{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Seasonality in time series data\n", "\n", "Consider the problem of modeling time series data with multiple seasonal components with different periodicities. Let us take the time series $y_t$ and decompose it explicitly to have a level component and two seasonal components.\n", "\n", "$$\n", "y_t = \\mu_t + \\gamma^{(1)}_t + \\gamma^{(2)}_t\n", "$$\n", "\n", "where $\\mu_t$ represents the trend or level, $\\gamma^{(1)}_t$ represents a seasonal component with a relatively short period, and $\\gamma^{(2)}_t$ represents another seasonal component of longer period. We will have a fixed intercept term for our level and consider both $\\gamma^{(2)}_t$ and $\\gamma^{(2)}_t$ to be stochastic so that the seasonal patterns can vary over time.\n", "\n", "In this notebook, we will generate synthetic data conforming to this model and showcase modeling of the seasonal terms in a few different ways under the unobserved components modeling framework." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:56:39.744539Z", "iopub.status.busy": "2021-02-02T06:56:39.735688Z", "iopub.status.idle": "2021-02-02T06:56:40.828994Z", "shell.execute_reply": "2021-02-02T06:56:40.828149Z" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:56:40.834971Z", "iopub.status.busy": "2021-02-02T06:56:40.834181Z", "iopub.status.idle": "2021-02-02T06:56:43.340188Z", "shell.execute_reply": "2021-02-02T06:56:43.341382Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import statsmodels.api as sm\n", "import matplotlib.pyplot as plt\n", "\n", "plt.rc(\"figure\", figsize=(16,8))\n", "plt.rc(\"font\", size=14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Synthetic data creation\n", "\n", "We will create data with multiple seasonal patterns by following equations (3.7) and (3.8) in Durbin and Koopman (2012). We will simulate 300 periods and two seasonal terms parametrized in the frequency domain having periods 10 and 100, respectively, and 3 and 2 number of harmonics, respectively. Further, the variances of their stochastic parts are 4 and 9, respectively." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:56:43.367294Z", "iopub.status.busy": "2021-02-02T06:56:43.366405Z", "iopub.status.idle": "2021-02-02T06:56:43.389411Z", "shell.execute_reply": "2021-02-02T06:56:43.388263Z" } }, "outputs": [], "source": [ "# First we'll simulate the synthetic data\n", "def simulate_seasonal_term(periodicity, total_cycles, noise_std=1.,\n", " harmonics=None):\n", " duration = periodicity * total_cycles\n", " assert duration == int(duration)\n", " duration = int(duration)\n", " harmonics = harmonics if harmonics else int(np.floor(periodicity / 2))\n", "\n", " lambda_p = 2 * np.pi / float(periodicity)\n", "\n", " gamma_jt = noise_std * np.random.randn((harmonics))\n", " gamma_star_jt = noise_std * np.random.randn((harmonics))\n", "\n", " total_timesteps = 100 * duration # Pad for burn in\n", " series = np.zeros(total_timesteps) \n", " for t in range(total_timesteps):\n", " gamma_jtp1 = np.zeros_like(gamma_jt)\n", " gamma_star_jtp1 = np.zeros_like(gamma_star_jt)\n", " for j in range(1, harmonics + 1):\n", " cos_j = np.cos(lambda_p * j)\n", " sin_j = np.sin(lambda_p * j)\n", " gamma_jtp1[j - 1] = (gamma_jt[j - 1] * cos_j\n", " + gamma_star_jt[j - 1] * sin_j\n", " + noise_std * np.random.randn())\n", " gamma_star_jtp1[j - 1] = (- gamma_jt[j - 1] * sin_j\n", " + gamma_star_jt[j - 1] * cos_j\n", " + noise_std * np.random.randn())\n", " series[t] = np.sum(gamma_jtp1)\n", " gamma_jt = gamma_jtp1\n", " gamma_star_jt = gamma_star_jtp1\n", " wanted_series = series[-duration:] # Discard burn in\n", "\n", " return wanted_series" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:56:43.412262Z", "iopub.status.busy": "2021-02-02T06:56:43.411431Z", "iopub.status.idle": "2021-02-02T06:56:57.054327Z", "shell.execute_reply": "2021-02-02T06:56:57.055027Z" } }, "outputs": [ { "data": { "image/png": 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uuCP+ekdHB6A1yRoJkgkWYoLZV9tFZaEzXtaY4zAzKcfGYckECyGGMFh3aNCWSQI40SLzgoUYqw439RCMRLl77XTeubScX71+gsNpWj2i1x8adDrFzGIXioI0xxpFKisrKS0t5aWXXopv8/v9bNy4kUsvvTS+benSpRw6dOisx4tGowQCgaRtBw4cwGw2s3DhwvRd+HmQTLAQE0yHN0hxljVpW1VZNodljT4hxCBUVcUTTL1OMMCMWPbmZJubNTMKhvPShBBpsq+uG4DFFTmsmVHAa0daePC1Ezzw/qUXfWx3IEzWIPcPu8XI1HyHBMHDzO12c/z4cUALUs+cOcPevXvJz89nypQp3HvvvfzXf/0XVVVVzJ49m+985zu4XC4+8IEPxI9xww038PDDDycd94EHHqCyspI5c7Qqgg0bNvCjH/2IT33qU0n7bdy4kbVr1yZ1lh5OkgkWYoLROrwmfxFVlWZxvMVNMBwdoasSQoxmvlCEqMqgmeCybBs2s0HWChZiDNtX20Why0J5rp18p4U5JVm09Pgv+riqquL2h3HZBs+9zSx2SSXJMNu5cydLly5l6dKl+Hw+7rvvPpYuXcq3vvUtAL7yla/whS98gU9/+tMsX76cxsZGXnzxRbKysuLHuP322zl69CgHDx6Mb4tEInz1q19lyZIlLF++nAcffJDvfe97fPe73006/+OPP87HPvax4fmwKUgmWIgJJlVJY1VZNuGoyolWN3PLskfoyoQQo5UnoDXIGWxOsMGgUFkoHaKFGMv21XaxaHJuvPFRls1MfdfgTYs2HG2lqdvPe1dUDLoPQCAcJRxVcVnNg+6T67BQ3SiZ4OG0bt26IZsZKorC/fffz/333z/oPnl5eXz2s5/lJz/5STwjfO+993LvvfcOee5nn30Wo9HIrbfeeiGXnhaSCRZignEHIgOC4NklWinjsRYZwAox0Rxs6CYcGboKxBMIA4NngiHWIbpNMjlCjEXuQJjjrW4WT86Nb8u2m+jxhQZ9z/+35TTff/7wWY/d69fuH0Nlgp0WI55g+NwvWIwaX//615k+fTqRyLl3E/d4PPzv//4vJtPI5WMlCBZigtHKoZOzOdMKnBgUOC5BsBATSkuPn7c9sIn/21U35H7ucwiCZxQ6qe3wpnVZFSHE8HizrhtV1eYD67JtZnr8gwfBPf4Q7Z4gnZ7gkMfW7x+DzQkGcFhNeANy7xiLsrOz+cY3voHRmLpSKJX3vve9rFq1KoNXdXYSBAsxgUSiKr7QwEywzWykIt/BCQmChRjzjrf0csNPN3D/Pw+eNcPb2O1HVWFnTeolLnR6JniwxligNceKqnBa1voUYszZV9cFwKKkTLAZdyBMNJq6ZFbPEp84yzQIt//s9w+nxUgwEpXeJGLYSBAsxASilxql+iKaWeSSTLAQY9yOmg7e/est1Hf5eGRzDR95ZMeQmZwOr5bB2R8bAA/GG9QyNI5B5gQDTC+MdYiWecFCjDn767qYku9IWsYo22ZCVaE3kLpMWS9zPlsQ3BvQ7kFDlUPbLdprvqBkg8XwkCBYiAlkqHl9M4tdnGrznDVzJIQYnV4/0sIH/2cbBU4Lz31uLT949yK2nGjn3b/aHC9H7E8vYzze6h50H+grZxwqk1OWawOgpTcw6D5CiNFpX203iybnJG3LtmuNrAabF6xvP9sD9HPNBAMyL1gMGwmChZhAhgqCZxS7CEai1HYO3glSCDF6/c/GU5RkW3nik5dSke/gvSsq+OltSzjW4mZHTUfK93TEgmBV1eYEDuZcGmNl27QBc7d38MyzEGL0ae0NUN/lY0lFbtJ2/Wc6VTVJNKriDuqZ4KEb4sXnBA+RCXbE7i1eCYLFMJEgWIgJxB1rOtG/MRZomWBA5gULMUad6fCypCIvqZxRH9S2DpKd7fAEia2GMmRJ9Lk0xrKYDNjNxiHLr4UQo8/hph4A5k/qnwnWft57fAMD095AGH11nbNmgs+hkiSeCZbmWGKYyDrBQkwg8WyOJXU5NGhlkddSMqzXJYS4OJGoSkOXj7ctKkvaXpRlBQYPgju9QQqcVmxmA/vruomqUTbVb+LPh/9MV6CLSyddytrJa/EEtFLnwdYJ1uXYzXQPsaSKEGL0OdOhNbObWuBI2j5UJlgvhS7PtVPb6cUfimAzp74/nMsSSY7YuETKocVwkSBYiAlkqGxOts1McZZVmmMJMQY1dvsIR1Uq8pMHsTazkSybachMcIHTwsxiFzub9vK2p75JbW8tRfYiJrkm8bs3f8dD+x+iwDQLm+NtmIxDF5Bp64rKIFaIsaS2w4fZqFCSbUvanjPEnGA9MF4yJZf6/T5q2j1UlWanPL47EMZiNGA1Df4QzRmrUJPGWGK4SDm0EBPI2ZY5mVksHaKFGItqO7S5/BV5jgGvFWVZaen1p3xfpydEntPM1FIv7tyHiESj/PCKH/LCrS/wp7f8iQ23beC+NffRG2nGPOXn/HTXTwlFBs/0nm1dUSHE6FPb6aU8147RoCRt1zPBeiY3kf6wa9mUPGDokmi3PzxkFhgSM8ESBI9HjzzyCFdfffV5vefWW2/lJz/5SYauSIJgISaUszW3mVHk4kSLG1VNvSagEGJ0qu3Uyhkr8u0DXivOstLSkzoT3O4JkOUI8kL7fwEKd838b26svBGzQRv85lhzuHX2raw2/zcW/wp+f+D3fPLlT9Ib7E15PCmHFmLsqe3wDqgigb7y5ZTl0HomuCIHRYETLYM3x3IHwkPOB4a+TLB3iC71Ir02bNjALbfcQnl5OYqi8MgjjyS9rqoq999/P5MmTcJut7Nu3ToOHjyYtE8gEOCee+6hsLAQp9PJLbfcQl1dXdI+wWCQb37zm9x3333xbb/73e9Yu3Yt+fn55ObmctVVV7Fp06ak991333185zvfobt78KaNF0OCYCFGmRcPNtHSkzprc7H6GmMNngnuDYRliRMhxpi6Di8GBSblpgqCbbS6BymH9vo4ygN0BVrw13+I+lZnyv2CIQdF/g/x3cu/y67mXXzouQ/R5GkasF+2XTLBQow1gwXBRoNCljX1FAe9RLo4y8bkPDvHh1gruNd/9iBYMsHDz+12s2DBAn7+859jtw/87vjBD37Aj3/8Yx544AF27NhBcXEx1113Hb29fQ9B7733Xv72t7/x+OOPs3HjRnp6enjb295GJNL3//GJJ57AZrNx5ZVXxre9/vrr3Hbbbbzyyits27aNOXPmcMMNN3Ds2LH4PgsXLmT69On86U9/ysjnlyBYiFHkeIubu/+4i2t/sp6/7qxNe0bWEwhjUMBmTv2jH2+OJSXRQowptZ0+ynLsmFPM2S2KZYL7308iURVf1pN0RI7wX5f/FzOy5g/aIdoTy+TcPONmfn3dr2nyNHHn83fiCycvqZZtkznBQowl7kCYTm8o5VQKGPzBVk+sRDrbZmZGkYtjLW3sbNrJo9WP8r3t3+P/jv4fxzuPE1WjuAOhcyiHlkzwcHvLW97Cd7/7XW699VYMhuTvDlVV+dnPfsbXvvY13v3ud7NgwQL+8Ic/0Nvby2OPPQZAd3c3Dz/8MD/84Q+57rrrWLZsGX/84x/Zv38/L7/8cvxYjz32GLfcckvS8R999FE+85nPsHTpUubMmcOvf/1rsrKyeP7555P2u+WWW3j88ccz8vklCBZiFNFLGvOcFr7yxH7u/N8d+ENnfypa1+ll47HWs+7nDoRxWk0oipLydQmChRibaju8TM4b+CQftHJoXygyIMPyl+onMedtZXnuu7ix8kYWTc5lf113yodvnti9A2B12Wp+cfUvqHfX81j1Y0n75cQGzNGoTKkQYiyo7Rh8KgVoa/umaozVGwuMDcYgPudz1GV/jY+88BG+t/17PHH0Cf5zy3/yzn++k7c8+RY6QqfIOksm2Gw0YDEZJBM8Spw6dYqmpiauv/76+Da73c4VV1zB5s2bAdi1axehUChpn4qKCubOnRvfB2DTpk0sX758yPMFg0H8fj95eXlJ21euXMn27dvx+XyDvPPCZaQ7tKIoVwBfAi4BJgEfUVX1kYTXHwE+3O9t21RVXZ2wjxX4EfB+wA68AnxKVdW6hH3ygF8A+uOFfwL3qKrald5PJMTwaOzSyqD/dNcqXq5u5j+ePsR//6ua/3j7giHf99D6k/xlRy1v/sf1Q3ZfdAfCQ34RFWdZybKaJAgWYoyp7fSydlZRytf0ZZJaevy4irQHXdXt1fx493cJe6Zz86K7AFgwKZsndtXR6g5QnJXcJdYdCDM5IVO0onQFV0y+gocPPMyts28lx6qtL5ptN6Oq4A6G4011hBCjVzwIPt9MsC+MK6+am//+Q9r97YTdC/nutR9l7dTFFNoLOdN7ht3Nu/nVvl/R5PwRBeaPAyuGvBanxYh3HCyR9P3t3+dwx+FhPWdVfhVfXfnVtB2vqUmb7lJSkrxkZklJCfX19fF9jEYjhYWFA/bR39/V1UV3dzdlZcnL9/X3zW9+E5fLNSBjPGnSJEKhEA0NDcyYMeOiPlN/mcoEu4ADwOeAwUL3l4GyhF9v6ff6z4B3owXBa4Fs4BlFURJH+I8By4CbgBtjv/9jWj6BECOgsduHQYGyHBsfuaySj15WyR+2nOblQ81neZ+fYCTK0aahg9fEbE4qiqIwQzpECzGm+EMRmnsCgw5i9YBWXyYpHA3z1Y1fxWnOwV//AYpcWgYo36UFy6myPt5gJF6uqPvcss/hDrp5+MDD8W3ZQyypIoQYfc7EM8GDBME2c8opDjWefSglf6LEWcLXl/wKf/0HyTMsoshRhKIoTM2eyjtnvZPH3/o4SrCcA+Ff8siBR4a8FofFhCcgmeDRpH/loKqqg1YTptpHz+DabLZB9//5z3/OQw89xJNPPkl2dvIyW/pc5TGTCVZV9V/AvyCe9U0loKrqwK4a2ntygLvQMsgvxbbdAZwGrgVeUBRlLlrge7mqqptj+3wc2KgoyhxVVY+k8SMJMSwauvwUZ9nia3F+9aY5bD3Zzpef2Mfz914xYA0/XWts+ZM367tZODln0OO7zxIEg1YSveHo2UurhRCjQ31XbHmkQcoZ45ngWBD83KnnONV9ig/P+Ba/3Osgz2EBtLJH6JvrlyjVvWN23mzeNv1tPFb9GB+o+gClztJ49rfbF2Jy3oDDCCFGmbpOHy6riTxH6sqNbLuJw03JD7VOdZ9id+DnmKJF/O763xEO2fh3XuJEi5ur5hQn7VtoLyRQezcz5/+TH+/6MeVZ5Vw39bqU53KMk0xwOjOyI6W0tBTQsr0VFRXx7S0tLfHscGlpKZFIhLa2NoqKipL2ueKKKwAoKChAURQ6OztTnufnP/853/zmN3nuuedYuXLlgNc7OjoAko6fLiM5J/hyRVFaFEU5qijK7xRFSfypuQQwAy/qG1RVrQWqgUtjm9YAbmBzwvveADwJ+wgxpjR2+5iU2xfoWk1GfvH+pfhCEf7j6YODvq85tvzJm/VDt5H3nMMyBWU5WifZiMzpE2JMqD1LJqc4IQgOR8P8et+vmZs/l0lmbcCR79SC4OxYENx/TVBVVQe9d3x66aeJqlF+t/932jHssUBammMJMSbo/QQGy+5pmeC+ILjT38mnXv4UqAamhj5LtiWbfKcFl9VEXefAbF0wHCUQMnBd0b0sKlrENzZ9Y9BSYYfVJHOCR4nKykpKS0t56aWX4tv8fj8bN27k0ku1MOuSSy7BbDYn7VNXV0d1dXV8H4vFwrx58zh06NCAc/zkJz/hG9/4Bs8++yyXX355yus4cOAAkyZNGlCWnQ4jFQQ/D3wIuAb4IrASeDU2DxigFIgAbf3e1xx7Td+nVU3o4BH7fUvCPnGKotytKMpORVF2trZKlkuMTg1dPsr6LXEys9jFTQvK2FebOsCNRlXaYsufHOgXBDe6G+nyd8Ub3XgCkfhafIMpcFpQVejyBi/0YwghhlFtbOA5WDl0rsOM2ajQ2hvg6RNPU9tbyycXf5JOrzaw7QuCU5cy+0NRomrq9cXLXeXcMuMW/nnin3QHusmx92WChRCjX21n6uWRdNl2M72BMNGoiqqqfHvrt2n2NlPg/gSFtr7hdrbNhDtFZ2dPbFuuzcHP1v2MLEsW97x6D+2+9gH7Oi1G6Q49jNxuN3v37mXv3r1Eo1HOnDnD3r17OXPmDIqicO+99/K9732PJ598kgMHDnDnnXficrn4wAc+AEBOTg533XUXX/7yl3n55ZfZs2cPd9xxB4sWLeLaa6+Nn+eGG24YsAbwD3/4Q772ta/x+9//ntmzZ9PU1ERTU9OANYE3btzIjTfemJHPPyJBsKqqf1ZV9Z+qqr6pqurTaHN65wBvPctbFSAxPZUqVdV/H/2cv1VVdbmqqsszkVIX4mKpqkpjt59JOQNLnstz7TT1+AlHogNe6/AGCUdVsmwmDjf14AuFeL32dT7y/Ee4/m/Xs/Yva1nz+Bru+NcddEdPnLUcWp8X2O6RIFiIsaCuw4vFZIhnfPtTFIUil5WmHjcP7X+IeQXzWFexjk5PEIfFiM2sPRjLigXB/TPBnlh54mAP0N5X9T78ET//OP6PvkBa1goWYtRTVZXaDt+gD9BAC271Zncv1LzAS6df4tNLPk3AMzmp+Z3LZsI9yFQK7XUzRY4ifnH1L2j3tfPz3T8fsK/DIpng4bRz506WLl3K0qVL8fl83HfffSxdupRvfetbAHzlK1/hC1/4Ap/+9KdZvnw5jY2NvPjii2RlZcWP8dOf/pR3vetd3HbbbVx22WW4XC6efvppjMa+74uPfexjPP/88/HSZoAHH3yQUCjEbbfdRllZWfzX5z73ufg+fr+fp556io997GMZ+fyjYokkVVUbgDpgVmxTE2AECvvtWoyWDdb3KVYS6jdivy9K2EeIMaPDEyQQjlKWM3BeX3menUhUpTk2py9RS6wU+srZRYQN7dz29Pu559V7qHPX8blln+MrK77CO2a+g0ZPI56Cn1Eb/Tuh6OAD1MJYVqjdLUGwEGNBbaeXybl2DIbBm5UUZds46nmdenc9n17yaRRFocMTjM8Hhr45wb39Alg9k+O0pH6AVpVfxZKiJfzlyF9w2bSBjzTGEmL0a/cE8YUig/YTgL4KkdOdTfzXtv9iYeFCPjz/w/T4QvFGeAAua+pMsP5QTZ9OMb9gPrfNuY1/nPgHJ7pOJO3rtBrxjYM5wWPFunXrUFV1wK9HHnkE0B6g3n///TQ2NuL3+1m/fj0LFiSvVmKz2XjggQdob2/H6/Xy9NNPJ80hBqiqquId73gHDz74YHxbTU3NkOcGePjhh1m1ahWrV68mE0ZFEKwoSiFQDjTGNu0CQsB1CftMBubSNwd4C1oX6jUJh1oDOEmeJyzEmNDYrTW3mpSbIgiObatPMd+mOdYUa+rkWpzTfkmjp47vXv5d/vWuf/FvC/+NO+bdwddWfo0n3/4kkd4lHA78jdv/dTsnu06mvI58lzYo7pBMsBBjQm2Hj8lDlDMCFLrMNPIc8wrmsbZ8LaBVkeil0KA1pTEalAGZYH1gO1QVyfur3s+Z3jMcaN+OokgQLMRYcOYsyyOBPs9f5ad7v4c35OU7l30HA0ZtyUVb3z3BZdPKpvvT7x+J+9696G7sJju/2P2LpH0lEzx+/eAHPxjQ+flszGYzDzzwQIauKENBsKIoLkVRliiKsiR2jimxP0+JvfYjRVHWKIoyTVGUdcDTaHN5nwJQVbUbeBj4oaIo1yqKshRt6aP9aEsroapqNdrc4ocURVmtKMoa4CHgGekMLcaihliH18TGWLryvFgQ3OUd8FprTwBTzg7+dOpbKNEc1ti/w80zbsZsSO70aDU48da/l+sLv0KDu4H3PvNe/nToT0TV5BJrfVDc7hmYdRZCjD61nV4q8gbP5ACo9kOEjS3cOf/OeAOcTk9yEKwoCi6rKUUmWBuUDtVP4Lqp11FgK+AvR/9CltWUssO0EGJ00ZvqTSkYqhzajNFxkh0tG/jkkk8yPXc6nmCYqEpSOXSW1YQ7xTQId0DblthYL8+Wx0fmf4RXa19lb8ve+HaZEzx+TZkyJanU+VzcfffdzJkzJ0NXlLlM8HJgT+yXHfiP2O//E63h1ULgH8BR4A/AEWCNqqq9Ccf4PPAk8Be0rs9u4GZVVRMfEX0Q2IfWRfqF2O/vyNBnEiKj9CA4VTn0pJzBM8Fvtu3HVvZ3VpauYoHyDU41pl5GSR/ILsy9nKfe/hSry1bz/R3f55d7fpm0X75DyqGFGCt6/SG6vKEhG9sA1EaeIxrKZd3ka+Lb+meCQcvWDD4nePBMsNlo5t2z382Gug24XD2SCRZiDNC7OU8e4iFatt2MpeA1skx53D73dqBvGTW9Gzxo944hy6FtyfePO+bdQYGtgJ/u+mm8eafDasIbihCV1SnEMMhIEKyq6uuqqiopft2pqqpPVdUbVFUtVlXVoqrq1Nj22n7H8Kuqeo+qqgWqqjpUVb05xT4dqqrerqpqduzX7aqqdmXiMwmRaY3dfixGAwX9BqUAdouRAqeF+i5/0vZOfycvtP4QJZLDj9b9kEXlxRxu6iEQHlhO5EkoaSy0F/LA1Q9w8/SbeeTgI5zpORPfz2Q0kOswSzm0EGNAbcfQnaEBDrQdoCl4iGDHZXR7+yo/OtzJc4JBa47Vv6mVfu842/Jq75n9HgCUrJ3SHVqIMaC2w0uhy4JjkPn+AI2+o5hcx1lV8C5sJu0hu/6QK6kxlnXgAzRIKIfud/9wmB18YvEn2N2ym21N2wAtE6yq4E8xhhEi3UbFnGAhBDR0+ynLtQ3a3KY8z059V18mOBKN8LWNX8OvdlPo+Rg51hwWlucQiqgcbXIPeL+730BWURQ+f8nnMRvM/HDnD5P2LXBapBxaiDGgtlNfI3jwTM4fDv4Bm9FBqGsFLbEeAv5QBE8wQoErOQjOtg0sZfacw5xggFJnKctKlhGw7JHu0EKMAbWdXiYP8QAN4MlTf0CN2JnjiLfp6QuC7cndob3BCJF+WVz3IJlggHfNehdF9iIefvNhQMsEQ1/lmhCZJEGwEKNEY5ePshTLI+nKc+3Ud/bNCX7y+JNsbthMYeA2yh1aY/WF5TkAvFk/cE3hVAPZIkcRH1/8cV6vfZ3N9X395AqcVimHFmIMaOnRgtrSQe4dje5GXjr9EleX3wJRW7ybfFdsjeBUmeCBjbFic4ItQ68xDnDDtBsIGBppC545675CiJFV2+EbcirF0c6jbGpYT7DjUgLBvntFvBy6XyYYGFAS7Q6EMShgNw+8f1iMFu6YdwdbG7dysO1g/B7jlQ7RYhhIECzEKNHQ5YvP/U1lUq6WCVZVFW/Iy6/3/pplxcvwd6yIrw86Jd9Bts3EgYaBQfBgHV5vn3s7FVkVfH/H9+NLJ+U7LVIOLcQY4AvpAWrqLO0/TvyDiBrhfXPeD0CrWwuC9UqPfGdyA71s28DGWN5zzASD1iALFLqVnef+IYQQI6K5xz/kw/f/efN/sJvsWDxXJlV39GWCk+cEw8AguNcfxmU1kbCiaZL3zH4PWZYsHj7wcLwsWzLBYjhIECzEKKCvAVyWojO0rjzXjj8UpcMT5NHqR2n1tXLvsntp6w1SnK29T1EUJuc54tmhRPqXSv95fRajhS8t/xInu0/yzIlnAChwWWiXIFiIUc8bW07EliLLoqoqT594mhWlK5hfPA3oW1e806M/8LImvSdVYyx3MIzFZMBsPPuQodBeSJFpLkHb3vP9KEKIYRSJqgTC0UEfoJ3pOcMLNS9w25zbyLZkJzW70wPirKRMsPZ7d4ol1hL3689lcfG+Oe/j5dMv0xupByQTLIaHBMFCjAItvX4iUTXlGsE6fZmkwy1N/P7A77m64mqmueYTjETjmWCAHLs5ZVOavnLogYPlqyquoiq/it8f+D2RaIQCp4VOb3DA3B4hxOjiC0WwmgwYU/QS2N+2nzO9Z7h5+s1YTAbyHGZa3doDsg6v9pCrfyZYK4cOxbu1gnbvOFtTrESzXZehWJo53H70Qj6SEGIY6IGmY5BpDr8/8HtMiokPzfsQ2fbkhnn6g7LkdYL1THDy+MPtP/v944NzP4jFaOG1pr8CyFrBYlhIECzEKNAQ6/o8VDl0eSxAfvTI7/GGvXxu2edojjW5Kc4+exDcvzFWIkVRuGvhXdT01PDKmVcocFlRVejySjZYiNHMF4xgH2QQ+/SJp7EarbESZSjKsiZkgrWf7YFzgk1E1eRBqCcQGXSgnMqivLWoqsIzJ54/r88ihBg+ehWJI8WD8SZPE/848Q/eOeudFDmKyLaZ6fH1ZWd7fCEcFmNSdYg+thjYUyCcsilWogJ7ATfPuJntLa+CEpS1gofJnXfeydve9rZhO19NTQ2KorBz5+iYLiNBsBCjQGN3bI3gs5RDK6ZuNrf8k3fMfAfTc6fHB7Ql2X3vy7Gb401vEp2tw+t1U65javZU/ufN/yHPoWWHpCRaiNHNF4zgSFEKHYqEeL7mea6uuBqXxQVAcZYtYU5wEEWB3H5BsN7tNXFe8PlmgidlFRPxTuPV2pfO+/MIIYZHPAhO8YDrDwf/gKqqfGTBRwBt7m/SnGB/KKkpFmj9BCDFnOBzvH+8pfItBKJ+TK7DkgkWw0KCYCFGgYbY0kdlQ2SCcx1mHMUbiKLy8UUfB6ClVxvQJpVDOwbPBA81r89oMPLRBR+luqOa5tA+AOkQLcQo5w1FsKUYxG6o30B3oJu3zeh7yl/cLxOcazcPKKPWyxsTszmeYPicmmLpsu0mwr2LqHXXcLLr5Hl9HiHE8NDLoe3m5J/tdl87Txx9grdOfyvlrnJA6wKd3BgrnNQUC/rKoQdkgv2hs2aCAZYVLyPfVoApe5/MCRbDQoJgIUaBhi4/Lqsp/iQ1lVZfK4bsbRRxGZNckwCtsyNoGR5djt1MIBzFH0p+kuo+h6exN0+/mWJHMS83/hlA1goWYpTzB1OXKj9z4hnybflcOunS+LYZxS7qu3z89KWjdHiC5DktA96nN7BJzAS7A5HzC4JtZsK98wB4rfa1c36fEGL46Jng/n1C/nzkzwQiAe5aeFd8W7a9Xzl0ikxwfImkFOXQQ41tdEaDkWunXI/JdYQuv/v8Poy4aKqq8oMf/IAZM2Zgt9tZuHAhf/rTn+Kvr1mzhi9+8YtJ7+np6cFut/PUU08BEAwG+epXv8rkyZNxOp2sWLGCF154YVg/x/mQIFiIUaCxW1sjeLAlBAD+98D/AlFMvdfGt7X2BsiymZLmBObEyhl7+mWDPYFwyqZYicxGM3fMvYNDnXswWBtlmSQhRjlvMDJg/U130M36uvW8pfItmAx9g89/W1vJrZdM5uevHOP5g03kO1IFwdr+PYmZ4ED4nNYI1uXYzajhHMrtsyQIFmKUSlUOHYlGeOrYU1xafinTc6bHt+tLp0VjzTJ7/KH41Amd3mW6t/86wefQGEv31uk3ohjCHOnZev4fSFyUb37zmzz88MM8+OCDHDp0iH//93/n4x//OM8++ywAt99+O3/+85+JRqPx9/ztb3/Dbrfz1re+FYCPfOQjrF+/nscee4w333yTD3/4w9x8883s27dvRD7T2Zz7o10hRMY0dvspG6IzdJuvjf87+n9UWNbS2OGMb2/p9SeVQkNfENztC8WXToJYNmeQpRASvWPmO3hgzwMEc7fR7r7ifD+KEGIY+UKRAYPRjfUbCUVD8YZYOqvJyA9vXcTMYhfff/4wRf3uHdA3ry+xpNEbON9yaO16Kp0reaP1Mdp8bRTaC8/5/UKIzNObTzkSxgVbG7fS7G3myyu+nLRvtt0ca5inLXfU4wszsyj5nmAwKLispqRMcCSq4glG4ssnnc2S4iWo4RyOe94A/u0CP9nIa/rudwlUHx7Wc1rnVlH69a9f0Hs9Hg8/+clPePHFF1m7di0AlZWVbN++nQcffJC3vvWtvO997+Pzn/88r732Gtdccw0Ajz76KO95z3uwWCycOHGCxx9/nJqaGqZMmQLAZz7zGV5++WUeeughfvWrX6Xng6aRBMFCjAIdniAzi1yDvv6Hg38gFA1xefFt/HZ/D95gGIfFRHNPIKkUGpKD4ETn2twm15bLDdNu4OnwizS7uy/g0wghhosvGKEkOzmYfeXMK+Tb8llctHjA/oqi8IkrZ3DJ1DwKzrkc+vwaY+llkpPMy1F5lA11G3jXrHed8/uFEJmXKhP85LEnybXmclXFVUn76j/TPf5YEOwPpVz712U1JS2R5InN7T2XOcEABsWAybeEJtMb9AR7yLZkn9+HEhfk0KFD+P1+brzxxqSKxFAoxLRp0wAoKCjghhtu4NFHH+Waa66hsbGR1157jfvuuw+A3bt3o6oq8+bNSzp2IBDg6quvHrbPcj4kCBZiFPAOscxJIBLgyWNPct3U65ifMx3YS32nj1klWbT0+rlkSl7S/noQ3L9DtCcYJj/FoDeV9855L0+ffJoj7g3AivP+PEKI4eELRZIyOYFIgI11G7mp8iaMhsFLmFdMy0+5PV4OHZv/F45Ez3lOn85mNmAxGjCFyylzlvFa7WsSBAsxynhjfUP0sUenv5NXa1/lfXPeh8XYv2u8fl8IMSnHRq9/YGMs0ILdxO7QelY46zweornCy+lmPa+deY23z3z7+X2oUeJCM7IjRS9xfvrpp+NZXJ3Z3Pew4/bbb+fuu+/mV7/6FY8//jgVFRVcfvnl8WMoisKOHTuS3gNgtw9e6TiSZE6wEKOAltlNPWB9rfY1eoI9vGvWu+JrBdd1+VBVlZaeQFLJMwyeCXafR0nj4qLFWKPl1IVfQVXV8/04Qohh4g1GsCXMCd7WuA1v2Ms1U665oOPZzUZMBiWeCW7uDRBVGXK6Rn+KopBtN9EbCLOuYh1bG7biC/su6HqEEJmhl0Pr06SePfks4WiYd85654B945lgXwhvMEIkqg5ojAVaJjhxKoUeEJ9rJhgg2zAdCwW8cuaVc/8w4qLMmzcPq9XK6dOnmTlzZtKvqVOnxvd7+9u1hxLPPPMMjz76KB/84AfjmeOlS5eiqipNTU0DjlFeXj4in+tsJAgWYoRFoyr+UBT7IPN1/37s75Q5y1hVuoryvFgQ3OGlxxcmEI4OmBOc6xiiHPoc5gSDNoidbLwav6GWg+0Hz/cjCSGGiT+U3B36lTOv4DQ7WVW26oKOpygKWba+gay+fNuk8wiCQe8mG+KqiqvwR/xsbdAa3dz1yA6e3d94QdcmhEgfvRzabjaiqipPHn+SBQULmJ03e8C++jz/Hn84vlRS/14EQNK9A/p6C5zPdAqXxYwrsogtDVvwh/3n/oHEBcvKyuJLX/oSX/rSl/j973/P8ePH2bt3L7/5zW/47W9/G9/PZrPxrne9i+985zvs3r2b22+/Pf7a7Nmz+eAHP8idd97JE088wcmTJ9m5cyc/+tGPePLJJ0fiY52VBMFCjDBfaPAF65s8TWxu2MzbZ74do8FIcZaNoiwr336mmq/+bT/AgOY2+jydgUHw+S1zMtt1JUQtPHH0ifP6PEKI4aGqKt5gON4dOhKN8Hrt61xRfsWAcsbzkWUzxzPBehBcfr5BsE1br3x5yXJcZhev171OlzfIK4db2HS89YKvTQiRHvq9w2BQONxxmGOdx1JmgaEvE9zhCcSnSqTKBGf1K4fW7yPnkwm2W4xYAgvxR/xsa9x2zu8TF+fb3/42999/Pz/60Y+YP38+1113HX/729+orKxM2u+OO+5g3759LFu2jLlz5ya99r//+7985CMf4Stf+QpVVVW87W1vY8OGDUnZ5NFE5gQLMcJSNafQ/eP4P1BRefsMrQTFaFB48pOX8uv1J3hiZx0AZTnJg1OjQcvkJAbBqqriCYZxnWWJpESlWXmE6ubz4ukX+caqb2A2nlt3RyHE8AhGokTVvjl9e1r20OHv4OqpF9eEJDGbU9epZ4JtQ71lgGy7FgSbjWYuL7+cDXUbeOfkewFo6ZH1x4UYad6ENcZfPvMyBsUwoKO8riTHSmm2jR++cIQvXj8HIPWc4H7dofWA+HzmBDutRqJd03HmOHmt9jWurLjynN8rzs8jjzwS/72iKNxzzz3cc889Q77n6quvHnSanNls5v777+f+++9P+fq0adNG1RQ7yQQLMcJ8CSVJiaJqlL8f/zurylYxOWtyfHtFvoPvvnMh67+yjp/etpjlU5MbY4E2LzgxCPYGI6gq55UJLnBaCPUsojfYy5bGLef7sYQQGdb/3vHKmVewGCysLV97UcftXw6d5zAnNd86Fzl2M72xe9Clky6lzdfG9vpDALT0ShAsxEjzJTTkfK32NZYWLyXPNnA8Adryan/6t1WAwjeeehNInQl2Wc0pG2OdTybYYTHhC8Dl5Zezvm49UVVr2vSPvfW89zcyFhHpI0GwECPMG4o1p+gXoO5q3kWdu453zkxdnlSWY+edSydjMCgDXusfBHsCqc8xlAKXhYh7Fk5TFs+fev6c3yeEGB6JUylUVeX12tdZVbYKp9k59BvPQl8CBbQg+HznA4O23rB+D1ozaQ0AO5q1ecEtvTLPT4iR5gmGcVpM1PXWcazz2IBlkfqbWezi8Y+tIs+hTbXIShHY6t2ho1Et2xdvjHU+mWCLEU8wwrqKdbT52jjQdgCAHTUdbK/piI9nhLhYEgQLMcLizSn6lUM/c/IZnGbnBXV5zXUkB8EX8kWkLadkYnH+5bxW+xqBiGRvhBhNEu8dJ7tPUueuY13Fuos+bnIm2H9hQbBdC6RVVaXUWUplTiXHe3cD0OYOEomOnpI4ISYifWnG12pfA+DqirNPo5hVksWf717NJ9fNYGrBwIdtetmzvj6wfh9xnkclicNqwhsMs7Z8LUbFyOu1rwPQ1hsEoFUqSUSaSBAsxAjTSxodCeXQwUiQl06/xDVTrsFmOr+5eJAqE6yd4/zKobWGW3OyLscdcvNG/RvnfR1CiMxJLIfWB4pXTL7ioo+b3S8TfL5NsUC7B4UiajxbvaZsDe2RalBCRKIqHZ7gRV+nEOLCeYMRnFbt3jEzdyYV2RXn9L5ZJVl89cYqjCmq0PSyZ/3Be0uvn0KXJWXF2mCcFiOhiIrdmMWykmXxIL3dowW/bW4JgkV6SBAsxAjra4zVF6BubthMb7CXG6fdeEHH7B8Eu+Pl0OfeGKvApZU85RnmkWvN5fkaKYkWYjTRA0y7xcj6uvXMzZ9LqbP0oo+bHStp7PaG6A2ELygIzost1aZnbdZMWoOqhMjK0Rr6SUm0ECPLG4xgNvvZ1bzrrKXQ50qvNnMnNNYrz3Oc1zH0sZAvGGHd5HUc7zpObW8t7e7RmwkeTc2eJpqL+buXIFiIEeaNlQ0llkP/69S/yLXmsnrS6gs6pt6ZVb85eC6gHDrPYUFRoMsT5Zop1/B67ev4wj4aunz8+vUTctMXYoTpmeAIvexr3Ze2LqpZNjOqCkdbeoHzXyMYYG5ZNgAH6nsAWJC/DFU1UFp6BpDmWEKMNF8wjNd4gIgaSVsQrM8T7kkIgivyzu/+oT+s9wTD8cqWLQ1b4hng0ZYJNpvN+Hy+kb6MCcvn82E2X9jqJRIECzHCfP2WSPKGvLxe+zrXTb0Os+HCfrBz7GaC4Sj+kNZVUZ+fcz7l0EaDQp7DQrsnwI2VN+IL+9hUv4m/7qzl+88fji+dIoQYGXoVSXX3dqJqlHWT16XluPpA9nCTHgSf/5SMqtJsLEYD++u6AGjvVYj4phC2HAGgVZZJEmJEeYIRupQ9FNmLmF84Py3HzEooh45GVeo7fUy+wEywNxhmavZUiu3FbG3cHg+sR1smuLi4mPr6erxeryQHhpGqqni9Xurr6ykuLr6gY8g6wUKMsP7rBG+o24Av7OOmypsu+Jg5di147vaFsFuMF9QYC6A4y0pDl5/lJcvJsebw6plX6Wq6FdDmClbkn9+XmxAiffyxcui97Vsoshcxt2BuWo6bFVv65HCjlsW9kHJoi8nA3LIs9sWC4NPtHiLuWbQ7XkYxuqUcWogR5gsGCIf3887pN2NQ0pMTc1m1e4fbH6alN0AwEmXyhWaCAxEURWFF2Qo2128B1gEKre7R1U8gO1uremloaCAUCp1lb5FOZrOZkpKS+P+D8yVBsBAjLHFeH2il0MX2YpYVL7vgY+batfm83b4QpTk2Grv8GA1KrOPzuasqzWLbqQ5MBhNXlF/B+rr1WJquBaCxWwaxQowkbzACSpi9bdu4qfLGtA1k9WzOkaZeLEYDhS7rBR1n0eRcntpTTySqcqbDS9gzC5WXyMqroaU3PZknIcT5U1UVv/kICv60lUJDYmOsEHWdXoDzfliuZ4L1CraVpSt59uSzGCwtRIMloy4TDFogfKGBmBg5Ug4txAjzBsMYDQoWo4GeYA+b6jdxQ+UNGA3n3sSqv8RMMMCpNg9T8h2Yjef3Iz9vUjaN3X46PEGumnIVPcEean0HAWjolnJoIUaSLxTB6DiFN+xJy9JIuuzY/eNIUy9lubbz6uyaaNHkHNyBMCdb3dS0e3AyjSxzFrask7RIObQQIyYQjmJ0HcKk2FhZtjJtx9WrzXr9YWpjQfB5Z4L1cujYqhYrSlcAYHSexGU1jbo5wWLskiBYiBHmDUZwmI0oisL62vWEoiFumHbDRR2zfxB8ss1DZeHANf3OZv6kHAAONfRw2aTLMClmjM5DADR2SSZYiJHkC4YxuQ5jMVhYVbYqbcfVM8G9gTCTcs6/FFq3uCIXgH113Zxu91JZmMUlJZcQsR6XcmghRpA7EMLkOkSlYxlW44VVeqQS7w4dCFPXoT0oP9/pFI6ExlgAk12TyTEXY3ScYE5p1qjMBIuxSYJgIUaYL7ZgPcBLp1+ixFHCwsKFF3VMPQju8gaJRlVqLjAI1ju8HmrsxmF2MM25GFNWNU6LgUbJBAsxonyhCCbXEVaUrsBuuvBgtT89CIYL6wytm1HkwmExsr+uizMdXqbkO1heupyg0kKTpzkdlyqEuAB7m9/EYO5lXu6atB7XaFBwWIy4/WHqOn0UZ1mxmc+vqi3eJDTWL0VRFMos8zE6TjKnxEmbOyANqERaSBAsxAjzBiM4LEY8IQ9v1L/BtVOvvei5fYmZ4OZeP75Q5IKC4HynhbIcG4catAY5eSzFYOlg3jQfDZIJFmJEtfgaMFjauLz88rQeN9vW15W+/AI6Q+uMBoUF5TnsPtNJfaePqQVaEAzQET0sA1khRsjGhtdRVQOL8i9sGcahZNlM8XLo8y2FhoQ5wbGGngA5hrkYTF6cWa0EwlF6E14T4kJJECzECPMGI9gtJjbWbSQYDXLd1Osu+phZNhOKAj2+EKdaPQAXFAQDzJ+UzcFYEOzrngOA6jgomWAhRlidfzdA2oNgq8mA2ajNAy6/gEFsoiUVuRyo7yEcVZma76QqrwqL4kC1nqDHJwNZIUbCtuaNRLzTKHLkp/3YLqtJK4e+gOWRYGAmGMAcnAVAl1oNQJuURIs0kCBYiBHmC4VxWIy8dPolCmwFLClactHHNBgUsm1mun0hTrVfXBA8ryybE61u/KEIJ5uMZCvT6VT30OkNxdc4FkIMv8bQXgyRAqZmT03rcRVFiS+TdDHl0KA1x9JNLXBgNBipzFqAyXFS5gULMQJqe2qp95wi3DsvPhUrnVyxsYe2jOL53z/MRgMWkyEpE+z1ZmOKFtHgPwCMvrWCxdgkQbAQI8wbjGCzhNlYv5FrplxzUV2hE+XYY0Fwqweb2UBp9oWVNc6blE1UhW2nOmjuCTAvZw0twWMoxl7JBgsxQgKRAJ3Rauyh+SjKhXVvHoo+L/hig+DFk3Pjv59aoD2IW1iwDIO1jWPtDRd1bCHE+Xu19lUAwu558axrOmVZTRxvcROOqheUCQYozbZR39U3vmhzB8hV5nK8dz8QpW2UrRUsxiYJgoUYYb5gBL+pGl/Yx3XTLr4UWhcPgts8TCtwXvAyJ3qH6Kd21wFwRYVWeml0Hpe1goUYIbuadhElSDYX10RvMPq84IvpDg3a8ih5DjNWk4HiLK0L7erYkiw7m3dc3EUKIc7bK2deodRWiRrKj8+/TSeX1URTjzY2uJA5wQAzipwcb3HH/9zuDjLJNg9v2I3B2kSrVJGINJAgWIgR5g1G6DbsIteay/KS5Wk7bo7dTFcsCJ5edGGl0KB9iWVZTbxwUOvmevX0pWRbcjE5j9LQJZlgIUbCxvqNKKqJAuPcjBw/y2Yi32m56HJJRVG4ZGo+s0pc8QdxqyYvRI1YOdSxNw1XKoQ4V43uRva07KEqay1ARjLBroTu8hUXmAmeWeziVJuHSFRFVVXaPQFmZC0CwOyskUywSAsJgoUYYZ5gkPboPtZVrMNkSN9T2Ry7mQ5PkDMd3gueDwzaIHbupGx8oQjZNhOTchysLluN0XlcgmAhRsim+k1Yw7Nwmi9skHk2s0uyWBJb5/diff/dC/ntHX0P+HLtNvBXcsb3ZlqOL4Q4N8/XPA/ANPtlADgzlAkGUBQou8Du8jOLXQTCUeo7ffT4w4QiKlOyy5nknIQt67TMCRZpIUGwECPMbzhBGC9XTr4yrcfNcZg53e4lHFWZVnDhQTBoHaIBqkqzURSFy8svxWDu5WjnsXRcqhDiPNS766npqcEYmIs9A4NYgPtvmc/DH05PZUqByzpgbrFTnU1vpIE2X1taziGEOLvnTj3HgoIFWNUigIw0xtL7CZRk2bCaLuz4M4pcABxv7aXNrQW8hS4ry0qWge0krW4phxYXT4JgIUaQqqqEbYcwYGJ1WXrX69PXCgYuqhwatA7RALNLtS+mNZPWAHDCvfuijiuEOH+bGzYDEPXMxm7O3Nd4Jhpu6YpN8wDY3Sz3ECGGQ013DdUd1dxUeRPeYASzUcFiSv/9Qw+CL6QztE4Pgk+0eGiPlT4XuCxcUnIJUUMvDZ4zF3+hYsKTIFiIEeQPRTE6D1Nmm4vL4krrsROD4MrCizv2gnKtOdbcWDBc6izFRhlt4QMXdVwhxPnb0rCFYnsxfl8hdnP6MznDYbJrFqgm9rfuH+lLEWJCeK7mORQUbph2A95gJGP3DpdVG3tcaGdogDynhQKnheMtbtoTMsGXlFwCQFv48MVfqJjwJAgWYgSd6qrDaGtmpjN9DbF0ehCcYzeT5zCfZe+hzS3L5qE7LuHdyybHt5VbFhMwHSMQkbk5QgyXSDTCtsZtrJ60Gn8wmrFy6EwrzXaiBsrZ3yZBsBCZpqoqz516jktKLqHEWYI3GM5IZ2joa4x1oZ2hdTOKXRxvddPm6csET8uehk3JwWs4hqqqF32tYmKTIFiIEbShbiMA83LTWwoNfUFwZaEzLWWNN8wvxZbw5Lgq9xIwhNhct/Oijy2EODfVHdX0BHtYVbqaYCQ6ZjPBxVk2Qp4KDrUfIhQJjfTlCDGuHe08yqnuU9xUeRMAnmAEhzUz946sWGOsC+0MrZtZ7OJ4i5u2WBOsfIcFRVGY7JiPYjtJjy980dcqJjYJgoUYQVubNhEN5jPZNTXtx86NBcHTL6Iz9FCWFS9HVY28enpTRo4vhBhoS8MWABYXrgAys8TJcCjOshLxTSEQCXCk88hIX44Q49qrZ15FQeHaqdcC4AtGMnbvqMi3Y1BgXqyh5oWaUeSi2xfiaHMveQ4zJqMWsszJWYTB0sWh1tPpuFwxgWUkCFYU5QpFUf6pKEq9oiiqoih39ntdURTlfkVRGhRF8SmK8rqiKPP77WNVFOUBRVHaFEXxxI43ud8+eYqi/FFRlO7Yrz8qipKbic8kRLoFIgHebN9J2D0HpzX9ZUnZsSB4WoaC4MqCfCLeKexq2ZaR4wshBtrSuIU5eXOwG3MBsI3RILgoy0rEpz3829e6b4SvRojxbWP9RhYWLSTflg+Q0XLomcVZ7PnW9fFeIhd+HK2XyfZTHRS6rPHtS4u0ecHbGqQKTVycTGWCXcAB4HNAqoVEvwJ8EbgHWAG0AC8pipKVsM/PgHcD7wfWAtnAM4qiJH7jPwYsA24Cboz9/o/p/CBCZMrOpp0EowHC7qqMfBlV5DkozrKyqjI/7ccGKMuxEfHOoM5zgp5gT0bOIYTo4w152dOyhzWT1uALRgBwjNFy6CybCTWcQ46lUIJgITKow9/BgbYDXF5+eXybN4OZYEhuzHmh9CC43ROkwGWJb19cWoUasbG/XTrLi4uTkSBYVdV/qar6dVVVnwCiia8p2uTEe4Hvqar6N1VVDwAfBrKAD8T2yQHuAr6squpLqqruBu4AFgHXxvaZixb43q2q6mZVVbcAHwfepijKnEx8LiHSaUPdBswGKxHv9Ix8GeU4zGz/xrWsml6Q9mMDlGTbiHinoxJlT/OejJxDCNFnV/MuwtEwa8rW4AtpQXAm1vkcDnr1yxTHXOkQLUQGvVH/BioqV5RfEd+W6SA4HcqybfGeBwUJmeCSLAcR31RO9hwcqUsT48RIzAmuBEqBF/UNqqr6gA3ApbFNlwDmfvvUAtUJ+6wB3MDmhGO/AXgS9hFiVFJVlddqX2Omaymo5lH/ZZSK2WigwDQTA2Z2NO0Y6csRYtzb0rgFi8HCspJleINjOwjW73kl1jnUu+tp87WN8BUJMT5tqt9Evi2fuQVz49u8gcyVQ6eLwaAwo1ibzlXo7MsE59jNqP6ptIfOSBWauCgjEQSXxv7b3G97c8JrpUAE6P+t2H+fVjWhR3rs9y0J+8QpinK3oig7FUXZ2draenGfQIiLdLTzKI2eRmY4VwFjdyA7KScbe3Q6O5olCBYi07Y2bmVpyVJsJht+PQgeo+XQ+gC80DQTQLLBQqTJgfpujre4AW1JtTca3uDy8ssxKH1Dfm9o9GeCAWYWaSXRiZlgg0EhC+2+8WbrmyNyXWJ8GMnu0P0X+FJSbOuv/z6p9k95HFVVf6uq6nJVVZcXFRWd14UKkW6v1b6GgsJk6zKAUf9EdjCFLiuGwAwOdxyWJ7JCZFC7r51jncdYXaYtp6ZngsfCQDYV/bpdyjRMBpPMCxYiTb76t/18+tHdqKrKm21v0h3oZm352qR9tHLo0T/umBELghMbYwEUmmeCqrC3de8IXJUYL0YiCG6K/bd/traYvuxwE2AECs+yT7GSsABq7PdFDMwyCzGqvFb7GouKFqGo2hICY3Ug67IaUX0ziKoyL1iITNKrLVaWrgTomxM8RjPBVpMBo0EhGDZSlVeVMhPc2hsgodhLCHEOurwhjjT3sre2i031mzAoBtZMWhN/PRyJEgxHx8S4Q2+OldgYCyDL4sKmTmZvy94RuCoxXoxEEHwKLYC9Tt+gKIoNrQO0Pr93FxDqt89kYG7CPlvQulD3/WRrv3eSPE9YiFGlydPEofZDrKtYhy8YQVG0AeFY5LSaCLgnYzFYZF6wEBm0o3EHTrOTeQXzAOLdocfqVApFUXBYjHiDERYXL+Zg+0Ei0Uj89U5PkDX//Qo/eenoCF6lEGOPOxAG4C87atlYv5HFRYvJsfYtV+QNjZ0qkktnFvKuZeWsnJa8yoXdYsQSruTNtjeT7htCnI9MrRPsUhRliaIoS2LnmBL785TYvN2fAV9TFOVdiqIsAB5Ba3L1GICqqt3Aw8APFUW5VlGUpWhLH+0HXo7tUw08DzykKMpqRVHWAA8Bz6iqeiQTn0uIdNhQtwGAqyuu1kqSzEYSChrGFJfVhCegsKhokcwLFiKDtjdtZ3nJckwGrYRxrGeCAZwWE95AhPkF8/GFfZzqPhV/raU3QDiq8svXjrP9VMcIXqUQY4eqqrgDYRQF/vnmUQ61H0paGgnAG9CD4NFfDp1jN/OT9y4hz5mcCXZYjCiBaXhCHo53HR+hqxNjXabST8uBPbFfduA/Yr//z9jrPwB+AjwI7ATKgOtVVe1NOMbngSeBv6B1fXYDN6uqmvjI54PAPrQu0i/Efn9HZj6SEOnxau2rTMmaQmVOJd5gBPsY+CIajNNqIhCOcknxcpkXLESGNHmaqOmpiZdCQ+Kc4LF7/3BYjXiCYebma11rD3Ucir/W7QsBYDYY+Pxf9sb/LIQYnD8UJRJVuXZuCUGzFhyuKluVtI83qGWKx0ImeDB2i5GIbyqA9BMQFyxT6wS/rqqqkuLXnbHXVVVV71dVtUxVVZuqqlfG1gtOPIZfVdV7VFUtUFXVoarqzbFlkhL36VBV9XZVVbNjv25XVbUrE59JiHTwhDxsb9zOuop1KIqCLxge019E+rXPz1825LzgQDjCU3vqONwkQbIQ50ufarCyrC8I1jPBY3UqBcQywcEIlTmV2E12DrX3BcE9saD3m2+bS1OPn//39wODHUYIEdMb0H5urphVSEFBLYpqjU+h0I31pnqgXbvfn0u+LV+CYHHBxu63pxBj0NaGrYSiIdZVrAPGxoL1Q3FZtSxUZdZczAYzO5t3Jr0eikT58/YzXP2j9Xz+L/v4qczvE+K8bWvcRo41h9l5s+PbfMEwdrMRg2FsTqUAbSDrCYQxGozMyZuTHAT79cF8EZ+4cjr/3NdAfZdvpC5ViDHBEyt1zrKZseecJuSZwomW5J+bcVFFYjHhC0ZYUrREmmOJCyZBsBDDaHPDZhwmB0uKlwBaNmesNrYBrRwaIBQ2Mr9g/oAvo//ZeIqvPfkmhVlWZhQ5aer2j8BVCjF2qarK9qbtrCxdmbTO51i/dwDxxlgA8wrmcbjjcLzJjZ4JzrabuXSGtlDE6XbPyFyoEGOE26+VOmP00B48TcRbydYT7Un76OXQY/n+YTcb8YeiLC5azJneM7T72s/+JiH6kSBYiGG0pXELK0pXYDaYgfGTCXYHwiwtXsrB9oMEIoH468db3JRm2/j7py5l2ZQ8mnsCgx1KCJFCnbuORk9j0nxg0O4dY7kpFoDDasITG5DPK5iHL+zjdM9pAHpig/ksm4mKPAcAdR2SCRZiKHo5dINfq6qIeKfT1W8+vf7gyWkdu/cPfdw0J28hIPOCxYWRIFiIYVLXW0dtb23Sen3aQHYslyRpX0SegLbMSSgaorq9Ov56ty9ErsOMoiiUZNtodQeIRGXdTyHO1fbG7UDyfGAA/zjIBDstxninWn3e4sH2g4CWCXZYjJiNBspybRgUqO30jti1CjEW6JngGvebWI1W7NFpA5rKxcuhx8HYY6prNkbFmDSVQohzJUGwEMNkS+MWgKQgeKw3xtLLoT3BMEuKlgCwp6WvOVaPP0SOXct6l+TYiERV2t2SDRZiKD3+EN9+5hBt7gDbmrZRaC+kMrsyaR/fGK8iAW1en16aWZlTic1oiw9mE+8dZqOBshw7tR0SBAsxFL2y4kj3Xm19YLt9QBDs07tDj+FMsL6qRjRipjKnksMdh0f4isRYNHYfAwkxxmxp2EKJoyRpMDteyqE9gTAF9lKmZE1Jmhfc4wsxJV8rZSzJsgLQ1OOnONs27NcqxFixs6aDhzed4khzD3Wu7awqWzVgLXFvMIJtjJdDO63anGBVVTEZTMzJ72uO1eMLk20zx/etyLdzRoJgIYbk9ofB4ONUzzFurPwkDXYz3d7kINgzTrpDA3hDYebkz2Fn086zvEOIgSQTLMQwiEQjbGvcxppJa5IGs77g2C5pdCYEwQBLipewt3UvqqqVPHf7QmTHsjmlOVrgK82xhBianrnZfLqadn/7gHU+QSuHHsuDWNAyweGoSjASBfqaY0XVaOze0fecfkq+g9pOmRMsxFB6A2GMjhpUVJaXLifXbh60HNpmGrv3D33c5A1GqMqrotnbTKe/c4SvSow1EgQLMQyqO6rpCfawpqyvFFpVVbxjfCCrN9bQnywvLV5Kh7+D2l5tSe9uX19JY2ks+9vcK+XQQgylK5a5mT2tCQB7eM6AfcZDYyynPpBNmBfsDXup6amhxx9KzgTnOWjtDeCPrY8shBjI7Q9jdp7CbDCzsHAhOamC4IA2DWtML68Wu/f5ghGqCqoApCRanDcJgoUYBlsatPnAiRmdYCRKJKqO6bX67GYjBiUhE5wwLzgUieINRuJBcIHLitGg0CyZYCGGpA9aZ05pwhDJ5wfPtg7YZ1wskZTQUwBgbv5cAA61H9KCYHtiOXSsQ7Q0xxJiUO6AFgQvLFyIzWQj12Ee2B16jD98h741jvVMMMCRjiPx17eebOfbzxzi/9tSw4ajrfLwTKQ0dkffQowhmxs2U5VfRYG9IL7NF8uejuVsjqIoOC0m3LEgeHrudLIsWext3ctlpTcCxINgo0GhyGWlqUeCYCGG0uUNkWU1sKd1JzOzlrPrqIdQJIrZmLBO8LjIBPcNZAFm5M7AarRqQbBvCdm2viFKRb4dgNoOHzOLs4b/YoUYA7r8vWCpZ0XpWwDimWBVVeNTsbSmemN7+N9XDh0m11ZCqbOU6o6+lSn+Z+MpXq5ujv/5o5dV8q2b5w37dYrRTTLBQmSYN+Rlb+vepK7QkLBMwRh/Iuu0muKZYINiYHHRYva27KUn9vQ5JyGbU5JtpVmCYCGG1OML4cpupSfYw8zsJUBfibTONy6yOfoSa9r9w2QwMSdvDtXt1fT2zwTH1gqWZZKEGFyj/xAoUVaUrgAg224mGI7iD0Xj+/T6Q/GmlmOVfu/QkwlVeVVJmeBuX5BVlfls//o1XD6zkJeqm+K9SoTQSRAsRIbtbN5JOBpOmg8MxJcGGfsljcb4nGDQ5gUf7zpOQ08H0D8ItkkQLMRZdPlCmJwnAViYfwkAnd5g/HVVVbVy6DGeCXYkNLfRzS2Yy6H2aqJqNOneUZRlxWoyyDJJYkJ68WATdzy8jWt/sp7F//Eif91Rm3K/tkg1impicdFiAHId2s9Q4rzgVneQApcl8xedQf3vHVUFVZzqOYUvrDXP6/KGyHNYKM62ceOCUmo7fJxo9YzY9YrRSYJgITJsS8MWrEYry0qWJW3vywSP7SeyroRMMBD/8n2z7QBAUofX0hwbzT3SGEuIoXR5g0SsR5mWPY3KvEkAdHj6guBAOIqq9q2VOVb17y4PML9gPt6wB8XSntQYS1EUKvIdskySmJB+s/4EB+q7mVnkIhSJsvtM6k7IPRzGyXRsJq0Rpf4gKTEIbncHKHJZM3/RGaQnD3yhvkxwVI1yvPM4oH1e/QHAVVXFALx+pGUErlSMZhIEC5EhD752nK88sY8tjVtYVrwMqzH5S2fclENbkoPgqnytScXxbq00