQFBYm6desKX1/fbG1q1Kghdu3aJYQQIjMzU3Tr1k2UL19eXL58WTx+/FhzS09PF0IIcffuXTFjxgxx4cIFER4eLg4cOCBq1qwpGjZsKLKysnSKKzExUQAQiYmJ+n3DBtaiRQsBQGzevFkkJgoBSLekJOn5S5cuCQCidOnSBRZTRkaGiImJ0fx+8+ZNAUBzq1q1qvjf//4njhw5Il68eJHn9nbtkt5T3bp57zslJUVYWloKACIyMvJt3gaZgaysLLFt2zbRoEEDzd+fra2tWL58udyhZfPo0SNhY2MjAIgtW7bIHQ4ZgKmeY3Li4+MjPDw8xNmzZ8XZs2eFh4fHa+fyVyUkJIh27dqJrVu3ips3b4qgoCDx7rvvCi8vr3zt19yOI+VsxIgRonjx4uLPP/+UO5R8S0xMFBUqVBAAxJgxY+QORxahoaGa72P79u2TOxwineTnHGPQhDkuLk4MGDBAODg4CAcHBzFgwAARHx+fPQBArF27VgghRHh4eLZk69XbH3/8IYQQ4p9//hEtWrQQpUqVEjY2NqJq1apizJgxIi4uTue4TPUk/OGHHwoAYsGCBUIIIUqUkJLL69el5xMSEjTHK0mdRRtATEyM+O2330SfPn1E8eLFxQcffKB5TqVSiQEDBogFCxaImzdvCpVKla9tf/219J6GDcu7bWhoqLC3txfu7u75fQtkxlQqlThw4IBo1qyZACDOnj2b7TljcObMGTF+/Hi5wyADMdVzjDZhYWECgAgODtY8FhQUJACImzdv6ryd8+fPCwDiwYMHOr/GnI4j5S09PV0olUq5w3gjx48fF23atBHh4eFyh1LgsrKyROPGjQUA0adPH7nDIdJZfs4xBltWCpCG4G7YsCHXNkIIzf1KlSpl+10bd3f3QjtPRL3Mgrp4VoUKQEKCNCy7dm1puR4nJyfExcUhPDwc9erV09u+L1++jP379+PAgQM4f/58tn+ny5cva4q5KRSKPP/Nc5Of+csNGjRAQkKCzsXEqHBQKBTo3LkzOnXqhNDQUHh6emqe++qrrxAREYFJkybJWlX9vffew3vvvSfb/ol0ZeglIl+Vnp6O9PR0ze+FYShyXlQqFS5dugRXV1e4u7vLHY5B2djYyB3CG2vTpg1at25tUsPJ9WXt2rW4cOECHB0dsXjxYrnDITIIgy0rRfqnnqOsngembR6zelmee/fuvdW+Xv3SAgDDhw/Ht99+i3PnzkEIAU9PT0ydOhXBwcG4deuWXk4SmZnAhQvSfV0SZgCwsrJCxYoV33rfZH4UCkW2ZDk5ORm//PILdu/ejcaNG6Njx444depUnhfp9OX8+fO4detWgeyLSF8MuUTkf82ZM0czT9rR0dHsE0RdDBkyBI0bN8batWvlDsUghBAICwsrsM9hQ3r1e1BYWJiMkRSsAQMGYOLEiViwYIHZ1xKiwosJswlR9zDnljBXqVIFwJslzPfv38fPP/8MHx8fODk5ZSvq0rdvX/To0QOrVq3Co0ePcPHiRcycORPvvvsuLCz082d07RqQlgaUKAHo2GlBpDMHBwecP38e/v7+sLS0xJEjR9CqVSu8//77OHDggEG/sCUlJaFv375o2LAhTpw4YbD9EOnKGJaI/K+JEyciMTFRc4uMjHyzN2dGmjdvDsB8l5e6fPky6tSpg/r160OlUskdzlsTQmD06NGoU6cOAgIC5A6nQBQpUgTff/89V3sgs2bQIdmkX+oe5leHZAPZE+aOHTvCwcEBdevWzXN7mZmZOHv2LA4cOICAgADcuHEj2/MnT55Ejx49AABjx441+HJV6uHY774L5JWD3759G127dkXbtm3z/BJGpFa7dm2sX78eM2bMwP/93/9hzZo1OHv2LHx9fTFv3jx8/fXXBtnv2LFj8eDBA1SuXBmNdSn/TmRgo0aNQv/+/XNtU6lSJVy9elUvS0SeOHEizyUibW1tYWtrm3fwhUjnzp0BACEhIXj8+LHZ9eCpq2NXrVpVbxff5aRQKDR/w0OHDsXff/9ttssr3b17F5UrV4alpaXcoRAZnqEmUhszUy0k8vDhQ/HBBx+Ir7/+WgghxKZNUoGsli3fbHsrVqzIVljN0tJStGzZUsyfP1+EhYUVeIGkgQOl9zNtWt5t165dKwCI5s2bGzwuMl9RUVFi/PjxwsnJSTx69Ejz+KuV+d9WQECAACAUCoU4deqUXrZJxs1UzzHaqIt+nTt3TvNYcHBwnkW/MjIyRI8ePUSdOnXEkydP3mjf5nQc34a6oNKqVavkDkXv1KsaqIu/moPU1FRRs2ZNAUB8+OGHcodjEPHx8aJMmTKicePG4p9//pE7HKI3kp9zjOlfzitEypUrh+3bt2PevHkAtPcw/5cQAleuXMH333+PZs2aYeXKlZrnOnXqBGdnZ/j7+2PLli2IjY3FyZMnMX78eNSqVavAi1eoe5h1WVKZ6y+TPpQpUwbz58/Ho0ePNFMeAOCTTz7BO++8g59//hmpqalvvP24uDjNGp1ffvklWrRo8dYxExWkWrVqwcfHB0OHDkVwcDCCg4MxdOhQ+Pr6Ziv4VbNmTezevRsAkJWVhQ8++AAhISHYuHEjlEoloqOjER0djYyMDLneisnq2rUrAJjdEN+IiAhcvnwZFhYW8PX1lTscvSlSpAjWrVsHCwsLbN68GTt27JA7JL2bOHEiHj9+jMTERLi4uMgdDpHhGT5/Nz7mctX6n3+kHllrayFeXYI6MTFRfP/99+LTTz8V5cuXz9aL3Llz52zbMJYlHJ4+fbmu9LNnebevU6eOACD27Nlj+OCoUHn27JkoU6aM5v+Mi4uL+P7770VCQkK+t9W3b18BQNSqVUukpaUZIFoyRuZyjlEzxBKRujC34/imLl26JACIokWLmtXnyOLFiwUA0aJFC7lDMYjJkycLAMLZ2VnExMTIHY7enDlzRvP/+eTJk3KHQ/TG8nOOUQhhBqUJ8ykpKQmOjo5ITEzMc06VsVGpVIiNjUWRIkVQpIgD7OwApRJ49AgoW1Z63t7eHi9evNC8pmjRomjXrh26dOmCzp07o3z58jK+A+0OHAB8fYGaNYH/TKV+TUJCAkqWLAkAiImJ0VrBlehtvHjxAr/99hvmzZuHiIgIANKybaNGjcL//vc/na6oHzhwAL6+vrC0tERwcLCsy1hRwTLlc4wx4XGUCCFQvnx5REVF4eDBg+jUqZPcIelF27ZtceLECSxYsMDgNVLkkJGRgcaNG+Pq1avo2bMndu7cafLLTmVkZKBhw4YICwvDJ598gtWrV8sdEtEby885hkOyTYyvry9cXV2xc+dOWFkB/9YB0wzLtrCwwJgxY1C7dm18/vnnOHToEOLi4rB3714MGzbMKJNlAAgKkn7qspzUuXPnAADvvPMOk2UyCDs7OwwfPhy3b9/G+vXrUatWLSQmJmL27NmaYad56dChA2bMmIEZM2YwWSaiN6ZQKLB48WKcPHkS7dq1kzscvXj27BlOnToFAOjevbvM0RiGjY0N1q1bBzc3N/Tt21fucPRi/vz5CAsLg4uLC/7v//5P7nCICgyrZJsYNzc3ANkrZf/zj3RTJ5vz5s3TzHM2FZy/TMbI2toa/v7+GDBgAPbs2YM1a9bgo48+0jx/+vRplClTBu+8847W13777bcFGS4RmakPPvhA7hD0qlixYggICEBwcDCqVq0qdzgG06BBA4SHh8POzk7uUN7a7du3MWvWLADA4sWLUapUKZkjIio47GE2MbqsxWxqlErg/Hnpvi49zCVLlkSdOnXw3nvvGTYwon9ZWFigV69eCAgI0CwZkpWVhU8++QQ1atSAn58frl27BgA4f/48CxsREeXCxsYGPj4+mD59utyhGNyryXJCQgJMdSakUqlEvXr10LFjxzyXpCMyN0yYTYx6LWZzSpjDwoDkZKBYMaBOnbzbf/HFF/j7778xbNgwwwdHlIP4+HjUqFEDKpUKmzdvRr169dC1a1e0adMGjRs31rp2LRHRm7p48SJGjx6NVatWyR0KvYF9+/ahRo0aWLt2rdyhvJFatWohKCgImzdvNvm52ET5xYTZxKh7mF8dkg2YdsKsHo7dpAlgaan76/iBTXJycXFBQEAAQkND0bdvXygUCgQEBOD58+coUaIEl9ogIr0KCQnBkiVL8Ntvv8kdylv5888/MX78eISEhMgdSoG6desWnjx5gi+++AL/mNCXtld7xC0tLTVFV4kKEybMJsYce5jVCbMuw7Hj4uKQmZlp2ICI8qFBgwbYunUrbt68iSFDhqBly5aaNTiJiPSlS5cuAICgoCDExsbKHM2b27BhA3744QeT7Wl9U2PHjkWzZs2QnJyMIUOGmMzQ7MGDB2PixIlIS0uTOxQi2fAbnYlR9zBHR0dDqVSaRcKcnwrZX375JRwdHfHrr78aNiiifKpevTp+/fVXnDx5EpUqVZI7HCIyM+XLl0eDBg0ghMDBgwflDueNqFQq7Nu3DwDQo0cPeYMpYJaWlvjtt99QpEgRHDt2DCtWrJA7pDwFBgZi3bp1mD9/Pm7kteYnkRljwmxiXF1d0adPH4waNQrp6emahDkuDkhNlTe2N5GQ8HLd5Xffzbt9UFAQ0tLSjHZ5LCIiIkPx9fUFAAQEBMgcyZs5d+4cYmJiULx4cbRs2VLucApctWrVMHfuXADA+PHjcf/+fZkjytnz588xYsQIAMCYMWPg6ekpc0RE8mHCbGIsLS2xbds2LFq0CEWLFoWjI6BeazsyUt7Y3oS6OnbVqkBeSyo/efIEd+/eBQA01aU7moiIyIx07doVAHD48GGTrMa/d+9eAEDnzp1hY2MjczTyGDVqFFq1aoXnz59j8ODBUKlUcoek1YwZMxAREYEKFSrgu+++kzscIlkxYTYDpjwsOz/DsYP/nexcu3ZtlChRwnBBERERGaFGjRqhdOnSSEpKwpkzZ+QOJ9/UCXNhG479KgsLC6xZswbFihVD1apVkZ6eLndIrwkNDcWPP/4IAFi2bBmKFSsmc0RE8rKSOwDKP5VKhadPn8LKygpOTk6oUAH4+2/TTJjzU/Dr7NmzAIBmzZoZMCIiIiLjZGFhgS5duuDEiRNISEiQO5x8uXXrFm7evAlra2t06tRJ7nBkVblyZdy8eVNTyNWYKJVKDB06FEqlEn379tUUmyMqzNjDbILGjBkDNzc3LFq0CIDp9jCrVMC5c9J9b++82zNhJiKiwm7JkiUIDw9Hr1695A4lX8LDw+Hq6oo2bdqguHouWSH2arIshDCaodnXrl3DzZs34ejoiMWLF8sdDpFRYA+zCSpTpgwA019a6s4dID4esLMD6tXLvW1mZiYuXLgAAPDWJbsmIiIyQ0WLFpU7hDfi4+ODqKgoxMXFyR2KUXn06BGGDh2KFi1aYMKECXKHgwYNGiAsLAw3btyAm5ub3OEQGQUmzCZIvbTUo0ePAJhuwqyev9yoEWBtnXvb9PR0fPvtt7h8+TKqV69u+OCIiIiMWFZWFp48eaL5TmAKLCws4OLiIncYRuXEiRM4dOgQjh8/Dl9fX3h4eMgdEipUqIAK6i+XRMQh2aZIPYzH1HuY1fOXdekwLlasGCZOnIitW7fCwoJ/tkREVHgdPnwYLi4u8PPzkzsUncTFxRnNkGNjM3DgQHTt2hUZGRkYNGgQMjMzZYlDnbQT0euYeZignHqYIyOlecGmIj8Fv4iIiEhSvXp1JCQk4MyZM4iPj5c7nDx99NFHKFeuHA4cOCB3KEZHoVDgl19+QalSpRAaGorZs2cXeAwJCQn45JNP0K5dO+zatavA909k7JgwmyB1wvzs2TO8ePECZcsCFhZAejrw9KnMwekoORm4dk26r0vCvHv3bkSa4kLTREREela5cmXUqVMHSqUShw8fljucXKWkpODYsWOIjo5GxYoV5Q7HKLm5uWHp0qUAgNmzZ+PSpUsFuv8JEyYgOjoaNWrUQOfOnQt030SmgAmzCSpZsiTs7OwASMOyra0B9RQmUxmWHRIi9Ya7u7+MPSeRkZHo1asXKleujOfPnxdMgEREREbM19cXABAQECBzJLk7fPgw0tPTUbVqVdSpU0fucIxWv3798MEHHyArKwuDBg0qsPWZz5w5g5UrVwIAVq5cqfl+SUQvMWE2QQqFAkOGDMEXX3wBW1tbAKY3jzk/85eD/q0OVr9+fdjb2xswKiIiItOgTpgPHjyIrKwsmaPJ2d69ewEA3bt3h0KhkDka46VQKLBs2TK4uLggIyMDDx8+NPg+09PTMWzYMADAp59+ipYtWxp8n0SmiFWyTdSSJUuy/e7uLv00lYRZXSFbl+HY6oSZy0kRERFJmjZtilKlSuHZs2cICgpC8+bN5Q7pNZmZmZoe8B49esgbjAlwcXHBkSNHUL169QJZPmzevHm4ceMGSpcujfnz5xt8f0Smij3MZsKUepiFyF/Br7NnzwIAmjVrZsCoiIiITIeVlZVmvqmxDstWFyVzdnbmOVxHDRo0KJBk+Z9//tEUGFu8eDFKlixp8H0SmSr2MJsolUqFp0+fQqlUomzZsiaVMIeHS8XJbGwAT8/c26alpSE0NBQAE2YiIqJXDRo0CFWrVkXv3r3lDkUr9XDsrl27wtLSUuZoTItSqcTixYvx9OlTzJkzR+/bd3d3x++//45Dhw6hX79+et8+kTlhwmyiFi5ciHHjxsHPzw8bN240qYRZ3bvcsCHw7xTsHF28eBGZmZlwc3NjdU0iIqJXtG/fHu3bt5c7jBz5+/vDxsYGPj4+codicoKCgvDVV19BoVCgU6dOaNGihV63r1Ao0LdvX/Tt21ev2yUyRxySbaJyWovZFBLm/MxffnU4NouFEBERmQ4vLy/Mnz8fbdq0kTsUk/P+++9jyJAhEELg448/RkpKil62Gxsbi7i4OL1si6iwYMJsosqVKwdAWlYKeJkwP3kCpKXJFZVu8lMhe9CgQdi6dSs+//xzwwZFRERkglJTU7Fr1y788MMPcodCevbjjz+iQoUKCA8Px9dff62XbY4ZMwa1atXCoUOH9LI9osKACbOJerWHWQiBkiUB9YpLBbASwRtLSwMuX5bu69LD7Obmhr59+/LqNBERkRaRkZHo3bs3Jk2ahKSkJLnD0fjuu+8QGBiIjIwMuUMxWcWLF8eaNWsAAMuXL8fRo0ffanuHDh3C5s2bERcXB1dXV32ESFQoMGE2UeqEOTU1FUlJSVAoTGNY9sWLQFYW4Ob2Ml4iIiJ6MzVq1EC1atWQmZn51gmVvjx48ADffvstunTpYlRJvClq27atZpTdJ598gsTExDfazvPnzzFixAgAwBdffAHPvKquEpEGE2YTVbRoUZQoUQKAac1jfnU5qbymJJ88eRJz587VVMkmIiKi1/n6+gIwnuWl9u3bBwB477334OzsLHM0pm/evHmoWrUqYmJicPr06TfaxrRp0/DgwQNUrFgRM2bM0HOEROaNCbMJU/cy/3cesykkzLrMX962bRsmTpyIDRs2GDYoIiIiE6ZOmA8cOACVSiVzNC+Xk+rRo4e8gZgJe3t7bN68GRcuXND8W+fHpUuXsHDhQgDAsmXLUKxYMX2HSGTWuKyUCfPz80NcXBzKlCkDwPgTZiHevEI2ERERade8eXMUL14cT58+xfnz59FUl5OsgcTHx+PkyZMAgO7du8sWh7lp3LjxG70uKysLw4YNg0qlQr9+/dC5c2c9R0Zk/tjDbMImT56MH3/8EXXq1AFg/Anzw4dAVBRgaQl4eeXeNjk5GdeuXQMAeOvSHU1ERFRIWVtba9Y6lntY9sGDB6FUKuHh4YGqVavKGou5Cg0NxdSpU3Vqm56ejoYNG6JkyZJYtGiRYQMjMlNMmM2IsSfM6uHY9eu/rOidk/Pnz0OlUqFixYqaoedERESknXqo7q1bt2SNY8+ePQDYu2woMTExaNasGWbNmoWdO3fm2d7e3h6rVq3C7du34ebmVgAREpkfJswmTKlUIjo6Gvfv3weQPWEWQsbAcsDh2ERERIbRo0cP3Lt3D9u3b5ctBiEE7t69q4mH9M/V1RVjx44FAAwfPhxPnjzR2k4IAfHKl0EWXyN6c0yYTdj+/ftRpkwZ+Pn5AQDKlZMqT794AcTGyhycFq9WyM6LOmHmcGwiIqK8OTg4oEqVKrLGoFAocOnSJfz999/wymvuFb2xb7/9FnXr1kVsbCxGjBiRLTFW27ZtGzp37ozw8HAZIiQyLwZNmOPj4+Hv7w9HR0c4OjrC398fCQkJub7m448/hkKhyHb7b/GK9PR0jB49Gs7OzrC3t0e3bt3w8OFDA74T4/TfKtm2ttL6xoDxDctOTwcuXZLu55UDCyFw5coVAOxhJiIiyq+srCzZ9q1QKFCnTh0o8lo7kt6Yra0t1q9fDysrK+zatQubN2/O9nx8fDz+97//ITAwEL///rtMURKZD4MmzH5+frh8+TICAwMRGBiIy5cvw9/fP8/X+fj44PHjx5rbwYMHsz3/xRdfYPfu3diyZQvOnDmDlJQU+Pr6QqlUGuqtGCV1wvz48WPNMhLGOo/5yhUpaXZyAvKqAaJQKBAREYHz58+jXr16BRMgERGRiUtKSkL37t3h5uaG1NTUAt23SqVCRkZGge6zMGvQoIGm8NeoUaM0nScA8M033yAmJgY1a9bEN998I1eIRGbDYAnzjRs3EBgYiF9//RXe3t7w9vbGqlWrEBAQkGdBCltbW7i5uWlupUqV0jyXmJiI1atXY8GCBWjXrh0aNmyIDRs24Nq1azh27JjW7aWnpyMpKSnbzRy4ublBoVAgKysLT58+BWC8CfOr85d1uehsY2ODxo0bw9ra2rCBERERmQkHBwdcuXIFcXFxOH78eIHu+/z583BxccHw4cMLdL+F2cSJE+Hl5YX4+HgsW7YMAHD69GmsWrUKAPDLL7/A1tZWzhCJzILBEuagoCA4Ojri3Xff1TzWtGlTODo6auan5uTkyZMoXbo0qlevjqFDh2YraHDx4kVkZmaiQ4cOmsfKli0LDw+PHLc7Z84czbBwR0dHuLu7v+W7Mw5WVlZwdXUFADx69AiAfAmzEMCTJ9I85U2bgNmzgSFDgNatgYoVgX/rU+g0f5mIiIjyT6FQaKplF/TyUnv27EFSUlKeU+9If6ytrbFu3TosXrwYM2fORHp6OoYNGwYAGDp0KJo3by5zhETmwcpQG46Ojkbp0qVfe7x06dKIjo7O8XWdOnVCnz59ULFiRYSHh2Pq1Klo06YNLl68CFtbW0RHR8PGxgYlS5bM9jpXV9cctztx4kRNRUFAGrJkLklz2bJlER0djaioKHh6eho0YU5LAyIigPv3gfBw6eert+fPc3996dLABx/kvZ8ePXrAxcUF06ZNQ/ny5fUSOxERUWHg6+uLpUuXIiAgAEKIAptLvHfvXgBcTqqg1alTB3Xq1AEAzJ07Fzdv3oSrqyvmzZsnc2RE5iPfCfP06dMxY8aMXNtcuHABALR+SOf14d2vXz/NfQ8PDzRq1AgVK1bEgQMH0KtXrxxfl9t2bW1tzXZISrly5XDp0iW99DCrVEB0tPZk+P594JXpMVopFED58kCVKkDlytLPV2+lS+c9HPvZs2eak+6cOXPy/yaIiEiv4uPjMWbMGOzbtw8A0K1bN/z8888oUaJEjq+ZPn06tmzZgsjISNjY2MDLywuzZ8/ONuqMDKNVq1awt7dHVFQUQkND4enpafB93rp1Czdv3oS1tTU6d+5s8P3R61QqFUqWLInSpUtj8eLFr3UsEdGby3fCPGrUKPTv3z/XNpUqVcLVq1cRExPz2nNPnz7VDCPWRZkyZVCxYkXcuXMHgDRvNyMjA/Hx8dk+DJ48eVIoKyp3794d1apVg4eHB4C8E+bnz3NOiMPDpSWpcuPg8HoirL5VrChV6n4bwf+uPVW9enWuGUhEZAT8/Pzw8OFDBAYGAgCGDRsGf39/7N+/P8fXVK9eHUuWLEGVKlWQlpaGhQsXokOHDrh79y5cXFwKKvRCyc7ODu3bt8eePXsQEBBQIAmz+kJ3q1at4OjoaPD90euEENizZw/at2+Pvn37yh0OkVnJd8Ls7OysUyLj7e2NxMREnD9/Hk2aNAEAnDt3DomJiflKbOPi4hAZGYkyZcoAALy8vGBtbY2jR49qPhAeP36Mv//+G/Pnz8/v2zF5Q4YMyfa7OmGOjgZWr345hFp9y2F9ew1LS2kb2nqIq1QBSpXSrWjXm1LPQy+MFz+IiIyNuoBncHCwpnd41apV8Pb2xq1bt1CjRg2tr/Pz88v2+48//ojVq1fj6tWraNu2rcHjLux8fX2xZ88e7N+/H99++63B96dOmHv06GHwfZF2lpaWOHHihNxhEJklg81hrlWrFnx8fDB06FCsXLkSgHRV2tfXN9sJtmbNmpgzZw569uyJlJQUTJ8+Hb1790aZMmUQERGBSZMmwdnZGT179gQAODo6YsiQIfjqq6/g5OSEUqVKYdy4cahbty7atWtnqLdjMpycgCJFpPnGn36qvU3Jkjn3Eru7A3IWpmbCTERkPPIq4JlTwvyqjIwM/PLLL3B0dET9+vVzbJeeno709HTN7+ayooUcOnfujBYtWqBr164Gn8ccExODoH+XwujWrZvB9kNEJBeDJcwAsHHjRowZM0ZT0bpbt25YsmRJtja3bt1CYmIiAOnq2LVr17B+/XokJCSgTJkyaN26NbZu3QoHBwfNaxYuXAgrKyv07dsXaWlpaNu2LX777TdYWloa8u0YJZVKhZiYGMTHx6N27dpQKIBx44Bt26Qh0v9NiCtXBnKZdiarrKwsnD9/HoA0QoGIiOT1pgU8AalKc//+/ZGamooyZcrg6NGjuY5QmzNnTp41Ukg3ZcqUwalTpwpkXxYWFpg+fTru3bvHQp1EZJYUQgghdxAFLSkpCY6OjkhMTETx4sXlDuetXL16FfXr14eLi0u25bdMkbo4SfHixREfHw8LC4OtekZEZDCmcI7RtYDnkSNHsG7dOty6dSvbc9WqVcOQIUMwYcKEHF///PlzPH78GLGxsVi1ahVOnDiBc+fOaU3AAe09zO7u7kZ9HImIyDTl51xt0B5mMryyZcsCkIqppaenm3Q18GfPnqFatWqoUqUKk2UiIgMqiAKe9vb2eOedd/DOO++gadOmqFatGlavXo2JEydqbW/OK1rIJTY2FocOHUKfPn1gZ2cndzhERCaJCbOJc3Jygo2NDTIyMhAdHY2KFSvKHdIba9u2LW7fvo2MjAy5QyEiMmsFXcATkKr4vtqDTIYlhICnpyciIyNRunRpdOzYUe/7uHDhAiIiIuDj45Nt6hwRkTlhN56JUygUml5m9VrMps7GxkbuEIiICNkLeAYHByM4OBhDhw7VWsBz9+7dAKSh2JMmTUJwcDAePHiAS5cu4dNPP8XDhw/Rp08fud5KoaNQKNCpUycA0nxyQ1iyZAn69u2L6dOnG2T7RETGgAmzGVAnzFFRUTJH8uYyMzOhVCrlDoOIiP5j48aNqFu3Ljp06IAOHTqgXr16+P3337O1+W8Bz5s3b6J3796oXr06fH198fTpU5w+fRp16tSR4y0UWr6+vgCA/fv3Q98la7KysjSJePfu3fW6bSIiY8Ih2WagXLlyAEy7hzkgIACDBg3CgAEDsGLFCrnDISKif5UqVQobNmzItc2ryZidnR127dpl6LBIB23btoWdnR0ePHiA69evw8PDQ2/bPnPmDJ49ewYnJycuBUlEZo09zGbAHHqYz549i5SUFLnDICIiMhtFixZFmzZtAOh/WPbevXsBAF27doWVFftfiMh8MWE2A23btsXYsWPRqlUruUN5Y0FBQQDAq9RERER61LVrVwD6TZiFENizZw8ADscmIvPHdZi5tqPs0tPT4ejoiPT0dNy+fRvVqlWTOyQiojfGc4x+8DjqR2RkJCpUqABLS0vExcXB0dHxrbd59epV1K9fH0WKFEFsbCyKFi2qh0iJiApOfs4x7GEm2YWGhiI9PR3Ozs5455135A6HiIjIbLi7u2P79u14+PChXpJlQJq/DADt27dnskxEZo+TTsyASqVCdHQ0Hj9+DC8vL7nDybdXh2MrFAqZoyEiIjIvH3zwgV63N3LkSHTq1Ampqal63S4RkTFiwmwGUlNTNZWyk5KS4ODgIHNE+XP27FkAgLe3t8yREBERkS4qV64sdwhERAWCQ7LNQLFixTRj702xUnaLFi3QsWNHtGzZUu5QiIiIzNKaNWvQrl07nDp16q22UwhL3xBRIceE2Uyol5YyxbWYR48ejcDAQPYwExERGcjp06dx/PhxzXJQb6pbt27o2rUrrl27pqfIiIiMGxNmM2EOazETERGRYehjean4+HgEBgYiICAARYoU0VdoRERGjQmzmVDPYTa1hPnq1auIjo6WOwwiIiKz1r59e1hbW+POnTu4ffv2G23j4MGDyMrKQp06dbiqBREVGkyYzYSpDsn+5JNPUKZMGezZs0fuUIiIiMyWg4MDWrVqBQDYv3//G21DPZy7e/fu+gqLiMjoMWE2E6Y4JPv58+e4fPkyAMDT01PeYIiIiMycr68vgDcblp2eno5Dhw4BYMJMRIULE2Yz0bRpU3z11Vfo3bu33KHoLCQkBEqlEuXKlYO7u7vc4RAREZk1dcJ8+vRpJCQk5Ou1J06cQEpKCsqWLYtGjRoZIDoiIuPEdZjNRJMmTdCkSRO5w8iXV9dfVigUMkdDRERk3qpUqYKGDRvC1dUVsbGxKFGihM6vVU+d6tatGyws2N9CRIUHE2aSTVBQEACgWbNmMkdCRERUOISEhLxRwtu0aVPcunULvXr1MkBURETGiwmzGYmKisKjR4/g4eFh9Ms9CCGYMBMRERWwN+0dHjx4MAYPHqznaIiIjB/H1JiRhg0bokmTJrh165bcoeTp7t27iI2Nha2tLRo2bCh3OERERIVKZGSkya2sQUQkBybMZsSUKmW7uLhg/fr1+O6772BjYyN3OERERIXGhAkTUKFCBfz00086td+2bRuePn1q4KiIiIwTE2YzUq5cOQCmsRZziRIl4O/vj/Hjx8sdChERUaFSv359ALotL3Xnzh3069cP7u7ueP78uaFDIyIyOkyYzYgp9TATERGRPHx8fGBpaYmwsDDcv38/17Z79+4FALRo0QL29vYFER4RkVFhwmxG1D3Mxp4wJyUlYcGCBTh79iyEEHKHQ0REVKiULFkS77//PgDgwIEDubZVLyfVvXt3Q4dFRGSUmDCbEXUPs7EPyQ4ODsa4cePg7+/P9ZeJiIhk4OvrCyD3YdlPnjzB2bNnAUjrLxMRFUZMmM2IqfQwq0++3t7eMkdCRERUOHXt2hUAcPLkSSQnJ2tts3//fggh4OXlBXd394IMj4jIaDBhNiO1a9fGuHHjMGLECLlDyRXXXyYiIpJX9erV8c477yAjIwNHjx7V2kY9f7lHjx4FGBkRkXGxkjsA0p9KlSrh//7v/+QOI1cqlQrBwcEAmDATERHJRaFQYPr06bC0tETbtm1fez49PR0nTpwAwPnLRFS4MWGmAhUWFoakpCTY29vDw8ND7nCIiIgKrQEDBuT4nK2tLe7fv49jx47xfE1EhRqHZJuZx48f48KFC3j27JncoWilnr/87rvvwsqK12uIiIiMVenSpeHn58cCnURUqDFhNjO9evVCkyZNcPLkSblD0Yrzl4mIiIzHvXv3MHv2bKxevVruUIiIjBITZjOjrpRtrEtLLV++HH/99Rc+/vhjuUMhIiIq9P766y9MmTIFS5Ys