{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# 3D example\n", "The procedure for three-dimensional design space identification is exactly the same as in the two-dimensional problem. The only difference is in the dataset and the labels, `vn`, given into `ds.find_DSp(vn)` having three manipulated variables." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Imports\n", "from dside import DSI\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## The problem\n", "The design space identification technique used here is based on point cloud analysis using alpha shapes. The input into the DSI entity is simply a pandas dataframe containing the manipulated variables and the outputs (key performance indicators - KPIs). Here, we consider an example problem where we will be generating our input and outputs using some simple non-linear constraints." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " MV1 MV2 MV3 KPI1 KPI2\n", "0 0.000 0.000 0.000 0.000000 0.000000\n", "1 0.500 0.500 0.500 5.312500 4.843750\n", "2 0.750 0.250 0.250 7.519531 7.490234\n", "3 0.250 0.750 0.750 4.082031 1.708984\n", "4 0.375 0.375 0.625 3.848877 4.032593\n" ] } ], "source": [ "# ----- Generate Inputs ----- #\n", "def Sobol_sequence(lbd, ubd, power_no):\n", " \"\"\"\n", " Create 2^power_no of inputs for sampling based on the lists\n", " of lbd (lower bound) and ubd (upper bound).\n", " \"\"\"\n", " from scipy.stats import qmc\n", " sampler = qmc.Sobol(d = len(lbd), scramble = False)\n", " inputs = sampler.random_base2(m = power_no)\n", " inputs = qmc.scale(inputs, lbd, ubd)\n", " return inputs\n", "\n", "# Preparing example dataset\n", "MV1_bounds = [0, 1]\n", "MV2_bounds = [0, 1]\n", "MV3_bounds = [0, 1]\n", "\n", "lbd = [MV1_bounds[0], MV2_bounds[0], MV3_bounds[0]]\n", "ubd = [MV1_bounds[1], MV2_bounds[1], MV3_bounds[1]]\n", "\n", "# Use Sobol sequence to generate inputs\n", "pwr = 10\n", "inputs = Sobol_sequence(lbd, ubd, pwr)\n", "MV1 = inputs[:, 0]\n", "MV2 = inputs[:, 1]\n", "MV3 = inputs[:, 2]\n", "\n", "# ----- Create Outputs and dataframe ----- #\n", "# Create example KPIs\n", "KPI1 = MV1*10 + 5*MV2**4\n", "KPI2 = MV1*10 - 5*MV2**4 + 2.5*MV3**4\n", "\n", "d = np.array([MV1, MV2, MV3, KPI1, KPI2]).T\n", "l = ['MV1', 'MV2', 'MV3', 'KPI1', 'KPI2']\n", "data = pd.DataFrame(d, columns = l)\n", "print(data.head(5))" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "So we have created a dataframe containing the manipulated variables: MV1, MV2, & MV3 with the outputs: KPI1 & KPI2. Let's visualize our data by creating some plots." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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cHFjnOZVfCPER8oHaN8gTPBGllP1H/o4IIX5LvlLtG2IcXSwG0FQsyyKdTk9qz/DwMKZp0t7ePpmEcXQarLS0FK/XO5mdenYX7EfJ/gIQ2K73gVJ5ksZHPhMZQ1ht6DgRomVmq5N8dqdCCIHX68Xr9VJfX49pmoyPjzM0NMShQ4fwer2TA7WjAeEnolDX7eLlfGvP68EFMY6ON3wgH4czOjqKz+eb4Y14PUToRIGIx8/DFxUVMTw8zPr16y/IAzxrmxyMDVLpCnAwNsgNFQtxq7Pf9K+FB+mKxah1F2GJDE2eEg5P9HH1Ka5xvFilTYOdY0N4NZ2lJRUoJ/mMz1asjp/KK9Q2ubg436M3IcStwP8HXCOlTJ2gjRdQpJTxI/+/GfjqeevELJzIAMpms0QiEcrLy4/v4+TfC/UbPDpION4DPTUJ46gRFAwG8fl81NfXX5C+CKuVfOKgjTA7kI7ZjSPLjpHMPo2gHC8GQqtFMUZxqLMHY5+MpNFJRg7g1xbhUE6+eoOmaZSVlVFWVoaUkmQySTgcZu/evdi2PW2gdrLvqzBQu3goeI6mkMvlZqynI4RgeHgYTdNOmlZ+LhxN/5zqAUomk9i2ja7rkwZQMBikqqoKj8cz641x+PDhC3bDuFSdZcFa9kT7WBqsnTSMMqbJ4fEwFV4f5R4vsVyGh3oO4FI1DNtiYWkFE0aSWi10WteZKhwvD/ayfbgfhMCnO2gOFk9rm8jmeOC1g5i2zd3LFhDyHAvQPl2xOrqsycn6U6ht8saRT6c9O4E6QbbInwNO8lNlAJullJ8RQlQD/y2lvJ181drfHtmvAfdJKR8/x7dyUmzbnvQWTOk/pmkyMDBAZeXJPCVnj5RyVgMom80ihJhmAFVXV58wCSOXy52bZ+hU/dQWIszdIARSO+YFSpm9WDKFT5uLECqp7AtkzV1IaaI71uORA0j8mHbwjK6Xs8cZyjyEBNJmN7We989o05XeT0d6H43uhcxxL5ncLoTA5/Ph8/loaGjANE0ikQgDAwMcPHgQn89HSUkJxcXFM845lcJA7Y3lXLTnjeSCeY5me8CdD4PjVPPwRw2gqfPwUkgUoaCIi2OEcHPVYq6tmI9DOfbx/2jfLg5GxnCqKp9csYoKjx+PphPPZany+nlb9WqytkF7vHXG+RK5HOlclqITiOruvmG29gxSHvAgWmbe+K/1DXNoOIyiCLZ293PzwuZZz3O8WBmGwfj4OAMDA0QiEXRdx+l0UlxcfFIXeKG2yeuPlALDPutstdmyRf7nBG0HgNuP/L8DWH5WFz1HjtcaRVHOKNtqNo4a9Md7oI+mmR9NwvB4PFRWVuLxeHA4dISwEKeI7zn+OhcMpRLb/fn8/0X+95A0OulM/DdS2pS51lPuug5FCSGlDWgo2hJs9SayZhZb9kw7nS0tMtY4DiWAwswK2SlrgtZ0B1JI5rlnlh8x7By7ExtxKR72xjdT62zBocwe56hpGuXl5ZSXlyOlJJFIEA6H2bNnD6lUis7OTkpKSvD7/ec0UCuUCzi/nIv2vJG8rj0WQpzWCs2nUwzxqBFUVlY2WQxxNg7EW3l27GVK9CLurrodl3riAOOzZWekn6cGD7IkVMVt1QtPeDPtGu9j81gny0LVXF423QAZTiZxqSqtsVHu69zGytJqPjZvDQOpGA2+EJqioikzre/eWJT/2bWDnGHygcVLaCkumSauWdNkPJFhSWkZsUyOMqdnxjnKfB7UIw+PyoD3tN+3ruuTYjUwMDBZNG7Pnj0Ak16l0xGrQm2TC0u+hP9b93NTFOW0tOfoFNzxg6+jCzhPrQVUVlZGQ0PDZDHE47HtBJHkP2PawwTdH8TtuOyU1xdCnJFxZNtxYumfIGUSv/uDaOrsnjHbjpHN/BqwcLreiTJlesuUcaQ0kTJJMv0QaXkYp/N9aJ4PoeBC1xqPdG765yelpDX+AGPpwwS0eub73oE4bgAaMYbR1RosmUbOEiupCo2AWkTUjBDQitDE6T2ShBD4/X78fj+NjY1s3boVj8dDX18f8Xgcv98/6VWaWidutvMcP1A7Wi5ASomqqtP0p6A9Z86lqj2vq3E0dfR2rsUQT5dd0b24VRejuTDD2VEaPLXn+23xQO8ePJrGSyMdrC2pp8w1c42z9liEn7a9SqM/xEujbSwN1eDXj01fvX/hUh7qOEhSS9DgD9KeGOO26qUUOadPQVrSZsf4AHraxZqSGromJsia+XC3tolxWorzMQFHb2KHqrKkvJz9I2Osrq5CVRRimSwB1zEjcV5FCZ++chW2lFQH/Wf9ORytq9TY2IhhGEQikbMSKyjUNjnfSASGfem5ts8XU7XnREkYqVRqRjHE4uJi6urqcLlcZ+z5NqxOTGsAIQIks8+elnF0pmSNveTMAwgcpHPP43e/d0Yby04xkXoI29qHW/ViGttxOG+a3O/XF1DsvJxMbjOlWiXIDBDBqS2dcS6pjDGefg6PPg9VKWU814FbKSVmdmPKDLqYPvgq1uvpzQRwiABljvmkrTgOxY16xAhShMLloTuJmmMEtRIUcdZTv1RUVFBRUYGUkng8Tjgcpq+vD2AyTtLn853xQC2Xy01Ojxbqup05l6r2XBDj6Ojo5/hiiOFwmHA4zKFDhyaLIR41gi5UMcSF/nm8EtlCUA9Q5jzzYMKjmLZNwszwwshhfJqTa8rnoR0Ry2ZfCQdiwxQ5PPh1J6Zto065ydpjEf5h24vs7BvG4xjlHcvm4lKnGwjNRcV8YdUGXh5t40BskGvL500LnO6LxdAUhc5snN0jQzgdDgSwqKyMrQN9pHM5yn0uHhnYj9/WsHIZFh1xb19eXUupcNJcVcJ3tu0gmctx5/wWVlQdG2VWnYNRBDOnAnRdP+9idfQ6s2WhFGqbnJxLNSjyXJhaDDGRSBCPx9m0adM5F0M8XTS1AVUpwZIR3I5bTuuY2TxHUkokBmnjNbJmKz7nNTjU2iPXqEAIJ0gTTW080taeZmR0x3/A/vhGElaM+Z5aljinL0yuCAc13ruwXevJZn+LED5Udc7kfsNOkTTHwHZjuZ8lYZSSMHZT4/8M1e7L6EtsplRfQtrcStLOkVMtLGoAN161nIB2FR7FxUC2h57MfgJqMeuCt6Mp+alGh+KkzHHai6Wf1mcYCAQIBAI0NTWRy+WIRCL09PSQSCQmi1MWFxefNL5rtoHa0cDuo/sL5QJOzaWqPRfEOJqYmGDfvn0ziiH6/X6Kioqoqak5rw8x0zZQxexehBXBJWA72RFtozXex4rQzFTUk9GXjHIwOsLjAwcYzSYocTnQVZUyl59lofwN/b6mVQykopS6vGzu7+e+/XtoDhXxhTXrcWoa49k0reEIUoJqayx016LPMkUmhOCq8hauKp/exx1DA9x/cD9CQKMA3JKcYaMpCiVuD59fvZafH36N/zy8hWZ/iIORMBWmA89oBQu8pXz70a2kcwY+rxOtSserO9g7MjrNODofnOg7PV9idfRcx4tVLBajr6+P5ubmglidhFOsjP2mQAjBnj17SCQSM4ohOp1O1q1bd1bFEE+ElDY2FqqY6Q1VlQAB7/9mb+wxRHqcxXoSp3LyaeupxpFhZ4jkuolkniFlHsLFOEG9iqzZSVXgywDo2hyKvP8fkMWUQZ4b+y9S1jhrQvdQ6VqAlJLxXCsxK4kudPqNACv1RbNeW1ErcHs+M22bJXPsmvgJGWsCt12BkCqGnUNTPICgwXs1HivEYO5+BtMRDKkR9xh0Z4eY73ofL0R2sTW6B1WoNLktqp3FxKwIKTtOQDn7weqZ4HA4qKyspLKyEinz69eFw2F6enpQFGVyoOb1es9qoNbW1kZpaSl+v78wUDsBl6L2XBDjKBAIsGHDhhkPp2w2e8ZTIRlrFEum8ah1sx53ML6TzRNPU+qo5Oayd88I5jNti98OvoIqVDpTQ8z11eLTTpwtlzIzbKWD4X6LRncT396/jY74GEGnjqIKJnKSCrd3mudHV1QafPmMiUfbDxN0OGkbj9AVm2B+cSkeTSPo1UmnTTwOjSVl0ytdSykZycZwKjohx8yYoO5olIlMBlURZEyVeNhmPBvnIGMsKapgKJ2gLxUj6HBxKDqOkAKHojKYStDsKsKwLJy6Brak2u8nkkqzofbMR2pSSnqGJ1CFoLYiNGPfqYyRdCpHMpmlpNR3XsVKCDGZpnvUq/Tiiy8yODjIpz/96TN+n29GpATDvvQE6mxYvHjxDCNbSklHR8cZGUambRA2hglqxbjUmfdlxkrw/NiPSFkTrCv6PWrdC2e06U6/Rnd6DwJwKQEWBW48+UXFLhR1O5nsbWyP72Us20rW6ma+dw4xo4OAVoyqVk87RFPLABhO7yVujuAQHtqSm6h0LcgnUahB3IpKVgpq3DPj4207ji0nUJUqxHExP4adJmYMowgnEaOPeLqZXRM9+DQXtzj7CTmbmLBeRSdIyu4mIxUUWYEpk1h2mqSVRkVFSkm5cy5Ju5NyRz0+NXTyz2EW4kaGgcwE9Z7iE5Y/ORFSSobTSQIOJ8FgkGAwyJw5cyZLPHR1dZFMJgkGg5SUlFBUVHTaA7VUKjUZT5tOp0mn03zqU5/il7/85Rm/xzcjl6r2XBDj6ESZIacbFHmUpNFFa+zfsaVBnfedlLuvmdFmT3wrbtXHWHaIcG6YKtf0+iCKEAR0D+FcDL/mQZ8l4C+cTTCUidLsK2dfrItBotipYYaTFjEjTU7mGMikWRgq4f1Na6j1hGjxlc04T396HK9P0joco8FfRI0vgJSSYpeH1dVVJMpyXF5eT7V/+hTWnmgvr4y1ogmFu2vXUOacntURzWboj0TJjBv0ZyBu2TTUBnjo4H5c5QbXly4ipLuQwDUVjaSSOXqHh+lpneAn1jg3rmxmOJLgmqVNNJSHsKU8aa2j2YjG0/zskZ28eqgfj9/JJ+9ay5Lmqsn9sy1ZMu34iRTf/uazJJNZrr9pEdfemH+QCCFOKFapVGrSq3QysZqaHXn04ReJRBgfHz+j9/hm5lJ1bZ8NsxlAZzOKf27stwxmu/BpQd5W8VF0ZfoDeTTXTdwM41TcHE5umdU4cil+BAogcakzp65taTGe68ChePFpxSjq49i2l3Tm10wYHhyMk5JpUrl9VHnfRrFrOS5t5nWkzOKQHagkyEmodS+dPH/QuYwlwkLipClw+3HXT5FI/xgp4+jaYjyuO6ftN6VJ0kzTlR5iOBMiY+0nmHFQ4eikK/FzFih34FfnEbHH8emrqdSWcCC8g3Gjlp8MPEODq4Yl/rkENB+XFy1H4ZoZQdunQkrJpnAX3+96BaFYzPeX8ydzbz2j7/T+jn082ddOkdPNX6+6hoAjP4h2Op1UVVVRVVU16YUOh8N0dXWhadrkQM3j8ZzwekcHhlOLULa3t5/Re3wzc6lqzwWNOTrd7SciYw1j21mE4iBhtlPOTOOoxbuUXbGNBPQiivWZBothm6wramY8l+TykuU4j4v1SZgZvnH4aZJmlhZfOTdVzkdBAJLLyuoYSmYwRJLFJUHWljZwQ+X8Wftq2ja/6dtGKChZ7Hbx+XmX49RU/vvAq+wZGSLdb4AFC+vzXiMpJbaUqIrCaDaOJlRytknMSFPmDGBYFo/sbSVtGISNFHLIIhvLYdjgDjoYjCZYs6icuJkFIfngnGUYQhJ0uEgkEjw2mGbT8AQOTaU84OX3b1g52VdFCAzTIhJJUlrqQz2FxyeVyvEv//kMh7pGSVgGzpCLV/b2sHhO5bTgxZOJ1dBAlEQig8fjZN/uvknj6HhOJFbd3d3T1oebKla2bc/wWhmGccqKum8lJALzEgyKPBtO9Vs83XMM53rxqH6SZoy0lUBXptfTKdZr8ah+MnaCBveyWc/jV4PM8SwlpDdR71k9Y39X8jm6ks+hCI2VoY8BpSCGUbUWlgeu40D031nsaaTO4STofQeqWjrrdTK5HQhzE2s8Gk59PUWeNUSyh2mN/5q2lMa+WClLgy3MDeUHXra0EQikTCBlAkUEMK1jafp96V72xvdS4QgwmPNyIA5x06BS8RIz4zS5VEr1AIY1RMhxNV5tHrrqQRE6/akAz6mv4dM87Em28rGadxDUpxuG4WwSTagEHSde9Pooj/Qd5Dvtm4mYUdy6IG4lSRgZ/I7Tr5e3bXQAv+4kkk0zkIpPGkdTURSFUChEKBSiubmZbDZLOBymo6ODdDo9zas01QA/H7+3NzOXqva87tlqZ+I5CjoWE3AswrCjVLpvBsC0s+yPP0HOTrM4cCvLAxuY51uKQ3HPmgb6Yngbr07sRxGCpcE5lDqnFzFLmllSZhav6mAgE6XZV81VzGNl3SqqXMUsDTby5OBrZO0MV5fOzN6YfG9C4FIdjOeSBF0uXKrOcCrJgfFRslGLvX0jlHu8/PbVA/yvm4J8c9MWhhIJPr56JauKG4kbafy6i1p3fh5+a3c/j+0/jKIIllaXo0uFypCf8YkE6xtruePyefSYw9S4SwhqbnJ2Ds8Rz0oskWEinEFYEluV1JcEiWeyvNTeQyyb5caWJn78o8309U8wv6WCT37kipPe3I89sZeejjBG0kB1CRCSV1v7+dXze7nn2iWnZfQ2zCmlvqGEwf4JrrlhwUnbTn6mU8QKOKFYzRbEbxjGWWU3vpm5FNNp3yiEEFwWuonXYq+w0LcGv5ZPfe9PH+ZAYhuN7kXM9a3glvLPYcocLnVmhmraDLMnei+WNLHscRq8a2e0SZjDCKFhS4OsHQP7g9hmHz7POgLCS7njLxhPP4/XueSEhlG+v/mHvSYUXFreiBvMbEGg8tzYKLrwsHX8MNeVjRM1etgefYEKZy3XltyFw7Eey2zH5bgWAEtaPDbyCACdKROXqMGh9OBTBdgK765+N/PcYWwZx6WvwjJAV/woIj9j0GlEsUwPcZIEHX4cik5Pup8DiUPUu2uJZVz85+FN6ELhLxZfT7P/xLFHQ+k493XtZjybJWereHVJxrT417Zn+ETTldS4Q6f1fd7VMJ8fH97NwlApTf7TO8bpdFJdXU11dTW2bRONRgmHw3R2dqLr+uRAbbbB2QWtVXUJcilqzwUzjmazps/Uc6QpPlqCn5u2rT+9l67UdhRUHIqbZcG345nFXX2UtJkjksviUTVMac3YX+4McGvlUvbF+rmlMl+dNYSHKldeYDYO9PGT3R14dJ11RSaBEzxvFSF4V+06upNj1HiKcKoaZW4PVR4/z8U7kUA4lcbr1Tk0NkZfLIbPofNkWzt/euUV3F27Bsu2eaynlY74OE16EaoisCU0FRfz5buv46X9XVTqBnPrG9BTGukJBz/vb+URXwdLqsq4orwen8PBd+7fxsDwOMGgn098YC2tI2G++LPH6Y3HKSv2kExk6e0bJxT0cKB1CMOwcDhO/FNQFEFxKO+pKW8KERY5FjWUs6djiNs3zMfrcpxy9ORy6Xzy89fN2s4yLX789w/R+moXd3ziWq5428pZz3EisRobG8OyLHp7eye9Srlc7oJVYr8Uyc/7X3qjtzeSFt8yWnzHPEK2tHk58hCq0NiWfYpqdzMe1Y92gtXqbSwG04JYzsGSUHbWNs2+m7DiWdxqESXO+QyLMWy7EUV4yVhZvtW9hdFshitKTO44Sf6EU19xxECSOI5Mu5U6l9CfPowmTJJWDkQcv6bzcmQrHtXHUKaXCWOUMufV4LiauDHAgYkf4VFKcSpOYmYcj+rmrsq78euvYuQMKiYCSFnCsFnKq9EXMe2f0+QsotG1BodWzqHoCD9PtOK0nNxRvYArSpr4Qd+j7Ivvp9SpcDhVipGejwBSlsGB2MhJjSOBwK3qlDl8mNJiftCNKSQ522R/bPC0jaOrqhq4srJ+Vo3aPTDMN17ZSqXfy5euuwL/LIttK4pCUVERRUV5IzmdThOJRGhra2NiYoKOjg7Ky8sJhULnNeD/zcC5aI8QYj7wiymb5gB/LaX8tyltrgUeBDqPbPqNlPKclyl63T1HhmGc0zncWhAFFbDxqCcvGw/QkUzSncjgVHT86swKrUIIbqxcxI2VxzI4pJRsDh/mcGKQvb0pNEVhJJ3kd10H+fCClbi16RbSE61tbOsb4O0L57O86ljMk1PV+MLyDRTZbl7Qu8iZJn2OCE+NpnA5VFKGydqaY4HRA6k4W0b68DuctNthPnPlWrKmxYraSnRVZXVzDfc9/BzfemgrNiBLNPQilUM9cYbDcR7rP0SJx004EsehqxiGxWAszqN7DmMrkMtZRDNZVJfC6pX1vLqzh2uvbMHh0EiksuxvG6ayLEB9VWja+7v15rzR+OzLrZCyqC3yEomnWFBfRsfeATJpg6Kq08vOmK1Nf/sI+za24/I5eez7L57QOJrKVLEqKyujr68PRVFoa2sjHo/z2GOPsWTJEtLpdMFI4ohrW156QZEXEwKBTw0RNcdwKV70U1S9Hkwp/LyjipydJWMuYsPMWX+8Wjkriz42bZvFOH2JlxjNORjNRvBqbl4Jb2N9cTMljunB2GPZKA8ObiSoe7mr6nL0KVX3K1wrWFVUSkfml0SNDBW6QV/iPynVS+nLxAnoRQT1Y4ZJb+olDDvBmDnK9SW3ErUkVc5qih0h7qm5gfHoBH/e90usjoNYJFlfphDOdaNj8OvBBxGU4RVerCN+gphhsmliD2O5CBYmMUPFo05wR+VcDkTHCOlu1hbXIqXkQGyEmJFhVXHNtJUDKtw+/mjB5Xzn0FYmjCzhhEJlQMOhapSpQR7raGNB8ellvZ1In3615wA5y6ZtbJyd/cNcPefU69q53W5qamqoqanh1VdfpaSkhEgkQnt7Oy+//DKWZdHZ2UlTU9Np9e3NzLloj5TyELACQAihAv3Ab2dp+pKU8s5Ztp81Fyzm6ETbz9XdmDQj5OwkIb2WJs+pi6qNZKKEdD8xI81f7/sVq0JNfLDhSnz6iee64+R4dWQvHtWBdKXJRm0iuRSbRruIZjN8YfnlOI9MYQ3E4vxo524cqso3Nm7mf955FznLojM6Tonbw86eQdJpk9sXziMqkvSOhxkZS3DP8mUsDFZSNOXBHXK4cKv5JUPWlNWwrGbmUHE0niZnWuiqRmQ0SSxs4PLrRFMZgpqTw+FxgjU6+rjFssU1PHqwnYSRQ1pQWeKjqa6Y2xa1ULHOx/vftfZIloXkJw+9Slt3GKdD5Y8/ei0loWPZOW63zoKFVWze2Y2mHolhev96OvYO8KP/eA7blqy4vIZb37lq1s/z6Hd+ot9FaXURgWIvsUiS5VfPO+V3Otv5dV2fFKtcLsecOXM4cOAA3/3ud/mjP/qjMz7nmw0Jl+S8/8VE3MiyaaCSgbSDP1p0JfoJlrk4ymgmAThxKA6eGmpnwBzhgw1XstBfe8KljIQQJMUrmMYImjSods2hNTFArcfm0cGfsqHo3cwNNEy2f3hoM3tjnUgpafRUsKZoPlEjTM7OYEkXGyOHqHMt4LKQl2zuRQ5Fi6lyRfi9qs/iUtxoyrGBnletYsLoxaF4KHXWUHtcRlnWzhGXKYqUIkZzks2RMQQqPpElaWoEtRxDuSHqPCrV/gYyygCdqRQRI0ZI81PncbA2uJwlwRq+s+4dk+c9GBvhm60vYUlJV3Iu722YPjhaVlyJV3diS8jaFr9fv4EmXxFffO4pRlMpPJrOJ0pP7FY7VQLKqpoq2sbGces6TcWhE7Y7GSUlJZOLGhcVFfHTn/6UP/qjP+LnP/85Hs/MTMe3EudRe24A2qWU3efjZKfioo45mo090d+hCSfjRg9Rc5BixzErX0qJJc3JmkembfGB+qv5df9m4sYgDqHz4MAOXp3o5jPN17O6aHar3omKR9VJmhmWlZXzsbkL+X87nqOzO8Gh7CHae6J8485bces6XoeOS1NJ5QwaikIA3LtvFy8PdpFK5zDGJeF0mlDAzR1zmtn27CAAq7QIl18z/fob+3rY1ztKpdfH9cvnHN8tRtNJuoMpKBVUuH24cg6WhbwMRuPcs2oBD2w8iOpUaF5QgjBzNNeUcnhflKoiPzctbGZFQyVuTcN7JFBZCMGzezt4fn8X4c4oAYeTXMZg27MHWLK8nrL6InRVRVEE85rL2bC2iaHhGG+7bSk+t4NMOr/AsECQSuRmNX6GesJ8528eQtqST/7V26iZc2z43Ns2wuM/30rtnHK++F8fJjoWp7LxxHEVJ+L4OX+Hw0FFRQU33HAD99xzzxmfTwjxfeBOYERKuWSW/QL4Bvk1xFLAR6SUO874Qq8nUmDLS2/e/0y5kIGx28N9tMYiOBSVx/u6WH6cfthHpu0VkU9dXxis5LqKZnaN92KoGXpTo/zdgZ9xfUULH65/+zQvz9T+K7IIyQC6ovOx+lt4IfIsz/eP8UCfwk/0p/izZddxfU1++aFi3Y9EogqFgOYhnBviqdGfkrPCHI77GTezWNLg5rJGHmgL0Z+MU+QM8oOrXdMMo5SZYMvELiaMJFeUXI1rllT7UXMba4Mx+oDVvlrStp+snaXJ3YxhpdgbP8SaomIC6TAbaubxcHgbAd2DT3PzwerbUYSN90gIhBCCSC7Bz/pfpi8ZJ22ZuFSdw+FxXpDdrK+tAZH3vgN8rGUVv+rax4JgKfODRxbBzhk4VY2cbWExc9AtpeS723bwXHs3NzQ38om1Kyd/H4Zl84vX9tEXi/G+5YtZVVOJ3+mgyHPmXubjQwXmzp2Lz+fjoYceOuNzFbTnpLwX+NkJ9m0QQrwGDAD/W0q571wv9rqvrXa6niMpJeHM82StIcrct4Bw0JvahEf1ETVHcSp+vFOm1aSUbJl4mq5UK82eRZQ5FvBv7b/ClpIvzL2H54ZbeXYk/3l5VAevjB2e1TjqS0bYYg5Sqzaxc6CLtCfDVUU6w0NZxmNZPLrOYDzBUDxBU3ERQZeLr954HR2RcZZVVWDYFi8PddKXHkdmBWZWIqWCEJKRsQQOFJIZgx8/tQvLgg9fn89gsaTNvft2krYNDo2n6ZiIsLyialrfxjJJsopFxVI/LcXlZAcsXusa4vZl87h6QSOr59Ty39t3MJ5NcmVxMeub6siZNkLA1S0NOLTp1rttS57f30XQ6yRcolEknIy+PMgjL3fzIC8TurmZmoZSPnbbajxOnbvvmF4jZeX6OYwMRknGMyxcU0IuZ/H0k/tQVYUrr56Hrqu8+kIriYl8HZCtzx7g96YYR7/575cYG4zSdXCIectraV48fcrgdJktjukcA7J/CPwH8KMT7L8NaDny7zLgW0f+XrRIKEyrnQEjmQleDu+nwVPG6qIW9ka76ckMogoFS0oWh6Z7KuJGP3uj96EIjcWBD/D1TQd4pbeXaxoa+D8rb+JfWh+hMxWh2VdEb3qYsdwEVa7pAwHLNukzthK3TPrjLQxkY9wsEnRONPBC/