qX8muNsXkiYVQgyhy+fHazjGqrJV5Dm0jE1XQibYG+8nMLa/wh39BrKgdYgGMNrqkx6gAVTk2antkGWSxMQSikQ52NDDu5ZN5jd3XEJFniOpMkTnDroJGs6Qb5wb36Z//+r3D1VVaXMHxnwm2GI0YDQo8Yq6OflaB/3qjmpUVaXLFyInFgSX59qZU5LFq4clCBbJxvY3qBCj2KuHW/i/vYc40XViwHxgSGiMNdaDYKsJd6BvEJtjzaHcVc4Z9zGApHl9JdmyVrAQZ9MVOUkEPytLV5Ln1H5+Ojx9mRz9oZNjjM/r68sE990/pudOx6SYtSA4IRMMWodomRMsJpqjzb0EwlEWTc4BtBLnTk9owH67W3aDolJmmR/flmvXgl09E+wNRvCHohSM8Uywoig4zMb4A8FyVzlZ5iyOdBzBH4oSDEfjnx1gXVURO2o66PUP/HsTE5cEwUJkSIcniNGpBYILC1YMeF2/eTvHfEmjMf40VleVX0Wj7wQwsDEWIPOChRiEqqp4jVoVxYrSFfFMcGLmp82tTSkoHOPZHEdCh1ed2WBmkmMGBlt90gM00Jpj9frDdHtlICsmjv113QAsnpwLQL7TkjITvLNpJ6pqZLJjYCZYD4Lb3dr7Csd4EAxaAkFPJiiKwpz8ORzuPEyXT/uMiWOPq+cUE4qovHG8bUSuVYxOEgQLkSFt7gAlxWdQwy7+vjU64HV94Dfmy6H7zQkGLQjuDjdis4Swmvo+X6meCZYgWIiUvMEIiu0EBeZp5NnysJmNOCzGpDnBbeNkIKv3Q0jMBAMUW2dgtNXjsibfG+PLJEk2WEwg++u6ybaZmFqgdUjPdaQOgrc1bSfinUKu3RHf1j8Ibo09QBvr5dCgjZ0Sm+pV5VdxrPMYHR5tfKHPCQZYNjWPLJuJ1w4PXHNdTFwSBAuRAcFwlF5/iJDlCFMci3l0ey17a7uS9tHnwY31cmiXtW+dYN3c/LmAiis7eQ5OSY4WBLdIcywhUmp1ezA6apiRtTi+La/foLe1V/v5Kcoa20Gw0aBgMxsGVJLkGitRjAF6I01J2yfryyRJcywxgeyv62LR5Nz4Or95DjOd3lDSkj+9wV4Od1QT8U5PWv4oy2ZCURIzwbEqEufYvneA1hiwfxDsC/s42nEKgNyETLDZaOCK2UW8dqRFlkoScRIEC5EBnd4gBmsTvmgXH15yPSaDwnMHGpP2GU+NsfyhKOFIX7Zbb45lcSQPYrOsJuxmo2SChRjEzsa9KIYw83L7usnnOc10egaWQxeMg4Gsw2LC0y8IdjIVgDPuo0nbpxTIWsFiYvGHIhxp6o3PBwatHDoSVenx9/3c7GnZQ1SNDgiCDQaFbJu5LwiO3UcKs8ZHJtgXGtiU83DHYYB4YyzdVXOKaekNcKixZ/guUoxqEgQLkQHt7r75wOumXEahy0pbb3L5kh4E20xjPAiOlSx6Ezq8FjuKMapZGKwNSfsqikJpjk2CYCEGsatlB6qqsKQ4IQh2WOhImAfb2hsg12HGYhr7X+EOixFvv3JoU3gSqEaOdB5O2p5tM5NjN8sySWLCONTYQziqsig2Hxi0cmhI7hi/o2kHJsVMxDcFly25z0iuw0xX7P7RFqsiyXeOjyA4MRM8PWc6ZoOZUz3awzP970m3sFx7kHBS1gsWMWP/G1SIUajDE8TkPEaZfSolzhItCHYnlwD7gmHsZiMGgzJCV5keqdb6VBQFU7ickLF2wP7FWVZaJAgWIqWDnbuI+sspzcqLb8t3WpIGvG3uwJifD6xzpsgEuwMqhtAkDrUfGrB/Rb4skyQmjjdjTbGSM8F6x/jkIHhG9jxQzUmZYNDmBSdmgrNtpqReHWOV3dzXGAvAbDQzM3cmdR5treCcfo319J4k0phT6CQIFiIDGnu7MTpOsbxkNaB1ce0fBHd5QwNu0mNRqiAYQA2U41PqCUWSO7lKJliI1LwhL6fdhwl7ZiRlMfIclqQBb2tvgKJxEgQ7rMnZHIAeXwibOpVDHYcGzN+bnOugTsqhxQSxr66LQpeVslg/DUjMBGvfrb3BXqo7qpke6yMwVBDcOo4eoDksxgEP0Kryq2gJnMJkAGe/qWbZdhM2s0GWaBRxEgQLkQH7WnehGMJcVXElQMpMcHNvgOLssf9lpHdwdfcraQx6SlGJcKL7RNL20mwbzT0BaU4hJqzNJ9r4n40nB/wM7G3ZS5QwEe+MpAdkeQ4Lvf4wodi8+zZ3gMIx3hRL5+zX3Aagxx8i21BJb7CXut66pNfKcrX7hxATwf66bhZPzok3xQLI77dsmj4fuMK+EGBAOXRSJtgdGBedoUFrjOXrd++Ykz+HgNpDjsuX9HcGselY2fIQXvSRIFiIDDjcsx01amFtxUoACrOstLuDRKN9g96WHj/F42Agqy9z4k3IBEeiKm53KQDV7dVJ+xdn2wiGo/Gn2EJMFDtrOnjfb7fwgd9t4zvPVlPTnpzR3Na0DQNGFH9lUhZDL3/UB73jKhNsMQ6oIunxhSk0TwfgYMfBpNfKcmy4A2F6/XL/EOObOxDmRKs7aT4wEF87XK8O2d64HYvBQoFxFjB0JrjdHRxXmeD+D9D05lh2V1Oqt1CSbZNyaBEnQbAQaaaqKrW+3RgDs7CZtS+bQpeVcFSNfxGBNpAtzrYNdpgxQ//CTVwmqdcfQg0WYFZs8U6NOlkrWExE1Y09vPehLZxo9XDb8goAGrqS57Zub9xOrnEWOTZnUhYjsfzRGwzjCUbGRXdX0KZT9B/IdvtClNimYlJMHOk4kvRaiX7/kJJGMc4dqO9GVWFRRU7S9iybCaNBiT9I3tG8g0VFi/CFtCF9ljV5mpUeBKuqSts4ygRr3aEjSRU1c/LmAGCypw6CZTqWSCRBsBDnSFVV/rmvgd9tGFjGmKimpwav2ooruiC+rTD2pdPu0cr4QpEo7Z7guMgEx+cEJ8zN0YJ9A6X26QOC4JJYCbg8jRUTyUPrT2AzG3nx3iv41FUzAKhPCIJ7g70c6jiEKzpnwNIeeifXDk8w3mV+PGWC+68T3OMPkWt3MD134P2jLMcOyEM0Mf4daeoFYH5ZdtJ2g0Eh126mwxukJ9jD4Y7DrChdgTu2ZJK+YoMu12EmEnsI3+kNjYul1QDsFiOqCv5Q3/KMLosLU6SIqLku5XtkOpZIZDr7LkKIo829fOsfB9h6sgPQnqy+d0VFyn031m0EoMS0JL5NLz9q7Q0ys7hvnc/irLGfCda/cD0Jc4L1jPcU1yz2dLxEVI1iULRnbpLJERNNXaeXp/c3cuel08hzWnDEfmYSM8H6vD5zeBaWfg3z9PLHTk8Qs1H7ORo3c4KtpqR7RzSq4g6EybabqbJXsbVha9L+eoOgRrl/iHGutsOLzWygKMXPel6sY/yeZu2+saJ0BS81hLGZDZiMyfktvb/AqTZtaaDxcu9wmGPLMwbD2BObYAXL8TsGrkwB2vgjGI7S6Q2Ni2WixMWRTLAQZ3G8pZe3/mIj1Y29fOcdC1gzvYD7/nmQE63ulPtvqt+EMVxKmWtSfJseBOvBr97YZVxkgi0Du0PrQfDs3Ll4w15qemrir5Vk21AUyeSIiePhTadQgLsurwTAajJSlGVNCoL1eX0hbwW5/YNgfUkUb5DW2Dqf4yUTbDdrJY2RWL+E3kAYVdUG7rPzZtPia6Hd1x7fX28mKA/RxHhX2+llcp5jQIMngDyHmQ5PkB1NO7AYLCwqWkSvP4zLOnDFiRy7FuydiK2PWzhOgr94P5J+0ylCvlJ8agvu4MAxWmmOPIQXfSQIFuIs9pzpIhRR+evH13D76qn85LbFWM0GPvfnPQTD0aR9vSEvO5t3EvHMoSDhi0Yvh9aDYH2d3PHQHdphMaIoqYPgBYXzATjY1tfcxmIyUOiy0tglX0Ji/Ov0BPnz9lpuWTKJSbn2+PZJuXYaEn4G9Hl9PT6SlkeCvkxwlzeUUEUy9u8d0FdJ4gtpA9me2L0j22aKN7k50tk3L9hqMlLgtEgmWIx7tR0+KvLsKV/Lc1jo8obi9w2r0Yo7ECbLNrDAU88E6w/ux0smWM/+6vcO0Kaa+WJNORPvG7r4dKxeuX8ICYKFOCt9sDWt0AFoc9K+965FHKjv4Tfrk5f/2d60nVA0hLdrVlKpTZ7DgtGg9AXBsWxOyThojKUoCk6LKWmJpB6fFhDPL5yJzWjjUPuhpPeU5dholEywmAD+uPU0vlCEj18xI2l7ea4tnglOnNeXav1wm9mIw2Kkw6NlghWFcVPK15fN0e4ZPbGuz9l2c7zJzdGOo0nvKc2RDq9i/Kvt9FKR70j5Wp7DQru3O37fAHD7QwPmA0NfEHwyFgQXjJt7h14OnTj2CBENaFV4/fsJQN+Yq1keogkkCBbirBq7fRS6LFhNfV8uNy4oZfHkHLaebE/ad3PDZqxGKxHftKQvGoNBId9piTe1aYkNZMfLl5HTmtzcRs8E5zltVOVXDQiCS7NtNHUnd8YVYjz6+956Lp9ZyJzSrKTtk3Ls1Hf5UFWV3c27iapRLilZQa8/PCAIBm3Q2+kJ0uYOkO+wDJj3N1bpg3ZvQM8Ea/eRbJuZXFsuJY4SDnf2b45lk0ywGNe6vSF6/WEq8gYJgp0WejkSnw8MWl+O/ssjgdYYC/rKoQvGyVSK/g/QALp8IdRwFk5TTsogWO/DItOxBEgQLMRZNXT54x1JE1UWOjndf53Pxm1U5S4B1UR+vw6MhS5rPBPc2uunwGkdPwNZiylpiaRuXwizUcFuNjKvYB7VHdVEon1Payfl2mUQK8a9aFSlrsPH/PLsAa+V59kJhKNJ8/qmOrXy35RBsNNMZ2xO8HhZ5xP6BrKeAZlgbXtVflXKZZLkIZoYz2o7tbHF5EHLoc2o9mPYjDYWFy0GtPn0qecEa9tOt3uwGA1kpyiZHov0TLAvIROsLRulUOGcNeC+Afp0LItUkghAgmAhzqqhyxfvSJpoaoGThm4fgbB2A27xtnCy+yQzXEsABqzFV+iy0BZb3L6lJzBu5vSB3uE1OQjOsZtRFIX5hfPxhX1JzbFKc2z0+sNJgbMQ401Lb4BgJJoym6PPD27o8rOjaQeLixfjD2pfybmO1Jngjtic4FTdYscqZ7/mNt3xOcHa38HsvNmc6j5FIBKIv6csx0anN4Q/FEGI8aguFgQPWg7ttGB0Hmd+/lIsRm2s4Q6EUs4JdliMmAwKoYhKgcuSstHWWJSqHLrbp42xZuTM4ljXMUKR0ID3aQ/RJAgWEgQLcVaN3f6khja6qQUOVFVrXgFaFhig1LoQGFjqXOiy0habC9zc6x8XTbF0TqsxaZmTHl+I7NjT53n58wA42N7XHKss3qFRsjli/Boqm1Meu6ccb2vV5vWVrKArFgCmygTnO7Vy6FZ3IN5obzxwxJdYi2WCfX1zgkHLBEfUCMe7jsffUxqrzJFsjhiv9HHFYOXQiqkHo7WFqpxl8W1ufzhlObSiKPEHa/0fzo9l9hSZYP0h2tyCeYSjYU52nxzwvtJsG009gQHbxcQjQbAQQ+jxh3AHwoNmggHOdGjzbLY1biPHmoMtMhkY2Lim0GWhza0t0t7SE6BkHKwRrHNaTPFyRujLBANU5lRiN9mT5gXr5eVSEi3Gs9qOwbM5+oO1nc07UVFZUboiPoAbLBPc6QnS1hsc15ngHn8YRYEsa185NJBU2ihrBYvxrrbTS5bNRE6KewFAvX8fABWOJfFt7kAYZ4ogGPoeKo3HqRRJc4K92j10cdFcYJDmWNJYT8RIECzEEPRlfMoGyQQD1LR5UVWVbU3bWFm6kk6vNojrv8xJoctKIBylxx+mzR0YZ5ng5HLoHn9fEGw0GJmbPzdpmSQZxIqJoK5Ty+aUp7h/5DnM2MwGDnftxWq0srBoIV1erZRvsMZYvYEwvlBknA1kB2aCs6wmDAatZHNy1mQcJkdSEKx3eJWSRjFe1XZ4B80CAxzv3UM07MRBOQCBcIRQRE1ZDg1995QC5/i7d3hD/ecEw7yiGdhN9pRBcGm2jQ5PMD6VTUxcEgQLMYSGWLnupBSZ4AKnBZfVxJkOL6d7TtPkaWJ12WraPcH4kkiJ9IHr0eZeour4WecTtCA4cYmkbl8oPqcPYF7BPA53HCYc1Qa6+gMAWStYjGe1HV6Ks6zYzAOXLVEUhUm5dur9B1hctBir0RovBc6xDyxZzHf2/TyNp0xw/3l9Pf6+qRQABsXA7LzZSYPZUnmIJsa52k4fFfmpm2KpqsqbHTuIeGbS5dW+U91+7b+pyqEBcvVMcNb4KYe2mgwoysBy6CybCYvJxKy8WYMGwaD1ZhETmwTBQgxhqEywoihMyXdQ0+6JzwdeVbaKdncw5dJH+gL1B+u7ASgaR+XQLqsxZWMs3byCefgjfk51nwLAajJS6LLS1CNzgsX4NdQ6nwAluVE86hmWly4H+rIYqbtD991TxlMmWC/fjAfBvnDSAzSAOflzONp5FFVVAW2gn2UzSUmjGJdUVaWu08vkQTLBJ7pO0OFvJ+KdSWfsnqE3mRwsCNbvKYXjKBOsKAoOszGpMVaXNxifTlKVp3WW1+8buhK9J4ncPyY8CYKFGEJjtw+DAiWDZF6mFTo40+5lW9M2Sp2lTMmaQocnOGA+MBBvZnOosQdgXJVDOywmfKEIkahKNKrS0y8Inl8wHxjYHEsyOWI8q+v0UTHIEicAVmcNKCorS1cC2sMjh8WIxTTwqzkvYXrFeMoEW00GDErfvD4tE5w8kJ+TPwd3yE29uz6+Tbt/yEM0Mf60uYP4Q9FB7x1bG7cC4IjMpTO24kRvLBM82JxgfXrWeGqMBWC3mJKDYF+I3FglTVVBFb2h3qT7BvRlgmU6hZAgWIghNHT5Kc6yDbqe75R8J7WdbrY3bmdV6SoURaHdE0j5RaNnb/QgWJ/XNh64rH0NKtzBMFE1OZs1NXsqDpMjaV5waY5NyqHFuBWORGns9g+azQEImI6hRk3MztU6qGsDuNSNcBKD4PGUCVYURWusF5tO0dYbGJAJn5U7C4Bjncfi22SZEzFe1Z5leaQtjVuYmj2VAmsJnbE+Anol1mBzgsdjYyzQplP4+jXlTMwEAwPWC9aDYKkkERIECzGExm4fZbmDB6vTChxEzLV0B7tZPWk1wKCZYH3b0WY3AEXj6MtIf/rsCUToTlHSaTQYqcqvorqjOr5NMjliPGvs9hOJqoPO6wNoixwi4ptKhzsKaOXQ2YMEwfr9w6AM7Dw/1jmsRrzBMDVtHk62eVgxLT/p9Vl5sSC4qy8IlkoSMV4N1VU+FA2xo2kHq8tWk+swx4Pgcy2HHm+ZYIcluRy629tXhTYrbxYGxZA07gDItpuwmgwSBAsJgoUYSkOXL+UawbopBQ5MWQcxKEbWlq8lHInS5QuRn2LejdloIM9hJhiOkucwpyx5HKuc+lqfwXB8mZf+g/m5BXM52nmUSFT7wirLsdPjDyfNJRZivIhncwbJBHcHumn2nyLinU59l/YwqCchi9Gfvj3faR3QdG+s05ZYi/D8wSYAblxQmvy62Um5qzwpE1yaY6fVHSAUiQ7rtQqRaXpX+VTri7/Z+ia+sI/VZatja4f3mxM8SCZ48eQcphU4mDJEj4KxyG4x4gsll0PrQbDNZKMyu3JAJlhRFEpzZK1gMUJBsKIo9yuKovb71ZTwuhLbp0FRFJ+iKK8rijK/3zGsiqI8oChKm6IoHkVR/qkoyuTh/zRivFJVlcZuf8rO0Lqp+Q7MWQeZYl9IjjWHTm8IVe2b/9ufXopUPI6aYkHfWp+eQJiO2Byl/vP6qvKr8IV9nO49DfQtkyTNKcR4VNehD2RTDzr19YEjnhk0xKYFdPmCKZtiAdjMRhwW47iaD6xzWI14A2GeP9DEwvKclH9ns3JnJQXBZTk2VBVae2UgK8aXuk4vBU5LfB3cRFsbt6KgsKJ0BbkOSzwT3HuW7tDLp+Xz+pevIsuW+v4yViVmgqNRNakxFmj9BPpngkGbTtEslSQT3kimoo4AZQm/Fia89hXgi8A9wAqgBXhJUZSshH1+BrwbeD+wFsgGnlEUZeBaFEJcAG0duShlOYNngj1qPQZrG4WG5fH3wODlivEgeBw1xYK+cmh3IMzfdtfhsBiZX5aTtM/c/Nji9e3akgXxZU5kXrAYh2o7vRgUBp1OsbNpJ1ajjYh/Mg2xTHB3QlOXVPIclkEfsI1lDouJE61u9tZ2DcgC62blzaKmp4ZgRLvH6vP6pCRajDe1HT4mD5Kx3dq4lfkF88mx5miZ4H5zggcLgscru7mvMZbejyTxHjo3fy7N3mY6/Z1J7yvNtskDeDGiQXBYVdWmhF+toGWBgXuB76mq+jdVVQ8AHwaygA/E9skB7gK+rKrqS6qq7gbuABYB147AZxHjkD64mjTEnODXal/VfuPRGtu0e7SsxKBBcNb4zATrX7zVjb08va+BD66aQk6/ss7pudMxG8zxdfsmxR4uyLxgMR7Vdngpy7FjHqSp3o6mHSwpXkyh08mZDi9/3HqaNncwaSmk/j60Ziq3XjL+Cp4cFiM17Vr5+GBB8Oy82UTUCCe7TwJ9D9GkOZYYb2o7vSk7Q7uDbva37mfNpDWANkXCH4riC0Y40NCD0aDE192eKBIbY8X7kfTLBAMD1gsuzbHJnGAxokHwdEVR6hVFOaUoyp8VRZke214JlAIv6juqquoDNgCXxjZdApj77VMLVCfsI8RF0bMzQ2WCXznzCi5m0NihBbd6JrhgkLX49CzO+MsEa1+8v1l/ApPBwL+tnT5gH7PBzMzcmfHSJP3vQAaxYjyq6/SlnNMH0OXv4kjnEVaUrKA818YTu+r4f38/wIppeXz40qmDHvPjV87g7UvKM3XJI0afTjGr2MWMIlfKfeLNsWIl0TKdQoxHkahKQ5cvZVOsnc07iagRVpdpTTjzYx3jv/zEPp7e18BHL5uGlkeaOBLLofV+JIkd9qvyU3eIzrKaCISj0lNgghupIHgbcCdwE/AxtKB3s6IoBbHfAzT3e09zwmulQARoG2KfJIqi3K0oyk5FUXa2trZe9AcQ45+eCR6snLHB3UB1RzXT7as53e4lGlV5pboFGHwdz745weMtCNYGsa29Ad59Sfmgyz/NLZjL4Y7DqKqKzWykwGmhUQaxYhyq7fQOusTJruZdAKwsW8mq6QVML3Lym9uX8fjHVg/50G280rNXNw2SBQaYkj0Fs8EcD4Jz7FpzwZZeuX+I8aPdHSAUUVP2ItnauBWb0cbi4sVA39q/z+xv5COXTePrb5k7rNc6GtgtRnyxILgrxcoUebY8ShwlHO48POB9QFJnaTHxjEgQrKrqc6qq/lVV1f2qqr4MvC12LR9O3K3f25QU2/obdB9VVX+rqupyVVWXFxUVXeiliwmkoduH2ahQOEhW95UzrwCwsuQKfKEIX/jrXp7aU889V88cYk5wLBM8zsqh9SDYoMDHr5gx6H5V+VV0Bbpo9mrPuMpybTR2STm0GF/8oQjNPYFBO0Nva9qG3WRnQcECvv6Wubz6xXXcuKBswmVxdPr944YhgmCzwcz0nOkc7ToKaB1es6wm3H7pLi/GD3d8vd+BDay2NmxlWckyrEZtTKJXmtx1eSXfetu8CXn/cFiMeEMRVFWly6dV4uU6ksdfVflV8V4kOj0I9kkQPKGNijVaVFV1AweBWYDeJbr/t2ExfdnhJsAIFA6xjxAXpbHLT2mODcMgy5G8cuYVZubOZHHpTAD+vreBuy6v5AvXzR70mOW52qB4qLVDxyKH2YjFZOCtiyYxrdA56H56c6zqdq0kujTbLo1txLijT6UYrBx6a6M2mDUbx1en1gt15ewi3r1sMvPKsofcb1Zecodol80UDxqEGA/0zKS939zeFm8LJ7pPxEuhAeZPymbjV67im2+dOyEDYNCa6kWiKsFIlOpGbV50/+q9qvwqTvWcwh/2J7wvFgSHJAieyEZFEKwoig2oAhqBU2hB7nX9Xl8LbI5t2gWE+u0zGZibsI8QF6Wx2zdoaWKXv4s9LXu4esrVzC7JwqDAB1ZNOeuX0WUzC/i/T6xh0eTcDF31yDAYFB7/2Gr+650Lhtxvdt5sFJR4k4qyHOnQKMaf2tg6n6nKoZs9zZzqPsXq0tUDXpuorqoq5sfvXXzWgfysvFm0eFvoDnQDsfWFJQgW44gelPVvcLWtcRtAUhCsKAoV+Y4JGwAD2M19Gd1XD7eyfGoe2f2y6FX5VUTVaNIDNLtZqz7xBuX+MZGN1DrBP1IU5UpFUSoVRVkFPAE4gT+oqqqiLX/0NUVR3qUoygLgEcANPAagqmo38DDwQ0VRrlUUZSnwR2A/8PKwfyAxLjV0Db5G8Mb6jUTVKFdVXMWkXDtb//0a/usdC876ZaQoCium5WfickfcJSm+fPpzmB1MzZ7KoY5DgFYO3eUNSUmSGFdqO7ROx6kqPrY3bQdgVdmqYb2m8WBWbnJzLJfNFF8fVYjxQH+o0z8I3tKwhTxrXrzbsdDof08nWj1UN/ZwdVXxgH305liJ84IdUg4tGLlM8GTgcbS1gp8EAsBqVVVPx17/AfAT4EFgJ9o6wterqtqbcIzPx977F+ANtCD5ZlVV5V+0uGiqqtLc46d0kEzw67WvU2gvZF6BtjRScbZtQj+NPR9z8+fGM8H6fGt9aSkhxoP6Lh8mg5Jy7v/Wxq3kWnNlMHsB4h2iu2JBsNWERzI5YhzRgzKHpW+9X1VV2dK4hdVlqzEoo6KAc9TQy8b/9WYjQMoguNxVjsvsSuoQ7ZDGWAIYkVW1VVV931leV4H7Y78G28cP3BP7JURa+UNRwlGVbPvAH5FQJMQbDW9w47Qb5QvpAswtmMtzNc/R5e8iO9bFsdsXYnLeCF+YEGnS6w+RZTNh7NdPQFVVtjVuY2XpSrl3XIASRwlZlqx4JthpNeFulSBYjB/e4MBy6KOdR2nztcXXBxZ99IcFz+5vZHKenZnFA5dYUxSFOflz4sszgnSHFhr5FhYiBX2eiMM8cOH5Hc078IQ8rKtYN8xXNT7opUnVHdXkxha11xe5F2I88AYjSZkc3eme0zR7m6UU+gIpisLsvNl95dBWE+6ADGLF+OENDWyMtblBa3Vz6aRLR+SaRjP9YUFTj59rqooHrcibmz+XY53HiESTM+2+kDxEm8gkCBYiBW+KkiTd67WvYzPaZCB7gfQO0Yc7DsfX89MXuRdiPPAFIwO6u0Lq5jbi/MzKncWxrmOoqorLasQdkHuHGD+8sTnBzoSxx+aGzczMnUmJs2SkLmvUSrzPXpWiFFo3J38OvrCP073arEsphxYgQbAQKcWDYGvyQFZVVdbXrmd12WrspvG1zNFwybXlUuospbqjWoJgMS5pmeAUQXDTNsqcZVRkVYzAVY0Ps/Jm4Ql5aPA04LKatakrkehIX5YQaRFfIknvehz2sbt5t2SBB6HfZ+1mI6unFwy6n/7wXZ8XLOsEC5AgWIiU4uXQ/QayRzuP0uBpkFLoi1SVX8XhjsPxcuguCYLFOOILRuKDWF0kGmFb4zZWla2SJnoXYXaetg77sc5jOGMPKT0ykBXjhC8UwWY2YIj1E9jVvItgNChB8CAcsaWOLptZgC3F9DXd9JzpmAym+LxgfaqbZIIvwMYfw+7/b6SvIi0kCBYiBV/8aWxyOfT6uvUAXDH5imG/pvFkbv5carprUAlgNiqSCRbjijcUHvAArbqjmp5gj5RCX6SZuTMBLQjOsmn3Z7esFSzGCU8gnDQN6436N7AYLCwrWTaCV5VBHafgX1+BcPCC3l7gsuCymrhlSfmQ+5mNZmblTOfIiRcg6MFkNGAxGjIbBHs7IDrOqlTaT8Cr34Gtvx7pK0kLCYKFSCFVh0bQ5gMvLFxIkaNoBK5q/KjKr0JF5VjXMXLs5vQHwe5W6K5P7zGFOEepGmNtqt+EgiIZnYvksriY5JwUywRrf8ceCYLFOOHrN5ViS8MWLim5ZHinXwV6ofng8Jxr8y9g+0NwetMFvd1pNbH7/13HLYsnnXXfOaEIh921qAeeAsBmNuDL1BJrDXvgx3Ng3+OZOX5/h/6hBaiZtvkXoEah9TAEPZk/X4ZJECxECnqHxviXUThAm6+NN9ve5MrJV2buxNEIvP49cLdk7hwjZdtDcPhfQN/8HH1ecNq7Q//zM/D4kCuxCZExqRpjbarfxILCBeTZZC2wizUrT2uO5YoFwb1+CYLF+JDYT6DJ08SJ7hPD/+DsX1+G312tBcOZFA7AgSe13598/YIPYzGdQyjj76Gq/iAdRiOtp14FtManGckER0Lwj3sgEryoz3XOjr8Cf/0QrP9BZs/T0wh7H4P8GVog3Lg/s+cbBhIEC5GC/nTQbjFC/S7478msP/AngMzOB27YA6//N+z8febOoYtG4eEbYP//Dc+5Xvk2bPopAKXOUnKsOfEO0WnPBDfsgaY3wd+d3uMKcQ76N8bqDnTzZtubXFZ+2QheVZpt/Q38coU24Btms/JmUdNdg82sAmnOBHfVwu9vGp6sSiQEz30VWqrPvm86PP/vcPSF4TmXuCDeUAR7rIpkS8MWAC4tvxQO/XN45mF21cKb/wdhP5zamNlzHXsR/F1gzYETr2X2XNt/S5VHGw8cbtwOqorDYsQXykAQ/MbPoPlNyKmA2q3pP34ifw88/Tnt97XbMnuuLb/UEjXviJVCN+zJ7PmGgQTBIn3CAW0OxDjgia096bSY4PRmiAR5/fjTlDnL4o1ZMqL5gPbfYy9l7hy6zlPaDXo4ynW6TkOwFxr3QsiPoihU5VdR3V6d/iDY0w7uZkDVHmBk2tEX4NkvZf48AAH38PzbEBelfyZ4S8MWomqUy8svz+yJdzwML/9HZs+hq34a2o5mfvAK2s/Yj2ZDTwOgLZMUVsN0hbUpD2mdE3z4WTizGV76VvqOOZj6XbDtN/DnD2Y+69ZdD1t/BX/7N+isyey5AOp2av82VDXz5xpHvIEwzti9Y3PDZorsRczqaIAnPqI9xLjAubPnbOuvtf9nJjuceCWz59r3Z3AWw+pPQtN+7bs7EwK9sOWXzKpYC8DRUDd01mC3GNPfHbr1iJaRnf9O7XN1ndEyqJny0v+DnnqY9w5tTJepKkJvB+z8X1jwbpiyCrImSRAsRJLX/gt+tWZ4MgOHn4WfLgBfZ0YO70tcsL75IH5FYWugmXWTr8hsZ9fmQ9p/63dl/oFC417tv2e2ZP6LVZ9fFAnGzzs3fy7Hu46TbTfQ5Uvj+VsS5jLV7kjfcQez439gx++GJ3O0/SF49Na+fyeZ5G6BJz6auYHJSKp+RhucZEA4EiUYica7llK3k40nniXHmsOCggUZOWfctoe0aotM/1sMB6F+p/b7/X/O7LlAm+/mbobNvwS0TDBAi78GSHMQXBPLfh1+Bs5kOIujH7/zFDx9b2YDxjNaVpGQD568GyIZLCFXVfjLHfDHd2hjgj1/ymyDoJAfat7QKqhe/ObwlGlGo/DMF9LeIEivIolEI2xp3MKaggUo//chLSgNuqEug99pvk7Y/Qct0Jl+pVZmmyneDu3h1sJbYdZ12rZTr2fmXNt/C75Osq/6OmW2Qo5azFCzCYfFmP5y6Be+ARYn3PQDqIg1QcxUhvbEa7DrEVjzaVj9qdi5tmfmXHv+BCEPXP557c+TlkLD7sycaxhJECzSp2YTuJu0zGmmHXsJumu1wWwGeINhDApYTQZoPsi2rDz8isI6JSsj54trOQSWLECFE69m9lyN+7T/hrx9A9pMaT4AxB4exAZ+c/PnEoqGUCwt6Z0TrAeIzuLMDhhAGwjpXzpHnsvsuUAb6AEcfT7z56p+Gg78TSuNGw5NB7RSq0zzd8Nfbu8rIUuz/v0Eon/9EG/UvsalRcswGgZfwuPiT9wBbUcAVcsuZlLjXq1cMneK9kDS35PZ8+mB6a7/BU8703KmYTKYqPeeBMCdrjnB0aj2/TXvHeAqhRf/X2YD09ptUDAT1n0dDjwBe/6YuXOdfkP7bnn7L7Xzbvxx5s7VcRJ6G7RgSjHAPz4Nux/J3Pn+8Wl45C3wzOdh8wPaA/lMe+OnsPNhWP/9tD5E9sXKoas7qukOdHPp0Q1gMMFH/gWKMbPjgp2/1wLtyz4LM67RHs50nMzMuQ4+BdEQLLpNC6gyVRKtqtqDipnXQfklzCmczzGbHWo2YreY4vfrtIiEtXHwotvAVQylC8Fky1xguu03kD0ZrvoGlC0GoyVzAXfDbsibBiXztD9PWgrtx8f8lDMJgse7tuPDkzUKB7U5mABH/pX58+lZzANPZOTwendXJRqB1sO8Vj4XZ1Rl+ekMPvlSVS1jOu/tYM+D4y9n7lygBcH507VByqkNmT1X05vaufJnxL8QqgqqAAgYz9AbCBOJpmmw2XIQ7Pkw50YtCM5kBqLtqDanCTIfBEfCfV9wwzGvT89SHc7Mg6Yk7SfgN5drA9hMq99N/CFTBsrl/cGEKpLueo74W2g3KFxefyiz/xbrYg+yCmbCnkfB15W5c+lZxRu/pwXD1U9n7lydp7Ws/fKPag/stv0Gs8HM9JzpnO7VBuhpmxPcehh8HTDrerjq61C3PXOfTVW1n7GK1bD2C1B5pbZUTKYqL05v1soYF79PG6Sv/z60HM7MuWpinX6v/Bp88g3tvn/42cycKxrRviur3gb3vgmrP639bGdycF6zSVsmpnC2lj1NY/MjbzCMw2zkjXrtgefq1tPw3j9C2SKYvCJzQXDIr83zn3G1FrzNuFrbnqnz7f8LFM3VgjeDESrXan+P6X7o1HUaPK1Q9VYAZuXN5pTJQPDURhymNHeHbjsCYR9Mii1nZbJov89UYNq4H6ZeCmY7mG1QtiRzAXdLNRTP6/tz+dLYNezLzPmGiQTB493fP6GVT2Y6w9JyUCt1tbi0DsCZfHoeCWnBosmuBW8ZmAMRn9PXfpxoJMiGcCeX2kqxHH0+c1kPd7M2ANO/gI6/krlBs6pqN69pa7UvoZPrM3MeXfMBKF0AFau0LwRVZWrWVOwmO271DKoKvf40ZYObD0HJfJi8UgtQOzJYGqp/uc17hxYYZLKEvWm/9pS+cI42OM90ufyZrYCiZZAyXRJ9aj1aBvOhzE+n0INFazZs/EnaD5+0vFrdDjbZtaVNLq3ZBVsyGOTXbdcyRW9/UCtby2QTndNbtGB7zlsgrzKzJdF6QLXiY1qgs/0hCPQyK28Wx7uOYjEZcKdrIKufa9plsOSD2s/aK/+Zme+ztmPa/X7KKi0IuPr/aQPomgw8kPS0awH+1FiX4ev+E9QIHM3Qg7uaTVolTuEsUBSYfYPWZCkTS6o0vand5+feolUmLHiXNhbJ1ENJfZpI/nT46Atgy9EqZtLEG4jgsBrZ3LCZuYqdgpwp2r9H0MYFDXsyc+8/tR48LX1ltQUztL/P4xkIgnubtO/ORe/R/n0AzLhKq+5Ld+ZZD9LKFgEwO382EeBkoJUpSlN6y6HrY0mS8oQ1naes0q4h5EvfeUD7N9DboI2rdBUrtX8f6Z7eFg5oWd/EILgsFgTXZzAxNAwkCB7PfF1apqOnPvOltfoPwupPQveZvqxwJrQe1r7k1nxaa9N+8O9pP0W8u2vLQQ5ZLLSG3Vw14+ZY1uOfaT8f0DdvtmSeVrrjadE6DGZCd632BLtsMVReoWVMM7XmW6BXa8RSslD7QvC2QcdJjAYjs/Nm0xE6pV1SOppjRaOxJ5ZztafmkLkno6B9kTsK4NLPaoPKTDat0qcZXPMt7d99JisFuuu1n+PF79POlanBsq5mkxbA9TZo8z8zqX6nFtys/qSW5U5zpcyAINjhYG5+FYVz3qYFVJmar1i7TRsQTVmtPdza/tvMzPuMRrWGelPWaAPYRbdpAU6m1uWu2aj9jBVVaRlTfzfs/D2zcmfR7G3GZQumrxz69Cato2vuVDCaYNXd0H4sMyWhetdYfd7gpKVauXImqnL0zP3UWDCVVapl4TLx8FNVtQdn0y7rC3BmXQ+RQGa6DZ+KfYbKK7T/ll+i/T88+FT6zwXaEoa+LnjPH8CRD3Nv1rLcaQhyVFXFG4pgMgXY37qfS93dMCVheaQZVwMqnMxA2XBt7CGa/qBEUbSS6FMb0v9gUh8v6v8eAaZfpf033WPVxv3a5yqeDxBvbHrUYmFuYF96G2M17NEerubP6NtWsUor+053Eyl9jF2SGASv0n7OmtL8HdN+HKJhbVylcxZoD0nGeHMsCYLHs9NvaANYxag1O8ikht1aCerKuwElsyXR+pO9xe/TnkxloCRaL4em+SCvupwYFSNrF35Ie/q7L0NZj5bYYLx4fl8pUqaCqvjT0SVaGV401DdQSjc9yNAzwRDPoFblV9HsPwlE0xMEd5/RsmDF87RSNWuOliHLlDNbtc80aak2hzCT/+7PbNGybnPeomVZMjkvWB+gr7xbG1BmaO49oA2aa97QpgEUzIQtD2aukkRVtQc+k5fDqk+A2Qmb0psN9oX05dVMdNZtY6/VwhWTr4RbfqHN7dv7aFrPB2jBbt2uvp+v1Z+M9UzIwAO7tiPaA7Qpa7Q/L3ovoGZm7riqag9Ipl0OBoMW4FReoQXBseZYVmdresqh9X+HUxOCt2mxwKomA8HbmW3ad2ah9jkwmrQAJBNB8OnNYLRq9ynd9Cu1+1fIn95zdZ7SHrxPS+iEPvVS7Wft2IvpPRdof1+FsyG7TPuzomj3khOvpn9KQDigjTfm3dKXgVtwq7byQRq+q4ORKJGoSme0mrAa5rKezr6gFLQMoy0nM0mNuu1aBZXF2bdt5jXaZ0v3g+TGvdo0rNKFfdvyp0POlPSvq9u0H4rmaOXCwJSsKViNVo44c5jl3ZPeTHDD7lh5d0JoNXml9t90N9nTVxJJ/DusiJ0r3eXX+hguMRMMseZYEgSL0erkeq1keOXHtNKgTLVOB6jfo92gXcXaD2Km5v+AFsBZXNrTtgXv1n7g09zp1RsMa5mc5oO86srmkpJLyLXnaWWvpzdD0JvW8wHajcZVoj1hyyqB0kWZ687YuE97OFIyT8scGcyZmxesZ7NL5msZOFtOUnOsQNSLYu6gKx3NsfSbdcl87Yto8iV95a/p5mnTSq0rVmrnmnOj9v8rHEj/ufSGPVMv0841+3otE5yp0uEzW7VBa+kibS7ViVe15ZkyoeOk1lCvcq0WmDbszlz2vrMGvO1aEOzIhxUf1UoZ07hkjD6ocpqirO8+RlSBq6Zcpc3zr7xSuxenO8hvOag9/NGD4Nk3aktYHPp7es8DCVnFWBBcMEMbDGWi/LSzRgvmp63t2zb3FuisYbZiBcBka0pPd+jWI1qVyrSE7FThLO2Bk14mnU61W7V7b+JqA5VrtaxLurPqp9/QKmNM1r5t09dp5dfpfkgYLylP+H9msmrlrsdeTO+//XBQK83Xs8C6+e/MTEn0kee0SoTF7+/bNm0tOIvSUhLtjS3N2Bjch91gZok/kBwEG4za/7d0Lz0VjWjZWT2I0lVeEWvGleZxSMNebSyQGHArivZ93ZLeyhwa92vfYzEmg4mZuTM56spnWu8efKEI0XT0IwkHtOaOiaXQoI3nCmal/zut6YA2XnQV923LKtWqWNIdBLcc0h7gFsxM3j5pWWzO9dhdQUKC4PHs1HptoLLi37RShkytBxv0QGt1XzOAOW/Rnr511WbmfI37tKdfBoMWBAMceDKtp9DLoWtaD3HCqHL1lFhmtmKlVvaaiWYALQeTn7TNvFa7mWWiwUfjPq280GzXvogqVmZuXnDTAS3wzamIBaYr418IemmS0daUnkywvjySXrYzeaV2A8/EGpz6F41ezjj7Ju2peSYGzG1HtPmDeuAx+0bt30WmGm6c2aoFikaTNg8zEshc+bWeZZu2Vhtc2nK09UwzQX8gUr5c+++qT2jVMvvTl8XUg+DcnqO8ZjNRYs5mXn7s53rOTdqgoaU6becD+gZY+iDWYISZV8OJ19NfEn1mqzb4yqvs2zbtcu3hRbqzivF/GwlZxViVTEn9frLMWWBJUxCc6lyKov25ZlN6gw53qxbs6g8tdJUZyDz7e7Tv48RgCmIZb2P67/s1b2hBYeHs5O2zrtMeaLSmsRlX/S7t4U/llcnb9ZLodD8E2vdnreJn+rq+bUaT9nD86AsX/T2jdyqu9e1lpeLC7CzWMqSJZlytZdrbjl7UuZK0VGv9Jib3C4JtOdqD8nROb1NVLRM8acnA1/5/9t47zJGrSht/q5SzOsfpydEeh7HHOds4gcEYMLBg0rLEj2XZH4th1yxLBhN2F74lmGSCvQZMcsLZOOA4zpNz93SOyqEk1f39cepKpVJVqdQqDR5/c57HT3vUah1V1a1b5z3ve87xRu1NtqamKcHad1zVy2va1mA3JAQLs3CghFzRBjZ4ahsp6tRqC26qXii22eTL1VLoKl9P2+tregcBeae7+nV+rBNHLht8FAS/Wi05RQ+b5edSNnvoDGqU0gqZ4eTLFEjyDNi619HPVkhD5RL56zue/t2+nB54Ntf/ZKUS2h1ZPCjTHOILliggmAfPdo/ekUvERPQcU3ltxXkEuFsxq3Lixco5BGidTLzYmrnLU9tos+aMx5JTKWmSjWFV2yoIECB6JuwBwVPbqU7Fo4yyWrKZ1mYrmjeMPEkMOn+YrziXlBetYMSGldFIPJBdcR6NQ2iFJDqXIKkVl7sOnU6yzVZ1iT74V2LbOlYBniBw0ntIxtuKGtOxLYDLX0k2RQZpb7SxsQ2vMfPNPosnfN7q2eJrLqWfdtdYH3qagvPIksprKy8E8nH7O2APP1GpB+a29Exi3uz2dfAxwN9JCTtuimxS2P8XrG5bjaJjzB4QPPxXYs/V4B4gEJycsLcumCevhk6rfr1nIwEBO2tnR5+mPVALgr1hemYfsBEEc/m6WlLObfXF9NPOzvYHHgEgVCcugNZIolMzwN77SP6vHXV27JuIVW9SEp2VihBcs1goTOD0xAIlPbXnsRW1s1wNMHhy7e98bfYmkZMT1AS074Ta33lC9vri/Rd6a0HwvJzDrCgigKw9kmguC+7fVPu7wZMoiR0fbd4PQAqImZ3VTbG4LTmFznHcRhJqent1PTC3vuMBCDSF5gi1oyD41Wpc2rpCyZBuehdlnlsxw5cDDJ4V6lxFUpdWNLiZ20tjMtQAbu3llFlMTtrmJlMoYoU8jAf8fmwIDKIvqNQbBbtIbmL3XN35/dR0S80ED24moGN3PVpyUnkIqUHw2QCY/etDlisgmNuQwn6MPgOf04cloSGIHruY4O3lBhgAKEECtEZee+hpAsAu6v4Ll4/ut1YwpsOPA6G+SoDuCVHg1wrAPfoMBc38OjmcdI/tvtf+rpN6TXROeg/5b4VyZXQL7VMOZ+W1Y6+ipIxNDbJ4QLVt6hFkRREXrHxd5ZfhvtZIhw89RcGPOmBecR7V3dkpZYyPUt09T5BwGzoN1Encxv2DMQKDy86qPi5BIGntgUewOroSWWHcJhD8RPU65MZlvXbuw4eepL1dCwREkfbiAw/bl7AefpwYX94oUG0rzqPEhV1qo4WDQGK0FpQCQLifQL6dfS4OPEIsn7+99nerL6bEzLhNCdCtvyNFnVoKzY0nrxPNJe4yUgnOEKmZzp8fq26Kxa1tKSVK5mycejC6hZrPaVlngBo92QlMx1+gn3pMsCdMyQS7ynwmFcWeum4W1c2xQsja0xyL98WJDtX+LtBFP/k4xWZtdjexzhpwD6Dyml3jz/IpUi9p64EBwBcFrj0InPYhe3z9DewoCH612oG/0EbJb4gNbyBpy9M/tN/X+HOUQQ/1Vl7b+GYKbu3KfHErN3RSAbg1l9BPG8FHViqhvbgDL3k9uJBLobkNbqYmNHaaujM0N7efmGe75bV653DgJGqcYjcIXjhAcjV1xnLgJGJQlaByXftaOH02MMHFPI0dUZ9DXxuB4hGbj6uYp8yvVs648kI6ZjtZI6YkJ5aeUR2gr72ckkIzNsriAGK4BbE6aF7/OmIV7U7I6DXRaV9BTNILN9lcP6h0zdSyHRveQMe7zZ6Siowyruex9F4EIWJzr0ZiuOYyCjrt6tGQnKIgRbsW/e10r9nZV2BmF/3UyAvhayMgwBULdlhykrqFawE3QCA4n8AaeFBCBsnCbHO+ZJlkk3ogoBV1wYeeoWSI0qynypafSyyOXXXq0zuUJoFBfV9MJjWGHcavv7oeWG1rLqaacjvGDEoZYjC19cDceK2kXUzwizfTM7NHBwy4gwCEppMJ6XwJrtA2LHd1ob9YqpS/aM0bAfI2jmo89DTt99oEEKCwszb60muKVfalrFG7QPfEi0Ra+KJVL3MQvMftQlDIIluwAwS/QMoKo3MI2DdekzfF0pND+9oUXzYltvier7fugZpze6TZURD8ajTGgP2PUEaZy3bcfuDkvwe232ZvBhEgJljbDIDX6r5sc+fmiRcBp5eYZm49xxIIt1FmlZFKmGRUB3PB6iurfzl4MmW7ExO2+cP0dnowqGV/AIGDiRftrQueeBGAUP0QcnrouOwGweXNWsXOugP0wFXUCmva1kBwzWMu3eQDYnY3yce1GculZ1AnVjtrIydfpjpZbSMR3tXbTqlacoL+W6KRTq69jH7usrkJ3aEnaW3wBzdAjJErYL8kmgffSzXM0QnvoESCnaUAky8TMzSgAcHBbgqkt/7OFtCdlUqIIoaHnUWcFVwGl8NV/Ya1lwFg9u1XXMqoBcEAJWXGn7Nvrigfo+YJ1/5u6RkUTNvF4vDAO9BZ+7vl5wIQsDo+BQDIoslka0FpdKhu1MOtFXXBqSl9xgioAEi7GhVKKQJNerbkFCrhsEsSPb2Dns9da/V/372B9uikDc/OQ0/S/aytB+bGj9kO9m12Dz03j3ub/u9FkeTlTYKcyfQURN8hnCf76R7TAzmALb7KlpmnMWB6SgHAfomyXlMstS/ARhD8Um3CDkDUG0W3O4LdbheCdsihpQytfb16YKCyX9qVTJh8mUgLbaMqgNYGQElrO6w8tURHDv0qsKMg+NVoCwdIsqZ9OJz6IZJgPf5d+3xlY9QhV3vzd6ykYLMVILjnmGo5oyBQ0419D9kSgMkyQ7ZQwlZxHEuZEyujmo2GB9F2SqKnthELwaW13JadRZl6W8HAS3R9tMzA0jPo/NrZmGJqmwLuNRvoikoNMs/KTmQPNOeLNxvSA8GFdEUaZYelKPhGdGn16x0rKbjdZ+McR16nre4CCVA9a98J9nZiZ4xUDtoGKS4fjcvYeRexZnbZ8F+Vmk9N0LzhDQS6X/iVfb54Hb9esHfsmwh0T7zQtJtMoYR1wWcw73Dg/CXn176hdyMQHrSvnpvXTnesrP3dqgtp/7BrrigHwXoB7NDpdJ/ZNQeZ70PqZAw3fzswsAmrxshX0TmOUjMdXs2OC7C/LlhKG/vqWkvMs10gOJ/SZ4EBSn4uPd2+sTRSigJ+PTYMIHUaYE9Sl18LPUYRUIFgG3zFhuknL68x8tekr+dm/wpBYLhkYYKSWtraY24eG5lgXsevTeiWfSkg2K4EkFFTLO4LoHXUrOXiFAurFW8qWxMawi63GyEhU1bvLNomX6bkjl49MFBZi3aB+8mXCZSq42CtL7uSJNM7KFEWXWbP573C7CgIfjUaZ1e0MqFQD3DC24EXbrZPise7BuplwI67msbj2NUJVZZrGzpxW30xdea1YdZtrlgCEzJ40VXABf7BSlMbbn3HUTLBzuZYs7trWWCAHkx21wVn5qm7q9aGTqeN3M6RGalpqjVy+6tfX35OWYa3tp0A0Kx0sHlfABAZqH6dN4Sxk+XmAbpbE1wKArHB+x+2jxErB+g6gey615G01q56+JJEQEZd2sBt/RUkGbUz+TP+fG0tK0BB+zFvBLb9sXL8zdrYc0B4oDJPVG3rXkcSfRsaZGWlEtyh7XAyhrM26NQPCgKVcOx70J5uypLBWgQoKPNGgL02KRMkE2DK7zO7Sg/Kx2UAFlecj9Docwg7OiB6muwQXfalc1yA/XXBUlr/egG0PpacYl9HXjPADdAamdllT3Krni8eoNshUS6rEgyumctP97QdILickDG4ZgAB0yZ9vbzwV0Bqw4a5vbVN09TmDdunDht9hhLVRgDOE6Ja6KINe1XCpCkW9wXYAxYn+RxdAxAcWYl9bhcCSDdfE1xuimXEBHM5tA3XjDFS2Ok1xQJIiWHXugeUPivrqmcfv4rs1XlU/68bZ6naltX+7vSPUaD71A/s8ZVRarH0guZj3kgNOV76jT2+EqOU/dTL/K44j278Pfc27SYjleALbkdJEHBBm04dhNND38HOuuBsjMCi1lw+Yq7srEeTUvoB2JJT6HrZCRallH5QNHCyIsN7BH2BPjjgQ0JuctazEVgM9dJMabuPC9APilZeSAkZu+YT84BAz9e6ywEw+xotmbFvqy+mWYE7brfHF0APar2mNgBw4jvoPNvVYC81RSBYz/ztxJra4CsjFTESmMPJkoywXrIJoHu6kGm6kQ4AWveiq3Z8BUBMwYrzqDmWHUyOGTC1+z6rx86uvABgJQyJYYieCaRtAcEGvnhd8HDzSVbIMiWazMBioNO+Tv1mgBtQagiZPcxiXV9R+mkbMBUI7OqZIBDotgVwmySauDXJBCelJA6kXoQ3uRwCQEofI/PYKIc+9DT1zTAC+HbWs3KljSETzKW8doBgRZGiI4cGgHUd61EUBMAz27wcOn6I4hm9BCtgrxw6OUmz7vWaYgHKug/bpxSY3q7fFOtVYkdB8KvRpBSxh05P7e86V1GTm2d+bM9GY8ZSBbspAHv5VnsCMB4U8E57avMEqbPn7uZBcFYqwRXais5iCceFdBqlAATixp+3r85UShlntO2uCzaSx3lCxLLbChbT+uyK000yvAOPQBAEhMQlyAlN1vVJSXoQ6UnIlp5Bx2WXlNcsKFp+DiUT7OrKawYGujdQssuucWRS0tiXL0rHtvMO+6Rx+ZQx+zZ0OpUIvPRre3xJJrJQgJiQ2EjTDP5s/hDmXBIuKBlIGYFKnasdtbr12LdVF5GU1475rPkUsUZOnYZOgL33mdmzBSh3z19TZBA9M1jIZm3wZXAeBYHuMztqWQt1jgsgYJpdsC9xYbY+ysA01ryvfNL8HrOzTpcDbiPpNfdnKxNssFdxX00Aj8fGHoOMIiIpZcxZPcBtV83nxAu1PV3UZicwHX/euCkWUDlmOwDc5FaKFfUIGgDrughE5rxzzTPB9Z4tTg8lKu04h2ZNsbh5I/YkLdJzlDx+ldYDA0dB8KvT8knzDfTEd9GDgbeqb8pXnYfDxrdQfbIdI2qMJKjcVl8MzO5quqtmLJsBC+7D+ZkMRK/BcQ1upmBmxgapt1wiVsjouOyuCzYLmpeeQQxmMW+PL7OgaPm5dP5S0+h0LUfROQ6ZNRE8mx3XsrMo8OJNHpo1vhb1WAhflJqM2dUcywxwCwKw9rVU02fHA7bePbbudVSLZ0eJA2PmwYMg0H02Z1MdZt5AAcEtoCgxmgSmEwVSiJwvmPji7HdmrilfAMwTaEBlZNjCsA2+lKSWEfBYeibdZ3bsi/XYWacb8HdiDRMhCDL2LjSxTuoBboCuWdampAVQRzYcpREodpQC1JUoR+mnXRLlw+Yrae4LoL3YFhDMk4OtY4IfGHkAXjGC9pwCOk2TCWF76nRlmZItBkCRvgeXKNsAqsyaYlX5suFZlp6hsYIGNtS+Dj5ZRtoTb74muN6zhbOzdgBTPnFFT+nJzWOTXH5eaaLbudb8fUewHQXBr0bL1wmKokqmkcummzEz5gggJhioSFOa8lWnBmi1MiqpyTmEz0w9BYgFXJjJmrAQSoMMOySv5eMyZzzsq0czYd+WnkFdj/ns56Z9mQRFvGb9wCPo9S2HIOYxkmiCDa4H7gF7pZruoHGdzMoL6RzaxfQBJsD0tVTiYMeIsHprce3l9NOOLtFSGgCrA0y7gPS0fYyY2b7IFSbpmabczLHnsUxyoNel00GZGy994OUkzVg9ps9uwG3mizfX4c12mvUF1AWma4sUwO5d2GuDLzPGtM3eWta6EmU0z5gW8wSmLUmUm/QF1AfBTjclDu3yZQYUAfuYYCmpqOt0Sg7KvhYPPKSShEdHH0Wf62R0uhRW0ugZDRDIYXLzDaSs3GN2MsGxYf0GfmVfHATb0BiLN2kzMIfDiTVFGTFvCplmRyTVY4IBZd6yDSC4XB5lpkqwyRcH7Xw/ehXaURD8arR80vTmLzdFsqM5Vj6l1KN5sJCWsGtSs1EGu0n+YivgNthsOlbSg2OuiWAIwNNTj0AsuXBKNme8sbUtp0B23AawWO9B5PJRV8qRp5r3JcvmgSyfyWnXvE+j+mOApNfeCHDgYQwF6cH4wmQTDJKUNn4wRIeAyBIbj6uO2mLlBQCYPYkLs5pggLqIOr02JWT4PWZwHsN9JMG2BeTUAdwA7R/FnH0stymgUiTKTYDg2ewsssJ+nJ4T6wBTLoe2A5jWAR5lwH0YQDBnXppMJJAvC4ypvx2rpSwYEzGcbAYEW/Dla7cpqWURcAPN1wVbAdy2srMmCdayv4hN0us6a9F2XxYAdz65qFKAJyeeRKaYQae4CVGnosKqxwQDzTOLZr0tuNnJzuZNxnUBKjm0Hb7qSPMBrJMdmPFkkck32cTSrKyHm12jpizXp9sBuJXPqAfwj2A7CoJfjZZPmC9aXxsBV1uAaSUbe/09u3DV9/6KnDqrJjoIdNtRS1WvQ6MgkKynCV8luYQX5x9HJN0HF2C8sQkCAeHYoUX7KpuVeqO25UBivHlffB6m0Tn0t9M4I7sZUz0THdR19cAjWBldBcYEbJ9rom4xX0cex+sV7WAV6wVgXTT2CbEmm30BdA7N6jAdTgKLdgCPvIUAPdRrTwKtXkdegJoRAc0fG2ME8M32Rc4ENwEWHz70MCAwnJMtmPtyB2jOY9oOJrgOCPaEiMWyhXWuw765/cT02QUWjWr8ufna4ZdikPNdGE23Wg7dRiUwzZaKWOk0zNnZpkGwFcCt+LKFnbUCTKM2sbMG/SZa4quOigRQwN3iGow9OPIg/E4/AqV1aHMo68sSO9sk0CmvRRPSxE4QXC95LIp0Te0Ci3USF+vhgSQyzOSajE/rPVsAG4FpylyFBtjSqRyA+TSAV4kdBcGvRqu3YQsCAVO7AlnlQfTUgTmkpRKe2KcJIoM99oxwsfJAD/U25euFmReQKsbQm1TYclOWqufwMNwAgZzUVPMAzkoWcehU+8bgmM2oBAiYLhxEv0MCK7RjT2zP4n3VAwNLzyBp7dy+xftQ+zLNnocJ5NiyPlLmdZgAgUW7klqAhXVvh4qkUkrBGMPNT40gntFk5IP2SJRRyJJ80FQO3TwT/NChhyCU2rFBypkH6IJA/uwAi/VYCEEgNtg21rlOsGerrzqAyt8BR24Bcr4Pk7mDTfiyAkwPIztb9hWzyddhqNNlzNo180UPX00wl0M3+9ysV2LGfQENg4+SXMJDhx7C2YNnI1cQEREbYYKbBDpWap3tkkMzprCz9RjToH2y4XpMsIO+y2Suyb4TVvZFT/jwJBIA++TQVtbHEW5HQfCr0eo1xgIUUGUDMFXYt/m0hP0z9MB9YKcmGA/12QOC8xaYoyZB8AMjD8AhuDCYUTZ+s/MYsgkEW2EGQr1U29Vs0GwlAGtbRg/XZutyeOMjs0BFae7QKc+glOtrXtJo5ot3U5y3AwRbAB7BHiBlhyzUArsS7LbPF2B+bMFue+p0VcBjy/AC/vUPL+NHj2qCEc4ENwu6LUnIotTVe5HsbKaQwZMTT0LIHAMfy9RnBvzth6cmGFCAqR2A28Kz5bCC4HYIuRhYvgfJ4gyS0iKDzHyKxn85TGo+fUpt9WFhZ20G3GbAwx2gY2+WCS5JNE/2cEmUrdYElyRKgjXly8K69ywOmL40+xLmc/O4cOhCZKQiwpaYYA64m5VDW6gv5ee4WVBVTkTWO482McEWJOyr3FE4GDBfaBIE10v2A8px2dSp3Mq6l1LNTy+xolI8wu0oCH41mpVsm21MMD2Inh2mh3Vv2IsHd0yDqQPkJoFpxVeKJKEOJ+KZAu7eOlntR+1rEQG6zGTce/BeLPWdiChTNg9TRqyXgr2i1LCvKrMSoJfruJs8j/XqS4FKXV+zEvZiDmAl8+MK9wMAooVZyPlezObGkeGS7UatnjyOH5cds1nrSa+BCnvftC8LDz3eQKppXxbWR7CHAstmA1lVUuvBnfTdb39pvPqeDnI5dJPHZqWZiCgSO7tIJvixsceQL+VRSKyHp5S1AOA6DytYPJzsrC0ybyvsm78DApMRLBBo3BtbZBKNH5eZ2oIDU9sSkVbY2SZBsEptYWiCQP6aZWetBsx2SZSt1ATbNZfYKvAAGgaLD448CKfoxFkDZyEjlRAWsoArYF4GUM/X/H5r5VNWEvBOD6majIDpA18E/vftFnxZZBXNQPC2PwA/v6J+fFcqAsVs3bXo8UawpMAQKx00/7x6ZqkW3qbu0FYSkXbJ5aUklbeYrcUj3I6C4FejWQke7GIxlbqLZ4cX4HII+PB5KzEez2GnukFWqJcYDzvAonLz3/T0MD70q2fx9AFNQBLqo+7Giwgenp16FlOZKazwnYUAlMxxPUYMsCFAtxA88BEGzV4zS5JyDhabrEG2wjqHBwAAQWkKcq4PDKyJQLYOMA32UG1twob6dCsshJ2JprqAu4dAjmxDl8t6jJhdjfVUTPBDO6fhdogYnsvgpVFVwMobSDXLcltJNHF/iwRwd+6/E52+TpQS/RBRJ/kD2AcWLQHTwwm47WKCrYAcYmd7Ge2dexY05RTxMZp1WdeXFZm33UxwnZpx0WWcaIqPWesGbwVwA/aMErLybAEIwGUPV03w4iTKtb70WcX7t0/hqf1zi/bFGMMDIw/g1L5TEXKHkJVKCAomDTm51ZND3/r3wB3/XP8L2AFMx5+nEX31gGl5vzepP+a+jLpejzwJHHikfqLSai2rJ4Q1UhEp1kTvDt5s1CrDbYeCqm6iqQ4Ifvbn1p49Vgi1I9yOguBXm8klat5hhQlOz9ojl/AE8ezwPI7pj+CyYwmscWYHgH0ATpWN3TlBG/IPH9HIWLivRTDPd+6/Ez6nD93OTQiJOTCFdTY024CplZpgBXgkm/XFgyKT9aGws00zwVZYRX8nILrgy06hlCfwvWth1+L81QvQHU6lPt2GBmMWmm4g2GVrosncVzdJzZoFVRwMmNYfK3W6NiVkJnJO7JxM4oPnroDLIeC2F1XXx+EkoGMbE1yPUe9clEQ5no/j0bFHcdHQJQhASfZZYDGbZhVl2dp+bxvgtsbO2jYazArDDWBQdMABb20C7dfvAO76pAVfVgA3lyg3ywRbAMGCoIxkMgDcT30fuPmtQKlOV1sriUhAYWdj+r9jzJqcuBHAnY83l7DTlNrsmkziD8+PYjalaVpWBqaxxfsCdJngWEbC//nf5/C+G5/BoflMfWD6P6cBT36/6qW9sb04lDyEC5ZcAADISCUEBZPRjNzqMX3JSWB6u/lnAI0BUyMQnItRw8168YLVPdjMF1cr1JsAYjXp6Qljg5RHUYhjNqvZH2f3UjKhkDP/jILFde8JkzJusUo3bs3WpyfGgdv/EXjuF9Z8vYrrgYGjIPjVZ1YzYMFuAKz5hjNSCiVnAC+OxnHy0jZ0h704bjCCB3aoAmTOLNoRNCs35K7JJESBwHbVWKYgB6aNgWCpJOHe4Xtx4dCFkApORMQ8hLrAwyZgakWS9LeQQ9vGBJs8HEQRCPfBkZpAQOyEEz7snt/duK+iRBLdetcs1GcPE2zl4cDZ2WYTTVZAcHnGrQ2qBCsJNKB5JlhZ948cpAD7DScM4Nw13bjjpXHIskYSbZMvnvypKaPgFuha1J54//D9KMgFnDdwCQICV5HUCYoCnQQG6gEZM7MagPk7KFhtZi3KsjVgGuigxJ5RF+X9D1vbMxsAwX3OLHwYqAXBsRFgxkJSzVJDpzpM8P2fB37zbmu+RJf5zFnAHASnZqj+tl73eavsrFmzqt33ANevrM+oNwK4AX0AV8gBD30VkOoAhUIGACs/x67748v4xK9fxOYv3483ff9xbBtXgn8vn7esAwbyKeBb660x6vlkTeL4f58+hFxBhsyAa3/3EmS3SZ1uUQJmdtRMXbh/hHyfv+R8AEBGKsLPLDDBLp9Sx20AgrMLtDbqATirI3BMgamyRus1nLRSkgKYN5Di17EeCLYSUynf5bg8rdud85rJFPsfArbeCky+bM2XlWZVgD113Jbr03V88QSllVGiFpqLHel2FAS/2syqvKUcyDYPTOeKbkhFGScvowfOhet68PyhWCUrW2ZnbWAW3UFIRRn7ZlJ42ylD8LkcuEHNBi+SCX507FEkpSReu+K1yORLCIv5+jd/aHGAu8akFMl0XX7j93iCdE1tY4LNRqoEaRNtto7bajY21A8kxhHxeRAUB7F7YREgmIOBetcs3N88uC+zbxbYWbDmmx9ZqUezTaJcecCWZIZ7tk2iWNLMvQzWaVb1yDeBO/8/C75ofdy3N4Whdj9WdgXw+hP6MZXI4+mDKrZtkcBUzxc8Qcgyw4XfehjfuEdnHFeg05p8VmN3HrgTy8LLsMS/BkEogadVeW0z0mGr7BufFawHqkpF4M+fBhaGzT+DAw+rvvSOS5aBm94CPPZt888ArEmUFWDa5UjDVerHnoU9lQSHXKKAb+GgBammBV9comzEch96mgLnemYFcAMKMDUAwfzcLhys48tqgB41ZktndtJ+N72tji+LsQdnqfRA9/BfgYe/Buy9z/wzVKPcErkCnhuJ4U2bBvFPF67B3ukUvvPAnmpfeiA4PkqqoIOPmfvirLNqDy6WZPzyiYM4fUUHPnfFBjy+bw43vbhg7EtRD5TmqpVr9x68F5u6N6HLT0nMjFSipnr1ZN6CoIBFg0RCMQuAUW2wmeVT1AzQaPweNyNfQOU61ms4aXUtuk26Q/M1WhcE15l3z80Twro8KXdqQDA/rtk68Yhl6bVJl+18Crj949YUNFaAqZkcmitZ6h0XoKz7OiqBI9yOguBXm1nNtpUZ0+YZlvEMFc1vWqqA4PXdYAz4y66Zal92gCpPEAdm0yjKDKcub8dbNy/Bn14Yw0RcYV8WCbjv3