diff --git a/Lab_5/Lab_5.ipynb b/Lab_5/Lab_5.ipynb new file mode 100644 index 0000000..acb8f0f --- /dev/null +++ b/Lab_5/Lab_5.ipynb @@ -0,0 +1,288 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Бизнес-цель: Сегментировать клиентов страховой компании для выявления групп с общими характеристиками, чтобы предложить персонализированные тарифы или услуги." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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MCWGKi4sRES699FIGDhwIwMEHH8yff/7Z4gM/LL1Go0ePTnvOiooK8vPzGx+39jwzef/993nppZd48803+eOPP1rs32WXXbjvvvu4++67OeCAA/D7/Y3DgdvDsqyUQBVS31MatOe9scG4ceN46qmnANhhhx145ZVXWi03duxY7rnnHs477zweeughdt11VzbZZJOUMsXFxZSXl3PPPfekHWbY/H2y+TmMMfTt27fFvKTvv/8+7RC4Bulefz6fj4033rhx/7x584D2v/6WxU033UQ0GuWiiy7i3HPP7fDzK7WyacCk1Gp0/fXXN37jes8997DzzjszceJEpk6d2qJsQ+9L04Ciuffee4+DDjqIQYMGMXXqVIqKivB6vTz44INMnz59pTwHx3Ho1q0bjz/+eKv72/pjnsmdd97JpptuSl1dHe+8807jJOrWrk8m//vf/xg3bhyhUIgrr7ySI444otUPfQsXLiQcDrc7ILv22muxLIvzzz+fJUuWpOxr+Fb+vPPOY/jw4a0e33Q+Eix9vg0qKys57LDD2tWWFdG9e3cee+wxwP1w/MADD7Dvvvvy/vvvs+WWW670+pdHaWkpsVgs4+uh4R48+uijrZbzeFbfn8BlvdcXX3wxm2yyCaNHj06bkKO6uppzzz2XY445hqKiIm666SbADRpefPFFDjvsMG6//faU+TIN1+j6669nm222afW8zYPSZ599NiXY/PHHHznjjDPStv2CCy5g+PDh7L333i2SogBMmTKFv/76i1NPPTXtOVbUsr43/utf/2Ls2LHMmzeP6667jqOPPprZs2e3+J057rjj+Oc//8lHH33Eww8/zL/+9a8W52q4xscdd1zawHSrrbZarufVu3dv7r333pRtM2bMaPf8r1WhpKSE66+/nokTJ7YatCu1JtCASanVaNCgQY0/77DDDpxxxhnceeednHDCCey8884pZb/99luMMRm/3X322WfJysri9ddfTxmq9OCDD6aU69OnD47j8O2336b9kNReffr0Yfbs2ey2227tmozc0PPS9NvaH3/8EaDFBPwdd9yR7bffHnCHb33xxRe89tpry9zGoUOHMm3aNKLRKC+88AKnnHJKYzaqpr799tt2D0NbsGABt956K1OmTCE7O7tFwNTwjbfX6213b0LT5wu0yEbWXhtuuCEAP/zwQ4velR9++KFxf4OsrKyUNh500EEUFBRwxx13cPfddy9XG5anPQ3X7Ouvv27znA0ZDjPdrz59+gDQrVu3Duu9a03Xrl0JBoP88MMPLfZ9//33WJZFr169UrYvy73+/PPPefLJJ3nhhRcyrs02adIkqqqquPHGG+nevTvffPMNr7/+Oi+88AK77rorZ511FpMmTeKoo45qTC7TcI1ycnLafY0GDRrUmBQFyJgY5IUXXuDDDz9sddhbgy5duvDoo4/Sv39/dt99d8aPH88bb7zB9ddf3672OI7DL7/8khKANn9Pae97Y4MBAwY09rRsueWWDBo0iFmzZjFixIgWbT/ooIMYP348ixcv5sgjj2xxL7t27Up2djbJZLLd17ih56+BiPDzzz+3CKxCoVCLc86dOzflcdPXX9OeuFgsxq+//tp4fMPvwtdff92hr5crr7yyMZGGUmsqncOkVCdy1VVXUVRUxCmnnEIikWjcnkgkePbZZ9lxxx0zDkGybRtjDMlksnHbb7/91iL17SGHHIJlWVx++eUt5idIs1S8bTnyyCNJJpNcccUVLfYlEokWaWsXLFiQktmvsrKSRx55hG222SZjbwG4H4yWZzHfXXfdFdu2CYVC3HXXXcyZM6fFt7Lz58/ngw8+SDt8q7nJkyfTvXv3tN+Kd+vWjT333JO7776bv//+u8X+pumfO9r2229Pt27duOuuu1KGHr366qt89913KdkSWxOLxUgkEinHror2dO3alUGDBvHAAw+0GLrV/PfyySefxOfzsfvuu6etd/jw4eTk5HD11VcTj8db7O+oe2DbNsOGDePFF19MGTK1aNEipk+fzu67775Cw/8uvPBCdtttNw466KC0Zb7++mtuu+02Jk+eTFFREZZlNX7psuuuuwJuprTs7OyUIVEDBw6kT58+3HDDDa0Og1uRa5RMJrnooosYNWpUm1/MnHLKKfh8Pu677z6GDBmyzMOF77jjjsafRYQ77rgDr9fLPvvsA7T/vbE1DQFQutfDiSeeyJdffskRRxzR6vuzbdscdthhPPvss61+GdDaNX7kkUdS5m4+88wz/P333y0CtvYYMmQIPp+P2267LeV1dP/991NRUdH4+ttuu+3YaKONuOWWW1q8by/r34UGv/32G9OmTeOyyy5brux+SnUW2sOkVCeSnZ3N7bffzqGHHsqNN97IBRdcwOzZs7nkkkv48ssveemllzIev//++3PTTTex7777MmrUKBYvXsydd95J3759+fLLLxvL9e3bl4svvpgrrriCPfbYg0MPPRS/38/HH39Mz549mTJlSrvbPHjwYMaPH8+UKVOYO3cuw4YNw+v18tNPPzFjxgxuvfVWDj/88Mbym266KSeddBIff/wx3bt354EHHmDRokWtftP74YcfUlJS0jgk78033+S8885rd9taM3z48MZhNAceeCBFRUVMmzaNKVOmEAwG006ob+6NN97g8ccfx+fzpS1z5513svvuu7Plllsybtw4Nt54YxYtWsSHH37In3/+yRdffLFCzyUdr9fLtddey9ixYxk8eDDHHHNMYxrv3r17c84556SUr6mpSRmS9+ijjxKNRpc57XlHtOe2225j9913Z7vttuOUU05ho4024rfffmPmzJmNCQomTZrEE088wYUXXpgxEMnJyWHatGkcf/zxbLfddhx99NF07dqVP/74g5kzZ7LbbrulfNBeEVdeeSWzZs1i99135/TTT8fj8XD33XdTV1fHddddt0LnfuONN1qsidTc6aefTv/+/TnzzDPTlgmHw9x8880ceeSRjBs3jr333hvLsrjvvvsYMWIE/fv3Z+zYsay33nr89ddfvP322+Tk5LT5vpPOn3/+ic/na5GooLn777+f559/nrfffrvV+ZttycrK4rXXXmP06NHstNNOvPrqq8ycOZOLLrqocUhwe98b7733XubMmcN2221HTk4O3377Lffeey9FRUWNwVdz++67L8XFxRm/zLrmmmt4++232WmnnRg3bhxbbLEFpaWlfPbZZ8yePbvF3MqCggJ23313xo4dy6JFi7jlllvo27cv48aNW+br07VrVyZOnMjkyZPZd999Oeigg/jhhx+YOnUqO+ywA8cddxzgzgWbNm0aBx54INtssw1jx46lqKiI77//vrG3clm9++679OvXj7Fjxy7zsUp1KqspO59S67S2UuYefPDBEgwG5ZdffpEzzzxTBg0aJK+99lqLcq2lFb///vtlk002Eb/fL5tvvrk8+OCDrZYTEXnggQdk2223Fb/fL/n5+TJ48GCZNWtWi3KZ0oo3uOeee2TgwIESCAQkOztbttxyS/nnP/8pCxYsaCyz4YYbyv777y+vv/66bLXVVo1tnDFjRqvXp+Gfz+eTvn37yqWXXip1dXUisnxpxRuUlJRI165dZeTIkSIisuOOO8oRRxwh33//fYvj06UV32abbVJS7TakGm6aWllEZN68eXLCCSdIjx49xOv1ynrrrScHHHCAPPPMMy3O2VFpxRs89dRTjfe3oKBAjj32WPnzzz9TyjSkZW74Fw6HZbvttpNHH3007XmbHtuetOLL0h4RNwX1yJEjJS8vT7KysmSzzTaTSy65REREnnjiCRkwYIDceuutLVIdp/s9ffvtt2X48OGSm5srWVlZ0qdPHxkzZox88sknGZ/fst6Xzz77TIYPHy7hcFiCwaDstdde8p///Ge5z9nwuj344IMzPs+HH35YjDHywQcfpJRL97ofOnSobL755o2vJRE37fihhx4qXbp0Eb/fLxtuuKEceeSR8uabb7Y4X3vTigNy1llntfr8G1Je//TTTxIKhWTixIntuk7NNfwOzps3T4YNGybBYFC6d+8ukyZNarFkQnveG999913ZY489JC8vT/x+v/Tu3VvGjRuXkga94bXeNG14U+n2L1q0SM444wzp1auXeL1e6dGjh+yzzz5yzz33NJZpuLdPPPGETJw4Ubp16yaBQED233//Fqn225tWvMEdd9whm2++uXi9XunevbucdtppLdKHi4i8//77MnToUMnOzpZQKCRbbbWV3H777a0+17benwB5/vnnU7a3tpSBUp2dEVnOflallFpGvXv3ZsCAAbz88suruylKqbXAmDFjeOaZZ5Ypq15n9s4777DXXnsxY8aMlJ55pdTqpXOYlFJKKaWUUioNDZiUUkoppZRSKg0NmJRSSimllFIqDZ3DpJRSSimllFJpaA+TUkoppZRSSqWhAZNSSimllFJKpbFOLVzrOA4LFiwgOzsbY8zqbo5SSimllFJqNRERqqqq6NmzJ5aVvh9pnQqYFixYQK9evVZ3M5RSSimllFKdxPz581l//fXT7l+nAqbs7GzAvSg5OTkrrZ54PM4bb7zBsGHD8Hq9K60etez03nReem86L703nZfem85L703npfem81rV96ayspJevXo1xgjprFMBU8MwvJycnJUeMAWDQXJycvSF2Mnovem89N50XnpvOi+9N52X3pvOS+9N57W67k1bU3U06YNSSimllFJKpaEBk1JKKaWUUkqloQGTUkoppZRSSqWxTs1hUkoppZRSak0hIiQSCZLJ5OpuyioRj8fxeDxEo9EOec62bePxeFZ4OSENmJRSSimllOpkYrEYf//9N5FIZHU3ZZUREXr06MH8+fM7bM3UYDBIUVERPp9vuc+hAZNSSimllFKdiOM4/Prrr9i2Tc+ePfH5fB0WQHRmjuNQXV1NOBzOuJBse4gIsViM4uJifv31VzbZZJPlPqcGTEoppZRSSnUisVgMx3Ho1asXwWBwdTdnlXEch1gsRlZW1goHTACBQACv18vvv//eeN7loUkflFJKKaWU6oQ6ImhY13XENdS7oJRSSimllFJprDEB07Rp09hqq63IyckhJyeHXXbZhVdffXV1N0sppZRSSim1FltjAqb111+fa665hk8//ZRPPvmEvffem4MPPphvvvlmdTdNKaWUUkoptZZaYwKmAw88kP32249NNtmETTfdlKuuuopwOMxHH320upumlFJKKaXUKjNmzBgOOeSQlG3FxcUMGDCAnXbaiYqKitXTsLXUGpklL5lMMmPGDGpqathll13Slqurq6Ourq7xcWVlJeAuihWPx1da+xrOvTLrUMtH703ntS7fG8eJYaQCMIgp6HSTfNfle9PZ6b3pvPTedF5rwr2Jx+OICI7j4DhOi/0i0rgf3GBpyJAhBAIBXnvtNbKzs1s9rrMTkcb/O6r9juMgIsTjcWzbTtnX3t8BIw0tWwN89dVX7LLLLkSjUcLhMNOnT2e//fZLW/6yyy5j8uTJLbZPnz59nUrRqJRSSiml1hwej4cePXrQq1evVhdcPf3006moqODxxx9nyZIlHHTQQfh8Pl544QVyc3NTyj3xxBMpx5566qlMmTIFgDvvvJPHH3+c33//nby8PPbdd18mT55MOBxuLP/RRx9x5ZVX8tlnn+Hz+Rg4cCD3338/F110UYtzNzjmmGOYOnUqjuNwyy238PDDD7N48WL69OnD+eefz8EHHwzA+++/z4EHHsiTTz7J5Zdfzrx589hyyy259dZb2WKLLQD3c/vEiRP5/fffW9Tz1VdfMWjQIL744gs22GCDVtsSi8WYP38+CxcuJJFIpOyLRCKMGjWKiooKcnJyWj0e1rAeps0224y5c+dSUVHBM888w+jRo3n33XcbL2hzEydO5Nxzz218XFlZSa9evRg2bFjGi7Ki4vE4s2bNYujQoXi93pVWj1p2em86r3Xt3jhOHSbxPVJ+BkizVdyt7pj8+zCe9VZP45pZ1+7NmkTvTeel96bzWhPuTTQaZf78+YTD4VbXDvJ6vXg8HuLxOIcddhh+v59Zs2aRn5+fUs7j8TB8+HAeeOABAA4//HB8Pl/j5+BgMMjtt9/ORhttxC+//MKECRO46qqruPPOOwGYO3cuhxxyCGPHjuX222/H4/HwzjvvEAwGufPOO7nhhhsAOPvsswG45ZZbAHf9o5ycHK6++mpmzJjBXXfdxSabbMKcOXMYP348G2ywAYMHD27swJg8eTI333wz3bt358ILL+TYY4/l+++/x+v1kpWVhTGm1c/uoVAIgHA4nPazfTQaJRAIMGjQoBbXsmH0WVvWqIDJ5/PRt29fAAYOHMjHH3/Mrbfeyt13391qeb/fj9/vb7Hd6/WukhfIqqpHLTu9N53XunJvJFmGlI8Hu6qVvX9AzbmY/GkYu/sqb1s668q9WRPpvem89N50Xp353iSTSYwxWJbV6jBtYwzl5eUMGzaMb7/9loEDB5KXl9eibCKRIDs7m549ewLuZ+mG8wKcc845jWU33nhjrrzySk499VSmTZsGwA033MD222/f+Bhgyy23bPy5IUBrCHwa6gF3asyUKVOYPXt24xSavn378p///Id7772Xvfbaq7EdkyZNYvjw4TiOw7Rp0+jfvz8vvvgiRx55ZGOZ1q5D033phrNbloUxptX73d7737kGyi8jx3FS5igppdQaI/YhSGvBUr3E15n3K6WUWqfNmTMHx3GYO3cuP//8M9ddd12LMpWVlY29MK2ZPXs2++yzD+uttx7Z2dkcf/zxLFmyhEjEHfkwd+5c9tlnn+Vq388//0wkEmHo0KGEw+HGf4888gjz5s1LKds0J0F+fj6bbbYZ3333XeO2ioqKxl6kTTbZhPPOO2+VzkFbY3qYJk6cyIgRI9hggw2oqqpi+vTpvPPOO7z++uuru2lKKbXMJPZZ24XiP4Cn78pvjFJKqTXOxhtvzJtvvklhYSFTp07luOOOY//992errbZqLLNgwYKUx0399ttvHHDAAZx22mlcddVVFBQU8P7773PSSScRi8UIBoMEAoHlbl91dTUAM2fOZL31UoeYtzYCLJPs7Gw+++wzRIRvv/2W0aNH06NHD4YMGbLc7VsWa0wP0+LFiznhhBPYbLPN2Gefffj44495/fXXGTp06OpumlJKLTsrrx1lctsuo5RSap205ZZbUlhYCMARRxzBoYceygknnEAsFgOgpqaG7777jm233bbV4z/99FMcx+HGG29k5513ZtNNN2XBggUpZbbaaivefPPN5WrfFltsgd/v548//qBv374p/3r16pVStukyQeXl5fz444/069evcZtlWfTt25dNNtmEgw8+mKFDhzJ37tzlatfyWGN6mO6///7V3QSllOowJjASqZmWoUAYPJutugYppZRao915550MGDCAyZMnc/zxx/PPf/6TvLw8RowY0Wr5vn37Eo/Huf322znwwAP54IMPuOuuu1LKTJw4kS233JLTTz+dU089FZ/Px9tvv80RRxzRGKylk52dzXnnncc555yD4zjsvvvuVFRU8MEHH5CTk8Po0aMby15++eV06dKFrl27cuGFF1JYWNhinaloNNrYw/T+++9z1llnLd+FWg5rTA+TUkqtVUwYskZm2P1/CLr8gVJKqfYpKCjg3nvv5dprr+W0004jkUgwe/bslBThTW299dbcdNNNXHvttQwYMIDHH3+8Md14g0033ZQ33niDL774gh133JFddtmFF198EY+nfX0uV1xxBZdccglTpkyhX79+7LvvvsycOZONNtoopdw111zDWWedxQ477MDixYt58cUXU9KpV1RUEAgECIVCHHDAAYwcOTIlE/bKtsb0MCml1NrE2IWQfT5i94LIIyDl7g57fUz4HPDtimWnn6irlFJq3fXQQw+1un3//fdvsdZQU++8807K43POOSclUx7A8ccfn/J48ODBfPDBB8vVHmMMZ511Vpu9Qbvvvjtff/01juNQWVmZkiJ8zJgxjBkzptXjttlmG1bFkrIaMCml1Gpi7EIkdBImeGT9Wkw2GB9iCrCszpnqVimllFrXaMCklFKrkWUFgNQsRGb1NEUppZRSrdCASSmllFJKKbXK7bnnnqtkSN2K0qQPSimllFJKKZWGBkxKKaWUUkoplYYGTEoppZRSSimVhs5hUkqp5eQkyzHUgcTA+AAfxs5f3c1SSimlVAfSgEkppZaDJBdC1Y1I9BUgDnjAvw9kX4BYPbAsfXtVSiml1gb6F10ppZaRJIuR0lGQ/LPJ1gTUvY7EP8F0eQ4oWl3NU0oppVQH0jlMSim1DBwnikSeaBYsNS2wBKm+CydZtWobppRSSnWAZCJJ2aIKyhdXULaogmQiubqbtNppwKSUUsvASDnUPpu5UPRFDLWrpD1KKaVUR6koruT5217hjB0v5MiicZyx44U8f9srVBRXrtR677zzTnr37k0wGGTIkCH873//W6n1LSsNmJRSapkYkPLMRSQCdP6F+JRSSqkGFcWVTBxxFXef9wjF80sQEYrnl3D3eY9w0X5XUb6SgqannnqKc889l0mTJvHJJ58wYMAARowYweLFi1dKfctDAyallFpWnk0y77d7dVhVTrISSS5GYl8g8a+R5GIcR3uvlFJKdZxkIsmsR9/lp89+aXX/j5/+wuzH5uAknQ6v+6abbmLcuHGMHTuWLbbYgptuuolgMMgDDzzQ4XUtLw2YlFJqGRi7OyZ4cuYywTGIKVzhuiRZAjW3IsVDkNIjkCWHIiX7YyKPIcklK3x+pZRSCqBySTXP3fpKxjLP3zqTipKO7WWKxWJ8+umnDBkypHGbZVnss88+fPjhhx1a14rQgEkppZaVbwcIjgOre8t9/r0gawSWZa9QFZIsRiovh8ijQLTJjgqk+nokMh0nWbFCdSillFIAxkDx/JKMZYrnL8EY06H1lpSUkEwm6d499e9p9+7dWbhwYYfWtSI0rbhSSi0DSS4GiWJ8O0HW3mCCSO1LkPgOExwD3i0w9or3LiFVUPda+v0192KCR614PUoppdZ5ItC1V2HGoKlrry6IrJvzc7WHSSml2kmSC5Dyc5CSIUj5yUjpMUjpGIx3c0zutZiswRi7a8fUVfvvNkpEIf5lh9SllFJq3ZbTJcyhZ+2XsczIs/YntzCnQ+stLCzEtm0WLVqUsn3RokX06NGjQ+taERowKaVUO7iL1R4P8Y+b7ShDKs6D+FwcpwPXqpCatss4kY6rTyml1DrL9tgMPX4wmw7cuNX9mw7cmKHHD8KyOzZ08Pl8DBw4kDfffLNxm+M4vPXWW+yyyy4dWteK0IBJKaXao24OJOen3S1V12Mk8/jvZWF87fhD4evfYfUppZRat+V2zeGqVy5m/I2j6bZBIcYYum1QyPgbR3P1qxd3eO9Sg3PPPZd7772Xhx9+mO+++45zzz2Xmpoaxo4du1LqWx46h0kppdogyRIk2sYQueTvIPGOq9Q7AKxu4KRZh8K7HZjsjqtPKaXUOi+vaw6H/mM/9hm1O8YYRITcwpwO71lq6qijjqK4uJhLL72UhQsXsuWWW/LKK6+0SASxOmnApJRSbXJAYu0ol+iwGsUUYPIfREqPAylL3Wn3xuTdjLG7dVh9SimlFIBlW+R3z1uldU6YMIEJEybgOA6VlZXk5Kyc3qzlpQGTUkq1QUwO+HaE+KfpC5kcMMEOq9OyPDj0xhS+BHXvIHXvADYmcBB4t+mw5BJKKaWUykwDJqWUaoNlZSHBo5GaB4C61gsFj0EIszwrVDhOFCMVgAEEMXlYlh/L8gLdcLIOB/9wwMLYOgxPKaWUWpU06YNSSrWDmBxM/r1gAi13+odhgmOw7GXvYZJkMdRMQ0oOQop3R5YcCpH7keTSBBKWZWHZuVgaLCmllFKrnPYwKaXWKY5Th3FKARCT2+4gx7JCON6tMIWzIDobic8FKwcTOBKsfIzdZZnb4qYqPwGS85o0sBiqb0Gib0L+3UCyvq1dsSz9jksppZRa1TRgUkqtExwnhpEyqH0aic4GEuDbFQmNRkw+lhVKLZ+swlAL8a/BWQLefhirqxu4hEYhzuGAB7OcQYzjRKHmkdRgqanEV1D7HBL/EhLzMKFxiH/wcgVmSimllFp+GjAppdZ6juNgkr8jpaNAKpbuSPyERJ7EFNyP49kSy3KH20lyCSb6GlJ9Q+oCsvbGmPypOPTCsnwr1CYjFUjt0xnLSO0MTPb5SPkEpPJCCBwB4bM14YNSSim1Cun4DqXUWs9IMVJ+Rmqw1KgOKTsNI1WAG1wR+y9SNTk1WAJI/oIsOcbtqeoIbZ0nuRCsvKWPa2eA03GL4yqllFKqbRowKaXWfsnFkPwt/X6pgthHQH1wVX1LhrJlUPsijtMBi9RahZn32+tDMjVAkpqHcJI1aQ5QSimlVEfTgEkptfZL/NBmEYl/Xf9DInNwBUjd6xgpXaEmicmD4KiMZUzwSCT6QupGZ5E7t0oppZRSq4QGTEqptZ/VdqIEYzXMC3LaPp8kQWTFmmT5MYGjwdO/9QLeHcC7FdTNSd1u90LouAVylVJKqaYSjkNJpIYlkQglkRoSTjv+Lq7lNGBSSq39vP3BhDMUsCCwv/uj8YHVPfP5/IMR40Wi77r/kouQ5LLPazJ2ISb/Xkz2RLA3BPxg98FkT8Rkn4uUT6B5AGeCJyzXek9KKaVUW0prIzw09zMOefJxdrxvGoc8+TgPzf2M0trISqtzzpw5HHjggfTs2RPbtpk5c+ZKq2t5acCklFrrSLLMDWKibyHRNxExmOyL0x8QPAnIco81+ZjQuPRlTQATOAhKhiPl49x/xXsj1TenLDbbXsYuRALHYQoexXR9E5N/PxL7Cik91k1nntLO8WDlL3MdSimlVFtKayOMeeFZrn7/XRZUVyHAguoqrn7/Xca++NxKC5pqamrYeuutufPOO1fK+TuCphVXSq1VJFmCVN8Otc8ADYkZbMi7A5N3t5sqPPFT/eb1MKHx4B+KsQsAsCwfkrU/JP+EyMNAk6F3JheTd7t7fqlsUmscap9EpAayJ2LsNpI5NGNZXqAHAI6TwORcgNR0g+hLbqY+T39M+HTwbK7rMCmllOpwCcfhue++5evixa3u/2rxIp7//lvGbL0ddgcvoj5ixAhGjBjRoefsaBowKaXWGpJcglTfCLXPNtuTRMpPg9AZmPz73TlICBgvYgrqA5aljN0FQuMhNAZqZyJOGca7Ffi2RSonQd1brTcg+jKEz1mh52BZHqA7Ev4HJjQGMIClay8ppZRaacqjtTw097OMZR6c+xkHb9aPwmAoY7m1kQZMSqm1SB3UPp9+d82dEDgY4+nduMk02e04SZAoGD9WfU+OBI7BmAQkFkB0VvpgyS3t7vecsELPAsCygqDJHZRSSq0CBsOC6qqMZf6uqsKk/NVcd2jApJRae9T9hzaz3EVfh/D4lE1uwoYaiMyA5B9gFSHBo8EE3DWZap8D364Y33Ztt0Hqlrf1Siml1GohCD3D2RmDpqLsbIQVyxC7ptKkD0qptUiszRLSLKCR5BKofQ4p3gdqpkF0JkTuQ0qGIJFHML4dgSQkfgTvtm03wb/rcrZdKaWUWj3ysgKM2Sbzl4Jjt9mO/KzAKmpR56IBk1Jq7eHdoc0ixj8odUPyF6T6WmjtW7Oau+vPOxCcRSAR8PRLf3JPP7B0rpFSSqk1i8eyOLTfFmzZrfVlNbbs1p2Rm2/R4Qkf1hTr5rNWSq2drFzwZviGzLMJ2D0bH0qyGKnOnMZUah7GBI9xf666HpN7Ndh9Wha0N8bk34Wxuy1X05VSSqnVqSAQ5MGDD+XiPQbTMzsbA/TMzubiPQbz4MGHUhBYOfNqq6urmTt3LnPnzgXg999/Z+7cufzxxx8rpb7loXOYlFJrDWN3g7xbkbJTIPFd6k67Nyb/nmYBjQPxzzOfNPE12L3dn5O/IuXnYXImgZQjde+79WaNAM8mGiwppZRaoxUEgozZejsO3qwfBoMg5GcFVmrP0ieffMJee+3V+Pjiiy/m4osvZvTo0Tz00EMrrd5loQGTUmqtYuzukH8fJH9HamcCDiZreH1A03y4nAB+oDbDGT1gsgAfEIPkPKTsBPBsBrl3ums5WfZKejZKKaXUqmVb1ipNHb7nnnsi4g6LdxyHyspKcnJysDrR8D8NmJRSnZqTLMc0SeaQrhdHkosafnLXVvJtj/Ftj+M4mDRvukIIsvaF2ifTNyBrGCQXY7o8jVTfBXWvNR5tLB8iESB72Z+YUkoppdYIGjAppTolx4lgnBKovh2Jvg7UgXcbCJ0O3gHu4rKAJEsg9gFS8wAkfwOrCyZwJBI4DGN3zfgNlWVnI6HxSPRlkOpWSvgxwbFI+T9AKjB5dyDEIPkHJvdapHQcJvs8HAZi2eGVcRmUUkoptZppwKSU6pRM8lekdBRIk+Fy8c+R8nEQPhMCowBBKi+FutlLyyT/RKpvgtoXoeDhNucVidUFU/AEUnE+JL5fusPug8n5FxJ5BJy/3bLlZ2G6/Nsd7ldxBcgSN5CSRUj1dAQw/j3coE3nMymllFJrBQ2YlFKdjiQXuQGMpJlbVH07ZB0JiS9Tg6WmkvOQ6ruQ8P9h2enHYltWFlibufOepAriP4DdDZwKN4Ne/JMmDauC+Kfg6YsJnwbeTaHuf8iSUSBlbpHqG8C7FeTd6c6nUkoppdQaTQMmpVTnI1WQ+DlzmeRvSM2DmctEn8eExwMhHCeKceqDGhPGslPnHRm7G1L7BVJ9PTiVbhtaa1rsY4j9F2pnAB7IGo4puB8pOx2chW6h+JdI2WmgacaVUkqpNZ4GTEqpzqcxgUMGxoLkn5nLSA2QRJILoeYxpG42kADfrkjoJMR0SZ17ZAUh+Vcb9YbdRWzBPVd0JpKcj8mdgpSNBau7myjC5CISxbT9TJRSSinViWnApJTqfOwebZcRAbv70l6dVmUBBinZP7XHqPYPpPZZTP7dOGY7LKt+MT7PJm5A1GoCCJfJGoaUnZq6Mf4lSDUm906wspHoS5CcD5EIEjwWTAhjF7T9nJRSSinV6XSeBOdKKdXAhMGzaeYyno0wweMzlwkcjNS+lGZ4XRwpPxPTJDgSgpjw/6U/X9b+7lDB+vlKTUn0VUSi7hpNtTOg7h2IPICU7APRfyPJ0sxtVUoppVSnpAGTUqrTMXZ3TO51YIKtFwifCzjg2xV8O7ZexirChE6FmvvTVyQ1UPefpYfYYcja163b6tmkQdkQGocJHIXUvojJ/hcm9yZM9kXg6V9/rggkf2m9mqqr2x4+qJRSSqlOSYfkKaU6JbE3wnR5CamZBvEfMIHDwDcQTBZIAqm6ATybYnJvgdoX6tN/L3R7pwKHYUInQ+ybVnuDUupJfIvhkMbHxu6C498f49u1PktfEkwYqXkYiGOCRyC1MyD5N9jrY0IngglBYh6S+Dp9PTVTwb5ah+YppZTq1EQS4FQs3WDlYsy6HTKs289eKdVpWVYArF5I6FyMFCNV10HVZEDA6oEJHgve/lD7ChI8FhM4sPFYIQwkwGr7Lc5YLVN/W5YXWJrdTpLlmMABSPXN7lC7Bsn5SOxD8A/F5FwCxbemryj+JUhd209cKaWUWk0kWQrRF9wvCZ2F7t/b0Ggk65CV9oXflClTeO655/j+++8JBALssMMO3HDDDfTr12+l1Lc8dEieUqpTM84fyJLDIfYBIO5GZyFSfSNS+xTYhRipcofxNfwjCtFnweS5w+nSsiCwX5ttEJPtBjxNg6Wm6mZB3RzwbZ/hiQTQlHlKKaU6K0mWImUnIVXX1C/YLuD8jVRdg5SdvNLm4r777rucccYZfPTRR7z++uvE43H23XdfampqVkp9y0MDJqVUpyXJRUjlpUC89QLRV8HKc9dNSjmw0n2Dr30ck/3P9BWETgP8bbbDSAlSc1/mtkYexQSOSF8g6yDE6HA8pZRSnY9IAqIvQOKb1gskvoboi4gkO7zu1157jTFjxtC/f3+23nprpk6dyh9//MGnn37a4XUtLw2YlFKdl0Qh8WMbRV5EzNKgx3Ei9fONgNrnwSnD5N0BngFLD7J7Y3JvxASPw9gFOE6dG5wlFyLJxTjJ5ln1DCR/z9zWxDywi1rfZxVigsdgWW0HZ0oppdQq51Qs/duZhjtML/O84I5QWel+CVpQ0Hm+ZNQ5TEqpzqt5z1FrkqWYJgGTkRokOa/xsVTfBN6BbnIGz4bu+k1OCWJvhmV3QZIlEHkCqZ0OzhI3M1/WQUj4dMR0w7IsQMDkglS00oB6VgFYXdx06E2DPN+OmJyrEVOgI/KUUkp1Xs7f7di/cv+SOY7DxIkT2W233RgwYEDbB6wiGjAppToVSS5CLBtEEHtD3CFzGZIlePq66yc1HI/PDV6ain+KVKR27ZvCt5FkCVJ+GsS/aNKACNQ+idS9jenyNFCEkA2BQyHyYPp2BA5BamdiwmeCZ3NwSsHuBvgwdlcNlppxkjUYahECWHZodTdHKaWUVZQ5aLKKaJxLvJJMmDCB7777jvfff3+l1rOs1pgheVOmTGGHHXYgOzubbt26ccghh/DDDz+s7mYppTqIJEvc/ysuQpaMRMpPxkRfwHSdDd76tZZMLgSOgtAZEBhVP9RtlLt+Uj3Lzm17QVvPlogJukkcmgZLTTmLkOrbcZKVWHbQ7aGyerRe1u6FydoPau5Cys8ELIxvW4y9HsbuumwXYjWT5OL6oYl/I4lFK+H8JUj8R6i+Gqk4z/0//kPj/VdKKbUaWLmY0OiMRUxoNFj5K60JEyZMYObMmbz00kusv/76K62e5bHGBExNM2jMmjWLeDzOsGHDOlUGDaXU8pFkMVJ9u/sg/rnbO5P4Gam6Eik7GZN3AyY8CZN/LxgfJL4FHEz+/bSatMHeEPx7pqnNh8mdjJE4Enk8c8NqX3Yz7gFiumK6PAVZhwC++gJ+CByKybsNqbgQiLrbzJo3V0mSZUjdR0j5GUjxIKR4MFJ+ChKd3WGZkSS5BKm5G1lyANTOgNh/oHYGsuRApOYuJLmkQ+pRSim1bIzxuH/fPGmGwXkGQOBgjLE7vG4RYcKECTz//PPMnj2bDTfcsMPrWFFrzJC81157LeXxQw89RLdu3fj0008ZNGjQamqVUqpDJH6A6EvATq3uk5r7IGsklI5M2SW1T0LwBAidhrG7NG43dlfIuRqpfRoij7pzkzDg2xWTfSFirY+RSnCK64+wwD/IHUqHA7H/1vc8RQE3I5A7l6kICZ+NCR63tA11s5HSE5cukBs4EMG/Rg3Bc5I1mNgcpOL81B2J75Dy0yEwEeiAybfxTyGSZlJx5BHw7Qj2sBWvRyml1DIzdgHk3+dmw6t52B2eZxW5PUuBgzHNh7t3kDPOOIPp06fz4osvkp2dzaJFi4hEIuTn5xMIBFZKnctqjQmYmquocCdfZ8qgUVdXR13d0rkPDVk34vE48XiaNMUdoOHcK7MOtXz03qx8jhPDSBkIiAli2ZnWQQJJLEKqHiKRdHtlGv5PUfUyxjsaSbSyr/IpjNkR8W6PIeKek2wsOxfHOxqTczBu0GMBHgxdwAFJCiIbg7WFO+8o/gkS/QywMVnHQtY/kaqbMbE4UnsDGAvjH+bOj4r9iFRObtYQP3g2x/gnYJwgSWfN+R2TZAVSOgWk9Z6xRPndwMQVet1IcjFS/gC0dg8blD+AyeuPsbulL6NS6Hta56X3pvNaE+5NPB5HRHAcB8dxVl3FJg8Cx2OyDsRN8CCIyQMsZCW1Y9q0aQDsueeeKdvvv/9+xowZs8LndxwHESEej2PbqT1k7f0dMCKycmdvrQSO43DQQQdRXl6ecVLYZZddxuTJzT/UwPTp0wkGgyuziUoppZRSSi0Xj8dDjx496NWrFz6fr+0DVFqxWIz58+ezcOFCEolEyr5IJMKoUaOoqKggJycn7TnWyIDptNNO49VXX+X999/POCmstR6mXr16UVJSkvGirKh4PM6sWbMYOnQoXq93pdWjlp3em5VHEn8gZSe6849S2JjcaxDvjq32NkliIVJ5AYnoj8yeewlDtrkCj908K54XU/hvpPxsTM4lSOWVkPgesoZjsvZByi+mxeK2JojJuxvxbIplLb3XjuNgpNQdBmj3RMrGtdLmhmq3xWRfAs6fgOP2Kjll4B+Myb4EwYeRGjA2xi5c1kvWaUjkaXdl9zQSST+z516yQq8bSS5GlhwGkmHeqQlhujy3xiXKWJ30Pa3z0nvTea0J9yYajTJ//nx69+5NVlbW6m7OKiMiVFVVkZ2djTEdM7g9Go3y22+/0atXrxbXsrKyksLCwjYDpjVuSN6ECRN4+eWXmTNnTpsZNPx+P35/y+EfXq93lbxAVlU9atnpvelYklyM1JwP1t+tp5Kp+T9M17cwdivX3NsL4UiIXwKAx67D62kWMGUNxZjfEL6EmrMxBbcgpUdicscgpceDp7UP4XVQ8w9Ml2cah3g5yRge8zdSOgbsrpjgMUi6NgPIRxifjZReBp5emMK7IP4Z+AYCJWDCYLIwdvf2XahOSrL6IrUZUrfXW5HXjWPlQHgY1D6ZvlBgJHizsVr7PVEZ6Xta56X3pvPqzPcmmUxijMGyrPo5tOuGhuGHDc+9I1iWhTGm1fvd3vu/xtyBphk03nrrLTbaaKPV3SSlVAOphsTXGQrEIToz/W7fbuDduvV9VhdM+Byk6nr3cfIvd2HYwCiIf525x8JZCMk/3CYmSzCywA2wnAXg6YPEvsz8vADi34J3W3AqwPIjsTlu2vMlI5GSoUjZiUjsU5xkOxbZ7aw8G4GVIegzK75OkmVnY8KngknzDZ7JwYRPbXPOm1JKKbWqrTEB0xlnnMFjjz3G9OnTyc7OZuHChSxcuJDa2trV3TSlVOL3NotI/DscJ9bqPmN3xeTWB0SNazz4IetQTMEMpPp+SHy39Fx174BvIJL4rR1tm4eTqECqrq1PWV6/tpDEwLQj+44JgkQxuVcjZae4azfRZOJr4iek9HiMM7/tc3VSYvIweXekuR5eTN51HVRPF3cxYO/2zarYHtPlacSsucMalVJKrb3WmCF56TJoPPjggx2SQUMptQKsLu0oU0imt5yGOUCmYDrGAxgLif/oBinJn5uVdkDqMHa3ttccNwGMVCAmH4n9b+n22IeYvDuQyP0Zj8W7BRgL6j6CZLqgKIFUXg15t6yR828sy4fj2QTT5RWk5n6oewtwwL87JjQeSeQAczqgHj9YG0PeLUACnHKw8gAPxu6GARwnjpElgA04iMlzj1NKqXXQGphqoNPpiGu4xgRM+gujVCdm93CHdDX03rTCBI/CtGs8soUs2T/jUDvj3xfx7Q4mDlU3AIk0BbPB7o3UPgjegRD/79J9zhI3APLvA3Vvtn58cDwS+wLj3xOJZJh7AxD/OH071gCWFQQriIT/DxMeB4AQxNi5WNKxqXcb04bbPVO2S7IEE30ZiTzq3hurKwSORIKjOlUg6iYOKYb6cF1Mt3VqjoFSauVrmFsTiUQ6zVpEa6pIxF1yZEXmq60xAZNSqvMSk4vJuRwpP42U4WoNAke5CRLacy4CEDgGIve1XiBwDPh3gJoHEKsbJnwmUn1zq0VN9gVI7eOQrMQENgdPEVL71NK6Kq/A5N+DWN2h9jnchWoBk+/Ot/ENQpYcCLlTQCLtaHyyXc9xWTjJKgy1ILVgvIC9UpNMWHYIcOcsrcrFdyVZgpSfVR941nOKoeZOJPoaFDzcKdZnkmQJpu6d+qDuL7B7YoLHI/691uhMiUqpzsW2bfLy8li8eDEAwWCww7LGdWaO4xCLxYhGoyv8RZSIEIlEWLx4MXl5eS3WYFoWGjAppVaYZflxvNtiCh5Dqq6D+Nz6HT0xoZMhawTGbsewPcCyw5jQSYhTCtHnUndmHYkJHIQU74sb3BjIuQKTez1S88DSeU7ebTGhU91kBb7tMVKHVE7ChMeDZ8DSBBVShZSdBMETMF2edIMiEwIrF6n7EJYcCCSQxC/g7Q/JXzI0vKA+oOk4kiyB6juQ6PNuwATg6Q85lyB2Hyw7t0PrW10cx8HUvZ0aLDWVnIfUPIiEz3R7wlYTSZYgFWdD06GdiUqk8mLw7gB5t2rQpJTqMD169ABoDJrWBSJCbW0tgUCgwwLEvLy8xmu5vDRgUkp1CMvOA3t7yLsdd6iSA9iIKUhZB6k9jN0Fss+D8ASIvopINca3I3g2QUpG0NgThCCV/wLfzm6PkL2hOwwv+TtYXZHaJzFZ+yGlJwJ1SMVfmPw7kKqbIFa/6LVE3N4qSWJCJ+GutzSpfphefW9Z3TvuWlLRlyHdrKnAcW7yhGV6pulJshgpP9MNwrL2c9tZ9z4kvkFKj8UUPOpe77WAkWK3xyaT2hmY0BgkWQq1ryBOOca3HXi3qp/ntHIXdnScJCb6amqw1FT8Y4i+jBM4dpl/35VSqjXGGIqKiujWrRvxeMcOje6s4vE4c+bMYdCgQR2S8t3r9a5Qz1IDDZiUUsvFceowUglYKb1HzYeLLW8A0fhNfXgc4kTc1OVSi8m/D6mbBZFnQcrcMrGPkNhH7nH5j4EJu+s0ZV+MVN0C1K8x5CxAyk7DhCdA+Gy3R8rKB+827iK0dp5bLudy4F/ukCsTqk9q4cXkXOkGaM2DJv/emOAxmA5MTiDJBZiciyH2BZL4EewNMfknQXwuUnUdUnkF5N2D8azZa0C5BJIL2ihS6fYIluxP49yhCG7a+fz7cOiDZa28xR3doO7hzE2MPIrJ2hdYsW8ylVKqKdu2O+RD/5rAtm0SiQRZWVmdao0sDZiUUsvESdZgqIDI00jsYzBZ7oKjvp1WysR8SRZD5FE36YKUu5nrsg7AFDyAVFwKia9SD0j+hcTnAn7wbgeV/2r2BBYhlZe4gZC9AXi3wHi2wpil848aA0C7qP45V2GcBQgG0+UZpPYlSPwMVgEmeLw7j6WdQw7bw0mWupn9ys5KSX4hNXdB4Eg3u1/56azJSSZasNeDRIa1rEwOOGW0CFadJW5a98JXgZUXMIGVIUtiveR81qDVOpRSSrWTBkxKqXZznBpM4gs31TdL11SS2Htg94GCBzH2sn+7LslFSKJu6c9WFsYudIellY2DxLdNCtdC7Qyk7j1M/jSkdKwbSAF4NgPvVhhvP8jaF0wWJvfa+vlNPzSrtGbpnKfYu0jd25B9iRsUGQ9CGMsOukOxkt+59RBHTBiy9sP4BiJONVL3X0zwsGV+zpkYqUXKTqfpNW5U+zTYvdxheo1DE9dsYrq5iRMqL0pfKHAYUvtymhNUQ+2LOMGxK3E4nANWt4yZIN3U+ZrRVSml1jb6VZhSqt2M1CBlp9LqB/nkPKTiEjdRQTs5Ti0S/wEpP8NNJQ5IyQik4jycxGKIzkwNllIOXuj2OgUOdR/7BrmZ+iovQpYchJSNRkr2RiJPYHImg29w6+fxbIok/4S6t5DSozFSjpQcAjXT3IxosgSpmAjUjx+Xaqh9Gqm+FSL3Q80NGVOgLyvHiSCRx2n1GteTyKOYwBHufK21gGVZ4N8TfDu1XsDugwkcCNF/pz2H1L2DaQicVwIx+RA8MnOhwFGIyVtpbVBKKbV6aMCklGoXx3Eg+goZezVic8j0Qb854yxGSo+G+JfNzvMhJjkPqZ2R+QTRlzBZ+7lpwLPPQcpOhvjnqWXic5GycZjss8Hkt2xD8EiofcF94CxyU1j794DI3W7yB4m1ORRLIk+716cDGKcCYv/JXMhZ7GbyY+UmOliVjF2Iyb0Zk32Jm7wDy13bK/wPTMHDSPn/ZQ5Mzcod329ZfkzgaPD0bb2A3QcTHKWL7Cql1FpIAyalVPtIBGkejLQsBIk/2ne6ZJm7flLzD8FWd0zBdDfRQlu9VRIBuwuEz6yf41SVplyV22vTbOicCZ/tBmtNh1lFZ2Ky9nZ/rpvlJhuw2kis4CxkWQLFjIwB047R0ibbzUy4FjF2IRIYhSl4FNN1DqbLDAiOA6TNdbCMfwRiOm4eWevt64rJfxiCJ4OpT+luciB4Eqbg4U61uK5SSqmOowGTUqp9jK99Q8Cs9i1QC3GIzmpZTd6NSNUUiH8Bng3aqKsAkqUY/z4QrZ/fYm8M3m3A6plaNvoqxj8CPP0g6yA3LbfxI1XXp5Zzqt3EEvUk8ow7XCwTe+MOy9AmpgvGv28b9fXp8DWfOgvLsjF2D4zdDWP3wLL8iClwMxumPagbZA1Z4UUO28PYXSE8AVP4shvUFc6E8JmdYlFdpZRSK4cmfVBKtYtl+ZDAUUjt0xkKdXP/tYvQOC/I3gBwv7GX6BsQ/9JN8x08Fqn4Iv0pAkcgtdMxodPAPwwTPBqSf4NT4iZGMFlIzTSIfeQmi7AL3UVxEz8j5ee1PoHf2w8SvzVpZoWbTCItGxMc2c7n3DbL8iKBgyDygPs8WmGyz0NMYYet+dTZWZYX8Q/BhCuR6ttJGRbq2QSTN3WVXg938dylC+iuK/dBKaXWVRowKaXaz+4BvkH1c5VaMtkXIia3/R8gg+MwWcPA+RsTq08pXfsi2ED8E/BcDP7hUPd6y2O9W2H8Q5HS45DACRj/YKRs/NKMeQBWT0zu1YhVAMk/If6zm5q65q60TTLB45DqW5Y+9m4D/n2Qmnvc4XnNy+dchhDo0A/NYgowBU+4C9cmvm9aGSZ7Ini3XSW9KZ2JsbvgBI7EBA5256k5FeAd4K7DZHfXoEUppdRKowGTUqrdjN0Vcq911wOqnbF0XondC5N9AXi3X4ZJ716MZyOk7CSQSiThB650e3TqSeRZTGg8+PdEap+C5B9gdcMERoJ3a6R8Ang2wlCLVJxDyzV6FiDlp2EKHofEfKRmKibncvCPgLpXWzYpdDI45ZD4sX5DFmQNQ0wepvAlpOYhiL4KUge+gZjwGWD17PC5RJblAWtDyL/XDQwSP7kL7Ho2QUwQywp1aH1rCsuunzdkD1+9DVFKKbVO0YBJKbWMEpjQOAidjEgSgwPGi5hCLKt9mcqcZDUm/lmadXe8gLsmE3VvQdY+SO3TmMBh7nA/qXTX46m6FnAw4X8gVTeSdv0bqXXnIYUnYOz1wKnAhM+E4GFI7XOQXAyeDdzzx79HKi+tP9DnrvNkwvVBYBESOgsTHOMmZsCHsQuW4botO2N3B7s7eDddum2l1rh8HCeOkSX1jywE/9LgRimllFrDacCklGoXSS6B+GdI9V2Q+BpMELIOgPBpiMlrV7DkJMsxUoJxqlsmW2iQNQQSL9QfsMDNomeykMpLWi/v2wEyLXgKUPemuzBq6eEAmIInkZp7wbstxrcH4h0I8U+Rulng3RK8O2BCxyDkpvTmWHbq3BWFu1ZV9GW3981ZAHghawQSPhuxumqabaWUUms8DZiUUm2SZIk7hyfyUJONNVD7FBJ9FdPlKbD6tDjOSVZhqK2f++PD4CBVN2LCp0Py11brMsHjoHoOOKVuNRWXYPLvQWqnQ+3LNCaKMPmY8Hgw7flAnqjvFapvevU9mJyrkPLTkMRPgEF8u2D8g8Dug3i3wdj5kFyMxH5A6uYAXkxgXzC5mj66niSL3UC27q0mW+MQ/TdS966bFtzqvbqap5RSSnUIDZiUUm1zylKDpaakEqm4GPJuS0mtLMkSqLnbXXy26Vyn8D+A9OnJpepGTMG9SM2DEH0dpAwp/wcm5zIIn+MuImsCgB9J/I6RWvBsAYlv07fftwskFwAW+PfChCcgVddgwue56bnj37mBl38wmBCWnY8k/0JKT4bkvKVtq7nNTXqROwUxofpsaSuPJMuAOoh9BhIF33ZgQp0nYEv81CxYakIqkMorIfcajF24atullFJKdSANmJRSGTlOBCKPZC4U/4zGnh/qex4qJrbMppecj1Scj8m9GbKOhGgrKcrjnyFlp2FypkD2BW46cKcUqf03VJzvrgeF100y4RuIVN/rBkDlp6dpnI0JnQ6SxHR9G7Ah/i3G2w+cxeDdFrFKMJ6N3Sx0dj6SXIyUnth6L1hsDlJ5BSY4CvH0XWnBgCSXINV3Qu2TQGLpDt/OkHu9O79pNZJkKZIuiG4Qew9IrormdBgnWYEhCvGv3CDVuyWYgK6zpJRS67B1Ky+tUmqZGal1U3K3xSlb+nNyUdrU4wBSdTUmNCbDuSrAuxkkFyElw5HSo6F2uju0zykB52+k4hyMUwyx98EqwoTPp8V3QCaAybsNMT73OSSLkYopiGdz8B8A3oFADGPlue1qSKmQmJd2yCAAdW+AlYNUXIIkizNdleXiJCvcOVa1j5ESLAHEPkLKxiPJxR1e7zKRGLT53MXNKLiGkOQSqLkXKd4HKT8dqTgXKRmKVJyHJFtZs0sppdQ6QXuYlFpHuPOJIu4HWOMD7HYN7RITAHv9tiuw8t16nFh9r0imxhS7w/SCx0Pk0dR9JoTJvwGw6xcpTZP9DkGqb8MExyClh0HeNEzX2RCdhSQXYDx9wb8HEvsaQwJJfAUJBxM6yk1O4JQ265WyMAVPg53nJn/I/AQg/g04f7qpzjt4iJwhikQeS18g8a07NHE19nqIyXIXB058k6GUt51zzFY/J1kFkccgck/LnbGPkLKTIf+BzjMcUiml1CqjPUxKrQMkWQzV1yPFQ5GSIUjxIKT8LCT+PY5TnfFYywpigidkrsC7HW46cNyeB6lqu1HOAox3AKbgGQiNh8BhAJj8e5HEL4ADsf9kPkfdB+DfyS1bPh4p3g9xysDuhSR+RIr3xhiPuwBszT1QcxdSdoI758qzWX0PU2ODkOobEKcKd+XcNhjbPSbyGE4y8zVcZokfgVjGIlL7bxzH6dh6l4Fl52FCJ2culDUU8K2S9qwoQy1EHkxfIPEDJH5edQ1SSinVaWjApNRaTpLFSNkp9b0+0aU74p8gS47AJP9q+yRWPgTHtr7P5GByr146x8MEMd5t2zihAXt9d0hb2Un1Q/7cuS4S/TfG6uZm4WsPkwW+PeofRKBmKlRdDpGHIXw+2D0wuddjCh7FdHkREz4LpBwpO8mdB9VU7COQOkzWAW1U6gVPP0j85q7rRAcPO5NE22VIkL73bRWxe0LguDT71sdkX+BmG+xAkixFkguR6DtI3ftIcjFOsqLtA9uS/H1pcpJ0dUdfdHtQlVJKrVM0YFJqbRf7MMOwqTqk6so25+EYuxATOgWTNxW8WwEWmBAEjsYU/hux1mssa1kWZI0AstKf0LcHxOYCMZAKiM6E2hfq61q/fv7SYvAPyvzc/IMhWYUJn4vJu909r6efW3+X1zC+bZCKi5ElhyClxyBLDkcSP2Py7wOMOx/Ks1mzk8bBLgLPlunrDRwKde+4ZT2bIyacuZ3Lyrs5bfVyGf+Qdi8UvLIYuxATPgOTdx94dwCT6w7TC5+FKXgSYxd1aH2SLEGqrkaK90LKT0HKTkSK94GaqW5WxhU6eTuCVEkAq69XTyml1Oqhc5iUWotJcjESaWM+Uey/tCeTmbG7gD3EzRqGAQQhiLGzMc3Kiglj8u9ye7aaDy2z+2Cyz0HKWs9qJ77dkYoLMNkXY0Ljkbp30rTPxoTGQ+JLpPIi8O3h9hjFP0NMCEMEKT2Optn73DWCZiLx7zG51yG1L4B3gDvcCsCzKWC5vWX5U5GK891epyZ1EjgEEzig/rlZmOAoTIcvzup3g77oy63vttcDb/8OrnP5uL8Xg8Dbj8ZeQpPf4dfEzbx4EcTebbanDiIPIhKH8JnL36Pl2Qj3T2L6wMn498JYGb4IUEoptVbSgEmptZk49YvGtlUu3naZek3TWTcPlBpYVgjHszWm6ywk8izE/wtkYbJGgGcjpPz/wPm79fOL4yaDsLKRZCkm7y6k4jy3J6qxUC4m90rE7gGVk91tsfcgeTxS8xAmfCZSOYXUYKmJ5DyIfwGePpD4aulpQ6c1Pj9jd4fcG92hgXXvgbHAuy3E/uMGSxLF5FxdH5x1LGMXQPZFiFNRn5q7CbsXJv/BDktz7Ti1GKnEHd5nIQSw7PTrZKVv89JkCB19PQD3/rcIlpqofRLCp6xABX7IOgCiL7S+2+oKvh1X4PxKKaXWVBowKbUWExNwe00SP6YvZEL1WfM6liEC8Xlg5WMCx4JnQzBhZMmBrc8VaZg3JCUY7+buYq04CJY7hC75OyT/dofL2RsikQchMh0THu8mdQA3a17uFHdh2/jHGdsn0ZcxOVcikYcBA6HT3QVumz4HuyvQFTF5EP8UqbwGpByyDsSETkRMAZadt4JXqnXGLoTca8ApR6Iz3blV/kHg6dNhwZIki6HmYaT2afd5mRBkHYKET13