wTxHLhVeGW4Z9I4ur3yMuo95Xg1Ny2+Gg7GXySWO4yKRdbOYNgOdMVBwowxnPahCJvWWIbPbf0l/7DqbVQdWQy2O7WVkWwHDkXlQHwriwPrZnwmMauXuS7BiuI05c4F3N+/hWJHiNXBFdxQ4mN3vIY98e04jGLKHFXcXnYVbakeFvqaCegz40IPJweZyCXRVZMqt5NMwsWm7mE2M0xRkUZdjYt31i5nTXE9C4JlfHn5tccOFoL/77INPNrRzmWVVfhGw+wdG2HH8BBX1tQxJ1RELJvluY5uij0unmnv4r3Ll+B35geGe4dGePJwO6qi8OOde/jy9Ved9W/Ftu1p+nN0EfSz5Ie89bSnVAixfcrr70opvzu1gciv3Px24M9nOX4H0CClTAghbgceIP/5nBMXrecoYRxkIPlzLJljIP0ctqhg3EgiEKwIvo1a9xpUxcVIto+gnl9stTN1kJBWSltqH+0Ji5iRJGok+YdDP+dvF32M1UVN3NezkYxtcnnJ9M9OSsmTw6/xPx0vo1gWL3fEKdWCdCcm2DE6iFPRKPN7GE9mWF1dRV3oWNZbTTBAyOvi/o7d7JsYAmeOVNygwu1iUUUZqZRGqd/DXL+Hfd0q0b4s1aUentzVxgeuWYmmKiChrtjH3v4wXqdOTWBmfFSjv4i0bTIai5LqyODQXYTqvFRV5ts+tauNvvYo2DaeoIZL17h5UfOM8xz7PgSLast4cNdBlKRFsnccqzuCW1dJJLOYW/uxbEn/WIyWmpnz+rpD48735DNw2tra2Lq5iy2b8unAti3JmRbSpaEdCfZeuLph2vFlVSGGeiLoDg1/6Oxdzycyjs42lV9K+aIQs6ySeYy7gB/JvKW/WQgREkJUSSkHz+qCrwN513bBODpdftr7PEOZcX7TtYcm92EichCnJlhWVsR7666h0VfEWDaKKU0qXSUMZ3ZjSwNTpumKH2Bjbx85DH5xcC9N1T6+svgenhjezP54K7XuCkodoWnXS5pDbIt8i36rk6xdRmcyQLmjjhfCm4lnGyhy+ckYKQQKdzceK4OhKSorQnMZTO9l49gDpM0O/EqOCTPH+kA1KRqRIkmNupj3Nuzk+x2SYpdNwkizM9JHVU0+1jKgBnAJlaxt0eieff3JIrWJfvVVIhM1bEluoi4oKHXq+FQXY7k4vx44RNb2UJ5UuUNoNHiqafCceMBT5y4hbacZzkYYHvNgJFyMZ3J4NJ3ISApVh1dc7awpnj0GaElpOUtKyzFNk03DI3x757b8IHlogPfMX0h/PE5jUZDu8RgLy0vxOY4NlkJuF5qqYloWlf6ZmYZnylT9KWjPdE5De8aklGtOcZrbgB1SyuEZ55cyNuX/jwoh/ksIUSqlHDurDh/hovUcKUIHIYgbQ0g0TIYRVCBEgKBeiVP18dTozxnIdOLTQtxZ/lFqXHMYyHRS755LmT6f3w1tPmK1wu5oJzdWrGRxsBZTWpMVVreP9rI13MeVFfVsjbQR0Nz0yTBV7mKMnMSrO8jZJoZmoTjhD9euYXVNFUfvhYHxGH/962eIGVlK57swHSYGNg1qgOiARcdwimqnny0bO9mmQvMKD4pTkIvbXL2gEU1VSOZy/PvLW4iP27xj3gJuaWmh1J1fZqB3IgpAXSiIW9OZ4/HRtTFG16FBbAnNt9fx0p5Onjq8hz3belB8GsHFIZI5c8ZnOtgd5j//4teomsKHvnwn24dHUVRBS0MpRn+arrYhiueUYo8l0C2bVDSDunuE6s+eet21fNzPsZ/T9u1dhAfCqLrGB790O3V1xQSKjy2dsP2ZfaTCE1xzxxKWXTGP8prQaf0uZuMNqHNUA/ROed13ZNtFLFBvjWm1U3G6NWmcqs54xqBjPEssNUJGZlha6cGj6zT5i+lMDvLD7sewkfxe9VXM8SxkOLMLTbio97UwrzTFC32dFPmdPNi3h/c0reC9tTeQsq7ApTpRhUI0l+GB3j34dSfLQn1IaSAx0ZQUPlFB0kqz0NfC7twQipbgxoZKPjOvhWrPsVin7760ncf2tbJ07ii3rtCJmeNUO2p5fFBFylK8ioeBIZ1YsptSl4MvrkhyX6+KW3dNer92Tuzn6dFdlOlLuKVsITWe/HMqbWUYzUYod5bgUp0EtGoyiUZ+0OojaUWZV6JwTYvke+2bebZ9kOFUnMW1HpzM1B4pJd/auJ1nD3fxe0vnM6fJS2tihKWBWqoMFw8MjFPs1sm5bWwDFFWhbTjObY2njkGUMj+tqApBxrIAkx/ufo1c1mJJVQV/uGEd5b5j1fYjyTSP7TnMitJy1jTWsKau6uQXOAXH/55yuVxBe6ZwnrTnfZxgSk0IUQkMSymlEGIdoADhc73g624cna7nyKM10+j/PB3xn5CyhnCg4XdcTpFjESWO+UgpGcp041F9JMwJMnaSK4tvI2uncSpuFKHwqYa3872ux/J1jLS8oOiKik5+eulwbJR/2PsCqhBsHelhcZkXh5JggVLEF5bfikt14dZ0/n7bi9QWBRjOJHhpvJ292T7eVb+C9WUN/Hb7ATpHx7GlTbbDYM6iEJdXNLArMozTnaN7IMK4kSKVzFLsc2OPOPn791+DT3op9eeNha29/ezoGKAi5GN8PEckleFXhzbhEw72944iDZv1/koWz6+kQfPTEZtAVxUsSzJwMMLgRAS7L4kcToCEhU0lNBT7MC2b8Xia4oCbro4xHvjO8wz3RrCl5D+/9QT6ykqQgnmNJeTmuBn9xR6i4QTuhhIsjwOvU2ftsnq8rmM3umFYjI8lKCn3o6rK5DbTtFm3voHi4iCapvDUT1+m+8GtCEUhdssSAsvrJs8xPhLj/q8/gRCCjr393Py+c/MKz/bAu8ACdekhC9NqRz3Xp5Nq/cG66yjT9jAWbUVFZV6gmOvKqtlQki8CO5gJk5MmmlDpTg2zKnQVl5V8AVDQFCdfu6GMz226n+7MGEWuUiQSRSh4jyxdlDVMvrtnE1sSXfnfbmMdQlHwiSrK5GruaXo7SSvLaDbGpkgH66sCZOxDdKS7GMwGuaLkU0ykcvzi1T3oqspzux0sbEhQW7QMYc8DejFtjZ3jg6QiOi5VR8v6mOtdx3fXN+FUg3g0B1LaPDTwAlIKJBJTVLNt4mmyVprDyQwJM4Od9rPWt4oKr00mU4MkhktxMJTM8mi7yViinYlBC5ERHEzkeMfiZoQQTOTSaELBtuG5ri4e3NeKS1P5/radLFN1ipx+TGmypqSMlW6djXsj6KqCUgyYgkqXnyvKp4c+hFMpdFUlcCTdXkpJKpfDrar86ZoN7B0bJag7+OqvX8A0LOSETfX6y6ed4+fb9/JSWzcSWF5dgeM8p94XCtAexzlqjxDCC9wEfHrKts8ASCm/DdwDfFYIYQJp4L3yPBSaet2n1U63z0IIAo6lLCn6a8YyW3BpZYQc04swriu6mdeiL7PAt4aAVpxf6FY95p0odwepdPvRhcbuWBtO1eKlkYO0xUzKHEU8P9TJRDZNmdNPscNDZyyBIXXmKyHqPMWoqko8l6VzNErbRISKgBufww0Sopk0lm2zoKoUTVVIZS0SYwZj+7K884PLuDwQ51svbiMT8GNkLYykia6pfOi61TT5j62tZkvJdx7ZzEBflH4tQt2dTn7RupeQw80rAz24TZ3R54b4ZaSbn2GTrVWpCAYodwQQbsFgf5JUwsCdzKKaElVVUEbzNVW+9dAWuocnqHa56N0yQGIkSs6wsHRBqkwnHouBCZZus9QbwGFYOIq8jHeN0fS+tTgseP+nj1UlN3ImX/7iLxjsG2fekmr+8v/+HgO94/z3N58llUzy4c9dzYYr5gLwyvefxeN2gJQkh6cv46E7NTRdJZPM4S8++fppp8NsnqNcLnchi0D2A3VTXtce2XbRci7TarMFiQohisnXH2kEuoB3SylnrNcihPgw8OUjL/+vlPLes+rEeeBMPNcB3cO76i9jga+BgWSMyysb8OvHPDZLAk3sjXWSsXNcXrwYAE05Fszr1nTmlUvKsl40NUFHopVkbhu/2SGwshX0tE/QOz6BLLEpWaZzMNlJ0FWMMARz5TI8mg+P5uOFoR42D6ZxqEne3qChCyc5K0M6l8PvclDm9zAST5GVCt/fXsofrFnH7c0L2Rt7ke3hHkqcXpxBSSouWVVZw4Ky1dMWvX5+aDtPdSTJWjbrqnLESncwmB7EBgbSCUhX8ci2UX4rnsYbyiI9OZaUVZIxooxLJ52xLFlDoqR1hACRVVAMndcmBri351U0oZCJOBiIxkmYOWwUgn6LpEyQzuQwpElp0oEVc1HkdDOeSdPoDpBzWXxy4SrqpoQXPNh6iH/bsgVNUfjnG29iWXk5/75tG1v7+pnrdPCVFStoDhXRPhLBp+gIt4NccmZtu4A7/z2qQuB1nn8j5gIPzN5S2gMgpUwCJcdt+/aU//8H+Tit88pFn8qvKV4qPdfPum++byXzfSeuiVOk+/FqLpJmhrQV55XwNh7pH8eyJYncIIrUkOSXEKn1BrCROFSdtLQm+/lQayvhRIp5oWKCLhe31M7hlQN9fPXFl/luYBd3XdPAiitCvLopQtDlIp7K0jceY2F1GV9/120kszm2tvdRFfKzd3CYH+3czVA2yc0LmnlmfwcdE2H6e6NoDoEtJZrLRDcVJnIZmsuLCVouxuL9SBsyKQNzwiYcj/PJezbgLXXx9e8+j8ulo9aqhI5k6QWqfPQMxugenqAk4OFw6wiaaeMo8VG3oAL1siDuKh/xSIbEeJbGshCdYzEySJLDMXzzy1F9Tn7vpmW4Pcdu8r7+cQZ6Iri8Tg7u7iebNdm9o5tMOodhWOzbNcCipU3E4hlWvH01vQf68Bf5WHXz9KUVhjtHWHvdfLzFflbfuOS8LPVw/DlM07yQAvUQ8L+EED8nHwwZvZjn/CHv2rbOXqB+yMwg0S8Bz0gpvyaE+NKR13829aAjBtRXgDXkNfJVIcRDsxlR55vZfhNnky27tLiSpcUz08QDupdPNb3tpMfWe8pJmB0IkWUg/RivdVq8eNiJYmTIjlh43DqxEQOEghBZXIqHFCks8g/0aCrD/Vv2UeEpRfotlvoWo2X7+ffvTPDPiZ/wibsX8IU7+nlkn4OXBt0oispLvf28vWUxn5l7LcyFfRNDDKfjNPpC/KTnFf6l9VE+Ped6IqkE+8c7uL9/FylD4FZtXLYTjXYU4UZBZV3RUp4bG0OVOrFcjvEIFAsYtG1+dOt7+dhLD+JQk4BFRYmPTMom6HbSY6TonRhACEhbBn2xNG5No7jCzZ1zSykpGycj3QynPUgpSFk5XH6N0Y4kqiZQ/ZK15VVcXTM91ujh9lZMaZMzLJ7u7qAxGGTbwAClHg97wmFShoFb18mqFisaq2gdGOP9G6YPqFNZgxLdxc3zmllSV87q+nObUpuNC1yd/62mPW8Yr6txdCpxMs1ODHM3ur4KTa07YbvToTPZy5bxXVxeNI99iYNoSorB7Ahu1U3MylevzVrySMptBUkzx9urFmJiUWsZSCnZPzrK9159lfFMhkQux19ceRV31Czguw+/hioEY4kUW3v6WNZQzvbAGP0jcUqDXhpLQ5P9MIRFzJcmk8vx6L7DhNwufrNzPy++eJhXD/WTsy1c1U6yEwa1c32EQg5uCM3BrwYpdrjJpg2WfiLE17/5FHhV1CETW5g88NNt/O3fvYPFa+sYCce4YkUja2qruP/+7ewdHGffYJg1V81jb88I1183n97dw+zrHEKuLOLWNQtJ2QYLFpfy8sFu9vQMUZVz0OrzIHUnSUXl8++5nMqy6UHhNTXFlNUXMdw+RvOaepxOjUXLatnyYhuGmWPhsmrSGYPv3fsyiWSWZZ+9lQ+/b/20c4z0hPn3z/2AXDpH07J6bv7gFfnv3rCIDEcprgii6Wfm5j7f02pCiJ8B15LPougj/4DXj1zr28Cj5FNp28in0370rC70OnO2JfxPECR6F/nPCOBe4HmOM46AW4CnpJQRACHEU8CtnDgd95w5maF9ssFZzjLZONqJQ1VZX9p0xgszTyVr53gx/Ape1eSqknIMew8JK4zuCKIp5SSFje2UTKQyFM3R8OgOKh1zqXAmKNcqcCXyNdi++qtnGe5Kk5UmS64oYVXxMrbsCpFIvogAHnjhIP97mWBOfZSnhyWJnMK6uunGQLFzFFUd4IUxhaFMFEta/LrtNe7duIeMZeCrSOF26Oho3FWnU6IXUeu7BYmCbflYtsKkte9ROici2JpNeNBJVs9w76vtfGrxan7atpUil4OPN1zFlr4RHuhp5zeRfm4KzcWpaPhUnbevbOH7+7dTU6zQWBmk0VeDW3Gj4ufX/VsIaV5eHBhECUDOtJnnL+F/L75yxnd569xmDg2HcWoqVzc04Hc6WVZewWtDQywMBvDoOo93t/Nwx2G0kOD/XXcTTcHQtHN875ntbDrUi6YqbJhTO3mNcCKFqiiEPKde6+1UnMu0WkF7Lh4umoBsKdPEkl9DyhRK7klC/m8gZlkrrT+9m13RX1KsN7Gu+EOoYqaFLqXk4aFnEEKhNz2IV9NwKjqNnlrevWwDu8Jhftu7H6dQGUzH6E9P4FVdPDXQwR8uvBwjPABALJufnvI7HMwpKuKueQvoSoZZNaeCp/Z0ogjoH8myded+sAVrl9SSsA0sJMOpBA8ePkhnKoLmtLFtic/jIJrK0lRaxK693ZjCBkuSzeUoTerMGQ/gHAgyHM3R2OLiGz9+gdb+MMFSN2WLShlLJDA64rg8OgIwcxZ/84GbCCeSPNfezk/aD3AoPIZPqLikwpXLGslWCrqMJPqKAC0L3aRyJslwmrat/YRLxhja1EbvcwfwrW/GtiWWLbEVwc69fdx23aJpn6uRNfAlsuSEpMHlQAhBw5wyvvR3d3Po0EEa5pSSTGZJpHJ4PE4GhvLB5NFIkrZ9AzS0lJNJZrAtG01XiUcSANiWzX//zYP0tA7RuLCaT3zl7TOmyU6GbdszUmfPxTiSUr7vFPsl8PmzOvkbhJSc79FbxZQR6xBQMUubEwWPviGcbFr/iaGDPNS7Oz81hGBD2cwyHynD4J83baQ/FucP161j8ZGif8fTGm9jT2w/CgrVTgflDhUpy7hhzmqWFtXzg/1tjMoEcSON5s8vJv3SWCfLQ7WsLm5kPB4BYDyZxqVpeISDz829ApdqUVMXx+lUiKct/E0e/v75MQaGvNTVK1RWO/H58gO+HdFddKfacCpdhDQvDkVHCAcORSObEvlMUizScUG5ouKcKKO3opZBw82aYpXuaIx/3/MkJllWNxeTHFCIxRTMLHg0leFEks+Wr2FFqJFIapznxjexLzdG1CJfZw6F358zhwOJg2RFBxvmuynSfXSmR0hG/RyK9LM6VMGLT8XR1CRFpW6GkmmEgG0jwxi2PSMWSEkKinNuvOiUax4UIfiTDesZiUYZ6elBCEFvPIYiBFnLYiydojEQZFf/MLa0WVlbRSyVRYh8OEMikwNgV88Q//nsVhQh+ONbNjC/8sxrrU2loD3TuQDa87pw0aTyS2zAADSkNGGWol4Au2MPYMocA5ndhHOdlDvz2QxRI8aTI0+jKw5uLb+RIkeQocwoXtXFrWVXM5AdosXXTIWzjGVBiUd181DfHhr8fgxbkspaqA7BI32HuBk/UkrWVlfz/qVLaQtH+PCKZTwxcICnBveTdFs4ixUmJnLEO7LoUsGW+ZT3D6xfjs/h4L4Du9kXHqUvGaU85KLc5+HzN6xBNRTqioM86S3lPx54BcWrINoNcobN7ol+DkXG0UudfP/HmxifSKEX64RTKXzVbhY1ViGXeJCdGpevaaG+vgQhBJUBHwfDETqTYWJzwR0RLJlThnQLJrJZfA4dVRFYpk25y8Gvf7KdeCSFT1VJbGvHX+Tm0NYOam9ZSF/3ONKr43RPNzqHeyN8889/Tce+ftweJ3s2t0/G+rjcOrojL2QlxV6uuXwuB1qHuOaKedi25Lt/9yiR0Ti+gJs//sd38I4v3Ebr9g5u+di1AKQSWboPDREq9dK5f4BMKofHd/ojuAtQ5+hNyEld26esM3IyjmSJXDQrbZ5sWv9E+mPaFoijNVlmb7NzaIjdw8M4VJWf7t3D319/w+S+R3oOsnG4l7sbF1Lq9aIeKQTZ6FlOuXMeqtCoca+lJahRV1LLf+3bTHe6gxXVOpvHojS5GjgYH2TY2zy5Utuf330NP3xhB4tqyqmrlGwM30vEmGDxuwRPHvKwUaagLYDHAd2tglVzilhTPJfR3CjbJrahSEhaUVYFNZaHarim7Cp0RUWxdF7uaGcwGqZ0SGd4WMMVyvIfjx2k+Tov/7NrL7GojYGBO2CyL5agvjjEmkYPBzsyON21fHrdaoQQlDgDDCQGGDeG8Lj7aCopQ0s5eN/cxWxNvkhA9zNhxGnwlDGUmSAR9XP/oW0UOV1s2d2LZdikcwaX+WrpFVFsBVxOFX3K4Mi0bH65Yx/f27iTnGViul3sHxqloSSEIgQBh4OxI+3vbGohlstS7HSztLScVzp7+e9NO5FIPrRmGZ+8cTU/f2UvNcV+Vjblp9R29w5h2xJT2uwfGH1DjaM3J4VptVNyMs+RIrz4PH+CYWzF4bgSMYtHCKDM0UJ3agu64sanHSsouDmylcPJDnJ2jtFshHVFa1hbtJxyZwlFepA5vkbCuThPDe+i3lPGdZUtfL9tO0PpGIqtIG0Vh9B535x6RP8EAKqicFNLE7bH4Ge9OxjJRtnTG4GsRjJp4hIalmojDYlTU/EHHDx/sIOJsTT+ciembVPtCfC2xrm0hEpp8ueLViazWbYf6MERsTEyBlhg2BK310FG2IwORXHEJB6nTjJqYJeojMVSuKXOe1Y2sPqdCyj1FWHkTDY/vZ+kzyaiJhjJpPBXOQgucrGquJKagJ8yj5uJTJY75sxlXkkJ9z/1GttSaRLDUUSpn5qWCkZ7wsxdXs/iW5fy1EsHcaCwevGxWidjgxP842fuZbAnjKqpZFI5bvvAZTO8O0IIhBBce+U8rr1yHv2Hh3jxV1uIjERxelykUznMnMW177uca993LIPEG3Bx2U2L2fr0PjbcuhS39+TLMhzPiQKyCwJ1DAknS6c9nTojxzN8tL6KEKIKGJmlTT/Hpt4gHzz6/Ble57xxMuPo1qqFKAicqsb60sZZ29QHArg0jaxpsWSK12gkneCnba/hVFT+ZsfTfGzREm4ruxVdFTS461CEgi1t9sQOkzBTrA4tYn6uhI0bOxhymKSdXrJlUdYtLaXU6SMay3uOmiqLuO2mACO5Tp4ee47eRA+vDJcQy6lkNImKwBKAFJQGNFKZBN94dRM31TehCY2cNJjjWckC/yKKHU3oigspJTvbDyKeTxFMaYx7BTYSQzXRywTdqXHGxwXlTh/hdA5pw2AuS5IYTVYLH20pYdGiRWiKh0M9o7QPjqBVHcCQ/ThVyfUNYXyROsrcXubJeexJ7KXCUcb60AYi2Qxf6nqaVDZLMpllbXkVfakYuqJx/YImouE0AxMJ3tG0cJqB+63ntvHwnlayWQM00FWVVfXH6idNHRxV+/z879UbMEyLjYd62D04gmXbKEIQTqaoDPn5wh0bpn2vV89v5NXuQTRFYf2c2Ws8nYjZnmcXOBnkkuMU2nPRctF4jgAc+mIc+uJZ90lpk7PjrAzeQ6PnMrxaCW71WCHGIkeItJUinBsnZ0vGjQQfb3gfRfqxNvf1vMBAJoImVJb7FmPaNg6hk5Ym5Q4vLf4yrq+ay/b+7Ugp2T5+mH947SXciouRTIr5oRIUK7/8hjvgQKSgpriEdy1fzINdB8kkDXZ2DNLTF+WetYv59PLVBBwuGqfMez/5ykH+7acvYIxl89UYJDgUgcOp8cU/uJ57t+/Fn84xkYnjcujUzC9l78goDlthNJWikzFGhndTly5j3zcOse25g+SkxYIvLqep1k+V18uVgWrKLSceTadxSGff3lG+98vn8PqdLF1bR/LQIKJnnGSPzmce/AKaEJRWhxgcmOCZzu2YEl54Yj93vmMVveEovQf7iUVTaE4NpOCdn7+Buz96xXHfzzGBSsYzDPaE+c4XfkwmmcHld9N8/TJWXdEya7FHIQR3f+oa7vrk1WcVnH2+i0C+KZFgnV+Begj4MPC1I38fnKXNE8DfCyGKjry+mdkr3L4unGxaza05uKtu2az7ADJWjjKfm3+9+RYmMhlaio9V5/doDpyqQkdihJzM8dTIXjL2fN7fcOwh3J7s5eGhFwBJzEzy2Ku9lLoD9EXiVFT6sMbh4zXX4UYyISVZa4IXw/exZXwAXQkiRBKowpI25S4/To9AG3Py9isWobtzdCv7eOqggS662TsS4T9uvpOsTFDnrsWh5O+DWDrD//r+g/TvGkGdyH8OCiruYpXLF1ew8PJ67uvbhrdEY3wix4KyIpxlo3TG8oHVJhOknXsYSB0kNbGWP/6Pl7Fsi6oam3e/p564NUyTaz6Z/vzMqcesoPvwGM9OTPBf5kPcPGcOqVQWtVMipKCkzMVXP3EdqqIQ9Lh4rqeHnkiKJ5Jd3Fg9F6Hm17Tc2TeETX6wOqeiiL97+/VU+I9lJU+9/6WU9E7EeHLnYZ5+rQMBLJxbTnmxn9sWzV40ubE0xL+971bgzJefeQOSQS49zr/2vC5cNJ6jkyGl5GDsZ4xl91LsWMCi4IcQxy3cONfTREh3k7QyJMwkIb0Y9bg2lrTpjicYzWRodjXj1135uW2poykKG8rrGM7EyGGRsXK8OLYfr64zmIpS7y1jYaiCliVlPNnWjlNXiIwYDCRivNzRCUVZBiMJVCFQFYHf6WBZWT7LZWwiiWXbVBT7+c0zuxGaADUf2yCcArtaY+l1VaTqsnwssJr7Nu5mztWlhFNJwkYOZ5GODx3n4TQv/aqb2z+6gmFHlIGeMUzTRFUVsuEMly9u4LbaFpwZg0gkwuGDQzz0yx1MTKSwFYGzxINzv442lgRdRVg2g52jrLk2X3E3PJpAAKqm0NcdZmNrDy8c6CLcGsb0upC25Or3ruOWD1yWr2MSS7NxZxclIQ8eJV9Cv797jO/+81OkkxkiIzECRR5s0+Jjf3rLKeOIzjZrrWAcnZpzyRg5QZDo14D7hRAfB7qBdx9puwb4jJTyE1LKiBDib4FtR0711aPB2W8EZ6s/vakRftr3FALB++tuZF7J9Fgjn+7gqjofcmSY4VyGjJVFO+63LoFEUvLafptOby9XLGjgmT3t+N1OpKJQHfTi96jE4hGklIxl9yDtcWyy2ORodrdQ4ywim+thMBNFP1jMeETh0fZW/uCjBr3pPhRRiZAunKpGubMEh1qOYVh094Wprgqxq2uIkWgKfEAUhAr6fIv6uSbvv3GYEvdaWtO1DHvj1DQG2R3voNjlJWFn8Ead7N42jlYn+UCVZHB8AInEsiE6IdBFkFWBDdS6FrKT1wD4+kubaYuMM5JMMacqyC8O7KfZ4WeEBEIRtPVEKPYdGyz1RWP4dQdpw6QvPsET4/uJ5TIMqQlsReIPOPk/d11DtT8f9rBxqI++eIx1RWUIIbBsm+9t2sGWnn6io2lUW6AKwZVN9Vy/ZOZalcf/Ns6GQo21U1PIVjsNzlacLJllLLsXj1pOJHeQtDVByori00pxHVnIUFcdhHQ/qlAROLmr6m2EpniNpJQs8Tfwu552ArqXhwf28KMrf5+MZZKzLNKWyb54H/+0/ynMRIq/tOZT6Sxi3GcwNxji9xuvpN5XxCujrWQcMXp6kwxZGWwb9g+NcOeiOpK9OZxFLt62ciFvW7mAnGnxvSe38ttHd6Mqgr/4yA0sW1xD/wtRfNVeKpqC5ByCISOG5cp/NlcuaGTDvHr+6ZGX6J2IMtY7QXFKgY4YiWQOHPDkz/fxvo8s49p75vHIDxMUVXi5flEVStjm/gfzBd3WXFvD3rExRuNJpG2jCJVYMkv30AQ0lkDrMI2Lalh62bHlRRYsqWHZynpGR+Lc+Y5VbB0ZRlNUpKLgm1eFYVnsT6f43uPbuWPFXO792RaSWYNAkYcNS4J49Qj/8ZcPMTIUo6yhhPKljdSVebj+fRsmDaN4LM3zj+3F63Ny9S2L0bRzL8BWmFY7PWz7rB8AJwoSveH4DVLK7cAnprz+PvD9s7rweeZsF74+lOjFtPNLmx5O9OFWNXJ2jipnxeSDscoboDnooDjnZ33REt5WPb3ESLWrmEifj2wyzWDa4u4NJbz/iuW4HRq9EzFCfsFDI78ikU3QaDdRoy3EJZ0sdRfTFLiKJcENSJnFJb6FW6vmS49GkXEbw7DJJDLMV+o4bMGc0iY+snYlDlVl//gwf/eVh0mMZKirLuLP/vJWHA4Fs9TFkhUeRkJZglVZkmYSRXHh1x389ZLb2Rcd4D8PP08ibXF4II2jt4T24RxKwObRsIt1jWnKFQ8r6kN0j8a5Y1UNznYnW3IpvjHyNAtcKkrsMP3ZMcZzWYQi6Y3HcThVWo0JFKeCw1L55HXTZ3I/sWYlP9u9j+UVFRT5XKTHcnhVHeGCyroAETPJd9u2cX3lHAYiKR7oOESV30vXRIS3+0v55jNbeGTvYYQiqCjy0eQKMKesiCvmHysJsKmrj/2Do9wwv4nG4tAZ/xaOp2AcnR5nqz1vJBdVKv+JUIWTSvc6htPbKHetZF/sScK5DpyKnytLP4GuuPFrft5e+Q7GcqM0eBrxTCkGCdCbHmbjxC6EsElbWWrcxfy2Zw/XV7VQ480bUT/v3ULQ4abbnmA0k+BQt8X2wTQLir08ne1ic8/L3LGoGbfqYG6tyqG9ScLJNOGoZMf+UYZ6M3hVSdtgBF1VefC1gzyy+SBZw0QRgie3tWIt1Ki/qZIVNVXcWNfMfz2zBa+hs762gTmeKp7ffJj2rlE0hyTXHcf5Wpx03MwHi9ogNJVKf4A1pc34Gn3c8vZrsG2bRDrNL366mVde7kRKydb+AZTlRaSa3ZQKB7UNJcSHUvQNRVFqi6lY2cDvv28DTvexm9jp1Pj9T109+dpd4iadM5h/dTHuqM2W1j581X6G+if4+tNPkjZMMraNy6NjZU2+/ae/ZLhjDNXjIjWR4qN/ezfLjltP7dmH9/DqxnaklJSUB1i+tvGMfw/HcyKBKsz7H0NKkJega/t8craDs8WBRnZFDyMQFOseftH/ALa0uapkPSuC+YXTbyhbR42rHL/mock7MyHv2bEncHvHsaWCKtwcCodxuXRuaG5iYWUZHcl20lYah3AwzDB9E+v4txerkRI+vbKCe59+kmKvm3vWLyJp7ufuVbX89tv9qIpg20MaW0otFLyMxwb57Lq1JIws/7D9Ocb64wD09EV4bWInt9xtYGY13t98Cw/2tbJ1pJPry6pxa1UMx20efm0rXo+KmbGIbtSwYoCRQwqJHQc9qFCqXUVtaQV/86mVOBwOEqkksXSGv/jJb8hYJluQbC9qwy5z4NOh3Bek3BGidTzCUCpB4/IALaFSrl00PSNwbU01a2vysURSSi4vaaIrFeaPL1vP3pFROs0x3KrGj3bsIRLPEpdZLMtmnj/E5q5RHn61AylAumBOaRF/cfOVuKZksQ7Hk/x462soKBwejfC1t8+w7c+YN2DpokuOS1V7LqqYoxMhhGCu727m+O5AQeeZ0a/jULxk7SRZO4l+pDJtmbOcMmc5B2IdvBDexvLAfDaUrAAgaxtoAq6oLMEhA+wYjfKr7t28PNLJdza8i9HsBAGnzd7xMA16kO3DQzzUdohit5v9o2Ps7wvjVjX+e8tr/PaD70YIwVNP34emKGiKwpqiOQw7DmFLSak/7yoeHIuTtfKGjS0kEyEDpyUIBN0kpIHf7WB8OM7QYIz/6RqlYo6TkRfiaFJQVuKhKCeIy7xLXgCoAho9zF/XTGVlfsounE7xtXsfp3/PMH6PByEULGmRtSGdTIMfbLdKY2OQddcu4z9+u5GxsRSRXCbfj3SOPW1DlBd5aa6dvrhsWcDLh65awc9/8jLPv3SI4LxKMrkc4/vGMJIG2YxBeUMR77x1OWOH28hlDNw+J0bO4E++9k