H8n2r3tOK3vNGQKJYTEOiNOAIV9E+xhgutJUAF7RjJZBqZ9xrLhfBLY96B9vhRgGva54JYHqwNZq2YVDJgdl1UrWGQ86iWadt9rjZW2VBNcZ57ulp8Bu+6u70vVbOYvu6bxwV8+i588dqD6PfXmjO+5F3jx1wR4TH0lwZw+PLZ/ARes64YgCLhofTd8Lke1JNqMCU7PAmPPWTiuSoB+aCGD/bNp/M9D+3D3Vs355+xsA7NgJ9OT2DK5BZcvvxzZglzpJ1C3O7RS76wHFqUM8OCX6jNiVlmIgAkwnd9H8tqtt5p/hlWmzwwEZ+epZ8P0DvPPAKwxHoqvTjEFodCLWD6GuZziN7sAgNH9Wi/RYEVtIQiUuDACpukZAkD1AlkrgBtQmOCY/u/KIPiA/u/VvgDzBCtgzgRzX7N1xtcZ7MF3vjSB07/6QEUdZtasKmMxQFd1sX987yxKMsPVJw/i4xetxuUbe/H43jkUSrI54M5aZMSkNCj5U7lm92ybwng8h/eeuQxv3bwE56zpwlfu3gvZFTA9rtLsvnJCZs/CHuyN7cWlyy8FAMgyQ7ZQgpdlrbFv3rC+L3Uyw4ps2FNn/B6gMME6gIoxFTtrlQm2KL3WiwHKcuh6gNu69DrEGJzFKHbMafYkfh7rrUXLddUmwHT0GeDZG+nZWc+sqNDMkj98/5rdUz85mE8clUMftSPMrHZoLLM5TYCqYh6QCziYFDDU7kd3iLKJx/SH0RP24EE+KinQSdnGZplgJXjYOUmbyNreEP7+rOVgAH7yqBIMuAM0PqABwJ2Uknj40MO4dNmlcIpOZKUiNaeoBzwcLgrC7KgJtsIMhHqNfY0+Czz5g/qfYTVoDpvIhp+/CfjlG+tL8axKkhQQHPU6IUh9SBaSmEg3uFZUzIC5rz56MNQDF3b4MhvvUyoA//s24LH/rO+vETm00fp4+HqLvioMN29u950H9mAyrpLVCYI5ME1O0pqO1WEWpRQKDj9yBRnnr6Nz5Xc7cdGGHvz55QkKYgE6j0bg/rH/BG58bX2Zr4oJ3j5O+0dfxIt/+e1LODCbrryPA1O9+tn5/cDdn6nx9ecDfwYDIxWJVERA4CNOLNTOGvk68AjwyDfqM2KWG36ZAFN+bqd1mHG7ffH1aZdE2RMCRCfahBRKOUo6lZtjqc9rPZbbSk0woABTA5DLFR/1gKlViaEZCObfoS4TnFY6DdcJ9XjHZr2guCyfrAc8qkFwrlDCdX98GR+9+TlMxHP43l+Uvzer0+VrZsYqCA7g4d2zCHqc5ST82au7kMwX8cKhmDkY4L7qHldtTPWzvx7AknYfLlzfA0EQ8IXXH4NsoYSsqA+CpRStDbecLd8Ddx+8G6Ig4jVLX0NfsVgCY4BXzlgDHt6IvtxVvWbm6iQurDY+MpJD55NU5wo0AIItSK+ZrF+HbhlwW2+MBQCefEetAq3MBNdL/liXXtN3M2Fn69VxlwqURKybSDCR5nMQnIvVTw5aKY86wu0oCH61WbnGwyoINgCL0zstMDl08++JMZysPIAAQBAEXLCuG4/snoVUlKm9erDHmDHdeac1RkyRhe6aTMIpCljRGcSSdj8u39iH32w5hFxB2YxDPQ2B4PuH74ckS7h8xeUAlOYUsJiNNQOmVs1q84Fgt/FxbfkpcM9n6tcAqcZMmVqo3zhpwcHv+Av1fQEWgOkAUMxiiT+PXJqY/IYl0VZZKqUbte6x5eLAd04Ehp+w5svyPaYDFlPTFDxMvGD+GbLSSMNK906nV9+XLFOt8OTL9ZvRqAD37qkkon4XCjLDV+7SZMmNxj8xVnm9Xi2VlEaSeeFzOXDq8vbyy6/d2IeFTAHP8M7vwS76XnqJi9gwnZ96YECV/Nk+kYBDFHDT+0+F0yHgw796trJ38GSCnoR9xx3Ak9+rCVTuOnAXNnZuxFB4CFmppOosb6EmGDAHi5NbzT+jUTm03nHxNTNTh521ej+bMdzcV2rSvIuu1Rp/QQB87YgKSeQydL+V64LViRMrjKklENyuD0xLxQpYtAJMrfjyRk3k0Iqv+XrHZRXcR2k/0gM6ZcbUKhigffHjtzyPXz05gg+eswKfvmwdnh1eoFrd8vinWO1nlFnnOkkS5X5m7iAe2T2D01d2wOWgcPbMlZ0QBeCR3TNUd+3yGwBuFbg3i3U0gOrl0Ti2DC/g3acvg0MkBnWwzUeH5AjqzoLNxitrMTe1G4wx3H3gbmzu3YxOH90vGYn2IHfJwoxxwFiirF4zsxZkw1ZAjtegTld9Xu2SQ5fBoom/+f3mz7IGGmMBgDcXxkhyBNmiCniXGdN6TLANNcF8LU7VAcFWEwmmcmj1+rDAch+tCT5qR5RZrU9w+ShbpBc0LwwD3zsN2Po7S76m8y6ctKyt6lcXrOtBKl/EM7y2L9SjDzykDHDLOxpgxELYPZXEiq4A3E5avm8/ZQkSuSLu3qoARLO5xIzVZLt/s+s3WBFZgeM6jwNADyM/LHRoBBRwb+Br2x+B535p7bisbDTBXmP2LTFK2dN6wYMVVhEgxjQ5qf+gSYzSz4kX6/iy0IkaKHejXuNLYHouCgDYNa8cx8xual5Sr7apEZk3oD8reGY3+dn95zq+rNbdm6gtePKpHjAtA24LYCBowJhm5qiJTiFtLYOuaj534pIoPnTuStz24jie2KcCNcEe/SZcuTjNhwaAqToALp/CQtGDU1e0w+uqzCE8e3Un3E4R9+9QPj9gIvXm954VAKfMO9w+nsDKrgBWdAXxn289ATsnk/gR7yvAgamZLxUI3hfbh53zO3H58koCLSAox19XDm3GmCrHbiGRAKBJJlgBxrN77FmLZV86jKl6/zJj+6w2/FL8heUEMlkf2r3tFRCsBvx1VQkNSJT1jis7D0B5rtQFplYBdxvtNdrGaUWpEtxaAdyWpLVR+mnGztZjxFQKmZLM8MjuWbzztCF85vL1ePvmIXhdIn715Ii5HLpcr7jHHJgqa3E8I2IslsU5a7rKv4r4XThhSRSP7FGuvzeif1zcVykPxA+Z+Kre73/77CH4XA5cvXlJ+S1Oh4iQx4mMENQ9rnyishbH9m3DjvkdGEmO4LJll1W+jgKCXaUmmWB+rJ6wNTm0FV9GTDBPZLSvoHVvmkxIAhCsdVEuv19lRYkSnpEh5ZqNmvhqjAkO5wKQmYx9MdXzkZ/HhQPmzQsbrgk2Ye/rlYlYlV47XEryx6TkALDGch9lgo/aK8JmdgPf2WR+4wPWbxLAeFbw/H4ADBh5vPZ3alNu/hTzYUNftTzjzFUdcDtFPMAD2VCfPlhMTpCv0WfMfalGIuycTGJtb8Xfacs7sLTDj1ueGTH3BdCg9XuvK/9z29w2bJ3biqvXXg1BqYvJSiX4rNblmM2CffJ7wF++Wv8zrDLBoR56IEvp2t/FFVBXbxO1GoCF+ogZ0AMDvLFUPRBsNWupgOBlrjikghv9gYEKEzy2hWp49z5g/hlWGTE+/klPecCBcb0aU6tyaHeAEgB664OrIgoZ8weR1eMCCCzqss6qe6Ee86wkZIolGftn0ljTE8KHz12JgagPn799W6Vrs5EcWr2f1AVwKSSZB90hT/VheJw4Y2UHHtg5RbXhZvXO/DrO1JHy5iv1pdsnEliv7Ffnre3GJcf04PsP78N0Mqfqsq0DFnkSb6rSIOjO/XdCFMRyXV+moKhIAMtNnUyZ4HqJhHKA3kSzKp7MKObMQZVVwM1HCenJvNWJE7OEnVXADQD+dgTlBDJSCSsjK7F3gTPBin/RZX5cVrteA4DfQA7dMOtsEXADtYEs9+/01W/6parxN/cVVT47Vvs7vmZiw+a18lIagAA4fTg4l0a2UMJxg/S5Eb8Lbzh+AH98fgxxptQnmwHuQqaSbNX1Rev+6XFqanTu6q6qX5+zpgsvjcawkJYqUu8aX6rraAYWVWU9jDE8uHMaZ63uRNjrqnpbxO9CCvrAo5iktVhiAuJjO3H3gbvhFJy4aOlFla8jlSBChrOUtShRrsMED2yyKIe2CIJLUu3159dw4CQCpmbXjEtr69YfK99He2z8vA6eRD/NrpnVRLVynjvyxOSXk++Ach4FSiCb7os2MNz8nk6MGpdAqH1ZVQoY1QQHukk5ZsYElwr0TKhHYhzhdsSDYEEQPiIIwgFBEHKCIDwrCMLZf+vv1BI79BTJTfb/xfx9msZYNz01jG/du0u/0ZARgOMgZ3RLHV90Q2bgRdhX/UDwuzWBbKhXX3rNgcfkS+azCAsZgMnIO/wYXchiXW/lxhRFAVefvARP7p+n+j7uS3vMjNExqQDVb3b9Bj6nD69f+frya5lCkUCwlZufJxL0zm98lI6v7mgJi9k2owZjjFXOY72aEqs1HmWwqNNEKq66ZmYmpWmMg6POKBDFV79ID4J+/8oKCOZJn0NP1/HVIBOs1xyLn8OJFy2xENaSJAazgtWvmQFTVQOY+r4MgKl6vdRl7ykhMzyfgVSSsaYnBJ/bgU9esgY7J5N4eA9vdtdDgb+WOeRAMdRnYbREEknZi4CnVpp/4foeDM9lsHc6pap31hybLFf2FCv1rJ4gFtISJuK5qqTdtZeug1SU8V/372mICWaM4a4Dd+G0vtPKksasVIQfvCa4XrbeSQG6GQiOHzKWxALW16LTQ2uoHjtrlkTLWwTcpsc1DTg89J9Z4sJqogkA/O3wlyhgXhpeib2xvZDVM7N7jjGvCeaddC3XBOtcD75eRKeF+mOLPSDKc4k1/vh57T+B1rXZ/GerTF89JtgbJaWRGcvNEwmiiB0TdD3U99k1py9FtlDC77fGqEeILuCep6QFYB6gK+v+r4dyWNbhx1BHdeOvc9Z0gTHgsb2zCmNqAIIdSgLOTCGjerbsm0lhdCGL89d217wt4nMhbgCCS5l55JgLw6wXpdl9uPvg3Ti9/3REeO0mgLRUrCTQrEqUzWo+B0+h/zeLP6zGA0bsLL+GAyfTT9NkQgP1x3q++Hkd4CDY5JrlU3QvOj3G7wHKsuHOogCf019dhpWNAd0b6P/N1mID45gAmF8zwNq+aFnCbuDL3wG0r6x/vYCjcuhXsgmC8FYA/w3gKwBOBPA4gD8LgjD0N/1irTAOBsaeNX+f5ib5+eMH8d0H9+KXT+o8mI1qTDnwmdpmDkzLTLAXQZNAdt9MmoLizFxtJpH7kovmAbry0JvK0wNyTU/1JvCWkwbhEAX8ZsshAoslqTZ4SM9SwDO7C5DSSEgJ3LX/Lly+/HKEVCAjkytSAwurEmW5UBtclooq5qg+GLBcEwzUgqrsQmUAe10m2KIvoy7bpSIBD18bfQ+z2msegFnpei2I6GT0sG5zDmE4MUz1OVymdugp88+wWq/oCVIZgB6456/lE+b1TQ0B0x59QMWvodNXZ903AAaC3foSZX6NAt3mvngdpieI3UpTLH6fvXZjP3rCHvyUd4oOdFNQrAU6nOFedSFdO5NOuUxKISF7dPeOi9bTWr9/x7TxDOS0MisVqN9oSVFblIPz/kpwvqIriHeethS3PD2CPTGBgnBdEKzcC8o99uLMixhLjZWl0IDST0DIgjnc9efAAhSM6IGY1HQFDJjVBTeiFPC3G7Czs0BUeWSaycqtMsEAJROMQHCwB+hYZS6HbsSXrx2+QgwAMOBfgUwxQ431MrO0T3WsMpdDN5LU8rUTO6KtT+fntXejRTm0FV9R+lkDgpV7ioOBeux9M0ywXKLXlpxC/zZjFlXPlh0TCThFAat7Ksd57EAEJyyJ4pdPjYD5osbAtP8E+n+z9aHEOY8O56qk0NyOH4wi4nNRXbA3YtwdumMVfWdLTHAID+2kfeG8tbU+o34XYrJPF+Sw9DwWEMKcdxDjpRFMpCfK6pHy15FKCFgdrwZUmGBtwjYbAyCowKLZNUtZe44ZNXVSM8FAnWSCxdjDEAQrvjrX0OeYPaN5TGWl6zWAMHIYCq7QgOAFYFAB96YJGWV9uOrcZ6KDzrUeMM3MV9Q6ZkRGmeG2AoINkj/ZGD0LOlfXUaE1ALiPYDuiQTCAfwZwI2PsR4yxHYyxjwGYAPDhv/H3st8sg+CE0vjIhVyhhH0zaXicIr5w+3Y8tV8TlBjVmHJGjJUsBehp+OB3O2p+fYHS8fXBnVPG42LUtZlmkmhlQxxTxjGpmWAA6A57ccG6bvx2yyiKAcWXFsDFFbk0k4HJl3H7vtuRK+Vw9dqrq99XyEDUjEQwtBA/Lg0YTE6QH8CSLNRyEy6g9hzyteEO2iiHNmCCU5N0XKsvoX/XS1xYOYcOFxDsQaRAAYZHHgQDo/ocfmyx4TqAu4FANtxnwHCPVljr8eeN/94qIwYYN5BKTlIDod6N5g3GrGaZAQKmmbladpavzdUXm7PcKsZj91QKggCs6ia/bqeId52+DI/umcXuqaRx0y/ua5Ui8zOR87J8CimmzwT3RXw4pj+M+3dMqZhgDTDlbH77CgpS6jVK8YSwXQHB6zXlG/944WoEPE587e5d5E/bQIoxumYON+1Z2QXcsf8OeBweXDh0YfltGR7IWh0rYQgWp4Ch0+j/zSTRVgMwgIIsIzl0+wogssQ8mdAQ4DbxFewCutbWkUM3xgR7CnEADL3epQBAkuj0LN1jbUuB2CHjDuKNlBDx2c56CVaA2LfEWH3ZcENMcKz6dX5eBzbRTzP5dSNNuIBaJjgbA8AqILhe6Ybia8dEEiu7gvA4q+OCqzYNYP9MGkVX2LhOt3MNJRssyOXnCi6cvboWkDpEAWet6sQje2bAfCZMsL+dgLApCFZAizuIh3ZNY11vCP1RX83boj435ks+3S7bQm4eMRaEo2Mlnghl4HP4cdHQRVXvoX4CFserAQqLySr3CrfsAgGgztX077rsbBPAlK/NrrVUg2rWu8PKvHu1r5rjUnx5o0BHHRbT6nxb5Z4PIoslgVXYtaCoJvms5egQxclm656Xs9XrwA4Yj5rKLgA9xxK4NWuO1Qg76zFSCszT3tK5mhJoRcnc16t8RJLQ8DzOV4gJguAGkAHwdsbYb1Wv/w+AYxlj5xr97cknn8y2bKkj9f0b2uRXvoL8Do0kYmorbQKCAAydDggGN9zcXnpILjkV6XwRL4/FsaIriPF4FqUSw7EDEXiUhlKIj9JNsPR0kidxm95GD5miBLQvr3TU1VpqCpjdg+fZKpywvBd6ObeXRuNwOgRsiJaIWe47vjqzNL+PWBfBQa93rdP3JaWA8Rcw7VuB4awXJy9rr/G3kJGwazKJDR1AeGEHyeB4IAFQYKvIJln7CmyT5uEQHVjfvr78Fgbguf1TOEncQxstl88aWT4BTLwE9B5bCSTUrwMEGDrXGH/G8OMEzNqWm/uSC8DIUxSwcrkyQJva1PZK4Dl0GkmB9GzsOcDtNz7PZWP0vSKDQHSp6riSBKS61pFsp20pBc96NrODlAT9m+r4AjDxIpjowDPZfnSGRMwV92BZeBm65kcIdBfzQPf6SrZUa7ER+m/ZmYDuSlTZ1FYCTH3H13wHCCIdY6iXzrOeJcaI7TE7z9zm9xF444CG2/QOYpS8YQKSQ6fr/z2/tv3H18/+JicoE7/klGoJOv8O7cuoW+jgScRAa62Yp0RU52rsyQSQzhdxwpJo+dcFmeH54QV0hjxYESrR+tbeY/MH6HsMbib2XrtWVcZGnsBkKQKxYwV6wt6a348uZDEay+CkoTa4xp4m8NS+svKGzDxlzUN9ik+D4wIoqeH0YK8whES2gE1DbTVvGZ7LYDKRwymeYQhOT0UKBxDjPPIkJFcY7kICcu9GvJg4gLAnhJWRync6tJCBN74Pnc4chMHN+t9FbdPb6bz3n1j9+sgTFHylpwkQ8IBWawsHKaGz9AwLvrZRnVffCdWvj21Rav6KpATQfhdu8UMk9V16Zn2Gxei4lOsAd5Du16Vn6D/L+LXtP6F+EKbcj8/Ia7GmP4zd8ZcwGBxEX3IWAKME7OweYnWctesMUpq+l9n+Uv5eyjOk/8RqcBkbpudpx2pKyAycRM0na4wBB/9KwTVn342smKXRd11rKs3hgMp9PngylfeY7cGjz9BzyWj9lL9Wibria5/3hSwl3rvW0r3Ng2c9U13z50YWEPa6ykk0bvMZCbsnk9jsPQSHw0X7h9r4s5AH4L3H6ftaOAiWGMdTpbXYtLQNbkftGppO5rF/JoWTQgtwZWdr9+CxZ5VrKJA/zvppLTEKzB9EcclpeHYkgb6IF0PttXOX98+m4U6PY5BN1cRU+dEXkCvKcIW7sEOaRNDZhrWdq6r+fjaVx+TMDI4VDtbuq3qmxF8Y3Fwt+53dRcczcJJyPgeAtmX6n3HwMSC6pPoZr2e5OCXzezdWxk4Byv4zRnsCv7fV+6baJl4kNrTnWHNfPM7Rxl/pGUrSDWyipJaUrMiwtTa9g+4fC7EHG34Ck3IEhY52TGUP4fiu4+FmoBKsjpWU4GJybbzAbW4PkFmoJIrMbPw52he61le/ztdiMU/7Ye9G/b8vX3ODvUxtMztpb+MsPbfRp2lteSOkthjYpD9HnMewFtaiZ/069P7rv5p/n7+hCYLwLGNMd7EcyUxwJwAHAC3NMgWg9/B/nRZbMU8bCGP6jZG4sRK9D0Ba6TYY9jqxticEmTFsn0ggy8eB8EC5pMkEFZXRFE5PhYky8gUAgsMQdrQFXEjmiigKLgNfearL8Ri04OemsDzZIuBz6/uL+t0QRQHJgmjsC0BJcCCZjyFbyqLLV51FlhmDQ1CYMrGW3a4xh3Jc2mwaZwJcXvPrBUYbbD0wBZA8UhAMj6u8UXFptK67UnXCw9AEWh9Gx+X20WZutj5k2aIvAA43hJIEj1NEseiAQ3AgU8jSsfrbFXCqk9XkVl73dYJzgNab9hwC9JrTQ1lWbRZabZxxtLQ+3ASgmIZ9LUm0dtxBZQySQdkB9yVYWB98LWo7WZYk+h4cTOQN1iOrHFdGKsKnUXe4RAGdIQ9mk3kU4TT25XTTd3G4657HEsTymBGttfldAANi2QJ9Xo0vvu6j9NNs9rOy7jP5Evxu/XPpcYlgjIGJer5ovUxIFHgkcvMosgLavdWgqSQDTsgQrKwNgI5L1vhiJbruThcFRgVr+31d0zsugF4T3ZQcKyj1sXoml+g+rAeAAf3j4r4c7krQZbTuVc+WuqbsnU6hBFkW4BY9VEohF+iYOUDgXcuNfFk5j1yizmX43EqKL5fX3JfcwLOFPxO0DDb37fDQvWZWsiRbXB+Cg66r9rj4NRSdtN+bPVsUXwWZQSrK8Htq/TqVe10WHLW+mKw8C12KL5PjYiXISvLEaP/g6rQixFpfAL3Gj6uYq92j1ccFIJErgTGGqN+l+zanKKAgi1V/w02UiyjBiaSjBFkAvKXaWlWZAQ40sj6U9zDtWlSOS2lSZs89xn1p1Db8HAKWrpklX/w9NWtR+Xf5muWNr5nlOAdgogMOyHCLdO9mChmNL7899xhA30lPsSQXad3X2+/LsYeVeNGpv+75+qi3Bzfi60g2xtgR+R+AftDT+mzN658DsFPn/R8AsAXAlqGhIXZEmSwz9oUuxm59P2OfCzP2xPeM33vT1Yx9/yzGGGOf+9NWtuGzf2alkswYY+zFQwvsxC/cyzZ94V720qEYY3vup887+Nfqz/jaUsbu+GfGbnknY/+50djXI99k7HNhdvoX7jR8y5aDc2zptXew+59+mXw9+cPqN3z/LMZ+9WbGnvg+/T42qv9Bu+5m7HNhds3n/y+79tYXDf2d/82H2Md/8Th91sPfqPqdfMf/x+L/3svu/+x57MM/Oo6dc8s5LFfMVb1nJpljl3/6u/T3O+4wPnZu+RS999FvV7/+yLfo9buuZezz7YxJWf2/z8zT+x7/n/q+GGPsW+sZ+/2Hql+773OMfb6Dsbn99FnP/NT477+6hLE7/8WarxvOZ+znb6h+7a/KucksMPbb9zL27WON//7Hr2Hsxius+brzXxj7yiB754+fZK//v4+xd975TvauO/6ust5/fDFjP7rI+O9v+zhj16+05uuBLzL2H1HGioXKa6UiY//Rxtj9X6Br9qXe6t+r7e5/ZeyLPdZ8bbmRjmFhpPr1b22g6zih3Bcv/dbg739mfl+o7aCy7vfcX/36jy5i7MbXMVbI0zq597P6fz/yFGOfCzNp5z1s5WfuZNffvaPmLbsnE2zptXewH973orLu/7P6DT+9nLGfXEL//8urGPvemfq+cknGPhdmX/7XD7J7tk7ovkWWZXbKl+9jH/zFFsZ+ciljP72s+g0PfJGuWWZB936vsutXseIfP8ZWfuZO9vU/1x4XY4zd+dI4W3rtHSz2y3fX7nv7HmLsc2H21s9cz7Jf6GefuvkidsbNZzCpKFW97dO/e5E9+R9nma9Vtd3773RNZLny2uxeOp7nb2bsnusY+0InYxo/Zfv9h8zvQbXd/a+Mfamv+jX1/vXcr+j/Z/bo//0d/x89G6zYvf9O31t9XKUi3XcPfJGxyW3m6/6Zn9Dv4+P1fe38M2OfC7MrPv3f7KeP7Wcfvu/D7Ko/XcXY11fQvjB/kD7r2Z/r//3u++j3I0/V98Xv161/qH795rcz9j+nM5acUp5zP9D/+/i4skf/pL6vYoHe+9BXq1+/61rGvjxA//+TS+k/PZNlevbc9x/1fTHG2NeXM3b7J6pf23EHfYex5+lcml3/H5zD2K/ezP66Z4YtvfYO9vCu6Zq37JiIs6XX3sHGfvRWxr6zqfqXCyPka8uNledMek7f1+8+wGJfWcuWffoOJqvXmMr2z6TY0mvvYC/95ov0WdlY5ZelEq3F+z/P2Iu/od9Pbdf39edPM/blAfap377Ijv3c3UwqlvQP/y972Uc+c53uZyW/OMR++x9Xsat+/zr2lh+uYd/++nU1f//jR/ezD3zmc/T348YxTtn2PqDEb49Xv37D+Yz94kr6/5vfzth3N+v/fWKC/v7pH9f3xfekF39d/fpv3sPYf59I/3/ff9B6M3pufvuY2thFz2SZ9sT7Plf9uhJvMilL3+NzYcamd+p/xg0XVM5BHcv95yZ2+3UXsz+8sJcde+Ox7IYXb6h+lvLYNDml/wG/ejNjPzjbki/2izfS9VFbeS1+gfaNz4Xp2ujZX66n3xs9D9R2z3WEG9SWT9PfP/ItxrLxyv/r2dbfm98XR5AB2MIMsOSRzATPAiihlvXtRi07DMbYDYyxkxljJ3d11daQvKItPUOsx+BmkraY1QWruv1tH09gXV8YopIpPW4wils/dDq8LgfedsMTmBMU5lBdsyhlqD4h3E+Si9iwcffJfAolOOD2GMsyVnXRdzmQ9VJGSVunmxhXfCnSQaO6YIVRGs86a5piqW0g6sPBhExSD00NaXFhBGOsE4+KfXjUJeNtq66Cx1Gdkc1KJQQbaU5hNAYnPkrM7NBplI0z6vjXSM0noHT01tYEj5GELLrUvC6YMet1OUBFZqq2xBjVH3ojJA+Kjxg3P7JaEwzQGsgnsDzEMB7LYm37Wuxa2E158cggSY0mXqBaHUNfFmrf+HExubrRUmqKsseRAZI6FjLGNWlWZ28Cqlp4lS/GyF+wm2SGDo9xDXIj68NolFBqko7Z6QZ6NhjXcSv32ETGgaLMdO+z1T0hrO8L44lDOcok69UE82Pu3UjrXq/mSKp0ltdrjAUAgiDg5KXtSg1yV62vxAT58kWB8GCdelaaSVyUWVVTLLV1KaOako5o7Z6n7CWTrA3PYRAP5Cdx6bJL4XJUs0LUGCtnfX0EOoltU6tg+HEGu+kcliTjmjRlbJwl87cTy6DO/PO1EugCupUSCaPmWI3cz/4O+t5qJUBmnu67QDfJDAXR+Jo12vALQI+TOveualuF/fH9KGTn6fyGB4iBMWog1WD9MQCdmuAZ8hXoov3RqDlWIw2/HE5q4qf1lZ2vfI+2ZcY1wSWJnj1W14c3Wluny+uP/R0kgzbrNqzswUZ19wB1UAaAtN48XT4mxt9eKR8yXB8p5AQfAm5nebSh1sJe2leSUI5f7S8fp7Xo76C1CBjXmOaTYB6qBz5ndRdcOtJrgBpjJcDHP6l8MQZfMYH9Pid2Jw7iqlQansRBpPPVLF1WKiJQ7g5tpeZTkSVrFVLZWKU0q3MV1enqsY+NdBoudzbWXLNcrKLE6VhJ682oCZ3V+mNB0J9LnI2RBNjlrZTFGDXistoVHQA8IQSRhVzyYDA4iF0Luyr3gVr+b9QcK2+xuRig39G7vBbbqSQDMG6OlU8o3fX11Qg1vkr56piJ7yW+Nvp9sNd03QN41dcEH7EgmDEmAXgWwGs0v3oNqEv0q8d4h9zIIOn3TUFwAvCEwBjDjokE1vdV35wruoL41tXHIy2VsDOl1Cypg0sOesIDlVoCo7mpUgo50Y+A1/iGDPuccDtEzKQKFLCqgWkhRzVW4QEK9hweYxCsbNhp5kNvxBh090W8GI9ldQGcPD+MUdaJx9qycDGGt4TX1vx9w80pAP0u2/FRul68tsOoOZbV0T7cQr36zcXCg9SYoWud8QZazBPQsxoUhftr5+kmxggoCkKlRsYIVFl96AHlOrTVviRmknmsiq5BupTDmNOhgOBTKagzBHBp6w8ivVnBfOxTeKBSx2gETBt5wAZ5UyfVNcsuEPAJ9dLDrPdY8+MCrDU+Cuj44g2dODDtO54acen1glDusQNJCiqNkk19ES+mk3n9btTJqUoDt96NdJx6yYQ87yzv022Mxa0z6MZsKk/AqcbXOCV/AEomGIE3uQQUMpjMkx/tTHNufF7xghAhsKiWVyt7yTRrw+88QeQF4I2rrqz5DEqiZRsDi0B1Eyl+/YI9lf3DqDlWQyC4U8cXB8HdQKeyHxqNm2pk3fPjUicTysfVTRLltuXmiSbAehMuACsCEkYXMljTtgZFuYgDTgceHWP4w0uTtIcYjS5qqBM1b1alSfxlZun+EwQFmB408NUA4AYIYOiNSOLnt305rU09SWO5WaDFfdEXNW7C5e+gemfAuNuwAoJ3TCTRFfKUk0pq4yA4iQD5Uu9Dal9dCgg2XB8p5AQ/AjqSa24hJS6J8bnE6mPjiVtfe30QLKUgOfyYTuZxrk5XaG4RnwtJpgOCc3E4IOP5cBw+pw8XoANLhclysoBbWioh7ODlRla6/yr7mBZUZRcq67RjNe3BesBU1fCrrpk1xuKAu0OpcdZrjsWY9VGQ3J+21CoXr9Qjdyj9OswAnJXGWAAETwhBIYuMVMKatjXUIZqvFV+0kpAxAsFSA3GOLrhXAVNeT23UHMtqE1Wgcl3USRK1L8C8Q3SjBM0RakcsCFbs2wDeIwjC+wVBWC8Iwn+DZNI/+Bt/L3uNd8iNDBIwnd9vzL4ps9hGF7JI5ovY0BepectgG4HfsbyfMuTqoJl3aw73UwMVQaTGKbq+UsjCi4BBjR1AbE5XyIOZZL52VrAacDvdFKDXYYLT0O8my60/6sNMKg852FsDTB3JUewT2jAbHcHlqTQK+7bV/D3N6uNMsMUNWw+YxkepWUnbcnrIGIHgRrKxQG0ioexLaWbSs4FAsB7IaWS0D0CJhHy8uqY5PlYBkbxpiSkwbQBwA1jqigEAOlzUJGyX203nkTedMBqVZHX2JqA/K1i97jtW0TkySv7kGwHBOl3R+fVTA9OJlwyuWZLquhwW6nI8IXqvOqmVXaDkAQemfcdTljs2ouOL1sfeGNXZrejSP5/dIY8CgjWqBClN35cfV49JAsji/dwR9CCRK6Lo76IgSM0qJyYq17J7PT3M9RgPxddY2gG/24GlHfrH1RmkoH2OKcGTukN0chJpwY+lfd14JpzDKknCMa5ozWdkCyX4GukOrQuCORPcQ0Gsw2M8k7sRVYKeL84EB7voc6JDJkxwI4Cb+1I9p9IqhhtQmusZgxw4fdZq7ZSAbqkvh9GFLNa2EZjf7Xbhrv0F/OH5cQKmRgxVIyDY5aPvpdcdms+Ybl9uzM7aDYJ5M0U9gN9IF3vAmAl2eqlenDdyMlQlpMtjyPRYYADwuRxwO0TEESBwpgbvfK34O4DIEJ1nozFJUhoZwXzvcDtFeF0iFmQdJjijYp29EUoCGQKqFPIigduVBnsiAER8bhUTrAYe80gKAnZ5p3DJskvgi6zAMmEKc6nqDuJZqYQoB8FWu/8C9IzmJsvV7GyZxdQ5tkZG4Di9VLOqN7aI+2o3SSYUc4oqwSpY1OkRk4tVgJ2vjZJ6JtfM6r4oeMMIIousVMKa9jUYTgwjx/dFXxvFpy6/OVhs6Lg0SYsMB6btipqk21jNZ3WuM/cFaNai4osrSTqVRn66SfEGxjEdwXZEg2DG2K8B/BOA6wC8AOAsAJczxupMqz/CTAuCAeoyp2dKtr4iSapdwDxDO5mUFBZTDYIVYBAeoE2ka70x8yylkBF8ptlY7m8mlSfphRrAlX0poGrJKcRS6ckn85WgOWjirz/qA2NA1tNV7Ssbg7OQwmPhIkqQcHlcwPTuWkCVXRQTrCNRTozSORRF6oZoyAQ3KDkJ9lBwzhvcyLIiKVdAcPcGClz05pw2GhTpMaaJcWKdAdpII0Pm8lrLcmgCM30CBeiuUj9EADu9fgqKgt0U8BmC4MYBd9WYJPW6F0XqSmvGBFuWuyrMgfp68ERQGZieQIGMXga9keMSBAIzVb5UrCIA9Ckst941U+6x7fMylnb4a8abcOsOeTCXyoMFujUqEs1xdaykEgi9DDqfMQ6foRwaANoD1Lwv41Iy1+pjS45XQHDXWgq0dBkPWvcTOSeWdwYMG+kEPE4E3A5MFpVrq2YxkxOYRTt6O+NY8CVwZTKtq7jISCX4mcUZ44A+O5uepuSkv52SH93rjGcFNypR1vMFVNZp13oTJrhJwM1ZZ74Wu9aQnFFvdFEjvrxRQBDR785gdCGLZZFlcAlO7Ha7MZwPYCEtUQdlQ3a2wX3R11YJXAFSNOUTFRDMmWC9UWRlwG2VnW3TZ2fVcmhAH3Q3wqYDBkzwQuVaRpcSENJjghkDpCRKrgD2Tqd04w6AkuJhnzJPF6gG3Wp2VhQJdJtIUNN1EvAAEPa6MFdUlGNqEJxV+QKUMUnG0lrJQeDWDHRH/S4kGAfcscovMgu4LRRAQSjibWvfBqFjJZYJk4ilq+OcjFREVMzTvV+v8y9QYUXVIEdKkrSWM318fejuiw0wfWYSZe4r0EmKJb0Ea6PJfr1RQtlYBXAD1NVaPWKTm7IWre6LDl8YISGDjFTC2ra1kJmMfclhAAJJzkWR1ochE9wIOxuhUit1g0ItMO1eT538jXxZll5zubzeulcpBXIx/XF2jSTgj2A7okEwADDGvscYW8YY8zDGTmKMPfK3/k5N29M/Ah77r8q/46O0ufjalPEWgglLRUzw9vEERAFY11ubkfU4HWgPuDGVyNUCOL6p8OCSy68NmEWjOZ9q6wp5MJ1QmOCkBlABFQA3sIlqGPSYCCmJkuhBCQ7D7q4A0B+hh2vM0U7HxQOR2AhygoAd0Qls6j4ZAfdahOe3olCqDlQyjQ6sBxR2VnUOcwl64EYUsNh7LMkZTSSo1ut0lQCSg4H0DGXUuS+zmpJGZukCtYxpqUgATj3ypnudflBUKhIosSzzps/slGkznk0yLBe82OUPVrrRLjmFRoLoWSNg0d9JwVxCwwQ7fZWHQ/+JdM2M6lmtHpfTQ59ZxQRrgCmX4/GyB7U1UsMNUBbZDJhGlVEqerOLFWC6baaEtSZ1911hL2QGZD2dugz37ftlfP72bcTieQ1mdJbLG7ymSbTOIIHgmBilFzhokzL0uWU5NF/3OgBO8RUrehDy1t+rxgrKOqoCwZOYZFHEHX+FABGvTaUxs682SZLJF+Fljcih22t9paYIlHIWtGcjjZfTs0bYWQ7SqthZVU0wULmfjYCp5fnHJjJv7qtzLe1degAu38BxiSLga0OXI4N4toCsBKzydWGX24V5FsZCRiIwkJ7R79QvpRXgUSvf1TV/ezU7yxUD/Ljal9PeZ3KPNQS4a5jghWo5NKAP8BthuAFjJpivUdGhzOQ2YPqYjLmCC1JJNiw5AICIz4m5ko5EWRugd64xlcunZfO9AwDCPhemiyaAmx+b2dzZfLLMBJuB7qjfhSS4r8qexzJz+HUohG704ZjOY+DqXoWAkEchXl1qlJFKiDiUfgJWOrC7vNRpvQrcK8fIGdOyJFZn8kajTJ8WBDOmSJQVH4JA+73eFAf+mmUQHNRhguPV45n0JNMAqQuYbPm5KXrDCCGLTKGINW0kfd6VHidffPZv+wrjJFpDTLCOrFy77rvXk0LGiJ21DLg5E6xeHxo5tDaerPLVAOt8BNsRD4JflTb8V+CZH1f+HT9EIEcQaGF3rdUHA6UCPYw8IeyYSGBZZ6BmzAm37pAHUwkdSWN8jLKjbuUh1XOs0gxDpzlWPoUU89TNxnZzJjjUR5/FC/UTCsPNA1kFCBn5KjgpcDBjjvqjlEGdFdopwOIbTPwQfh0KQnLl8H9O/AhCy0/GUjaOJ3YcrPr7jFREkDPBlgFcD2XNeNDBEwllELyRHgJ62dhGa4KDCpjh4KZ8DlVMMKAvp2nUl5YJTk3Sw4VLrwFaK3ogR2oQ3Lu8gL8DIYlAzngsi7VFhh1OEad+5X6MLmRIFp2eNkjIpK1v2KJYWzOeUGTePPjoWEUyYr1AtpEAHVCAqepztOysnmyJWyPAAyDGXA2Cy756Nb70rxkTHNizUMTyTuPj6y43kFICdJ4oUBjuv4wJuHXLKGSZkT/d41LJoU32j46yRFkJfjibyK8d3zN4DaFeAzrF10LJY7p30LF5MZxT9j5VYMCSExgpRTBaeAyn950FqRTF7P4Xav6+JGXhRAN192VgqpFDc8kwQPdbekafWWxkLerW6c4Q28EBYPtKWvfahngABWANy6E1rLPTW7lP25TZpHrJn0bXva8dbQIFlmMLWax2RbHb7cYcCxETzOeg6smGuS8rwANQgKlJIsFOdtYbrQbBxTw9azh483fQd9drxLUo6XWstk5XPTu5Y6XpcY1nKKQ0kkMDNMpwRo+dzcwR8ODMU9syIgAMykQSrP79HPY6MS2ZMMF+FROcnqllwgEgn0ROIHBr5i/icyEPN4qCuwoIPjX1LA64XdjoPRcA4O4iWbkYO1j19xmphJCYa0x+qpXXakGO06MvYwYqCohG5LXqz8knqceImp3VY4uBxmMPvc9Ry6H1vk8TvoJCFtl8EYOhQficPuzOz1Yfly+q/xyTSzSPuFGJsu41U9ZisJvYYr0xa3nrDLepHJr7KjdXM0iSvMrrgYGjIPiVaUtOo8CAy6B5kyVu/ScayBkrm9r2iYRpNrY34lWY4G4KePiDRi2tBSoPCd2gOY2kbI0Jnk9LKLQrNUVcGpwYp5uQbyBleY++Ly5J8hsAe4Dk0AAwIUcVHwRIk3N78eNoGL78Kmzu3YyO1adCFBgyB6vZnKzCBMsufyULWM+0wLQsX1dYN7PmWI3KhHjmjoMb3tCJA9NgNzGdukzwIppwARUmWN08ips3YgpyGgpkw/1wpibQGfQQCM6mMSWUMJVawI6JJPlisv7s2UYCdIASL1o5dBW4j9JPg7XY0MNBD5i6g5XPKMuW9M5jAw897iutxwQr68blpRpT3Ww9sc4ludJURs84CJ4vs7McmNKa3JMNIpkv4tBChpJ2ur5or5JdgXL3ej3rUOTQMxwE82Mr9xNQEmjeCAFiPcma4mu+6La0V+3NKGwOZ/iU5mJb/A5k5RiuXncVpj3L4V6oVUCwRpsRuYPE5qjrj1NTlQQJoAQzrBK0qq0RsOiNUI8HLTDlzdv4ewCD4LIBX54wSeGrjksB9xxs6sk5y74aTDT5OxCS6XNGF7JYK/ow63RgwSEgLZUghYfofUaJyEZ8adlZnlQog2CFndUDpvlGgWkbBf/8+ayumwXoXEaHKs8ctS2GCWYlTUfvuUrAXP4+xvv9WMYJpyhghUkSLeJzYaoMTGMqX/PVgNsTpv1ebzaxlEZC9tS9n8M+F6byLgBCbU2wIFZAAFc96SXgpRSyCgjWm33Mjdc755zBKl+3TD2BSKmE9W0XAAAEJfFVUkvqQQn4EHKNsW/absNaEGwkYwZU8WIjwFTli1+7KmBaz9ciWWdAnwnW2xMX4UsEQzGXgiiIWN22GrsKcWSdYVz9gyeQkYr2gnug+prxe5ofWxkoG/izelx6cUV2gZ7/Ll/199GNPY4ywUftb2VDp9HPkSfpZ+xQRcYI0IadnqnNkCo3TUbwY3Qha5qN7QkpILjvePosnt3ljBg3E2DKpCTisse0Rheo1CDPdyr1zAcfVXyNV/syBR4pSFySZPLg87pI6v2yrAQiBx8DAPx84hHEHA70sqvpMwaPBQCIsepAheTQ2caCojIwVQJ0dTdvwLzj32JqggEVE8yBqSpJEu6rMGZqa1R67QlRVpozwQkDEJxP1LJUjTIeALE1MzswEPFgaiGOdSl6ODi8E5hM5CrrQy9b34gcGqB7SA2C42Oa41J8aeWBQGN1OYCittAAUzXI0ZMtlX01eFyBbgpceYOoMuBWfV9v2PAek120NswSTd1hCmBnWLTiAyAm2OHGvhQB123jCZMkCa0PVmfddwRo7xgvKt+fn0e+JnnwCtB9aBDEAsB8wWUJBB9KCcRYcnCfXYBQkrAlEkPY1YFzBs9B0dcJX7E2SHEUGgQegkBJqxomWG99aM4jZyGs+hIdSj2rGgTPVsAbUD8oaqQ+3d9Re1wBFcOtx4qUfTW47v3t8BVjAIDRhQzWlii0YV66hnGXcj7V9/xiffnaNJJyZc2Va2eHCGDZIVH2tVFDIR5s8/OpBqZGEtTFMMFArUS5CpgagRzylZTdCHqdcBqMEQIIBE/kvbW+MnOQvW349n27kZVKxuu+KAElCfGSx7Q0CqCa4HhO+SyNL/jaKolur8lazKeQhg8uh2DYJwGgeueI34WMWAHBk+lJ/CV9EFcm0wjwpLJyjzHNHlzuR9JIglXLBJdH+0RV7zG5ZoJITZ8s+dJ8ThlwW/QFNBZ7qJMxskznVO3LrSOZBhYHuFV/t7ZtLXazHGaLPjx9cB4HZtN0novZ6lpeoPHj8uoA3OxCtQLCLDnYSHmUXlyRmad1X05EmqjQ8slXfVMs4CgIfmVaz7FUAzzyJNU3ZGarmWBftDZjC6iysXRZzZjgnrAHs6k8ikvPphf2P0w/tcC0fENq6pIARQ7tg9+CxBAApkph6gg6/FfFlxHgjun4SiIr+uAUBXic5su2P+rF9mwb1Qnu+jPmsnP4RXovzkozLA3TLExngIIIWScbGxQalCTxgJWDxPgo1Zjxh57LR8em13wgnyLGxGo9WrCHHly8iVJ8lAJ2vzooihqDN6CxgK9jRaVjt7qDctmXATvbKMMNAKtfA8RGsNk/gWJsHGvyJLMVveOYTuSMEzJFiaTvjRxX2zJq4JFLEJhITlSDYCPAzUc9NOJLC4J1mT40/9ADiGljcmWtJSeqfXF/BmyO7KyvtugKcmCqfG9+bMkpyIFupCVKiGwfTyi+jOXyjjrHFvYRszSVc1TPSOfqBDUIrlN/PCO568onu0IeJHMlMH+nSno9iZ1uF6YDMVw08Ca4RBeYJ4wAq17zjDGIxQaDIkABiwqokuVaObQRWFxMokkPcAd0mGDt+mi0xr/sSyMbVh+XWQDWSN09APja4cjF4HM5cGg+izUS7R0uLyVL5ksK6DIC3A1dL6UmmCehtXJoh4vOo7aWF6DjcrhpGoIVK49kUj5LPUaIm17HWe4LaIwJBirPjlKR9r8aEJyoTcArazFRqt+sKuJzYSyvPO80EuUFhPGdB/bg4d3TxoyYxGv83XUT8GGfE4lcsXZv0AP3er5KBaCURwrmo9y4RX0upOEv+7p1962QwXBpQkbYrxyzwT2WyBWpH0kj674eEwyYy4bdIetlADUgOKZ8h6jxe9S++Hex5CusNJAqVv6eyTo1wUmdtdgoO0vfqZila7ambQ0SAsN+gfaMuZRkvD4W6auanZ3XXC/uS+9Z1gAwdYdACgjN+lDHikbHxV87Koc+an8TcziBJZuBQ0+q5K4qJrj8YIxV/52ykIfTtFmvM+jQCBCbIzNgzruUAskDD1fN7S3JysZiKlFOIVNnxAlQYYKnE3lg6ZkE7kvFWsDt8hMgNPCVE3zwux0Q6mza/REfxmM5YO2lwMgT+OFz34HEZFwwHy1LOeEJoQSxBtxnpBKCQg5CIzd/x2rKzO+6i/4dH1W6DKse0GbAtJF6NIcLWHUR8OItBP4SCoOp/nsjMNBoZ1IAOOGd1Il89Fm6Xq5A9YPIaH0sBnCvfS0giDin+DgciUPolGU4iz54/ZOkWqjrq4HjWvdaAs477yRQykrWEjINNt0AQHLTQrryoElNVdQDAK0Td8iECW4QBAMVpYB6bi83E7BYVOYRmzEsbqeINr8LBwrKPjSlyPxTkyj4KiBn23jcpFFKEnnBC5/XHAwIgoCOoJvGiax/PbDnPnqoJybovHhVQVUdwD1f8JiCe6CyV+Xa1lAncsaA5AR+EQ5DkJ24cuVV9EZvBCFkkJMqzIBUkuGVeVO9xljMMpDKxWhdVoFFG+8xLTurBaZGgJsz3I2CRW1jLLUvHqQZMsGN+RKy81jS5sXoQgaRTAzRItDWRv7n8iIlJpuVeQMKO1uonP/0DEkM1Qk/Q2DaKOscpZ/8WV+uZbXAzi6mO7TaVy4GgNUCbrDaBmPKuUjIbsM+JNwiPhcmcm6VD8Uy80g7aP3tm0nXBR4Lpfpy6JDXhUS2AKbd8zLz1Wy60bpXfCfk+uCeH1sSASCXQDwfx807bsaZLAxfIVCekcyPS9Ac11wqDz+aZIINgakB09eQL80602WdDQB3IzOJ1e/jSjkj6bVcpDr5Kl+LYJ0BpJPkY207jVjbpqCj2VTeZH00mOzXS+wYrcUa5Y9M+7DV4xJF/fWhTZAAJuvjKBN81P5WtuQ06gjKazvVTLCRVFPVBRWojBfRs15F0jiZyAPLzwUOPFKpn/V049jP3YNHds+Ysm9CSUKKmY8sAio1hDOpPLDsLHqIjW0hFkJ9XLy7oEGAnqkzToVbf9SH8VgWWHMZ9joE/GbvH3BVtgAp142esKfsKy0E4dBk2zJSCWExB6GRm9/pBo69igBVLkGJC3V9KaA/fkI5roY3mlM+SLV82//YoK8Ga4AA4Pi30QPp6R9W5hFrATdgEqA3CBaHzsCxiUfQUSRQEMYA3P5JauJWXvc2gIHBzTTeaeuttV3KAQu+GjguPi/3oKKASE5V6sjL/oyC5gZrgrn0nqstUpO1TLChrxQKDgUE172nvdifCwJLzwJeuFkBi1PIeKjerTPoITm0CeucFXyWAsuOAPUUwDFXUvf43fdUj0cqH5cx4AaAFLyWmGAAmO6/gEpEZndjan4P/hz0wxU7FkNROj6HPwqHwBCLVZJoWamkaqrXwD3dtZb2+oKqo7AVxrTR+mOgGpiWlMaBVUxwnWCvUcDNpcJyifyq5dCiSN/dlprgdqCYw4qoiNGFLIrJGfTm3XAoTHAsW6xlzbg12k+AB6ycdeOS8qp90WjdLwJwq33pMsFmIFiwLnfVxhVlX3rMkf5ajJXqJ5oiPhdKcFAphAaYJgQOglOqAF27B5OvDKt/P4e9LhRlBtkTrY6XrDJiEpd51+9EDVCH6JhMTPCN225EqpDC+3JexBBEmHemd3pQEFxwFCq+CiUZiVwRPpZtbO/wRmuZPnXNJz82O0BOM0zwIoFp+bO4L630Wv0ebo0mxZV1lksugDGG1RHqXbMLxEKbM8G8nM1qozuDjs1VSj4j5c8iYg9t6ZOWdXYHQYlII6XAUSb4qP2tbOg0Ypy2/YH+rZVDAzpMMN00cdlbt36lRwHBU4kcsOI8euDtuQ8AMFqMIlso4cGd03VBThreunU5nYp8ciapMMEA8PKtAFg1+wYom7o+I2ZlHBNAcuhkvoh4x3H4Rlc3/BDwsZkpjLHOsjQbALKOEFxS9UaTVZjghm/+495KcsEdt1e6eWuPS1ce12AABgArL6Bulk/9UGGCdXzpss5pYtodFqV4AG2iJ/wdsPX31Nir5noZrY8Ga9+4bXg92tP7cJaD2MVVHRtRcExiMpE0ZmcXIwsVBEpc7HsImHyJXlMnEzxhAIKh2qKh41p+DjVg2XE7fVcpWc0EA/rJH8YaZ446VwO9xwEv/Yb+bcgE6wfoBS6HdtUBwWEPppN54MR3kjR/5AkgNYmkk4Lzc9Z0YjqZR1rw0/HyGmVuypxPK0mtjqAbsykJGDyFml9t+wMxwVYZbikFJojIwUJjLGWv2t+mlInsugs3jz8MGUB64XxE/XTvuAIUSCRilRrkqvFqjSSaVl9C0r+Dj9V2DgdUHTyNgqJFMsHahk6AMQuxmPtZ7SszR88zNbjn/uyohVdA4eqQRJ3k0zOI5v1IyeMAipREMZSFNl5/DKAi9U7PVEZCcTP01Sjg1oLg+erXAXPg4Q5Yb/CojSu0Y4S4L8BYolxw1wXBUT8xoiW3qk63kAMKacRAn7/fjAnOV2KP+o2x6PcFl0Zpox79BBive8VX3EITLgCI+NyYl32YleK4acdNuHT5pVidTWGBBRHmTDAAyRGAi5dOADTGC4BHzjS2d2hBTi5G11GdkDGTKDdyP2vrYs3qj7U9QvJJUELG4trXXnt+jFo5NGDI3jcKuJ3FNBLZIoIABgpFDDuIYZ5N5+uuRXvl0EZ78CJKzLRJ6OxCtS+zRORRJvio/U1t8GSq/dz1ZwBCZRQIUMm8aUGVcoPGLDSM4IzoVDIPrKDW/XjxZgDAOKMH+pbheWOJsnJDpiyws1w+OZ3MUfDfuQbY9nv6pR6o0m18lEIK3rr1x0ClQ/Qd+x7G4x4HPjw/jzZZxijrqsihAUiuMDzF6ps/UyghiFzjtRCDm6kr6Iv/q3Qa1gBT3uVTa43MmOMmisApHyA2PaHDBHujSot9zYzbRqXX3E75QGWeZw3gNgDBi2GdAWDd6wAArxOfxAyL4MJVJ4OhhKnssP2Ae+ObSQb95A/o32omWBSVACOm76uR43K6SZq/685KeYNuna5WbZEnuVej5/C4q0nCPv4Cyae0YNEIeOSTyCtdUK2UOMwkcsCG11PG/ZmfANkFzIv0gD1vLYGdyby7/NlVJqWRtlhn1xFwYy6dp2uy4Q3A3vsJeOsl0PTWfZ43/BLq+utW9sVRuQ3oOwGxXXfit4mdOC9bgN+1BA6lk7U7SMeZjldqXjNVTHAD12zZWbTP7r67Ul9d1RjL6B5bBAhuX0FAOzZSW8sKEIMkOOxhIQKd9IySS/oMN6CvSlAaHzVaEwwAy/w5JHMSnPkY/PkoSqwI0TODWIaDYDskylpgqmkuBii+bChv0D7rM3P02eqaYk+YErC6+30Dx2XIBGvl0NC9nwFgoeSqG3twWXDBHan4UmTec4zOzf6ZFBjf9wzAQIp56wLusNLlPu9UgWDGdCSodaTXxfr9BPixzRc9+LFHhlSS8NETPgpXPoYYQuXvAgCSMwRPKV0uO5tPSwAYXMVM48BUnWTUghx+bHbUfOqxs4Kj+vt6QgBYpXyCG489rCZkyr6UfUdPDl2WTOv3xmm0MVZIyGI8ngWyC1gjSZhy0jHMJiUTNU6DvvRGVmUXNI3uDO6xxfRZ0aqjrK4P1bjVV7sdBcGvVPOEaLROMUtBrPqhV+6iHKv+G177Vqw/P68j6IFDFDAVz1Ew2bG6PHbpoERB1/bxBFJSSZ9hUW7IjEV2tivkISYYIDaYP2DDWgBnxIilkJDrS68BoC/iA1DET3b8F5Z5O/G2OG0Co6yz3NkWoIewv5QEUzVWyEpFqstpFFAJArHBBx8lwFgDgqOG4H5RzQeOf3tF7qM9h0Zdthc7/LxzNbHPgA7wMOhsvBh2FgAiAyj0nQSXUMKCsxtnLDkOAJDCIeSdPCgykCg3eh57jgU61wKzu6i5mPbhoKdKWAwYAKieNbsAbP0d/btGoqwj5V0suD/2TQAE4PHvKr50GFMDOXTewhgygOTQM6k8mMtPjLqS1JpmbRAF4OxVJBseziiBnw6oSskeBL0WQHDQQ5I0oCKJzszqyKGNZWQlF58xbn5cHQEPRAGYSeQgr7kU/yodRE4u4s1JT1V5iT9MwCCbrNS8ZqUS/FD2uEaumctLapzd91RquXXl0DbcY8dcST9fvrUybkrti8+iNwr2GmZnGQFuDu4DFpjgxdzPHSsBABtyLyCKFETICMh0j/kCU5hPF2yUKHM5NGeCdUCwqa9FAO4yMJ2vZjC5L0AfmDbiyxMiUFNmgg2k14BhkmS+YK0mGNAAU8XXTJH2n0SuiLmiIuk1AKYZC0oSzr7mHEE6d7KsNFzKV59Hp5ueAdrEhXKc80W3pdKNqN+FYYj4TdCHK1dcgaXhpXBLMSywIEKqva7kCiKILJI5YlXnUxI8KEBkDSY9tddeW/MJmCsFGh3HBFSuvRHrrP4+ZV+NSq81x2XKBOv4AhpmnYPIUhldNoa1UgEpVxoQCpSANUr+NKoM0+6vpaLS9dpCne5iVGjqRH4hS8BWd30YselHQfBR+1vaEmVUkropFlC3MdZCsb4kySEK6Ap6SA4NVNhgbwSH0rQsZAa8MBLTB6ZKAJaGF4E6vgACwdMcBC87q/ILLajyRWt9FTIAk5EoWXsQDUR98HTfi5ncGD51yr/Cpch/x1hnmekBANkTQQhpJPPF8muzKQn+Rmf1cTvu6sr/a68ZlyjXjLVaZN0FlykD+tJrQD9J0igo5XbKB+lnVOe4AONA1uqDSGWODa8HAHg6l2JJaAlcggcO7wSmU0V6QNSs+0UE6IAiiX4T/b+2uRign7hoVP7EbeUFxPY9eyP9u0bKqwcGFvHQA+ieWn52pZRCT3pdyOiOe8hCmYdZ5z7rDnlQKDEsZArAideQ1BXAeCmC9oAHQa+A/o4sHkvO4lmPB89PPIOts1sxn5unpFM+iYSFmj6A5NAZqURjU7gkmh+n9rgAXVVCUal1rrd/OEQB7QEPZlJ5/MRdwKN+H66dm0ek2F4FggORduWjK2qcjFSk8WpA4wmZNZcA8RFqUOj0VgIhgNgDvdnOi2kI17YMWHIq8PJv9eXQgD5juhjAveYSwOkD7vk3FcNtgQlejK/u9cCys7Fy3y/RJxA47fAug1t0wxuYMmaCy93eG7he4X66RnsfpL9PzxDrrTazOt2GEiQ+2kP5zOHMXDUo5b4A/fPYaImIV8XO6o1jMpOFCiIW8o668QCXQ2cc4UrSR/E1WQyWt+F9/DY2YJ2tdGzmdbhzwbVEKExvU0nKNckEPQl7XtVUz2JN8DMdExAY8KHVbwEKObjkHJJCCF5ViYnsDiEkZBDL0B48l5YqpRSN3M9awJSNVbOl/D2GSoEGa4KBasBd48sMBDfCOivvVR8XYK0mmMdUDbLOQWQxHs8BuRh1lxcAp3daaYxlnvxpvMEYTyQoi1ydkBEVdr0mEbkIdZ1aDq1XSsHfY4fy5wi1oyD4lWx8XrAW5LiDlLGtaYyVBFx+JCVmiZ3tCXtIDg1QcywACA9gMp5Db9gLQVAk0bqMmNJsxiIT3B3yVjPB/Dg8YeQKJcjqbtRGDb8sdIMEgG2xx+HueARrfBfj7OWvAZadjZLgRNLVgZDq7wVfFBEhjYV05eEwHc/AyxZREwwQGzG4mf5fjwkuSZSNU1szA8nP/EfgmDdWfHLjYEAL4JppdLDmEuDNPwWOuar69XL9ik6SxNVAPZrKxGMIBA8tXwOH6MBAYAVEzzjJ6U0SMos6to1vpp9aQAXor8XFss5uP42ASnGmT0+ibAMY4LbxapJ6G/kCqv0po0Ayihy6bmMsJZk0ncxR6UYnddTcUoiB9f0PNv1qE5Ldn8dvPXfgPf09eNfT/4G33/l2nPvrc3HmLWfivc4F3B0qgImxuofSqcwKrpJEA/qNsQDdhIzkVECwRdXK3uQL+L/7fofL8jKuTqYwyaLoUIHgYIRATyFdAcELmQKCQg6y6LI+8ozb6ovp594HCChqEzKm677B9bHxLdRwcf9f6N96LKYB8Ghor2pbBpz/GSoD4Mkf3Zpgm9b9mf8Ed2YS73HcAwAItfVhZXQlRO8E5jOSPuNRyAJgDcqGw8BJ76XSl8mXCGAYJRJqkp4N1gQLAnWy3/ZHQMrUAcE6jGmjcz590UqwnJ2nJIZb1VjLrEmbO4hMoVR/dq/Czo6HjwPm95FSQPE5nvdibQ99531zeXqGGLBUlhpjKb4ORU+hF/Y9pM9wA/qJC2W/ny24LCXsMhjBofAk3pFIond6d1ktkHdFq9/oDSOELOJZhQlOS5VSisUwwfx6GMldVcdStnyiOTl0LqYPqNTv4dZw/bGOL0GsXs9ayXTZV4PNJB0uMKcPYTGLiRiXQ9N16euaVxpjmTQMbGTWMlCdbMkaAdOQjiqhSTk0L6nQKkn01n2jjcyOYDsKgl/JZgSCBcGApSLJSUYqWepk2B32khwaUNhZAQj3YzKRw6qeAFYMzOMPh/4bV3jiuLq4H++9+7349KOfxo1bb8Tj0y/gca8XM+FDeGjsDsT06l1VxuXQjDEg3Ae0rwTC/Sgx4OzrH8LPnzhIb+TBnjp4KM8F9NQ9rtHkKD77+HVwFJZgUH4bvXjBdfhN98fRFfZVjVdyBNoRQZrGrwAoyQzplLLxLPbm3/x+ShpEl1a/blbHvVhgGhkE3nJjdXYUMJZDN8oMqI2zptrz4nAqWUudmuDFnsP2FcAV34Gw+f0AgNXRtXB4JzARMwLBi2SCAUpcrHtdRQmhNm9UP5EALO6arSdwD9GpI73WWffNPIg2vJ7YQ0CfCQaqH7IqiSFgoTGW0mBuOpFHicl4Yv1F+EhvNx52/wrMMYsPHPcBnN32YfSOXoIfTUzhh+vej++c/x18avOncPnyyxFHCXd2JXDL1AfwsQc/honUhKEvzsCWJdEnvoPk5L0b9Y9LpwwgL1KQYiWQbQtlsUf+IYZCQ/hc30UQQM0C1UywOxAFAJRU62MmmSMmeDHrMNwP9B0PgNVK5QH7JMoAJbJEJ0mind7aoEoPmJaleA36Ou2j1Kjt0JMKoNKsZVMmuMF1v+pCsO4NeJPjEQBAtKsfa9vXougYI8WC7jlcJOA+6xPUYPDPn6Z/+zVMsDdM9fw1Sc9F7MEnvZvu1e1/rK1lBeqA4AZ99RxLaoRiXpFeNwK4A8gWSpbl0DtDSjJ89z1lYDqS82FDXxhel4j9Myn9xEWZCbZeEzyNNqBrPbDvwTLwkDxRvPdnT2PrGJfa6q17BQRLLksJtAemfgpW8uM9eVfleim+1CZ6w8QE64HghuSuPOGtxBVcoqw2PRaTscbl0DVM8II1X/xvmvGVi9O+pE6qG/pqvMRM8ITQ7ZbKcuglxSIguxCOzGIuJYE5vfoj1riyo5E+K+rGlOW5zjqqBMP9vsHmhLk4/ac3QxowWPdH5dBH7ZVg4X7giu8AJ7+39nd63YaVjSadL1qSDfeGvZhKKiDY3479J7wFt3QPYlj4Ofa5Po/p0PWYwxNYJvrRXZLBwPDs1LP41rPfwgd3/wwf7OvGfP8D+NqWL+Di312Mb235FsZT41U1tty6Qx7kizQGAABwwXXAmf+E6WQOM8k8/rJLadLijRBjWsxV/li5+efq1OXE83H881/+GWDAstKHMRFXfA1swh/F11Q1xQIAV7ANTkFGIk7ncS6dh1dexINIbce/DfjU/tpNWFvbBVSkeHZn28xGaLViUzNiqRYLuAEK/JQ6v+O6N0Bw5LBnfsR+JhgA3nYTcM6/1L6uJ81vhp1dcwkB02BPLUPuDRNzW8iofDUBuL0R8ucK1ErW9GpMlWAvybxwO0U4HeaPhu6QB4IjhZv3/AAX33oxPjB6O14Md8KduAJn+76Jj534MVy16k0optbhtFweZ3h7cf7Q+bhmwzW47rTrcOvkAt51cBXO6nw7npp4Cm/40xvwq+2/QknbRRokhwYUJhgg8PvJ3UD7ctzx0jg+etNz9LqhKiGFvGit4VdRLmLU9SOUkMW3z/s2AuuvAAAcKoSqmOCyr2zF11Qij4CQb2zGuNrWXEo/9UCwqUS5QX+BDmDlhdS7QDvap+zLpnXvcAKv/y4FkHoMNw/2dJKei+nLIJz5T3AI9FldvQNY27YWRSGJuexshfGo8rXIkoNQD7D574GRx+nfNUywEVhsYM4nt6Vn0jSAZ39uwATbVBMM0L6bmaNO9toOykCFidPxxdxBFEqsrhza43TA53LgIPopGb777nIsM5z1oj3gxvLOIPbPpg3ZWRnU7b1eUovX4SZyRWDl+dTFPkEJt8mCHw/tmsF925Wmbbq+eLPR+qzzX8f+ip3xZ5GfvQCZgYtp2kZ8FABQ9FQDGxysOAAAtX9JREFUD6c/gqCGCe7xKPFKI+ujewMxkQceIbmzlDJmgtXHVsjS86bRJlzqz2lIDt1g7MG/V1Wts0Vfi1G8eULocuVJDp1dIGCU70HJOQapJCORLxmvj0X4qtTC8w7sOsDUjjrdVRdRqdKOO4xBsMm6b1hJcgTaURD8SreT3k3MmNZ8UYOazyDSUtGyHDqWKSCey+C/nv0vXJV4Bl+eeBAF74sIuaK4YuD/ILXn3/B517H4vwtZ3Hjpjbjvzffhkbc+gp8OXYWfj0/Bf/BDuOV1t+C8JefhF9t/gUt+dwnOuuUsXHPXNfjxyz9GRgnq+fzNsiT62KuAE9+BCYWJfn5kgSTRejWmFuTQo8lRvPOud2JvbC++ds7XsCwyiIl4JQs/ncxXNcUCAF+Igom0MuZkKp5XSZKauPlFnSBAb6wV7/5rd91F2ZcmSbKYDduKGcmGbfJ1Yg/Nvt0T36U//okH6I1IkqyYnq/FSJK4eUIk5eWzfKt8cRZT9eBrti7nsuuBd/xGX1pb40thVyx0XE0X0rht+EYEVl6Px2dvxYaODfjmud/EA1c/hMTkWegNU7B0zEAYSaZcE/UDXZYhFDJwF6K4fPA9+MMb/oBNPZvw9We+jnfe9U7snN9Z5Y+PWJtNaWraADy4cxp3vjxBwWSZ4a5lBrKCNSb4f174HyzIOyFNvRErI6uA5ecic+o/4c/FzdVz1x1OZAQfBJWv6WQO7c48hMUGDmsuoZ9ayTBgrIBwegloNmq8f4EWvAF1WOdFrMX+E4BLvwpsukbfl1zQTXouKtF07FWYc9D5WzIwiDVtawAA8dIwBfE1vppIap358cqeU1MTrLMW5RLVpS6m6eKmdxGbXkjryBmNGsI1WH8MACsuAKJDJF/XA9wOJx2zXvM5Zbyaz0ICPuJz0T279jICcLERME8IyYKAtoAbK7oCNCvYgL0vOPyw0u3d63LA7RSRyBaoL0MxB+y6CwCwwOiaH5jlUn894JECc7ghwWW6LxblIr797LfR6x9AYeE07O96Dfl66RYAANMwfS4OgpXE3nxaQq+3UPkeVi3YTSq+bb/X76AM6IPFxYzb4eApNkI/TVlnHVDViC/RQXteQpmmkItXN8UCaB0Koo7MexHJ/mA3lmCSmOBcDEU44ZaXYL4wDIApdcEGNeONJrU6V1MzzmzMRA5tpsZpwN/gyVSW8vJvVb70auGPMsFH7UgzX5uhHDqdty6HFr2H8LY7rsZPtv4EV6y8Ar98zZ+Q2v1ZvGv51/DRk98FyF6MZd1VAVibtw2bnRFsyufhEJbimI5jcP051+P2K2/Hp0/5NC5ddilkyPjv5/4bl/3+Mty04yZE/RSITydzVd9hIkb/TuSK2D+b0q9n5TOJDeqPt81uwzvveifmc/P40cU/wjmD56A/6sNkPFceQTCdyNUwwb6I0uE1oTTlSORUzSkOAzu7mAeRJV8mo4SaYWfN/OlKkuw5rjXtawAmYDS1zxgMLLL+2NS8EQpkCuqgOUlsrsNl/HdmduX3gb/7de3reixmMwE6QGUH6iZ0pr5oLSZKXlO1xUhiBG+67U340dYfANm1eE34m/juhd/FJcsuQU4SUSix8qzd3rAXEm+MpvZVyEAAQ5pRF/uB4AC+f+H3cf0512M8PY633fE2fPvZbyNbpIQUZ4Ln07UgmO8f+2dSJus+iQx8EAXA6zJeI3859Bf8+OUf49jQxcjHNlGQ7nBhdNMnMYkOdASr94+sGIRTUoPgPNqc0uKVHX0nUqC+/Jza3xlJeRe7NtZeRveMHuDWC/akFMmZ9RJ8VuzUD+qrLfTq05tRdjhceGDoH/Gn0pkY6opibTvVqueFUZR4ckLX1yLOY7AbOOUf6P+NOpXrJrUW4ev4v6PRKkADjbEWEaCLIrDp3TTlYHpnLeDm/nSY4JLLWmd5QAWC11yCOVbEd0bvxYc62xBY+Q385NDbsR1fxJTzFvzWLeOP0hRu23cb9i7sVY4ziYLDR1Vhdco2AJJEJ3IFYOkZJGHfcy8AYKZI1+HgnBoE67DOrvr9BH7y8k+we2E3Pnr8xwE4sc+3kTqh77id3qA5j55gFE5BRiZN12wunUe3WwHBja77Y94IzO2lawZYq9NdDMgJdFL/kRdvoS7buXhjjbEaTsicTyoBuURxk9aXIBBT2WwnagBY/RoM5XZBSIyBZRaQEkOIupYiW0pCcMapFMcoObiYSRFykcoAjOTQun0ZUqSocfms+xIE6gFx4GFgZpfiS2d9FDLUqZrb0Zrgo/aKN12WqjE59P7cQ/Av/QGyxRx+eNEP8cUzvwhWbAMgoC/ixUDUh76IFwdSTh0wQJIkp6fCvg2Fh/CO9e/AZ0//LG66/Cb88rJfYmV0Jb729Nfw+effBVfkGUwmMlXfQc3WPjcSM2CCaTPQdqKWmYxfbPsFrvnzNfA4PPjlZb/EST0nAQD6oj4USpTBS+WLSEsl9GiYYG9Q6fCaogzZZCKHgKAco903vx4726oOfE4PBay6cuhWMcE6wNQmwO1z+uBmPZiVDrTcV7XjKP3UAtNmfDmc+kCCr3t1INsM62xmeqOElHssIRt3lt8xtwPX/PkaZAoZ3HjpjejOfgC5TCUgn1Vq67nqQxAEeLwBFAR3tS+e1FJ1dxUEAZctvwy3XXkb3rDqDfjZ1p/hjX96Ix4fexx+txM+l6Ncu682vn/sn+G1WWL19VI6UadACTTBoHbrpZmX8KlHPoX17etx9Yr/AwDlbva8FrlKDg0g7wzBpZozPpXIIyzmFr8+RBG45g8U1GrNgKVatC93AHjTj4GzP6njK1Tb1GkxMl4rpsfeNwMWAZz1hvcj/M4b4XaKiHgiCDk7IXonkBa4KkGHEVvsHnz+dcD77qWEk9rKYMCmpFawC1h3Of2/XmMboPq4GFv8XnXiO6lmXErWAm7AsJts0eJ4NQCI+F2Yy8bwX3NbcNmSAfwk4Ma8w4FSbgCndF6CoNsHZ/QZfAFz+KwzgX977N/wxtveiH988B+xLTuNnOiD3+WAKNavxQz7nCSHdgeoM3pJAjwRzOdofR+YSVMJl+6omBRKLlobRiqSl2dexvdf/D4uX345rlhFJQ2xnEx9GWQCFo5A9TVz+mjd51IxAMBCuoAOt5Lka/Q+W/96Akdbfkb/tiKHXgyrCAAnvYdYzL33kczWkAlWsbOLqT8GaJxbegYYflyfCeb+mm2MBQDrqdnihXga+dQ84iyAft9qAIDDO0bPHoP10fD16t9EEw523EZyaEGsZf+N9ntPg/XHAIFgJgMv3EwJfC2I5vGA1GSS5Ai1oyD4SDWDxliyO4h8UTbNWhblIr7+9Ndx075voJRdhg+v+b84Y+AMACiPTOqNEGA8aWkbdsWUZZKvzqDnRB/8Jn5O6D4BP7n4J7jhNTeg098Fb//v8F87PoDHxx8vv2c8loPP5UDY68TzIwv6bE6ZCa4EzdOZaXzkgY/gG1u+gTMHzsQtr7sFK6IV2fhQOz2Qn9g3h2nlmLRMsKA8LIppAsFT8RzCQouYYL2xVq3MtmnXh9L9t3VyaD1gap+vsGMIaYxUWGd17WjLAvQo/VQnE1qWSDBmZ20H+Cb3WKzk0Q1iX5h+Ae+7531wO9y48bIbcVLPScrYs0pijIPGLtV9FvI6kRUDuuUN1Fm+2lfEE8Hnz/g8fnrJT+ESXfjg/R/Epx/9NKKhfKUxlmKMsXI5xb6ZFIFIdb0VUC45SJl0kj0QP4CPPvBRdHg78L2Lvod+Rc7NSzc4A90erAbBBVcI3mIlAJtJ5hAQjqB7bN3lwJLNta/rNXVqBnCbmSkTvDh//VEfzl9bYbj7/SsgeiZU0nwdYLrYe9rpBoZOrX1dj30rH9ciA8tTPkABc/vK6tddvtqmPeVSm0Wcw1AvKQUAAxCszwQXlDFk9bpDM8YgeZ/CXvdn8dNtN+J8Vwf+NDqBG4pDyI39Hd699hP4ymnfR2rXf+DnbCPuXijh9itvx0eO/wi2TG3B2/I78NEOEZ6255Er5kx9AQoTrNTeYuX5ynG10dgsAMl8kUotOPumqU8vKjJvvZgqU8jgM499Bl3+Lvzbaf8Ghygg7HUSy73hSgBAmnkQ8Guug7I+pHQMAI1IancukgkOdJJ6pMwERzW+dJQCi1WhHfNG+u6P/Rf9W8vOOlyUgFf7KuapDKHRe2z1xfRZ2/+oXxMM0GfaAUw7VyEVXo1LHc+gkJzDvOzDquhqiBAhescqY5LsqD8WRWD962gSQGKMYkOtis0T0pdDL2bv6FpLzQlzMUqg1fRl0FPI8NjjKAg+aq9U40ywLFdeyydRcNINaZaN/c5z38GvdvwKb1n9dmRH3odUphK08qCyV2FNT1gSxaGsEvxpAtms4KtbYycIAk7vPx23vPYmFMbfjaIs44P3fRCfevhTOJQ8hPFYBn1RL04YasNzwzEV+xarfIhqJrHfLeDmHTfjDX98A7ZMbsF1p16H75z/HbR5q7OfZ67swMaBCL505w7snqIbmne0LZviiylgcTKRQ5+XN6ew+eZ3hxSWSn1cLWKCgdqg+XD6AmyXXvd6V0J2zCPhVrKYdrKzRlbu6B1T+Uq15sFgJFEWHFT32RJftcCDZoxX39MJKYFPPvxJtHnb8MvLfokVEUo2dYe9ldnfqIDG7ioQ7CIGrsoXV3YY7x+bezfj1tffig8d/yHcc/AeZLq/il2ZB6ua7s2nJeSLtP/tm1HWt7rzJlBe90mmD+5HEiP40H0fgiiI+OFrfohOX2elf0Eqp/ih42rXMMEldxgBlkahJKNYkjGXluBj2dY1n9POdl5MzacV06sxbZWvsirBxjIAjS0LrYLomcFsUVlrusDU7kSTzXJogEobrj0I9B5b/bog1Monm20WeNJ76KdVEJxPQRL5jHHj2GMyPYm/v/fvsQ8/AYpd+O0Vv8XXN34Ey4pFpB10ztoDbizvCgBwwFEIYyCbxLLIMnz4hA/j3jfdi0/KESyIQKH9Zpz3m/Pwkfs/gp9u/Sn2xfbp+gz7XJWGnCsUEOxrx3y6ci8d4E24mFw5dwCQT5TBvbbhF2MMX3nqKxhJjOArZ30FYTd9/6jfTQB76Rlg/i4sIFTuiF05h/TeYiYBWWZYyEiIOppIwB97VeX/LTHBi0zAuwPUT4A3hNMFppr1sVhA5Q7QWMHtt+nLofV8cX+LOIfZVa/FZmEnxIX9mJeDGIhEsCK6Ag7fGCVJjGpnFzUp4grqD7DzztrrBSilWFnNft/ExI2Nb6Gfer505fKJxfebOMLsKAg+Us0XVTbs6s1Gcpg3gLlv+D78bNvP8Na1b8VnT/8M3E5Xmf0FCAi6HWI54GsPuJGAkkGvAgNUZ2elARcAiKKIDmETNju/hI8c/xE8MPIALv/95Xiy+E/It/8E8eBPMeL+Lt7/9Jfx9fYobp96EtvntmM6M41CLoE9Lhfy7c/gW9s+gq8+/VVs7NyI37/+93jrurfqShydDhFfvWojFjISvnD7NgDUCKzKlE1VUIDpVCKHHp/ysLQ7KBJF2th0meBWBM3RWgYTaK0cWjvex8bjWhYiadLLBSVA0crlWxGg68qhW8SI6cpCFzF+wYqJDqWWqlYOTSC4Otj72lNfw2x2Fl8/++voDVRmDneHPJhO5MvAlIPgrmAFtIe9TqTgrz0uKOUNJvuHx+HBR0/4KG694lb40Y8R8Wd4/73vx3BiGEAlYed2iiSHBmoTMnnj7q73D9+Pt97xVqQKKXzvou9hKDxE318BwdMJRQ6tMMFt/moQzLwRhJHGQkbCbEoCY4BXzrSWMdUCnVauRS2AayXgzmnWosu/+Ppjja1tXwtBkLGD74dVvlqUHNRj3/JNgmBAXxLK/dkJuFdcQF29j32Tvi8dJjhfBwRPpafwvnveh+1z23Fy4AOQRj5ENdurXwMIIhIOCtDb/DSTtzfsxWTeTb6UZH/QHcS78wK+PtuDnvQn8Nrlr8VoahT/+ex/4so/XYmP3P8RPDP5TFWyLOx1IsmZ4L7jCQj4OxDLSOBq6oOzaf3kT74SU6n3KpnJ+PJTX8af9v0JHzz+g9jcW1FUlOudRQeSm/8P7iqdWp5XXDYlSVLKxZHIFVCSGcKOPDGfiwEe615HEnagFiy6AwAEAzn0Ip7RPEGi5wuoXR/NSGuPuRJIT1M5nt7adwerG2OVivTeRpqLKeY57ko4BIZAbgJxBNAX8WFDxwY4fWOYSeaMAfdiYqqhM6gOOJ+orQcGDPbFJmKqY98EQDAAwQZ71f8DUmjgKAg+ck0rry3mgZIEiUuSdILL/fH9uO6x63Bc53H41OZPQRAEGpOkBsHxHHoinjKwDHtdSDCd5jb5lNKoynqg0hXyYC7F8OETPow/XfknfPqUTwO5VSg5ppFiwxAcSUxkErg1FMS/jt+Ht97xVlz42wuxaeRmXDXYB3fP3QBkXH/O9fjha35YDlqN7NiBCN5/1nJqew8dJtgTQgkiRIWFmErk0M3rclrCekQ1TPAi63KsmFYO3SrGA6ANm8mVhxEf/WSjr/Ud1ODmRX5Mh5MJ/lvJoVvli/vTUQrMFTxVe8d9w/fh9v234x+O+wds7Kqey9sd8iBbKCGVp8TRTCoPt0NE2Ff5e9o/fLrAI8XqK0kAYGV0Jc70fxae2NXYMbcDV/3pKtzw0g04NE/3z+ZlbTg4l0axJCv3WO1xxVWd5QtyAd945hv4xF8+geWR5fjtFb/FMR3HlP8k6KEaZLUcOuJzwaUZGyV4owgLGcQyhfIe6iplWqe2AGqVJIcNcLcq+WPEOtvna2PXegDAzuy0jq8WlRyYyqFblEyw05coUkdq3cZYGl/Kfp8TOAiuvadns7N4/73vx3xuHje85gZsarsU2QKDVJTJx9/9Fk91U8fyqJJsWtEVwHjWBYBVAx0phTTzocOxHp89/bO47crb8OBbHsTHTvwYts1tw/vueR8+cN8HyskyYoIVECw6gDd8Dzjnk5hPS1jeGYDLIVTGMQE16z6nmTEuMxlfeOIL+PWuX+N9x74PHzn+I1XHGvW7yvN/J9b/Pb5SfEd5XnHlHHIJarKcZAsJucXv9/72CsutBYuCoLM+mgCmvRuBAeq9YokJLoPgRRzb6ksqSihLrPPifYWGjscIo/F0cRZAb8RLzwVHChOpKUMFxOIa+DmNa/wBA4VME4nIyAAx+EvPqP2d4X7/6m+KBRwFwUeuaQN0ZQFnlQdRUANOM4UMPvHQJ+B1evGt874Ft4MeND1hTxUInojn0BeuFM6Hfa4KE6yRKKeYeSdZrXWHPOXAcjA0iKvXvB3xkbfg6r7v4g9vuA3Z4Y/h4ujX8cTYHP7QeT7+87z/xHWnXoeP+JbjuoUcUns+g++ddzMuW36ZYYMbrX38otVY0u6Dx1kdnAMABAE5ZxjuAgVFk/EcOlwSAKF1jZbUjbEOBzvLrZU1Htoa00IGALN1E13V3g+5GMT2rDJPWiuXbyUjViOHbsH1cvkpk1/DvrXguABlBIMGcAsi5vMi/ErH1dnsLL7wxBewoWMDPnDcB2o+oltRVnBJ9Ewyj86gu+reDHmdiMlaJpjWYk7wwuO09gjqCHmRmD4Zf3zDH3H+0Pn47vPfxbe2fQyiewpnrepCocRwaCGrf1wghjvgcWIyPYn33f0+/GL7L/B36/4OP7/05+gP9lf5EgQB3WEPhuepid9cWqppigXQmJMQMphP5TCdzMOFIsTF1L5ZMSN5bUsAlUFTp8NZE2yjr2O6VoDJTuzP0XzYGrAoiPaXHIgOujZ2srNmpm3a09LyF40stJAFwMqxh5YJjufj+Id7/wFTmSl878Lv4biu4xDxEyjkc3Kx+iIcKnUg6HHCrewJK7oCGEnzfiTV1yyldJbn1uXvwgeO+wDuedM9uHbztdg6uxVX/ekqfO+F78HnLiCRLVbY4XWXA0OnIZYpoDPowVC7HwdmU4bsGx+vFvA4Ec/H8c9/+Wf8bs/v8A8b/wH/tOmfamKRiM+FeIaOi4PvmthD8SXkE1hQQHCALWJ8ltrO/1fgws/pM8l2AlMAOO0jxFqHB+r7amYKhidISgHAgHUO6x/XIs6jIIp43HMmACAOAsEbOmic4XhuD637Yo7mMQOVPiuLZUzXv55+WpYoNyGHBoCrbgAuuK72db1ny2I6bB+h9uoXfL9aTTt3VnkoZXWysYwx/Pvj/46DiYO44TU3VEsaw17sGFd3OM3h+MFo+d9hn1OfCZZSSBiMLDKyrpAHW4YrIHAqkQNjQF/Ei7DXhVVdQTx/aAFObwSrijJWLb2I3rjtPiTz+3BtMQJ/A8wzQOfhhmtOxu6ppC5wlpxh+PJJJHIFJHJFGnHSCgkqUDvWqqWBStSg/riV8sk4EBlsCevcE/FCzvVjb26y4oublG4NuDeqT2/F9eLZ+hrpdauYYG2ShM5hNieX77FvPPMNpAtpfOWsr8Alumo+gisrphN5rOwKYiaZr2qKBRAIXih5ax+wAJg7aDmZ1RnwQCrJ8Dra8M1zv4nLll2Gax/+LPzLv4tpMQWIA9g/k8Jy7bguKYUCgGHEkXf8BVfffhvypTy+cc43cOnySw39XbS+Bz/76wEcmE1jLpWvqQcGAFewDQ6BIZmIYVpyIwClkVQra8a1jOlhA9zp1gRFuk177L3HQl4PmNSL8fwovVADuFu033tC9jbhqucrNa3y1WrArTSQEoSyrwxoP1CD4IJcwCcf/iQOJg7iBxf9AJt6NgFAuUY2npXKe8ZCRkLUX9lnuoJe7Ja8gBvK+lAAVz6FOPPoxh5epxfv3PBOXLLsEnzjmW/g+y9+H27h5xA6NmF/7BisbKuoxxYyElZ2BRHyuqgmWFeVkCrHVHvjW3Hd45/GTGYG/3Lyv+CaDdfo7l9Rv6sM7nlDLiMm2FFIlZlgL8s0tzYGNtF/eqZNXORTAAQak7YY2/hmkmC7dJJHnnBlljDQnPQaoAZjO243UCUEq7tDN0ks7IyeC0z/HjEWQnfIg3a2FoCAheIBwLNK8ZEEnB1NAW4AwIrzAH8nEF1a+ztdYNqqfiT/b8uhj4LgI9XKTXsUUJkYpx8u6oqpZmh/uf2XuOfgPfjESZ/AqX3VnSyXtvtxz9ZJJHIFhDxOTMRzuOQYdU2fmgmuPNBZPol4KdqQHLo75MV8WoJUlOF2iphUZMp9SifqTUNtuHvbJFhHBIImQM/XqXU2s/V9Yazv068RKXnCiKTT2DlBG1pYzLdQghrVPBxaWBPsi9IGKsskbWs16wxU1kcL2uv3hL0o5fowUXgMEgB31fpItibYc7goSNDWmLZSotxCWWiNr9SUylcSzB1AOkHj1Z4YfwJ3HbgLHzr+Q1gZXan7EbwB1liMwN9MMo/BturxCyGvCzHZB5ZPoBwuLiL5w2cFz6UkhL0uXLj0QpzsdODp7A249cCPEFztwo92nA+HmENvMYVIagJPTjyJ+7b+Ek8tXQJJvBUoAqtDq/HNc79Zbu5lZB86dyVuemoY33lgD+bTEpZ11F4Hb4iCskxiHlNSG4LlzvItlA0fjjIA3drIFt1jvD69xQy3pzSI+eJWMFcAgpYxbVWiqUaC2kpgGgbmVI2hWlr+omog5anUZKbLILjyjL7+6evx5MST+OKZX6yKPSoguNL4ZyEjVdXdB71OpKDsJ/w8yjJQSCMu6INgbl3+Llx/7vW4ZsM1+OKjP8R2+VG88bbX4bS+03DV6qtw5sCZ5C/gRsjrxCN7ZiC7OkgayX0VckA+gXHBC1/vbfjA/U+hN9CLX1z2i5rSELVFfCSHZoyVj6+mJlh5NnrlVDkO8pQyrevGq8fOuoO1XYkbMT0AXPZVm/Rc9HOTj4xbpjM/XT3OTZWQWex5zHadiH8e/RBe9p8Gl0OECz6ExUEkhIOA50R6Uz4BBDpUDPdiO8t7gI8+pR8n6SY9W8TO6u73CSDcr//+V5kdlUMfqaZlqeYPAADm3LRwOTjdMrkF337227hw6EK895j31nzMheu7UZQZHto5jVimAKkolztDA7R55+BGSXDWBGBpg2yskQ110APtwCw9oHmtbn+UXt+0NIp4toC8M1gDPHKCD4IA+Fz2NEvhJnuiiAgp7JigDSAk5FoXFNXU6SZpbpujlmVr2rwRAKyysbW6OzRQuWYtCMCCHidcxSWQUcIet6viq5l5mFZM3cxMlg8DO3uYsrE6vpg7AJkBLlcJX37qyxgKDeH9G99v+BHLOwPoj3jxu2eJYZtN6TPBSeaHIKWoaYniCwDEBoKHjiB9Lu/UDADzCQ9W4WO45XW3wJE5ETuSD+Fj8S14S3cIF//uYvz74/+O/dlpXJ1MIjh+BV7f8V387orf1QXAAKlW3n36MvzxhTEMz2XK/tXmDxMIzibmMZPMYcDPO8u38h5TrhlvANPKjs3clyy3Vh5Xk/yxvwwgICxBASnM+LSy4RYnmvRGPy2WfTOzGjl0i1lnoAJueKM75qFG1S4KK2/ZeQtu2XUL3nvMe3HlqiurPkIfBBfQplJchDxOJBkHwcqxKY0R4yVPTbdmPdvYtRHvWPEZpPdei7eueh+GE8P4l0f+BWf87xnI9X8Gj2WvxV/TX4TYeyOu2/pzPO9xgynPlqmZbbghEsa/Ox+BM/oE3rT6TfjNFb8xBcAAEPW5UZIZUvlimQmu6Q4tOlBw+BFCthwPuUpNMsFmViOHThw+X83IoQFKlG18s7HMG6yy3psE3H1tPvxePge+aFf5tV7vKsjuUeRFzZxxO2r8A50EhrWmHVtUnrXcilIsnRFrR2uCj9or3rSNsRYOAoIDs45OAFS/ki6k8ZnHPoPB0CC+dOaXdKU7Jy5pQ1fIg3u2TVbGI0UqIDjgdkAUBOQdoRqpZspkxImecZn1C4eIvZ5QGCTOBA+1U3CQFUM1Ut6s4EfA7bQsn7Rqgj+KCNJlEOyXU5Ug0G7jEmVem5Sa0Zf42OULqKkZPzwguDWAu9NFjOQ2j7ey7kvS4udhWjFftHIOk+PkK6JTB2WHaeXQmVn9eqGW+JpDyRMFAGxL/QHDiWH822n/Bo9D5wGtmNMh4j1nLsMT++fw0mgM82kJXUEtCHYhyZUkPJDNJ5AVfPB7ayXGRsZrcmdVs4LH41n0K81L1jrej5XZb+CmJW/Et6dm8G+bPoFbXncL/jzwelw7H8NC/GT0+gYa2j8+cM4K+FwO5Iuybk2wO0DXRkrPYzqRx4BfGVd3OOTQrWQV+X3L94zUFMBKQKjPfl9A7VrM2R+gd7iXAQB2+QLVwDQzp99wxw6rYcQSlPR0Wl/3jflSBbGZefqpV0fZtC9NvaKS1ErKHvhdDgiCgJ3zO/H1Z76OcwbPwcc3fbzmI3jzq1hGBYLTEtpUcuiQ11nZO/g1K3d7d1tOwId9LrBiBJcOvht/ftOf8eOLf4yPHv8JFOInod3dD49ThOiax72Tf8G7+ntx1e6f4v33vB+vue+9+G57FL2sH4HZT+Ozp3+2PAbJzAYUNcxNT42URzOFvLXftegKIYgs9s+mKc5KTwPB7pr32WLa9ZFLtC6ppZbLA62NPfhn8v2wScDNCRk1EbQstBaiM4X9BWWt5qvXYstG4ql9FbK0B7eqFEs7Yq2VirdXmB0FwUequfyA6KoE6AsHgcggUgUK8gIeJ777/HcxlZ7Cl878EoIGN48oCrh4Qw/+smsGw3OU2VKDYEEQEPa5kHEEq+SuQjGHOAvqdoI0suWdAUR8LrxwiL7zRDyHkMeJkFIvw5tHZB21TDCNY7KXBQYAp78dEaECgr2pEaBtme1+ABCgkYuVjXp+H9CuLzVt3leUfnKwGBsBHG7KPNptZcCtXLNyAGYwzmOR1hccgMj82O4P1LLOLWOpohVfs3voZ8fqFvmKVD/0khOtW4vcFw9U5g9ACi+F4Izj6djvcNmyy3BGv04nSY29dfMQAm4HvnHPLsgMNUxw2OtEEho2JzaCGbGroQSaWg4NALLMMJXIoU8JWlZ2B3BwRsZxbWvwmkwWbxu8EMd0HAMhfgiyvws5NKZaIZ8evPfMZQBqZwQDKK/vYjqGqWQOS7y5qtdtNe0c6VYGltoRWokx+hlZYr8voJoJZgyIj9ruq8e7HACw2+2uDvaSE60F91W+poBgT+t8qZv2JMcJcLciiaYFwWmqRZ5FBD63E9liFtc+ci3aPe348plfhkNn1JVlOTTTyKET1NxsirVZ3j94PW4yV4AoiDi171RctuStyE+9Htes+A98/8IfI3Pgn/Dh5T/Df8zMwQcBU5kpfKj/PNxxaBynydcgJFpPfF5yTC9ee1wfvvbnnbjtxXH43Y6azvIAILuDCAkZHJhNoSsgAslJ/UZTdpgWBLd03YcAuUATSwC0bAwZULsWebJksSA4QuutTxUDr2un5ljPJSerffF/t+Ke1jZp4/t+qwga9Yg1uURllnqjm16FdhQEH6kmCNXy2oUDQPtypPMlAMDe2FbcvONmvG3d23BC9wmmH3XJMb3ISCX8VpE1qjcAgB4iaUEFTJXao/2st6YLtflXFnD8kiieH6HvPB7LVgFu/rDKiCpfpSIQO4RpR1dDnaitmjvUhjAy2DmZQNQtQ4yPAB2rbPcDoBaYzu0DOupLMxdlWnZ2fj/Qtty22ZvVvjQB+hwHi/YC/N6wF6I0iO1utwoMKBv34ZBDz+2ln50tBMH8uBYO0s+25S3yFaaETCFDwUpiDNngENwdD4ExGR8/qZa90bOIz4WrNy/Bo3tmAdSC4FDViDXlWs0fwKjQ21BSq73MBOfLPwslhn5l/1jZFcR8WkIKmiZ+sUMohgYBLK6fwD+cvQJnrurAKcv1xljQPSZnY5hO5LHCoTQmakXiwuGs7jYcP0Q/W6VKUEt546Ot9eVR+UrPAsUsEDUff9eo9QTbgGIbdjmFanY2MdG62jft7N7kBBBuEfDgezBPsCYnyVerGn4BlaZfcUqSTKEdfrcD39ryLeyP78eXzvoSogZMdFhhRjkTXCjJSOaKVY2xgh51Ao2DYFqLE6zDclIroiTXOSsLkPQaANoDLnSHPPC7HTg0L+BNkoCb287A7W+8HR8JH4ulxSLGS5GGEmgOUcC3rz4eZ67qwN7pVG1TLG6eMILIYnQhi5U+ZaJCy9aiJiHTgkRTxZdGLp+apAZQzdQfW/WVGAcgLBqY9kXpedIbqfS22Ni1DowJ2Joer/ZV3hcHF+XL1Jxu6lif1+73rbpmERW4n6DYwOY9+JVqR0HwkWzeaKUx1sJBoG0Z0vki/G6Gzz/5eXT7u3WlSFo7bUUHQl4nHto1DVFAjaQx7FNkSWWQQ2DgAOtrmF05YUkUu6eSSOeLmFQxOeRHydhywM0YEBsGSnkMi0sa9mXFvKEOOAUZrmIaJwRj1PCjVSBYLVHOxUnu2iomWCuHnttnOygtm7aB1OxeegjZzIh1BD2QMgPY4wDyfN1zYKrXYdEOU8uhZ/fQcbZUFloBigCA9haBYHWmeWEYAMMBTxtc0WdwatclGAhaBzzvPWN5OdbWqwlOqOXQjAELBzDCehq6nz1OB5Z2+PHSaAxApZ9AnxKsrOgi8DuWV5ikMggeQS5IQcpi9o+o342b3n8ajh3QWcvKPcayccym8liCKQKqrVBbAEogq0pqAUB7i5Joal+cCW4VS6VmgnnjQJsDsKjfjWKuB7uEYrW0Vkq27n7WdipPjLeWfQNU7H2LmT5ABTzGAKcXs8UARP8O/HrXr/HuDe/G6f2nG36E0yEi5HGWmeBYGZSqaoK9rnKzrQoYoLU4ztotJ9E4CE1kq6XXAK0LQRCwrCNAtbnqjt7JCUB0YrIQaDiB5nE68MNrTsbGgUhZHq010RdBWMiAMWC5O6Z82RYywVKKWL6iREmSVoA3oLZ0IzbSOkDFJbtlYHqIJOV6dbYWbFlHANecthQXH1MB0QORCOR8N3ZnlL0pr0oOuvytLVnivhZo5nXL4hx16UaL9uBXqh0FwUey8QA9l6DaprZlSEsluDsew97YXnz2tM8iYKEJh9sp4sJ13WCKnNGpke6EvS7EWaCKCWYQMMx6GpJDA8CJS6KQGfDyWBzjsVyZyQGoEYYgAAnmJzCaTwIzOwEA+9iSlsihHX7awCJIY6NXmUHbKrCoZoJ5J8/D4UuWSSnQKl9ANYs5uxvoXGO7i4DHiXy6H0UB2JMn5hHTO+hn9wbb/QFQEk0x+v+5vXQOW8GuAHQOpSQFKi1nglVKAQVQ3ZzeBgjAG5a9q6GPGurw45INNHatU5tA87oqzW1yCaovLWSwv9TdcGB59upOPLFvDlJRrvQTiFaYYAAYTjkrxyXLQPwQMr7qZoG2mRLsSakFyAzoLk7Q9WrZ+ghXKzsER4slyjywHGt9sMeBaYwHe/YGYO1+F0q5PgyzHPIaaW1L2bdChtRMjClMcAtBDlA5j8nDAbhV7Ft4AKlCHvHAb7EyshL/uOkf635M2OcqA9NYpgJKuYW8TjCIKDgCVYBbdniwgJBlZRhPrvOZvQBJrwGU5dfLuwI4OJeuZkxTJF9PSWxRe0fQ48TvPnwGfvG+U3R/7/AREwwAS5wx5cu2UJUAEBBOTgBgLQTBmvUROwREDxPrnBhr6rgcooAvXnls+XkCUCmOnBvESO4AGFCtxokMtni/5/viQfrZsmSCHghuEeB+hdlREHwkG587qwqY53PTKIXvw/lLzse5S861/FGXHENBrLohALew14UY81UxwVl/H/JwNxzIHr8kCgB45sA8ZlP5MpMDUH1yyONEnKlGMikgeA/ra4kcmgd2ESGNNU5lZEyr2dnsgorJaZUvFchJjFG9WKt8cX9qOXQL2PSgx4FSjoLI7UVlw57eQaxzoMN2fwAomSAlKZCd29M6KTRQPady4QAFZC1rnKZqvLFwABMOBx5KPIVC7GQMhRsPIj516Vr8w9nLsaTNX/V6VXObfKLMcO8pdDXMzJ69ugtpqYTnRxYqneWV/WOwzQ+3Q8S+hKPiKz0NlCQkvQQGFiOHNjWHE3nRB3eJJKhtuUOtY+6B6o7e8wcoIGpFZ3mgWsobP0TgrZXBnjYAsxnctwXckHN9KAHYJyt9BJKKvPFwsLO5OAHiVsmh1WCAMWL6DisI7sc4uwdFcRafPvXTcDvqN//io4SAijxZ2xgLgDItosK+5f19AATL+4fHKcLtEJHIVuTQ8woT3K6A4BWdARyaz0BW184mJ4BgD9JScdGxh9spGn5Ppz+KkJABAAwIc/Riq0FwPnkYyhs0azF+qLXgDaiUAcRHbU80+d1OOKRlyMlJjLo91XLoViUSAA0TfBAIdANuv+mfLNqqADffg1t4bK8gOwqCj2Tj3YbLIHgZdhVuAQQZ/7L5Xxr6qHPXdsHjFKtqdLmFfU7MF6tBcMJPWaJGM6TtATeWdvhx9zZqKsCZnIovF+ZLnDmKAzO7gPAgZiXr3SAbMgWYRoQ0lrAJINDVum6hnEnJxRQmWGhd0OwOElOUi1EDLqDFTLDCUqXnCOS3gAn2u51ghTaE4cR2KE03prcD3ett91U2DhbT05TRblVTLLWvnAIW25a1lnVW+fpRRycAAdLs+fBZGD2itRVdQfzbazdAFKu/b1AZkUS+KqzzfrlxJvj0lR1wiAIe3TOLiVgWXpdYriF0iAKWtPuwN+mo+FIe5nE3gYFGVStWTHKGEEYGImT4MmOtBcHqoGh+f+uk0FpfTbIrlnyVJJrLGj9Ee7LNDWDa/G6U8rQOdglFUlu0mglWJ7UShwtwJw8v4AaAxDimg12Yd92FNmzCaX2nWfqYqN9VlkNzUKpujOVzOSAKQE70V63FjI8S9lb3D0EQqCxDxQTHMgWIQgVoL2nzQ2ZA3qHqHp6cAkJ9SOeLLYk9RG8YIYGY4C42R2qLVnTzBgxA8GFgZ9MzlICPtAgEu7WAe6wlxxVxUOz0QiByGEGwKhG5MAy0tZCZVSd/YsNELBjNgX6V2VEQfCQbb4y1QOzKc6UE5vAkOouXYEmosY3A73bi21efgA+fV8vghb0uzBa9QClPXWvn9mHeS5vaYjKkJyyJYts43dx6TbhmyyA4Rkxw9zqk8qXWgGAF8IaRRm9htHX1wCpfyMYImEYGaUZbK0zdOI3XzR4OJnh2N/27BYwpJVwErHVGsE0skdx1eqeuFPrZ4Xk8vm+2eac8KBl7DgBrLROs7gCsNLprva8Yxud34w9+D46LXAxWjNoqG3Y5RJR4oJIj1pkJDoyxzoZBcNjrwolLonh0zwwm4jn0R3xVI4+ifjemJVVNsAKC51xU32U7Ewyg6A4jLKTRhzmIcqF18nWgkmhijJIkLWWd1Y2xxlrHGgHVqoQW1Q+2+d1gUgfccGC320UBH691bmWNP0C+OOvcMqaPn8NkpWttq47L4SLAxksOkuP4b3kGDCWsc7/d8sd0hzwYnkujJLOyHFo9J1gQBAQ9TmRFf5U0P+0hEOxvYJ9SS68BYF7pRM2TdhwMF5zB6oZOoR6kWxV7eMLwIw8HSmgvzdLaaFXSUy2X502WWi3NzydV0tpWA+4EJd8L6ZbsVd3eZRCZBy95lWZVhRwlxluVSAA0Cpnh1sqT1WUArazhfgXaURB8JBsf3zK/HyVfG776wnfhkNuwxPHaRX3ca4/rwwmKXFltYZ8LcxyYzu0D8nHMeujmX8zDQe1DLYcmX07MFJTXsgvAzG6gax0yUhGBRTBUdU0BOVEhjWhupLVsqZqdndvbWiYHqADTuf2A09e6oKjKl9IZuhUgWEm4rHJ1Y6/LifzUVuokq2GCt47F8c4fP43P/Wlb80554mJsC/1sZZKEg4HsgpL5XdZCXxWW6kfZAxAEASeGrwIA+F32BnxerxeS4KGGM/P7UQwNogjnovaOs1d34aWxOHZMJGpUJCGvE7EcU7ooV0DwjEizN1vRU6DkDiOMDIZEpTP04ZBDZxfoXB4OJrgoUW3kIiTylk2tSmhRAEaKAREDYjt2ud10bMkJ2v9bJTFUA4+W1x+rwECrZd7cXz4JpKex1SnituwwHMlz0eGxDkAuPqYXsykJT+6f05VDA7w5VoCOq1QEUpOIu+l+biSpFfY6q7pDxzJSVSdqPqYx7whU1n1mDsVAL6SS3NAUDMumXLMAsghJ061bG0B1QiY+Cvg7WrjuVQqIVjdZcnoA0UljmMqj3OzfqzoDPriKS/GSy1GdQGspE6ywzqUiJSJbzQSX8jQpItZC+for0I6C4CPZfFEADJh4Cb/r6MXO+Z3wp65EyGPvuJiw11kZczL2LABgwjkIt0OE29n4ElKD4H6tHNrrwrSkNNeZfBkoZiF3rkFGai0T3C/MwpubaS3IqWJnW9itmRuXy8/vo4C5FSMKyr5UTLDD05IMKb/+S119KAoCdu+5g37RfUz5PdOJHN7/8y3IFkoYi2XB+BzcxRoP0EcPBwhWgoeZnTRnsaWsIh3XWGIEf3SVcJV/OZwy1R8vRg5tZiGvC1kxUJZe58P0MF9MYHnW6k4wBuyfTdcm0LwuJHOFCliMjQD+DsRl2k9aU04RQVhIY71HUR208ppxYMqb6rUaBBdzShDLWssEl4NmJXHRAsaDA6ZesRu73S6wbLy145GAajl0UgHBh6P+mDPBrZJDc3/5JFh8FN9sj6LdGUBh9nz4G9g7LlhHJRF/emEMCxkJHqcIn6v670NeJ1LwKQz3BMBkLDi7ADR2P2uZ4IV0oWYmMQDkRKUJV4r6g0he6vTeilIKvj7CQhb+XIsTTer1cThkvEA1E9wqxlQQKgkZLvNuwXkMe51Afil2iyVk8/HWjkfixtU4iVGAlVrLBJcT8DE6tjog+AcP78Ovnhxu3fc5jHYUBB/JptSYxme24zuuHDb3bkYpeZztjGnY56qMOVEYsTGxf9HMyob+MNwOERGfq+bhEva5MJ5XQPChpwAA2Sixiq1gcuAO4v9v773j5Drre//3M71vL5JWvUuWJdlyLxhXcMM2hoSeBgESkpvchJuEJJcEbhKSwAXyS3Ipl0t1KMY22AYbU9yNbbmr966Vtk/v5/fHOWf6FmnnrHZ2vu/Xa17anfOcMqszz3m+7fPNKzublZEybKWRA/r/2fAB3Ti1Mj0ZKgzuGYo6DxqiWBb0IzYXPX0ufYLecUK/P+haDUAyk+OD39xKOJnh7gv7iKdzhZqzs6Y0HTo4r9iSwQpMY+Dka/q/VkYVnT5Qdr5y8kkU8HsLryeWzuG0q7NybE1E0OMgpoy6vuEDxP1GKcVZGKUb+1oKqYtVpRReI9rjadG/X2NHoWUh0VQWh03hrvPnArD7WgkRZ41zEGxO6xdFuTQMGIroVqdeQ/FcVqVOlp5r+KBey2pB6qTp2OmwzWPMbudU+Ki1CspQTFFOGjXBvo6zbt0yKU6vnmWUilhffwwFw+OJI7/kJa+HD6+4m3jaeUZrD4/Tzk3re/nptn5OhZO0Ge2KSgm4HYQ1b1n0bdCuG8E+59TPFfI4q9ShS1OvTSdJDK8usmScK+7uKtteVwxjsYUozvgpiyPBFTXBVqbxOtz6XJiKWFbjX0alEWzBHOxz28nGF5FVsCM9MjNGsDuki3Ka7RKtjgSDHsTIZyY0gnN5jX//5T7++ZFdJDM5665phhAjuJExFuj/X8hLhBx/cfFfELegfiXkceptiwCOvQQ2J8fpPGvvqNthZ938EPNbq+thQx4nJ5NGmpIRfYsFdWPRkkiOUuBp5VL3If13q41gTyuceNk4l9WR4Ba9ddbIoRn4XC26t/LEq9BpzbnMBZbbPo+2XI7t4QO6d9QwTH/06nFeOzbG5965kevW6Clzx41WOmeNmQ6dic3MvQFFI9hKI0cpjvlb+VFmgLdHovT2bCSRzloS8Qh6nETx6SneyVHC3rPv2+uw27hiuR6dqYwEBz16tEczHTJGaq0pbFO5wK4HDl8bIRVnif2UvkixwPlTwPTWn3gVUNamy5sOGbMFmZWLZvNcp7bp/1qQiud22HQhJJv+OfaM7jYiwRYbilAUxgpaaOQoVWxrFenX5xKr9CYA3EGyqTCfO/wQS9IZbl3xLjQNvGc4f7xt03wiySyP7ThVlp5sEvQ4GMt7jVpW3fA4rTrxuexVInwTEfI6iJSkQ4/E0zWVqGPKyHgzdDSirjOPOk8Z475fqvpRWm6GjOBwsbWPVZRGZ0ePWFcPbOIyeiCPHdONb39X3U/hczlIRnVH4Gv5WEnUeQacg6eMsi6ra4LLzjX+HLzzZJhIKks4meWn205ad00zhBjBjYy3ld0uJ98PBviN9s2sbF05LTn/8Qh5nYxhPBwGdkL7MqJpbVre0U/fcR7/687zapzLQTgNmjmxBecRMR5MlnhjAZu3FVc2gr6wtNDwAKO3s6GybXUk2NOqG8D5zAycy1igR/stUYYG8Bn//1EVYH0qzRsqDT3FVOiBiK4Yfe2aHha06QvA4yPTNILNzwXWimJB8aF3eqf1UUXgmyE/oPF7o2FoW0osnbOk7j7ocehONOMBO+LRP9fZfp+vWmUYwTVKKbJ5jbwrqEeCjdqmaCpr2dzhCrQRIsaCfL/1c4cZWTz5qr74slK9s3Av7tD/tVQYyzhXv3VGsFIKn8uBW+kLyT1jB3RhGysN07J06BPWGjlQNDwiJ+saBc7lNU6OVcyj7hD354Y5mB7hv41FSbv0FnVnkg4NcPnyDjoDLuLpHO3+6rZKAY+T0bxHd0IaqbX9dJyxURryOhmNp8nm8miapqdD14gEF3qaGwKPY3a9RORMRLimjGF4bHSb9eIWfsdcRgbT2HF9XWV1+5uCEXzUOmXosnOZad4LLCn78rnsJFM+Ftq8vK4yuiMh0GNdZgcUDdP+N0DZZiaF/dQb+r8T/J+9cHAYgM6Am/964ah11zRDiBHcyHha+ef2NkL5PH+w+l0kM3nyWv29liGvoxgJ1vLQudJQTDz7B8N5C1q4YFFb9bkMgQrNnAC6VhNP6SkXltTlQDHa17rQell4M9qnbNZGcqBYMw4zE3U2saiNUMD4/w9rPjamUux3OomURJ3DySwep16nbmYZnJhuJNjp0w1SsLY9EhRVV7WcbghYGFUMp8M84IKbozF6sENoPol0ru71wKDXU43mvbrwBjDk0o2Bs52nbt84n49cs5xLl5b3hg559eOlHUEYPqSLphUiwdb8LV3+VuxKozd92Nr0dSg3Fq0+l7koOr3TEI+qr85E+bkqIsEWRZ29LjvJfBsLMll2j+7Xn2VWRoIdHn3uMIWxrDwXFBVeI/U91yPb+rn6n39VNpemXAH+w5nkAluQa53txDN54MyNYIfdxq3n6/NBaY2uSdDjYDhrGBoDu8EVZCjrPWOn1nnzW8jkNLafCBNP50jn8mXn87nsKIWeeg0wuA+UnbBNf65Z4kQzvs/vX6H3PLfUSWKz64ZwwalltREcKkadrRZZcgeLwlgW1VWb9/UGVwevORWa1XXVUJyD+9/Qz2VVT3ioEXUefw5+4eAwi9p9/M6VS3jh4DAHBqLWXdcMIEZwA/Na4iQveD18aDRMS/d6Ymk93afeC76Qx0mYkkVQx3I94mzBgyHk1b/oWZdhVHWtIZqy5nMVMA1Tq9NdocTgXgSO6od+XSk1TGcqEgyWRUxNA20072NjMoWmFG/4ijW6kWSm4ETp8LtwO2ycGEtO76SmmBlYHwmGokFQZyPnCz/fy/dfLHpt79tzHwkF7w1H9DQrm92677SnpPc30G/XF+iBs3RqBT1O/sdb1lQZ7AWFV0dAr6UCaF1knageoIx7w65ZLGQGxe9YLjUDRrBxHw7tm7nFXuSk/hkt6tPuc9kZyXlYmU6zO2moeVudouwOQnxQf1l5LjD6ihqCX3WMBB8biZPJaYUIEMBDWphBm+KjGTcqpOsvwNk5qt+2Sf+71EyHdjsYyphG8E5oWXBWTq1LluoR3ecPDjFitGNq91W3YxrLG07wwT0Q6CaW0Z3I9c6uAwr3vXvEaCtoZSTYPN9MlDeY5xo9okedrU6HdgdKap2tmavMNP+17l4G7XZOju63fl40DdPB3damQkO509PfPW4phaZpvHBomIuXtnP3BX3YbYrvvdjY0WAxghuYrx/4EaFcjrfHUhDSHw5Q/wk75HWSwklOmRGxFfqDyIIHQ8iozUk7jS9l1+rC57IqpdEUGJsZI9g4l9VGKRSNe1cAAt0Wn6s0EmzN39HlsOGy2xjWfGxIpVGaxmukCtvDiWyhtkspxYJW7/TToaH42ayOpkPxwVdng+q7Lx7hs4/tJpfXyOaz3LPrHrYoP2vTmYLKcDyVq1JnrQdBMxIMEJxHOKvPI/V31un/9wlbsPimxenQ5Y4mi8XnTMN0Js5l3of5rPWLc5tdr+sDS1MnfS4HoxknqzNZDudTJJQqi5je/IWnuOFzT/D5n+9h3+k6RTc8IT2qCDOTDp0c1ZWN62gEm+KCLx0eASCv5flG8jBrU2kuDg9CaAFxwwF/ppFg0LtF3LFpPtesrn5GBdwORnKGYTqwG1r6iKbOXLugO+Rhaaef5w8MMxLTP0+l0R0sPdfwAQj2EjWy0KwRxjIdTfv1jgq+9vqfo+x8Qb0EAGbGsTWw2zjXDBjcyVG97t6isg2zTGi1R5+fXk8N1vxcg9EUn7j/Db5VD+Vks/wln7VWFAuK92I2OWHkfv9AlOFYmouXttMd8nDdmm5++PIx0tm8tddnIWIENyiHw4f5xdHH+Y1oAl/LQj2SY0zY9V5c+l12bEqRdBgLlY4VljWQNyPBKfNcXWsKEW7L06FnwgguRJ1nwKAyP1f7Mj0qYSXm5wrOs1QJ0u+2M5a2E7A5WZ7J8lrseGFbOJkp3D8A81u90xfGAv2z2V3We2OhaFTVMVVe0zSGY2lOhVM8f2CIXxz5BSdjJ3mf1/g8RlQxnrEmEhz0OIu1du3LiKayuB02HPb6Pn7M//uYraT/ZctCyxx2QIURPEPp0DBz9cdg/YIZip/NwtRJn8tOIptjjeYkr2Cf01mIzqazeXacDDMST/OFX+zlLZ9/kl394emf1B0qUdiegXTo4YN6OUWwt26HNVWVtxpG8JPHnuRgNsJvjYVRY8cgNL8kEnzmaw+lFJ//zc3csK6nalvQ4yBidqbIJgsG99kYpZcsbeeFQ8MMxnTHaVtFDXLA42A4axjBWg4CvQUHvCU1waaitymKZfUz2oz22Zx6tM/ScwV0LRKYgXToEMQG9L+jRXOVeV/Pdy/Ek8/zmttV5hzUNI3vvXiE6z77BN95/gj/6+EdDEZT4x1uapTO961LpnesyXCXO47H43kjG8TMrPjNixcyGE3zi52nLL08KxEjuEH5xvZv4LA5eHfGWVgwF9Oh67vgU0oR8jqJ24zU044VRuqkFfWD+kI2YTPSr7vWFIx766I5rfq/M2qYzkRUcQYjmKYn0WJHgs/lIJbJgaeFjcrL60NvkNd0L2Q4mS3cP6D3oK6LERzo1sW+rFT+NbEgHTqRyZEyPLU/evUE397xbfoCfbzJv0QfYBhU8ZQ1NcFlC9m2pRwfTdRUhp8uZiQ4apZuGK05rHLY6ecwjUU1AylrMxgJLl0UWSmKVTjfzBjBsVSOtTb93tvh8epti9BLKQD+8M0reOSPryab13jx0Mj0T+oOFYUQZyIdOm1EsOsYdR5L6OuK3f1hIskMX9/+deY5g9wQixt11QumlQ49EQGPk6hWMle09J319/mSZe1Ekll+fWAIqK5BDrgdDGVLhI6CPYU1lSVrD1PRG2bG0WR+py0Sj6p5LrDeCHYVS6KsqwnW//8z9gBr02m2ud1l/2ffef4I/+OHb7C6J8hX3r+FdDbPV546ML2Tls73VkeCHW49GwEmNoIPDNMTcrOoXX+ev2lVN289r7cs+NBonBMjWCn1uFJKq3h9t2JMm1LqW0qpMeP1LaVUa8WYRUqpB5VSMaXUoFLqi0opiwstzw2apvHGMf1hOpQY4kf7fsTty2+nc8vvweb3AhS9lpakKTv19gHuEJqvs9B2pN60GClKA4HVMG8T+NqLad5W1QSfi3ToGUmtbTXONRMRbmPCtkgZ2sTvtutCaW1L2NiynEg6wqHwIQAiiUwhHRpgQauPgUiKVHaaveze8o9w99emd4ypUogE188IHo7pNXA+l52f7HmeVwde5T1r34O94JAxjGDL1KGdRExhvfYlHBqMsbjDN/FOZ4HpACnoFxgPcz0d2io9AeP/KzTfelE9V0AX1APro84Oly7sBJYtLMuYgUiw12knkc4x3xmiJZdjp7+lYAyEjfY5Ia+TVT0Bgh4Hu+sRCS6N5lgeCS4xPCaJBD+7b5Cr//lXPLFnYNLDjiUy2BTkNXhgx3O8dOol3tt9GYVlb2h+IR263k60gNtBhBIjOLTgrL/PlxhCeo9u6wcoa5EE+jx1OlNqBM8jlspit6jHOFA0dKxOlYcSI9ji9OTSc7kCxTWP1ecCyxx2ZiQ4pnycl0qzy+UkU/Id23sqQtDj4LsfupQb1vVw+8b5fOu5w4Vn71lRFgmeiSy0iedgTdN1AS5e2lFoN2i3Kf7zvRdyxYpO66/PIs5lJPj/AfNKXr9fsf0e4ALgrcBbjJ+/ZW5UStmBh4EgcBXwLuBu4LNWX/i54Jl9Q9z2/z3NE3sGuGfXPaTzad6//v3wpo/DeXcBWBoxDXkdDNi6oHcDw/EMmZxGZ6D+8vBmNGdr77vg958AsD4desM74NbPz8xEs/RquOKPYcmV1p8rNB9sDug93/pzOdzwpr8oOGSswu926PfDe+9j45v/HoDXTut9dcPJbEU6tL6I75+uOFbbEuhaPb1jTJVCTfCSuh3SrIG7+8I+MoEn8Nh83LnyzuK5jKhizLI+wcWFrNa2jMNDcZZ01F9t2BTGKtQfty5C0zRiqWyhvVbdMR1NVqcng26wuYN6H8zShZ9VmAv0ORQJjmeyKE8La9NpdpTcE2YkOORxopRidU+QPf11qAs2P5fTV7xXrKI0cjRB1PnwUIyPfOdljgzH+YPvvMyOExMb++FEhvP7WlEKfrDv2wSdQd6+4OrigJJ0aCvq/AsONCgIY53NPDW/1Utfm5dDQ3GUgpaK6FXA42AgaQeMtORAjx51dtkt6TEOzLARPJNRZ/NcC2cgzbskEmyZMJZhBKPrkSRtNvaronN9LJGh1ecs9K7+w2tXkMjk+L9PTyMa7PDo6zewPhIMxWfKOHPw0eEE/eEkFy+1uHZ9hjmXRnBc07T+kteYuUEptRbd8P2QpmnPapr2HLqRfKtSylyN3gisB96nadrLmqY9Bnwc+KBSyrqixHPE0ZE4APe8uJv/2vlfXLfoOpa1lKfExaYhTjEZIY+Tf/N/DN75LQ4MxgBY1lX/hazf5cCminVIoEe4vU47dptFk2mwB7b8tvWTNegTzQ1/P676Xl0J9sIfvQprb7P+XABv/ktYcIGlp/C7HHpmgCfEko41BF1BXhswjeDKSHCdegXPJCtugE3vAVf9IqVDRg3cZavsOENv0J6/Cr/TD2tuhav+DNqXo2ka8XTOsrljp7aImH8RIx2biKaylkSCPU4bTrsqM4JT2TzZ/PR6mk9IIX19iTXHrzpfi/Wp0Camk8RqYazSc1kZCXY5SKRz4A6yNpVhr8qRzumRmnCiGAkGWNUbZFd/GE3TpndSc2EZnDdzNZ/KNq4QYjSV5YPf3IpS8P3fv4yA28HvfP3FCR2F4USGBW1els9LcTD+a96x+h34fV3FAS0l6tDOeqdDO4iWRILzwQXTUns3o8Ehj7NKkyDoduhCWOZ3OjiPqEUZbwVm8jtWiATPYOq11crQpedyBcs1GuqIqSkR0bycl9LnjDdixwrbxxKZMqfKiu4gN2+YxzeePcxo/CyjwUrp96LDo/cktppJHJHPH9TLCC4RI7hu/KaRwrxdKfWvSqlS1/ZlQBR4tuS9Z4AYcHnJmJ2appXqcz8KuIELLbzuc8JgRF/IPtn/IyKZCB86/0NVY6xUUQ55nPSn3eDvYL+hnLm8MzDJXmeOzaYIepyEE0UjODrNnsRNTesMeGJnEJ/LXlhw2ZSN87vO57WB10hmcqSz+bKa4AVthhFcj7rgmWLtrXDHf4y7+dhInP/18A5OR6Ye3TZbgrww9BAojYMHNuuKr22L4bq/AZuNdC5PLq9ZJIzl4KjWw8Nv/gkHM3pq3JLO+jvQlFKEPE4GTXEbQxQLsCTNGwC7Ay78LVh/lzXHr2TNLbDujpk5lzsEqJmNUlm4aC7MHe4Q69JpsmjsG9WVm02nq9lrek1vkHAyy6lwncRtZuJvaJ4r0DOufsHH732N/QMx/uPdF3Dx0na+9lsXEUlm+PC3Xxr3sOYC39f1LBo2fmP1u8pFlnydJCxMh47jRjOWqnFvj/H+2Z3nkmX6Ar4yFdo8V9RwsAIQ7CFuUdu4AubfcUbToWfSCLa4HhhmJMJtOofDmpe+bJaWPGwf2l7YHk5mqzIL/uCaFURTWR56/eTZn9gT0v+GMxWggXHT5XeejOB12lnRVf91/7nkXBnB9wDvAd4MfAp4O3BfyfZeYEArccMaP582tpljKiXJBoFcyZg5w0A0hc2Wxtb6JMv8W1jXsa5qTMEba4VglddR8JYfGIzhctgKRoYl5zJqtADrH0RCw1BYqBhs7NzI/tH99EdGAcrSoXtbdGPoxOg006FnEfe/fJyvPHWQm7/wFE9OoZ4PYDiWAZXmZ0d/xJauq0inWqtqAeNGKYUVLZIKtbqJDIcG9YwWK9KhQTe4D+V74eo/h/V3lijmWzh/3PYFWHGddccv5a3/BJd9dGbO5Q7qEUVH/ctequhZD52rLU0Z9rvsJDI5NHeQdUY0Z+eQrtxsOl3Ne3VVj74gnLZCdGkk2GomOVcineMnb/Tzu1cu5XKjhm/d/BC/e+VSXj06WrPNiaZphJMZPO4kxzKPkx3byFjEV2K8zQObjVg6h9OucNW5dlYvcVCkHX7wthPJ6f8/AffZCfFcakSCK5WhQY86x9P6/aGffJ7hgLfSCJ6r6dAzWH9sCmNZWLZhOncieS8KOM/m5Y3BNwrbxxKZMgc8wNp5QTxOG4eHYmd/4tAC6F579vufCZ4WvdRmnCy046NxFrR5Cynfc4W6zVhKqU/XELuqfF0DoGnalzVNe1TTtDc0Tfsu8BvA9Uqp0lzKWnlIquL98XKVqt5XSn1IKbVVKbV1YGBqi8fZxEAkRc+CV7A54qQGrq05JprK4rQr3A5rFrKmt/zAQJSlHX7L0pNDHmehNyFgbYsToaHwuYuRYICNXRvR0Hj5lJ4SHSpJh3Y77HQH3Rwfjc/4dVrFgcEY7X4X7X4X7//aC/zDT3bqKZ4TMBJL4259hXB6jN9e/34ATofLHQPxjDU1faAvLgEiySyHh2LYbaqQql5vQl4n4VQOrv1rCM0rOEwsS4eeyyy6FJbPkHF/8QfhD1+wNOLhdTnQNMg6g/RlswRsbnYM7QBKI8H6Qna1YQTvORWZ3knPhfDROEbwIWMxfn5fecpoV0h3FtZK20xkcmRyGoczvyCjpUgPX623SnKXp/Em0tb1GAdI2/3QsqDg0OxtOTvHzMJ2L/NbPDX1TMw5IucM6inl/i5iVorqQYkzYQZLDmZSGGsm06EtjQTr90Y4Zwe7i/PcXewb3Uc8o68twhXp0KBnJvW1+Tg6PI1MtHd8Q9ermQk2vQeu+u/jbj4xmrTsuX0uqafb7vPA2kleL4yz71b0CO5K4/d+oFuVqBEYP3dRjP72Ux3x7QTsVEeITcN7i6ZpW7q6uio3z3pORaIk/b+kz3M+uw63s+909cM5fpaCEVMh5HUST+fI5PIcGIhZUg9cOFdFOnRM0qEFA7/bUUhxBdjQtQGF4vWB1wGqvLHzW71zKhJ8YDDGunkhfvQHV/KeSxbx5ScPcMP/foJf7To97j5DsRTujmdZ276WK/ouQinKvl+gzx2gGwr1xm5T+F12Isksh4biLGj11j1iZFI1d1jUNq4pePNfwZ3/ea6vom6YKY1pRwAbsDa0mJ3DZiQ4i00V0+bb/C66g2529U/TCC5VD7ea0uhsDQ4aWh5LK0oROoyo6FANJduxRAZUhu2Rh7li/hV0uBbz8uGRqjTeuEWiem6HXucfdnZCx4pCacuC1rPTFFBK8aX3beEv3rqmaptpcGedfr2Prs1+1iJcU6alD7zt4JsBdd21t8PN/2p5BwcA5m+GdW+DJVdPPna6FO5F64xgUyE8kc7BlX/ChhW3kNfy7BreBRiR4Bptgha2eQt6PmdFoAt8M1SDu+ZmuPQj4262qrXhuaZuKxFN0wY1Tds1yWu8u2EDuvFqJs8/BwTQ635NLgP8FOuEnwPWKqVK7/wbgBQwfoFLg3Ii+zRZNcZ/2/IR7DbFvS8drxoTS+csi3iYEbbhWJrDw3FrjWCvo1wYS9KhBQO/y6GLHeX01L2gK8iylmXsGtmm/+4pv08WtHo50Ug1wROgaZqehdHpx+uy87/u3MD3PnQpHqed3/76i/zwpWM19zsS24HmPMW71rwLu91Gi9fJaKURbKq7WlQ7G/Q4iSQzHBqypj1S8TzlpRTRlBjBgo6Z0phy6hGxte3r2D28m0w+QzipL2JLVYBX9wbrEAmeyXRow+Aepz2SaQRXliKY/XJrtXMJJ7I4Qq8Sy43ygfUfYGNfC9tPjIHdCYFePYUdfe1hRRmWUoqA28E9i/4ebv7Xwlw+nVKsDX0tLK9R12imWI/NvxrW3wHoaw9Ls0gu/Sh89Dnr+/aCbkxd/MGZqS/1tsE7v6kbcVYTmq+LPK660dLTFDpTvPmvWL/+nQC8MfgGyUyOVDZfFQkGWNju4+hw42eiJdI5hmNp+iwqgTyXzHhNsFJquVLqb5VSW5RSS5RSNwPfBV5BF79C07SdwCPAl5RSlyqlLgO+BDykadpu41A/A7YD31RKbVZKXQ/8C/AVTdPq0OBv9qBpGlHPr2i1L+HGZVdwzaouHnr9RNU43WtpzSLW9HJtOz5GLq+xzAJRrMK5PM5C/TFANClGsKBT6NdXmhLdvZEDkR2AVuWNXdDm5fhoYvoqr7OAoViaSDJb5oC6ZFkHP/mjq+jwu3jh4HDN/Q5nfolN83DTkpsAaPU6GY2XG8Exi4RtTEJeB5FkloODMcvqgUGfOyIVyvIg6dBCce4YWnIbvPObrF1wCel8mgOjBwjXqOlb0xtk76koufw05o55m2DxlbDw4mlc+RQJ9upptX0X1dx8cDBGT8hd9SztCIwfCR6Np3G1P8c87xIunXcpHX53sVTp95/U2/2hL5KtWnsEPA5OaB3g7+T4SIIWr9OS77NZtnFs9QfgrZ8BZiALzemZtKezMAl2J/zmd2DeRktP43UWS7E6vZ3M889j2+C2qlKKUvravIST2bLyvkbEzMAw207OJc6FMFYauA5dyXk38EV0g/Z6TdNKi9veA7xmbHvU+Pl95kZj7C1AHN14/h66uNafWf8RZpZfHXkG5TrFBa1vQynFuvkhTo4lyVc8nHVvrFWRYP0L/urRUcCa9kiFc3mL9ce5vMax0QR9czANQzhzzMVPaUr0xq6NJHIRlGuwOh26xUMqm6+5wGs0DgzUTmd0OWz0tfs4MVYd8R5LjTFm20q3uhyfU4/A1owEmwJSFqX+BT1OjgzHiSSzlihDm5QK+EHxPpFyCsE00qJ4Yd3bCuKSO4d3Gj3Gy+/9VT1BUtn89IRtgj3w2w/PjKHjDsCf7oBl19TcfHAwVjV3ALQb6dAjNebI1wdfx+45wVsW3aWrr5d+v4I9uhGHkQ5d5/ZIJkF30bFlZUqm+WyJGJkkmqYRSWYK/ceF5sbnspfpb5zXeZ5uBBdE9arv/4Vt+jO30aPBJ6ZZhjCbmXH3uNHS6E1TGDcMvHeSMUeAW+t0abOWb+34FvlsgMt6dEGsNp+LXF4jkszSUiL1b6WIg+nlKhrB1kaCzfrjo8Nx0tk8K7rnliy7cHaYTp54utwIBrB7j1SlQ5sLphOjiZpiKI3EwUGjNVmN715fq5edJ6sTYB4+8DCoDCt91xfea/G5GKsQwbFSGAv0NOXXjLljiaXp0E5DzCeP025jMKp/zvYaarBCc+E1jDRzIbs4uBivw8vOoZ2EE90E3ZWRYD1tend/xNLn3UxxcDDGTeurjfFWrxOlakeCHz/xAFrOzVuX3gLoDrSE0Y6utK4/ns5Z9h0LeBwFw/TEaIK+Nmvmj5Cn3AgejWfI5DS6Gvy5IdQHn9tRloF2Xud5PHb4MY6NDQKMmw4NcGwkwXkLrOlhPBMcr0MZwmzlXPYJFqbAgbEDbD39LJmRS5nXotcXtReELMp7GFop4mB6yV89OkpnwF3zC1/vc0WSWfac0hf+ZssKobkxa1bN1jcAS1uW4lQ+HL4jVSl5hV7BI41fF3xgQG9NVisSMr/VU5X2rWka9+65l1yij2WhohhKa81IsHXCWKAbp1kjc2WxpenQ5QvZ46MJ2nxOa8VthIbAdPCYKY12m5017WvYMbTDqAkuv0dWdAdQiumLY80CRuNphmNpltWIBDsMnYDhivXEcHKY7WNPkhm7gN5AK1B0hpeWHID+N7UqHTpY0hbv+EjCsrpEMx3aPNdAVP97dAXFCBbA57QX+mEDbOjcAMA2o1VSbWEs0whu/Eiw3abomYPfBTGCZzn37LwHh3KSGbmUTqN2x+xxN1IRzbFSxMFMM62sSbQC08AOJzIFFWyJBAtQFDgqTYe2KRtt9hU4fUfKhG2AgqT/8TkgjnVgMMaSDl/N1mQLWr2ksvkycZvXB19n7+heMqMXl/XFbPVV1wRbL4yl/78ppbcpsYpQydwB+sN7LnqvhTPHNNLMrAeAdR3r2D2ym3AyXVVK4XXZWdLhn7441ixgPGVok3a/q0oY676995EjS2bk0sL3yvwbVdY46i2SrHKg6ZHgsUSGSCprWV2iuXaKGg6002HdCO6egwt/4czxu+1lzvf1HeuxKzu7RnUjuFZgqMXnJOhxNHw69PGRBL0hDw773DMZ594nmkNE0hF+vP/HrA2+CS0XKHgk2wtqjtV1fVYLYwEst9gINh+04WSGPaei9LV5RRhLAIo1q7GK3rh+bRk4+4llyuv3WrxO/C47x+ZEJDg67iJ2fg1j/4d7fojH7iUT3ki7v/j9bTVq7ks1BeIWC2OZRvD8Fq8lfcyL5yk660A3gue3iBEsFLMcSqM5a9vXksgmiGRP1IzkrOoJsHsORIILRvA4z+6OCiM4l8/xg90/oMuxHr9aUHC8mdHyUgV20OcPq0opAh49Emxm81hVl2g+WyKGg/V0RG+tJ5FgAfT5I1HiQPM5faxpX8OBiN6ZYrzsyL42H0cbfP1xbDQxJ0WxQIzgWc1PD/6URDbBYuf12BR0+PXJuM1Y0FYKWURT1kWC/S47ZgDKSmVoKI3mZNlzKsJKiQILBr5CSmP5IsyZXQpKY9vgtrL3lVJzok1BNpfnyHB83NpEM9ppClhE0hEeOfQIl3RfD3l3oQ0K6DXBmlY0FEF3KjhsCpdFnl7TsbWk01phDTMdOpzMoGkax0ckEizo+JzVpRRrO9YCkLIfrYoEA6zsDnJoKEbGaMnWqBwcjGG3qUJ6ZiWVkeBnTzzLidgJ5tneXOYcKDioE5Xq8jnLHGgBt5NoMluX9kgTYbPp7ZjMSPBAxIgEh+bm4l84M3xOe9W6Y3P3Zk4k9gDZmvMHGL2CG3z9cWI0Uciqm2uIETyLuW/vfaxqW4WWWki7313wxpo1wcMl6dDZXJ5UNm9Z7ZuuDKl/yZd3WxwJNrzNw/E0BwZiUg8sFCikrKXKH0ZaciEArw28VrXPonbf9BrWzwKOjSTI5LRxI8HmA8qMeP/kwE9IZBNc0PYWoFwYqtX4Ho8mivNHwljEVqaT1wvTOLWyPRIUI8HhRIZwIkssnZuzD2/hzDCNtNJozrKWZbhsbuye41U1waCn7uc16B9Lzth1WsGBwRgL27xlYlalVBrB9++7nzZ3G+70+eVGsLeYpWWSy2uks3nr1KE9DtK5fCGabeX3OeB2EE3pn+10JIXXabesRERoLHxue6GLgsnm7s3kSOMNnBr3u7Ww3cexkcZt05jLa/SPJS1TZT/XiBE8S9k1vIvtQ9u5a+VdDEbTZSk5Xqcdt8NWFgk200OtbAVierosjwR7ij2J07k8K8UIFgwKdX0VD6N40o2X+TWN4IXtPo4Mxxv2IQTFdMbxShFavE58LjsnRpO6INbee1nTvgY/SwDKIsGthqJ8aV1wLJW1rD0SFI1Tq43gUlG9Y6O642OuPryFM8PtsGFT5VkkDpuDpaEV2DzHa0ZyCi1OGtyJdmic9kgm7X4XI3G9RGIoMcSvjvyK25bfRjQBLSXOgZaSLC0T8+9ppbI8wM7+MC6HjQ4Lld7N1GvQI8HdIbdljkGhsfC57MQzubJ1xObuzQB4Q0fG3W9hm5dEJlfoVNBonI4kyea1OZtRJUbwLOW+vffhsrm4ddmtDERTBVEs0KOyHX5XWUuD4oPIuoVsyOvAaVeWqTMWz6M/aLceGgb0uixBAAqZDpWR4HAiQ7t9Ja8PvF5l7C5q95HM5Atqn43I/gFdJX3pOA4opRQLWr2cGE2wY2gHu4Z3cffKuxkxDN12fw0juCSlMZ7JFVLNrcBcyC62sD0SlEeqTozq0TuJBAugf0d8LkdBBM5koX8lds8JAp7q+7+vrdjipFHRNI2Dg7EJ+3O3+93k8hrhZIaHDjxEVsty18q7GEtkymodS/U6TMy/p9V6Arv7Iyxo9WKrIQxYLwLuYjum05GkiGIJBXwuh571UFIa0eXrwk0Xdu+hcfcrtklqTEeaWYs/V53JYgTPQpLZJA8deIjrFl9Hi7uFwUiqSpyhze8qiwSbao2VfVLrSavXxZIOv+UKcWb98bbjet9TUYYWTOw2hbdGbU44maXXvZrR1ChHIuVe2UXtjd+w/uBgjFafc8JenPNbvRwfTfCDPT/A6/By87KbGYmlcTlsZYJ5LV79GKMl5RThRIaghQ60LYvbufvCPi5d3mHZOQACLgdK6Z/n+IhEgoVyfC57oU+wyTzvCpQ9RYrTVeN7WzzYFBxr4LnjdCRFPJ2r2R7JxIyuDkZT3Lf3Ps7vOp/lrcsZS2TKIuQepw2nXZWpQ5tGsFWinAGjf/Pe01HLHVrBkp7EAzXWXULzMl4Wmie3nIzz4LiZZn2FbJLGdKSZYpt9c/Q5KkbwLOQXR35BJB3h7SvfjqZpDESrJ+N2v6usJtisWZrXYp2Iw8ffspp/vGuDZcc3MeuP07k8fW1e6fEplOF328vUoXN5jWgqy6KALnJTmRK9sGAEN+ZDCPQewROlM4IuGHN8bISfHvwpNy25iaAryHAsTYffVZbSZ0aCSxeyp8JJSwVgWnxO/vUdG8cVD6kXprhNOJnlxFgSl8NWlkUjNDc+l70qEtzuWAbAQHp/1XiXw0ZvyNPQkeADA2Z7pPGdyWYLtRdPvsKBsQO8feXbAT3iWxoJVkoR8jjLhLFMh6RVz2lTByKdzVuuUBso6Ul8OpKiOyiiWIJOrRZrALbUUnIqzNHI0Zr7mZmTjeqEN43guepMFiN4FnL/3vvpC/RxUe9FhJNZ0tk8XYGKSLCvPBJsGsG9FrYDOb+vlS1L2i07finmYllEsYRK/G5HWZ9gU81zUWApAWeA1wdeLxtvPoSONOhDCPRI8GS1+AtavUQcW4ln44VF7Eg8XVYPDMW6vtKa4P6xpKUOtJkk5NFbQB03FC2lpk8w8dZIh/ap+Wh5O8die2vu02cI2zQqk7VHgmIk+OdHH8Tr8HLTkpvI5PLE07mq1i8hr7OsRZLVkeDS7Dar2iOVniuazJLM5IgksxIJFgqYTp54RSlWJr4IgFdOv1JzP7/bQYff1bDp0CdGE7T6nHO2TakYwbOQP7voz/jrS/8am7IVZPprRoJLjOCTY0mUmjuN3U2Bm5VSDyxU4HM5ytqcmPVpLV4X53WeVxUJ9jjt9ITcDWsEx1JZ+sNJlk3Sn3t+qwdny1YWBpaysWsjAMOxdFUKtdNuw++yF4zgWCqrp5PPESPYTGk8PjJ32zoIZ4fPZSeRKV/ExpKKfKqXQ9E9Nffpa/M27AIW4OBgFLfDxrwJMj3a/S5QaV4deYKbltyE3+kvZIpU9k8OeRxlkWBzHVLpbKsXZUawxXokAbeTaCo77rpLaF4KkeAKJ1o00oFT+cc1gkF3pDVqJtpcf46KETwLWdO+hisWXAEUe9XVigSHk9lC/8L+sSRdATdOi+t1Z4pCJLhbIsFCOX5XeU2waQSHvE42dm1kz8ge4pnyReuiBu4VfNqYAyaL1CrXaey+I1zUcVMh+jkSzxRSHUtp9bkKi9z+sJFFMkf6YYa8errmidGE5emTQmPhc9nLHGigzx/51AL2jOyqWdfX1+bjZDhJOtuYvYKPDidY2O6bUFCq3e/CEdxBOp/g9uW3A8VewLUjwUUjeNAQHOwMWGMwBtylkWCLjWBDHfqUMSeKESyYeGsYwfm8RjSVp9u1ildPvzruvgvbvA2rMH98NDFnU6FBjOBZj/mAqY4E6w+mEaMu+GR47qQzgqRDC+NTmQ5ttusIehxs7NpIXsuzfWh72T4LG9gINj/rZOlIr478DE2zsch1VeG94Viadl91HW6L18mY0Sf4VKGUYm7MHyGPk6FYmtORlOXpk0Jj4XVWC2NFklmc2YWE02GOR49X7dPX5kXT4ORYY0ZyYunspIKZHqcdT9vL+GxdXNhzIVDUDKhpBJdEgk1HfYdFtfcBz8wZwaY4oJlCPlcy64TpY7YQLHXAR5JZNA0W+9ezf2w/Y6mxmvv2tfk4MZogl2+sNo2apkkkWDg3mB7p8dOh9d9HYkY0ZywxZxaxUEyHXt5tbV9RofGoFMaKmJFgj5Pzu84HaohjGdGcVLZ8AdwIJDKT19xl8hl+dfyn5KJrGYvqc0Mml2csMV4k2FlIhz5ZENWbGw+6kMdRWMRKJFgoRe/1Wd1ezc9iAHYO76zaZ2GDt0mKp3OT1uuejp9GeffSrS7DpvRlYTEdutyADnmcjJX0CR6MpmjzOS3LQnM77LgcNpSy3lFnGtwHCkawzB+CTq10aPM7siKkC8aOFw3ua/OSyWmcjiStvcg6E05kiaVzYgQLM8unH9rBX93/BgAD0RROu6ryxrYZkWCzHufkWHLOLGIBbljXywcuWyzK0EIVPpejTJzCFGkJeZy0uFtYElrCa6fLjeBF7T40rdjzrpGYivDMk8eeZDg5TDB9OccMNcfRGj2CTVp9zkKf4LmYDm163Ofyw1s4c7wuR1UkOJzM0OZYjEM52D64vWofU1ivUeuC4+kcXufEz9GHDzwMSsObvqTwnjmvVkeCHWXp0DPRSijkcdAT9OByWLtkNVOvDw7EsKnac6fQnPjc1ZFg83uwtm0dDuUYty7Y7MgQSWZrbp+tzHVlaBAjeFZityn+64WjvHZ0lIFIis6Au0rh1JycR+JpoqkskTkkbANww7oe/u5t553ryxBmIaVtLKAkEmxELDZ2beT1wdfL6vsWdTRur76E8dCdaCH7wN4H6PJ2sdC7mRPGg8sslai1kGvxukoiwQlavM5CzVOjE5pBIR2hsfDXaJEUTmRp8XpZ3b66KoME9Fp8u001rLBNIp2d0IGmaRo/3v9j/Npy4rG2wvvjC2M5SWfzJI0MlcFo2rJ6YJOA2zEjWR3FSHCUzoAb+wR11EJz4XOOHwnuDARZ27F2QoVooGzd0giMGiVTVpU6zAbECJ6F/OG1K+gMuPm7B7dzehwva7uhxDgcSxfbI82RSI4gTITZ69M0cs2aYNOLv7F7I8PJYY5FjhX2MVMaG1EherJI8EB8gKeOP8Xty2+nry3AiVF9PjCzRNprqLa2+vSaYE3T6B9LzSk9gWBJL+K55BgUpo+uDp0rc5CFkxlCHiebuzezbXAbmXymbB+H3ewV3HhzB0yeDr1reBf7Rvex0HUVw9Fixwmz7reyt7dpFJtRsJmIBF+zupsb1vVaeg4o1gQfGoqLKJZQRi1hrFLxuE3dm9g+tJ1MLlO1r1lPHGswIzhuiAj6J8jI/P7u73M6fnqmLqnuiBE8Cwl6nHz8Lat5+cgoz+4brFKGBl3dFWCk1AiWBZ/QBPjdDrJ5jZSh1hpOZvC77DiMmrTzO/W64FcHXi3s0x1043LYGlIcazIj+Mf7f0xOy3HnyjuZ3+rl5FiCfF4r9BGvWRPsdZLJacTTOfrDc1NPoDvoxu2YG9FtoT54XQ40DZKZotJzOJHRleW7N5LMJdk9vLtqv4Xt3oatCU6kcxNmefx4/49x2pysDV7FUCxdcBCMJTK4HTY8zvJ9zUwL0/k4GE1ZHgn+5O3r+cg1yy09BxQjwelsXkSxhDLcDht2mypLhy4Vj7ug+wJSuRQ7hndU7et369+hSmX62U7MzEIbZ/7YPrSdT/36U/zs0M9m8rLqihjBs5S7L+hjw4IWsnmtpkfS5bARdDsYiqULqpVzKZojCOPhr/DIRpKZspS9Fa0r8Dv9ZamNNpvS2xQ0oBFs1jDWehBpmsYD+x7ggu4LWBxazIJWXYBjIJpieIJ0aLNGaSyRoX9sbinLm5HguVzHJJwdRXGbck2BkMfJpq5NQG1xm742X0MawZqmEc+MHwnO5DI8dOAh3rzwzcwLdpDK5gtCfOFEpqoeGIo1wuFkhlgqSzydmzNR09J2THPlMwn1QSmFz2mvmQ4dMiLBAK+cqk6JNu+rhosEG5/VNOIruWfnPXgdXt624m0zeVl1RYzgWYrNpvjk7esA6BknzbnN72IkXowEjzdOEOYSvooHSjhR3gLEbrNzXud5VYvZRe2+Bk+Hrk5JeuX0KxwKH+LOlXcCeisogHd+6Tm++8JRoGjwltLi1Q3jgUiKwWh6Ts0dZvqm1AMLlVSmNGZzeaIpff7o9fcyzz+vZl1fX5uXU5HGU5dP5/Lk8tq4ApOPH3uc0dQod6y4gw7DWTZkpESPjWMEmw7HsUTG8h7BM01pKYUoQwuVeF32Qoow6I4gu03hd9np9HayMLiw5vzhq9FeqREw11i15o/h5DCPHHyE25ffTtDVuK1MxQiexVy4uJ1v/+4lvP+yxTW3t/ldDMfSnAwnafe7qtKWBGEuUvCqGg+USCpTVbe2pWcLe0b2lPXtW9ju48hQvKwesBGIZ7K4jFSsSu7fdz8+h48bF98IwBXLO/iHOzewuMPPrv4w81o8NVOCTcN496kIMLeySMx0aFGGFiqpbHNiCtWYht2m7k28evrVqjmir01Xlzfr7RuFQhbJOGuDB/Y9QLevm8vnX14omzC1BMYSmSpRLCg6mcKJTKGFY+ccEc6RSLAwEX63g3imPBIc8jgKwrWbuzfz6kD1/BEoCGM1lhNtolKsH+75Iel8mnevefdMX1ZdESN4lnPlyk46xvGydpREgkUUS2gWzAnZrK8JJ7JVi7VL5l2ChsbW/q2F9xa1+4iksoUUpkYhnsoVUsBLiWViPHroUd669K34nHoE2GG38e5LFvHN37mYl//mBh7+o6tqHtOM8Ow6qRvBvXOovZq5SJ8/hwx7oT5UpkObda1mneumrk2cTpzmZOxk2X4LG7RN0kSL2NPx0zx9/GluX347dpu9UDZhGsHh5HiRYKMmOJktRILnisFot6nC30pqgoVKvE57oVsDmMryxe/Ipu5NDCeHORI5Urafx2nDphovHTqW1h3wlT3As/ks39v9PS6ddynLWpedo6urD2IENzBtPhcjsblX0ycIE+Gv6NcXTmbK0qEBzus4D6/Dy/P9zxfe6zMUohut1Ymu7lqdjvTooUdJZBOFVOhKgh7nuH0ui5HgMDC3lOUXd/j4m1vX8bZNC871pQizDPN7ZEZIw8nyNkCbuzcD1XXBfUaZQaPVBccn0BN4cP+D5LU8b1uu1/N11IgE1zSCSyPBRup0LfHORsWM2nWH5s5nEuqD320vE7eq/I5c0H0BQFVKtFIKv8tRyF5rFBLp2g74Xx75Jafipxo+CgxiBDc07X4nQ7EU/eHknFJ3FYSJqGw3EDGEbUpx2vWWJy/2v1h4z1zUmNGLRiGRydZcxN6/936WtSwrqGGfCa1GTXAxEjx35g+lFL975dKaqthCc1OZDl3ZBmhl20p8Dl/VIrYn6MZhUw0nrJcYR0+gVFBvScsSANoDFUZwPFPWc9vE47TjctgIJ/V0aKVqi+81KqZCdFdg7syJQn3wumqkQ5cYwUtblhJyhWrWBfvdjsaLBKeqHfCapvHtnd9mQWABV/ddfY6urH6IEdzAtPldJDN5hmNpiQQLTUNpuwFN0wgnqiPBABf3Xsy+0X0MJgaB6khHo1Crz+eB0QO8OvAqd664s1CPdCZ4nDZcDhtDsTQ+l73mYlcQ5hoFI9hUQE6aNcH6/e+wOdjQtaFMWR70MoN5rZ4GjASbwjbl88drA69xKHyIO1bcUXgv6HbgtCuGYmnyeY1IKlszEgy60yCc0NOh232uQnu6uYDZK3iupHgL9cPntBNPlSrLlxvBNmXjwp4Lef7k81V1wT63nVi60WqCs1XK0C/0v8Arp1/h/evej93W+DpEc2fmakLafUXv61yq6ROEiShVWkxkcmTzWk0Bl4t7LwYo1AVXCr80CvF0rkrY5oF9D+BQDm5dfutZHVMpRavxN+tt8ZyVIS0IjYa3kA5dLKUAyjJJNndvZvfIbmKZWNm+7X43I/EGmzsytdOhH9j3AF6HlxuX3Fh4TylFm8/F1kPD/Nsv96Fp1JxXAVq8joIw1lwzFgMeB0G3Y8LeykJz4nOXt0gKJ6pFOa9ccCXHo8c5FD5U9n6gESPB6VxhzjT5z9f+k25vN29f9fZzdFX1RYzgBqY03U8iwUKzUKq0aLbzqHwQAaztWIvf6eeF/heAYqRjuMEWsomKSHAmn+HH+3/M1X1X0+ntPOvjmnXBc6keWBAmwuesFNUrrwkG2Ny1mbyWr4oGhzwOIsnGWsQmaghjxTNxfnrwp9y4+Eb8Tn/Z+CWdfrYeHuF//3wPQbeDDQtaah435HUSTuotkuZKeySTzoBb2qsJNfG57IU+2noWWnW2xOXzLwfgmePPVO3baEZwPJUtqwl+sf9FXjr1Er+z4Xdw2+fG915y4BqY0jqcuVTTJwgT4XHaUAqiqQx/86NtuOw2tixpqxrnsDnY0rOlYASbkY6RhosEZ/G5fIXfnzr2FEPJIe5aede0jmvWBcvcITQLZnQvUZIOrVQxBRZ0hVeHcvBi/4uFBS1A0OPgxGijpUMbRrCz+Pl+fuTnxLPxmoJ63/jtixmJp2nzuSaMhIY8TkbjaYZiaZYs8Y87rhH5q5vXFpwHglCK31WM5iYzedK5fJUR3BfsY0loCc+ceIb3rntv4f2A29FwLdZi6RytJRmn//naf9Ll7eLuVXefw6uqLxIJbmDaStOhJZojNAmm0uJ3nj/C47sH+J+3r2NVT+1m7Rf1XsTh8GH6Y/2A7jgaajAjOJHOlS1I7993P53eTq5YcMW0jttiRIIli0RoFtwOvVVJsUVShoDbga2kB7fP6WN95/qC88wk6HY2YCRYv96y+WPv/SwKLioo2ZbiddmZ3+qdNBU45HUyljAjwXNHFAugJ+RhSefcMuyF+uB12Ull8+TyWomyfHUs8YoFV7C1fyupXFGE0+9uPHXo0prgF/tf5MX+F/ndDb87Z6LAIEZwQ2MK/YQ8jkLbGEFoBvxuO6PxDHdf2Me7L1407jizLthUiW73N14kOFaSDj0QH+CpY09x+/Lbcdim950v1gRL6p/QHJgOtHhJi6RapRQX917M9sHtZXXBwQZMh67sE3w0fJStp7Zyx4o7pqUDEPI4ODmWJJnJz7maYEEYj9I+42NGKUUt8bjL519OMpfkpVMvlezrKGuv1AiUtmf8zs7v0O5p5+0r50YtsIkYwQ1MyOvEpmCeLGKFJqM76GH9/BCfvuO8CRdzq9tX0+pu5bkTzwF6HX1j1gTrD6If7/8xOS3HnStq9wY+E6QmWGhGvC57Id31VDhZs73PxfMuJqflyhaxIa+TRCZHJpefsWudLoU+wUYt9AP7H8CmbNy2/LZpHTfkdZLK6n+HuVYTLAjjUdpn/FRYT20uzcg02dKzBZfNVVYXHHA3bk3wYGKQJ44+wduWvw2PY26tF8QIbmDsNkWrzyU1fULT8f9++yJ+8OHL8DgnTtuzKRtXLLiCp48/TV7L0+5zNZQ6dDan1x35XHbyWp4f7v0hW3q2FHp7Tgez1kfSoYVmwufSFV6zuTyvHhll08LWqjGbujbhtDnL+oybbdiiDRQNTmRyeJw2bDZFLp/jx/t/zGXzLqPX3zut45ZGvyQSLDQLpX3Gf31gCLtNcX5ftXicz+njgp4LePbEsyX7OkhkcuTyWtX42Ug+rxHP5PC5Hfxo34/IatmaOgKNjhjBDc5N63u5bm33ub4MQZhROgPuqibu43HlgisZSY2wfXA77X4XY4kM2QaJ5pgtTnwuOy/0v8DRyNG6iVIs7vDhddpZ2OabfLAgzBG8Rjr0rv4IsXSupqiex+Hh/K7zy+qCg0batFkL2Ajoonr6PPn8yefpj/Vzx8o7pn3c0hRyiQQLzYJpBMfSWZ7eN8Smha2FeaGSKxdcyb7RfQU9ErOrRdyiuuDhWJpUtn7p1slsDk0Dn9PGfXvv48KeC1nasrRux58tiBHc4PzjXRt4/2VLzvVlCMKs5Yr5V6BQPH38adr9LjQNRhONsZA10za9Ljv37rmXFncL1y++vi7Hvvm8eTzzF9cWBLIEoRnQ25xkefHQMAAXLWmvOe7i3ovZNbyLcDoMFCPBjVQXXNpj/IF9DxByhXjzwjdP+7ilYkBiBAvNgulQOhVO8saxUa5YMX6Lwivm68KVTx9/GqCg22NFXfBYIsO1n32cf310d92OaV7nUG4nRyJH5lwtsIkYwYIgzGnaPG1s6NrAU8efKvTWbhRxLLOmL2+L8Isjv+D25bfXTZnRZlM16yEFYS6j9+vMsfXQCAtavcxvra2pcXHvxeS1PC/163XBphHcSJFgs8f4WGqMXxz5Bbcsu6Uu84cZCbYpZA4RmgYzEvyLnafJa3DF8o5xxy5vXU6vv5enjj0FUFBZtkIh+uvPHGI0nuEnb/SjafVJtzYj1tsjjxF0BuvmfJ9tiBEsCMKc56oFV7FtcBsuVxygYeqCCw+isV+SzWe5e+Xc6c8nCOcCr1MXxnrx0HDNVGiT87vOx213F1KiTcOv0SLBPpednx78Kel8mjtW3FGX44aMmuB2vxu77exVpgWhkTAjwT/feQqv087mRePPH0oprl5wNc+dfI50Lo3fZUaC6zt/RJIZvvbMQYJuB8dHE+w+FanLcWOpHNji7Aw/zS3LbsHrmJsCvGIEC4Iw57lqwVVoaByOvwI0jhGsp0NrvDD0Ey7ovoBlrcvO9SUJQkPjdzs4NBTjdCTFlnFSoQFcdhebujcVjOBGTIc2e4w/sO8BVretZm372rocN2T8LUQUS2gmzEjwqXCKS5a143JMbEJd3Xc1iWyCrae24jMiwdE6G8Hf/vURxhIZPvcbmwA9Sl0P4ukszpZXyWoZ3r5qbqZCgxjBgiA0AWs71tLuaWf76PMAdW2TtO34GN95/nDdjldKPJ3D7jvAQPL4nH4QCcJM4XXZC+19LpogEgx6SvSekT2MJEcKAjiRBkqHjmey4Opn+9D2afcGLsWMBHcGJBVaaB5MIxjgiuXj1wObXDzvYtx2N08ee7IojFXHmuB4OstXnzrA1au6uGFdD+f3tfDznafqcuxYKouz9QWWBFazpn1NXY45GxEjWBCEOY9N2bhywZW8dPo5IF/XmuD/88R+PnH/tkLfwHoST+sPIr8jwI2Lb6z78QWh2fAZQlFBj4NV3cEJx17cezEAW09tbchIcDydY9T+NA6bg1uW3VK345qp4RIJFpoJn7soCDeRKJaJ1+Hlot6LePLYk2XK0vXiv144ylAszR9duwKA69b08OrRUQajqWkfe8/oDuyefm5YePu0jzWbESNYEISm4Kq+qwinwwRCxxmqoxH8ypFRAB7bUR8PbCkD8SEcwW1c23fznGtSLwjnAnMxumVxG7ZJ6lnXd67H6/Dy/MnncdpteJy2BosExzmVf5rrFl1Hm2fiqPeZ4HLYmN/iYUV3oG7HFITZjqm03u53saZ3YgeayZv63sTRyFFG0seB+qpD/3zHKdbPDxXKOq5b242mwS93TT8l+plTP0HLO7lx0VumfazZjBjBgiA0BVfMvwKHzYGndWfdIsGnw0mOjyYA+JkFRvCLg4+hbDnuWH5X3Y8tCM2I1xComage2MRpc3JBzwW82P8ioEdA6x0JPjGaIJevj6JrJXHX82SJ89617637sR/9k6v54FWiUSA0D3abwueyc9nyjkkdaCZX910NwCtDzwH1E8bSNI0dJ8Oc39daeG/9/BDzWjz8Ypop0fFMnNdHHycbPp8Of8s0r3R2I0awIAhNQdAV5JJ5l5DzvsFgbPrpQgAvG1HgLYvbeG7/YF3bp2iaxiujj5CNL2Zt56q6HVcQmhkzEjxef+BKLu69mANjBxhMDBL0OOpqBB8fTfCmf/kVv/+traSy9e0fmtfy5IJP0eFYzsaujXU9NkDQ48RplyWk0Fx87p0b+bMbV095/PzAfFa0ruD5fr1fcL2EsU6MJRlLZFg3P1R4TynFtWu6eWrvIMnM2c8njx56lIyWIDN6UaG101yl7jOYUupDSqlfKaVGlVKaUmpJjTFtSqlvKaXGjNe3lFKtFWMWKaUeVErFlFKDSqkvKqVcFWM2KKWeUEollFLHlVJ/q+ql/CAIwpzj2oXXkrUNcDp5qC7He+XoCC67jT+9YRWZnMbjuwfqclzQ6xBHMyfIjF5caM0gCML0uHpVF++9dBGbFrZOafwlvZcA8GL/iwQ9zro6up4/MEQmp/Hznaf50DdfmtbCtZInjz2DzTXA+aFb6yaIJQjNzlvOm8fSTv8Z7XNV31W8fOplvO50oe3hdNl+fAyAdfNCZe9fu6abeDrHq0dHz/rY9+69lxZHH/nkYjwOMYLPFB/wM+CTE4y5B7gAeCvwFuPnb5kblVJ24GEgCFwFvAu4G/hsyZgQ8BhwCrgI+CPgz4E/rdsnEQRhTnHtomsBxbD2Sl2O98qRUdbND3HJsg46A25+tr2/LscFuHfPvTiVH1t8k/TiFIQ6sbTTz6fv2DBpexOTNe1rCDqDPH/yeYIeB+E6RoJfPDRC0OPgH+/awJN7B/i9b2ytW2r0t3Z8i3wmyPqWq+pyPEEQzo7rFl1HVsviadlJtE41wTtOhlEK1s4rr03ua/MBnLU41hsDb/D6wOssdV2Hz+mYctp3o1J3I1jTtM9rmvaPwNO1tiul1qIbvh/SNO1ZTdOeA34fuFUpZeYY3AisB96nadrLmqY9Bnwc+KBh/AK8B93g/oCmads0Tfsh8BngTyUaLAhCLTq9nXQ6VpJ0vjrtY2VyeV4/NsrmRa3YbYob1nXz+O6BuqQ1jiZHeezwYyx0XonPKYJYgnCusNvsXNhzIS/2v2jUBNcvErz10DBbFrfxrosX8cnb1vP0vkF+fWBo2sc9MHaAF/qfIzN6KQG3zB+CcC45v/N8+gJ9EHy5bpHgHSfCLO30V2WJtRjty8YS489TA5EUmlbb2faNHd8g6AzSa7u6TA17rnIuCjouA6LAsyXvPQPEgMtLxuzUNO1oyZhHATdwYcmYpzRNS1SMmQ8sqf9lC4IwF1gZuAzlOcH+4SPTOs7u/gjJTJ7Ni3TV1RvX9RJNZXl2//QXsT/e/2My+Qy9tmsKLV0EQTg3XNR7EUciR3C4xupWEzwSS7P3dLQg0PUbFy3E57LzkzdOTvvY9+65F4dykBm5pKy3qSAIM49SipuX3UzWuYeR1PTXB6BHgitToaFoBIcTteepcDLDlZ/5JT946VjVtmORYzx2+DHesfodpDNO/E0wd5wLI7gXGNBK3BDGz6eNbeaYSnmzQSA3yZhTJdsEQRCq2Nx5JQCPHPzFtI7zypER/XhGbeFlyzvwu+zTTonWNI17997Lxq6NOLLz8TbBg0gQZjMXz9P7Bcdsu+sWCX7psD5/mAJdHqedN6/p5tHt/dNKic7kMjy0/yEu6LoSLRfA65z70RxBmO3csvQWUBons89N+1hjiQzHRhJlolgmHqcNp12NGwkejKRIZfM8V8NZ/+2d38aGjXeveTexVK4ptEimZAQrpT5tiFxN9LrmDM5ba4ZXFe+P9xSYaIwa531TsGurUmrrwED9xGsEQWgslrcuIZfs4Yljv5zWcV45MkpX0E1fmxfQF7HXru3hkW39ZHL5sz7uy6df5uDYQe5edTexdBZ/E6QkCcJsZlXbKlrcLQznd5DM5Kf1/TZ58fAwLruN8/uKLUhuPm8eg9E0Lx4aPuvjPnHsCUZSI1ze/VYAiQQLwixgWesyvNoihtXz0z7WzpNhoFoUC/Soc4vXOa4RbGoavFYhnDWWGuO+vfdx87Kb6fH3EE9n57wyNEw9Evx5YO0krxemeKx+oLu0btf4uYtiJLef6mhuJ2CfZEy38W9VkyxN076sadoWTdO2dHV1TfFSBUGYa3QEXGQj69k1+jqDicGzPs7LR0bYvLC1THn11vPnMRLPTCsl+t499xJ0BrlpyU3E0zm8kg4tCOcUm7JxxfwrOJZ8CcjVJSV666ERNvS14Cn5fl+zuguP08Yj284+m+SBfQ/Q7e1maeACQIxgQZgtzLNfTtp+mMPhw9M6zo4ThhFcIxIMEPI6CY9jBJvG8YHBGGPx4pgf7PkBiWyC9697PwCxdK7QU30uMyUjWNO0QU3Tdk3yik/xnM8BAfSaXpPLAD/FOuHngLVKqb6SMTcAKeClkjFXKaU8FWNOAIemeC2CIDQZbT4X2fBGNPI8dvixszrGcCzNoaF4oR7Y5E2rugi6HTz02omzOu5YaoyfHfoZtyy7Ba/DSyKdk0WsIMwCrl98PYl8GLvv0LRTopOZHK8fG2XLkvL5w+928KZVXfx020nyZ5ESfTp+mqeOP8XtK24nndH3l3IKQZgdLHZfDpri4QMPT+s4O06G6Qy46Q7WFr1r8Y7fyq3UOH79+CgA0XSUb2z/BlcsuILV7bo+cTyVlZrgs0Ep1auU2gSsMt5ap5TapJRqB9A0bSfwCPAlpdSlSqnLgC8BD2mattvY52fAduCbSqnNSqnrgX8BvqJpWtgYcw8QB76ulDpPKXUX8BfA57TxZM8EQWh6Ovxu8ukeOpyLeOTgI2d1DDMdqTSVEfSU6BvW9/Do9n7S2TNPmfzRvh+Rzqe5e9XdAMTT2aaoyxGE2c4V86/AoVw4gtunHQl+/dgYmZzGRYvbq7bdvGEep8IpXjk6Mu7+z+0f4tMP7ah6/8H9D5LX8tyx4g7iaV2lXuYPQZgddHi7Ibmchw48NK4681TYcSI8bhQYIOSZKB26+L6ZEv2tHd9iNDXKxzZ9rLAtnpaa4LPlw8ArwHeM3x82fr+9ZMx7gNfQjd1HjZ/fZ27UNC0H3IJu5D4DfA+4D/izkjFj6JHf+cBW4N/R+wh/zoLPJAjCHCHocWC3KRa6L+fl0y/THzvz1EPTm9rud1Vtu+38+YSTWZ7aO7H2wJee2M/2E2OF35PZJN/Y/g0u7Lmw4I1NpHMSyRGEWYDP6WN920U4gtsZS6SndSyz5vfCxW1V265d043LbuMnb4w/Lz2y7SRfffogI7HidWiaxgP7HuCC7gtYHFpcYgTL/CEIswG/y0FqZDNHI0d56dRLk+9Qg3Q2z97TkZr1wCYT1QSb7y9o9fLq0TFGk6N8Y8c3uH7R9azvXF8YF5Oa4LND07RPapqmary+XjJmWNO092qaFjJe79U0bbTiOEc0TbtV0zSfpmkdmqZ9TNO0VMWYNzRNu1rTNI+mafM0Tfs7iQILgjARNpuizeekVbsIgJ8d+tkZHyOa0iNBgRqiVVes6KTF6+Sh18dvdZLO5vnHn+7ii7/YW3jv3j33cjpxmj/Y9AeF9+IZSYcWhNnCZb3XYHOOsXO4Ogp7Jmw9NMzK7gBtNZxoQY+TS5d38My+8fUKzIWsmZECuqDeofAh7lx5J6A70EDSoQVhtuB3O0iHN+B3Brh/3/2F9zVN45e7Tk2pBGLf6SiZnDZhJHhCYaxEFpfdxiVL23n16Chf2/Y14pl42boDJBIsCIIwZ2n3u8gkOljbvpZHDp15SnTMMIJrGaguh423rO/lsR2nSGZyNfcfiesRnCf2DJBI50hkE3z1ja9ySe8lXNR7UWFcXCLBgjBruKbvTWiajZcGnprWcQ4Px1nVExx3+4JWD4PR8aPN5gJ3R4kR/P3d3y8I6gHFSLAI6wnCrCDgtoPm4tq+G/nZoZ8RTUcBvV3a73x9K09Mkj0GsOdUBIC1vePPHy2GMFatmGA4mSHkdbBpUStDyQHu2XUPtyy7hRVtKwpjMrk86WxeaoIFQRDmIm0+F8OxNG9Z+hbeGHyDY5Fj5PIaX/zFXgYiqUn3jxkLzPHaF926cR7RVJan99aO5gwZC9xkJs+Tewf4/u7vM5Qc4qObPloYkzUeRD7p8ykIs4L5oQ5ysWVsH3t6WseJpbI1s0hMWn0uRuPpcesGK43gkeQIjx1+jNuW34bXobdsi2f0iI/DLss8QZgNmJHVa+bfQjKX5KeHfgpAfzgJwKHB2KTHGDUc6LVKsUxCXgd5rZixVspYIkPI62RjXyuuzp+TyWX56MaPlo0pONCaoD2jzI6CIDQd7X4Xw/F0IWry6KFH2XEizOce28ODU1B2jqayOGwKt6P2FLpxYSsAh4ZqP9SGS2r5frLtMF/b9jUun385F/RcUHg/npGaPkGYTQQ8DrLR9YxkjnNg9MBZHyeeyuGboN6u3ecim9dqLmIBRgvp0HpU6Ef7fkQmn+Edq95RGCN6AoIwuzCd5vO9q1jRuoL79+op0YOG4/3I8ORNdkwHfMAzvoHa4nUC1EyJDicyhDxOHJ5+nK0vstJ7EwtDC8vGxNP6vCORYEEQhDlIu9/FUDTFgsACNnVt4sH9D7LvtL6gHM9wLSWWyuJ3O8p6BJcSdDvwOu2cMjy8lQzF9Ifexr4WfnXyfoaTw2VRYCjW9E20WBYEYeZw2m04EhsAVVVGcXw0wb7T0UmPoWmaLjozQb1dq09fxI7EJm5zsu90hFQmx71772Vz9+aylMa4tFcThFmFKTQVT+e5c8WdvDH4BntH9jJkOMWPTsEIjqayOO0Kt2P87/aERnAyS9Dr4AuvfA47Xhi9oWpMLNU8egJiBAuC0HQsbPcxEs8wFs9w18q72D+2n+dPvAzAwSmkJMVSuQnTGZVS9ITc9Idrp1abqq53XthJPvgrzmu7hI1dG8vGiLqrIMw+gs4OOmzrqtqcfOrBHfzhPS9Pun8ykyevjV9KAXq5BhS1A0rRNI2xRIa+Ni+ZnMaPdj/J4fDhsigwSCRYEGYb5nc+ls5y2/LbcNgc3Lf3vkL9/1QiwdHkxKUUoLdIAl0Eq5JwIkPOvZPnTj7Heb672XksS65CkKsYCZZ0aEEQhDnHakOUZs/pCDctuQmfw8fW4UeBM4kET7zA7A55xo0ED8fS2BRE3Y+jHHG6MrdVjTEfRF6pCRaEWUPI66SDyzgaOcprA68V3j86EufYSGLS/WPmAnOC+cNUja5lBCcyOTI5jcuWdQDww70/oMXdwo1Lbiwbp/cYFyNYEGYLpvEaS2Vp87Rxw+Ib+NG+H3EqordKPDqcmLR/sJmFNhGhCSLBY4kkB/PfZXFoMbcueTuxdI7jFfOWGQluhiw0MYIFQWg6VhnKirv7I/icPt669K2czv8abEmOjyRIZ/MT7q/30Jv4QdQT8nB63HToNC3+HPfs/iZtbOLFPYGqh19CIsGCMOsIehy405vw2D08uP/BwvunwimiqSyRZO0UZhNTWX6iKEubmQ5dwwgejevH37iwFbd3kJ3hp7lr5V247e6ycfF0TkT1BGEWYT7L44aR+e417yaSiXA4pavNJzK5CVXhASKTiOpBMR06XGEEa5pG3PM40fxx/vuF/52ugB+oNpYTGYkEC4IgzFnmt3gIuB2FdgN3LL8TTaVp695BXps8LSk6hQdRb8jNqXCqpmd3OJbG3fEMkXSEu5f9LifHkgWRGxNJhxaE2UfQ4ySWdHDtomt55NAjpHNpMrl8oc6/f6y248vEjLJMGAk206Fr1ASbC9YOv4v2BU+C5uQD6z5QNS6RkXRoQZhNmGsGU/BuY9dG1ravZdD2K4Ie/bs62dpjMmV5gBZf7UjwobETODofY4l3C9csvGbciPFU5qi5ghjBgiA0HUopVvUE2N2vG57tjhXkkj34O14CJm9VEEtNnmrYE/KQyOQIJ6vrck7HRkh4f8n1i67nysV6LXBl6rRpBMtCVhBmD0GPg0gyw23LbyOcDvPUsacYiKQwfV0nJzGCzTIH3wRRlpDXiU0V26GUYi5YE9pJos4XIXw57Z72GucRYSxBmE2Y33kzG0QpxbvWvIu88yQrFuk9gicTx5pKOnTA5UApvSdwKf/64r8Ced467yMopQh59eNUjpvKHDVXECNYEISmZHVvkD2nImiaxv7BGJnRixjL78fmPjFpXXAslZv0QdQd8gDUTIk+nn+UvErykU0fGVfJ0UxJaoYHkSA0CiGPg0gyy6XzLqXT28mDBx4s9PmEySPBZhRoovnDblO0eJ0MT2AEP3byHhzKReTUlWXnNxFhLEGYXbgcNlx2W6HNEcA1C25Ey/rI+vWU6MkiwVNJh7bZFCGPs2xN8czxZ3jyxM9JD76ZxS16S6SigNY4keAmWHuIESwIQlOyqifISDzDQDTFgYEYmfBmPHYP/u5nJlWIjqUnfxD1BPUavVMVCtGjyVFinl8x33Epq9pW0WoYwZVRH0mHFoTZR9DjJJLM4LA5uHnpzTxx7AkODJ0sbK9lkJZifq8nSzVs87kYiddIh45nUK4Bnu1/jOsX3ImWC7DzZLjGeUQYSxBmG363vRAJBogmFenRizicfJ6utnhd0qFBrws2jeBoOsqnfv0perx9pIffVIgAF2qHx4kEN4MTTYxgQRCakoJCdH+U/QNRWt2tvHP1O8H/MruHDk6471RSknqMSHBlmvP/2/Z1NJXm4tbfAEp7+pWnTcebqFefIDQKQbeDZCZPJpfnHaveQV7L89OjPwDAZbdNmg49FWEs0BWix0uHdnf+ApfdxR9e+HsA7DhRywjOSRaJIMwyfC5HQSEedJHMzMhl2JQdd+fPJ9cjSU6+9gB9XWFGeD/9/Kc5GTvJby75c9AchQiwz2XHblNVrZRi6RxOu8LlmPsm4tz/hIIgCDUoKESfirD/dJTlXQF++7zfxqYcHMj8eNz9Ulm9RcmkkWDDCC6NDA0lhvivXfeQDW9kWetyABx2GwG3g9HEOJFgpxjBgjBbCHr0730kmWVJyxJuWnwTL48+hNOZYEV3gP6xidskxaaQDg26QvRwDWGsg+G9OEKv8Z6172Fxaw8L273s6i8X1cvlNVLZPF6ZOwRhVhFwO8oiwYORFFq2lZsWvp0xx3McCu8Zd998XiOWzhHwTG4Eh7wOxhIZHtz/IA8feJgPb/ww7Y5VQNHxrpQi5HFUlWLFU9mmcaCJESwIQlPSGXDT4Xexpz/CgcEYyzr9dHo7Weu/kbT3RfaPHKm5X7FeZuIFptdlJ+RxlNUEf/WNr5LKpUgNXke70QsUylOXTOKZLC6HDYddpmlBmC0EK+rofu/83yOrJWnpeZ75rZ7JI8FTLHNo9dWOBL8wdg8q7+G3z/ttALqDnqpWSomMlFIIwmzE57YX1hBAQVX+t9b9Lm7lJ+J/gGSmWkwTIG58rwNTUG1u8ToZSp3g07/+NBd0X8CHNnyoMGeZqtDmz5Xp0LF0btL1zVxBVleCIDQtq3qCvHh4mIFIiuXdAQBuWfxu0Gz8+8tfrrnPVCM5oEeDzZrgbYPbuGfXPVzZezNauqvaCK6o/0uIuqsgzDpKI8EAq9pWEcpvIhN4ko6QNmlNcCyVxWFTuCdJNWz3uxiOlRu3r5x+hVPZl/ElrqfF3QJQO5JTUHeV+UMQZhMBd3k6tNkXeGl7F2/ufS8O/z5+vOeXNfeNJqe+9gh6FCP+r2O32fmnq/4Ju81e6FQRLIkkhzzOKmGsRDqHbwrnmAuIESwIQtOyujfIgQFdBGt5l24En9+7iMzoRfzy+MMcCVdHg6ei7mrSE/JwKpIknUvzN8/8DV3eLq7v/V2AMiO41VcjEpzOSSq0IMwyzChKpCR64gjfQF7FGbI9wWg8QzKTG2/3QusipdSE52n1OUll8ySMyLGmaXzh5S/g0Fro5obCOL32rzxylCi0V2uOhawgNAp+l6NgzAIMRlME3A48Tjt3rbibfKqTL2/7Aqlcqmpfc+0xFWGsQ/n70dxH+ORln2ReYB6g6wn4XXacJdllLV5nVRvHWDorkWBBEIS5zipDHAtgWZcfgCWdftJDb8aGg3958V+q9jmTSHB3yM2psST/57X/w77RffzPy/4n8aS+iO7wuwvjWrxORmt4Y0UUSxBmF2YUpXThODzcQ49jI69HHgBbcsI2SVNVd2336U4yM9X5scOP8dKpl2hJvZU2r78wLlSrlEKU5QVhVrKgzcuR4Ti5vN5YfCiapiOgf9eXdbaQPHUbp5JH+MwLn6naNzZFI/iFky+wI/4j0qNbuHrBdYX3w4lMWSo06LXDlZHgeKp5RPXECBYEoWlZ3atHfx02xaJ2H6AbpG3uTla47uTxY4/z9PGny/Yxa/qmUpfTG/IwkNnD17Z9jduX385VfVcxYqQ4tvmLD6PakeDmEacQhEahsrdmLJUlkspyVef7SOTCuDqenLAuOJbOTinVsNUwgodjaQYTg3zq159ifcd6iFxaELYBfb6KJDPkjUU1FI1gcaIJwuxidW+QVDZfUIEejKboDOgO8a6AG0dqLWu8t/ODPT/g4QMPl+07lUjwUGKIv3z6L2l3zifVf3vZuiKczJTNHUBVP2EwIsFTWN/MBcQIFgShaVlpRIIXdfjKUoSWdPggfBVLQkv4zAufIZMrPiTOJBKM6xjuvq/R7e3l4xd9HNBbIgTcDtyO4kMmZNQEa1r5QlYWsYIwu+ht8eBx2th9SldkNlugbehaz5XzrsfV/hR7h46Pu38sNTXRmTafvlgdiaX5u2f/jkQ2wT9c+Q+MxXO0eMtr+vIaREvqDBOiLC8Is5I1ZleKfr2t2VA0TYdRGmWzKRa2+2hN3sYF3Rfwd8/9HQfGDhT2nawUK5qO8pGff4RwKsy7lv4laK4yA3cskSk48UxqCWPpa4/mcMCLESwIQtMS8jhZ2O4t9Aw2WdLp58hgmj+/6M85FD7EN3d8s7AtOsU+n7uGd3Hvib9Fy3n4qwu+UBCyGY6ly+qBAVq9LtK5PMlMvvBeIiPCWIIw23DabZw3v4XXjo4CFITvekMe/tsFfwQqx8NHvzHu/vH01Pp8mnPEz489xOPHHue/XfDfWNqylHAyS6u3XFQPKEtpLApjNcdCVhAahZXdQZSi0NZsMJqiM1gsjVrU7uPYSIZ/vvqf8dg9fPBnH2Tb4DagKIxVKxKcyqX441/9MXtH9vLZaz7Luo51QPm8EE5kCXnL9w159L7nqWxRxyCWkppgQRCEpuCr77+Iv7l1Xdl7Szv89IeTXNR9BW9e+Ga+8PIX+Pq2r6Np2pTqch4/+jgf/NkH8Tq8xI98iHymtbBtOJamrcIINheypb2Co6nspIa2IAgzz8aFrWw7MUYmly9EgrtDHlZ3LkWFL2Nn9OccHDtYc9/oFOvtWn0ubO5+Hjz2n1zcezHvXvtuoqksubxWltJoLmpLIz5miyTJJBGE2YXXZWdxu4/d/RFyeY3heJrOkvXAonYfR4fj9Ph7+MqNX8Fpc/KBn36AH+//cUFVurJP8KnYKf7kV3/CC/0v8PdX/D1X911dqP2tTIeurAluKQj9FTNJoqmpOermAmIEC4LQ1KzuDTK/1Vv2Xk/IA+g9/P756n/mxiU38tmXPsvfPfd3hJMJoHZKUiQd4W+e+Rs+9suP0ePr4V+v+j9omfZCtAh0I7ijMhJspD6OlrRJGoyk6AyUjxME4dyzcWEryUyePaciBSO4J6RHc3ryt2HDxV899Vcks9W1wfF0dkp6Asoex9v3TZzKwz9c+Q/YlK2woG2p6PMJlClEF3qZN0ldnyA0Eqt7g+w+FWEknkbToCNQjAR3+F1EU1nS2Tyr21fzX7f8F5u6N/GJpz/Blw78Hp759/DD/d/i4QMP88LJF/jiy1/k1vtv5dcnf80nLvkEty2/DSjOEVNJh4ZyjYN4OleoU57rNIepLwiCcAaU9gLtawvxz1f/M4tDi/ny61/GpR7Bt2AVDx9MczJ2kl3DuzgSPsJgcpCx1Bg2ZeODGz7IRzZ+BE2zA3sKC2XQjeC180Jl56t8YCXSOcLJLN2GMS4Iwuxh88JWAF49OsqpcAq/y07QWFzOD3WhJX6L7UNf4m+f+Vs+c/VnytohxVKTC2Nl81n+8umPY3OOcbH/k/T4e4Cik6w0mmMuaksXu6aidJtPnGiCMNtY3RvisR2nOD6iO9RLDU4zyhtLZXE5XLR52vjSDV/i+7u/z3de+xWjvt38f69+oex4Ny+9mY9t/hh9wb7Ce5VrinxeI5rKVqtDV8wfpyO6w747KEawIAhCU2IuaM0UIZuy8bHNH2NLzxY+/cR3OOJ/kb999m9RKBaHFrOsZRlberfQ4e3g6gVXs75zfeFYnQFXIRKsaRpDNSLBhXTouPkgMqNLYgQLwmyjr81Lu9/Fa0dHiaVyZd/TeSEPO3ev5o9v/2M+//LnWda6jA9v/HBh+2TCWJl8hk899yl+ffLX+MLvxuZZXNhmRmvMzBEoqQkuEbcZiqbxuex4RBhLEGYdq3uC5DX49YEhgEKLJCiWWUVT2ULZlMPm4N1r383uPedzbPcJnvnLyzmdOM1AfIAOTwcr2lZUnSNktnIzMkQiqSyaRrU6tLe85dvpQnmHGMGCIAhNSTESXK6aeNn8y1ht9zJy+m18+8PLmReYh9fhrXWIAt1BT+HBEkvnSGfzVTXB5qLWXOSaRnNPkzyIBKGRUEqxsa+F146OEfQ4yozg3hYPg9EU71v7WxwYO8C/v/rvDCYG+aML/gi/I0gikxu33m4sNcafPfFn/Prkr/nQ+R/i589sZiRens4I46VDF8cNx1JV4nuCIMwOVhsK0c/s143g0rKn0iy0SiJGj/GAK0DAFWBZy7Jxz+Gw2/C77IU5w5wfQp5KYazy+aMYCW4OB7wYwYIgCBVM9CCKpbIE3W6WtY7/ACqlJ+Sm3zCCh6N6mmLlArVSGKtYZ9gcDyJBaDQ2Lmzl8T176fC7uHJFZ+H9eS0eNA0Gomn+52X/k5ArxD277uEXR37B763/CMqerxK8y+azPHviWf7lxX/hWPQYf3/533Pnyjt56dUXGI4VxfJqGcFBtwOlKozgeKYq20QQhNnBkg4fLoeNFw6aRnDR2W06yGLp2muPiQQ5K2nxFnsAm/+OJ4xlZpJIOrQgCEKTU0yHzlRti6VyZyQ40xPy8MZxvSfgsFGrV7lADbgd2G2q8KAqGMFN4o0VhEZj48JWNA0Go2l6WsojwQD9YwkWtLbzPy7+H9y6/FY+9dyn+KetnyKwCr5zfCE7frWagCuAXdl54tgTDCYG6fR28pUbvsKW3i2AXtO773S0cOzRGkawzaYIuh1lNcHDsRRdTSJsIwiNhsNuY0VXgB0nwzhsqkysqpAOXdMBf2Zrj1CJEWwaudXp0OXCeqcjSVx2W1nJxVxGjGBBEIQKzEhwuMaDKJrKFrZPhe6Qh6FYikwuz3BM97JWRoKVUrR4nSU1wSncDltVTz9BEGYHG/taCz+XOqtMI/jkWFEMb33Heu655R4e27eVP7z/XjpWDHJw7CCRTIRkNsmWni3cvuJ2rl5wNU57cfHZ6nOWKcaPJTI47aqqf3iLz1k2Vw1H06zuKRffEwRh9rCmN8iOk2E6Ai5stqJwXiELLVU7HboynXkiWrzOgvFbTIcuN27dDhsuu60wbiCcoivoLhPzm8vICksQBKECj9OOy24bNx16XsvUI7QruwNoGjz8+kkyuTxQbQQDtJZ4bU+Fk/SEPE3zIBKERqPd72Jxh4/DQ/GC4QswL6RrBPSPlbdHsikb872ryQy/iQ+v2cIN63omP4ev2C7F5dBbJLV4nVXzQshTnDtM8b12f3NEcgShETHrgjv85RkbAbf+va0dCc6yoHXqa4+Q18nR4ThQjPS2VER4lVKEvI4ydeiuJkmFBukTLAiCUJOgx1EzHTqeHl/YphY3b5jHxoWtfOqhHRwYjAG1jeBQlRHcPA8iQWhEzGhw6Xc15HXgdtgKtXWlmHV+U01pbDXmiVGjjGIskamq6QMj4mPMHfF0jlQ2T7tf5g9BmK0UjOBARWmUx1SHrlWKla3SE5iIlhrp0LUiySGPs0QYK9k09cAgRrAgCEJNdCO4djr0RC1OKrHbFP901wbGEhn+71MHcdltNcUtWn2lRnBKegQLwizngkWtACxo9RXeU0oR9Dhrzh1x0wie4kK2zYjamArRY/FMVU0flEeCTSEtEcYShNmLaQRX1u77jLZm0VSuap9oMlswkqeCWWKVz2uMJTLYVO25J+QtllOcjqSapj0SiBEsCIJQE30hW+6N1TRN98aeQSQYYO28EB+6ehnpXJ42f3U6IxQfWJqm6ZFgEcUShFnNuy5ZxHc/dGlZOjToDrRYjZo+c2E71Uhwu083ZE3DdiyRoXW8SLAxVw3FaivQC4Iwe+gNeVja6S8YwyY2myLgdlSlQ2uaRjR9ZurQmxa2ksjk+H/PHiJsZJGU1h+bhIxMklQ2x2g80zTtkUBqggVBEGpSKxKcyubJ5rUzNoIB/ui6lfzkjZO0+movTs2a4GgqSzydk3RoQZjluB12Ll3WUfW+320nWsMIjqfMdOipzR/mXFGaDr28y181rrSmb8Q0ggNiBAvCbEUpxc//9E3UsEl1I7giHTqezqFpU587AG49fx4PvHKczzyyi7XzQlWiWCYhj4NjI3EGmqw9EkgkWBAEoSa1jGAzunMm3lgTj9PO937/Mv7tXZtrbjejOaagTmV0SRCExqBWJAcoGMa+qaZD+yvSoRO106FbvE6SmTypbK4QCZZ0aEGY3dhtqmZWWMDjqHKinc3aQynFP759A36XndeOjo7bbcKMBBd6BDeRA16MYEEQhBrUSoeOFdIZzy6JpifkYWG7r+a2Fp8LTaPQF7SZUpIEYS4RcDtrtjiJp435Y4qaAm1GJHgkniaf1wgnx6kJLun1OV4bNkEQGgO/21FVExw9Swd8d9DD/7pzA1DdI9hEF8bKcjqcKuzTLEg6tCAIQg1qRYKLD6KpC2NNFfMBtftUBEDSoQWhQQm47TVrgmPpLG6HDYd9avEHj9POvBYP33vxKDet70HTdGdZJebcEU5mGIqlcdrVWWWrCIJw7gm6HUQrHPBnawSD3qHij65dQV9bbQd8yOsgncsX2ilJOrQgCEKTE/Q4iaaz5PNa4b2CuqsFC0xT8GbvKSMSLOrQgtCQ1EpnBM5KVO8/3nMBg9EU7/+/LwC1ozlmrV84kWE4mqbd75Ie44LQoOg1wbUd8Ge79vjTG1fzzosW1txmzin7TkexKegIiBEsCILQ1IQ8DjQNouniw+hMa/rOhFZfMRIccDskkiMIDUrA7axZExxP5aasDG2yeVEbX37fFgajeq3vROnQY4kMw7G09AgWhAYm4KnWFDB/t2JdYDrR9g1E6Qi4sddS65qjiBEsCIJQg6DRj680JdqsCbbiQWQubg8OxppKmEIQ5hoBt510TheqKiWWzk65R3ApV67s5Ivv2kSH31VTHbrFELwJJ7MMx9MiiiUIDUzA7ajSFIgZzvgz6RM8VUIlkeBmSoUGqQkWBEGoSdDwjuriWF6gqNB4ptGcqdBiRIJzeU16BAtCA2M6yWKpHG5Hca6IpXJnnc74lvPmcdP63pppzmYkx4wELxyn9k8QhNlPwK33Gdc0rfB9P9Me42dCyDCsxxIZLljUWvfjz2YkEiwIglCDWpHg6YhTTEZpmqOIYglC4xIwjNLKlMZYOotvisrQtRivzreoDl2sCRYEoTEJeBzkNUhkipkk5lwSdNdWeJ4OoZK1RzMpQ4MYwYIgCDUpjwTrxKYpTjERbocdr1NfIPeIKJYgNCymkyySqmyxdnbp0JPhcdpxOWwMRlNEUllJhxaEBsacP6JlpVhZbAo8zvqbbaUO+GYrxar7X1Mp9SGl1K+UUqNKKU0ptaTGmEPGttLXP1WMWaSUelApFVNKDSqlvqiUclWM2aCUekIplVBKHVdK/a0SSURBEOpAzZrgdA6Xw4Zzii1OzhTzYSTK0ILQuJSmQ5cynXToyWjxOjk0GAOgTYxgQWhYCmuPVHkWmt/tsET1PVhSZyw1wdPHB/wM+BHwvycY9/fAf5b8HjV/UErZgYeBIeAqoAP4BqCAjxljQsBjwJPARcBq4OtADPhsXT6JIAhNi/lgCFd4Y61UbW71OekPJyUdWhAaGFO8JloRCY6ns5bU9IFe13doSO/zKZFgQWhcakWCo6ksQYvWHm6HHY/TRjKTp6vJ0qHr/hfVNO3zAEqpLZMMjWia1j/OthuB9cBiTdOOGsf7OPBVpdQnNE0LA+9BN7g/oGlaAtimlFoL/KlS6nOapmnjHFsQBGFSQuOkQ1u1iIVibU6vRIIFoWEppENX1gRbHAl+/dgYgNQEC0ID4y9kkpQ74K2aO0Bf7yQzKbqaLBJ8LmuC/0wpNaSUelUp9YmKVOfLgJ2mAWzwKOAGLiwZ85RhAJeOmQ8ssfC6BUFoAtwOG067qhLGsqKmz6TVMIKlJlgQGpda6dDpbJ50Lo9/GsJYExHyOsnmdd9/R0CMYEFoVIqaAtXp0FZhOuAlHXpm+CLwCnq688XAPwFLgd8ztvcCpyr2GQRyxjZzzLGKMadKth2s7yULgtBMKKUIepzlkeC0tQ8isya42byxgjCXqJUOnUjrBrHPIidaqbhNu1/mD0FoVMxSrKp0aAt6BJs069pjSpFgpdSnawhZVb6umepJNU37nKZpv9I07XVN074KfBT4XaVUR+mw8XafYIwa531TsGurUmrrwMDAVC9VEIQmJuhxVESCrUtnBNjQ18L5fS14nNalXAuCYC0+px2lKhaxaevaq0GxfMOmihklgiA0HoWa4Mp0aAuz0EIeBy1eZ9OtPab6F/088O1JxhyZxnU8b/y7Aj063A9cUTGmE7BTjPb2U4wKm3Qb/1ZGkdE07cvAlwG2bNki9cKCIExKpREcT2VZ0GpdqvL7L1vC+y9bYtnxBUGwHptNEXA5ytIZ48bPPos0BcxITpvPhc0mTTIEoVEpZpKUONGS2cL7VrBhQQv2Jpw3pvQX1TRtED0d2So2Gf+eNP59DvhrpVSfpmlmyvMNQAp4qWTMZ5RSHk3TkiVjTgCHLLxWQRCahKDbWS2MZaE3VhCEuYHf7SgTtola2GMcIOTVjyvtkQShsXE77DjtqtwItrgzxZ/euNqyY89mrOgT3KuU2gSsMt5ap5TapJRqN7ZfppT6E+O9pUqpdwL/AfxY0zQzmvwzYDvwTaXUZqXU9cC/AF8xlKEB7gHiwNeVUucppe4C/gIQZWhBEOpCdTq0tTXBgiDMDQIeR9kiNm7UBFvlRDMjwaIMLQiNT8DtKJRTaJpmrD2aK1V5JrBCHfrD6KJX3zF+f9j4/Xbj9xTwG8DjwA70fsFfAd5lHkDTtBxwC7qR+wzwPeA+4M9KxoyhR37nA1uBf0fvD/w5Cz6TIAhNiC6MpT+Isrk8sXTOUnEKQRDmBgF3uQPNjAr7rFKHNmqCpUewIDQ+pU60ZCZPXoOAW2r9640VfYI/CXxygu0vA5dO4ThHgFsnGfMGcPWZXaEgCMLUCHochI106ENDMXJ5jaWd/nN8VYIgzHYCFenQMYuFsSQSLAhzh4C76IAfTaQBxAFvAeeyT7AgCMKsJmR4Y/N5jd39UQBW9QTP8VUJgjDbCbgdFequRoski1IazT6fEgkWhMYn4LYXnGiHh+IALGr3nctLmpOIESwIgjAOQY8TTdOjOLv7w9gUrOgOnOvLEgRhlhPwOMpaJMWNSLDUBAuCMBmlTrRDgzEAyUKzADGCBUEQxsFMP4oks+zqj7Ck0990ffQEQThzAu7yFknRVA6lwGvR/NHX5uVvb13HbRvnW3J8QRBmjoDHWTCCDw7FcNltzG/1nuOrmntIgrkgCMI4BA2xmUgyy55TEdbND53jKxIEoREwa4I1TUMpxWg8TdDtsKyHr1KK37lyqSXHFgRhZikV1js8GGdhu7cp+/hajUSCBUEQxsGMBJ+OJDk8HJd6YEEQpkTA4yCvQSKj1wKfGE1KJEcQhCkR9DiIpoqinJIKbQ1iBAuCIIyDaQS/fHgUTYM1vWIEC4IwOaYKtFkXfHIswbwWz7m8JEEQGgS/y0EykyeTy3NoKMaSDjGCrUCMYEEQhHEw06G3Hh4GRBlaEISpUTCCU6YRnGSeRIIFQZgCAcMBv38gSjKTZ4lEgi1BjGBBEIRxCBUiwSN4nDYWizdWEIQpUGoEJzM5hmNpFogRLAjCFAga88cbx8YAUYa2CjGCBUEQxsGMBMfSOVZ2B0WYQhCEKWFGcqLJLCfHkgCSDi0IwpQw54/tJ8IAEgm2CFGHFgRBGAeP04bDpsjmNUmFFgRhypiR4EgqizaaAGBei0SCBUGYHHP+eOP4GC6HjXkhcaBZgUSCBUEQxkEpVRDHElEsQRCmirmIjaWynDCM4PmtspAVBGFy/Mb8seNEmMXtPstaqzU7YgQLgiBMgJkSvUqMYEEQpkghHTpVTIfulXRoQRCmgOl8T2RykgptIWIEC4IgTIBEggVBOFMK6dDJLCfHEnQGXLgd9nN8VYIgNALm/AEiimUlYgQLgiBMQNDjoMXrpDvoPteXIghCg+B26HoCejp0UuqBBUGYMmYmCSA9gi1EhLEEQRAm4KqVXazpDaGU1OQIgjA1lFIEPA4jHTohC1lBEKaM31ViBHf6zuGVzG3ECBYEQZiAP3jzinN9CYIgNCABt4NoUo8EX76881xfjiAIDYLdpvC57MTTOUmHthAxggVBEARBEOpMwO3g5FiSaCorytCCIJwRAbeDvKbRE5S5wyrECBYEQRAEQagzAbeDvacjgPQIFgThzAh4HLT7XdIeyULECBYEQRAEQagzAY+DwWgakB7BgiCcGefNb6Ej4DrXlzGnESNYEARBEAShzpS2OZFIsCAIZ8IX37X5XF/CnEdaJAmCIAiCINQZ0wi2KaTFmiAIwixDjGBBEARBEIQ6YxrBPSEPDrsstwRBEGYTMisLgiAIgiDUmYBHN4Lnt0oqtCAIwmxDjGBBEARBEIQ6Y0aC57WIKJYgCMJsQ4xgQRAEQRCEOmMawRIJFgRBmH2IESwIgiAIglBnzHRoiQQLgiDMPsQIFgRBEARBqDP+Qjq0RIIFQRBmG2IEC4IgCIIg1JnNC1u55fx5XLK0/VxfiiAIglCBY/IhgiAIgiAIwpnQ6nPx7+++4FxfhiAIglADiQQLgiAIgiAIgiAITYMYwYIgCIIgCIIgCELTIEawIAiCIAiCIAiC0DSIESwIgiAIgiAIgiA0DWIEC4IgCIIgCIIgCE2DGMGCIAiCIAiCIAhC0yBGsCAIgiAIgiAIgtA0iBEsCIIgCIIgCIIgNA1iBAuCIAiCIAiCIAhNgxjBgiAIgiAIgiAIQtMgRrAgCIIgCIIgCILQNIgRLAiCIAiCIAiCIDQNYgQLgiAIgiAIgiAITUNdjWClVLtS6t+UUruUUgml1FGl1H8qpToqxrUppb6llBozXt9SSrVWjFmklHpQKRVTSg0qpb6olHJVjNmglHrCONdxpdTfKqVUPT+TIAiCIAiCIAiCMHdw1Pl484EFwMeBHcbP/wH8F3Bjybh7gEXAWwEN+CrwLeA2AKWUHXgYGAKuAjqAbwAK+JgxJgQ8BjwJXASsBr4OxIDP1vlzCYIgCIIgCIIgCHOAuhrBmqZtA+4qeWufUurPgYeUUiFN08JKqbXAW4ArNU17FkAp9fvAU0qp1Zqm7UY3mNcDizVNO2qM+TjwVaXUJzRNCwPvAXzABzRNSwDbjGP/qVLqc5qmafX8bIIgCIIgCIIgCELjMxM1wSEgBcSN3y8DosCzJWOeQY/gXl4yZqdpABs8CriBC0vGPGUYwKVj5gNL6nj9giAIgiAIgiAIwhzBUiPYqPP9FPAVTdOyxtu9wEBppNb4+bSxzRxzquJwg0BukjGnSrYJgiAIgiAIgiAIQhlTSodWSn0a+MQkw96sadrjJfv4gQeB4+g1wqXUSlVWFe+Pl8480Rg1zvsopT4EfMj4NaqU2j3O8WcLneiGvyDUQu4PYTzk3hAmQu4PYSLk/hAmQu4PYTxm672xeLwNU60J/jzw7UnGHDF/UEoFgJ8Yv96qaVqyZFw/0K2UUmY02FB07qIYye0Hrqg4fidgrxhTGfHtNv6tjBCjadqXgS9P8hlmDUqprZqmbTnX1yHMTuT+EMZD7g1hIuT+ECZC7g9hIuT+EMajEe+NKRnBmqYNMkXrXikVBH6KHpV9i6Zp0YohzwEB9Jpesy74MsBf8vtzwF8rpfo0TTtmvHcDem3xSyVjPqOU8pQY2TcAJ4BDU7lWQRAEQRAEQRAEobmod5/gIPAzoA34LcCvlOo1Xi4ATdN2Ao8AX1JKXaqUugz4EvCQoQyNcYztwDeVUpuVUtcD/4JeWxw2xtyDLrb1daXUeUqpu4C/AEQZWhAEQRAEQRAEQahJvYWxLgQuBdYBe4CTJa/LS8a9B3gN3dh91Pj5feZGTdNywC3oRu4zwPeA+4A/Kxkzhh75nQ9sBf4dvT/w5+r8mc4VDZO6LZwT5P4QxkPuDWEi5P4QJkLuD2Ei5P4QxqPh7g0lQVNBEARBEARBEAShWZiJPsGCIAiCIAiCIAiCMCsQI1gQBEEQBEEQBEFoGsQInmUopT6qlDqolEoqpV5SSl11rq9JmHmUUp9USmkVr/6S7coYc0IplVBKPa6UWn8ur1mwDqXU1UqpHyuljhv3wm9VbJ/0flBKuZVS/6aUGlRKxYzj9c3oBxHqzhTuja/XmEt+XTFG7o05ilLqL5VSLyqlwkqpAaXUg0qp8yrGyPzRhEzx3pD5o0lRSv2BUup14/4IK6WeU0rdUrK94ecNMYJnEUqp3wC+APwDsBm9ZdRPlVKLzumFCeeK3cC8kteGkm0fB/478DHgIuA08JjSFdqFuUcA2Ab8MZCosX0q98PngbcD7wKuAkLAQ0opu3WXLcwAk90bAD+nfC65uWL755F7Y65yDfAf6OKk1wJZ4OdKqfaSMTJ/NCfXMPm9ATJ/NCvHgP8BXABsAX4JPKCUOt/Y3vjzhqZp8polL+B59DZQpe/tBf7xXF+bvGb8XvgksG2cbQpdcf0TJe95gQjw++f62uVl+b0RBX7rTO4HoAVIA+8pGbMQyAM3nevPJC9r7g3jva+jtyAcbx+5N5rohe40yQG3Gb/L/CGvmveG8Z7MH/Iq/f8eBn5/rswbEgmeJSi9j/KF6G2jSvkZ5e2lhOZhmZHieFAp9V2l1DLj/aVALyX3iqZpCeBJ5F5pRqZyP1wIOCvGHAV2IvdMM3ClUuq0UmqPUuorSqnukm1ybzQXQfQswBHjd5k/BJPKe8NE5o8mRyllV0r9Jrqj5FnmyLwhRvDsoROwA6cq3j+FfqMJzcXzwG8BbwU+iH4PPKuU6qB4P8i9IsDU7odedA//4ARjhLnJI8D7gevQU9cuBn6plHIb2+XeaC6+ALwKPGf8LvOHYFJ5b4DMH02NUmqDUioKpID/A9ypadobzJF5w3GuL0CoorJxs6rxnjDH0TTtp6W/G0IUB4APAKYohdwrQilncz/IPTPH0TTtuyW/vqGUegk4DNwC3DfBrnJvzDGUUp8DrgSu1DQtV7FZ5o8mZrx7Q+aPpmc3sAloRa/t/YZS6pqS7Q09b0gkePYwiO4xqfSOdFPtaRGaDE3TosB2YCVgqkTLvSLA1O6HfvRMk84JxghNgKZpJ9AFT1Yab8m90QQopf43ujjNtZqmHSjZJPNHkzPBvVGFzB/NhaZpaU3T9mmatlXTtL9EzxT4E+bIvCFG8CxB07Q08BJwQ8WmG9Dz74UmRinlAdagCxEcRJ9cbqjYfhVyrzQjU7kfXgIyFWP6gLXIPdNUKKU6gQXocwnIvTHnUUp9AXg3upGzq2KzzB9NzCT3Rq3xMn80NzbAzRyZNyQdenbxOeBbSqkXgGeADwPz0fPwhSZCKfWvwIPAEXSv2d8AfuAbmqZpSqnPA59QSu0C9gB/ja4Me8+5uWLBSpRSAWCF8asNWKSU2gQMa5p2ZLL7QdO0MaXU/wX+RSl1GhhCn29eR29/ITQoE90bxuuTwA/RF61LgH9Eb2VxP8i9MddRSv078D7gDmBEKWVGbqKapkWn8jyRe2RuMtm9Ycwtn0Tmj6ZEKfVPwMPAUXTRtHejt9W6Zc7MG+danlpe5S/go8Ah9CL0l4Crz/U1yeuc3AffBU6gy8sfR38IrSvZrtAfTieBJPAEcN65vm55WXY/XINeQ1P5+vpU7wfAA/wb+oMoju5kWXiuP5u8rLs30FtWPIq+aE2j1/J9vfL/Xe6Nufsa597QgE+WjJH5owlfk90bMn8098v4vz5s2COn0Q3Xm0q2N/y8oYyLFARBEARBEARBEIQ5j9QEC4IgCIIgCIIgCE2DGMGCIAiCIAiCIAhC0yBGsCAIgiAIgiAIgtA0iBEsCIIgCIIgCIIgNA1iBAuCIAiCIAiCIAhNgxjBgiAIgiAIgiAIQtMgRrAgCIIgCIIgCILQNIgRLAiCIAiCIAiCIDQNYgQLgiAIgiAIgiAITcP/D5GeqNpARW6FAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "duration = 100 * 3\n", "periodicities = [10, 100]\n", "num_harmonics = [3, 2]\n", "std = np.array([2, 3])\n", "np.random.seed(8678309)\n", "\n", "terms = []\n", "for ix, _ in enumerate(periodicities):\n", " s = simulate_seasonal_term(\n", " periodicities[ix],\n", " duration / periodicities[ix],\n", " harmonics=num_harmonics[ix],\n", " noise_std=std[ix])\n", " terms.append(s)\n", "terms.append(np.ones_like(terms[0]) * 10.)