t6zw1J7Uz2yiRgNgnEGhr/lnrjJ0P2f9EnNKWKfGtHpiChxDTZeUEg0oppTo1DZiUWotZdi4SGoekG9oFEDgUIdyhHwQluRApO7Exq1hjaoKsQzFdXkCqb4Po67jzhTbCBE/EWDsCXyLVUxHzG9g9MbnXIyUjEOLuXCOrCzhLlg6hAwifC1aR22OV+BqpvhGTc3U7GlkN+CBrJCZ4COB3e3ZaYew8HLMXxjsAxHF7leyclf7h2dhdwe6K8Z7d4eeWZImbcCPxfZONNVD7OBJ7Bwqe7FxBU3vWc5IVS8jgBqlT3CC19kUgivHtDt4tEFPozs9TSim1ztGASam1ndUdEz4Pqb6h5T7v1pjQqRg71GHVSXKxO4SutRTM0eeQxE+Y/KmQfT4kl4CzEKxuSMWNwFCIzwVPHVg5EP+MxmF1TYOkpvVFX3PnI5Ud726I/c8Nqkxu6jC+5jwDEKsAK7v1uVTNuR+W64frteuIzstx4pjov1ODpaaSfyE19yGhs7E68HdjRRj/HkjkvsyFfG1lZ2xHPY1B6nmp21f4zEoppdZU+nWZUms5YxdA4DBMl5cg6xDwbAG+XTF5t2PypnX8QpwScYOWdBJfuUPrkouQ0kPdBVrj30Jd8/kpdjt7DKLu4qhN1lSS2hca13VKx4ROxrJz2nH+tY+RJW0nA6l9FkMHry+1Ijx9wN4g/X7fTu6QQqWUUqqDacCk1DrA2F0w3s0g+2JM3l2Y3BswWcPdIUgdSJKLQRKY3GvAtzstvpc32Zj8B92U4c4id1PgSKT28ZYnS86vz7yWmfHugNQ8hgmfQ+PiudEXMIEDW8xJWtqMS8Dq2OfeHp1qDR8ncyp5d8hi52Hsbpj8B9wMgc15+rm/0x00t0sppZRqSofkKbUOsexcIDdlmyTLcIe9uTON0s1bkeSihp/cdOJEIfErkHS//XeWIFXXQuInsLphAodB+HSk/GxwFrvnzrsViTwCdR9iukx3T+fp4y4A26LCGoh/A77B6bOj2euB3Q3q/g3ZEzCFsyDxnbsWUPIvTOgMCJ6AJEswvgGAD0wQSfyCSZdBr4NJcglIrZtYIbkQ8WwMgYPrs9HlrZI2tGTc3prEd+mLWB3c89gBjGcDKHga4l8hdbMADybrIPD07vieUqWUUqqeBkxKrWMksQiIIzgYHKTqZqibBSTcRV9Dp4JvR3d9HdzkAMQ+QGoecIOQvNsh9qGbXU5q68/qcTPHhc92U24nvkWqvgXvdpj8e935TPb6YLJwF2SNQ/xL8O3tDqOyugBLWra1+nZM/t1IZZlbvimrCJN7K1J1OWCBU4mUn+lm1Iv/gFSeC57NMbnXQ90HSPU1bhBm8tyFZ719V9YlXtr+5BI3QKyZtnQbQPWtmOxLkax9l3/doBVg7O4QGotU/DN9oeCxiMnrdHN33DlGeyO+we7j1bx4r1JKqbWfBkxKrSOcZBUmOQ+pnAQmgAmfVb/4apPsY4nvkIqzIHgShMa7+6TazWSXOwWSZUjsf1BzV7OzJyD6PCJlmJx/uQu+gpu0oe5dxKmBykn1PU+HQugUpPJ6TP6NiNS6AUzs3lYaXYyUne4miZCkOzeJOMa/B3i3RJLVmJzL3TlRid/A+RupugoTOgVMGJN7DVJ+uju8r4GUQ+QBJPYh5N/f4cMSU8Q+SQmWlkoiVZPcrHurIWAC3CGT/j2h7p2W+7zbYAJHroQFeTuOpYGSUkqpVUTnMCnViUiyGEnMR2pfQaKzkeQinGR5h5zbOH8gpcdC4jtM6GSk6gpSgqWmkr+CLEEqznfTepcejiw5Aok+i8ka4q7t1Jq6d9yeJGtpem6JPIbx7+QGXslfkOobkMrLIe8qpOY+TN377oK29kZpWm4BXsRaHxMchQmdBp6+kPgTInchSw5z12Ty9ISsgyD2Idg93XTptc+mBktNJb6D6Es4zsoZmieJRUjN1Mxlau5wh+ytBsYuxORcjcm9Gbxbgcl3e+RyrsTkTV25gaRSSim1BtEeJqU6CTcd90XNFs30QfB4JHTSCn2AlWQxUnkVEK8fApffetpvAKsnJnQ6suRwdwhbozhEX0biX7pzkZYc6W7z7Yzx7QzYSOJ7pG4OeHeEutfcw5zFYJplo0t8iwEk8hTi6YXxbIrJvQr4pT7TWZ27+GzWAZjgKABM4nOk6kZIzqtvZ3dM8HjIOwApPxMpHYMpuB9J/AROOSZrf3edoUzXJfKEG6zRY1kuZ/sYMs8RAoh9CqtoLlVrjF0Igf3Btz0Nc9jEdNP1hpRSSqkmNGBSqhOQZDFSdpqbcjtFDCL3I9hIaFx90oblkYT4J+6PJttdpygNEzwGqbmnWbDU9FR/uCnAgye4wUbiGyT6JhDH+HaArAOQ6FtLAyYTcp9HU1bX+oCtzv0/8TPEI0A3TN4dGK8PcJC6WUj8Nwy1SOVFqedwFrlrSwWOxeRcjlRORKpudYMokwUm2Hamt7Yyxa0Qg9s75mQo0jmGvDVN9NHZ5iwppZRSq5sGTEp1Bsn5rQRLTUQewYROWP7zS6LJzxVgZUi/7N8Vqm/NfLralzD5dyFlJ6YMeZPYh1BzPyZvGuLfC+rehsBIpO6/mOyJ4N0SN3irXzDVKgITQKpvAv8p7jnqZiGx3+vnOx0BdiFSsn/6xtQ+DqHXMQXTkarr3TpMDhjjBmaZgiJ7A1ZeiGCDf7B7DdLxD0fI1iBFKaWU6sR03IVSq5njOPXJDDKJQuLH5a/EeN3scOBmtkv+BZ7+GQ5IZNgHSBUkF7Q+P0hqkPIJmPAEd3hf8ASMb3sk9iFSOhYpOxXBC94tMTmXYMKnumszNcx7kgh4Ngdjg1MBiXlt9hRJ7YtI7YuY7AsQk41Y3RGTD8HjMh5ngmPSplFfUcbuggmfS+PaUC0KhDHhk7Hs1bPYqpOsRpKLkORCd66cE10t7VBKKaU6Ow2YlFrthDYDFABZ/rkuYnKhfi4QgNTcg8n5lzs8rzmnCqw2ggjPZpD4PkOFlRD/EVMwHeI/ImUn1Gdjq8OEz8OQREoORMpPRyr+6SaViL7iHhv/CmqmQt0csAvdwKzNJ1gJEkPKT8cYGxN7GyMVbg+Vd+vWj/HvCf492j53Go7j4DjJzM2yemIKHnLXhWrKs4nbI2YKWj1uZZPkIqi+ESnZFykehJQcBDV3uSnklVJKKZVCAyalVjPLsjH+vdoqBd4tVqCOLEzwOPANcjckvkOqp2EKHoXAKLd3x4TAtytidcUER2c8nwmdgtTOyFhG4l+4c68qzqUhoQD+YWC8boY+KU89IObOsTLZk8DT100sUXl1y2CjtfZ4+rq9XU4pRN9EIk8iJQdCcjEmbxom54r6Xqt88GyJyb3RzRC3HIk0JFmMxL6C6iuh6hI3o2FycavZ9iw7G/FsgymYjunyAibvbkyXmZj8BzDezbGsrGWuf0VJchFSerQ7lLFhnpqUQc1UpOwUDZqUUkqpZnQOk1KdgXdrsHqAs7DlPv8wTPh0SC5AYnPB0xusPMR0XaZsZsYuhNwpkPwdiTwKThlS+zKExmJCJ9YnILAxdiFi5UPsvxB7t+WJQqeBVZg+y15jhbmY5G9Ik4QPJjjKzQSYifMnJucqpGISeDcFKxc8m0DipzT1hN15S5WTAZDYO+7j2LtI2ShM4WtI1hEY/+CGA5Z7GJ4kS5CKcyD2v6Xbap8Bqwsm/xEcemNZqUPw3Mfdwe6+QkFvR3CS1VB9lzskszWJryH6Kk5glK5zpJRSStXTHialVhJJLnLXVIp9iiR+c4dBpStrCjEFj4DVM3VH6GRM4ECkbBxSehRScSay5ECkbCwmOQ8nUYLjZMjC1oTjJN11kCouA3tDjG93t4dhyWFIyRCk6gYaeoKMXYjJvRqT/xD493LX6ck6CNPlJTcLnRV2A5UMTPAQpL7XyGW7vVhO5iF2UjsTccowuZeDyXNTf+deB1aXVkr7Mbk3ItV3N7bdTeJQ/7NEkMgTQAxj96j/t7zBUilSdXVKsNTIWYKUHY+RsuU696piqIHoCxnLSGQ6ZqVmD1RKKaXWLNrDpFQHc5wYxpmPVFwI8S+W7vBsDrlTEHsjLCuYcoxlWThsgOnyNMS/Q2LvgrUhxrcVUnoMLVJTJ35GSo9x5wjVvoNk7YmYbIyUgoCYMJadOj/JSAlS8S9I/g41PzaGF2DAtytY2YgkGjO2Gbsr2F3B0w9BMMTBKXfnLtnrYQoeQyomtr7WkH84ODXgadqjYtGuuVr+nTHEkCVHNJaXxC+Y/Aeg7l2kbrY7n8u3MyZwMFLzENS9sfTZ+PdEoq8tPV/dHEzgGLcHb4XEIPpq+t1OqbtobuDgFaxnZZL06eIbOMWaW1wppZRqQgMmpTqYkSXIkqPd9N1NJb5HlhyDKfw3WL1bHOcOr+sGdjdM1mB3+Ff5P0i7jo9UIrXPuem3nVKIPoXUzQRJgm8XJDQGkTqMlQ34wKl1g6Wm/Hthwv+A2OdI/CuouQcJHglW18b5PSJgnF/c4Kjp8Z7+mNzrkOq7oG5m/ZMPQ+B4CBwIJDHeTaDwdXBK3AVtTZbby5ThQ7vx7YaUH0xKcBX/2F1IN2soJjQBTBCJvoyUHpt6LqsHeAdA5aSmVzZtXcsk8QvQRpKHujmIf/hqmZvUPsadx5XSE+YH/y7ufUn+DRJLe7RSSim1LtKASakO5CRroOb+lsFSoyhSfQtkT8LY+W2cLbF0sdm0RX7HZI9ESo9LTaJQ+ytSOwOTdwNS8yY4ZZicyWD3geQ8t4x/CCZ4HFJ6gpsmvJ7UPu4mh8i9EghgZDFSOhpoltQg8Q1Sejym8EVIngjUuQGT8SGRx5Da5+uDGQO+XTDZ5yMmB3KuhYoJaZ+SRGfSek9UHKKvINFZmMKZUPtsaps8m2Dy7kDKz0s5ymQNRayCFe80Mb52lum8c3+EAASPhpppgO2mfvfvBXVz3GGQvp3dYBu/djIppZRS9TRgUqoDGaqWpsdOJzoLsi9ux9nanptkgscg5We3zDgHQBypuNBNX73kMKTsJEzutUjpkYAHE57QsoemQWwOUn0nJnhi/dymNCnNpRypeQQ8/aByIqbgIaTyWoh/2bQQxP6DlI5yh9VhIPcGpCI1sMHUr0cUz7CAb/3zwqnCdHkG4p+BEwFvf3d9KUmkLgBs8iAwEstqR7DTFnuDtnvHsg7FWGnWXeoEjEQga1+k7gNMaAyS+B6WHErD75qAuz5U3l049F9ta0QppZRSnYkmfVCqQxn3g3tGcdoTDIEN9kbpd1td3OQLDT1GrZFaN123b2dI/uouAuvbsb5X4f3M81lqXwArCLH3Mjcz+grGu4Wb6S/xW7NgKbUtUn07yGLw9MN0eQmCYyAwEpNzGSb/YbecCbZ+fFMGZMlRSO0LSOxdpOICpPy01Gtvb4ApeNxdwLYDCCFM6NT0BTxbgmfDDqlrpTEepOY+yL0GpA5q7qHF76JUI2UndvoEFkoppdSqoj1MSnUoyw0cYv9JX8SzOU0yLqQlpismNB6pvHDpuf2DMFkj3AVnpdbtXWnrPIl5YBe5P0dnYvz7IlYXJPp8G0fW4Ta0reCuDoyNyRqORF/MXDT2IWSfj9TcC/bG7oKz9laIbzAS+RgwmKzhUPN6+nPYG0GyGIimJtWw1wcrxx166OkHdhFiumBZHfM2Z9khJHC4O0cscg9Iw7U34N8Tk3MFxu7WIXWtLMYuhKx9wfkLqZmWoWQMiTyIhM7VXiallFLrPO1hUqoDGbsrJnR65jKh8RhP26mtLcsC/2AIngz2+piCJzC+XZCah5DKyUjt00ASk3c7kCHJgFUATrX7s0TBPwSsENCOYWriuPOeMvFuB2Lc1ONOeVsndAOO+JcYTw+ofQ6qJ8OSA9zFZwGsfPdcrTKY7HPcdaSa7wmdgpgiTPAYjG8bjN29w4KlxjrsLhA8HlP4Bib/QXdR3K5vYXKu6vTBUiPvNmB1heQfmcvVfYChcpU0SSmllOrMtIdJqY7m6YMJn4tU39RyX/AEd3hcPXdtJnHTZBsfQgDLzmncb+wuEDoJQmOQslMg8e3Sc8UWIbH/QtYhmLzr6jPqNWcwWUOQ0vrhbr6dkJr7gZib8CHxkztUr36f8Q0C40ecaox/N8SJYMKnIBUXpH26JnQqkvwLvJuDZzNI/Jj+2pig+3xN0B0S1nghapDoq8CmSMWlmK63IJHpUPsSNCx8a2+EyfkXEvsKYh80OakNobHg3wvL9qevu4O46dqzYU0JkJoxdleEOPh2xARGuT1zAMk/kdrpS9eZMp03eYVSSim1KmnApFQHM3YXJHAkJms/d9HU5O9gF2GCx4LJwdhdcJwKTHJh/UKoH9YfGIbA4UhonLsGUj0hADW3pQZLTUVfAP+e7jC05msiBY+H2Ef1c5WCmMChbka82H+R+JeY7AvAykMIYhJfuAkrTB4m+x9I2amQnA+Fr0JwNEQeblaxhcme5KY1twrddYiCxyPRl9JfnKyDkOirmKwRSN27qfti/wE2BWcxUj4R8qe6i+RKNZgAJIuRuk8xWXuDpzcS/xZj5YB/d0iWom9ny8KDCYxCau5e+jvj6YcJjQP/cKTqCvAPRUy+ZstTSinVIWpiMapjMZLiYBuLgNdDjr+zLsORSj9hKLUSGLsAKEDCZ7vD4EwA0yRTm0n+Xb8wa9NelmqIPITEv4S82xuDJkMVUjsjY31S+7Sb0a7yfHeD3QsTHA12d6T8HCCAKfw3EnkKIvfTsJ6QAFg9MXm3uD08sQ8xebch5ec3rrkkJSMxBQ9C8Bgk8jQ4i8DeGBM8DHHiGGqg7hPw7wCxryF0BtTc2bKRnv6Y4BFIxUWQOwVa9MA1WUo3dCKSXICUnQD4cdOM17c5MhWT/zhIDHFKMcm/wbul2xun2uQkKzDRWUjV5NQdie+QinMx2RdC8BRM8GhMp11PSiml1JpkcU01d3/6Mc98+zVVsRhZHg8Hb7o5/9hpV7qHQvVrUXZeGjAptRJZlh/3A/9SklyEVF5OSrDUVPwzN5mBPaR+QzJlnaRWJX4Fbz9Ml+fcnioMUvc+RF/DZE9E/HtB9HU3WUFzzgKkbDym4EGkbLw7hyjxdZMCEaT0KLB6QfhUMNuBZ3Ok9CxIfoFgIHQ6pu4/SNVVmOyLoOBJd55R4kcwuZjAweDpi9Q8hsm9Aan4Jy0WgfXtCoDJmQQkME5xfQjV7DrZ64HdHRMYDol5SPUdmPypma+PamSoQ6quSbtfqm7BdH0DceLAYsQUrrrGKaWUWusU19Rw/PPP8FPpksZt0USCp779mjl//M6zRx5Dj3D2amxh2zRgUmqVc9pckFYij9f3mnTHfZl6SbsWEoBVCPEvkMr69Z3s9cA3GKzuiG8XN/iI3J+hwjKoew+yDoX4162XceZDw/lD48HbB7J2xPj3qQ/SEpC1n/th3OoK4TPcNNzGB04lGB8meBRSfWfLoYMmhAkeDXyO1L2PSL67hlJzJr8+4Dof4p83aX/6p6aaqfuQtME6AFGomwO1zyJOJSb3WhzpvYoap5RSam0STyZ5/vtvU4Klpv6uruLuTz/m/3bZjbBv5c9DXl4aMCm1qkmGwKeBU+4uwgqAz00FnWFukAkcmrpgbvIvqJ3u7vMPcgMapyRzs2LvYQJHAR435Xfyl/SF7Q0xWQe5qafLxropzq3umOCRUPAoUn46VF5cH8f465M8VGLyH4LEz5A1AuPpBySR+HeY4LFIzTNAH0zWUExgK8CAFURi7lwn4xsMgQOQiktTgyXPZmA6d1f+yiLJYncoZ907IAL+PcDKzZyxz1nU9omdxWByIPk5UnocJve5DmuzUkqpdUdJJMKTX6dZn7Hes999w6kDd9SASSnVhGkYppfhW37PJojJwgDGzoPwmUjsAzexQnPerdwMdVWXt1JXGKxsN5V3e3j6QeJ7TPhM8GzgznmqfTq1jNUd49vJHabnlABZ7kK4JozU/Qdi/8Pk3oyUja4/oM7NiGevD54NMQX3Q+3L7vPBiwkc5G73J4BSpPoOJJaLCR4HgYMx3u3cdYMkXh9ExgFDQ7eSCZ9V3xO3bpFkiTsfLNYkeUb1NeDdAfJuTh80eTdr++R2b3Aa1sKK1q/ZNGgFW6yUUmpdYwyU1GZeM7I6FkM6+VARDZiUWsUELwQOhNpn0pYxoROR6mlI4GCw10fIxuTfj9Q8CNHXgJg7ZC14DCZrGFJ2Gq2OSwudhNS+4C4GaxVm7GUyvsFI9S1Q90b9hjAmfBZk/wupuh5824HxYwLHuOWcckz4XLdXo+5dxCnD+HYAb38kWQHegRD/dOm5cq9B6j6B5LyUpBASexfsXhC6BSiF5J8Qn4dUfAZZB2Oy/wmxvyD2PtS9g/EPheyJSO0rGO9G7kLB6xhJFiOVl6QGSw3iHyPlZ0Hera0HTZ5+9WtztRJ8g7vPLoLED0u3Rd9GAyallFLLo3duHl8XL067v3sojOnkOVnXzXEsSq1Gll2ACZ8Nns1b3W/C/+cOs6p9BCk9zA1gjMftJbI3xhRMxxTOxuRPo/E7D6t5hjgvBMdgAiMh8gQSeR4TPDF9o0w++HeDujeXbpNqpOoqN9Dq8pI7tM+zDXg2hejr7lwipxxZcpgbQEUeRiovRUpHY0wSwue4i94GT8IUPO6u/1T5T0zWULd9TSXnI1XXpW6zN8CExiClxyEV50F0JtS9jlRNRsrGYAIjEGsDQHCcaFuXfe0iEah7K/3++KfglLV+qMnB5N1J82QkrixM7nVuuvHUEy5vS5VSSq3DeoSzOWm77TOWOWHrbcnP6txZWTVgUmo1MHY3TP79mJzr3J4YT1/I2h/T5XnwbY+UntBYViovw1CLeDbFBA9z11VKLnATH9TcjpSfhwmfiil4FJM9EZMzGdPlGYyVhzhRTP4DmODhkDUUQhNo0bFsr4/Jn4ZUXUuLzHWAVN+CSf7m7q+5BZwl4B/s9lBEHgCc5gcgZWdg7CJM+HSQKqT0aKh7G0hA3fvg26XlRYnPrb844fr/zkIqJy9dWLcpZwlSNg5jkkjJgZjEVzjJmvZd/LVBw9pdGUjd7Fa3W1YW4tkcU/gqBI51e/fsXhA4BtNlOlL7kjsnqinvgA5otFJKqXXRbr02YPjGfVvdt0PP9Thii/74PJ170Nsyta62tpZPP/2UgoICtthii5R90WiUp59+mhNOOCHN0UqppozdFYKHgG8HkHIkuQSpmASJ5pMjk1D7ElZ4HJCFExzr9jBkHQY1t0JyHlJ+ppuZzt4QiEHllZi8aW4vgwkABqTSnROUNQxi/3NTlXsHgvG5me0aApbmkr9ByhpHDiZ4DFI5KcOzi7lpxUm2mAMlTjFYOekPtXuAccDumb5N4CYvSC4GuwdSOtYNAAhlaFOGUzl1GKlG8GPZ4bTlJFkCxCAxz01kYfdCTAjLWr56VxfLCoEVQsLnYWQ8UItEnkBKx7i/J82Y0EnAOhSQKqWU6jCFwRCX7zWEkf224P7PP+WPigq6h0KcsPW27LFBbwqDnf9vaLsDph9//JFhw4bxxx9/YIxh991358knn6SoqAiAiooKxo4du1IDpjlz5nD99dfz6aef8vfff/P8889zyCGHrLT6lFolEt+5WeUykOQ8xIljWV4sy4skHQiMQGqfAmehW8gpdv8BBMeBZyN3Idza590hfngxXWYgS45zk0SYLIy9vhvYxDNnsEGWzo+S6OvuUL/k/MzH1L2HCY9rMbPK2BsgzdOKp9RVB95eEP828/kBiX8Bnj7uNay5Dwmfh2W3fy0HJ1nhLrwbeRKJfwNWDhIYBZ7ejQsHN9aVXOzOG6p7h8b5YiYXE/4HkrXfql04t7UeumaMf0ibZSw7BISQ5BKM1Q1pbb2v0Gng2RL4aNnbqZRSSgFdQyGG9dmErbsX4YiDMabTr73UVLuH5F1wwQUMGDCAxYsX88MPP5Cdnc1uu+3GH3/8sTLbl6Kmpoatt96aO++8s+3CSq0prHZkeLN6YllN5/3EkMobMAWPg38fUl7Kvp3cuT/lZ0Dk0fpgCSDupvT2rO+uAxV7H4n9z82qlrHuQlIy+tU+4/autMV4QJoN1zMB8G0LsVbWoTL13zAl57up1007xjObLJCY+3NsDobqzOWbcJIVmNgHSPE+UHMXxN6D6Eyk7Fik4rz63iSXJIuRsnH1wwqbhIBSgVRdAdHXV+08KhN0MxOm4x3oLkDc3tPZXSBwKKbrW26AlLU/BMdhCt/EBE/A2AUd0GillFr9KqJRamKx1d2MdVb3cJii7Jw1KliCZehh+s9//sPs2bMpLCyksLCQl156idNPP5099tiDt99+m1Bo5XenjRgxghEjRqz0epRapezu7kKzyb/SFDDu3KWmkgsx2achlZdj/DtD+Cx3mJ4JIskyqJsNie9bnElqn3MXj62c7G6IvowpeMJdKJfWP/Cb4PFIpElGP6lwh6R5NkvNpNacfy8kZYFeG5NzDVLzKC3mPQEmdPLSB4kfwdufthbsNf69kMiT6duQhpOswlDrzt/KuxWJzHADpoZ2xT5Eau5BQme5vTCJ71suttuE1NyGyRoCdNykVScZwVCFm0LdQUw3LMsNjI3dFXKuQiouhNic1AO922Pybsm8FlMrGoIiCZ0FEnUzIlp2fWM06YNSas0VSyQor4syd+HfdAkGicfd97Tb/vsh+/TdhJ7hbLqF0w/HVqrdAVNtbS2eJhOyjDFMmzaNCRMmMHjwYKZPn75SGrgi6urqqKtb+s14ZaU7Nj8ejze+WFaGhnOvzDrU8umM98ZxwpjgFKTsdFoNDkLjMXEgvqB+gw+RXIg8BLUfQeQj4Bbcl3MCk3stUjMDEq1kQUt8hvGfhNjDoO5dwIGKhzDZtyHlF4I0m6cSGIkx2yLR98ApWpqKuvIRTGA8Ep3Y+pMyORjPQUjZmUAR+HbEBI5CJAzO15AsWFqX1Q0TPp24dAeWkEj6AS9EfwL/KVBzX+t1+PfGRH9G4rWAH7x7QzwLK8OHe8eJY6QUqXnAzbonEbB7uwvuZh+PlP9zabuq/o3xjUHiCah+sfXr2agGU7cI421/r076NjoYKUEij0Htv905RfaG7rpU/r2a9PbkIsErIFDjBnsi4NsVrByMk7+CQY4XcEgm3QCyM75ulEvvTeel96ZzSCQSzK+q5MI33+CywXtzxZx3+Kl4MZN7bcyjcz/ltZ9/4tLBexFPJEg6DrZl4bUt8rMCq7vp66RV/bppbz1GRNq1UtSOO+7ImWeeyfHHH99i34QJE3j88ceprKwkmWznApkryBjT5hymyy67jMmTJ7fYPn36dILBdgwpUkoppZRSSq2VIpEIo0aNoqKigpyc9Amp2h0wTZkyhffee49XXnml1f2nn346d911F47TcqjNytCegKm1HqZevXpRUlKS8aKsqHg8zqxZsxg6dCher7ftA9Qq09nvjSRLcVN7CyBI3RyomtKinCl4Cik7CQIHYOpTPkv8a6h9CZN9JhKdBbFP01dk8jBdnoHE12B1c9N0Rx515w551ncXh03+gVRPS+118myKyb4EqXnIXVzXeDHE3Ex6EgG7nzssMP4txvaD6Y6YICb2HlJ9G1hFmIIHkJL9aejFaOhVSyT9zJ57CUO2uQJv7ng3oUPd+xA8HJN1qNs2omBCSN0siDzp1mnlu2tCeTbDstJ/ESLJUqRqMtS9l+Gy3IJU3dqYytwUvoKYbpjojPq06+l4MYUvt0gUsawkWYFUXwfRVzO08TaMf/cVqmdZdfbXzbpM703npfemc5jz+69c+s6b3Dx8f0a/4A4v9xvD5F4bs81uu3LqKy/zW0XLdeuKwtk8MvJwuod0qN6qtKpfN5WVlRQWFrYZMLV7SN7EiROZODHN8Btg6tSpTJ06ddlauZL5/X78/pbDaLxe7yq5CauqHrXsOu298S5NACGJ35Dyy1p/lfoCmG73IbXPQbT+deffHdPtAaT2FUz2EUjFf9LXEzoCvH6MdxsggRSPojGxgzUEYxUj1VeB3fzAr6Bmgpttr/ZdiL3rLnabfSnGXg+pmgjJeUuLW4WYvNsRR8DfE5N3AyQ+Q0K7ufOsWuHxWHhDuyFLbgJPEmKPgB2B8MWA4849Mn3BezJ4NwPP5ojJwbIyzx8SCyT5FngyfKkTfxaTPcwN7jz9MF4fxvYjnmFI9KYmCTSaCeyP8QYx9or9TomVRBIzwZNhiEDsYUxgS4xduEJ1LY9O+7pRem86Mb03K1dJTQ3RZIL//vkngrDTer3I8njoWj+3/oO//mSjgkI+X7SQumZ9BP/+6Qd+KC9t9by/VVXy4JdzOWvHXcjp5Iuqro1W5Wf19ujcq0QptY5ynBhE0swL9A3GOCVI6UmkJGqI/IrUPoPJuxPBD1mHQ/SZlsd7t3UTP5gsjJWFJBfRNPObu8bSZRkatxiir4BdBLE6N7DwbOBmkWueRNwpQUpHYwpfAu9WSMW/wCnB5N+DJP9sNTGFOwfrHpouomuCozF2Q2KZbAgcmHpM+tYuJXW0lmwiRXIh+HcDLEzOxRjbDWDF5GAKHq5fp6hZ6m3fTpjweRg7rz2taKONCTIluXDb+Hd9b5tSSq3bSiI1TJ7zFq/89GPKX58hG/Xhqr2H0jUUIuD1khR3blJzz3+fYYkL4Jlvv+GU7XZg5Y1JUmuKNSpgqq6u5ueff258/OuvvzJ37lwKCgrYYIMNVmPLlOpgUgfJBa3uMuHT6tdtaiWrndQiFf/E5N8D4VMhay83A17yd7C6YALHg39XxISb9Mh4wL871L3lPrQK3LTVnk0h8SutfYCX6JuY0Fg3RbjVHam+mxbBUqMYUnOfm+a6PtOclP8DkzsFkouQ6OsgUUzWtvXnngmJJkN/A6PcNq0o48ftMsswz9JeDySByb8fsTdtDMQsKwuHTdzFcevmILH/gglgAkeA3aPjenuMF/ABGVLe2kX15ZRSat1VXFPDpHfe5LV5P7XYN/vXedTNSnDD0H05ZLN+PPrlXC7afXCLcqW1tRnrqIrVZdyv1h1rVMD0ySefsNdeS9ceOffccwEYPXo0Dz300GpqlVIrgckCu5UvATybuYGU0/oQAgCcEnAqkOhT4FRj/PuAd0uwuiBWDyzLm9IjY+wuED4LSfyByb3anRMUPAEw4N0C6t5HaprNZSLp9sZkHexmcav8V+bnU/c2puAJsDd0F9KNf4KUHueu9xM6FZP8GWEr4CuIvuu+M3n6YULj3R6cDlkU1gv+vaFuVtoSJnQy2OsjJr8xhXcDN8DMguDhSNaBgGdp2u0OIvggawREX0zfxuCJq2U4nlJKdSa1iThVdXXstv4GfLpwAdFEImX/e3/8TmUsRq4/ix17rs+XixYyou+mvPrzj41leufl8WVJcdo61svOwUn7ZaBal6xRAdOee+5JO3NUKLVGsywvEjwGiTRLqW0XIYlf2j5B4kc36EnMA08viP0PvAMxJoAkLfeDufFjWV6cZA3GKnSHnFVdXZ9woGHomgcCB2Hy70XKTlk6h8e3E2L1AByMaU8qbQckjtQ+hQkcBeHTkPKzMf7hSPUtSGyOm7acczH5UzG+gNsjZhe1+5q1xdgFkHMRsuRLcBa1LBA4Auz1MHaXNof4WVamFOPLz7LzkOz/Q2Ifg9NKD6N/GHj7rZS6lVJqTVESqcFr2YzZdjsMcG3hcH4pK+Oc119hSW2ksdxbv/7CyM37cdXeQ/m6eBHjB+6Ax7KYXR80Hb/Vtpz/1htp6xm7zXYU+HX+klqOgGnOnDnsuuuuKWsyKaU6hrsGz2LAAuPDhM9Dqm9oUqAKY3Vp+/suE3IXqfVuCU4pkvgF4x8MJN1hcdE3gARO4DiMVIJVgFTfvHRYXqME1D6HiIPp8hw4le6wP08fiMzAePu4xbxbQ/yL9O3x7YYYD8S/Q+IXg38fTMGTbm+Wd0uk7k2orf/WL/EzZA1Z4YxzrRFThOnyDFLzCESfd5+PZzNMeJy74Gsn6Lkxdg/o8rS7wG/0GXDKwdMHEzwR/IM6RRuVUmp1KYnUcOOHH/Dcd98Qr8/M7LUsDt9iAC8efSwjn3qc4ogbNFXH6rhw9hu898dvDO+zCRfuNohzd96Vc3bYmS/ef5+d1+/FsI378sYvP7eoZ7deG3DQZpvj14QdiuUImPbaay/+/vtvunVbtlXklVItOU4dRiog/u3/s3fWYVZUbxz/nLkd20F3dwkiKAgISIcoCqIoBiqiomB3o2LXD1QUQSlpwQClQxqU7ly2d2/HnN8fs+yybNEG83kenoedOXPm3Nm998477/t+v8jgnwglGsxXIH0/g/cHRNRbiNiJSNdHENwIoQNgaQPZp/W5GCqCiNIEGdQMMNWHrOeQqDmiBCOQ2Z8jrG2QmY9ox5gaI9RkZNZriNjPCgmWTsE3Cxy3IdNv00xpnQ+ArSfS8x3CfgfCMRSZcV8RBxs109XwcaRwgMzQlPWsN4A5Bi1LZUeYtR4mLO0vSrAE5JTZlUI6H0A4bsvdflLc4WKjht0I3FpwGT4KxupgrFFA5U8YEnPWeCsgQEqE8dKsUUdHR+efSpLLxWvLFjNnZ37BoKCq8t3WzXiDQT7r1osbpn4HwJXlKjD1r60EVZW5u3aw6sghZvW/lXiHlU1AosPBS+060K9ufb7YsJbDWVmUcUZwe6MmtChXnni7o5BV6FyOnHXApJfE6ehcGFTViwjtQmbck9uTpL27jOAYgoh4FJk+EMzXIqJGnzwKiQHhHK5lnqzdEI57AAHChiZqIJH+P8gtqwus1oQVFCfSVB8c94OaijBfjXSPB+cd4Ctc4jsPCYE/wFhX6z/Kehacj4FjMFKGEZgQEU8gs8eQL5ATDkTkq0jfXIStT14flBILxvLIrGdyAzUZsgCvILNfRZqeu6iZFM2v6dKaV8twOiKwDJn1XP5+MCUOEf0BqqEuiiHvyzm3Z0pHR0dHBwB/OFQgWDqVWTu28UjLViTY7ZSJiCTb7+e4K88OIsXj4ZM/VjPiyqtytyU6nFxX1Un9hETCUqIIKBOh6+Lp5Oec6upWrlxJTEzhfQtt2rQ5rwXp6FwuCJmJTL/9NDEFgBC4P4eI58DSEdRUTcQh+xVNxU0pB+bmEPuD1msTPoH0jNUCGgSYr0FEPIKMX4xQk0EI7WbdWA3pnQ6hvZoIhKk+InIkqC6kur7kBcsQiFOEEFwfIKxdtHMayiADyxBxUyDwB1JNRhgqgqmOFpSFD2vBVo7inhZcvQWBQkxk/b8hs4IQ+dJFyzT9LYT3IDMfo6D0eioy7Q5E/I/ApX+aqaoBwFhA5EJHR0fnn8bCvXuK3S+B3/bv495mzWlRrgIP/DinwJgZO/5iaNMrCmwvHRFxoZap8x/knAKmPn36FLpdCEE4XIxkr46ODqCVZuH5vpBgKQ/p+RIR+bLWX5Q+WBvrfByhOCF0HIQZgmuQ2S+dehQEFiNTlyGiP0cqCZAxQusxcgzSFOKUWIT5CmTGvRDaqQkdRL5Ucl+UuSl4vjhlQwACy0EprwVSwo5M7QfmZiCiNOGCrI1aCV/M/7RsEoCI0UoICwuWTuJfCLJoo+x/GzJ8Iif7Vpz0+mdI5xMohov/ZFNVXQjp0XrZgptAiULabtL+NvQeKR0dnb+ZcDgMQhTwTvKfwT2mPxyiXeWqDJk9g0NZmQX2e4K6j53O2XNOAdPx48f1HiYdnbNAVT0I6UViRTE4tOyS/7fiDwofBiUB6ZsFlmsR9kFI36/I4GqE/W6EEMjsN4o6GJk5EhE3FaLfR6bfhQz+gYj+EFCQabeDTM8ZekQzQjXWLtRIFgBTM80w9XQ5czUbGZyHsLRDmOpD9KdI92cQ+E3zcrL1R9hvRma/DaEcrwxTfQisKvmi+ZeA8daSx/0rkBBcW/wQ/+8I53C4yBaJatiNCG3Wes5kngeJ9HwDli4Q+dwFknHX0dHROXNUVSXF62Hj8eMs2rcHo6LQu3ZdKkVFk+DQsu+tK5TsuXlV+YqM+OnHQoMl0KTCpS4VrnOWnHXAJERJgrs6Opc3qurVhBwAUEBmg/trZPigZvLqGAzCCSWKV6P5MckQwnKtlr05aSIb+RL4l1KswalMh/BBEFZE7Hhk1otI3y9grJEXLJ0c6pmAiP4AmX4fhE8reTDWRUQ+g8wYVvAcplrgmQj2AcjUGxAxkzSBB0MZ7bV6Z+QEZ6d+cZ1p6dfllq1WKToDdeEQZGoS8YX97fjnIz1VkY57UBTbRV+Ljo6ODmjB0sGsTAb+MJVjruzc7ZO2bqZ+QiJje/ShlNNJgsNJnfgEthXhnVQ/IZFYq42tySeKPNfgxk2Jteqfbzpnx1kXreuiDzo6haOqIWQ4CVwfIlNvBP8qpOcbZEoX8H4PgRXgm4FM7YX0rwRrp+InNFQCYULY+iAzHiU3WNJ2IsPHSl5U+DAyewwybbBmAhtO1ZT4TsXaDeF8EOn+EhH5AiJmAthvBftgRMw4rR8qY7iWicq3vso5L/woSAnGOkj1MFLNQmY8hMx4AGFtB9auWrYJtHI8UyPNQLYkLFeXPObfhKlR8fvNVyMp/ktcDXtQ1XMvJ1FVH9L9HcUG2p5vETK76P06Ojo6F5gUr4dBM6blC5ZOsjX5BKN+XcAJt4vSTidje/SmSnTBPvpqMbF80q0nnmCAvrXrFnqeNpUq06tWbUyGC2s6rvPf56wzTKqqljxIR+cyRKhHkGn9tbI1Yx1Q7JD1v8IHZ7+EiP8R6f4SZFbh8znuQQYPIELbAH/+nTmiCiU+vlDK5ohGHEdm3I+ImwEYEHHTtSBHBpDCqa0br+bdFPcDqG4wVtV6kdLv1LJkp2K5HhHxOKAi4hdq/VSRL4JvDmBBROX068gQ2G7SFPKEWZvP/RmED4CpCQQ3FL5ucwsQF68BVw1nIgggcaAYLr5anjCUAufDyPQ7ihhhRDjvRxiiC+xRVTdCujRD4eAmEJFIe39QEs5aFEPILGSwhHJImQnSd1bz6ujo6JwP21OSOZJd+HchwNKDB/CGQgCUjYjkuxtuYkdqCj/u0vz7utWoSaWoGJ7/bSGrjhxibPfe9Ktbn8/XreFgZiZlnBEMbtyERqXKEG93ENT7mHTOkrMOmGbPnl3s/p49e57zYnR0/q3IcLImapDT4yPsNyE9E4o5IoB0jUXEfotMH6plaXKxaD5HAMElyNChgudzfYqIfAGyrUARN7dKPCgREN6n/Wy/Myfj9B6EtmjbDOUQ9sEQ/Q4y4yEgAKE/Ibxfy4ZZrkXEfgv+hUj/ckAgnCNAupDuiSCk5qsU2ISw9wXzVVp2yTMOzFchIp+H1FuQOSWAwvkYqOnIrNcRMR8js14oaHhraoSIGoMwXPg+SRlOhtAe8HyLVNPBWBPpuA1EFMIQe8HPlw9jHUTEi8jsV8kvve5ERL+LFPEFijTVsAsR2qT9jZwSNEvvd2DpAJEvn51Ig1QBc8njhP70VUdH5+ITVlXSfV5UCd1r1OKnPbtyzWhPZ9Px41SKiga04uUftv3JNRUrAzBxyyZ+2pNnPnvrzGn8cutg3u54Pf5wGJNiyO2D0tE5F846YOrdu3fu/4UQ+Ur0dJU8ncuXIARWa/9V4sB8DWS/XfwhvslI53BE9FugZmk38koUmBojfb9D1mtg76sFPacTWIoMH0dEvYrMHEmu51IuJkTUaC2bA2DtijBWRKbfRb4+mfAR7QbeNgARMRKZ/RrSPQ4R+Qoy/V7w/64FStZOCGsnpKEKEqHdpCsKhA+BkoiIeh2CG5CB1Qjnw0jXWxBYicx+D+Ecisx+HQDpnY5wPoT0/4zMGIaIeAqEExlYCSEtXBBRoy9SsJSiXavAiryNwT+Q3omIiGeQ1u4XNWgShlhUa1eEtQP4lyLDRxDGGmBuhhTOHG+o044hS/s9FNpvtBDprop03J/Pv6k4JBJh7YgM/lH0IENVziio0tHR0TlHQqpKmtfD/N07WbB7F6qUtK5QiXuvaMG7q5azaN/eAsdYjXkPcrYlJzNrx3Zm7cgvVOQwmVCEQnbAz6Qtm3m2bbuL/lp0Lg/OqyQvIiKCTZs2UbVq1Qu6KB2dfx0SROwUpOpCKImgHgfhKCgbbqwOpobaAYEtCILItIFgrKX1GJkaQWgnwlQT4ucCKqjJSO+0gudMH4SMHouIm4F0fZATCChgaY9wDEF6voMcJT5hH4TMeIAiRQW8kyB2miZGEdqFdL2PiJ2o+Tb55oJ/CVLNQER1Be8cLSA6ZS7p+RrstyFMTcFYEdx2kB7w/wzOoYAF8IOaAkqOClz4iLYmpbTmCxVSgKoXxXtJVX3gmZA/WDoFmf0KwnwlXOQsk2KI0v5jvyFfNqkw+Q9tzd9TbL+R93uE43bO1L9JhPdosu+GcgV70k6OcT6MJOJMJEl0dHR0zolDmZn0n/49KR5P7rY/jh7hiw3rGNujN75giBWHD+buMxsMNCpVJvfnfA/rgX5163NTvQYEwiHCqiTaauVARjqqquoeczoXhHOSFdfR0dGQ4RMQ2ov0jIdwMhgraKVvSgJYe4Mnp4fJUA0R+RzIbKR/BQiBiHwKhBHM1yGcQ5CeqZA5EgiDqYlmCmusAcaaYL0ZfN+fdnYVMoZA9BeaXxNBUNM149f0e0FN0oYpZUHNKCgJDoBJyx6ZW2h9K87HwfUGBFZofU0x3yKsnbR9UmhBjmt04RfD8w1E1oLQbjC3Av+v2hpzvJ4I7wVjFQgnnfYyjoP/OCgXz/RayEwtgMy3MRpsvRHGalovl28JUimdF9ScJ6oaRsgMQEEYCjf6Lg4hszQvq+KQ2VpgeqYoicjMUYjoD5FZr+WXOldiEc5HtaBZmM56vTo6OjpnQpLLxd1zZ+YLlk6SHfAzbP4cJvS5kS4Tv87dPrhRU8Kqyrj1a5FA20qVeb9zN95csYTHW7XhqCube+fOJM2rWSXYjEZuqd+QK8tXIN6ul+LpnD96wKSjc47IcIrWg+P/NW9jaAvS9yPYBiGc9yB900BEI6LfRmY8lk+yW3oman0tMZ8jXZ+B7wdQ4hFR74B6DOmdCd5pYKiKcN4Dtm6atPdJiW5DJU14wVARmf0qIuIJCB9Hut7Pv1DFqQVSp2Nqjoh8Rivt8kwFwlrfUey3miePdwak3wpxczSDWkMlpOvT4q+J52tE5Et5qngAwoaIfBGEDZQYrWfJUFULoE4d4xwJFOEDdb7IoNZrdRL7EIT1eqR3GtIzCYQdYe1KAXGNwqYKpwNBLXsobIAhX1ZMVQMImYHwLUD6fwcMmlKg5epCs2dq2I3AhZaxE0gRmSPprYCwnMGLO4uPcSUKpBeZ8YiW0Yx4XBPgEJGgRCA9ExHOh1EUvYdJR0fn4pDkdrE3vbAHeBopHg+HszIZ3Kgp3/+5mTsbN6Nd5Sq0n/AlgZy2j9eXLaZFufJ82+dG5uzczrur8lcPeEMhvty4nmMuFy+0bUeCw3lRX5POf5+zDpiysvJUTIQQuFyufNsiIy++S72Ozt+NGvYjfHPzB0un4p0AljaImCkgk5CZTxT0NwIIbUNmPISw34b0zUBEf4rMfjP/k//QTqR/ATjuRcTN0QQihAnCqcjgVkRop2byar8DjLURzkdzgiZNUYjwCTBWzn9eYx2tZyn9Tk1F79T1eCZqnkyiNMJUWQuofD8hol4tWtXulLWixJ1S7mXR5MbTh2g35ggwX42IekUr9/P+oP0c8SRSLcVFC5jEKR919tsQxmo5yoB5JcYyuA48X0PsBIShTME5ABk+rmVmQjsR9pvA3BwwImUAKWJBGBHhvci0Qfm8p2RgMShlIHYiwlj+lPmSwP0/pPeHnAAsCmw3IR2DteDK2gtZRBkhAIYqZ5UNkiIBEfUmMm0QMusprWxUSdAMbNUksA/Vtuno6OhcJDYnHS9xzNojR3igeQvubdac3/bvZcAPUwqIQaw9eoRAOMxna9cUOc/83TsZ0bI1CfrHms55ctaFndHR0cTExBATE4PL5aJJkybExMTkbtfRuRwQpGt9O8Ug3f9Dy1goENpR9MDgBjAkgu0WpG9B/mDpVNyfg3oE6ZkG/t81aXFrF2ToCCL6I6T7E2TmKKS5OSJumpaxsd+JiHgUqVRERLwAjqFasOQchsx6On+wlIsfmTkCYe8HqhdM9RD2WyB8+AwyHgbtBj64TvvRPkjrvwofOHlVNMGKtNsRtv4QvwIR9SbCVB1FsZYw9/lg0KTKsWq+VlnPUlAoAwgfRGY+hwynFNglw8lav5kwIqJeQwZWI1Nv1Hy10m9F+H7QSv8yHjjNqDcH9Rgy4wEtSEIr55RpA7XeqpO9bjITPGOR6Xdqin6WqzU/riIQEaOQ4sx7vhRFQRpqIOJngaUzSL+miKjEIaI+QjhuRxjizng+HR0dnbMl1layaazTYibV4yWohnlq0S+FKudVjYnhr+QTuXLjRTFj+1/nvFYdnZOcdYbpt99+uxjr0NH591FE03wuoR2gRCE9c0ueK7BBu5FPG1TsMOkei4h4Hpn9BoR/AWUeOEZAeBv4FwEgwkeQwe0Q2gaWdprfkfd7ZHCTVvrmuFfziVJdxZ0IAkuQ/vmQ/QKYroCot8DaDTzjiz7O0g4CmwATOAYjzFci0+8rZGAQmfkkIna85lF0kRGGBIh4GukerwWlFKPmGVhCfpNgUNUgwjsLlBiE7UZk2u3kK98LH0FmvwjBDZoKYOZjhc8d2gZqOqqIAPdXED5YxLgd4J2JtA9GxH6DzHwyv2CFkqApDJqanHVDs6aoV1XzzeJZTop3XIrfg46Ojs4VZcthMRjxhwsPdATQplIVtqecoGJUNM9ecy0SWH/8KL/s2U1QVbmiTDnuadacGrGxzOw/kM1Jx/l280Z2phV8COgKlFxqraNTEmcdMLVt2/ZirENH51+GQJNeLkbBTIkEGUIIU8kGs8IEGPL32RRGaBeoJxC27siM4UAYYb8V6R6bO0RmPq419dsHIsK7kKl9861T+n8GY33NByn9riLEIECGdmtiDaBlvTJHab1Y3h+KMNs1I5yPgJqESFiEDGzMCZaKMAgM7wHpAi7NjbpUKoDjPnC9XtJICB+HU8ryhJqC9P2AcDyglUwW1evkmw22PsWq0BHcglBiC1c+PHUV3u8Rth5aeWDUWznZoAOaoa+hNFJEoShn0uNUOBfdd0pHR0enEKwGIw9deRWjVywtdP/ABo04mJHOFeXKM2fHdhbmSIy3rVyZ+6+4kqPZWXiDIT5cs5ItJ7SMfavyFXm2TTuWHNzP2PX5qzRalq9wcV+QzmXBOWktLl26lFtvvZVWrVpx5Ih2UzBhwgSWLVt2QReno/NPRWIEa5fiB1lvQPpXgrl1CbMJMF9FbvlesUOjtJ6m4Faw36ZtUxLzZypM9TURA5mFTH+AQoO60Fak+wvNtLa4c6mnyKIH/0CG0xAx48BYN/9YQ1VNvEJNRvqXIz1TwDeLIoOlkxQmRnGRUAxOUEpp6nglDi6kF1P1aJLpoeLLO6R3plbuVhQix1ersLK9Uwmf4KTguDAkIIzlEZbWCHNDhCHxvIIlHR0dnb+LSKuVvnXq8lybdpR2amIMiQ4HQxo35cuefRnUsBGlnBF0nfQNb65YytpjR1h77AjvrFzOoBnTKOOM4OtNG3KDJYAVhw9y+6zp1E8sRZfqNXK3x9lsNCld9pK/Rp3/HmcdME2fPp3OnTtjs9lYv349fr/2pDUzM5PXXnvtgi9QR+efiGKIQzgf0oKKwjCUQ9hvRFiv1nyGLNcVPZm1l6ZSFvxTK2krBmHrifT9DJ7xCFsPtBtqf75GfeG4E+lfAv5fKDYD5vsJLG0p6mNAWDto6nj5jpmJ9C9COO5GxE5GRL+PiJ2k9dK4PoasFxCmBqAeLrb3JheldMljLiCKwYawDyx+kKFiXlBzEmEGcyPNYLgk1BREYQEXABYwNwWkFrwVh7FikbZZOjo6Ov8mMrxekt1ufEHtIZrFYKB2XDzvdurK77cP4auefQmoKjO2/4UQCsMXzCXLXzCTn+7zct+Ps3mkZasC+1QpeWnxIu5o3AyAKIuVb3r3O6OeKR2dkjjrgOmVV17hs88+Y+zYsZhMeepMrVu3Zv369Rd0cTo6/1TUsAspHIi4KWC+hjzrUSNYuiBiJyIMiRBORqYN1jyYrD3I/5Yzgq0/IuIxzU/HfA0iYlTRKmXGmlo/UmCppmoWOgiGCloAZe2ZM8is+S4Jq5aFKpYQqCcKD/pst0BgbUHjXVQIH0NmPqIJE2SPRqbfi8wYqpXtySxNUtz3M8LW9ZTrchoiChzDNJnrS42hTDGBqYKIfBEp8gsfCEMcwn4bKLEU+ZpOYqyaK+xQAOdQJBakiEHYby12GmEfjFQuvImvjo6OzqUi2e1m1aFD/LZ/L4ezMtmfmcGx7GwUIagZH0/FqGjeXLaUbt9NYMLmjWxLOcHutFSOu4rusT2clYUvHKJSVHSBfaleL5l+H2M6deGnW2+nWmwcJoNuk6Bz/px1D9OOHTto06agwWRUVBQZGRkXYk06Ov9oZDgdEViKzHoeaWqsZZoMr2o9JsKqBTNS1SSoXR+Dug+Z2h8R/TZEPKplkjCAqQ4E/0KmdNLMR5VYcD6NiJuBzHoZAsvQUgxWsHVH2AcgMx4mT90tAJjAO0MTBvAvPMVvyJ/fC6kolFJav00oPfdnYb8NjNWQGQ8WGC7MV2uCE6AFU+HTAipjLQgfAulG+hYiIh7PGw+AVTPsNdZB+hcjs9/RMi7mlqjqGayXHAEGNTUnblG0wPQsEIYEiHwV6fkWPBPzSuOM9RCRTyENNQr3ITJUhtAezZT39MzbqfPbb0N6f9SyVDJb26jEIRz3g7UrIscYV9puAP9vECzkQZP5arC00x3qdXR0/rUku91M2rKJaytXYemhA7yw+DfCUqVluQo82KIlFaOimPznFubv2Zl7TMXIaLalJJc49/aUZCpERXEgM6PAvmy/nx41a2PQPz91LiBnHTCVLl2a3bt3U7ly5Xzbly1bRtWqVS/UunR0/rmEd+WpoAXWgHRphq7eqeR6HwGYmiEin0Fm7IbwAaTvR4T9TmToAIS2g+c7hPU6RMxXOT5N+yDrUaTzCU0SXIwAqam5Sf9PyLQ7Tul7EWCsniMs4ENmvYCI+RLp/gyUePD/jnA+gvTNK/p1KGUAAyL6XcAEqCAzkO4vwDWGAkpyxho5Ygb7ipxS2AciXR9pP7g/AedIROw0pPtzCP6FiB6tyaJnPZd7jPROAhGJcH5e4qWX4WSEb45mtKumgbEqOIaAqTHCEF/i8bnrNMQjHfdqcukykOPTZEAYEovMHwlDHBIFEfkSMm2A5lt0+hjn41qgZL8TYb8B1AwQCojIAiINwhAP0R+Bf5EWvIWPa6WcjsFgbl3s65HhJJAhLaOnxAAmXQ5cR0fnH0OW38+cndtpXKYMN0+fkk8Rb9H+vfy2fy+LbruTbzbn9/bzhoJEWkruz4wwW/AGC++RrRQVrQdLOhecsw6Y7r77bh566CG+/PJLhBAcPXqUlStX8thjj/Hss89ejDXq6PxjkOETyOwxeRtO9gt5vys4OLhOU6yLfEkLlkzNkCmdOTWokoHFYKiGiB6DTB+q3YS73oCE35GpN4JaxJM2SzsIrAd82s+h3SBMCGPjHDPSeM0zydSkSLNZEfGQZnDr/1nzZor+GIQTpI+CwVIdRPR72n5zOwgUYi9gH5RTKphnPitdbyMSFiMiX0aiIr2TwTej4LEyC5lxP/BU4a+XnGufPlh7rScJrkNmrANrH4gYeVZBk6LYgLOrbReGGFQ1ChE3Pcd4d4aWaTM10DJI0oN0jUYYa4O1C1Ipg2LQ+qEKC8SEIR7V2g9haYuWOVSKlfdWVQ8ifACZ+QyEtpycRSsLjXoRKcr8rVkpVQ1ofwPCqotS6OhcxvhCQerEJzDylwUF5MPNBgMJdgdZfj8ZPl++feuOHeWpa67FIARhWXgTp0lRaFa2HK8s/b3AvrIREZSNKKqHVEfn3DnrgOmJJ55AVVU6dOiAx+OhTZs2WCwWHnvsMR58sGAJj47Ofwv1lBIqBWG9Hpl6c9HDQztBurR+lNSe5MtAnSS8B+n6SBNryNYkr6VnDiLmf8j0u0E9zUTV1BDhfFDbJ2LBcR/C2kZTsFPsyPS7tGMzHkZEvYJ0fwu+ueQq1hnKaWWE4WQtWAIIbUNmvYiwD0DYBkHEKPD9gpQ+hLmFphonnEj3ZITzflAHaJmhcDIYKyFs/TQvoszTAh5Le8CoSViHTyDd44u+VtKjXWE1p9Tw1KsezgbXp/mDpVPxzQBbTziLgOlc0QKSRKT9ToS1DyAhtAOZ+WiuQa8EyH4bEf0uKleiGIr+AtfmOzNpdaEeR6b2JzdQPnm2wBJk6s2IuOnA2ZUoXghkOEXLdnkmQvgYGMoj7QNBROjy5To6lyG+YAhfKMRRV3butnibnXuaNadl+QocyMwg0lLQrDwQDrNw7x7uaNyMcRsKN3F/oHlLFuzaSeg0M1ub0cjHXXrqIg86F4WzDpiEEDz99NOMHDmS3bt343K5qFu3Ls4caUgdncsGQ9kcOe/iTfGk/zcwGylWYtv/GziHo70lQxDaiAxEI2K+hNBepP93EGaEtXuOUIJAxEwCIZGeSVqgpSSC/VYtmAqnaUGTZ4aWHYq7OycgCYH0Ij0Twf9r/jUElkDkcyCzkWl3afLkhjgtCxVcB8KJiBmPREUYayNMLcCaiDQ11IxVg2u19VuuA2MVEAk5PkI5pWLSU7KUNiBkJpBf+ELgQRaWmTr1OrvHgbHWWWWZzgdFsaASh/B+j8x+uZARAWTGcET8fOD8n3jKcBoy+y3yB0unoCYhvVOR9rsuaXZHhlO1a+/5Mv92z3hwPgS2m/VyQR2dywyr0ciR7DxV0TLOCD7r3otP/ljFG8uXoErJZ916USM2jl2nmc1+9McqPri+G0862vLFhrWccGu9sqWdTu5ucgWdqlUnxePhQGYGKw4fxCAUOlatxtArWhBrs+kiDzoXhbMOmE5iNpupW7duyQN1dP5TCDA2yCmHEiDVEo+AMJhqav4/MgNEDNi6IpRSSDUT/Au0XqRwkpbJUdO0fqHgGqTrDUTMN1qfiuMeZPoQCP2FiHwFGT4C7k/znUl6p4BtIMLZUivxM9ZAWNoipR+8s8A7maKlxqXm8eT7BRExAgylIbRP84hSRiE93yMz7tfKB7NeREQ8jMy4F0QUIvJJJBaEkgD+hcjAWlDSIXxYC7AMCZy5KGchxWsylJuBKvoyH9RELy4hQqZpPV9FEka6v0A6R+WW5p07QfD/XvwQ70yEtW9Of9olIvBHgWApF9f7YGoKhqsu3Xp0dHT+doQQlDulNO61Dh157rdf2ZR0PHfbhM0beOjKqxg2f26+Y0OqyrD5c7mtYWOm3ziAFI8bIQSuQIDvt27m7ZXLmNF/IE9e3VY7F2A3mwrNWOnoXCjOOmDq27dvsft/+OGHc16Mjs4/GVVVEZi1QCF9iNakb6xCblaoCIS5FdK/BhGXIwohrBA6hPTNB+lBRL4CaqoWLEk/YEBYOyNTb9GySWoKeL5CWLshQ3+BsbamqJf1TOEn9E4E8xVgKAW+GVpmxnEXwnINWNuADCIDy8E7s6BsuLAiHHdopXW5PTKAiEZEPKIFfqobEfUCUkYgYidD+CBSDSFEAJnShVMzINI7TQu4ot4BYcsRjThS7HWWopASLmFEK9MrJiBSEkFc4ieLMgTq0eLHBNYgpAs434BJpUBvWYH1nC4Df3GR4SRNaKS4Me6PwVg9J2jW0dG5HEhwOKgRF0eC3UGkxUIgHM4XLAEsP3SQK8tV4K2O1zN6+VKSPXmfX83LlqNPnXrcO28WfyWfKDD/wn17uKVeQ6L18judS8RZdwdHRUXl/ps3bx6KouTbpqPzX0SGUxC+Kcj02yB0DBHxhLbDvzjHX6kIlLJgugIhjyPTBiJTuiCT2yFd7yOsHUGJRKbfoZXcKeXB3AoR9QHSOwvwgbUb0r9Im0sYAIGw90d6vil+ve5PEE6tp1A4H0OY2yC9U5AZo5BZLwEKInZSjodUDoZqYKqP9EzOk8POnTADmfU8KIlI1Q3YUIw2TVXOfAXCVFkLIgsrFwusRLo+0jJQzoeLuVaaiW3hogUmsHYq9jUL+21nLTF+3ogz+AgVZhAleDed2cm0gLM4TPW1810yBIT+Kn5IYDN5Uvg6OjqXC06Tmbc7XU+bipX5afeuQseMWbWcRfv28kGXbvxw0wA+6dqDhYPupFetOgyfP7fQYAlg4/HjiAvyuaqjc2acdYbpq6++yv3/tGnTGD16tC4nrvOfRoZTkBn3QXCT9nP2M5psdNw0CG5BOK9HSneegMJJDBW1PiLvZDj9KXxwHTL9bkT0h0hDRYS5uebtY2oEhBG2fkjL9VoAEFiNDO2AwAYtW2OsCcG3i190aBco0eC4D4RZC/RyXxDgmYD0zkLEfI50CYT9ZlBika7/gTBqAaEwIbNehfDevENdnyCiP0AGNyJpgmJwooa9mlpccb1c3h80sQjz1YiI55Gud0CeYkxobIBwjAE2IsPJSDK0bImhPGAGFITjLmRglZaNOx3TFVpW7ZJjAFNDCG4ueoi1K1LElmR3WyJSxCHsdyCzXylyjHAMLbFfSJMkD+fOqRjOt9+phMyfsJEjg6Gjo3MZEW2z0SixFFWiY3hz+dJ8+66tVIWBDRsRb9P895I9Hiw2IxO3bOKB5i15atEvxc5tN5kwGXTpcJ1Lxzn3MOno/JtJS8pg1x97WffLZiw2Mx0HtSWmdBSxpWPyjVNVv9b3kxMs5eL5UsvymJshDDU1M9ZwjsS49CPMzUBEajf9pwdLxlpaNkVmgpqGEPYcpT0tOyNB6wuKehPpng+hzQj7AFASEKZHgbB2E1ps+ZUJZBBh7YpM7VX4EJmFdH2sSX5nPpzvNUrPeK3/KfodZMajeUFTeI9WUhhcjzDVBpwImYkMrCn2eoMP1AyEqSaqtRfC2glCO0DNBFMtzbsoqH0cybRbkcrhnOMUsFyLiHwW6RqLiBmL9EwA74+AH5QEsN2oyXL7V4C9iNd6kRCGRIh4HJl2K4UGBUocwnYDQjn/rI+imJDWbppKo+/HggOcj4ChUpHHy3CyJiDi/lxTb1QiEdYbkLae51EuZwbr9eCbU/QQa1ckzvMOGHV0dP59RFptRFptXFOxEvN27UAAr3fQqgVeX7aEvelpAFSLiWVEy9Z0r1kbISDR4cgVeyiMW+o3xG66lNl0ncsdPWDSuawIh7Un6yPaPMeJ/Xly3dPfnUvTjg154psHiSkVnbtdyExNUQ7AWF/rHVJTcsqQQlr2R30REfMZMn0YmJuAMCKzfwfzleTrObG0QzjuhfBRCO8HpRSYWyE9X1CglE1mIjMeRMR+h8yYi8wcBdaemgKesIC1O3jGF/1CrZ1A+pG+nyiuHErYeiCznioYEAKEdiEzn0REPK6JO+SuzQfuj7UerNhvcgK8M2i2FZpUuGJwAk4wJKCG3ZoCHgYI5UjIqsmnFAurmrFr+mFE5IvI9Lu0ACn2G8CgmQZ7ZyDTBoH9jr/lplwaqiOiP0FmPZffN8tYDxH97gXJLp1EGOIg4mmw34n0fK39LRqqIBy3aX1mRUh4y5OS7p5xeRvVE0jXm+D9HmInIAylz2E90eB8COlfWLgoh4hEOO9GGHQVVR2dy5WQqtKmUmUiLRZurteQE243Y1YtzzdmT3oaD8yfw8hWV6MIwcNXtioyy9SsTFkqR0dfgpXr6ORx1gHTBx98kPv/UCjE+PHjiY/Pk/EdPnz4hVmZjs5FICtF681JTyoob73+l838b9QEhr4zmFAwxMZFW2hxfUXMXI1HDmb78iMc3ZNKuRpx1GpWDrthHCY5N9d7B3Nz8M/Pm1C5TlOZA7D1QVi6INPvA5l+ylmtiIhHIeLJXA+mPIJI70Sw3ahlqQIrQN4LgT81YQbvrNPmykHYtdItJVYLzIpCRGsZicDKoseEtmu9U4byED4MSpym9AcQ3ot0j0XY783ptVpY9DyGciDsuT+qahAhk8H1MdI7BxHzSY4h8H1FrGMnhA+BoQK4P9eyJKe/HGO1os9fDGrYjSbGYUdRTCWOPx3FEIMqWiPiZmgeRGoKGCtrMuyGUhc8iBOGBDAkIA0vIPAhhQOh2Is/SE3OHyydSvgAMvttiHjynOS/pRKPiJ2kScuHtuXtMDbQsqQiTs8u6ehcxmT7/WxJSuLrXjdgMhjoO2VSkWPfX72S6TcN4I/Dh3i9Qyc+WL2SYzleTmaDge41avH41W1IsDuKnENH52Jw1gHTu+++m/v/0qVLM2HChNyfhRB6wKTzj2bT73+VKFZ2aPsRnu7+Op4sD9/ufYetm7vwxqA38GR7c8c4ouw8NfFOGjRNxKL8DlIgIp9Cpm3LC1LCR8BYFQIxCPutmupdAUlvHzL7VUT0B5r8cq4pbg7+ZZqKXtRozQzUO1UrpRM2RNz3SM/3CFM9rTRNZiD9mxC29kj/MjBfXby8tLF64Zml05CBP8BYB8KHEfaBmvLdSbzTwXGv1ntlrKkFNoUgnCOQRObeOAv1GDL1xpyAz6iV5JWknuebr0mkF7ZmYQNLqxJfS775wskQ2qOVXEovwtQMaeuJFBEoJQUgp6EoVsCKxKyVWwozwhBT4nHngyZTHlFiMKKGU6FY6XPANx8iRp7bOhQ7KHUh+n+AVwsYlURNcdGQqAdLOjqXMSkeNxuPH2fClo20rViZWLudQLhotc9AOMyGY0eZu2snpZwO3up4PTE2G6GwSqLDgcVg0JXxdP4Wzjpg2rdv38VYh47ORcfn9rHul03U6Vt4n4fNaaXvQ914+OpnCfgCVKhVltRjXl7o+xnqaY7iMaWi+ealBTz+1SDKVaqJFJEIdR8ieoxWpuedC8GdCMd9SBnSlOeK9D9C689x3I7MPC1gQoCxipYBOFVUwvcbxHyOMNXVTEPDh0AppfU6iViEtb1W0hf1NtIztoizhtEa9kvCAKhg7aMFRq5TvJ+kCwiC6tIELLJHaya8J8sAlQSE8xEwt0QxaF9yMpyqCRfkZseMlGT+qx3oBwoTKFAQUW8hsRd6c66qagHlPRlORmY8AMGNp0y/CFwfImL+h2pqeFZBkwynQPiQ5skUPqJJutvvAGO1S2akWxRC+pCh/SWMCuZc3/M4j7FUzv8qn9c8Ojo6/zxOuF2oUuvTjDBbcJhL7h9K8bh5ZMGPLD98EACTotCwVMmlv2leL06Lmfm7d7H4wH4W3XYniQ69rFfn7+W8ephkzptHl3bU+TegGBRM5qL/5NsPuJqFE5cS8AUoXSWRYR8OYc/G/TTpUJ/1v25BSknnwdfSfWhnkvafICvNRVaagj26LbGJHmT6vaCe0EQK7LeAsCLDhxG2Xsj0e4pfXGhLjqfTaVjaIkO7T1PgE4jo95Gu9zVlvZOE92qBiLE+IuplzScquB7st0FhMuShPWBpA9mC4lTMhLUTyOsgtAWZfj/5FNGEA1DAkAihA1pw5ByhBXAiQisdExFaL0veicG/5JQz+HLmKaEPytwcae2pKQCeDMrMrRDOYUildE5vlIYMn4DwMaRvNsgQ0tIOTHURhkRkOF0L7E4Jlk5di0y/B5HwM3BmAZMMpyBd74J3at7G0J9aAGa5HiKfP6dStwuGMIEhvjirMEBcYjlyHZ1LS0hVSfV42JOeytqjR4i0WOlUrToWg5E4+9lllC8n0r1etqUk89Efq9icdBy70UT3mrW4u2lz4u12TIbCve/8oRDfb92SGywBHMnKok/teiWes3psLHN3bUcAo6/rjM2ot9vr/P2c01/hN998w1tvvcWuXZqufs2aNRk5ciSDBg26oIvT0bmQmK1mrr25NYdd+wvdX71pVZZMXcmLM0ZhtppYOn0VXpePlj2uYMjrAzm2L4nM5GyevP4VXBl56j2V6pbnhR9GUDqmEgrHNZGCk95JAPHFy6PmIk8PWswIx93ItCGnbW4FoUNa75SwgfTm3x/aqok92Lois99CRL0NkTU1kYDQLjTluTYIxz0Q2qsJSBSlcma+BtRMZMZDeb1LJzFWRzgfAwlSmBHGKkBAW5uSoAVBIgpEBIpyykeN9HO6EIX0zQdbt2IujgVh64swlEKNeBoRMSLvGhnyiyrI8Imc7NEpqn/e77Q+rJjx2roKU5nLxQfeWaj2IfnXXRTBdfmDpVPxLwBfK1TbTUX4S118hCERbIM0r6+iMF8FevGczn+UYDjM/ox07pj1A0ddeR5zryz9nUENGzOseUs9aDqFZLcbfzjE7rQ0DIog0myhanQMqw8fwhMMMn7TBmbt2M7UG2+makzhQjPpPi/fbN6Qb9vOtFRKO53E2+2keAoRiUFTx0uwO6gQGcULbdtTPSaOCMsZiArp6FxkzjpgGjNmDM8++yzDhg2jdevWACxbtoyhQ4eSkpLCI488csEXqaNzoShfqyyH1+0vdJ/RZODet2/jk4e/YvPiPDPOhROX4ox28PqCp/nl68X5giWAA38d5uGrX+B/G58jWunN6Z40MrRLy+R4Jxe9MGODPPEIABGDiPkQKVVQD+VtdwxD2G+E0CEtWDGUh/AezT8pvCdvnHcqImqMpiCX+QiYr0I4h2ueQdIL/sXIzKdBPYGIGYfECL7Z5Kn6CbB0REQ+jcx6JX+wJCIRUW8AitbPpH4GhsrguAOURIQlvx9SgdtwYUH76Dkl5eGZiHB+ARw6fTRg0fyscnqgFEMUULhJtgwnIzOLUP0LH0amD0bEfEuxvkGADK4DeRNQfB+SDCch3UWVPOaM8XyJsLYDShU77qJiqqX1tAWWFdwnHIjIZxGGv3F9OjoXkXSfl/7TJ5Phy69GqkrJ15s2kGB3cGfjplhNZy/68l8jyeXi8YU/seTA/txtEWYL91/RgtEdr2fULwuQaNf08V9/4uMuPUh0FiyXU6UsNCj6cM1KxnTqytB5s/AE838OO0wmxvbog91gpHWFSiw/dJB6Cfrnks4/g7MOmD788EM+/fRTbrstzwizZ8+e1KtXjxdeeEEPmHT+0cTmSIY3bV+f1fPynn5ZbGaqNarMD+/NyxcsncSV4ebxTq/w9qLnWfPjhgI9TZkpWSyctI4+d3RGCc7Nf3DWaETsWKR3BkX1MYmIhzXfJOdDmnKdoSzStwxh75VXLBf1IUKxaeIR6tG8g01NEdGjtcAmmPOa1FRQTn6JSQisQKopiOiPteNPUdeT6XchnA+AYzoEtwCKlnFQ0yB0FBH5Aviu1DJU4eOa2a17LJyaRQtuRPpmgv1ecNxeQt+OWZM9PzXLI91aFovHEDEfQWi+1hdlagK27kjhRFHOQBVJ+iCwpOj94cOaKIexluYDVRTCxhl/PAaLmQdyREAubPZGUxlMAymRSmSJ/VbCkAhRozXREM+3OfLnRrB0QEQ8hhTxen5J5z9JWFWZt2tngWDpVL7YsI5+detd9gFTstvN4FnT2ZGakm97dsDPmyuW8sw119Kndl1+2K59R647dpSAWriAg0FRMCkKwdO+K5cePECExcLkfjcza/tfLM4JzNpUqszgRk15Z+UyZu7YRsNSpRnbvTdRVj27pPPP4KwDpmPHjtGqVUE1qlatWnHs2LELsigdnXMlMyWLgC/I2p824s70ULdVLRIrxhNfNn/ZwPBP7yYcUNm7+QAWm5kqDSoigUWTCnkCn4Mny8Om3/+keZfGrJ53ujgD/Pb9Bjre3IpI46kBkxHVUJOwJx1TzFeQMawQWfERENqD9M3VzG7V+Tlqcwo4btIkuU3NEYZ4ZNpACvgqBdcj0+/TsjCpNwLBHNPc/DcIwnG3ll06XYpcurWeHiyaqp8Sh1BKI11va6IOhkrgGI6IfA1pqAD+n/IHS/ku0udaNq2YgEkYYjSz18AGUE/5zMjJYsnABoh8AjAghR1FMZz5zfyZqP75f9M8sooJmITtJoShBDlFbTZQorTetaInO4N5zgxVVREyBeGbq5UxyjCYWyIdtyJFVLFBpTDEI+2DEbY+aH9DBsCAMOjBks5/l3Svl0X79hQ/xucl2++/7IUFtiYnFQiWTuXTtav5tFuv3IAJIMXjoXxkwYy/WTHQqVp15u0qqJz6466dLN6/j0+79qRnzTrsSE0mye1mR2oyWQE/43r0pkFiaRIcunS4zj+Hsw6YqlevzpQpU3jqqafybZ88eTI1atS4YAvT0TlbMk5kMvmtWcx4/0fCobynXuVrluWVuU9Qpmpeat8eacOV6mHX+r2s+XEDWWnZPPzpPYSCxXbG8+fy7VRpULHQgCkUDCFl3lsqpHTBJx5j+5pDrJyzhrJV4+kxdAZmw25EeId2o22qh/T+AJ4JBeYDFcInEI5hYKqDzHqBIk1o1RNaEGPtBL55YOuLzM3gmLVyPOkBGUBTxiusJM2v+egYa4NMzfPUCR9GRL4KwoBAIt1fFnuNpPszMFYtVuhAGMpA3FSkZxJ4fwCZBaa62j7bLSiG6GLPUfTEZyJcYEJYOyILE8IArTzSWPOMTidFNFj7guezogdZeyGxXZCgRKiHkGkD8hvkhrYiPRMQsV+gGusXm21SFBugS/LqXEYIEGfy7rvMxatcAT/Tt/1Z7JhUr5dAOESE2UJ2QFPVjC1C4jvGZmNkq2tYcuBA7thTSXQ4ibLZ6DtlEiFV5bNuvWhSuixNSpclRpcN1/kHctYB04svvkj//v1ZsmRJbg/T8uXLWbhwIVOmTLngC9TRORN8Hh/zv1jItHcKihcc3nmUR9s+zyfr3iQiTnuCeGj7UUa1fwmfR/sgj4hxIs6gKd9kNRMKFl6C0LRDAwzWhkjlWgLchNvXlKN7juPJknS7uyMWu5n3H5hOwBdk1FeDMYUnQNZzFBkEgRYASB8oMUWouuUhfT8h7IORwS0Ix2CtpC96PNJYSQtITgZMjrvB/UnRp7QPQBobIJwPa3Lo6jEI70b6VyIcg0BNKv4ihbbnBGbFIwyJSMdQhP1mQCCCYeAPhKHwJuIzwtSIogPCnPPaeoBSRuvxyn7zlNdjBGtnRMRTmjnsGaAoVi2745sJ6vFCThaDcN53htmq4pHhJGTG8PzBUi5+ZPq9iPifOFN1Px2dy4FYq43O1auz7NCBIsfE2+xEnIFM9n+VbL8PXyhMrdh4unWtRaLDSabPy9xdO/hx1858vkmBcBiTQfuubJBYCouh6NvIUnYHM/sP5OUlv7Hk4H5UKXPNZwc3bsojP/1ISFXpV6ceTcuU0QMlnX80Zx0w3XDDDaxevZp3332XmTNnAlCnTh3WrFlDkyZNLvT6dHTOCHeml6mFBEsnST2WzpofN9BuoBbkf/Xsd7my+ADZ6S6sDgtR8ZFkpmQVOU/7W65my9K/cEY78ok/mCwm2g9sw6jOn/HkxKc5vCOJ94aOIuNEZu6YSnXL8/T3j7Bo4lI+fXQqw9+7GtwfF/2iTM0huBmZ/SLC0rbkiyD9YKiEiJ0AakArfVOPIsISMGmZH+lFOO8H4zvIzFHkiTzkYKytmdSm9kJa2mveSu7/aRLhnm/A1oUCgg2nIyI4054dzfBV8+UQavFCDGeGBewDwPN14bvNLUCJRxiiUS0dEebmoGaCdIOhDGA5a8NZGfgTEfMJ0vVZTqliCE2JsK0mee79FWnri2I4z/ISNTMv61foQtzgXwb2vud3Hh2dfyHZfj/eUJBtKclk+wPUTUjAYTZTyuGkY9XqvL96ZZHKbPde0YIoS2Eeb/99Mn0+1h87QqLDSazdxjsrl3MwM4MEu4Mb6tRj6o238PCCeezLSMdsMJDgcJLh82E3mXijQydKFSL4cBKLyUSVmBhGX9eZsFTxh8MYhMLyQwd4ZclvVImJ4bX2HakcHUO8XS+/O51kt4vsQIA5O7fjCQZpXaEStePjibfZ/zbV1cuZc5IVb9asGd9+++2FXouOzjmTlZpNdpqr2DFJB5NJzwlgut3dkbtevZU9mw8w+c2ZHNl1jPnjfuXmJ/vw+aOF32xXb1KF+HKxCEXhtflPs+OP3fxv5ASMJgNPTBjO7E8WUKVBRbKS3bx4w9v5AjLQ1PQebfs8n214iwdaPMH97/TBaO2Zo053GsKJiHgUmfVszgYVlFLFZ3fMzZFKKURgKzLrCZB58rkopRFRryO9U5DpQ8DxoBYMZTyE1vPkBFtvhK0PMuNhIAD+BcjAEkTMFzn9UAHwrwBL+9N8oU5buq0vUon7W/pihCEaHEORKOCZSJ7IhpKj+vdcbvZIUSxAKc1k9hyR4SRwv49UUxH2geC8H2QIhBECq7RrqWYgbJ2A87whCBXsBSiwnuBmBHrApHN5kerxMGP7X7y/egXuU5TXmpUpy3vXd6OMw8nkG27mrjkz2JeR18NpUhTuadac3rXqYDFenoIPqV4PVqOJN5cvzZeFO+bK5qM/VrFgz07eu74bA3+YQtfqNfllzy6616jFIy1bk3iGPUbxp43rUKUa11SsjMVgIFaXcy+UFI+b539fxII9u3K3jV2/lrLOCL7p04+KUdEY9aDpknLWAVNWVtFP3wEiIyPPeTE6OudM0b6rANw0sic1mlTh8eteou/ojrx5+0cEvUEatqnLUxMf4v37x/Lz14t57Iv7ueetQUx69YfcDJIQgpbdm3Hnq7fw6YjxrP91C5PfnEmPoZ34fONbWGwW/N4A3cvEEFMqildvea9AsHSS7HQXcz//mbveGMiu9Yep2/IhrWnf/b8cNTUTWLtq/kuut3N8k0D6FiEcdyKzXy/iFSoI+52gnkBmDit4QdTjyIz7EbGTkP7l4P4Q4n9GJPyuZabUZKRvHjLtdk3oIfe6epBZryGcD2o/er9HRL2PDCzXMhqnYygPtj4oyt938yEMcUjH/QjHnRDcBgTBVA8te3RhDGRl+IQmuCAkhI+BTEe6xoBrTBFHFFN2eaYoZ5D5OpMxOjr/IfyhED/t2cVryxYX2Lfu2FFu/WEqU/rdTKWoKCb1vYljrmw2Hj9GlMVCqwqVsBgMRF+mpWCZPh+/7t2Nw2QusmRxd1oaM7f/xYiWrehSvRYCMJ/nNdM9r4onw+fl/VUr8gVLJznqyuaW6VOYe8sgXRTjEnPWAVN0dDSikOZIKSVCCMLhwvs7dHQuJpFxEQXK5E5S58oaNGxTj+d6vYnBkt+VfPOSv3ih71u8OHMUD7Z8ireHfELXuzvwydo3ST+Rid/jp0yVRNxZXrYu3871d7Rn8Es3s2L2H5StXgbFYMDv8XNsbxLzxv7K/e/fwbZVxWcClkxbxbNTHsWd4WbprMM0bdcKR8yVgNZPJb0/QWgHwnEPUimjSYTLLLDdoklY+344bUYjImo0UtjB9RRFRo/Si/RMBVtf8IxHer4Fx8PgfkcTXiiK0JYc1TsjhI8g3Z8iYidqwVtgde4asFyHiHwyN4OjhrMReNDK88QZ9wVdCHK9mi6wt5AMp0BwC9I9DsL7EZHPg6EshNKLPkhEABfgSaCxhjbXqZnD009l63P+59HR+ReR4fPx/uqVRe4/kJnB6iOH6F6zNqWcTko5nTQuXeYSrvCfizsYoGxEJGPXry123PRtfzKr/610nfQNHapUZVSray7RCi9P/KEwU4sR4Ej2uFl+6AC9a9e9hKvSOaeSvGnTphEbex6N2To6Fxh7lI0bHu7G1y8UFB7pNawL37w4BVVVMWAosD/5cCprf97EVT2vICLGQY+hnVn/62aqNKyEyWLisQ4vkrQ/r9F+wFM30LL7FUwePZPDO45QtnoZDAaFjre1LTHTBRAKhDAYBAajwss3jqFcjTKMWfw80cotiOiPILQLt8tMWFTGYHkQnycMSKyhMA7nUHAMQXong5qKMNYGW09k2IWQmciTPkxF4f8NEfkU0jMewgcBP4SLkcQ+iZqhyWPLbPAvBGtPRNS7QEgr1xN2wIQwxKCqPoSaAu5Pc6Sv/WBqDM4HwFjrgmV5LjUynKLJr/tm5m3zTELY+yGzilGXsvVDEnHeJYpSOBARTyKznip8gK1/zu9BR+fyITvgJ9lTSLb7FGbu2EbrCpV0UYHTEECszc7hEiqHsvx+Mv0+0n1epm37kwdbtLw0C7xMOZiZkU9oozB+3beHjlWr4TBfnr13fwfnFDC1bt2axMTEC70WHZ1zxuaw0m1oJzKSs5jz6c/5jGUr16vAzrXF+3Asm76Ku968ldSj6Tx41VPElo7mjZ+e4Z5GjxH059XEt+zejGqNK7P+1830H9mL+V8sZN3Pm3FE2bn25tYoBoVy1UtzZHchimk5NG5XD6EI5v7vFwCO7DrGlLfmcsfTQwinr+ZE8nAO/HWMWi1KM/2NOSz/YTWhYJhG19Zl0HN9iY9djjWiDogIZOggJHcBPBA77QyulEputkMpq/3fUAk4xX/KWEv7RwgCa0BNASX2lBI8E5ibFmlOK8IHkGk35y/ZC/6BTB+McI5A2m78dwZNwb/yBUsABFaC8z7N6DdQyFNuQzWEYwjCcP6BjKI4kJZ2iOiPkNnvQHhfzo54rRzT1rsEw2Adnf8ewXDJ5a4hVSVcRJn05UyM1cZRQzZlIiJI93mLHBdhNue7gZ+3aydDr2hxKZZ4WWI4g94ko1BQhN7DdCk5p4BJR+efSExiFLc+14+bRvZi5Zy1uDLcNLimDo7okm9W/d4ACeXjeKLzK0hV8sIPI/nujRn5giWAvg93Z+e6PTijHTzS5rl8vUqbl/zFvi0HGfhsP0bf/lGh51EMCv0f7wNIru5zJRXrlOfHsb8yf9xCbnx0DNtXbSb56HYaXFOXexs9iic770vs98krWDJ1Fc9OeZBmrX7DwqneTSbAoCncFaekZm6FDG4BcuS1AyvBeQ/SOxFMDRERoyCcggyuB2FGRL8PqjenF0i7MRHOh5BYCs2YyPAJZObIwvubAOkag7B2A/5dAZMMJyM94wrbg0wfjoj5GIJtNBn28EFQEsB+E8J28wUtRRSGOFRxHSK2cY50uwrCghTROSIWOjqXF3F2Gw6TKZ/Yw+lcU7HyZauCVxxWk4mqMbH0r9eA539fWOS4m+o1IM3rIcpiJdPvI6sQXyWdC0f5yEicZjOuQNH2HD1r1cZmujyFSv4uzjpgEkIU2sOko/NPwGA0IJQQrXo1x2o3Y4uwkZmcRUypaNKTMoo8rkGbOuz4YzdqWKVFlyYYTQZWzVmXb0xMqWhA0rBNXR5q9XShwg5zP/uZdje3pv/jvZkyela+MWarmacmPoQzys6T179MRnI2ta+swSOf38vujfuRqqB0taqUranwYt+38gVLJ1FVldcGfMy3+z7CElkdQgfAUAFhaYEMbATHUMh8qIhXaUTYb0Fm3Af2QRDchvTNQ5ibQMTzCFMDZOZDED6Se4R0jwNzG0TE42BqjLAPBvOVRRvLSpfmw1QM0vM90vkIivJvel4TgtD+wnfJdGTarWC5FhH7NdrHahgpYhCnBTFq2K3NJZwoSsHy0DNBk5PNn+HXP5F1LlfsRhO31G/IuA3rCt0fYTbTvUYtTIZze7/913GYzXSuVp0fd+1g9ZHDBfZXjoqmd606TPlrK9/0voEH5s/hynLl/4aVXj7YTSaGNGlWZG9e1ZhYGiSWvsSr0jnrOxYpJR06dMBoLPzQ9evXn/eidHTOFle6i/QTmXz/xkw2LNyCwWigVa8r6Ptwd4KBID3u68Q3hfQ3gZb16Tu8G+89MBaArndfR1aqC/W0Ug9HlB2z1cQv3/xepAqelJKnurzKF3+9R7e7r+OXCUtIPZpGtUaVuarnFaxdsJEty7bRvEtTvn9zJstnrmH5zDW8/tMz7Fy3l48f+pJHx91XbElfMBBi6fQ11GrRlJVzIOALUr3RARq3b0d2WhKlSj2GJfwe+byShAMR9RrSv1rLImHWfJiMVSF0EGG5Gpk2qHDz1cASpDsOEf0RwlBCKW646HXnjTmUI1NetH/HPw8FlPjCrw8AKviXAkpuRunUIEaGkzXFQ+80kH6EuQXS2gUpIlAUva9CR+dccVos3NOsOUezs/lxd37BnWirla979dOzS8VgNhgQCEa1uobVRw4zccsmjmRnEWuzcUOdevSoWZsRP89nV1oqa48e4YPru1M24vyNuHWKxmm2MLBBI3yhEF9tXJ+vHLJp6bJ82KW7rpD3N3DWAdPzzz9/Mdaho3PWBPwBstNcKIrCjj/28Hyf0fmCnJkfLqDjbdfyeKeXefq7h7m2fyuWz/4j3xwGo4GnJj3E8f0nuOfNQfjdfmJKR7N0+iqadGjA0umrcsemJ2UQGRfB/q2Hil2Xz+Mn+VAKr9/6AX2Gd6VMldpUqF2W/436ht+/X8HIrx6gWuPKueNjS0djc1h5uutrVGlQkWP7ShZh2PfnQaxOK5NezVO3K1ejDE9/9zALvo+l7Q2zMLEMiyUFo60uwtIUqboRMqCVjQVzVJGMDZDhowj1SDHBAJpXVMQjJa7rjFTpDOVBWEse9w9CGEqBfUDRggsA1i6FlirKcDIy/V4Ibc3b5v8FXO8hYr5ENdbJMfDV0dE5F+LtDp5v255HWrZi+rY/yfL7aVm+Ai3KlSfKbMGily4VSTAcZsb2P3l75XK+6NGHtztdj9VgxB0MMGfnDvpP+x5vSHv4ti0lmUOZmTRIvLDqozoFibc7uLdpcwY3asrao0fwhoI0Ll2GSIuFRMe/6WHjfwc9YNL51+Hz+MhOc7Pgy0Vs/G0rwz++i4+Gf0G7m1tjtpk5vOMoW5Zu44rOjdj4+59kpWbzfJ+3ePCjIXQbeh0HMvbSundzKtQsR+teLYiIdZCd7sZiM5N8MAUpJR1va0u7m1uzfOYa1LCKYlC4+Yk+WGwWImJL/rCy2C0kHUjmsxwT3MSK8Tz2xf0snryS6o2rsG113pPQ64e0Z+5nP6OGVVzpbmJLRZc4f2KFBDJyTHhPcmTXMcY/+z1XdG7MwCrP0ejaujiiHdS5Mki3gROxyP+dJuInEM4hSO8ipLq7hDOGNeNUQwllAMKpyV+HCvpH5A6x34zIKcdTVT9CZkJoJ9K7HUhAhpNRFUeONPg/CMu1YGoIwc0F9ylxiIhHNOPcU5DhVGTWS/mCpbydbmT6nYj4nwA9YNLROR8SHA4SHA5GtW7zdy/lX4U3GMRmNHFzvQYkOBx0nfRNseO/3bKRZmXLYhAKERYLdj0YvWic9LrqVrPW37wSHbgg5iA6OpcOv9fPno0HuLP2Q3zzwhQckTYC3gCPf/0g0YlRCCFoP/AaPlr9Oq16N2f7au3G3ef28dYdH/P2nZ8CWgBz4K/DTH5rFlLCRw9+wR21H+LFfm/zWPsXuLfRY2xYtIVP14/G5rDyxDcPkpWazXO936TDgOI9KGo0rcrhncfybTtxMAV7pI2rejbDleli6zKtzyehfBxXdGqMlBJ7pJ2kA8k4Yxw5/VKFoygK7Qdczc61e3hxxig+XvMGH61+ndG/Po8j2kH9q2sDsO6XzSyZupKvn5uGN9zttFkEIvIlENE5QdCZPDspeYwwlEJEjdYkyAvDcR8IrZRAVX2I0HZkam9k+p1I1/sAyJSeCN9MZDj1DNZ06RCGeET0Z1qfmDhpEGsGax9E3DSkKOypawD8vxY9qXSD76d8qo46Ojo654Oqqhx3ZXPC7eK4KxtfIYIYYVUl2e1mycH9bDpxnMrRMdiMJQc/2X4/yw4eoPPE8by/egXJ7uIl3XV0/iucdYbJUELjpG5cq3MxcWV4eKrra/g8fqx2C4NfvoVvXpjC8plr8gaNhYgYJy/PeRy/28/iKStyd6UdzwBgxgfzCXqDTDr4GSPaPsfx08rgstNdvHvP5zz57XDG7/qADQu3MPXt2QDYI200bFOXzUv+KrA+g9HAfe8OJis1i4HP3MAv3yzmxMEUQBNMGTpmMEIIdm/cz0szH8dsM/PXqp1UaVCRPsO7smv9XuZ89jMPvH8Hrw18v0AfFcCAZ/ri9wa4qmdzvnhyIge3ayIN8eVi6T28K/ZIGzGlo0k+pJ3X5/Hj90ZAbCeQmUilDorjZqRwohjiwHwFKDakd2oxV94Kxuol/n4ApKEKIm420vUB+H4CApoCn+N+TTjCoHm4CZmGTL8N5OniFn5k9qsIQxkwdDqjc14qhCEe6bgfYR8IhAEDEivCEFW48EL4UM64opGBP8DaF9Br0nV0dM6PFI+b3/bt44sNa9mTnkaszc6NdetzW6PGuaVcIVVlX0Y6A3+YQvsq1bijcTNWHDpIIBwqUZ2tVnwCBzMzyfL7Gbt+LcsOHmB8rxv0nhqd/zxnHTAZjUYSExMZMmQITZo0uRhr0tEpknW/bMKT5QGgx/2dmf/lovzBUg7Z6S6e6vo6/9v0Nv8b9S3hUMGb1hsf7cGGhZsLBEun8sVTk3hv6cv5eoXevP0jXpr1OL99t4yfxv+eu566V9Vk6Du3s231Tn6dsJSy1UszYux9HN9/gq+f+56IuAgeueZZnpn8ME9OHM7o2z9iz8b9+c7Xpl9L+j7UjdXz1vP6/Kf5/o0ZbFiklXNVaVCRgc/0o3qTKqz7ZSMfPvBFvmNTjqQx7vFvSTuazk2P9eDjh77K3ef1hJkytRURMVbSk/x0uyeGmNJalkSKCM0AtzhJcvttSGxnpMamKHZQKiEjntXU9bSzaH1AOahhD7i/LiRYykO63gdTo3zH/RPQ+o1OKaELpyHDJ7RskbABhjwp8TMxkhU2ELqCl46OzvmR4nHzzKJf+XlvXol1ssfNJ2tXM2fndib3609pZwRpXg+3/jCVXrXqUC8hkRumTCIQDnPclU2f2nWZsHljkee4uX4DHl7wY+7P21KS+XH3Dm5t0PiM/IMuNkkuF2GpYlQMJOpBnM4F5KwDpiNHjvDVV18xbtw45s2bxz333MOAAQNw6H+YOhcZVVVzS9kAru3fmkfbPlfkeE+Wh+Uz13DjYz35/o0ZBfY379qUKW/OLPacJw6mEAyE8pXYZZzI5PGOL9H5jna8seBpFINCdGIUB/46xEcPfsHOdXsB2LV+L4unrKDPQ1154YdRTH5zBqlH0zAYDLx683sc3FZQwnXJtFVYHVbK1yrLpyO+puf9nRny+kCiEyJRVRWLw0I4qPLlU98VueYFXy7i801v07LHFSiKQjgUxu8NMOm1+XhdPgBa9W6VGzApBieqakTE/E/zUAqsOmU2E9hvRTjuQBjOThmpSOlxQMgMpH9x8ROEdlFSduZ80QIdDwR3gKL1X0nsKIYza6qV4aPIrFfA/1veWs1XQuSLSKUsQknUTH/VtCLnEPabELrog46OznmyKel4vmDpVA5lZfLe6hU8e0071h87ikRyffWa3Dzt+1xT36l/bWVC7378eeIE648fLTDHY1ddzabjx0lyu/Jtn7hlE52r1qD036iel+x2s+bIYcZvWs9xl4vykZEMadKMRqXK6NkvnQvCWT8OiI+PZ+TIkezYsYPRo0ezcOFCKleuzLRp0y7G+nR0clEUhcgcwQV7hA2/x4/PU7yB3h8LNtLzvk5cd2sbDMa8p/jR8RHElo4m4C/a7PAk4VAYoeTPrXhdPmZ+OJ/hrZ7mh/fn8fPXv/N0t9dzg6VTmfH+j/i9frav3k2luuVJPZpeaLB0koUTl9K8c2OO7DzKhBencmxvEj5PgKxUF7M+XMCfy7fjzvQUemyluuV5+7cXmPPpz9zf7HEGVr6PR655lhWz/+CLv96jZrOqAGSn5f/CUxRrTv/RO4j4XxBRbyOiPkAkLALHfQjDhTaaFUDh0uz5OZMx54YMH0VmPIRM6YTMfBCZfgcy5XqEb/oZ9U/J8Alk6i05PUqnBHaB1cjUfgj1BFJEIpwjip7E1BQMFc//xejo6FyWJLmySXK5OJadze60VGxFWL4AzNq+nZCqsuTAfm6q24CJWzbmBksArkCAe+fNYsRVrRnTqQvXVKxEw8RS9KtTjwUDbyfCYubN5UsKzJvi8VzET+qSSfG4GfHzjzy4YC7rjh3lSHYWq48c5p65s3ju919J8eh9Vjrnz3k7R540sVX+AalYnf8+nQe3Y9+Wgwx++RbEGfzJmcxGUo+lM+SNgQx++Wb2bT1AUugIz01/jOTDqTRp34DNiwv2Ip3EHmnH6rBS96qabFlaeLla58HtGH37R8WuY/KbM+k0+Fr2bTnIul82FTs2HAqTdCCZ1+Y/jdVhwRHt4PjeJKaNmYsrw01cudjC1xph4/FvHuTVm9/N5+OUeiydr57+jlWz1/L8D6O4vdoDlKqcUOgcuaVkxkp524pd7bkhRRRY2oJnX9GDjNW5AB9RhZ8/nKz5ToVPk4iXLq1/SjhQrT1RFHOhx6uqH7yTQT1W6H6kC+l6DxHxHFg6ICIVpGsMqCk5A0xg7YqIGJV3zXV0dHTOkBSPmz+OHOHzdWvYkZpKtNVK71p1mHrjLTy58Ge2nEgqcIw/HMIdCGAzmaibkMDMHQW/+0643dw6YyqNSpXm+mo16FitOlP+3Mro5Uu5oW69QgOjKtExKOLvsc8OhsPM2rGd5YcOFrr/pz276VStBn1q173EK9P5r3HWUU5ycjKjR4+mZs2aPP7443To0IH9+/fTt2/fi7E+HZ18RMQ7GfD0DYy67kU8Wd5i1eRAC2bUsErywRQyU7L4YJjW9yMlzP5oPp1uvxarvWhTw653d2D5zDXcPXpQkQ8FHNEOUo+lF7uOfVsOUqZKTi/OGXyxSAkWm5nsNDcfPjAOm9PK+l83k3wolQq1yhV6TMfb2vLz178XaXq7bfUuVs9dy8Njh2K2/r1SsIrBjnDcXrSaHiAcwy9e/1JgVcFg6RSk632ELPp3KmQaeGcWf44cwQthiENaeyDiZiLiZiFiJyMSFiEintaDJR0dnbMm2e3mzeVLeGD+HDafSMIfDpHkdvH5+j+4Z85MXmnfkVKFePWYDQYy/T5616pDWJWYlaJ7JzclHefNFUtxBQL8b/0fLNq/lxirrdB572p6BaWcf483UKrXy/iN64sdM279Wo67si/RinT+q5x1wFShQgU++ugjBgwYwDPPPENiYiILFy5k9uzZzJ49+2KsMR8ff/wxlStXxmq1cuWVV7JmTcGGf53/LuGgyrgnvuW+9wYTGefktflPYXMW3v9RrkYZal9ZnRf6vs3P3yzGarfkehe9est7dL6jPdYIK6/MfRJ7ZMHm/GtuaMlV3a9g7KhvMVtNPPXdQ8SWjs43pmLtckQnROYr9ysMZ4wTr8vHXyt30vbGq4odazAaqNG0Cut+2cy2VTt58tvhuUp/6UkZeLO9VK5XocBxbW68il++Kb4vaPYnP9GkXX1iS8cUO+5SIEUMIuZrrccnH2ZExJNgbn5xzhtOQ/rmFD9ITdJ6m4pEgJpVwpmCgKZyqCgWhCERYaqDMDfRyh+L6fHS0dHRKYr9GelM31Z4ZcRRVzafr1vDwAaNCuzrWbM2P+/ZhTcU5Lg7mw5VqxV7nmZlyrIzNSX355WHD1IvITHfmK7Va9K8bOEP8S4FAjiSXfxn8d709ItSKaFzeXHW9S6BQIDDhw/z0ksvFdgnhLiosuKTJ09mxIgRfPbZZ1x55ZW89957dO7cmR07dpCYmFjyBDr/eoL+IA9+eBfzxv7Cmh83UL1JZb748102L93GG7d+kDuuYZu6DH13MAF/kC5D2jPjgx+56bGedL6jHQBPfPMgnkwvS6auxOfx89bC59m2aie7N+zDHmnjmr4tObr7OM/0eJ2AL0DK4VSO7zvB0989gjvLQ8AbILpUNJ5MD+t/3Uzr3s1ZMm1VUcumw8BrWDl3Ld3v7UjZqqWoXK8C+/8sPMPR+c52SKBFt6as/2Uz88YtzBVrAJjw0lRGjB3Kc73eJCM574vCbDUX2dt0kuTDqWeS4LokKIod1VgHETcbQtvBq5U8ivjZSJPzIhrXqiCLls3NRRbX32YAU53TBDJOH1Kei1PQqKOjc7mS7vUwbsO6Ysf8smc3Q5u1YMyq5bnbyjojGHpFC77auI5x69fyavuOZPkDTP1rK1n+gr3AihA80PxK3l2VZ8thM5qoGBVFosNBpaho7mpyBU3KlCHe/veKKkSYzWQXI4UeZ7ehO93pnC9nHTD9nQaLY8aM4e677+aOO+4A4LPPPmPevHl8+eWXPPHEE3/bunQuDelJGXz59Hf89t2y3G2Lp6zg6+em8NSkh/hy23v8uWIHleqU5+C2I7zU7236jehO4/YNSDueQSgQokazqgRx8dfKHTRt35DstGyyUrIZ1uIJGrerR7kaZchKzebFfm/nZqMA4svHkVgxgddvfR+f28+j44Zic1iw2MwkVoqnXqtaHN1zgoQKcSiK4PDOoxz4SxN2KFe9NNfe3JoWmU0w28woRgPPT3+M12/9gJ1r9+SeQwjBtf1bMejZGzm47TBR8ZGUr1EGW4SV9je3xmK3MPezX9i9YR/jnpzIGz89y8q5a1k1Zx2hYAiLzUxkXARZqUWXHpSukvi3NueejqJYgEQwJKIoVwE/IgyJKIaLVzIoRRTC3BoZWFH0IOEAJbro3YYEcAxFFhMwCfsdSBGvh0w6OjoXjEBY5XBWZrFjgqfcp0VbrfStXZfbGzVl9ZFDOEwWEh3w5Yb1tK5Ykan9buGB+bPZnZan5Blvs/NMm2tZe/RIvl6o66pWI9Js4e6mzVGE+NvK8E7FaTZzQ516jN+0ocgx/es1INZadPm3js6ZcHE6qi8CgUCAdevW8eSTT+ZuUxSF6667jpUrVxZ6jN/vx3/Kk5OsLO1pfDAYJFiI8/WF4uTcF/Mclxs+j5+fvv6NZTNXY7IVvJl+844P+Xj1G2z4bQvjnpyIJ1vz90k6lEzDa+vRqF1dHmz9FFJI7vziBia+Pp1vXpzCgKdvoM2NV/L96BlsXbmDrSt35M558jxVG1bC4/ISCoR4ZuojBLwBNi7cysxPfqJstUT6PNiV8jXL8NT3w/lj/gZcGR463HYNEdEONi/9i6t7X8n3b/zAld2bsXPtHqa/O5fSlRO47YWbcMY42b5mN45oO/Vb12bH2j34PF4WfreEJdNWEQ5pX3yOSBu9H+zKU98N5607P2Hbml08cu2zXNWjGZ3uvJbY0tFElYqg+30dmfpO0eVmvYd3IaZ01D/yb/NSvm+ksSsy/IXmnVQY9oEQtKCoRa9FympI893g+abgTst1CEMnRFglXIj58L8N/TPtn4v+u/nnciF/N8keN+leL2leL+UdTjI9HtpXqUq0xcoJj5uF+/bkGs4ahCDCaGR63/54wkF+2bObe2f9wJsdO7Pp6BF6167LsPlzGL9hLT1q1OKr7r3J8PnYkZKC02ImymJl4paN/LJ3D5ackoQry1XAbjAQY8nr+f0n/M2ZheDORk34be+eQvuUKkfFcEOtOihS5luv/r7553Kpfzdneh4hpTzrB86LFy/m7bffZts2rYSmbt26jBw5kmuuueZspzpjjh49Srly5VixYgVXXZXXAzJq1CgWL17M6tWrCxzzwgsv8OKLLxbYPmnSJOz2MzCU1NHR0dHR0dHR0dH5T+LxeBgwYACZmZlERkYWOe6sM0zffvstd9xxB3379mX48OEALF++nA4dOjB+/HgGDBhw7qu+wDz55JOMGJHngZKVlUWFChXo1KlTsRflfAkGg/zyyy907NgRk+nvVSP7r5B0IJl7Gj1W7JhKdcox/NO7+eqZ73jkf0P5/s2ZLJ68goBPe3oQXz6Wm5/oTTDWzZdDphP0hgCo3rgy97w1CKlKFny5iL9W7sRkMXJVjytoe1Nrjh84wSv936VCzTLc9mJ/Xr3lPSrULMN97w5mxey12BwWpo6ZW+iaouIieGfxiwR9QV644S2SDqQUOg6g/+O9aNqhAY93eqXIMVaHhfeXvcz4F6ZgMhnpMPAaKtUtn08tMD0pk8VTlrPgy99IO55O6Sql6D60E807Nyam1MXqCzp/LvX7RlX9CJkFwT+QgfUgIhC2niAiz9p3Sg27ENKDFJaL2Hv196F/pv1z0X83/1wuxO8mxePhhd8XsuTgfhRg1s2DmLR1E99t3ZxvnAAevrIVdrOZVuUrMvnPLXyzOX+Z2vjeN7AjJYU3li3OV5rdt049nr66LSaDgRSPB18oyMrDh1ClpGX5CthNJhL+5j6lMyHL78cXChFWVQyKgt1kwmku3BpCf9/8c7nUv5uT1WclcdYB06uvvsro0aN55JFHcrcNHz6cMWPG8PLLL1+0gCk+Ph6DwUBSUn5vgaSkJEqXLl3oMRaLBYuloGS0yWS6JL+ES3We/zoZyVmYzSaC3uLTpopiQKDQ54FuvD34kwL+Ssd2JfHRsC+5d1J/rurajIXfar1Q21buwmg08XzvN7l+SHvufet2EirEMeP9eaQeTmPii9MIeoO06tmChROWEvQG6TLkOia/MYvbX7qZJzq/XOTaUg6nsXHhVhpdW4/D24vw7MlBDagsnba62NcZ9AY5+NdRHvzgLqw2M1ZHQYXAxPLx9Lz/etre2BpFUZCqSmzZGAyG4pX8/ilcuveNCXCCtReq2iOfbLyqqgiZDFIFYS45gDLFAH+/8uDFRv9M++fyb/rduAN+3MEg21NSSPN6qBUXT6zN/o/oibkYnM/vJojklwOaX92DzVuy4cRxxm8p3MvvjVXLmdF/AFO3/0n90mUYIOCrHMltAURabby6fAnB0wqL/KqK0WTCZDBQJkp74FMlLv6c1vt3EncO1/jf9L653LiU9+pnwlnLiu/du5cePXoU2N6zZ0/27SvGhPI8MZvNNGvWjIULF+ZuU1WVhQsX5ivR0/lv4XX7+GPBBtyZXmo2q1rs2A4Dr+HIrmM4Yx3FmtECXD+kfb6fhYC04xlMevUH9mzaz7R351Ivp6do57q9gOa3lJ6UAUDdljX5c/kO/B5/icp0y2eswWwp+Q1pshjxuQuqFZ1OwBtACAoNlk5isVpIrBBPfLlYEirE/2uCpb+LU4MlGU5B+KYh0+9Hpt+KzHoGGdiIDKf+jSvU0flvkOrxMG/XTjpOGM/gWdMZ8fN8un03gcGzprM3PY3Q3ygs9U/kj6NHcv/fs1ZtPlv3R7HjP1y9in5167PqyCF61Kydmxm6tnIVVh85nE8Q4iTXVa2GWf+O0NEplnPyYTo1aDnJr7/+SoUKBb1hLiQjRoxg7NixfP3112zbto377rsPt9udq5qn89/Dk+Xl04fHM/Oj+dz91iBEEZrYCRXiadPvKuq2rMmCLxaVOG8oECYiVnua2aR9/dygqHSVRK67tQ29h13Pn8u38/Xzk3OPST2SSq3m1bn1uX44YxxaFuIMNLqFIvC4fFSuX7HYcfEV4mjYpmQ38jota2IwGEg9mkbqsXRSjqSVeMylxJPtJfVYOrs37mPPpv2kHkvH6/aVfOBFQg1nIMNJSPck1Ox3kd75yHAyqlow0JXhE8j0wcisZyC0RTO39S9Ept2E9HyDDBddUqmjo1M8qqqy7tgRnlj4M9mB/A+HdqSmcPO0yaR5i38AdblhOOU7xmo0si+jeJP0jUnHMOaUo9lNJl5udx1VY2J5pGVrxq5fW2B8aaeTpmXKXvB16+j81zjrkrxHH32U4cOHs3HjRlq1agVoPUzjx4/n/fffv+ALPJX+/fuTnJzMc889x/Hjx2ncuDELFiygVKlSF/W8On8fB/46THa6ix/H/krL7k15adbjfPDAOJIP5d24NrimDo99eT/uLA+r567L51lUFB6XD7PVjKIo9H+8D+Oe+Ja2N7Xi3rduQw2HGdbiyQLHOKIctO7Tgu9e+4Fje5OILROD0WwsUcq7Rdem/PrNEu56YyDPdH+90DERMU6admhIxolMohOj8kma55urSxMMRoXPHv2a379fjt8boFqjytz8RG8at6tPdKJWTpGd7iLgDfDnyp14s73UblEdZ7SDuLKnm8ReWNJPZDLro/nM+GA+niztxscZ7aDfoz3oevd1xCRe2v4eGU5FeGcgXe+iGcmi1e6LCET0h6jGBiiGCADUcBa43oPQzsInc38K1k5g+PeVqujo/BNI9ngYvWJZkftTvB5mbt/GHY2bYtIzHgC0KFceRQhUKRFC5P6/KKxGI0FV5YsN6/h60wY+6tKd7/rexLurlnPsNBW5shERTOh9I/E2XQRLR6ckzjpguu+++yhdujTvvPMOU6ZMAaBOnTpMnjyZXr16XfAFns6wYcMYNmzYRT+Pzj+DrBStGU8IwXevzaDvQ90Y8/uLuDLcZJzIpEy10niyPEx9ezaN29XnzxU7qH1lDZZOL8ZQFChVMR6k5MWZo0isGMdjX9zPmvnreeGGt3jsy/tp0qE+GxZuzR3f7Z7rSKwYz9DGI1FVFb83QK9h17Pgq0X0fbgb45/9vtDzxJeL5YqOjZj/1UKqNa7MAx/cyVdPf5crew5QtlppRn71ACtn/0HQH+L5aY/xQt+3yEzJ34hYrXFlHvn8XkZ2fJnDO/LKNPZs2s+rt7xHj/s6M+i5fiAEsz6az5S3ZhP05/VD1bmyBs9MHkFixYtzw59+IpMJL0xhzmc/59vuynAz/tnvcaW76P9EH6LjI8k4kUkoGCYzJQtHpB2jxUhUQsSFX1RgHdI1uuB2mY1MvxsRPx/QzivwIr2Fi3fkHuYeh4x4HsUQfeHXqqPzHyekquxNLz4jPn/3TnrWqk1p50X4PPgXYjEY6F2rDj9s/4sjWVlcW7kKi/btLXJ8j5q12XRc65cNqSrD5s/lt9uG8EjLVgxu3JRZO7bhC4ZoU7kydeITiLfZ85Uk6+joFM45+TD16dOHPn36XOi16OjkIzM5i8r1KtB+wNXc8HB3dm/cx94tB8hMzabtja04tOMIb7R6msyULHoNu55V89axet56Bj13IxNfnobfW7Tzt8li4uXZj/P96Fks+2E16ileOY93fJkPVr7Kp4+MZ+XstSgGhe73dmJ4q6dzjZtXzVlHlyEd2L/1IJXqVuDGx3oy4/0fCQVDufNUqluep797hGlj5uDKcJNyOJXqTarw1qLnObjtCFmp2VSsXQ5Vlfxv1ASsDgtN2tfnmxcm89qPT7Fz3R42/f4nJouJzoPbUb5mWT4a/kW+YOlU5nz6Ez3u68SmxX8y8ZXpBfZvW72LUde9yJglLxFb+sILFAR8AeZ+/kuR+2d8MJ8bR/bixKEUPnxgHGt+3JB7Pas1rsyDnwy5oOvRyvA+KGZEEOkei3SO0rJMMgCUkJ0M7UHgBaIv3EJ1dC4TpJQMbNCIXrXqYFIUDIrCxuPHmLB5I7vStB7BkKpy9mYn/13i7A6euLoNAB+sWcmzbdqx7OABAuFwgbGxNhuDGjam1/cTc7eFVJXvtm7iwRYtSXA4Gdnq4tm/6Oj8lznrgCkzM5OoqMLLasaNG8ddd9113ovS0UlPyuCLJyfSfWgnWvVqwcgOL+bLyox7YiIfr3mdtjddxexPfkJRFNSwSjgUZspbs3hm8ghe6T+mQNBUpb7WZ5edls1j1xb06Dp57ud7j+al2Y8z8Jl+ZKdl8+eK7fmyNaqq8vJNYxj24