7mLZsZ3Oj2OJC2RCgCp/PEP79wfwTLsimvP3XmiJRyhkCd7jIRbyWsS3D0djacyAg6W/2pcpXwxbnvAuBQog3TNlEVjdHsseWbHIrOsmALqZzBf7y0hYxp8rHLVlHsyWtTxkqzskWnrMgmMVrC8z1dvNTbg8/pYF1tFVJ24xBxctJDmdnI/9n6FH2JOCUuHz/YtJNkOoccgbUNl3HTwhuJew/jcgxj5Cziw8VUNLkYjqXxaCoeh45l2wz3JrHKVZQhC9cCi7A2ggcdS7cwZA6PrXCoM0VbR5yeOR3sbt3MSMSFpqjcNreK/UYSeTQJUREQhNKFOjX1dRS7fEgpeW5gG99/9lU8LhcGFopQyGGQxCZDEqfPScAJH2tZxHMj3TzQsZ+4laDEk0+m2Tc+QjiTYk1ZDR7t2GBGCMENFfPpm4jyf554HlOXNNYH6B1NEI0axNJZfB4nayuquaexhX/Y+TLFPjfhRIrL6mv561uuzi/oPQWHmtfqtGFS6Zg+eJ5KzjDpH4tRXRLA6Tj5I7KQKXt6XIrac0lMqx09Vj2S5Lo0cAeHEy9S516BV53+QLelzY/7HgIEHal+5vkaEUKj1l3BtaWrmDASzPPMYefo4yjCnkzbfX5sBw7VZGmJl3mRUr6yZwc5aTKUjHNH03w6hsZJGQZVAT+7woMsDJXz/916Jf/61EaW11byoctXsLy2ikQmy1XzG7Ftya+e2EUma2A7ILDczYH0KHc5Gkmnc8wTOb7x8OO0d4+BJlBiEpcMIbQUTsVBaXERt920iH/+2qMYqoJwaRDQqZgToHc0Ovl+f755F6337kVakpRbpXRDA9FEBu8CD7rbzR1XzaPS6+RQVz/Pbd5G0UIHZZYPR8CNz+/k18/uYX/nMLqm8vl3bqCqdHrhx+HuMX739w9hmxbh7Z187l8/yPOVScYjSSxb8plPXUtLcznb0yPUtlQw0D7K7R+5clbDCOC625dQUu7H43Uyf+n0EXY6kaG/dZB0IsNP/uY32FLy/i//Hiuvnz1If/I7t+1ZvZXnWnn7zYREYF+C8/7nk3PRH1XkDe05nkZafL2krTRrilbMaPd0azvPtHbkK9U7nXxo7XIypsn1pbewL7GbK0rqeCAZRsjxfBaPLYkbPUSy21nmc6BbRTy0K0n88XG8qsRYl2NdYxPPt3ahKGDocYYzES6/soUXNh1iZCDGpz9/PcFqH9t7B1lUUUbA5eJbT24hdiCL7VVxXm0RuDJONCkpk1U4sjrbe/dyf+QwyRwIxaIn7MKhSxwOBw5N48aVq9g1NkF7xwSmH/Ar1DZ7UB0WQ+kEZS4fo7lRvvO7bfS12wiRoG6ph4SmgsOkxlvKslCQm8uXMDExzhP7dxJwmNzU6ADdxZXVpXTEIvzX/m2Ytk1bbJyPzZ+52sG//24zna1hhBT4czr3rFrCfRN7cSgqVzXV8ek1q0gnElwxp5JHDg6wvK6SL91+1QzDCKDI4+aL162nKzzBitqZVc97hieQEn7y1E66R8apKQ3w5Q9eP7mG5GwUpvRPzaWqPa+7cXQ+qHDNp8I1n3BukP5MO9WuOShHgq8FgqDmZzQ3jlt18vTIHp4d3UuJw8+fzrubIoePcDbBx1vW0p2Y4JaaBQCEdD+DmQhORSOctUjnLIQQKIrg/15zPZFUmu2DAzzct48/eeBJhCWYV1GCv8LNAAm+sv0ZvA4nn2hZSSw6QffYKJmcCTL/vhOJLNU1bhYHSigpC7GosZrcoXYODWaJ9MZxD5h0tPbRML+M8gUlvPfmlcyvKePtd67g1e0dOFf4sRwa2dEUd69fMPlZeHUNQb6omUBwx++vYKknwE+f2c3AWIYt27pZtaCSh7/8OFbKoOXGedS+s4WgadJz+DDh8Sh2NMNoW5gDDVVU3To9Yyc6Fsela8RiGayUwc//+td87t9/n9GJNM1zy6mqDgGgOVT+4OvvRaDgcM4+aopGkgCsvrx5xj7LtPjmZ7/PSPcYUsq850dTadvReUrj6HRXWn9LIy/NdNrzydl6jqbiUp3cXnEjKcNgf3iUhoBGmeeYF6LY40Y9khXn0FQ+/7tHSeSyfHTVCm5puQFTWty6yIff5aDS52d9fS0ZaxRFaNjSwKmE6N42BjmJA7i7bC6fvv5yrmpuZF9qL4/2bOUfn5HMKysnd00WReg8LjbijUywvGo5pVoVAwMD7Bk4jJR5j7NlSVTbpF5zU6msoq6qBLdX56W9Y4STMfROGHgoh8OpsPqdQRbOrWBpdTlfufVG/vOXL6L4ktSttjkUU6mwA8wP5L25mtDQ0ZDk8gtel0o+c/ntPLtjK09MxImQo9ExwTObD9C9O4GmCz7+niZMM0nucIxOj0UuZxAbybFzdIBk4+IZa51lUyZCCoycReehCN1FET65Nm9EXVZXg6YopKRkVX0pv3fNOjRFQVFm/s4Ny2I0nqIuFKSppGjG/s37e/ifR/JZyumcQWWxn77RGMlMjoD3xDXXCskgp8Elqj2vq3F0PhnO9vDY8A+wpc3y4NWsDuXnj4UQfLbpPRxMdNLgruafWx/Gozg5EOvni7t+zNWli9gXG8h7Jeo30OQrZiQbpcZVSYO7khJngNZIG+VuL3Ejx6ryKhyqSonHzRMH2tjaNQxSoqsqu3uHWFBZRFs0Qq3twMLmsbjBuvIa7h06RHCRi/H2DA01RXzqHavw4uR/fruDVDbHZS21BNC5fk4TYpnNw/+5HZB0HRjBf3MZv+s5jCsLT//sVVJZA2fvBKv/z0oWpopZVJfPlrGlZEV9Hc9eVUt00yCK28nonjCeq0rIpkyKfG5ikSTP/c9mjHgWRVcZebWfv/36R5FSkkwmWRsz+e/vbcE2bb7/tUdozcT58O3rcDvyBs7clQ3c/tGreejbz+DyubAsG4cquPLqeZPfxStP7OOXP3iFJRtG+NBnZl8Hr/3AID/91vMg4X2fvYaWRdXT9mdTOYa7RvEE3MQjCSoaSpESrnzHulP+FmYbvRWYhYumTOMbw7l4jo7nH7e+wsHwGH6Hk3+9/mb8jnxtriua6nHpOjnTJCetyfXA/n7TSzw23EpNicpQLkyVP8TH563EliYTZoIazx24FBWRKWHpnFeYCBsoiuCmpQtRhEDmbH72UDexrI2jDPYPhClWVZxem13D/Sx3O3h27Fk0TSPuGaJuVScHokHMnMb/unMtG+q8PHIww70dO3BrGu9pXETlaC1/vs7Lg9s3029LshmbbHSMqD9JT7qB//7xDg4dHAPVYlFTMe+dp1E63oJDzT82XIqH5Wub6Im0YqQEh3olulSRtoaKhktVeXJPB717EyAllgmlspGrlzVhmiYjIyO4d7bR0Z0grCb4TPYB/vS2q1gWOrbe2R+8bT3/+KuX6BmN4tY1RiYSfLLhWCB3JJHiH5/Ywkg8zh96fKyomblWmmXbfP2pzXSGx2kpL+GLN66fYdB0DOSn8aWAuTUlhGNpblw9F7/n5DXXZvNa53I5XK5zX4bkTcUlqD2XlHE0mH6NtsQTlDrnoysNWNJEFSqR3NC0dj7Nw5rQYhShcEvlCn7a8xK2lFQ4gzw3so+Qw48uVNoSQ8zxl/Kj7ufI2gbLg43c6a/Do2n88MY76M4kWRgs4S+feIKnO7uxDBuPqhDLmtimiUtVyRo2d7bMpZ8ELoeD5U0LeGmki92bRsnELESFihmE8XiGIpeXVDaHbUt+8/huNAOCXhdLbqzCV+wiNprG3+IHBIoQ6LqGLSUgkRr4dSchNV9o0bRt7tu7hye2tGLpCsLnwuFy8Oxv9zEmcly2sIJXO6LIzjiZhIWiaKiWzV2fvBY4UrARnSd+vBcjZWJaNnhUdrZ2UR4QmJYDt8fDjWtaeOcXbmXpVQv43XeeZd6aJhoXHZsOSyez/OLbzxMeT/LCA69R1VLJHbfPrBfTuqeP5HgSh9dJ+4GhGcaRJ+Dm1o9fyyu/2cZtn7yeW49Uzz4dCp6j0+NSzBg5G05kBJ2LcZQws9zbsYmYkeZDTevpjkbx6g6SRo6JbHbSOAJYWVuBKlTG02nKvT72jA1RVuJmKJ1gLJJiflERg5kJklaWw4lX6EkfQhcOrit7Nyga16yv49ab1iJcgkQ0yfv/5BHGkmlEmYoA4hMgXBapiMLyynLmlQUwtBgrvcsJunM8+fQuNj7uRavKUn6dxivxTu5y3ca+0a3oikLHaIS/e+15PKrOvi4fl12jMthtIjRJ2YL8oEgg0HVBflUsia1kKNGOFWfsSQ3yq94XeXEigu3QEarN8LjkS5ueYr3Dy/KSCvYPjBLuT6H5dHLhHPWVIVY0540XTdPYODBO11iGrGkDklgmwU92vcTNZfNolzmurGlkcXU53/zsnfzgqR2MxVJ89MZV076XR187zLaeISzb5h+f3sh33/c2fMd5bZJZg4MDoxR53bQOh0kbJh7HdO/2Davncqh3DFURfO7u9ZQGTxyTNJXZ4h0NwyAQCJzgiLcml6L2XPTGUdrspyf5EONGGzEjhkNtoi+1lTVFK2j2LidhTrAmdONk++HsEL8deJDXokNIdO6suIpvLv84/9b6OAOZca4tX8iEkSFtGVxTvoCkmcGQJg6hMhAbpc/qYyIa5ZWxfp6ODxE3TYaGDWw7H3XvVh0sKA+RSGdRFYX3LFvG3UsXEs9l2RMZ5GddOxlqi5EdtxA2qBFIFmfYn+6hrNjByuZqnt/Tgcupkc3lyFkWC4rKcXxWIzlqcN3ceUhFsKKyEpeuMv/jcxk9PI53jZ876+cxfLADgLbeUZ795iuYfUkSDW6cmophWJQuLGZgIsGSyiBf/sgNfD/6DK++0k750kY+++e3sXBKLFB79wjRaBqt1IcxlsKuCVBcXYaq+3hpTzuZZIbh/gHuum45zSvq+JPvfmzG96M7NLxBN+FwHNXjRNVmenDMnMnOx3Yzsr8Pd8jLir+6c9bv+uaPXMPNH7nmjH8jBePo1EgJ8hKc9z+fnOm0mmFbPNPXzsPth0lbOfAkCbqcPDV0gM+tXMMvD+1nTWUztb58ORFLWjwz+gy/3N1G724nc0Nl/NU7rmN/YoTvH9yBV9O5ua6FHbF2ri1bREBzE7fG0YSDjJlhYLQPa0JlYHyERyLbCdsp4lsgGRVIG6yYpLI2QCok8x4NAX932duxsRnLjXAotpF98R289KADaSuIdhV7mUGgcZS+5AN8cMm1fH3rLoQKqlDImCYCnSuuqUKfO0CZZz6VgTICuo96dxXvfn8xrqf78RZluHL5XCrsFoYYJmda3L9pJy89N0HKbaOVKeTCCrgkZSE3u2Jh/m3xzXRXTvBn7U+hhBRWLqjh/77j+sn7NG0ZbO3tR3UoSA1wCKiEyxrn82B3N7l0mlc62vjSorU0Vtfwmdtn9yBXF/kR5A3fEyV47O4YIjqcpj8X5a4rFs4wjAAqinz8zUdvnOXok1OYVjs1l6r2vK6p/GeKYcc5NPEvDGf3oCl+JCo5axy3VopXL+Xa0ntmHHMofoAD8RHGsklUofLI8MtcV7aGP1/4dmJmmoDiIpVKMRYdZ9uh/YhsjuIsRNU0C3w19Igwv5UddJo2lcVF9I0N4dA10jkTt65xZXM9f7R+Pd/ZuB23rnHjvHz8TFsszC8793IoNkaZLx93oKkKa+ZXU7xEYE5Y/OCFXaxqrOPD167khw9tw+138s4blnPPhhV89ZkXSOVMnjrUwZdvvAafMz8qLVlcRH9VkmQ6w6/adrHe9nK4fYR/++cnmdg7hlAEejiNe24pRfUhHPMCaEjKj6xN9r5PXsXcBZUUlfqmGUZdo+P89kAbZrUbM5zE1VyM6nTwrmULUDw6mtFF/GCCXT0mTUVB/MFOvF4vFRUVFBcXT46WNF3lz/7l3fzwe48zb/Fcrr16PgDbt3WybUsXa9Y10lRbRPehQVwuHZcmKCn1n5ffx1EK02qnx3maUbokmO2hdaaeo9927ucH+3cylkhT4fHisE18Tp1mXylry2tYWzU9oSBmxtgy3MmBg5CLZdibHOG5Pe28/6oVrC6rQVcUVMvmGk89B0eHeGjoORymm4Q2TFArx3IqHFB3stvXRdIqxq/4iNRMYHfqqJrA0+zla++5hX1jY7zS3cO7lizKv0cJmyLPMZzpJmtHKamqJDygEXA6eM9CjaagwY8ezhCVe/nDy9fyby9sYsgVo7GshL+560ZG7DE67AQdySFu8lawtjifYu/3Oll/Y5L+9CC7Y4JlehApA/z1Y8+y5Zke7IyFEEAaQvUeGud6SAmDZi1/fzeUhPjLO6+mOxzlqpb6aVWs7+3cTrYsQ2rQQPcouEMqjXYpd9YtZvdYmB0DSdIpi/sOdPLORBLLNCkrK6O8vBy32z35mV+3sIlkKsGeoSHecdlKfA4HE+kMP311D4oi+MCqpbx8oJtczsSnO2gMBjmfFAKyT49z0R4hRBcQByzAPH6pI5H/YX0DuB1IAR+RUu44+yvmuag9R7bMYpPFofjIyRSlzstp8r0fn16FQ8m7PS1psTH8DCO5Ia4ovoEGTxMuZRPKkRsxiJfejh5SiSTpdBpFUXB63HwruofWzBh+h4M/mHclt1QvB+CXPdtRFYUSj8J4Nk2jvwjVKxgaSVHlDfDhlSuI2WnWL65idWktviMBhGnTIDKQItNhkyuCivog0pbU15bQqLr5+v2bME2btsMRKn1eHJZAVVXWLKpDKHmBU4TAlpLfdexnOJ2gpaiM1UW1HOobYWw4xabRIeqrqtFGw9hKfupNmvmRcLovitPr5M/vuJWRoTH2Hx6guCiCHtTZbYdp/ZcXaW6o4FNfvgO310lH2zAdP9xJ1jBR55bgMzRqK0M01hbT3j9OldtDxutGVxTaDiX4+GeuJpVKMjIyQkdHBz6fj/LycoqLiwmV+PAYGZ74p4c5/PhrfOzv381jD+/B7dF5/JE93Hb9PISqkIimKG8qQz9JCv/ZMNuD8HzFlrx5EMhL0LV9NpyvOmsTuQw+XWdMpNGFyqfnr2NRaSm1nmMBva3RUX7WsYs5/hLe1biEKncximcYRahoisAvTPbu3UsikcCyLFwuF/uNFD8e3E+WHDfPDfCFhR/Hq3mYMCJs65+gUvfTTwoh3TQvCTDmlyRiTm5a0EJ9iY+Us5+lDc3M9eYHO1LaRONZdj4RJNOj4V1WwsQcG73ExdrqDfzD3z1BW7uFrXTzZz0jFOHCa+lU6z5qS4KMjI+BACFhPBfmsaHf4lZdVLtr8ClzeW08jU2OQb2Da+1lHBoZwxNwksiksU2JlbRI9qW5YcNK1tVX8vjmrTzX08Vl1VVkfIO8uKmNB17ayyduXMv6BXVY0mbj9l6GupPIUguP10mx5uOO5gV0x2IsD1Sx2xhlXlExhyIxghvWUhf0MTo6yqFDhzBNk/LycsrKynC73cwrDvHw863804GX+MN3bKAzHWP/8CgS2NjVS28kiiUlacOgpuz8GkcFz9HpcF605zop5dgJ9t0GtBz5dxnwrSN/z4mL2jhyqqXU+z7IeHYHAcdiSpyXoSnuaW0G0r3sie5AWAqPRH/D6uxV3JhaR78IozucrPDOR/E6GPemmFc0j1p3KcOZGOPbdqBrKknTpCM9Onm+JcEaXmEfdT4/Rd5K0obJ77UsoiVUjKooRLIp/uG157GQ7I4M8afLrkFKicdwcOjVCLZpkxjNEQy5qK4OMZ7K4M/q+WA/CcKGlGFgmzaWkLwaGaSs3M/dixfw4AM7OLCjj/1zu0jNV/Dta6PJDFDs89I/kMBT4sawJZctr2Pbjh6CQTeDr/aSTRtYho2rwsV9j+5g27ZuYtkcT2zu4/Lfa+HArw8SHYqRGUuz8+U21t+8iPYtXchEDmlaVLh1ym6o54t3XMGDz+1jy+5uhsIx1FQWO24gbcm/fPNplBInt2yYx9q1zcTjcYaHhycNpVcfPYRtKuzb2sFw1yhFxR7C4STFxV5KyoOU1pUSqrJZde2C47/mc6bgOToNJG8Z4+hEnKnn6J6mxfn6YvVwU+1cGgMzs5zubd3OcDLOobEhiqJZFpu1fKLJw2gZLCkrZ1FNBW1WAlFcyuWVTWhC8MprW7GEDbbKUCpD3Ezg1Tz4VD9FWikx0cGNJavYP6yxvKiCW9/ejEfLe4JfGHuJg4mDCBTcqotady2mhE1Peei7fxDFsBnf3Ivnj5uQHkHKdNHbk8WWICyQOYucapCzc0TkAOHcBEHNz2rm8dv79rHfsZNld0fIanFc4RZK3dX0x0tQhUJpsQOHQ+WeFQt5SG2ltMhLW9cY+Yghm22JDl7Y2MmL/T04R/q4q6UJlxjjwOE4qlD43hPbWb+gjsFYjPGeI4UlhxVW3xLi9uql1PqK+YdtG+lJjJPTDfYOpfHrDv7u6ReprPFTFwzy+0uWoUsmDSXLstjTn6B/Iomqqvz2lf3cds0ChCJQgEq/j4byEFnLwq1r1Jeef89RoUL2Kbjw2nMX8COZv7k3CyFCRxfFPpeTvvHGkbSBLAj3rLtLXRsodW1ASkkqlSKcGCaRSJBIJEgmk6RFkqzPQKo2PkcAUWqy0NvCEmUBlc682/sfW39DW3yEnrYYle4Ai4J+5gX97J0wqAv4kFkPtz32QzZU1POFJZdzg7sF4fZz7+EDeUEF/uKyY5Wjc7bJhJHGrapIKfn2jm08vbd92qi03OdlWW0F71m9hId2H8QddJKKZfGUubjjykVs7e2ltMzLg4MH+d2+Q4ioTfKZEWzLRo6CXeQltzlNp0yCFDib/WSzWcrmOdiW7qP+PWUsUBfx/T+O4PAYJDI5TLfKi88fJpvMgVslEk9RrLlw1vlQOidQhODg/gF6RYYOZxY0Bbem4KgLcM3KZlwunWQqR862waFSsriETGsURRV0do0yr7yOJze1smxeNYFAgEAggJSSWOz/Z++9wyS5yrPvX4XOuWemJ8ednc05arW7yllCEkEgYTCIZBNsY4xt/PnFr40xxhj7tU2OAowQQkgoorCSNuccZmZ3J+eenukcK53vj16ttEkZEPbeunRtd9WpqjNVp5964v2kwe0kPZhAddmIZzL84d2XMj6Wwu+2s//pI6y5Zg71s2qZt7zlzV9CZ1lvpmmiqr/7pf2Ww+9hOe2bCVmW0XX9jG0FQ8euKOf0YQQIO918ZM4KoOwNSCQSZLNZMpkM2WwWXddRC3kyRh6bTUYLatRUNdNkryZsq8aleNgVG+KHnQeZOJLHnt3C2lUm1c0K9Z4AeSvHKl8z//Lv28gVNT5795XMcK3FWarmF7EkecPgeGKKZZF6mv1l5UggKJlZLCwMy6A/O8k3u5/j6GSckCEQAlQkOlwhFrU34XfYCV7hQd+UJR+CGUuqWVapMpmepqo5zt8f+W8SJQeZBw3ygzpCgp1eP4F6lckBgSUmUOvsCK9gpTdCzj7FrJZJPt/u5clNbsYTGUq6QajRxtauCXIlA80QoOpM5Aosq3eiKCkkU8bhULl39yHiwSgOr8DKqjhDCo2hAAuqahnL5NBNE00Y1Ea8jBezNHkDDKZT+A0XXfEpepJxFlZWU1dXR11dHZqmcTS2k7xhgK4zUUixMBLm0+tXI0sQnchQ7/OxtLWOOY1VhLznf8+8XpwvIdswjIskkGfjjckeATwtSZIAvi2E+M5Z++uB4Zd8Hzm17fdYORJ55MJ/IZmjWI63I+yXl3kmCoXTCtALSpAQApfLhdfrxefzUV1djdvtRpZllunLOJY+yPHsUbZlN0BGImgPsyq0njZ3BzmzxFSpgCEsxgpJWr1+qj0G/2f+H2KX7Kx55NuYWDw5fIKTiWnS2SwLK+pQZRnDMqlyezgxNc3R6CRrm5uocNgZTSSx3BobT/bxo8f3I0sSkltC1WRqAl6++r4bqQmVY+/LWus5ujqGsODGOe1cMbMVZ6+Dp0ZOIOIWwwNpnKqC61S9o2xTuKqxiaP7hrFJMulciZDTidtp58DxKbY/NEl1rQ/rZsH6a+ay7fluzConI71xhGYh2WQMBSLtAa6d286yljomr49x37e3cujgCNm9fcx671zsH1nCTbPbmT+7Hk030XSDNYuakRToTSWpqvYRrKqilNdJ2C0y2RKLZ52ZZyFJEoFAAFtbBJvDg+xQSWQzdHUdwefz8cC/76X34DCKqvJH//Ju1FdgnH09ONtzdNFyuwD+l0caz/YcbYsO8LPeQ1S7vHx6/lq8NgeGYZyWOy8oQZqmoaoqPp8Pr9dLTU0NXq8Xu93OCsukKzHB01Mb6bf62T+yjYXBIAE1wNVV76Fo6hQzJoVpA9khsWOfwftnyfz1qgXM9S/nh0/spHO4F0WW+ddfbiQx18IqFmkKV5MoFnHZbDgkmWd2nSDgcdLeGmFfVwG7S6FUMcx/fLmPoc5p/I0qhVUBPH1F7rrzUt55/SUAFE2dWZfU4F+cotEZ4q62ZShykQ1TvyZeynB8zMTSC2CzIUkykiRR5fdTIUVIShq6AJtlw2O345Ic/Ov+IxSAdy3Nc/nipezvi5LVS0xKBXJ5C4ddoFsCu9PiXbM66AhVsOTuDM8fHOW5kwM8sLeL6maZq66tQc8qfHDOGgwECjJhu4MbW2awa9qOzW2wNtLAxHiJ9toQI2YWj2qjxu0945na7XYCVX5EjVJe336Z7u7u8nsEJz94tgtTwOzGSq5edC6/2hvFxd5qrxIvL3sqJUna+5Lv3zlLAVorhBiVJCkCPCNJUrcQYvNvYpovxe9EOXpBQOmFPuRCHyXdjZ58kK4RB5ZlnVaCvF4vVVVVeDye84ZN4toEmlWg2tFM2F6FhIRhmSiSjATkjAySJHF389V8z9xIZ3oCgYkimbR5m3DIdoZzSeyqRLJokLN0ThrTtNg9jBUz/Pny1RxLjLEkXM2fPfYkBd3g/sPHGIzFyRcN+h15rHoHCNAMkxn1YT5y+XK8XgfPTJ1gaDDFrc1zWdXUQGs4xD1HDrIxOsjJfIJPLVtJlc/OPT/cjWPUBMnCMS+AiBv467x86vLL2ecdYO/+QVZf0kZUKzAsZ9n83QOIjMloXOPaq+dw2ycu5Yq3LeBfvv0sIZtMbCJNsQFstSr2Ogf/uXcPVS437148FwMoFDQ8bhtBt5P5rTUsaGvgJxsOMBJLURorYKWKFPumWbq8hTvftQyn+1ROVVFnKp5Fz5TIZ4u4vWfyeNTMCuOuDOJw21m4ZA41ET+pVIp8vkChUMRmV0ml0q8YAtv56yN07e3jstuX0Tb//Czb58NLBdRF4XQeCOB/eVjtpTlHpmny1EAXsm5wMjvOk3t2UCtsKIpyWvZEIhHa2tqw2+3nvADzuk5XbIJGn585oQhbUhK6JaMJHafspGjmsITJJZEWRmameOD4MWRDUNdQQJVUapyNAAw4p7BkQVHTOZyforrgR7NMbm7tIGvGqPYoPPT0ETbsOoksyyyscLL7eRUhQfwDQ8ROZhAySIMGf/LlawiFHQRdBk9Ef0JQrWJF6Er+Ys7VHEz0si2xn1+OP8OtNeu5rfpWHjn+KLmjeTRTwt8sIXltmE6Zqy5Zxg1NM/ne83sJup3MmBFmsDRI3+hJhvoMVBW2elTuuLWV//7Tefz988/TnZgini/gdxt4Q+M0Vbs5VtrN8aiPlcF5VFd4yXcaqLJErSNEyOlhfcMcerIJ7u05QqGgk0+apKNFqlU3H7piKUvb6mBB+X0xnsuSzWsU8wa4z3yuEa+LxhovsmpjWVsTS5YsoVQqsfdYL4ViEcsqc7qVSiUcjgvzFk2lcjy4rZOQ18lta+ZiexVNsS+G1V4FXln2TJ2dZH3G4UKMnvp3UpKkh4CVwEuVo1Gg8SXfG05te0P4jStHQgg0TTtthRUKBXbt2oVpmrhdEm3VAVz2JJLjFlauXPmq+2FFS4NsiP03mqVhk4PUOtpYGliNgUHJLCBJEh3eMrNyiyfCPy64g+F8HJei4lBUPIoTWZIJ2t0sq65m8/AIYbsTwxJkTJ11lY1sThxFs0oMjI6hmSaqLDOdzaNpFpIEhiZorQ6z4XC5vD6RLnB/zzGmSgWixQwzqkJsUE8yP1RDwOlgspCjwuliLJOhOzlF2O7FVbThtdkpFHWyGY2WmZVYAk6MxLjystlcdfkcAB482Ulp3MBI68iWhJTQcdjh1xMHaHSGcYftDI4naVldSaDNSaJQICvAa7MRLxY4dHIU4XdgFHVqZ0a4eX4H1SEf8WyB0ak0QZeTPaOjhGIFUuMpDm7rZd6KVlZeWc4RsqsyD39nC8P9U3i9Tq592wLaFzZSURsE4NLltRiEqan2UxPxI0kSwWCQj/3jnWx+cC/ukJ2jhwb52bc3s2B1M7f8wRpCodAZgmVqLMET92xBtavc929P8jc/+DCvBxd7G50f4o2RQ/9ewjRNcrkc2WyWaLQckp+YmECWZdolBxv1BHXeAJctWEKl1/+qK22/un8bPak4Rs5ktqeSy2YvwXBlWG+bS8Ecp8U9B5tcfkG+d9ZSbm2ez2QyS22lE0VWsMvll/TSjgYOXxElNaJRGfYTT2vMqrSjOAeQzMMkLIXhRNVp1vj+zhRYEhLQO2DiDjrJjWsQUHlq4BhuTWO4OEKjR2auL027dwERRz2mVAIEloDhwjhIXpRiO165l0SxRDYhY6tRaYgE6I5Pc8ec+fzNbZcDkNATpCYPMr1fx9IFuiHjNUKM57bhUmysrg+wf6qHoAfuXt7Aidg0lb4g0aJBrdPF8dwgxxISklPCBK6eNZs5VZWEHC6eHNyPXZHpT+chK0jE8gi3xfef3VdWjigbPhOxDF97ejcCwTVz2phXH2FBaw2yLNHi8/GOjjYkr5fLmpoAcDgcrFkyB8nhoX9smvqQjc/88FFkJO6+fCFzWpvOUZQe2tbJwd5xhBC01IRY0fHKxtmFeI4uKkdn4vXKHkmSPIAshMic+nwt8A9nDXsE+KQkSfdRTsROvdF8I/gNKkfRaJShoSEMw8DhcJy2xhwOB0uWLHlxYYpVQBG79OpIt15A1khgCp1pLUHKGOFk9jjrK27gqqpbL3hMozt8xvfHR7r57579mJiEnXYyJZ25wRo6HDI92gTjuRTtvgpcDoWbF7YwFMtz58IFfH3zbg6PRWmq8NMdm0axSQgkUiWN45NxVIeELMmMZ7NU2MuuXIeqcsuMDjYND7Kqvo5fDRzDFIKlVzSx6YFu1LSJXIJStU4Ri68/uhP1mT3MbozgUVQODo7jrnPgDNmwlRRMl8S9XZ1cOaeZLnGc9CKoWhiivjrEYnuYYqGIMxBm58golS4XPsWOZFMoOGX29k0wfM/zXLKwiTuvWkRb0MfW72+mQlIw3R48bgc2u0JlbTl50dAM/vMvf8G+zSfwV/mYmEox2TmIL+Thb3/0Udw+J16PjRUrzk22DlT6uOWjV1DIlfjSp35GTW0Vx/dOsGjtKCdPniQYDBKJRAgGgzjdDuwuG4Vsicraqte0Hl6Ki8Lp/JD+l3iOLMvi4MGDFItFJEnC4/GcDsc7HA7mzCmTGV4CvEPXsCsKNvnVNykWQjCYSWG3ZI4ORBmwxdk6NMCjd78Pu3x+kep12vHWvCh/EtkCX7l/E9FsBscMCcUvIxB8cNFsYtZWOnMxdCtOhyfCFVfJuJVKakMRZleH+dd/fgzTLTNzUSPb1UGylS4sh+DI1BTtFXZ0IdAtnbFSCZ8aBGC+fwYD+YlyOxGmOJQ+hr1aZnZdBQd2jKKYJkJWyIU0upNTvOuJn9MY8rIm0szO8REMuUBllYV/UMGUJbTQJL8a17ghEqLoPs51S6ZodbcQccrIo/NoD8zkoDRMQs+yOjSfXcZJhEsiUSzwtzs2srChik8vWM3amiZ27R9E6SvhqnaRsynYZYXGyuDpe7Wre5h/eWgrqXyRoM/FfRsOE/K4uOPyBdy0qkwdsiwSoaHhTGVGkiTWzGtmzbxmHthxDEtxYFgWB4diWPlyVOGFqje73U7Y50YgUGQZv/vVMVyfz3N0Uf6cizcge6qBh07dYxW4VwjxpCRJfwQghPgW8ATlMv4eyqX8H3zDE+Y3yHMUCoWoqKg