0Tx2+vRptGrVikk0ERGYMJsd9VrMxrq0lJ2dHZo1a4aqVavKHQoREVGh16lTJygUCly+fBkPHz4EAOzatQunTp3C6dOnZY6OiEh+TJjNjKmsxUxERETyc3FxQdOmTQEABw4cgBCCy0kREb2CCbOZUfcwG+OQ7GXLluHzzz/XLCtFRERE8vP19QUA7N+/H9euXUN4eDjs7OzQvn17mSMjIpIfE2YzY8w9zNu2bcOyZctw/fp1uUMhIiKif3Xt2hUAcPz4cWzevBkA0L59e9jb28sZFhGRUWDCbGaMdQ5zZmYmzp8/D4AVsomIiIyJh4cHKlSogBcvXmDu3LkAgO7du8scFRGRceBCuGbG3d0d48ePR9myZaFSqRAREQGFQgFbW1vY2dnBzs4Otra2sLS0LNC4rl69irS0NJQoUQI1atQo0H0TERFRzhQKBXx9fbFs2TLN7+peZyKiwo4Js5mxt7fH/PnzNb936NAB9+7de62dlZUVateujStXrmge++CDDzTzltSJtfq+q6srFi5cqGm7evVqPHny5LV2tra2KFasGDp27Khp++DBAwQEBAAAvL29YWHBgQ1ERETGZObMmfj0008xdepUvHjxAqVLl5Y7JCIio2DQhDk+Ph5jxozBvn37AADdunXDzz//jBIlSuT4GoVCofXx+fPnY/z48QCAVq1a4dSpU9me79evH7Zs2aKfwM1I0aJFYW9vj7S0NKhUKs3jWVlZUCqV2dpev34dN2/e1LqdSpUqZUuYV6xYgZCQEK1tnZycEBsbq/n9448/xsmTJwFwODYREZExcnJygpOTEwICAiCEkDscIiKjYdCE2c/PDw8fPkRgYCAAYNiwYfD398f+/ftzfM3jx4+z/X7o0CEMGTIEvXv3zvb40KFDMXPmTM3vRYoU0WPk5uPq1aua+1lZWUhPT8eLFy/w4sWL106Ia9asQUJCAl68eJGtXXp6OooWLZqtbY8ePVCvXr3X2r148QIODg7Z2hYpUgQODg5wdHRE3759DfdmiYiI6K3l1HlBRFQYGSxhvnHjBgIDAxEcHIx3330XALBq1Sp4e3vj1q1bOc5jdXNzy/b73r170bp1a1SpUiXb40WLFn2tbU7S09ORnp6u+T0pKSk/b8VsWFlZwcrKKseql97e3jpva/LkyTq3PXjwoM5tiYiIiIiIjIXBJpMGBQXB0dFRkywDQNOmTeHo6IizZ8/qtI2YmBgcOHAAQ4YMee25jRs3wtnZGXXq1MG4ceOQnJyc43bmzJkDR0dHzc3d3T3/b4iIiKgQio+Ph7+/v+Yc6u/vj4SEBJ1f/9lnn0GhUGDRokUGi5GIiMhQDJYwR0dHay0YUbp0aURHR+u0jXXr1sHBwQG9evXK9viAAQOwefNmnDx5ElOnTsXOnTtfa/OqiRMnIjExUXOLjIzM35shIiIqpPz8/HD58mUEBgYiMDAQly9fhr+/v06v3bNnD86dO6dZ8pCIiMjU5HtI9vTp0zFjxoxc21y4cAGA9jkwQgid58asWbMGAwYMgJ2dXbbHhw4dqrnv4eGBatWqoVGjRrh06RI8PT1f246trS1sbW112icRERFJ3nR6FQA8evQIo0aNwuHDh9GlS5eCCpmIiEiv8p0wjxo1Cv3798+1TaVKlXD16lXExMS89tzTp0/h6uqa535Onz6NW7duYevWrXm29fT0hLW1Ne7cuaM1YSYiIqL8y2t6VU4Js0qlgr+/P8aPH486derotC/WGyEiImOU74TZ2dkZzs7Oebbz9vZGYmIizp8/jyZNmgAAzp07h8TERJ2WFlq9ejW8vLxQv379PNtev34dmZmZKFOmTN5vgIiIiHTyptOr5s2bBysrK4wZM0bnfc2ZMyfPEWxEREQFzWBzmGvVqgUfHx8MHToUwcHBCA4OxtChQ+Hr65vtinTNmjWxe/fubK9NSkrC9u3b8emnn7623Xv37mHmzJkICQlBREQEDh48iD59+qBhw4Z47733DPV2iIiIzMb06dOhUChyvYWEhADI//SqixcvYvHixfjtt9/ytTwR640QEZExMug6zBs3bsSYMWPQoUMHAEC3bt2wZMmSbG1u3bqFxMTEbI9t2bIFQgh8+OGHr23TxsYGx48fx+LFi5GSkgJ3d3d06dIF06ZNg6WlpeHeDBERkZkw5PSq06dP48mTJ6hQoYLmMaVSia+++gqLFi1CRESE1tex3ggRERkjhRBCyB1EQUtKSoKjoyMSExNRvHhxucMhIiIzYk7nmBs3bqB27do4d+5ctulVTZs2xc2bN7XOYY6Li8Pjx4+zPdaxY0f4+/tj8ODBuRYKe5U5HUciIjIu+TnHGLSHmYiIiEzXq9OrVq5cCQAYNmyY1ulVc+bMQc+ePeHk5AQnJ6ds27G2toabm5vOyTIREZGxMNgcZiIiIjJ9GzduRN26ddGhQwd06NAB9erVw++//56tjbbpVUREROaAPcxERESUo1KlSmHDhg25tslrdldO85aJiIiMHXuYiYiIiIiIiLRgwkxERERERESkBRNmIiIiIiIiIi2YMBMRERERERFpUSiLfqmLkyQlJckcCRERmRv1uSWvQliUO56riYjIUPJzri6UCXNycjIAwN3dXeZIiIjIXCUnJ8PR0VHuMEwWz9VERGRoupyrFaIQXgJXqVSIioqCg4MDFArFW20rKSkJ7u7uiIyMRPHixfUUofnhcdIdj5VueJx0w+OkO30dKyEEkpOTUbZsWVhYcObTm+K5uuDxOOmOx0o3PE664XHSnRzn6kLZw2xhYYHy5cvrdZvFixfnH7gOeJx0x2OlGx4n3fA46U4fx4o9y2+P52r58DjpjsdKNzxOuuFx0l1Bnqt56ZuIiIiIiIhICybMRERERERERFowYX5Ltra2mDZtGmxtbeUOxajxOOmOx0o3PE664XHSHY+V+eK/rW54nHTHY6UbHifd8DjpTo5jVSiLfhERERERERHlhT3MRERERERERFowYSYiIiIiIiLSggkzERERERERkRZMmImIiIiIiIi0YMJMREREREREpAUTZiIiIiIiIiItmDATERERERERacGEmYiIiIiIiEgLJsxEREREREREWjBhJiIiIiIiItKCCTMRERERERGRFkyYiYiIiIiIiLRgwkxERERERESkBRNmIiIiIiIiIi2YMBMRERERERFpwYSZiIiIiIiISAsmzERERERERERaMGEmIiIiIiIi0oIJMxEREREREZEWTJiJiIiIiIiItGDCTERERERERKQFE2YiIiIiIiIiLZgwExEREREREWnBhJmIiIiIiIhICybMRERERERERFowYSYiIiIiIiLSggkzERERERERkRZMmImIiIiIiIi0YMJMREREREREpAUTZiIiIiIiIiItmDATERERERERacGEmYiIiIiIiEgLJsxEREREREREWjBhJiIiIiIiItKCCTMRERERERGRFkyYiYiIiIiIiLRgwkxERERERESkBRNmIiIiIiIiIi2YMBMRERERERFpwYSZiIiIiIiISAsmzERERERERERaMGEmIiIiIiIi0oIJMxEREREREZEWTJiJiIiIiIiItGDCTERERERERKQFE2YiIiIiIiIiLZgwExEREREREWnBhJmIiIiIiIhICybMRERERERERFowYSYiIiIiIiLSggkzERERERERkRZMmImIiIiIiIi0YMJMREREREREpAUTZiIjNn36dCgUCs3vn3zyCWxtbXHt2rXX2s6dOxcKhQL79+8HACQnJ+Prr79Ghw4d4OLiAoVCgenTpxdU6Dl6m/cEACdOnMAnn3yCmjVrwt7eHuXKlUP37t1xt2MWkwAA4iNJREFU8eLFAomfiIjoVW9zXjPWcxrP1UQvMWEmMiGLFi2Cm5sbPvroI2RmZmoev3btGqZNm4aPP/4YXbt2BQDExcXhl19+QXp6Onr06CFTxHnLz3sCgOXLlyMiIgL/+9//cPDgQSxevBhPnjxB06ZNceLECTneAhERkUZ+zmumck7juZoKNUFERmvatGniv/9Njx49KhQKhfj222+FEEJkZGSI+vXrC3d3d5GQkKBpp1KphEqlEkII8fTpUwFATJs2rcBiz8nbvCchhIiJiXltm8nJycLV1VW0bdvWcIETERFp8TbnNWM9p/FcTfQSe5iJjMSBAwfQoEED2NraonLlyvjhhx+0tmvXrh2GDx+O77//HhcvXsT06dNx5coVrF69Go6Ojpp2CoUi23AqfVm4cCH27NmjU1t9vycAKF269GuvL1asGGrXro3IyMh8vx8iIiJd6fu8ZqhzGs/VRHokd8ZOREIcO3ZMWFpaivfff1/s2rVLbN++XTRu3FhUqFDhtSu8QgiRkpIiqlSpIipVqiQsLS3F8OHDc92+PnuY/fz8hLW1tdi9e3eu7Qz9nl6VkJAgHB0dRc+ePfP7doiIiHRSUOc1fZzTeK4m0h8mzERG4N133xVly5YVaWlpmseSkpJEqVKltJ6whBBi06ZNAoBwc3MTycnJuW5fnwlzVlaWTidiQ7+nVw0YMEBYWVmJkJAQnV9DRESUHwV1XtPHOY3naiL94ZBsIpk9f/4cFy5cQK9evWBnZ6d53MHBIVsBjVepVCr8/PPPsLCwwJMnT3DlyhW9xBIbG6sZyp3TzcrKCps2bUJmZib69u2LmJgYWd/T1KlTsXHjRixcuBBeXl5v9saJiIhyUVDnNV3OaTxXExUsK7kDICrs4uPjoVKp4Obm9tpz2h4DgB9++AFBQUHYsmULpk2bhk8++QSXL19GkSJF3ioWBwcHrFq1Ks92gYGB2LlzJ7p37w4nJ6fXni+o9zRjxgzMmjULs2fPxqhRo/KMm4iI6E0UxHlN13Maz9VEBUzuLm6iwi4lJUUoFAoxatSo15776KOPXhsSdf36dWFraysGDRokhBAiKChIWFhYiC+//DLHfehzSHZAQICwtbUVH3zwgcjMzNTapiDe0/Tp0wUAMX369Ld4N0RERHkz9HlN3+c0nquJ9IcJM5ER0HUOUWZmpmjUqJEoV66ciI+P1zw+btw4YWFhIc6cOaN1+/pMmFu2bJnrCVjNkO9p5syZAoCYMmXKW78fIiIiXRjqvGaIcxrP1UT6w4SZyAgcOXJEWFhYiPfff1/s3r1b7NixQzRu3Fi4u7tnO2GpTz6HDh3K9vq0tDRRo0YNUb16dZGamqp5/ODBg2L79u1izZo1AoDo06eP2L59u9i+fbt4/vz5G8WalJSU5wnYkO/phx9+EACEj4+PCAoKeu1GRERkCIY4rxnqnMZzNZH+MGEmMhL79u0T9erVEzY2NqJChQpi7ty5Ytq0aZoT1uXLl4W1tbUYOnSo1tdrGxpVsWJFAUDrLTw83CTfU8uWLXN8T5xlQkREhqTv85oxnNN4ribKnUIIIfQ0HZqIiIiIiIjIbHBZKSIiIiIiIiItmDATERERERERacGEmYiIiIiIiEgLJsxEREREREREWjBhJiIiIiIiItKCCTMRERERERGRFlZyByAHlUqFqKgoODg4QKFQyB0OERGZESEEkpOTUbZsWVhY8Lr0m+K5moiIDCU/5+pCmTBHRUXB3d1d7jCIiMiMRUZGonz58nKHYbJ4riYiIkPT5VxdKBNmBwcHANIBKl68uMzREBGROUlKSoK7u7vmXENvhudqIiIylPycqwtlwqwe2lW8eHGehImIyCA4jPjt8FxNRESGpsu5mpOriIiIiIiIiLRgwkxERERERESkBRNmIiIiIiIiIi2YMBMRERERERFpwYSZiIiIiIiISAsmzERERERERERaMGEmIiIiIiIi0oIJMxEREREREZEWRpEwL1u2DJUrV4adnR28vLxw+vRpnV73119/wcrKCg0aNDBsgERERERERFToyJ4wb926FV988QUmT56M0NBQNG/eHJ06dcI///yT6+sSExMxaNAgtG3btoAiJSIiIiIiosJE9oT5xx9/xJAhQ/Dpp5+iVq1aWLRoEdzd3bF8+fJcX/fZZ5/Bz88P3t7eBRQpERERERERFSayJswZGRm4ePEiOnTokO3xDh064OzZszm+bu3atbh37x6mTZum037S09ORlJSU7UZERES6+fPPP9G1a1eULVsWCoUCe/bsyfM1p06dgpeXF+zs7FClShWsWLHC8IESERHpmawJc2xsLJRKJVxdXbM97urqiujoaK2vuXPnDiZMmICNGzfCyspKp/3MmTMHjo6Ompu7u/tbx05ERFRYPH/+HPXr18eSJUt0ah8eHo7OnTujefPmCA0NxaRJkzBmzBjs3LnTwJESERHpl24Zp4EpFIpsvwshXnsMAJRKJfz8/DBjxgxUr15d5+1PnDgRY8eO1fyelJTEpJmQlpaGgwcPwsfHB/b29nKHQ0RktDp16oROnTrp3H7FihWoUKECFi1aBACoVasWQkJC8MMPP6B3794GilK7mBjgwAFACGDIkALdNRERmQFZe5idnZ1haWn5Wm/ykydPXut1BoDk5GSEhIRg1KhRsLKygpWVFWbOnIkrV67AysoKJ06c0LofW1tbFC9ePNuNCjchBPr164cPPvgA3333ndzhEBGZlaCgoNemW3Xs2BEhISHIzMzU+hpDTZ8KCXmMIUPGYvToAXrZHhERFS6yJsw2Njbw8vLC0aNHsz1+9OhRNGvW7LX2xYsXx7Vr13D58mXNbfjw4ahRowYuX76Md999t6BCJxO3YMEC7N+/HwB0motHRES6i46O1jrdKisrC7GxsVpfY6jpU5aWjwEsRFraJqSkvNDLNomIqPCQvUr22LFj8euvv2LNmjW4ceMGvvzyS/zzzz8YPnw4AGk49aBBgwAAFhYW8PDwyHYrXbo07Ozs4OHhwWG1pJMLFy5gwoQJmt9v3bqF8PBwGSMiIjI/2qZbaXtcbeLEiUhMTNTcIiMj9RJH69Z1NfePH7+sl20SEVHhIfsc5n79+iEuLg4zZ87E48eP4eHhgYMHD6JixYoAgMePH+e5JjNRfnh4eGDIkCFISUlBZGQkTp8+jUOHDmHkyJFyh0ZEZBbc3Ny0TreysrKCk5OT1tfY2trC1tZW77HY2loDsASgxOnToejevane90FEROZL9oQZAEaOHJljsvLbb7/l+trp06dj+vTp+g+KzFaRIkWwcuVKZGVlYdWqVahQoQJq164td1hERGbD29tbM+1F7ciRI2jUqBGsra0LPB5LS3solUm4di2swPdNRESmTfYh2UQF5c8//4RSqdT8bmVlhREjRmDDhg1o1aqVfIERERm5lJQUTe0QQFo26vLly5oRYK9OnwKA4cOH48GDBxg7dixu3LiBNWvWYPXq1Rg3bpwc4cPOrhQAICLiriz7JyIi08WEmQqFP/74A61bt4aPjw9evGDRFyKi/AgJCUHDhg3RsGFDAFL9kYYNG+Lbb78F8Pr0qcqVK+PgwYM4efIkGjRogO+++w4//fRTgS8ppebo6AYAiI3Vz7xoIiIqPIxiSDaRIUVHR+PDDz+ESqWCu7s77Ozssj0vhMDVq1cRFxeHNm3ayBQlEZHxatWqlaZolzbapk+1bNkSly5dMmBUuitTphKiooKRkvJE7lCIiMjEMGEms6ZUKuHn54eYmBh4eHhgyZIlr7XZs2cPevXqhZo1a+LGjRsyRElERIb0wQcjcfFiJZQv//qSlURERLnhkGwyazNmzMAff/wBe3t7bN++HUWLFn2tTevWrWFpaYmbN28iIiKi4IMkIiKD6tSpOYA5SE7uKncoRERkYpgwk9k6fPgwZs2aBQD45ZdfULNmTa3tSpQoAW9vbwBAYGBggcVHREQFw91d+vn0KZCWJm8sRERkWpgwk1nKyMjA0KFDIYTAZ599Bj8/v1zbd+rUCQBw6NChggiPiIgKkINDFqyspgLohsOHjWNeNRERmQYmzGSWbGxsEBAQgD59+mDRokV5tlcnzMePH0d6erqBoyMiooJkZWWJrKzZAPZj9+79ebYnIiJSY8JMZqtevXrYtm3ba1WxtWnQoAHc3Nzw/PlznDlzpgCiIyKigqJQKGBp6QAAuHmTxR2JiEh3TJjJrBw5cgTnzp3L9+sUCgV8fHwASHOfiYjIvBQp4gQAePTovsyREBGRKeGyUmQ2Hjx4gP79+yMlJQVHjhxBq1at8vX6MWPGYMCAAWjevLlhAiQiItmULFkWKSnhiI9/JHcoRERkQpgwk1nIyMhA3759ER8fjyZNmqBZs/yvtdmwYUMDREZERMagXLnKiIz8C2lpcRBCQKFQyB0SERGZAA7JJrPwzTff4Pz58yhRogS2bt0KGxsbuUMiIiIjol5aUIh0xMfHyxwNERGZCibMZPJ27dqlqYS9bt06VKpU6Y23de/ePYwdOxZffPGFXmIjIiLjUKtWRc398PBwGSMhIiJTwoSZTNq9e/cwePBgAMD48ePRrVu3t9peYmIiFi5ciNWrVyMjI0MfIRIRkRHo0aMVgO8AbEX58nVkjoaIiEwFE2YyaatWrUJSUhLee+89zJ49+62316BBA7i6uiIlJYXLSxERmZHq1cujZMkpAPri6dO8lxskIiICmDCTiZszZw4WL16MLVu2wNra+q23Z2FhoVle6tChQ2+9PSIiMh4VKkg/IyPljYOIiEwHE2YyaQqFAmPGjEH58uX1ts1OnToBYMJMRGRulMqVALril1/myh0KERGZCCbMZHJu3bqFoUOHIiUlxSDbb9++PSwsLHD9+nVEshuCiMhshIfPAhCAEyeWyR0KERGZCCbMZFJSU1PRp08f/PrrrwarZF2qVCk0bdoUAHuZiYjMSalS0mik5ORoqFQqmaMhIiJTwISZTMqYMWNw7do1uLq64rvvvjPYfjp16oRy5cpBqVQabB9ERFSwypWrDAAQIhPR0dEyR0NERKaACTOZjPXr12P16tWwsLDApk2bUKZMGYPta/z48YiMjMSIESMMtg8iIipYlSq9rHfBtZiJiEgXTJjJJFy/fl2TvE6fPh1t2rQx6P5sbW2hUCgMug8iIipY1aqV09wPD4+QLxAiIjIZTJjJ6KWkpKBPnz5ITU1Fhw4dMHny5ALbt1KpxKNHjwpsf0REZDi1apXV3P/7b/YwExFR3pgwk9G7f/8+nj17hrJly2LDhg2wsCiYP9ugoCC4urpq1mUmIiLTVqHCy4T5xg0mzERElDcruQMgyku9evVw+fJlREVFwcXFpcD2W716dcTHxyMuLg6RkZFwd3cvsH0TEZH+eXh4oFKlXxERUQR9+nSROxwiIjIB7GEmo/Xqkh9ubm7w9PQs0P07OTmhSZMmAIDAwMAC3TcREemfo6MjvLyGAPDDs2eOcodDREQmgAkzGaWkpCQ0btwY27ZtkzWOTp06AeB6zERE5qJCBelnZKS8cRARkWlgwkxGRwiBTz/9FJcuXcL48eORmpoqWyzqhPnYsWPIyMiQLQ4iItKPlJRAAL2wfftAPH78WO5wiIjIyDFhJqOzdOlSbN++HVZWVti6dSuKFi0qWyxeXl5wcXFBcnIyzp49K1scRESkHxcuLAawGw8ebMSNGzfkDoeIiIwcE2YyKhcuXMDYsWMBAP/3f/+Hpk2byhqPhYUFOnbsCIDDsomIzIG7+8tK2eHhrJRNRES5Y5VsMhrx8fHo27cvMjMz0bNnT/zvf/+TOyQAwMCBA1GhQgX07t1b7lDoFQ8fPsTz589Ro0YNuUMhIhNSterLhPnePSbMRESUOybMZBSEEBg8eDAiIiJQuXJlrFmzBgqFQu6wAAAdO3bU9DKTcYiOjkbDhg2RkJCA06dPyz4SgYhMR7Vq5TT3uRYzERHlhUOyySgolUpUrVoVtra22L59O0qUKCF3SGSkhBD4/PPPERsbi6ysLAwYMABJSUlyh0VEJqJ8+Zc9zHfvMmEmIqLcMWEmo2BlZYUFCxbg1q1b8PLykjuc16SmpmLfvn345Zdf5A6l0NuxYwd27doFKysrlC1bFnXq1EFmZqbcYRGRiShb9mXC/PAhE2YiIsodh2STrBITE1G0aFFYW1sDACpWrChzRNr9/fff6N69O4oXL47Bgwdr4qWC9fTpU3z++ecAgEmTJuGzzz5DmTJljGb4PhEZv3LlXg7JTkiIRlpaGooUKSJjREREZMzYw0yyUalU+PDDD9G6dWs8fPhQ7nBy1ahRIzg7OyMpKYnLS8lo3bp1ePr0KTw8PDB58mSULVs2W7Is55rdRGQaSpcujV699gL4HUOGPIGdnZ3cIRERkRFjwkyymTdvHg4dOoSLFy/i2bNncoeTKy4vZRy++uor/P7771i7di1sbGw0jyclJcHf3x8dOnRAVlaWjBESkbGztLRE27bdAAxEbKwLR6gQEVGumDCTLE6dOoUpU6YAAJYsWYJ69erJHFHeOnXqBIAJs5wUCgUGDhyIRo0aZXs8Li4Oe/fuxV9//YXvv/9epuiIyFRUqCD9jIyUNw4iIjJ+TJipwMXExODDDz+ESqXCoEGD8Mknn8gdkk46duwIhUKBq1ev4tGjR3KHU6isXr0611EIlStXxrJlywAAM2fORFBQUEGFRkQm6OnT0wBG4O+/+2Dt2rVyh0NEREaMCTMVKKVSiQEDBuDx48eoXbs2li1bZjLD4ZydndG4cWMAQGBgoMzRFB6HDh3Cp59+irp16yI5OTnHdgMHDsSAAQM0f2NcaoqIcnLmzBYAK5CRsQN79wbIHQ4RERkxJsxUoObMmYPjx4+jaNGi2LFjB+zt7eUOKV/Uw7JDQkJkjqRwSExMxLBhwwAAffv2hYODQ67tly5dikqVKiE8PFxTTZuI6L8qV351LeYI+QIhIiKjx4SZClSfPn1Qt25drFy5ErVq1ZI7nHwbNmwYbt++jeXLl8sdSqEwfvx4PHz4EFWrVsXs2bPzbO/o6IiNGzfC0tISGzZswMaNGwsgSiIyNeXLv1xa6p9/uBYzERHljOswk16pVCq8ePECqampSEtL0/y0sLBAvXr1UKNGDYSEhGSrcGxKypYtm3cj0otjx45h1apVAKQ5zEWLFtXpdc2aNcO3336L5cuXw9XV1ZAhEpGJevWzPDk5HomJiXB0dJQxIiIiMlZMmAsBIUS2ecJ37tzB8+fPsyW06p+lSpVC165dNW2nTJmC2NjY19qlpqbinXfewYYNGzRtq1Wrhrt372qNoXbt2rh+/ToAmGyy/F//Pa6kPykpKRg6dCgAYOTIkWjZsmW+Xj9p0iSMHDkSzs7OhgiPiEzcy4RZAUAgPDwcDRo0kDEiIiIyVkyYzdCkSZPw+++/a5LbFi1aZCtS5eXllWPxpGbNmmVLmNeuXYuoqCitbVNTU7P9bmGRfYS/jY0NihYtiiJFisDFxeVN347RuXfvHr7++mvExsbi1KlTcodjlmbPno2IiAhUrFgR8+bNy/frrayssiXLycnJec5/JqLC42XCLACACTMREeWICbOZiY2Nxbx586BSqTSP/TexdXNzg729vSaZffVn7dq1s7X94osvkJaW9lrbIkWKvNZ7d/LkSVhZWWmet7S0NNwblVHx4sWxe/duCCEQFRXFYdoGMH78eERFRcHf3x/FihV7q21t3LgRo0ePxr59+/D+++/rKUIiMmUlS5aElZUtsrLSAQD//POPzBEREZGxYsJsZgICAqBSqeDh4YFt27ahSJEir/Ws3b59W+ftjR8/Xue2ZcqU0bmtKXNxcUGjRo1w4cIFBAYGmsw60qakVKlSWLdunV62dfjwYcTHx2PgwIG4fPkySpQooZftEpHpUigUmDUrABMmZKFatXoYM6ZwnL+IiCj/WCXbzOzduxcA0Lt3b9SqVQuVKlWCk5OTzFGZH/XyUocOHZI5EvNy6dIlCCH0us0lS5agSpUqePDgAUaMGKH37RORaerevR0AH0RHl2U9CiIiyhETZjOiVCpx4cIFAED37t1ljsa8qRPmo0ePIisrS+ZozENwcDAaNWqEbt26ISMjQ2/bLV68ODZt2gRLS0ts2bIFv//+u962TUSmy91d+pmcDCQmyhsLEREZLybMZsTS0hLh4eH4448/WLzEwBo3bgwnJyckJiYiKChI7nBM3osXLzB48GAI8f/s3XdYE1kXB+BfCF0BFQtF7L0r9oaKHV17+9S19+7aXXVta+8Fe69rLwh2FEUEsfeKIE2RDtKS8/1xNwmsgJQkk4T7Pk8eQhgyhwCZOXPPPZdQqFAhpXdSb9CgAf766y8AwLhx4/DhwwelPj/HcdrnzZuHMDZeDOA39OzZg1efcBzHceniCbOOMTAwQIsWLXh5mYqJxWK0bdsWAC/LVoaFCxfi9evXsLKywrp161Syj9mzZ6NZs2aIjY1F//79kZycrJL9cBynHW7evImEhPkALuDatdP4+vWr0CFxHMdxGognzDqCiPjVcTXr1KkTGjVqhHLlygkdilZ78OABVq1aBQBwdnZGoUKFVLIfsViMQ4cOoWDBgmjSpAn/f+G4PE6xwoERALa0FMdxHMf9F0+YdcTdu3dRpkwZedkpp3r/+9//4Onpybtk50JSUhKGDh0KiUSCvn37omvXrirdX4kSJfD27VusWbNG6WXfHMdpF0XCzE6F/Pz8BIuF4ziO01w8YdYR586dg5+fH5+byWmVpUuX4tmzZyhcuDA2btyoln2mXj88JSUFsbGxatkvx3GaxdbW9t97bHoGH2HmOI7j0sMTZh1ARDh79iwA3h1bCBEREbzxVw61atUKZcuWxebNm1GkSBG17vvTp09wcHDAsGHDeHk2x+VB1taytZfZSgc8YeY4juPSoy90AFzuvXr1Cu/fv4ehoSHatWsndDh5yvPnz1GrVi2YmZnh27dv0Nfn/1LZ4eDggOfPn8PIyEjt+w4LC4O3tzc8PT3RoUMHDB48WO0xcBwnnHz58iF/fgvExrI1pXjCzHEcx6WHjzDrANnocuvWrWFmZiZsMHlM5cqVYWFhgcjISHh5eQkdjtZIXQZtbGwsSFf3evXqYdGiRQCA8ePH4/3792qPgeM4YVlb28rvh4aGChgJx3Ecp6l4wqwDzp07B4CXYwuBLy+VfS9evECJEiWwceNGSKVSQWOZMWMGHBwcEBcXh//97398qSmOy2P27NkNwAuAH65efSJ0OBzHcZwG4gmzlgsKCoK3tzcAoHPnzgJHkzd16NABAE+Ys0IikWDo0KGIiIjA1atXBV8vXCwW4+DBgyhYsCB8fHywYMECQePhOE69mjZtCGvrBgBK4ssXYd+POI7jOM3EE2Ytl5KSgrFjx6J79+6pGphw6iSbN/7o0SOEhIQIHI1mW7duHby9vWFhYYFt27YJnjADgJ2dHXbs2AEAWL58Odzd3YUNiOM4tbKzYx/9/YWNg+M4jtNMPGHWciVKlMCWLVtw6tQpoUPJs4oVKwZ7e3sAgJubm8DRaK63b99i3rx5AIC1a9emWtJFeD179sTQoUNRs2ZNWFlZCR0Ox3Fq8ubNG/z4sQrA75g/vwvOnz8vdEgcx3GchuEJM8cpAS/LzpxUKsWwYcOQkJCAtm3bYsiQIUKH9JNNmzbBy8sLlSpVEjoUjuPU5MWLF3j2bAaAy3j+/Dx8fX2FDonjOI7TMHwNHC32+PFjREdHo0mTJhCLxUKHk6f169cPdnZ2aN++vdChaKQtW7bgzp07yJ8/P3bs2KERpdj/ZWpqmubz8PBwFCpUSKBoOI5TBxsbm3/vJQLgS0txHMdxP+MjzFps1apVcHBw4I2KNECVKlUwcuRIlChRQuhQNFJsbCz09fWxcuVKlCxZUuhwMiWRSPDXX3+hdOnSePv2rdDhcBynQoqpIWypO54wcxzHcf/FE2YtlZycDBcXFwBAx44dBY6G4zI3e/ZsPHv2DKNGjRI6lF8SiUTw8PBAdHQ0/ve//yEpKUnokDiOUxFFzwIJAJ4wcxzHcT/jCbOWunXrFqKiolC0aFE0aNBA6HA4AJGRkdi8eTMmTZokdCgaqVKlStDT0/y3HD09PRw4cACFChWCr68v5s+fL3RIHMepiIGBAQoXLir/PCgoCImJiQJGxHEcx2kazT975dJ17tw5AMBvv/3G5y9riMTEREyYMAEbN27ky0sB8Pf3R8uWLfHkyROhQ8k2W1tb7Nq1CwCwcuVK3LhxQ+CIOI5TFTs7WVm2EYgI/nx9KY7jOC4VnjBrISKSJ8xdunQROBpOplixYqhTpw4A4PLlywJHIywiwogRI+Du7o7JkycLHU6OdOvWDSNGjAARYeDAgfj+/bvQIXEcpwKKxl+WMDY2RWhoqKDxcBzHcZqFJ8xa6NGjRwgICEC+fPng6OgodDhcKnx5KWbfvn24cuUKjIyMsG3bNqHDybF169ahYsWKCAoKkifPHMfplmXLlqFOnUcA7mPPnlg0bdpU6JA4juM4DcITZi3k5uYGAGjXrh1MTEwEjoZLTZYwX7lyBSkpKQJHI4zAwEBMmTIFALBo0SJUrFhR4IhyLl++fDhy5AgKFCjAlwzjOB1VvXp1VK5cC0BxfPmieUvecRzHccLi6zBroVmzZsHR0REGBgZCh8L9R4MGDVCgQAFERETAx8cHjRo1EjoktSIijB49GlFRUahXrx6mTp0qdEi5VqdOHXz+/Bnm5uZCh8JxnIrY2bGPfPoyx3Ec9198hFkL6enpoUGDBvL5spzm0NfXR9u2bQHkzbLsI0eO4OLFizAwMMCePXugr68b1+RSJ8tRUVG8iy7H6ZDAwEC8fr0SwB84ebIrBgwYIHRIHMdxnAbhCTPHKVmHDh1gYGCA8PBwoUNRu+PHjwMA5s+fj2rVqgkcjfJ5enqiZs2a+PPPP4UOheM4Jfn69SvOnp0JYB9CQs7l+aaNHMdxXFo8YdYyffr0wfDhw/HhwwehQ+Ey0Lt3b3z//h2bN28WOhS1O3PmDPbt24eZM2cKHYpKhIWF4fPnz1i9ejWuXr0qdDgcxymBra1sWSl2kTMsLAyxsbHCBcRxHMdpFJ4wa5Hv37/j5MmT2L17N/T0+K9OU5mamsLMzEzoMAQhFosxaNAgnZ1f/9tvv2H06NEAgEGDBiEsLEzgiDiOy63ChQunes+yAAB8+vRJuIA4juM4jaIRWdfWrVtRunRpGBsbw97eHh4eHhlue/r0abRp0wZFihSBubk5GjVqlGfKp1xcXCCVSlGjRg2ULl1a6HC4LIiLixM6BJULCwvDvHnzEB8fL3QoarFmzRpUrlwZwcHBGDZsGF9qiuO0nJ6eHqytrf/9zAoAT5g5juM4BcET5uPHj2Py5MmYO3cuHj16hGbNmqFDhw7wz6BV5e3bt9GmTRtcunQJvr6+aNmyJTp37oxHjx6pOXL1O3fuHACgS5cuAkfC/cqXL19Qt25dlCpVChKJROhwVGrSpElYsmQJ+vfvL3QoamFqaoojR47A0NAQ58+fx/bt24UOieO4XLKxsfn3XkEAPGHmOI7jFARPmNeuXYthw4Zh+PDhqFy5MtavXw87Ozs4Ozunu/369esxY8YM1KtXD+XLl8fff/+N8uXL48KFCxnuIzExEdHR0Wlu2ubHjx/y9Ze7du0qbDDcL1lZWeHDhw8ICwuDj4+P0OGozPnz53HkyBHo6elhzpw5QoejNrVq1cLy5csBAFOnTsXLly8FjojjuNxQJMz5APCEmeM4jlMQNGFOSkqCr6+vfBkembZt28LT0zNLzyGVShETE4NChQpluM2yZctgYWEhv9nJFlzUItevX0d8fDzs7OxQu3ZtocPhfkFfXx9t2rQBoLvLS0VERMjn806fPh316tUTOCL1mjRpEtq2bYt27dqhWLFiQofDcVwuKBp/iWFgYIqUlBRB4+E4juM0h6AJc1hYGCQSyU8nm8WKFUNISEiWnmPNmjWIi4tD7969M9xm9uzZiIqKkt8CAgJyFbcQUpdji0QigaPhsqJDhw4AdDdhnjp1KoKDg1GxYkX89ddfQoejdnp6ejh9+jROnz4NS0tLocPhOJXLTr8Rd3d3iESin26vX79WY8RZN2nSJIwa9QjAYQwaFJsnVzngOI7j0id4STaAnxJAIspSUnj06FH89ddfOH78OIoWLZrhdkZGRjA3N09z0zblypVDxYoV+fxlLdK+fXsAwIMHD/Dt2zeBo1EuNzc37Nu3DyKRCHv27IGxsbHQIQkiX7588vcqIkJwcLDAEXGcamS334jMmzdvEBwcLL+VL19eTRFnT9myZVG/fi0AhfHlC78ozXEcxykImjAXLlwYYrH4p9Hkr1+//rLE8fjx4xg2bBj++ecftG7dWpVhaoSZM2fi9evXcHR0FDoULousra1Rq1YtEJFOdXInIkyfPh0AG5Vp3LixwBEJLyYmBv3790ft2rV17uIIxwHZ7zciU7RoUVhZWclvYrE4w22F7jcim62lhUVoHMdxnAoJmjAbGhrC3t4eV69eTfP41atXMz0JP3r0KAYPHowjR47AyclJ1WFqFF6OrV10sSxbJBLB1dUVI0eOxNKlS4UORyPo6+vjyZMnCA0NxdChQ/lSU5xOyU2/kdq1a8Pa2hqOjo64efNmptsK2W8kOjoabm4rAEzH27cjULt2bTx+/Fht++c4juM0l+Al2VOnTsWuXbuwZ88evHr1ClOmTIG/v7+8mdDs2bPx+++/y7c/evQofv/9d6xZswYNGzZESEgIQkJCEBUVJdSPoHLXr19HQkKC0GFwOdClSxf07dsX3bt3FzoUpSpevDi2b98OU1NToUPRCCYmJjh69CiMjIxw8eJFPv+R0yk56TdibW2NHTt24NSpUzh9+jQqVqwIR0dH3L59O8P9CNlvhIiwdu0sAKuRnPwMjx8/xrt379S2f47jOE5z6QsdQJ8+ffD9+3csWrQIwcHBqFatGi5duoSSJUsCAIKDg9PMkdq+fTtSUlIwbtw4jBs3Tv74oEGDsG/fPnWHr3KvX79G69atYWlpiaCgIBgaGgodEpcNDRo0wNGjR4UOQyliY2Nx7949efdvLq0aNWpg1apVmDhxIqZNm4YmTZqgTp06QofFcUqTnX4jFStWRMWKFeWfN2rUCAEBAVi9ejWaN2+e7vcYGRnByMhIeQFng7m5OUxNTREfHw+A9UThS0txHMdxgAaMMAPA2LFj4efnh8TERPj6+qY5mO7btw/u7u7yz93d3UFEP910MVkGgLNnzwIA6tWrx5NlTlCzZ89G27ZtMXfuXKFD0Vjjx49Hly5dkJSUhD59+iAmJkbokDgu13LTbyS1hg0bauyorUgkSrW0lAUAnjBzHMdxjEYkzFzGUi8nxWknIsLz58+xf/9+oUPJMQ8PD3mZcYsWLYQNRoPJuobb2dnh/fv3GDt2rNAhcVyu5bTfyH89evQI1tbWyg5PaWxsbP69ZwKAJ8wcx3EcI3hJNpex4OBgeHl5AQB+++03gaPhciokJATVq1eHSCRCx44dUaRIEaFDypbw8HAMHToUADB8+HBekv0LhQoVwtGjR9GvXz/568Zx2m7q1KkYOHAg6tati0aNGmHHjh0/9RsJDAzEgQMHAADr169HqVKlULVqVSQlJeHQoUM4deoUTp06JeSPkSlFwszGEnjCzHEcxwE8YdZoFy5cAADUr18/1YGc0zbW1taoWbMmnjx5gitXrqB///5Ch5Rl379/R+vWrfH+/XsUL14cq1evFjokrdCkSRO8e/dOsPmYHKds2e03kpSUhGnTpiEwMBAmJiaoWrUqXFxc0LFjR6F+hF9SlGQnAwD8/PwglUqhp8eL8TiO4/IynjBrMNn8ZV6Orf06dOiAJ0+ewNXVVWsS5rCwMLRu3RpPnjxBsWLFcPnyZVhYWAgdltZInSx/+PAB1tbWvKs4p9XGjh2b4TSD//YRmTFjBmbMmKGGqJRHcWE6BmKxGcqWLY7IyEgUKlRI0Lg4juM4YfHLphoqNjYW169fBwB07dpV2GC4XJOtx3z58mVIpVKBo8mau3fv4unTp7CysoK7uzuqVKkidEha6fTp06hVqxYmT54sdCgcx2Wib9++2L37MYBtKFkyCi9fvuTJMsdxHMcTZk2VL18+PHr0CBs3bkTlypWFDofLpUaNGsHc3BxhYWHw9fUVOpws6dKlC44cOYKbN2+iUqVKQoejtSwsLBAXF4edO3fi2LFjQofDcVwGrK2t0apVTQCFEBgoApHQEXGa6uXLl+jduzcuXrwodCgcx6kBT5g1lEgkQpUqVTBhwoQM17nktIeBgQFat24NAHB1dRU4moyFhoYiODhY/nnfvn15spxLjo6O8qW4Ro4ciffv3wscEcdxGbG1BUQiIDER+PZN6Gg4TfTmzRu0atUK586dg52dndDhcBynBjxh5jg1kZVly0rtNU1ISAhatmyJli1b/rTeKpc7CxYsQLNmzRATE4O+ffsiMTFR6JA4jvsPIsLatStgYjIRwH40a1YbEydOFDosToO8f/8erVq1QmhoKIyNjeVN7wDgG7/CwnE6iyfMGsjDwwN9+vTB+fPnhQ6FU6IuXbrAzc0Nbm5uQofyk+DgYLRs2RKvXr1CXFwc4uLihA5Jp+jr6+PIkSOwtLSEr68vZs6cKXRIHMf9h0gkwsqVKxEfvwlACN6+fYxnz54JHRanIfz8/NCqVSsEBQWhatWq+PDhAwoUKAAA8PHxQalSpbBixQqt6VPCcVzW8YRZA504cQL//PMPzp07J3QonBIVKVIE7dq1g4mJidChpCFLll+/fg07Ozu4u7ujbNmyQoelc4oXLy7vJLxhwwbcuHFD2IA4jvuJYmkpQwB8LWaOCQgIQMuWLREQEIBKlSrh+vXrKFy4sPzr//zzD+Lj4zFr1iy0a9cuzdQmjuO0H0+YNQwRyRNlvpwUp2pBQUFo0aIF3rx5gxIlSvBkWcU6deqEP/74AzNmzECzZs2EDofjuP9QLC3FeocEBAQgOTlZuIA4waWkpKB9+/bw8/NDuXLlcP36dRQrVizNNitXrsSuXbtgamqKa9euoUaNGnBxcREoYo7jlI0nzBrmyZMn8Pf3h4mJibxJFKc7oqKiMH36dDg4OAhethUYGIgWLVrg7du3KFmyJNzd3VGmTBlBY8oLVq1ahRUrVsDAwEDoUDiO+w9FwhwHsdgYUqkUAQEBgsbECUtfXx8rV65EpUqVcOPGjVR/IwoikQjDhg2Dr68vatWqhbCwMHTq1AmTJ0/mPSs4TgfwhFnDnD17FgDQrl07mJqaChsMp3SmpqbYvn07bt++jYcPHwodDqRSKUqVKgV3d3eULl1a6HDyhNRd75OTk3H58mUBo+E4LjVFSXYQDA1LAeBl2Rzg5OSEZ8+e/bIrdqVKleDl5YXJkycDYNNvjhw5ooYIOY5TJZ4waxhejq3bNGl5KVtbW9y8eRPu7u4oVaqUoLHkREoK8OOH0FHk3I8fP9C8eXN06NAB165dEzocjuOQeoQ5CETsIiJPmPOe8PBwdO3aFR8+fJA/pq+vn6XvNTIywrp16+Di4oKBAwdi0KBBqgqT4zg14QmzBvHz88Pjx4+hp6eHTp06CR0OpyKy5aWESJj9/f3lVQwAYGdnl2ZZDG0hlQINGwKlSgGpzme0iomJCWrUqAEiwoABAxAaGip0SByX56VOmBMSqqBy5cp8+kQeExUVhXbt2uHcuXPo3bs3iChHz9OxY0ccOHAAenrsVDs2NhZTp05FZGSkEqPlOE4deMKsQb59+4a6deuiWbNmabovcrpFljDfv38f4eHhatuvn58fHBwc0LNnT61fsuzGDcDXF/j6FejdG9DWKWLr169HtWrVEBoaioEDBwo+r53j8joHBwc8evQE+vqXAKyGm9tLPkKYh8TExKB9+/Z48OABChcujP3796eZRpMbU6ZMwbp161CrVi14enoq5Tk5jlMPnjBrkHr16sHHx4fPadRxxYsXR7Vq1SCVSnHlyhW17NPPzw8tWrSAn58fSpcujTp16qhlv6qya5fi/sOHwPTpwsWSGyYmJjh+/DhMTExw9epVrFixQuiQOC5PK1CgAGrVqgE7O0sAAO/3lXfExcXByckJXl5eKFiwIK5du4Zq1aop7flHjBiBsmXL4vPnz2jevDkWL14MiUSitOfnOE51eMKsgYyMjIQOgVMxdZZlf/r0CQ4ODvj8+TPKly8Pd3d3FC9eXOX7VZWwMODMGXZ/yRL2cdMm4PRp4WLKjSpVqmDLli0AgHnz5uHu3bsCR8RxnKy3E0+Y84YfP37gt99+g4eHB8zNzXHlyhXUrFlTqfuoX78+Hj58iAEDBkAikWD+/PlwdHTEly9flLofjuOUjyfMGsLf3x/R0dFCh8GpSYcOHWBtbf3TWo7K9vHjRzg4OMDf3x8VK1aEu7t7qi6w2unQISApCahTB5g7VzG6PHQo8PGjsLHl1ODBg9G/f39IJBKMHDmSl2ZznICcnZ0REjIBwHNMm2YPS0tLxMfHCx0Wp0KzZs3CjRs3kD9/fly+fBl169ZVyX7Mzc1x8OBBHDhwAPnz58etW7dQo0YN3L59WyX74zhOOXjCrCGmTp2KwoULY9++fUKHwqmBg4MDAgMDsXLlSpXt4+vXr3BwcEBAQAAqVaqEmzdvprt+pDYhUpRjDx/OPi5dCjRqBERFAX37smRa24hEIjg7O6NXr144e/asvEkMx3Hqt2fPHrx9uxnAR3z79h7h4eHw8/MTOixOhebPn49mzZrh0qVLaNiwocr3N3DgQDx69Ah169aFvr4+KlSooPJ9chyXc/ysTAMkJCTAzc0NycnJSp0vw2kuPT09pTUSyUiRIkXw22+/oXLlyrh58yasra1Vuj91uH8fePECMDEB+vVjjxkYAMeOAQULAj4+wIwZwsaYU2ZmZvjnn39Qvnx5oUPhuDxNcWExGMbGeXdpqdDQ0Bx3iNYGqX82S0tL3Lp1C82aNVPb/suVK4e7d+/i5s2bsLKykj8eFBSkthg4jssanjBrgOvXryMuLg62trawt7cXOhxOjaRSKV69eqWS5xaJRNi8eTM8PT3THIy1mWx0uVcvoEABxeMlSgD797P7GzYAqVbO0lru7u549OiR0GFwXJ6TemkpkYglzHlhhDkqKgrLly/HjRs3EB0djbp166Jbt246mcClpKSgf//+cHZ2lj+m6ovY6TE0NETVqlXln584cQJly5bF1q1bdfpiBcdpG54wa4Bz584BALp06SLIGzYnjMjISFhbW6NatWpKW17qzZs3GDlyJJL+rUsWiUQokDqz1GIxMWwkGVCUY6fWuTPwxx/s/pAhgDaf3544cQKOjo7o3bs3723AcWqm6PMQiMTEvDPC7O3tjdmzZ2PEiBHw8PBASEgIzp07hypVqmDnzp06k8BJJBIMHToUR48exeTJk/H582ehQ5I7e/YsEhISMG7cOHTr1g3fv38XOiSO48ATZsFJpVL5mrhdu3YVNhhOrQoUKIDChQtDKpXi6tWruX6+169fo0WLFti5cyfmzp2rhAg1y/HjQFwcUKEC0LRp+tssWwY0aABERgJ9+mjnfGYAaN26NYoXL473799j9OjROnOiynHaIPUIc0JC3kmYfXx8ALBuzk5OTnj48CHq16+PqKgojBw5Eo6Ojnj//r3AUeaOVCrFqFGjcPDgQYjFYhw7dgwlS5YUOiy5Q4cOYf369TA0NMS5c+dQs2ZNuLu7Cx0Wx+V5PGEW2P379xEaGgpzc3M4ODgIHQ6nZspaXurVq1do0aIFQkJCUKNGDczQ1om8mdi9m30cPhzIqBDDwIAl1gUKAN7ewOzZagtPqQoWLIhjx45BLBbj6NGj2LNnj9AhcVyeIUuY9fSCAJQCkDcSZm9vbwAsYQaA6tWrw9PTE2vXroWpqSlu3ryJ6tWrY9WqVVp5EY+IMH78eOzevRt6eno4cuQIunXrJnRYaYhEIkyaNAleXl6oWLEiAgMD0apVK/z5559ITk4WOjyOy7N4wiwwWTl2x44dYWhoKHA0nLrJEmY3N7ccLyX08uVLtGjRAqGhoahZsyauX7+OIkWKKDNMwT1/Dnh5Afr6wO+/Z75tyZKArNn82rXAvwUcWqdRo0ZYunQpAGDChAl48eKFwBFxXN4gK8kWiQIBlIOdXcU80cVYljDXq1dP/phYLMaUKVPw7NkzODo6IiEhAb6+vlo3fYyIMGXKFDg7O0MkEmH//v3o3bu30GFlqHbt2vD19cWwYcNARFi6dCnu3LkjdFgcl2eJSBsvE+ZSdHQ0LCwsEBUVBXNzc0FjCQgIwLlz51CtWjW0aNFC0Fg49UtMTISlpSXi4uLg6+uLOnXqZOv7nz9/jlatWuHbt2+oVasWrl27BktLSxVFK5wpU4D164Hu3YFTp7L3PQULAo8esURa20ilUnTs2BGXL19GlSpV4OPjA1NTU6HD4n5Bk44x2kyo1zExMRFv3rzBxIm2uHXLEnv3AoMHq233gggMDETx4sUhFosRFRWFfPny/bQNEWH//v3o2LEjihYtCgCIiIiAiYkJjI2N1R1ytly+fBnt27cHAOzevRtDhw4VOKKs++eff/DkyRP5BVSO45QjO8cYPsIsMDs7O4wfP54nywJ4+RIYOBBQUZPqLDEyMoKjoyOA7JdlJycn47fffsO3b99Qu3ZtXL9+XSeT5cRE4MABdj+9Zl8ZWbECqFcPiIhg6zNrYzWbnp4eDhw4AGtra7x8+RKHDx8WOiSO03lGRkaoUaMGypVj76cBAQIHpAay0eVq1aqlmywDrFx48ODB8mQZAEaOHIlatWpp/Ohnu3btsGjRImzdulWrkmUA6N27d5pkOSAgABMnTkRcXJyAUXFc3sITZi5PiosDunYFDh0CFi0SNpaczmM2MDDA3r170bx5c1y7dg2FChVSRXiCO3sWCA8HihcH2rbN+vcZGrL5zBYWrJx7zhyVhahSRYsWxeHDh7Fz504Mz84VA47jcsXOjn2UJcw5nTajDWQNv1KXY/9KaGgo7ty5gzdv3qBZs2YYN26cxnX1T0lJkd+fN28exowZI2A0uUdE+P3337Fp0ybY29vzpQc5Tk14wiygadOmYfv27YiKihI6lDxn+nTg3Tt2380NSHVMVTsnJyfMnDkTy5Yty9L2EolEft/BwQHu7u46mywDirWXhw4FxOLsfW/p0sDevez+6tXAxYvKjU1dWrZsieHDh2vdvEGO01aHDh3C7dsTAHji2rXZKFSoENatWyd0WCrz119/4cGDB5gyZUqWv6dYsWJ4+fIlhg0bBgDYunUrqlWrhkuXLqkqzGxZtWoV2rRpg9jYWKFDURqRSIT58+fDxsYGb968QcOGDbF+/XqtbMLGcdqEJ8wCCQkJwdq1azF69GjExMQIHU6ecukS4OzM7puYsCWIPD2Fi8fOzg7Lly9Hs2bNfrnto0ePULVqVTx79kz+mC4nUZ8+Adeusa7YQ4bk7Dm6dQMmTmT3Bw3S/vLKiIgIzJw5E4mJiUKHwnE66/z587hxYzMAH0RHs/87Xe6UbWhoCHt7e1SpUiVb31ewYEHs2rUL165dQ5kyZRAQEAAnJycMGDAAERERKor21zZs2IAZM2bA3d0dp7La+EJLtGzZEk+fPkWXLl2QlJSEKVOmwMnJCV+/fhU6NI7TWTxhFsiFCxdARKhbty6KFy8udDh5RlgYG6kEgMmTWRMpAHBxESykLHv48CEcHR3x5s0bnVxnOT2y1ZTatAFKlcr586xcCdSty0q7tXU+M8DK8dq0aYOVK1fq5NJhHKcpZJ2ygSDExuadtZhzytHREU+fPsXUqVOhp6cHDw8PGBgYCBKLs7MzJk+eDICVYQ8aNEiQOFTJ0tISZ86cwZYtW2BkZARXV1fUqFEDz58/Fzo0jtNJPGEWiGw5qa5duwobSB5CBIwcCYSGAlWrAsuWAZ06sa8JnTAnJyfDxcUFM2bMSHeenK+vLxwdHREREYFGjRrh0KFDAkSpXikpinLq3E7dNTJi85nNzVk1wZ9/5j4+IYhEIixcuBAAsHHjRvn7CMdxyiVbixkIRGKibifMLi4uGDFiBC5cuJCr58mXLx/WrFkDLy8vHDx4EPnz5wfA5n4HBwcrI9Rf2r17N8aOHQsAmDlzpvz9UheJRCKMHTsWPj4+qFq1KooUKYKyZcsKHRbH6SSeMAsgNjYW165dAwB06dJF4Gjyjn37gDNnAAMD1uzL2Bho147Ni33xAvDzEy42qVSKPn36YNWqVXjy5Emar/n4+KB169aIjIxE48aN4ebmlieWqrl8GQgMBAoXBn77LffPV6aMYsR65UpWmq+NnJycMHXqVADAkCFD4O/vL3BEHKd7ZAmzvn4QAJYw+/n56eRcUTc3N+zatQs3b95UyvPVq1cPzZs3l3++a9cuVKxYEc7OziptnHbw4EGMGDECADB58mQsW7ZMp6csyVSvXh0+Pj64ePEiTExMhA6H43QST5gFcOXKFSQmJqJs2bKoWrWq0OHkCZ8+KeaxLl4M1KrF7hcsCDRuzO4LOcpsZGSEVq1aAUjbLdvb2xtt2rRBZGQkmjZtmmeSZUDR7Ov339kIsTL06AGMH6943i9flPO86rZs2TLUq1cPERER6NevH5K1tcac4zSUrCRbLA4EUAIikQg/fvxAaGiosIGpgGxJqex0yM4qIsLZs2cRExODsWPHokWLFnjz5o3S9xMdHY0//vgDRISxY8di7dq1eSJZljExMUHJkiXln69fvx7Lly8XMCKO0y08YRbA2bNnAbDR5bz0hi4UiYSttxwbCzRrBkyblvbrsrJsoTsop7e81KJFixAVFYVmzZrB1dUVZmZmQoWnViEhgKw68N8GrEqzejVQpw7w/Tubzyxkh/ScMjQ0xLFjx2Bubg5PT08sWLBA6JA4TqfIRphTUoIAGKJAAdZrRNfKspOSkvD48WMAQP369ZX+/CKRCBcuXMDGjRuRL18+eHh4oGbNmli2bJlSL/SZm5vj6tWrmDZtGjZt2pSnz628vLwwZcoUzJ49G+vXrxc6HI7TCTxhFkB8fDzEYjEvx1aTVauAu3cBMzPgwIGflyZycmIfb95k6zMLRZYw37t3D5GRkQCAo0ePYsqUKbh06ZJ8PlhesH8/u9DRqBGQzaatv2RkBPzzD5vPfPcuMG+ecp9fXcqUKYNd/w7DHzlyRKeWTuE4ockSZokkFkAMihdvgXbt2kFfX1/YwJTs6dOnSEpKQqFChVCmTBmV7EMsFmPChAl48eIF2rVrh8TERMyZMwf169f/aQpSdqV+36tZsyZWrVoFPb28fWrbsGFD+UXUKVOmwFm2LAjHcTmWt99VBHLy5El8/foVTZo0EToUnffoETB/Pru/aVP6nZarVGGPJyYCN26oM7q0SpUqhUqVKkEikeDq1asAADMzM6xduzZPJctEinLs3Db7ykjZsop9LF/O1uLWRr169cKOHTvw8OHDPPU3wnGqlj9/fjx79gzz5n0HkB+1ax+Am5ubSsqWhZS6HFvVo7IlS5aEq6srDhw4gEKFCsmT9Zy6fPkySpcujTt37igxSt2wYMECzJw5EwAwduxY7JE18OA4Lkd4wiyQQoUKQfzfoU5OqX78APr3Z0sI9ejB5qymRyRSjDJrSlm2rKlTXnT7NvD+PZA/P9C7t+r206sX8G8zVQwcyBqMaaMRI0agUKFCQofBcTqnWrVqqFixEAARdLW3no+PDwDVlGOnRyQSYeDAgXj16hUOHDiQ5gJEYDbehG/cuIGuXbsiLCwMO3bsUEWoWk0kEmHZsmWYNGkSAGD48OE4cuSIwFFxnPbiCbMaERFfWF6NZs8GXr0CrKyAbdtYYpwRWcJ86RIb4RRK//79IRaLUbVqVaRo4+RaJZCN/Pbrx5JmVVqzhjWACwtj+9Pml5yIsGvXLqxevVroUDhOZ5QowT4GBLCPCQkJwgWjArJzEnUlzDJFixZF//795Z+/evUKZcuWxahRoxAVFZXp93p4eKBz585ISEhA586d5VNTuLREIhHWrVuH0aNHg4jw+++/4/Xr10KHxXFaiSfMavT06VNYWVmhTZs2Ork0hSa5ehXYsIHd37uXLU2UmZYtAVNT1jX56VPVx5cRe3t7REREwNXVVefmymVFRARw8iS7r6py7NSMjdl85vz5AQ8P4K+/VL9PVbl16xZGjBiBmTNn8hJFjlOCCxcuYOfO8QDOwt//ESwtLXVuZQsXFxeEh4fD0dFR0Djc3NyQmJiIHTt2oEqVKjh//ny62927dw8dO3ZEfHw82rdvjxMnTsDQ0FDN0WoPkUiELVu2YMiQIVi2bBkqVaokdEgcp5V4wqxG586dAxEhX758ebqDo6qFhwODB7P7Y8cC7dv/+nuMjQHZ+YLQZdlmZmZ59u/jyBEgIQGoXh1Q11TB8uWBnTvZ/b//Bq5cUc9+lc3BwQEDBgyAVCpFv3798P37d6FD0iopKSkICgoSOgxOg9y9excHD24BcBPJyUUQHh4Of39/SCQSoUNTqoIFCwq+fu+UKVPg7u6OcuXKISgoCF26dEHfvn3TVOU9ePAA7du3R2xsLBwdHXH69GkYKWvNQR2mp6eH3bt3Y/r06fLH+KANx2UPT5jVKPVyUpxqEAFjxgBBQUDFiqxDdlbJyrKFXI85r9u9m30cPjzzEnpl69sXGDWK/f0MGMD+frSNSCTC1q1bUaFCBXz58gVDhw7lJ0VZdPv2bdSuXRtdunTRuWSIyzlZp2xj4yAANtDXN0BKSgq+aOsC7hrOwcEBT58+xYwZMyAWi3H8+HFUrlwZR48eBQCsW7cO0dHRaN68Oc6dOyd4kq9NUl+Ej4qKQtu2bXHr1i0BI+I47cITZjXx9/fHo0ePoKenh06yhX85pTtyhJXY6usDhw6xMuuskiXMXl5sTiunXg8fsq7mRkYsaVW3deuAmjWBb9+A//1PO+czm5mZ4fjx4zAyMsL58+exceNGoUPSaMHBwRg4cCAcHBzw/PlzfPr0Ce/evRM6LE5DyBJmff0gAHooUqQkAN1Zi3no0KFo2bKlRiVOJiYmWLFiBby9vVGrVi35qD4A7NmzB3PnzsXFixeRL18+gSPVXn///TeuXbsGJycneHp6Ch0Ox2kFnjCryblz5wAAjRs3RpEiRQSORjf5+wPjxrH78+cDdetm7/uLF2cJExHg6qr8+LjMyfq2dO8OCNH02cREMZ/51i1g0SL1x6AMtWrVwpo1awAA06dPx4MHDwSOSDNt3LgRFStWxKFDhyASiTB69Gi8ffuWz/Hj5GxtbQEAUinr3mxuXhqA7iTM169fh7u7u0ZWotSpUwfe3t7Yvn07/vjjDwCAkZERlixZAjMzM4Gj024LFy5EmzZtEBcXhw4dOvBjBMdlAU+Y1USWMHft2lXYQHSUVAoMGgRERQENG7IO2TnBy7KFER8PHD7M7quj2VdGKlQAZCuULFkCXLsmXCy5MXbsWHTv3h0pKSm4f/++0OFopOfPnyMmJgb169eHt7c3nJ2d+fJcXBqyEeaEhCAABCMj3UmYQ0JC4O/vD5FIBHt7e6HDSZeBgQFGjhyZJxtgqpKxsTHOnj2L5s2bIzo6Gm3btsWTJ0+EDovjNBpPmNUgIiIC7u7uAPj8ZVVZtw5wdwfy5QMOHmQl2Tkhq5Z3c2PrN3PqcfIkEB0NlCkDtGghbCz9+gEjRrBKg/79geBgYePJCZFIhN27d+PmzZsYJyu7yOOCg4PlpZ0AK0vcvXs37t27h7rZLUfh8gRra2sAgFSaDOA7iHQnYZatv1y5cmU+YpsHmZqa4uLFi2jUqBEiIiLQunVrvHz5UuiwOE5j8YRZDQwNDbFr1y6MHz8e5cqVEzocnfPsGTBnDru/bh2Qm5e4fn22BFVUFMCn9qiPrBx72DBATwPelTZsYJ26v35lSbM29oEqUKAAHBwc5J+fPn06T85XS0lJwfr161GxYkWMHDlSXn5auHBhDB06FHqa8AfHaSRDQ8NUU6gCkZxcC23btkWtWrWEDEspZAmzutdf5jSHmZkZLl26BHt7e4SFhaFv376QSqVCh8VxGomfKahBvnz5MHjwYGzatEnoUHROYiJLaJKSgM6dc1/OKxYDHTqw+7wsWz3evGFrIOvpKZYDE5qJCXDiBKtYuHkTWLxY6IhyJyEhAWPHjkWTJk3QuHFjnD59Ok90g5Z1v54yZQpiYmIQHh6OqKgoocPitIinpyeuXPkOoAZiY9vj8uXL8jm12szb2xsAT5jzugIFCuDy5cto164djh07xi8gclwG+H8Gp9X+/JONMBcpwtbSVcZSRLJ5zEKvx5xXyJaScnIC/p0yqBEqVgS2bWP3Fy0CbtwQNp7ciIuLQ6dOnWBoaIh79+6hR48eqFSpEpydnREfHy90eEr33+7XlpaW2LlzJ7y8vFCgQAGhw+O0SLly5VCtWiEAIgQFaWf3/P8iIvkIcz11LXjPaSxLS0u4ubmhSpUq8sf4SDPHpcUTZhXz8vLCmjVr8PHjR7XtMz6elZLqOnd34N9mwNi9GyhWTDnP264dG2l+9QrQgalqGi0pCdi/n90XstlXRgYMYGXiRGypqZAQoSPKGUtLS+zatQufP3/GnDlzULBgQbx//x5jx45FiRIl5GvE6wIfHx9UqlRJ3v161KhRePPmDYYPH85HT7gcKVYMMDBgzSWDgoCYmBgkJiYKHVaORUdHo379+rCxsUGNGjWEDofTMDdu3IC9vT2CtbGBB8epCD97ULF9+/Zh2rRpWLVqlVr2d/Uqa5xUvDgbHdPA1SKUIiqKdcUmYg2aOndW3nMXKAA0bcru87Js1bp4kV3csbYGOnYUOpr0bdwIVKsGhIayBFqbK5mtrKywdOlS+Pv7Y+PGjShVqhS+f/+OsmXLyrfR9pGFGjVqoFixYqhXrx68vb2xbds2WFpaCh0Wp6U8PDwwYcI4mJuzcpPffmsOc3Nz3Lx5U+DIcs7CwgKurq748uULDA0NhQ5HK/34ARw6BHz5InQkyiWRSDB+/Hg8fvwYjo6O+JoXRl84Lgt4wqxCUqkU58+fB6D65aSSk4FZs4C2bdmJfXIyMGYMMHIkm+era8aPZ+suly0LrF2r/OfnZdnqIWv2NWhQzjubq5qpKVuf2dQUuH4d+PtvoSPKvfz582PChAl49+4dbty4gerVq8u/Nnz4cHTr1g13794VMMKsCwkJwezZs5H8b1t7IyMjXL9+HV5eXrz7NZdrr169wtatW0F0CQAgFhcAoBudskXKmMOUByUmAl27AgMHsuaQOlSgA7FYDBcXFxQvXhyvXr1CmzZtEB4eLnRYHCc4njCrkI+PD4KDg2FmZoYWKlwr59MnoHlzYMUK9vno0eykXiRiCUmLFqyMTFf88w+7squnx5aQyp9f+fuQJczu7kBcnPKfnwMCAtjyXQAwdKiwsfxK5cqAszO7/9df7O9CF+jr66Nly5byzyMiInD48GGcPXsWTZs21egGYam7Xy9fvhxbtmyRf83Ozo6XX3NKYSNvrMAOoiYmbGkpPz8/YQJSgoiICKFD0FopKWx6zpUr7PPISKBbN2DSJN0ZnChdujSuX78OKysrPH36FG3btuXNErk8j59RqNC5c+cAAB07doSRkZFK9nHiBFCrFuDlBVhYsPVsnZ2B2bMBV1dWXuzlBdjb68YySYGB7IIAAMydCzRqpJr9VK4MlC7NDoDXr6tmH3nd3r2spL5FC6B8eaGj+bXffweGDGHzGPv1Y5UcuqZgwYJ4/Pgxhg8frtENwjw8PFCnTh1MmTIF0dHRqFevHprK5lFwnBLJEubExEAAgEik3WsxJycnw8bGBiVLlkSItjZlEIhUynpanD4NGBqycyxZw/SNG4EmTYAPH4SNUVkqVKiA69evo3DhwvD19UWHDh0QExMjdFgcJxieMKuQrJFOly5dlP7c8fHAqFFA795AdDRLHB8/Bnr0UGzTrh3g48PmX4aEsMRk+3alh6I2UilLWCIigLp1gXnzVLcvkYiXZauSRKLojq2Jzb4ysmkTUKUK+38aOJD9TeqaypUrY+fOnfj8+TPmzp2bpkGY0EvjhYSEYODAgWjevDmePXsGS0tL7Nixg5dfcypja2sLAIiPDwWQgqQk7U6Ynz9/joSEBERFRaFo0aJCh6M1iIAJE4ADB1hT0BMngPbtgdWrgQsXgEKFAF9foHZtVgWnC6pUqYJr166hYMGCuHfvHtaqYv4bx2kLyoOioqIIAEVFRalsH2/evCEAZGBgQJGRkUp97mfPiKpWJQKIRCKiOXOIkpIy3j4mhqhnT7Y9QDRiBFFCglJDUouNG1n8JiZEr1+rfn+urmx/NjZEUqnq95eXXL7MXtsCBYji44WOJnueP2d/gwDRkiVCR6N6sbGxtHHjRqpWrRqFhYXJH/f19aU3b96oNZZOnToRABKJRDRq1Kg08WgSdRxj8gJNeB0lEgmJxWICQMAXqlTpMQEgS0tLwWLKje3btxMAat26tdChaJVZsxTnXEeO/Px1f3+iJk0U51mjR2vfsS0jPj4+NHz4cErK7ERTiwQHB9OqVato/PjxtHfvXnr9+jVJ+UlenpSdYwxPmFXk5MmTZGxsTG3atFHac0qlRNu2ERkbszdkKyuiq1ez/r3LlrE3e4CoUSOiwEClhaZyL14ofu7Nm9Wzzx8/iExN2T4fPlTPPvOKXr3Y6zp+vNCR5MzevSx+PT2iW7eEjkY9/ntC0bhxYxKJRNS1a1e6c+eOyvYrkUjk9589e0aNGzcmHx8fle1PGTQh0dMFmvI6Fi9e/N+E+T4VKhT1731QdHS0oHHlxLBhwwgAzZkzR+hQtMbffysS4R07Mt4uOZlo9mzFtjVqqOfivrpJpVKtTZ6nTJmS6gKY4laoUCFycnIS/L2GU6/sHGN4SbaK9OjRA2FhYdiupBroyEhWfj16NJCQwEqBnjwBWrfO2veLRKyL9qVLbF7zvXvaM685KYmVv8p+7rFj1bNfY2PF68uXl1Keb98UXUW1qRw7tcGD2Zxm2Xzmb9+Ejkj1UnfUjYuLg6WlJYhIZQ3CZOXXf8gmCQKoVq0a7ty5w8uvObVK3fgrPNwcv/3WDSNHjtTKtZi9vb0BAPXq1RM4Eu2weTMwZw67v2YNW8YyI/r6rOGqmxtQpAjw9Ck7zzp0SD2xqoNUKsWYMWPQp08f+coEmuzVq1dpem/Y2tpCIpGgUaNGmDx5Mpo2bQojIyOEh4fD29sbZmZm8m1nzZqFcePG4fDhw/j48SNIV9dpTSUlJUV+XyqVwtHREaVKlcLgwYPh7e2dJ16DDKk6e9dEmnLVOqvu3SMqWZJdsdTXJ1q1iijVoEu2vXunKOk2MCDavl1poarEnDks1kKFiIKC1LvvHTvYvhs2VO9+ddmaNew1rVtX6EhyJzaWqHJl9rO0a5e7/0lt9erVKxo+fDgZGhrKr9SXLVuWTp8+nePnTE5OpvXr15O5ubl8WkuQuv/xc0nbjjGaSlNeR39/f/r+PZxMTaUEEL19K2g4ORYbG0t6enoEgAK1qcRMILJKIoBowYLsfW9gIFGLForvHzqUKC5OFVGq15MnT+Tv93379qWUlBShQ/pJdHQ07dq1ixo1akQAaP/+/fKvff/+nV68eJFm+8TERLp//z6dPXtW/phUKiVra+s0o9DFihWjrl270ooVK8jT01NtP48qpKSk0OvXr+nEiRM0f/586tq1K5UtW5YaN26cZruKFSumeQ3q1KlDO3fupNjYWIEiVy5ekv0Lqj4I//jxQynPI5GwMmqxmL3hlilDdP++Up76p3nNI0dq5rzmO3dY2StAdPKk+vf/5Yti3tLXr+rfv66RShVJ5rZtQkeTe8+eKeYz//230NEIJzg4mObOnUsFCxYkAHT8+PEcPc/t27epevXq8oNzvXr1yNvbW8nRqp6mJHraTtNex0qV2P/69etCR5Izt2/fJgBka2srdCga78QJxbnHlCk562OSksISbdlUuCpVWA8MbXfhwgXS19cnADRo0KA002aEIpVKycPDgwYPHkympqbyY4hYLKa5c+dm+/kkEgmdOHGCpkyZQg0bNiQDA4M0iWODBg3SbO/q6kqfP3/WyLnQ/33/7NKlC5mYmPxUlg6A8ufPn+b36e7uTq6urjRw4EAyMjKSb2dhYUGbNm1S94+idDxh/gVVH4Q7d+5M1atXp5s3b+b4OYKDiVq3ViS0ffsSKbl3GEml7CQ/9bxmTRrIiY4mKl2axTZokHBx1KrFYkh1kZLLIU9P9lqamhJpyDlwru3ezX4msZjo9m2hoxFWbGws7dixg5KTk+WPbdiwgUaNGpVpg7CvX7/SwIED08wn27Fjh0aciOWEpiV62krTXsc2bdj/+t69RDExMRQcHCx0SNny/PlzGjduHM2cOVPoUDTapUus+g4gGj48900/r19nPWdkTUv37NH+RqInT56UzwUeNWqUoIliXFzcTyOhFSpUoBUrViitOunHjx909+5dWrVqFXXv3p0WL14s/1pMTIz8tbC1taWePXvS2rVr6d69e5SgxpGoHz9+0MOHD2nfvn30xx9/UJs2bcjKyooKFy6c5vfj5OREAMjExITq1atHQ4cOpfXr19P169fpayYjQ9++faNVq1ZR2bJlCQAdOnRI/rW4uDhKTExU6c+nCjxh/gVVHoRjY2PJ2NiYANCTJ09y9BxubkRFiyreXHfvVu2b66VLrFsxQGRtzZIaTTB0KIupZEnlXyzIjj//ZHH07i1cDLpC9jsdPFjoSJRHKiUaMID9XLa2RN++CR2R5khKSiJbW1t5Z+uMGoQFBweTubk5iUQiGjlypMZ2v84qTUv0tJWmvI5PnjyhMWPGUO3aCwgg6tJlFwGgzp07CxoXp3zu7ooGo337slFiZQgJUVxwAdgxIyZGOc8tlMOHD5NIJCIANGnSJLUlzYmJiT+VRLds2ZLy5ctHQ4cOpTt37qg1gX/37h3Z29un20zMyMiI5s+fr9T9SaVS8vf3T/PYkCFD0t2/7NibOhF+/vw5vX37Nsfl9BKJhK5cuZLmYsCqVauoWLFiNGfOHPLz88vZDyYAnjD/gioPwqdPnyYAVLp06Wz/wyYmEk2frnhDrV6d6OVLpYeYrv/Oa86sE6Q6nDmjKIUWetTu3j0Wi7l55st3cZmLilJ0HVdhU2VBxMQQVazIfrYOHfLmfOb0SKVSunXrFnXu3DnNAbxRo0a0fPnyNO+R//zzj1aWX6dHUxI9bacpr+OVK1cIABUtWo0AovbtXQkAVa9eXdC4OOXy9iYyM2Pv4507K/94L5Gwqj7ZNLsKFYgeP1buPtRtz5498tLnxyr+YZ4/f05Tp06lIkWKkFgsTlPh8f79e8G71sfGxtLNmzfp77//ps6dO5OlpSUBSFO6/PLlSypVqhT169ePNm3aRA8ePMi043hkZCR5eHjQli1baPTo0dS4cWN5f4+IiAj5dpMmTZJXZ7Vo0YImTJhAO3fuJC8vL4pRw5WZpk2byo/venp61LlzZ7p06ZLGV4nxhPkXVHkQHjRoEAGgyZMnZ+v7Pnwgql9fkSyPHav+Nfyio4m6d1fEMGoUS+LVLTiYqHBhFoMmVI6lpCjiyUWVfZ4na6BWqZL2l6Ol58kTxchEly7s/4lTePXqFY0YMSLNPKhLly4JHZZKaEqip+005XV88eIFASBT04IEEDVt+lo+308T5yymJzo6mu7evUvxurI4sJI9e8YaiwJErVqxZSVVxcODVSMBREZGrJ+HlvwZpWvbtm105swZlTx3VFQUbd++nRo0aJDmoquVlRW5u7urZJ/KIpVK6e3bt2lGd3ft2vXTCLCpqSk5ODjQrFmz6GWqUbIZM2akO2Isa4b54MED+bZfvnyhL1++CPZ+lJSURCdOnKBWrVqlibN06dK0bt06QWLKCp4w/4KqDsLJyclUqFAhApCtf+Rjx9joJcBKo3PRYDbXpFKipUsV85obN1bvvGaplKhjR7bvmjU1pxHZ77+zmKZNEzoS7SW7ILR6tdCRqM6JE+wECCCqVo3o40ehI9I8ISEh9Oeff1Lp0qXTzAPTJZqS6Gk7TXkdIyIiUp0ExlOlSj/kn3/TkjkYly5dIgBUpUoVoUPROG/fEhUrplgRQx2l0t++ETk5KQYoevfWnb4eyuqgfPXq1TTNqfT19alr1650/vz5NH0ytEl0dDRdu3aNFi1aRB06dKACBQqkSTAvXrwo33bTpk0EgOzs7MjJyYlmzZpFR44coWfPnmn0OtivXr2iSZMmyX+2fv36pfm6Jl1k5AnzL6jqIOzu7i4vicjKP3NcHGsoIXvDbNyYSFNK/11ciCwsFPOa791Tz363bVNcddWkbpLHjytGR7nse/JEUe4fGip0NKrl5aVo8GJpyebEcXmLpiR62k5TXkepVJrqxP0DmZkR2djYEACtmUbw119/EQAaOHCg0KFoFH9/ohIl2Pt1jRpE4eHq27dEwi4g6+uz/ZctS5Rq0FArffr0icqUKUPr16/P9vd++fKFfH195Z9///6djIyMqFKlSrRq1SoKCQlRZqgaQSKR0MuXL2nXrl00bNiwNP07IiMjKVydf5BKFhcXR3v27EnzO33+/DnVqFGDtm7dKngJPRFPmH9JVQfhKVOmkKzN/q88fcqWGJDN0507l0jTLpi9fauI0dCQaOdO1e7vzRvFHFdNq+CIiFDMO3r/XuhotM/Eiey169lT6EjUIyCAyN5esXa6pq91zimXpiR62k6TXsdy5cr9mzDf/ncksgnlZgk1devYseNP8ynT8/Il0b59mlPdpUohIWwesWw+sVD52L17rLmp7KLyhg3aW6K9du1a+Wips7PzL7dPTEykEydOUIcOHUhPT++n5ZrevXunUSOSXO7I5lrLprSMGTOGnj59Klg82TnG6IFTmvbt22PAgAHo06dPhtsQAdu2AfXrAy9fAtbWwLVrwJIlgL6+GoPNgvLlAS8voFs3ICkJGDECGDOG3Ve25GRg4EAgPh5wdAQmTlT+PnKjQAGgWTN238VF0FC0TkICcPAguz98uLCxqEvx4sDt20DfvkBKCjBqFDBhAvs75zhO+9jY2AAA8uULAgAULlwaAPDp0yfBYsoqIoKPjw8AoF69eplu278/MHgwULMmcOuWGoITSHg40LYt8PYtULIkOw8rVkyYWBo2BB49Arp2ZceISZOA7t2BiAhh4smNyZMnY+bMmQCAMWPGYO/evelu9+zZM0yZMgW2trbo1asXXF1dIZVKYWRkhLi4OPl25cqVg0gkUkvsnOotWLAA69evR8WKFREbGwtnZ2fUqFEDTZs2xeHDh5GsySdJqs/fNY9QV63Dw4l69FCUYHfoQJTJkmcaQyIhWrJEtfOa//pLMYc7IEC5z60sq1axGNu2FToS7XLkCHvd7OyUt0SHtpBK2f+O7H++VSui79+FjopTNU0aGdVmmvQ69uvXjwCQjc06AoimTt1PI0aMIFdXV6FD+6VPnz7JGwX9yKSbVWSk4jgvuw0ZQqTlq7z9JDqaqEED9vNZWbFVQjSBVEq0cSOr6MO/S2qqazqcMkmlUpo4cSIBbEmjw4cPp/n65MmT08zbtbGxoTlz5tDbt28FiphTN6lUSjdu3KBevXqRvr4+AaDChQurdd1qIl6S/UtCHITv3lXMkzEwIFqzRvuWnrl4UTGv2cZGeW/kXl6KcucjR5TznKrw6pWiPF3b109Up1at2Ou2YIHQkQjn7FmifPkU89RevBA6Ik6VNCnR02aa9DqGhoZSREQEdeokJYD129AWx48fJwBUt27dTLe7fJm9R5UoQTR6tCJpLlyY6OBB7S0TTi0+nqhlS/ZzFSrEumNrmgcPiMqUUUzpWbVK+84XpVIpjRo1Sp4Unzx5Uv61EydOkIGBAfXo0YNcXFy0toEXpxxBQUG0aNEiWp2qI6xEIqEhQ4bQuXPncrxedFbwhPkXVHEQdnZ2pkePHv001yIlhXWdliWEZcsS+fgobbdq9/YtUeXKisRx167cPV9sLFH58uz5/tNIT+NIpYqDmIpWUNA5798r5ulrSkM7oTx9SlSqFHs9zMzYBShON2lSoqfNNPF1HDuW/Q/PnSt0JFn3xx9/EAAaM2ZMptstWMB+tv792ed37xJVrapInFu31pzR2JxISlJ0pjYzY+sua6rISNY5W/baOzmxztraRCKR0ODBgwkALVy4UP54YmJimqWWOO6/3Nzc5Bdb7OzsaPHixWnW3VYWPodZzQICAjBmzBjUqVMH3759kz8eHAy0awfMnQtIJMD//gc8fAjUrStgsLlUvjxw/75iXvPw4cDYsTmf1zxtGvDuHZvzuWWLcmNVNpEIcHJi9/k85qzZs4d9bNuWzRPLy6pXB7y9gebNgZgYoHNnYOVKdjrEcZx2sLNjH/39gbi4OLx48QJSqVTYoH7h999/x9q1azPtrwIA9+6xj40bKz4+fAj8/TdgbMzm+VarBixdqppeJqokkbA+KS4ugIkJcPEi8Ivp3IKysACOHWM9b4yMWNy1agEeHkJHlnV6enrYtWsX/vzzT+inatJjaGiIIkWKCBgZp+kqV66M6dOnw9LSEgEBAZg3bx7s7OzQu3dv3Lx5EyTEiZPS03UtoOyr1ps3byYA1KRJE/ljrq5ERYqwK4OmpkR79+pGOZOMREK0eLFivlOTJkTZvfhz8aLi6um1a6qJU9lkJWvW1rr1+1SF5GT2OgFsfWKOSUwkGjVK8bc/cCBRJtMKOS2kiSOj2kiTXkd/f38aM2YMtWo1igAiB4cU+dy7AE1tvJENKSlE5ubsPenhw5+//v49UZs2ivetqlWJ7txRf5w5IZEQDRummBKnBdPO03j8WNHNWyxmVYvaVqLNcTnx48cPOnDgADVq1CjNvPd7SpoTykeY1ezcuXMAgC5duiApCZg+HejQAfj2jXWa9PVlXSd1qdGfnh7w55/AhQuAuTlw9y4bOb9/P2vf/+0bMGwYuz9lCuuMrQ0cHIB8+Vj1wKNHQkej2Vxd2etUuDDw229CR6M5DA0BZ2dg82ZALGYdxFu0YK8Vx3GaKSkpCc7OzvD0PAiA8OWLGHb/DjdrQ6fsX3n5EoiOZse36tV//nrZssDly8ChQ0CRIsCLF0DTpmwFAE3u5kwETJ0K7N7NzluOHgXatxc6quyRnUcOGMBGyufOZT9DaKjQkXGcahkbG2PgwIHw9PTE48ePMWrUKDRs2BANGjRQeywakTBv3boVpUuXhrGxMezt7eHxi5qTW7duwd7eHsbGxihTpgy2bdumpkh/FhkZiZs3bwIA6tTpiqZNgdWr2dfGj2fLMlWqJFh4KufkBPj4AJUrA4GBrNxUVoabESJg5Ej2Zl+1Kiv30hZGRkDr1uw+L8vO3K5d7OOgQSxJ5BREImDcOHYCWrAgu9BUrx7w4IHQkXEclx7ZslIJCfEAovHlC1C6tOYvLXXv3j0cOHAAfn5+v9iOfWzQIOMlLkUituzU69eKC947drDj//Hjmjm95K+/gA0b2P09e4AePQQNJ8fy5wcOHGA/g4kJcPUqK9G+cUPoyDhOPWrWrIlt27bB09NTkKXGBE+Yjx8/jsmTJ2Pu3Ll49OgRmjVrhg4dOsDf3z/d7T99+oSOHTuiWbNmePToEebMmYOJEyfi1KlTao6ccXV1RUpKCmxtK6Nbt/Lw8WEnwGfOAJs2sXk/uq5CBXZhoGtXNq9p2LDM5zXv3QucPQsYGACHD2vfa9SpE/vIE+aMBQUpXh/ZiRX3M0dHNq9ZdsGpWTM2b43jOM1iYmKCggUL/vtZIBITASsrzU+Y9+/fj0GDBmHr1q2ZbufpyT42avTr5yxUiF0QvXWLDQiEhrI15zt2BDTppVi9Gli0iN3ftIldvNVmIhEwZAgbpKhSBQgJYRfw//qLjTxznDLExgI3b7LBrE6dgNKl2eDY6tWs0kHovzWh1uXO4Dqi+qxduxbDhg3D8OHDAQDr16/H5cuX4ezsjGXLlv20/bZt21CiRAmsX78eAJsY/uDBA6xevRo9snnpMC4uDmKxOFfxHz/OEvXAwI4A4tCoEbsCaGcHpFp7XeeJxezq58qVwJIlrOT08WNWvlWsmGK7T5+AiRPZ/fnzgXLltO91atGCfbx/n/08RYsKGo5G2rmTvak2bAiUKKF9v2N1srZmzXSGDAGuXAH69WMHpfnzWQkhp33i+B+8TrKxsUFERAQsLYPw/XsVWFhofsLs7e0NAKhfv36m2/234VdWNG/OjvMrVrBGYG5urGrsr7/YVCsDg5zFrAzbt7PpcQA78R8/XrhYlK1qVZY0T5jAzjcXLmQXLw4fBv4thOB+ISGBNe4rVSpvV8ARAX5+7ILZvXvs49OnPyfFfn7ApUvsfoECbHpiy5ZAq1bs7zFPnKsoZdZ0DiUmJpJYLKbTp0+neXzixInUvHnzdL+nWbNmNHHixDSPnT59mvT19SkpKSnd70lISKCoqCj5LSAgIM3kcX7jN37jN37jN2XfNKFZlTbTpKZfRERt2rQhAFSmzH4CiCZPPkwAMjxfEVp8fLy8Mdnnz58z3O7bN0Uzr+/fc7av16+JWrRQPE+NGkReXjkMPJcOHVI0JJ01S5gY1OXgQaJ8+djPWqQIa0zKZc7dncjGRtEErnp1tpTaihWsIVxgoO42df3xgzXrW7WKqFs3omLFFP+zqW92dmxZs/XrWVPetWuJOnVSNAZMfStcmKhnT6KtW4levdKu1y47xxhBR5jDwsIgkUhQLPUQJIBixYohJCQk3e8JCQlJd/uUlBSEhYXB2tr6p+9ZtmwZFi5cqLzAOY7jOI7LU2xtbQEApqaB/z6i2SPMjx8/RkpKCooVKyZvUJYeLy/2sVIlVm6dExUrsvm0+/cDf/zBRqkaNWLTs5YuZcskqcO5c6z0moj1idCmHik5MWAA63/Ruzd7zdu1A2bMABYvztsjp+mRSNjrsngxIJWyysjkZODZM3Y7fFixraUlUKMGa4BXowa7Va0KmJoKF39OfPnCRo5lo8cPH7KfOTUDA6BOHfb/2rgx+1i8eNptHB1Z1UhKCmt4e+MGK9v28ADCwoCTJ9kNYFVzLVsqbmXK6EbTY8FLsoGf69GJKNMa9fS2T+9xmdmzZ2Pq1Knyz6Ojo2FnZ4egoCCYm5vnNGwAwOTJ67Fr15+wsrLC48ePkT9//lw9ny6JjgZGjPh5ru+OHWxNam3m48PeCMzMWFmPkKVnmmbYMNYAZuhQYONGoaPRTj4+QJ8+wNev7AT28GE2v5lTvrAwYPJk1lcBYCcOp06xTsA5FR0dLW8SpUu2bt2KVatWITg4GFWrVsX69evRLJM/zFu3bmHq1Kl48eIFbGxsMGPGDIwePVqNESuX7HdqYMDaEycmlsfw4cNRtmxZIcPKkKwcu169epmeU2Vn/nJmRCK2IoiTEzBtGpumtWUL6+mycSPQvbtqT5yvXWOJo0QC/P4726cunKj/SsWK7KLHH3+w6XArV7LpPYcOsSSPY4lj//7A7dvs8yFD2N9HeDi70JD69uYN8P07Swj/7ekLgP0tlS+vSKBlyXSpUppRkpyczKZIpC6vDgj4ebtixRSJcePG7JhnYpK1fejrsws09eoBM2eyXkU+PorX6u5dtuLHkSPsBrBpebLkuVUrxVr2Wkfl492ZUFdJ9n8ps8wrISGBypQpQwBo3rx5uX4+XSOREC1cqCjd6NFDu8o1MiKRKNbZvnFD6Gg0R3g4kZERe118fISORrsFBBDZ27PXUl+faPt2oSPSPRcuKErS9PWJFi1i64fnlqaVEivDsWPHyMDAgHbu3EkvX76kSZMmUb58+TIs9f348SOZmprSpEmT6OXLl7Rz504yMDCgkydPZnmfmvY6hoeHU0REBK1dKyWAlSxqsv79+xMAWrRoUabbyUqpd+5U7v6vXSMqV05x/O/cmSiTyvBcuXuXyNSU7ad7d+X8H2ujU6eILC3Z62BkRLRuHV+z+cIFxWuSPz8r2c/Mjx9Evr5E+/YRTZ1K1Lq14nwvvVv+/ESNGhGNGkW0ZQuRhwdRZKTqf67QUKKzZ4lmzCBq1ozI2Pjn2PT0iGrXJho7lv3cHz+q9hz8xw+imzeJ5s0jatqUlbz/N6ayZYlGjCA6coQoOFh1sWRFdo4xIiJhFwJo0KAB7O3t03RwrFKlCrp06ZJu06+ZM2fiwoULePnypfyxMWPG4PHjx7gn61rxC9HR0bCwsEBUVFSuR5gB4PTp0+jRoweMjY3x5s0blChRItfPqWuuXGElHLNmsYYBumDwYFZ+NnUqsGaN0NFohs2bWSOSmjVZ2U5euLqvSvHxbMRe1jl7/Hhg7Vpe0ZBbMTHs/1a29Fnlymw9bHt75Ty/so8xmqBBgwaoU6cOnJ2d5Y9VrlwZXbt2zfBYff78ebx69Ur+2OjRo/HkyZNsH6uVUQ2mTGfPslLY+vU1e1mfmjVr4sOHDzh79ixay9ZD/I/kZNYo6scP1rG/ShXlxpCQAKxaxY6RKSmspHXePGDMmIyXr8qux49Zh+7oaFY6+s8/bAnIvCokhL2+V6+yz1u0YE3Q/p1RkGckJrLmmVu2sM9r1mTnbOXK5ez5QkOB58/ZGuTPn7Pbq1c/lzjLFC8OVKuW9lauXM7+7iUStla6lxdrOCtrOvtfBQuy96UGDdjN3p4tSSaUuDgW861bbHTf1xc/LT9XsSJrINi8OaukK1xYffHJqsGydKxWefr+C7Kr1rt376aXL1/S5MmTKV++fOTn50dERLNmzaKBAwfKt5ddtZ4yZQq9fPmSdu/eLfhVa6lUSg4ODgSA/ve//ynlOTnN988/7GpZxYpCR6IZpFLW6AUg2rRJ9fsbOnQoNWvWjL7ntEuNlpBKiZYsUVydbdUq5415OKJbt4hKlWKvpUjERhDi45W7D00bGc0t3qCT3/iN3/iN33T1lpVjteAJMxHRli1bqGTJkmRoaEh16tShW7duyb82aNAgcnBwSLO9u7s71a5dmwwNDalUqVLk7Oycrf2p4mTG19eXRCIRAaB79+4p7Xk5zRUZyco4AaJ374SORng+PooysPBw1e7L399f/kbXvn17kuSBmrOzZxXdUMuWJXrxQuiItMuPH0TTpim655YsyUrHVEHXEubAwEACQHfv3k3z+NKlS6lChQrpfk/58uVp6dKlaR67e/cuAaCgoKB0v2fBggWCnzjxG7/xG7/xW966aXyXbJmxY8di7Nix6X5t3759Pz3m4OCAhw8fqjiq7KlTpw6GDBkCNzc3RERECB0OpwYWFqx85OZN1ths0iShIxKWrLy1Rw9WFqRKly9flt93c3ODs7Mzxo0bp9qdCqxLF9bI47ffgA8f2BrXR4+yBjtc5h49AgYOZKV0