Z1EJURQp2UNOt/xFjtW7yLgD1KjaVXSjmXwxqAP2Lv5AAC/fb+ca25oSfd7OzLtndlY7BaSD6WSfFi7UWh3c2vcWV42LNrKsCufZNTXw7iic2OcMQ5qt6xORlIWy34o6Dd2KjM/mE9kXNFKU0d2H2fbql207t2i2HnOhRUz/+BUW7eYUtE0blcPo9nIgT8PsXvjfgKeACOve5Hj+07kO3bPxv081eVV7hzf7wKuSC26vO4kgWUI7gciQJjQtKSKuVtTYtHU9XR0dM4Wi9GI3Wji7jkzyfRrDydala/IK+2uY9LWTczasZ3WFSoSZS1a0OZyJN7u4Mmr2+APh8n2+fjuhpt44tefc4NMgCaly/BWx+v5csM6Uk/rA9uclER2IIDFePE+u5JcLlQkSIi32/WSSp3/HGcdMLVt25ZffvmFhISE3G2HDx9myJAhbN68WQ+YdM4bV6abWR8tYP3CrXS7txOvDXgvXwYIwOf2MbTJSD5ZN5oBT/UlHFIRAm57oT9Gk4ETh1L4YOWrLJuxhm2rdmGxmWnTryV1r67J6g2rOLInifI1y3J459FC17B38wHcGR6e6/kGj31xP/u2HCwwJuALMObuz4gpFU3rPi2IKxeLyWqiUt0KvND3rULFGJZOX0Wt5tUoW71MgbLBDgPb8OmI8QBUqleBCrXKMuq6lxi75R0sVkuxfVInSTpwgsRKxZfcLZq0lMbt6+OIvLB16yd7liJinAz7cAjx5WNZOWctAW+APg91o2qDimxfs7tAsHSSYEB7YpqRlElC+UvVJ6ScEh8ZwXwVBFYUOVrYByL0HiYdnbMm2e3moQVzWXXkcL7tKw4fZN2xo3zVqy8HMjIZ1LAJ9stc5tnl12TXPaEgJkXBpBhIsOeUzkVoHpJf974BVyBAmtdDKYcTdzDAm8uW8Mu+PQXmc5rNmJSLE8CkeNysPXqEsevXsjc9nVibjZvrN6R3rTokOP753k06OmfKWQdMDRs2pHXr1ixcuJAKFSowduxYHnvsMbp168bWrVtLnkBHpwT8ngAzPviRm0b1Yvq7cwsESydpd8vV2CJsnDiUwqePfM22VVo2wR5pp8uQ9vR7pDvebB/1WtciFAhx/EAyceW1UrTtq3dx79u3YbaaWP3jBhSDIO1YOitmrcWXo+jmzfYSCoaJiI8goULRN8npSRnM/exn2g+4moQK8Xzz0tRiletmf/ITj469L1/A1KJrU4KBEJnJWfR5qCvX3dqWd+76hJdmPZ6r5heVULLZcplqpYsUjDhJOKQi1Qtf81L/mjrYI+28MvdJJr4yjTXz80wTZ3/yE3FlYnhhxkgatqnL5iVFy76HCyk1OTcMYGygqd0VhaU9UkQiQAuEIp5FpvUD6S441nQFmBpfoLXp6Fxe/Jl8okCwdBJ/OMTbK5bxTqfrib7Ms0spHjefrl3DlD+34A5qVQ01YuN4+pprqZ+QSKxde9B1sscr1WPjztk/sOVEUpFzDmjQ8KJk7ZI9bl5buphZO7blbsv0+3h92WKm/rWFCb1v/M96a+lcfpx1p98333xD586dad26NR07duTZZ5/lq6++YtKkScTFlWDuqKNTAqqqkno0DU+2l9rNq7Pu58IN+gY81Zdr+7fi0PYjjGjzfG6wBFqmY/q7c3lt4Pv0vL8zXz83mYPbjtC4XX1evnEMAL9/v5xje5NwxjgwGATJh1JJrBjPmMUvMuDpvhiMBiLjI4hKiMTv8dO8c+NiJcRjS0eD1MQpdq8vuiEX4MTBFEpX1ZQdoxMiGfT8jTz06d2UqhTP55veplaL6hzecZTX5j1FzebVsDltABiNBhpcU6fYuXs9cD0rZxfv09GyezOc0RfuyV/AHyDlSCplqpTi0/VvMv/LhfmCpZOkHkvn2Z5vcu/btxU7X7iIAPlsEYZERMSIYgbYEY7BKIa8ayENZRFx08FyLbkfjyIK7Pcgoj9AGBIKnUpHR6do0jweJmwu+JlwKuuPH8VsMHIGTg3/WZLdbkb8PJ+vNq7PDZYAdqWlcses6Ww4fozgaQ+UYqxWRra6hqIuW5PSZagVd3E+t7YlJ+cLlk5ld1oaH/+xGpe/ZG9BHZ1/A+ckjfLhhx9y2223sWjRIr7++mv69u17odelc5mSlZJNKKh9IUgpEUrBr4GKtcvRuF193JlevnhyYj6hhVPZsnQbR3cfZ1rSF7S54Uqe6vIqnhzJ8RH/u5eje47zQPMnmPrOHBZPWcH3b8zkgeZP4Ihy8OyUEWxZup3Hv3mQDx8Yx7pfN3PLk4ULnSiKwn3v3sEP780lO82FLcJW7GtUDAoGo8LYze/w4arXCYdUBtcczmsD3sdgUOhwyzW0H3A1ikHBle7m6J4kUo+mY7FbGDHuvtyM0+n0fbgbGScyubJbsyLPHZ0QSYsuTYpdX0lkpGSRciSNXev3knI0jRnv/8gDzZ9gULUH8Gb5WDhhSdHHnshk57o9NG5Xv8gxBuMFLB0x1kFEvgHitABRKYWI+QYp8susK4oNYayKiHwdkbAYEf8bIn4uOB/QS/F0dM6RoKqS7ivZ7iHZ4ybbX7RYz3+dw1mZLDt4gCrRMdRLSCTWlvddIoEXFi8q0J+U5vOyNz2NT7r2pFpM3ueZxWDkprr1+bRbr4tSGpfsdjN2ffEP52Zs/zNf4Kej82/mrAOm2bNnM3v2bFq0aEH79u3p378/X3/9de52HZ3zwWQxYXNYiU6I5M8VOwq9ue9+XyemvjObcjVKs3vDvmLnm/XJAk4cTqFKw8o8NekhPlr1GgCqlMz8cH6B8VJKxo6aQHy5WCrVLc+bt33I/j8PMf7Z76nRrCpPTXqIinXK545v2LYur857kp3r9rBsxhrskTY6D25X7Jpadm/GX6t2snLuOt647UPKVE0k6A/Se3gXoktF4fcFOLTjKG/e9iEDK93H7TWGMajq/Xw4bByOSBufb3iL3g92ITIuApPZSL1WtXhq0sPUbFaNF/q8RdubWtGmX8sC540rG8vbv71IVGLJpX1FkXosnQ+HjePWKveTejSdd4Z8yrgnJpJ2PIPY0tEc33+CYKDwAPYkm37/k+pNKhe5PyLuwn25C0Ms0tIJEf8TIvoTRMTziJiJiLjpSGNtFKXw4FYY4hCGUghjOYShVJHjdHR0SsZuMlGrhAoUs8GAUVGYt2sHYfXCZJn/TbgDAXampjCz/0AeadmaW+o35OOuPfi4aw9qxWkPa45kZ3Hc5eKEywVoFRkL9+3hhcWL+HbLRh5v3YZZN9/KlH43M+2mW4i32/l07WqyLkKWJ6iGOZhZfPm3OxgkpF6oEmsdnb+Xs+5h6t27d4Ftd9xxB6CVI124/gOdywFVVUlP0rIO63/ejNVh4dqbW/PqvKcYPfgjHv3ifpZMXZl7E37drW1o3asF4x7/Fr+n5CeRrnQ3AW8Qk9nE2l82s/Dbxdw2tjdT3yo+uP/mxak0aV+fg9u0mns1rDJ21Lc8Nekhnp/6KB6XFyEEezbtZ9wTE9m7+QA3jeyF1+Wl421tmPPpT7nqd6ditVvoP6o3370xgxZdmvDn8u08+OEQGlxThzY3tMRgMJC0P5lhVz6JxWbmxsd6UKZqKXxuP8tnruGRNs/x7pKXuOOVm+k/qjfZaS62/7Gb6e/OZccfuwF4tscbDB1zOzc80oPV89YRCoZo2LYe1ZtUISohAsM5qhelHc/gme6vs3vDPqo0qEjQH2TtTxtz96th9YyyQ0aTsdCyu5PBsdlsPqf1FYVicAJOMFyXb/tlXPmjo3NJCYTD3FK/EZP/LLrPuWv1mvy6dw87UpPpV7cekZbLq5fJEwwQUMMMmjGV7EDed1vdhETe6NCJl5f8zvrjR0nzenhrxVLe69yNsFSZsFkrW19+6CDLDx1EACaDIVd23Go0MrRZCyItlgu6XoNQSHQ4OJRVdNCkBcG6Wp7Of4OzDpjUy/DJj87FIRQKcXR3Eo93fCmfSML3b86kRdemvDz7CY7uSeKjNW+weMoKImKdOKLspB1PJxQMY3VYMJqMRZbkAVRtWIm4crG8c+cnbPxtKyabpr50YFvhXkYn2bZyJ72HdQG0rNfDn91DdGIU3785k2qNK3NN3ytZv3ALezcd4KqeVzBi7FA2LNrC873f4n+b3+HFGaMY//xk1i7YmPueqXNlDe5641amvzsHq91M6lHtNQtF8OyUR4kpFUVWahZfPD2Rm5/oTf3WtZn/xULW/7qFiBgHnQa3o1z10qycs5aOt1+L4vLz4bBxbFmav4bck+1lzN2fERHrpFHbujzwwZ3Elzv//sIdf+zOzei1ufEqfvlmcb79J7NM9kh7rmJeYXS8rS3la5ZFSjjw5yGiEyLp/WAX4ivEsXLd8vNep46OzsUnyeVClZKQGsZsMOI0m3Gc9rAj2e1id1oacXY7Kw8fYkTL1oxZVfA9XiM2jpGtrqHf1O9oWb7CRVN0+ztJcbu10kSvh3iHg2BYRRGCCLMZm8nEH0eP8Pzviwoc91fyCe6dN4txPfpww5RJlHJG8MfRI2xNTqJBYilOuF35xkvI59HkC4UIywt/31bK6eS2hk1Yd6xwpVmA66vVwHIhS6x1dP5Gzsm4VkfnQpCVnM3I9i+QdjwD0Hp7ajStij3Shj3Sxpr5G0ioEMd3b8yg3yPdcWd6eLzTy9z/3h1c0akRq+au45p+Lfntu2WFzi+EoPeDXUg5lMrG3/I/2VQK6Y06FbPNTCgnq/X418NYv3ALP479FYBlP6zm25emcUXnRjS/vgmNr63Hw9c8iytDU1ZbMnUlmclZNL2uAXe+eguudDeOKDv7thzk0xHj2b1hH2/89Cxj7v4UxaAQFR9BTCnN2yzoD1GjSTWEgBFtn8u3pg2LtlKzWVVGjL2PzBNZmG0mIuMiinwN2Wkuls1Yw9Axg4t9rWdCVmo2879YmPuzM9pRqBrfLxMW0/fhrnz70rRC56lcrwKV61cktnQ0Q167BW+2D5PVhDPKQVCvddfR+ceT5fexJy2NF5f8xuak4wBEmM30r9eAe5o1J96uldSecLu5Z+4sIsxmrq5QibdWLuPJq9swse+NfLdlM9tSkomwWOhZszaNS5dh+aEDVIiK4ub6DbH9x2TFj2Zn8eyS31CEYFSra/hqw3rsZhMdqlRjW8oJqkTH8taKwr/HQLuWyw8dZHiLq1h1+CAhVWXaX1upn1CKSlHRpHiKfkAVZbFiEOfUrl4iLctXoEW58qwpRP0w3m5nZKtriLbq5cw6/w0uzrtIR+cM2PjbVtKOZ6AoCv0f783Ha97gnrcG8dCnd9OobV0ykrNAwp2v3gIC/jdyAgBzPv2Jfo/2ZPYnP3Hjoz2oXL9igbmFEAz/5G78ngCzPi7Yq3RF58aAVh5WuV4FqjSoiMWW93S0/S2t2bBoCzWvqIYaVnODpZOEQ2FWz1vPRw9+wcq562jSoUHuvtmf/ESnwdcy++OfGNpkJE93e437r3ic0YM/YveGffQb0YPj+09w4mAKrXo3x2jKe24hpaTB1bUZ98RECmPnur3M+mQBiiKIjI2g17Dri73GNZtVxWA6/yd84VAYnzuvDj7lcCrlapQpMG72Jz9RrVEV+j/eG7M1/9PmRtfW4/UFT2uKgoDVbiWmVDTOqH+GV4cazkSGTyDDx5HhJFRVD+B0/tt4g0FOuF3sz0jnYGYGSS5Xif1DO1JT6D99cm6wBJAdCDBuwzqGL5jHCbebNK+HV3MCKrPBgDcUQpWSV5cuZuTPC6gaE8t9V7SgX516/H5gHzdMmUSS20WDxFJUjoq+yK/60nPbzOlk+/0Ma96SW2dMpV5iKaSE/tO+5645M3EF/BzIzCh2joV799C1Rk2+2LAO0DJHRkVwV5Mrij2uf736F7wc7yQJDgcfdenOY1ddTWKOsITNaOTmeg2Y2X+gLimu859CzzDp/C343D5W/7geIQRPTHiQA9sOs3fTAU4cSuHbl6cRDuWVFDijHbw4YxTVm1Rmz6b9HNpxlPW/buLuN2/l7SGf8sjn97J3835++2457iwPNZpV5cYRPchIzmLN/A24Mgo+fbvhkW7UbFKVFl2bsnfzAcJhlWqNKvPn8u3M+OBHut59HScOJtN+wNUkH0qly10d+G3SMnyegs2zcz79iYc+vSfXVyk9KYPRt3/E098/wh8LNrBo4lKy091UaVCRm0b2JBwM83yftyhdJZH7xwzO56+kGAz5MjmF8dukZdz+wk0AVKpbgSbXNWDDrwW9hkxmIw9+fBfxZWML7DtbnDEO2g+4mmN7kzi+7wS/fruUJ78dzq/f5lfEU8Mqr/QfQ78R3fl0/WiO7jmOL9tHjWZVsTqtxJWJOe+1XGhUNYCQJyD7faRvPhAApTTCfjvS1ktXx9P5T5LqcfPtlk18vWkDGTkKduUjI3nsqqtpXaEScfaCxtZJLhfP/baQUBFB1arDh9iTlkqNuHjm79kFwJ70NG5t0Dh3zFFXNh+sWVng2CvKlqNGbByxtgtrqP13EghpD11OuF08164DTy78mW41anEgM533VucZZKuyZF+8oBpm/fFjHM8RfLiyXAWcZgvNypbl+mo1WJBzvU+lTnwCQ5pccVEzdvF2B3c1acYNdeohkShCYDWaLlqQpqPzd6EHTDp/C4rRgMFooN0trUk9nsGONbspW7U0Xz8/ucBYV4abJ65/hfeWvcKKWWvJTnfx/RszuW5QG0b8716SDiRjj7Rx37uDtRI1AUn7k0k/nsFVPZpRr1VNjuw6xrG9ecZ+ZpuZtKRMHmz5VG4PlBCC1r2b8+6Sl1BMBnbOWIUjykH5mmXpMbQTtzzRm3FPTmLJ1Pxf9icOphQojdv/5yEeavU0rXo35+U5T3Dgr8OcOJhCYsV4Xr5pDHe+dgsdBl5DbOn8AYQaDrNvy8Fir53P48fv076IY0tH8+SE4fzw/o/M+/wXstO1L9OGbepy37uDKVM18Qx/I4Xjzvbgc/nZsWY3UpU88P6dWGxmvn1lGvu2HqT/qF5MHj0r3zHhUJil01fTa1gXWhYjcf5PQajHkKk3gszI26geR7rehMAqiHpdD5p0/lMku928sXwJM7bnN5A+nJXFwz/9yCvtrqNXrdo4zPlvegNqmB2pKfm2xdlsXFu5KnaTiSNZWUzauokRLVvnBlUHMzNRFEHVmFj2phdu6F0jNo5KUTH/qWAJyJVSj7PbsRlN7ElP451OXRg0I3/JciAcJs5mI9XrLXKuluUr5Ja+2YxGetaqjclgIN7u4KV2HehesxZj169lf0YG8XY7Axs0oluNWhdFUvx0zEajnk3S+c+jB0w6fwtmi4kOt7bBaDTw+sD3efDju/jqme+KHB/0B1nw5UI63t6WH96bB8CvE5bw64QlvD7/aX6fvAJ3phebw8q4JyfmCioANG5Xn2cmj2DMXZ9ycKcm9jD/i0XM+/SXfOeQUrJsxhrcWR5GjL2PDgPbsmrOWuZ8+jNmq4lOt1/LfWMGE18uNncNoIlCyEKeuIaCIVKPprN5yV+8P3QsL895AnuknVfnPUV0qUhMhTz1MxgNOGNK/uIxmfPeujGlohn4TF96DbuekD+EwWRAMSjnnc3JSM5i9bx1fPLQV3iy877IEyvGM/KrB5j98QKadW7MK3OeZM5nP7F30wEcUXauv7M97W5pXSAY/Cciw6nI7FfzB0unElgMwb/A0OaSrktH52LiCvgLBEun8ubypVxXtVqBgMmkKFxXtRpLDuzHIATPtW1PtZhY5u/eSYbPR/Ny5WlfuQoWY/5bi7dWLGNMpy7cN282x1zZ+faVjYhgXI8+lP4P3nAbcxRJa8XFsz8jnYqRUXiCAbID+SsVpv61lUENm+TLOp2K1Wike83a3Dj1OxwmE1/1uoHoU1QE4+0OutaoRbMy5XKzVYkOBwZF77rQ0blQnHXAlJWVVez+yMhz93jRubyoUq8CyUfSSD2WTny5WA78VbBx9FTW/byZwS/1L7B90+I/KV+rLFFxEbzcf0yB/Rt/28rLN77Ds1NG8MUzWm/QrxMWFxh3kg0Lt+LJ8vJy/zEc3pGnALRw4lJqNqvKS7OfYP2vW9i/VcsEXdu/FavmrSswj9lqZshrA9iy5C/eW/Yyi6eupFSlBGJLRxcaLIEW/HQf2on1v24ucn31WtVCMeT/IrTarVjtF1aGd9e6Pbx95ycFtp84mMLzvUfz/opX/8/eXUdHcbUBHP6tJtm4KwFCIEhwCe7u7lLgK9BSo7QUl2KF0gIF2lJapFihuLu7huASJAkhruv6/REIpBGgJcHmOafnNDN3Zu/usrvzzr33ffl71mbafNSMYQuHYDaZQQROno7IZK//XkxSTDImg5n71yKRyaUUCvJBZi3DweXZ0UAj6HIvtAtgUS8DWRlEkv+eaVAgeBOsv557sASQrtdxMzEBD1s7UrUatEYTO+/c4m5yEuU8vPgipCYSkYhfz59h1P49WY6dc+oEv7Vux6BKVfjtwjkgI9Pb+EP7+bllG24kJnDkwX0AWhcPooqPb4GMghSkVK0GvclMXHrGiP/oWnVRm8381qZ95pS6Z226eZ3fWrena+lg1l7LmqDIXm7FL63acjoqgjG169E4IBAHKyusc/gNEUZ5BIL889JXNc7OOd81tlgsQh0mwUtx8XZGnZ4xZUEik9BtRDtqdQhBJMrIYHdyy1l2LNqXkfyBjPTbbn4uiEQiLM/M+T605iTf7x/P2NbTc30siUyCrZOCzsPaEK2NwGzKe874gVVHCSjrnyVggoykCz99vIivF3/M0GojsXexo9+kbuxbfhhbRwWq1Iz1UhUbBvPhzD4oU9SkJSkZ1Xwq6clKtCotfcZ3wdYx96knZWoGUbJaIDfO3Mm2cUGHZQAAtmNJREFUTyaXMvSnAfm+FighOonFY3If8VOna9i3/DAfzen/xiRteFZSTAq/frmMw3+fzAjkAGtba7oMb0PrIU0zE09g0QPPSblrjn/cTiB4N6Roc5/69USqVkeaVsu+u3cZfWAPhmdG0SNSUyji5MzmmzeyHaczGfnf1o3s6tWP1VfCMmsKhcXG0GHtKqr6+NIisARtSpTMcZ3U2y5BreZuchIWi4W/r1yiDvDrhbN8ElKL7uvW8Ee7DkjF4izrwIxmMx9t38LI2nXZ2LUnhx7cI0mjIcjVjQpe3lx8FI3JbKFWkcK4KRTCyJFA8Bq8UMAUEhLCV199RZcuXShatChxcXGMHDmSWrVq5Xf/BO+opJhkzCYLNnZWlK1TCjtHBakJGWnGdRo9cms5dbtUZ9rOMcwetJDbF+5SrWVFNCod809P5+TWc6QmpBFYMYDAikUxGky5jlC5+bowZvUXTGg/E1tnWxp+VfW5/TMaTNlGcZ44tfU8H8/pT72uNRgwpScu3k50/KIVzfo3IPFRCmKxiBtn7jCz33zuX43McuyBVcfo/k2HPB/bxcuJSZu+YcXkv9n75xG0qoygMrh2SYbOHYB3Mc/n9v95UhPS0GsN3Dp/F4vZQlCVAGTWMpzcM9Kbm03mzJpLuTm28QxthzbPFjCp0zQY9AYUDjbI5AWfHjgxOonv+szLlkpeq9Ky/Nu/MVssdPi0BY5uDiCSAzIgj4x4En8QvV9FNAXvtkrePqy6kvsoNkBJNzei0tMYsW8X/7y91Ll0MJ/s2JrrsQazmVVXwljSrhNDd2wl9nGtIJlYjI+9Pa2KB72TwZLOaCQqNYVTUZHMOX0CK5GIOv7FqODpzdiDe4lVKzl4/y6tSwSx6UbW+nk6k5FJhw9QyMGRPzt0ZsGZU2y+eZ2xBzMytHYuVQajxUyHkmXeyemLAsGb7oUCpkWLFlG9enXatGnD9evXmTdvHlOnTuXixYvMnDmTokWL5nc/Be+I1MR0Im88ZMmY1Vw+ep1PfurPV4s/5pumU4gOf5qmVq/Vs2/5ES4dusa3m0YwpvU0mvatz/D6E7BYLNTqEML/pvfi95ErmDN4IYsuZ5+K90TXEe1YOn4ND65F4eT5YlNGy9UtzR+jck7tbTabibr1iKE/DcTZIyPAkMllqNO1fFZ9dJ7FndVpmlwDsWdl1CnqRa8xndBrDUjl0leyLgkgOS6VpeP+YveSg5nZCMUSMfW71WTID/1w9nSCF8jaZDFnbZMUk8LDO4/Y+sseVCkqSlQpRouBDbGxt8H+BdZlvSpJMSnZgqVnrZu1hTZDmj7+ywqsW4B2S67tRbYDEUne/PVYAsGLqu1fGHu5Vba1NE+U8/DETiZn7LF92YIlyFhTk6DJvfYPwMmoSAZWrMymbr1I0WrQGI1429kjl4hxfseSOzyRptOhN5uzrUUq7+nFuCMHAfj9wnmWtutIrFLJyaisN9RcbGyY1aQ54w7s41jkg8ztIqBrmbJ8vH0LrYuXzPfnIRAIsnuhcd1SpUphNBpRKpXIZDK+/PJLbt++ja+vL+XKlWP48OGkpKTkc1cFbztVmpoLey/xZd3xRN6MZtbBiRQq5cu+FUeyBEvPio9MYO+fh5l1YCIrp67HoDNQs11V+ozrjNlsZt+KI1gsFmwdc74ol8mlBNcqydmdFx/3IWMqSsUGZXLtp18JH6xtrYi48TDXNlY2sszCts8qWjZrTShrW2vcC7mhsM8o3lckuFCOCSJyYuuowNXHBe8AT9z9XF9NsBSbwqKvl7Nj0b4sqdvNJjMHVh1j9uCFJMUkI5ZK8C/pm+e5Kjcplzm1MDk2he/6zOXLuuM5uPoYZ3ZeZMXkdfQN/JSL+y9nZu8rCHvzWJ8GoNPoM0fPRBInRPZfgaRQzo1teua+TyB4SznIrVjSriM20uz3TH3s7JnXog0SsZgz0TmP2j+ZNp0XuUSCiIx1NUFu7lTw8sbTzu6dDZYARCLYdzf7VOoU3dPANFWn5X9bN9K3XEWWt+9Mn3IV6FI6mJmNm7Gha09+OnMyW7A0rm4Djkc+eG6QKhAI8s8LBUzt2rWjRYsWuLk9Ta3r4uLCnDlzuHjxIvfv3ycwMJA5c+bkVz8F7wCtSsecwb8hloiZsG44y8avwaA1smNR3nWH9iw7hI2dDQOn9WL20cl4F/Pky3rjubj/Mn0ndaPvxK6IxGLaf9Yi27FOnk7E3IvLsuYJoPeErpSsFpitvW+gF9N2jObX4cty7Y+9sx2ehd0RibNeNLh6O9NjVMZ0u8CKRRmzehgz9ozjox/7MXX7aCZu+JoPZ/bBxef1jVbotYZstZOedXLLOdRpGly8nOg1rnOu7WRyKV2Gt8XWQYE6XcNfMzZxcX/2UR2T0cTUHnNQJqteSf+fx2w2o9c+f72RXvO0jUjihcjlL0R2Xz6efucEsiqInBYhsvtUSCkueKfEq1RciY8j9FE0G7v14vNqNaji7Ut1v0JMbdCEjd16UcjREZPFjESU8yVCdFoaQa55fy7aBZXETfHmrW981dJ0WuJUSrbfusnO27eo5uvHqo5dqen39OaZ+z+mHyZqNHy0Ywvf7N+N1mhEJhYTp8r4juxbviItAktQ08+fvuUqsqFrTxI1auaePomPnT1yyX8vRC4QCF7eC03JmzlzJsHBwQBUrFgx290li8WCTqdj+PDhfPHFF6+8k4J3w7UTN1Gna6jdMYTLx24QduQaA6b2IDU+78yLyhQVaYnp7Fl2iIY9aqNKVZP4KJk5Q35jefh8UhPSGd9uBoNm9uFehwcc23gm81i9Ro/CwSbbOaf3nstHsz5AJpdyescFzCYztTpUwyfAC7lCnmdShj4Tu5AYk0KRMtlHHsrXL8NHsz+gROViLPh8cZZ1QIVL+/HNn5+i0xhQ2L2eH70L+8KyBY//dHTDaXqM7EClRmX5YHJ3lk/6O8tolK2jggnrv8LBIyPbnCZdw87fcw96zSYzm+bt4IPJ3bGxy/5evEpisZiqTSuyfeG+PNsFVsw6jVgkccesGIDIpv3jLRJEEvf86aRA8JokazSM3Lebgw8yvpesTh6nZfESNAsMpKKXD8WdXbC3zlivZyOV0SSgGOuuX812nj/DLvJZSA2G5rKOycvOjhaBJd755ASJajW7wm8x7ehhNManMw48be34uWUbrsfFwv0I0vQ6Knn5cCEmaxKh6PR0/n6cFW9bjz5YSaTMP3OKOv5FsJPLiUpLpe+m9ZlTJz+uGoKLTf5+hwoEgpy9UMD0JFgCaN++fX71RfCOi4vMKHjYtG99fh625PG2RPyCfDJTdOfEO8CT2PvxrJ+9jY0/7WD4oo/o+EUr9q84ilatZ1idcajTNYxvN4PPfv6Q9p+25NDaE6hSVJQMKU6hIF+cPZ1Ijk3JPGdCVBLj283Aq6gHwbVL0ndCV8RiEae2X8De1ZZxa4ezaMRyDq05kVnY1tHNgT4TulC5STkUDjaoUlVYK7LWKXHycKRWh2oMLv9VZsa8Jx5ci+KL2uP49eL3KIJ8XsVL+tIMujySG/yjjZOHI60HN6Vpv/qc2HyGhIfJFCtfmLJ1S6NwsMHGNuPCSqvWo1Fq8zzn9VO3M+pk5XPABFCyenFcvZ1JfJSc4/5qLSois8r+1ScWywGvfO6dQFBw4lUq1AYD22/fRGMwUMXHlw8rVyVRqyEsNgadycjGG9fYeCNj6tfOXv0yAyZHa2s+qVadbbdvojVmnX58MiqSWoX8WdCiDRMO7c8yVayilzdzmrXC7R2eevfExZhoxh3MfrMoVqWk76Z1bO/Wm4v3I5hy5BDj6jdiwJYNKPXZR8C7lSmLm0KBg9yKyQ0aM3DLhixFbCUiEYMrV6VZseLIhBEmgeC1eOm04hMmTMiPfgjeA4WCMtbEOHk6EnMvDoDdSw7QZkgT5n3yR67HtR7SlF1LDgAZoxU/fPgL805Ow8bOmr9nbc4sqqpO1/Bdn59w9XGheutKuHg7YzaZuXHmNv2+7cacwQuznTvmXhx+xb15cC0K90KunNlxAVWahpVTNvDJTwMYMLUHj+7FIbeW4+bnglgED64/5I/Rq5FbSWk1qDGVGpfLSJQAqNPUrJmxOVuw9IReq2fZhDV8On9gRpa2Ala+Xu5rt56o2rxi5v87umWMIrUbmn264xNS2fN/wK3trF8o2cWrYO9qy8x94/mq4aQsQTJAicoBfPn7R/mell0geN0S1CqmHD3E1ltZU3/7OTgwt3krph09zPlHT0c8LMDC82cZX7c+jtYZNzbcbBSs6tiVz3ZtI+qZGoyetnYUc3ElWaNhfss2qPR6UnVaynl6YSeX42H77mdxi1Uq+fHk8Vz3qwwGVlwOpQxwKzGBhefPsrJDFxaHnmfnndvoTSYCXVz4uEoItf0LZ05fDHJxZVuPvlyNj+VSbAwuNgqaBgRiJZHg8g5mFhQI3havv7qk4L2QHJdKsfKFcXRzQJ2qzhzxubDvMl2+akfNdlU5sflstuOqtqhAvS412PrL7sxtZpOZfSuP0KRvfUY0mpTtmMToJLb/ljElSyaX8v2BicRFJvL14qGsnrEhs521woom/erRY2QH9i4/zOG/T3DmcXIIgBGNv0Uql+Jf0hedRk+x8oUJrl2Kn79Yktnm8tHrBFYsypRto3D1dkadpuHw2pyrtT9xfOMZPpr9wQu/dq+SnbMtZWqV5Orx7PVTAIoE++NR6OUKtEpkEoqW9efe5dxHCZv3b/C09lE+k8vleBXz4NcLM7l05Bpntl9AKpfStF99fAK9hGBJ8M5L02lZcPZ0tmAJICotjSHbtrCoTXvar8maCTQsNgaV3pAZMCnkcsq4e/B35x7EqpREpqZiI5NhI5Pyx8XzHLh3FwAPW1t6BVegTqHCuL5jRWhzYzSbuZGYkGeboxEPKOPgAsD+e+Fcjouhe5lyrO7UFTEi7K2sKOLohPiZqYtWMhmeMhmednY0LFosX5+DQCB4cS8dMInF4jwz5AiFawX/FBeRwPxP/0AkFjFi6VDO771Em4+a8ufEtVgsFr7t8gPTdoym+YCGrPtxK3EPEnAv5Erz/g1x9XFm1oCfGbd2OGNbT88cMbhz4R5tP2qGXpv3FDOD3ohYImbh8GXUbFeVj+f0J1obwbTto1DY25Ial8qKKeuo3602a2Zszna8UW/kblhGxqKYe3H0+7Y7C87OwGwyI5VJuHriJpvm7WT5pLX877veIBJlSSiQE6PB+EJpu/ODq48LY/8axtg20wkPvZ9lX6EgH6ZsHYmrj8sLn+/J+zFh3Veo0zWc3HqOrb/sISUuNbONfyk/KjQs+yq6/8Lkcjku3nIadKtFzTZVEEvFr6UmlEDwOmiMRv66cjnX/fFqFVfiYqnuV4hTz6S2tpXLuRATjUwixv3xKJFMIsHTzg5POztKuLgSr1Yz68RRjj64D0CQqxsfValGzUL+uL4HSR5eyj++5uNUKn46c5KfzpwE4LNq1fmiulDPUiB4G7x0wLRx48b86IfgHZUUk8LwBhMyp+D1GtuJNh81Ra8xcHD1MSJvRqNVapFby1j34zbqdKqOk7sjaYlpbPttL9dP3QJg5ZR1dB3RjoWPs9cpHGywUsgpXaNEnjV3gqoG8iS8P7H5LGf3hDJ4VTcmdppFuTpl6P5NO/YuO0yjXnUx5JAm/Fkmowmz0cQXtcZg0BsRiURUalyWEUuHsvb7Teg0emLvx1GqRgku7s/9YqVYhSI51jYpKG6+LkzbPppH9+I4+NcxLGYLdTpVp1BJ3xcefTHoDMQ+iGfB50s4v+cSFosFmVxK3S41mLZjNDP6ziPyZjQ121Zh6E8DC2x0KSdW/1hnJhC866JSU9GZ8v4+Ox4ZQTkPrywB04AKldAYDKRqtbjaKLKMfABYy2QUcnRkYv1GjKlbH4sFLFjwsrPPl+fxpkpUq1Hp9RRzdiE8OSnXdtULFYK03DOEOlkLBbEFgrfFSwdM7dq1y/L3hg0bCA0NJTg4mK5du76yjgnefgaDkSPrTmYGSw6u9ujUOswmCzP7zWPkis/Zt+Iw8ZGJXD56nbDDVwk7nD0jE8CprefpPa4zMrkUg95Ikz71UCar+OjHD9j22x6OrjtFSg7Z9jp+3ooH16P46cRU9q08ysM7GXP2J278ChsbG0Y2m4Lh8ShS2TqluLAvLNfnU6ZmEDfO3skMrCwWC+f3hnH99B3mn5nOmR0X2DB3BwOm9sgzYOo1uhNuLzGKkx9cvJ1x8XamTM2gf3V8QlQSn4SMyrJWy6A3sn/lUW6cvs2sAxNBJEIql+Dk7viKei0QCF6EWPz8OklikQjz45HuIFc3ZjRuxqP0dHaH32bfvbs0KhpA/SIBOFtbZ0s04PweZ2ozmc2cjoqkqLMzQ6tW58s9O3JsZyWR0iGoFPfOnstxv1gkoo5/UUxm8zufTVAgeBf8pzVMM2bMYPz48ZQvX57Zs2dz/fp1ISmEAIC0pHRS49PZ9ceBzG3OXk5YKayRSMV8sXAwMffi8A30ovWgJqyYvC7P85nNZh6Fx+Lm50qvcZ0oWq4wW3/eTcz9ODwLuzNxw9fcCb3Pr18uy8xq121EO0xGE7MG/Iy9ix2Dv+9Dm4+acun2BS4dvMqKSeszz7/t1z0Mmtknz4Cp07DW/PVd9hFWdZoaTbqGZRPWkhidRHxkAh9M7s6y8WuypfDu9k17ytYt9UKv4ZsqNTGdP8asyjWxxcM7MRz86zjtP2+BTCZMgxMICpqvvQN2cnmOGdmeaFCkKCsuX6KYszNzm7di8LbNPEhNydy/9+4dXGxsWN2xK0WdXZC+pxf18SoVSoOeE5EPECGijn8Rynh48DA9nQqeXkyo24B7KcmUdvfAZLFw5mEkJyMj+bFZSx4p03M9b/8KlYhMS6GYy+u9eSYQCF7MfwqYli1bxu+//06fPn04cOAAAwYMEAImAQadgZun72C2WDIz2HkV8WDEkqGEHb7K5gW7SHqUgneAB60HN8FkMuPk8fxRCCtbK778/SMuH7nGrP4/Z9m3ecEuOg1rzXe7x3Jy6znqd6tF2JFrzBqY0S49SYlvCR/CQ++BLWyevyvL8Q+uRZGWpOSLXwfx09DfMZvMmfvEYjEfTO5GSnwat87fzdYvsViM2WgmMTpjasb8TxfTd2JX5p+ezuG/TxBzLw5XXxea9q2Ps6fjCz3XJzRKDapUDSajCalMglQufS3Z9Z5l1Bk4/kytq5zsWnyA+t1q4l5IKPoqEBQ0hUzGgAqVM9fK/FNhRyeq+xXCy86OQg6OfLZre5Zg6YkkjYa+m9azqVsvPO3e/cx3/xSnUrEy7CLBnl4Eu3titljQm0yExkSzOPQC1bx96VuhEo+U6Sy9dBGpSETzwBKMqFmHlZfD8LOzwwYo7ODErdSMMgc+dvYMqFgZb3t7/ByE0XeB4G3xnwKm6OhoqlevDkD16tV5+PDhK+mU4O2WlpjO3KGLmLl3PMUrFSXpUTJj1wzjx0G/Zkk08OBaFAs+X0KlJuX48rchbJq3M9eiqvYudpSoHMDdsAdsmreTLl+1pXLjckhkEu5diWD7wr2sn72NktUCcXSzZ2SzyVlGQCo3LUdaQjo/DV3EgKWdmb5rLBf3XeHmmdtY21lTt3MNZHIprr4uLDjzHae2nyf2fjw+gV406lmHA6uOMm/o7zk/YRGYngmwLBYLyyas4e9ZW6jZviqeRTxIS0xn2cS1DFs46IVfx6SYFNb9uIUdi/ajSlUjkUqo0bYyH87og5ufC3Ir+Quf61UymcyZo3i5SU9WAc+fFiQQCF49O7kVvcuVR2M0sDT0Agbz0++nch6efN+0BR9u3US6TscPTVtwKTYm13PFqpRci4977wKmeKWSaGU6jtY2TD96mPupKdhIpbQLKkWvchVoXDSAcl7etFz1Z5b1Ylfi41gcep7f23QgKjkJEzCqTj2cbW2xWCwo9Xr+unqZi4+iGV+v4et7ggKB4KX8p4DJZDIhlWacQiKRYH7mS1nwftLr9CQ8TKJUSHFOb79A6yHN8CjszuntF7JlZXviwt4wwo5co+MXrVg/e1uObXqO7kj03VgeXI9i3qlpnNx6ju8HLECVqiG4VhCDZvYh8lY0a7/fQu/xnTODJYW9DU0/qE+3Ee35uMo31O4QAsBXDSdSqWE5CpX0Ra/Vs2jEckQiEX0mdGXmB/Op2rwCzp6OuHg5IbeRE3rwSq7BnNlkRiKVYO9iR3qSMnO7Ol3DvuVHMv/+cGYfHFxfbHF0UmwKE9rP4MaZO5nbTEYTxzacIfTAVRac+Q6fwNdTZFUsFudZGBagSHAhJC9Qn0kgELxaT2oiiYDBlasyoEJlTj+MRGUwUMnLG2drG2QSMS42NsglEq4lxD/3nCeiImhQNCD/O/8GMVjM/HruDHvuPv0O1hiN/HX1Mnvv3mFdl54M2b4px+QaSRoNX+/dxbK2HTh76w6TDh/gfnrGGlt7uZxeZcszoGLlzNpLAoHgzffSAVPFihUz04prNBratGmDXC7P9WJS8H5RpWpQpanp8lVb0pOUWNta0emL1gyp+HWex637YStTto0iNT6NQ2tOZI5gOLk70GdCF2q2rQpiEaoUNTv/2I+dky2Tt4zk7K5Q/py4lnN7LvG/Gb2p2qICAWUL8/O5GRgNJkQiEQdWH+X2hbsEVS1G6yFNufXoOiajOaPu0zO1n/43ozcH/zqGQWd4WhNKBE361qP7qA6c35v7+qaE6ETaf9qC5ZP+znG/raOCRj1rI5W92Efu/J5LWYKlZylTVPw2YjlfLByMk3vBT89zdLen3SfNWTxmda5tuo/s8Foz4wkE7xuNXk+sRs2S0AscjbiPCBFNAorRq1wFmhcrjlya9bvnx6YtSNfpuZmUdy0hADv56xnNfp3uJCVmCZaelajRMO3YITqULMN3x4/k2CY8OYlEdcaNu+UdumAko3aTvZUcW5kc2/fwNRUI3mYvHTC1b98+8///mTHv2X2C95NerUOVqmbZ+DXE3o/H1deFMau/IDUhewa7Z8Xcj0en1tH163b0ndiV+1cjkVvL8Q7wID4qkYfhMUzrMYekmJTMY8Ti1bT/rAVj13zJ5C4/sHjUKuaf/Y6k2BQ+rzkGkUiUGcjX61qTYb8NYXL3H6g/rEq2xy9eKYBydUqxePSqLNurNquIWCymcGk/On/ZhnU/bs12bOUm5XByc6BMjSBaDGzIzmcSXUBG0Ddt55gXHl1KiE5i6y978mxzcus5Ppk38IXO96rJ5DKaD2xE2JFrnNt9Kdv+jl+0omhZ/9fQM4Hg/XUjKZEPtm5Ea3w64nE7KZHlYaGs7tSN4s4uyJ4Jmtxt7RCJVJR0dUcukaDPo4Zi26C3O1HNy0pQq/jzUmiebQ7cu8tnITXheO5tbicmIiGjsK+QAEcgeLu9dMAkJHUQ5CY5LpXV320gqFoJunzVlriIBFZOXkdybAp2TrYoU3KvR+Hu50Lio2SObTidmRQhNSEdV28nKjcpz/AGE1GnZc3KZjab2TBnOy7eztTvXpMDq45xcstZCpf2A8gMluyd7XD3deXg6mN8veRjzoadQWFnTarGgKObAy3+15DaHUL4tssPWZI9uHo7UzKkOADOHk50/botDbrXYt2PW4m8GY2zpyNN+zVA4WDDr8OXMXB6L9p/2pKOX7Tm+KYzqNM1lK1dihKVA7B3tXvhwqlmk5nUHFKk/7ON6TnriPKTs4cjXy/5hPDQe2z8aQdJMSn4lvCm6/C2ePi74fwSiS0EAsHLMZnNxKtViEUiDI+/B0bv25MlWHoiXa9n0LZNrO/SM8s6pFStloXnziKXShhQoTK/ns85kUvr4kHYyd6P0RClXofaYMBoMhOjUubZ1mSxYMwjyISM9Ot5f5MLBIK3xX9awyQQPEuj1NBpWBt2LNpHYnQy/iV9+fn8TFIT02nxv0b8PWtLrsc2H9CQOxfvYTFbWDl5HfNOT0ev1bNr8UF06jPZgqVnbZyznVErP+fAqmNE34nBbMy6lq73+M5c2BfGr8OXsfaHzfRc0Jrv9ozD3tkeERZ2LTnI8PoT0GmepuB18XJi5v4JOHs+vfB39nTC2dOJQbP6cmrbeVQpKtbM3IQyRcX4v4fzff8F3LscgcLehvINymCtsGLn7/spElzohYMlALm1DL8gH6LDc1+IrXBQIJG/3o+vi5cTLs0rUrxyAAadESuFHAeXly9gaTAYSYlNxWTO++JDIBBkjH7sCb/DktALSEQi3G1s6Cy1Zkn7jmjNZjbcuMaqy2Gk63WZx0SnpxOZlpolYNIajSy/HIrJbGZei9Z8Wb0Wf1w8T6pOC4CNVErPsuUZXLkabgpFgT/PgpSgUpGm13ElLhaJSEwJV1f87B24Fh+X6zEysTjP+kn2cjlBbm6czbWFQCB4m7z0FZezs3PmGqacJCXlXvVa8O5Kiklh49wdbJq3M8v25d+u4/NfP6TTsNac3HKOqFvR2Y4tFVKc0jWCiI9KYO+ywxj0Ru6E3qNs7dK0/bgZP328KM/HTnyUjJXCCgAPfzdi7mf8yCnsbegxuiMe/m5M7vIj8CR7GygcbBhWeywisYhhCwczds2XnNh8BoPeSLl6ZajStDzOXo7ZKt0DYIE/J6wlOTYFgNErP2fBZ4u5dzkCyEj2cHLL02KFUbeimblvPK4vWKzWyd2RbiPacWbHhVzbNO9fH4XDm1E88r8Upk2OTeHA6mNs/WUP6cnp9F3Unv0rjxLSonKWYFUgEGTUBBpzYC8Bzi7Mad6KW4kJaHQ6uB/BpdgYirt5YDabWd6hM4O3bSb2mVGSa/FxVPHxzfz7VmJC5jS8T3Zuo1uZsixu1wG13oDRYsbVRsGDlBScra0L/HkWpES1iji1iofpaex/XLB36aWLdC0TnOsaJoBmxYpneX3/aUyd+thKhWl4AsG74qUDpjlz5gAZ050++ugjvv32Wzw8PF51vwRvEZPJxNldF7MFS5AxbW7O4N/4+dwMvts1lk3zd7B76SHSk5S4ejvT4sNGVGtRiT9GrqDvxG6EX7oPgFapRWYl5frJiDwD9CeeNGkxsBH3LkdQs101vIq4s+fPQywZszpbBsekR8notQZSE9IY1WIqhYJ8KF+/DHJrObuXHOTAyqOMXPk5rjkkLnBws6Pdpy1YOnY1Tu4OuBdy4+qJm7n2LeLGQ2Lux79wwARQKMiHdp+0YPP87K9p8UoBdBvRHoXdmxEw/VtJMSmMaTWNOxfvASCzybi4+Gno75Svd5IRS4bi7On0GnsoELxZrsTF0LFUaa7ExdF57Wp0JiNWIhHf+Rdj9ZUwJjVsgo+9I5MOH+CHps3pvfFpQXD3f2RkMz7znWi2WFh9JYzVV8Kwl1shEYtI1WrpUjqY5sUCC+z5vQ4WCyj1evwdHBlevRbWUikSsRgfewe6lCrD39evZjvGx86eQZWrkqBWMaZOPZZcvED04yK1xV1c+bpmbSp6eaN4T6YyCgTvg5cOmPr165f5/59++imdOnUiIOD9SjcqyCrpUQprZmzKdb/FYmHltPUMnd2fwIoBhLSqjLWtNcpkJXv+PMxv+5fx8dwBfNf7p8xjytUrw4y+83B0s6dqi4p5BiTuhdxQparpMaojUbeiuXL8BkfXnyL2fnyu2RsTohKxdVRkJqOIvBlN5M2so19mY85TxORWcloObMj1kzdRp2m4ceZ2rn174tzuUMrUDHpuuyecPZ3oNaYjdTtVZ83MTURcf4ijuwOthzQhpGWltz6Q0Gl1bF6wMzNY+qdzu0I5t+cSTfrUK+CeCQRvpniVkrvJyaiNBn4+dzrb/guPovlo+xb+bN+JSUcOkKjWUNbDk8txsShkMir7+GRpX9LNHYlIhOkf35HPTuVrWiwQieTdLA9gNptJ0KhZc/UyG69fQ2UwUN7Ti4EVK6MxGBi9fw+TGzSmUUAgP587za3EBBytrGkXVIo2QSUZvX8PV+PjaB5YnBmNm+Hv6IRYJEIqFmdOfTQYDK/5WQoAYpVK1AYDKVoNHrZ2yCVinORWr7tbgreMsIZJ8N9ZLNmCjX+6dvwmGqUWexc7fAO9OLXtPDqNntaDm5AYncyUbrMz1+z4BfkgFou5dOgqEqmEHqM6snHujlwz7XX/pj0yKxktP2zEqmkbcPdzJeZe1rnnIpGISo3LUr97LXSkU7RcYbyLeea5TujZBBD/5OzpxJeLhpAck/pCAZPc5uXvND5ZM1WolA8GnRGxRIzbS4xSvW7pyUp0Gj0nNp3l4e1ofEv4UKtdVeQ2cnRqPdsX7svz+PWzt1GxYVncfN+e5ywQ5Bej2UJ1v0L02phz6QLISGV9IzGBch6ebL55ncYBxbgcF8uo2nWx/sf0MLlEQusSQWy+eSPHc/naOxDs4flKn8Ob5KEyna5//5VlWt2+e+HsuxfOl9Vr0TggkDZ/raBBkaLMa96adL2OWKWS3eG36fL36swEGztu30Kp1/N942a4275fxX3fdEqdjjvJiXyzbw+3kxIzt1f3K8S0eo1eY88Eb6PcVyy+oBeZLiV4t4nE4uf+O5Bby0EkQq/RM3vwQkpUDeTc7lAmd/2RaT3nZAYu1gorRv75GRf2Z9Q8MhlN/Pb1n0zaNAKfYlkLtcqsZPzvu97UbFeVJWP/YvHoVdTtVJ0mfeohkT69K+ri5cSsgxOp2a4q2xdlXKTP/eg3GnSrxbQdY7B1zL6g2dXHJcs5cuLi5UyxCkWo1qJizmudnlGnU/U89+fF2cMJj0Jub1WwlBqfxtENp+kbMJR5n/zOhrk7mDf0d/oEDOXE5rNYLJbnp5q/FyfUdxO8l3RGAzHKdB6lpxOrUpKi1SAViUjT6UjT6fI8duP1a4T4FSJdr8PT1o6FrdrRvFgJHKyy3lF3VSgYXbs+DQoXzXaOwo5OrOzYBY98CgAMJhOxSiW3ExO48CiaR+npJKpzz6L6qsWrVIzZvzfXNUg/njpOzUL+OFhZcfD+PQZv24S9XM6Cs6dZe+1KlmyEtQr5833j5kKw9AaKSk+j+/q1WYIlgFNRkfTdvC6XowSCnL30CFPHjh0z/1+r1TJkyBBsbZ/Ojd6wYcOr6Zng7SESUblJOc7tyV6T54l63Wois5Jy/1okwbVLcefCXQbP6suePw9zdudFLBao0qw87T9pwfFNZ5FInwYgFw9cQaNcyifzBmIxm7l3JQJbJ1sqNgwm7NA1zu6+iIObPUfXn2bwD/2QW8sY/vsQvu//M1KZhAnrv2bRN8u5cuwGMhsZjQnhxplwLh++QY02VRi3djgjm03O0t9OX7TC0f3FMr7JrGU0G9CAnb/vz3F/zXZVUdi/mQunn6ztel7A97KibkUz+8Nfs2036I38MPAXlt9dgMJBkWf2w5dZ8/Uss9lMUkwKZpMZa4XVC9e/EgjeBAlqFX9ducz661epV7gorUuUwMfOAXu5HNkLTI8zms1IRGLKeXjSqGgxXPPIcOdua8t3jZuSqtOx9dYNtEYj9QsXpZizCx52+RMAJGvUXIh5xMRDB3iYnnHTRCwS0bBoAJPrN86SyS+/GM1mjkc+yLPNphvXaV08iFVXwriRmECMUsmQKlWxk1txKioSsUhEi8DiOFnb4G5rm+e5BAUvQaVi+rHDudYXi1epwBX0RqNQI0vwQl46YHJ0fJq5qnfv3q+0M4K3k5uPM/+b0ZvQg1cx5lAbyMHVnvZDm5OWrCTmXhyJD5PwLOJOkWB/KjUqS0BwYSwWC9fP3GbN95tRONhQv2utLIVnb5y5w+iWU/Es7I53gCdalZaiZQqxeMwqWvyvER9+1wu5lRRlspLCpQtRrVVlFobOIvTgZc7vvcSVYzlPOzm59RzVWlakQoNgQg9eAaB+t5o06VvvhVOBO7k70n9yD6ys5Wz/bS8GfcZrIJFKaNizNh/O6P3GrTlKepRMzP049q88itFgokabKpSoHICLt/N/P3dMMssmrMl1v8Vi4eS2c7QY2ID1s7fn2q7d0Oa4eDu95GOncGLTGXYtOYgqVU3xSkXpNqI9rr7O/ymbn0BQEOJVKuafPYW1VMqSdp24Fh+HQiZnw41rPExP47NqNZ5bZLZRQDG23rzBpAaN8gyWnnC3tcPd1o5h1Wu9yqeSI7PZzOW4OAZt3cSzY8dmi4V9d8O5n5LMyo5dsyWoeFXiVUrURiOJajXPG7u+n5pMZe+n677Ck5P4MyyUJI2aYHdPLFhwtLaiX/lK+dJXwX9jtFg4FpF3UAyQrNVga/N2J1ASFIyXDpiWLFmSH/0QvMVMJhMWi4Xvdo/lh//9wqO7sZn7SlQOYOTyzzj89wl+Hf5nluO2/7aPzsPbUDTYn+8HLACgRtsquPm4ILOS0rBnbfavPJrlmNgH8cQ+iKdKswo8uhdHSnwabn6u/PTxIrqP7ICdc8bdSUdXe8RiEbU7VefTkNF59n/bwr0MnNYTr6IetB3aHFdv58ziuS/K2dORPhO70H1ke8LDHmAxWShWoTAyKxmObg4vda78lhidxPj2M7l1Ljxz245F+/As7M7MfeOzTX18WRYLXDp8Lc82yyf+zcJLszix+VyWfy9PBFUNpE6nkJdacJ7wMIkRjSdlWU8XdSuag38dZ/AP/Wjcuy5O7m/WeyEQPKEx6NGZjJR29yAyNYVYZTpKvY72a1ZmZrTzsbOna+lgVlzOeTTfxcaGqj6+6IxGTObc12C+LvFqNVOOHsw1WLmTlMSpyEjaBJV89Y+tUjFq/16ORtzn7y49ntvezUaRZfqjs40NSr2OOJWKA6q7ANTxL/LK+yl4NcwW83ODYuCF2ggE8AqSPiiVSs6cOUNgYCD+/v6vok+Ct0xqfDq/ffUnxSsX44eDE0lLVJISn4pnYXekcikpsan8MWpVjseu+2Er49Z8SYnKAdw6f5eiwf5UaVaBv3/YSpshTZFIJexbfiRz6phIJKJW+6p0+6YDY1tPx1phRamQ4iz4dDEJD5P4bs+4jD4lpHF0/WkCKxYlMTrv2mAPb8dQpKw/ZeuUwtr230+de1K09d9OJXsZZrOZpEcpWMxmpFYynF8wwEt6lMz3/RdkCZaeiH0Qz8hmU5h9dDKu/3GkSSwW55k0Q6fWIZVJmH3kW9b9sJWdiw+g12dklOoxqgOtP2zyUqNyaYlpLPxqWa7JRxYOX0ZIy4pCwCR4Iyl1Oi7HxzJk22bS9XoCnF0I8SvEyP17srT77cJZlrTrRKxKyd67WT/Dbgpb/mjfCQkiKnn7oHkDM7QZzCbuPKdW49/XrlDdr9ArneYWr1Ix7uA+DtzPCHQi01Ip7e6RZ2HajqVKM2LfbgCcrW1wtVEQlfZ03aWIjNE8wZtJLBLha++QOe0zN1YSIfeZ4MW89MKF3bt34+3tTalSpTh9+jSlSpWicePGFC9enPXr1+dHHwVvPAtms4W132/m8tEbWCnkPLoby4LPFjOj7zzO7b3EvFPTqdYy56kLm+bvpOWgJoglYhr0qE3sg3j2LjvE6JbTqN66Mktv/cQXCwfz+S8fsuDsd1RoWJYxraaRnqTkk3kD2fLzbsxmMxE3HqJKzVgTkxSTwk8fL0Kv1aNwyHtairOnI1j4T8FSQUqOSWH3koNM6DCTYXXHM7PffEIPXiE5NvW5x2rVOs7vDct1/6O7sTy4FvWf+ieVSQhplfc0leptqiAWi3D1caHvpK78fmU2i6/PAaDjsJYvPYXRoDNydH32VMvP2jB3B+r03NdMCQSvS5JWQ//NG0jX6wHoGVyOxRfPZ2unMhgYuGUjTYsVZ0PXngytGkKP4PIArOrYhYjUVFr/tYKWq/5k9IG9xD6uDfSmMLzAqJfaYMD8ipO9aIyGLEVof79wjtG16+V6sdymREniVWqi0zNev5