4Z5GMjY2dqWlLCvDaFCOARtdsWtzzSel7kSgLwYQeO2dcWs+xJ9FNlSPIAn/bGQv5W907cSgKA9k4qyIN5HSNGpednfERbDaFZn+YZk8l01oSy59mUZWP5fV1fPH2y3h05ADHhqbYfmwQzWaBAbNbqsjLBs2VAeLJPP07prh3/0HWf6qFsMdFs93P365Zz1ghTVf3JNmRAoceO4mW1UEG1SrzduwcGWMqk8coWHQSxSiY1Ib8FCd11tzQzP6TSbL5Am5dYiSdRFNhTrCSo+kY1U4fTXYfpuykub6R+YFKjh4YwV4hs2hpE4mdPZiqiVEyODEyVWbC7Yxi9U9TROLmj81n5uoOjh4a5plfH6N9OE5txMdo3ySR+iCx0SROm4zLY6eQLZKMZ5FsZ75Yuo+OMjaSYNmqNgIhN1OjcbY/vB+3HdLJAs0za1i4aB5IkEwmiUajnDhxglAoxLv/4moyU0U6ljS/5jXxAi66tc8Dwf+anCNZluno6MDj8ZzpmZyaYnp6+oxtHttrXyeSJPGR+cu4v+soqiqhImNKFkmtQMT5IoeXEIK98UFipQxrKmcQtL8YD9p6dIDjI1NoQkcasli6zE/E4aZf7WQkm2GFaMCvOgjYQuS9Y6y/xcZ8/0KCtnq+/JPZTOR7+eKzx4h7JMyAhCcgU9fsIWx3USsrDH32MH07TvKzTz3CB7/4HpLTOm8LX4bP42Rb/GlEUWLj91JMHE/gsgt0j43alBOv30vRNOhMpKj1e7in+yBtvjDZoosVtc2kFw/Rn0giFA9JXSdlaggcVDoryFopGp2XU7AGaXC1UOds4tj4JCPDBd6/eAF//fzzBB1OspJGulRiOJtmnqeS7ME8KhJGpsR3/+JtHB6OcmRikm9s3sPKtnq2dA7iddjIFTUkU+Cy2bAsi/GpNOlSCcOyUE4903ShxJaeQar9XpY1ldm4Nx/oJzaRBgE2m8rKue3MbYhQLBaJxWIcOXIEWZZZ3lxJfcUiQn4vsxoqX9VaOJ/nSNO0i57rl+INyB4hRB+w6Dzbv/WSzwL4xOuc3QXxG/McXSi2+1rLaV8Ye7Z2bpPsrAhcS84okTX34FdDrAvfcM7xj4xv42RuBBmZkM1Hoztyet+8YDVHExPUuQIk8hoTmTwxR4E2h49xUeCq6jmsrZrBPYMbscsqGaOIhWBPvA9kwYQWR8sIEOAPOakJ+7ljwTxWNdTzp995lJO6RVIv8PNNhznaOUauoLF+aRtvu2oeiQ0JTnRGEbqJZQkURcLnc7B8YRODhQwFTUdxyvjdDqa0HF0TkzgdKn2TBRwbp1CLBuJkkfd/72pihTwbTpxkYamS6yLt5NIpTMpVOff/aBdbNh2nWDQIzwljC9uw7xrH8tq54qoFKIpMsMp/qvO0RDASwOFzcnD/MKPjSZ7b1EVlWwUds2oZ6Brj7R+9jJZZ1Wz42Q6aFzfx841HKeomHTUKK4Dh/hg//vpGZJtC3/EoH/7Tq/juX/6M8d5JVJvCB//lTmYva0U+1ek6HA4TDoexLOu0oqS70oxFR4iICIFA4DWTil5Ujs4H6XXnHEmSNAv4+Us2tQGfF0L8v5eMuRx4GOg/telBIcTZ7u/fCiRJwu12n5cE8rU2nr0Q+/rSSA2KzSAqJplKFrht9hwqHWcmC/fnpvjp4E4EMJJP8NH2FyteW2tCOGwKiiVRE3EyvjXDpFmgY50NJx7scoAbq68gbZxktBBHYKFZBfLmFCmjD1XJoE7YcQw6MGsh3Orhqrp27mpdymjXCH+1ZyuWYfHgvz+OWNnCr3edxG5X+PtPXEVqv5vHvx4lkTMRIRtKXsIRtrF+SRvhpgAP9nQRcbswJZP2QIDBzBQFw+TpWJF4ZxLbEYkeKccVn1rJvMAcMqUd9E1nWRRYQMAWAQbLf/9Uki88toWJdBa7U6Guw0tyQMc3LogsdzE/HMFmydjtKoWiTtDnoDbs4zvb93NicprhZJoHj3dzdWMLqiLTXhPmz2+7lIe3dZEv6VCt8IUdWwhLEnfNKHuQvrVxD90T0zgdKiG3k+RUnh8/vg/LEiydU8+dNyyh0ldWUp1OJ42NjTQ2NlIsFpmcnMRWmCZfSjAma1RVVb2iknMxrPZq8Pplz+8Sv/WE7NdCxFY0RhnMfAdJUmn2fRSHUg2AKXQOJH/JYL6baV1jhruNCnsN1c76c87xAoMs0osKVlLLcyAxyB/PXkZ/JkO0kOXbR/fhszmJ5bNEEYxlDP5pxw7+ZoXK9TWL6M6MsSjQjCLJtHkiDOensFJ27JKGaUFHIMyXr7sa26mcqasWtnOotxz2rAl42VUsW0u/2nGMTX195I5mEKZAEmB3Kix5WyPXL1zAPdsPUjIM7r5uGcV4CTVoY8PkIPFojuhAAp8mKBQMbKqCGS3Q6A0Tllzc9/A2ctkS3zmQ4a73LqQ3mWZ/ppvB0WlKJQMBxPqSOEp5lNEkqCpDm3voDAe45g/XEq4Noqgyy66ZT2wijaLIlIoGqsdGPFNgzofX8tEFt+LylJXevMvOw08dZqqnwKy5NQxMZJkeT3LPvzzF6PEodpedxpYKoByWy2SKAKh2Fdt5KtZkWT5DUUokEoyPj3P8+HHC4TCRSAS//9XlhFzMOboAXmfcXwhxHFgMIEmSQjnZ8aHzDN0ihDh/b5jfIl6OBPLVGmZCCO4bOMCu6UGuqZnFTQ1zT+/rzQ3yzORWNk8kaa6oozLg4qaWeaeJZ0/P49R/lngx9CKE4EhsGOHT+OLd17G/d4zekSlGkzkEMHrMIFuj8JPeOLurnuGrV9yCZWmosoMqxwwsYeCQAyRSWZQhFZcFjMj8493XsKC6BoCmtnp8IS/5dJ7meY3s6R5FEwZTmRx/tuEhnP8RBUPCMgWqz8asRTZuf38bRzSFx0a6mVER4Laq1Ywl0iTDQ8woWGw4GSWg+0iOl1uZ2CUV25QPjxpmaqiOp/Z386x8hM/dEKQoDJ6LHWU0middLCEo9zebHs0jjhYJ2p2MbIrRNT/GjMow//CJ6+jsjbJkTj2KLFPl9XBgZAKBwJIEx/VpvvrR6/HbnaiKzAdvWsr/27GbX3R3MTtSwaihM1UocGh3F9uODlIwDOoifiwhMC1BUTPIlDTGU1kqLlDK73Q6aWpqoqmpiUKhQCwW49ChQ6iqejr0dj6ZYlnWObQhF42z8+D3MN/xt64cvRbPUaK0C0NkEJZJWjtEletaAPJGgoQ2QlCtYrzUjSHCRBzlRLwpLcGx9Ala3Y00ueu4tfZS9rlOUGkPUO+sJKuX+OM99xItpKl2uUALktJKZI0SqiTT5A3SItnp1ydQFItfnOzkc8suY/9Qhrh/hD+YXcGCQCM+PNR21PG9sQPIksTbF809rRgBhNxOfDY7DVUBrl4xgz1Hh0gMRHHVOymYJkICm13BH3HhbnFx46pFWDnIlzRsqsLXv/U8VtrA67LTeGsT+X1TSH0ZiiosWTODwaPj3PoHlyDLEplMkVymhMOp0tM3yf2Hj7Np/xBhl5eaeT4i8TzTyTwFRaBlLeymoITBU7t72JnJ8c5rFnL1TYtPz726LsjHPn01v/j1AfZ3j4FbYfvJEdqbq2jzOHjmqWPcd/8eHG4bKIJspsRMv+BfP/nfjPRPEaoPYykKt7xrGQDr3r+e8f94Gm8kQFdXlDnLWl/2ucuyTEVFBRUVFacVpdHRUY4fP04oFHpFRemicDoPBG8Wz9FVQK8QYvDNONlvE69FOUpoBXZMDRBxenlqvJtr62adzks6lj6JXVbx22CqlKHeFSZsd2NaFlv6higZBle0t9LiqeD9rZcwWcxwSWUbAD87eoDvH9iNLAvW1dRy9HCBUlFDGBYeh53b5y7gK8c34XPZ6I6mGUzl2ZP2MJJPcmdzijZfJa3K24j4s1T6nyeb1wj7PcytetEjLiSZxiuWMtw9yu2fvwkt4OGf79uII6CgBUr4wipG3MRhV4lc42L+6girZ1zJDzc9RqXDzaGBcXY+PIBDVlm4IIiroYS1TabHTDKjKYSuGQT9btauKudT9saSSEBB19k8coJd6U7i+2w0BFwsb69mb1+UpCiRtwzsQqAZJgVJ50u7N9Lsq+DLV13DdTWzTs//w2uX0Bzx89PuI0RLOSQvPDDYxUdnL2Mik+ULT2/mRDxOVdBNfzzJZfU1PL69j0ND0+iGgS/gYGlDLe1VYayKEPYqB2HDRsZhMpXNU+V7+TQOl8t1hqI0OTnJoUOHsNlsRCIRKisrTytKF0v5XwXePNnzW8Vb2nPktc0hUdqOJCl41PbT291qiICtjpQ+xuUVt1DrWkjYVo0Qgh8P/ZKknsYu2/izGXfjVT1cVrn49LGxUpakVsChKMSKRexGEYesUuVxcWf7HJZVNnCid5it8RhCkriqsY17jx8mVsgxnE2xPFLHj7cfYmv/EHOrq/iH265EVRSaKgMcnohS4/bw3OE+fvbUAQolne6RGP+ydSM33DKHxr5KjoxFSYgSNreNetwMDE2R7tW558Hd/POHb6Ym5KN3Mk4pqyFMi1xOMP7fvWSiaYJVPkqGxkSDgr2lhX0D4zzwjv+iblk1K9a2smVHL6lGiYf39sGUieaw8Ljs/NvX7mLvgSHue3Q/tFYy49IOerIpUpZCTtMYi6XPufehiI+33bCYSEclx7vH0KJlsjchBNu2naSxIURf/xRLL2nl7j+4hIfveRK9ZOALuDCKGu/85HrqGssJqK3zGqhf1o5pWlTVvDJDrRCC4e5xFJtCfXv1GYpSPB4/rSi94FE6+4X3u3ZrS5J0D/CHwA+EEB86a9+Xgb8EHgf6gBuEEDPPc44QMAb8qRDiO5IkfRe4EqgDssB24K+FEF2vel5vjvX2HuBnF9h3iSRJhyjP+y+EEMfelCu+SXgtYTW/zUmLJ8xALs6CYC3qS0gi5/ra2RCLsrqqhhXBVTR7qvCoDjb3DvDtHXsRCFLFEncsnseSUNMZ5z04PoEkCUxTYjiexhIqNoeNlfMqWL8gzMK6Vh4c3cNAQafOGyCHxo5YPw5F5YGhg9yqd/BPH/8xQgg++oXbIexm7owaTqRjeG0OxkYyPP/EYfp7YhiSxD3f+DXv/Nps/uxP1/LLgU6yZhL50waR427iJZMTmsrJrTFWNoxxW9scHug9SqmoYVoWObPEyP4MicezKIrAU+WkpBUQt7nQNDuf/vav0Chxy1UzGEw6iZoJHsnvJZZQkGWdfEnwpbWr+asr1/P55zczmc/hvkRmgcfLhvQwNlViupgnr+u4X+KVcdpU5tdX85lKL/f3H8NKmySzBQCOTcTQTQunoqKVTP76srXUmgb/d8duakJeBiaTzK6t5K41C5EkCUWRWDC7lsGpJD6XA4/jleVCOldkdDJNS10Il8tFc3Mzzc3N5PP5cxQlXddxu8/kFvhdkkD+D5c9v1W8pT1HPvscZgb/FpCxyf7T2xXJxvLQuzFECZvkOsNlrQsDVVKwEFjnuU6TJ8T6qplsip3k+rqZrKuYx2PDxwk4TeJihOemJ1jlbuH7l1yPOxigwevnR10HGUonSaaK/M2jzzIyncZjt3FkIorqUugIV/L5Z58jUyqRHy+STpbI61o5B02G/niGe/YeYmVdA1991/X803NbqWn1cLx/EkWWMU0BRegbmaJqjp0Bp8BdDKAfz1HrcjPdG8dmV0lMZRBelXw0jb/Ow8Tzw9g9Kr2bh1nxDzNpCjfRl0gQ7Z/Gpkh4HTYum9HIsV19zGyP8NH3rqFrJAYemfRIjGLfNGGPixuumHvGPdI0g+/eu51kuoDbMJl4eD9Ygv7KMHM+EGHpshb27R1g7ZoZfODutdjtKk3zqpjuK5JL53nfX91EU0fN6fM1t1Vx96euJJ/TaJ0Z4ZWw7+kjPPgfTyFJEu/9P7cyd3X59yvLMpWVlVRWVp5WlIaHh8nn8/T09BCJRPD5fL9z5egUhoE7JEn6EyFEDkCSJBV4PzB0asz3gU9JknSZEGLTWce/l3KjxRcUkb3Aj0+dNwz8X2CDJEktQgidVwHpwj+7VyJh49T87cDbgM+d5xz7gWYhRFaSpBuBX1HudfSWwWuRPaos86nZ64iX8lQ6z0zsbve20OCqRZVVVOlFb7FuWVhCIAEl0zjved+/aBknn5vC6bD49PrL2bx/nLyRZe6C4xScJxgoJflo/VxqZ88m4vGQMYvYZYVMRuPAlkkO7jyGUdBAguef2cvf/PP7eWy4k8dGutAzJsk9GiKlI+sGDrvAM8vNT/v7Cdk1/mrRFexP9NOVGadYrTO1N4dIF5GEwrHhFAtaJa5tn+B5p8RU2o0oSGQ683hdduKZAqlckVxEEDIMpo8X0GI6NllmZ1cf77l6ORtiR9mfENhUkCyFFk8F9rSNwUSCv1m/ht1jYyREhoKl0xB1kctbvG3GLCrPUi62DA1xf2cXiiRh9ZUYG0uR9xfJzdOYVVWB3+nAaVO5e+ViFtfXMDg4yI1L29hyfJw71s3n/VcvOeN5/dHly+mLJagL+nDbX15pKWkG//rjzSQzBRqqA3z2/ZedPpfb7aalpYWWlpbTitLExASJRALTNKmsrERV1beC5+j3Sfa8ZfGWVo4AbHLwvNtlScEunfmjkiSJP2i4jb3JI8zytuG3ec85zrQsjqTGKJoGXak4n57VyKpIM78a28pYUcMUFgYmIYeTiC+AbpqYRcFYNEsyVaTe58OuKmR1Db/XwS8GjnGzOYsTiWkqXC4mcjk0zcDmlrnzkoXE/Rme2TWIosrsKQ6TPZEmk8lSqCtx47JZ+OeqbDvYT/9QnH/98UZyDSb+ZjfSDBtfeO/t2FMm//g3DyIAZ5WbvMfCmNYpVZiEq31kUgUcQTuFnIG/qNDg9uGeKaiZ7eKWefN57CvP8ExvDKfbzqe+fhfduSSDh6cpZDTqwj4+evtqqsIv3qd8SadnZIp4Mo/f62T84CAOSUJxqPTsH2T6uiTG0CRXr2hkzU1LTiVyg9vn4M/+/c4LPsfahnP7UsXGUxzd0cO2X+zA43fxgX94J6HqACMno+U2KgIm+qdOK0dnPP9TilJFRQV79uwhEAgwPDxMLpfjoYceolgsXjCZ9reEw5QtrTuAH57adhNQpExgViGEOHRKKbkbOFtAfQi4XwiRARBCfPsl+wYkSfpb4BDl5Ojjrziblydie1kStpfgBmC/ECJ6zumFSL/k8xOSJH1DkqTKl2kW+VvHa208a5MVql2+8+5zKucWnKxvayZVKFE0dG6df/4egscTk0wXNRRNIlkQfOyalaT0MQ6mupFQMUQJCS+toRCGaTGdsUh1S0yOl1Ay4KhxQQ9IikV2RZEDyeNsn+omqafAsJExCshuQePbWnj/5REeMzuJDzso+lM8OLiFqVGZRGue1jY//+fmS9l4tJfNJ0b5xf4u7jucZPklJeoCJW64dR7X1Kzm3//zWTpPTGD32PB1uEjoWQpZQUXETXwih8CiutrLyakcsu5lRbiOEklW1K7Cn/bw5e8+jwDuuGYh+TaNQ1NjHBqJU+P0sbymjnd0LDjj/gznUhyOTSIDmmmSjGapdLspFgxiySyDYwmW2iu5YtUMakNlg1kIwRULm3j31edfwm67jfn1ZxplumFyZDjKlt19DI0muHHtbK5aOZNcQSOZKeBx2RmdTGFaAlU593fzgqL0QjPhQqHAgQMH6O/vxzRNSqXSOR6l3yJ+n2TPWxZv6bDa+ZDVp0jqg1Q4ZuBSgufsr3fVUO+qOffAUxgrJhnNJ3GrdrpSE3xk589p9AR434zFBGxequwBnDET07L43PMbeG6wH8M0WVhRQzpbIqfrtEdChGpdOOwyprB4auQE4YCTyUyO5jlBREJg2ixuWD2bnsEpnk8NE9UyeHKwOTuNJCQqcwFalwcZH4sT60lgWDqyU0UuShRMg1kVEWZVV7JN7mPp5+ZRVXKz89F+xHSK5WtnMHNRHRvDfbRZCutXtvPLjUfLyoAqsaytmktaI3S01fLtvhiKIlPMa+QSOYSwSBdLYAnUU0ziLyCfKfLFf3yQbEnHNzNSbjL5gXXsuGcr0xNJlt62lO9+7j6Gu8ZQbCoV1QEcPjfNM6tf+3NMF/jhV59mYM9JSoksoQoPhzZ1c/kdq1j39uWM9Uxgs6ssv3bBy57nhWqRqqoqqqqqME2TZ555hscee4yPf/zjfPOb33zNc3sT8X3KwucFAfXC57azxnxVkqRPvaBgSJK0lHIC9CfPd9JTZGgfpGwFDrzq2bxx6+1OLhBSkySpBogKIYQkSSsBGZh+w1d8E/FaDbOzYQqLg/ERnIrC3EDduRW0isLbF8552XM8N9SDiYWmC768dwuVPU7eN2sW7cG1FMwk9c5FHKKLowMT/ONXH6MYyyMW+3F4bBTSJTxVXtb+8zoSlWMoLpmhfBSfK4OSLxGJ2JhxqUp6SubK5REunXEF3/3pNKlUnGy/xtb+cYolUE7amPPuFhweleLGKYxYAvfyKuIllZKl4bQ5WBRqQZUL3PJBjUuiAY6PVPF81zBhh4fPrlnFU9ExJipSXNfQxqHMFDsmxsgbOktqa5kpKnhb60Ie2XgM3TCRZIn+sTiNM4Jk9BIlYYAE8ln97B48cJQH9x3DV+8i5PLS7AvSeH0bj27qYv6sKgZiCX70yF5M02IiluGWq+fhdzlelxH02IETPLnvBGM9CVqrQzz03DGuXNFOyO/i+ktmsadzmFvWz0FVXr6htWVZuN1u6uvraW1txe/3k0wmufbaa/npT39KR0fHa5rXm4j/abLnt47fmHJ0IUH0esppofwSTGoDPDv592giS4Wtg2tqvoD8Erd2XIthCpNKe/UFfyx1ziBzgxFOpKdwK07yRoFtsRjIef5i9k34bC5+fnwHvzq6l2PTcUyrHJ4bzqRY1dLABxYvpjUUIlbKsWN8mGrVwy87O3E6FJa31bEsUsuu6AjN3iCPHD7O4/u7yWolJAUMuVy2L0swlcnx1Z9vInM4iQzIiszqqzu48ooOdJvFnIoIujDpTsUIhl1smuyHdSr2QzJab5znJxNUzKgkkS/gsNuQJYjnykmP1qhFYTLHVF+Jd378Sjbcv4dgTYDvfukpbFUuai6pwChYrJ7fQpXfjVbUsTttPHnfLga39iFLEqpT5SN/fwduh43ly9v4/qO72TwcZSyaAiQs0+LH/74BTUgsWNHCvPXneoZeDsWCjlYyCFQHGY+lsbvsNM0u85JU1IX4+P9736teFy991oqisGTJEpxOJ3/3d3/3muYEIEnS9cB/AArwPSHEP5+1/wPAV3iRnv5rQojvXeB09wL/KknSTCADXA98ijMZXu8Fvko5l+eFUNaHgG4hxLazrv1x4F8oE4MdB64SQpRe9d/2BuL+p4TiNcDHXrLtpURs7wT+WJIkAygA7xFvRBP5DeCNGGZZrcQ39m7n8UMncbsV/v6Gq1gZaTm9v2gWiWnTVNjDuJULNzd925zZHJ+exrAEwmYSLU3wgxOT/MXS1Sz0X0Y2V+SRZwYYGu2kcDiKsCyYzuO+cwYff/dKOqoqqK3ysTN+jFzJJBotMZkSrKz3sjQ8m/HiCJpVot5Vzx9ve4C+TAynDIpNxxIyAgVDFjzSc5Kd39yLNFzEJkt4G4K8/eaVdDQ48NjctLobGC0cBtnAVtlPyN3PfKeH3DYHG3/Vz9i8It6Qgwm1iEuxYwqLsUKa6ryDzmyc4P6T1FQHmN9eQzJb5GQyyd4Ho1QutFje4MchVN7TMZdkrkjA7SCdL3HfE4fJaiWSY0Xe9aF5XFlfTvgOt3j5Vd9xHujtRjdNJCT6J+P8wwMbcdgUPrR6Ju3ec6MEL4d4toDDrqLaZDL5Estm1Z+WIzeum82N687v+TsbZ8ufWbNm4fF42LNnz+tSxN9E+fM/Rvb8rvA78Ry9mkVTMkbI6Qfw2BbgUFvozT5Mb/YpiuYkquwnZQzyUnV0ojjC07GHGS8mme9fyI2Rm89RkA4nhnlk7BA31S/g7xa08MzYSX7avxuPakeVBTmziEd18s2eTkqWWe5OL0CR4brZrVS4PWyY6OVO/wKcqGw8NEDnyCQBpxOHXeGzK9YxM1zBNQ3t6KbJu39yP4bLRPcKmmu9eOsEtj4b01MapiQT9rtJWXEUWcbtsrF9y0n2HOznY390GeEGF0IIZvgqeD56HDd2Js0C+SfG2WNOoNoUjPeo1NaFmNdczfuvW8rBvnGOTMTIJ3Ls29DPMfkkLbMi/NWPPsAXP3EfqkMlM56hxorgbQ/hyBn8w8fvRbUpfORzN+By2vA47ZR0g8UzanE7yvH5QkknmSni9zgxblzAbE3g9Hv41QMHsYDdW3uYt37FOc9weiLFz/7tKWx2hdv+6AqSmRI1tQECQTfhKi9X376Y3s4J3vXxK2meVXO6Fclrwfl6tb0Q83+t1uSpMvWvU1YCRoA9kiQ9IoToPGvoz4UQ57WsXgohROJUL6C7gSSwUQgx9NJ5CSHSkiT94tSY70iS5ATuAr54nlP+FHgGqAX+AviFJEmXCiHyr/i3iTcmoE7lLlScte2lRGxfA772+q/w5uFCz/3Veo50y2TraDk1Y219E1OFPF/as4W9nSPIkiCfNzkZi59Wjixh8evo0+wamaRYtPOXS26lzndm4UFB0/nxpgNkSxrfvOZWhA2+uO9ZJgppmoM2kloSgOe3nqCrP4GeN5AtC1mCoE/ij25axu5UDxIlmuV5dPbrPHykm2yuRNDloMPZzLqZyxEsxxIm3+7eyGg+iqOuSMRys6wxSWR5FdsOS4x5XVRX+ija08iUPV6p6RzfuncbSy+v4u+uvaXc/sfewHjxKIaVJ6b7ye0r0Lu1yLCSw5MKIK8NsjhcR3ONj12xMZ6L9oAiSJ40+OHefdgUhc/dtZ6hRJx7njmMqsokBizWXR3CK7n52qO76IsmuHR2E3etXYDHZqeoGzjtKksr607fu+FsGlmScFTauOyydryGjS2jI0zG0gghOBaNM7PhTO+1EIJHdnSzq3OY61a009QQQjcsZkbCSJLETUtmIiyLtbOaWdpUQ3PtazPuXnqds+XPhbj5Xglvpvz5nyR7fld4S+YcCaEznv13LJElVXyW5uCXiBUP4lVrSOoTSEjM9FyPAAxLR5VtZIwUffkoGb3Ejvh+5vsW0+xufMk5Bf9xcgOWEHSlx1kWauYPWpcxJ1DJoXQvHb5aqh1BADw2lel8EZtdwm2X6aj04/Uq7JoYwS4r/KqvmzZbmFShiCUEyVKBKpuHKqfn1PF20laRUMDJ1FQBZ1oiNpBl0hKEGl389R9cztHeaY6ORHnvBy5Bzls8s+04mbSOnjHYfKCPa+fO5PD0BJmizu0NC9k42kNc1gDKfCqWIN+dopRVEddYtFQH2fR0N4W+JDNbA3RJMrIqMzQS51u79zLmNTFPpvEGXFy5dCaRCj+7f3YIw7AYH0nwT3/5Sy67ZSHv/NgVuFw2Vl//YjjL73GwbkkrR3snuP2GJSxoryU2leWZzb2UUgWCrednk9366EFGeqMIC771pSewVfrxeB188KPr+MV/bmDo+AQ3vn8NSy9/dVba+dfKm1pKuxLoOcXKyqlePbcCZwun14IfAD+iXOXx+QuM+T6wWZKkuZRd2p5Tx5wBIUQKSAEnJUnaCSSAdwA/eVUz+T2M+7+ZeLWG2aaRAe49fgQoh9Lcqo2sXqI27CM6laUu6OfqppnkDR2XomIJixPTcQ4OWpgix3cP7uPv1l15xjk3dw3w3LFyD0aXQ+Xj16zm39fcwq74buy2EosCSwGIVPooYYJXgZUOZgbsLLrNza9j+5EllQ3RTub663muvx+P3UYsmcVpB5fiRHnBiy4pNPkdqLKMY8JOaZvBlqgfqcbgqg/W82cL1/PNQ/uoev8CZg3YyFkm9x/vRpFlug/EmbwsRbXkoT93nKB9Ln45xEjxBH1CIEtl0rhi3KJwUqNUK/DXOQhZTqZ6NEI+J5W6i7RUVjIfG9iN5s0Tt3JIRZmblsxgZaARe8HFr6PbMEyLn28/yqHJKHddt5h0ssCquU0EHS963y6rbyZWyOO12Xhn+1zcNhvjzxYZSqWx2RSCXsc5MiCeKfDk7hN4nDbuefoAoRYvyPD2xXNwWwo/eeYgkZCXO29fiMf5+pOnz9c+5A3gzZY/F2XPG8BbOOfIouxZLI9t8lxDX/ZRZvtuoN13O4YFj018HUPorKu4gyb3DMK2SormJG7Fiyqd+adJkkSlw8ehxDBFS+dH/dsR6JgY3Nm0hhne2tNj/7hjHt/sP4bbZac+6GZVTQ3zvE0cm0yiWSYNXj8LwhFCbhcxTw6/x0ZdrZucKBHESbpQ5PEjJ7isoYXnek4wETN54U/OTeoc6Yrx4RtWApAulRjMJMlaOo8/dRTsEtct76A3GecfNj2LjklzZYAKOUhToIrA3TasAUHfVAZfhY/JqQzHeyaRhEXnvgEy3RMcPe7i8pvmcWDvGDGP4MD+EcyZHjytPpLCpGsqzqr2JpQrZ7Fvaw+mgFzJ4OknjrLomnZWLp2JJYGmG5wYmmL/oWHS2SI3XjGXSr+bnVtOUtcQ4j1/dBmdXeOsW9tOKjl0jqLSOLOaXU/LoIAhSQTcdvJ5jaETUQa7x/EGXGz61QFWXTv/da+nCzHUvs5S2nrKFRkvYIRyI8Oz8Q5JktYDJ4BPCyGGzzPmBTwLaEAl5QqucyCE2CJJ0nHKLu3FwCNCiHN74ZwJ6dT/F24zfvYBb6kg128frzakbwnBC8vYEoK5FREafQHcqo2/uPRSltTUcn/fUbZEB1lSUcsfzV3JqvASNkt7cMlu3Oq5jyTsdWEIi2guy4aRPjy9BcbNfpYGW7m88mqUU/Jq5dIWGi73kVcVHC1e1rd4WBichxaNciITxas6CdrdXN3WxhMnu6mqhNn10NiYOX2tbSNDjE05ud7exK+f60ef0hASyJMWm/eU+MDqIF+78iYARgtjTCcLPD08RDyfZ/bsSmpdIe4ffoD9iZO0eCDkaEeS6lh8PTQJlaSQOekv4lZUnunuYU5VkAf2d5I/lCKZjrFmVTX5SjfHklH25GLYJBvVlwrSBYvR0DRCtNBeVUVHXQXPd/Yj2SW6xqdIGod4x+UzkbzlhTqcSXFocpL94+O0h8K8q2MOx8ZiZIsl3rV0HnaHQtDlZI7HjmWdubi9Ljshn4tEpkDA78QUFgoysWyeE92T2G0Ko9NpekanWTSjlteLN7no482WPxdlzxvA7yTn6JWsN0myUeP9E7LaHjy2JciSi3r3pdS51pxeiMczuylYWVTJzkD+MCtDN/Ph5o9wNN1J2B6i3lWLEIKhwiSyJNHoivCpmVfxmQM/Z46rjt3xfkIOmaxZQB/M85mOt+O3lT0/tU4PtzS00RKp5rK6Vlxq+UX718vWkdFLzApWIksSX3/HTfz05AGOZ6dwKgoyEoOpJL/YfpTnDvSg2mSMZLlvGlZ5NZmq4GAsymgyTdDj4K92PEn/yWnYXaC1KsTffeYmaiIB7jt4mKlEERmJMSlLuCqAqigMl3TMkI3UpEGsexwzoPLNh3cwq66CxJERjGyJ4nSWXY8dI12yKOkmZH3UXdlIbzSBy23jRGya6UyedCzDXR9bx4MPHmRkJIHqsdE3HsfoHcJtszHQO8XuI0OMjCSZ3VLFhm0nsMZzDA9M43Da+NRfXcell7ZzcFMnP/rcYzzTtIdPfe0PCVSWK3yWXDaLSEMIWZHJlkx2bDnJpfPraJ1dQzjiJxHLcMkNL59w/Ur4HTR+fBT4mRCiJEnSxyhbWVdeaPCpBOWFgPQKMfofUC6RD1CuLDkNSZLaKVtpG4AY0AD8NVACHntVs/49dW2/mXi1htnlDS2Yp9qIX97Qgl1R+b+rrgDK8kszDbZMDFDj9nFgaoykVuTy+kWE1lUzmslwaWPZY53UCgxnU7T5wyxvq2fZogb2jo2h+CSeHzlOfeU0T0ZHaHK5me0rvwMFsLyuGm9zLatrGpjhL3tl65rbGchNUe3041EdfHT5Mq6bXcfW5AYsTEIuH9Fimmgmx1ce2Yye0nHaFSwhgSohGQLLIZHxajwzcZx3tCxkf3ILj41v5uATTuRJNx++eSV33LCMrFFiWyyKZknsLwlWVGaocjYwbCQ42GJiaDKJ/hxxR4opOc5fbkwRSEJhNIcwBNufHaV6fhXpdAl5GoJrLTxBF3EzRdJI05uNESh6WdveSHWFh/v2d2JXJJJmnp50jHE9yc3VC/nW4X0cmYhR6XSTKJYIy04e3teNaQmumdvGJ9eupKgZ/N+vP8ZkoshdNy7l6tXlBGiHTeVzd13GyGSK6gofT3SepGSYXD6zGb9l45HtXfhdDhojr8y79nI4X1j/N1wh+6rlz0XZ88bwlvMcWaJApvBLLFEk5HonyktK+V+66KqdLTizbgxh0OSaB4BbcbEytOz0mL3Jbr7R+ytSepGbalZwd8tNrKvq4EhqlAWBBgbzw9hlFY9qQxcmlhDsmxzlc8e2IwQsKmS5rvHFMvIG74ulo9/bsY9nT/ZREbZTUe3g9uZ53HPgMCPpNCf3TZDLaAgh8Lnt2AwbTZUBLlnSzK7oGKpH5bkTfayaXUcsn0c/mENJWgympnhu83EyuRJdw5PUVXvJO3XeMWsuIacPw7LYkB/HSJXIj2QwdBMjLxP1S5gjFs5mH9ljJYSA8dEUTo8Txa5QYdn59LVr+PbO/cSzBVSbws/+6UkObOzG7rTxZ1+5g9GpDH2TSZJhQEjYVYWpVB6vx4ksS+QKGi31IY71JLDbFEzTIh7L8POf7eTAAzsRpsXUWJLje/tYef2i08+rof3FXICO2eUqwkKuyDV3LMdf6aeh/ZV5j14OFwqreTyvvZkx5STHxpd8b+DFxMcXrvfSCqzvUU5SfKU5Zl5pDGUh94+UrcWnztpXAi4HPgMEgSjlktxLhBATr+LcZfweCqg3E6/GMDuaHGdztJelFY2srnyx+fFL15hNVlhV3cSu6BDzw9UE7eUO7ouqa1h0qoVHyTT4652PcfxIFL/q4J733sXti+bQU0ogSdAc8pAwJ6l1OtFEmeAwnSnwXzt38vjoILW5DHMC1XCK3s2p2JjtL3s4+mMJvvLkVoTIs2y2xqy2BjAjfLnzaZIjGqnONFiQdggqW1yUJgR33L6K51x91FcF2Bjr4cq6mYwUjjM8YiO/X0aWNO6/bw9t7dX8bOthNE8FtjZBg8vFDZGr6CtEQQ6xy+onfjxHMa9hCkjaDVR7BluoXPKu6wJNgoH+OJ5aB0XD5IONl5L2TrM7MUjGKKJmFT75o0fKVcBttXz13deytX+YUXkKxQFORSWn6xiWRcBpJ62VaPL5cSoqlhAoskSmWOKpYz38ak8nE+MJagM+ntjafVo5AvC5HMxpLsuXP1i58PT29powd1+7lFnNEZznaWX0WnA++fMG6hDedPlzUfa8fvxGlaPzLZxXElAFbS95bQuSpJAt+Qm47jjvuKAtws3Vn8DCwi47zzvmRGaIWCmHJQQPj+9kXdV8Pj7zCtJ6gYDNRW92nO7sIO3eOsI2H3+94xmeGeohZ+i4FYXedBxDWNheUhEHEM8XeLKrh0JJ48RADJdTpQofI+k0lS4XfTYZt91WJqXMGuhFk+lkjtXzmunKJ8o9fyTBI0dPUqe6ievlHCLZplDSDHbs7QNJotURZP6KJtzTKutWNOF1OUjNGmLjrslyiODUbSzFdWpm+nGtqebk9w6TPZlAVhVE2IknZKfjrnbCXheL6qsZSWZY39rIN/7tXoSAYl5nqC/GLe9djSUEPZNxJAlmVIWJuqKM9g1z2aJmrlo/m6a6MPNbq9mx6QRtMyM8/sA+9u3pxzJlzIxGZWWI1nkNr7gmvv2Ze5kYnCJY5ecz3/0QNsfrZ5N9uYTs14E9wExJklopC6X3UE5QPA1JkmqFEOOnvr4NOIclVgjxgZe7yPn2n+IOOu+kT7nNz+2q/Brx++jafjPxSha9YVn8pG8vDlnlgcFDzA1U47edK1skSeJDs5ZyR9s8vDbHOT3VAPKGTu+JGMYQTIkCX33mYf7+tnfzX1ffgCxJCEy6Mvuwy4KZnqUc7Z/gC199gulcDqsJhmemmM6fP9f18UPHmUpnyWyLMv4IdC44ybL3+5GQkFVRlj2GQORLWFtO4BBQefUylsyppycdI+xw83R0H1kjgJ7PYZ7ioYnU+fivx3egmxZ6TObtcy4jbwoyOQ/X1FzKqDXBXv8YcZEvpwlIArMkMAS0z/UwI+ThmfsmEKqE6ldxuk3mtzvpaJQxRAvTepaAzcV4V5GSbiBJ0DM+zaKGGhY11DBdyjFWTNHkDlHKm3iSKnXCww1LOlheV4vHZidX1EgVisyqquALj22mUDLAMkkXSqxf1n7e+/VSHOge5QcP70EIeP8tS1k5r+kVj3k5nC+s/wbwhuXPRdnz5uE3GlY7H17Jc6TKISRUhLBQ5fMn+r449sznaQqTXYl9ZIwsa8IrubxyMb8Y3Y5mGdhllcOpY3R4W5AliS91PkVCy/PR9rXM9EXYNNbPU8M9aC8w20oSb58xF0tYTJWyhOxlz03XdJQdJ0exqwrR6bKXplQyiU7kuGZmK9uGR/jIzSspxEo4PCr/9ZOtSDLkNZ2fHTiC6pO5rnUGj/acIGOUKEyUqGsIY4Z0ZjdXs2bVDLbu7sW0LCQknt9xAiFg36FB3nPdUobUApVXV5JQ8kjdeSSPSkRSqU5INC6LMP+vrubpH+9DyBJitgetRqZXymMKwR0L56KbFvv2DyJFfBi5EorbxqS//OOWJYmO6nJB0uDJKE/+aCfRyTTjx2OEvG5aGiqoawjxjveWQwBbnjqGqiqYFX5mX9PKn3/6Nlze8yuqL0AvGUwMTuHyOknG0uQzRQJvQDk6nwL+enOOhBCGJEmfpGw9KZQp+I9JkvQPwF4hxCPAn0iS9DbAAOLAB1735H/b+D0UUL9NyJJEhcPDRCFNwO7CIV9YPEqShN9+5lrvTcd5ZriHhRU1XFLdyOJINTtPjmJXQFczxLVpqhwRnho5wUMDx1hSUceHZ6/AsgRfeWIziWwBE4FjGoJLPaxpaKRoxlEkOzbZS1KbZuf+EVLDWayMATmB7hT0HYE/qZjJYD5NfVuAO+5qYDqW58TBXRzaJJAQPPnYdupWtTC/IkC9K8jW+EF0y2QqEaLuGjepyTyf+cPr+d7Te+mdiKPKMk8e78dS4YnOk7xz1hxmVao01yYIvU1n43MGOVnFL0s0p9zU5xuoXiijyUF2Hxsi1OShsT2GqmpEtWlWBttoclWiGSaf3f4MuksgNEF1u5PhbIpGb4AKh4cKR9nj+6VnNnGod5y8rpMvGSy4MULAIXPTwrJn6MhQFIeiUlQMXK1O/vTqS1je8fI9GwGGoykMs/z+GZ5IsXLe610tZbyZCdn/o+XP65Q9kiQ1Umbnrj51lu8IIf7jrDGXAw8D/ac2PSiEeCllwevCW65aza7OI+z9NEKUsKsvT6j2AroyR9gc34BL9hEtFpAkicH8CB3eDj4/+z38cvRZwnY3rZ6yldCVmmAkn8Cl2Nkw0c1MX4REqUil08lINoNDlegIe3l722wem9hJSs/S6KpmKFPkl9tPMp0o4pBUAmEHuYKGBTgdDm6bPYfbZr8454FMgtZFYfoPTuMLOdCdFj6nk229/Zw4NIYUUHH57fhdNnDYWLOyjZraAJ/70+u556FdDMaSxDN5VEsiSYZvRDfjn68yKmk4VwfxrfBiP1gkeSjFgf2D1NWHuP2OFbR9yEauqPNsdgpNMrAMsKyyEmFXFQ50jZIP2jFmVdG8sJapwrls0pYlKBQ0LMNCliVGx5Ln3Pfb7lzB4J5eivkic5rbXlExArA7bbztj65i8y93c+mty/BXeDF0k/H+GBW1Qdy+Vz7HS3GhhOzXm3MkhHgCeOKsbZ9/yefPcf72GW9t/J7G/V8PXu/LSpYk/rjjUvqy0zS6gziUVxaPmVKJ/7dxJ7Fsjry3hM2lsH1ikO7sMHeuWU5LUGWyFGX+7CBetZyL9/BgJ0GHi71To9ycn0PI7sIMKsg+GSlr4lkIH1u+kKLVw1h2M7Jkw6Es4+lj+3jq3gJSAqqa3SRrZdQJE3mWE4/q5m/mXX/G3B5uHKDnsSFKaQPPbX6qHH4m81MMdY7Tm8pSNVvQXBUgkZRon1uD3WPjc++8jF8fOslD3d30RpO4HArZrMYvcp0srPUTaC6g+nLcfCsoWQ+//rXMpJbg4U0lvvuJ27lkncJj0lbq5tayI70PRYaiWTZUbLLCaCHDYCGN1ayiCJnqmT6minkavWfm/hQ1g6KmI0mgmRbT+QIR74uh8nkNEdY01LN5fz8zqj3MOFWi/0pYt6SFnqEpLCG4bFmZD3EqlaOkGdRVXriZ9YVwttw0TRNFUV7miFc83/88+fPGZI8BfEYIsV+SJB+wT5KkZ85Db7BFCHHzG5nm2fidKEcv5zkqv8Bf2T0KUDRz5Mwk2+PPI6MwWRrDxI1mWiS1HNFiirypMcffzlVVq6hzlvNfmjxhPKqDoqmzKFgOA13TMIOxfJqnR48TVGUCNgdFSyOlZ8lqgu8P78cwFfJ5i0LJpIBJUi/hrbKBgPpw+ccthOCJwyfoHJskEHYRbPZz18pWrm+eyU+OHGEqn6Vv4yhGQYcJnbV3NHH3zcvpH01w39bDPLb/OJ+4+RJyuk5FwI0AVBMUymG0RZ4Assukc2Qan13FV2UjK0mULA2Ht/yjDPgchAIu1ld42D06SmtliIDDQSyeZeu+fnoTKSoiXpL5EuE6PzevmnX6B37g+WP85Au/QnE6EA4nql2hZmYVN113bkVZfDSJZFn4/C6Obuzn7e8/9xn1HhvlwNaTLFrTzswF5Xu95tZlrLn1xdyw+//9Sbp29+Gv8PLJf7sLl+dVF0H8LhKyfy8h8b9HOXoj8NkcLArVveI4S1iMFRJ0jkxzMjaN06YyPVUkWOtgvJjkaFrwdOwQ7aEQN9ZewtLQTJxKWfFfVlnPzslhat0+Kp1uHIrKp9av5ifh/RTcCRSRodLlImv0IlDZEh8jrk9TyjrQuvPYYkWix6D0h35yl7qp9vlwqmVRPppOc++hw/g8NvJehSU/XMjbalcwWMiwN3GSeF+K43ugaNlosNv5xI2Lsev13NN1gL/d9iyLqmpYXFmDUKDW60WWJeymgirLKMJBh9zK5mIvBUMw3+bBYy+RKxiEvHqZM0mWaXC5mBWoY1AbQ7cMZnmbsYTg+cEB9k6M4QvaIAu+gI3FFTXMDpYjBMWSzr/9YBO9w9MYQQWHzYZQBZfPaqa9InzG/Zdlib6BaerDPqLTWUanMoRDwTPG5Es6T+47gSxL3LCsA4dNJeR38+fvW396zMB4nP96YAemafHOK+azdtEre5/OWAdnhfUvyp5z8UZkz6kQ4vipzxlJkrooV/W9EXqVV4XfSUK2aZqvOM4SGpnSTiTJjs++AumsvJ+SmWfT1E8pWjlsMqQMjbA9zJrQNYwVYxxMdTFcmCCohpjSUhzPTPClrl9TYffyifZr+D/zbkATJpWOMrOqx2bn4/NWcUvLLO45spmSLjgZTzCRltgeHabNH6ZgWkwrL8lvs8AfsrG8pp7LO8ov/u7xGF/5xWaKJR1HwMZV62cymsjRvDDEX15yKcO5KT79zCjoApdL5d1tCzmwe4hdXUNokkGyWOQHz+zl+stm88jmTppbw0ynCiQns6xcUMuhqRgn+gq4XTIeodI2t5rqah9ubNTWyuzbtw+Hw0EgEODSpkYWVFUxGs+QyBX5xZOHGJ/MkE4WqGj0Mae6iQ/fsPyMpMSHv/4s0ZEEWlHHVVNJZUcts1sjNNafhyQt4CSRL2GlDJYvezFxfd+ufjY+00l7RzWHNxxDCOjaN8hf/sedOFznCo7eQ8N4/C7S01mSsTQuT9Urro8XcKGw2kUBdR5cDKu9agzmpujLxpgfbKDKcW5/tU2xLjbFOtELoKoqumny3gULqap08/zUMSb1OEVTx606OBQfY98TCbp7o9xx8yLeu3QhNzbOJuxwnfZOrWqsZ1l9Dc/HDrPl2A7GR6ehqppfTx8la8rMCzTR7R5HLhggBEjgymq0L6/mPW2zcKrlh/vlf72fvq9twwo7mPn1NYQaHGjCyZVVM1gVns0vRh7kUDEJkkKbuwV5uoqnth2ly5ggVO/jif6TtC8JMasmyEQ2g81jIx/TcCoSTSHBL0eipGSY4/QzYlf56C0OBqIGHb42Dh7YTzAYxDRNfKqbd9SuZTiXIlE0mExP8kB3N5plYsowf0Yl72ydy4pI/el7euxklCMnxknlixhxaF4UoWQZXN7SjO2sNh6mZUFApr9/Gq9DJhIqe5VShSI/2HqAXEmnxedn+7EhhACvw87VS841ukdjaUolHZtN5cTQ1GtWjs6WP5qmvV4akf/ZeBNkjyRJLcASYNd5dl8iSdIhYAz4CyHEsTd6vbdcWO0FpErPES88WT4GOz7H0jP2F6wMRSuHU/bgsMMNkbvwqX6ciotZ3g6a3U0cSnbRn58gYPOyJdZDxigyUpjm33oeYF3lHG6ovuSc6xatEl2pOCdjeZ4didJSEaDSEWIyX6LDV0ncZ5FIlbAsiFQ5+cjqRYxoUzwaPcTt6hKGJ5OUtHLekpYxSGklFkXKFSx2RcGtu9B0C9MCVVbZs62fhx47gGUJlEoHKZ/FZFrh4aPHUGZKdPdFsRclFL/C3okY07kszW01TORytDc08J6li1EVgWLBwX3DPLuhk/oGB+0z02QyGXaOZRhO5HHZVfyKSl7XMFSLyIwA71w5H6ddxbIsRo5PEKoJUDerlmO7e0GSKWoG0ekMe3f1Ywm466PrTt+nkmbw3L5+3Je0EfA5qJgbQNdNHrt3N089cpCm9ir2bT2OKgR6ycDjdyFfoE/RDR9cxzP/vZ2lV8wh0lhx3jEXwoUSsi8KqLPwvyis9kaRNYr8eGAbhjA5kBzk0x3XnaOAD+VjOBUbuDT++MrF1NorqA/4kCSJRZXV7I33sz3ejS5Mqgphnjh2EsUO3/7Vs0w1+Lms4locyplKlyorTBd72b/XZK+1D9WjsvrqZuLFEZJGCUWagbV6BGlLDKlC4cbrZrJuRhHdOkBPNsYc/w1M/vJoubgjoZHfF6O2uY1Ke3leXtXF0KQH00wiSRIRW4i//+KjFHQTXbI4ekUOr8/OfScOMCOcp8Kjs3tY0OwOMqrneGgqRZ3HTd4pQSDAtbULWFPZSr4xR16T+f6m/eRHh1nml9m7dy9myMsj6SEEMMdTjSRBzszTGJK4ZUYtKyrLilEyVSCdLdJYGyCn65iWwHRK9E5O4ws4+fKjW/nrt62j/lSjWYA9Y+OMeQu0L49QsvK4nDa6Rib5xoY9TGbz1PjdaDm9vO4lcFygKm3BjBp211eQyZe4ZuW5Da5fCWcrRxcNs/PglWVPpVRugvsCviOE+M5LB0iS5AV+CfyZeEmT61PYDzQLIbKSJN1ImdPptT/Ms/CWK+U/jTP0p3PHB9QqWt2LmNQGmOddT9ZMMFjoYqZnIQFbmBmeJtrcjWTNPA7ZzpPjh+nJTmIKk2Z3FYP5MQpmCY/qYqqY41hikrnBCHZZJVsysQRIQkIzTCq9LtYH2th7cpxUvsT8GTWEnE7+8corOZAaYEyXMIVFwdRZPqOBoMdJvqSzbl4LH1q+kgbfi0IwVSyCJOF0qGSHs/xoaCeSAKddptXnYcJrYegG9oAbt89N6ywvxqjG5FSG5PNj6NN5xudofPBPr+bKOW3YFIWSpvFoZzcPfH87Ya+b0dE4omEmQZdF3+gkIwemKKZ0brp+AfMW1xGXS7grHEwWckQ8Hr722Z9x9NlOfEE37//XO9lzYIRsPItaG0Rx2JBsMkMDU2w+1I9mmLRXhXj8iSMMDsTIGTpOn4P6Ki8bfrGXTY8cRDZMDt2/DVWCiln1tK+eybs+uBbbBQTU8qvnsfzq15cZ+SYzZP+PxkXl6NVBiLL4kSQJcQGT96rIAh4Z28sMTzVtgTAHUieYTPlZHGgvkzTWzGNdpIOiqUNRYpNnkHgmTVV7uVn1aGGQSnsVQggODU0gSxILGqtBt6Np4HTKaFmJoqHT4W4isLeKA/t78c4Nol4e4e4FS7i0roKj6QdRZRclq+zRvv5dl/LoN55Gddj4xG230NxWR8j+Yt+xjFbC7lCwxgvc+8/Pgy5Q6rzY3CoLnS5G0cBS8LichDxB8sIgllJwjhTQtuXot2VZ/tE2/rTjKqqc5fNOajG+vn0b3f1ZfKqLoiaxYrafYjJO/2CU2LjJkC/FB9csYV+uk6U11UyZE1hiLp0DUb7yX88iCXjbtQuYt76RA4dGsFSLyho3BcNAM00OjUfZNj3M/HAVgxMp/vvwUex2hePZBDfWVJPIFPmPR3aiY5IazZDvTuN02ojMDnHdopmsmXP+qjS/x8mn71x33n2vFmd7ji7KnnPxCrJnSgix/ILHSpKNsmL0UyHEg2fvf6myJIR4QpKkb0iSVCmEmHoDU37reo4CzitAsiNjw2tffJ7zyCwMlLmvkvoUW2MPICET12JcG3nX6Wv51LK79Za6pSwINtGZ7mGwMEK7pxG34sSwLP5691NMFfMg4I7WBbyvZR6/6u+nOVzFe+bMx6bKfHfrAU7E4uiWRas/yF2LFxBwOFkebiVf0vHZHLR6qlBlma9/4lY6x2Osa28mns6Tt2k8vukoe7uGIQjCIdBHNSQBQgIErFk/kyWXtvHQwS6KSY2r2mbiq3fjczpYclMt37x/CxueGUJSJfS+NM6gjZGBaX70zeepbAgwNduG0+9gOpnH7pA5NDVNpTCodgXpjU9gahaPPHiAhevq8C+twKko1Pv8bNvVy+6nj2KVDASglAz+4HM3cahzlJTLItOboELYmH9pK9uODiJLsPGJYwjNIhnL0txRxRWXtpMeHmPTA10kRpM4HApuh4IlK2RGp8nq7eVy4d8ALobVXgMuhtVeFXw2J+9tuoTe3CSLgo3nTdJtcFfw8fbrAHhobDP9uTEEgkp7gCZ3ObfRIdtwyDawwRf//GZ6o6P0O3YjSdDoagHguWN9/GDjPnTTYlFbDVctmM+q1jTJgoe3rZxHQ7Ob3LDOfz37PKYlcOw3uevPl7C+vhGHYqfJsYZoeogZVUsAeO//uZ3mW9qprg5TE6wik9JIZ6Lc+/3NFAIGA415pIMjOHrzEAqA3U512MXtH1zCQW+CVDRKm1zFdZF2DEeB9zQ3kymZ/NnT96EjUHTwx7J4VJlvPLyd/tE4rStUPB4FHZO8pTFkz9OoBcnbDbSUA8ssMDiZ4b+e28E7V1SQKCWYFWgjrxt8bcNu4rkCNlXh4NERPvnR9TxU18WQlkQoFukRjeX19ezJjqKqClsHhzGSFplCCbdlY3VdPZcE/XzriX1MTmcp6DpuTcHrVUnlSmAIxvNZlDev3P5lcVH2XACvv1pNotzipEsI8W8XGFMDRE+RXq6kTLs8fb6xrwVvuVL+0+MkByHnBYmHz4Aq2ZCEjCF07PK5ybxCCJ6cOMT26ZNcV72QD7csxy6Xwy6aaZAoFckbJcZzWe7tOcTqQDVfXHQJLS0tp89R5/exZ2QUARRVjXtO7qWi20Ol8HDfjiM4VZX/fF8VQa+Tb+zbTbpQ4KfP7yEf19BNAz1uYhgCSwGnBpIJyBJCwIzF1ZjLnXz/yZ2YIxq5bIn7erO889pFXH79YgDef9MKjjzWRXQ4Tu2qGrbv6ua/vnEEPa8hyTId75hJ09X1xAcyZESJ45NJorqGb0ggUS6hd4ad9A7l+Ow1c0kmppkeHmZsIknFijYmt52gakaEtsVNzPc4uWxdB/mSRqlokEoXyeo6R6bjWAI8HiclS6O5Iczbb1xMe2uI54ZGUFSZSF2A1rm15MeCdO3pJzCrHq/PSaji1ZMyZpN5Nt6/C0/Qzfq3L0dRL1z9cb6w2kUBdR5cDKu9JszwRZjhe3UEpS7Fjm6Z2GQF23nK/8dTGb6zaS8eh50Pr78Vn9Nxug9aNJXFsAzGUmmSJ3KcmJ7m3c0N3HjF5aePn6hMYSHIGxq1lV5GpYN84+ARmrRZ7Pr+fiaG4lx5s8wH/uRqnhg7xGbRTa5bZ2KPVc7/OZqgOG1hSFBot3CfyIBmgZZEnd/Amo95OaEcY+fTeQpphRHPAKM9Wf7f+27CZ3MQtMGdN6/gv3+4BbsD/HUWn//eY+zaNwmyROeAg6s/GGbp8gDxgsWQmWDHdC/2ggtUOwXNRJKgaANNCzJ72oEZy9EfHEUKqbiCDvSszk3Xzac+4OOTa1diWBZZvUSqoKHKMvf3H2W6VMBjt5GVdOq9PubWVfHepQsYOXkSzTCpCXopagY3rW/nyee7cHgsbD4bMyOvLVS/r3OE7sEYly1tpaE6+JqOvRjSPw/emOy5FHgfcESSpIOntv0N0ASnm1+/E/hjSZIMoAC8R7wBJs4X8Jb1HL0W5M08UW0aU5isr7jlnP3H0sN8o+cZXIqdaDHF6ooXE/Pcqo27Zs7jW107cCoyBbOEJc5lOb10RiNbxwexZBjIJbFHFbZNjEJWIAsoljR+vmErsyNeppIJ7HY744kcbrtCsQAyEkISqHYFS1ioiozDpvLZT17NgDfDwNA02cNpjKKJZQk0r0n32CR7O4d4+MlDLOyo4yvfeC8/3riJY71T7P36AfSUjqRICFlmdrCSmtoIh8wJxuLTTOU05tRW0jsyQcPCGnpPTqK6bdTNrmDWzHZk2ukfGmMy1YerNcDKNddgRFx874ldXD2rhTkLmrApCj98cBfxRI76mgDvvGw+pimoDXnp6YlRHfFTXx8kl8vROr8avytMKp7jyncswxtwoZV0pqdyBIIuPK+izP8FbPjpNvY+cwyEoKImyML1sy449mJY7dXjf5tydKG+V29mPywhBL2HLPYfh8sWNFA788wXsWlZ/MOvn6drJEbQ5WJBfYTr5r+YDnHj4g4ORQ8R1y1s7hKmMDhbPFZH/PhvDmNN5hiuzdOc9PPcs3Ec8d2oPdP4XDaeeWQ/7UudHLFG0JUS6XQeDQnVYWGoKkIqlQ3TSgcg4XDambG8mT/+7tvZl9nGtns18r0mpZKBq9VOsphmIj3NtzcfJ5XV+NCly2n/go1d49t57ucJUnFwaFAKyAhglnMWDdVFdsT7CKRlKu1OnJYdPWQjLDsplXT8PhvzWxpYEWkmn8/z686j2CjSuDpIVb2HDaKHoYMpbpw1G4/LTvdknJ8f7USRJe5aNA9UaPT4iaXyZDWNxXU12FWFEeBjNyxne/co81uqWd5Rz21XzCdVKJLXDeqD5ybUXwiT8Sw/e/ogAL2j03z+w1e/pvVw0TA7P95AtdpWygVvLzfma8DXXt8VLoy3rOfofBBCoFlpbLIX+SXVa52ZQ1inJMpQoZ8615nx5eeixxAIEnqOkmXwk4Gt3NV86elKkRVVdXTmw8QyGn4lwHsis8F8cY6TuRxFTcfnslHSdZy6yVgig2oJZLuMXrJw2m00tzfx68EhkoZAcuSpmeEkPWDgrbExe3Ul2pSgubGCxbU1FCeKVFV42Xx0gIlkhnCLB5fNhiLbKEoG4Xo3ol3iy9/bgFbQOdE3ydz2GkoHDCaeHcMqGUh2GewKNXOr2Ds9TmnDMFUBJy01PkJ1AQJBB1df0UFIs/Oe25eS0EvMrS2H/gB2HpskXpBxhP3IYRvRzkHGHzrBMYeNK9+/lpplzUzFMwR9LsYn07RUh1BPeXGWLnnxHgshUFSFy28/s0+aw2mnruFcQSGEYPMv99C1s4cr3rOaWcvbzjzO7QAhymXErpe3wi7kObpovZ0Fwe8lhf/rwcspPi8YZ69HOSoaBrpp4nO86J2ezuTZ2ztOUyjMns4o2loT+0s8nX2JBGP5LIYQjOcy/Gq0i/o6P/PD5dBbwO3kyjV+2ufkGBlTuLZtCdL4i6kSJd0gmsrgCNmQXAoOw8ZEdApLk8FtQ/KoaCWTRVe08LxTpytlELBlaGlMMhqtI1MocMXHXWROeCBcQ/OCOpquc1MYzWDMDPGvjxykqc6L217Cq0q4FBNfQLBooeCXJzbz9JEUEhKWELxr9lyef0AlOVHC7gRTBmeVjRmLAtxzYC8ysKwiRHW4kaqgwK3YWBasw2d34/YKXIrKolC5O0ZU19iaTqKEffhtCvFSkpFns+xODbK1oo/b3rOIY9EpZAk00yRfMlhbUz62ynWmF1oIQXN1kI6mF1sVKYpM2OvmTAKAMibjWX6x4TAhv4t3XrUAu+3F16BNlZFlmZKm434d5LQXDbPz4PdU9vxeeY56s48zmN+MT61jaeiPUU+F0FpdM+nMHERCocl9bilmmzdCcybMSCFBk6eSI+kRTmYnmB9oIG+U+G7PbqIFg0qnl/9v/rVMT8RIpNL09fWxfWiIn/b3I0uwMBRm2pJ47+wFNK6p4J83bMWhqoRrnGSExn93HSWdK5I3dPxFlfyghtdp432XLGH1zBYaPUHUF5TDWbBxXy8HT4xiGBYBu40Gv4fJyQyXvqsdZ7sT0wCbx4aRNzARxCen2b2jB8uhIEomla1ebnj7bHBIPHciSWU4TCTs48NXLKXzwCCB6iA2u4pDVQj7XMiyfMZLwWFXKOkGBcNgRWML0cNRZAGWafHrh3ZSXUoRCvlQhMz1V85BVRV0zWCoN0Yg6GLTfTso5Utc8f5LXtPLJjYS59FvP0cqnufIjh7+/bm/we54cSledeclVNaHcPuczFr+8qW1F3OOXh1eaKP9vwUXWo+vV/5MZLL8y+Zt5HWdj6xYyrL6MhdS0OOktSpMfyzO4pbac0rOK91uait9CBVylLnI7u89clo52jjZzaPDBSzh4kNLVrAk2M62kSijo6PEE0n+Y/NhYrki9X4XDRmJOn8N73/3pdxvO87m4wOs/dsOUo5BUkqBncPdaFYRW1FgH/JiTuWZOSPA7Usux78qjFspV3tZzRaWZfGHP3wQSZIYOqbxrso2pp49QMPMINe+Q0a1yWzvl1FkGcsSuB0S9z6+m3ixiGUHyQZXroqwYk41T+an8ClubA4HN85bhRQ3SRez1NcHyLgNal0+bLKMqqrIUvn+2E4ZNGm9SMjjY05lE8dTR/Ha7fRPTvPjrTvx13ipcgepcntYVFO+X2OJDPmSRiFVYtPuPi5Z0oL6Ms/7fHjo+aNsOzJISdNxumy8/bIXOdxCfjcff+dqhiaSLJhZ+5rXyUXZcy5+X2XPW7da7TwYLezBqYTIGGPkzUn8ciPT2gT70xsIqQ5Wh66lznmmR2OkEGNFuJVZvjr2JQbYE+/HoahUOXwYlsE9fRvZM9WLGxsTqRSPpDZRK7vokqY5mdDoienIDjuKJLN5tMys+o+bd/LptatJ6xoYGtGJHPNbqkgaBQqagWFZFEY0pDQUMgYDfSnetdCPZRiUhDj991cFXaRzJbIFDe1AEWmyhCxJRLdN844Fi1GLOs7V1RzrnWJ5UyXBkILstaFmBNLMIFXv6aBYF+G2WbNQvUfp7B9jdgj+/kPfJzWVwxCCytvn4ol4ed8Vi6gLeSnmSxzdO0hlTYCb1s1luJAla2kMFDN86INX8mC0SH/nKIWpEtEHOwm/ez6XrmikNmLHNE3u/84Wjh8ZIT8RJz8aQ5YlJmNpZlw5g/Z2E5utbDVPx3OkknkaG8Ont70At89FLlNCK2pINoW+rnFmL36x36LdaWPFtWd6oS4Ey7LOYaS9aL2dH28krCZJ0gCQAUzAOLu65FTi5H8ANwJ54ANCiP2v/4q/Gbwgf14ri/HJ6TipYhGXzcaOwRGW1ddhWBYPDO8n2zbGVQuqeceMpWe8pNOFIrFkjr+74nL6kwnuGzxM3tRZHiiXsPdm+vjV8HOM5IoI3ckDBw6ScyZIG9NsjvdweL/KRMygqTHMxIEoUyMl+qUYjZWV7LBGUSpVnuofYsViCcnQSelFALSijrrFgWIJhoYLuG6rxmapaKaGZVmnDYoqr4ddg6PIssTDv96DXVIYPZ5AHVpNsFpijcMkM+sElBSuqatkWx4O9U1i89sIX++iYp6P9