AGtIt24doEFVvlpBmxt0KkNycjIK/vvmJhZ/gERSDNOmbcDq1XPRs2fPdM9XNN2QIcCJE8DcucDs2erZZ2go29c//7DPbW3ZVJPsvJcFBQFt2gCfP7MpFW5urLMx97PkZNYIbMUK1h3axoaVaLdsKXRkyhUXx5rNHTzIPm/cGNi7V3NK0aVS9vcqK+eW3T58SH/7smUVpdUNGrC/c7FYvTGr29evrPP27dusjPv9+7Rf19MD6tZVlHC3bJm7qX/ZatCZpcvLOkZVV/+/f/9OsbGxSn1OTrOtXs1Gq9q0EToSYcXGEpmZqa8JWs+ePQkA1a9fnwYPHkzxyq6p1WBfvxI1b64oKV6xQjca6alCcjLR0qWKxiNFixKdO6f6/eraCLMuNOhUFisrKwJANja+BBAtWXKSAFCDBg2EDi2NRYsW0fz58+nDhw+ZbiebnnD1qpoCS8XNjah0acV0k+7dib58+fX3ff1KVLmyotomg4IF7j+8vNI2YZsyhVXe6IInT4gqVVIcFxcs0J7Gb7GxRN7eRLt2scaT58+zv3GOvR8cOkQ0dGja9wrZ/35uZecYwxNmjsuF16/ZP66hIVF0tNDRCGfvXsUbmKqro5OTk6lAgQIE5N3pD4mJRCNHKg4cAwfqzomPsrx9S9SwoeI16tZNfSchuniMqV+/Po0ZMybNY5UrV6ZZs2alu/2MGTOocuXKaR4bPXo0NWzYMMv71MTXsU6dOgSAqla9QADR33/7EgAqWrSo0KHJSaVSeWJ/586dDLcLClIkGEK9xHFxRLNmKaY3mZmxHhgpKelvHxnJuv4CRLa2RJ8+qTVcrRcbSzR6tOJ9sUoVokePhI4q56RSImdnxeocNjaqm2rDCe/TJ6I9e9g5z5w5uX8+njD/gqoPwhKJhPbt20ebN29WyfNzmkMqZUkiQPSfwZc8pUkT+vfkUfX7+vr1K3Xp0oVKlixJKanOqiQSCW3evJni4uJUH4QGkErZiaVYzF77Bg34SAsRe122bFEsMWNuTrR/v3pH4TUx0cstXWjQqQydOnX6d0R5OwFECxaEy+fBaUqFmaxZmlgszvT98NQp9j9So4Yag8vA06dpL3DVr0/0+HHabWJjFceaIkWIXr0SJlZdcPGiYkk9AwOi5cszvkihqSIi2FKlsr+Zjh35yCyXPTxh/gVVH4QvXrxIAMjU1JQCAwNVsg9Oc0ycyN6shw0TOhJhvHzJfn6xmEidf+7/bfQ1ePBgAkADBgwgaR6qUb52jahgQcWIS15e/zoggKht27QdxVW17mtmNDHRUwZdaNCZW6NGjSIA1KTJfAKIxo8nsrCwIAD0/PlzocMjIqJTp04RAKpZs2am2/3xB/s/GTVKPXH9ikRCtHUru8glO6ZMn84S5YQENvUJICpQQLtHRTXF169EXbsq3i+bNdOeEft791jjRlnCv2YNX2+ay77sHGP0cj5VmstIx44d0bhxY8THx2POnDlCh8OpWKdO7KOLC2vqkNfs3s0+OjmxZiLqoqeX9u1r8ODBEIvFOHToUJp13XWdoyNbP7VyZSAwkDWik63bnFcQAUeOANWrszXfjY2BDRvYOqQlSggdne4YO3Ys/Pz8kJiYCF9fXzRv3lz+tX379sHd3T3N9rIGnYmJifj06RNGjx6t5oiVT9EgJggAEBAAlC5dGgDwKb2FUQXg4+MDAKhfv36m28mWw27cWNURZY2eHls/+NUroFcvtvbsqlVA1ars+HL1KpAvH3DpElCrltDRar8iRYDTp4E9e9havR4eQI0awL59+GmtXE0hlbLmZU2bsgZaZcoAd+8CU6eyvx+OUxX+56UCIpEI69atAwDs378fDx48EDgiTpWaN2cH8ZAQ1o03L0lKAvbvZ/eHD1f9/mJjY/Hx48d0v+bg4ICVK1cCACZPngxPT0/VB6QhypVjJ78dOwIJCUC/fqzrbV64gPP9O9CnD9C/PxAZyTpoPnoETJzIT6A45ZMlzCkp3wCwhHnEiBFYsmQJypcvL2Roct7e3gAyT5gTEwHZqUmjRuqIKutsbFgH7QsX2AWvz5+B69cBIyPg3DnNi1ebiUSsU/qTJ0CTJkBMDPu8Z08gLEzo6NIKDQU6dABmzWIXU/r2Ze/19eoJHRmXJ6hhxFvjqKvMa8CAAQSAmjZtmqdKRPMiWVnTwoVCR6JeJ06wn9vaWj0dKY8fP04AyMnJKd2vS6VS6tWr179dbG0oODhY9UFpkJQUohkzFCV2XbrodjO6ixeJrKwU5ZsLFxJlsQGzSmliKbE20sTXMTY2liIjI+nxYykBRIULCx1RWhKJhMzNzQkAPf7vJOBUPD1JHr8mn57ExLDS8YoV2f87pzopKawPiawBW7FiRC4uQkfFXL2qmHNtYsI6Smvy3y2nHXhJtoZYtmwZTExMcOfOHZw8eVLocDgVkpVlX7wobBzqJlt7ecgQQF8Nq7rL1l+uUKFCul8XiUTYvXs3KleujKCgIPTp0wfJycmqD0xDiMWsXO3AAcVoTOPGgIZUiipNbCwwahT7vwsJASpVAry8gPnzAQMDoaPjdFm+fPlgYWGBEiXY4p9hYcCPHwIHlUpgYCCkUilMTExQtWrVDLdLXY6dm3VMVS1/fmD1auD1a77mvKqJxWx97Pv32RSf0FD2mo8dy9Y4FkJyMjBnDtC2LYunWjVWGTFsmGb/3XK6hyfMKlS8eHHMnDkTADBz5kykpKQIHBGnKh07so8+PuxNPS/4/JnNFwWAoUNVvz8ikifM7dq1y3A7MzMznD59GmZmZrh//z4ePnyo+uA0zMCBwK1bgJUV8Pw5K1mbM4c9lpQkdHS5c+cOULMmsGMH+3zyZODhQ1aKzXHqUqAAm4oDAJ8+JePVq1fw8PAQNCYAsLOzQ2RkJF68eAH9TK5iymas8PJm7r/q1AF8fYFJk9jnzs7ssX8r/dXm82egRQtg2TJWMzVqFIuhShX1xpEXBQQEYO/evWkGHFxcXDB06FD8+eef2LJlC86cOQMvLy/4+/sjSdtPLLJADWNCedv06dPx6NEjzJgxI9ODF6fdrK0Be3t2kHF1BQYPFjoi1du7lx3EWrUCypZV/f5evnyJwMBAGBsbp2k2lJ5KlSrh6NGjsLKygr29veqD00ANGrALOF27sr/LZcvYLX9+9jtr2xZo147Nf9YGiYlsBHnVKvZ3V6IEa07TsqXQkXF5zcSJE+Hn5wcrq2348MEGXl7vMGxYVVhYWCAyMlLo8CAWi+WNyNJDpHkNvzjNYmICrF/PRpgHDwbevmV/K/Pns4uvqj6dPX2ajSJHRgLm5qyarVcv1e4zL4uJicGtW7dw5coVXL16Fa9fvwbAqvmaNGkCAPDy8sLevXszfA5PT080+vcK3I0bN3D9+nXY2NjAxsYG1tbWsLGxgZWVFQwNDVX/A6kAz+BUzNTUFGfPnhU6DE4NnJxYYnLxou4nzBIJ66wJqKfZFwBc+Xc4u3nz5jAxMfnl9k68fg/Fi7MR2ZMnATc3VhHw7Rtw/jy7AazLaLt27NaqFWBmJmzM6Xn8mI2aP3/OPh88mJ3MWVgIGBSXZ50/fx6fP39G/fqz8eGDDZKTSwEAoqKiEBERgYIFCwob4C/4+wNBQSzp4ZUZXGbatAGePWNl2cePAwsWsC7lBw8Cquhxl5AA/PEHIFvoon59tupDJtd/uFzw8PDAn3/+CU9PzzRVsHp6eqhfv36akeN27drBxMQEQUFBCA4ORlBQkPx+cnIyihUrJt/2+vXr+Pvvv9PdZ+HChXHlyhXUrl0bAEvEfX195Um1tbU1rKysYGRkpKKfOodUP6Va8wjZSCQiIkLt++TU4/591pDCzIwoMVHoaFTL1ZX9rAULEv34oZ59tmvXjgDQmjVrsv29Pj4+1LZtW41qHiQEiYTI15c1dnFwUDR3kd309YmaNydaupTowQPh17VMTmaxGhiw+IoUITpzRtiYskITm1VpI019HRs1akQAqFWrkwQQLVpEVLRoUQJAvr6+gsWVkJBAVatWpf79+1NsbGyG2x09yv6f6tZVY3A6KCIiIs80dJVKiQ4fJrKwYH87pqZE27Ypt/HWq1dENWoojkczZmhGE0dd8fHjR9q+fTvdvXtX/ti9e/cIAAGgsmXL0ujRo+n06dPZylUkEgl9+/aNUlJS5I9duHCBxo8fT927d6eGDRtSyZIlycDAQL6vjx8/yredM2eO/PHUN0tLS6pevXqa9e2fPHlCp06doocPH+buxfhXdo4xPGFWE6lUSvPmzaN8+fLRo0eP1LZfTn0kEqKiRdkb/fXrQkejWj17sp9z4kT17C8+Pp6MjY0JQJo3z6xITk6mcuXKEQDq1q1bnjnByYroaKJz54jGjiUqWzZt8izroNuvH9G+fURBQeqN7d07okaN0nb8Dg1Vbww5pamJnrbR1NexR48eBIA6dNhIANGIEUQNGjQgAHTy5EnB4rp//778RDOz97kJE9j/1IQJagxOx6xdu5ZEIhG1bt2aQrXljUkJPn8matlS8b7s5ESU28UopFKivXtZEi67MOrqqpRw87TIyEg6c+YMjRkzRn4OBIBGjBgh3yY5OZm2b99OHz58UHk8UqmUvn37Rk+fPqWkVFdCDh48KE+sS5QokSax/m9yPXv2bAJA9evXV0pMvEu2BhKJRHj79i3i4uIwdepUkKauCs/lmJ6eovmXLnfL/vqVdV8G2BwjdRCLxTh69CimT5+OKtns+KGvr49Dhw7B0NAQZ86cwapVq1QUpfYxMwN++w3YsgV4/57dtmwBunRhc53DwoCjR1kJtI0Na7Y1YwZbEzUxUTUxEQHbtrF93bvHYty3DzhzBihaVDX75LjssLW1/fdeIABW4iybM/xJwJb0Pj4+ANj6y6JMWgjz+cu5Exsbiw0bNoCIcO3aNdSuXRt37twROiy1KFECuHYNWLuWrcTg4gJUrw7kdOZhTAzw++9spY34eDYt6MkToH17pYadrpSUFAwZMgSLFi3CoUOH4OnpidDQUK0/P4+Pj0eTJk1gaWmJbt26wdnZGe/fv4dYLEbTpk1Rq1Yt+bb6+voYOXIkypQpo/K4RCIRChcujOrVq8Mg1XIWAwYMwKlTp3Dv3j18/vwZiYmJ+PbtG54+fQo3N7dU77eAtbU1GjZsmOZnUBulpOhaRqir1n5+fmRkZEQA6OzZs2rdN6cesnWJK1QQOhLVWb2a/YxKusCnNtu2bSMApKenR9euXRM6HI2XlER06xbRnDlE9vY/jz6bmhJ17Ei0fj0rpVPGwP2XL0Tt2in20bIlkZ9f7p9X3TR1ZFTbaOrruHz5cgJArVsPJICoShXFyMfYsWMFi+v3338nALRgwYIMt4mNZWuWA2y0kMuZgIAA+vPPP6ly5coEgMRiMa1cuTJPVTA9e5a2hHroUFa1lFW+vkTlyrHv1dMjWrKErQWtLp8+fUq3FNjU1JSqVatGq1evlm+bkpJCr1+/poSEBPUF+AtSqZTevXtHW7dupSVLlqT5WsWKFQkAVahQgcaNG0fnzp3TuPdRTcBLsn9ByIPw3LlzCQCVK1eOEnV9omseFBWlmBf69q3Q0SifVEpUqRL7+XbsEDqa7JFKpTR48GACQIULFyZ/f3+hQ9IqX7+yOWy//05kZfVzAl2iBCtNPXmSKCetGo4eZXPiASJjY5aICz2HOqc0NdHTNpr6Oh48eJAAUKNGjvK+FTt27Pi3TLuDYHFVqlSJANDFixcz3Mbdnf2P2dgod/5pXhATE5PuY/3795cnW7/99luaclNdl5DA5hqLROzvqnRpIg+PzL9HKiXasIHI0JB9T/Hiv/4eZbl69ar83Ds0NJSWLl1Kw4YNoxYtWlCJEiVIJBLJf5dz586Vf5+fnx8BIJFIRHZ2duTg4EBDhgyhJUuW0JEjR+itmk74wsPD6eTJkzRy5EgqXbq0PNZ8+fKlySnu3r1Lftp4tVnNeML8C0IehGNiYsjKyirHzYs4zdeqFTsIrFsndCTKd+eOYnRRXf8+gYGBNG/ePPL09Mz1c8XHx1Pt2rXlc2A06WqxNpFKiR4/Jlq5ksjRUXHiI7uJxUSNGxMtXEjk5ZX5qEFYGFGfPorvtbcnevlSfT+LKmhqoqdtNPV1vH79OgGgmjVry/9uvbxe0OLFi+nChQuCxBQZGSk/2c9sTu2yZSzenj3VGJwOePjwIRUuXJiOHz/+09ekUik5OzuToaEhjRkzRoDohOfuzi6aykaLZ89Ov/lpWBhR585pe1N8/66eGE+dOkV6enrUpk0b+pFBt9KEhAR68+YNubq60stUByIvLy/Kly9fuiPSAGj27NnybYOCgqhbt270xx9/0NatW8nNzY3evn2b60GycePGkZ6eXpr9GhgYUIsWLWjp0qUUnZ3hfY6IeML8S0IfhPfs2UMAyMLCgr5+/SpIDJzqrFnDDgStWwsdifINHsx+tiFD1LfP3bt3EwBq0KCBUp7v48ePVLBgQXJyctK4E3FtFRtL5OLCmsBVrPjz6HPBgkS9ehHt2kUUEKD4vkuXiKytFUn2ggW60RVV6GOMrtDU1zExMVEek6Ul+/t9+lTYmGRJfKlSpTLdTpas8Ov1Wff27Vt5F/SWLVuSJIPSlydPnqS5CBsXF5enSrQjI4kGDVK879euTfTiheLrt2+z0WSAXWTduFF9VQ7Xr18nQ0NDAkDDhw/P0e9FKpXS169f6d69e3T48GFavHgxDR48mJo3b57mQsrNmzfTTar19PSoZMmStH37dvm2MTEx5OPjQ+Hh4fJ9vH79mjZu3EidOnVKc/Hr77//JgBUuXJlmjRpErm4uKRb9cBlHU+Yf0Hog7BEIqHatWuTsbExnT9/XpAYONV584YdEAwMsjefR9NFRiq6WKZalUDlevfuTQBo/vz5SnvOt2/fZnjSw+Wenx/R9u1E3bsrliFJfatSJe0oQ8WKRN7eQketPEIfY3SFNryOtWqxv2EXF2HjcHFxoerVq1O/fv0y3EYqZZ3vAaJ799QYnBYLDAykUqVKEQCqVasWRUZGZun7UlJSqFWrVtS/f/88l9ScPElUqFDa6TWLF7ORZ4CofHkiJa0KlCU+Pj6UP39+AkDdu3dPs/yRKnz+/Jk2btxIkydPps6dO1PVqlXJxMREnjjvSDWf7datW/LHCxQoQNbW1mmS7CNHjsi3DQ0NpYDUV5y5XOMJ8y9owkH4yZMnfH6BDpM1sjh1SuhIlGfbNvYzVa6svqvCKSkpVLBgQQKQZu1AZZJdNeZUIzmZXWCZP5+oQQPFXDfZbdIkovh4oaNULk04xugCbXgdZRd+tm0jevfuHbm4uFCQutdgSyWzkbO3bxWje3w2yq+Fh4dTtWrV5H1nQkJCsvy9Hh4eJBaL5SOCL1IPteYBQUFE7dv/fLF04ED1DiS8fv2aChcuTACoVatWGZZiq5pUKqXg4GC6c+dOmveHixcv/pQkGxkZkaOjIy1fvlwtyz3lZXxZKS1Qo0YNlCxZUugwOBXp1Il9dHERNg5l2rWLfRw+HMhkxRKl8vHxQUREBCwsLFC/fn2lP/+PHz8wZMgQ1K9fH9+/f1f683OAvj5bvmbhQsDLiy1Vdfw4MGsW4O4OrF8PmJgIHSXHZc9ff/2Fzp07w8joAQAgIAAYPnw4nJyccOPGDcHiyspyUnXrsiWBuIzFx8ejU6dOeP78OaytrXHlyhUUK1Ysy9/ftGlT3Lx5E9bW1nj16hXq1auHI0eOqDBizWJtDVy6BGzezN7f8+UD9u8HDhxgSwWqw5cvX9C2bVuEhYXB3t4eZ8+ehbGxsXp2/h8ikQhWVlZo0qQJrK2t5Y87OTkhKCgIcXFxePHiBe7cuYPw8HBcu3YNM2fOVMtyT1zW8IRZA3h6esLDw0PoMDglcnJiH11cAKlU2FiU4fFj4MEDwMAAGDhQffu9fPkyAKB169bQ19dX+vMnJibizp078PPzQ//+/SGRSJS+Dy6tQoWA3r2BZcsABweho+G4nLl9+zYuXrwIff23AIRdizkpKQnJycm/3M7Tk31s1EjFAemAnTt3wtPTEwUKFMCVK1fkv9vsaNasGR49eoRWrVohPj4e/fv3x5gxY5CQkKCCiDWPSASMGwd8/gz4+bH1ltUpICAAkZGRqFChAlxdXWGmrkw9B0xNTVGlShU0adIEpqamQofDpYMnzAI7fPgwmjRpghEjRmTpgMdph+bNgfz5gdBQ4OFDoaPJvd272ceuXYEiRdS3X1nC3K5dO5U8f4ECBXD69GmYmJjg8uXLWLhwoUr2w3GcbrGxsQEA6OkFAWAjzLKkys/PT62xuLm5wczMDAN/cTVTljA3bqyGoLTchAkTMHPmTLi4uKBatWo5fp5ixYrhypUrmDdvHgBg27ZtGDx4sJKi1A5FigCFC6t/v40aNcKtW7dw5coVFFHniQunk3jCLLBOnTqhSJEiePPmDZydnYUOh1MSQ0OgbVt2X9vLsiMjgUOH2P3hw9W334SEBLx79w6A6hJmgE2P2LFjBwBg8eLFuHjxosr2xXGcbrC1tQUAJCcHAkibMKt7hNnb2xuJiYkwNDTMcJvoaOD5c3afjzCnj4gg/bckTE9PD8uXL0djJVxdEIvFWLRoEVxdXWFnZ4e5c+fm+jm59CUlJcnPGwCgVq1afPojpxQ8YRaYhYUFlixZAoDNiQoPDxc4Ik5ZZGXZ2px/paSw8tnISKBcOaB1a/Xt29jYGCEhIfD19UWJEiVUuq8BAwZg/Pjx8vvv379X6f44jtNushHm+Hg2wvzlC1CypHAJMwDUq1cvw23u32dtl0qVYvNLuZ8tWbIEffr0QWJiokqev3379nj//j2qV68uf+zOnTtISUlRyf7yGolEgt9//x3169eHp6ycguOUhCfMGmDYsGGoXr06IiIieEmoDunYkX188AAICRE2lpyaMgW4ehUwNQVOnAD01PyOIRaLUadOHbXsa82aNWjcuDGioqLQq1cv+UgDx3Hcf8kS5sjIIIhEQGIiYGZWCgDg7++vtiSIiODj4wMAmTZGlDX84uXY6XN2dsb8+fNx8uRJlVYZpa4CuHfvHlq2bIlWrVohKChIZfvMC4gIEydOxPHjxxEXF4eYmBihQ+J0DE+YNYBYLMa6desAAFu3bsXr168FjohTBisr1o0UAFxdhY0lJ7ZuZR0uAeDwYaBWLfXtm9iSd+rbIdiJzIkTJ1CtWjWsXr0aeuq+OsBxnNaQJcxBQYHyEdvkZBsYGhpCIpHgy5cvaonj/fv3iIyMhJGRUZqRy//iDb8y9s8//2DcuHEAgHnz5qFHjx5q2W9YWBhMTEzg4eGB2rVrC9pdXdstXLgQW7duhUgkwoEDB1Q6jYvLm/gZoYZwdHRE586dkZKSgmnTpgkdDqck2lqWffUqMHEiu79sGWv2pU6vX79GqVKlMFEWhJrY2NjgyZMncHR0VOt+OY7TLrKEOSYmBsWLs4t7gYF6WLNmDQ4ePIiCBQuqJQ5ZOXbt2rVhYGCQ7jZSKVvSDeAjzP915coVDBgwAESEMWPGqLXKr3Pnznjw4AFq1KiBr1+/ok2bNliyZAmvbsqmTZs2yX9vmzdvRt++fQWOiNNFPGHWIKtXr0bJkiXRs2dPtY+ucaohS5ivXAGSkoSNJatevwZ69QIkEraE1MyZ6o/h8uXL8Pf3x6tXr9S+79Qjy2/fvpWfkHIcx8mULFkS0dHR+PbtG0qUYGsfBwQA48ePx4ABA2BhYaGWOLJSjv3qFRAVxabW1KihlrC0wv3799GtWzckJyejT58+2LRpU6brWKtChQoVcO/ePQwZMgRSqRTz5s2Dk5MTwsLC1BqHtjpy5Ij8wvrChQsxduxYgSPidBVPmDVIhQoV8P79ewwePFjtb9qcatjbA8WKAbGxwO3bQkfza+HhQOfO7OSqcWNg5062lqK6qXo5qay4f/8+6tWrh65duyJEWyehcxynEnp6evJ1XWU9Cf391R9H3bp10a1bN7Rq1SrDbWTzl+vXB361nH1ISAhu3ryp8xftExMT0bNnT8THx6Nt27Y4cOAAxGKxILGYmppiz5492LNnD4yNjeHm5oZ//vlHkFi0CRFh//79ANiFKtnSXRynCjxh1jD6qY5mun7Aygv09BTNvzR9eankZKBnT+D9e3YCeOYMYGSk/jgSEhJw69YtAKyrqFCqVq2K4sWLIzg4GL179+brpOu42NhY3h2dyxE7O/YxIIDNS3Vzc8P169fVsu8BAwbg9OnT6NKlS4bbZGf+cq9evdCqVSs4ODjguWwdKh1kZGSEo0ePol27djh16lSmS3Kpy5AhQ3D//n1MnjwZY8aMETocjScSiXDu3Dls2LABGzZs4ANNnErxhFkDSaVSHDx4EPb29oiKihI6HC6XOnViHzU5YSYCxo8Hbt4E8udnc66LFhUmFg8PD/z48QO2traoWrWqMEEAyJ8/P06fPg0zMzN4eHhgphC16ZzaJCYmYsyYMYiMjBQ6FE5LbNq0CZ07d0Zo6AUALGG+ceMGOnTogPnz5wscnYIsYf7V/OXo6Gj5cjweHh6oVasWpk+fjtjYWBVHKIymTZvCzc0N+fPnFzoUuRo1amDdunXy5C8mJgZTp05FdHS0wJFpjtTl6sbGxpg4cSJv0smpHP8L00BSqRTLli3Do0eP5Gs0c9qrTRvAwAB49w54+1boaNK3aROwYwcrvz56FMik2arKycqx27ZtK/gV44oVK8pLvtatW4djx44JGg+nOpaWllixYgX8hair5bTSkydPcPHiRUREPAHASrJLl2ZrMfv5+al8/x8/foSfn1+m1WjfvwNv3rD7DRtm/nxPnjwBEcHOzg7du3eHRCLB6tWrUblyZYSHhysxcmFER0ejc+fOePr0qdChZNm4ceOwbt061K1bV6viVhU/Pz/UrFkT06dP51WYnFrxhFkD6evrY82aNQCADRs28DJBLWdmBjRvzu5r4iizmxtbbxkAVq1SjIgLF48bAGHnL6fWrVs3zJo1CwBbM/3FixcCR8QpQ3JyMv744w/s2rVL/lidOnVQg3dF4rJI1ik7IYGtoRscDNjZsYQ5KCgICQkJKt3/0qVLUbp0aSxevDjDbWTdsStUAAoXzvz5mjVrhvDwcFy4cAGnTp2Ci4sLypQpg2bNmqFQoUJKjFz9EhIS0LVrV1y8eBE9e/ZU2zrZuTVu3DjY2dnh3bt3aNCgAfbs2SN0SIIJDQ1FmzZtEBQUBDc3N52tfOA0E0+YNVSHDh3Qvn17JCcnY/r06UKHw+WSppZlv3wJ9OnDlh0ZOhSYOlXYeCQSCVq3bo3KlSujdevWwgaTypIlS9C6dWvEx8djxYoVQofD5VJwcDAcHR2xdu1aTJgwAUFBQUKHxGkhWcIcEREEAwP2PpqYaCkv8f38+bNK9y/rkF2zZs0Mt5E1/MrqclIFChSQP1/Hjh3x/PlzbN68Wf71L1++YOHChfjx40fOghZASkoK/ve//+HmzZvInz8/jh49mqZfjCZr0KABHj16hA4dOiAhIQHDhg3D0KFDER8fL3RoahUVFYUOHTrg/fv3KFWqFC5fvixvusdx6sATZg22Zs0aiMVinD17Fjdv3hQ6HC4XZMtL3boFaMpUpLAw1hE7OpqNgDs7C9MROzWxWIz169fj5cuXsLS0FDaYVMRiMY4cOYI///wzzYgkp308PDxQp04deHh4wMzMDIcPH5YnPhyXHba2tgCAoKBAFC/OHvvyRSQvy/706ZPK9h0bGyuvdslsSansNPxKj4mJSZrR5SlTpuCvv/5CtWrVcOnSpZw9qRoREUaPHo0zZ87A0NAQ58+fh729vdBhZYulpSUuXryIJUuWQE9PD3v37kXDhg3x8eNHoUNTi4SEBHTp0gWPHj1C0aJFceXKFf6ezakdT5g1WJUqVTB69GgA7CAlkUgEjojLqfLl2S0lBbh6Veho2JrQPXoAHz8CpUsDp04BGtAkVKMVKVIEixcv1ohuqlz2ERHWrl2Lli1bIiQkBNWqVcODBw/QvXt3oUPjtJTspD0oKCjN0lLqSJgfPnwIqVQKW1tbWFtbp7tNSgogW0b+VyPMHh4eaNasmXw6WEb69OkDW1tbfPz4EU5OTujevbtGz/ufM2cOdu/eDT09PRw9ehQtW7YUOqQc0dPTw9y5c3H16lUULVoU3759g6mpqdBhqVxKSgr69euHW7duwdzcHG5ubihfvrzQYXF5EE+YNdxff/0FCwsLPHnyBDdu3BA6HC4XNKUsmwgYM4atC21uzjpi/2pumzpIJBK4u7sjKSlJ6FB+KSUlBTNmzMBVTbj6wf0SEaFfv374448/IJFI8L///Q9eXl6oUKGC0KFxWkyWMIeEhMDWll3QDghQT8IsK8fObHT52TMgLo69z1epkvnz3bx5E3fu3MGDBw8y3a5nz5549eoV/vjjD4jFYpw5cwaVK1fGypUrNe69+8CBA1i+fDkAYPv27TpxcaxVq1Z49OgRLly4ACsrK/njujqgcuvWLZw7dw5GRkY4f/48ateuLXRIXB7FE2YNV7hwYWzfvh23b99GmzZthA6HywVZWbaLC5vrJpS1a4E9e9ga0ceO/fpESl18fX3RsmVLlClTRuO7X65fvx6rVq1Cv379NHp0hWNEIhGqVq0KAwMDbN68GYcOHUK+fPmEDovTckWLFoVYLEa+fPlQuPB3ACxh7tevHw4cOIAhQ4aobN/e/w4dZ5Ywy+YvN2zI3u8zc/v2bQBAc1mHykyYmZlh9erVePToEZo2bYr4+HjMnDkTGzZsyFrwatKtWzc4Ojpi+fLlGD58uNDhKI2NjQ3q1q0r//zYsWNo2rSpTh6LHB0dcfjwYRw7dgwODg5Ch8PlZZQHRUVFEQCKiooSOhQuD0lMJDIzIwKIvL2FieHCBSKRiMWwfr0wMWRk0aJFBIC6d+8udCi/9OPHD7K3tycAVLduXfrx44fQIXHpiIuLk9+XSCT0/PlzteyXH2OUQxtex5iYGCIi2rqVva926aKe/ZYqVYoA0LVr1zLcpn9/FtOCBZk/V2JiIpmYmBCAbP+PSKVS2rdvH9nb21NsbGyaxzVBcnKyxsSiComJiWRnZ0cAyNLSklxdXYUOSSkSExOFDoHLA7JzjOEjzFomICAAgYGBQofB5YChIdC2Lbt/8aL69//sGdCvHyvJHjkSmDhR/TFkRrb+sqYsJ5UZY2NjnDx5EoUKFcKDBw8wUdNezDwuKSkJkyZNQuPGjeXdZPX09FC1alWBI+N0jawjduo5zKpGRFixYgWmTZuWZqTxv2QNv341f/nhw4f48eMHLC0tUbly5WzFIhKJMGjQIPj4+MirNqRSKTp06IAtW7aovVT49u3bWLFihbxKSV9fHyKhu1mqkKGhIW7dugV7e3t8//4dHTt2xIgRI+Dp6anxlVoZ2bNnD+zt7fm5LqdZVJ29ayJtuGqdnoMHD5KJiQn17t1b6FC4HNqzh13xt7dX735DQ4lKlmT7btGCKClJvfv/lcjISBKLxQSA/Pz8hA4nyy5fvkwikYgA0K5du4QOhyOiL1++UOPGjQkAAaCTJ0+qPQZtPcZoGm16HZ88Ye+vhQuz0VVXV1faunVrmlFXdQoOZvGIRESRkZlvu2LFCgJAXbt2Vcq+jx8/Lv//q1OnDt2/f18pz/srjx49InNzcwJAe/fuVcs+NUVCQgKNHTtW/roDoDJlytCtW7eEDi1bzpw5Q3p6egSA/v77b6HD4XQcH2HWUTVq1EBiYiL++ecf3LlzR+