G16rIiLDRLm3ZBpbARLrbfWK42Cv5XqfJz2zkL0/EEL+ilA6aRI0fSuHFjWrZsSdu2benZsyfp6emMGTOGSZMm5UcfBW84B1d7QlpWIqRVJQqV9GFYnXHM/WgR5/ZkrB1aNn4NwxtMoNvX7ajQIDjb8bfOheNX3JvRqz7H1knB9oUZd1XV6Rq+7fIDG37aTslqgcTci2N0i6n89vVyytQKYsbecUSHx7Br8YHMcyVEJaJMVbFmxiYsFgtH15+ice86efa/9eAmGUHTWyApJoUxrafz44e/cutcOLEP4jm3O5SvG01ixeR1JMWm5Hn89VPPT4F+env2C7WX4ejmwAeTuyOV5XwxIZNL6TuxKw6uGaM9NnY2uPm6ZI5qyeUvn4JdlabBlEvdrCfuX4lAo8w7w5hAUNDSdToWnT+XZV1SGXcPzkY/zLm9XsfXe3fx4daNDKxYmQEVMm5OfLx9C4O2bSJVpwXgclwsH27dRFwumeBeB4VUhu1zFthX8vbJltHvvzoZFZnl70uxMfx97TLLO3SmYdEAxI+zvPo5ODC6dj06lSrD6AN7KOPuwR9tO5CgVrHlVsY6WLlEQt9yFRhdpx5uQrKHN5ZMIqFV8ZJ0CCqVbZ8IGFlbqPEneDkvfXvk5s2bbNiwgUKFCjFv3jz69euHra0t/fr1Y/r06fnRR8EbzgI06FGbmu2qMqbVNFLisw+Bq1LVTO0xm7FrvsxMrvCEjZ01HoXdOL3jAhKJhEd3s06T2PTTTk5sOkurQU0Yt3Y4iMDF25mxrabx8E7WOkrufq5o07WZU872/nmYWQcmcmrbeeIiErL1q0iZQjTuUy/Xi/s3iVqpYc2Mjdy+cDfH/Vt+3kW9rjVw8XRCq9aiTtUgkUtxfCZLnMz6+YksrP5Fzah/cvN1YdqO0Uzv/RPJzwRxrt7OjFzxGa4+Tv/5MZ5lbfv8CyxHNwfkVm/++yx4vyj1Oo79I2Obg5UVMrEEyH1aXYpWi9pgoMmKJXznX4w7ydmnul2JjyNWqcy39OAvy1Ymo2uZsiwJvZDjfqlYTN/yFbApgKxlm2/eIDQmhl5ly/NZtRooZDKMZjMmsxmD2cxfnbqRoFET7O5BGTcPKnh5YwGKObtgJZXgZC2MTLzp3BQKRtaux8BKVfjz0kUS1GoCXVzoVbY8ViIxJyP+22wKwfvlpa8etFotdnZ2SKVSrKyssHk8nGltbY3+8XQCwftDla4m6kY0Pw9bSq8xnbIFMM9Kikkh4WESRcv6c+9yROb2xn3qIhKJ8An0Qq814OLtRMz9OJw9nWgxsCHFyhfBZDRx6fBVxkzfiMlo4pfzM7M9VpEyhbB1zrjjZ2OXMb1Olarmh//9wqSNI9j66x6ObjgJgK2DDU0/aUHHL1rj4uX0il+V/KFO07BryaE820TcfIh7IVe2LNjNrXPh2DoqaPlhY0pUKYaLlxOlq5dAKpPmmM3wiQY9av/nvto52VK6VhC/nJ9J5K1oYu7F4h3giW9xbxxd7ZFZvdoLIolETFDVQG6evZNrm/aftsDeRUgxLnjziP9Rx04hk9MkoBjrrl/N9ZhGRYuhfIHf3H33winr+d8SubwqdlZWfFSlGrcTE7MFiTKxmPkt2uBg9eqnRtfwK5Tj9gepKUw7dhiA7T36sOnGdY5GPsBeLqdr6bLUKVwYqViMs40iX9Ksp2g16E0mLBawYMFDYfvKSzy879xtbXG3tWV8vYbojAYUMjlWUimGN3CNn+DN9q9ut44bNw6FQoFer2fKlCk4OjqiVgtrA943KXGppCUpGV5/AiVDinPv8vNTeN4Nu49PMa/MgMnB1Z7Wg5sytOpIipb156vFHwMWSlUvQZ1O1dm2cA/7VhxBJpdSo20V5hydTOjhqyjsrRmzehgiEdw4e4fDa0/yzZ+fIreSEnkjmib96nPrfMZIzJ2L9xjR5FuaD2jIpE3fcDfhFt9uGYl3EY+3KtW0yWDKs25R5y9bI5NK+aD4Z5lJMiAjdXrJaoFM2vQNMmsZbT5qysafduR4joqNyuLo9mqCCitrOVY+clx9nKF+mVdyzty4+rjw2c8f8kXtsRh02X8IKzUph38p33ztg0DwbzhZ29A4oBiLLpwDQCISkaLT0qd8RbbfvonGmP3mhkwsZkiVauhNud/4eOKfwdjr5qaw5YemLYhMS2XF5VDSdXrKeXjSuXQwtjLZK5+OB2AjldG4aDH23cue7Aagopc3rgoFQ6tV54MKlZCKxflaW0lrMBCvVjP39Am23b6J3mSimLMLgytXo36RIrjlU1r195lCJkMh1FsS/AcvHTDVrVuXmzdvAlCzZk3u3r2bZZ/g/ZCWmI5Wo+PvWVvQafRoVTpsnZ7/JW/raItOnbGOpFy90nz4XW/O7g7l6yVDmdjxew6sOkbtjiGIJWK+rDc+S6a1dT9uIz1ZRe+xnVk3exsnNp+FxwVvfzg4EVWqil5FhqLX6pl3chreAZ6ZKavTk5T8PWsLmxbsZPCqbgBvVbAEGXWdxJKcs88pHBTU71aLz2qOyRIsPXHjzB2WjFvNoJl96DGqI2KJmC0/784MLsRiMbU7hzB0zoC3ZsTtn/xKeDPv1DQWDl/GxQMZ0z4dXO1pM6Qp7T5p/sbVwhIIAGxkMvqVr8jqK2Eo9XpMFgsSkYiF58+yqE17xhzYx4PUlMz2Pnb2TGrQiIuPomkeWJznhUPNihXP1/7/G0/u+pd0dUNvMmH7gkV5X4bBZCJRo0Esyih18F3jpozdv5ddd7OOQlf18eWnFq0zpy3mR8D2T1HpaXRauyozyQdk1HkasW8XnUuV4euadYRiuALBG+alA6ZDhw7lQzcEb5P0pHRUqWpiIxI4vukMALcv3OWLXwchs5LleIcfMi7K63erSeUm5Rk4vRc3z4Xzff8FRNx4SM8xHWk9pEnmwv3v+/+cLTCo0rQ8DbrV4sOyX6JVP128v23hXnYvPcS4tV9SuUk5jm86w6yBPzNu7Zf8OXEtZ3ZczAwiCpf2A8AnwOOVvy75TSaXUrNdFY5tOJNtX8Metdi/8mieqbwPrDzGB5O64+rjTK+xnegyvA3hl+5jNJgIrFAUubXspetPvUkU9jYUK1+EkSs+x2wyYTSYkMqk2DnbYq3I/4sggeDfcrG2YXWnbgzetono9HSi0lIJT0pk7umTTKjXAJlYwsP0NDzt7JCKxCy6eI6+5SqgkMloEhAIxpyzylXz9cPlDc4CppDLeX5p3ReXqtViMJvQGU3sCr/FktALRKen42RtTdfSwUys34gxdeuzO/wOJouZeoWL4mRtXaBrvOJUSkbv35slWHrWuutX6VOughAwCQRvGGEFtOCFpSWlE3M3DlsnBd80mcyXi4ZgMmZcoJtNZg6tOU63Ee1YMXldjse3HdqMQ2uOU75+MMPrT8gSWG2at4uZe8dxcus5Qg9cRq/N/mPSY3RHpnafnSVYesKgM/D9BwuYumM0xzed4d7lCCa0n0nHL1rxwbfd0ai0uHo7I5KJOH3h5HNTjb8sTboGdbqWU9vPcevcXZw9HWn2QQOsbK1weUUjG47uDgya0ZdLB6+Rnpw185Vvce/M4DU3eq0eVZoaVx9n7J3twLlgakYVtLd1hEzw/rKWySjh7ML6Lj2JSkslWathXL0G9Nm4jgFbNuKmUOBqoyBZqyFOpaKshydlPbxwtLZhVJ16nD54KNtIUx3/wsxq0uK9ufBOUKvYdusG9YoEMHr/Hk4/fLqgP0Wr5bcL59gVfps1nbozoOLz003nF6PZzLlHOWdAfGJJ6AW+bdAIO7lwo0cgeFP8q4Dp3LlzrF27loiIiGyJHjZs2PBKOiZ4s2jVWq6duMlf322mx6gOxD6I5+7lCMrXL83JLRlz7y8dvsZXf3yEh78byyf9TXxUIgDOnk50+LwlhUv58eOHv9CwRx1CWlXi2IandXPUaWrSEpVolLosCSGeKBTkQ2p8GkkxKbn2MT1ZSeSNh5lFcOOjEln41Z+IRCKKBBdiyrZROHu9+hEUVaqK66dvM6njrCzB3Mop62k3tDm9x3V+ZSM3boVcWHD2OxaNXMGJTWcxGU3YOdniX8ovW/bBnMhfIEvef6FMUaFT69BrDUjlUiRSMS5e/60IrkDwrjOZzSRqtZgtZnwdHCjs6ISVVMKKDp2ZeOgAt5ISSVCrkUskdCpVhhHPTNlytcm4+bOzVz9OPYrGbLFQ3a8QtjLZexMspWg0PEpPJ8jVnZOREVmCpWdFpKbyy7nTfFWz9msLRtJ0zy9tEKNSojEYhIBJIHiDvHTA9Ndff9G3b1+aNWvGnj17aNq0Kbdu3SI2NpYOHTrkRx8FbwBVqobv+/9M95HtOb75NI1716VK0/IE1wri1Nbz1O1Sg9aDmzCj73x8Ar34euknKOytkUglOLjas2/FYSZ1nkWnYa3Z8vMuGvaojau3M5sX7Mp8DIlMgqOrHSZj9ikkbn6uRN1+9Nx+Prz9CDc/18yEDwAWiwV1miYj/3k+SEtUMq7NjBwzz21esAu/IB9aD27ySlKXy+QyvAM8+fznD/l4Tn9MBhMSmQR7Z1tMBhOnt+ecrhegSLA/Unn+DSonPkrmz4lr2b/iCDpNxo2UcnVLM/SnAXgFeKKwezsKAwsEBSlBrWLv3XAWnj9DRGpG8ekQXz9G1a5HaTcPlrXvjN5sQmsw4GBtjZVYglMO0+x87B3o5uJa0N1/I+jNJv64eJ7a/oX560ruhbkBNty4xkdVQl5bMOJkbY2IvH+O/B0cCyS1ukAgeHEvffU0bdo0Zs+ezdChQ7G3t2fu3LkULVqUwYMH4+3tnR99FLwB7l+NJC0xHYlUQvFKAbj7uTG06kh+OjmV8euG4+rjzNcNJ6HT6Ll94S6H154AQCQS4ehmz3e7x/Hg+kOqt6rMqBZTMRlN/HBwIie3niMuIgFrhRWe/m7ERyVSvm5pln+7Dsvjau9WNnKCa5ekYsNghvzYj0uHrnJ6+4Uc1+s4eTqiPH4j2/aqzStg6/hqp+EBqNPVrJ+zLc803Wu/30LtjiG4vcLpb45uDtm2BVUtRokqxTJrUD1LLBYzdG7/V9qHZyXHpDCm5TTCL93Psj3syDU+qzGaeaenUzTYP18eWyB4UyWp1RjMZkwWM2KRCIPJzP3UZLzt7LGTWyETi5h3+hTLL4dmOe70wyg6rV3FknadCPH1e+UJEd41l2Ji2HLrBm2DSvJImZ5n24zEGrmv9cxvEpGYWoUKZ0ur/qz+FSoJo0tvGLPZTLxajd5kRG0w4mxjjVwixclauBH4vnjphP/h4eG0atUKALlcjkqlQiQSMWzYMH777bdX3kHBm8HJ3YEfDk6ieKUAQlpV5vv+C/hswf8w6o24eDmz7oetmaMKz7JYLKTEp3H475O0/rAxY9tMR6/VYzKa2DB3O60GNQGg+cCG7PxjP7P6L+DYxtN0+6YdkFETaPbRyejUOn7+fAlH15+mTK2SzD89nVLVS2R5LJlcSrk6pbl6/GbW7VYyun7dLl8CJmWKmtADeU+Fi49MwKh/fvrf/8rF25nJm7+h6Qf1s9Q5KlKmEDP2jiOgfOF8e+xzey9lC5ae0Gn0/DJsKcl5TKcUCN4leqORyNQUJh0+QJ2li6i9ZBGtVi1n9ZUwvGztSFKrSdVqSNPrswVLT5gsFkbt30OyRlOwnX/LxKuU/H4xY1p4glqNr0Pe05/t5VZIRK+v1pG7rS2TGzbGzSbn36NBlapkTrMUvBmSNRpOREXSe+Pf1Fv2By1WLaPu0t+ZcuQg8SrV6+6eoIC89AiTs7Mz6ekZd3B8fX25cuUKZcuWJSUlRajF9A5Kjkvl3K5Q1v24lYe3H1GzXVWqtazEp/P/x6XDV5k18GfmnZrO8U1n8zzPvhVHKFktEI1Sm7ntzM5Q2n7cnAY9alO7QwhjWk0D4PeRKxm5/DNm7B2HyWhmWJ1xWYKxq8dv4OrjwqSNXzNrwM/cvxoJwIDpvTi45lhmpj0Ae2c7xq8bjqN79hGZV0EESOVS7F3saNa/AVWbVUBmJePB9Si2L9zLnYv3AAqsGKGLtzNDfujHgKk9UaaosLKRI5VLX+nIkl6nR5msQiwW4+ThSGJ0Ett/25fnMaEHrmDKI4OfQPC2i1epiFMpSVCrKeHqxiOlkl7lKtC3QiX+vnqZddev8uv5M5x/9JDhNWrz+8XzOD4nhfXD9DTi1Kp8KZr6rjCaLdxLSQZg441rdCtTlrDY3Auody0djJ1cXlDdy5GvvQNbevRmSegFNt24jlKvI9jDk6FVQyjj7oHra6rDpDEYMFvM2AqjW5nMZjPXEuLot2ldlmmUepOJDTeucTspkd/bdHhv1gu+z/5VHaa9e/dStmxZunTpwueff86BAwfYu3cvjRo1yo8+Cl6TpNgU5gxayMmt5zK3WSmsSIhKxLOIB9t+3ZO5/dkgJSdapTZbwgGL2YxXUQ+Ca5dkbJvvMoMik9HE9F5z+ePabIZWG5XjyFVidBJzhvxG73GdWTVtA/0mdaNkSHHMZjO+gd4kRCUSUL4wpUJKoHC0wVqRP8PmTp6OdPumPX7Fvdn66x4md/0RnVpHyZDi9BzdEWWKii2/7EYiLbg7mvbOdmhUWrBYMqY1WkCn1WFl/d9+BDVKDcpkFTsXHyDs8DXk1jKa9K1H+XplsHfO+8fCYrEUyCibQPA6xKmUDNu1g0FVqhIa+4jPdm0nXZ+xuN/FxoYBFSqzoEUbPt21jbPRD4lITaGUmxuX42Kfe+4E4UZknkQicLNRkKBWE5maSiUvb+oVLsrhB/eytQ10ceHDylWwfc0Bk1QsxsvOns9DatK/QiUgo8BwQaY3f1a8SsX1hHg23riG0WymfpGi1PEvgrO19SubDhqrVGKymLFYQCIW465QICmgG4n/RbxazaTDB3Jdc3Y5LpawuBgaFS1WoP0SFLyXDpjmz5+PVpsxSjBmzBhkMhknTpygU6dOjB079pV3UPD6XDl6PUuwBKBVaSlVowTLxq/J3JYYnUShIB8ib0bneq6gaoHZ9lduWp7jm87wy7Cl2doH1ynJxQNXUKflfrFw5+I9igT7M33XmCyZ2FoMLLjAXSaXEVCuMJ/VGJOlr5ePXufy0ev0HNOREUs/LdD03YmPkln341Z2/XEAZYoKRzcHWg5qTPtPWvzrlNtqpZbb5+4yuuW0LCnfz+4Kxa+EDxM3fM3dsAfERSTkeLzCQYHMSqhiIHj3xKmUfLV3Fw0DAth15zZrrl7Osj9Jo2HWyWMMqlSVIZWrMf/sKdZfv8qHlaqg1Odcs+5Z/o5vb220/JKgVmExWxCJRJgsFha2aY/OaCRVq2XZpYt8HlKDxkUD+DMslPspybgrbOldrgKdSpV5o0YCFDIZitec3CFGmU7/zRu4mfj0u3v77Zu42tiwqmNXijq7IP0PgU2yRsPNxAS+O3aYsMc3CAo7OvFRlWo0LFoMN8WbPf1QbzZxJykpzzarr4RR0csbF2Eq5TvtpT8FLi4u+Pj4ZBwsFjNy5Ei2bNnCDz/8gLOzkD74XZEYncT62duybT+3+xKe/u7cDXu6YHXHon20/7RFnudrN7Q523/bm/m3WCymz4QubJq3M8f23gGeWR7jWWKJmBptqtB7fGd0at1rTVudEJ3EzL7zcg3sVk3dgLWi4O5mJj1K5qsGE1n3w1aUKRlzq1MT0lg9bQOjW0zNMy17XjRpGsa2np5jfayoW9H8MmwJ3UfmniWzxcCG2Di8uQU0BYJ/S20wcOFRNNV8C7H2H8HSs5aEnqdZYHGkYjGJGjUpWi2NAorleTFa1sMTW9nrHQ15kyj1em4nJhAa8wi10cjs0yfo9vdf9Fi3hiWhF3BT2BLs4UmntavYdy+cz0JqsKFbL9Z17cGACpXeqGDpTRCnUvLVnl1ZgqUnEjUaem9cR5Lm349wag0GTj2MpNeGtZnBEsCD1BRG7t/D7xfOkviGj6BqDc+/qaHU6zGahSnn77qXDpjCwsLy/C+/TJ06lZo1a6JQKHBycsq3xxFkMJvMxN6Pz7ZdmaJCnabOKHz62Nldobj7udGsf4Mcz9VnQhfioxJ5cC2jNoa1rTVfLf4YhYMNj+7mPCVFq9Lh4JJ9ekLV5hWYf3o6ZWqX5Pb5u6ycup5Da48TH5lISnzqv3mq2R9brSUxOomY+3EkPEwk8VFyrm31an2WFOY52fLLbvS653/p/ldalZaN83YSdSvnkb7wS/fZt+JInhn9cnN0w6kcCwY/cX5vGOXrlUZunf3irkytILp+3Q6FnRAwCd4dCWoVMcp0UrRa2pQoydEH9/NMFW0wmwl9FE0Zdw+KOrkQnZ7O+mtXmFS/Ubais5AxlW92s5Z4CuuXMkWkprAn/A52ciuarVzK6ithRCvTiVams/pKGM1XLqOYswufhdTg8IP7fLpzG21WL2fH7VtojcKU4H/SGAyciMpe9/CJeLWK0Jjnl/PITZpex7iD+3L9XCy6cA6NMf9/G/8LR2trrCR5z44o7+mFg7Du65330nNkKlSogEgkykz5/CyRSITJlPdaln9Lr9fTpUsXatSowR9//JEvjyF4SiQW4+rrkmOwsGn+LpoNaMDGuTvwDfRCrzMwrddcPp7bn6Z967Nv5RESo5PxK+FNsw8aYKWw4vy+S3Qf2R7PIh6UqFyMPcsOUbVZBcb+NQyZlYzIW9Hs/H0/Dx/XWrqwN4x+k7qxatrTQsgVG5Wl+zcdGNH428zRE4ATm8/iG+jF+HVfYTKacPX+99PfkmNT2DRvJ1t/3UN6khLIqCX00ewP8A7wwNYx6x3KhOi8h+oBHoXHolPrkFvl79QLVaqaHYvyTr6w9ZfdNOheC3e/p/VaVGlqtCodD65FoVPrKFrWH7m1HBcvJ5QpKowGE9dO3MzjrBke3Ytj1sGJbFmwi/tXI3FwtadJ33pUbFT2X08FFAjeNPEqFVfj41gSep44lYpCDo70LlceBysrrM9K87wwVxoMWEul9Aguy6TDB3mQmsInVauzpnN3VoSFcu7RQ6wkUlqXCKJncHlccqi39L6KVSoZfWAvP7dsQ5vVK9DncK2hMxkZunMrm7v3Zu7pk5nbF4eep0XxEjggpIB+1pX4uOe2ORbxgKbFiv+r899NTiYpjyyPFmDj9Wt8GlLjX52/IFhJpLQNKsnf13LOhisRiehdrgLWQt2sd96/WlRw+vRp3N3dX3Vf8jRp0iQAli5dWqCP+75S2NvQ8YtWfNf7p2z7NEotzfs3pErT8tw4cwcrhRXFKxbl6PpTrPj2bxp0r0Wf8V3Y9NMOvmowEVWqmtI1S+Do5sDdsAjMZhPdv2nH9t/3sXfZITRKLcUrBzB07gCibkezbNxffPh9H5LjUmg5qDE7Hmdg6z+5O+PbzcgSLD3x8E4MP328iM7D21C6eglcvF9+ml5STDIzP5jP+T1ZR0rDjlzj0+qj+fHIt5QKyfrD8SKBgIe/G1aKArj7JBKRlph3DZLE6GTE4qf3s5PjUtmz9CArp6zPzGAoEomo2rwCwxYNYfO8naiVmhdKyS4SiZgzeCHVWlakTK0g1Ola9q88Svl6Zf7b8xII3hAJahWj9u/hwP2no8o3ExPYdy+cbmXKMqdZK4Zs35zr8aXd3VHp9SSo1TxITQFg/tlTrLt+hZ+at2ZkrbpYsOBsbSNcgD2WqtWiNhgwY8HX3oFr8fEka3O/CE/SaLiZkEDzYsXZFX4bgOj0dIxCls5sbKTPvwT8L2usEtTPT7kdq1L+6/MXBEdra76qUZvbSYnZRtskIhFzmrXC4TUnEREUjH8VMPn7++Ph4fGq+/LK6XQ6dLqn04jS0tIAMBgMGF5gXuq/9eTc+fkY+SklPo1diw9Qtk5JKjYO5srjuka+gV4Mndsfd383pvaazc2zTwukyuQS2nzUlK+XfYy9iz1XT14noGJh9AY9EisJN8+HUyjIhxFLhwLwRb3xJD0zenXhwGUuHLjMB992Y+6paayfsw1EFnqP64RXUXeunbzF/euRqJQaZDY5f4HfungXR3d7Ht59hL1bztNY8npvHlyPIuzo9VzPv+CLxYxdOwzXZ9ZMSW2kBFUrxt3LuU9raDW4MSJx/v97MBgNeAZ4ZHld/6lQkE/mv3+tWse+FYdYNmktQJbnffHQFSZ2nEn/KT34edgSRiz9hPRUJXERiZmp0p/l5O6Ata2cyNvRRM59OiWwepvKiGSiF3rub/vn5l0mvDdgMJnYeuMaxx/cw0qUfRLdpmtXCPHyJsTLh9DY7NOYijm74GWjoIi9A5MO7c9yjiL2jvja2uH6TBHMF32t39X3RqXXk6LVsPnmDY5H3uermnUJcnLmdnxcjq//s27Hx1HcyYmDj9vJJRLMJmOBv0Zv+nsT5OKKo0yW56ho28Cgf93/wvYOz32vSru6vZbX52XeGye5nAXNWnEzIZ6/r11FadAR7O5J1zIZKeoVEukb+x6/jQr6c/OijyOy5DS3Lg9isZhly5bh5uaGra0tPj4+FCtWDNFzPhSvytKlS/niiy9ISUl5btuJEydmjkw9a9WqVSje8MwsAoFAIBAIBAKBIP+o1Wp69uxJamoqDg651+z8VwFTlhOIRNjb29OvXz9mzZqF7CWGb0eOHMmMGTPybHP9+nVKliyZ+ffLBEw5jTAVKlSIhISEPF+U/8pgMLB3716aNGnyUq/HmyAxJplvGn9LfFQSlZuUY8iP/bh85BoVGgTz2zcrqNGqCrOHLMz1eFsHG+adnsaAUsMAsFbIqdmuKlWalic2Ip6KDcsxrO448vpX12ZIE/pM6IKVTcY0tpS4VPavOooyWcmGuTln1Xviy9+GkPgoiY6ft8pxf27vTXJsCrMG/syVY3mv1fnp5FQKl/LLsk2n0ZEck8Lq6Rs5vvksBp2RwApF6PxVG0qFlMApn4rm5iQlLpVpPedy81x4tn3l65biy98/xskjoz83z4UzovG3uZ5r2K+DiXkQx9rvN2MyPp3OYu9sy7CFgzm6/hTXTt2iz4QuJMek8Mfo1ZltxBIRn/w0kKotKuaYvCMnb/Pn5l0nvDcQq1LRZPniPNvYyeWs79KDvXfDOfkwEjEiavsXpmGRAI5FPGDqsUM0KBJAq+JBONvYkKhWcSk2hn7lK/3r9Mrv2nuj1OmISkvjq727iEhLydzuYWvHmNr1KO3hQZvVy3MdFbGWStnavQ8tVi3DaDZjL7diabuOeNja4WhdsGuY3ob3JlGjYdONqyy+eJ50fUYWVLlEQqviQXwWUgPX/5Aq22w2cy8lmQ82byBVp82yTyoWM6dZKyp7+7yWulhvw3vzviro9yYtLQ03N7fnBkwvPSXP/Dh1osFgIC0tjejoaM6cOcOYMWNQKBRMnz79hc81fPhwPvjggzzbBAQEvGwXM1lZWWGVQyV1mUxWIG9CQT3Oq2QxWoi+HUu5uqXpO74rMeFxBJYP4PrJ23j5e3B6+wUMmtyHL1M0BlJi0vDwc+Ph7UcYNAZ2Lz5E1aYVOfzXKQLLF0Ovznv4M+LqQwxaE3YOMtRpatb9sI0DK48yYcPXrPluS67HWSus8C/ph28xr+e+7v98b+yd7fEv4cfFvTkv7ASQSCU4uzlmO7dMJsPOwY4hP3zAwGm9wZJRqNXNt+BqLz3h7uvG+LXDObL+FFsW7H5cZNidDp+1pHrryjh7OmW2NRvMub6XIa0qodca+HP82mz7kjQpTOk6mz+uzkZmJUNmI0OZpCItQUl8ZCL+pXxp1Ksu1gor7F8wWHrW2/i5eV+8z++NXCZFLJGgyWP6kpvcipspyZx89JDy3j5YLLDvwT1s5FY0DwqimJsbC8+f5buTx3CxsaFX2fIMrFztlaS7flfeG5VGTY/N61D/Y5pMpDKdT/bsYGfPvnxdux5jD+ac4GZc7Xqcj41BZTJRq5A/39Sqi5e9/WutkfMmvzdeMhl9KlSmY5myRKWlYTSbKezohJVUgpP1f086EuDmzqaefVh1OYydd25hNJup7leIwZWr4mKjwCGHa7SC9Ca/N++7grxWfxH/upKkTCbD1dUVV1dXypYti7u7O0OHDn2pgMnd3b3Ak0cI8iYSiRCJRHy64H/IrGQ8uhtLanwaxzaewSfQC5Px+VkQTUYzdTqG8NeMTZnbbOxtiI9KxN75+RcGTp6OPAqPRQSYjCZ2/r4fjVJL9O0Y6nSqztH1p3I8ruuIdlw6eJlGveq+6NN92j9ba9p/1pLNC3bl2qZm+6pI5bl/sBxc7F/6cfODs6cTrQc3oWbbqhnpikXg4u2cbXTYp5gXUpk0xzTjrQc35dfhy3J9DJ1Gz+YFu+g9vgsKexvsnezoP7kHBoNB+PERvBPiVSqUBj2bblwnXaelY6kytC9ZmtVXci+f0b5kKXbfuc2Be3c5cO9pYojBlariZG1DVV8/Apxd0JuMiEViIWX4P6RoNPx2/my2YOkJo9nMlKOHmFC3AYvbdmD2qRNcflzfp5yHJ8Oq16KUmzspOi0H+w5EJhFjLZEKBUWfw1Yux1Yux8P21f97lEskeNnZ83GVanQPLguAndzqtQdKAsHL+tcB0z+1adOG2rVrv6rTZRMREUFSUhIRERGYTCZCQ0MBCAwMxE740XllpHIpY9cM4+yui3gV8cAn0ItjG05jNpm5dS6cWu2rcWzD6VyPl1vL8fB3o+3Q5sisZWyYsx1Vqpq4iHj8SngTHR5LYMWiOSYOeKJJn3pM7TGb3uM6U7lp+czsbQu+WMLU7aPw8Hdj+8K9mXWBnNwd6PJ1O4oGF6JoucL/KkMeZEw1+3TeQOZ9mj1tfaEgHz6e/QGObm9GUPQ8EokkS+rwnMisZTToUYu9fx7Ots/Z0zEzxXtuTm+/QIfPWqKwf3oXUgiWBO+CBLWaKUcPsfXWjcxtW27dYGWHruwJv01iDqmS/RwcaB5Ygs5rV2fZ7mpjQ6DL08+iq7B+NldqoyEzs11ujjy4T6pOx7674cxs3Aw7uRUiEaTrdKy+EkZpdw9KuLoVUI8FL8paJsNH+H0QvMVeOGAaNGgQP/74Y67BiUgkwsUl/6YgjR8/nmXLnt7xrlixIgAHDx6kfv36+fa47xODwYgIEUHVArFzssXWUUFaYjpN+tTj0uGrzBn8G/+b3gsnD0dS4nIuEtt8YEPuXrrPpSPXqNWuKg171MZsNiO3scKzsDt/TlzLoO/7Mrb1dPRafbbjG/SoTXJsKnERCSwevYqqzStk7lOnqRnVbAqdhrVm4aVZKFPVYLFgY2+DlbUciUyC678MlgAc3Ryo260mZeuVZu3Mzdw6fxdbBxua9W9AjbZVX7iWUHJsChqlloN/HUeZoiK4VklKhhTHwdUOWR4jVAXN0dWeD2f0JiE6iYv7LmfZJxI/P4nLi7QRCN42Sp2O3y+czRIsAbjZKBCLRCxt14l5Z06x/144JosFuURCi8DifFWjDlOPHkJnejpiKxGJmNG4mXA3/SUYnpP+2/L4v1VXwlh1JQw/BwdG1KzLZ7u2UdjRiSFVqhVIPwUCwfvlhQOmP/74gylTpry20ZylS5cKNZjyUXJsKvtXHWHTTzuJfRCPo5sDsw5O5NrJm4xpOZ25J6bi6GbPwq/+ZNLGEUzu+gMJD7MWba3XtQbdRrRjRu+fGDSrL5E3HrJswloMOgNlapWk7UfNaNa/ITv/2M/MveP4a8Ymzuy4iNlsxrOwO12/botvcW8mdpwFZKQ3T4xOplRIca6fzrjrqFXrWDl1PSunrsfF25kiwYXoMbIDFRoEv5LXwcnNASc3Bz6e2x+NUotYLMpxOlvur2MKf4xeye4lhzK3rfthK04ejny3ayz+pXyR5XMB25fh7OnEyGWfkhiTwu4lB9Cp9VRqnFFotkiZQty/GpnrsTXbV8Pe9e0YcRMIXpTaaGBVDtPuvq5Vh093bkVp0NOnbAU+DamByWxGJBKx/244X+7ZwbDqtdgVfhsRUMu/MCNq1sHP3gEb4c76C5GKxYT4+bEn/E6ubYLdPYh4XMMKwNPWjtTHdZl6lyv/n5IUCAQCQW5eOGB6yWR6grdIcmwKU7rNJuzItcxtnoXdiA6P4ecvlgKw8KtlTNw4gu8/mM+GudsYt/ZLYu/Hc+PsHRT2NjTqVQetWsfU7rP5ZN5AJnf9kUd3YwmsUAQHdwf2LjvExrk7mLptFMXKF2bXkgPUbFuV/lN7YGUjB0SsnLKOBZ8vwfzMHUZ1uoZ+k7oxsvmUbP1OepSMnaMC/39krXsV7J3tsHd+uZsDGqWGzQt2ZQmWnkiJS+WrhhP5/cqPuPoUfDKIvLh4O+Pi7UzxigMxmUxIJBIA+k/pwYQOM3M8RuGgoM2QplgXREFegaAAJWk0KPV6pGIxTQICqVXIHzu5HF97B2JUStJ0OmacOMqME0ezHSuTiNnWow9Gsxk3hQIf+4LLkPkuuJ+SwqdVq7M3/A65XXEMrVodnclI2xIl2RV+m86lg9lw/SplPTxpW6IUssffXwKBQPAqvbI1TIK3k9ls5vT2C1mCJYDWQ5qy9vunGemi78SQEJXItF1jibgWhTpdS+maQVRqXBaj0cSoFtO4F/aAL3//iF+/XEbboc2p3SGExOgk0pLSKVTCB51az4qp6xk8ozetBjXBxs6ah3diWDNjE1eO3fhn1xCJRPgGemFlY8WYv4bx67ClJD4uyioSiajavAJfLBz8wlPl8ps6TcumebmnPVemqDi45jjtPmmBTPZmfvQkz1xslK5Rgs9+/h+/fb0CreppSlgPfzcmbRyBw1uynksgeBlSsZhKXj5MatCIQ/fvsvbqZfQmEyG+fvzZvjPrr19leVhojscej4jgYkw0RrOZH5q2KNiOv+VilUqmHTvMjEZN+aFpC77ZtxuD+enNM7FIxLCQmsgkYpaFXSbE14+t3ftgMpuJVSrpEVzulWQbFAgEgpy88FXbk+xpgndLYnQym+Znv8gPKFeYq8czghivoh6M/3s4S8f9xdQeczJHG20dFXzwbXfc/FyJe5CAV2F3igb703t8Z1IT0vmsxmiSY1Myz1mmVklG/vkpd8Me8Nd3G7FYLFRuWp6hcwewdPxfnN5+IUsfQlpVQmYlw9HdgVrtqlK2dkmSYlJQp2nwCvBAbiXLkib7dVOmKFGlqvNsc2bHRRr1qoOzh1PBdOo/cPJwpEH32tRsW41rJ2+SFJNCsfJF8ArwwNHd4Y0N+gSCfyNJrcaMBSdrGybUb8jALRuIU6ky999ITGDVlTB+aNoStcHA+utXs53DSirFz8GRT6pVz5eMY+8KpU5Hml6XWY/PggV7uRUSkYhYlQqLxcKGbr04+uA+EakpFHZyoo5/EfbdDWfQts2YLRZORUXy+4VzrOzYlYEVK7+WWj4CgeD98VJT8j744IMc6xo9a8OGDf+5U4KCFReRkOXvqs0r4OrjgqObPep0LcN//4hZA37mbtiDLO1UqWoWfL6YT+cPZM7RyaQmpKGwtyY1Po2p3Wdne5yrx2/wZf0JzD0+hdvn72I0mrhx5g6b5u3k203foFXpuHQo4yKkaFl/vvh1UGZAJLOS4erj8sZNZ3uWWPL8dU4SqeStuvFg52SLnZMtdTpVf91dEQjyRbxKxaP0dMRiEfdSkini6MS4Q/uzBEtPGMxmvt67i43derLpxjVMz0xVFwEtAotjI5UJIx15iFcpCYuLZfapE1yLjwOghIsrX1SvyfwWbYhKS2X43l3IxGLq+Bfh05Dq7Lx9i85/r85WrFZlMNBv03p29+4nBEwCgSBfvdhKdqBfv354eHjg6OiY53+Ct4tIJMKz8NNaWDXbV+PjOf3Ra/WMXfMls498i4u3M47uuc/FXzZhLep0DdN7/4SVrRWLvlmea9v4yARObD5Lz7GdMrepUtVM6zWXQTP7ULtjCJO3jOS73ePe6OAoJwp7xXNHvOp3q4mTu/A5EQjeBAlqFb9dOINYLGLEvt2MPbAXvdlMWGxMrsfoTEbORkfRv0LlLNs7lw7GViYES3mJVynZc/cOH27dlBksAdxKSuTjHVvZeecWj5TpQEZweiEmGoPJzG8XzmULlp5I1Wk5HRVVIP0XCATvrxceYVqyZEl+9kPwmrj5utDh85Z8/8EC/Ev58dGP/fj58yWc3n4B8+P5434lfPhwRm+KlvVnw5zt2c6RlpiORqlFr9FjMVt4cC3vH6+Dq4/x4cze/Dlxbea2xOgkVGlqvlr8MbYOb2eWI3tXW3qP68S8T7LXcQJwL+RG1WYVCrZTAoEgVxcePcLLzp55Z05xIyGeAGcXHqQkP/e4sNhYvgipyeorlzBZLPQuV4FBlargqhCCpbyYLBamHc1e9+2JGcePsK1HH6RiMUazGV97B24lJuTa/omz0VG0CSr5Krv6XBqDAbFIhJVUmJosELwPhE+6gKrNKlCpcVn+N703o5pPJepWdJb9Ubeimdz1R+Ycn0Khkr7ERyZw6eBVrp64mdlGr9UjkUkwm5+fTVGvNWRJLvDE9dO3qdiw7H9/Qq+J3EpOnc41UKWqWTllPTrN0zpTxcoXYcKGr/51UV2BQPBqxSqVLL54nnH1GjD92BEAVHo9TtY2zzkSnKytuRgTzdrO3XG2sUEhk+FgZZ3fXX6rmc1mTj+MQpPLSBFkjCqdeRhFFR9fTkVFojEasZc/PxPni7xnr4LZbCZRo+FsdBR7795BLBLTNqgkpdzchTVrAsE7TgiYBDh7OjF2zZcc33gmW7AEUL11ZfpN6sbF/ZcJPXQVmVxKy/815sOZffjxw195FB6Du58raQnpyK1kOLo5kJqQluvjlatXOseitU5ub38KXmcPR1oPaUrTfg24fuoWylQVJSoXw8HNHre3bIqhQPAus2ChuIsLWCwMrRrCmYdRnH4YhYuNDW42ChI0uSdwaR5Ygm/27mJ5hy5sv3mDlkElhYDpOYxmM/E5rAv7pyStJjNIupecRBEnJ2xlMlQGQ67HdCxV+pX1My8Raan03LCWGKUyc9vGG9co5uzCn+07420vZA4VCN5VQsD0nkt6lMyNM3ewspGjVev4/NdBaFU6Tm45S9jha1RpVoFOw1rzVcOJWTLAHd90Br8SPoxe9TkH/zrOya3nkEjF6DQ6Wg9pwsop63N8PJlcStN+9Qk7mjWNuUQqoVrLSvn5VAuMvbMdOEPtjiGvuysCgSAHepMJESKKODvz46njSMRi2gWV4ptadQlPSmRyg8Z8vGNLjrWAOpYszc2EeKLS09AYDUw9foSlYaGs79pDGGXIg1wqpYSr23PblXLzwNHKmr13M2oxrbt+lU+q1WDG8SM5tm8XVJLI1FScrW1wtM6/oDVOpaTfpvVZgqUnwpOT+HTnNha0bIOnnfBvQCB4F71w0gfBu+fR3Vg+qzmGu5cf4OTpyJ2Ld9n26x5ObT1Hw551mHN0MgOm9uDbLj/kmC476lY0vw5fRqtBjVk/exsmkxllsory9cpQv1vNbO3l1nJGrvic0IOXUadqsuzrPrIDMmtZvj1XgUAgADCYTNxNTqL5ymVMPXqYg/fvse9uOKMP7OWzXduo7V+EIDc3fm3VjlJuTxPieNjaMrxGLdoElWTykUOUdHMnKjUVgIfpaSwPC0WbxyiIAIJc3fDIIymGo5U1ZT08aVU8iKXtOlHVx5f1167gaWvLd42a4mP3dATHwcqKj6tUo0vpYD7ftT3XpBCvyp2kJCLTUnPdfyEmmnS9Ll/7IBAIXh9hhOk9lRidxKgWU2k+oCHWttYMqfh15j6vIh5cOXYdsViEjb016UnZ76g9EXb4GulJSiwWMJvMqNM0/PTJH3Qf0Y52Q1twZN1J0pOVFAn2p0qT8qyfs43g2iU5ueU8kJEIoefojtTuUA1HV2E6g0AgyF/JWg19N60jVafNti8qLY3xB/cxvEYtzFj4uGoI/o5OmM1m1EYDa69eYe7pkxjNZj6uUo2VVy5lHrv26hV6lS2Pl0y48aMxGEjX6zgRGcGl2BjKeXhSo5A/JyMjmd20JR9u24T6H8GllUTKb63b4WhlhbVMRt3CRSjp6oYJC/dTknmQksKspi2wkUoxWiyIRbDx+jUGbNmI3mRCZ8rfgOlY5IPntrnwKJpAF9d87YdAIHg9hIDpPRUdHoMyWUXVFhX5NGQUAO5+rnw6/3/IrKSc2XkRubWM0ANXnnuue1ci8fB34/6VCLb+uodOw1oxa+DPOHk4EtKqEnZOtlw+co0lY1bj4e9Gv2+7EVixKPYudhlrntwdkApFUAUCQQEIi40hQZ37+qS998IZU7c+DnIr1ly9zJZbN7K16V6mLMVd3Nh7NzxzW7JWg/gtqrGWX9R6PVfi4/hw60bS9XrKuHvQpkRJWq1aTrJWQ4vAEqzp3J31165w6P49zFioXziAgZUq42xljfUzAaeHnR3xKhW/nD2TGbCIRSLEIhHGx1lcIaMGljyHREKvko3k+b9R1kLGPIHgnSV8ut9TybGpzD0xlfWzt2KxWHD1dmbixhHM/+R3rp++DUDj3nVxcHv+qI+7nwuVm5TDO8CDMjWDqNKkPJ8t+B+Lx6xm95KDme2Ca5fko9n9+WHgLwyc1hMXTyesFM/PgCQQCAQvy2Q2E69WYzKbEYtESMQiPGztOP3w+TV7LsXEEOjiQsviJWhfshR/X7vCI6USP3sHugWXxd/BiSHbN2c5JtDZBbPl+VlC33UpOi0fbF6P1mhELBIxsV5DQmMe0bl0GU5ERrDzzi2ORdynfcnSDKteC5EIavgWwjWXqXrutrb0KVchM2AyWyzZXufa/oWRivJ3hUGrEkHMPn0i1/0ysZhqvn752geBQPD6CAHTeyg1IQ2D3si5PaGEh94HoO+kriwZuzozWAI4vzeMsWuG5Vh76QmFvQ1FyhTi/N5LFA32x2Qyce9yBLcv3OW3sB+IDo9Bna7Bt5gXWrUOs9HEN8s+wcHNHplcmLoiEAhevQS1iv33wvnl3BkiHq8zKufpxahadanrX4Q/Lp7P83idycgv587wQYVKxKmUNCtWHIVMhqtCgVQsYfD2zdxIiM9yzP8qVcHL7v2eVqzW6zPWchmNNClajBG16nI/JZlgDw/qWBemc6lgFHIZm25cY+H5sywPCwXg2/qN6F2uQq7nreDlTXW/QpyKisy2z04uZ0K9hrjlc8Fge7mcZgGB7L57J8f9fcpVwOoFRqEEAsHbSfh0v2fUqWqibj1iRp95fDC5O3bOdigcFASUK8LsQQuztE2OTSEuIoEabapwcuu5HM/Xd2JXwo5cZ90P2zK3jVvzJTfPhrPl510MnNYrX5+PQCAQPCtepWJx6HkWnj+bZXtYbAw9N6zll1ZtaV08iG23b+Z4vLVUSil3D0bu38O22zep5OXDhHoNKOzoxIKzp1l0Mft3YYvAEtQtXCQ/ns5bJVWn43jEAz6pGkKTgOJsvXWDUu7ujD+4n1tJiQAoZDK6lA5mZYcuDNyykQSNmivxcZjMZiTinEeJ3G1t+al5K1aEXWLl5VASNRokIhGNA4rxTa26eBVAdkJ3WzsmN2yMi0LB+utX0ZtMmc+nX/mK9K9QCWebgqkHJRAICp4QML1nNCodyyaswWKxcHzjaToNa0NKXCq3L9zNsf38T/9gytZRePi7sXvJQbTqjCxATh6O9BjZgbpdatCr8EdZjtm5+ACNetclMTo535+PQCAQQMboRrpeh8Zo5O+rVxhUqSqVfXwQISIsNoY1Vy8Tr1Yx5sBeVnTokmvA9L+KVdh680bmtK8LMdFojAYcrK35X6UqhPj5sfjiBR4p0/G1d2BgpcqUdvPATZG/IxxvA5EIynt60SO4PN8ePkDbkqX4eHvW9Oxqg4Flly5yMyGemU2aMWDLRjwUtrkGS0+4KWwZUrkqPYLLYrJYkIjEyMRiXBSK/H1S/+jD1zVr81m1GtxNTkIiFlHEyRlrqVSowyUQvOOEgOk9YtAbMJvNmYkcbp2/i5OHA0XKFEIqy3nBrCpVzagWU2k3tBm/XPye5JgULBYLHoXcOLbxNAkPE7FztiUtMT3zmPjIBJzcHCheqWiBPC+BQPB+M5hMpOl1/H3tCkUcnVjSriMrr4Qx7uA+LBaoWcifX1u3ZdON6ywPCyVdr+PrGrX5+dzpzIKoLjY2fFixCr4Ojgzb/XQasouNDUWcnIGMkY6GRYtR1sMLg9mEXCzJ96lgbxNXGwUfVQlh/71wugWX5dvDB3OsZQVw6mEU/StWJtDFhc6ly7zQ+a1lsixJIV4HJ+uMUSSh3pJA8H4RAqb3iDJFBf9YLDuj7zy+3fwNCkcFEqkEk9GU7TitSsuamZup1qISs4csJCEyEbFUwvf7J6DX6ClZLZAzOy9mtvcs7I5eq8e/lLAAViAQ5D+NwcDFR48o5+mNrVRK13VrsqSZ3nzzOttv32R2s5akaLXEKlX0K1+RTqXLkKhWYzCb0ZtM/H3tCt+fPJY5uiQCJtVvhJ1cnuXx3IUgKQuDyUSiWo2dlRUWLFT3LYSVVILhmUx2Odly8wZf1aiNQkjFLhAI3nBC4dr3hF6rJ+lRCmd3X6JCw+DM7UkxKYxo/C3Rd2JoNbhxrsdXaBBMcmwKUTej0ap1qNPU3Dh9G/dCrngFeGRp22pQY0JaV8bV2znfno+g4CXFpPDwziNWTtvA76NWcG53KImPkjE/56JIIMgvGoOBOJWSPXfvcPD+XY5HPAARTGnYOFuQYzSbGbV/D/+rWJliLi4o5HI8bO0o5e6Br70Dd5ISORUVmRkslfPwZEWHLtTwK4RCJs/p4QVkrBnbHX4bC7A3/A7Ddu/k451b+P7EMb5r1JSJ9RoiySXderpeRwUvb2E6o0AgeOMJI0zvidSENOZ+tAhNuoaPZn9A6IErWB5fGKjTNUzu8gOTt47CYraw8/cDGA0Zd2dFIhE121Wlx6gOjG3zXZZz3jofTokqAZgMT0el6nevRVC14kKw9I5Jjkvl1y+XcvCv45nb1szYjHshN77bPRafQE+kQg0SQQFS6/VcTYhjwOYNmdPqAH6/eI4WgcVZ1KY9H2zakGWkSanXcyMhnkYBxbKcy1WhoEvpYBoUKYrRbEYkEiEVifEQpl3lKVal5MtdO5jVtAWDt23iSnxc5r47SUlsu32ToVVDGFu3AZMOH8h2fDkPLxyFtT8CgeAtIIwwvSdMRjPxUYl0+6Y93gGezD89nWotKmbu12n0TO81h+b9G/L7lR+ZtPFrvlw0hPlnvqNCw2DGtJpOSlxqlnPaOdkit5Fz+egNAsoVZuSKzxg6p78QLL1jlKkqVk/fkCVYeiI+MoHh9SeQFp+ew5ECQf5J1enot2l9lmDpiZ13bnPmYRSfh9TAz8Ehy76o9DRcbLInCpCIxXja2ePr4IiPvYMQLOUhQa0iOj2NWwkJfBpSnZ/PnsoSLD1rwdnTFHdxxecfKdelYjHdypTFSrjRIhAI3gLCN9V7QiaT8uOhSWz9ZTdbft6Nta0VLf/XiE8X/I8zOy5gbWuNfyk/1s7aglQu5YNvuzG990/cDV2SmRnvn+p2roGTuwMz947HYjbj5udawM9KUBB0aj07ftuX6/6UuFTO7g6l2QcNCrBXgveZzmjk72uX0RqNWEul1PArhK1MjrO1DS0CS+Dn4ECSVkNkairf1m+MrUzG4tDz7A6/g6+9w/MfQJCjBLWK24mJLLxwlvspybjZ2DK/ZWs23LiW53F/XQmjY6kyzD97CsgIluY2b4WdUItPIBC8JYSA6R1n0BlIS1Jy7dQtpvaYkyWpw8X9l/Ev5cd3u8ey6JsVfN9/AQCjV37Ozj/2U6dTda6dyDn1bs12VfEs7IaLlzCa9K6Li4hHp9Hn2ebklnPUal8NOydhLYIgf6n0etQGPU0CAmldoiTWUik3E+MJjYmhpp8/tnI5vTf9nVmwFsDNRsH4eg0p4uQs1Ev6lxJUKn48dZy/rl7O3BaRmorOaERjNOZxJNxOSqRtUEkqe/tQ2ceXXsHlcbCywtFamI4nEAjeDkLA9A4zGIxE3ojGYrEwrefcHDPgRVyPYsFni+k0rBUHVx8DQG4jZ/eSQ/SZ0IXPfv6QVVPXk/AwCQAbO2taD2lKqw9zTxDxplGnqVGlaQAQSXJefCzInVjy/Jm7YokYUS4LuwWCVyVFoyFdr+eX86fZdOM6WqMRe7mcjqXK0Ll0MGKg67q/sk3TS9Co+WL3dtZ07o5MnHMJBUHeYlVKrKRSupYO5uD9e8SrVQDIJM9/PZ1tbCjj7sH8Fq1xsLLGRsiKJxAI3jJCwPQOS4tPZ/tve7Fzts1M4pCTk1vO8fGc/kjlUox6I1G3H1GiclHmDF5Iva41GbHsU+TWMswmMwoHGw6uPsbY1tP5/sDEgnsy/4JOoyMlLo01MzdzfONpDDoj5RqWpmLvEqQlpuPq5fK6u/hWcPN1xdZRgSpVnWubhj1qY+tYcAUkBe+fFI0GjdFI9/VreKR8umYuXa9n2aWLeChsiVOrclzTBGC2WJhz6jjfN2leUF1+Jyj1OlR6PSejIknRanG0smZei9ZEpqUy8dB+4lQqavr5cyIqItdz9Aouz/noaJoUK4aVVAiWBALB20cImN5h965E4OBmz+0Ld/NsZzabSXyURMWGwZzdFUrUjYd0+6YDJ7ee5/DaExxeewKpTIpEKs6cmjV4Vl+cPN7ctQBms5mom48YVnccGqU2c/uZHRep2LsEZ3eFUqttNexdhIXdz6Owt6bLV21ZOu6vHPd7B3hSumaJAu6V4H2iMRhI1KhZeulilmDpWYGurvwZFprneU5ERiBCGAl9UUqdjosxjxi0bXOWbIN/hl2kRWAJfmvTnl/PnWFc3fp0XLsqx6l55T29qODljdqgF4IlgUDw1hKy5L3Dbp65jValfaF1JSKRmHpdatB5eBuaD2jI/auR9JnQJXO/0WDMDJZqdwyhUa+6SGVvbrydHJPClO6zswRLz1rw+eJck1kIsrKxs6Hlh43o/k17ZPKs73mJKsX4fv8EYS2bIF+l63WkaHVsyiO5gEQkwvScmmAWwIIlzzaCp1J1Oj7ctilLsPTEzju3OPswir7lK3InKYENXXtR279wZjhqJ5fzQfmK/NKqLRuuX8XJ2qZgOy8QCASv0Jt7xSv4zxzdHdi7/AhfLf6Y/SuP5trOq6gH6UlKKjYqx81z4YxsNgWzycy4dcNZfGMuG+ZsJ/LGQ5y9HOnwaUu8inri7OlYgM/k5aXEpRF1KzrX/SajmUNrjtNleNsC7NXby9nDiS5ftaXdJy24cuw6GqWWUiHFsXexw9VHmNooyF8XHkVT0s091+l2AFfj46jm58eO27dybVPG3SPXfYKsNAYDy8MuojdlX/v6xNJLF2lYtBg3EuKp4CVnZqNmmLFgMJmRisXcSIjjRGQEPcqWE4rTCgSCt5oQML2jDAYjIa0qM//Txbh4OVOpcTku7AvL1k4kEvG/6b3YNG8HwxYNoWzd0gTXKkWxCoWxd7HDxcuZQd/3RpOuRW4tf2uyoD26F/vcNhHXH2IymZC8wKJlATi4ZtRRqd+t1mvuieB9U8LVjRStFg9bW+JUqhzbrLlymZ9atGbXnduYLTmPIn1SrTpe/6gHJMhZmk7L6YdRebZJ0Woxmc1MOXqIv66GMb9FGy7FxFDSzQ2zxYJMIqFBkaI451D3SiAQCN4mQsD0DlKmqAgPvc+di/foNKwVp3deYPAPfdn5+372LD2EOj0jY1yRMoXoN6kbty/eRavScXbnRdbM2ARA7IMElt2eB4CNrQ02tm/XdAo33+ePenj6uwnBkkDwhktQq5h85CBO1tZ0L1OOn86czLFdtDIdo9nM942bM+rAniwjI2KRiC+r16KKt29BdfutJ0KE/AW+H8XijJn9d5KS+OXcaQo7OvPN/t0AdClVhgpe3vnaT4FAICgIQsD0Doq9H883TSdjsVgYs+oL1OkaNGkaxGIxMx4XmZXIpMRFJLB5/k5CD17hu91j+X3kSh7eiXl6ngfxePi7vcZn8u+5+7ni7udKfFRijvtFImjSr37BdkogELy0VK2Www/uI5dIWNWxKyejIjgb/TBbu2bFAtEajYQnJ3Kg7wD2ht8hPDmJwo5OtCwehJVUgosw0vFcyRo1epMZERY6liyT42v9RDFnF2KeScKx885t1nXpwU9nTuJiY8NnITVxsBJqLQkEgrefEDC9I/Q6PckxGYUaUxPTcPV2Ji4ygak95lC3S3UqNy1PcO2SfNVgAnqtAcvjKSsyuZSP5/THxdsZK4VVlnO+LdPvcuLgbs/XS4cyqvnUHOtPdf+mPVY28tfQM4FAkBut0UCaTkecSoXaYKC4iwv77oUDoDeZ+Gj7Fua1aM3txAT+vnaFWJUKf0dHBlSsTICTM/EqFU0CArkeF0cxFxc6liqDvZXVcx5V8MSj9HSmHTvE7vA72MnlLO/QBV97Bx6mp+XY/rOQGix/JjOh3mTCaDbTolhxRtauh4ft2/sbIhAIBM8SAqa3nF6vJz1Byd4/D3Nk3SkMeiOVGpdl1qGJSKRi7oZFsGfpIa4ev8n5vZeYfXQy10/d4tG9ONz9XClXtzR7lh1i95KD9BzdkavHbwDgWdgdB9e3N+W2TCajeKUAFpz9jsVjVnNuVyhms5mAcoUBaDGwEU4eb3biCoHgfZKgVnPgXjizThwjQZNR86tZsUBKuD4d5Y5Xq+i+fg01/fzpWbY8TtY2xKuUyMUSloeFsv/e3Sxpx1d37EqIX6ECfy5voziVin6b1tGgaADru/YkRatBpdezpnM3tty8wayTxzLXhrnZKPi6Zh2i0lI5FvEgy3k8be2Y3KAxLgphNE8gELw7hIDpLRd3P4FhdceTEpeaue3+lQi2/rybsWu+JCU+lYHTeyG3lpH4KIkp3Wfj5uOCk6cj4Rfv8dvXyzNHYLyLeSISZSSF/XT+QBzc39w6Sy/CzskWOydbvlr8MWaTGYvZgtFs5PSFkzi+5c9NIHiX6IxGDt2/x8j9e7JsvxIXR4/g8tnan4iKyFIo9e8uPdh++xbJWk2WdlKxUDnjReiNRrbdvM7kho3Zfec23df9lVlTycnamo+rhHC43/+4k5yIxWJBIZOzIiyUbbdvZjlPFW9fpGKRECwJBIJ3jvBr8haLj0pkSrfZWYKlJwx6I9N7zaV4pQA+DB7GzXN38PB3Y9SKzxFLxBz5+yQXD1zJMl1Np9ZTonIAM/aOo2T1Esje4DpLL8PZwxFXb2fcfF1wFeoFCQRvnBStlu9PZC998DA9DYPZRCk391yPDfH1IyI1JVuwZCeXU8hRGEV+EYkaNe62dqwIu8TSSxezFKBN0WqZduwwf10Jo5SbO39fu0L39WuyBUvWUimT6jfE3fbtnZkgEAgEuRECpreYMkVF+KX7ue7XqnVcOXaDsnVLM637HEpUKcaEDjMZ9H0fHN2yjrDI5FK8inowcdMIKjYsi6OrkHpXIBAUjCSNmnh1zunCpx09zIzGzSjpmj0BTXlPL8bUqc+sE8ey7fuwUhUUMtkr7+u7SIQIf0dHtv8jCHrW7xfPYzJbGFCxCoMqVcXJ2vrxsVDHvzCbuvWisKNTwXRYIBAICti7MYTwnnpwNe8aGQD3r0biWdiNC3ojh9eepHaHamxesIvmAxqwZubmzHb1utbEykaGvYsQKAkEgoKlfTyiIZdIaFOiJB1LlUYhlSEWiTj1MIrvjh1hasMmmC0WdoXfBqBhkQAKOToy7ejhLOuW5BIJ/StUokdwOezkQsKHF2EllbL/3t082+hMRi7HxfDLuTO0DCzBjp59MZozCtRKRWLchAQPAoHgHSYETG8xJ4/nr8NxcLXj0d04AG6fD6d0jSD+GLWSGXvHZwZMxcoX4X8zegvBkkAgeC287e3xUCiY37Ithx/c47Od20jUaBCLRDQoEsDwmrV4mJZOTHo6DYoEsObqZUbs241YJOKL6jUZULEyd5ISUchkBLm64WJjg5tCuIB/ngS1ijtJSRR1csoMWvOSpNFQ2NGJtkGl8LQTpt4JBIL3hzAl7y1WKMgHh+dMnavVPoRzu0MBcHRzICU+DZ1Gj7XCiooNgxm39ktm7huPq7ewtkcgELweVhIpC1u356fTJ1lw9jSJmoz1SGaLhf33wumzcR0lXF3ZGX4LgK23bvAwPY3ItFSG79nJoG2bOBf9kEAXV1xsFMI6mhcQr1bxy7kz9NywljSdjqq+zy/qW9HLm7F16gnBkkAgeO8IAdNbzNrOmqFz++e6v9Wgxlw/dQtVqjrz77K1S1EqpDgO7vZ8s/wzSlUvwZldF9m5+ABRt6JJjE4qqO4LBAIBAM42NqTr9RyLfJDjfrXBwMTDB+hZtjxaoyHb/hStlhStFi9bO9yFqWEvJCo1lSWhFwCISEvF09Yuz7pJ5T29MkbuhGBUIBC8h4QpeW8xi9lC8crFmLptFL+PWsm9yxlpdt18XWj/WUsKl/Lj286zgIw1Srcv3GP3koOMWvU5MpmUpePXsPOP/ZhN5sxzVmgQzMjln+Lq4/JanpNAIHi3xaqUmM0WTkZFkKLVUsHLG197B5aEns/zuFNRkUxp0JjfL5zLcf8HFSoJ6axfUJJazcLzZzP/Xh4WyoAKlZjfog2Dt23OlnHQ39GR+S3aCCN3AoHgvSUETG8xnVrPx5VH0HJQY8b8NQxrhRVGvZGU+DQ2z9/J4tGrcHC1p81HTQmuVZIJHb5Hq9Jy+/xdwo5cZ/tve7OdM/TgFca3m8G3W0YK0/QEAsErk6BSkabXsfbqZRaHXsBofnqjZlaT5iSq1c89h0gkYsutG9m2NyhclKAcsugJcmbGwpAq1fioSjUkYjFhsTHEq9Q4WptY3qEzp6IiOREVgVQkplmx4tTy98dDCJYEAsF7TAiY3mLXTt1Eq9axYc52NszZDsCQH/pRvkEZOg9vS8cvWqPX6tm95CB/Td+IQW9EIpXgU8yL6b1+yvW8t87fJfZ+nBAwCQSCVyJBrWL33dtoDEZ+y2GEKDw5iaLOzoTFxeZ6DrlEgkIqpWGRAHaH38ZgNuNlZ8cH5SvRsVRpIcnDC0pQqVh9NYxlly6S9HitWA2/QnwWUoPbiYm42Cio4OVFBS9vvO3ssJZKcbYRRu4EAsH7TQiY3mI6jZ6+E7viVcQDjUrL8Y1nSI5PZeWU9RzbcDrHY3wDvbh/JRKjIe+MSAdWH6N0jaD86LZAIHiPmM1mTkVF0qBIAO3+WpFjm403rvFD0xZsvpl99OiJFoElHhdHbcSYuvUxmy2IROBqo0AmkeRX998pSRo1hx/cI1mjQSp+uoT5ZFQk5x9F80ebDkw5eog4lZIGRQIYFlJDCJYEAoEAIWB6a6XEp1IoyJcTm85ycPUx7F3saNSrDuUbBLMjh6l2T4jEoixrlnJjMj6/jUAgEDxPnFqFo5U1SRoNLYsH0bJ4CawlUtL1ejbcuMqO27eIUSq5nZjIx1X+3959hzdVtn8A/yZpkmZ1pLu0UEppgUIZZe8KZYoiAgqC4AAHDgTfF1QUEBARXsWfKKL4MhTFqmwQZCN7WRlllVXp3m2SZjTJ7w8gL7FNGbZN2n4/19Xras7znHPu5IEmd57n3KcDvjhe9suehl7emNqlGzzdZU54BjVfrk6HYqMB355KxNX8fPgrFFjYdyBSCgvw3p6dMJrNMJrNmHdgH8bFtsO0XTvwXOtYqDlrR0QEgAlTjZOfWQCL2YLfVuzBsmmrofCUw6g34a8LaUg6dBGNWoZh5vp/Y/vKfSjO15TZP/1KFsJbNYBQKITF4jgp6jq4fVU+DSKqI0QCITykUqhlcrgJhFh16k/Eh0dALZNhRPMYvBTbHmPW/4JZ+3bj8wGP4JdhI/D58SM4n5MND6k7nohujgERUax+94BydTr8ePY0Fhzab7c9IekMhjVrjs8HDML4jetgBXAmOwtNfHyx4clRCOTrTURkw4SphtAWapF5PQc/LViPAePjYbFYsfjERyjILoJM6Y6S4hKsW/QrDm86gdVz1+Kpdx/Hl5NWlDmOUW+EQWdEj+GdsHv1gXLPFdwoEA1b1K/qp0REdYBEJIRKKsWkbZsxpWt3HE1NxaJjh5Gt06KBpxdGxbTCT0NHYOAPK5GpKUavhuGY16svjOZSAAL4KxQQCXkHjAd1OT+vTLJ0209JZ9DCPwDdG4Rh7/VrAAArgAZeXtUWHxFRTcCEqQawWCy4dvYGpg38AM/NGw1PHxWuJ93Ad+//bLsWKTDMH8/MHoGo9hFYPXct/nv+U/y55yyObDppm0lSeSsx4u3HkJuWhxf/MwbFBVoc35pod66QyGDM/fUdqFnwgYgqgZtQhI0XzmNur754besmnM3OsrUV6DPw5/at6B/RGCsefRxBKhVEQiF8WB68UmRrtVh07HCFfVb8+Qf+1bkb9l6/BpFAAE9392qKjoio5mDCVAMUZBUi7XIG5u2YDi9/D8wcMh8XT1yx65NxLQtzR32Kt1e9jpZxzVGQWYhWcc0x+r1hSEvOgFQuhaefB379ZifWLNyCzw7Pwb++eRnF+VrsSTgAk6EUHQa2QXB4AO/BRESVRmsyYVBUEyQknbZLlu70a/IlPBrVFNF+/tUcXe1mtlpwKjOjwj6X8/MQqLxZMrxPo8aQcDaPiKgMJkw1gMVsxZ4fD6IgqxCjpj1eJlm60/L3fsSE/3sWQpEQi99YDrFUDJ8gb5gMJuSm5wMABr3UB0I3EdQBXlAHeWPMjCeq66kQUS1ntliQo9Oh1GKGRCRCUnY25GIxfjx7usL9lpw4hpYBQQhQ8n4/lcVqBeRiMYoMBod93IRCWK1WhHl64c1OXSGAwK5dazRCazIipbAAhlIzwr3VkIpEvEkwEdUp/CrJxeVl5GPaoLk4uuUk2vdvjW3L91TYP+1yBrwDPHH+WDIAwGQwIeNali1Zkind8chLfSESCSo6DBHRfcvV6bD9SjLWnDsLC4CS0lJM2LIBUpEIBXp9hfumFBbAYmV1zsrk5e6ORyKbVNgnPjwCRnMpVg0ZjtVnT8FN9L+PBTk6Lb47lYj4b5dh+M8/YvS6n9F9+deYsXcXsrXaqg6fiMhlcIbJxaVeSkfbvq0wbt5o+NbzRtKhi3fdR+QmQlh0CNSBXsjLKLBtD24UiDe+egGlJjM8fT2rMGr6J3LT81FqKsXehEPIzyxAZGw4YnpEw10ugcKTlavINRXp9UgtLoKfXIFTmRn49dJFqGUydKsfBplYDJmbG0pKHd//zU+hBMAvciqTTCzG2FZt8Mu5s8i9dZNau3Y3N0zu1AVmixWDf/wOn/QdCKVECgDQGA34KekM5h+0Lxhhtlqx6dIFZGo1+Kz/IPizmh4R1QFMmFyYtkgHlbcKBVmFmPPkJ+j6eAc0aR+BkztOOdxHLBXDTSzCzu9+x8L9s5GanIGMa1kIahgAs6kUR7eexNA3HqnGZ0H3Iy+jAGs/3YyfFmy0K/uu8JRj1vopCGtRHypvLlki12Mwm7H05HFsunQBAPBhrz5oExSMDI0G57Kz8WhUM6w+6/hv1+gWrRDAD9//iMViQbZOB7PVAkOpGXKxGGKhCD8PG4kpO7fhaOoNW99oP3/MeSgeGy6cw/8dPYyWAYForP7f9as6UykWHz/q8FzH0lKRXlzEhImI6gQmTC7KYrEg/XIm3uj+HvTam0tZdq36HZ/8PgsJ8zfYquP9XdyILtj1w35sWrIdv63Yi08PzMKaTzejIKsQcU92wbBJj8I7gLNLrshgMOHg+mP48aP1Zdq0hTpM7TcH/z23kAkTuZwSkwnfnUq0JUuvtOsIoUCAfqtWoNRigZe7O759bBj2Xr+KdE1xmf1jAgIR36gRhCw48MC0RiOuFRWiyGhApkaLlaf+QFJ2FhQSCZ5v3Raf9BkAi9WKTK0GEpEIV/Pz8d7uHUjKycajkU3wVreedve6upKfC43RWOE5f0o6g+b+ASz7TkS1HhMmF5WfUYA5IxbakiUAMJQYsWnJdkxZ+So+GvMZTEb7pKlpx0g88lJfvNVvDoCb91z68aP1mPz1i7BaAS9/D7iJOeSuqjinGKs/XOuw3ag3Yt1nv2LUu0Oh8OQF1+Q6io0GLP/zDwBAkFKFbvUb4MlffoT1VnuBXo93dv6GJQ8/iu9P/4kNF89DZzLBRybD6JjWGNkiBr5yzlT8E2nFxUjOz8OJ9DS7AhsaoxELjxzE8j9PYs3wkWjhH4C8Eh0kIhFm9uyFAKUSUpEI3jL7vyn6CpZP3mYwm2GxWiGq9GdDRORa+OnZRRVmF+HGxbQy27d8vQNWqxX/d+gDHNp4HOcOX4RMJUPcE10gU7pj+uCPUJyvsfXfv+YoXvx4LHyDeV8lV1dqKkXm9ewK+xz/7U8MfrU/EyZyGRqDAcUGA4qNNyuxPRHdAt+eSrQlS7edysrE0+t+xuNNo7HqsWHwlslgsVrhK5NDKZVWf+C1zIo/T+KRptEOqxEW6PWYtmsHPuk7AAFKFQKUqgqP11jtCwFQZhzv1K1+A4hFTJeIqPbjPLqLyqjgg/OvS3fi9S7T4OnngYlfjkdYdChWzEjA1H6zbdXwbis1ld6sLUsuTyC4+wXvIjf+lyXXkqcvgcZksj2O8vXF8fTUcvsW6PX45o8TeCzhewghgKdUymSpknQJrY8155Mq7HPwRgrM91iJUOomQq/wRg7b1TIZOoaE3leMREQ1FT99uSi/EJ8K2416I4pyi7Hvl8NYOSMB186klNuvSfsIpF/JREFWYVWESZVIKBKiQbOQCvt0fawDPP08qikiorLMFgsyNRqkFBbgSn4ejGYzpCIRGnnfLBhQarFAcg+zDuJyloHR/bFYLMi6Vd47XK3GjaK7/52v6J5Md/KVKzA7rjdiAgLLtHm7y/DdY8Pg7S67v4CJiGooLslzUepALwQ29EfG1axy2wUCAeJH90BuWl6Fxxky8WF8PXUVpv0wsQqipMqkDvLCM7NHYMaQ+eW2q9RK9Hv2IbjL+Y08OUdeSQlOZmVg3oF9SCm8+eFcKZHgiegWWDroMTyy+jsc/CsF8eER+OaPEw6P0ykkFMJ7mFElxzQGAy7m5eLt37biJS8fbLl4CcEqDwDlz+7d5nEfM3r+CiW+fngwrhcW4OekMzCYS9Gtfhi61g+Dt7s7l+MRUZ3BGSYX5RXgiSkrX4VYUn5OO+b9JyCVS1CvcTBe+mRsmepSAoEAI98ZAkOJAUkHL+DghuPVETb9AyKRCE07NsbEJS9ArrL/5rZe4yB8vPd9qNS8MJ6c59Bf1zFhy0ZbsgTcLCrwzR8nMOf33fh+yHDsunoFjzVpBk+pe7nHEAkEmNKlu11FNrp/6ZpijFyTgOtFBQCArZcvYliz6Ar36RJaH5kaLQ7fSEGWRgOj2XzX8/gpFGgbXA/vx/XGBw/1wZCm0fBXKJgsEVGdUiNmmK5du4ZZs2Zh165dyMjIQHBwMEaNGoV33nkHEonE2eFVCZFIhHoRgfji+DysmJmAQ+uPw1xqRpP2ERj13jBEtW0EL7+b5cEbtQzDoqNzsX/tEWRey4ZviA+6P94Rx3/7E5+MWwIAKMrVVHQ6chHqQG90G9IBHR+OxcXjl1GQVYjwmAbwCfaGV4An3NxqxH9ZqqXmH9rvsG3H1St4sW0HLB00GMUGA74fMhyTf9uC87k5tj5BShXm9uqDBp68tcE/kavTYf7B/TeXQ96aqUvXFCO1qBhPRrfA6nIKP3i7yzC5U1dM+m0LrhbkI0ChxOKBgxDp4wu5+O7voxKRCGCSRER1VI349HX+/HlYLBYsWbIEEREROHPmDMaNGwetVosFCxY4O7wqkXY5A28+NBMikRADxvfG8DcfhUAgQFZKNhq3bggv//994HCTuGFS9/fQ4eFYeAd4IislB28+NAMlmv+VJG/WqbETngU9CA+fm9WrOg1q6+RIiOzllZRU2L7m3FlYAexPuY4W/gGY2LELGnh6IrW4CL5yBQIUSqhlMs5O/EOlFgt2XbtSZvu7e3ZgYd8BaBMUjJV//oGknGwoxBIMiozCiBYt8cHve3C14GZhoEytBiPX/IRto8beU8JERFSX1YiEqV+/fujXr5/tcXh4OC5cuIDFixfXyoQpJy0P7wyci+y/bn4z+9+3v7drb9QyDHM2vwWf4JsXWQeG+UEd5I29CQfLPZ5PsBph0axmRERVS2M0wlcux19Fhcgt0aFDSChaBwYiytfP2aHVKlZYYSmn+qnRbMbLWzaiXXA9jI9th1aBQbBagYSzpzFqzU8oNOjt+utLS/H1ieP4d+eurFZIRFSBGpEwlaewsBBqtbrCPgaDAYY7KgIVFRUBAEwmE0x3lMGtbLeP/aDnSL+Sgcy/siGWicttT7mYiuz0PHj43ZyJUPooMGPdv/DOgDkoyCm266vyUmDWpimQecmq9DnXFP90bKjqcGxc1+0xkd6lUEObgED4yGSYFxePSB8f/HLuLNoHBsFLwg/jDyJHp4PZYkGuTgfPW0UW/BUKlJaa0cLHFxfzcm1jcufYnEpPw0axBHlaLZr6+WPpiaNl+ty2/9oVjG/VGlIhL2mubPyb5ro4Nq6rusfmXs8jsFpr3k16kpOTERsbiwULFmDcuHEO+82YMQMzZ84ss/3777+HXM5ytkREREREdZVOp8PIkSNRWFgIDw/Ht21xasI0depUzJs3r8I+586dQ5MmTWyPU1NT0aNHD/Ts2RNLly6tcN/yZphCQ0ORk5NT4YvyT5lMJmzfvh3x8fEQi8ufJarI5iXb8dWU7yrs88pnzyJ+dI9yzl0KTZ4GgBUqtQpu4ho7iVgl/unYUNXh2Liu22MT06kTXt66GdcK7W+QLRW54aP4vtiWfAlbki/ativEYmwYMRp+clbEux/ZOi1G/JKALO3NYj0CAM+2aou+ERE4mZ4Gg7kUTXz94K9Q4uODv2OgQIzpf12BwWqFAMDkTl3RKjAIQSoVJmzZiPM5jm+EPjiqKd7s3O2+yo3TveHfNNfFsXFd1T02RUVF8PX1vWvC5NRP05MnT8bYsWMr7BMeHm77PS0tDXFxcejcuTO++uqrux5fKpVCWs6bgFgsrpZBuN/zFOdpcC3pLzTv2hSl+lI4ymWFIiHaxbcq99hisRhyOW8meDfV9W+A7h/HxnXJ3d3xYZ9+SMrJxq/JF2EoLUXb4HoY0DgKyxNPYu2lC3b9R0e3gIe7jON5HwylJvx0Pgl/af63vPqj3n2RVlyMYWsS7EqB+8rl+Kr/IFw/fgJx4REI8/HBkCbRkLqJ4CGRwl0sxoQOnTB+0/pyzyUWCjG+XUf4KJVV/rzqMv5Nc10cG9dVnZ/V74VTEyY/Pz/4+d3bxcCpqamIi4tDbGwsli1bVua+Q7VBXmYBYAVkCnf0GdMD25bvKbffwy/EQ+zOqkZEVPXySkqgN96cqb+Qm4NGPr5o4mOF3mSCv0KJRmo1nl2/Bhla+1sXDIiIxPjY9iwmcJ/ySvRYf/6c7fFDYeEotViw8EjZoj45Oh2e27gW7wXVx8weD0Epk5V5b2wdGIx3uvbERwf3wWSx2LarJBJ81n8QfGX8go2I6G5qxHqt1NRU9OzZEw0aNMCCBQuQnf2/5QWBgYFOjKzy5KXn49evd2Db8j0oNZZi9ua3oPBUYPNX22EoMQIA3BXuGPxqfwx5fSC8/KpuSSEREQDk6LT45dxZLD1+FNMCQ/HCpnUoBdAvojHe6toDw39ajcY+Pvjy4UeRlJ2FM1mZ8HJ3x+BbN6715bWiD0R7x0XII1vEYPa+PQ776u7oW94XiT5yOYY0bYaHI6Ow8+plpBcXI8rXF+3rhUAplkBeS+9lSERUmWpEwrR9+3YkJycjOTkZISEhdm01sGZFGXkZBZjabzaunk6xbXtnwAcY/NoAfHpwDko0emgLdAgI84OXv4fthrVERJXBbLEgW6cDYIUAArgJb1ZT++nsGcw/tN+uuprZasXmSxeRqdHip2EjMGLNjxi3cR3e6todU7t054zSPyQRidDCP8B2nyVfuQLXCgvuul+R0QgPRfnXinnfmkUa2aJlpcVJRFSX1Ih1bWPHjoXVai33p6YzmUzYuWqfXbIEAIYSI36ctw4vx07B0S0nkXToAv7v5a9hLrU4OBIR0f3L0Wmx6vSfeOLn1ej8368wc88u6EvNMJot+OL4EYf7HU9PxeX8PPw8dAQ2PvkU+kdEMlmqBD5yOV5p39H2uDa8zxER1XQ1YoapNivILMLmJdsdtlssFqz/fBtmb5wKvVYPuQfXmxNR5cjWajFr325sunQBAtwsLiAWifDWzm14rX0njI9tBwEEOJuRAZTzuX1r8kUU6kvQMywcUje+nVSWUA9PTO3SHR8e2IecEh0aennjakF+hft4MVklIqoyNWKGqTYTCID8zMIK++iKdJC4izH41QGQKdyrKTIiqu1uFBVi063Kdi+1bY+04mKs/PMPTO3aA5fz83AiPQ3H0m6gTVAQAKB9Pfsl0QazGYkZGSg2Gqs99trMRy7H402jsevpZ5FRXIyX23Vw2Fdxq8KTlJW+iIiqDBMmpxMgOKLiwhU+Qd5QeMqh9OIF1ERUOQr1eixLPAng5nUzgyKbYNe1K3ivexye3bAGb+3ajn3Xr+H3lOv4+PABAMAr7TshNijYdow2QcE4lZUBs4VLhSubj1yOMC9vPN40Gt3qN8C0bj0hEYns+gQolPjvI0OcFCERUd3BNRRO5ltPjaGTHsaHoz9z2GfwawPg5e8JpRdv/khElcNgLkWWTgsA6NkgDCcz0jGxQye8uX0rsrTacveZsn0rPojvh5FrEuAjk6GZrx9mZmbArRbe5sFVuIvFcBeL8fitSncHUlKQrdOiub8/Gnn7QOnmhqvODpKIqJZjwuQC2vSOQadH2uLQhuNl2qK7RKHv2J5MloioUklFInzUuy8EEEAsFGLv9WsQCoS4nJ/ncJ90TTEK9CWIDQrGlC7d8dHB3/Fw4yi48/qlKufpfvP61ceaNrPbbrqjrDgREVUNvsu5AO8AL7yx5AX0fqo7fv5kE9KvZMIn2BuDX+mPDgPbwDvAy9khElEtoTMakVuiw+LjR7HjymUAQMeQULzUtj1ydOXPLN3pYm4O5sf3w7RdO3A5Pw8fxfeDpzuvrSQiotqLCZOL8A7wQvdhndCsSxSsZisEQgF866mdHRYR1SJGsxkX83Ixau1P6B8RiS8GPgKhQAArgJLSUiglUjwZ3QKrz552eAyZmxhzft+D+p6e+Ci+LwIVymqLn4iIyBmYMLkY32AmSURUNfJKdHj1142YH98PKQUFeHnzBuSU6AAA3u4yPN2yFV5p3xHrzp+D3lxaZn+hQIB+EZHo3zgSnlJ3qFjKmoiI6gBeqUtEVEfcKCrC4CbNcDozE/MO/m5LlgAgX1+CT48cwtKTxzGnV3y5+w9t1hy7rl6BRCRiskRERHUGEyYiolpObzIhv6QE1wvy0S8iEt/8UbbAzG0rTyUiNigYwSqVbZvHreToobBwNPf3h4eEyRIREdUdXJJXzQpzi2HSG3Hl1HUAQHhMA4ilYnj6ejg5MiKqjXJ1Wmy8eAGbLp7Hm5274Y/0NJgquG+SxWrF3utXkTB0BNKKi+AmFMJX6o4T+/YhzMsLvkoV3HmTVCIiqkOYMFWj/MxCrJi+GtuW7UGp6eb1AW5iN8SP6YFnZj3JanhEVKmK9HokJJ3B/IP74Sl1R0Mvb1zKy7nrfrm6ElitVgQqlXATCmEuNQMAglUeEDNZIiKiOoZL8qpJfmYBlkxejs1f7bAlSwBQairFr0t34stJK5CfWeC8AImo1tGbS7Ho6GE0Vvvg28eGYuWpP9DA0/uu+8UGB+OH06cAAIFKFfwVvA9cdSgxmaAzGp0dBhER/Q1nmKqJocSIXT8ccNi+64f9eGb2iGqMiIhqu9NZmbBYgf/06Y/Xt27G1YJ8tAuuh4Ze3rhakF/uPkFKFRqrfRCp9kWAkiXDq0OWVoMzWZnYePE8zBYr4sMj0CEkBL4yOYRCfq9JRORsTJiqyZHNJ2G1Wivsc2jjcTz22oBqioiIajuN0YgBjSOx7fIlW4L08aED+E+f/nhh03pk/+1Gtd7uMix7dAjU7jJI3Pj2UB3Si4swau3PdgnspksX4K9Q4IchT6CBpyeTJiIiJ+M7YjUx6u++zMJwD32IiO5Vcz9/qCQSvLt7p23bmewszPl9D7555DEcTb2BPdevwmq1ok+jxugTHgEvqZTJUjXJ1Gow4ddN5c72ZWm1GLP+Z/w0dARn+oiInIzvitWk9UMt7tontndMNURCRHWFSiqFr1yB3DvutwQAJ9LTMPjHVejRIAwd64VCIAAebhwFb5nMSZHWTUV6PRIz0h223ygqQnJ+LhMmIiIn4zx/NfEO8ERE64YO2xu1CoM60Kv6AiKiWs9foYSvXI5wb3WZNovVit3XrmLBof344cwpGMyl5RyBqtLJdMfJ0m0H/kqphkiIiKgiTJiqiU+wGjPX/Rv1m9Qr0xYaFYz3102BT3DZDzVERP9EsMoD49u0rbDPM61i4SOTV1NEdJtMfPdFHnI3lnEnInI2LsmrRv6hvpi/czquJ93AnoSDAIAewzqhQXQofILuXuqXiOhBdK3fAH3CI/DbleSybaENMCgyCmKRyAmR1W3t64VALBRWeCPhgZFR1RgRERGVhwlTNVMHeUMd5I2Yns0AACJ+SCGiKuYrV2BWXG883jQa3ySewI2iQgQpVRjbsg061AuBr5z3WXIGqcgNT8e0xjeJJ8pt7x8RCaVYUs1RERHR3zFhchImSkRUnfwUCsQ3ikDLwECUWiwQCYQsJuBk3jIZXmjbDu5iNyxPPAmtyQQAkIhEGNY0Gq937MxklojIBTBhIiKqQ/wVTJJcia9cgRfatMPomFZIKSyA2WJFmJc3pG4ieLmzaiERkStgwkREVINlaTQw37optq9czmuRaiClVAqlVMpklojIRTFhIiKqgbK1WpzKzMCSE8eQnJ8Lb3cZnohujsFNouGv4DIuIiKiysKEiYiohsnRabHg0H78lHTGtq1Ar8eHB35HQtJZrHpsGK9PIiIiqiS8DxMRUQ1zOT/PLlm605X8PCw8chBFBkM1R+UcOpMJBSUlMJTyxrtERFQ1OMNERFSDZGk1+O8fJ/BoVBO0Cw6BUCDA6axMbLhwzlZlbf2Fc5jYoTM8pFInR1t1srVaZGk1WHkqEbklOkSqfTCiRUuoxBJ4yVgsgYiIKg8TJiKimsQKTOrYFVsvX8SPZ0/DbLWiU0goVg99EktPHsP6C+ehLy2FyWJ2dqRVJlenxazfd2PTxQu2bbuuXsGSE8cwK643+jVqDLVc7sQIiYioNmHCRERUQ1gsFhQa9Bi5JgH5+hLb9qTsLKw6/Se+GPAItCYT9ly7CrGwdlbLM5aWYu35c3bJ0m1WANN270DrwGAmTEREVGl4DRMRUQ2RU6LDi5s32CVLt+lLSzFx22ZMaNsBfcIjIKml5cXz9CX4b+KJCvssPn4EBSVlXyMiIqIHwYSJiKiGyNJqcbUg32F7kcGAi7m5eKdbT3jX0ut4LFYrMjSaCvskZqZDV2qqpoiIiKi245I8IiIXlaXRIE1TjJ1XLiPU0xNCgeCu+1wtyEO/iMbVEJ1z3MtrIHcTQ4C79yMiIroXTJiIiFxQenExnt+4FudysgEAUT6+GB/b7q77qWVyuNfS5XgAIBII0TmkPg7eSHHYZ3CTZvDlNUxERFRJuCSPiMjFZGo0dskSAFzMzUGEtxoKsdjhfkKBAAMiIiF2q73fhfkpFHi7Ww+IheW/fQUqlRjStBnEtThpJCKi6sWEiYjIxWRoiu2SJeBmBbiEpDN4o2MXh/s92yoW0lqcLN0WovLAqiHDEaFW223vElofCUOfhK+Ms0tERFR5av87KxFRDZOuKcZr7Tuh0KDHtsuXbEUOVp3+EzN6PIT58f2w+PhRXMnPAwAEK1V4sW179IuIhE8dWIrm4e6ONoFBWDl4GHQmIwr1evgrlJCIRPBTKJwdHhER1TJMmIiIXER+iQ4aowmJGelIzs+Dr1yB//Tpj7TiYry7ewf0paWYsXcXujcIw+IBgyAXS2CxWiERiaCWyerUMjShUIhApdLZYRARUR3AhImIyAXk6XTYnHwBM/bsgvWO7QlnT2Nwk6b4YsAjGLdxLcxWK/anXIdcLEE9Dw+nxUtERFRX8BomIiIXkKopxvS/JUu3rTt/Dsl5uejVsBEAYFBkE0jd6s5sEhERkTNxhomIyMlydFp8fvRwhX1WnvoD7/fsBZlYjHe69YCvnNfqEBERVQfOMBEROZnRbEZiZnqFfW4UFSHSx5fJEhERUTVjwkRE5ALkbo7vrwTcvMeSUCBkskRERFTNuCSPiMjJpCI3DIyMwufHjjjs071+GATlXuFUObK0GhQZDNifch0igQA9whpC5iZmmW4iIqrzmDARETmZl7s7hjdrgYSzZ5Ct05Zpl4hEeLNzVwQoVVVy/kytBhO3bsaR1Bv/27gX6BMegdkP9YanWFIl5yUiIqoJuCSPiKiaZGo0SC0qQmpRETI1GlgsFgCASCiESiLB8kcfR8eQULt9onx8sWLw4/CvoqV4WVoNJmzeaJ8s3fLblWRM37MTuTpdlZybiIioJuAMExFRFcvVaXEiPQ0fHzqAi3m5AIBwbzVea98RXULrw0eugJdMBovVivd79oLZakWmphhqmRxKiQReUnd4yWRVEluOToeTGWkO27cmX8K/O3apknMTERHVBEyYiIiqUJFBjy2XLmH63p1226/k52Hiti34d+eueCI6Bt4yGdRyOdRyOXJ0WnhJpXATiuAjl1dpfNsuX6qw3QrgeGoa3yyIiKjO4pI8IqIqpC8txdwDe22Pvdzd0cTHFyEeHgCATw4fhNFsttvHV65AgFJV5ckSAFjuoY6EBZYqj4OIiMhV8UtDIqIqlFpUhHm9+sJb5g4PqTuMZjMu5+fBy90dvnIFvjv1B3Zfu4Inm8c4Jb4+4Y3w+bGKb5rbNrgeTl25Vj0BERERuRgmTEREVcBkNiOvpAR7rl3F9cICPNs6Fm/t/A3ncrJtfbzdZfh3l24IVXk4Lc4ApRIx/gE4lZVZbnt8eCO43+UeUURERLUZl+QREVWBv4oKMfCHlfjyxFGMj22H5zestUuWACBfX4K3dv4Gk8V5S978FUosefhRtAoMKtPWvUEYZsfFw7calgYSERG5Ks4wERFVskxNMSZu3Yy8khI83DgKO65cRk6J49LcHx38HU18/RCgVFZjlP8ToFThy4GPIFenw+5rVyESCNC7UQRUEin8FAqYTCanxEVEROQKmDAREVUyrcmEM9lZAIBOofXxw+k/K+x/LicbpVbnFlbwVyjhr1CiqZ+/U+MgIiJyNVySR0RUyVIKC22/iwSCe1pyZ7XeQ7k6IiIiqnZMmIiIKtmd1/ycy8lG+3ohFfYPVCohFoqqOiwiIiJ6AEyYiIgqmZ9cgWCVCgCw5lwShjaNhkTkOCEa16Yd1DJZdYVHRERE94EJExHRP1BiMiFTo0GOTmvbppbJMPehPhAJBCg2GrD67Gks7DsAMreyl40+1aIlHolsAnEFCRURERE5D4s+EBE9gCK9HkVGA747lYgT6WmQicV4vGk0OofUh59CgZiAAPwyfCTm7t+LH86cgs5kxM/DRyIxPQ2nszLhI5djaNPmUIjF8GHZbiIiIpfFhImI6D4V6fU4lp6KlzdvsCvosD/lOhp5q/HtY0MRqFQhxl2GT/sNhMUKWKwWCAVCDI9ugSeiW0Ao5AQ/ERFRTVBj3rEfeeQR1K9fH+7u7ggKCsLo0aORlpbm7LCIqA7SmkyYsGVjudXvLufnYdruHbYlev4KJQKVSgSrPBCoVEIkFDJZIiIiqkFqzLt2XFwcEhIScOHCBfzyyy+4fPkyhg4d6uywiKiOKTWbsfZ8Eoxms8M+e65dhamCdiIiIqo5asySvDfeeMP2e4MGDTB16lQMHjwYJpMJYrHYiZERUV2iNZnwZ2ZGhX0sVitSi4sRpPKopqiIiIioqtSYhOlOeXl5WLVqFTp37lxhsmQwGGAwGGyPi4qKAAAmkwkmk6nK4rt97Ko8Bz0Yjo3rqiljI7RY4C2RQCoQVNhPJhS6/HO5VzVlbOoijo3r4ti4Lo6N66rusbnX8wisNej28lOmTMGiRYug0+nQsWNHbNq0CT4+Pg77z5gxAzNnziyz/fvvv4ecVamIiIiIiOosnU6HkSNHorCwEB4ejleFODVhmjp1KubNm1dhn3PnzqFJkyYAgJycHOTl5eH69euYOXMmPD09sWnTJggcfNNb3gxTaGgocnJyKnxR/imTyYTt27cjPj6eywVdDMfGddWkscnR6TBt93Yc/Cul3PZP+w5E1/oNas29lWrS2NQ1HBvXxbFxXRwb11XdY1NUVARfX9+7JkxOXZI3efJkjB07tsI+4eHhtt99fX3h6+uLyMhING3aFKGhoTh8+DA6depU7r5SqRRSqbTMdrFYXC2DUF3nofvHsXFdNWFsgjw9Ma9Pf3x5/BgSkk5DYzQCACLUarzdtSdiAgIgd3d3cpSVryaMTV3FsXFdHBvXxbFxXdX5Wf1eODVh8vPzg5+f3wPta7lVzvfOGSQiouriK1dgYsdOGBfbFjqTCWKhEGKhCH5yOcuGExER1SI1oujDkSNHcOzYMXTt2hXe3t64fPky3n33XTRq1Mjh7BIRUVVTSqRQSsrOYhMREVHtUSO+BpXL5VizZg169eqFqKgoPPfcc4iJicHevXvLXXJHRERERERUGWrEDFOLFi2wa9cuZ4dBRERERER1TI2YYSIiIiIiInIGJkxEREREREQOMGEiIiIiIiJygAkTERERERGRA0yYiIiIiIiIHGDCRERERERE5AATJiIiIiIiIgeYMBERERERETnAhImIiIiIiMgBJkxEREREREQOMGEiIiIiIiJygAkTERERERGRA27ODqA6Wa1WAEBRUVGVnsdkMkGn06GoqAhisbhKz0X3h2Pjujg2rotj47o4Nq6LY+O6ODauq7rH5nZOcDtHcKROJUzFxcUAgNDQUCdHQkRERERErqC4uBienp4O2wXWu6VUtYjFYkFaWhpUKhUEAkGVnaeoqAihoaH466+/4OHhUWXnofvHsXFdHBvXxbFxXRwb18WxcV0cG9dV3WNjtVpRXFyM4OBgCIWOr1SqUzNMQqEQISEh1XY+Dw8P/kd0URwb18WxcV0cG9fFsXFdHBvXxbFxXdU5NhXNLN3Gog9EREREREQOMGEiIiIiIiJygAlTFZBKpZg+fTqkUqmzQ6G/4di4Lo6N6+LYuC6Ojevi2Lgujo3rctWxqVNFH4iIiIiIiO4HZ5iIiIiIiIgcYMJERERERETkABMmIiIiIiIiB5gwEREREREROcCEqQpdu3YNzz33HBo2bAiZTIZGjRph+vTpMBqNzg6NAMyZMwedO3eGXC6Hl5eXs8Op8z7//HOEhYXB3d0dHTp0wNGjR50dUp23b98+DBo0CMHBwRAIBFi3bp2zQ6Jb5s6di3bt2kGlUsHf3x+DBw/GhQsXnB0WAVi8eDFiYmJsN97s1KkTfv31V2eHReX48MMPIRAIMHHiRGeHUufNmDEDAoHA7qdJkybODsuGCVMVOn/+PCwWC5YsWYKzZ8/ik08+wZdffom3337b2aERAKPRiGHDhuGll15ydih13o8//ohJkyZh+vTpOHnyJFq2bIm+ffsiKyvL2aHVaVqtFi1btsTnn3/u7FDob/bu3YsJEybg8OHD2L59O0wmE/r06QOtVuvs0Oq8kJAQfPjhhzhx4gSOHz+Ohx56CI8++ijOnj3r7NDoDseOHcOSJUsQExPj7FDolujoaKSnp9t+9u/f7+yQbFhWvJrNnz8fixcvxpUrV5wdCt2yfPlyTJw4EQUFBc4Opc7q0KED2rVrh0WLFgEALBYLQkND8eqrr2Lq1KlOjo4AQCAQYO3atRg8eLCzQ6FyZGdnw9/fH3v37kX37t2dHQ79jVqtxvz58/Hcc885OxQCoNFo0KZNG3zxxReYPXs2WrVqhYULFzo7rDptxowZWLduHRITE50dSrk4w1TNCgsLoVarnR0GkcswGo04ceIEevfubdsmFArRu3dvHDp0yImREdUchYWFAMD3FxdjNpuxevVqaLVadOrUydnh0C0TJkzAwIED7d53yPkuXbqE4OBghIeH46mnnkJKSoqzQ7Jxc3YAdUlycjI+++wzLFiwwNmhELmMnJwcmM1mBAQE2G0PCAjA+fPnnRQVUc1hsVgwceJEdOnSBc2bN3d2OATg9OnT6NSpE/R6PZRKJdauXYtmzZo5OywCsHr1apw8eRLHjh1zdih0hw4dOmD58uWIiopCeno6Zs6ciW7duuHMmTNQqVTODo8zTA9i6tSpZS5M+/vP3z/opaamol+/fhg2bBjGjRvnpMhrvwcZGyKimmzChAk4c+YMVq9e7exQ6JaoqCgkJibiyJEjeOmllzBmzBgkJSU5O6w676+//sLrr7+OVatWwd3d3dnh0B369++PYcOGISYmBn379sWWLVtQUFCAhIQEZ4cGgDNMD2Ty5MkYO3ZshX3Cw8Ntv6elpSEuLg6dO3fGV199VcXR1W33OzbkfL6+vhCJRMjMzLTbnpmZicDAQCdFRVQzvPLKK9i0aRP27duHkJAQZ4dDt0gkEkRERAAAYmNjcezYMXz66adYsmSJkyOr206cOIGsrCy0adPGts1sNmPfvn1YtGgRDAYDRCKREyOk27y8vBAZGYnk5GRnhwKACdMD8fPzg5+f3z31TU1NRVxcHGJjY7Fs2TIIhZzUq0r3MzbkGiQSCWJjY7Fz505bQQGLxYKdO3filVdecW5wRC7KarXi1Vdfxdq1a7Fnzx40bNjQ2SFRBSwWCwwGg7PDqPN69eqF06dP22175pln0KRJE0yZMoXJkgvRaDS4fPkyRo8e7exQADBhqlKpqano2bMnGjRogAULFiA7O9vWxm/OnS8lJQV5eXlISUmB2Wy2VWaJiIiAUql0bnB1zKRJkzBmzBi0bdsW7du3x8KFC6HVavHMM884O7Q6TaPR2H27d/XqVSQmJkKtVqN+/fpOjIwmTJiA77//HuvXr4dKpUJGRgYAwNPTEzKZzMnR1W1vvfUW+vfvj/r166O4uBjff/899uzZg23btjk7tDpPpVKVuc5PoVDAx8eH1/852ZtvvolBgwahQYMGSEtLw/Tp0yESiTBixAhnhwaACVOV2r59O5KTk5GcnFxmqQSruTvfe++9hxUrVtget27dGgCwe/du9OzZ00lR1U1PPPEEsrOz8d577yEjIwOtWrXC1q1byxSCoOp1/PhxxMXF2R5PmjQJADBmzBgsX77cSVERcPPmqADK/K1atmzZXZclU9XKysrC008/jfT0dHh6eiImJgbbtm1DfHy8s0Mjclk3btzAiBEjkJubCz8/P3Tt2hWHDx92mVVDvA8TERERERGRA7yghoiIiIiIyAEmTERERERERA4wYSIiIiIiInKACRMREREREZEDTJiIiIiIiIgcYMJERERERETkABMmIiIiIiIiB5gwEREREREROcCEiYiIXM7p06fRv39/GI1GnDp1Cu3bt3d2SEREVEcxYSIiqqHGjh0LgUBQ5uf55593dmj/WPPmzSEWi6FQKNC+fXtMmjTJ2SHVOfv27cOgQYMQHBwMgUCAdevWOTskIiKncHN2AERE9OD69euHZcuW2W2Ty+VOiqbyCAQCbNiwAVlZWVAqlbXiOdU0Wq0WLVu2xLPPPoshQ4Y4OxwiIqfhDBMRUQ0mlUoRGBho9+Ph4WHXp7xZqMTERABAbm4uRowYgXr16kEul6NFixb44Ycf7Pbv2bOnbT+ZTIZWrVph69attvaxY8di8ODBdvssX74cXl5etsczZsxAq1atyn0O69atg0AgKLevv78/3NzcEBERAYFAgIKCAoevxZ2zIFarFU8//TRiYmKQn59v67N48WI0atQIEokEUVFR+Pbbb8scQyKRIDMz07YtOzsbUqm0TIzlva5/j/GXX35BdHQ0pFIpwsLC8J///MfufGFhYVi4cKHdtr+/nhaLBXPnzkXDhg0hk8nQsmVL/Pzzz7b2PXv2lPva3Pl6OIpVIBBgz5495b6e/fv3x+zZs/HYY4+V205EVFcwYSIiqsWsVisAYNmyZUhPT8fRo0ft2vV6PWJjY7F582acOXMG48ePx+jRo8v0GzduHNLT03HmzBk0b94cY8aMqbbnsGjRIrsE5l689tprOHjwIH777Td4e3sDANauXYvXX38dkydPxpkzZ/DCCy/gmWeewe7du+329ff3t5u1W7ZsGfz8/MqcIzo6Gunp6bafX375xa79xIkTGD58OJ588kmcPn0aM2bMwLvvvovly5ff13OZO3cuVq5ciS+//BJnz57FG2+8gVGjRmHv3r33fIw74wRuJnK3H3fu3Pm+4iEiqmu4JI+IqBYzmUwAAD8/PwQGBkKv19u116tXD2+++abt8auvvopt27YhISHBrtCCXC5HYGAgSktL4e/vD09Pz2qJPy8vD7Nnz8aUKVPw7rvv3tM+06ZNw9q1a7F//34EBgbati9YsABjx47Fyy+/DACYNGkSDh8+jAULFiAuLs7W79lnn8XSpUsxZcoUAMDSpUvx7LPPYtasWXbncXNzszu+Wq22a//444/Rq1cvW9yRkZFISkrC/PnzMXbs2Ht6LgaDAR988AF27NiBTp06AQDCw8Oxf/9+LFmyBD169Lin49wZ5+1Y/76NiIjKxxkmIqJarKioCACgUCjKbTebzZg1axZatGgBtVoNpVKJbdu2ISUlxa7fF198AaVSCZlMhm+//RYrVqywa9+0aROUSqXt58UXXyxzrtOnT0OpVMLT0xNNmzbFhx9+eNf433//fcTFxaFr16739HwXLVqEOXPmICoqCmFhYXZt586dQ5cuXey2denSBefOnbPb1qZNG3h5eWHXrl3YvXs3VCoV2rRpc0/nv5fzXbp0CWaz2bZtypQpdq/dqlWrbG3JycnQ6XSIj4+367Ny5UpcvnzZ7tghISF2fYiIqHJwhomIqBZLS0sDAAQHB5fbPn/+fHz66adYuHAhWrRoAYVCgYkTJ8JoNNr1e+qpp/DOO+9Ar9djxYoVGDZsGJKSkmzXS8XFxWHx4sW2/mvWrMEHH3xgd4yoqChs2LABZrMZhw8fxrhx4xAREQE3t/Lfii5duoSlS5ciMTERN27cuKfne/ToUWzZsgVjx47FkiVL8MILL9zTfn83fvx4fP3117BarRg/fvwDHeNe/etf/7KbcZoyZYotodJoNACAzZs3o169enb7SaVSu8e///47VCqV7XHjxo2rKGIiorqFM0xERLXYsWPHoFKp0KhRo3LbDxw4gEcffRSjRo1Cy5YtER4ejosXL5bp5+npiYiICDRv3hzTp09Hamqq3XVOCoUCERERth9/f/8yx5BIJIiIiEBUVBTGjBmDli1b2opPlGfKlCl4/vnnERERcc/Pd+HChejfvz+++OIL/Otf/7KbKWvatCkOHDhQ5vk3a9aszHFGjhyJHTt2YMeOHRg5cuQ9n/9Ojs4XGRkJkUhk2+br62v32t2Z9DRr1gxSqRQpKSl2fSIiIhAaGmp37IYNG9q1ExFR5eAMExFRLWSxWLBp0ya8/fbbePrpp+0+oN+pcePG+Pnnn3Hw4EF4e3vj448/RmZmZpkkQqfTISMjAwaDAStWrLBVrrsfVqsVer0eZrMZR44cQVJSEiZPnlxu3+TkZKSkpCA5Ofm+znH7OqLHH38cP/30E55//nn89ttvAG7O5AwfPhytW7dG7969sXHjRqxZswY7duwocxylUokvv/wSFovFLoG5H5MnT0a7du0wa9YsPPHEEzh06BAWLVqEL7744p6PoVKp8Oabb+KNN96AxWJB165dUVhYiAMHDsDDw6NKi29oNBq71//q1atITEyEWq1G/fr1q+y8RESuhgkTEVEtlJ+fj5dffhljxowpU6zgTtOmTcOVK1fQt29fyOVyjB8/HoMHD0ZhYaFdv6+//hpff/01JBIJGjdujFWrVpW5RuhuTp06BZlMBqFQiHr16mHy5Ml48skny70hqlarxcyZM8sUUrgfixYtQnR0NL766ivb8/r000+xYMECvP7662jYsCGWLVuGnj17lrv/0KFDH/jcwM1roRISEvDee+9h1qxZCAoKwvvvv3/PBR9umzVrFvz8/DB37lxcuXIFXl5eaNOmDd5+++1/FN/dHD9+3K4Yxu2bB48ZM+a+K/0REdVkAuvtmrNERERERERkh9cwEREREREROcCEiYiIiIiIyAEmTERERERERA4wYSIiIiIiInKACRMREREREZEDTJiIiIiIiIgcYMJERERERETkABMmIiIiIiIiB5gwEREREREROcCEiYiIiIiIyAEmTERERERERA78P3XmTtZk02jqAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from sklearn.preprocessing import StandardScaler, LabelEncoder\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.cluster import KMeans\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# Загрузка датасета\n", + "data = pd.read_csv(\"..