qo5fCxn8fOug7hLBoc3d/Pohl4008Qzz0NoaYD5oQjvbZuPaZqcHIkRTeZZNrOO22fP5PHRo3gDBjP8fj5880oe39hNpqAzebSImZO4dk6AWUE/sqHTl8zy74/vwDBMsj0ZPE47B4+PseqSCgL1WVoqy34iw7TomY4TdrvOYNU+vQZUmWyhhCLL7O0bO0M5AmipC9NSdz6f0yvjonJ0fvw+hvTfcp6jkn6YQvGX2NQ5uJ13IEkvWmJN7vX05Z4iaGtFsyyOpTfRnT3KcKEXkNiffpZmz5zT1smW6cP8amw7iiTz8da3cVN4ATOsIOQ1ho6c4HApR78Yos3u5UA2QYu7kj2eEld6q9g+1ENvVMcQAkOHBRURRmNpTGGR13Xu6TpASivhtzm4tK4Jt9vG6pYG9g9OIEkCV0kiKReQJYmIx41hGEiShCRJZQtKlpnTWkNjbYBUtsDUeBqRLyEJKIgiPzhwmFTeZG1jE1/88DrcjvIP7s++4OWXmw4zbddprggwlEqT1jVuWb+UW9YvJT6V5P6JjWQzJUzDovBkD81vn0MyV6K1poL7v7WFvZtPoCgyf/x3N1FT7yOWLSCEIFTl47Pf/AD/9KHvE5tMUcjrXNExk9mzWxgfH2ffvn10He7HbndgGBYI0DSTnv4441tt+PyVXH75LAZ6onzjS0+guB2svWEeN9246Ixn7A26ufGPrmLr44cIRIJURF59TsDZeLPbh/yPxhsXUFe8THnsDZS5RWYCq4Bvnvr3LYWXkz9Fw+C/uw4xXSjw3jkLafC9yKszu6qSCrebbEnj0uZGnhnsZSyf5Nn4IfIiT9JMsrLQQoevnM+YLWp8/v5nSeWLLGqu5RPXrKDWpjKcmMZXsNi+fTs9ai+1qsmgsChIBgmPRLG+gu6thxjpstE7UsAoqozb0lQFPYwPZLGE4N6T+8g02nELJ0GHh/n+CCXy9Ca7yOkW/oyPpGRgSRKukoRDljBNE0mSTiuFsixzy5IOepNxkAVpNYWa0lBVmb35Y/RNpnArYe5ceRkLQmWC2znzNEoNNgaKU9RWgSopdGeHuSaylM9VXYdpmnzvp5vI5IoUdJPpYxpyyE6/LYndbmdoMsFXfrkdXTfZe3KE267poDHkQpJlLOCWtfOorQjwtV/uwJBMQgU3N1yylqmpKXp6ejg0Mk0uX8DpsGMCum6S0jW2R6fp33mAv712PS6byr/9ejtHhyepr/fzmavWUOlxn/Gcb798HkdGoxhCsOh1eIdeDhcTsi+Ai8rRK+OVPEf5wk8RGBS153HYV6MqLaf3tXqvosmzjpye4pnYtwCZlJEABAKBXw0jITFdShLPxjkwfpxioYBmajx3aBtL3TMI+/34KiswG2G+y480HeZQahBddeFRXRR0nX87cpC4lsewIKg6afMH+MZNN3P3rx5mJJlGwySrFJGD0BBy84HFC+ibSrLEU8X62gZCDjfViof/fHgHfreTt69dgKqqlEol0uk06XSZoLFYLLKuI8iWboO4qmAF7GAJRjFJT+UxR/M894sxRtoG+Pw/vh2ny86ymQ0sm9nAtqEhtg4OU+/3EXa5EKLcCy1UEeCa967hoW9vxF3pRUfg0AoEVBPTNInHMiiKTL6o8/2fbCXTl8Bf42Xeuhl89z+fZ/6CeiqWNHLy5xM0t1ezYHkbLpeDtrY2WltbsXIunvzlPjrWNdBSv5BUXOdYNIthGpSKZfLLX31nE7GTUWRFprcpBGcpR0IIlqzroGNxE5H6EKGq168cna99yEUBdR785qvVbgV+fKpKZKckScGzOoi/JfBy8ufoVJR90XEcisIT/Sf46MIXnWNVHjdfuu4qdNPkvhNHeXaoH1NYlOwSwiHw21Q8qgfdNDkxMUkykSaaSGKXYFfXSS6pUPD5fLT5Qzi9NuxulVnM5vmpTdg8JXpToEgKWx88zoldBiVTQ6qzE/K6+ORNa5mQ8vxU7CBpFggtdiC54jTi47aWuczwtdCXivPZmQ3EjDSL/e08kT7GwcMjvOPWJdhsNkzTJJvNnpY/2WwWxbSYX+nnRDpDqsWNo2ChuVT2k2A6p+N8YJwvTTzAX3zmbSxd3YZbtfPZVZeR1vM8Gt1JwdSY5S0rTkXdQJElbr5uKZsPj1BM5bEFVOKxFLfOrSeXy5EpaOUej4rE/tEJjt0XQy+YLF9YzVZtgq1EuaKjBc1uouVM3rl+AbIsE4lEiEQiNLdlGc3tYDKR5o5rW8FysTU+SUbLoJsmpmVxYmSaXQeH0EwTrWiQXFM8Rzmyqwofu2kVDrtCS+Q8zP+vEudTsi96rc+D39NK2bec50hVZ6Dpe5EkH7J07sItmTl2JH7AlDaASwkSskVY4riUfKGAezLMU70b2KjsBwU6nDOIuEKEXX7uaL0Rn+oCYF/iGJsmDjNRyHNb7aV8puMWhnNJ9sdHsAs7XcPb8CsOnC477525iHWNTdhlmb+7bD0b+vo4morSW4gzpyZEldfJrqFRfn6oC0mCDyxbTGd3lCdjx1H9UOGX+dHDz6PpOstaI+hCZc6MOmpr69hyeAjLVuILH13No1uP8fP792JXFSqa/ZQcJcTBHCInGD4xyf5d/ay5vFy1lcgXODo0ictQWF1dz0PPHuHQ9n4SQ0kcmTwFWSa8tIVSMs8H717HvNVNHO8dZGxkmBXXNGJi0Z/LM3B0DD1VIjacZPDENHPWtLF58wkcTT4Wfmwdqirj8r6YfCpJEquvWMDqKxag6zrRaJTR0TGM4xK6AZeunQGA3+/C4y17l9au7TjnGT77891sfewgDpedj/3jO97Qejqf5+iigDo/pDdWJCqApyVJEsC3z2awpdzvaPgl30dObXtLKUcvJ3+q3B4cioJuWTT7g+fsV2SZn/cc4ZGBLmLZAi2+IO+oXYzHViRiqUx0jvGfJ7bRly0QcDpY2lzDYDzLu9csZNWccu5cwcywffphDsemCdkaeWfDDThq7GyL9WFaFlsSnchCxe9SWbZoBgsXtrBqXhOaaSDeIziaGmVMHcSnKCysVPC7Ff5531aSWolaj5f3+mZx7w82E6s2kS5z058dY8v3O5lV58dvc1NZFaS1pYFY0WBr9yBvX7KUxuoAH596mNRUgeqwi6DPJHFIwzwhUDD58Tc2snT1i0UTh5KjjGUNlgabGZwu8JOdm+g8EYORIj5JxWq2o2Yl5tVU8ee3XcpQIsqeY0fxyArr5tSxPzpF3J6nrycBOkxszBGs91AZdPOzI0dpWxOhaBhUNHjPuP9Bn5fP3XENQghSqRTj4+ModhdHpzWuXTSnTJEgZ6lwu5jOF2gM+WkNn/kc4+k8//rzLeRLOpcvaqW99rWV+b8UF/MdXz3eoOz5neAtpxx5XR/AsK9HlquR5TM7Neu6zliin0wuhU8PUzQ0/Ln52NxBGv1N+Bv8KHhwTHSSNXJM2eN8vv3Dp8NsL2AwP8aeWIyCafCgtZc5gUYaPUEaPUEM02RPzSD7Jsf506VrWFPTgBACXddp8fv5yJIlGEJwIhVjsJhkUbCW7ceH0HQN3TD4zwc3MhLNl/v5eG0MuByQEyiyzK4jCRRJorF+nJzfou9oDI/dznQ6zx+9/RJuXD2bYskgr5o8c7yX0cV2BveNoSgy9U0vxsCPjU8yGk9jGRbf+sV2tKzO2PFJ7P0x9JyGJIG7Pkxkdg1LL5vJtx7eRa6gsWRmLWvn1mD3SkT3DaJP2WGqCKqM3aGSjOeJ1AWQ/U5yRY25rREMw2BkIoVuCtoawxzeM8ie7T1kciWaWiu55e3LaGiYZHR0lGPHDlFZWclNH7yE1rl1VDeGmbvi3ITqniPD2J02irkSsdE44Wr/OWNeLc4noAzDuOg5Og9exnp7Rfp+YK0QYlSSpAjwjCRJ3UKIzb+Jef4mIf//7Z13eJRl9r/vd/pMMjPpvSfUQOihS5Mmig0VRUHBVVn7suvqd6vr7ori7qqru+rPsrr2gosNbCiolECQ3tJ7LzOT6eX5/REyJiSBEFqAua8rF8m878w8M7zzmXPOc4pM1q3+JBtCeCh7Mi1uF2nGjo6ZEAKr1cqPlaWEyeTYJEG6kEi3+whTRWEINWBINmAtrkYZLKiwO7gtewDZ8QkdHsfqaWZvQxObyzwYg0uJ1e5ndvQopkb3w+fzkbzIyKqnPia9XzxLF0xAoZDhdruQSRKX9evHpSKDZo+Vcmc+armaCCmeRvsBFD5Bfmk1v//3doTLi1BIqG9O5lBxHSEqDbt2N6Ex+5DJJcbenMa7uflIHhmRe/N56qZ5vHX/QirqTISGaNnUfJASTx2b1AeRfJA+IMa/frvXxYbaPPQyDR8c2k9Ls4zmWjuOchvKAicWScJXIUPdL5jLJg9iS2MF31QUo5Ur+PngEYSGNCEPbuF/jY0ggfAJNHoFTocHmUzGwOhwShwm1AoFIUoVJoeDYpOJBIMemU/ifzsOUlTXhEIl58oRg5jbrx/hOTnQUMsuUyMxMTHcNm8M9WYbEzOTOzV/rGlqweZwoVUrOVhad1LXUsA46jmByFE7el/KL8Mn7DgdZdisbixmC2azGZvNhkKhIEivJSKoH26NieGh84nUdiwD13i1yKolnF4XZncL/y56g4ygZKZHTvA3aDPKYylv2Y0XgV7uRPIK3s/bzev5uxkWFo1VcqJUeHl33zYGafWEh4Yil8uPbF3ZMZvNaMwtxFnsVJQdJEGhZGCIAa1Gw+bacv9abG4vYQYFXrkXn8eHy+lGH6RmT34VniQFHpcHl9NDbl4FQgj0wRo++Xgrm34sQtU/mPjR0dwzdwRxcaHEJvwk1i6zm/1byrA3ONFr1QgEWqMaj0yGUiHD7fLgMduxFzVQW2emrrAOY4yBvOI6SjaX43J5mJ2dhirLQ3mEGkWth5EjUpgxfwRWlweNRoVWpyQ6LIjCsgbeW7sbn08wbkgCmz/eR22tGZvVicXspN+AGLZ98AN5ucVc+8vL0Kfqqawsx5giERqrwePxoFB0vMxmXJvN/57/lsR+0aQOjudk6KqUH06seuWC4NjltMds3w8ghKg48m+tJEkfAtlAe+OoAkhs93fCkdv6FJIkHVN/hCRodLWgbfLhszn821Ber5egoCBmhMXxdXMVE5LSWDxolL8tRhszBqfy9KYtGPQqXijawF6PgRkRo0kOas1tCVHGkHsomPImC7UKFd4EGTX1zfz99Y1YrE4mzkjFcomWHGc1A/P2MnPgUH+OosfjwWKxYLNYUJjVmK1WrPLDXBwSxQFHC+PUCayjtVGt8AmswotaoQBJwm12ofLJcXhcfL5nP06PhNsu4XL5KGxqIsoQhMvi4rEXvqXKYCN0opEbH51JtF3D4HbFEjIhI6/URkF1FTKPhCRkhGo1yBRyZJKETEh43QJR68bV4GKvvRph8WLV+/hsbyF7imoYmxLHbL2GbUNKaKj0EKnWsXjKaIL1aoQMZqoURGh0GBQKns7dTpW1Bb1KTYIIZlNeGWWNJtKiw3h3+14WDR3C6+tKGJARz02XDaOxoQ5vcwPpYWFIPjfQsSlwelwYg5KjKKs1cen4QSd1LQV6rPWQQCl/zzg6ctRmcFgsrUaQw/0lCvW3yGUK8C5CHzSSmJgYdDpduwsxq9vH18jVjA8bwU7TAWqd9SAERbZSKuxpJGpi8fl86KUgkrQR2H1uMoMT0EgKXs/fjcvn5eOywxhVGkIVOrY3N/PHH9ZztTESjVKF1euj2uNlaFwMiRERpKSk4ETg9fnwFtWwvaiCSZkprDbvQy6XkdAvlOXjR1NVYcbt9lFR0ciOAxUkDAunAScNtW4i9UHIdQpcHi8H9lXy9Vf7Mdkc6Cx2NGFapFA1e0prESoZcVGtkbSC/Dpig4MprbShbHGgDNHwi1/OJkShZPtX+1j77nZkCjk+n+Ddv31Bw55y6hQypt84gT2lVbjMNg58vhuDQcuCG8Yy7pKBVFRUsP6HHymssIFNsGD+SFLiwnB5RGsfI7mExe5CqZKhkEnI5TKUKjmOphZyvzqAzeHhlT/9j6c3/paoqCgcDgfV1dXs2LEDvV5PXFwcBoMBc72Fkt2lXHLjODIndN5yO1FOZUO/8xmJ3oe2JUkKAmRCCMuR32cBfzrqtI+AuyRJepvWRGzT2cw36i5CfXTkqM3gMJvNVDc18GLVXhzCS4LWwO2po4iJiaF///4dDPw5x3jeCSmJfNNUQLPLikNY8PiC+L5hF4naaHw+Hz6fIFQeTaJWhw/BQG0COw5UUFbdjNntouDznehHBVHR7OVfu/bRUFlHWnDr9lJVs5ugIB3D+ieQmpqKWqvB7LWTYhbw7QHsWgidlkDNvhpCxhoZODqOq2ZmsfVAKfFTgvn4vR34glTIh/moK7Yjb5ARGRJMvdMGwHMvfEtlrQmbz01wso6yzBYklYqm0nImpSQil8mosFjApiBUpsFUbcOgUjAjM5UFlw+m6GAta7/ZT35dE0KCbXnl7NtdTovbxZDseLa0lGHUaXj7052EqbUYdHpW3T4Dc1M9eeVlvLmvDi9yEoNCeGDGRFRKBSaXi2CVGpvbhVYrR0br9qbb6yUlPIR31+2iusVO9a4iBgyIZs7YAaSlpdHY2EhhYSEul4uYmBiio6NRKBTsPlRFcpiRRRcPJ1jXeZrCiRAYet0zTkZ7ziZn1DhqM4TsdjsHDx7EbDbjdrvRarXo9XqMRiPhGgNeEQV4CdZGoFX1rJrA5XNSZi9FhoKRhkxiVVEUW8spc1Ti9cCrRRsBGbckTmOIMYaFySNpcFpRyBT8es9neHBT3GJGKUkIp5tSRxOxah31wktIUiI6l4enN23H5oNv6pp5YcFlVFgtvLAnl6pKC/n763F5vChkEtdOGoJLB+lhoYxOjkee+pPntaegih/LqiBEhjnBQVF5IzOGpaNWKggJaTUA1QoFqGQ0/9jAw599iiZcTWpCOI/cNZedO0vZ/k0+jSYryjo7bklC4/SRGG7EGKoj4dYpDByVyuo3t1Dr9bD3hwLCQnVIAtITwji0qwKbw41cJiF8PgoPVRE+MpG0xDSMhU4sm3bRVNjIKwerUT04m0HD0xg3IgWb3c20cRlMHJZCaXEdGo2S8Cg9OrUSh8eHz+MFo47aWguxMUY0Gg0pKSkkJyfT3NxMRUUFhw8fZuOLuVTnNaBUK5m5bBqmZjvZFw8mLiWi19dUwDjqGZKv1woVDXx45H1WAG8KIdZJknQH+Fv4f0ZrGX8+raX8t5z0gk8xLpcLp9NJeXk5LpcLq9WKTCZDr9djMBiIjIvF4KwkSq5AIZN3GB90PAobm6i1WokK1nLX4LEUWxo4aN9Li9uGfa+KB95Yw6RRacydMpC7xo5hfWExMSFBvFS8g2aLlXpPCw6XD22QmtoaM5IP9BolFQol05KT+WLrQb7YUYFSqUQfGsXEuCDeKd9Evqmag3+vw1JqgrxywgZHc91TM2nEwdUJw4jXhTAouXUMypiRyXx/uBiruoFJ4xRszjMTpFQyLqF16y8iPJjaOgtKmYyWehf/e38/Jp2HyPBghBCMTYzn359spbrCBG4v6gbwyT0YmuXEGvTEZusZPjSR977axZeFReyorcJqcxIWpCXcoUEbpaG4rjXPSKNX0GJ3sqOmhrDQIPoPHYpYv5GSA/WU+BoQ9XZ+s/BiFmdlsaGklOEx0QyLiKJfVDhujwdjkIb0qDCer8zBdUigUkGBzQS0GsARERFERETgcrmorq5m586d1Fu8fPxDGZIkJ7+8geh4A6HBWqYNS+vV7LXAtlrPOQntOWucVuOofXVEW2haq9Xi9XqJiIggLS2t04Xk883H6pQhQ4dGOeK4z9HWt+PT6o840LIfk8dMjCqFSyMvYYxhKCMNmXzfeJhtzTuRIbG+YR9Xho9iuBRCrcPHPyq3oUeByWciJSiIRpeL9NBIxoQlsbG8hPSQUOS6YColO265ErVcUNNs4sucHLY4W6hzOrDb3bg8XgA8PsFnuXl8/tCSTms9WFLLP975rjVReVgqd10+Dp9PUFDTSFmDCbdW4p5fXIyp0c6GzXns2FmGx+PFKheYQ50IAdu2FROkVSGXwOuWkIRApVbQ/jM6cEQSKYU11P5YgpQciqvJzqSLM5kwYxADhyfRYrKz9j/fsXdnGVvz6yj8YBsJ/SK58eIR7PsmD0JcaFVyCg6X4hRNDEqOJTY2FqVSSYhBh8Ps4KOXN5LYL4qZ149h0vIpHNxdScqQFIzG1qT3qtJGPnozh5DwIC6/cSyDBw/G4/HwrW87dqcDu9PB529vwRBhpORQNfeuurZX11h322oBjuIkKkaEEIXAsC5uf67d7wK4s7fLO9V4PB4aGhr8USG73Y5SqcTtdmM0GklISCAoKKjTtXOdNIz9zTVMiUnr5pF/ok178uobeHzDJvJNjRiD1Vw6qB+zklPICpmO1eng0U0b0GpUfPLNfiaMTMYgfMyICGVN+SHyLTW0CBeaCQJnowJ5sIql/YeSU1GJze1mWnI6VflWfB4dCoUSt9vD5h17KJdXst6ez2BNJDarC3G4DMlkpym3lKRdghuvmdJpvU+s+Z6CqkbUKgWPL57DNWlB1Nms1NqtWL1Orlg6mnH7m3DKBf9auxWT04loggadHbfPS0WjmVpzCxmRYdRVW1AEtX7hadp1mNZpVcyYPIDvHdXYW2x4dRKhRh1XXjyU+Bgj5Y1mSoc38u763dTKnfzj+y30Swvn+oFDmZGazpsFFiJ0OqpNVnJzc9Hr9VyblobRaESSJEamJvD6lzuoqjdxzdQhzJmQxq6mMkIjwxiW2upIe30+Vm/dz6GqBi4fPZChSUkkJiayfU8hbncRbo+DPfnl5DXqWqvhQoLJSo3p9H715P+/qzYiQUE9nyN5QRCoVutMY2MjALGxsf7QtNfrZdu2bUREdB0pkMkM6LU3dHmsTYy8Xi9CCP+PJEk0uRtx+dwIwOq1srp2LRpZEGN1WRgdSrwuT2t5Z0UTReYiDAYDCdGxjCCNQlsjA3wajAo1BoWO5f0nEKbWcm2/wRyqb+BX67/CJwQjYmNw2b1kxUWxvrmGKrOJSpuVzPAIGqrVmC1OJAmijEF4fb5O3oi1rZRVkmhusQPwyfaDfL23kMpmMzEReiL1QXhbPOQeKEd4Wgc26g0abrkiG5VSzkUX9Scvr5awsGAW3jaVg7vKGToyCUNIx3LVWVMH8c22fIwDIomIN3L5jVNaPapIPRGReub9bCplz67HZmqhqdREZIKBygMV3HzbRaz/aDfaYDVR8QkE63QI4WPz91upr7CRNjCBj/79Hc11FvL3lqAM9TDpohSmTB9CdFQISkVrT5UNa/fSVN9CTUUz+furGDIqGYVCwdI/LeSHD7ejC9WwYe0+GusaUWrDsFqtvRKVQOSo55yLAtVbnE4nJpMJg8FAXFwcWq0WSZI4cOAA4eHh6PVdt4/IjkwkOzKx0+1t2iOONHFt30yxztKCze3G4xPIhIx1FXnkeSuIUOq4PjyTYK2cukYzQVo5BXkHCQkxYjAYmJQ+kMJSN8E+N6E6H8oUiYsjspgSl8G1mZl4hWDl8jeoLm1EoVIw5IrBuFUQPyqMr+r3U++wYtPYyZgVy6EDZWBzolDKMMQYu3hlYLI6USpkeL0+7C439XYbj2zdSL3Dhk04SQ7XMzgqhtXf78fhdCJ8AoVGTnZyPFNSUwBIjw4nr6qBa2dkofPKcbm8zJ04sMPzxBv1DI6P5PP8AqInhzF14EDSEsOP3D+M9OgwtjZU01JTS4XFQovVRUWViayQCJSTh7OvtI4RGbHYglTEGYMoLy/nqy0/otEFo5Cr+HbHYRA+XviwiZum9ueXF48lODSUmOAgPB4PZQ1mNuWVEaRW8cHW/QxNikaSJEYPTcPhllHdYKa+xcT2gkpkkoTVYsLrjTzhxqCBnKOecy5qz2k1jpKSkjpZ1j1p39+WMNmdIdR2QbZvaDY9bBZf1n5OtaMOuUOJxW3F6XOxx3yAGSETWJEyD7VWSz9DXIcL+s7QSdQ5rYSrdFg8ToxKDUpZ6+Ma1RqqrC24j6xHrpAxMCGUbTWVlJrNJIUYSBEqaousROmU9I8x4BNyHB4fD3/0LQ9eMhmd6qf952H94pg9dgCbdxQRodXidHkorTehksuwOlwoZXIqmyx4TW7kRhUytZz0pEgeunsm4cZWw2FIZjyPP7YA2ZG8nyHDOgs5QHhYEFkjk6hutKDRKDvMewKIijYQEanH5fYSmRKK49sCXn41hyCjlt+/sZzPPtnNpx/tQPh8zLm8HxveP0BduYXvNAcIC1fj8QiMoQYmXjSW8NgQ//+b3eqgoa6ZmIQQ8vZVolK3Pm/BwWpSMqIIjw1l/s9nAjBo7EDKC2uJTA6moKAAt9vdIT+gJwQiRyfAuRfZ7jXBwcH069ev05dXT/WnzQhq/2/bYx3dTHF0YgLTauv4tqQYucqHExuuRjd5UiMVsijuWjSORouH/qkx6NsNYI4BUsOjkCGhksvwIdArWo+rFQqEENSUNyGTS3jdHqaPS+OV+v3sqyjAp5BIMEbj3ealqsZO0l0jkSpacOg1PFWbx7KSICYld5wxee+l4/nPp9sQFi8OsxOHwoPD6wFJYHG6kJBYX16MXKnAFyfHiJo7Zo5l7pAMv6P3u6un4vJ4USu7/3xKksS0jGQK7I2tr0nZObcnOyWewvpG4g16RmqiWfv+Hj4TcN28ESybPZq/fLYBu9NFqjGIIXodq3eUIxAMiAgC4UOuUDIyM4Nhw4b5/898Ph/1TS0oJQmdSoHV4WJoYhT7y2uJMgYTodcxeVRr9azT7WFEfiVKGYQo3OTm5mI0GomLiyM4OLhHDld322qBnKMuOAe156wnZLcZQu29sbbbujOEfD4fFovFHzJvaWlBCEF20HgMBgOqYDXf2XOx+mzMiZxCjCay0zrsHjcflO1GLsm4KnEoarkCu8fDrzd9RYPDzq9GTGBIeBQXp6SyrbKSeruNO0aO4l+52whSKokJCmZyQhJb95ThUHhxeL1c3C+FtXvykANl9U18vTOfDT8WMTIjjuunD8Pr9eGwOKmrsfBl7WF8EsiDZSiVcqYMTkUoYUB0BLvyK/G5fKSEGbnj6gl+w6iNo8dxtKe+oYXVH+9Ep1Vy9bQhVDe2EB9lQKf5yZsp3l9J8cFKbrpxHDKVgtBQHfdO+ysyhURTnYlNG7dSWFiLw+FAoVBgKrdTsq0SjV6DxqBn8S8upTivFJewUV5bglB6CA8Px+Py8tyv3qampJ7hUwex5N7pWEw2Pnl3O16PjzEX9WPm/OH+dcSnRRKf9tP/jdPppLq6mh9//JGgoCBiY2MJCQk5plAFIkc95BwNbZ9qjq6WPVFDSAjhb+bqLyJxOBipVjN15HD0ej0HPE1801jIRGMcYxKHIpMkjm5osfdQJbm7y5g0Jp30I/l263IPs3rTPoanxXL73GzkMhlLH5jDJ69vYeSkDLzhCly1XkKUGsJ1IQxWhPFlQx46nQ7RJDF19hDeOJSP0ePi8/2HOfjsd9SVN3DLXxYSkxqFygWVe2rx+GDVv75izvJhhGjUhKFlUFQYBo2a4cZ4NvhK0WtVLB6axSWDOxqYkiR1axgJIfh032F2VFQzd1AGt2eNwu3zMSzyp4GwDqebzT8WE2bU8egVF6NTKln/w2G2OD0IBNt3HsbuqsZkMqNQyHF6fOTkmTE3eYiIDiYxOYnrLo4lr6iMcK2DoqIi4uLiUKvVbN5Twhtrf0StVHDrlaOR5BLf7C/mxW9yCVKr+NWlEzHojhifSgXjBv1kPLYlcZeUlOBwOIiOjiYmJuaYhk5322qByNFRnKPac0ZL+dsbQk6ns8NtbYZQ+/EaQIfOrm0GEbR6hm0hc71e3ykkeg2XHHN9q8v38F7pLiRJwuJ2sreuAYvTRYPNjlah5P2C/QwJjyJIpeLPU6f573fT0CxWHzzI+IRErh44CI1dzrvb96JVKhnVPx1NsJ53c3YTLIP/t2YLdpeXAyW19IsL54V3NlNTbwYBOrWKL3IOERIdTEiMjjvnjCP4iAEzN6sfdpeH0GBthzW39lvyolJ1/9/29YaDHM6vobLGxHeb8xgUF87suUOJDmvdRmisMfHk/a9jtzqJTDSy4NcXcfiwnfHXZPLjujxGz85k8sXjiU2s5fl/foNcrWTbR3sICdPSVNfCxdeNJSkjhuQjbfctFgvl5eXk5eUhc6moLq7DEK5n93eHuez2Gbz9z6/J21tJwoAYaqtMuN1u5HJ5l9EetVpNcnIySUlJmM1mKisrycvLIyoqipiYGDQaTaf7BIyjniFxbiZFngxHXxttWuNyuXC5XD0yhBwOh98IMpvNOJ1ONBqNP4k7Pj4etVrd4XmiiWZqfMetpvZYrA6e/c/3+Hw+tu8qZdisNHaWV1NbZiYmJJjteRVclm0hMdLI2OmDGDu9teTc7nEzpqGWBoeNWwYOJxglm78qxepwMWZwCtNHZPFdo4lasxnp23y++u8OfF7wut8g88oJfPzedsxWJ+rUEMxeN+9+vhN9RhBXDcpkXlJ//3s2L7k/BpUatbyjzni8XmSSDJms689btaWFNfsOYfd4WP9JEQNCwpmSmMTAkAh06tbP+2sfbmPjtgIkBAvn9CfSKEMnc5MYo8Prk7j20tEkJ0SSY9rAwZp6tGgoqK9FLZcjd8Pl4wcTYQhiUFoCHo+H6upqdu3ahVqt5vsdtShkMmwOF01mJ3afhy+25aMPViOFQYPFSpBaiSRJXe5ohIeHEx4ejtvt9j+uRqMhNjaWsLCwTjoTSMjuGeeq9pzWyJHVakWr1XaICgHo9Xp27NhBcnIyERERfkHyer2dIkJt5+v1euLj4wkODj7hveGuUEqyI0nMgr2NNTQ4XbS4XLh9AoXPS7Q2CKvbRZCy44WeFRVNVlSrJ2SyO5g2KJXRqXHoNWrCg3UkhRuZ3C8JjVLB8if/R3F1Ex6Ph7Ubd1Hf3EKQTo3X6yM2XM/h4lqsTQ40mljk7QRHo1KiUXX0WDweL8/8/UsOH6pm1tyhXLFglP+Y1+ujqrKZiAg90VEGHE43LreHlhI7uaVmyvNqWXbfBLzCSWleFdYWGzKZDLvFxYABA9BoNIwfL3HDXT89X97hWiKj9bjdPlShQThtTuJTI5lx1agOgqDX6xk0aBBer5fKiirCkoOpOFjL1OvG8vFLG6nKr0avV+Oxu5k5fziS1JqT5PV6kclk3QqV0WjEaDTi8Xioq6tj//79yGQy4uLiiIiI8N/naO+tq3EiAThnvbfe0tYXzeNpHWnTpj8Gg4G8vDxMJhNJSUmo1eoOhlD78T5thpDBYPAncR9tCPUGmSQhl0u4PT68yPg+rwSDToMDLy12F1qNEpvX3el+WoWS5UNa21F5vT7q61v4y/I5NFnsJMWGIJfJeGLuTJxeLwfC9vOP13fh83locVhZ+9/vkdRqgrQq0hMi2N3QQMtBG44aF5ohP30NSJJEpLZz7l/uoXKeWb0JvU7N72++mIh20ewGiw2P10ewVkWQSkVhUzMqt8Thwloaq1uw26xMTo3AbDaTX1iGx+NBLpOh1RkYNWoAcrmcae3yx2vMLZidToYlRFNc04xKqSAsWMbccQOJMPz0vAqFgoSEBBISErBYLAxtcHCwsJpQo44gtZwX/pdDQqieKlML47MHkhQR4jeQvV5vt06aUqkkMTGRxMRELBYLVVVVFBQUEB4eTmxsLDpda35nYK5jDzlJ7ZEkaQ6tQ63lwItCiJVHHVcDrwGjgAbgOiFEce+fsZXTZhy5XC7mzp3L6NGjueuuu0hKSvJ/EQ4ZMoSWlhby8/M5fPgwarXa/yXXFhFKTEwkODj4lOeTCCHY1VxBnE7PktRsVDI5CqHg1cM/YlCr+fnwbF7dt4fvK8ooam7m0YkzOiRWe3w+ihqaaGix8fgXP+ATgv+bPZmUiJ+aNG48UMIn2w8yemgSs8f051BhLVt2FWNzunF5PNx0yXAqKluoqbPg8fmYN6w/2nbGUGllEzJJIuFILg/A5o157NlZitIreOsfX2KuaOKme2YgSRIvP7eBA/sriYjUc9tdk/F4BvLptwep/LEGjVyG2+tGrpCTEJfM4MGDCSKU/VsLmX3jBLTajtGpNgYPiWP3zjK0WiWLHrqMlnoz0YlhhHQzB00ul5OYlMBDz9+J2WTmy/e+Z8ObW7A0OIhIiuCaZZOJTWjt8u3z+fwGUpvB3D5a2B6FQkFsbGu1nM1mo6qqiqKiIkJDQ4mNje3kvQXEqXsuJOPorbfe4tVXX+Xuu+9m3rx5/hy2yMhIwsLCKCsrIzc313/dtVXSGgwGQkJC/IbTqaahxca+ylpuuj6bqjITQwbF8u+tO2iy2Zk6Io3UcCNr9h7m8a9+4K4p2YxI7NjKpN5sxWR18t6rm8nPqyUtPZIHH5znj+aYrA6e/HQzLreHm/5+I45qMx+/+gN2mwU3EvHjM5h/xXAK3vgeyS0jXBPElNgU/+O3OJyU1ptIiwr1O2hmi4PXP8rFZXFRvr2G3+58h98+fDkJSeEcrqzn8Y++w+sTLJs6guWjMvlgn4wtRVW4fT58Lhc+j4ewsDBSUlJISh3Iu5/9SFR4MBeNHdCloxsepCUlPISihiamDEljSmoyFquTgSlR3b6ver2eS6aPZebkUVRUVvLX/35Pc7OdhgYr40Ymc+W4TFQKeYeinuM5aW2Pq9fr8Xq91NfXc/jwYYQQ/i23QEJ2z+it9kiSJAeeBWbSOpJomyRJHwkh9rc7bRnQJITIkCRpIfAYcN3Jrfg0GkdqtZrNmzfzwQcfsGTJEiIiIsjIyODSSy9FpVL5+4uEhob6t81iYmKIj4/vdWTI7rWzpvpTTB4zl0bPIV4T1+mc3KYy/pW3EQFclTCMefGtIeuBIZFo5Ap0ciUW13b0ShUVVgtOrxdduw/Nc5u3831RGVarE4/Lh0IusamwjOzU1l4hHq+Pt7/fTbBGxQ+HSnhi8Vz2H6pGAFq1itEDY4kxSERqPZOAYgAANsxJREFU1agUcaQmxTBz7E/NEHN2lvCvF7/FXGcjLT2Ce+6cgamuhddf+g5zoxVfgxWtTsXGz/Ywee5gtAYZP+4oRKWWUVJczf59efRLjeb/MmfS3Oii6FAt/TNjSUn/SVimXDmaKVcesyEy/QfGsuKhuchlMjRaJaT1vA+RwWggKiIao1GPRqOm35hoRJCF6upqoqKikMlkyGQy/0DMth+Px+M/1l6onDYnG97ZDJLElOvGk5qaSmNjI8XFxZhMJqqrq/2tBgJN2LrnQjKOli9fzuzZs3n88cf561//yqRJk+jfvz/Z2dn+3mqxsa2GR0NDA8HBwaSkpHRbxdYTvj9UwurtBxieFM2iicM6Vav6hODxz3+gzmJFr1Gx8qqZaFVKHo6ZRrWphZRwI2/n7gUJ3F4v5U3mDsZRaV0zj7z3DU6HB/eeRqLC9RQU1GGxOPwtNL47UEJRdSMymUTVkEimZ6Xy0aubUKoUqCSJmXP6Y7dUMHtcPCabjMsvzvJ3+XZ5vPzmzS8p3FsLAhZfPZorxmfyl39+TkV5I7YaC8oWDy1eG/97dxs33jqOzXsP0WxpQRKCr7bv5oZxg1g6IoslY0ezr6wBSZKYMjjVXxASFa7irpsmH/N9VMjl3HfxeCx2JyE6zQlF6pRKBbGxcQQFBZOgUmN3OBkfp6KkqJD4+Hh/1Ecul/udtLadjbZu/kcbSQcLath9oJIxw5IYPnw4drud6upqioqKWnMyj1RFSpIU0J9uOAntyQbyj7QT4UiT2cuB9sbR5cAfj/z+PvCMJEmSOF7lxXE4rdtqCoWCa6+9lpdeegmlUsnevXsxmUzccccdDB8+vJPHX1FRQU5ODtHR0SQmJp7wRVZoK6bUUY5SpmRT41auibuy0zktbgc+BBISzW67//bk4BD/7wv7D+GrskLmpw9Ad9Qa9lbVolUqcKs8KJChkMmYnZlBUW0TH+UeZERKLOnRYRTUNBKh12HUqVl2RTZWu4t9+dXsPlDF/rxa0vpFEB+qIVRtprCwgISEBDQaDUWl9TRXteDxejl0oIa/Pfc18ycNwuv1oTdo8Hp9SD4fktzH7l0HSB8Yx6y5mXy/oZCLpg5g0uQxfi8yMhL6DehZE802GmrMAIRHGwgK6uw515Y38uZjn6DWqVn063kYwoI7nQMwdk4WdqsTn8fL1Guy8eGloqKCoqIiwsPDiY+PJygoCLlc3kmo2nt0crmcTWu2txpHgE6vYdLVY/1N3rZt24YQgp07d6LT6WhpaQmIU1eIc3Pf/2RIS0tj7NixlJeXU1BQwKFDh1AoFNx4440dIqbp6ek0NTWRn58PQEpKynELAbrina17USvl/JBXxvTMNBLCOpbU+3w+LA4nGpUCu7u1tYgWJcFqFRlRrVHVWYMyKG5oRiGXMSmjY7VZWYMJp9uLQilHEx+Mpc7BuHFpBAWp+PS/m7A0WkmZ3g+5vDVloH9cBMkDY5l3y0V8u3o7JpuHD57bStT0JHwD9ExLMFJdXoBSSiQiIgKLw0l5SRPOFjcen4/XPsklNFRHbX0LOrUCSa9G4QHw4RYt7NxbwMiUGHZXNeP2CpbMmUhquyn38WFhnAhOt4eaphZiwvSoFHJCgzrnXK7+Zi+5+8uZN2kgE4d3ntsIoFYpWH71eLbuKyV7cBL9EsOpra3l4MGDCCGIj4/v4KQBHZw0r9frjyTZnR5eW70NkNhzuIo/3DMbrVZLamoqwcHB1NbWUl5ejs1mIzQ0FLvdHogcHc3xtedYsx27Gmg99qj7+88RQngkSTIB4UD9ySz7tFerSZLEF198AbRe3Bs3buTPf/4zPp+PFStWMHHiRCRJQqlUkpKSQmJiIlVVVeTm5hIaGkpycnKXibhdEaWKQCVT4RUeknVJXZ4zPiKNSocZu8fFZXFDuzznsrT+XJbWGs3x+Hzsq6vDqNGQYjRy46gsXt2+i4lpSdw5cQwKmQy5TMYNz7xHvcXKut15JEUaEXK4anwmtU1WIow6Hr59Fjc++AYAphYHFruLfVYncycOI0juZs+ePajVakZmRvOxUUNzow25XMLmsCMpm0jJMOB2Cq54YBo+p8Q3n+7j83cOYwwp5/dPLeSKBeOO+d54vT62bjiMzepi4oyBaHWdP8AHfyzl1VXrAFj8y9nEJoby7/v/i7XZxrKVC0kdksi37+dQnl+Dz+sj9+t9TLvm6Ou0FZVGyaxFEzrc1q9fP9LT0/3haa/XS1xcHNHR0R32/9u8uDaPTqFsnWsnIaHSdDR8JEkiMTGRpKQkLBYLjzzyCDt37uSRRx7ht7/9bSD/qD0Xlm0EwC233MItt7Q2625sbOSZZ55hypQpXHfdddx6660Yja0GTGhoKKGhoVgsFoqLi8nPzyclJYWIiIgeX0OD4yLZWVpNWJCGsCBdp+MKuZyfTx3D1wcLGZeagFHbWdei9EH8du5PCTi1zS1UVjUzOD2G4SmxDIiPoNZk5ef3TiY9OgyFQs73n+7ig39/g8/rI/JwGe4RBtIiQhgYG05tvYUFd8/EI1ew9u0cXC4PJcX16JLU7LMLpowaQFlZGQUFBcTExDBxSDLrqg+05kAq4XBeAdOyI9ixv5Hp4wcxYkACVbU23vp8F7s+PMjiq8fwtyXzjvvelNWb2HyolGEpMQyI71w97PX5eOydDZTVmUiLDePB66aw9tv9fPr1fsYMS2Lx1dnUN1v5YsthgjRKXl/7I+OzUrpNDu+fFEn/pJ+eJyYmhpiYGGw2G5WVlRQVFREWFtYhj7UrJ83n9aCQy7A73Gg1naNYOp2O1NRU3O7WdgAbN26krKyMp556iqFDu/5+uSA5tvYcd7bj2eCMlvJLksSUKVO46KKL2LFjBytXruTPf/4z999/PzNnzvRHChISEoiPj6empobdu3cTFBRESkrKcZsERqojWZpwI3afgyhV5w8ggFqu4Ibknv8//PWH71lz6BCSBL+bdBGXDxjApNTOhteR3G48Xh8tDhcGrYYXP92G0+omVK9j1R1zuXvRJD75dj8ytRyTy4lWrSTcqENBq5FQVV1Dwd59XL8gkZJyF06hYMbkQQwdlMT06R0/lC8/uR61RoGp2UZDnYWEo6I8Xq+PTV8f4OD2IkaMT0fSqFj9+hYE0GKxc8UNnY2a/H0VeDw+JKBgXwU1eZWUHaxEoZLz5asbuW3VIhL7xbLti70oVApiUrp+j4+FTCYjKirKP3+tLVoYGhpKfHw8er0emUyGSqXyG0djLxuJSqdCJpMYNn1IhyTs9r2vDAYD99xzDxUVFUyaNClgGLVDEuKCixwdTVhYGL///e9ZsWIFzz//PLNmzeKSSy7h5z//OZGRrdeyXq9n6NCh2Gw2SkpKKCwsJDExkZiYmOPmP/5s2ihKG8xEGYLQqbuOXg6Jj2ZIfHSXx46mpK6ZB3/7Ps4qK3EJofzjyRv4zYKpnc5rf52XNZmIC42npLKJB/70P/DBjQvGcMn12dSUN2FxOCnsr8QrBGmRYSiVSn9RzKGCEtKDHNw8J4U8k5vUlCiuHptFkFbD4nbPV7p+H263F7lcxt5DVUzvYkZiaV0z67YcJEgomDNpEE+s+R6Lw8n6PYU8tng2Rl1Hw7DF7qK01kRIkIaCygZaHC5Wr92NTqvih+2FzJk6CKNBizFIg9nqICUutFvD6FjodDoyMjJIS0ujvr6evLy8YzppMpmMZddmk1/awKC0qA6TCNoXfyiVSsaNG8fYsWO54YYbCAkJOeG1na+cpPb0ZKB12znlkiQpACOtidknxRnvcwStH+ZRo0bx3nvvcfDgQR577DH++te/cvfdd3PFFVegUCiQJMnfELCxsZGDBw+iUChISUnxe3tdYVAaMGA46TXW2238d99uvi4uRCAQPvi8sIDLBwzo8vy/XjeTT348SEpkKF/sLcDqcmG1OAnWqmlqsVFRb+aiUelkZ8ZT39DI3sJKVLg5tK/V+NPrDazdUEVpWRPBCgWXz+2HWutCp3L7q2bac8WN4/j0ne2MnJBOXFJ4p/Xs2V7Ca0+sw1RWz3fv5zBr8aTWA8e4RrOnDWTv1kIAxkwbhK3Jgkqrwuf1MSA7A4Bxl2QRmxqBUq0gPr1nIt8dGo2G9PR00tLSaGho8A+KjI2NJSYmxr//r1AoGDdvVKfQd1tuWvsvB5fLhVarZdq0ad09bbecraqIM8WFlHN0LIKCgvjFL37BnXfeyWuvvcbll1/OxIkTuffee0k4MmdMp9MxaNAgnE4nZWVlbN26lfj4+GPmRCrkctLabSudDN/k5PN5ziEcFS3IVHLqq83U1piJT+y8VTVu9hBaTDbMjVaaBwbzfWUlBq+CFpcdpUJG7q4ypk8awF2PXI7ZbOZwRTXVjU1EOJrZvXs3RqOR0iYnb26rwVdvZ2pGLHNHRKNQyrG1WNBpOlbojRuRwvfbCrHanMybntlpPUIIVr2zkeLcKoRXsHVLEaRpkKTu5cegUzN9eDrf7S1mzpgB6LVq+qdFcbiolvCQIEKNOtQqBb9ZNoPymmbSEztr3onQnZMWEhJCQkJCByctJTGS5ISIDrmRbVGmrqrVMjMzSUzsujnvsTif9ecktGcb0E+SpFRajaCFwNEjND4ClgCbgQXA+pPNNwKQTuAxTqvbWVpayhNPPMF3333HbbfdxsKFCztVi5hMJoqLi/F4PKSkpHTZe+JUsWrrJr4rL8HidGG2udAoFDwx42LG9+Cid7g9eLxevtx2mDe/3kVqlJ5rshPwuF3+ihijsXWEQFt+jKXFwYo/rsZSasJucRJi1LHiwdl88PpmkNxcsiCTfv1Te5wLsXNrEU898A7WmmZUGiXX3DmDsNQobC0uLpo1uMttta6or2jEaXcRn3His4d6g9PppLKykpqaGn8fmbZkR/ipJNtut2M2mykoKGDs2LH+HIGDBw/yj3/8gzfffLO7p+jyzTtSFXGYdlURwPXtqyIkSfo5kCWEuONIVcSVQoiTroo4E+iNCWLkpHu6PLbxs1/n9sWwdjtOq/Z4PB7ef/99/v73vzN48GDuu+++Tt21PR4P5eXlVFVV9TonsqeUVjXxyHNf4hM+GgsbkZs9DBmWwO/+eAVy+bGjV0IImu0OXDY3jz39Bc0mG1fPzSAiVI4kSf4B3waDgaCgIP9rfHnddr76Yi/OzRWoFXKmzxuGIcFAzqY8Ro6LYuKUTOLi4nr0moUQ3PXMRxRvq0KSIMIQxO//7xK2FpQzLDmWwYndV521x+X2UlbZRGyUAZ329OfxCCFoaGigoqICp9NJXFyc30lro23L32KxUFlZSVBQEImJiX4j6YYbbuBf//pXd8ZRt8J9PuvPsbQHjq8/kiRdAjxJq9H4shDiL5Ik/QnYLoT4SJIkDfBfYATQCCxsS+A+GfqMcdRGbW0tTz75JB9//DGLFy/m5ptv7rSd1tLSQklJCVarleTkZKKiok6ZkWR1u3hw01fsqK1C5ZNjVGr49bhJjI6ORXmMKjqv1+vvkVJaVUduYQ2pkXoGJscQcqRnz7F6pAgheOODbax+dStyQKdT0S89krx9lUhIXLloFOmDg7HZbCQkJPhDwO1x2l189sYWhBDMvWEc33++j/XvbCEhJZzFD12GPqRzHkRfRQhBU1MT5eXl2O12wsLCUKlUtLS0YLFYkMvlGAwGQkNDMRgM/u21/fv389JLL/HKK69099DdGUfjgT8KIWYf+fuhI+t4tN05nx85Z/OR8G01EHkqvJTTjd6YIEZO7MY4WnthG0dt+Hw+PvvsM1atWkVERAS//OUvycrK6vCZ9Xq9VFVVUV5efsI5kT1h08ZDvPr/vqPZ6UKbbiQlIYL/+9kMlEr5MbXDbrdjMpkwmUz8uKUIu9XFiPHJhIWHEhIS4o+EdEdRdRN/evR/tORUoVHKSR0YS0WzDQEoFDJ+u3IOlZWVGI1GkpKSukxx2Huwks3bipg0Nh19mJZXPthKc3UL18wbwbjRXSdP91XaO2lBQUEYDAZcLhdmsxm3241Op8NoNBIeHu43nmQyGQsXLuTVV18lOrrLqPqxjKPzVn+OpT3Qd/XnrGyrHYuoqCj++te/8sADD/Dvf/+badOmcfXVV3PbbbcRGtoasg4ODiYzMxOHw0FJSQlFRUUkJiYSGxt70n2R9jTUUmBqIlyrQwjBg6MmMTY2vlOnXavVislk8jeMa++V/XdrKdUmK5oSM38ZPJgdxQ2kx8vpn9AqogcKavhxXzkTR6WSHN8aJpckiRsXZDNqYDxvv7GFQZnxyLw+ig5WgySRkBTFkCFpOJ1OysvLycnJITIy0l/lBvDl+9tY99YW7FYnX67ewcI7p/PoOz8/qffjbOB2uzGbzTQ3N+PxePw9Rtxut39m1tFRw4qKCjZv3szHH39MRcXRW9I94qxVRZwpLvSco+Mhk8m49NJLmTdvHhs2bODhhx8GYMWKFUyYMMHfQbu3OZE94dMPd6JVK/F5BZOGpjL/0uGdOuK3jS9p0x+n04lWq8VoNFJZZGP9h4UIIdCqQkmfEE5BbS2ThgehkslwONx88eU+tFoV06cN9EeiUmNCee6xG/nvk19RV2XiymWT+Mdja3G5PERGGUg6Mtm+vr6eQ4cOAZCYmOhPWLfaXDz53HqcTg+ffr2PkRNSuHfRZIzBXfdR66sIIbBarTQ3N2Oz2RBC+JsSCyGIi4vrFDV0OBz8+OOPbNmyhR07duByuXrz1Oe1/pyL2tPnjKM2QkJCeOihh7jvvvt48cUXmTt3LjNnzuTOO+8kJqZ1i0ej0TBgwABcLpc/LyA2NpaEhIQeDy49mgxjGMFKFRa3k6vSBzE2Nt7vlbVFhrxer79ZZVddu1ucbuSShMfr458fbqa+2YpapWDV7XNRyeU89vxXuFwevt2Sx7//fG2HfiiDhsTz8KNXA61J1akZUWiD1GQOa82FUKvVpKenk5qaSk1Njb/KLTExEblCjs8ncNjcaI0+Vr/yAxNmZaI8xriRs40QApvNRnNzMyaTCYvFgkwm8zfji4+P9xt/QghMJhNlZWX861//Ii8vD4/HQ1FREdHR0UyYMIElS5aQmdk5D+KC5wLrkH0ySJLE1KlTmTJlCjt27ODRRx/lkUce4Re/+AUXX3yxv2lgb3Iij8eIMSms/3wfISE6Lp8zjGCdisbGRr8xZLPZUKlUHbp2t49cFR9owXdkSHdBUR3rKirx+QSV9RZunDuSD1bn8uXX+5EAjUbB5Ek/JVOrNUpufXCu/+8/PLaAgsM1DBuV7H9fIiMjiYyMxGq1+qvcWsdrRCKXyWhxuPB4fRwqqeeHncVcMmlQr9+LM0F7R8xkMuF0OgkKCuqUewSt+YxVVVX88MMPPPXUU4SEhFBeXt46W2/kSMaPH8+HH35IXFzn/noXNOeo9vTdb80jaLVa7r77bm6//XbefPNNFixYwJgxY7jvvvtITm790KpUKtLT00lJSaGiooJt27YRGRlJUlLSCfec0MvkPD58IuUN9WgdbrZs2eL3yiIiIkhLSzvuvvv/XTuF977fy5j+CazdfAiFXIbX68Pp9qCUyRCiVWi8PtHthkFRQR1vvraJxKQwFt08sVNIXSaT+TtHtxkMIckw47rh/PDpIWQqBXFJ4SiOMaT2bODxeDqIkcPhQKfTERISQlxcHAaDoVP0r7GxkZycHLZu3crWrVsxmUwMGTIEtVpNQUEBX3/9NRERPW9S2Q1nrSriTCABkvfc897OJt0Vjtx7773Mnz8fuVzeYSbXyeZE+nw+Zs4bSPoAAz7h4uDhPX5HwWAwkJGRgU6nO+ZjTpgxkPKSBlpMdlLGJXHom90AtNhaZ1l6PF6EACTweLr+xvJ6fbzxxhZKShpYtGgcBmPn6E9QUBADBw7E7XZTVVXFvn27WXBpBj/srCO/rhm1WkFiTEiPX/uZ4EQcsTa8Xi+7d+/2a8/+/fsJDw+nX79+FBYWMmvWLP7whz+ciuWdt/pzrmpPn8s5Oh5er5cPP/yQv/3tb6SlpXH//fczaNCgTtte1dXVlJaWEhISQnJycpdjMtq+qLvzygwGwwnlE7g9Xv7fV9upbDSzbMYoUqPDyK9o4JMtBxmWFsO0EekA7NxfztZdJUwf359+3ZTD/+HBD6goa0SSJO68fybDj3hvx6Jty620uAKvQ8no8ZmEhJ185V5vacuFaBMjs9ncYW6a0WhEc1TvEJ/Px6FDh/zG0O7du9Hr9YwfP56JEycybtw4f9l1L+ku50hBa0LkDFpFaBtwgxBiX7tz7gSGtkuIvEoIce3JLOZMYTAkiDGj7+zy2Ppv/u94CZGJtFbJRNOqAy8IIZ466pypwBqg6MhNq4UQfzr5lQN9RHsASkpKWLVqFT/88AO33347Cxcu7OSA9SQnsu2Luv32mM/nIzg42K89x8sTOpq9Wwv4+M3NDJzQj8uvycbr8/HhN3swtThZMCOLUIMWq9XJx5/sRKtTc8mcoSi7cJ527irj6ae/QgiIjw/hz490bqZ7NEII6uvrKS0tpbLBRlJCPFmDUs9qO41jOWJt7/HR729zc3MHR6yxsZGhQ4f69WfIkCEnM9vzWDlH563+HEt74Pj6c7Y454yjNnw+H1999RUrV67EYDCwYsUKRo4c2eHDKISgrq6OkpISNBoNkZGR/jBqe6+hzRg6nld2PP728Q98sLX1Wo41BvP+L6/v9eP9+6mvyM0pQi6X8X8PX05yas8jIz6fj5qaGsrLy/1bbr3p+HuieL1ef1Joc3OzX4zaDCGDwdBJWCwWC9u3b/cLUlVVFQMHDmTChAlMnDiRYcOGneqqoGMJ1FmpijgTGPTxYsyoboyjDb85nnEUC8QKIXZIkqQHcoErjqqkmQr8Ughx6SldeCt9SnsAampqePLJJ/nkk0+6LRxpy4lsamoiJiYGjUZDS0sLJpMJl8uFTqfr4Ij1NhUAoLHGxF2TH8FhdyHXqfnVa8vJHpvWq8cqLW3gkT9/gsfjY+TIJO6+a8YJ3b9ty625uZnY2NgeV7mdDL1xxIQQ5OXlsWXLFnJycti1axc6nY5x48YxceJExo8f311idW85pgCfr/pzLO2B4+vP2eKcNY7aEELwww8/sHLlSpxOpz950mKx4HA4/F/Wbrcbn8/nn7gcFxd3yofa/u6dr/hqdwEA0cZgPvzVDb02SJxONz9uLyEq2kBaRs9KX7uibcvNZrMRHx9PTEzMyXg+ftqmmLcXI8Av9iEhIV2KUXFxMVu3biUnJ8c/+HPs2LF+MWrrM3MauSA7Qxr08SJ7RNfJ+V9/99sTEidJktYAzwghvmx321QuIOOojebmZp599lneeustFixYwG233YZSqcTpdPo/F1ar1d9xOTw8nNTU1FOSvN2eyoIaVsx+HKfLg0wu44F37iY7u3fGEUBhUR011WZGjkxGre6d0da25dZW5dY2TPxU0BtHzGq1kpub69efsrIyBgwY4I8KjRgx4nSP/ghoTxecqP6cKc5546gNIQQPPvggr732GpIksWTJEhYtWkRISEgHr8xsNlNcXIzL5SI5OfmExgMcj1qTlT9/8A1Wh5tfXzGZ/nEnnQdzymjbcqutre1U5dYT2loVtAmSzWZDo9H4Q9RGo7GTGLVVcbRFhQoLC0lNTfVHhUaNGtXldudp5sIUqOB4MXZ41wL11Q89FydJklKAjcAQIYS53e1TgQ9orbKppNVQ2tfFQ/SGPq09ADt27GD58uUcOnSI9PR0nn76aWJiYjAYDP6ItNfbOl+woqKi1zmRx+KjF77hy/e2kn35aBb9fEavOkifDtq23MrKWoux2le59fT+vXHEysrK2LJlC1u3bmXHjh1IksSYMWP8+pOYmHimt/36xn/IGeZY2gMnpj9nkuMaR5IkvQxcmpmZGbl3795Ox4UQ3HvvvXz22WfodDr+85//MHLkyNO03GOTm5tLXFwcFouFVatWsXPnTn7+859z9dVXdwpZ22w2iouLsVgsJCUlER0dfcojSX2Rnmy5tYlRmyFkMpkQQnQQI61W20lYqqqq/Hv1OTk5uN1uRo8e7RejtLS0vjDS46wv4GxgCI4XY7OWd3nsq82/K6FjOXD7wY9+JEkKBjYAfxFCrD7qmAHwCSFajmwPPCWE6Hey65Yk6eXIyMhboqKi6Mv6U1dXR3l5Of379+edd97hmWeeITs7m/vuu4+kpI7jhnqaE3k+0pMtt944Yk6nk127dvm3yPLz80lKSvJrz+jRo095tK4XBLSnC77a/Ltz1ji6CGjJzMzM7UqcPvvsM/75z3/y2WefsXXrVu699162bt16mpZ7YpSXl/O3v/2N9evXc+utt7Jo0aJO0RKn00lpaSn19fUkJCQQFxd3Srad2uNwuXn78534hOD6WSPQak7v/ntPadtys1qthIWFoVAoMJvNfjFqM4S6yofweDzs2bPHbwwdOHCA2NhYvxhlZ2djMJy9ZPBjcMEK1Lght3d57MutfziuOEmSpAQ+AT4XQvz9eM8nSVIxMFoIcVI9WCRJuig3N3fD4sWLuzSO+qr+eL1eVq9ezd/+9jcyMjK4//77GThwYLc5kVqtlpSUlFO27dSe3RsP8MPqHC66ZjyZEzvPQTsbeDweKisrqaioQK/XExwc7N+K7IkjVl1d7Y9Ib9u2DbvdzsiRI/36c3SH8z5Cn1vQmeBY2gM905+zwXE3k4UQG4+E0rtkzZo1LF68GEmSGDduHM3NzVRVVREbG3tKF9obEhIS+Mc//kF9fT1PPfUUU6ZMYdGiRSxdutQvQmq1mn79+pGSkuJvrhgTE0NCQsIpSyL8YP0eVn+zh9YKWolb5o85JY/bW9qiQs3Nzdjtdnw+Hw0NDbhcLiIiIhg+fHgnT7ahoYFt27b5w9Rms5lhw4YxYcIEfve73zF48OALIvJ2riIJ0etyWqn1W+Yl4EB3hpEkSTFAjRBCSJKUDcg4BWXGQoiNxcXF3R7vq/ojl8u55ppruPrqq/n888/55S9/SUhICCtWrGDEiBH+YclRUVFERkbS1NTE4cOHkSSJ1NTUUza41Gax88TNz+F2utny8Q6e3/04mqOGVJ9JfD6fPyrU3Nzsb7poMplQKBQkJycTHR3daXTLvn37/BHpffv2ERkZyYQJE5gzZw5/+MMfAoNe+zAnoz1nk5Puc1RRUdFhjkxCQgIVFRVnXZzaExERwSOPPMKvfvUrnnvuOWbMmMH8+fO54447CA9vHWCoVCpJTU0lKSmJyspKcnNzCQ8PJykpqdOMtxNFIZfR5jTI5WfWefD5fFgsFr8YWa1W1Gp1l32b2rbc9uzZw3vvvYdWq6W2tpY9e/ZgNBoZP348kydP5oEHHjgVfYUCnGl6P2VgInATsEeSpJ1Hbvs/IKn1YcVztA58XC5Jkgew01pJc9oVsa/rj0wmY+7cucyZM4fvv/+elStX4nK5+MUvfsGkSZP8DSXDwsIICwvz50Tm5+efspxISWqNUkkyCekM5yG1d8Ta2hW0TRI4um9T25bb+vXr2bRpE0ajkV27dvnL6SdMmMCDDz5IZmbmKY/uBzjN9O0JJ13S55tAnkoMBgMPPPAA99xzD6+88gqXXnop06ZN4+677/aLqVwuJzEx0T8eYOfOnej1elJSUtDpejeb7MqpQ5EkCZ9PcOXUIafyJXWiLTTdlrzo9Xr9YpSWltZh2GQbbeX0bVtk1dXV9OvXj9LSUqKiosjJyTntpbgBTjMC6KX3JoT4nuNsCQghngGe6dUTXABIksTkyZOZNGkSu3btYuXKlfz5z3/m/vvvZ/bs2f6oq8FgICsry58TWVhYeFI5kTq9lv976x62fJzLhCtGoz6NA1xPxBFrQwjBoUOH2LJlC9u2bfPrbXBwMBs2bODFF19k2rRpp23NAc4AJ6E9Z5OTNo7i4+P9VQjQmucTHx9/sg97WtFoNCxfvpxbb72Vt99+m+uuu47hw4dz3333kZbWWv7a1oE6JiaGhoYG9u/fj0qlIiUl5YRzaVRKOddePOyUvw6fz0dLS4vfEGppaUGlUmE0GgkLCyM1NbVLMSoqKvInLu7YsQOlUkl2djYTJ07ktttu61BO7/F4Tqr/SoC+g+Q7B3v4H4dzTX8kSWL48OG8/fbbHD58mMcee4xHH32Uu+66i6uuusr/WdPpdAwePNifE1lcXNzrnMgB2ekMyE4/5a+lN46Y1Wr1O2I5OTmUl5czYMAAJkyYwB133MHw4cP9FXy+8/B6vVA5F7XnpL/15s+fzzPPPMPChQvZunUrRqOxz4S0j4dSqeSmm27ihhtu4KOPPuL2228nMTGRFStWMHjwYH9eQEREBBERETQ3N1NYWIjP5yMlJYXQ0NAzmvTncrn8QmQymfB4PAQHBxMSEuJP5jx6PW3l9G1RocLCQtLT0xk/fjw33XQTTz755DErZQKG0XmCEHAOCtTxOJf1p3///rz00kuUl5fzxBNP8OSTT/Kzn/2MG264wb+VfyZyIntCbx2xkpISvyOWm5uLTCYjOzubCRMmsHTp0mOW0wdyGM8TzlHt6Um12lvAVIVCERMdHc3DDz+M2+0G4I477kAIwV133cW6devQ6XS88sorjB7d5xLPe4TP5+Obb75h5cqVqNVqfvnLXzJmzJhOH96WlhaKi4ux2+0kJycTGRl5yo0kIUQnMVIoFB3KWbvqkVJVVeVPmt62bRsej4dRo0b1tXL6s8kF+eKN2lgxPm1pl8c+3//XPlktAq36ExMTs7C+vp7zXX/q6up46qmnWLNmDTfeeCO33HJLp+o1r9frr/IKCwsjOTn5pHMiu8LlcnWICrV3xIxGY5eOmNPpZOfOnf6oUFve1IQJE5gwYUJfKac/mwS0pwtORn8kSVoFXAa4gALgFiFEcxfnFQMWwAt4evJ8500TyFOJEIKcnBweffRRzGYzK1asYMqUKZ08GbvdTklJCc3NzSQlJRETE9Nrb8ftdneICrlcLn+Iuk2Mjn5st9vN3r17/cbQwYMHz5Vy+rPJBStQE1Ju7vLYuoMr+6xxdIQLRnugtcXGc889x3//+1+uuuoqbrvtNsLCwjqc4/P5qK2tpaSk5KRzInvriLUvp8/JycHhcDBq1Ch/x+k+Wk5/Nrkg34xjaQ+cnP5IkjQLWC+E8EiS9BiAEOLXXZxXzAm2FgkYR8dACMHevXt57LHHKCgo4N5772XevHmd9vxdLhdlZWXU1tYSFxdHfHz8Mbej2spX20+HlsvlHcSoK2+wvr7eX06fk5PToZx+4sSJDBo06IINRa9bt457770Xr9fLrbfeyoMPPtjhuNPpZPHixbz77rsFtJaYXyeEKD4baz0bGDUxYkLSki6Prct7PGAc9UHsdjsvv/wyzz//PDNmzODuu+8mJiamwzlCCBoaGiguLu5xTmRXjtjRUaGjdcTj8bB3716/MbR//36ioqL8htDYsWMv6HL6nuiPRqN5FxjFBaY/x9IeOHX6I0nSlcACIcSiLo4VEzCOTg8FBQWsWrWKbdu2sXz5cq655ppOe+wej4eKigoqKyuJiooiMTERlUqF2+3uMAfI5XIRFBTkF6Oupm/7fD4OHjzozxVqX07fNp0+UE7fitfrpX///nz55ZckJCQwZswY3nrrLQYPHuw/51//+he7d+/mueeek45MtL5SCHHd2Vv1mcWoiRETEhd3eWxd/qqAcdSHcbvdvPXWWzz11FOMHDmS+++/n5SUlE7nNTc3U1xc3CEnEuiVI9bY2EhOTo7fGGpqaiIrK8uvP4Fy+p/oqf7ceeedzwsh7rjQ9OdY2gOnTn8kSfoYeEcI8XoXx4qAJlq15PmuJgAcTSDbtoekp6fz3HPPUVlZyd///ncmT57M0qVLuemmm/wJzQqFgqSkJEJDQyktLWXTpk0AaLVaQkNDMRqNJCQkdClGZrO5Qzl9TU0NgwYNYsKECdx7771kZWUFyum7IScnh4yMDH+l4cKFC1mzZk0HcVqzZg1//OMf2/58H3hGkiTpTPTi6RMIwHvuJUUGaC0cWbx4MYsWLWLNmjXceuutJCcns2LFCgYNGuTfugoJCSEzM5Pq6moOHTqEw+FAoVBgMBgIDQ0lISGhW0fs8OHD/u2xXbt2ERwc7J9O/4tf/IKoqN4Pvz7f6an+AK8e+fPC0p/ja0+EJEnb2/3dYXyRJElfATGd78ZvhBBrjpzzG8ADvNHNc0wSQlRIkhQFfClJ0kEhxMZjLSpgHJ0gcXFxPPHEEzQ2NvLPf/6TSZMmMWnSJEJCQrj88stxOp0EBQX5DSGHw0FpaSlutxudTodare6ynF6lUvmn099xxx19uhy5r9FVI8CjR0i0P+fI/rQJCKfjTLHzGAE+79leRICTQC6Xc9VVV3HFFVewfv16HnjgAYQQjBw5kqysLBITE5HL5f5Seo1GQ1VVFc3NzURERPi3y1paWvzT6bdu3UpFRYW/nH758uUdyukDHJ+e6g9QBhei/hxXe+qPFTkSQlx8rDtLknQzcCkwoztjUwhRceTfWkmSPgSyaR2g3S19yjg63r7tf/7zH371q1/5DYe77rqLW2+99WwslbCwMKZPn87atWvJy8vD7Xaj0Wj42c9+1mm7y2AwkJuby7///W++++47fD6fv+PrkiVLeOqppy6YwZMBzhKByNExOZe0RyaTcfHFF/PCCy/Q0NBATk4OeXl53H777Z0KRwwGA4WFhWzevJk//vGPeL3eDrlCy5Yt6/DFHiDAKec0ao8kSXOAB4ApQghbN+cEATIhhOXI77OAPx3vsfuMceT1ernzzjs77NvOnz+/Q2gS4LrrruOZZ/pGI97JkyezZcsWoDXh7tVXX2X+/PmMHj2arKws8vLyyM3N9U+nnzZtGvPnz2ft2rU8++yzgR5Cp4ieNAJsOychIQFJkhSAkVMw++uc4gKI4PeGc1F7AN59912gNSl7z549PPbYY/zlL39h3rx5yGQyfzl9SkoKEyZM4Nlnn2X37t0MGDCAK6644uwu/jyip/qzb9++RKD8gtSf06c9zwBqWrfKALYcyeuKA14UQlwCRAMfHjmuAN4UQqw73gP3mW/nnuzb9mXUajW33XYbS5cuZdWqVWzZsoWlS5fyl7/8pVP1SECYTi1jxowhLy+PoqIi4uPjefvtt3nzzTc7nDN//nxeffVVxo8fD61zwNZfEPv9bQgB3sC2Wlec69ojSRJZWVm88cYb5Ofnc9ttt3HjjTfy+OOPk5GR0aGcfu7cuWdxpecnPdWfL774YgmwmQtNf06j9gghMrq5vRK45MjvhcAJj6joM3Xf3Q2QPJoPPviArKwsFixY0MFa7ysoFAoeeugh3nzzTS6++OJAn6EzgEKh4JlnnmH27NkMGjSIa6+9lszMTH7/+9/z0UcfAbBs2TIaGhqQJCkf+AXw4DEf9HzE5+v65wLnfNEegIyMDNavX8/SpUsDfYbOED3VHyD8gtWf7rSnD+tPn4kc9YTLLruM66+/HrVazfPPP8+SJUtYv3792V5WgD7AJZdcwiWXXNLhtj/96adtZY1Gw3vvvQfQpadx/iPAd2E4qqeDgPYEOBY90R8hxDVnel19g3NTe/pM5Kgn+7bh4eH+Mvhbb72V3NzcM7rGAAHOWQQIr7fLnwudgPYECHAaOYb29GX96TPGUft9W5fLxdtvv838+fM7nFNVVeX//aOPPmLQoEFnepkXLOvWrWPAgAFkZGSwcuXKTsf/85//EBkZyfDhwxk+fDgvvvjiWVhlgG5p2/fv6ucCJ6A9fZuA9pzjHEt7+rD+9Jlttfb7tl6vl6VLl/r3bUePHs38+fN5+umn+eijj1AoFISFhfGf//znbC/7guBcreYJ0JG+7KWdTQLa03cJaM/5wbmoPX3GOILj79s++uijPProo2d6WRc853o1TwBojW33ft//SD+RpwA5rSWyK486rgZe4xydHRXQnr5JQHvOB05Oe84WvdpWu/nmm5EkqS0DvwO//vWvkSSJSy+9lHvuuYd+/fp1+RhNTU1otVpeeKG1S/gLL7zAtGnTCAkJQZIkiouLe7O0AKeB86ma54JF0OuwtiRJcuBZYC4wGLhekqSjv52WAU1HSmv/ATx2al9AKwHtubAIaM95wLG0pw9HlHqdc5SYmMi7776L1Wr13+bxeHjttddISkoCWssX8/Pz2bBhQ6f7v/HGG8jlcq6//noAbDYbs2bNaj//KsA5xGWXXUZxcTG7d+9m5syZLFnS/RTmAGceIcTJJERmA/lCiEIhhAt4G7j8qHMup+PsqBnSaaojD2hPgPYEtKdvcyzt6cvbbb02jrKysujXr5+/SyvAp59+ikajYerUqQAMGzaM0aNH8/LLL3e6/0svvcS1116LXq8H4L777uOhhx5i0qRJvV1SgNNEoJrn/OAkxCmeI3OhjlB+5LYuzxFCeIC22VGnnID2XDgEtOf84Fw0jk4q52jZsmW8/PLL3HLLLQD+3wsLCzucs2LFCv75z3/6GyLu2LGDnTt3BhLozhF60gG2qqqK2NhYIFDN0xex0PT5V+L9iG4Oa441FbsvEtCeC4OA9pz7HEd7oI8O3z2pUv4bbriB7du3k5eXR3V1NevWrePmm2/udA7A22+/7b/tpZdeYuDAgUycOPFknj7AGaInHWCffvppMjMzGTZsGE8//XSgmqePIYSYI4QY3c3PkKP+PtowqgDaTydNOHJbl+ecidlRAe25MAhoz7nPcbRntBBiztleY5cIIXr642fJkiVi3rx5Qgghrr/+evHggw+KlStXilmzZnU63vb32LFjhRBC2O12ERISIlatWiW6Ytu2bQIQRUVFXR4/laxdu1b0799fpKeni0cffbTTcYfDIa699lqRnp4usrOzz8iaApx2TuSaD/y0VpkogEIgFVABu4DMo865E3juyO8LgXdP4Rr8BLQnwDnMWf8sB356/nPSpfxLly5lyZIlBAcHdyh9bc+yZcu46KKL2L9/Pzt37sRqtZ71pLme9M946aWXCA0NJT8/n7fffptf//rXvPPOO2dx1QECnHmEEB5Jku4CPqe1lP9lIcQ+SZL+BGwXQnwEvAT898jsqEZaDaTTSkB7AgQIcLo46Q7ZM2bMQKVSUV9f3+20+cmTJzNgwABeeuklXnrpJebPn09kZOTJPvVJ0b5/hkql8vfPaM+aNWv8QrpgwQK+/vrrNi/5pFm6dClRUVEMGTKky+NCCO655x4yMjLIyspix44dp+R5AwToDUKIz4QQ/YUQ6UKIvxy57fdHDCOEEA4hxDVCiAwhRLZonYR9WgloT+8J6E+AAMfmpI0jSZLYvXs3RUVF/oqBrli6dCkvv/wy33zzTZc9Sqqrq9m5cyeHDx8G8Ht6jY2NJ7vELulJ/4z25ygUCoxGIw0NpyaN4uabb2bdunXdHl+7di15eXnk5eXxwgsvsHz58lPyvKeCU91rprGxkbvvvpuBAwei1WpJTExk+fLlp+y9DnB+EtCe3nOu6k9AewKcKU7JbDW9Xu+vBumOJUuWYLVaSUhIYPbs2Z2OP/fcc4wYMYJFixYBMG/ePEaMGOFPujvfuOiiiwgLC+v2+Jo1a1i8eDGSJDFu3Diam5s7zHc625zKXjOVlZVUVFTw+OOPs2fPHl5//XU2btzo70MTIEB3BLSnd5zL+hPQngBngl7lHB2vGqCr49HR0bhcrm7v88c//vGMNmHrSf+MtnMSEhLweDyYTCbCw09L65ZOdOddtpWsnm2ysrKorKzk3Xff9ZdTt/Waueiii2hoaOjQa2bKlCkd7t++18yQIUNYvXq1/1hGRgarVq3i0ksvxWw2H/fLL8CFQ0B7zgx9WX8C2hPgTHBKIkfnIj2ZxD1//nxefbW16e/777/P9OnTOU1Nf89J2nrNtNHWa6b9e7Rs2TLef/99zGaz/7a2XjNdhcbbMJvNqNVqdDrd6Vl8gABniYD2nDwB7QlwurlgjaOe9M9YtmwZDQ0NZGRk8Pe//52VK1ce51FPHT3xLs82p6vXTHNzM7/73e/42c9+hkLRp2YjBwhw0vR17YG+rz8B7Qlwurmg//ePN4lbo9Hw3nvvnellAa2e4zPPPMPChQvZunUrRqOxT4S02xMaGsqVV17Jyy+/TEhICFOnTvXv+bdhMBi45pprePnll7nttttwOBy8+eab/OY3v+nyMVtaWrjsssuIj4/n8ccfPxMvI0CAM05f1h7o+/oT0J4Ap5sL2jg6m1x//fV8++231NfXk5CQwMMPP4zb7Qbgjjvu4JJLLuGzzz4jIyMDnU7HK6+8cpZX3DWnstdMS0uL/wvjk08+QaPRnNa1BwhwoXI+6E9AewKcTgLG0VnirbfeOuZxSZJ49tlnz9Bqes+J9prZuXNnl71mLBYLc+fORQjBunXrCA4OPgOrDxDgwuR80J+A9gQ4nQSMowAnRVuvGSHEcXvNPProo5hMJj799NMOxywWC7NmzcJsNvO///0Pq9XqL9MNCwtDpVKd1tcQIECAc4+A9gQ4nVywCdkBTh0n22smNzeXLVu2sH//fvr3709sbKz/Z9OmTadz6QECBDiHCWhPgNOFdCpb0gcIECBAgAABApzrBCJHAQIECBAgQIAA7QgYRwECBAgQIECAAO0IGEcBAgQIECBAgADtCBhHAQIECBAgQIAA7QgYRwECBAgQIECAAO0IGEcBAgQIECBAgADtCBhHAQIECBAgQIAA7QgYRwECBAgQIECAAO0IGEcBAgQIECBAgADt+P/vz6ipR4JdugAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fs = 14\n", "fig = plt.figure(figsize = (8, 3))\n", "ax1 = fig.add_subplot(1, 2, 1, projection = '3d')\n", "s1 = ax1.scatter(MV1, MV2, MV3, c = KPI1, marker = '.')\n", "cbar1 = fig.colorbar(s1, ax = ax1, fraction = 0.03, pad = 0.25)\n", "ax1.view_init(15, 145)\n", "ax1.set_title('KPI1', fontsize = fs + 2, y = 0.95)\n", "ax1.set_xlabel('MV1', fontsize = fs)\n", "ax1.set_ylabel('MV2', fontsize = fs)\n", "ax1.set_zlabel('MV3', fontsize = fs)\n", "ax1.set_xticks([0, 0.5, 1])\n", "ax1.set_yticks([0, 0.5, 1])\n", "ax1.set_zticks([0, 0.5, 1])\n", "\n", "ax2 = fig.add_subplot(1, 2, 2, projection = '3d')\n", "s2 = ax2.scatter(MV1, MV2, MV3, c = KPI2, marker = '.')\n", "cbar2 = fig.colorbar(s2, ax = ax2, fraction = 0.03, pad = 0.25)\n", "ax2.view_init(15, 145)\n", "ax2.set_title('KPI2', fontsize = fs + 2, y = 0.95)\n", "ax2.set_xlabel('MV1', fontsize = fs)\n", "ax2.set_ylabel('MV2', fontsize = fs)\n", "ax2.set_zlabel('MV3', fontsize = fs)\n", "ax2.set_xticks([0, 0.5, 1])\n", "ax2.set_yticks([0, 0.5, 1])\n", "ax2.set_zticks([0, 0.5, 1])\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Design Space Identification\n", "As shown from the plots, we can see clearly that the outputs are non-linear with respect to the manipulated variables. However, the design space identification method used in the package allows for the identification of non-convex hulls using alpha shapes. So let's go ahead and identify our design space by first defining some constraints on the KPIs." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bisection search for alpha multiplier (radius)\n", " tol: 1.000e-03 maxiter: 50\n", " lb: 1.000e-03 ub: 5.000e+00\n", "____________________________________________________\n", " No iter | alpha multiplier | Violation Flag \n", "____________________________________________________\n", " 1 | 2.500e+00 | True \n", " 2 | 1.251e+00 | True \n", " 3 | 6.259e-01 | True \n", " 4 | 3.134e-01 | False \n", " 5 | 4.697e-01 | True \n", " 6 | 3.915e-01 | True \n", " 7 | 3.525e-01 | True \n", " 8 | 3.330e-01 | True \n", " 9 | 3.232e-01 | False \n", " 10 | 3.281e-01 | True \n", " 11 | 3.256e-01 | True \n", " 12 | 3.244e-01 | False \n", " 13 | 3.250e-01 | True \n", " 14 | 3.247e-01 | True \n", " 15 | 3.246e-01 | False \n", "[15] Optimal amul: 3.2457e-01 alpha: 3.236e-01\n", "Tol: 1.000e-03 Bisection Gap: 1.526e-04\n", "vnum: 0 maxvnum: 0\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Check for violations inside design space:\n", "Empty DataFrame\n", "Columns: [MV1, MV2, MV3, KPI1, KPI2, SatFlag]\n", "Index: []\n" ] } ], "source": [ "# Define our manipulated variable labels\n", "vn = ['MV1', 'MV2', 'MV3']\n", "# Define the KPI constraints as a dictionary\n", "# the keys corresponds to the column of the dataframe\n", "constraints = {'KPI1': [0, 20], 'KPI2': [0, 6]}\n", "\n", "# Initialize the design space entity\n", "ds = DSI(data)\n", "# Apply the constraints separating the satisfied and violated points\n", "ds.screen(constraints)\n", "# Finding the design space (alpha shape)\n", "ds.find_DSp(vn)\n", "# Plot the design space\n", "ds.plot()\n", "\n", "# We can extract matplotlib ax and figure from the class\n", "fig = ds.fig\n", "ax = ds.ax\n", "# Rotate the plot (use %matplotlib notebook in Jupyter notebook)\n", "ax.view_init(30, -120)\n", "ax.set_xticks([0, 0.5, 1])\n", "ax.set_yticks([0, 0.5, 1])\n", "ax.set_zticks([0, 0.5, 1])\n", "plt.show()\n", "\n", "# Check if there are any violated points in the design space\n", "print('Check for violations inside design space:')\n", "print(ds.vindsp)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the alpha shapes can capture the non-convexity of the design space without any violated points inside the design space. Here, we used a bisection search to find the alpha radius value which gives no violation inside our design space. \n", "\n", "We can check the details of the identified design space by calling `ds.report` and also `ds.send_output()` to output a text file with the details." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Design space size: 0.48132282992204006\n" ] } ], "source": [ "# Print out the size of the identified design space\n", "print('Design space size:', ds.report['space_size'])\n", "\n", "# Output the details about the design space as a .txt file\n", "ds.send_output('example_3D_1')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Further Analysis\n", "We can also use the same dataset with different constraints to identify a different design space. This time, lets print out the alpha radius search iterations by giving some options." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bisection search for alpha multiplier (radius)\n", " tol: 1.000e-03 maxiter: 50\n", " lb: 1.000e-03 ub: 5.000e+00\n", "____________________________________________________\n", " No iter | alpha multiplier | Violation Flag \n", "____________________________________________________\n", " 1 | 2.500e+00 | True \n", " 2 | 1.251e+00 | False \n", " 3 | 1.876e+00 | False \n", " 4 | 2.188e+00 | True \n", " 5 | 2.032e+00 | True \n", " 6 | 1.954e+00 | True \n", " 7 | 1.915e+00 | True \n", " 8 | 1.895e+00 | True \n", " 9 | 1.885e+00 | False \n", " 10 | 1.890e+00 | False \n", " 11 | 1.893e+00 | False \n", " 12 | 1.894e+00 | True \n", " 13 | 1.893e+00 | True \n", " 14 | 1.893e+00 | True \n", " 15 | 1.893e+00 | False \n", "[15] Optimal amul: 1.8929e+00 alpha: 1.887e+00\n", "Tol: 1.000e-03 Bisection Gap: 1.526e-04\n", "vnum: 0 maxvnum: 0\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Check for violations inside design space:\n", "Empty DataFrame\n", "Columns: [MV1, MV2, MV3, KPI1, KPI2, SatFlag, SatFlag]\n", "Index: []\n" ] } ], "source": [ "# New constraints\n", "constraints = {'KPI1': [0, 8], 'KPI2': [0, 8]}\n", "\n", "# Initialize the design space entity\n", "ds = DSI(data)\n", "# Apply the constraints separating the satisfied and violated points\n", "ds.screen(constraints)\n", "# Finding the design space (alpha shape)\n", "ds.find_DSp(vn, opt = {'printF': True})\n", "# Plot the design space\n", "ds.plot()\n", "\n", "# We can extract matplotlib ax and figure from the class\n", "fig = ds.fig\n", "ax = ds.ax\n", "# Rotate the plot (use %matplotlib notebook in Jupyter notebook)\n", "ax.view_init(55, -140)\n", "ax.set_xticks([0, 0.5, 1])\n", "ax.set_yticks([0, 0.5, 1])\n", "ax.set_zticks([0, 0.5, 1])\n", "plt.show()\n", "\n", "# Check if there are any violated points in the design space\n", "print('Check for violations inside design space:')\n", "print(ds.vindsp)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "In addition, we can identify acceptable operating regions with respect to any nominal point. Let's assume we have a nominal point of interest at `[0.4, 0.4, 0.5]`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "AOR size: 0.16395163237920815\n" ] } ], "source": [ "# The find_AOR function plots the AOR boundary\n", "# therefore if we call ds.find_AOR() after ds.plot()\n", "# the boudary will be drawn over the design space plot.\n", "x = [0.4, 0.4, 0.5]\n", "ds.plot()\n", "ds.find_AOR(x)\n", "\n", "# We can extract matplotlib ax and figure from the class\n", "fig = ds.fig\n", "ax = ds.ax\n", "# Rotate the plot (use %matplotlib notebook in Jupyter notebook)\n", "ax.view_init(55, -140)\n", "ax.set_xticks([0, 0.5, 1])\n", "ax.set_yticks([0, 0.5, 1])\n", "ax.set_zticks([0, 0.5, 1])\n", "plt.show()\n", "\n", "# Call ds.all_x[str(x)] to access the details on the AOR\n", "print('AOR size:', ds.all_x[str(x)]['space_size'])\n", "\n", "# When we call ds.send_output() the details of any identified\n", "# AOR will also be outputted in the text file.\n", "ds.send_output('example_3D_2')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "As shown, we can identify acceptable operating regions with respect to any nominal points. This allows for the quantification of acceptable ranges with respect to the nominal point. In other words, we can obtain +- value of the manipulated variable axes where operation is guaranteed to still be inside of the design space." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.9.9 ('env')", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.9" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "f97846fb61c50dd60f2e72d1c5999fbf63d4268113ccf00e52371827c98df6d2" } } }, "nbformat": 4, "nbformat_minor": 2 }