\n", "series = pd.Series(np.sum(terms, axis=0))\n", "df = pd.DataFrame(data={'total': series,\n", " '10(3)': terms[0],\n", " '100(2)': terms[1],\n", " 'level':terms[2]})\n", "h1, = plt.plot(df['total'])\n", "h2, = plt.plot(df['10(3)'])\n", "h3, = plt.plot(df['100(2)'])\n", "h4, = plt.plot(df['level'])\n", "plt.legend(['total','10(3)','100(2)', 'level'])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Unobserved components (frequency domain modeling)\n", "\n", "The next method is an unobserved components model, where the trend is modeled as a fixed intercept and the seasonal components are modeled using trigonometric functions with primary periodicities of 10 and 100, respectively, and number of harmonics 3 and 2, respectively. Note that this is the correct, generating model. The process for the time series can be written as:\n", "\n", "$$\n", "\\begin{align}\n", "y_t & = \\mu_t + \\gamma^{(1)}_t + \\gamma^{(2)}_t + \\epsilon_t\\\\\n", "\\mu_{t+1} & = \\mu_t \\\\\n", "\\gamma^{(1)}_{t} &= \\sum_{j=1}^2 \\gamma^{(1)}_{j, t} \\\\\n", "\\gamma^{(2)}_{t} &= \\sum_{j=1}^3 \\gamma^{(2)}_{j, t}\\\\\n", "\\gamma^{(1)}_{j, t+1} &= \\gamma^{(1)}_{j, t}\\cos(\\lambda_j) + \\gamma^{*, (1)}_{j, t}\\sin(\\lambda_j) + \\omega^{(1)}_{j,t}, ~j = 1, 2, 3\\\\\n", "\\gamma^{*, (1)}_{j, t+1} &= -\\gamma^{(1)}_{j, t}\\sin(\\lambda_j) + \\gamma^{*, (1)}_{j, t}\\cos(\\lambda_j) + \\omega^{*, (1)}_{j, t}, ~j = 1, 2, 3\\\\\n", "\\gamma^{(2)}_{j, t+1} &= \\gamma^{(2)}_{j, t}\\cos(\\lambda_j) + \\gamma^{*, (2)}_{j, t}\\sin(\\lambda_j) + \\omega^{(2)}_{j,t}, ~j = 1, 2\\\\\n", "\\gamma^{*, (2)}_{j, t+1} &= -\\gamma^{(2)}_{j, t}\\sin(\\lambda_j) + \\gamma^{*, (2)}_{j, t}\\cos(\\lambda_j) + \\omega^{*, (2)}_{j, t}, ~j = 1, 2\\\\\n", "\\end{align}\n", "$$\n", "\n", "\n", "where $\\epsilon_t$ is white noise, $\\omega^{(1)}_{j,t}$ are i.i.d. $N(0, \\sigma^2_1)$, and $\\omega^{(2)}_{j,t}$ are i.i.d. $N(0, \\sigma^2_2)$, where $\\sigma_1 = 2.$" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:56:57.062591Z", "iopub.status.busy": "2021-02-02T06:56:57.061905Z", "iopub.status.idle": "2021-02-02T06:57:00.174344Z", "shell.execute_reply": "2021-02-02T06:57:00.175021Z" }, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Unobserved Components Results \n", "==============================================================================================\n", "Dep. Variable: y No. Observations: 300\n", "Model: fixed intercept Log Likelihood -1145.631\n", " + stochastic freq_seasonal(10(3)) AIC 2295.261\n", " + stochastic freq_seasonal(100(2)) BIC 2302.594\n", "Date: Tue, 02 Feb 2021 HQIC 2298.200\n", "Time: 06:56:57 \n", "Sample: 0 \n", " - 300 \n", "Covariance Type: opg \n", "===============================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-----------------------------------------------------------------------------------------------\n", "sigma2.freq_seasonal_10(3) 4.5942 0.565 8.126 0.000 3.486 5.702\n", "sigma2.freq_seasonal_100(2) 9.7904 2.483 3.942 0.000 4.923 14.658\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 0.06 Jarque-Bera (JB): 0.08\n", "Prob(Q): 0.81 Prob(JB): 0.96\n", "Heteroskedasticity (H): 1.17 Skew: 0.01\n", "Prob(H) (two-sided): 0.45 Kurtosis: 3.08\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", "fixed intercept estimated as 4.053\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "model = sm.tsa.UnobservedComponents(series.values, \n", " level='fixed intercept', \n", " freq_seasonal=[{'period': 10,\n", " 'harmonics': 3},\n", " {'period': 100,\n", " 'harmonics': 2}])\n", "res_f = model.fit(disp=False)\n", "print(res_f.summary())\n", "# The first state variable holds our estimate of the intercept\n", "print(\"fixed intercept estimated as {0:.3f}\".format(res_f.smoother_results.smoothed_state[0,-1:][0]))\n", "\n", "res_f.plot_components()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:00.186308Z", "iopub.status.busy": "2021-02-02T06:57:00.185486Z", "iopub.status.idle": "2021-02-02T06:57:00.194060Z", "shell.execute_reply": "2021-02-02T06:57:00.193382Z" } }, "outputs": [ { "data": { "text/plain": [ "array([[ 1. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0. ],\n", " [ 0. , 0.80901699, 0.58778525, 0. , 0. ,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0. ],\n", " [ 0. , -0.58778525, 0.80901699, 0. , 0. ,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0. ],\n", " [ 0. , 0. , 0. , 0.30901699, 0.95105652,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0. ],\n", " [ 0. , 0. , 0. , -0.95105652, 0.30901699,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0. ],\n", " [ 0. , 0. , 0. , 0. , 0. ,\n", " -0.30901699, 0.95105652, 0. , 0. , 0. ,\n", " 0. ],\n", " [ 0. , 0. , 0. , 0. , 0. ,\n", " -0.95105652, -0.30901699, 0. , 0. , 0. ,\n", " 0. ],\n", " [ 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0.99802673, 0.06279052, 0. ,\n", " 0. ],\n", " [ 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , -0.06279052, 0.99802673, 0. ,\n", " 0. ],\n", " [ 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 0. , 0.9921147 ,\n", " 0.12533323],\n", " [ 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 0. , -0.12533323,\n", " 0.9921147 ]])" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.ssm.transition[:, :, 0]" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Observe that the fitted variances are pretty close to the true variances of 4 and 9. Further, the individual seasonal components look pretty close to the true seasonal components. The smoothed level term is kind of close to the true level of 10. Finally, our diagnostics look solid; the test statistics are small enough to fail to reject our three tests." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Unobserved components (mixed time and frequency domain modeling)\n", "\n", "The second method is an unobserved components model, where the trend is modeled as a fixed intercept and the seasonal components are modeled using 10 constants summing to 0 and trigonometric functions with a primary periodicities of 100 with 2 harmonics total. Note that this is not the generating model, as it presupposes that there are more state errors for the shorter seasonal component than in reality. The process for the time series can be written as:\n", "\n", "$$\n", "\\begin{align}\n", "y_t & = \\mu_t + \\gamma^{(1)}_t + \\gamma^{(2)}_t + \\epsilon_t\\\\\n", "\\mu_{t+1} & = \\mu_t \\\\\n", "\\gamma^{(1)}_{t + 1} &= - \\sum_{j=1}^9 \\gamma^{(1)}_{t + 1 - j} + \\omega^{(1)}_t\\\\\n", "\\gamma^{(2)}_{j, t+1} &= \\gamma^{(2)}_{j, t}\\cos(\\lambda_j) + \\gamma^{*, (2)}_{j, t}\\sin(\\lambda_j) + \\omega^{(2)}_{j,t}, ~j = 1, 2\\\\\n", "\\gamma^{*, (2)}_{j, t+1} &= -\\gamma^{(2)}_{j, t}\\sin(\\lambda_j) + \\gamma^{*, (2)}_{j, t}\\cos(\\lambda_j) + \\omega^{*, (2)}_{j, t}, ~j = 1, 2\\\\\n", "\\end{align}\n", "$$\n", "\n", "where $\\epsilon_t$ is white noise, $\\omega^{(1)}_{t}$ are i.i.d. $N(0, \\sigma^2_1)$, and $\\omega^{(2)}_{j,t}$ are i.i.d. $N(0, \\sigma^2_2)$." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:00.201783Z", "iopub.status.busy": "2021-02-02T06:57:00.201007Z", "iopub.status.idle": "2021-02-02T06:57:02.979157Z", "shell.execute_reply": "2021-02-02T06:57:02.979816Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Unobserved Components Results \n", "==============================================================================================\n", "Dep. Variable: y No. Observations: 300\n", "Model: fixed intercept Log Likelihood -1238.113\n", " + stochastic seasonal(10) AIC 2480.226\n", " + stochastic freq_seasonal(100(2)) BIC 2487.538\n", "Date: Tue, 02 Feb 2021 HQIC 2483.157\n", "Time: 06:57:00 \n", "Sample: 0 \n", " - 300 \n", "Covariance Type: opg \n", "===============================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-----------------------------------------------------------------------------------------------\n", "sigma2.seasonal 55.2934 7.114 7.773 0.000 41.351 69.236\n", "sigma2.freq_seasonal_100(2) 28.6897 4.008 7.159 0.000 20.835 36.544\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 26.35 Jarque-Bera (JB): 1.20\n", "Prob(Q): 0.00 Prob(JB): 0.55\n", "Heteroskedasticity (H): 1.27 Skew: -0.14\n", "Prob(H) (two-sided): 0.24 Kurtosis: 2.87\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", "fixed intercept estimated as 4.468\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "model = sm.tsa.UnobservedComponents(series, \n", " level='fixed intercept', \n", " seasonal=10,\n", " freq_seasonal=[{'period': 100,\n", " 'harmonics': 2}])\n", "res_tf = model.fit(disp=False)\n", "print(res_tf.summary())\n", "# The first state variable holds our estimate of the intercept\n", "print(\"fixed intercept estimated as {0:.3f}\".format(res_tf.smoother_results.smoothed_state[0,-1:][0]))\n", "\n", "fig = res_tf.plot_components()\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plotted components look good. However, the estimated variance of the second seasonal term is inflated from reality. Additionally, we reject the Ljung-Box statistic, indicating we may have remaining autocorrelation after accounting for our components." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Unobserved components (lazy frequency domain modeling)\n", "\n", "The third method is an unobserved components model with a fixed intercept and one seasonal component, which is modeled using trigonometric functions with primary periodicity 100 and 50 harmonics. Note that this is not the generating model, as it presupposes that there are more harmonics then in reality. Because the variances are tied together, we are not able to drive the estimated covariance of the non-existent harmonics to 0. What is lazy about this model specification is that we have not bothered to specify the two different seasonal components and instead chosen to model them using a single component with enough harmonics to cover both. We will not be able to capture any differences in variances between the two true components. The process for the time series can be written as:\n", "\n", "$$\n", "\\begin{align}\n", "y_t & = \\mu_t + \\gamma^{(1)}_t + \\epsilon_t\\\\\n", "\\mu_{t+1} &= \\mu_t\\\\\n", "\\gamma^{(1)}_{t} &= \\sum_{j=1}^{50}\\gamma^{(1)}_{j, t}\\\\\n", "\\gamma^{(1)}_{j, t+1} &= \\gamma^{(1)}_{j, t}\\cos(\\lambda_j) + \\gamma^{*, (1)}_{j, t}\\sin(\\lambda_j) + \\omega^{(1}_{j,t}, ~j = 1, 2, \\dots, 50\\\\\n", "\\gamma^{*, (1)}_{j, t+1} &= -\\gamma^{(1)}_{j, t}\\sin(\\lambda_j) + \\gamma^{*, (1)}_{j, t}\\cos(\\lambda_j) + \\omega^{*, (1)}_{j, t}, ~j = 1, 2, \\dots, 50\\\\\n", "\\end{align}\n", "$$\n", "\n", "where $\\epsilon_t$ is white noise, $\\omega^{(1)}_{t}$ are i.i.d. $N(0, \\sigma^2_1)$." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:02.993489Z", "iopub.status.busy": "2021-02-02T06:57:02.992628Z", "iopub.status.idle": "2021-02-02T06:57:12.677442Z", "shell.execute_reply": "2021-02-02T06:57:12.678520Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Unobserved Components Results \n", "===============================================================================================\n", "Dep. Variable: y No. Observations: 300\n", "Model: fixed intercept Log Likelihood -1101.455\n", " + stochastic freq_seasonal(100(50)) AIC 2204.910\n", "Date: Tue, 02 Feb 2021 BIC 2208.204\n", "Time: 06:57:10 HQIC 2206.243\n", "Sample: 0 \n", " - 300 \n", "Covariance Type: opg \n", "================================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------------------------\n", "sigma2.freq_seasonal_100(50) 0.7591 0.082 9.233 0.000 0.598 0.920\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 85.96 Jarque-Bera (JB): 0.72\n", "Prob(Q): 0.00 Prob(JB): 0.70\n", "Heteroskedasticity (H): 1.00 Skew: -0.01\n", "Prob(H) (two-sided): 0.99 Kurtosis: 2.71\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", "fixed intercept estimated as 4.426\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "model = sm.tsa.UnobservedComponents(series, \n", " level='fixed intercept', \n", " freq_seasonal=[{'period': 100}])\n", "res_lf = model.fit(disp=False)\n", "print(res_lf.summary())\n", "# The first state variable holds our estimate of the intercept\n", "print(\"fixed intercept estimated as {0:.3f}\".format(res_lf.smoother_results.smoothed_state[0,-1:][0]))\n", "\n", "fig = res_lf.plot_components()\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that one of our diagnostic tests would be rejected at the .05 level." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Unobserved components (lazy time domain seasonal modeling)\n", "\n", "The fourth method is an unobserved components model with a fixed intercept and a single seasonal component modeled using a time-domain seasonal model of 100 constants. The process for the time series can be written as:\n", "\n", "$$\n", "\\begin{align}\n", "y_t & =\\mu_t + \\gamma^{(1)}_t + \\epsilon_t\\\\\n", "\\mu_{t+1} &= \\mu_{t} \\\\\n", "\\gamma^{(1)}_{t + 1} &= - \\sum_{j=1}^{99} \\gamma^{(1)}_{t + 1 - j} + \\omega^{(1)}_t\\\\\n", "\\end{align}\n", "$$\n", "\n", "where $\\epsilon_t$ is white noise, $\\omega^{(1)}_{t}$ are i.i.d. $N(0, \\sigma^2_1)$." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:12.683374Z", "iopub.status.busy": "2021-02-02T06:57:12.681948Z", "iopub.status.idle": "2021-02-02T06:57:19.553352Z", "shell.execute_reply": "2021-02-02T06:57:19.554426Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Unobserved Components Results \n", "======================================================================================\n", "Dep. Variable: y No. Observations: 300\n", "Model: fixed intercept Log Likelihood -1564.378\n", " + stochastic seasonal(100) AIC 3130.756\n", "Date: Tue, 02 Feb 2021 BIC 3134.054\n", "Time: 06:57:17 HQIC 3132.091\n", "Sample: 0 \n", " - 300 \n", "Covariance Type: opg \n", "===================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-----------------------------------------------------------------------------------\n", "sigma2.seasonal 3.558e+05 2.96e+04 12.012 0.000 2.98e+05 4.14e+05\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 200.79 Jarque-Bera (JB): 25.29\n", "Prob(Q): 0.00 Prob(JB): 0.00\n", "Heteroskedasticity (H): 0.49 Skew: 0.85\n", "Prob(H) (two-sided): 0.00 Kurtosis: 3.37\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", "fixed intercept estimated as 4.690\n" ] }, { "data": { "image/png": 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qlYqnnnrqn7nbbDz77LMEBAQQEBDACy+8gKNYcGnlypW0adMGDw8PAgMDueWWW0hJSSm6/+eff+bGG2/E3d2d+vXrM2nSpBLBmnr16jFt2jRGjBiBv78/w4YNo3PnzowfP77EnHNzc/Hw8ODHH390PmcWCy+99BJ16tTBy8uLjh07sm7duhKP+e2332jWrBnu7u5069aNU6dOVft5lKSqaK70BCRJkq51iqKQbbCiEgJvdw1qlbjSU5IkSZKk/7yMfDMXckwV1p1RFMg12sg12nDTqIj0d8fHXVutfSRnG4sCF3aHQkqOmfQ8C6G+OoK9dS5tI9dkxWyteQbMC+Of5/ChgxXerxJlz0sUhRKZONV5LEC7du2YN29emdutdqXc7WZmZvL7+nVMnf4anp6eJe7TeXgw+vExTJ82laysLAC++uorhg8fzvbt2zl06BCjRo0iIiKC559/nosXLzJkyBBmzpzJPffcQ35+Pjt27Cja3rp16xg2bBjz58/n5ptvJiEhgTFjxmA2m5k9e3bRuDlz5jB58mT27NmDoiisX7+eN998k3feeaeoLfQPP/yAh4cHd9xxBwCPPvooZ8+e5euvv6ZOnTr8+uuvDBgwgN27d9O2bVsSExMZNGgQo0aN4qmnnuLQoUM8//zzVT7PklRdMpAjSZJUQ4UBnNQ8c1F6thDg6abGx12Lj7sGd636Cs9SkiRJkv5bHA6F5BwjWXrXM20sNgcJmQYahXqj07j23p1rspJtKLsPu0PhQrYJrVqFn0fVgaH0vNrPxinuUrpRKYrz3MbV/VRUyPjsmdMoikLTZs3Kvb9p8+YoilKUvRIREcF7772HEIJmzZpx6tQp5syZw/PPP09ycjJWq5V7772XmJgYAFq1alW0rTfeeIMXXniBRx99FICGDRsya9YsHnzwQd555x1EwQHdcsstvPjii0WPCwwMZNy4cWzatIlevXoBzoDS4MGDcXNz4+zZsyxfvpy4uDiio6MBGDt2LH/88QeLFi3io48+YsGCBURHR5eZ+5QpU1x7EiXJRTKQI0mSVAPZBgupeeYyV9AUBfRmO3qznYs54OOuIczXHQ83GdCRJEmSpMvNGZDRY7RUP8PF4YCEDAMNQ7xRVZFda3conM8yVjomOduIl5sajbriahZGi/Oc4VK88+6cS3p8ZQSg06orzMwpzmZ3VJnjIyh/O4Xt0q0FS8E6depUFHAB6Ny5M1OmTCE3N5e2bdvSu3dvWrVqxa233krv3r259957CQkJAWDv3r3s2rWLWbNmFT3e4XBgNBq5ePEiERERAHTo0KHEHIKCgujbty9fffUVvXr14sKFC2zatImpU6cCsG/fPhRFoUWLFiUeZzab6dmzJwDHjx8vd+6SVNtkIEeSJKmaMvWWKk/eCuWZbOSZ8mVAR5IkSZL+BcnZxhoFcQqZrA6SsoxEB3lWOq74kqqK2OwKF3JM1A0sf1s2u4OkLEON5/pvKCya7FZFlpLdUXnL84aNGiOE4PjxYwwYOLDM/SdPnEAIQb36Dapswa5Wq1m/fj07duxg/fr1fPLJJ0ycOJEtW7bQtm1bHA4HU6dOZfDgwWUeWxjsAfDy8ipz/4MPPsjo0aP56KOPWL58OXXr1qVr166AMxgkhGD37t1otSUzrTw8PIB/AlKSdLnJYseSJEnVoCgKaTVIgc4z2TiTmk9i5tV9wiZJkiRJ1yqT1U6eyXbJ28kxOrtQVSSvgiVV5ck2WMktp5iy3aEQl6HHdAm1cf4tNodSZQFnaxWFkQMDA+nd51YWL1qIwVDyXMhgMLBo4QJu7XsbgYGBKCjs3LmzRFBkx44dREZG4uvrC4AQgs6dOzN16lR2795NZGQk3377LQDt27fnxIkTNGrUqMyXRlN5HsPAgiDTmjVr+Oqrrxg2bFhRds0NN9yAoihcvHixzHajoqIAaNGiRblzl6TaVuuBHCHERCHEbiFErhAiTQjxsxCiVakxQggxTQiRLIQwCiE2CyFalhqjE0K8L4RIF0LohRCrhRB1So0JEEJ8KYTIKfj6UgjhX9vHJEmSVCjLYL2kdqXZBispuRWfHEqSJEmSVDM1udBSkZQcc5luVhabgxyjlfPZrmXlFjqfZSzRPcrhUDiXXrPlX1eKtZJ25DZH+d2vSpszbz42m43+t/dl86ZNJCUmsnXLFgb0uw1FUZgzb37R2OTkZJ577jlOnjzJihUreOeddxg3bhzgDIzMmDGD3bt3k5CQwOrVq0lMTCxa8vTqq6/y9ddf8+qrr3LkyBFOnDjBihUrStTDqYi7uzt33303M2bMYN++fTz44INF9zVp0oRhw4YxfPhwVqxYQWxsLHv27GH27NmsXLkSgDFjxhAXF1di7gsXLqxyv5JUXZcjI6c78BHQBegJ2IA/hBCBxca8CIwHngY6AqnA70IIn2Jj5gH3AA8A3QBfYI0Qonhe39dAe+B24LaC//+y1o9IkiSJmmfjlJaaaybHxSt5kiRJkiRVzWp3BllqU2Gr8nPpeo4l53LyYh4JGQastuotn3EusXIGfxwOhXMZeoyWS6uL82+zl9PKXFEUrHYHVhcvcDVo2JBtf++geYsWjBwxnJbNmvDoIw/RtFkz/vxrO/Xq1y8ae/+QodhsNm666SZGjRrFY489VhTI8fPz46+//qJ///40btyY8ePHM2XKlKKgS9++ffnll1/YtGkT//d//8f//d//8dZbbxUVKK7KQw89xMGDB2nfvj3Nmzcvcd/SpUt59NFHefHFF2nWrBn9+/dn69atRUWXo6OjWblyJb/99htt27Zl7ty5vPXWWy7tV5KqQ1zudXxCCG8gBxikKMrPwpmblgx8oCjKGwVjPHAGcyYoirJICOEHpAGPKoryVcGYukA8cLuiKOuEEM2BY0BXRVH+KhjTFfgTaKYoysmK5tShQwdlz549l+uQJUmqJodDwWC1Y7U5sNgdWGwOrHYHWrUKDzc1nm5q3DXqKgsPVsZktV9yB6nq1MapihDQMMTb5Zo5doeCxeaQNXYkSZKkf52iKAXtqp3/L4RAfQnvyZfDxRxTrWbkXA7RQZ5k6i3kX8LyL0dWEo2bNq3FWblOLQS6gnMpu8MZxLmUjlhV0apVaCspFC1J14Pjx4+XCRgWEkLsVRSlQ3n3/RvFjn1wZv5kFfxcHwgH1hcOUBTFKITYijOLZxFwI6AtNSZRCHG8YMw6oDOQD/xdbF9/AfqCMRUGciRJunpU3l3CXrQGXQjwcFMTHehZ7Tf19HwzF7JNeLipCfHRudQKtLTaysb5Z3sQl6GnUah3lcdjstpJyDRgsTmoG+hZo/lLkiRJUnUoikKm3tmhsXRRXyHAW6chwMsNX3dNiQ491WW1OzBY7Jf03uZwKGTor+4gDjg7Yl3L7IqCze7AoTiXU11uNrsDjUpc0utLkq5X/0YgZz5wANhe8HN4wfeUUuNSgKhiY+xAejljwouNSVOKpRQpiqIIIVKLjSkihBgNjAZcTquTJOny0pttxGcYyqTqlkdRwGC2E5ump16wJ7oquicUytJbuJDtrEljtNhJyDCg06oI9tYR4Kl1+eQg+xJr45THZleIzzDQINirwmyjXJOVxEwDhedLCRkGIv3dCfLW1epcFEUhKSmJyMhI1GqZ9SNJkvRflmuykpJjqrAQr6IUdmW0oVELAjzdCPJ2q1H2RFKWkXyTDQ83FSE+7jUK6GQaLPwLcYUrZndcJr8duYhGLXiynTtpeWZUQuCmVuHj8e82IbZUUdS4NimA1a7gpqn6XE1RFMw2B25q1SVlcEvSteKy5qoJIeYAXYF7FEUpvRC09Cc3Uc5tZTZZakx548vdjqIoixVF6aAoSofibeckSboyMvUWzqXrXQriFGexOYhN02OyVr22vKKChGarg/NZRpeLFSqKQuplStc2WuzEpueTkmsi32wr0eUgNddEfLqhzMlpcrapaK39pXA4HOzcuZOXXnqJJk2aEB0dTdOmTfnggw/Iz8+/5O1LkiRJ1xaLzcG5dD3x6QaXuynZ7M6M1Zq8p6flmYuWGRktDhIyDJxJzSu3y1NFFEUhPf/qz8apCbtD4fO/43htzTFi0/UkZhmx2BXyzTayjVZS8kwkZ5uq/bxfS+wuFFIuDOI4in2XpOvdZQvkCCHm4ixU3FNRlNhid10s+F46ayaUf7J0LgJqILiKMaGi2OX0gv8PoWy2jyRJV5HkbCPns4zU9H3WZleITau8UGC+2UZipqHSfWTprS4VHb4c2TjFGS0OUnPNnEvTczQ5l9i0fGLT8knJrfjEND3PUnB81X8SFUXhlcmvElW3Lp06dWLOnDlERdfjlWmvExISwtNPP03dunV56aWXSEpKupRDkyRJkq4hF3KMNa7fYrY6SKjG+5LRYi+3i6PR4iA+3eByMCfHaK128eFrQabewuRVh1mxL4k+zYIZ08zKXf6JeGDB256HpyULd8WE0WInMdN4TbQxrwkF5xKrCu8vFbxRcNYUlMEc6Xp3WYodCyHmA0OA7oqiHC91X2Gx4/cVRXmz4DZ3nMWOXyhV7Hi4oihfF4ypAyRQttjx/xRF+btgTBecdXJksWNJukrlmqzEp9fOGnGVCuoGeqLTqBAIVAKEEJhtds6l611Ks1arBI1CvXHTlB/XdjgUTqfmX9ZAzqWI8HcnuJrLrH7+eQ133jmALjf35I677+OWXrfh6+8PgLtWxYVTh/jg/fn88MMPqFQqxo8fz6uvvoqnp+dlOAJJkqTrj8OhkGWwkKG3YLU7EDivOwoBKiHw89AS4KV1eZnwv8FosXMm9dKzMYO83Yj096h0jMOhcCYtH3MlwQeNWtAkzKfKospnUvOuqTberjiclM3b606Sb7ZSJ20n+76bT15uLgBr164lODgYtVqN3W5HrfNAGxCJgoogbzf8Pa/POnoqIdConEW2C6/jlw7ilB6v06hkfR3pqlfTYse1HsgRQnwIPAQMwhloKZSvKEp+wZiXgEnAcOAUMBm4GWiqKEpewZgFwJ3AI0AGMAcIAG4sXKYlhFgL1AFG4VxStRiIUxRlQGVzlIEcSbpyYtPy0ZuvrpabXjo1DUK8y9xutTuIzzBc1S1C1SpB0/CqT3QLORwO2t7QnuzsHH7avButtuwJn0YtiAnyJDU5iddee42lS5dSv359FixYQN++fWv7ECRJkq4bVruDTL2FjHyLS8tdvN01BNZCweDaEJeuJ+8SuikVVyfAgwAvtwrvP59tJDPfUuV2/D211A2s+CJCTS4O5WRl8e2Xn7Bz22bCo+pQr0FjYho0ol6DhsTUb4TO3b1a26tt+2JTmfrLSZS8VC58/xoaQzq9bu9Pn34DiYiqQ6MwP5o0b44QAovJzMUL58nPz8ctIBzcPPFx1xLmW7t19K4mAoFG7QzoWG0O7JV8llULgZsM5khXuaupa9WTBd83lLp9OjCt4P/fBjyAD3EGZ3YCtxYGcQqMA2zAtwVjNwAPl6q1Mwx4j3+6W60GxtbKUUiSVOuMFvtVF8QB0JvtpOaZCPX55+TNYHEWYi7dqcMViqKQl5tDTlYWHp6e+AUElhswqY60lIucPHaEzjf3KFGM2O5w1gYI83XtxHPZN99x5NBB3pi3sMI5FS5dqxsaxaeffsojjzzC448/zm233cYDDzzAnDlzCA8vU1NekiSpViiKQpbBSlqeGZvDgU6jQqdRF333cddclcVMc01WEjIqX9JbWr7JVlDoV03DEK8afeB0OJRLfj4MFlutBXHAGahx06jw0pX9qJFrsroUxAHn0mZ/Tys+7mXfr/IKnm+X55QYz5cff8SP3yzDaNDTrGVr4mPP8vOKb4rGhEfW4du1WwgIDHJ5uwArvv4cNzc3+t99PyrVpVWumPfT39jMKuqeXMETr06iR9878PT0KrrfkZVU9Dpxc9cRXb8B+rw8Ll44j81iJo8AvHUavHRXT7ZXbVJQsNoVXCiViF1RXC6WLEnXmsuytOpqJzNyJOnKSMw0FLUTv9oIAQ1DvPFwU5NtsJBUjRo+GWmpvDtjMmdOHiczPZ3MzHRs1pLH6ePnR2BgMGGRUbzw6hs0bdHa5bnl5ebw4MA+nDtziuh6DXh49FjuvPcB3D08iubeNNynym4hFquN5i1bIYRgxfq/XOpOFeanI9THHbPZzKxZs3jjjTfw8vJi586dNG7c2OVjkCRJqoqzhbSF9Pyy7a6LU6kg0MuNIC9dhcti/22K4lyGW9lSoaoEeGmpE1C9JawZ+WZS88xE+Lnj71lxBkxVajMbp5BGLYgK8MDhcH6Ytjkc2OwKeSZbtYrzajWCxqElM09zjNYq6+AVunjhPHPfmMr6NT8ihOD2QffyyOinadK8JQAGfT7x585y6tgRpr/8HLfeMYi33l/i8vx2/b2VkfffCUC7Djcx6Y3Z1XqPL+7vgyeZ+WcaEZkHWPxq+demHVlJNG7atOwdCqSmXCDHoUOrdSMm2BuZiOJcsuGuVdcoSFr6c7JSsD2Z4SPVpqtmadW1QAZyJOnfZ7E5OJWSV+MCx/8GnVaFj7uG9DzXrhQC7Ni2hYnPjCI/N5ebut1CUFAIgcEhBAYF4xcQiEGvJysznezMDLIyMtiz8y+sFgsff7vapRM9u93O2OH3s3PbZsa+MJk/fl3NkYP7CAgKZtijj3P/wyPxCwhw6QPA3I+W8PxTo3l30ef06TfQ5WMM89URWpDxc/z4cbp06UKrVq3YsmXLJV95lCRJAjBZ7cSmVa/rkRDg664l2McNT7d/twVzaZl6C+ezLr2bYFSAB4GVLEkqLs9kJb5YBpC3u4ZIf/dq190xWGycTdVXd6r/quLvcdW52LJ1wzomj3sCs9nMfQ+NYNhjYwiPiKpw/MJ5s/jo3Zm8v/Qbbul9W5XbNxoN3NvnfwCMeGoc7816jZysTB54dDRPjX8Fbx9f1w6wwNDXPiXHO5oPBzenXt3y51lhIAdQHA5Onz2Hyi+MIC8dAV6uZQPbHQoXckx4uqldfv1Vh82uoDfbcCgKPu5aNOp/NxCiVauqvNhVmsOhYLbZy7RCVgmBVq1yeUm7JFVFBnKqQQZyJOnfdyHHWK0AydXObrezcN4sFs9/h3oNG/POR0uLru5VJjHuHCPu64/JaHApmDP79cl8sfgDXn1rHvcOG46iKOzd8RdLF77HnxvXE1O/Id+v24aHpweNQr1x15Z/Ap+eq6dd65b4+PrxzS+bqx2AKR7M+eKLL3jkkUeYN28ezz77bLW2I0mSVJ5LydgUAhqEeFU7mGOw2EjKMhLp74F3OUuAXOVwKJxMyavRUtzSimeHVsZktXM2Lb9MUX8hINRHR4iPzuWsgXPp+hp3qvo31Qv2xGpXXAqYWS0W5r81nS+WfEizlq15+6Ol1GvQyKXH3d+vO7k52fy4YTs+vn6Vjp/zxqt8tvA9Pv52Nf/X5WZys7N57+3X+X7ZpwSFhPLuws+5oWMnl47v981bmX/QQUNVGvOfHlzhuMoCOeDMEs4wOlC7exMT5FVl0ERRnN1EjQVrlXzdtQWvH5emXSGjxY7BYkdvtmEp1nVKAF46Df6ebrhr/52LQQKBu9b1WjmVFVEupFY5Azqqy5idM23aNFasWMGRI0cu2z4qsmLFCgYPHlyj7qiXi7e3Nx988AHDhw8HnJlR33//Pffee2+Nt1mvXj3Gjh3LhAkTammW1VfTQI68lCpJ0mVndyhk6q+fIE7qxQuMGnIni+a9Tf977mf5mo0uBXEA6tarz6ffrcHdw5OR99/JyWOHKxz703df8cXiDxj66GjuHTYccL5pdejclQ8//44PP/+O+HNn+fiDd1EUym3jCs5sqPcXLOZ8QjxPvzC5Rlk0KblmUgu2/9BDD9G/f38mTpzI6dOnq70tSZKk4iw2BznGmi+7VRSIzzBgraRFcWmFxezNVgfn0vQkZxtxVCMbqLh0feVLwapDUSA+U19pu2VbwdzL68zofC8wk5Zndml/BovtmgjiACRkGlwK4iTFx/HI3bfxxZIPeWD4KL5c9btLQRwArZsb0995n/TUi8ybOa3SsUcP7ueLxR9wz9BHuLFTNxRFwdffn8lvvstXqzegc3fn1fFPYbVUff5jt9v5cNU2EILx9/dxaa4VCQgMRjFkoQDp+VW/DtLyzBitdsJ93QnyciPXZOVCjoka/nMAIEtv5Xy2kWyDFY1aRbC3jpggL9xM2cyc9Dyd2zQlLMCb+jHRPD56NOeTkmq+MxcoKC5l+wkhWLFiBTaHUmX7crtDwWy1V+vvjlS7Lly4wIABlfY4KjJt2jRatWpV5vbdu3fz5JNPlvOIq58M5EjSNc5md5BvtmGy2mt8Enq5ZeotLrUCvxbY7XYeu38ARw7u5/U5H/HG3IV4epXteFUZV4I5+3fv4LWJ4+jUrTsTXn2z3O1063kr/e++j08XzOfcmVPkGm3ozf+ckBssNhIzDRyKS2Xh3Hdo1+Emuvao+QliSq6ZlFwTQggWLVqETqdjxIgROK6XX64kSVdEWr75kpfd2uwK8Rl6l94HHQ7n2OLBl4x8C6dT80v8DXVtvw6XgyaustoUErOM5V4JVxSFhEwDFlvlf3dT88wudVxMya3duV9OrrzVnE+M5/5+NxMfd5Y5i79g4uvv4KbTceJCLhuOp/D1znjm/H6Sl344xLhvD/Dj/iRySwURW99wIw+OfJLvly1l9/Y/y92P1Wpl6gtjCQoO5ckXp/L0N/t54qt9bDqZit2h0KpdeybNeJf4c2f5eumiKuf97fKvsdbtQBNvK9Gh/q48HRVSqVUEBgRgz88k32yr9HWQbbCSa7IS6OmGt7uGAC83wnzdMVrsnM8yYq9BgNJuV8gyWPDSaagf4kWkvzv+nlrOJ8TRvVtnYk8d55NPl7J93xHefn8xh48coWuXzsTHxV3CUVfN5uI5ssOhVBpILU7BGRSu6t+j9A+rtfZqZYaHh6PTXVqHtpCQEDw9q1eb7GohAzmSdA3L0ls4lZLPuTQ9p1PyOZqcy9HkHE6l5JGQYSA933kidylpkQ6HQmKmgdRcU43acCuKQob+2jlRrMrWP34jPvYMr7/7IQMHD63xdooHcx65+3aG9u/Jkw8PZtK4Mcx+fTLjRj9EZFRdZn/0GRpNxSn/4yfPwMPTkxmvPI+iKFzMNZGlt3AmNZ+zqXqyDVa+/eITUlMu8PSLky+5QF9qrpn0fDORkZHMnz+fbdu28f7771/SNiVJ+u+y2h1k1VLGptHi4Hx21Rkb57ONGC1lP3hZbA5i0/TkVGOJV1q++bJcqMg32YhN15OYaeBCjpHUPBOZemdtGFe6PyoKJGYZKg1s5Ris10w2jqs+W/g+RqORr3/eSO/b78RgsTFz7Qle+OEQ8zac5pvdiRw+n4sQzqUxn/4Vx/DPdvHu7yc5diG36HzpqQmvUDemPtNeeAajsWxnrM8Wvsep40eZ/Oa7rDqWTWKmASFgzu+neOrrfWw+mUrnW3rRreetLJr/DhnpaRXOOS83h6XrdqLSefLEHTfVyvMQFByCYsxFKA7S8s2UKfQCGMx2MvLNeOs0BHr/UxfHx11DhL87VruDxCxjtbPNMvQWFAWCvXUULyMz7tlnUKlUrFm7jp69etKiSQPuHXAbX65Yg4Lg6aefLhp7W59ePPf0WKZOmUx0ZDgxdSKZ+NKLJS4cWSwWJr8ykcYN6hES4Ee3Lp34ff16KuJQFDKzsnjooYcIDQ3F3d2dBg0aMG/ePMC5xAbg/vvvw1OnpXmTf7K4fl2zhv91+j8Cfb1p0aQx016dgqVYplXjRg2Y8upUHnzwQby9vQkPD2f27NlVPlcvv/wyTZs2xcPDg3r16vHiiy9iMpXNrv7mm29o2LAhPj4+DBo0iPT09BL3L126lBYtWuDu7k6TJk2YO3duiedqzpw5tGnTBi8vL6Kiohg5ciTZ2dkltvHFF18QExODp6cn/fv3JyUlpcr5CyH44IMPuOOOO/D09CQmJoZly5YV3R8XF4cQguXLl9OzZ088PDxYtGiRS3M+c+YM3bt3x93dnaZNm7JmzZpy979ixYqin5OTkxk2bBhBQUF4enrSrl07Nm3axGeffcb06dM5evQoQgiEEHz22WeA8/de/HeVkJDAXXfdhY+PDz4+Ptx9990kFcsYK8zsqex3cvjwYXr16oWvry8+Pj60bduWTZs2Vfl8VteVrQwnSVKNmKx2krPLP5lzOMDscGC2/pOqLgR4uqmJCvCodhHExCwDuUbniV5KrhmNWuDjriHIS1flGn5wdpaw2q7OTKGa+GrpIsIj69Dr9n9SOZOzjfx8KBkfnYYbYwJpFOrtUhG8uvXqs/T7X1jy/mxSUy6SmZ7G2VPHycrMxNfPn/c+XY6vv3+l2wgKCeW5l6fx+sRxrFn5LQPuGYLB/M8HmQ1rf+bDd2fSqVt3OnbuVuPjLu5ijglvnYaHHnqI7777jokTJ9KvX79Ku1iZzWbefPNNjEYjM2fOdKljliRJ17/0WsjGKS7bYEWnNRHq417u/al5pipr8STnGPF211T5d9xic5DhYhvtmjCY7Rio/gWUQmarg5Q8ExF+HmXuy9JbXAp6XUsy0tNY9e0yBtx9PzH1G5KQaeDNX49zIcfI8C716NwgiBAfXYmit/EZetYeucjGE6lsPplGs3Afpt/ZEk8PT6a+PZ+R99/JK8+MpvPNPQkJDSM4NBybzcqi+W9za/9BhLbuytyVh+nfOoJRNzdg+9kMlu9K4N3fT/HdnkTue2Ya2++9mQ/emcHUWfPLnffiD+aiadGbBn4qGof51OjYZ/56nBMX80rcZrFYsNkyEBo31CqBSiVKdFwy2+yoEOgK6tQoDsV5X8HL3qE4x6iFKLc7XLNwHyb2K1nXw2JzkGey4ufhhrZYbZ7MzEx+X7+OqdNfK5H9IAQ0iAjkoUdHMXfW6yRcSCU6IhSAb79ZzpNjn2bD5q0cOnSQRx9+iBvat+e++4cA8PioxzgXG8vSz78kKiqKdb+tZfDdg9j693batGlb7vM0afIUDh8+zJo1awgNDSUuLo60NGeQbffu3YSGhvLhgoXc1u+OovOU39evZ8Twh3n73Tl07dqNxMREnh37FGazmZmz3i7a9vx5c3nhxRfZt28fmzZt4umnn6ZBgwbcfffdFf7evLy8+PTTT4mKiuLYsWOMGTMGnU7H66+/XjQmLi6Ob7/9lh9//BG9Xs+QIUOYNGlSUUBkyZIlvPrqq7z//vvceOONHDlyhFGjRqHVahk71tn5TKVSMW/ePBo0aEB8fDxPP/00Tz/9NF9++SUAO3fuZPjw4bz++usMHjyYTZs28corr1Q47+KmTp3Km2++ydy5c/n+++95+OGHadasGR06/FPWZeLEicyePZtPPvkErVZb5ZwdDgd33XUXAQEBbN++HYPBwLPPPovZXPGFYb1ezy233EJoaCg//vgjUVFRHDx4EID777+fI0eOsGbNGjZv3gyAn1/Z+leKojBo0CDc3d3ZuHEjQgjGjh3LoEGD2L17d9G/nap+J0OHDqVt27bs2rULjUbD4cOHcXcv/z3pUshix5J0jUnJNZGWV7MTX7VKUC/Y0+WCkMnZxgpPUtUqQcNQr0oDQ4qicCY1H9MltGO9mpw5eZy7e3fm2Zen8thT40jJNfHt7kQ2nEhBrRLYHQoOBXzdNbSPCaBDTCCdGgRWO3gGzufO1ewZh8PBw3f1JTH+HKs37cYvIACHw8Gi+W+zYM5btGp3I/OWLCM0PKLa86iIh5uaRqHeJCcn07JlS5o0acKyZcvKDeYcOXKEBx98sOgNdejQoXz++eeVZhpJklRzdoczO09vtqFWCTQqUfBdhZdOjY+7a51sqpJnsuLpVnXAoyI2u4MTFy9PN8OoAA9ncVNEUdFWk9VOYqZrwQtXOgFeSoHmf1P9EK8SxZzT8sxczCm/ptq17MPZb7D4vdms2riT8wQyf8Mp3DVqXrytGa2jKi9abLTY2XgihcV/xnJT/SBevr0ZKiGYN3MaSxfML5PZ7Ovnz3e/72D6H0nYFYX3h7QvurjlUBT+PpvBJ9vOoRLQOG41yz/5gG/XbqFZyzYltvPnxvVMnLOEgNueZeqAFnSICazyOMsrdlxeIEdRFIwGAyqtDoWy/0aFAJ1GjRDOZeNmkxGVSo3O3aPo34zV7lxmpNOqKf3PvLxAzoVsE0arnXpBnqiKPWD3rp1079aV5d99z50DB5WZy0+rVjH0/sEsW/0HPW/uwv133obZbGbT1m1FY/rffhvRMdF8tHAxsWfP0qZlc46fOkPd6OiiMfffew8RERHMe/+Dcp+7wXffRUhwMJ99trTMfQ5FQa1SsWz5N9x19z1Ft9/aqwc9e/Xm5VcmFd32808/8dijj5CSkYUQguZNGtGwYSN+WfsbOo0alUowcuRITpw4wbZt28rsqyILFy5k9uzZnDlzBnBmf7z11lukpKQUBR7eeOMNli5dWjQmOjqaN954g4ceeqhoO/PmzWPx4sUcO3as3P389ttvDBw4EKPRiEqlYujQoaSlpfH7778XjRk5ciSffPJJpVn9QjiPc8mSJUW39e7dm/DwcJYtW0ZcXBz169dn9uzZjB8/vmhMVXNev349t99+O+fOnSO64Pe7bds2unXrxtKlS8stdrxkyRKef/55zp07R3BwcJm5VlQ4unix499//53bbruNs2fPFmVoxcbG0qhRI9avX0/v3r1d+p34+vry/vvv88gjj1T43BVX02LH8ixaqjaHQyHPZCPbaMFkdeDtrsHXXYO3TnPJyzb+bYqiYHMo1W5JeKXkmaykXsJ6drtDITZNT91AT/w8Kj+RT80zVXql0e5QiM8w0DCk/OwTRXHef70EcQCWf7YEN52OHgMf4KPNZ/j9WApCQP82kdx7Yx3UQrA/MZs98Znsi89i88k0Ajy13NO+Dre1Cq9WQKc6/5ZUKhVTZs5hSL/uzJ81nQlTZjDpuTFs+G0Nd977AFNmzkVXy1cCjBY7aXnOJVaLFy/moYceomnTptx999289NJLdOzYEYfDwbx585g4cSL+/v6sXr2ao0ePMnHiRGw2G8uWLUOrrZ0PlJIkOWXpLVzIMVVY2DMtDzRqgb+nlgBPtwo73VUlz2QlLt25nMTPQ0uglxte1ez8VLgE43K41FbgWXorAZ62Co8p12S9JoI4AElZBhqH+qBWCVJyTZd0HnG1MujzWf7ZErrf2o/NKVpW7j9B0zAfJt7ejCDvqmtoeLipuaNNJFaHwifbzrFibxL3dajLcxOnMfaFyWSmp5GemkJa6kXSUlNo1qI1a88aSM4xMWNQqxIZyioh6NoomEAvN17+4RDtujyA/8qvmTX1ZT79/heEENhsNj6c/SaffDiHek8sIdLXjRujA2p8/KUDKoVSkpPJSE+lUdMWqDRabA4Fu8OB3aHg4aZBqxYYDQbiY8+g0fhhsVjw8vYhul4DhErgUJxZSzqNmkj/ys8jjBY7eovNuaSqguCuKCeg5OT8Q+Cp05CW5ywe3qpVya6eEZERpKU6s2cOHNiPoijc2K5kYMxsNnNL9x4AdGjXloSEeAC6/K8rq35ew8jRj/PgA/ezf/8++vTpw4ABA7j55ptxKArWCpaQ7d+3jz27dzNn9jtFtzkcDoxGIxcvXiQiwnmR7KZOnVAAs82BTquic+fOrFy5EoAxY8aUWHKUn58PODtDzZs3jzNnzpCfn4/dbsduL5mFFxMTUyJ7JDIyktTUVADS0tJITEzk8ccf54knnigaY7PZSgRgNm7cyMyZMzl+/Dg5OTnY7XYsFgsXL14kMjKS48ePlyka3LlzZz755JNyn5PS40r//Msvv5S4rXh2jitzPn78OFFRUUVBHICbbrqp0mYd+/fvp02bNuUGcVx1/PhxIiMji4I4AA0aNCAyMpJjx47Ru3dvoPLfCcDzzz/PyJEj+fzzz+nVqxf33HMPzZo1q/G8KiIDOZLLDBYbGfkWck3WEuvBM/MtZOZbUKnAR6fFx12Dh5u6xieH/4bCNfkZegs2u4KbRoWnmxovnQbPq3juqbVQUFFRICHDQIS/O8EVnNxkGyyk5FS9L7PVQUKmgXpBniUCD4VBnLzraO19bnY2P//wDbffdT+v/5FIlsHCrS3CuK9D3RLP4y1NQrilSQh2h8KR5By+25PIx9vO8cO+pBoFdFzVtEVrho0YwxdLPmTXX1tJSojjhalv8uBjT1y2AGtKrglfDw2DBw+mW7duvPfee3z00Uf88MMPdO/eHYDNmzdz5513smTJEkJDQxkwYABarZYJEyZgs9lYvnw5bm5ule9IkqQqmax2zmcbMbhQP8VmV0jPs5CeZ8HDTU29IE801bigYbU7ijJbFMW5nMm5pElFhJ+7Sxk/dofiUkedK+l8tpHGod5l/obmGKwkZpWtm3K1stoUkrONqFSCzMu4FOxK+mH5F+TmZHPT/U+zfP95bmsZzuibG1T7Qt3AtpGcSc1n2Y54GoR40SEmEI1GQ2h4RIms1uMXcvlp2yFubxVO2zr+5W6rRYQv/dtE8POhC9z73AyWvPoEv/+6mhs63MRLYx9jz46/6PT4W1zwjeDejjGX5b06KCSUzIw0Lp5PJCo6BnethuIlUi1mMwnnYtFoNNRr2IT8vFySkxJISoijTkw9VEIQ4OlWVHOxsiX16fkWtGpVuRcKGzZqjBCC48ePMWDgwDL3nzxxwtmVs3VzzGoNVrsDtabkdoQQRTVUHA4HQgi2/rW9zAUhDw/nUsKVP60uKqxbeFvf227jxOmzbPxjPRs3bOSOO+7grnvuZdGSjys8LofDwcTJU7i7WJZOoZCQkDK3KShlih+/9tprZdpb79ixgyFDhjB16lTmzp1bdMGr9LjSx1f6eQBnJk+XLl3KnX98fDx33HEHo0aN4rXXXiMoKIh9+/bxwAMPFNX5udwrdLy8vIr+35U512Q+tXEMlWXDF7+9st8JOLN/hg0bxtq1a1m3bh3Tp09n4cKFjBgx4pLnWJwM5EgusTsU4tINlbbuczic9VAK67KoVQJPNzWebmoCvNyuiqyXwmBUjtFa4iqgxeasOF94dU2jFnjrNPi6a11aJ/9vyDNZXTpBd9WFbBNmmwNPrTOtViAQKucJfnI11s3nm2xcyDER6e98k3Q4FOIzDdddAcVV3y3DZDQQ0/thDpw28dqdLbmhkqtnapWgbR1/2tbx58j5HJbvTigK6Ey5o0WN18FX5snxE1n/y09kZ2WycNlKOnXrXuv7KE5RICnLSMMQZ2G/N998k4kTJ7J48WLmzp1LdnY2H3/8MSNGjCjxBjh+/Hg0Gg3PPfccgwcP5rvvvrvkrgOS9F9msTk4k5pfo+wWo8VOXIaeBsHeFV5FLy0py1ju+YDZ6gzwNA5TV/men6G/PEWCa5PZ6uxIFer7TyZCtsFZcPhaq0xwrWQP1YTVauXLJR/R/qYu7Mv2INzXyphbGtbo3E0IwdgejUjINDB7/UnmDG5XdH5TyGyzM3/DaUJ8dAzvUq/S7T3cuR6747I4LBrTuFU73p42Ebvdhj4vj3tf/5Ld+QH0ahZKz2ah1Z6rKzRaDWERUaRcOM/pk8cJC4sgICgYBNisVuJjzyIERNdvhEarwT8wEEVxcOF8EucTE6hTNwY/Dy3ZBisZegt13MrWWwLIM9kw25wtzMv7HBwYGEjvPreyeNFCxj7zbIk6OQaDgUULF3Br39sICgosCoKYK+kE1bZtOxRFISUlhVsKLhyVFh0TU+7tQcHB3DdkKIOHDKXXrbcy/KEHee+DD9HpdGi12jIZMe1uuIFTJ0/QsFHlLex37dxZ9P8OReHv7duLlsuEhoYSGlryd/zXX38RFRXFlClTim6Lj4+vdB+lhYWFERUVxdmzZ3n44YfLHbNnzx4sFgtz584tqvtTunBwixYt2LFjR4nbSv9ckR07dpQIUOzYsaPCZUKuzrlFixacP3+exMRE6tatC8CuXbsq7ZLavn17li1bRnp6erlZOW5ubmV+txXtNy4ursTSquTkZFq0aFHpY0tr3LgxjRs35plnnuGJJ54oOh+uTVf+k7V0TUjPN1caxCmPvWAJVkqumdg0/RVvzWe1O7tRZBusVZ6A2ewK2QYrCZkGjl/I5WxaPiZr7QVRauJytAjNzHeekCZmGknINBCfbuB8DU5QM/ItZOSbr9sgjt1u55vPP6bdTV35M9lBy0hf2tX1d/nxraL8eGNQa966uzVatYoZvx4n4zJcifb08uar1X/w0+bdlz2IU8hgtpe4qu7j48P48eM5d+4cmZmZPPbYY+Ve3Xj22Wf54IMPWL16dYnUWkmSqi9Df2kFg40WB/GZBpeuaKblmSv9G28v6HRYGYvNQXretZEZkppnxmxzvv9n6i0kZl57QZyrncloJC83p8aPX/vTCi4mJ9F3+POcTMljULvIS7oA565V80q/5qgQvPnrcYwWOyarnWMXcll9MJkZvxznfLaRZ3o2rrLmoLtWzdM9G3Ehx0T7R18n9WIyvn7+PP7hL+zOD+DmxiE83bMxqstYmiAwOJiGTZrh4eHJheQkYs+cRJ+XR/y5s9jtNqLrN8RN909mbEBQMGERkeRmZ5GclIAAAr3cMFnt5TbZUBTneaBOo8bbveLnY868+dhsNvrf3pfNmzaRlJjI1i1bGNDvNhRFYc48ZzFoN40KtUpgsTkq7JjVuEkT7n/gAR4f9Rg/rvyBc7Gx7Nu7h3lz5vDTqh8rnMPr06fx808/cfr0aU4cP87qVauoX79B0cWkmJh6bN64kYsXL5KVlQXAy69M5rtvvuH16dM4evQIJ0+c4MeVPzBp4ssltr17107eeXsWZ06fZuknH7Psyy8ZN25chXNp0qQJ58+f56uvviI2NpYFCxawfPnyCsdXZNq0abz99tvMnTuXkydPcuTIEb744gtmzpzpfK4aNy5a6n7u3DmWL19e1Kmr0DPPPMMff/zBzJkzOX36NEuWLOHHHyt+HotbuXIlS5Ys4fTp08ycOZMNGzbw3HPPXdKce/fuTbNmzXj44Yc5cOAA27dvZ9y4cZXWVhw6dCihoaEMGjSIP//8k3PnzrF69eqiblH16tUjPj6effv2kZ6eXm7h5N69e9O2bVuGDRvG3r172bNnD8OGDaN9+/b07NnTpefDaDTy1FNPsXnzZuLi4ti5cyfbtm2rdiDIFTKQc43KrKVWna6w2R2XnP5ssTmITa9+MCTHYC06gbpUqTUsEKwozg+rsWn6KxbMyTVZa9T6+990IcdEbHr+dRfEAWcxwqSEOFrfPZZMvYUH/i+6RinQLSP9mHxHCwwWG2/8erzWXtvFhYSFExRcNtX3crqYYyrzb0Or1Va5ZOqpp55i3LhxfP7555w6dapa+8zMzOSuu+7igQceYPLkySxdupQtW7Zw8eLFas9fkq5ldodSK+cE+SYbSVXUlTFa7KTkVl0kV2+2k5pX/rjC84HqXhy6UhTFWW8nPd98yXV3pLIUReHxYXfRtVU9Bvftyluvvsjvv/5EZkZ61Q/GuUxj6YL3aNS0BWdFJD46Db2ah13yvMJ93Xmhb1MSswyM/nIP9y/ezks/HGLJn7HEZ+h5sFMMbV28oNOmjj+3twpnZ6pg1vINjJj9HatOGejcIIhxvRv/K1nfbjodMQ0aUie6HjabjfhzZ7GYzdSt1wB3j7JZNkEhoYSEhZOdlUlWZga+7hq0ahWZ+pKfB4wWO4mZBmwOB8Helb/nN2jYkG1/76B5ixaMHDGcls2a8OgjD9G0WTP+/Gs79erXLxpbmNGXZaj4b9uiJZ/w0MOPMHniRG5o04p77hrEX9v+LFFXpTSdTsf0qa/SqeON9O5xC3l5eXy/8p+AxcxZb7N1yxaaNqxPl5s6AtDn1lv5YdVqtm7ZzC3/68ItXbvw7jtvF2WKFHr62ec4cvgwXW7qyPRpU5k8dRqD7qq4Y9WAAQN44YUXeO6552jTpg2///47r732WqXPYXlGjhzJp59+ypdffknbtm3p1q0bixcvpn7B89mmTRvmz5/PnDlzaNGiBR9//HGZ1uidOnXik08+YcGCBbRp04aVK1cybdo0l/Y/bdo0fvjhB9q0acOCBQtYunQpHTt2vKQ5q1QqfvzxRxwOBzfddBMPP/wwkydPrjR728vLiy1bthAVFcWAAQNo2bIlU6dOLTpfv+eee+jXrx+9evUiJCSk3KCZEIJVq1YREhJC9+7d6dGjB+Hh4axatcrl8361Wk1WVhaPPPIITZs25a677qJz587MmTPHpcdXh+xadY06lpxLgJe23JaShdLzzRWuVa2OCznGWrtyplYJ6gd7udS2urBjkhAQ7K0j1Kfi4mlVMdvsnE6pWdp5cdWZPzhPsJOzjei0KgI8a7687ExqHkbLVZ6DfglSck2cvJhHSq6Ji7mmos5cAV5uNA71pkmYD43DfAjz0dUogJKZb2L1tv10bhhM/eho3Kq5jOfxoXdx9uxZosYsIdzXg7fubn1Ja9l3xGbw5q/H6dY4hAm3NnFpWwcSszmdksfd7etcFUv9ShPCecUu1EdXbq2NPJOV1DwzHlp1iTT1ixcvUr9+fR544AE+/fRTl/c3fPhwli1bRkxMDPHx8SXSZSdMmMAbb7wha+9I/wmpeSaXapq5KsRHR7hf2aKmDofCmbR8zC4WsBcCGoZ4l3i/NNvsnEvXY7X99849r1UOReHo+RzyzDbsDgW7w9kkQq0S3BgdgO8lnmOu/ekHXhr7GHfcdR/paSkc3LMLk8kZMBs64nFenj6r0sdv3bCOscPv54XZH/N9Wjj3dazLgzeVv6SmJn47cpFdcRk0DPGmUag3jUK8XSqeXJrBYmPs8v1Y7c5l/B1iAnilX/ManReW17WqWo+3O8hMT8PdwwNvX99Kx547cwq7zU6jps3JN9u4mGsizNcdTzc16fkW8kxWtGoVIT46PF08N3ZVep6ZHKOV6CCvEq3Mr0bNmzTi8TFP8tzzz5e4XSXEVVt3szYU7xol1ZzsWvUflJ7nLNRbJ8CjxAdBs81OUtY/BQ+93TVE+LnX6A+J1e6otHNRddkdCrHp+dQL8qqwE0RhWnZhoVxFcaZyZxksRPi54+9Z/Q9nqbmXlnZefG6x6fnUD/aqMp3WZncQl6EvCsCk5prx1mkI8HTD18P1Dl85Rut1HcT583Qa8zacLlp65++hJczXnfoh3qTnmfnl8AVWHUgGnJ1RRvyvfrXWkuebbDy+6HdMugC+O3KW/P3v45awk6iQQDp2/h9Pjn+l0ir4sadPsv3PTfR/8QMO662M6930kgsSdmoQxEOdYvhiRzz1gjwZ3KFuhWMVReH7vUks2xGPAhy7kMuLfZu5HEz8txSmVmfqLQR76wjx0aFWCXILOq0VZpQZzHbUKkFYQc2J8PBwRo0axYIFC5g6dSoxFaxpL27t2rV8/vnnTJo0iRkzZmC1WklISCA2NpYVK1Ywe/Zs/vzzT7755psSnQck6XqjKEqtvkeD8/3W2ZZYhc2hYLMr2BwOTFaHy0Ec59wgIdNA41Bn7R0ZxLn2HD6fw6fbznEmLb/c+zUqaB/pxf9ivGgUqMXfLwBff3+Xt28yGpk3cyoN73kB7z538VjHaGL83Th2+ADfL1vK158u4sabutCnX9niuOB8/X/60TwiouqQFdwGTWYa/VtHlDu2pm5rFc5trcIveTuebhrG9mjE1NVHaVfXn4m31yyIUxtUahXBYa5lLQUFh5KUEEdebg4+fn7oDCoy8i2kKQqK4ryAE+DpVqYujtVsISMjzfmHQAhnHUYBao0WXz8/tC5caAnwciPXZCMz30KYn2vBM4PFjkdB7cergUNx/v3UVHKeKUk1JQM517hsgxW7QyE60BOVSpCeb+ZijqlE0CLfZOOMOZ8gbzdCfdyrdTW/psuRKuNwwLl0PX4ezg5XXjpN0ZuZxeYgPkNfbstqm10hMdNIjtFKTJBXmfsrYrTYa7XIn8MBsWl66gdXHIwy2+zEpRtK1AVSFGcxuDyTDQ83NQ1DvFwKCKS6kMZ+LXIoCl/tTOC7PYm0iPBlzC0NiPDzKBNwtNodxGcYOJ2ax6aTacz94xQGi43+bSKr3IfJamfcF1sxarxpmHsQJaQx5zoNRtx0D/nJ+/n08wWoNRqeGPdyhdv4fNH7uHl6keTZiOb+nrSt41fh2Oq498Y6xGca+GJHPHUDPenUIKjMGKPFzrwNp/j7bAY3Nw6hWbgPH2+L5ZUfD/PqgBYE1CCoebkVBl4z9GZ0GlW5QcjUXOcHxVAfZzDnhRdeYOHChbz99tt8+OGHlW4/NzeX0aNH06JFi6ICgVqtloYNG9KwYUP69OlDnz59eOyxx2jXrh2ffPIJ99xTttOEJF0Psg3WCmtIXIraak9tsTk4n20k1FcngzjXkPNZRj7bfo4dsZkEe7vxXK/GNAjxQiUEJw7t54evPmXfgYN4terF9pY92JXkgzUrGePh9cweN5yOnbu6tJ+vPl1Ijk893Brdwp74LHacy+Sm+oEM/b8WTH37PWJPn2T6i8/S5oaOhEWUfc9f8v677Nu1neemv8uaU2n0bBZWo4t9/5b20QF8OLQ9EX7uV0UDEFf4+vmjdXMjIz0VHz8/grx0JOcY8XBTE+qtQ6spexyKw0FCXCwWixmVSuVsLK4oKAVfKRfO4+7hga+fP75+/hVmSatVAj8PLVkGCwE2LW7l7Ku49HwL2QZLUebv1RLMsdkVqpi6JNWIXFp1jTqWnFtifbmnTo2AcouQFafVCBqH+rgUzLHYHJxKyftXivq5a1V46TRFgamq1A30cPnNOi5df1naYAsBPu4afNydAanCN2WjxXnVsarjCPR2I8q/4qVx4KwRlFBF0chrkdFiZ84fJ9kRm0mfFmE8cUvDCk9qrFYrRr0evT4Pg9HC8pNmdp7L5KFOMQy+sU6FwTCb3cGUlfs4fNGA16EVfLVgDhqNhvNZRn48cJ4Nx1Nw2CwkLnmSd2fPpkffO8ps47OF7zPnjSn0euotzni3qrJTVXWZbXZe+fEwcekG2sf40zrKj9ZRfsQEeXExx8Sbvx4nMcvA8C71GNQuCiEEu85l8va6E/h7apk2oCV1Ajyr3tFVKsLfvah1++jRo/niiy+IjY0lMrLiIN2YMWNYsmQJf//9NzfddFOF486dO8eQIUPYtWsXTz31FHPmzJFLraTrzumUvHIvfFxtVCqu+g5VkjPD5bO/4/jpYDJuahX33liHge0i0aoEm9b9wqcL5nN4/x4CgoIZPGw4oeGROFQaEq3enDL7ctHqjnn/T3wx4znCI6Iq3VdGehp33t6H4GGzaRwVwqv9W/DrkQus2n8evcVOl4ZB9K4jeOqenrS9sSOLvvqxRPbsiq8/57WXnqX/3ffRfMgrfL83iQXDbiQqoPLzqmtVYZkBgLSkWJo2bYoCOJTL3zo6Mz2Ni8nnqd+oCR6ens7ARCVLnS4kJZKVmUFM/UZ4+XiXuM9qsZCbk01uTjZGg/P81svbh7ox9VCpy2YaOxwQl6HHQ6smwr/sks+iOeqdGcEebmqMFjveOg3hvu5wlQRzdBoVapmVI1WgpkurZCDnGlU6kFMd/p5a6gZW/eEvMdNw1bar1KgFTcKqDkjpzTZi0/T/ypw83NR46dRk5FtcDn5VFpCy2BycS7/y3b5qW0quiRm/HCMh08BjXRswoE0EQghys7M5emg/Rw7u4+jBfRw7fJDMjDQsparKd+t9O9GDJ7EtNpt72kfxSOd6ZYI5DkXh3fUn2Xo6nbxNS1g2Zzp1YuqVGHMxx8Rz3+7HmBpH6vKJfP3Teuo3alJ0/zeff8ybkydw6533kt5hNKE+Ombd0+aSl1WVlqW3sGxnPIeScrhYkH3lo9NgVxTUQvDibc3KdMg6lZLH62uOYXcoTOnfguYRla9xL81qd7Bwy1kSs4wFV8hAQUGtUnFv+zr8X/3A2jq8KtUJ8CDAy43Y2FiaNGnCs88+y7vvvlvu2I0bN9KrVy8mTJjAO++8U+W2LRYLr7zyCu+++y59+vRhxYoV+FZRD0CSrhV5Jitx6ddfoP96k5hlQG+yoVIJVEKgVoFGrSLK3+OydiqqiZ3nMpjxy3F6Ng1l+P/qEeDpxuH9e5ky/kliT5+kTnQ9Hnn8aQYOHlqmQK6iKLyxai87z5vwOPg9yz54u9J6dK9NfJ5tjib41mvN+0PbF9V8zDfbWH3gPKsOJBPgqaWH6hhvvvwME6bM4OHRYwHYsPZnxo95hC639GLWwi95/KsDtIzyZVK/2u8KczVw16qoG+hZlLFc/EOfoihY7I7LWjzcYXdw6sRRvL19ypxLlZabk01SfBzBIWGERlS+zM1qsZKTnUVaygVnMeb6DdFoy9ZcyjJYycg3E+XvUe6y8iy9lQy9GV93LaG+OrINVtLzzfh5aAnxqX49o8uhOrVybHZHubUGpeuXDORUw389kAMQHeiJn2fFBepMVjtnUi+9OPDl5EpGy9m0/KJaQVcjIaBRqHeZP+56s434DMM109XDVYqi8Nx3B0jJNfFi32a0jw4gKSGOyeOeYN+u7UXjYuo3pGXb9oRFROLl5Y2Hlxde3t6kXbzIwnmziG7QmP899xF/Jhjo2zKc7k1C0KgFGpUKjUrw29GL/HL4AllbPuelIb0YcM+Qcuez7Uw6s347gXn/anRnNvL1zxvw8fXjp+++Ysr4p+hxaz96P/02i7fFMf3OlrSvxWyc8qTmmThyPofD53PQm+2M6FrfeUWpHBdzTExdfYR8s40lD3eosmZTcct3JfD1rgRaRvoWZUKphHObF3JMjOhan4FtI2s9aFWe4v8GHn74YX744Qfi4+MJDg4uMU6v19O6dWs0Gg0HDx7Eo5wuGxX57LPPGDVqFK1ateKXX36pNONHkv4tJqsdrVpV4+Ll59L112WXwOuB3aGwKy6Tnw6c52hybrljwn3dubVlGL2bh10Vy2QL35+NFjsLht2ISsCyjz9i7sxphIaF89zE6fTud2el7X+tdgdPLd3C+Tw7rTL+ZNaM6eWOO3PyOI9OmYv/zQ/zbK/G9C6ny9TBpGwmrzrCwLaRHP5sMts2/8HXP28gLyeHMQ/dQ7OWbVi8fBUbz+SwaGsss+5pQ4tqXtS4Fvh7ap1Bv2J/J8r70Ge1O7DZHVyus8bUC8mkp6XSuFmLCuvbWC1Wzp4+gU6no17Dxi6fQ+jz8kiMP4daoyGmfsMyAUBFgfgMZ2csTzcNfh5avNzUIJyZ62n5ZnzctYT56IoycAqXWQV56QjwurSC3LWlqqwcRVGcv0eHgkalqnIp2X+doigFy/acFyMVxbkc7984d61tMpBTDTKQ43yhNw7zLnc5S2FNkqu93TVAw9CKiw7nmqzEXwNXK3VaFQ1DvItO5rP0Fs5nG6/qIFpNHUjMZspPR3imZyP6tAhn429rmDLhKVAUHhn9NG3ad6RF63aVFkvc9fdWJowZjt1h544pX7A9rfwrHHl7VtHRK4u3P/i40j/q8zecYsPxVFK/eYUOjSPoN3Awrzw7mk5du3PPxPdZ8GccjUJ9mHWJnaouhzOp+Yz77gD3d6jLg51c69IRm5bP898fpGujYCbcWrLrhclqZ87vp9gem0HfluGMubnBv3JVqDBL8Pjx47Rs2ZJXXnmFGTNmFN1vNBoZN24cixYtYuvWrXTr1g1wdgGx2BwIIVAJ59+1ik5+1q1bx7333ktgYCBr166lRYvr88qtdG2w2BycTnUuXfbSafB11+DroXW5bobJ6uzEeL07m5aPxeYg0t8DX3fXmwRcKUaLnQ0nUlh9MJkLOSZCfXT0bxNB3UBPHA7nhw2HQyHPbGPTiVSOJOeiUQk6NQiiX+sIWkfVTg22mthe0E3xuV6N6RDuxpTxT7L597X0uLUfr7/7kctFjLMMFkZ9vBV9fi5Dow089OCDZcY89sRYUprdS6f6gUwaUPF760ebz/DbkYtM7hPDy0N74+XlTUZ6GqHhEXz2w1p0Xn48/c0+AjzdeOfetpdy+FcdISDS34NAr7JBk4o+9Nkdzuycy/HZzma1cvrEMQKCggmPLGfZnAJxsacxGY00bNwMra56wUmTwUh83FnAeTGvdMaX3aGQa7SSY7RhczjQqlV4aNXkmqwVLqNKyTWTZ7IS6uOOr8eVLwurEgI3tarcDrzlZVZp1apar6Xk7DrnAIWicyeVcBaivtr/vhZSFAWLzYG9nNe54J9zwZp2Or4SZCCnGmQgx8nbXUP94JJFg40WO/GZ105BQg83ZxCk9B+fHIOV89nGayajxc9DS3SQZ622er8aTV19lNj0fBY90JYPZk1n2ScLaNnmBt5ZsJQ60fVc3k5SQhzPjBhK7OkTPPLyLKIbtyTfYMRgMGIwmdi45gfs54/y3W9b8fXzr3RbBouN5749QE5uHifmPohi1tP+pv/xv6fnsfpwCq0ifXn59ub4XWKL1cvlnXUn2Hkuk8UPdSj3hK84m93B898fJMtg4cMH2pfbNtahKHy5PZ4V+5JoW8ePl29rjrf75T8BahzmzMoZPHgw69evZ/v27fz111+sWbOGP/74A4PBwDPPPMP8+fMBZ8D5dEp+mX/jQkDdgPIzDvft28cdd9yByWRi9erVRQEhSSrNZneQV7AcxnlS6FwWo1XXztW+2LT8cmvaXQ9Lny+VoijsT8jmu72JJbJZvHUaovw9iPR356b6QXRqEFTjbKbLwWyz88zy/STnmGgW7sPAdlF0rmKOiZkGfjt6kY0nUsk323iye0Nub1W9rktJWQYSMw10ahBU49emQ1F47tsDmK12xrRUmPjUCFJTLvL8pNcYNmJMtbd7+mIu47/diznlLDMGtqR+/QakpV4kPS2Vo0ePsiozAt/AED4deXOl7y8Gi42nl+9Hq1YxJDKbZx65h7CIKL5ctQ7vwHCm/XyU06l5TBtQu/XrrgaVZc5X9qFPURTMNgeOy/D57nxCPHm5OTRp3rJMPZu0lIukpVwkqm4MfgE1+11YzGbiz53FbrMRXa8Bnt7eZQcpkG+xkWOwYrTa8XRzduYt9yWqQHKOCaPFRp0AT3TaqyPDRa0SaNWqoqWVlQUmaiOYoyhKQQBHqfB1IXAu+dRc5Rkt1QlWOt+za571+m+SgZxqkIGcf0T6uxNUUDwtx2AlMctwzWWChPu5F62BtdgcJGcbL0tx48tNp1VVq7XrtSY+Q8/Y5fsZ2NyPjfOe48iBvQx7bAzjJk6vdB19RQz6fCY9N4YNv60pc5+HpxcLvlxB+//r7NK2Tl7M48UfDhJkSkZz6EfC73qZ/Ul53NYynNE3N7iqu0tczDHxxFd76dU8jLE9GlU6tnBJ1Sv9mtO5nC5Zxf1xPIUPN50hzNed1+5sSWgFS7xqS+EH2AMHDnDDDTcU3R4TE0P//v3p378/t956a1Gxy6qWlYT66opanBcXFxfHbbfdRkJCAidPnqRu3Ypbv0v/TdkGC8nZpnLfY4VwZtB4uanx0mnw0KqrfdUvLc/ZXbIixd/TKppfYqaxWvu8FjgUhe1nM/h+byJn0/QEe7tx1w1RRPh5cD7bSHK2kfPZRhIyDGQbrYT66LijdQS3tgzHu4IOkv+mlfuSWPp3HK/c3ozODYOrfkAxZpudN389waGkbN66uw1Nw31celxanpnx3x8gy2ClZaQvT9zSsFpdPQv9fTadmWtPMKJDMG8+2J2g0FBmf/QZrdq1r/a2Cq0/EMf725Iwxh3Aoc9G7R2A2jsQtXcQKjd3XhvQnBvqhVS5nYOJ2Uz+6Qh33RBFU2ss9Rs1xisogld/OkJCpoEX+zat9vN9tdNpVTQJq/g1UNmHPnB+2DXbaj+r3mQ0Env6JGERkQSFhKIoCob8fHJzssnKzMAvIJCoutGXtA+b1Upc7BkURaFx0xaVFit2doMSlY5xKM6mJ55uasL9qnce41CcwcTCz0VKwToerVpVbq2e6nBmjjgDJxZ75YG3SwnmOBQFs9Xu8pK7yrKGrrSaLB+8VpaoyUBONchAzj8K61PkGq2k1FK70X+bENAkzIcco5WUXNM1F4j6r5i/4RRbT6ej+mU6ybHHmT77A3rffuclbdPhcLDr7z9x2O14+fjg7e2Dt48vfv4BZdJyq/LtnkSW7Ygn0NONbKOF0Tc35I7W1bsyeqUs2nqWXw9f4IOh7albQRerc+n5jPvuIP9rGMwLfZuWO6a0I+dzmPHLMbx0Gmbe1fqyB3MKs3Lee+899Ho9AwYMoGXLlmWuDmXkm0nOrviDcCE/Dy11AjzKnJDEx8fTtGlTHnjgAZYuXVqrxyBdu6x2B+ezqnchoLIMsPK4Un9OCKgX7FVucCLfbCMuXX9dvs/N+OUYO89lEunnzr031qF709ByP7zYHQq7zmWw+mAyR5Jzcdeq6NksjAdvisbHvXqZk0aLnbgMPc3CfS7pKnS+ycaoL/fQNNyHaQNa1mgbeSYr4747gM2uMPf+dlXWzTFZ7bz0wyEu5JgYfGMdftx/HoPVzl3tori/Y12XC6s6FIVnv9mP1a7Q8Nwqvv7kI37eurdaWbIV+fiPQ/xyPBN3lQMfnSDQ040QPy86NYnkf41DXd7OB5vO8Puxi8y6uw0hPjom/3SE1Dwzk25vTvuY6ysTByAqoPwlVYWqCuSAMzh4ObLS42PPYDab8fb2IS83B7vdjkqlwsfPj4jIuqhq4cJXXk4OifHnqBNTr8qsaldkFNTLiQ7yQltJt60SFEjKNmKylh8Q89JpCPHWVdq9qza5qVU1Wupek9fB1ZadU7x2UHXJQM51SAZySroe2oIKwXV5Ynu9yNRbeOzz3bQNtLPyhTt5bfYHDLq/7Lr5K8nuUJjy0xHi0vW8dHsz2tbxv9JTclmO0cqoL/bQtq5fuV07bHYH41ccJDPfwodDy19SVZHTKXlMWX0ELzcNb97Vutwsl9riyrKS6hZi93BTERPkVeYD4Ysvvsjs2bM5cOAAbdq0qemUpetElt5Cco6xxu+FVX3wAnA4FM6m5bvULlytEjQK9S5xAmqy2jmbln/Nv1+X59iFXF764RD3dajL0P+LdjkVPjYtn9UHk9lyKo3mEb68dmdLlz/s2OwOXl19lMPnc+jcIIgnuzessItkVT77O46V+5KYP6Qd9YPLWQ7ioti0fF5YcYgmYd7MGNS6wufBoSi8tfYEO89lMKV/CzrEBJJjtLL0r3NsOJFKqI+OZ3o2pm2pjofl+etMOm/9doIn/1eH14Z24+ZefZn1wcc1PobLwWCx8dTX+9FpVNgcDnKNNl7t34JWV7Cm0OWiUYsqA4uuBHKqm4kBoFEJHAqVZofk5+WRcO4sKrUaH19ffP388fb2Rbjwb1YlBALKXUJUggKnTx5Dq9VSr2HjahxB+ex2hbgMA34eGoJd7GJVWEQ5xFuHp5umaOmWAHLNNrL0FhQgwFNLgKdb+Uu7alF1ul4VutTMLLUQ6Kq5z8vBZndgsdfsje96D+Rc/UcmXXbXw0mhDOJc3dYcSsbuUEje8AVBIaH0GzT4Sk+pDLVKMP3OlnzySMdrKogDzsyTe9pHsSM2k+MXSnZIsTsUvtqZQGyanie7N6xWEAegcZgPMwa2Rm+x8cqPh0nJrToTpqayDdYKr36B86pMUjWXfxotDmLT9GVOZiZOnIi/vz8vvfRSTacrXScsNgfns2sexAE4n2UkLa/yrNaLuSaXgjjg/HebkGkoqgNgsTk4l66/Lt6vy/PdnkT8PLQMvrFOteoZNAjx5rneTXimV2MOn89h8Z+xLj928Z+xHD6fQ/emIeyOy+Spr/fx5+m0as89Pd/MzweT6d405JKCOOA8nrE9G3EkOZfP/j5X4bhlO+LZHpvBiP/Vp0NMIOB8H3iudxNm3tUarVrFjF+PVbqED5wf2JfvSqBOgAfJf69Cn5/H8DFPX9IxXA6ebhqe7tmI89lG9GY7Mwa1ui6DOABBXm41zoI4nJRT9HX0fC4nLuZxNDnHpa/jyc7xp1LyOJacW+G4+DwHFt862Pyjiaobg4+vX4VBnMLCs25qFe5aNe5aNTqtGneN2pntUdGBCAgKDsGg12M0XHrTErVa4OOuIddkw+HCRXCbXSFDb3F2yPLUotUIZ2dUtUCtFgR4aokO9MTLTU2m3kJCZsUNYhwOB08/+QR1I8Lw0mnZumULo0eO4J5BAyudwz2DBjJ65Ih/tqMo2KoZzLDWMPhRyF6QCVOZ4cOH079//0vaT1VqkolTXf/GcVwOMpAjSde41FwTB5OyScwyYLBcfbWBTFY7a49cpHWoGzt+W8EDj4yqUU2cf0NtrHu+Uga2iyLQ042lf8ehKM7uDiv2JjHyiz2s2JdE96YhNa4j0CjUmxkDW2Ow2C97MKeyD8MpuWaMluqfmBR+CC4ezAkICGDy5Mn89ttv/PHHHzWaq3R9yNCba+ViwMUcU7kfnM02O+n5ZjLyq1fI3mixFxXtj8/QY7Nfn1cszqTmszc+i4FtI6t9xblQj6ah3NM+irVHLvLr4QtVjv/l8AXWHrnIPe2jGN+nKfOH3ECYrztvrzvJW2uPk2N0vZD017sScCgKw25yrXNgVXo0DaV/6whWHUguN7C08UQq3+9Nom+LMO5sG1nm/lZRfrw2sCUqIZj7x6lKs7f/OpNOfKaBe9tF8PWnC+nUrTvNW12d3Z/aRwfwSr/mzL63baX1Y65lQlBlZl91qFWCSsIl/+wXgVajQhT856b5pxBvebRu2iozUASg06rRadRoihX2zcvL4/nnx9G4YQMC/XzodcvN7N2zu+hxb7z+Gl46LXWjIunYsSPBAX7Uj65TYtvfLP+aJg3rUyc8lJdemFDivuTz52nepBEpKSklbvf31OJQFHKMVZ8np+Y5/46HVpK9o1ELwv3cifL3QOAsqlxenct1a9fy5Ref8/3KHzkbn0inzp155925fPLZ51XOo7TqBDTsjtopeG2ron7P/PnzWbZsWbW22b17d8aOHeva/mvpOK5XV746nCRJNWK1O1ixN4nv9iSW+OPuoVUT6OVG3UAPmof70jTch0ah3ug0NTtBPnExl4//PEfjMG86xgTSKsqvWmmKfxxPId9sw3xoA+7uHgx+aETVD5KqzV2r5oH/i+bDzWd4bc0xDiXlYLE7aFPHj8dvbkDHeoGXtP1God68PrAVU346wsQfDzP3vnaXpZNXtsFKiI+9xAc6q91BrtFKen7N63hZbQqxaXrqB3sVbfupp57i/fff54UXXmDv3r1FhZSl/w6HQyFTX3udAtPyzNgcDtzUKgwWOwbLpdWpyNJb0ZvtWGzXaSoOzmwcLzc1/S6xJtlDneoRn2Fg0daz1AnwoE0FmZUHk7JZvPUsHWICeKhTPcDZIeide9uycl8SX+9K4HTqAd5/4AY83So/TU7INLDheAr920TW6rLTEV3rczZdz+z1J1m8NRYfdw0+7lp83DXsjc+idZQfY25pWGHmRqiPO4/f3IC5f5zmpwPnubt9nTJjcoxWlu2Ip26AB9mHNpCWepEZcxfU2jFcDlUV6a+MEOCmUeGmVqEt+C6Ec1mlq5lylfH31OLhpnb+Dahh0DXQy61GdVAqInBmkVgrmU/xIE6J29QqbHYFu1LDJS3q8oNBI0eO5NChQ3z++efUqVOHZcuW0f/229h74BCRUc625k2aNGXt73+QnnKRzIx0Gjf9Z8lJeno6T415nEUff0L9+vW5e9BAunfvwe133AHAuGef4eWJrxAWFlZiv24aFZ5uGnKMFvw9Kw5E5RptGCx2Qn1cq3/j4aYmKsCDpCwjyTlG6gZ4lnjc2bNnCI+IoFPnLv/Mxa1mwTqHomB3OFC7cK5S2e+8OhSc52AVfYbw8yubGVdY06ai10B1VPZvyWKx1Pi5vF5c82etQognhRDnhBAmIcReIYTsJytVyWI2s+WP35g87gmefHgwny18n1PHj7rUzu5qcCgpm6eX7+frXQl0aRjE6wNbMb5PE4Z3qUefFmHEBHkSn2Fg6d9xvLzyMEMW72DC9wf5+2x6tfZzPsvIa2uOkZxjZP3RFKb+fJQHPt7Ba2uOsuF4SpXPl92h8NOBZBoFubP5m48YcO8DBATW/ERMqlyfFmFEB3py6HwOPZqG8P6QG3hjUOtaa9PbKNSb1+5sSZbewsItZ2thxuVLzTWTa7KSnG3kdEoeJy7kkZx96YXMbXZnMKcwBVqn0/HGG29w4MABvv7661qYuXStyTRYan25Upbe2Twgz2SrlVp2NQ3imKzOTKCrOQiUkGlge2wG/dtE4lVOcWej0UBWZgb6/DysVmul7zlqleCFvk2J8vfgrbUnys2OupBjZNbaE0QFePJC36Yl/i6qVYLBHery+sBWpOWZWbYjvsr5f7E9Dp1GzX0dXO9+l5OVxe7tf3L6xDFMxvK7j2nVKib1a879HepyU4Mg6gZ6olYJUnJNtIry4+XbmlX5gb9H01A6Nwjiyx3xxKXrS9yXmmfipR8Oka63MPrmBny55AOatWxNp27dXT6Oa4m3u4Zm4T40CfOhXrAXUf4ehPjoCPbW0TjMh4ahXpV+uK+KRi2I8HMn2FtH0zAfIvzdq10EVwgI8q79D6VqoUJVQVZOYVHb8u4vDOZoanCBQyCc3aRKMRqN/PDDD7z11lt0796dRo0aMW3aNBo1asTSjxcXBZPUGg3h4eE0bd6S4ODgEg0L4s7F4uvnx72D7+PGDh255ZbunDhxAoBVP64kNzeHh4c/Wu68/D212BxKUcdLRVGYP3cubVo0J8DHi8b16zF50it4aNX4emgxm828MP556tWNItDXm+7d/sfff20r2t5tfXrx3NNjeW3qFLq2bsDNbRrx3LjnsRX8zR09cgQvvTCBxIQEvHRamjdpVHR78aVVBoOB0SNHEBroT726Ubwz660yc1cUhTmzZ9O4cWM8PDxo3bp1mUyY7t278+STT/LyyxOpExFGTJ1IJr70Io6CN7kyx9ugHq9OnlRmH62aNSXIz4eO7dux/OuvsDucAaTylF6S1L17d8Y88SSTJk0iNCSE0NBQJkyYUDSH4cOHs2XLFj788EOEcBZTjotzZpK//fbbNGzYsOj4vvjiyxLZOLf16cWzY59i4ksvEhMVQa/uN/PJksXUqxuFzVYy02r4ww9x3z13A/Dbb7/RrVs3AgICCAwMpG/fvhw/frzc47nWXNMZOUKI+4H5wJPAtoLva4UQLRRFSbiik7vO2Ww2fvj6c/7a/Ad1ouvRoEkzGjRqQoPGTfEPuLQr/5eL3W5n8/pf+f3X1Wz54zf0+Xn4+PoSHBrOnDemMOeNKYSGRdD55h507dGHrj164+V9daXv5hqtfLLtHBtPphLu687oG7zZumwWs96LI6JOXSLrRBNVN5omdaJ54H+N8Ampw5l0Pccv5LE7LpOZa0/waJd63HVDVJVrsLMMFqb+fASVELxzbxsCvdw4fD6HvXFZ7I7PZHfcabKNVu4p50pfoR2xGVzMNdHedhyL2cyDI5+o7afkquGuVTnXE9uuXDBQrXL+rhSFcj8U1YbGYT4M+b9olu2Ip9vZdLpchravOUZrtZY2VIfdoRCbnk+DYG883NQMGTKEd999l0mTJnHvvffi7n55O3NJV5fqLne6FjgUhY3HU/n4zzPorc6/R2rFjtphRmU1Eij0dGsQwO3dOhAUXHX754okZhn4dnciHWIC6NIwuEYFJb/fm4i7VsWAYkuETEYjWzesY+3qH/hz43os5n8y8YQQ6Nw9aHtjR24feA+9b7sTX3//ovs93TRMvqMF478/yPQ1R+naKLjgw6hAo1bx29GLAEy5o3mF2Tatovy4vXUEaw5doHvT0AqX8Ry/kMvOc5k82CmmwuxERVE4e+oE+3fv4ODeXRzav4e4s6dLjAmLiCK6Xn2atGjFk89PxMfXeYXbz0PLUBeWa/2xdjXbNv3BPQ88QusbbizxXD3VoxFjv97HnD9O8e7gtmjVKhKzDLz60xGMFjuv3dmStKN/E3v6JDPfW3JVdKipbaG+uiqzpTzdNHgGaoh0KJzPMlb7/SfS36MosKZSCYK9dQR6upGuN5OS41omqa+7tsaZ01XRaFTYbP+0bVYK/k+jUqGu4neuVgnsDlH0GFdo1eV3O7LZbNjt9jLvsx4eHvz111/oCv6GxJ2LpVH9GNy0brRs1ZLHRz9OSGg4KrWKho0aYzQYOHBgP9HRMezds4eHHhlOTk4Ok15+mVU/r6nwdezppkanUZFltODjoWHqlMl8vHgRM99+h65du3Hi3HkOHDxQ1KFz0sSXWfnDChYuWkK9+vV5/715DBrQn4NHjxMR4cwg/Pab5Tw59mk2bt7Knn37eXzEI7RudwOjH32Yd96dS3R0DF98/hlb/9qOWl3+7/eVl15k44YNfPXNd0RGRTJzxgz+2vYndw4aVDRm+tRXWbVyJXPmvUerFs3ZtXMHo0aNIiAggDsKspEAvvrqK54c+zQbNm/l0KGDPPrwQ9zQvj333T+kzPGmp6dx8MCBsvuY/x5NmjRh584djH1iDAH+AfS74w5UQqnyb4SiOJe+lZ5D+/btGTp0KPPnz+fUqVM0a9aMN998E4CQkBAmT57MihUr+PDDD2natCnbt29n1KhRePv6cVu/fkXb/2b51zz62EjWb9iEoiiEhYcz4flxbNywgVv79gVAr9fzy8+rWfTxJ0U/P/fcc7Rp0waj0ciMGTMYMGAAx44du+Yzeq7prlVCiJ3AIUVRRhW77TSwQlGUiRU9TnatujTbNv3BuzMmc/bUCaJi6pORmoLJ+E8xspDQcFrfcCNt2nekzQ0daNH2Bjw9va7IXIt7d8YUPl/0Pv4BgfToewd9+g3kpv/djNbNjYsXzrN9y0b+3rKR7X9uIjcnGzedjk7dutOrb3+639rvqsgkmbr6KIeSsulV35P4Xxey/qfv8PTyps0NHbh44TzJiQmYzf9chdTp3KnfuAmNmjanQdNWJEd0ZXeSnv6tIxjZrUGFWRpGi51XVh0mIdPAm4Na4W5Mo050vaI3IUVRmL3+JH+eTmdiv+blpjvHpuUz+acj+OjUnJgzlNbt2vPB0m8vzxNzBblrVYT6uhedyJusdvJMNvJMVgwW+3VZiPtSumBdLXRaFY1DvRFCsGnTJnr27Mk777zDhAkTqn6wdF3IMVpJyLj0QppXk3Pp+cxdd5RzWVZMScfQH92Eyt0btacvOt8g3HyDUYIbotLqsGYloz1/gBZ+Np4c8zgx9Ru6vB+zzc747w4Sn+l8/nx0Gno0C+XWFmHEBLn2fn8hx8iYZXu5s20Uj3Wtz7HDB/hyyUdsWv8rBn0+waFh3Np/EDH1G2IxmzGbzVgtZvLyctm28XcS4mLRaLX875Ze9Bs0mFv7Dyp6jzqYlM2s306UaSXvplHxav8WVRa015ttPPnVPvw9tcy5r12Z98o8k5VJq46QbbCw+KEOJZaCKorCqeNHWL/mJ9b/sor42DMABAQF07Z9R9q070jzVm3Jzckm4dxZ4uPOkhh3jiMH9tL79jt5+6NPXQ6oXDifyF29OmPQ5wPQ+oYODBsxhj797kRb8AFl57kMZvxynME31qFzgyCm/nwUtUrw2p0tqR/szfB7bufC+UTW/Lkfrfba+1teEZUK6gR4VnsJsKMg2O9qPbaqui0mZhrINlQdGGoY6lXlUr5CFXW4OZyU49LjlYKwTEWZOqXZHQ6s5WRktIwsu6xGJQQ6jarC13CXLl1Qq9V88803hIeHs3z5ch555BEaNWrEyZMn+eWXX8nKyaVx0yakpaYx840ZnDh+jM1bttKwSVMAVv+0itenT8NkNDFk6FAmTXmVp598guiYGLrdfDMTnh+HQW/gybFjGTn68RL7zzPZSMk14aux06xeFG/Pfpehw0eSZ7SSZ7YR7K3D31OLXq8nKiyEDxcuYtiDDzmfB7udti1bMPj++5k6/TVu69MLs9nMpq3/ZOnc3rcvQeFRzHl/AaG+OubNmcOihR9x/NSZojGjR44gIz2DH1b9RH5+PnUjwliweAlDHhgKQH5+Pk0a1KP/nXey+ONP0ev1REeGs/qXtfyva9eiblLPPfccp06d4tdffwWc2TAmk5mNW/8s2lf/228jOiaat2fPIToynLdnv1vmOQHK7KPQC+Of58zp0/y4+me0alWZDqDDhw8nPT2dNWvWYHco9OjRvcxz4pxDDJ9+/DEqlaB79+60atWKDz74oGjfwcHBrF+/nm7dnAtrHA6Fp599tmjf4MzIyczMZNfe/SXmMGTwvXh5e/HJUmfdoeVff8Xzzz7DucTzeHt6lrnIoNfr8fX1ZcuWLXQtONbix3El1LRr1TWbkSOEcANuBGaXums90KXsI6RLdebkcd6dMYXtO3dRp9u9tL9/FllWNT3CfWnsL/Azp2BIPMHJY4c4vH8vG9f9AoBaraZH3zt4c94i3D08qrVPm82GRnPpL9ML5xP5euki+t9zP6/N/hCEiu2xGUz+2Zl+3STcm+ZNevDYLQN5PciDI/t2sfG3NWxct4atf6xD9dKzDBk+ipemvXXFrlgdv5DLvoQsIjL28/Gsqbjp3Bnx5HM88vjTRVlQiqKQmZ5GUmI8cWdOcfrkcc6cPM6uv/5kzQ/fElk3hn6vfsGawxdIyzcz4damZYpL2h0Kb687QWxaPpP6tWDD1x+ycO4s/PwD6NqjDzf36sv/bunFM70acyHHxJzfTzLr7jY0CPmnW8eZ1Hxe/ekIOq2aTuI029PTeGS0a4XNrhVuGhVhvroy7WoLOzOE+OiwOxTS882k55uvq24zGrWK53o1Ztx3B1nyZyzjb216padUbWarg5RcM+F+7vTo0YN+/foxefJkfH19GTVqVLn/zu12O1988QUxMTH07NnzCsxaqk2XUnPpamOw2Fi84SgbzuRgN+aR/9cy7u7cnIFzpxMQFIyPr19RkCMnz8APfx5k2zlv0vxv55gQjH3nM757dyIeHhV/IC3u07/iiM80MHVACzQqFeuPOYsMrz6YTJs6fkzu16LKwvE/7E1CrRLcdUMU+vw8nnjwHmx2G7fdeTe3D7yHDp26VngFW5n2FscOHWDt6h/4bfVKtvzxG6dPHOOZl6YA0LaOP1+P7ISiKNgcCja7gs3hQFvQPacqXjoNo29uwFu/nWD1wfPcdcM/mafZBgtTfjpCUpaRSf2al9je8s8W89UnC0mIi0WlUtGxSzceHvUUnbp2p05MvUrPHz7+YA7vzXqNLrf05K4hD1U5R0VRmP7isyiKwor129iz4y+WL13My0+P5N3Xw3n6xckMuv9BbqofRJ/mYfywL4mfDyXj667l9YGtiPT34OC+3ezbtZ0Xp828roI4Oq2KmCDPGmW4qFSC6EAvzqTmV3nBVK1yLqmqTKS/B/lmW6W1Pjx1apeDOLXBtRLI/1CrVNgciktZORVl4xT68ssvGTFiBHXq1EGtVtO+fXseeOAB9u3bB8Add/TDUdA2WwH+76abaN64IZ9/tpTX3ngLBNw5cBB3DhxUtM2//9rGrl07mfn2O7Rr3ZLFH39K8xYt6NShPZ26dKFVq9ZFY711GjJUKvbs34/ZbKZRu84kZxtRCYG/hxb/gsBfbOxZrFYrnYvVtlGr1fxfp5s4UWxZTvFtA9SpE0lqega5JqtLWYqxsWexWCzcdFOnf+bo7U3LVq2Kfj5x/Bgmk4lBA+4o8dxarVbq1asHOP8eKAolHgcQERlBWmoaJ44fw2w2071H+ecule0jJsa5D5vdgVqIEkvdCimKUrSMt/Rz4pxDKha7A3dV2X+Tx445933bbbdVuO9CN7RvX+bxQ4YO5fGRj2EwGPD09OTb5csZdPfdRZlfZ8+eZcqUKezcuZO0tDQcDgcOh4OEhGt/8c41G8gBggE1kFLq9hSgd+nBQojRwGiA6Ojoyz65683fWzbx/Ksz8L3hdqKfeQYFFUEB3nQN9+VIcg4/HdcD7vh7dKRNvz489qg3Ye4O9InHObBjK18u+ZCxOdm89+lyl7NzDu/fyxMP3UPDJs15cvzL/F+Xm2scRFkwxxmAefTZV1h54AK/Hr5Aht5CuK87rev4cSoljx2xmYDzTahpmA/t+z/JB0++gjnlLN998Qlff7oIP/8Anhj3co3mcKm+2hmPsOjZv/wdho0Yw4inxpVJixdCEBQSSlBIKG3bdyxx35ED+3j8wbtY+/rDPPjWcr49mMmkVYfp0zwcjcrZUlGjEuyKy2RPfBZPdm/Ixb3rWDh3Fj373oGXjw/bNv7OLz9+h1qtplO3Hrz89gKm/naO1385zpzBbQnwcuN0Sh5TVh/By03DjIEteeLusTRr1YYOnbpyvfB211AvyLPK16NaJQjzda6bz8g3k3YdBXTqB3tz3411WL47kW6Ng/m/+lc+Y6260vPN+Hpo8HTT8PnnnzNs2DAef/xxtm3bxoIFC/Dy+udv1YEDBxg9ejS7d+/Gw8OD7du307bt1dndRaqawWLDYK641f21ZsLSDSRYPDAcWk+PKHjy4/kEhYSWO9bPx5MR/TozAmdx5rmrd3K4RV9enPsZ77/yZJX72hGbwa+HL3B78yBit67i9oH38GLfZuQYrfx+LIUvtsex5M9YnunVuMJtpOWZ2XAilT4twgj0cmPRvHlkZWbw1eoNJZYHVUQIQcu2N9Cy7Q08P+k1pox/kqUL5nFr/4E0a9mmxDitWuCMtVTvQ32XhkF0rBfAVzsT6NIwmDBfdzLyzUz+6QipeWZe7d+CG6IDisYfO3SAmVNepE37jgwf8ww9b+tPYJDrS08ffeJZtv+5iZmvvkS7jp2o37Di5w9g1bfL+HvrRl55/R2aNG9Fk+atGPLIKP7asoGP33+XaS8+Q3T9hrT/v86M7FafI8k5uKlVTL+zJUHezm48ny2Yj6+fP3e7EDi6lkT6e1zSMiU3jYq6gR7EZxgqzaqNCvCoslaRWiWICvAgPr387D+tRlAnoHoXOa+EqoomA6iFqLIQb8OGDdmyZQt6vZ7c3FwiIiK4//77qV+/ftEYlUqgUamwOhx4e3vTrHlz4uLiyM3JLrGUEpwFb58ZO5aPFi7kzOnTmEwmunTpgruHB91uvoU/t2wpEVgQAvw8tZgKuljqtCoi/DzwdFOXqJFUuGKlvPO84reVDoAKIdAI53K9LEPVS3ddWRlTWF/m+5WrqFvXWY9LrRK4adRoNBpsdgdWuzPQVt58HA5Hlfspbx+FCrepABa7A7UiUAlB8XiOxeYoCvRVNIeKWqgX7vvnn38mOjoaRVEwW52BvNLb8irnM+Tt/e5Ao9Gw5ufVdO/Rk00bN7D6l7VF9w8YMICoqCgWLVpEVFQUGo2GFi1aYLFc+0urr+VATqHSr0xRzm0oirIYWAzOpVX/wryuG4qiMO/b3wgZPB1vnZqezcLKpE9nGSzsT8hib3wWR5Nz2FrQMlPgSVSDuxj0Whd+mvoQTz08mA8/dy4HqsyxwwcY89Dd+Pj4cj4xnlFDBnLjTV14cvxEOnauXj3rs6dOsHrFcvo+MZ2XfkvCaldoV9efJ7s34saYgKKU6SyDhRMXcjl2IY9DSdl8sSOeL3bE4++hpW2fsfTWBLBgzluERURy95CHq/ksXpoj53M4mJRD5rblTHhlKvc//Fi1t9GqXXsWLfuRx4cN4uuJwxg771s+2ZPOh5vPlBl7X4e6hOSdZfSLz9CxSzfe+WgpWjc37HY7Rw7sZfPvv/H5ovd455WxTH5rCS//eIQ3fj3O8C71mPHLMbx0Gt68qzWn9v5ZsPZ+8XW19j7MV1et41GrBKG+7gR560jJNV03dTkGd6jL9tgMPtx0lhYRfni7X1tvKYoCSVlGGod6ExwczK+//sobb7zBtGnT2LdvHytWrKBu3bpMmzaNuXPnEhQUxKJFi5g+fTp33XUXe/bsITDw6qwJJlUuPe/6+DcIcCIxjUSrF55xW1ky7XEiolwvvBvio+P1B7rx2LyVnPNpxcerNjByUK8Kx2fkm3lvw2kaBHux/9PJ7Ny6gUXz3ual12bRp9+d3HtjHQwWG9/vTaJ9TABdG5UNZCiKwhc74lCAe9rXIScri88Xf0CPW/u5FMQpTaVS8eKrM/l7y0amvvA0X63eUCuZvEIIxtzSkKe+3sfCLWcZc0tDJq86Qo7RyvQBLWkVVXJZyfvvzMDPP4CFy37A28e32vtTq9W8OW8Rg/t25eWnR/Llj+tx05Xf/jjlQjKzX5/EjTd14b5i5wMqlYpuPfrQvmMnBvftxivPjub7ddvw8fXjvSE3oFWris55Vnz9ORt+W8OT4ydWeU52LfFwU+FdCzXifNy1hPm6l1s0G5w1jFxdtuXrrsXfU1tmiZVGLagX5HXZauPUJrVQYaPyrJzSy24q4+XlhZeXF1lZWaxbt4633367xP0atcDmAKPJxNmzZ2nXti3nkxIQQuBTrFPS22/NpHv37rRrdwPr1v6CzWol/txZ6jdsjMViwW4vG7AP8NDStUM7dDodR3f/RecbWpUZ07BhI9zc3Pj777+o36AB4MzK3bVjJ/cNGVLl8QV5uZGYZcBkrfyCQcOGjdBqtezatbNoP3q9nmNHjxb93Kx5C3Q6HQkJ8XTv0aPosVq1CrtDwVJOcKS0wm1s3rSRRo3LBokr2kdpDkXBURDQEziz+B2Kgt3FOgJWh4JbweeJQi1aOPcdHx9Pz549sdodWF04pkI6nY5Bd9/Nt8uXk5GeTlh4ON1uvhmAjIwMjh8/zocffkiPguPat29fmeLI16pr66y7pHTADoSXuj2Uslk60iXY+fdf5NXtTITawKIRvcv9Qx3g6UbPZmH0bOZs95elt3AmLZ8zqfkcu5DLvkRfek79hk0zHuSJh+7lw8+/q/BE59Txozw+9C68vX14/6vVRIWH89N3X/LJB3N57L4BdOzclTfnLyYsIrLcx5f2wTsz8PDx52JoR+p66hh/a1Oiy1nPHODpRueGwXQuKN6apbewPzHbGaBKyMIU3Zf2A/W8/vI4QkLD6dbz1ir3fer4Ed59fQq33Xk3A+8bVuP2xl/tjAdTLn7pR7l7yOIabQOcwZwFy1YyZtjdfPT8A3z09Wo8/YOxORTsDme7QK1ahTkjiYcGPkjdmPrMXfRl0Vp7tVpN2xv/j7Y3/h9h4RG8OeUFWi1fwPgBj/Hm2hNM/PEw4b7uvHFXK0zpybz+8jjCI+tw6x2Dajznq423u6bGKdBqlSDS3wO7Q3FpzfzVTqtW8WyvJoz//gCL/jzLc72aVNodK89kxe5QyixHu5KKL7FSq9W8+uqrdO7cmaFDh9KxY0cCAwNJSEhg1KhRzJo1i4CAANq0acPNN9/MAw88wK+//lrh8o//IovNQUquiRyjFZ3GuYxFp3V+99Sqa6217oUcY9FryctNXa3AqsXmINd07f/7K/TRz3/jsHox7v4+1QriFFKrBO+Nvp0H313JKkcUzY7G07Vl2SK7dofCnN9PYbE7CIv/g2+2bmDk2PFs2/w7E8Y8Qreet/LKjHcY+n/RHEzK5oNNp2kS5k2ozz9LTxyKwsItZ9l8Mo37O9YlzNed+W/NQp+fx1MTJpXZp6v8AgKY+Po7TBjzCF8s+ZARTzzr0uO+/Pgjvvp0IeMmTufW/oPKvI5CfdwZdlMMn2w7x7PfOusyzBjUqkwB5H27tvPX5j947pXpNQriFAqLiGT6O+/z7MhhvPf260yYMqPMGEVReP2VcVgtVqa/80G55xVe3j7MfH8Jw+++jTcnv8DM9xaXWAK2Y9sW3pw0nq49+jBy7Pgaz/dqFOxdfvCrJkJ8dBgt9qLix0I4l097uKkJ86nefiL83EsssVKrBPWDvVxa6ne10KhVWMsJjABoVOUvuSlt3bp1OBwOmjVrxpkzZ3jhhRdo2rQpjz7q7DQ1YcIEBgwYQHR0NMkXLjJjxgwMej1PjH0GodhJjD9HaHgEwaFhHD9+jG+XL2fDps2cO3OKmOhotG5urPj+exo1aszmTRt5+ZVXyk5CQGiQP0+OfZqpUybjptPRtWs3MjMz2L9vH6MeH4OXlxcjRz/Oq5MnERQUTL169fjgvfmkpqYw6vExVR6nTutsd26w2stJL/iHt7c3jwx/lCmTXiE4OISIyAjeeuONEoEOHx8fnh33PJNefglFUejatRv5+nx279yJSqVixMhRFe+g2DYqO96a7EOhoN5SNdIjFEUhOiaGXbt2ERcXh7e3N4GBgUyYMIEJEyZgdzjo1Lkrefq8ah3fkAeG0f/2vsTHxXHf/UOK/i4GBAQQHBzMkiVLqFu3LufPn+eFF16olWD/1eCaPQpFUSxC/D97dx0exfW2cfx7VuNuuJfSFqhQfam7e6FOW9pSF+pO3d