//datasets//Lab_1//Medical_insurance1.csv\", sep=\",\")\n", + "\n", + "# Кодирование категориальных признаков\n", + "label_encoders = {}\n", + "for column in [\"Sex\", \"Smoker\", \"Region\"]:\n", + " le = LabelEncoder()\n", + " data[column] = le.fit_transform(data[column])\n", + " label_encoders[column] = le\n", + "\n", + "# Выбор столбцов\n", + "features = ['Age', 'BMI', 'Children', 'Smoker', 'Charges']\n", + "X = data[features]\n", + "\n", + "# Масштабирование данных\n", + "scaler = StandardScaler()\n", + "X_scaled = scaler.fit_transform(X)\n", + "\n", + "# Понижение размерности\n", + "pca = PCA(n_components=2)\n", + "X_pca = pca.fit_transform(X_scaled)\n", + "\n", + "# Кластеризация с использованием K-Means\n", + "kmeans = KMeans(n_clusters=3, random_state=42)\n", + "clusters = kmeans.fit_predict(X_pca)\n", + "\n", + "# Добавление кластеров в датасет\n", + "data['Cluster'] = clusters\n", + "\n", + "# Визуализация кластеров\n", + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(x=X_pca[:, 0], y=X_pca[:, 1], hue=data['Cluster'], palette='viridis', s=50)\n", + "plt.title(\"Кластеры клиентов после понижения размерности\")\n", + "plt.xlabel(\"Главный компонент 1\")\n", + "plt.ylabel(\"Главный компонент 2\")\n", + "plt.legend(title=\"Кластеры\")\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Выбираем кластеры" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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hmkG9evUYO3ZsouqfOXMmM2fOjHM8b968Dl8vXryYt99+m127dnH79m378Qf9ISSm1pjh7LEVKVKEDRs2APD3338Die+T+J4vsa9btGhRVqxYwfXr10mfPr39eOzvdT8/P+bMmUPu3LmBxP8cZs6c+YG1R0VF8eabb9K+fXtKlix533YPeo/J+T1ZqFAhh/MZMmQgKCgozpotyXH06FE++eQTpk2b9sA/Rs+ZM4d9+/Yxb9485s6d+9CvLSKPhoK9iDgVf39/goKC2L17d4Ltdu/eTc6cOeP8QzwlRUdHkyNHDubMmRPv+XuDecw/tu6dCxrf89auXZsBAwbEez4mOMQ4e/YsgYGBCT4fQIcOHe77D9l7/0E6bNiwOGsYNG7c+L6vMXbsWNzc3Ojfvz8XL16M9/XfeOMN6tatG+/jCxYseN/njvHbb7/xzjvvsHXrVvr27Uu9evXsc+OT4+zZs2TIkMEhDCQkofcI8Oabb7Jx40batm173+eI+Szef/99SpUqFW+bDBkycOnSpUTVlBQBAQF8/fXXgBlaPv/8c+rVq8eGDRsoUaIEly9fpmrVqvj5+TFq1CgKFCiAt7c3O3bsYODAgYm+gnngwAGWLVtG69atef3115k1a1acNpcuXSIiIiLB79uUqicpYp7zq6++irc2D49H/8+ijh070qlTJ6Kjo/n7778ZPXo0jRo1YtWqVQ8M3k2bNo2zgN6QIUM4e/as/ev169fTpEkTqlSpwscff0xQUBCenp7MmjXLslA2f/58h9/Vhw4dolevXg/1nGFhYYC5cOH8+fNp3bo1ixcvpnbt2on+OUyMmTNncuzYMVasWJFguwe9x5T6PZlS3nrrLQoVKkTnzp3jLLIZW0REBEOHDqV79+5x/t8kIs5FwV5EnE6jRo349NNP2bBhA5UrV45zfv369Rw7doyePXsm+zVi/lEd+x8qhw4dAu4G8wIFCrBq1SoqVarkMLT1frZt24aHh8d9/yEZo0CBAly7ds1hsa+E/Pnnn5QpU+a+57Nnz07GjBmJiopK9HOWKFEiTlt3d/d4254+fZrJkyczZswYMmbMGCf0xlzR9PT0TPTrx6dbt268+eabnD59mmLFitG3b1+HBcXy5s3LqlWruHr1qsPV0Zgh2/detfzzzz8dhqEn5EHvEczF6TZv3syff/5pD1J//PEHb7zxhr1NgQIFAPMKYkKfRfbs2fHz82Pv3r2Jqi8xvL29HV6zSZMmZMmShSlTpvDJJ5+wZs0aLl68yIIFC6hSpYq93dGjR5P0Oj///DOhoaGMGTOG3r1706FDhzhDyf/880+ABD//xNYT85nu3bv3ob6/Yj9Xjhw5EvVcifk9kdTvy/z58zu8tr+/P+3ateO3336jQoUKCdaTK1euOHVPmjTJIdjPnz8fb29vVqxY4TAVIr4/wNwrptaDBw/GGdVw8OBB+/mYn/nEfv9WqVLF4Y90906piP269zpw4ADZsmWL8we62J9D06ZN2bJlC+PHj6d27dqJ/jl8kBs3bjBy5EhefvnlOP14rwe9x+T8njx8+DDVq1e3f33t2jXOnDljX5w1uXbu3Mm3337LwoUL7/t7P8bHH3/M+fPnHXYCEBHnpDn2IuJ0+vfvj4+PDz179owTsC5dusSLL76Ir68v/fv3f6jXmTJliv2+YRhMmTIFT09Pe0hp3bo1UVFRjB49Os5j79y547BFVUREBD///DM1atR44JWg1q1bs3nz5nivAF2+fJk7d+7Yv962bRtHjhy579BhMAN5y5YtmT9/frz/0L5w4UKC9TzIyJEjCQgIiHdLMzBDUrVq1fjkk08ctqZL6uvHjCAIDg5m7NixfP3116xcudJ+vkGDBkRFRTn0G5ir3ttsNurXr28/duLECTZu3Jjg5xbbg95jDDc3N4oXL06tWrWoVasWZcuWdThftmxZChQowPjx47l27Vqcx8d8Fm5ubjRr1oxFixaxbdu2OO0SGuKeWBEREdy5c8c+FDvmH/CxnzsiIoKPP/44Sc8b008vv/wyFStWpGfPnty8edOhzbfffku6dOni/cNcjMTWU6ZMGUJCQpg0aVKcbeGS+jnVrVsXPz8/3n333Xjnpsf3vfqg3xNJ+b6MT8xnF3vI/MNwd3fHZrM5bBl47NixeLeDu9fTTz9Njhw5mD59ukM9y5YtY//+/fYV9bNnz06VKlX4/PPPOX78uMNzJOd7NygoiFKlSvHFF1849PHevXtZuXLlA4NsVFQUERER9poT+3P4IJMnT+b69esOO1EkV3J+T86YMcPh+3TatGncuXPngd9TDzJo0CAqVapEkyZNEmx39epV3nnnHfr27Zvg6BsRcQ66Yi8iTqdQoUJ88cUXtG/fnhIlStC9e3dCQkI4duwYM2fO5N9//+Wbb76xX5VJDm9vb5YvX07nzp0pV64cy5YtY8mSJbz55pv2IfZVq1alZ8+ejBkzhl27dlGnTh08PT05fPgw33//PZMnT6ZVq1bs3r2bkSNHcvLkSRo2bGgfDg3YF6tauHAhbdu2JSAggP79+/Pzzz/TqFEjunTpQtmyZbl+/Tp79uzhhx9+4NixY2TLlo1Ro0YxefJk8ufPT6dOnRJ8P++99x6rV6+mXLlyvPDCCxQrVoxLly6xY8cOVq1a9VBDv1euXMmcOXNIly7dfdtMnTqVypUrU6JECV544QXy58/PuXPn2Lx5MydPnuSPP/5I0mv26NGDuXPn8uKLL7J37158fX1p3Lgx1atX56233uLYsWM89dRTrFy5kp9++ok+ffrYvx+mTZvGmDFj8PX1feCiUEl5j4nh5ubGZ599Rv369XnyySfp2rUrOXPm5NSpU6xevRo/Pz8WLVoEwLvvvsvKlSupWrUqPXr0oGjRopw5c4bvv/+eDRs2xLni9yDXr193GIr/1VdfcevWLfsWWhUrViRz5sx07tyZV199FZvNxldffZXsPyLYbDY+++wzSpUqxfDhwxk3bhyHDx9m+PDhfPPNNwwaNCjBqTKJrcfNzY1p06bRuHFjSpUqRdeuXQkKCuLAgQPs27fvgUOkY/Pz82PatGl07NiRMmXK0KZNG7Jnz87x48dZsmQJlSpVcgjoifk9kdjvyxi7d+/m66+/xjAMjhw5wocffkiuXLniXUQxORo2bMiECROoV68e7dq14/z580ydOpWCBQs+cIqTp6cnY8eOpWvXrlStWpW2bdvat7vLly+fwzabH374IZUrV6ZMmTL06NHD/jt6yZIl7Nq1K8l1v//++9SvX58KFSrQvXt3+3Z3/v7+8V4tjvlev379OgsXLuTYsWP2bT2T8nOYkJUrV/LOO++QNWvWJL+f+CT192RERAQ1a9akdevWHDx4kI8//pjKlSvHCeQXLlxg+fLlDsdi/uCyfPlynn32WYdFCVeuXMnGjRsfWO+OHTvIli3bfaeNiYiTedzL8IuIJNbu3buNtm3bGkFBQYanp6cRGBhotG3b1tizZ0+ctknd7i59+vTGkSNHjDp16hi+vr5GQECAMXz4cCMqKirOc8+YMcMoW7as4ePjY2TMmNEoUaKEMWDAAOP06dMOr/2gW+ythK5evWoMHjzYKFiwoJEuXTojW7ZsRsWKFY3x48fbtzfKlSuX0a1bN/vrxHbvdneGYRjnzp0zevXqZeTOndv+edWsWdOYMWOGvU1ytrsrVaqUw5ZRsbeni+3IkSNGp06djMDAQMPT09PImTOn0ahRI+OHH36I81qx3e/5Dh48aHh7ext9+/Z1+Nz69u1rBAcHG56enkahQoWM999/36G+Z5991njuueeMAwcOxHmt+213l9j3eK/4tsUyDMPYuXOn0aJFCyNr1qyGl5eXkTdvXqN169bGL7/84tDun3/+MTp16mRkz57d8PLyMvLnz2/06tXLuH379gNrjy1ma7aYW4YMGYwyZcoYX331lUO7jRs3GuXLlzd8fHyM4OBgY8CAAcaKFSvifQ/3im+bMcMwjJEjRxoeHh7Gjh07jG+++cYoXry4MXny5Dhb0cX3WSWlng0bNhi1a9c2MmbMaKRPn94oWbKk8dFHH8VbK/fZ7i52LXXr1jX8/f0Nb29vo0CBAkaXLl2Mbdu22dsk5fdEYr4vY+qKudlsNiMwMNBo0aKFsX///vvWGvuxid3ububMmUahQoUMLy8vo0iRIsasWbPu23/x+e6774zSpUsbXl5eRpYsWYz27dsbJ0+ejNNu7969RvPmzY1MmTIZ3t7eRuHChY2hQ4fazyfl97JhGMaqVauMSpUqGT4+Poafn5/RuHFj488//3Roc+/vWx8fH6NYsWLGxIkT43zeif05vFfM92pQUJBx/fp1h3P3fm8l9T0m5vdkzO+ltWvXGj169DAyZ85sZMiQwWjfvr3DdoCGYf6/ILH/74mp9d7tZOP72axataoBGBMnTnRom5TvIxF5vGyGkQLj/UREXEiXLl344Ycf4h2imRwjRoxgzZo1rFmz5r5t8uXLx+zZs6lWrVqKvKaIPFop/XtCJLFmz55N165d2bp160OP5LDZbKxevVr/7xFJAzTHXkRERERERMSFaY69iMhDKlmyJJ6engm2ad68ebx7o4uIiDwqdevWdZhfLyKpl4K9iMhDatGixQPbTJw48TFUIiIicte9i+qJSOqlOfYiIiIiIiIiLkxz7EVERERERERcmIK9iIiIiIiIiAvTHPtEiI6O5vTp02TMmBGbzWZ1OSIiIiIiIpLKGYbB1atXCQ4Oxs0t4WvyCvaJcPr0aXLnzm11GSIiIiIiIpLGnDhxgly5ciXYRsE+ETJmzAiYH6ifn5/F1SQsMjKSlStXUqdOnQduvyXWUB+5BvWTa1A/OT/1kWtQP7kG9ZPzUx+5Blfpp/DwcHLnzm3PowlRsE+EmOH3fn5+LhHsfX198fPzc+pv0rRMfeQa1E+uQf3k/NRHrkH95BrUT85PfeQaXK2fEjMdXIvniYiIiIiIiLgwBXsRERERERERF6ZgLyIiIiIiIuLCNMdeRERERETEhUVFRREZGWl1GS4jMjISDw8Pbt26RVRUlKW1eHp64u7u/tDPo2AvIiIiIiLioq5du8bJkycxDMPqUlyGYRgEBgZy4sSJRC1M9yjZbDZy5cpFhgwZHup5FOxFRERERERcUFRUFCdPnsTX15fs2bNbHlJdRXR0NNeuXSNDhgy4uVk3O90wDC5cuMDJkycpVKjQQ125V7AXERERERFxQZGRkRiGQfbs2fHx8bG6HJcRHR1NREQE3t7elgZ7gOzZs3Ps2DEiIyMfKthr8TwREREREREXpiv1riul+k7BXkRERERERMSFKdiLiIiIiIiIuDDNsRcREREREUnDoqJg/Xo4cwaCgiA0FFJgBzZ5jHTFXkREREREJI1asADy5YPq1aFdO/O/+fKZxx+lLl260KxZM4dj//zzD97e3lozIBkU7EVERERERNKgBQugVSs4edLx+KlT5vFHHe7vNXToUIX6ZFKwT0WiomDtWhvr1uVk7VobUVFWVyQiIiIiIo+LYcD164m7hYfDq6+aj4nveQBee81sl5jni+95kmLPnj3MmTOHV155xX5s9uzZZMqUyaHdsWPHsNls7Nq1y35s79691K9fnwwZMhAQEEDHjh35999/7eerVatG79696d27N/7+/uTIkYN33nkHI1bR+fLlY9KkSQ6vde+oghEjRlCqVCn71xERERQsWBCbzcbly5ftx2fNmkXhwoVJly4dNpsNm81Gnz59kvOxJJqCfSoRM4Smdm0PJkx4mtq1PR7LEBoREREREXEON25AhgyJu/n7m1fm78cwzCv5/v6Je74bNx6u9kGDBtG4cWMqVqyYpMddvnyZGjVqULp0abZt28by5cs5d+4crVu3dmj3xRdf4OHhwe+//87EiRP5+OOP+eyzzx6q5ilTpnDu3DmHYwcOHOD555+nW7du/PXXX5w5c4YKFSo81OskhhbPSwVihtDc+1eymCE0P/wALVpYU5uIiIiIiEhC1q1bx4oVK9izZw8HDx5M0mOnTJlC6dKleffdd+3HPv/8c3Lnzs2hQ4d44oknAMidOzcTJ07EZrNRqFAhtm/fzuTJk+nZs2eyar506RJvv/02AwcOZOjQofbju3fvxt3dnYEDB9qPpUuXLlmvkRS6Yu/ioqLMITIJDaHp0wcNyxcRERERSeV8feHatcTdli5N3HMuXZq45/P1TX7dgwYNonPnzhQtWjTOuStXrpAhQwb77cknn3Q4/8cff7B69WqHNkWKFAHgyJEj9nbly5d3mL//7LPPcvjwYaKSGZRGjRpF9erVqVy5ssPxkJAQIiMj+f777x2G+j9qumLv4tavj7vYRWyGASdOmO2qVXtsZYmIiIiIyGNms0H69IlrW6cO5MpljvKNL3/abOb5OnUe7dZ3P/74Izt37mTevHnxns+YMSM7duywf33q1CmqxQo2165do3HjxowdOzbOY4OCglK8XoDDhw/z2WefsWvXLk7eE8aeeeYZRo0aRdeuXenQoQOenp7cvHnTYW7+o6Bg7+LOnEnZdiIiIiIikvq5u8PkyebUXZvNMdzHXNieNOnRhvqoqCjeeustXnnlFXLlyhVvGzc3NwoWLGj/2sPDMcKWKVOG+fPnky9fvjjnYtuyZYvD11u3bqVQoUK4J+MNDhw4kOeff56CBQvGCfYAr776Kl9++SXdu3enVatWtG/fPsmvkVQaiu/iEvtHqEf0xyoREREREXFRLVqY63HlzOl4PFeux7NO16pVqzhz5gyDBw9O9nP06tWLS5cu0bZtW7Zu3cqRI0dYsWIFXbt2dRhmf/z4cfr168fBgwf55ptv+PTTTx1W4Ae4c+cOt27dst+ioqKIjo4mMjLS3uavv/5izZo1DBs2LN56DMOgU6dOlClThkGDBlGwYEF8fHyS/f4SS1fsXVxoaMJDaABy5zbbiYiIiIiIxNaiBTRtak7dPXPGvCAYGvpor9THuHXrFsOHDydz5szJfo7g4GA2btzIwIEDqVOnDrdv3yZv3rzUq1cPN7e717E7derEzZs3efbZZ3F3d6dnz5706NHD4bn69+9P//7947zGCy+8wOzZswG4fv06I0eOJEuWLPHW895773H48GF+//33ZL+n5FCwd3EJDaGJ0bLl4/nBFBERERER1+Pu/vjX45o9e7Y9LMfWrFkz+6JzXbp0oUuXLg7n8+XLF2dRukKFCrHgAft8e3p6MmnSJKZNm0Z0dDTh4eEOi+kdO3Ys3sctXLiQhQsXAuY+9iNGjHA4X61aNYd6Bg8eHGcEwpo1axKsLSVoKH4qcL8hNBkzmv/9+GNYt+7x1yUiIiIiIuLK3N3d8fT0tLqMB1KwTyVatIBjxyAs7A79+m0jLOwOFy+aV+sjIqBZMzhwwOoqRUREREREXEfjxo359NNPrS7jgTQUPxVxd4eqVQ2uXz9F1apP4ekJX31lzr//7Tdo0AA2b4aAAKsrFREREREReTwex1B4q+mKfSrn4wM//wwFCsDRo9CkCdy4YXVVIiIiIiIiklIU7NOA7Nlh6VLIkgV+/x3at4dYOz+IiIiIiIgLu3cxOXEdKdV3CvZpxBNPmFfuvbxg4UJ4/XWrKxIRERERkYfh/v9bX0VERFhciSRXTN+5P+Q2Zppjn4ZUqgRffAFt2phb5IWEwGuvWV2ViIiIiIgkh4eHB76+vly4cAFPT0+Hfdvl/qKjo4mIiODWrVuWfmbR0dFcuHABX19fPDweLpor2Kcx//sf/PMPDBwIfftC3rzmivkiIiIiIuJabDYbQUFBHD16lH/++cfqclyGYRjcvHkTHx8fh73sreDm5kaePHkeug4F+zSof39zIb3p06FdO1izBp591uqqREREREQkqdKlS0ehQoU0HD8JIiMjWbduHVWqVLF8j/p06dKlyKgBBfs0yGaDjz6C48fNRfUaNTK3w8uf3+rKREREREQkqdzc3PD29ra6DJfh7u7OnTt38Pb2tjzYpxRNwkijPDzgu++gdGm4cMHc4/7SJaurEhERERERkaRSsE/DMmSAxYshd244eNCca3/7ttVViYiIiIiISFIo2KdxwcHmcHw/P1i/Hrp2hehoq6sSERERERGRxFKwF4oXhwULzOH533wDQ4ZYXZGIiIiIiIgkloK9AFCzJnz2mXl/zBiYMcPaekRERERERCRxFOzFrnNnGD7cvP/yy7B8ubX1iIiIiIiIyIMp2IuD4cPNgB8VBc89B7t2WV2RiIiIiIiIJETBXhzYbOYw/Bo14No1aNgQTpywuioRERERERG5H0uD/dWrV+nTpw958+bFx8eHihUrsnXrVvt5wzAYNmwYQUFB+Pj4UKtWLQ4fPuzwHJcuXaJ9+/b4+fmRKVMmunfvzrVr1xza7N69m9DQULy9vcmdOzfjxo17LO/PVaVLB/Pnw5NPwunTZri/csXqqkRERERERCQ+lgb7559/nrCwML766iv27NlDnTp1qFWrFqdOnQJg3LhxfPjhh0yfPp0tW7aQPn166taty61bt+zP0b59e/bt20dYWBiLFy9m3bp19OjRw34+PDycOnXqkDdvXrZv387777/PiBEjmKHV4RKUKRMsWQKBgbBnjzksPzLS6qpERERERETkXh5WvfDNmzeZP38+P/30E1WqVAFgxIgRLFq0iGnTpjF69GgmTZrEkCFDaNq0KQBffvklAQEBLFy4kDZt2rB//36WL1/O1q1befrppwH46KOPaNCgAePHjyc4OJg5c+YQERHB559/Trp06XjyySfZtWsXEyZMcPgDQGy3b9/m9u3b9q/Dw8MBiIyMJNLJ021MfSlRZ3Aw/PQT1KjhQViYjR49ovnkkyhstod+6jQtJftIHh31k2tQPzk/9ZFrUD+5BvWT81MfuQZX6aek1GczDMN4hLXc19WrV/Hz82PVqlXUrFnTfrxy5cp4eHjw+eefU6BAAXbu3EmpUqXs56tWrUqpUqWYPHkyn3/+Oa+//jr//fef/fydO3fw9vbm+++/p3nz5nTq1Inw8HAWLlxob7N69Wpq1KjBpUuXyJw5c5zaRowYwciRI+Mcnzt3Lr6+vinzAbiQrVsDGDOmHNHRNtq120/r1oesLklERERERCRVu3HjBu3atePKlSv4+fkl2NayK/YZM2akQoUKjB49mqJFixIQEMA333zD5s2bKViwIGfPngUgICDA4XEBAQH2c2fPniVHjhwO5z08PMiSJYtDm5CQkDjPEXMuvmA/ePBg+vXrZ/86PDyc3LlzU6dOnQd+oFaLjIwkLCyM2rVr4+npmSLP2aABBAZG88or7sydW5TatQvRvr0lfw9KFR5FH0nKUz+5BvWT81MfuQb1k2tQPzk/9ZFrcJV+ihk5nhiWBXuAr776im7dupEzZ07c3d0pU6YMbdu2Zfv27VaWhZeXF15eXnGOe3p6OnXHx5bStfbuDcePw/vvQ48eHuTLB9WqpdjTp0mu9P2UlqmfXIP6yfmpj1yD+sk1qJ+cn/rINTh7PyWlNksXzytQoABr167l2rVrnDhxgt9//53IyEjy589PYGAgAOfOnXN4zLlz5+znAgMDOX/+vMP5O3fucOnSJYc28T1HzDlJvPfeu7uIXvPmsH+/1RWJiIiIiIiIU+xjnz59eoKCgvjvv/9YsWIFTZs2JSQkhMDAQH755Rd7u/DwcLZs2UKFChUAqFChApcvX3a4wv/rr78SHR1NuXLl7G3WrVvnsPBAWFgYhQsXjncYvtyfmxt8+SVUrAiXL0P9+vD/Mx5ERERERETEIpYG+xUrVrB8+XKOHj1KWFgY1atXp0iRInTt2hWbzUafPn14++23+fnnn9mzZw+dOnUiODiYZs2aAVC0aFHq1avHCy+8wO+//87GjRvp3bs3bdq0ITg4GIB27dqRLl06unfvzr59+/juu++YPHmywxx6STxvb3Ol/EKF4J9/oHFjuH7d6qpERERERETSLkvn2F+5coXBgwdz8uRJsmTJQsuWLXnnnXfscwkGDBjA9evX6dGjB5cvX6Zy5cosX74cb29v+3PMmTOH3r17U7NmTdzc3GjZsiUffvih/by/vz8rV66kV69elC1blmzZsjFs2LD7bnUnD5YtGyxdChUqwLZt0LYt/PgjuLtbXZmIiIiIiEjaY2mwb926Na1bt77veZvNxqhRoxg1atR922TJkoW5c+cm+DolS5Zk/fr1ya5T4ipYEH7+GapXh0WLoE8f+PBDtMe9iIiIiIjIY+YUc+zFNVWoAF9/bYb5KVNg4kSrKxIREREREUl7FOzlobRqZW6BB/DGGzB/vrX1iIiIiIiIpDUK9vLQ+vWDXr3AMKBDB9i82eqKRERERERE0g4Fe3loNhtMnmyukH/rFjRpAn/9ZXVVIiIiIiIiaYOCvaQId3f45hsoWxb+/RcaNDD/KyIiIiIiIo+Wgr2kmPTpYfFiyJsXDh+GZs3MK/giIiIiIiLy6CjYS4oKDDT3uPf3h40boXNniI62uioREREREZHUS8FeUlyxYvDjj+DpCfPmweDBVlckIiIiIiKSeinYyyNRvTrMnGneHzcOpk+3th4REREREZHUSsFeHpmOHWHUKPN+r17mEH0RERERERFJWQr28kgNGQLdupnz7Fu3hh07rK5IREREREQkdVGwl0fKZjOH4deqBdevQ8OGcPy41VWJiIiIiIikHgr28sh5esIPP0CJEnD2rLnH/eXLVlclIiIiIiKSOijYy2Ph7w9LlkBwMOzbBy1bQkSE1VWJiIiIiIi4PgV7eWxy5zbDfYYM8Ouv0KMHGIbVVYmIiIiIiLg2BXt5rEqVMve2d3eHL764u2q+iIiIiIiIJI+CvTx29evDxx+b90eMMAO+iIiIiIiIJI+CvViiRw8YNMi8//zz8Msv1tYjIiIiIiLiqhTsxTLvvANt2sCdO+Zievv2WV2RiIiIiIiI61GwF8u4ucHs2RAaCleumNvgnTljdVUiIiIiIiKuRcFeLOXlBT/+CE88AcePQ6NGcO2a1VWJiIiIiIi4DgV7sVzWrLBsGWTPDjt23B2eLyIiIiIiIg+mYC9OIX9+WLQIfHzMve5ffVV73IuIiIiIiCSGgr04jXLlYM4csNlg2jQYP97qikRERERERJyfgr04lebNYcIE8/6AATBvnrX1iIiIiIiIODsFe3E6ffqYQ/EBOnWCjRstLUdERERERMSpKdiLU5owAZo1g9u3oWlTOHzY6opERERERESck4K9OCV3d3O+/TPPwMWLUL8+XLhgdVUiIiIiIiLOR8FenJavr7lSfkgIHDkCTZrAzZtWVyUiIiIiIuJcFOzFqQUEwNKlkDkz/PYbdOwI0dFWVyUiIiIiIuI8FOzF6RUpAgsXQrp0MH++uVq+iIiIiIiImBTsxSVUqQKzZpn3P/gApk61th4RERERERFnoWAvLqNdO3jnHfP+q6+a8+9FRERERETSOgV7cSmDB8Pzz5vz7Nu0gW3brK5IRERERETEWgr24lJsNvj4Y6hbF27cgEaN4Ngxq6sSERERERGxjoK9uBxPT5g3D0qWhHPnoEED+O8/q6sSERERERGxhoK9uCQ/P1iyBHLmhP37oUULiIiwuioREREREZHHT8FeXFauXOYe9xkzwpo15tx7w7C6KhERERERkcdLwV5cWsmS8MMP4O4OX30Fw4dbXZGIiIiIiMjjpWAvLq9OHfjkE/P+6NHw+efW1iMiIiIiIvI4KdhLqtC9O7z1lnm/Z08IC7O2HhERERERkcdFwV5SjdGjoX17uHMHWrWCPXusrkhEREREROTRU7CXVMNmg5kzoWpVCA83t8E7dcrqqkRERERERB4tBXtJVby84McfoUgROHkSGjaEq1etrkpEREREROTRUbCXVCdzZnMbvBw54I8/oHVrc3i+iIiIiIhIaqRgL6lSSAgsXgy+vrB8OfTqpT3uRUREREQkdVKwl1TrmWfgm2/MufczZsDYsVZXJCIiIiIikvIU7CVVa9IEJk827w8ebAZ9ERERERGR1ETBXlK9V16Bvn3N+126wPr1lpYjIiIiIiKSohTsJU0YPx5atICICGjaFA4etLoiERERERGRlKFgL2mCmxt8/TWULw///Qf168P581ZXJSIiIiIi8vAU7CXN8PGBn36C/Pnh6FFo3Bhu3LC6KhERERERkYejYC9pSo4csGwZZMkCv/8OHTpAVJTVVYmIiIiIiCSfgr2kOU88YV659/KCH3+EN96wuiIREREREZHkU7CXNKlyZfjiC/P+pEnw4YeWliMiIiIiIpJsCvaSZv3vf/Dee+b9Pn1g4UIrqxEREREREUkeBXtJ0wYMgJ49wTCgXTtz3r2IiIiIiIgrUbCXNM1mgylToEEDuHnTXCn/6FGrqxIREREREUk8BXtJ8zw84LvvoHRpc2/7+vXh0iWrqxIREREREUkcBXsRIEMGWLwYcueGgweheXO4fdvqqkRERERERB7M0mAfFRXF0KFDCQkJwcfHhwIFCjB69GgMw7C3MQyDYcOGERQUhI+PD7Vq1eLw4cMOz3Pp0iXat2+Pn58fmTJlonv37ly7ds2hze7duwkNDcXb25vcuXMzbty4x/IexXUEB8PSpeDnB+vWQdeuEB1tdVUiIiIiIiIJszTYjx07lmnTpjFlyhT279/P2LFjGTduHB999JG9zbhx4/jwww+ZPn06W7ZsIX369NStW5dbt27Z27Rv3559+/YRFhbG4sWLWbduHT169LCfDw8Pp06dOuTNm5ft27fz/vvvM2LECGbMmPFY3684v+LFYcECc3j+N9/A0KFWVyQiIiIiIpIwDytffNOmTTRt2pSGDRsCkC9fPr755ht+//+lyQ3DYNKkSQwZMoSmTZsC8OWXXxIQEMDChQtp06YN+/fvZ/ny5WzdupWnn34agI8++ogGDRowfvx4goODmTNnDhEREXz++eekS5eOJ598kl27djFhwgSHPwDEuH37NrdjjcMODw8HIDIyksjIyEf6mTysmPqcvU5nVqUKTJ9u4/nnPXj3Xcid+w7duxsPfmAiqY9cg/rJNaifnJ/6yDWon1yD+sn5qY9cg6v0U1Lqsxmxx70/Zu+++y4zZsxg5cqVPPHEE/zxxx/UqVOHCRMm0L59e/7++28KFCjAzp07KVWqlP1xVatWpVSpUkyePJnPP/+c119/nf/++89+/s6dO3h7e/P999/TvHlzOnXqRHh4OAtjbVS+evVqatSowaVLl8icObNDXSNGjGDkyJFx6p07dy6+vr4p/jmIc/rmm8J8910R3NyiGTJkC2XKnLe6JBERERERSSNu3LhBu3btuHLlCn5+fgm2tfSK/aBBgwgPD6dIkSK4u7sTFRXFO++8Q/v27QE4e/YsAAEBAQ6PCwgIsJ87e/YsOXLkcDjv4eFBlixZHNqEhITEeY6Yc/cG+8GDB9OvXz/71+Hh4eTOnZs6deo88AO1WmRkJGFhYdSuXRtPT0+ry3Fp9euDp2c0X3/txoQJ5Vm9+g5PPfXwz6s+cg3qJ9egfnJ+6iPXoH5yDeon56c+cg2u0k8xI8cTw9JgP2/ePObMmcPcuXPtw+P79OlDcHAwnTt3tqwuLy8vvLy84hz39PR06o6PzZVqdWYzZ8Lp0/DrrzaaNfPkt98gV66UeW71kWtQP7kG9ZPzUx+5BvWTa1A/OT/1kWtw9n5KSm2WLp7Xv39/Bg0aRJs2bShRogQdO3akb9++jBkzBoDAwEAAzp075/C4c+fO2c8FBgZy/rzjEOk7d+5w6dIlhzbxPUfs1xCJT7p0MH8+FCsGp05Bw4aQhD+ciYiIiIiIPHKWBvsbN27g5uZYgru7O9H/v8dYSEgIgYGB/PLLL/bz4eHhbNmyhQoVKgBQoUIFLl++zPbt2+1tfv31V6KjoylXrpy9zbp16xwWHwgLC6Nw4cJxhuGL3CtTJnMbvMBA2L0bnnsOnHydDRERERERSUMsDfaNGzfmnXfeYcmSJRw7dowff/yRCRMm0Lx5cwBsNht9+vTh7bff5ueff2bPnj106tSJ4OBgmjVrBkDRokWpV68eL7zwAr///jsbN26kd+/etGnThuDgYADatWtHunTp6N69O/v27eO7775j8uTJDvPoRRKSNy8sXgy+vrByJbz0Eli37KSIiIiIiMhdls6x/+ijjxg6dCgvv/wy58+fJzg4mJ49ezJs2DB7mwEDBnD9+nV69OjB5cuXqVy5MsuXL8fb29veZs6cOfTu3ZuaNWvi5uZGy5Yt+fDDD+3n/f39WblyJb169aJs2bJky5aNYcOGxbvVncj9lC0L330HTZuac+9DQuCtt6yuSkRERERE0jpLg33GjBmZNGkSkyZNum8bm83GqFGjGDVq1H3bZMmShblz5yb4WiVLlmT9+vXJLVUEgEaN4KOPoFcvGDIE8uWD/9/EQURERERExBKWDsUXcUUvvwxvvGHe79oV1q61th4REREREUnbFOxFkmHs2LuL6DVrBvv3W12RiIiIiIikVQr2Isng5gZffAEVK8Lly9CgAdyzo6KIiIiIiMhjoWAvkkw+PvDTT1CwIBw7Zs6/v37d6qpERERERCStUbAXeQjZssGyZZA1K2zbBu3aQVSU1VWJiIiIiEhaomAv8pAKFoSffwYvL/O/fftqj3sREREREXl8FOxFUkDFivD11+b9jz6CBHZwFBERERERSVEK9iIppFUreP998/7rr8P8+dbWIyIiIiIiaYOCvUgKev11c597w4AOHeC336yuSEREREREUjsFe5EUZLPB5MnmCvm3bkHjxnDkiNVViYiIiIhIaqZgL5LCPDzg22+hbFn491+oXx8uXrS6KhERERERSa0U7EUegfTpYdEiyJMHDh+Gpk3NK/giIiIiIiIpTcFe5BEJCoKlS8HfHzZuhC5dIDIS1q61sW5dTtautWnPexEREREReWgK9iKP0JNPwo8/gqcnfPcdZM0KtWt7MGHC09Su7UG+fLBggdVVioiIiIiIK1OwF3nEqleHF18071+96nju1ClzmzyFexERERERSS4Fe5FHLCrKvGofH8Mw/9unDxqWLyIiIiIiyaJgL/KIrV8PJ0/e/7xhwIkTZjsREREREZGkUrAXecTOnEnZdiIiIiIiIrEp2Is8YkFBKdtOREREREQkNgV7kUcsNBRy5QKb7f5tgoPNdiIiIiIiIkmlYC/yiLm7w+TJ5v37hXt3d7h8+bGVJCIiIiIiqYiCvchj0KIF/PAD5MzpeDwoCLJkMRfPq1cPwsOtqU9ERERERFyXgr3IY9KiBRw7BmFhd+jXbxthYXc4cQI2bICsWWHbNmjSBG7etLpSERERERFxJQr2Io+RuztUrWpQpcopqlY1cHeHokVhxQrw84O1a+G55yAy0upKRURERETEVSjYiziBsmVh8WLw9oYlS6BTJ4iKsroqERERERFxBQr2Ik4iNBQWLABPT/j2W3j5ZTAMq6sSERERERFnp2Av4kTq14c5c8DNDWbMgIEDFe5FRERERCRhCvYiTua558xQD/D++zBmjLX1iIiIiIiIc1OwF3FC3bvDhAnm/bfegilTrK1HREREREScl4K9iJPq2xeGDTPvv/IKfPmltfWIiIiIiIhzUrAXcWIjRsBrr5n3u3WDH3+0tBwREREREXFCCvYiTsxmM4fkd+libn/Xpg2sWmV1VSIiIiIi4kwU7EWcnJsbfPoptGwJERHQtCls3mx1VSIiIiIi4iwU7EVcgIeHuQ1enTpw4wY0aAB//GF1VSIiIiIi4gwU7EVchJcXLFgAlSrB5ctmyD90yOqqRERERETEagr2Ii4kfXpYvBhKlYLz56FWLTh+3OqqRERERETESgr2Ii4mUyZYsQIKF4YTJ6B2bTh3zuqqRERERETEKgr2Ii4oRw4IC4M8eczh+HXrmsPzRUREREQk7VGwF3FRuXObW98FBJgL6TVsCNevW12ViIiIiIg8bgr2Ii6sUCFYudIcnr9pEzRvDrdvW12ViIiIiIg8Tgr2Ii6uZElYtsxcWC8sDNq2hTt3rK5KREREREQeFwV7kVSgfHn46SdIlw5+/BGefx6io62uSkREREREHgcFe5FUomZNmDcP3N3hiy+gTx8wDKurEhERERGRR03BXiQVadoUZs8273/0EQwfbmk5IiIiIiLyGCjYi6QyHTrA1Knm/dGj4YMPrK1HREREREQeLQV7kVTo5Zfh3XfN+2+8AZ9+am09IiIiIiLy6CjYi6RSgwfDwIHm/Z494bvvrK1HREREREQeDQV7kVRszBh48UVzEb0OHWDpUqsrEhERERGRlKZgL5KK2WzmfPt27cy97Vu2hLVrra5KRERERERSkoK9SCrn5maulN+4Mdy6Zf532zarqxIRERERkZSiYC+SBnh6mnvcV68OV69CvXrw559WVyUiIiIiIilBwV4kjfD2hp9+gmefhYsXoVYt+Ptvq6sSEREREZGHpWAvkoZkzAjLlkHx4nDmDNSuDadPW12ViIiIiIg8DAV7kTQmSxZYuRIKFDCv2NeubV7BFxERERER16RgL5IGBQXBqlWQM6c5175ePQgPt7oqERERERFJDgV7kTQqXz4IC4Ns2cxV8ps0gZs3ra5KRERERESSSsFeJA0rWhRWrAA/P3N/++eeg4gIq6sSEREREZGkULAXSePKlIHFi8HHB5YsgU6dICrK6qpERERERCSxFOxFhNBQWLDA3O/+u+/gpZfAMKyuSkREREREEkPBXkQAcwG9OXPAzQ0+/RQGDFC4FxERERFxBZYG+3z58mGz2eLcevXqBcCtW7fo1asXWbNmJUOGDLRs2ZJz5845PMfx48dp2LAhvr6+5MiRg/79+3Pnzh2HNmvWrKFMmTJ4eXlRsGBBZs+e/bjeoohLee45M9QDjB8P775rbT0iIiIiIvJglgb7rVu3cubMGfstLCwMgOeeew6Avn37smjRIr7//nvWrl3L6dOnadGihf3xUVFRNGzYkIiICDZt2sQXX3zB7NmzGTZsmL3N0aNHadiwIdWrV2fXrl306dOH559/nhUrVjzeNyviIrp1gwkTzPtDhsCUKdbWIyIiIiIiCfOw8sWzZ8/u8PV7771HgQIFqFq1KleuXGHmzJnMnTuXGjVqADBr1iyKFi3Kb7/9Rvny5Vm5ciV//vknq1atIiAggFKlSjF69GgGDhzIiBEjSJcuHdOnTyckJIQPPvgAgKJFi7JhwwYmTpxI3bp1463r9u3b3L592/51+P9v8B0ZGUlkZOSj+ChSTEx9zl5nWuYKfdS7N1y65Mbbb7vzyivg63uHjh3T1rh8V+gnUT+5AvWRa1A/uQb1k/NTH7kGV+mnpNRnMwznmEUbERFBcHAw/fr148033+TXX3+lZs2a/Pfff2TKlMneLm/evPTp04e+ffsybNgwfv75Z3bt2mU/f/ToUfLnz8+OHTsoXbo0VapUoUyZMkyaNMneZtasWfTp04crV67EW8uIESMYOXJknONz587F19c3pd6yiFMzDPj88+IsWlQANzeDAQO2Ur78GavLEhERERFJE27cuEG7du24cuUKfn5+Cba19Ip9bAsXLuTy5ct06dIFgLNnz5IuXTqHUA8QEBDA2bNn7W0CAgLinI85l1Cb8PBwbt68iY+PT5xaBg8eTL9+/exfh4eHkzt3burUqfPAD9RqkZGRhIWFUbt2bTw9Pa0uR+LhSn1Uvz707BnNF1+4MWHCMyxcGEWtWk7xt8BHzpX6KS1TPzk/9ZFrUD+5BvWT81MfuQZX6aeYkeOJ4TTBfubMmdSvX5/g4GCrS8HLywsvL684xz09PZ2642NzpVrTKlfpo5kz4fp1+OEHG61aebBqFVSoYHVVj4+r9FNap35yfuoj16B+cg3qJ+enPnINzt5PSanNKba7++eff1i1ahXPP/+8/VhgYCARERFcvnzZoe25c+cIDAy0t7l3lfyYrx/Uxs/PL96r9SLiyN0dvv4a6taFGzegQQP44w+rqxIRERERkRhOEexnzZpFjhw5aNiwof1Y2bJl8fT05JdffrEfO3jwIMePH6fC/18urFChAnv27OH8+fP2NmFhYfj5+VGsWDF7m9jPEdOmQlq65CjykLy8YMECqFwZLl+GOnXg0CGrqxIREREREXCCYB8dHc2sWbPo3LkzHh53Zwb4+/vTvXt3+vXrx+rVq9m+fTtdu3alQoUKlC9fHoA6depQrFgxOnbsyB9//MGKFSsYMmQIvXr1sg+lf/HFF/n7778ZMGAABw4c4OOPP2bevHn07dvXkvcr4qp8fWHxYihdGs6fh1q14Phxq6sSERERERHLg/2qVas4fvw43bp1i3Nu4sSJNGrUiJYtW1KlShUCAwNZsGCB/by7uzuLFy/G3d2dChUq0KFDBzp16sSoUaPsbUJCQliyZAlhYWE89dRTfPDBB3z22Wf33epORO7P3x9WrIAiReDECahdG+6Z6SIiIiIiIo+Z5Yvn1alTh/vtuOft7c3UqVOZOnXqfR+fN29eli5dmuBrVKtWjZ07dz5UnSJiyp4dwsLMYfmHDplz71evhsyZra5MRERERCRtsvyKvYi4nly5YNUqCAgwF9Jr2NBcOV9ERERERB4/BXsRSZaCBc0r95kzw+bN0Lw53L5tdVUiIiIiImmPgr2IJFuJErBsGaRPb4b8tm3hzh2rqxIRERERSVsU7EXkoZQrBz//bG6J9+OP0L07REdbXZWIiIiISNqhYC8iD61GDZg3D9zd4csv4bXX4D5rYoqIiIiISApTsBeRFNGkCXzxBdhsMGUKDBtmdUUiIiIiImmDgr2IpJj27SFmd8q334bx462tR0REREQkLUjWPvb9+vVL8PyECROSVYyIuL6XXoIrV2DwYOjfH/z94YUXrK5KRERERCT1SlawnzRpEhUqVCBdunQAbNiwgbJly+Lj44PNZkvRAkXE9QwaZIb7996Dnj0hY0Zo08bqqkREREREUqdkBXuAH3/8kRw5cgCQMWNG5s6dS/78+VOsMBFxbe++a4b7adOgY0cz3DdsaHVVIiIiIiKpT7Lm2Ht6ehIREWH/OjIykvnz56dYUSLi+mIW0WvXztzbvlUrWLvW6qpERERERFKfZAX7kJAQvv32WwDmz5+Pp6cnn376KW3btuXGjRspWqCIuC43N5g921wx/9YtaNQItm61uioRERERkdQlWcF+4MCBDBo0CG9vb1q3bs2gQYPYtm0bN27c4Nlnn03pGkXEhXl6wnffQfXqcO0a1KsH+/ZZXZWIiIiISOqRrDn2Xbt2pWLFiuzevZuQkBCefvppAH766Sfee++9FC1QRFyftzf89BPUrg1btpj/3bABtCyHiIiIiMjDS/bieYULF6Zw4cJxjg8aNOihChKR1CljRli6FKpWhb17oVYtWL8ecua0ujIREREREdeWrGAfHh6e4Hk/P79kFSMiqVuWLLByJYSGwpEjUKeOuaBetmxWVyYiIiIi4rqSFewzZ84c73HDMLDZbERFRT1UUSKSegUFwapVULky/PmnOef+119Bfw8UEREREUmeZAX7kJAQzp8/z6BBg6hUqVJK1yQiqVy+fGa4Dw2F7duhcWNYvhx8fKyuTERERETE9SQr2O/fv5+PPvqId955h507dzJu3DhCQkJSujYRScWKFIEVK8zV8tetM/e5//FHSJfO6spERERERFxLsra78/T0pF+/fhw+fJicOXNSsmRJXn/9dS5fvpzC5YlIalamDCxZYl6pX7oUOnUCzeQREREREUmaZAX7GFmyZGHSpEns3LmTY8eOUbBgQSZNmpRCpYlIWlC5MixYcHe/+xdfBMOwuioREREREdeRrKH4pUuXxmazORwzDIPbt2/z+uuv06dPn5SoTUTSiHr1YO5c+N//4LPPwN8f3n8f7vk1IyIiIiIi8UhWsG/WrFkKlyEiaV2rVvDpp9C9O3zwAWTKBEOGWF2ViIiIiIjzS1awHz58eErXISJCt24QHg59+8LQoeaV+1desboqERERERHnlqxgfz9RUVG88MILgLnA3ieffJKSTy8iaUCfPnDlCowYAa++au5v37mz1VWJiIiIiDivZAX7Fi1axHs8OjqaRYsWsWDBAtzd3R+qMBFJu4YNg8uXYdIk8yp+xoxwn187IiIiIiJpXrKCvb+/f7zHo/5/n6qmTZsmvyIRSfNsNpgwwRyW//nn0LYtLF4MtWtbXZmIiIiIiPNJVrCfNWtWvMdv3brFnDlzHqogEREww/2MGWa4/+EHaNYMwsKgYkWrKxMRERERcS4PtY/9ve7dAk9E5GG4u8OcOeZ2eDduQIMGsGuX1VWJiIiIiDiXFA32IiIpLV06mD8fKlc2F9WrUwcOHbK6KhERERER55GsofgffvhhvMfv3LnzUMWIiMTH19ecY1+9OuzcCbVqwYYNkCeP1ZWJiIiIiFgvWcF+4sSJ9z2XR//SFpFHwN8fVqyAKlXgwAEz3K9fDwEBVlcmIiIiImKtZAX7o0ePpnQdIiIPlD27uYBe5cpw+LA5LH/NGsic2erKRERERESs89Bz7A3DwDCMlKhFROSBcuWCVasgMBB274aGDeHaNaurEhERERGxTrKD/cyZMylevDje3t54e3tTvHhxPvvss5SsTUQkXgULwsqV5pX6zZuheXO4dcvqqkRERERErJGsYD9s2DBee+01GjduzPfff8/3339P48aN6du3L8OGDUvpGkVE4ihRApYtg/TpzSv4bduC1u8UERERkbQoWXPsp02bxqeffkrbtm3tx5o0aULJkiV55ZVXGDVqVIoVKCJyP+XKwaJFUL8+LFwI3brB7Nngpo08RURERCQNSdY/fyMjI3n66afjHC9btqy2vBORx6p6dZg3D9zd4auv4LXXQMt+iIiIiEhakqxg37FjR6ZNmxbn+IwZM2jfvv1DFyUikhRNmsCXX4LNBlOmwNChVlckIiIiIvL4JGsoPpiL561cuZLy5csDsGXLFo4fP06nTp3o16+fvd2ECRMevkoRkQdo1w7Cw+Gll+Cdd8x97/v3t7oqEREREZFHL1nBfu/evZQpUwaAI0eOAJAtWzayZcvG3r177e1sNlsKlCgikjgvvghXrsCgQTBggBnue/SwuioRERERkUcrWcF+9erVKV2HiEiKGDgQLl+G994zg76fH7RpY3VVIiIiIiKPzkOtHf3XX3+xYsUKbt68CYChFatExAm8+645JN8woGNHWLLE6opERERERB6dZAX7ixcvUrNmTZ544gkaNGjAmTNnAOjevTuvv/56ihYoIpJUMYvotW9v7m3fqhWsWWN1VSIiIiIij0aygn3fvn3x9PTk+PHj+Pr62o//73//Y/ny5SlWnIhIcrm5waxZ5or5t25B48awdavVVYmIiIiIpLxkBfuVK1cyduxYcuXK5XC8UKFC/PPPPylSmIjIw/L0hO++gxo14No1qFcP9u2zuioRERERkZSVrGB//fp1hyv1MS5duoSXl9dDFyUiklK8vWHhQihXDi5dgtq14e+/ra5KRERERCTlJCvYh4aG8uWXX9q/ttlsREdHM27cOKpXr55ixYmIpISMGWHpUihRAs6cgVq14NQpq6sSEREREUkZydrubty4cdSsWZNt27YRERHBgAED2LdvH5cuXWLjxo0pXaOIyEPLkgVWroTKleHIEfPK/bp1kC2b1ZWJiIiIiDycZF2xL168OIcOHaJy5co0bdqU69ev06JFC3bu3EmBAgVSukYRkRQRGAirVkGuXLB/vznnPjzc6qpERERERB5Osq7YA/j7+/PWW2+lZC0iIo9cvnwQFgahobB9u7la/rJlEM+yISIiIiIiLiFZwX737t0Jni9ZsmSyihEReRyKFIEVK6B6dXM4fqtW5gJ76dJZXZmIiIiISNIlK9iXKlUKm82GYRjYbDYADMMAzIX0oqKiUq5CEZFHoEwZWLIE6tQxr9h37Ahz54K7u9WViYiIiIgkTbKC/dGjRwEzzBcvXpylS5eSN2/eFC1MRORRq1wZfvzRHI4/bx74+cGMGfD/f68UEREREXEJyQr2sUO8zWYjV65cCvYi4pLq1jWv1P/vf/DZZ+DvD++9B2vX2li3Lifp09uoXl1X8kVERETEeSVrVXwRkdSkVSsz1AN88AFkzQq1a3swYcLT1K7tQb58sGCBpSWKiIiIiNzXQwd7m81mn2cvIuKqunY1bxB3C7xTp8zwr3AvIiIiIs4oWUPxM2fObA/z165do3Tp0ri53f0bwaVLl1KmOhGRxyQqytwGLz6GYc6779MHmjbVsHwRERERcS7JCvYTJ07UVXoRSVXWr4eTJ+9/3jDgxAmzXbVqj60sEREREZEHSlaw79KlSwqXISJirTNnEtfuzz8V7EVERETEuSRpjr27u3uibklx6tQpOnToQNasWfHx8aFEiRJs27bNft4wDIYNG0ZQUBA+Pj7UqlWLw4cPOzzHpUuXaN++PX5+fmTKlInu3btz7do1hza7d+8mNDQUb29vcufOzbhx45JUp4ikbkFBiWv36qvQqRPs2PFo6xERERERSawkXbH39PTE3d2dV155hQoVKjz0i//3339UqlSJ6tWrs2zZMrJnz87hw4fJnDmzvc24ceP48MMP+eKLLwgJCWHo0KHUrVuXP//8E29vbwDat2/PmTNnCAsLIzIykq5du9KjRw/mzp0LQHh4OHXq1KFWrVpMnz6dPXv20K1bNzJlykSPHj0e+n2IiOsLDYVcucyF8gwj/jbp0kFEBHz1lXkLDdW8exERERGxXpKC/aFDhxgyZAjjx4+nadOmjBkzhieeeCLZLz527Fhy587NrFmz7MdCQkLs9w3DYNKkSQwZMoSmTZsC8OWXXxIQEMDChQtp06YN+/fvZ/ny5WzdupWnn34agI8++ogGDRowfvx4goODmTNnDhEREXz++eekS5eOJ598kl27djFhwgQFexEBzGA+ebK5+r3N5hjuY5YU+eYbyJMHJk2C774z59uvXw/58plX8rt1A39/K6oXERERkbQsScE+T548fPnll/Tv359BgwZRvHhxunTpwsiRIwlK7DjWWH7++Wfq1q3Lc889x9q1a8mZMycvv/wyL7zwAgBHjx7l7Nmz1KpVy/4Yf39/ypUrx+bNm2nTpg2bN28mU6ZM9lAPUKtWLdzc3NiyZQvNmzdn8+bNVKlShXTp0tnb1K1bl7Fjx/Lff/85jBAAuH37Nrdv37Z/Hf7/e19FRkYSGRmZ5Pf5OMXU5+x1pmXqI+fVuDF8+62Nfv3cOXXq7gKhOXMafPBBFI0bm2l/1ix45x2YPt2NTz9149gxG/36wbBhBl26RNOrVzQFClj1LtIW/Tw5P/WRa1A/uQb1k/NTH7kGV+mnpNSXrMXzSpQowZIlS1i3bh2DBg2iYMGCvPrqqwwaNAj/JFyu+vvvv5k2bRr9+vXjzTffZOvWrbz66qukS5eOzp07c/bsWQACAgIcHhcQEGA/d/bsWXLkyOH4pjw8yJIli0Ob2CMBYj/n2bNn4wT7MWPGMHLkyDj1rly5El9f30S/PyuF3W/fLnEa6iPn5OUFH34If/6Zlf/+8yZz5lsUK3YRd3dYutSxbfnyULq0G+vW5WLRogIcP+7HlCnuTJ3qxjPPnKVx4yMUL34RbSLy6Onnyfmpj1yD+sk1qJ+cn/rINTh7P924cSPRbZMV7GNUqVKFTZs2sXDhQt566y1mzJjBoEGD6N+/f6IeHx0dzdNPP827774LQOnSpdm7dy/Tp0+nc+fOD1PaQxk8eDD9+vWzfx0eHk7u3LmpU6cOfn5+ltWVGJGRkYSFhVG7dm08PT2tLkfioT5yDfXqJb6fmjeHCRPgl1/u8NFHbixb5sbvvwfx++9BlCxp8OqrUfzvfwZeXo+p+DREP0/OT33kGtRPrkH95PzUR67BVfopZuR4YiQp2Ldo0eK+5woUKMDRo0eTFOyDgoIoVqyYw7GiRYsyf/58AAIDAwE4d+6cw1D/c+fOUapUKXub8+fPOzzHnTt3uHTpkv3xgYGBnDt3zqFNzNcxbWLz8vLCK55/gXt6ejp1x8fmSrWmVeoj15CUfqpf37wdPGjO1//iC9i928bzz3vw5pvw8svw4otwzyAkSQH6eXJ+6iPXoH5yDeon56c+cg3O3k9JqS1J2935+/vf95Y1a1b+97//0alTp0Q/X6VKlTh48KDDsUOHDpE3b17AXEgvMDCQX375xX4+PDycLVu22Fflr1ChApcvX2b79u32Nr/++ivR0dGUK1fO3mbdunUOcxTCwsIoXLhwnGH4IiIPq3Bh+PhjOHECxo41V9s/fx5GjDAX3+vaFXbtsrpKEREREUktknTFPvbq9Smhb9++VKxYkXfffZfWrVvz+++/M2PGDGbMmAGAzWajT58+vP322xQqVMi+3V1wcDDNmjUDzCv89erV44UXXmD69OlERkbSu3dv2rRpQ3BwMADt2rVj5MiRdO/enYEDB7J3714mT57MxIkTU/T9iIjEliULDBgAffvCjz/CxInw228we7Z5q1bN3C6vUSNtlyciIiIiyZekK/Yp7ZlnnuHHH3/km2++oXjx4owePZpJkybRvn17e5sBAwbwyiuv0KNHD5555hmuXbvG8uXL7XvYA8yZM4ciRYpQs2ZNGjRoQOXKle1/HABzpMHKlSs5evQoZcuW5fXXX2fYsGHa6k5EHgtPT2jdGjZvNm9t2phBfs0aaNbMvML/4Ydw9arVlYqIiIiIK3qoxfNSQqNGjWjUqNF9z9tsNkaNGsWoUaPu2yZLlizMnTs3wdcpWbIk69evT3adIiIpoXx58zZuHEydCjNmwJEj8NprMHQodO8Or7wC92zkISIiIiJyX5ZesRcRSaty54b33jPn4U+bBkWKQHi4OVy/YEFo2RLWrwfDsLpSEREREXF2CvYiIhZKn95cKX/fPli2DOrWhehoWLAAqlSBp5+Gr76CiAirKxURERERZ6VgLyLiBNzcoF49WL7cDPk9eoC3N+zYAZ06Qd688PbbcOGC1ZWKiIiIiLNRsBcRcTLFisEnn8DJk/DuuxAcDGfPmnPwc+eG55+HPXusrlJEREREnIWCvYiIk8qaFQYPhmPHYO5ceOYZuH0bZs6EkiWhVi1YvNgcui8iIiIiaZeCvYiIk/P0hLZtYcsW2LgRnnvOHLr/yy/QuLG58N7UqXDtmtWVioiIiIgVFOxFRFyEzQYVK8K8efD33/DGG+DvD4cPQ+/ekCsX9O8Px49bXamIiIiIPE4K9iIiLihvXnj/fXMe/pQpUKgQXLkC48dD/vzQujVs2qTt8kRERETSAgV7EREXliED9OoFBw6Y8+1r1oSoKPj+e6hUCcqVM+fnR0ZaXamIiIiIPCoK9iIiqYCbGzRsCKtWwe7d0L07eHnB1q3Qvj3kywdjxsDFi1ZXKiIiIiIpTcFeRCSVKVECPvsMTpyAUaMgMBBOn4Y33zS3y+vZE/780+oqRURERCSlKNiLiKRS2bPD0KHmdnlffgmlS8PNmzBjBjz5JNSrB8uXa7s8EREREVenYC8iksp5eUHHjrB9O6xbBy1amEP3V6yA+vXNkD99Oly/bnWlIiIiIpIcCvYiImmEzQahoTB/Pvz1F/TtCxkzmgvvvfSSOUx/0CBzpX0RERERcR0K9iIiaVBICEyYYIb4yZPNLfL++w/GjjUX2mvbFrZssbpKEREREUkMBXsRkTTMzw9efRUOHYKFC6FaNXO7vG+/hfLloUIF+O47uHPH6kpFRERE5H4U7EVEBHd3aNoUVq+GnTuhSxdIlw5++w3atDGv6I8bZ17VFxERERHnomAvIiIOSpWCWbPg+HEYPhxy5DC3zhs4EHLlgpdfhoMHra5SRERERGIo2IuISLwCAmDECPjnHzPolywJN27AtGlQpAg0bAhhYWAYVlcqIiIikrYp2IuISIK8vc2h+bt2mUP1mzQxV9hfuhTq1IESJeDTT+HmTasrFREREUmbFOxFRCRRbDZzcb2ffjIX