hwuBzo2JF99PUFgoPVs8/ERKBbN+DzZ6BcOdYR28BAPfvOquvXr0MikaBixYooWbKk0OFkWdu2bbF48WIAwLhx437ZMIdTrRs3bqBOnTrw9PSEhYUFzp07hx49eggdFqfDjhw5AicnJ1y5shUAW64vIUGEAQMGYOzYsXj//r0gccnmL1etClhYZL5tduYvZ0WPHj2wdetWWFhY4OHDh2jYsCFGjx6N8PBwpTx/et6/f4927dohOjoazZs3R58+fVS2L01kZGSELVu2wN3dHYMGDUL+/Pnx8ePHNMfTN2/e4OvXrwJGmTl3d3f07dsXUqkUQ4cOxaxZs4QOiePkeMKsRWrUqCFvXDFlyhRIhewcxeVIsWJAvXrsvjqWsJSVX3t6spOmixeBVEtqagxtKsf+r9mzZ6Nz587Q19dHUFCQ0OHkSfRviWqbNm3w9etX1KxZE76+vvjtt9+EDo3TcZ8+fcKlS5fw4sUDyPrIffmi2k7Zx48fx/Xr1xEXF5fhNrKE+Vfl2ABrLlqoUCGlJcxisRhjxozBmzdv8Pvvv4OIsH37dlSsWBF79+5V+rlLUFCQ/H+/Vq1aOH/+PExMTJS6D23h4OCAffv2ITQ0FJcvX06TME+dOhU2Njbo1KkTjh07Jp+uogkePnyI3377DYmJiejatSu2b9+u06X0nPbhCbOWWbRoEczMzPDgwQMcOnRI6HC4HEjdLVvVVq4EDhwAxGLgxAmgYkXV7zO7iEirE2Y9PT0cOHAA3t7e8gQtOTlZ4Kjylnnz5mHWrFmQSqUYNGgQPD09UbZsWaHD4vIA2dJSwcHqWYuZiDB+/Hi0bt0aL168yHA72fzlRo1+/Zz79u3Dt2/flL5kT7FixbB//364u7ujSpUqCAsLw5YtW5Q6tzYiIgLt2rWDn58fypUrBzc3N1j8akg9DzA1NUVbWdMUsKUQIyIiIJFI4OLign79+sHKygpDhgzBjRs3BF2W6t27d2jfvj1iYmLg4OCAo0ePQl9fX7B4OC49PGHWMsWKFcOff/4JgI1sxcbGChwRl12y9ZivXmXl0qpy9iwweza7v3EjoMmrkp05cwbLli3T2mUjChQogCqp1ueaPHkyqlatihkzZuDWrVs8gVaxkSNHwtbWFtu3b8fevXthamoqdEhcHmFrawuAjXLa2bHHVLkWs5+fH8LCwmBgYICaNWumu01SEiCbHZKVEWaAXfjT+9XaUznk4OCAx48fY9WqVXB2doZYLAYA/PjxAzExMTl+3pSUFHTq1AnPnz+HtbU1rly5gmLFiikrbJ2ir68PT09PvHr1CnPnzkXJkiURExODffv2wdHRET179hQstpEjR+Lbt2+oU6cOzp8/D2NjY8Fi4biM8IRZC02aNAmlS5dGUFAQVq5cKXQ4XDbVrg1YWQGxscC/U8eU7vFjYMAAVpI9bhwwdqxq9qMMIpEItWvXxqxZs3RmbdzLly/j5cuXWLVqFVq0aIGiRYuib9++OHToEMLCwoQOTyc8fvxYfr9EiRJ49+4dRo4cycv4OLWSjTCrK2H28fEBANSsWRNGRkbpbvPoEbsYa2kJlC+f+fOFhYWppZuygYEBpk2bhnqyOUkA/v77b1SqVAknTpzIUQz6+voYOHAgLC0tceXKFflrzmWsUqVKWLJkCT5+/AgPDw+MHDkSBQoUSFPd9f37d6xevVptXaoPHTqELl26wNXVFebm5mrZJ8dlF0+YtZCRkRFWrVoFIyMjGGha9ybul/T0FM2/VFGWHRIC/PYbEBcHtG4NrF+v/H1wmfPx8cHRo0cxYMAAWFpaIjIyEsePH8fAgQPRKCs1klyGEhMTMWbMGNSuXRvnzp2TP55X5yxywpIlzN+/f4eVVQIA1SbM3t7eAID69etnuI1s/nKjRkBm14+ICFWqVJFfcFKn5ORknDp1CkFBQejduzfatWuHt2/fZvt5Ro8ejffv36NatWoqiFJ36enpoWnTpti+fTtCQkIwaNAg+df++ecfTJ8+HXZ2dmjTpg3279+fq0qA9KS+QGJra4uzZ8+iaNGiSt0HxykTT5i1VPfu3fHhwwfMmzdP6FC4HJCVZV+8yEaBlSUhAejalZ2wVawI/PMPoMlTgRITEzFs2DAcOXIEKSkpQoejNAULFkTfvn1x8OBBhIaG4u7du5gzZw5q1KiBDh06yLdLTk5GjRo1MHr0aFy4cEGjmrBoIn9/fzRv3hzbtm0DALx+/VrgiLi8rmDBgvISUnNztvTBf+cwK3MENysJc1bnL7958wbfvn1DWFiY2lcnMDAwgK+vLxYsWAAjIyNcvXoV1atXx/z58/Hjx48Mv4+IsH79enz//l3+WIECBdQQse4yMjJKc8HR1tYWTZs2BRHh2rVrGDx4MIoVK4b//e9/uHTpUq6P1UlJSejatSuOHTuW29A5Tn1UtLSVRtOmtR053RQdTWRgwNbJfP1aOc8plRL973/sOQsWJHr7VjnPq0rXrl0jAGRtbU1SqVTocNQiOTlZft/d3T3NupnGxsbUoUMH2rx5M3369Em4IDXQlStXyNLSkgBQwYIFycXFReiQMsSPMcqhLa9jmTJlyNzcnLZseUAAUZUqRImJibRv3z66desWSSQSpewnOTmZTE1NCQC9ePEiw+1sbdlx4ObNzJ9v+/btBIBatmyplPhy6t27d9SuXTv5+2Dp0qXJy8sr3W0XLVpEAKhq1aqUkJCg5kjzlg8fPtDixYupQoUK8t+NWCymr1+/5vg5JRIJ9evXjwBQ/vz5c/VcHJdbfB3mPMbLywtjxoxRyzwkTjnMzABZfytllWUvXQocOcJGlE+d+vXcNU0g647dtm3bPDP3NHX3z/r168PFxQVjx45FyZIlkZCQAFdXV4wfPx6lS5fGpk2bBIxUM0ilUixduhTt2rXD9+/fUadOHfj6+qKjbF4DxwnsxYsXiIqKgqOjPQBW4WNoaIhBgwahefPmSmum9erVK8THx8PMzAwVM1jyICAACAxkKyOkmi6cLmWvv5xT5cqVg6urK06ePAlbW1uEhITAysrqp+2cnZ0xf/58AMCoUaMynMPNKUeZMmXw559/4vXr1/D29sbEiRMxcOBAFClSRL7N0KFDsWTJkixNPSAiTJo0Sd4F+8SJE2mei+M0msrTdw2kLVetsyIyMpLy589PAOjIkSNCh8Nlw/r1bBRAGRf3T5xgzwUQbduW++dTlxo1avC/3X9JpVJ69uwZLV++nJo1a0Z6enrk4+Mj//rFixepX79+dOjQIQoLCxMwUvW6fv26fHRj+PDh9OPHD6FD+iVdOsYISdtex7g4xftwZKTynz8pKYl8fX3p7NmzGW5z7Bjbf506mT+XVCql4sWLEwC6fv26kiPNuZiYGLpx40aax86fP08HDx4kkUhEAGj+/PkCRcel9unTpzQVUk2bNqVt27ZReHh4utsvXLiQAJBIJOLHfE4jZOcYwxNmHbBkyRICQHZ2dhQfHy90OFwWvXvHTmz09XN3cvXgAZGJCXuuSZOUFp7KBQUFyQ+e3759EzocjfP9+/c0pZyDBw+Wn5jo6elRkyZNaNmyZfT06VOdL2efNm0a7d69W+gwskzXjjFC0cbX0dKSvRc/fUr09OlT2rZtG938VW20Ek2axPY/fnzm28mSHX19fYqLi1NLbDnx32krY8eO1fn3O20RGxtL+/bto9atW8svZgAgQ0ND6tatG925c0e+7ZYtW+Rf37Rpk4BRc5wCL8nOY6ZOnYoSJUogICAAa9asETocLovKlQMqVABSUtiazDkRFMQ6Yv/4AbRvD6xerdwYVenKlSsAAHt7exQuXFjgaDRPoUKF0pRyjh07FrNnz0b16tUhlUpx9+5dzJ49GzVq1ECpUqUQFRUlYLTKdejQIYSGhso/X7VqFYYOHSpgRByXsStXrsDJyQlz585Ns7TUyZMnMXr0aBw9elRtsWS14ZesHLtevXoavW55dHS0vGy3T58+2LRpU56ZvqPp8uXLh0GDBuHq1asICAjAqlWrULNmTSQlJeHMmTPyMm0vLy+MHz8eALBgwQL5fY7TJjxh1gEmJiZYsWIFAGD58uUICgoSOCIuq1J3y86u+HigSxeWNFepAhw7ptkdsf/Lzc0NANKs/8hlrF69evj777/x9OlTfP78Gc7OznBycoKxsTHMzc1hYWEh33bx4sVwdnaGv7+/gBFnX0JCAkaOHImBAweiT58+OtU5ndNdYWFhuHTpEjw9PVW2FvOPHz8wfPhw7NixAxKJJINt2BrMANC4cebPV6VKFUyaNAn9+/fPdWyq1LlzZ7x9+xZXr17FoUOHlDYfnFMuW1tbTJs2DY8fP8bTp08xc+ZMdO3aFQDr1TF16lSMGzcOCxYsEDZQjsshEVHe6xQVHR0NCwsLREVF6cwi6USEJk2a4N69exg8eDD27t0rdEhcFty4ATg6AkWLAsHBbI3mrJBKgb59gRMnAEtLwNsbKFNGtbEqW6tWrXDz5k3cvn0bzZo1EzocrfXjxw8EBASgQoUK8s8tLS3lS7NUr14d7du3R7ly5WBjY4OKFSuivAZ2hPv06RN69uyJhw8fQiQSYdGiRZgzZ45WniDr4jFGCNryOt66dQstWrRA+fLl0bbtW2zZAsydC7Rpwx4vV65crtc59vT0RJMmTWBlZYWgoKB0R1k9PIDmzQErK3YhlQ/EcpqEiHh1AKdRsnOM0aLxKC4zIpEI69atQ8OGDbFv3z5MmTIFNWrUEDos7heaNgXMzYGvX4EHD4BMltZMY9EiliwbGACnT2tfsgwAN27cQFBQEO+SmUsmJibyZBlgazvPmzcPLi4uuHfvHp49e4Znz57Jv576glpCQgKaNm0Ka2tr2NjYwNraOs39kiVLquX34+rqiv79+yMiIgKWlpY4cuQI2rZtq/L9cpwy2NjYAACCgoLA+miJ4O8PlCpVCgDw+fNnSCQSiMXiHO8j9frLGSUdsnLsxo15ssxpHp4sc9qMJ8w6pEGDBpg6dSqqVauGqlWrCh0OlwWGhkDbtsDJk6wsOysJ87FjwMKF7P62bWxEQVvJTjQ55TE3N8fs2bMxe/ZsfP/+HW5ubvDw8EBgYCCCgoJQqVIl+bbBwcHw9fXN8LmGDBmCPXv2AGAj17169Uo3sbaxsUGxYsXSLJmVFRKJBIsWLcLixYtBRKhfvz5OnDiBEiVK5OyH5zgByN7H4uLiULhwDABzBAQAxYsXh76+PpKTkxEUFAQ7Wb12DsgS5nqZrBV17x77+Kv5y8+fP0dYWBgaNGgAExOTHMfEcRyXV/CEWcfwpl/ax8mJJcwuLmzkODPe3sCQIez+tGmAtvZBSkpKgqGhodBh6DxLS0v0798/w3mKRYoUwfnz5xEcHIzg4GAEBQWl+Zj6BD84OBgumSwaPnToUOzevRsAS64nTJiQJqFOnVgbGBjItzt+/DiICGPGjMG6dev42qqc1smXL5+8rM/IKBCyhFksFqNEiRL4+PEjPn36pJSEuX4GV1WJ0o4wZ8bZ2Rlbt27FpEmTsH79+hzHxHEcl1fwhFmHxcTEAADMzMwEjoTLTIcOrHzu4UM27yyjQdcvX1iTr4QE1ixs+XL1xqksUVFRKF68OBo1aoSzZ89qdIdWXZc/f3507tw5S9sWLFgQO3bsSDexDgkJgbW1tXzboKAgefL8XyKRCBMmTMCGDRuQP39+nDp1Cg8fPsTAgQOV8jNxnBBsbGwQFRUFsTgIQGUEBLBeE6VLl5YnzM1zWA4UHh6ODx8+AADq1q2b7jYfPwLfvrGqpTp1Mn8+WYfsnMbDcRyX1/CEWUe5ublh+PDh6NGjBzZs2CB0OBpLE5pQFCsG1KvHRo8vXQKGD/95m7g4tnxUSAhQrRpw5AiQi+lwgrpx4wZiY2Ph5+fHk2UtUrBgQYwYMSLdr0kkEiQnJ8s/z58/PxYtWpRuYp2SkpKmuUbVqlX5FBJO69na2iIwMBCGhjEQiYCkJJbALlq0CPPnz0f16tVz/Nw+Pj4AgPLly6NQoULpbiMbXa5TBzA2zvi5vn//jufPnwMAb7bIcRyXRTxh1lH6+voIDAzE5s2bMWjQINT51SXnPOjQoUMYPXo09u7di169egkai5MTS5hdXH5OmKVS4Pff2XIhRYoAFy4A2lw0cPnyZQB8OSldIhaL0zQ0KlasGObNm/fTdlKpFGFhYblqfsRxmujSpUvyqQbW1qxaKCAAaPyr+ugsePv2LYCszV/+1e7u3LkDAKhcuTJvuMhxHJdF2rdeB5clrVu3Rt++fSGVSjFmzBhIpVKhQ9IoAQEBGDhwIOLi4jBjxgyhw5Gvx3z1KpCYmPZr8+axTtiGhsCZM8C/jVe1EhHxhDkP09PTQ9GiRWFpaSl0KBynVLJkGUCatZiVYcKECYiIiMDyTObhyEaYf9Xwi5djcxzHZR9PmHXYmjVrYGZmBm9vb+zatUvocDSGrMGQjJ+fH75//y5gREDt2mxUIi4OuHVL8fihQ8Dff7P7O3cCTZoIE5+yvHv3Dn5+fjA0NESLFi2EDofjOE7pZE3e/f1Zz4YdO3Zg2bJluXrOAgUKZNg0LCYGkK0c96sRZp4wcxzHZR9PmHWYjY0NlixZAgCYNWsWvn37JnBEmuHo0aNwcXGBoaEhhgwZgtu3b8PCwkLQmEQioGNHdl/WiPjePWDYMHZ/1ixWlq3tZKPLTZs2Rf78+QWOhuM4TjkePnyIjh07YtCgQWlGmBMSEjBq1CjMnTsXSUlJKtm3tzebulOiRMZNIwHWCPThw4cA+PxljuO47OAJs44bO3YsatWqhYiICMycOVPocAQXGRmJiRMnAgDmzZuHPXv2oFmzZtleP1YVZGXZFy8Cnz8DXbuyxjFduwJLlwoZmfLwcmyO43RRUlISXF1d4e7uniZhLlq0KExMTEBE8Pf3z/bzXrx4ES1btsTmzZsz3Cary0mZmprC29sb27dvz9USVxzHcXkNT5h1nL6+PpydnSESiZCQkACJRCJ0SIKysLCAs7Mz2rRpoxFzl1Nr3ZrNU/74EWjRAvj6FahVCzh4ENDTkf9UJycntG3bFh06dBA6FI7jOKWx+XdoNzg4GLa2rGdIQABbRq3Uv40nPn36lO3n9fDwgLu7u7yzdXpkDb9+NX9ZLBbD3t4eI0eOzHYcHMdxeZmOnIZzmWnYsCFevnyJI0eO5PnutCKRCL169cKVK1dgaGgIgM3p+n97dx4WVb3/Afw97MgyKDu44JKCgvsCSWqlXE3hdm1TErXSClfqVlqaVubabTctl67mkj73loV6pcgQUUERRf25gYqgICKKIyDLwJzfH9OMIDPDADNzBni/nofH4cxZPnNud758znf5zJw5E0lJSaLG5uioTJQB4OpVZbmp2Fjl9pYiOjoav/32W5NKrBARmRtVHXK5XA5n50IAyjnMgLIWM9C4hFlVUkrbCtkKhf4rZBMRUeMwYW4l/P39xQ5BVMXFxSgsLNT43rZt27BmzRrs3LnTxFHVNXas8l9bW+DXXx+stkpERObL2toaHh4eAABLyzwAwI0bQFVV4xPm6upqHD9+HAAwePBgjftcvAjcvQvY2wN9+mg/V3l5OV555RVs2rQJVVVVDYqDiKi1Y8LcyuTm5mLy5Mm4Zqh6F83EvHnzEBAQgD179tR5Lzw8HAAQGxsLQRBMHVotr7wCzJih7FkeMkTUUAxu165dyMvLEzsMIiKjUA3LLi/Pg7W1svc3L6/xCfPFixdRXFwMBwcH9OzZU+M+qvnLgwYBNSpb1XHs2DF8//33eO+991r9SDMiooZiwtzKTJs2DVu2bMEbb7whdigmc/DgQaxduxaFhYVwcHCo8/6TTz4Je3t7XLt2DadOnRIhwgccHIBvvgHCwkQNw+Dy8/Mxfvx4tG/fHnfu3BE7HCIig/P19QUA3LiRi/btlduuXWt8wnzs2DEAQP/+/bUmufoOx65ZTkoikTQoDiKi1o4JcyuzatUqWFpa4qeffsK+ffvEDsfoysrKMG3aNADA9OnT8fjjj9fZx97eHmF/ZaixsbEmja+1+P333wEo//Br166dyNEQERmej48PpFIpKioqatViHjZsGBISEvDf//63QedTzV/WNhwbeNDDXN+CX4mJiQBYf5mIqDGYMLcyQUFBiImJAQDMmjULZWVl4gZkZB999BEyMzPh4+ODVatWad0vIiICABNmY2E5KSJq6dauXYu7d+9i1qxZtUpLubm5YcSIEQ0u5WRjYwM3NzetCXNREXD+vPK1roRZLpfjyF+ZNRNmIqKGY8LcCi1evBi+vr64cuUKVqxYIXY4RnPixAl88sknAJR/yLi4uGjdd+zYsZBIJEhLS8P169dNFGHroFAo1D3MYS1trDkR0V9qDpuumTA31ueff46CggI888wzGt9PSVH+260b4O6u/TwnTpzA/fv30a5dO61zoYmISDsmzK2Qk5MTvvjiCwDAihUrkJmZKW5ARiCXy/HKK6+guroazz//vLoHWRtPT08EBwejc+fOyM7ONlGUrcPJkydRWFgIR0dHhNQ3bpCIqAVQDclWJcy//PIL3nvvPaSlpTXoPBKJROv8ZdVwbH3nLz/22GOwsOCffUREDcVvzlbqmWeewejRo1FZWYklS5aIHY7BVVZWYtCgQXB1dcVXX32l1zF79+7F5cuXMXToUCNH17qohmM/8cQT6trXREQtzbVr1zBmzBg88cQT6h5mVS3mLVu2YPny5Th8+LBe56qsrKx3H9WCX/U9h1QtNsbh2EREjSNqwlxUVISoqChIpVJIpVJERUXh7t27WveXy+WYN28egoKC4ODgAB8fH0yePJmlahpBIpHg66+/xrx587BmzRqxwzE4BwcHrFu3DhcuXICnp6dex7Rt25arhxqBajg25y8TUUtma2uLuLg4HDhwAF5ecgAPepgbulL2tGnT0LFjR+zcuVPj+9XVwNGjytf19TCvWbMGBQUFmDp1ql7XJiKi2kRNmCMjI5Geno64uDjExcUhPT0dUVFRWve/f/8+Tpw4gffffx8nTpzAzz//jIyMjHqH25Jm3bp1w4oVK+Do6Ch2KAajUChq1VJ2c3Nr8DnkcjkKCwsNGVar9p///Afbt2/H3//+d7FDISIyGjc3N1hbW0MQBNjY5AMACguBsrIHCfPVq1f1OldqaiquXbsGJycnje//3/8BJSWAkxPQq1f953N3d2eFAiKiRhItYT5//jzi4uKwYcMGhISEICQkBOvXr8eePXtw8eJFjcdIpVLEx8fj+eefR48ePRAcHIyvv/4aaWlpyFGNe6JGUSgUOKp6XN2MffvttxgzZozef5Q8bMuWLXB3d8fbb79t2MBaMXd3d0ycOFFdo5SIqCWysLCAt7c3AKC0NA+qZ9HXrzesh1kmk+HChQsAgEGDBmncRzV/ecgQQMsUZyIiMhDREubk5GRIpVIMGTJEvS04OBhSqVRd/kAfMpkMEolE5wrIFRUVuHfvXq0feqC0tBShoaEYOnQoTp8+LXY4jZaTk4N58+bht99+w969ext1jg4dOkAmk2HPnj2orq42cIRERNSS+fj4AABu3MirNY+5ZsJccxSUJsePHwcA+Pn5wV3L8teq+cv1DceeMmUKnnzySSQlJen5CYiI6GGiJcz5+fnw8PCos93DwwP5+fl6naO8vBzz589HZGQknJ2dte63fPly9TxpqVTa4FqILZ2DgwN8fX1RXV2N6OhoKBQKsUNqMEEQ8Prrr6OkpARDhw5FdHR0o84zdOhQtG3bFoWFhUhR1eygRhEEAZGRkVi+fLnOtQmIiFoK1Uia3NzcWqWl/Pz8AAD37t1DUVGRznOkpqYCgNb6y8CDHmZdC34JgoC4uDj8+eefXJ+DiKgJDJ4wf/DBB5BIJDp/VE9PNX2BC4Kg1xe7XC7HhAkToFAo6l206t1334VMJlP/XGtKYcQW6vPPP4ejoyOOHDmCTZs2iR1Og23fvh379u2DjY0NNmzY0OjSGdbW1hgzZgwAIDY21pAhtjqXLl3Cjz/+iMWLF8PKykrscIiIjE7Vw5yXl1crYba3t4eXlxeA+odlHzt2DID2hLmgALh8Wfk6OFj7eTIyMlBQUABbW1utQ7uJiKh+Bk+YZ82ahfPnz+v8CQwMhJeXF27evFnn+Fu3btW7qrFcLsfzzz+PrKwsxMfH6+xdBpQrVzo7O9f6odrat2+PDz/8EADwzjvv4Pbt2yJHpL+CggLMnTsXALBo0SL4+/s36XyqReSYMDeNqpzU0KFDW9TCckStTUMrWgDA1KlT6zwsD9aV3bUQPj4+cHFxgSAI6lrMqiVW9u7di6tXr6Jv3746z6FKmLUluarh2D17Ajpmo6nrLwcHB8PW1lbfj0BERA8xeLePm5ubXisTh4SEQCaT4dixY+qnqEePHoVMJsOjOiblqJLlzMxMJCQkwNXV1WCxt3azZ8/Gpk2bcObMGcyfPx/r168XOyS9zJ07F7dv30bv3r3xzjvvNPl8o0ePhpWVFS5cuICMjAx0797dAFG2PqqEmeWkiJq3yMhIXL9+HXFxcQCAV199FVFRUdi9e7fO40aPHo1///vf6t9bQx32efPmYf78+QAA1UdXDWrr379/vcfL5XKMHz8eqampWvdXDceub/6yKmFm/WUioqYRbQ5zQEAARo8ejenTpyMlJQUpKSmYPn06xo0bhx49eqj38/f3x65duwAAVVVVePbZZ3H8+HFs27YN1dXVyM/PR35+PiorK8X6KC2GtbW1enj7hg0bkKx6jG3GZDIZTp48CQsLC3z//fewtrZu8jmlUilGjBgBAPX+QUiaVVZWIiEhAQATZqLmrDEVLVRsbW3h5eWl/mkNZY1qTimrOSRbX9bW1vjqq6+QnJysdWSOqmnWNX8ZYMJMRGQook4s3LZtG+bMmYOwsDAAyqGwq1evrrXPxYsXIZPJAADXr19XD5N9eEhTQkKCOsmhxgsNDcVLL72EU6dOwc7OTuxw6iWVSpGeno4DBw5gwIABBjvvq6++itDQUIwdO9Zg52xNDh8+jNLSUnh4eKBPnz5ih0NEjVRfRYuaD7gfduDAAXh4eMDFxQXDhw/H0qVLNS72qVJRUYGKigr17829okXNVbIFAcjIuIgffvgBUqm00aOhKiuBv9YE09nDnJ2djZycHFhZWSGkvsyaiIh0EjVhbteuHbZu3apzn5rlF/z8/Ootx0BN99VXX8He3h6WzaS4o52dHUaPHm3Qcz733HMGPV9roxqOHRYW1ugF2IhIfI2taDFmzBg899xz6NSpE7KysvD+++/jiSeeQFpamtb5tMuXL1evpdFcVVRU4Omnn0ZeXh72708G0AYlJYBMpnzov2zZMvj7+2tNmM+ePYvOnTujTZs2Gt8/dQooLwfatQN0zRYqKSnBU089haqqKjg4OBjgkxERtV78S5bqcHR0rJUsm+NDisTERHzyySeoqqoSOxTSQC6Xw8HBgcOxicyUsStavPDCCxg7diwCAwMRHh6Offv2ISMjA3v37tV6TEuoaGFjY4OkpCScPn0ad+/mQbXMyrVrD2oxX716VWO7qlAoEBoaCmdnZ5w7d07j+VXzl4ODAV3PInv16oW9e/eqH14SEVHjsdYLaVVWVobly5cjOzsbmzdvFjsctbKyMkybNg2XLl1CZWUlFixYYJTrlJaWIi4uDjdu3MCsWbOMco2W6tNPP8WyZcvM8mELESkrWkyYMEHnPn5+fjh9+nSjK1rU5O3tjU6dOiEzM1PrPra2ts1+NWeJRAIfHx9kZmb+VVqqG27fVibMo0Z1gIWFBcrLy5Gfnw9vb+9ax166dAl3796FnZ0dHnnkEY3nV81frm/BLyIiMhwmzKRVZmYmli5dCoVCgUmTJmHUqFFihwRA2TNy6dIl+Pr6GjWRPXfuHJ599lk4OTlh+vTpzf4POVPj/SIyX8auaPGw27dv49q1a3WSxJaodsIMpKcrE2Zra2t06NAB2dnZyMrKqnMvUv+anNyvXz+tC1iqeph1TUsuKSmBTCaDr6+vIT4OEVGrxyHZpFXv3r0xe/ZsAMDMmTNRXl4uckTA8ePH8a9//QsAsHbtWkilUqNda8CAAfD29kZxcTESExONdp2WpqioSOwQiMhAGlPRoqSkBG+99RaSk5Nx9epVHDhwAOHh4XBzc8M//vEPsT6KyagS1dzc3Dq1mFXDsrOysuocp6q/rHow8bDr15WJt4UFoGUXAMC+ffvQvn17hIeHN/ITEBFRTUyYSaePPvoI3t7eyMzMxCeffCJqLHK5HK+88goUCgUmTJhg9D8GLCwsMG7cOABQr85OuikUCvj7+8Pf3x+XL18WOxwiMoBt27YhKCgIYWFhCAsLQ+/evbFly5Za+9SsaGFpaYkzZ87g73//O7p3744pU6age/fuSE5OhpOTkxgfwaR8fHwAQN3DDDwoLaVPwjxo0CCN51UNx+7dG9BScQrAg3JSqmsREVHTcEg26eTs7IzPP/8cEyZMwNKlSxEZGYmuXbuKEssnn3yC06dPw9XVFV9++aVJrhkREYH169cjNjYWX3/9tc5Fbgg4deoUCgoKcP/+fXRQ/aVIRM1aQyta2Nvbt+rFplQ9zHl5eVBVO6wvYZbL5Th58iQA7T3MquHY9Y2EZ/1lIiLDYg8z1ev555/HyJEjUVFRgdmzZ4uykJNMJsOKFSsAAF9++aXOWp6G9OSTT8Le3h7Xrl3DqVOnTHLN5kz1R/Ljjz8OGxsbkaMhIjI9Hx8ftG3bFjY2Nuoh2aqE+dVXX8WVK1fw3Xff1TrmzJkzqKiogIuLC7p166bxvPos+HXnzh2cOXMGAPDYY4816XMQEZESE2aql0QiwTfffAMbGxscOHBA5yqnxiKVSpGcnIx33nkHkZGRJruuvb09wsLCAHBYtj7i4uIAgOWkiKjVeu6553Dnzh1s3ry51pBshQLw9PRE586dYWVVe4Cft7c3vvjiC8ybN0/jSKbycuDECeVrXQt+HT58GIIgoEePHg1axZyIiLTjkGzSS/fu3bFp0yYEBweLNi+qV69eWLlypcmvGxERgV9//RXnz583+bWbk+LiYhw+fBgAE2Yiar1qJrw+PoBEAlRWArduAdpyWG9vb8ydO1frOdPSALlcebyuJlg1HHv48OGNip2IiOpiDzPpbeLEiSZPlnNycpCWlmbSaz7s2WefRVZWFn788UdR4zB3CQkJqKqqQpcuXbQOKSQiak2srQFV9SjVsOwlS5bgxRdfRG5urt7nqVlOStdSGpy/TERkeEyYqVGSkpKM3uMqCAJee+01DB48GOvXrzfqtXRxdnaGn5+faNdvLlTzl9m7TESt3YQJE9C7d29cuHChzjzmrVu3Yvv27bh48SIAZRmuzZs362xT9Zm/DABvv/02oqOj2cNMRGRATJipwdasWYNhw4bhtddeM+oCYFu3bkVcXBysra3N5mm5XC4XOwSz9fTTT2P69OkYP3682KEQEYnq7NmzOHPmDHJyctTzmLXVYk5LS8PUqVO1PmwUhNo9zLo8++yzWLNmDdq3b9/kz0BEREpMmKnBxo0bhzZt2iApKQk//PCDUa5RUFCAmJgYAMDixYvRo0cPo1xHXyUlJYiIiICnpydKSkpEjcVcjRo1CuvWrcPIkSPFDoWISFQ1S0vVV4tZVX9ZWzmprCzg5k3l8G5VmSoiIjIdJszUYB07dsTixYsBKId/3blzx+DXmDNnDu7cuYO+ffvirbfeMvj5G8rBwQHnzp1DUVER4uPjxQ6HiIjMmI+PDwAgNzdX74R50KBBGs+lGo7drx9gb6/9mlu2bMHhw4dRWVnZxOiJiKgmJszUKDExMejZsydu3bqFBQsWGPTcsbGx2LlzJywtLbFx40ZYW1sb9PyNIZFIEB4eDoDlpTT58ccfkZKSgurqarFDISISnSphzsvLqzOH+eGEOTU1FYD2HmbVcGxd85fLy8sxffp0hIaGIjs7u4nRExFRTUyYqVFsbGywZs0aAMB3332nfkLeVPfu3UN0dDQAZe91//79DXJeQ4iIiAAA7Nmzh4lhDZWVlXj11VcREhKC9PR0scMhIhKdpiHZmuYw37x5E9nZ2ZBIJBigZby1Pgt+paamoqKiAl5eXqxSQERkYEyYqdGGDx+OyZMnQxAEREdHGySJdHR0xMKFCzFgwAAsWrTIAFEaTmhoKFxcXFBYWIiUlBSxwzEbycnJKCkpgbu7O/r16yd2OEREotM0JPvGDaCq6kHCXFhYiEOHDgEA/P394ezsXOc8JSXAqVPK17oW/KpZTkqiq+4UERE1GBNmapJVq1ahR48eeOONN2Bh0fT/nCwsLBAdHY1jx47BXtdkLRFYW1vjqaeeAsBh2TWpykmFhYUZ5L8BIqLmztfXF23btoWTkxM8PJQLdikUQF4e0K5dO1y5cgX379/H6dOnAWgfjp2aqjyuQwdA18LXrL9MRGQ8VmIHQM2bp6cnzp071+REqaysDNXV1XB0dAQAs028IiIisH37dsTGxmLlypVih2MWWH+ZiKi2gQMH1loQs0MH4MoV5bDsjh0l6l7mWbNmYdCgQXB3d9d4Hn3KScnlchw+fBgAE2YiImMwz6yEmpWayW1ZWVmjzrFo0SIEBgYiISHBUGEZxejRozFixAhMmzaN85ihLP914sQJAMoeZiIiquvhlbJV3N3dMW7cOAwZMkTjcfrMXz558iRKS0vRtm1b9OrVywDREhFRTUyYyWB27tyJLl264M8//2zQccePH8dnn32G7OxslJaWGik6w5BKpUhISMA///lPWFpaih2O6FQltvr27QtPT0+RoyEiMk8PJ8z79u3DpEmT1ItnaqJQPEiYdfUwJyUlAVCus2Guo7OIiJozfrOSwSQlJSE/Px8zZszQuw5kZWUlXn75ZSgUCkycOBHjxo0zcpRkSAcOHADA4dhERA+bM2cOAgMD8dtvv9VJmDMzM7Ft2zbMnDlTvfDXwzIygDt3ADs7oG9f7deZPXs2kpOTsXDhQsN+ACIiAsCEmQzo448/hqenJy5evIhPP/1Ur2NWrVqFM2fOwNXVFV9++aWRIzScW7duYfPmzbXmqLVGa9euxeHDhzF9+nSxQyEiMivZ2dk4e/YssrKy1LWYHy4tBQA7duzQeLyqd3ngQMDGRvt1bGxsEBwcrHXhMCIiahomzGQwLi4u6kR5yZIluHr1qs79z507hyVLlgAAvvrqK62LnpijsLAwTJ06Ff/73//EDkVUVlZWePTRR9G1a1exQyEiMiuq0lI1azGrephrJszaEl3Vgl+65i8TEZHxMWEmg4qMjMSIESNQVlaGOXPmaN2vuroa06ZNQ2VlJcaOHYuJEyeaMMqmUw0dZ3kpIiLSRFfC7Ofnp96vr5bx1vos+LVjxw68/vrrZr9gJhFRc8aEmQxKIpFgzZo1sLKywu7du7UmlKWlpfDy8oKTkxPWrl0LiURi4kibJiIiAgAQFxeHiooKkaMRx5QpUxAdHY3Lly+LHQoRkdnx9fUFAOTm5qqHZBcWAmVlgKOjI95//33Mnj0bQUFBdY69exc4e1b5WteCXz///DO+++47dVkpIiIyPCbMZHABAQF46623AABHVGPKHuLs7Iyff/4Zp0+fRgfVo/dmZMCAAfDy8kJxcTESExPFDsfkSkpK8OOPP+Lbb7+FQqEQOxwiIrNTs4dZKgUcHZXbVb3MH330Eb766iuND4yPHlX+27Ur4OGh+fyCIODgwYMAgOHDhxs0diIieoAJMxnFwoULkZiYiBUrVujcr+awtObEwsIC4eHhAFrnsOwDBw5ALpejc+fO6Natm9jhEBGZnZoJs0SivRazJqpnzbp6lzMzM3Hz5k3Y2tpi0KBBTYyWiIi0YcJMRuHg4IBhw4bV2f7DDz/gxRdfxK1bt0SIyrBUw7JjY2MhCILI0ZjWb7/9BkBZTqq5DacnIjIFX19ftGvXDj4+PqiqqmpQwqzP/GVV7/KQIUNgZ2fXxGiJiEgbJsxkdDk5OVi8eDHy8/MRExOD7du344cffhA7rCZ78sknYW9vj+vXryMjI0PscEyqZsJMRER1ubq64vbt2zh16hSsrKzU85jrS5irq4GUFOVrXT3MqoRZ08NpIiIyHCuxA6CW7f79+xgwYAAKCwuxfft2FBUVoX///pg7d67YoTWZvb09fv31V/Tu3Ruenp5ih2MyWVlZyMzMhJWVFZ544gmxwyEiahZUPcyqWszanD0LFBcr5zwHBmrfjwkzEZFpsIeZjKpNmzZ44403AACXLl2CpaUlNm7cCCurlvGsZtSoUa0qWQYe9C6HhITA2dlZ5GiIiJoHfYdkq4ZjDx4MaGsqZTIZbGxsYGVlhRBd3dBERNRkTJjJ6N566y34+/sDAN555x2tNSepebCyskK3bt04HJuIqB5Lly5FYGAg1q9fr3fCrFrwS9f8ZalUioyMDOTn58NRtfw2EREZBRNmMjobGxvs27cPGzduxIcffih2OAb3n//8B0888QQ2bNggdigmMW3aNGRmZmLevHlih0JEZNYKCwtx9uxZXLp0ST2HOScH0LVOpD4Lfqm4uro2PUgiItKJCTOZhJ+fH15++WVYW1uLHYrBXb58GQkJCdi1a5fYoZhUSxlWT0RkLDVLS7Vvr9xWUgLIZJr3v3ULyMxUvg4O1n7e6upqA0ZJRES6MGEmaiJVean9+/ejpKRE5GiMKycnB3K5XOwwiIiaBVXCnJubizZtAFWHsLZh2arVsQMCgLZtNe9z8+ZNtG3bFk899RSqqqoMHDERET2MCTNREwUEBKBr166oqKhAfHy82OEY1TPPPANXV1fs379f7FCIiMyer68vAGUPM1D/wl+q+cu61vFKSkpCcXExcnNzOdKHiMgEmDATNZFEIkF4eDgAIDY2VuRojKewsBBpaWkoLi5Gz549xQ6HiMjs1RySDaDeWsz6LPjFclJERKbFhJnIAFTDsvfs2dNi55bFx8dDEAT07t0b3t7eYodDRGT2VN+VxcXFKC4u1lmLWS4HUlOVr3X1MDNhJiIyLSbMRAYQGhoKFxcXFBYWIkU1Ca2FUdVfZjkpIiL9ODk5wc/PD0FBQZDJZDqHZJ86BZSVAS4uwF+VGOsoKirC6dOnAQCPPfaYcYImIqJaOPmFyACsra0xfvx45Ofnw9LSUuxwDE4QBCbMRESNkJWVpX6tK2FWlZMKDgYstHRnHD58GIIgoHv37vDy8jJwpEREpAkTZiID2bBhAyQSidhhGMXp06eRn5+PNm3aIDQ0VOxwiIiapZq1mB/G+ctEROaJQ7KJDKSlJsvAg+HYI0aMgK2trcjREBE1T6oe5uvXAYWi9nuqHmZdCXPPnj0xcuRIjBo1yjgBEhFRHexhJjKwnJwc3LlzB3379hU7FIMJDw+HXC5HQECA2KEQETUrGzZswOeff45//OMfWLz4Y0gkQGUlcOsW4Omp3CcvD8jOVg7FHjxY+7mmTp2KqVOnmiRuIiJSYg8zkQFt3boVnTp1QkxMjNihGFRAQAAWLFiA8ePHix0KEVGzcv/+fZw7dw4ZGRmwtgb+qjRVax6zqnc5KAhwcjJ9jEREpB0TZiIDUs3vPXToEG7fvi1yNIZx//59sUMgImq2fH19AQC5ubkAoLG0lGr+sq5yUufOnUNBQYExQiQiIh2YMBMZkJ+fH3r37o3q6mrs27dP7HCabOvWrQgMDMQR1V9zRETUID5/dSnn5eUB0LxStj4Lfs2YMQOenp748ccfjREmERFpwYSZyMAiIiIAALGxsSJH0jRXrlzBjBkzkJWVhT/++EPscIiImqWaCbMgCHUS5vJy4MQJ5WttPcwVFRVISUkBAPTv39+Y4RIR0UOYMBMZWHh4OAAgLi4OFRUVIkfTOFVVVZg0aRKKi4sxdOhQvPfee2KHRETULHl7ewMAKisrcfv2bXVpKVXCfOKEchEwd3ega1fN50hNTUVFRQU8PDzQvXt3E0RNREQqTJiJDGzgwIHw8vJCcXExEhMTxQ6nUZYsWYLk5GQ4Oztj69atsLLigvpERI1hY2MDd3d3AMpe5ofnMKsW/AoJAbRVJ6xZf7kllzAkIjJHTJiJDMzCwkLdy7x7926Ro2m4Q4cO4eOPPwYAfPvtt/Dz8xM3ICKiZi4wMBC9e/dGZWVlnSHZ+sxfrpkwExGRabHbiMgIXn/9dYwaNQp/+9vfxA6lQe7evYtJkyZBoVAgKioKEydOFDskIqJm788//1S/zs9X/nvjBlBVVX/CXFVVhcOHDwNgwkxEJAYmzERG0L9//2a5MItCoUCfPn1gaWmJ1atXix0OEVGL4+EB2Ngo5y0fOaJMoK2sgIEDNe+fnp6OkpISuLi4IDAw0LTBEhERE2YieqBdu3b45ZdfcPPmTTg7O4sdDhFRi2NhAbRvD1y5AuzcqdzWrx9gb695/y5duuCHH35AUVERLC0tTRcoEREB4BxmIqMpLCzExx9/jJdeeknsUOpVWlqqfi2RSODl5SViNERELcuePXvQs2dPvPjiiwAe1GL+73+V/2orJwUoH2RGRUVhzpw5Ro6SiIg0YcJMZCTV1dVYtGgRNm3ahNzcXLHD0Uoul2PkyJGIiorCvXv3xA6HiKhFOn/+PC5cuADgQcJcUKD8V9eCX0REJC4mzERG4unpieDgYADK3gVztWTJEqSkpGD37t0oKioSOxwiohbHx8cHgLKsFAB1LWYVbT3MV65cwaeffooTJ04YMzwiItKBCTOREUVERAAAYmNjRY5Es6SkJCxduhSAsoRUp06dRI6IiKjl8fX1BQDcvHkTVVVV6h5m5Xuo9XtNcXFxeOuttzB//nwTRElERJowYSYyIlXCvH//fpSUlIgcTW01S0hNnjwZEyZMEDskIqIWyd3dHZaWlhAEATdv3qyVIIeEABKJ5uNYf5mISHxMmImMKCAgAF26dEFFRQXi4+PFDkdNEARER0cjJycHXbp0YQkpIiIjsrCwgLe3NwDlsOyaCbO2+cuCIDBhJiIyA0yYiYxIIpGY5bDsLVu2YMeOHbC0tMT27dvh5OQkdkhERC2aalh2bm5urTnM2hLmy5cv48aNG7CxscHgwYNNECEREWnCOsxERhYREYHvv/8ebdq0ETsUNR8fH3h7e2PGjBkYMmSI2OEQEbV4vXr1Qnl5OSwtLSGVAqNGAUVFQP/+mvdX9S4PGTIEdnZ2JoyUiIhqYsJMZGTDhg3DrVu3YGNjI3YoaiNHjsSZM2fg4uIidihERK3Cxo0ba/3+22/Kfzl/mYjIvHFINpGRWVpamk2yXFxcrH7t6uoKS0tLEaMhImq9JBLtyTIAHD16FAATZiIisTFhJjIRQRCQmZkp2vWTkpLQqVMnbNu2TbQYiIhIPydPnkRiYiKGDh0qdihERK0aE2YiE6iqqkJgYCC6d+8uStKsKiFVVFSE33//3eTXJyJq7dLS0tCzZ088qm2Vr4fY2dlh2LBhcHBwMHJkRESkCxNmIhOwsrKCj48PAGD37t0mvTZLSBERic/Ozg7nz5/HhQsXxA6FiIgagAkzkYmIVV6KJaSIiMSnKitVVFSEsrIynfs+88wzmD17NvLy8kwRGhER6cCEmchEwsPDAQCHDh3C7du3TXLNy5cvY+bMmQCADz74gCWkiIhEIpVKYW9vDwA6E+GCggL8/PPPWL16NWxtbU0VHhERacGEmchE/Pz8EBQUhOrqauzbt8/o15PL5XjxxRdRUlKCxx57DO+++67Rr0lERJpJJBL11BxdCfOhQ4cAAIGBgXB1dTVJbEREpB0TZiITMuWwbEEQEBoairZt22Lr1q0sIUVEJDLVsOzc3Fyt+7D+MhGReWHCTGRCqoQ5Li4OFRUVRr2WjY0N/vWvfyEjIwMdO3Y06rWIiKh++vQwM2EmIjIvVmIHQNSaDBw4EG+++SZGjhxptB7f0tJS2NrawspK+X9vNzc3o1yHiIgaJiAgAH379oWzs7PG92UyGdLT0wEwYSYiMhcSQRAEsYMwtXv37kEqlUImk2lttIiaI0EQEBkZiezsbGzbtg2dO3cWOySiVodtjGG0xvv4v//9D2PHjsUjjzyCjIwMscMhImqxGtLGsIeZqAWpWUKqoKCACTMRUTNSXFyMTp06sXeZiMiMcA4zkQiOHj2K+fPn49y5cwY7J0tIERE1by+88AKuXr2Kb775RuxQiIjoL6ImzEVFRYiKioJUKoVUKkVUVBTu3r2r9/GvvfYaJBIJvvjiC6PFSGQMy5cvx8qVK/HTTz8Z5HwsIUVEZP7y8vIQEBAAb29v6JoRx/rLRETmQ9SEOTIyEunp6YiLi0NcXBzS09MRFRWl17G//PILjh49ql5xkqg5MXR5qSVLluDo0aOQSqUsIUVEZKZcXFxw4cIF5OfnQyaT1Xrv/v37UCgUIkVGRETaiJYwnz9/HnFxcdiwYQNCQkIQEhKC9evXY8+ePbh48aLOY3NzczFr1ixs27YN1tbWJoqYyHDGjh0LiUSC48eP66zHqY+kpCQsXboUAPDdd9+xhBQRkZlq06YNXFxcANQtLbVq1Sq4urri008/FSEyIiLSRrSEOTk5GVKptNY8y+DgYEilUhw5ckTrcQqFAlFRUXj77bfRq1cvva5VUVGBe/fu1fohEpOnpyeCg4MBAHv27GnSudzd3dGnTx9MmTIFL7zwgiHCIyIiI9FWi/ngwYO4e/cunJycxAiLiIi0EC1hzs/Ph4eHR53tHh4eyM/P13rcypUrYWVlhTlz5uh9reXLl6vnSUulUnTo0KFRMRMZUnh4OICmD8v29/dHcnIyF4khImoGfH19AaDW6KLKykokJycDYP1lIiJzY/CE+YMPPoBEItH5c/z4cQCARCKpc7wgCBq3A0BaWhq+/PJLbNq0Ses+mrz77ruQyWTqn2vXrjXuwxEZkGoe8/79+1FaWtrg44uKitSvbW1t4eDgYLDYiIjIODT1MB8/fhzl5eVwd3dHjx49xAqNiIg0MHgd5lmzZmHChAk69/Hz88Pp06dx8+bNOu/dunULnp6eGo9LSkpCQUFBrTma1dXV+Oc//4kvvvgCV69e1Xicra0tV5wks9OzZ0906dIFJSUluHjxIvr376/3sZcvX8bAgQMxZ84cvP/++7CyYkl1IqLmQFPCnJiYCEDZu9yQDgEiIjI+g/+V7ebmBjc3t3r3CwkJgUwmw7FjxzB48GAAytq0MpkMjz76qMZjoqKiMHLkyFrb/va3vyEqKgovvfRS04MnMiGJRIKEhAS0b98eFhb6D/aQy+WYNGkS7t69i4SEBCxatMiIURJRa7d06VLs3bsX6enpsLGx0av8oyAI+PDDD7Fu3ToUFRVhyJAh+Oabb/Ree6Ql6969O/r27QsvLy/1toMHDwLgcGwiInMk2hzmgIAAjB49GtOnT0dKSgpSUlIwffp0jBs3rtZwJH9/f+zatQsA4OrqisDAwFo/1tbW8PLy4hAmapY6duzYoGQZUJaQSklJYQkpIjKJyspKPPfcc4iOjtb7mFWrVuGzzz7D6tWrkZqaCi8vL4waNQrFxcVGjLR5mDp1Kk6ePIkFCxYAAKqqqnD48GEATJiJiMyRqHWYt23bhqCgIISFhSEsLAy9e/fGli1bau1z8eLFOrUKiVoahUKh1zxmlpAiIlP78MMP8cYbbyAoKEiv/QVBwBdffIEFCxZg/PjxCAwMxObNm3H//n1s377dyNE2P+Xl5YiJicGYMWP0vsdERGQ6ok58bNeuHbZu3apzH0EQdL6vbd4yUXOxceNGLFy4EJMnT8bKlSu17nf37l1MmjQJCoWCJaSIyGxlZWUhPz8fYWFh6m22trYYPnw4jhw5gtdee03jcRUVFaioqFD/3lpKQDo6OuKjjz4SOwwiItJC1B5mIlL+sZSfn4/du3dr3UcQBERHRyMnJwddu3bF119/bcIIiYj0pyoN+fACnp6enjrLRraWEpAKhQK9evWCs7OzxsVPiYjIvDBhJhLZ6NGjYWVlhfPnzyMzM1Prfo8//jicnZ2xbds2ODk5mTBCImppGlICsrEeXu1ZV9lIoPWUgLSwsMCdO3dQXFyM69evY/fu3bhz547YYRERkRasRUMkMqlUihEjRuCPP/7A7t278eabb9bZRyKR4NVXX8ULL7wAqVQqQpRE1JLoWwKyMVSrP+fn58Pb21u9vaCgQGvZSKB1lYD09fVFfn4+/vjjD8yfPx+Ojo4oKipiiUAiIjPEHmYiMxAREQEAiI2NrbVdLpfXWvSOyTIRGYKbmxv8/f11/tjZ2TXq3J07d4aXlxfi4+PV2yorK5GYmKi1bGRro6rFvGPHDgDAkCFDmCwTEZkpJsxEZiA8PBwAcOjQIdy+fVu9fcmSJejTp4+65AgRkanl5OQgPT0dOTk5qK6uRnp6OtLT01FSUqLep2YJSIlEgpiYGCxbtgy7du3C//3f/2Hq1Klo06YNIiMjxfoYZkWVMKenpwNgOSkiInPGx5lEZsDPzw9BQUE4c+YM9u3bh0mTJqlLSCkUCly/fl3sEImolVq0aBE2b96s/r1fv34AgISEBIwYMQJA3RKQ77zzDsrKyjBjxgwUFRVhyJAh+P3337n+wl98fX1r/c6EmYjIfEmE+uo2tUD37t2DVCqFTCaDs7Oz2OEQAQBWr16N7OxsTJkyBe3bt0efPn2Qk5ODKVOmYNOmTWKHR0R6YhtjGC35Pm7cuBHTpk0DAFhbW0Mmk8He3l7kqIiIWo+GtDHsYSYyE7NmzQKgXEk2MjKSJaSIiFqoLl26qF8PHjyYyTIRkRnjHGYiM7Nlyxbs2LEDlpaWLCFFRNQCPf7443jppZcAcDg2EZG5Yw8zkRkpLS1Vl5X64IMPMGTIEJEjIiIiY1i4cCGGDh2KgQMHih0KERHpwISZyIykpaXh9u3bePzxx/Huu++KHQ4RERlJly5dag3NJiIi88SEmciMDBs2DJmZmejYsSMsLS3FDoeIiIiIqFVjwkxkZrp16yZ2CEREREREBC76RURERERERKQRE2YiIiIiIiIiDZgwExEREREREWnAhJmIiIiIiIhIAybMRERERERERBowYSYiIiIiIiLSgAkzERERERERkQZMmImIiIiIiIg0YMJMREREREREpAETZiIiIiIiIiINmDATERERERERacCEmYiIiIiIiEgDJsxEREREREREGjBhJiIiIiIiItLASuwAxCAIAgDg3r17IkdCREQtjaptUbU11Dhsq4mIyFga0la3yoS5uLgYANChQweRIyEiopaquLgYUqlU7DCaLbbVRERkbPq01RKhFT4CVygUyMvLg5OTEyQSSZPOde/ePXTo0AHXrl2Ds7OzgSJseXif9Md7pR/eJ/3wPunPUPdKEAQUFxfDx8cHFhac+dRYbKtNj/dJf7xX+uF90g/vk/7EaKtbZQ+zhYUF2rdvb9BzOjs78z9wPfA+6Y/3Sj+8T/rhfdKfIe4Ve5abjm21eHif9Md7pR/eJ/3wPunPlG01H30TERERERERacCEmYiIiIiIiEgDJsxNZGtri8WLF8PW1lbsUMwa75P+eK/0w/ukH94n/fFetVz831Y/vE/6473SD++Tfnif9CfGvWqVi34RERERERER1Yc9zEREREREREQaMGEmIiIiIiIi0oAJMxEREREREZEGTJiJiIiIiIiINGDCTERERERERKQBE+YmWLNmDTp37gw7OzsMGDAASUlJYodkdpYvX45BgwbByckJHh4eePrpp3Hx4kWxwzJ7y5cvh0QiQUxMjNihmKXc3FxMmjQJrq6uaNOmDfr27Yu0tDSxwzIrVVVVWLhwITp37gx7e3t06dIFH330ERQKhdihie7gwYMIDw+Hj48PJBIJfvnll1rvC4KADz74AD4+PrC3t8eIESNw9uxZcYKlJmNbXT+21Y3Dtlo3ttX1Y1utmbm100yYG2nnzp2IiYnBggULcPLkSTz22GMYM2YMcnJyxA7NrCQmJmLmzJlISUlBfHw8qqqqEBYWhtLSUrFDM1upqalYt24devfuLXYoZqmoqAhDhw6FtbU19u3bh3PnzuHTTz+Fi4uL2KGZlZUrV+Lbb7/F6tWrcf78eaxatQqffPIJvv76a7FDE11paSn69OmD1atXa3x/1apV+Oyzz7B69WqkpqbCy8sLo0aNQnFxsYkjpaZiW60fttUNx7ZaN7bV+mFbrZnZtdMCNcrgwYOF119/vdY2f39/Yf78+SJF1DwUFBQIAITExESxQzFLxcXFwiOPPCLEx8cLw4cPF+bOnSt2SGZn3rx5QmhoqNhhmL2xY8cKL7/8cq1t48ePFyZNmiRSROYJgLBr1y717wqFQvDy8hJWrFih3lZeXi5IpVLh22+/FSFCagq21Y3Dtlo3ttX1Y1utH7bV9TOHdpo9zI1QWVmJtLQ0hIWF1doeFhaGI0eOiBRV8yCTyQAA7dq1EzkS8zRz5kyMHTsWI0eOFDsUsxUbG4uBAwfiueeeg4eHB/r164f169eLHZbZCQ0Nxf79+5GRkQEAOHXqFA4dOoSnnnpK5MjMW1ZWFvLz82t9v9va2mL48OH8fm9m2FY3Httq3dhW149ttX7YVjecGO20lVHO2sIVFhaiuroanp6etbZ7enoiPz9fpKjMnyAIePPNNxEaGorAwECxwzE7O3bswIkTJ5Camip2KGbtypUrWLt2Ld5880289957OHbsGObMmQNbW1tMnjxZ7PDMxrx58yCTyeDv7w9LS0tUV1dj6dKlmDhxotihmTXVd7im7/fs7GwxQqJGYlvdOGyrdWNbrR+21fphW91wYrTTTJibQCKR1PpdEIQ62+iBWbNm4fTp0zh06JDYoZida9euYe7cufj9999hZ2cndjhmTaFQYODAgVi2bBkAoF+/fjh79izWrl3LRriGnTt3YuvWrdi+fTt69eqF9PR0xMTEwMfHB1OmTBE7PLPH7/eWg/9bNgzbau3YVuuPbbV+2FY3nim/25kwN4KbmxssLS3rPKEuKCio87SDlGbPno3Y2FgcPHgQ7du3Fzscs5OWloaCggIMGDBAva26uhoHDx7E6tWrUVFRAUtLSxEjNB/e3t7o2bNnrW0BAQH46aefRIrIPL399tuYP38+JkyYAAAICgpCdnY2li9fzkZYBy8vLwDKJ9je3t7q7fx+b37YVjcc22rd2Fbrj221fthWN5wY7TTnMDeCjY0NBgwYgPj4+Frb4+Pj8eijj4oUlXkSBAGzZs3Czz//jD///BOdO3cWOySz9OSTT+LMmTNIT09X/wwcOBAvvvgi0tPT2QDXMHTo0DrlTjIyMtCpUyeRIjJP9+/fh4VF7a94S0vLVl+qoj6dO3eGl5dXre/3yspKJCYm8vu9mWFbrT+21fphW60/ttX6YVvdcGK00+xhbqQ333wTUVFRGDhwIEJCQrBu3Trk5OTg9ddfFzs0szJz5kxs374dv/76K5ycnNRP+qVSKezt7UWOznw4OTnVmSvm4OAAV1dXziF7yBtvvIFHH30Uy5Ytw/PPP49jx45h3bp1WLdundihmZXw8HAsXboUHTt2RK9evXDy5El89tlnePnll8UOTXQlJSW4dOmS+vesrCykp6ejXbt26NixI2JiYrBs2TI88sgjeOSRR7Bs2TK0adMGkZGRIkZNjcG2Wj9sq/XDtlp/bKv1w7ZaM7Nrp42y9nYr8c033widOnUSbGxshP79+7P8ggYANP78+9//Fjs0s8dSFdrt3r1bCAwMFGxtbQV/f39h3bp1Yodkdu7duyfMnTtX6Nixo2BnZyd06dJFWLBggVBRUSF2aKJLSEjQ+L00ZcoUQRCUJSsWL14seHl5Cba2tsKwYcOEM2fOiBs0NRrb6vqxrW48ttXasa2uH9tqzcytnZYIgiAYJxUnIiIiIiIiar44h5mIiIiIiIhIAybMRERERERERBowYSYiIiIiIiLSgAkzERERERERkQZMmImIiIiIiIg0YMJMREREREREpAETZiIiIiIiIiINmDATERERERERacCEmYiIiIiIiEgDJsxEREREREREGjBhJiIiIiIiItLg/wG1edqRe/szDQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generate some sample data\n", "np.random.seed(0)\n", "n_obs = 100\n", "data = np.random.normal(size=(n_obs, 2))\n", "data += np.arange(n_obs)[:, np.newaxis]\n", "\n", "# Create a DataFrame\n", "df = pd.DataFrame(data, columns=['X1', 'X2'])\n", "\n", "df['dX1'] = df['X1'] - df[\"X1\"].shift(1)\n", "df['dX2'] = df['X2'] - df[\"X2\"].shift(1)\n", "df = df[1:] #eliminate NaN\n", "\n", "X_test = df.loc[:,[\"dX1\",\"dX2\"]].copy() # we only want dX1 and dX2\n", "# Fit VAR model\n", "model = VAR(X_test)\n", "order = 4 # Order of VAR model\n", "results = model.fit(order)\n", "\n", "# Plot impulse response functions\n", "irf = results.irf(periods=10)\n", "# Plot IRFs\n", "irf.plot(orth=False) # Orthogonalization can be set to True or False based on preference\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a3d2c1c8-84ee-4279-863f-9f1622fa0581", "metadata": {}, "source": [ "In order to use this package, students should exercise caution regarding the accurate specification of their models. It is essential to carefully define the variables included in the analysis, choose appropriate lag lengths, and consider potential endogeneity issues. Moreover, if students intend to impose restrictions or estimate a structural vector autoregression (SVAR), they must ensure a thorough understanding of the underlying economic theory and the implications of these restrictions on the model's