23v1VciQAfbtgx49zO3yhgyB06etrlREREQkbVGwFxGRJCtY0Nwm7+RJ+OADyJsXLl6Ed94x73foANu2WV2liIiISNqgYC8iIsnm7w/9+sFff8H8+RAaam6NN2cOPPMMVK5sHtd2eSIiIiKPjoK9iIg8NA8PaNEC1q0zr9R37AienrBxI7RqZV7h/+ADuHzZ6kpFREREUh8FexERSVFly8KXX5qr6Q8ZAtmymfffeMPcLu+VV+DwYaurFBEREUk9FOxFROSRCAqC0aPh+HH47DMoXhyuX4cpU6BwYXN1/V9/1XZ5IiIiIg9LwV5ERB4pHx/o3h127zb3vW/Y0AzzixZBzZpQqhTMmgW3blldqYiIiIhrUrAXEZHHwmaDWrVg8WI4eBB69QJfXzPwd+sGefLA8OFw9qzVlYqIiIi4FgV7ERF57J54whySf/IkjBsHuXPDhQswapQZ8Dt3hp07ra5SRERExDUo2IuIiGUyZ4b+/eHvv2HePKhYESIjzcX3ypSBatVg4UKIior72KgoWLvWxrp1OVm71hZvGxEREZG0QMFeREQs5+EBzz1nbo+3ZQu0bWseW7sWmjeHQoVg0iQIDzfbL1gA+fJB7doeTJjwNLVre5Avn3lcREREJK1RsBcREafy7LMwdy4cPQqDB0OWLOb9vn3N7fIaNYJWrcxh/LGdOmUeV7gXERGRtEbBXkREnFKuXPDuu3DiBEyfDkWKwNWrsGRJ/FvkxRzr0yf+ofsiIiIiqZWCvYiIODVfX+jZE/btg7FjE25rGOYfAtavfzy1iYiIiDgDBXsREXEJbm7m6vmJcebMo61FRERExJko2IuIiMsICkpcu4iIR1uHiIiIiDNRsBcREZcRGmrOvbfZEm7Xtat5++efx1OXiIiIiJUU7EVExGW4u8Pkyeb9e8O9zWbenn3WnGs/ezY88QS89hqcP//YSxURERF5bBTsRUTEpbRoAT/8ADlzOh7Plcs8vmUL/PYb1KhhDsn/8EPInx+GDIErV6ypWURERORRUrAXERGX06IFHDsGYWF36NdvG2Fhdzh61DwOUK4c/PILrFoFzzwD16/DO+9ASAiMGwc3blhavoiIiEiKUrAXERGX5O4OVasaVKlyiqpVDdzd47apWdO8gr9gARQrBv/9BwMHQsGCMH06REY+/rpFREREUpqCvYiIpGo2GzRvDrt3m/Pu8+Y1t8N76SUoUgTmzIHoaKurFBEREUk+BXsREUkT3N2hc2c4eBA++ggCAuDvv6FDByhVChYtMhfdExEREXE1CvYiIpKmeHlB795w5Ig5797fH/bsgSZNoFIlWLPG6gpFREREkkbBXkRE0qT06eHNN+HoURg0CHx8YPNmqF4d6taF7dutrlBEREQkcRTsRUQkTcucGcaMMa/gv/wyeHjAypXw9NPQqhUcOGB1hSIiIiIJU7AXEREBgoJg6lRzDn6HDuaie/Pnw5NPQrducPy41RWKiIiIxE/BXkREJJb8+eGrr8xV9Js2NVfMnzULChWCPn3g/HmrKxQRERFxpGAvIiISj+LFYeHCu/PuIyJg8mQz+A8dCleuWF2hiIiIiEnBXkREJAHly8Mvv0BYmDnv/vp1ePttM+C//z7cvGl1hSIiIpLWKdiLiIg8gM0GtWrB77+b8+6LFoVLl2DAAChYEKZPh8hIq6sUERGRtErBXkREJJFsNmjRwtz3ftYsyJMHTp+Gl14yw/7cueacfBEREZHHScFeREQkidzdoUsXOHQIPvwQcuQwt8tr3x5Kl4bFi8EwrK5SRERE0goFexERkWTy8oJXXjFD/dtvg7+/uZp+48ZQuTKsXWt1hSIiIpIWKNiLiIg8pAwZ4K234O+/YeBA8PGBTZugWjWoVw927LC6QhEREUnNFOxFRERSSJYs8N578Ndf5rx7Dw9YsQLKloXnnoMDB6yuUERERFIjBXsREZEUFhwMH39sBvkOHcxF9374AZ58Erp3h+PHra5QREREUhMFexERkUekQAH46iv44w9o0sRcMf/zz6FQIejbF86ft7pCERERSQ0U7EVERB6xEiXgp5/uzruPiIBJk8zgP2wYXLlidYUiIiLiyhTsRUREHpMKFeDXX2HlSnPe/bVrMHo05M8P48fDzZtWVygiIiKuyNJgP2LECGw2m8OtSJEi9vO3bt2iV69eZM2alQwZMtCyZUvOnTvn8BzHjx+nYcOG+Pr6kiNHDvr378+dO3cc2qxZs4YyZcrg5eVFwYIFmT179uN4eyIiInHYbFC7Nmzdas67L1IELl2C/v2hYEH45BOIjLS6ShEREXElll+xf/LJJzlz5oz9tmHDBvu5vn37smjRIr7//nvWrl3L6dOnadGihf18VFQUDRs2JCIigk2bNvHFF18we/Zshg0bZm9z9OhRGjZsSPXq1dm1axd9+vTh+eefZ8WKFY/1fYqIiMRms0HLlrBnjznvPk8eOH0aXnwRihWDb74x5+SLiIiIPIjlwd7Dw4PAwED7LVu2bABcuXKFmTNnMmHCBGrUqEHZsmWZNWsWmzZt4rfffgNg5cqV/Pnnn3z99deUKlWK+vXrM3r0aKZOnUpERAQA06dPJyQkhA8++ICiRYvSu3dvWrVqxcSJEy17zyIiIjE8PKBrVzh0CCZPhuzZze3y2rWD0qVh8WIwDKurFBEREWfmYXUBhw8fJjg4GG9vbypUqMCYMWPIkycP27dvJzIyklq1atnbFilShDx58rB582bKly/P5s2bKVGiBAEBAfY2devW5aWXXmLfvn2ULl2azZs3OzxHTJs+ffrct6bbt29z+/Zt+9fh4eEAREZGEunk4yNj6nP2OtMy9ZFrUD+5htTUT25u8NJL0LEjfPihGxMmuLF7t43GjaFixWhGj44mNNT1En5q6qPUTP3kGtRPzk995BpcpZ+SUp+lwb5cuXLMnj2bwoULc+bMGUaOHEloaCh79+7l7NmzpEuXjkyZMjk8JiAggLNnzwJw9uxZh1Afcz7mXEJtwsPDuXnzJj4+PnHqGjNmDCNHjoxzfOXKlfj6+ib7/T5OYWFhVpcgD6A+cg3qJ9eQ2vqpVCmYMsWTH38sxJIl+dm0yZ2aNd0oU+YcHTrsJ39+11tGP7X1UWqlfnIN6ifnpz5yDc7eTzdu3Eh0W0uDff369e33S5YsSbly5cibNy/z5s2LN3A/LoMHD6Zfv372r8PDw8mdOzd16tTBz8/PsroSIzIykrCwMGrXro2np6fV5Ug81EeuQf3kGlJ7P7VpA6dPR/Puu/D5527s2BHAjh0BtGoVzfDhURQubHWFD5ba+yi1UD+5BvWT81MfuQZX6aeYkeOJYflQ/NgyZcrEE088wV9//UXt2rWJiIjg8uXLDlftz507R2BgIACBgYH8/vvvDs8Rs2p+7Db3rqR/7tw5/Pz87vvHAy8vL7y8vOIc9/T0dOqOj82Vak2r1EeuQf3kGlJzP+XNa66UP2AADB8Oc+fCDz+48eOPbnTpYh7LndvqKh8sNfdRaqJ+cg3qJ+enPnINzt5PSanN8sXzYrt27RpHjhwhKCiIsmXL4unpyS+//GI/f/DgQY4fP06FChUAqFChAnv27OH8+fP2NmFhYfj5+VGsWDF7m9jPEdMm5jlERERcQYEC8PXXsGsXNG4MUVEwc6a5RV7fvnDhgtUVioiIiFUsDfZvvPEGa9eu5dixY2zatInmzZvj7u5O27Zt8ff3p3v37vTr14/Vq1ezfft2unbtSoUKFShfvjwAderUoVixYnTs2JE//viDFStWMGTIEHr16mW/4v7iiy/y999/M2DAAA4cOMDHH3/MvHnz6Nu3r5VvXUREJFlKloSff4aNG6FqVYiIgEmTIH9+8+p9EkbtiYiISCphabA/efIkbdu2pXDhwrRu3ZqsWbPy22+/kT17dgAmTpxIo0aNaNmyJVWqVCEwMJAFCxbYH+/u7s7ixYtxd3enQoUKdOjQgU6dOjFq1Ch7m5CQEJYsWUJYWBhPPfUUH3zwAZ999hl169Z97O9XREQkpVSsCKtXw/LlUKYMXLsGo0aZAf+DD+DmTasrFBERkcfF0jn23377bYLnvb29mTp1KlOnTr1vm7x587J06dIEn6datWrs3LkzWTWKiIg4K5sN6taFOnVg/nwYMgQOHoQ33oCJE2HYMOjaFZx4+qCIiIikAKeaYy8iIiJJZ7NBq1awdy98/jnkyQOnTkHPnlCsGHz7LURHW12liIiIPCoK9iIiIqmEh4d5hf7QIXPeffbs8Ndf0LatOVx/yRIwDKurFBERkZSmYC8iIpLKeHnBa6/BkSPmvHs/P/jjD2jUCKpUgfXrra5QREREUpKCvYiISCqVMSMMHQp//w39+4O3N2zYYIb7Bg1Ay8+IiIikDgr2IiIiqVzWrDBunDksv2dPc8j+smXm8Pz//c8cui8iIiKuS8FeREQkjciZE6ZPh/37oV07c9G9efPMBfZeeAFOnLC6QhEREUkOBXsREZE0pmBBmDMHdu0y591HRcFnn0GhQtCvH1y4YHWFIiIikhQK9iIiImlUyZKwaNHdefe3b8PEiZA/P4wYAeHhVlcoIiIiiaFgLyIiksZVqgRr1sDy5ea8+2vXYORIM+B/8AHcvGl1hSIiIpIQBXsRERHBZoO6dWHrVnPefeHCcPEivPGGOUT/00/hzh2rqxQREZH4KNiLiIiInZsbPPcc7N0LM2dC7txw6hT06GEusvfddxAdbXWVIiIiEpuCvYiIiMTh4QHduplb4U2cCNmyweHD0KYNlC0LS5eCYVhdpYiIiICCvYiIiCTA2xv69IG//zbn3WfMaK6m37ChueDehg1WVygiIiIK9iIiIvJAGTPCsGFmwH/jDTPwb9gAoaHQoIEZ9kVERMQaCvYiIiKSaNmywfvvw19/mfPu3d1h2TIoXdocpn/48N22UVGwdq2Ndetysnatjago6+oWERFJzRTsRUREJMly5oRPPoH9+6FtW/PYd99B0aJm4P/0U8iXD2rX9mDChKepXduDfPlgwQIrqxYREUmdFOxFREQk2QoVgrlz7867j4oyQ32PHnDypGPbU6egVSuFexERkZSmYC8iIiIP7amnYPFiWLMG0qWLv03MKvp9+qBh+SIiIilIwV5ERERSjGFARETC50+cgLVrH19NIiIiqZ2CvYiIiKSYM2cS1655c+jeHRYuhOvXH2lJIiIiqZ6CvYiIiKSYoKDEtQsPh88/NwN+1qzm/PxPPjHn4YuIiEjSKNiLiIhIigkNhVy5wGaL/7zNZp5fsQJeew1CQuD2bVi6FF580TxXtiyMHAk7dtydly8iIiL3p2AvIiIiKcbdHSZPNu/fG+5jvp48GerUgUmT4MgR2LsX3n0XKlQw2+zYASNGmAE/Tx546SVYtgxu3Xqc70RERMR1KNiLiIhIimrRAn74wdzrPrZcuczjLVrcPWazwZNPwuDBsGkTnD1rDtFv1gx8fc0t86ZPhwYNIFs287GzZsH584/1LYmIiDg1BXsRERFJcS1awLFjEBZ2h379thEWdoejRx1DfXxy5ICuXeHHH+HiRViyxByinzOnucjejz9Ct24QGAgVK8KYMbBvn4bsi4hI2qZgLyIiIo+EuztUrWpQpcopqlY1cHdP2uO9vc0r9dOmmVvkbd9uDtEvU8YM8ps3w5tvQvHiUKAA9OkDv/wCkZGP4t2IiIg4LwV7ERERcXo2mxnohw83A/6JE2bgb9AAvLzg6FFz7n6tWpA9O7RpA3PmwKVLVlcuIiLy6CnYi4iIiMvJlcscor9kiTlkP2aIfo4ccOUKfPcddOhgfl2tGkyYAIcPW121iIjIo6FgLyIiIi4tfXpzsb2ZM+HMGXOI/uDB5hD9qChYuxZefx2eeAKKFoUBA2DDBvOciIhIaqBgLyIiIqmGmxuUL29un7dnD/z9tzlEv2ZN8PCAAwfg/fchNBQCAqBzZ3Ol/qtXra5cREQk+RTsRUREJNUKCYFXX4VVq+Dff80h+u3bQ+bM5hD+L7+E556DrFmhbl2YMgX++cfqqkVERJJGwV5ERETSBH9/aN0avv4azp+HNWvMIfqFCpkr6a9cCa+8AvnywVNPwdCh8PvvEB1tdeUiIiIJU7AXERGRNMfDA6pWhfHj4dAhc4j+uHHmEH03N9i9G95+G8qVg5w54YUX4Oef4cYNqysXERGJS8FeRERE0rzChaF/f1i3zryaHzNEP2NGOHsWPvsMmjY1h+w3bgyffmou1CciIuIMFOxFREREYsmaFTp2hHnzzHn5K1dC796QNy/cugWLF0OPHhAcDM8+C6NHwx9/gGFYXbmIiKRVCvYiIiIi95EuHdSuDR99BEePOg7RB9i6FYYNg1KlzODfuzesWAG3b1tatoiIpDEK9iIiIiKJYLNBiRLw1lvw22/mUPzPPoMmTcDHB06cgKlToV49yJYNWrWCL74wr/qLiIg8Sgr2IiIiIskQGAjdu8NPP5lb5y1aZA7RDwqCa9dg/nzo0gUCAqByZXNxvv37NWRfRERSnoK9iIiIyEPy8YFGjeCTT+DkSXOI/tCh5hD96GjYuBEGDoRixczt9fr1g9WrzW32REREHpaCvYiIiEgKcnODp5+GUaNg507455+7Q/TTpYMjR2DiRKhRA3LkgHbt4Ntv4fJlqysXERFXpWAvIiIi8gjlyQMvvwzLlpnz7efPh86dzXn4ly/DN99A27aQPTvUrAmTJpnhX0REJLEU7EVEREQek4wZoUULmD0bzp51HKJ/5w78+iv07QsFC8KTT8LgwbBpE0RFWV25iIg4MwV7EREREQu4u0PFivDee7BvH/z1lzlEv3p189yff5rnKlUyF+Tr2hUWLDAX5hMREYlNwV5ERETECRQoAH36mFftL1yAuXPNIfr+/ubXs2dDy5aQNSvUrw/Tpplb7ImIiCjYi4iIiDiZzJnNUD93rhnqY4boFygAERGwfLk5bz9PHihdGoYPh23bzBX4RUQk7VGwFxEREXFinp7m8PwJE+DwYcch+jYb7NplrsD/zDOQOzf07AlLlsDNm1ZXLiIij4uCvYiIiIiLsNmgaFFzwb0NG+DcOXOIfosWkD49nD4NM2ZAo0bmqvvNmsHMmWa7+4mKgrVrbaxbl5O1a21aqE9ExAUp2IuIiIi4qOzZza3z5s+HixfvDtHPnRtu3ICffoLnnzcX3ytfHt55B/bsAcMwH79gAeTLB7VrezBhwtPUru1BvnzmcRERcR0K9iIiIiKpgJcX1K0LU6fCP//Azp3mEP2nnzaD/JYtMGQIlCwJISHQoIG5GN/Jk47Pc+oUtGqlcC8i4koU7EVERERSGZsNSpWCoUNh61YzrH/yiTlE39vbDP7LlsX/2Jir+X36oGH5IiIuQsFeREREJJULDoYePWDRInPI/ttvJ9zeMMyt9GbOVLgXEXEFCvYiIiIiaYivL+TPn7i2PXuaW+/VrQujR8OaNebcfRERcS4eVhcgIiIiIo9XUFDi2vn6wtWrsHKleQPw8ICyZaFyZQgNNbfdy5bt0dUqIiIPpmAvIiIiksaEhkKuXObc+5g59bHZbOb5v/6C/fvNrfU2bID1683HbNli3j74wGxfpMjdoF+5srk4n832eN+TiEhapmAvIiIiksa4u8Pkyebq9zabY7iPCeSTJkG6dPDUU+atVy+z3T//OAb9P/+EAwfM22efmY8NCnIM+iVLmq8pIiKPhoK9iIiISBrUogX88AO89prjlne5cpmhvkWLuI+x2cx97/Plgw4dzGMXL8KmTXeD/rZtcOYMfP+9eQPImBEqVjRDfuXK8Oyz5jB/ERFJGQr2IiIiImlUixbQtCmsXn2HZct2Ub9+KapX90jS1fWsWaFxY/MGcPOmucVeTNDftAnCw2HFCvMG4Ol5d55+5cqapy8i8rAU7EVERETSMHd3qFrV4Pr1U1St+tRDD5n38YEqVcwbmNvl7d1rhvyYsH/6NPz2m3kbP95sV7To3aCvefoiIkmjYC8iIiIij4y7+915+r17352nHxP0N2ww5+nv32/ePv3UfFxw8N2QHxoKJUponr6IyP0o2IuIiIjIYxN7nn7Hjuaxf/+9O09/wwZznv7p0zBvnnkDx3n6oaHmPH0fH6vehYiIc3GzuoAY7733HjabjT59+tiP3bp1i169epE1a1YyZMhAy5YtOXfunMPjjh8/TsOGDfH19SVHjhz079+fO3fuOLRZs2YNZcqUwcvLi4IFCzJ79uzH8I5EREREJDGyZYMmTWDcODPgX7kCa9bA229DvXrg5wdXr5pz9IcOhWrVwN8fKlSA/v3h55/NRfxERNIqp7hiv3XrVj755BNKlizpcLxv374sWbKE77//Hn9/f3r37k2LFi3YuHEjAFFRUTRs2JDAwEA2bdrEmTNn6NSpE56enrz77rsAHD16lIYNG/Liiy8yZ84cfvnlF55//nmCgoKoW7fuY3+vIiIiIpIwHx+oWtW8gTlPf88ex232EpqnH7PNXr58mqcvImmD5cH+2rVrtG/fnk8//ZS3337bfvzKlSvMnDmTuXPnUqNGDQBmzZpF0aJF+e233yhfvjwrV67kzz//ZNWqVQQEBFCqVClGjx7NwIEDGTFiBOnSpWP69OmEhITwwQcfAFC0aFE2bNjAxIkTFexFREREXIC7O5QqZd5i5ukfO+YY9GPm6Mc3Tz8m6GuevoikVpYH+169etGwYUNq1arlEOy3b99OZGQktWrVsh8rUqQIefLkYfPmzZQvX57NmzdTokQJAgIC7G3q1q3LSy+9xL59+yhdujSbN292eI6YNrGH/N/r9u3b3L592/51eHg4AJGRkURGRj7sW36kYupz9jrTMvWRa1A/uQb1k/NTH7kGV+ynXLmgTRvzBuY8/c2bbWzcaN527LBx+rTNYZ6+n59BhQoGFSsaVKpk8MwzhkvN03fFfkpr1EeuwVX6KSn1WRrsv/32W3bs2MHWrVvjnDt79izp0qUjU6ZMDscDAgI4e/asvU3sUB9zPuZcQm3Cw8O5efMmPvH8Nh8zZgwjR46Mc3zlypX4+vom/g1aKCwszOoS5AHUR65B/eQa1E/OT33kGly9n9zd7261d/u2O4cPZ+LPP7Oyf38WDhzIQni4JytW2Fixwmzv4RFNgQKXKVr0IsWKXaJIkYv4+Tn3P/TB9fspLVAfuQZn76cbN24kuq1lwf7EiRO89tprhIWF4e3tbVUZ8Ro8eDD9+vWzfx0eHk7u3LmpU6cOfn5+Flb2YJGRkYSFhVG7dm08PT2tLkfioT5yDeon16B+cn7qI9eQFvrJnKcfycaNbvar+mfOuHHwYBYOHszCwoVmu6JFDSpVirZf1XemefppoZ9cnfrINbhKP8WMHE8My4L99u3bOX/+PGXKlLEfi4qKYt26dUyZMoUVK1YQERHB5cuXHa7anzt3jsDAQAACAwP5/fffHZ43ZtX82G3uXUn/3Llz+Pn5xXu1HsDLywsvL684xz09PZ2642NzpVrTKvWRa1A/uQb1k/NTH7mG1NxPnp7wzDPmrU+fu/P016+/O1ffnKNvY/9+dz77zHxczpzm/PyYmzPM00/N/ZRaqI9cg7P3U1JqsyzY16xZkz179jgc69q1K0WKFGHgwIHkzp0bT09PfvnlF1q2bAnAwYMHOX78OBUqVACgQoUKvPPOO5w/f54cOXIA5nAKPz8/ihUrZm+zdOlSh9cJCwuzP4eIiIiIpD02G4SEmLdOncxj//4LGzfeDfrbtsGpU/Ddd+YNzK33Kla8uyjfM8/gUvP0RSR1sizYZ8yYkeLFizscS58+PVmzZrUf7969O/369SNLliz4+fnxyiuvUKFCBcqXLw9AnTp1KFasGB07dmTcuHGcPXuWIUOG0KtXL/sV9xdffJEpU6YwYMAAunXrxq+//sq8efNYsmTJ433DIiIiIuLUsmWDpk3NG8CNG/D773eD/qZNEB4Oy5ebNzBHAjz99N2gX7EiZM1q3XsQkbTJ8lXxEzJx4kTc3Nxo2bIlt2/fpm7dunz88cf28+7u7ixevJiXXnqJChUqkD59ejp37syoUaPsbUJCQliyZAl9+/Zl8uTJ5MqVi88++0xb3YmIiIhIgnx9oVo18wZw5w7s2eO4zd6ZM7B5s3l7/32zXbFijtvs5c3rPPP0RSR1cqpgv2bNGoevvb29mTp1KlOnTr3vY/LmzRtnqP29qlWrxs6dO1OiRBERERFJozw8oHRp8/bKK+Y8/aNHHYP+gQPw55/mbcYM83Ex8/Rjgn7x4kmfpx8VBWvX2li3Lifp09uoXt36uf4i4jycKtiLiIiIiLgKmw3y5zdvMfP0L1wwh+zHLMq3fXvcefr+/nfn6Veu/OB5+gsWwGuvwcmTHsDTTJgAuXLB5MnQosUjf5si4gIU7EVEREREUkj27PHP048J+ps2wZUrsGyZeYO78/RjruhXqgRZspjnFiyAVq3M0QGxnTplHv/hB4V7EVGwFxERERF5ZO43Tz8m6K9fD2fP3p2nP26c2e7JJ82r+vPnxw31YB6z2cyt+5o21bB8kbROwV5ERERE5DGJPU//1VfvztOPCfobNpjz9PftM28JMQw4cQLWrYPq1R9P/SLinBTsRUREREQsEnuefufO5rELF2DjRvj0U3jAGtEA1K9vrryfM6c59z72f2Pu58ihq/oiqZmCvYiIiIiIE8meHZo1g0yZEhfsb9+GQ4fM2/24u0NwcPyhP+a/wcHg7Z1S70JEHicFexERERERJxQaagbuU6fin2dvs5mhPCzMnKd/8qTZ9t7/nj1rbpd34oR5S0i2bPGH/tjH/P3N1xYR56FgLyIiIiLihNzdzS3tWrUyg3TscB8TrCdPhiJFzNv93LljhvvYYT++PwDcugX//mve/vjj/s/n63v/q/4a+i9iDQV7EREREREn1aKFuaWduY/93eO5csGkSYnb6s7Dw2yfKxeUKxd/G8OA//6LG/bv/QPAf/+ZW/glZuh/UND9r/rH3NfQf5GUoWAvIiIiIuLEWrQwt7RbvfoOy5bton79UlSv7pGiV8RtNsiSxbyVLHn/djduwOnTCf8B4MwZc+j/yZOOf4yIT9as97/qHxP+M2XS0H+RB1GwFxERERFxcu7uULWqwfXrp6ha9SnLhrn7+kLBgubtfu7cgXPnEh72f+oU3LwJFy+at927E37NhBb9y5kTAgI09F/SNgV7ERERERFJMR4edwP4/cQM/X/QvP9Ll8xRAocPm7f7iRn6n9Cif4966H9UFKxda2PdupykT2+jenX9sUEeHwV7ERERERF5rGIP/S9R4v7tbt5M+Kr/yZNxh/5v2XL/54sZ+p/Q8P/kDP1fsCBmHQQP4GkmTDCfb/LkxK2DIPKwFOxFRERERMQp+fgkfuj/g/4AkNih/z4+CV/1z5XLcej/ggXmzgX3bkl46pR5/IcfFO7l0VOwFxERERERl5XYof+XLyc87P/kSXPo/82biR/6HxwMe/bEDfUxr2mzQZ8+5uKHGpYvj5KCvYiIiIiIpGo2G2TObN4eNPQ/JVf9Nww4cQK6d4d69eCJJ8xbhgwp+/5EFOxFREREREQwh+EXKGDe7icq6u7Q/2++gYkTH/y8X3xh3mIEB0PhwmbIL1z47v18+cwRCCJJpW8bERERERGRRHJ3N4N5cDBcv564YF+/Ply9CgcPwoUL5qiA06dh9WrHdp6e5h8V4gv92bMnfVE/STsU7EVERERERJIhNNRcTO/Uqfjn2dts5vlFi+7Osf/vPzh0yAz5sf976BDcugUHDpi3e2XKdDfsxw79BQuCr+8jfZviAhTsRUREREREksHd3dzSrlUrM8THDvcxV9cnTXJcOC9zZihXzrzFFh1tzsePL/T/84+5+N/vv5u3e+XJE3/oz51bi/alFQr2IiIiIiIiydSihbmlnbmP/d3juXKZoT6xW925uUHevOatdm3Hczdvwl9/xQ39Bw+aIwCOHzdvq1Y5Ps7LCwoVij/0Z8nyUG9bnIyCvYiIiIiIyENo0cLc0m716jssW7aL+vVLUb26R4pdLffxMVfzj29F/3//jXuF/+BB8w8Bt2/D3r3m7V5ZszqG/Zj/Fixo/kFAXIuCvYiIiIiIyENyd4eqVQ2uXz9F1apPPbYh8NmymbdKlRyPR0WZQ/jjC/0nT8LFi7Bpk3mLLWbkQHyhP2dO87w4HwV7ERERERGRVMbdHfLnN2/16zueu34dDh92HNIfcz88HI4eNW/Llzs+ztfXHNofX+j39398703iUrAXERERERFJQ9Knh1KlzFtshgHnz8edx3/oEBw5AjduwB9/mLd7BQTEDftPPGH+YSFdusfxrtI2BXsRERERERHBZjMDekAAVKnieC4yEo4diz/0nzkD586Zt/XrHR8XM3IgvgX8AgPv7h4gD0fBXkRERERERBLk6WkOwy9UKO658HBzaH98oT9m2P/hw7BkiePjMmY0g358V/ozZHg87yu1ULAXERERERGRZPPzg7JlzVtshgGnT8e/Td/Ro3D1Kmzfbt7uFRwc/1z+fPnA4yFSbFQUrF1rY926nKRPb6N6dR7bQoePkoK9iIiIiIiIpDibzVxJP2dOqF7d8VxEhDlvP77Qf+GC+QeB06dh9WrHx3l68n/t3XlQVFfaBvCnaRY7drOp7JsIAURQAQfRiRghGlQKxzUGA0g0mRocIY6WTiyjGTVGZ2JwiUQTB6dMNLGcgCYTB5FBVEYBNU2J4UMgJBDFnT0uSJ/vD2IXDQiYZS4Xn1/VrRTn3L73uecEi7fvhiFDOi/6Bw3q+tL+zz4DEhOB7783BhCEzZsBJydgy5bWVxbKGQt7IiIiIiIi+p8yNQV8fFqX9mpqWgv99pf1X7oE3L0L/N//tS7tWVp2flm/p2frE/5nzmy9iqCty5db2w8elHdxz8KeiIiIiIiIeg0rKyA4uHVpS6cDvv/e8Az/w/9+9x1QWwvk57cu7SmVHYt6oLVNoQCSkoCoKPlels/CnoiIiIiIiHo9IyPAxaV1ee45w747d1ov7e+s6L99u/Xe+kcRAqiqan2i//jxv+oh/GpY2BMREREREZGsqVTAsGGtS3u7dgGvvtr9Nqqrf/lc/ytGUgcgIiIiIiIi+rU8/XTP1rO3/3Vz/JpY2BMREREREVGf9cwzrU+/f9QT8xUKwNm5dT25YmFPREREREREfZZS2fpKO6Bjcf/w5+Rk+T44D2BhT0RERERERH3c9Omtr7RzdDRsd3KS/6vuAD48j4iIiIiIiJ4A06e3vtIuO/sBjhzRIiJiBJ591ljWZ+ofYmFPRERERERETwSlEggNFWhquozQ0OF9oqgHeCk+ERERERERkayxsCciIiIiIiKSMRb2RERERERERDLGwp6IiIiIiIhIxljYExEREREREckYC3siIiIiIiIiGWNhT0RERERERCRjLOyJiIiIiIiIZIyFPREREREREZGMsbAnIiIiIiIikjEW9kREREREREQyxsKeiIiIiIiISMZY2BMRERERERHJmLHUAeRACAEAqK+vlzhJ95qbm/HDDz+gvr4eJiYmUsehTnCO5IHzJA+cp96PcyQPnCd54Dz1fpwjeZDLPD2sPx/Wo11hYd8DDQ0NAABnZ2eJkxAREREREdGTpKGhARYWFl2uoxA9Kf+fcDqdDleuXIFGo4FCoZA6Tpfq6+vh7OyMqqoqmJubSx2HOsE5kgfOkzxwnno/zpE8cJ7kgfPU+3GO5EEu8ySEQENDAxwcHGBk1PVd9Dxj3wNGRkZwcnKSOsZjMTc379X/kxLnSC44T/LAeer9OEfywHmSB85T78c5kgc5zFN3Z+of4sPziIiIiIiIiGSMhT0RERERERGRjLGw72PMzMywevVqmJmZSR2FHoFzJA+cJ3ngPPV+nCN54DzJA+ep9+McyUNfnCc+PI+IiIiIiIhIxnjGnoiIiIiIiEjGWNgTERERERERyRgLeyIiIiIiIiIZY2FPREREREREJGMs7PuADRs2YNSoUdBoNLCxscG0adNQUlIidSxqJyUlBf7+/jA3N4e5uTlCQkJw5MgRqWNRF95++20oFAokJSVJHYXaWLNmDRQKhcHi7e0tdSzqxOXLlzFv3jwMGDAAKpUKfn5+OHv2rNSxqA03N7cOv08KhQIJCQlSR6MftbS0YNWqVRg8eDBUKhWGDBmCtWvXgs+/7n0aGhqQlJQEV1dXqFQqjBkzBgUFBVLHeqKdOHECkZGRcHBwgEKhQHp6ukG/EAJvvPEG7O3toVKpEB4ejtLSUmnC/kws7PuAnJwcJCQk4MyZM8jMzERzczMmTpyIpqYmqaNRG05OTnj77bdx7tw5nD17FhMmTEBUVBQuXrwodTTqREFBAXbu3Al/f3+po1AnfH19UV1drV9OnToldSRqp6amBmPHjoWJiQmOHDmCr7/+Gu+88w6srKykjkZtFBQUGPwuZWZmAgBmzZolcTJ6aOPGjUhJScH27dtRXFyMjRs3YtOmTdi2bZvU0aidBQsWIDMzE3v37sWFCxcwceJEhIeH4/Lly1JHe2I1NTVh+PDheO+99zrt37RpE7Zu3Yr3338feXl56N+/PyZNmoS7d+/+j5P+fHzdXR9048YN2NjYICcnB+PGjZM6DnXB2toaf/3rX/Hyyy9LHYXaaGxsREBAAHbs2IF169ZhxIgRSE5OljoW/WjNmjVIT0+HVquVOgp1YcWKFcjNzcXJkyeljkKPISkpCV988QVKS0uhUCikjkMApk6dCltbW+zevVvfNmPGDKhUKnz00UcSJqO27ty5A41Gg0OHDmHKlCn69sDAQERERGDdunUSpiMAUCgUSEtLw7Rp0wC0nq13cHDAn/70JyxduhQAUFdXB1tbW+zZswcvvPCChGkfH8/Y90F1dXUAWotG6p1aWlrwySefoKmpCSEhIVLHoXYSEhIwZcoUhIeHSx2FHqG0tBQODg5wd3dHdHQ0KisrpY5E7Rw+fBhBQUGYNWsWbGxsMHLkSHzwwQdSx6Iu3L9/Hx999BHi4+NZ1PciY8aMQVZWFi5dugQAKCwsxKlTpxARESFxMmrrwYMHaGlpQb9+/QzaVSoVryrrpSoqKnD16lWDv/csLCwQHByM06dPS5jspzGWOgD9snQ6HZKSkjB27FgMGzZM6jjUzoULFxASEoK7d+9CrVYjLS0NQ4cOlToWtfHJJ5/g/PnzvCeuFwsODsaePXvg5eWF6upqvPnmm3jmmWdQVFQEjUYjdTz60TfffIOUlBQsWbIEr7/+OgoKCrB48WKYmpoiNjZW6njUifT0dNTW1iIuLk7qKNTGihUrUF9fD29vbyiVSrS0tGD9+vWIjo6WOhq1odFoEBISgrVr18LHxwe2trbYv38/Tp8+DQ8PD6njUSeuXr0KALC1tTVot7W11ffJCQv7PiYhIQFFRUX8ZrCX8vLyglarRV1dHQ4ePIjY2Fjk5OSwuO8lqqqqkJiYiMzMzA7fuFPv0fYslb+/P4KDg+Hq6ooDBw7wtpZeRKfTISgoCG+99RYAYOTIkSgqKsL777/Pwr6X2r17NyIiIuDg4CB1FGrjwIED+Pjjj7Fv3z74+vpCq9UiKSkJDg4O/F3qZfbu3Yv4+Hg4OjpCqVQiICAAc+fOxblz56SORk8AXorfhyxatAhffPEFsrOz4eTkJHUc6oSpqSk8PDwQGBiIDRs2YPjw4diyZYvUsehH586dw/Xr1xEQEABjY2MYGxsjJycHW7duhbGxMVpaWqSOSJ2wtLTE008/jbKyMqmjUBv29vYdvrT08fHhbRO91HfffYdjx45hwYIFUkehdpYtW4YVK1bghRdegJ+fH1566SW89tpr2LBhg9TRqJ0hQ4YgJycHjY2NqKqqQn5+Ppqbm+Hu7i51NOqEnZ0dAODatWsG7deuXdP3yQkL+z5ACIFFixYhLS0N//nPfzB48GCpI1EP6XQ63Lt3T+oY9KOwsDBcuHABWq1WvwQFBSE6OhparRZKpVLqiNSJxsZGlJeXw97eXuoo1MbYsWM7vHr10qVLcHV1lSgRdSU1NRU2NjYGD/2i3uGHH36AkZHhn+xKpRI6nU6iRNSd/v37w97eHjU1NcjIyEBUVJTUkagTgwcPhp2dHbKysvRt9fX1yMvLk+UzsHgpfh+QkJCAffv24dChQ9BoNPp7QiwsLKBSqSRORw/9+c9/RkREBFxcXNDQ0IB9+/bh+PHjyMjIkDoa/Uij0XR4NkX//v0xYMAAPrOiF1m6dCkiIyPh6uqKK1euYPXq1VAqlZg7d67U0aiN1157DWPGjMFbb72F2bNnIz8/H7t27cKuXbukjkbt6HQ6pKamIjY2FsbG/NOwt4mMjMT69evh4uICX19ffPXVV9i8eTPi4+OljkbtZGRkQAgBLy8vlJWVYdmyZfD29sb8+fOljvbEamxsNLiir6KiAlqtFtbW1nBxcUFSUhLWrVsHT09PDB48GKtWrYKDg4P+yfmyIkj2AHS6pKamSh2N2oiPjxeurq7C1NRUDBo0SISFhYmjR49KHYu6ERoaKhITE6WOQW3MmTNH2NvbC1NTU+Ho6CjmzJkjysrKpI5Fnfj888/FsGHDhJmZmfD29ha7du2SOhJ1IiMjQwAQJSUlUkehTtTX14vExETh4uIi+vXrJ9zd3cXKlSvFvXv3pI5G7Xz66afC3d1dmJqaCjs7O5GQkCBqa2uljvVEy87O7rROio2NFUIIodPpxKpVq4Stra0wMzMTYWFhsv23kO+xJyIiIiIiIpIx3mNPREREREREJGMs7ImIiIiIiIhkjIU9ERERERERkYyxsCciIiIiIiKSMRb2RERERERERDLGwp6IiIiIiIhIxljYExEREREREckYC3siIiIiIiIiGWNhT0RERERERCRjLOyJiIi6EBcXh2nTphm03bhxA8OGDUNwcDDq6uqkCUZERET0Ixb2REREj+HGjRuYMGECVCoVjh49CgsLC6kjERER0ROOhT0REVEP3bx5E2FhYTAzM0NmZqZBUV9ZWYmoqCio1WqYm5tj9uzZuHbtmsHnv/32WygUig5LbW0tAGDNmjUYMWKEfv379+/Dw8PDYJ3OriBQKBRIT0/X/1xVVYXZs2fD0tIS1tbWiIqKwrfffmvwmb///e/w9fWFmZkZ7O3tsWjRIgCAm5tbpxkVCgX27Nmj39/DxdzcHM899xzKy8v1266pqUFMTAysrKzw1FNPISIiAqWlpV2ObdtjEEIgJiYG/v7+qKmp6fH4lZeXIyoqCra2tlCr1Rg1ahSOHTtmsJ979+5h+fLlcHZ2hpmZGTw8PLB79+5Hbvvh8nD8ioqKEBERAbVaDVtbW7z00ku4efOmfvvjx4/HokWLsGjRIlhYWGDgwIFYtWoVhBA9Hp89e/bo96tUKuHg4IDly5dDp9N1OYZERPTkYmFPRETUA7du3UJ4eDiMjY2RmZkJS0tLfZ9Op0NUVBRu376NnJwcZGZm4ptvvsGcOXMMtvGwuDt27Biqq6vxz3/+s8t9bt++vcOXA91pbm7GpEmToNFocPLkSeTm5kKtVuP555/H/fv3AQApKSlISEjAK6+8ggsXLuDw4cPw8PAAABQUFKC6uhrV1dVwcnJCcnKy/ue2x5Oamorq6mqcOHEC169fx+uvv67vi4uLw9mzZ3H48GGcPn0aQghMnjwZzc3NPTqGxYsX47///S+OHj0KKysrfXt349fY2IjJkycjKysLX331FZ5//nlERkaisrJSv05MTAz279+PrVu3ori4GDt37oRarYazs7P+OPPz8wEA+fn5+jZnZ2fU1tZiwoQJGDlyJM6ePYt///vfuHbtGmbPnm2Q4x//+AeMjY2Rn5+PLVu2YPPmzfjwww8fa3zMzc1RXV2NyspKvPvuu9i0aRMyMjJ6NH5ERPQEEkRERPRIsbGxYty4cWLEiBHCxMREjB49Wjx48MBgnaNHjwqlUikqKyv1bRcvXhQARH5+vr6tpKREABBFRUVCCCGys7MFAFFTUyOEEGL16tVi+PDhQgghbt26JaysrMTatWsN1vn9738vJk6caLB/ACItLU0IIcTevXuFl5eX0Ol0+v579+4JlUolMjIyhBBCODg4iJUrV3Z77K6uriI1NbVDe9v91dbWirFjx4qFCxcKIYS4dOmSACByc3P169+8eVOoVCpx4MCBR+7r4TZXrlwpHB0dRUVFRYd1uhu/zvj6+opt27YZfD4zM7PL466oqBAAOmRYu3Zth7GvqqoSAERJSYkQQojQ0FDh4+NjMP7Lly8XPj4+QoiejU9qaqqwsLDQ9+fl5QkjIyODzxAREbXFM/ZERETdOHHiBHQ6HbRaLcrKyrBp0yaD/uLiYjg7O8PZ2VnfNnToUFhaWqK4uFjfVl9fDwDo379/t/v8y1/+gmeffRa//e1vDdqHDRuGM2fOoKKiotPPFRYWoqysDBqNBmq1Gmq1GtbW1rh79y7Ky8tx/fp1XLlyBWFhYT0+/s7MnTsXarUaVlZWaGhowIYNGwC0joWxsTGCg4P16w4YMABeXl4GY9GZ7du3Y/369fDy8oKbm1uH/u7Gr7GxEUuXLoWPjw8sLS2hVqtRXFysP2Ov1WqhVCoRGhr6Uw4ZhYWFyM7O1o+rWq2Gt7c3ABjcijB69GgoFAr9zyEhISgtLUVLS0uPx6eurg5qtRoqlQqjR4/G8uXLMWbMmJ+Um4iI+j5jqQMQERH1du7u7sjKysLAgQOxY8cOzJs3D1OmTIG/v/9jbefKlSswMjKCnZ1dl+uVlpbiww8/hFarxffff2/QFx8fj7S0NLi7u3da4DY2NiIwMBAff/xxh75BgwbByOiX+U7/3XffRXh4OGpra7Fy5UrExcXh888//1nbzM/Px5dffom4uDjs3LkTr776qkF/d+O3dOlSZGZm4m9/+xs8PDygUqkwc+ZM/S0IKpXqZ+VrbGxEZGQkNm7c2KHP3t7+Z227PY1Gg/Pnz0MIgYsXLyI+Ph6BgYGYMWPGL7ofIiLqG3jGnoiIqBt+fn4YOHAgAGDWrFmYPn06YmJi9AWjj48PqqqqUFVVpf/M119/jdraWgwdOlTfVlBQAG9vb/Tr16/L/S1fvhwLFizQ3/felkqlwrFjx3D16lVotVpotVqD/oCAAJSWlsLGxgYeHh4Gi4WFBTQaDdzc3JCVlfVThwMAYGdnBw8PDwQFBeGPf/wj/vWvf6G5uRk+Pj548OAB8vLy9OveunULJSUlBmPRmeTkZERERGDHjh1YtmyZwb3xQPfjl5ubi7i4OPzud7+Dn58f7OzsDB4a6OfnB51Oh5ycnJ90zAEBAbh48SLc3Nw6jG3bL1naHjsAnDlzBp6enlAqlT0eHyMjI3h4eMDT0xPTpk3DhAkTkJaW9pNyExFR38fCnoiI6DG99957uH79Ot58800AQHh4OPz8/BAdHY3z588jPz8fMTExCA0NRVBQEO7fv4+9e/di8+bNmD9/fpfbLisrw/Hjx/HGG290uZ6tra2+qGwrOjoaAwcORFRUFE6ePImKigocP34cixcv1p/9X7NmDd555x1s3boVpaWlOH/+PLZt2/ZYY1BbW4urV6+ipKQEu3fvhru7O0xMTODp6YmoqCgsXLgQp06dQmFhIebNmwdHR0dERUV1uU1ra2sAwIwZMzB58mQsWLAAAHo8fp6envjss8+g1WpRWFiIF1980eBJ8m5uboiNjUV8fDzS09P1Y3PgwIEeHXNCQgJu376NuXPnoqCgAOXl5cjIyMD8+fPR0tKiX6+yshJLlixBSUkJ9u/fj23btiExMVGfsSfjI4TA1atXUV1djezsbOTk5Ogv+yciImqPhT0REdFjsra2xgcffICNGzciLy8PCoUChw4dgpWVFcaNG4fw8HC4u7vj008/BQBcuHABa9aswapVq7BkyZIut93U1ISVK1fqi9zH9dRTT+HEiRNwcXHB9OnT4ePjg5dffhl3796Fubk5ACA2NhbJycnYsWMHfH19MXXq1G5fR9fe/PnzYW9vj1GjRqGmpgYHDx7U96WmpiIwMBBTp05FSEgIhBD48ssvYWJi0uPtb9++HYWFhdi1a1ePx2/z5s2wsrLCmDFjEBkZiUmTJiEgIMBgnZSUFMycORN/+MMf4O3tjYULF6KpqalHmRwcHJCbm4uWlhZMnDgRfn5+SEpKgqWlpcEtDjExMbhz5w5+85vfICEhAYmJiXjllVcea3zq6+thb28PR0dHvPjii5g1axaWLVvW0+EjIqInjEKINi9WJSIiIqKfbPz48RgxYgSSk5OljkJERE8QnrEnIiIiIiIikjEW9kREREREREQyxkvxiYiIiIiIiGSMZ+yJiIiIiIiIZIyFPREREREREZGMsbAnIiIiIiIikjEW9kREREREREQyxsKeiIiIiIiISMZY2BMRERERERHJGAt7IiIiIiIiIhljYU9EREREREQkY/8PT3orFY131I0AAAAASUVORK5CYII=", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import silhouette_score\n", + "from sklearn.cluster import KMeans\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Список для хранения метрик\n", + "inertia = []\n", + "silhouette_scores = []\n", + "\n", + "# Диапазон количества кластеров\n", + "cluster_range = range(2, 11)\n", + "\n", + "for k in cluster_range:\n", + " kmeans = KMeans(n_clusters=k, random_state=42)\n", + " clusters = kmeans.fit_predict(X_scaled)\n", + " inertia.append(kmeans.inertia_)\n", + " silhouette_scores.append(silhouette_score(X_scaled, clusters))\n", + "\n", + "# Визуализация инерции\n", + "plt.figure(figsize=(12, 6))\n", + "plt.plot(cluster_range, inertia, marker='o', linestyle='-', color='b', label='Инерция')\n", + "plt.xlabel('Количество кластеров')\n", + "plt.ylabel('Инерция')\n", + "plt.title('Определение количества кластеров на основе инерции')\n", + "plt.grid(True)\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "# Визуализация силуэта\n", + "plt.figure(figsize=(12, 6))\n", + "plt.plot(cluster_range, silhouette_scores, marker='o', linestyle='-', color='g', label='Коэффициент силуэта')\n", + "plt.xlabel('Количество кластеров')\n", + "plt.ylabel('Silhouette Coefficient')\n", + "plt.title('Определение количества кластеров на основе коэффициента силуэта')\n", + "plt.grid(True)\n", + "plt.legend()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "По графику инерции оптимальное значение находится около k = 3 (точка изгиба \"локтя\"). \n", + "Коэфицент силуэта максимален при k = 2, его и возьмем\n", + "\n", + "Выполняем иерархический и неиерархический алгоритм кластеризации:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.cluster import AgglomerativeClustering\n", + "import scipy.cluster.hierarchy as sch\n", + "optimal_k = 2\n", + "# Иерархический\n", + "plt.figure(figsize=(12, 8))\n", + "dendrogram = sch.dendrogram(sch.linkage(X_scaled, method='ward'))\n", + "plt.title('Дендрограмма для иерархической кластеризации')\n", + "plt.xlabel('Объекты')\n", + "plt.ylabel('Евклидово расстояние')\n", + "plt.grid(True)\n", + "plt.show()\n", + "\n", + "hierarchical = AgglomerativeClustering(n_clusters=optimal_k)\n", + "clusters_hierarchical = hierarchical.fit_predict(X_scaled)\n", + "\n", + "# Неиерархический\n", + "kmeans = KMeans(n_clusters=optimal_k, random_state=42)\n", + "clusters_kmeans = kmeans.fit_predict(X_scaled)\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(x=X_pca[:, 0], y=X_pca[:, 1], hue=clusters_kmeans, palette='viridis', s=50)\n", + "plt.title(f\"K-Means с {optimal_k} кластерами\")\n", + "plt.xlabel(\"Главный компонент 1\")\n", + "plt.ylabel(\"Главный компонент 2\")\n", + "plt.legend(title=\"Кластеры\")\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Оценим качество" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Качество кластеризации для K-Means:\n", + "Коэффициент силуэта: 0.4075\n", + "Коэффициент Дависа-Болдина: 1.1282\n", + "\n", + "Качество кластеризации для агломеративной кластеризации:\n", + "Коэффициент силуэта: 0.4075\n", + "Коэффициент Дависа-Болдина: 1.1282\n" + ] + } + ], + "source": [ + "from sklearn.metrics import silhouette_score, davies_bouldin_score\n", + "\n", + "# Оценка качества для K-Means\n", + "silhouette_kmeans = silhouette_score(X_scaled, clusters_kmeans)\n", + "davies_bouldin_kmeans = davies_bouldin_score(X_scaled, clusters_kmeans)\n", + "\n", + "print(\"Качество кластеризации для K-Means:\")\n", + "print(f\"Коэффициент силуэта: {silhouette_kmeans:.4f}\")\n", + "print(f\"Коэффициент Дависа-Болдина: {davies_bouldin_kmeans:.4f}\\n\")\n", + "\n", + "# Оценка качества для агломеративной кластеризации\n", + "silhouette_hierarchical = silhouette_score(X_scaled, clusters_hierarchical)\n", + "davies_bouldin_hierarchical = davies_bouldin_score(X_scaled, clusters_hierarchical)\n", + "\n", + "print(\"Качество кластеризации для агломеративной кластеризации:\")\n", + "print(f\"Коэффициент силуэта: {silhouette_hierarchical:.4f}\")\n", + "print(f\"Коэффициент Дависа-Болдина: {davies_bouldin_hierarchical:.4f}\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aimenv", + "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": "3.12.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}