interpretation." ] }, { "cell_type": "markdown", "id": "acd5decb-252d-453c-aabf-09c6e5b20bef", "metadata": {}, "source": [ "## Practical Example: Blanchard and Quah (1989)" ] }, { "cell_type": "markdown", "id": "97c2cb33-89b8-4fc5-b40c-e4dc52570f43", "metadata": {}, "source": [ "Let's continue from the previous example. As it was stated before, this model is a replication of the seminal paper titled \"The Dynamic Effects of Aggregate Demand and Supply Disturbances,\" published in the American Economic Review in 1989. In this paper, the authors propose a methodology to decompose fluctuations in output and prices into components attributable to aggregate demand (AD) and aggregate supply (AS) disturbances. They argue that understanding the relative contributions of demand and supply shocks to economic fluctuations is essential for policymakers to formulate effective stabilization policies." ] }, { "cell_type": "markdown", "id": "649754a5-3539-461b-bf1d-bc9a1501dbc5", "metadata": {}, "source": [ "The authors consider $X(t)=(\\Delta Y(t), U(t))^{\\prime}$, where $\\Delta Y$ is the first difference of the $\\log$ of GNP and $U$ the log of the unemployment rate. These are assumed to be stationary, and as such the Wold decomposition guarantees that $X(t)$ can be expressed by an infinite moving-average of the vector of disturbances $e=\\left(e_{d}, e_{s}\\right)^{\\prime}$ :\n", "\n", "$$\n", "X(t)=\\sum_{j=0}^{\\infty} A(j) e(t-j)\n", "$$\n", " \n", "However, directly from the data, we only obtain the moving average representation of the reduced-form VAR - by first estimating the vector autoregressive representation of $X$ and subsequently inverting it - which is given by:\n", " \n", "$$\n", "X(t)=\\sum_{j=0}^{\\infty} C(j) v(t-j)\n", "$$\n", " \n", "where $C(0)=I$ and $\\operatorname{var}(v)=\\Omega$. The two equations imply that $A(j) e(t-j)=C(j) v(t-j)$, and also that $A(0) e(t)=v(t)$, for every $t$. Put together, those entail $A(j) e(t-j)=$ $C(j) A(0) e(t-j)=>A(j)=C(j) A(0)$. Hence, knowing $A(0)$ will allow us to recover both $A(j)$ and $e$. For such, a restriction on the variance-covariance matrix of the structural disturbances needs to be imposed. Since\n", " \n", "$$\n", "\\Omega=A(0) E\\left(e . e^{\\prime}\\right) A(0)^{\\prime}\n", "$$\n", " \n", "the assumption that the demand and supply disturbances are uncorrelated and the normalization of both shocks render\n", "\n", "$$\n", "\\Omega=A(0) A(0)^{\\prime}\n", "$$\n", "\n", ", which given the symmetry of $\\Omega$ means we have only three conditions to identify the four elements of $A(0)$.\n", "\n", "The needed fourth condition results from what defines the supply and demand disturbances. Contrary to the latter, the former has no long-run effect on output. Note that once $X$ is stationary, neither disturbance has a long-run effect on unemployment or the rate of change in output. However, the level of output that results from such $\\Delta Y$ process is such that the long-run effect on $Y$ of the demand and supply disturbances is, respectively, $\\sum_{j=0}^{\\infty} a_{11}(j)$ and $\\sum_{j=0}^{\\infty} a_{12}(j)$.Therefore, imposing that in the long-run output is solely driven by supply shocks, by setting $\\sum_{j=0}^{\\infty} a_{11}(j)=0$, will produce the required fourth condition to identify $e$. Put it differently, as the implied level of output is\n", "\n", "$Y(t)=v^{\\Delta Y}(t)+\\left(I+C_{11}(1)\\right) v^{\\Delta Y}(t-1)+\\ldots+\\left(I+C_{11}(1)+\\ldots+C_{11}(k)\\right) v^{\\Delta Y}(t-k)+\\ldots$\n", "\n", "the long-run effects are given by,\n", "\n", "$$\n", "\\left(\\sum_{j=0}^{\\infty} C_{11}(j)\\right) \\cdot A(0)\n", "$$\n", "\n", "and the fourth condition results from setting the upper left-hand entry of this last matrix equal to zero." ] }, { "cell_type": "code", "execution_count": 18, "id": "24f0614e-7ca5-4094-9681-77bb5ec48e94", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Construction of Matrix X\n", "'''\n", "Downloading and preparing data using DataReader\n", "'''\n", " \n", "#Sample selection\n", "start = '1948Q1' \n", "end = '1987Q3'\n", "\n", "#Data from FRED\n", "gdp = DataReader('GNPC96', 'fred', start=start, end=end) # quarterly frequency\n", "urate = DataReader('UNRATE', 'fred', start=start, end=end) # monthly frequency\n", "\n", "'''\n", "Transforming the data part 1\n", "'''\n", "\n", "#Frequency change for urate\n", "urateq = urate.resample('Q').mean() # Convenience method for frequency conversion and resampling of time series. \n", " # Object must have a datetime-like index \n", "#urateq = urate.groupby(pd.PeriodIndex(urate.index, freq='Q'), axis=0).mean()\n", "\n", "#From YYYYQ format to date format (find it important for matplotlib)\n", "gdp.index = pd.date_range(start,'1987Q4',freq=\"Q\")\n", "urateq.index = pd.date_range(start,'1987Q4',freq=\"Q\")\n", "\n", "#create Data Frame\n", "df = pd.concat((urateq, gdp), axis=1)\n", "df.columns = [\"urate\",\"gdp\"]\n", "df[\"lngdp\"] = np.log(df[\"gdp\"])\n", "df[\"dy\"] = (df[\"lngdp\"] - df[\"lngdp\"].shift(1))*400 #annualized quarterly GDP growth\n", "df = df[1:] # drop first observation\n", "\n", "'''\n", "Transforming the data part 2\n", "'''\n", "\n", "# Detrending as in the paper: Important to make the data covariance stationary\n", "# Productivity Slowdown less apparent than in origal data, upward trend in urate present\n", "\n", "df.loc[:\"1973Q2\",\"dys\"] = signal.detrend(df.loc[:\"1973Q2\",\"dy\"],type=\"constant\")\n", "df.loc[\"1973Q3\":,\"dys\"] = signal.detrend(df.loc[\"1973Q3\":,\"dy\"],type=\"constant\")\n", "df[\"urates\"] = signal.detrend(df[\"urate\"])\n", "\n", "#Setting up the data for VAR\n", "X = df.loc[:,[\"dys\",\"urates\"]].copy()\n", "\n", "'''\n", "VAR with a OLS\n", "'''\n", "XLAG = pd.DataFrame()\n", "num_lags = 8 \n", "for i in range(1,num_lags+1):\n", " XLAG = pd.concat([XLAG,X.shift(i).add_suffix(\"-\"+str(i))],axis=1)\n", "#change names to frames that we modify \n", "X2 = X.iloc[num_lags:,:]\n", "XLAG2 = XLAG.iloc[num_lags:,:]\n", "num_vars = X2.shape[1]\n", "num_obs = XLAG2.shape[0]\n", "\n", "#changing to arrays \n", "X3 = np.array(X2)\n", "XLAG3 = np.array(XLAG2)\n", "\n", "#VAR - standard OLS\n", "Bhat = inv(XLAG3.T@XLAG3)@XLAG3.T@X3" ] }, { "cell_type": "markdown", "id": "78005a46-7465-4d68-a791-f5f04c662bee", "metadata": {}, "source": [ "#### Canonical form\n", "$$X_{t}=B(1)X_{t-1}+B(2)X_{t-2}+...+B(p)X_{t-p}+v_{t}$$\n", "\n", "\n", "$$\\left[\\begin{array}{c}\n", "X_{t}\\\\\n", "X_{t-1}\\\\\n", "...\\\\\n", "X_{t-p}\n", "\\end{array}\\right]=\\left[\\begin{array}{cccc}\n", "B(1) & B(2) & ... & B(p)\\\\\n", "I_{n} & 0 & ... & 0\\\\\n", "0 & I_{n} & ... & 0\\\\\n", "0 & 0 & ... & 0\n", "\\end{array}\\right]\\left[\\begin{array}{c}\n", "X_{t-1}\\\\\n", "X_{t-2}\\\\\n", "...\\\\\n", "X_{t-p-1}\n", "\\end{array}\\right]+...+\\left[\\begin{array}{c}\n", "I_{n}\\\\\n", "0\\\\\n", "0\\\\\n", "0\n", "\\end{array}\\right]v_{t}$$\n", "\n", "$$X_{t}^{c}=B^{c}X_{t-1}^{c}+G^{c}v_{t}$$\n", "\n", "$$X_{t}^{c}=(I-B^{c}L)^{-1}G^{c}v_{t}$$\n", "\n", "You have to work with the first *n* rows" ] }, { "cell_type": "code", "execution_count": 19, "id": "95e1b475-5150-44ec-a459-31d100fb12d4", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Putting problem in canonical form (VAR(8) into VAR(1))\n", "# c_x(t) = c_Bhat*c_x(t-1) + c_G*eta(t)\n", "# c_Bhat = [ Bhat' ; eye((n_lags-1)*n_vars) zeros((n_lags-1)*n_vars,n_vars) ] ;\n", "\n", "c_Bhat = np.vstack((Bhat.T,np.hstack((np.identity((num_lags-1)*num_vars),\n", " np.zeros([(num_lags-1)*num_vars,num_vars]))))) \n", "\n", "#Setting up for LR restriction\n", "c_Mhat = inv(np.identity(c_Bhat.shape[0])-c_Bhat)\n", "Mhat = c_Mhat[:2,:2]" ] }, { "cell_type": "markdown", "id": "3612a40d-dd17-40ad-b9d8-ae23267da1d9", "metadata": { "tags": [] }, "source": [ "#### Identification\n", "Now let us apply our identification restrictions to the covariance matrix of the estimated innovations $v=A(0)\\epsilon$\n", "1. $\\epsilon\\epsilon'=I$ therefore $\\Omega=A(0)A(0)'$, gives us three restrictions\n", "2. $LR_{11}=0$ where $LR=(I+C(1)+C(2)+...)A(0)=(I-C)^{-1}A(0)$, gives us one restriction.\n", "In our code denote $(I-C)^{-1}$ as Mhat" ] }, { "cell_type": "code", "execution_count": 20, "id": "a9b0398f-6372-4de2-8d90-919b7ac91b60", "metadata": { "tags": [] }, "outputs": [], "source": [ "'''\n", "Construct Omega\n", "'''\n", "#Estimated errors\n", "EPS = (X3 - XLAG3@Bhat)\n", "#estimated covariance matrix\n", "Omegahat = EPS.T@EPS/(num_obs - num_lags*num_vars)\n", "\n", "'''\n", "objective function to impose restrictions on the variance covariance matrix\n", "of the estimated reduced form, starts with x0, outputs H,\n", "which it uses again as x0 until convergence\n", "'''\n", "def objective(x0,Mhat,Omegahat,num_vars): \n", " \n", " A0 = np.reshape(x0,[num_vars,num_vars]) #grab starting values, and create a possible matrix A(0)\n", " LR = Mhat@A0 #LR effect given by multiplication of Mhat and A0\n", " H = A0@A0.T - Omegahat #A(0)*A(0).T should be equal to Omegahat, \n", " #as variance of shocks is identity\n", " H[0,1] = LR[0,1] #We add LR restriction: since I guarantee that H=0, then LR[0,1] must be also = 0\n", " H = H.flatten()\n", " return H #each parameter in H must be equal to 0, including LR restriction\n", "\n", "'''\n", "solve the system of equation to find the structural parameters\n", "'''\n", "x0 = ((Omegahat**2)**.25).flatten() #Starting values, flatten is needed for root function below\n", "#returns the values of G, A(0), which guarantee LR restriction = 0,\n", "#as well as the information from variance-covariance matrix\n", "sol = root(objective,x0,args=(Mhat,Omegahat,num_vars)) # Solves F(X) = 0, where both X and 0 can be vectors\n", "A0 = sol.x.reshape([num_vars,num_vars])\n", "#the first shock (supply) should have a positive impact on output (only redefines direction, and changes nothing)\n", "if A0[0,0] < 0: A0[:,0] = -A0[:,0]\n", "#the second shock (demand) should have a positive impact on output (only redefines direction, and changes nothing)\n", "if A0[0,1] < 0: A0[:,1] = -A0[:,1]\n", "#Estimating structural shocks, ETA\n", "F = inv(A0)\n", "ETA = EPS@F.T" ] }, { "cell_type": "markdown", "id": "574f451d-f10d-4ced-941c-381e4bf78028", "metadata": {}, "source": [ "In macroeconometrics, IRFs are essential tools for understanding the dynamic effects of shocks on economic variables within a system. IRFs illustrate how an exogenous shock to one variable propagates through the system and affects other endogenous variables over time. They are particularly useful for examining the response of variables to policy changes, economic shocks, or other exogenous events.\n", "\n", "Once the VAR model is estimated, IRFs can be computed by simulating the response of the endogenous variables to a series of predetermined impulse shocks. These shocks are often represented as innovations to one or more variables in the system, and the resulting responses of the variables are then traced out over several periods." ] }, { "cell_type": "markdown", "id": "780e63d2-dd12-4fa6-aa46-d4a49e14b524", "metadata": {}, "source": [ "We can now compute the IRF\n", "$$\\hat{X}_{t+s}=\\sum_{i=0}^{s-1}C_{i}A(0)e_{t+s-i}$$\n", "define $$\\Psi_{i}=\\left[\\left(C\\right)^{i}A(0)\\right]$$\n", "you want to study $$\\frac{\\partial\\hat{X}_{t+s}}{\\partial e_{t}}=\\Psi_{s}$$" ] }, { "cell_type": "code", "execution_count": 21, "id": "979c6977-f908-436a-89d3-ab322e2314e7", "metadata": { "tags": [] }, "outputs": [], "source": [ "# number of periods for IRFS and VARDEC\n", "num_impulses = 40\n", "\n", "'''IRFs are stored in a 3-dimensional array. Dimension 1 is time. Dimension\n", " 2 is variable, and 3 is shock. So IRF(:,2,1) gives the impulse response\n", " of the second variable to the first shock. IRF_sum gives the integrated\n", " responses (i.e, in levels). IRF_sum(:,1,1) gives the cumulative impulse\n", " response of variable 1 to shock 1.'''\n", " \n", "IRF = np.zeros([num_impulses,num_vars,num_vars])\n", "Temp = np.identity(c_Bhat.shape[0])\n", "\n", "psi = []\n", "for t in range(num_impulses):\n", " psi_t = Temp[:num_vars,:num_vars] \n", " IRF[t,:,:] = psi_t@A0 # store the IRF\n", " Temp = c_Bhat@Temp # computes the exponent of the matrix\n", " #psi.append(psi_t) # stores the matrices Psi (notations as in Hamilton)\n", "\n", "irf = pd.DataFrame({i:IRF[i].flatten() for i in range(num_impulses)}).T #save IRFs into dataframe\n", "irf.columns = [\"s_y\",\"d_y\",\"s_u\",\"d_u\"]\n", "irf_cum = irf.cumsum() #output is expressed cumulatively\n", "\n", "irf_final = pd.concat([irf_cum[\"s_y\"], #supply shock on output\n", " irf_cum[\"d_y\"], #demand shock on output\n", " irf[\"s_u\"], #supply shock on unemployment\n", " irf[\"d_u\"]],axis=1) #demand shock on unemployment" ] }, { "cell_type": "code", "execution_count": 22, "id": "1301b0c1-b894-4ae1-b136-64fd22f8acd6", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the IRFs\n", "\n", "plt.figure(figsize=(16,10))\n", "plt.subplot(221)\n", "plt.plot(irf_cum[\"s_y\"],label='supply shock on output')\n", "plt.legend()\n", "plt.xlabel('period')\n", "plt.title('permanent shock')\n", "plt.grid()\n", "plt.subplot(222)\n", "plt.plot(irf[\"s_u\"],label='supply shock on unemployment')\n", "plt.legend()\n", "plt.xlabel('period')\n", "plt.title('permanent shock')\n", "plt.grid()\n", "plt.subplot(223)\n", "plt.plot(irf_cum[\"s_u\"],label='demand shock on output')\n", "plt.legend()\n", "plt.xlabel('period')\n", "plt.title('transitory shock')\n", "plt.grid()\n", "plt.subplot(224)\n", "plt.plot(irf[\"d_u\"],label='demand shock on unemployment')\n", "plt.legend()\n", "plt.xlabel('period')\n", "plt.title('transitory shock')\n", "plt.grid()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 5 }