3dKRXqblSpIG2BAsUdQkiIy8p5/9gkvyRENiEh2XB/rmsvyM6Z2bOZzM7sM895jpkK7A+8U2PR/sB77dOrzunxid/j6rM35x+wRdjR9uRYDzvGprBj75TQ+O1py3l18hJ2u348v919KueefAxPvfYuCYlJtdZbOG8uZ594JN6oaM6+fwJXfbGSHinrOXv/EXw68jTeffNlHrn7Vm679jIee+mtJi/e/5k+hW+/+ISDr3iMf0v8jD1gy3qDOA29h322zGCfLTMoKPVx80ezWLTVMfQtLmHsmFG89M6nbD10uwbX//HbL7nmmquJ2eVE7n/7Wya+/wE333o7/QfWX8yqwfewfD0zVxaQ+/N4rrvsyuqgSksN2W4YT732LueefAznn3wkl183joFbD6ZLtx4YY8hdl8Po047H6XLxxCtvb5DGWmXE6aP5568pPPXg3Tw2eFvO3n0bfpqXw1UHbknRmiWMHnEEfr+PZ8d/sNF97kgymnnxVp9uSdGU+4PV02BHsv4ZcRw/rAcT/lzGvDVFnLJLL3brl4qjxrGZW1zB+9OX89nM1XhdDu4+ZkjYx+GmUHOIFcD+++/P9OnTOfnkk8nNzeXHH3+sLsAHsMsuu/DEE09wzjnncOONN1bPvLA58weCrC0qZ11RRfVFXZkvSJnvf3fVjAnVJ0iO8RAf5Qrror8++aW+6oyavGIfTochIdpFSqwnrCBrTlF5pylCnp1fzEJfAjHZ/7DrTuEFL+qTEBfDrUcP5Zr3Z3LvN0G6ZqTWqnsGMHHacv5Zkc9+6UW8cMcdHHfyKC6++kbOH3st4196hsfvv5Oj99mFi666gStOOJNL3vqLB7/+jzuOGozTYQhay1OTFvDFrNUcu313Tt6pJznZa3jjxWc46Ihj2WLQ1hv1u9j/kCPY96DDeOqBu9j3oMOaLN48+cfveeC2G4iJjePK88/g8w/f5brb7ycjq0utdocP6cqP/61lTUEZtx25zQa/F2stj917G2kZmZw4qukvHE3Z+8BDOeHUs3j12cfZbY992G3P2jUtPvvgHX785kuuvOkOevbp2+B2hm6/I+deehVPPnAXw/fen0OPPh6ARfP/Y+y5p9Kr7wDufeKFTvOFBkLDlJpb3Lgp3ZOjiYtyEe12EuVuuIhvU1xOB10To1maW4LDAX3TWz+IM7j7hsWHW1u5L1Ar+6JqCvP6phuvT35+Ptdeey3Lly8nJSWFY489ljvuuKN6CM3y5cs58cQTycnJIT09nR132pnvf/qZvv36YYOWlcuXkr16FWWlpVx03nncMm4c69auwe3xMGjAQF546RUuu/hC8vLyOGv0aIY2cp1+6+13kJSczD133snFK5aTkZnJSSefUr389jvvAmDMOaPJX7+eodtuywcff1I9Y1VTUmI92MqMlcbcec+9FJcUc+IJxxEdE8N5519AcXFxrTY33TKOjIwMHn3oIS696EISEhIYPGQol40Nf4KGpt5va7xGOC6+5DLOPfssttpqK0pLS1m0aBG33XYbGRkZPHD/AyxceH6zX3v47rvTtVs3Zs/+l5drTMvucDiYMGECF198Mdtssw39+/fngQce4Nhjj23V99ReIn3WqhHAa4SmHf8FGAOcBWxtrV3S0HqatSp8f/81nWu+WEZmnIuXLzyk6RUa8eWs1Tw5aT6ZXj9THzwDyosZtM1QBm+3A4O3HUZml65cdf6ZBG2Q4+6cwBfzi9kyK551xRWsLSzn//qnccZuvfnyree5/7YbeOjZ19j34MMbfD1rLaNHHM78RYvpds5z9MuI57YjN0yfDFdRuZ9bPprFvOxCKn56gdK5P/PYi2+xzbbb1zqxW2t586VnePjJZ+ky8nacMQn4g2ADfsoWTWWXblFcff4o4mObrhVkreXq9/5h9sJluL+9l3c/n9TirJ66pv/5GxeOOoHCggIAEhKTGLj1YPLWrWPZ4oU8//bHG9TZqau0tITTjz6QFcuX8tYnk+jRuw//zZ7FOSeF7mw+N/7DZgWuHA7wukJV8T0uBz6/pcTnb9cpvWuKi3LRJ611ZmDzBYLMzy5qtABiXaFpQDvG76Imay2/Lcrl9d+WsDS3hL7psZy6Sy96pcQycdpyvvx3NYGgZY8B6fy9fD0Gw93HDqZLYsepC+B1O+ifHlcruFDfGPkyX6B6eMI555zDc889x7vvvttpLgpaIre4glX5pc2q/+RwhIYmZCZENSsd3xcIMm9N/UVIjYF+6XGNFtktLPM1Wfciktz08mdMK4zjnAHlHHHQ/hu9vaefe44PczKIT0hk14FdyS/1VT9yCsvZLsvLlzccTd8BA3n53c9qDf1ZvXI5t18/lh+/+ZInXn0HX5ehPPTNf5yyc0+OH9aDJ7+fz5f/ruG47btz2q69MMZw981XM+GV5/ng+z+aNWtWQ9auWc1R++zEwK0G8/yEjxs8X65YtoSRh+xFemYXXpn4Oe+++QpP3n8nHq+HsTfeztEjTt3guA8ELbH1DNn59YfvGHPKMVx7272cOOqcjX4PEJqC/cTD9iF7zUq23WFnMrK6hLIQ0jN59J5b6d1vAC+/93mT2YB+v58zjz+U+XNn886XPxETG8cpR+xHcXERb3z0Dd16ND29OYSOLafDYExloVwTyq7qKOfmKl2Solo1I6ctLM8rITXW22Qx8MY0NsNNWwtUFiKG0N+E2+modeOmtdU3zCYnew3Zq1fh9UZRXl5GdEwMPXv3w1ljiFpxURFLFy0gKjqG3n37YVrp2rm5Vq4vpcIfpFdqLJ2owsBGc1XW+KkSKnAdbNY09+G9jiOsotPtraWzVkV0IAfAGHM+cBXQBZgJXGat/bGxdRTICd+ZN9zP2qxduPGAPuy0RbeN3t4v83O4/6u5pEZB79U/MG/KT8ye8RdlZaUAJKdnsdd1rzJtdQX7Dcrg/L36E7SW96ev4J2py7HWctTQrnx06yjyc3P44LvfiI2Lr/e1qi6uDr3hRWb6Mnjw+KEMyKy/bbhKKvzc+sm//LuygJJJz5L9+0f0HTCQQ448joOPPI4u3Xtwz83X8MH3v9F1xDiS4uO49chtMMbw6fTFfDVjBX5XNLZkPTcfNogdt2r8wnX60jxu+mgW6756ijsvOoW99j94o/pfV2lpCf/NnsXcWTOY++8MZs/8h7VrVnP1uLvY7+AjwtrG8qWLGXnIXmR26cr1dzzAJWedhNcbxXMTPmqyWGOVzEQvKTGeBodd+ANBSnwBSsoDLbqbHuN10jMlhrySCtYVVTQreFJT3/TYei/kW6q0IsCCtUVNvh+HA3qmxBDldrI4p7hWlkNHEghafpy3ljd/X8rqgjIMoaKF+2yZwfE7dKdLYjRL1hVz7fsziHY7uefYIR3qotvtMqTHeUmJ9Wxw19UfCLK6oIz1JT6i3E76pMXi91Ww5557MnPmTP744w+22mqrFr92uT9AQamf/FIfFf4gKbEe0uIaPiY6Cl8gyNzVhS0OjHjdDvqkxYYdzFm4tojiRooUu5yG/hlx9W6vzBc63jpLwfHSCj8nPP4dJmcBH94xplXqkAWDQUafcy6reu1PQko6aQkxpCfFkRjtJtlrmHjrmeSvXcWEzyaR1bX7Buv7Kio4Zv/QLC/vffULj/6wmJ/mrWWHXsn8uTiP43fozqm7hII4q1Ys47A9duCwY0Yw7r7HNrrvVd5/6zVuvvIibrzrIY4/5YwNlpeVlnLaMQeyYuli3vzk++oA0pJFC7jlyouY+vuv7H3AITz8/BtN/k6ttZx02D7krlvLxz9MbbCmTUssWjCPR+8ex4rKDITcnFDtQa83igmf/0DfAeHNFrh86WKOP3B3thi0DcbAzL+n8cKEjxm6w05NrmtMaKhSery33mGzJRV+1hVVkF/q26jgqMflINbrZH1Jy7fjcMCgrIQWZ/pFkvYM5EBoeKrDEfqS3NastZT5NyzWW5C/nhXLlhIXF0/3nr2qAzU1C6UW5uezbMki4uIT6NG7T7vUaiytCLBifSnpcV4SYzrPzHCtIcrlxOEwrRbE8fv8OJ1OTI3PAAVyOqHNIZCzOr+M6ydOJ9plOGHnvvxf//RGa1fU579587h04hzSvZZXLg3vS304/l62njs+m02pL0C3pGi26RpPKgWUr1rAX/RhQV4Fp+3Si+N26F7rQ3dtYTmvTF7MD/+tZXhXJ29eeginjj6fK266Y4PXCAaDnHjY3uSX+ogfeT/b90zm2oNb56RX5gtwx2ez+WvZevp78sme+iUzv5qA9ZeTkdmFwsTeZB11DV1T4hh3xNa16gP4A0He/upXXv87F6/LwWsXHkhcVP0f7NZarnjnL+YsWkbyb0/x2sTPOmzB4F8mfcv5px2HtZYu3brz/Fsf06N3nybXMwZ6pMQ0KxU6v8THsrzw76hHuR30TY+r/vu31pJX4mNtYXn1VInhiPU6N0ipbw35JT6W5tY/mwWE+t+zxjSqgaBlaW4JRWUdt1CbLxDk29nZrCko4+BtsshIqD096/zsIq7/YAbJMR7uPmZwh6qZA7UDOgBri8pZW1h7xrFoTyiYs3rVSoYOHcqwYcP44osvmv1aM+YuYHVuATg9eLxReL1eoqJjQhcjJjTEMy3O02GLYa7KL93owsHhBnOyC8tYk9/0lOHRHid902JrfaELBC3zs4uadcy3pdLSEt588RmG7TqcIdsNa9Fn+yPvfsc3qz0cmZrN6BOPabW+Za9exTknHcXCeXMB6N6zN7vusQ8rly9l8o/f8ez4D9hptz0aXP+n77/mgtOOZ+wNt3HcqPO4+K3pZBeWM2JYD07euWf1e73lqov5+L23+OTHqS2q7dMQay3nnHQUM/+axtW33MUBhx9dPVumtZYbLj+Pj999i8deeos99zuo1rrBYJDnH3uAx++/g7sefa56OFJDvv/yUy4ZfTK33Pdom0+C4KuoYG32ahxOJ1ldmndj7ZOJE7juknMBuOfxFzj4yKYzCJNiQhlz4XwJCtV9qyCnqKLZx5gxoZskMR4XFf4g2YVlLQropMd7yWpiKvDOor0DOZuaPxCst6BvMBislXXnMKYymztYPfwrb906Vq1YRpfuPUhO2bjZNYPBIMFAAIfDgaMZtfFW5JXiC1h6pcYoK6cGhwlldFVUTjXfEjZoKchfT15uDiXFxRhjiI6JJTY2jpi4OOLjYonydPwAmgI5zdDZAzlL1hVz7Xt/kZ9fQKC0AHdKN9y+YoalBjht/+3p3qVufej6jbntCVYkD+X6fXqwy1bhpd+Ga1V+KZMXrGPGinxmrSygtLKqu9tpuGy/Ldh9QHqD6z763Ty+nb2GrVZ/zRevPc74T7+vNd1oWWkpD95xE2+98hyH3TqeWSXxPH7i9vRoxZocFf4gT/+4gJ/n5VDqC+B2GFLseopWzKOk6w5skZnATYdtRUIDAYoHn32Z78r60C/Wx8Nn7lvvRfwv83O4+4s5rPvicR65/oJmz9a1qb3+wlN89sG73P/US3Tt3rPJ9h6Xg16pMS0aIx7u8AiPy0Hf9Ia/IK5YX0pumDNItXY2Tk3rS0J3NIvLA7WO68RoN92Toze4w2itZXleaUQXTJ61Mp+bPppFt6Ro7jxqcIec8crtCv3eGxo+UBXMufuuO7nhhhuYMWMG22wT/vDNl195lTNGnb7hdmNiOe2cCzhjzMXExMZhTOhLVZfE6GYH5NuSPxBkzkZk49TkdTvomxbbYAZSuNlrVZJi3NWf+dZaFq9rXvAzGAyycvlSVq9YzqqVy1m1YjmrV4ayQrO6dCOzS1cyK//t3W9As4e83nXjlYx/+TkAthq8LSNPH81BRxxLVHR4ww0DQcsxD3yCvzCXD248aYMpWjeWtZalixcy+Yfv+PXH7/jj158oKS7i8utvY9SYi5pc/8JRI5j6+698/MMUytzxLMopZnj/tOpz3ZJFCzhq750YcdpZXHPrvU1srflWLFvChaNGsOC/OcTGxXPIUcdxzMjT+Gf6n9x141Wcd/k1nHfZNfWuW3UjKDcnhw8n/VEdBKqv3fEHDqeivJz3v/u9Q9easdby1EN3k5aeyQmnntloW6/bQY/kmBYN/anwB1mwtnlDhjMTvBsE+8v9AbILysM+xxkDA7PimzVMM5JtboEca0MZG43VmjHG4HWFhnnVbb9w3n8EgwH6bzEolLITpvW5ueRkryEQ8G8w+5Xb4yEqOpro6BiioqOJiYnD0cj5a8X6UtLjvU3euCytCJBTVEF6vCeiCmG3VL1TTYehvKyMvHU5rF+fRzAQwOP1kpScQiAQoKSoiNLS0A1SYwx9+vTp8DOMKpDTDJEeyMkrrmB5Xmm9y+asLuDmD2dSvH4d/kmPc8aJI/hu5mKWunri6rolwfJihsdmc+2YUxt9jSXLlnPe+L9JcZbx+ti2rf0QCFoWrC1izupCtu6aQL8msh4Ky3yc98Y00mNdTLt7JN179uK1D77C4XDwz/Qp3HDZeSxeMI9jz7qYvzMPZM8t0rlk3y3apO++QJCZK/KZsiSPPxblsrqgjGG9krn6oC0b/QAOBAKMuORmyrc8iJO2z+TE3WoPQfp85iqe+WEBFTlL6TFvIs+8/m6b9L+9xHid9EqJ2ahhI8XlfhavK25wmITLaeib3vi0ntaG7tI3NVSprbJx6lPmC1BUHvrC2dSwozUFZWQXNJ2hUJ8ot6NW8MRgCFhLXnHFJqsfMn1pHrd+8i/b90zmxsNaPiypPUV7nCSYMvr07sUJJ5zASy+9FNZ6a9asYeCWg+jZpx8nnXEO5eVllJeVUV5Wzj/T/+Sbzz4iNT2DC8Zex1EjTsHlcuFyGromRneY9OyN+furT1RlZk7dz4WWZtNkJnrJiI9i5fpS1oUZsAX4d8Zf3HLlRcyZNaPW88mpoUBE1RCXKv+31348+uL4sIMpv/38A+eePpKdR99Bv4x4Jr/9JAv/nU5iUjLHnXwG54+9tsltvfn174yf62M316Imz+etwefzsXzpYnr37R9W9tCSRQs4et9dOPSo47ntwSdrLcvLXcelo09m9sx/+Ozn6aRlZLZJn621/DXldyaOf5UvP36/egj3HvsdyKMvjG80+Db1918547hDGHPZ1Zx/+bX1tvnsg3e55qLR3P3Y8xxy1HFt8h7aQ++0GOIbyBQOR0mFn4Vri8M6j8R4Q9lzDf1NLcstCSuYkxzrpntyxymg39Y2t0AOgD8YbPAcYDB43bVr9dQM5hSsX8/ypYvp3qv3BpOsNKS8rIyF8+bijYoiOiYWp9OJ0+nE4XASCAQoKy2hrLSUiorQOdDt9tC9Zy+iG6h/uTyvFH8TWTnF5QFW55dhsThMaJbTKHfrBydD1802Yoch5q1bx+rsbIzLQ3RMHN6YWBxON0FrifY4Q59fwSAlJcWUlRSRkZ5OVFTHztZTIKcZIj2Qc8lb0/l+TjY790ll136pbNsjCbfTwfSledz52WzKC9ay9u2beeW1N6pngQgEAnwzeTrP/rKEMncCY3dKYJ/hOzf4Ghff+wKLYgZy1e4Z7D60bYIgG+O7Odk89M1/7J6Yx+vXncrV4+4mJzubl556mIysrtz6wBP8UdGV7+dk88ypO9Qa3tRWrLWsL/WRFO0O60J3zqx/uOCZL4gZsAt3HTOUbbolEghaXvxlER/9vZKYgiXMeeEKxr//OVsN2bbN+7+peFwOtsiMa5VhYqUVARblFG+QneZwhIqehnM3o8wXYH5243f62zIbZ2MtXVdSPTVquIwJzTZV3++nsCw01GtT1RF5Z8oyXv1tCQ8cP3SDKX0bU+EP8u7UZRSW+ytnEwnNKJIQ5eb/+qdt0juz0R4nD996Dc8++yyLFy+ma9euTa5zzHHH88nHH/Hulz/Tp/+Gn7F/T/uTB2+/kel//kbfAQMZe+Pt7L53qJhtQrSLrknR7Xr3ORi0zF5d0Op/J163g1ivC58/WHnhbjeqHlxyrJu84vCOj7LSUp5++B5eeeYxUlLTOfuisfTuvwVdunUnM6trdbZMRXk52atXsXrVCqb+9gtPPHAnx59yJjfc+UCTn2tFhQUcu/9ueHY/C3qFism7HIZecZbC2T8x9f1nGDPmPMZcenWD27DWcvx971PiCzLhogOIT2j5dNdt6eG7buHFJx/mjY++ZfB2OwAwe+bfXHb2KeSszebW+5/YZAGQwoJ8vvhoIjP/nsbYG24L68vcleedwQ/ffMFHP/y5QT2gxQvnc+bxh5Kckso7X/5cb1DI4YDUWC+pcZ7qY9Xa0FS9QWvJL/WRV1JBaUXHGO4HocBKUzfTwtHYDccqDgcMyIhvdOiWPxDkvwaKm9c0IDO8831nMXv2bLbccssOO9y+rQStJRCw+IO2up6KoTITp56gRNBayn2h+jrz587G6XTSZ0AY32lsaHa3Cl8F/bfYEmcj2XbBQICSkmJWr1hORUUFmV26kpqWsUHmT0lFgJXrS4mPcpMW68HprN2gsMxPdkEZXreTjHgvq/LLCAQt3ZKj8bZSjZdyX5D1pT6KyvxYLC6HA68rVEPG63YQ43bRTjWhw2KDllUrl1NYHsQZ/79hclX1GB3G4AsEcRhDfJSLxGg3MR5Xh6+RY61lzpw5CuSEK9IDOd/NWcNrk5fw+6JcSioCRLudDO2RyJTFebhK1zHvuYt54KHH6p3RadHKtVw0fhoUreOViw4itZ5UswWLl3HxOzNJDObz5tUjN8VbajZrLTd8OJMF2UVE/fgI034I1aY4esQpXHHTHSwvNlwz8R8OG9KVs3dveHrO9vbA3bfzdcUAkjO6cv+IYTz380KmLsnDseAnlrz/AGOvH8epZ1/Q3t1sVV2TokhtxQK3gaDFHwxiLaFH5cmpOR/cOUXlrFpftsHzxkCXxNbtb2sr9weYtyb8IScAWYlRpDcyjXqZL8CSdSWbpJ5ISYWf0a9OYWBmPDcfHv70w8//tJAP/15JrNdJmS9Y60J/664JXHvwoFafhrYxFXkr2Wnbbbjyyiu5++67G237wQcfcPTRR3PRVTdy9kVjG2xnreXbLz7mkbvGsWTRAk4cdTZjb7gdj9dbXQC7JXfOA0GLw7BRXwLWFpazOn/DYyZSTfntF8ZddXFoyM/IU9lhxGUsyPMR63ERG+UizusizuMiKzGKLTJrf/l86M6beempR7h63N2cfOaYRl/n5isv4qu/F5N2xNWM2LEHw3om8+vCdfy2cB2r8sswwQDZ743j1acfa3A67m+nzubhyevYsnwu9409q1V/D62puKiQI/bckcyu3Xj9w6/5/MP3GHfVxSQmp/Dwc6+zdSPTAlep+hNtj0vVlcuXcuReO7HPQYdxz+PPVz+/eOF8zjr+MPwBPy9M+HiDmRk9LgepcR5SYjxh3fFurYLBraFPeixxrXTToqlMuB4p0WHVR2uqjlzNYZSbi/nz59O1a1diYjav913F2lCAPxC0oVmzGjnOgpWzbOVW1srp1bc/sXGNBytz1qwhe82qZmXwBAMBVi5fRkH+euLiE+jWo1etWbQA1hVVhDLMDCRFu0mO8eBwQH5pqG5jtMdJ18RojAF/IDSE3mLplhTd4mCEtaFZd9eX+Cj3B6qDHG6ng3J/kHJ/AJ8/iCVUGDgjwUvMRsyo1lb8Ph/Lli7B54nH4Q19TqXEenA6TK0h5+W+IPmlPgrL/VhrifG46JoYRUwHvRkLUFJSwsqVK+nfv3+9yxXIqSPSAzkQqpFT5gvwz/J8Ji/I4Y/FubhL1zHlobM5/8JLOPfSqxpcd/zXv/HmXD/J62byyk3n1rqYn/LPv9zy8SyIS+PK4ensuUPLp+tuayvySrlw/DSGZnlZ9e4dnHTmuey85/68/tsSPv5nJSmxXh46YWiHK6RaU1lpKccdfxzsNxan2wPWUvTjS5T/+x33PvEiu+25T3t3sVU5HYYts+I7ZDrn4pxiCmvU0HA6DD1TY1rtorYtNWfoSLTHSf+Mpu+4+gNBluSWUNLIDEGt5Z2py3h1cvhZOX8vW88NH87k0MFdGLNnaMYZXyBIuS/In0tyeey7eaTGernxsK3ouYku8J0Ow82XjObrr79i2bJlxMfX/z7Wr1/PoEFbkZiSypuffB/WcBxfRQUP3Xkzr7/wFNsM3Z77n36Zrt171ioSGi5/IMjCnGIAMhOiWhTsCgYtc9cUtnj2t46mapajbj17cdGtj/JjfjKzVhaQHOOmIhCkpLx2IUaXwzAgM55tuiawVdcEtumSwDXnn86krz/nsZfeYvd9Dqj3dX789ksuueh8ep/3PP2yUrj7mMHVw8istSxZV8Jdn81i+Zp1xE5+mjfffm+Duitrcgs494VJVAQdPH/aMLqGWfOuvXz83ltcf+kYdtxtd/789Sd22Hk37n/6FVLTGq6DB6EATmqch7Q4Ly6HqfzCERpaUTXD26aYufPx+27n2Ufv59X3v2TbYTs3GcRJjHbTM7VlnznhZIc2xOkwG/37aK1snCqN1aZqbvCloczTxGg3PVKiN7vMlIKCAtasWUO3bt2Ijt783n9z+QNByn0B5s2ZRVR0ND37NDxjbFlpKYvm/0d8YhLdeza/PmjeuhxWr1yB0+WiZ+++G9Q98wcs64orKCzz4TCGGI+TonI/sV4XWQlRtYZd+QKWFXmlgKVbcgxuZ/P388r1ZZRU+PE4HSTGuImPclP3Etza0OfP2qLQJCAJUW7S4rwdJjuntKSEZctX4IhPxzhdpIVRaygQtBSU+Sko9dEzJaZDZtVbayktLWXFihVkZmaS0EB2rQI5dUR6IOftt9/m5ykzcHk8eL1ePB4vBQX5PHLXLex/6JHc9+RLTX6oX/z4uywii33jV3Pp6aHU5s8m/coTv+dgXFGcu2MKh+9R799MhzL+j6W8+cdSxlXeyX9i0nyyC8s5eJssTt+1d4c8cOv6/ZcfuGTcA2TudxarP36Irp5yHn3hzbBmfYo0GQleMhM65jhVfyDIvOxQkca6M0V1dP5AkLlrCpsc5tLYkKr6bKqiys3Jyikq83Ph+GlEe5w8dMK29b6XuasLuf2zf6nwB7nywIEM67VpitwtmfMXh++/Fw899BCXXnppvW1Gjx7Nyy+/zBsff8tWg7dt1va/+fwjbhp7IQ6Hgzsefpo99zuoWcMIA0HLwrW1a0LFeJ10SYxqVjBoXVE5K+vJYItEPp+PQ/5vWzK6dOOI657m7WmrcTsNZw3vw36DMjHGELSWkopQ7aql64qZtbKAWSsLmL82NOSjb1os1+zfh0tOOYJlixfxysQvNsimyc/L4+j9diXusKvxdBnIoyO3o2vShoWNl+eVcPGbUyhaMY/juxVx9gWXVC8rKinl9Ec/ocybwjFdCjhr5NFt/vvZWMFgkNOPOYi/p/7BSWeey9gbbm80eOlwhGqDpcZ6Gq2hFgxa8koqWFdcQXkTNc42RklxEUfsuSPpmVnc+cgzjB5xRINBHGNCQ3w25ryxvqSCZbmND0mqKz0+ND346oKysIv316c1s3GqBIKWletLcToMLqfB7XDgchpiPa5m3dCpb4jV5lYXp66CggKys7Px+SJ30oNNyRcIUlhQQGFBPmkZmbjd9d3ktazNXkMwECA9swsOh6PBejaNfX32+SrIXZeDw+EgPaP+YLs/GKS4PEC5P1g9LLw+gcrPOmMMKTHhlW6oUhEIsr7ER5zXGfY5vrjcT0lFAIcjlLnjaecC4tZasnPWYaLicBpDYrS7WfU1HY5QplFH5Xa7ycjIaDCIAwrkbCDSAznHHnssEydO3OD5QYOH8tK7nzU4w0JN5T4/Ix/4kApnDLce2Iu/5y3ivcUuHAEfNxwykJ23GdDkNjoCXyDIReOnk1tcQakvQPfkaC7cuz9bd01s7641y01jL+CDt99g34MO4/aHniI2LvxaIZHCGNgyK36jChy3tYIyH7lFFfRIielQswOFI7ugjDVNFJ6tKv7aXOEWnNwY4Wbl3PflHH5ZsI77jxvaaGbR2sJybv/0XxavK+as4X04YmjzputtCWNgzMjDWLZ0KQsWLNggm+Lbb79lv/3248zzL+XSa29p0WssXbSQK847nTmzZnD+2GsZc+nVuJyGfulxjaZeB4KWRTnFlFbUn2EV7pcia0PZOA3N5BVpPn3/HW688QZ2uPRZVpc52al3Cufv1S+s4ZRlvgC/L8rl0e/mkR7n5eJd07l4xIE4XU4uv/42oHK62mCQLz56j78Kokna+ywu3Ls/B27dcCbN5AU53Pn5HIpnfMULV55Cn/5bUF7h4/T73qIooRd7x2czdlTkFNfNyV7DwvlzG52yHELFrvumxzX7s7ewLDQsobiF2YPGNP6lrCqrKCo6huiYmHqDOBDKIKovONdczcmwTIh20Sv1f9d8JRV+Vq4vbXbdnU1Z0L+lag6xaq3ftWw+1haW89+S1Rywyzbstf/B3P3Ycxu0eeze23nusft59MXx7LX/wQ0eF75AkNX5ZY1eF336/jtce/HZ3PfkSxx4eMNB9+yCMtLjvY0GaOasLuDKd//hlJ17MmLHpmeFhdA5/9IJ0ynzBXny5O2bVVNv7upCHvrmP1asL+WiffpzwFbtl/n5wvPPMrGwL31SorjjhJ2bnUXcGT4rFMipI9IDOQD/LM2ltKyMivJyyiv/zerWvVlTkM6Yt4RrP/4PW7IeE5+GszSPB07ejf49Onaqdl0zV+Rz1+ezOWRwF04Y1iMip58sLS1h2u+T2XWPvZs9jW2k2NzvnrW1poa7RHuc9EtveHaQprR1MCecrJxJc7N54Ov/OHWXXpwwrEeT2yzzBXjw6/+YvHAdx+/QnVN36dXmKei/TfqSc04dwfjx4xk5MlRjzFrLDz/8wBlnnonFwTtf/hz2NNP1KSstZdzVl/Dp+2/z4tufMGzX4XhcDvql1z99dzBoWbSuuMlhcvVNA1xXOEVMI4W1lpGH7kXJticS3WsoF+zdnz0GpDX7b2TWynxu/eRfYjwuRg1yctVph1NaUlyrjTutF93Peowd+6Rx/SGDmnyNZ779l09m5xL970e8/vDtnH3vq+Qmbcl2rhXcOmZEs99rJAi3Zkp9rA0FKpsbzIn1OumeHMPK9aW1htbWVJVVtHTxwgaDOA4HDMxsnRsV1loW5jR9vEZ7HPRNi9sgs8Xa0NCN1fllYQ/T6sgF/Wtauq4Ej8tBVmLHzOyVjisQtMxZXcC9427gjRee4pOfptGtR2joVFFhAZ9/+B533nAFhx59Arc/9FRYGXbF5X5W5dcfOA0EAhx3wP9hreW9r3/F6dy4DO9xH8/ivzWFvHD6jmFl4H43Zw0PfTOPKw8YyB5bND6UFULfQ7zeqOrvIOX+AOM+/peFa4t46uQdSI7d9GUqKsrLOeK863FvfxSPn7hdraB1uBTI6YQ6QyDn35UFrTI+/OmJ3/LpSi9RRSt5aszBpCV1vkwQ6Rg2t1kl2kNucUXleOramjukqiFtHcxpLCsnu7CMi8dPp2dqLHcdPTjsu/ZBa3ly0gK+nLWaI4Z2ZfTwPm0azAkGgxy3384kxMfzzTff8Nprr/H0008ze/ZsEpOSeOylCWw7rOEZA8NVWlrC0fvuQlRUNO988RNuj4doj4OMhKjQDA7GYExoRo9V+aVhf8FtbHhFc6YVjgRTJv/MOeeeQ7dznuXEHXtw0s7Nr4dQZcHaIm7+aBYAV+zVnTh/AUEMq4oCLM738/PSUsoChsdO3C6sYEUgaLnwhW9ZVuzAuXwawd670Neu5JGLTmhxHzuy1pjN0B8IsmBtcdhF2usGP/OKK1iZX1rvENWSkmKCgQBx8fWnv4cTBG0OXyDI/MqhvvVxOQ39M+IavXEVbkHySMjGqRIMRu6UydL+VuWXMuu/xRz8f0M5esSp7LnfgXzy3gS+/+ozysvL2HLrwTw/4WMSEpOanBSipnVF5ayqJ3D61acfcsWY07nzkWc47JiNC8D/u6qAq9/7h7N3bzrDuMIfZMwbU0mMcvPACUNrTcsOoSGjM/6ayuwZ/zB75t/8O+Mvli5aQGp6BnsfcCj7HnQYO+62O9lFoaHs/9c/jSsOGBh2X6tm8U3eyBqlb73+Cq+uSGWLrAQePr3xjM6GKJDTCSmQU9ufsxcxpH8PvO6OfzdGIlN8lIveac2PpEvzWGuZl11UXTPC5TSkxnpIjvW0Wqba8rySsKdzbq76snIKy3z8szyf96YtZ3leKY+euB1ZzfzCZK3luZ8W8vE/qzh4myzG7Nlvgwub1vT++Fe4+apL8Hq9lJeXM3T7YRx38hkcePgxG5WJU9eP337JhaNGcMk1N3PWBZe1yjYb+oJYUuFnUU5xk3WYcrLX8P6E15n511SSU9NIS88gLT2T1IwMevXpx4Att+4whTkvOmMkc6MGETdkP144fceNvuhcnlfCjR/OorTCT4+UGBasLcJX+UU8JcbDpfsNYLueyWFvL7+kgtOf+oaAN4FM3xqevfSYNv27bU/dkqNJaYU7vuEWDG6otpQvEGRFXsPZOfVxOQ0DM1u/iH9DgdPmFDlfsLaoycyeSMnGEdlYFf4g/60p5MbLQ+UMAJKSUzjw8GM47NgRDNluGMaYFmUw11ffKhgMMuLgPSgtKeGD7//YYLh1c10z8R9W55fx3GnDGr2me3/6cl78ZTG3H7UNQ7snVT9fVFjA6y88xWvPPUFhQQEAWV27s9XgoQwYtDWL5v/HT999TWlJMfGJiey530H0OvQCPplbwG1HbsO2PZLqf8E6Xp28mHemLueobbtx2q69WnT96fP5OPKsS3DudBJ3HLUNQ2q8j+ZQIKcTUiBHOgtjQoUh46Jc+ANBfAGLLxDEH7CU+QOtVgQyxuukwh9s8Sw1bVFEUepXNY1lWpyHxOjmFcYLV1tm5lRl5Ry8TRbzs4tCX8qAaLeTi/bpz+4Dmk4Rro+1llcnL+HdacvZZ8sMLt5nQJvVQSorLeXKc0+hW4+eHHni6QzaZts2eR2Ay845lV++/4b3v/utOk18Y8V4nfRN+99FbGlFgIU5RQ0Gcay1/Dn5J9557SW+/eJj/H4/vfsNoKiwgNyctQRrrJjZpRu777M/u+9zADsP3zOsmm718fl8zRpKXNeiBfM4+qB96HXx6+y7dVcu3qd16sJlF5bx0Nf/EbAwMDOOLTLjGZgVT3pc4zUQGjJ76Rre/2UWY4/bE28nzWh0u0KBkNb6rMov9bF0XcPTVQP0TI1ptNZCcz7juiZFhVVTqSXKfKFiqFVTLQeClhivs8HCqHWV+wPMW9NwYEtDnmVzsyy3hDnzF/HCEw+z2577MHyv/XB7/hdE3pgM5uzCMtbk165V+P1Xn3HJWScx7r7HOHrkqRvV92lL8rj541mN1q0pKvNz9mtT2CIznnFHhG6IlRQXMf7l53j56UfJX5/H3gccwvGnnMlWQ7YlJTWt1vplpaX89vMkvv38Y7769EP6Dtya+OPuxBh47MTtm5wG/Y9F67jt09n4c5fhSulB9wQ31x42uNkziH74zniemu2ge5csnhu9R4vPDwrkdEIK5EhnEON10i0putGTTSBoKanwU1o540pLikHWnE61tCJAYZmPgjJ/g0VT64r2OOifoSF7nUkgaPmvjaafLqnwc+7rUyko9TEwK4HteiSxbY8kBmTEbXT9CWstE6Ys443fl7LHgFCqcEfJDmmp1SuXc+TeO7PjbsN57MW3Wu39pMV76JIYTZkvwMK1xQ2eb+bPnc3YMaezaP5/JCQmceTxJ3H8qWfSu29/IFQnYH3uOtZmr2b2jL/58buv+O2nSRQXFeLxehlx6llccdMdzer3gv/mcMqR+zNomyFcdNWNbLfjLs1+f7ddexnfLC4j4f9ObvHYe2kdXZKiSGvlQEhjxd/DKfpe3yxJ9WmNIWFtraEht53hC45Ic5VWhLL2GrKxwyTrZi1bazn58H3JXbeWj3+YWitoVJ/VK5fzwhMPM/L00fTbYstay6y1XPb2X5RWBHjy5B3qvRn18q+LmDhtBY+M3I4+abF89emH3HH9WPLW5bD7Pgdwwdjr2GrItmG9l68++YArzhvFiCvu5TfnVpy0U09O3KnhYsurC8q4ZPw0ClYuIPDVAxTFdCHpwAtxRcVyWL8ozj5k57A+KwOBAEefdjZ21zO58oAt2GOLjLD6W5/O8DnXWCCnc1ZVFenEHI7QHcBwphx2OgzxUW4yEqLomx5H16SoBqdSrE+M10mPlP99AEZ7nGQkRNE/I47eaTFhbau1L9Cl/Tkdhm7JbXNijPG4eOLE7Rl/9i7ce+wQTtypJ4O6JLRKEVFjDCN37Mmpu/Tix3k5fDFrdSv0uH1lde3OBWOv5cdvvuT7Lz9tsv3SRQs5Zr/duO3ayxqdtjansIK1heWNBnEA7ht3HXnrcrjtwSf55s/ZXHnzndVBHACn00lqegZbbj2Eo0eeykPPvsaPfy/g2fEfsv8hR/La80/y1isbzh7SEF9FBddefDYul4tFC+Zx+jEHcf5px/PvjL/C3kbuuhw+mvgOKTsfw/Y9kzplEMfpMHRPjmZgVnz153WPlGi6JEWREO1q1nmgMQnRro3KbHM5DSkbOaStPhkJUaTFe4iLchHrdRLjdRLtcZAS5wlr5j6X00HXpKbbZSa0LNNqU0qJ9RAfVTsjNjPBG/FfbkRaItrjJNZb/7VzlNsRdl2chnRLiiauxvFmjOGCK65n5fJlTHzrtUbXXZ+Xy7knH8OEV5/nxEP35t03XqZmwoUxhuN36MHK/DJ+XZCzwfprC8v56O+V7D0wgz5pseTlruOWKy8is0tXXvvgK5545e2wgzgABxx2FAcdcSzvPXwd22a4eHvKMlaur3+ygwp/kLs/n01paSnrP32AF9/6gA/eeJG97AzKl8/i40V+Trj1ZcrKmq7b9e3nH1PaYxfinQH+r3/LsrA3FwrkiEQQhwO2yIxvcRp3apyXnqnhBWC8bge9UxseIxwf5aZLEzNHJMW4WzwLiXRsCVFukmJaPrSl0W1Hu8Oq/9BSx+/QnW17JPHiL4tYXdD0RUVHd9KZY9hi0NbcddPVlBQ3fKdx7r8zOP3Yg1ixbAnvvP4SF595YqPtV+eXNRrEmf7nb0z+6XvOuuAyjjz+pLDr/7g9HnYZvid3PPw0e+x3IPeNu45pf0wOa90nHriTObNmcOsDT/DZL39x6XXjmDF9CiMP2YvLzz2N/Ly8Jrfx9msv4OqzE35XNEdu2/bT0m9qKXEeBmbFkxzrweNyEO1xEh8V+ixOi/PSKzWWLbPi6ZIURbSn5cO1qqa+HtQlnp4pMbW+vIQrNc7TZsVruyRG0yctlr7pcfRLj6N/RjzdmhG8SIrxNPqeEqMj5/zWLTm6OuDWNSmqVQszi0SatDrBGocjNMywR0rMRgdmjTH0TIkhyv2/r9i77bkP2+24C8899gDlDQQySkqKueD0E1ixbAn3P/Uy2+24C7decyljx5xOwfr11e127ZdK9+Ro3pm6vDrIE7SWn+at5foPZgBw8i6hrJlnH72PkuIi7nrkWYbusFOL3s/1t99PckoaM1+5CY/LwVM/LKC+0TzP/7yQBWuLWfPhPVx84fl079WbjKwuXHX1Nbx302lsZVZQljqAW554vdHXs9byzOtvE9V9K0bs0q/NhsB3FgrkyGbNmFAEvoPfUKuWFufd6KK1CVFu+qXH4XI2/KZdTkPv1NgmP0BT47ykxNV/IZsUEzopSufVNSm60b+jjsoYw0V798dgeOzbeQQjfIixy+XihjsfZM2qFYy7+lLWrtkw02j6n79x5vGH4nK5Gf/Jd9x0zyP89tP3nHH8oeRkr2nR6z754F2kpmdwwmlntWh9h8PBnQ8/Q9fuPbnivFH19rumKZN/5qWnHuG4k0ex9wGHEB0dw5nnXcJnv/zFmMuuZtLXn3P7dZc3uo3ysjLeeuV5uux9Kj1TYtguzOKNkSDa46R/RhzdkqKb/Ox2OR2kxXnpnxHHgMzGzwf1r2+qgyLGGBJj3PRJi2VgVvwG2R8NcToMabEdO2OzoSzWpJj/DTmOBG6ng27J0fRIiW6zej4ikSIhyk20x1F9HG/VJYHuyTGtNrOq02Fq3TQNZeVcR/bqlYwdczqLF86v1d7n8zH23NOZ9fc07n38BQ447Cieev09Lrv+ViZ99RnHHTi8+maHwxiO3b47i3KKmbIkjymLc7lswl/c++VcPE4HNx66FRnxUSxbvIgJr77A0SNP3WCIVnMkJidzy32PsuCfP+hRMIu/lq3nvDem8eSk+fwyP4f8Uh/fz83m85mrKZ32EVunuRlx2uha24iLi+fu808gpmwt//gymD59eoOv9+O3X7I+fVu8JsABW3dpcb83FwrkSIsYE7qQ6ZYcTVKMG7crsr7MuV2GrMQoBnVJYEBmPIO6JNAnPZbMBC/xUS4cHfDIcDhab5hSqCJ/HF73hm/U4YDeqbFNFjSr0jUxaoO7llV3NqRzczpMxKbnZyREcdbwPvyzIp/PZ0b+EKtth+3M6AvH8sVH73HQbkO4+YoLWfDfHAB+/v4bzj3paFLSMnj1/S/oO2Agx510Oo+88CaL5s/jlKP2Z9GCec16vam//8rvP//AmeddQnR07WO9uNzP7FUFFJQ2XSw2ITGJh557naLCQq44bxS+iop62xUW5HP9ZWPo0asPV9x4OyUV/uoAXHxCIudffi3nXXYNX37yPl9+/H6Dr/fqc09QEtMFX2w6R23btcMPiwlX1VTaLcmwiXI76ZMW26zzXo+UmHqHO3pcDnqkxIR1TZDWhtk4rcXrcpKRUPu8mxLnicjzWyRlEIm0tf4Z8fRIiWmzSSG8LifJNWbi22m3Pbj8+tuY8tsvHL3Pztxx/RWsq5wM4KaxF/DLpG+48e6H2eegw4DQjY4zxlzMq+9/hdvtZvSIw5kz6x8A9toinfR4L3d/Podxn/xLSUWAsftvwSMjt6ueGfGxe2/D5XJz3mXXbPR72X2fAzjmxNP45vFrOLy3gy6JUUyau5a7v5jDKS/8zsPf/Ie3YDkFv7zJuPsex1HPycQYw9VH7YwzLoVxL31c77l+xbIl3HXf/URvsQuHb9tjozJGNxcqdhyh2qvYcWPTGZf7AxSXBygu91PuD1DmCzY5BeimFu1xkh7nrawR0PAHt7WWksoCwUXlocK+7f1eNrYAW32sDc2CYaH6/RlDs7N+AkHLgrWhaa9T4jzNSl+XyNeWs1i1JWstN380i9mrC3jsxO2bPa15R7Rk0QJef/4pPnz7DcrKStlxt92Z/sdk+m+5FU+99h6pabXHm8/8axoXjDqBYCDA8xM+YuBWg8N6nbNGHM6i+f/x2c9/VQ+p8gWCfDpjFW//uYzC8tD0zckxbnqlxtIzJYYts+LZsXdKvXc9v/hoIlddcCYnjjqba2+7b4Pl111yDp9/+B6vvP8lsd235Kr3/iEhysVu/dIY3j+NgVnxBAMBTj1yf1YuX8rEb3/b4L1+98UnXHbOqQw67wlcGf148fQdww5Yd3StUTC4qNzP4pwNp7uuKz3eS1YTw2qLy0PT1Te0La/bQb/0uIhIm7fWMj+7iDJfsLoIuIhIU6qmO6/5ObguZy1PP3QP777xEt6oaIZuvyOTf/qei6++idEX1p9Rmp+Xx2F7bM/ArQfz3PgPMcYwaW42b/25jCO37cr+gzJrBdZn/jWNkw7fh3MvuZILrri+Vd5LcVEhxx7wf7icLm6+9xG69uxLgYljxsoCJk+fxaQHzuPKq6/hpDPObXQ7V73yHf/mwd72b8Zedln188uXLOasEYdjdzmNmAG78tKonWoFwlqqsxc7ViAnQrVHICcrMYq0OE/YkWtrLeX+IOW+IGuLyiitaJ2psFvK5QxNcdqSO4CBoGV5XgkFpf426FnTHA7YMiuhQ1/0lvsD5BX7mrzAl87HHwgyL7uoTWaxamvZhWVc+OZ0+mfEcftR2+DoJBkaebnrePvVF3jz5Wfpv8WWPPz8G8QnJNbbdtniRZx2zIF069GL1z74qsnP+D8n/8RZJxzOVbfcxSlnnUfQWn78by2v/baE7MJytuuRxIFbZ5FdWMaSdSUsyS1haW4JFf4g0W4nu/ZNZe8tMxjcLbHWZ9r9t17Pq889wZHHn0TvfgPIyOpCemYXliyczx3Xj+X8sdcy6oIruOztvygpDzAgM46pS/LwBy2psR6G909j55QyRh2xF3vudxAPPP1K9Xv595+/GHXcIfTZfndKhl/U5OwbkcThgEFZCa2S3ZJf4mNpbsNTd4eyORuunVbTmoIysuuZOcrrdtAnLXajhwlvSiUVfgrL/GR2gmCviGw6dWexqrJowTwevedWvv38Y04+awxX3XxXo5+rb770DHffdDWPvfQWe+53UIPtrLWMHnE48/+bw2c/Tyc2rvVmjf1z8k+ce/Ix+CsnSvB6o+jeqw+rVixj0DZDeOHtT+rNxqkpp6icM1/8lZJ5f/Dk+YeyxaBtWLpoIWeNPBLHTifhGbh7q56fFcjphBTIaT6v28EWmS3/MAgGLUtySygqa14gxOkwrfY+uyZFbdTYcGsty3JLyQ9juEBNxrDR2TxtkY0j0pr8gSBri8pZV1RR79+71+0gI95LmS/I2sL6pwVuL1/OWs3j38/n7N37csTQrg22K/MF+HTGKrISovi//mlt0peicj+r88vC/rLclGAwFEBv6uJq4luvcsuVF3Pfky9x4OFHN9jOWsuZxx/K0kUL+fTn6az3Ge76fDYL1xbTNy2WUbv1rk7trikQtPy7qoDv52bzy/wcSioCpMR4OHaHbhwxNFRw2O/3c90l5/LLpK8pLCiotf6Q7Xfk5fc+55mfFvPlrNXcduQ2DO2RREmFnz8W5fLz/Bz+XJzLkO5J9Fr+DY/efQv3PP4CBx95LKtXreDkw/bFFRXNgPOfJbvIz7On7tBphpmEkyHTHDlF5axav2FBTocD+mfE4XWFl+5urWVhTjEl5YHq5yIxiCMi0lLl/gDz1hQ1+D1g7ZrVpGVkNnm+9/l8HLPfrhhjeO/rX3G7659s4qfvvuKC00/gutvuY+Sosze2+/X2d/7c2SxdvJBlSxaxbPFC1uflcfuDT9Kjd5+wtvHSD3OYOCMH7+TnuPumaxhz6gm4dj8Td58dOXnnnowY1qPVhrspkNMJKZDTfD1Sojf6otday/K80rCHYER7nPROjaEiEGTl+jJKKwJNr9QAj8vBFplxG/3B0NL34AtY8koqWF/ia/Z+czoMW2a1LJNIZFPzBYJkF5aTVxwK6ES5HWTER5FYY4arletLWVdUfy2U9mCt5ZaP/2Xa0jy275nMiTv1YMushOrlQWuZNDebVycvYV1xBQa4aJ/+7L9VVqu8fl5xBb8tWsfkBev4Z0U+gaClV0oMx2zfnT0GpLXK1OtNCQQCjDh4D4qLi/jwuz/weOsPev/+yw+cPfJIrrn1Hk4641zu+WIOU5fkcf5e/dhji/SwMpoq/EH+XJzL5zNX8ffy/HrvvpWUFLN2zWqyV68kb906dtl9L2bl+Lnz8zkcu303Ru224QXjV/+u5rHv5nP44Cx+eGAMSxct4M2Pv2PsmNNYtmQx+417l7+zfdxw6Fbs1CelZb+oDsYYGJgV3+qBkbWF5ZT7A7gcDlxOg8thiHI7m10MtMIfZF52IcGggjgisnlqreHn33/1GZecdVKDQZpAIMBxBwzH76tg4re/NRjsaW9lvgBnPP8z61YsIvfdm0g/8lpcPQYzenifVp9JUoGcTkiBnObZ2Gyculbll5JT2PiXuIRoFz2SY2oFL9aXVLC6oAyfv/nvuzUCUTU1lCpZU1yUi14ptd+DtZaCMj85ReW17lI2JjPRS0a8snEkspT7A5T7gyRE1X8h0dHq6pT5Anz8z0ren76CwjI/2/dM4sQdexKwlud/XsT87CL6Z8QxarfeTJy2nOlL1290MGddUTn3fTWXf1cWYIEuiVHs1i+VzIQoPv1nFUtyS0iL83LUtl05YKusNi/8N/nH7zn35KO5/PrbGDXmog2WW2sZdewhrFi2hE9/mkZOqeW8N6Zy3A7dOW3X3s1+vUDQ8ui38/hubjYn79yTkTs2nEq9rqici8ZPJzMhinuPG9JgMODZHxfw8T+rOHGbeB4cfQAOh5OK8jJOvO89fs52c/quvTluh+7N7mtHFQmzA+aX+FhTWKYgjohslprKygmXtZbRI49g3uxZfPLTNBISk2ote+GJh3j0nlu5/+lXOODQIzfuxdrYD/+t5f6v5hIsWoczLpUL9+nPAa10c6ymzh7ICW+OSNmsZcS37lSVXRKjcTkcrCkoq/dDraGDLinGQ0KUmzWFZU0GgmqKcjtaPYW+e3IMDtNwVkFSjJvuydEbZAAZY0iMdhPndVUXB25MJEzPKlIfr8vZ6BCM7snRWEuzhyq2lSi3k+N36MFhg7vy2cxVTJy2nCvfC80QkRbn4fL9t2DPyoyTQVkJ3PHZvzz63XwstPji48VfFjFvTREn7tST3fql0jMlpvoz46Cts5iyJI/3pi3n+Z8X8c7U5Ywe3oc9t0hvs5mWdt1jb4bvvT/PPXYfR55wEskpqdXLrLW8/MxjTP9zMtfddh/eqCje+2Uebqej0eFojXE6DBfvOwCAN35figFG1BPMCQQtD379H75gkCsOGNhoMOCs4X1ZllfKO//mc9IVd/PyHZdxys1P8VO2m70GpnPs9q17t6+9pbfy+bktJMa4K2eDVFapiGx+vC4nidHujb55ZYzhihtvZ+Qhe/H84w9y+fW3ArBqxTLGXXUJv/74HXvudxD7H3JEa3S7Te0xII1P/lnJvDWGsQdswe4D0pteSTagjJwItakyclo7G6cmay2lvtBMVyUVforLA2QkeMOaeWN+dlHYQ616poamF2wL/kCQovJQEcSCMh/BYPjR3zJfgPnZjUfosxKjIuJCXaQlrLUsWVdCYTNrZ20KZb4AX/27mmAQDtoma4MhJRX+IHd8NptpS/O4qAV3kmavKuCq9/5h5I49OHnnXo22nbOqgOd/XsTcNYUM65XMeXv1a7MsvflzZ3PcAf/HyNNHc82t9wLgq6jg9uvH8v5br7HfIUdwz2PPk1ce5JzXpnLwNlmcu0e/jXrNQNDyyLf/8f3ctZyySy9GDOuBtZbiigDrisr5fu5a3pu2nIvDzIAqKvNz+Tt/UVIR4NShSTw/dR09U2K46+ghnWaWKghlffZJi23vboiISBPKfKGsnKYYE/oe0VC9QYAbLz+fzz58lw+/+4Pff/2R+2+9nmAwyGXX3sIJp53VZE28jqKwzEdeiY+ebZhV2tkzchTIiVCbKpDT2kOSWks4QRAI1ajpnxG3SfpUNUtXc2oIrC+pYFluab3LWruApUhHFAxa/ssubNGQyfZWM5hz5QED2WOL8O4oBa1l7Dt/k1tcwTOn7BDWZ0YgaPl0xkpenbwEhzGctmsvDhncpU1m2brt2st4/63XmPjtbyQnp3L5uafy5+SfOfuiK7jgiutwOBw88+MCPp+5mudOHdYqweaawZwuiVGsL/FR6vtfsH54/zSuOnBg2NlIy/JKuOKdv0NFlWM9PHTCtqS0wlSmrSna46DCb1t8Lu+THkucV4nVIiKRYOm6kkazkI2B3mmhz/XGvh+sWbWSw/cchtvjpjA/nx13Hc64+x6ne6/ebdTzjseYUP1TpyNUw83ldOA0hsIyH2U1RjsokNMJbS6BnJQ4DzFuJwVlPgrL/M0em+l1OxiQsfEFgttKOLV2IuFCd8X6UnJrDNEyBrolRZPcwb50iLSVdUXlrKxnlpymeN0O3E4HQWsJBi1BC/5gkGDjIxZbVYU/yPUfzGBVfhlPn7JDWJ83381Zw0PfzOOy/bZgny0zmvV6awrKeHLSfKYtXc+Q7onceOhWzS5A+/P8HDLivQ1mW65bm82hu2/P1kO2JXv1KlauWMYt9z7K4ceOBCCvpILRr0xhzy3Sq4dGtYZA0PLmH0tZnheqDZQW56n8N9RXZzOH5kxbkseLvyzikn0HMKCNMktbyuNy0D8jDqfDUFweyujML/WFHdCM9jjon9Gx3pOIiDSswh9kVX4pBaUbZiE7HNAnLZYYz/+uIXKLK1iRV38w58WnHuHZR+7j0mtv4YRTzwwrC8cYSIx2kxrnwekwlPmClPkClPkClPoCEXNDzeNy0Cs1psFrn6JyP7lFFRSU+UiJVSCnOS+UAowD9gd6ATnAJ8AN1tp1NdolA48CVYP4PgIustaur9GmJ/AEsA9QCrwJXGGtrajRZjDwOLATkAs8A9xmm3hTm0MgJz7KRa/U/9VbCAYtheV+Ckp9YY/R7J7csYMJTd3Jj5S0c2stC9YWU1oRwOkw9EqNIbaDB59EWpO1lrlrmpeV43DAgIz4DYbKBIKWpbklFG3C4VoL1hZx2YS/OHLbrpw1vG+jbUsrAox5YyppcR7uO25oizJqrLV89e8anpw0n+16JnPDIYPCntnqnSnLePW3JQDsPiCN03bpXW/m33OPPcBj995GckoqDz//BtvtuEv1sld+Xcx705bz1Mk70C05si+QGuJyGuKjXASDlcFBawkEQ7OybexlkzGhC/b6PucbuwtbU0fNlhURkcYVl/tZXVBWPemJy2nokxZbb2Aip6icVQ3c6PL7/bhcTX9fcLsMKbEeUmI8jV4r5BZXsCq/dJPeDGuuhGgX3ZNjwrqx4wsEqfAHI/471aYsdtwV6AZcBfxb+f8ngfHAATXavQn0BA4GLPA88BpweGWHncCnwDpgdyAVeAVCs75WtkkAvgZ+BHYEBgIvA8XAA638viJKlNtBjxpFMwEcjlCR3VCtmKZni/G4HCTFdMxp66o4HIauSdEsySnZYFms10m3CInAGmPomRLDsrwSuidHN1ogVqQzMsaQHudtVlZO96SYeuudOB2G3qkxrMov22RTnPdLj+OArTL5+J9VHLh1Ft2TGx7v/d605eQWV3DtQVu2eFiUMYYDtw7Vinn8+/k88u08Ltt/iya39+FfK3j1tyXsuUU6XROjmDh9BZMXrOOwIV04YVgP4mvMMHba2RfgcDg48PCj6d6zd/XzReV+Pp2xiv/rn9ZpgzhJMW66JEbVe8EbDFpKfAGKy/0Ul/spqQg0O7CTFudt8MIyKcZDmS/I2sLyBtdPjnUriCMiEqFivS76pcdRUOZjXVEFXZOiGrz2T4vzErSWNfkbnhPCCeI0J3szJdZDnNfFivWlm/RmWDiMgcyE5tUNdTsdnX6mxFYN5FhrZwLH1HhqvjHmSuATY0yCtbbAGDMIOAgYbq39FcAYcy7wkzFmoLV2LqGgz9ZAL2vtsso2VwHPG2Out9YWACcDMcDp1tpSYGblti83xjzYVFZOZ+VyGnqlxjYaqeyWFE25P0BpRf0hV2OgWz0zLnVECVGh4FTVmFOHIzQrVkerhdAUj8tBv/RNU8tHpCNKifWwtqg8rKycpBg3iY0Emo0JBXm9Lger8uufHa+1nbJLL36an8MLPy/i5sO3rrdNdkEZ709fwR4D0tmyS8JGv+aBW2eRX+rjtd+WkBDtZvTwPg1+bn8+cxXP/7yI3fqlctl+W+B0hIJBb/y+lA//Wsk3s7O5+qAt2bZHEgDeqCjOuuCyDbbz6T8rKfUFOGFY55nCu4rbFfq7SYhq+G/L4TDEeV3VQ+istSzPKw070zXa4yAzofEL0azEKEp9gXovpOOiXBFzk0JERBqWEOVu9HxTJSM+Cl/A1irDEK7MhObV2vS4HPRJi2VdUfkmu35qisMBvVPrz2Ld3G2KMFUCUA5UpU3sChQBv9Zo8wuhTJrdarSZXRXEqfQl4AV2qNHmp8ogTs02XYHerdj/iGEM9Eqt/y51TQ6HoWdK/cGeqjGaHb2uTE1dkqJwOELpdltkxkdcEEdE/peV05SqL9vhSI3z0jstlk0xgUNSjIeRO/ZgypI8pizOrbfNK5MXg4FRu/Vutdc9fofuHDG0Kx/9vZK3py6vt813c9bw1KQFDOuVzBUHDKz+7E+N83LxvgN4ZOR2pMR6uPfLOWQXNpwVVeYL8OHfKxnWK5k+aZ0r8JwU42ZARnxYF9U1GWPokRJDSlzT5x1joHtyTFg3SXokR+N21W4X7XHQKyW89UVEpPNIj/PS3I/+uChXrUzb5kiN89I/I67Zr9kWUmMbzmLd3LXp5a0xJgm4DXjOWlt1aykLWFszY6by/9mVy6rarKmzuRwg0ESbNTWW1e3LOcaYKcaYKWvXrm3ZG+rgeiTH1CqS1RiPy0GPlNpfhpwOQ9+0uIg7WNxOBwMy4umVGtvpU+hEOrOUWM8GX17rCndsdJW4yhRml7Ptr0YOG9KVrolRPP/zInyB/2U8risq574v5/LjvByO2a5bq8zyVMUYw1nD+7DXwHRe/20Jj303j9d/X8KEKcuYOG05r/++hEe+nceQ7olce/Cgej8j+6TFcv0hg/AHLPd+MbdW36v4AkHu+WIOhWV+Rgzr0Wr97wjcLkP35OhmF1OuqVtSdJP7tUtiVNiFqV1OB71SYqsvot2uULatYyP6KCIikaklJS+ympmNU1eU29mq1ystUTUdu9QvrG+9xpjbjTG2icdeddaJBT4GVhCqmVNTfYlaps7zDSVzNdbGNPA81tpnrbXDrLXD0tPDmyK2o3O7DMmxbnqmxDCoS3yjQw3qEx/lJjMxdIC6nIa+6bFEeyKzPktTWUgi0vE1lZWTFu9pUbZglNtJn7TYJoNEG8vtdDB6976sWF/KpzNW4QsEeWfKMsa8MZXJC3MYsWMPTmiDIIjDGC7ZZwB7DEjj+7nZTPhzGa//toSXfl3MhD+XsXXXRG44dKtGPye7JkVzyb4DmLumkJd+WVRrmT8Q5N4v5zBlSR4X7NW/VYaFdSSpsd5WyXLJSoyqt3C01+0gLd5DahgZZzVFe0K13qrSynWjQkRk85UeH35WTlKMu1W+02XEe9v1O1ZitFvnvkaEe0X8MPB6E22WVv3HGBMHfFb542HW2pq52quBDGOMqcrKMaErqHT+l1GzGvi/OttPA5x12tTNvKmax7Vupk6n0y8jtlWK4mbER+EPWFLjPCqyKyLtrr5aOcaEZuLbmLtLVcGcRTnFbTrF5rBeyWzfM5nxfyzlsxmrWJVfxi59UzhreN+NvjvWGJfTwZUHbgmE6rb4gxZfIIgvYEmIcoUVqPi//mnVw7S26prI8P5pBIKW+7/+j98W5nLuHn05aJsNEl4jmsNBqw7HTY/34nIYfIEg0R4nMR7XRmX6JMd6iPW6dLNCRGQz53U5SYj6X13QhlQVBm4NoZqDUSyuZ2KZhricoUlcVuWXNliPNVztnRHU0YUVyLHW5hAa2tQkY0w88Dmh7JiDrLVFdZpMBuII1bipqpOzKxBb4+fJwA3GmO7W2qpB//sTqrUztUabe4wxUTUCRfsDK4HF4fQ1krVm0CXcehMiIm3NGENGfBS5xeXEed3Eep3EelytMqTE63LSNy2ORTnFVPjbZn5NYwyjh/fh4rem4zCGcUdszfY9k9vktRrrg9tpWnQXa9RuvZm7upBHv51Hr5QY3p6yjF/m53DW8D4cNqRrG/S2fSXHeDYq0FLvNlu5TpuCOCIiApCR4G0ykJMa52nV80Z8lJukGHdYRf2NgZ4pMdUzc60pKG90FsbGxEW5wh6OvLkyrTm5U2UQ5ytCBY6PAgprLM611lZUtvsc6A6cTSjg8yyw2Fpbc/rxv4C1wFj+N/34RGtt1fTjicBcYBJwO7AFoenHx1lrG51+fNiwYXbKlCkb+3ZFRCQC+QJBFuUUU+5rm2AOQG5xBQlRrnqnsO7o1haWc8mE6VT4g5T7g5y2ay+O36Fz1cWB0AXngMw4ZaOKiEjEWJxTTGED04M7HDAwM77Vrz18gSD/rSkk2MRlU1bihlOEF5X7WZ5X0uxs6D7pkTX5Tlsxxky11g6rb1lrX2HuAOwCbAX8B6yq8ditRruTgb8JBX2+rPz/qVULrbUB4FBCM139AkwAJgJX1GiTTygDpyswBXgCeAB4sJXfk4iIdCJup4MeyTFtOhtDSqwnIoM4EEplvmL/gQSt5aSdenbKIA6Epn5VEEdERCJJY8ON0uO9bXLt4XY6mhyulRDtqrdvcV4XAzLiifGGf76N9jgUxAlDq2bkRApl5IiIyJqCMrILWpbyuzmo8Ac79bCevumxETdLo4iIyIK1RZSUB6p/djkN6fFeUmM9rVK8vyHzswvrrXvjcTnonxHX6FDlMl+A+dlFhBN66JESTVKMZquCTZuRIyIiEhEy4r1EuXUabEhnDuJEe5wK4oiISETKqMx8cTggM9HLwMx40uJaZwbGxvROjaV7cjRJMe7qmUCr6uI0VW8uyu0Mq4ac22VIjG7eTMybK13FiIjIZskYQ/fkGBasDe8OkXQejU1zLyIi0pHFR7npkhTVJgX7G+NyOkiO9VQHZMr9AQJBG/ZU55nxXtaXVDRaa2dTBKQ6CwVyRERksxXtcZIe79UQq1bidhky46NIjHZT7g9S5gtU/1tSEbrgaw1ZiVE4HYb8Uh/F5f5mBeLcLkNCtC5/REQkcqV1gBsSza0z53I6yIiPYnV+Wb3Lo9wOUjSkKmy6khERkc1aRryXglIfZW04i1Vn53CEiiymxXqrp4qP9jhr3aWz1lJQ5ie/xEdBma/FWVA1CyqmxHrwB4IUlPnJLa6gtCLQxNq62yciItJe0uI85BZXUOGvfc0V7XHSOzWm+hpCmtZ5B8CLiIiEoWqIVTjf7d0u06azXUWipBg3AzPjyYiPavQCzJjQuPeeqTEM6pJAt+RoXM7m/TJdTkO3pOg6zzlIifXQNy22yfTu+ChXh7iLKSIisjkyxpCVWHsGrFivkz5psRE722d70W9LREQ2e9EeJ/0z4hossFezoGDvtNhWD+a4nIaUOA+902IYmBVPerwXRwScoasCK829+HI6DCmxnsoLt/B/mT1SYhp8LYfD0Cs1psHted0OeqTENKufIiIi0roSo93ERYUGBsVHueidGrtJa/10FhpaJSIiQmhGhZ6pMZT5AqwtLGd9iQ9jIDnWQ2a8tzqAEOd10TstlsU5xRtdJDkx2k1avIcYT+3TcVZiFBnxXtYVV7CuuByfv2NWY06L825UGnSUO3QXbuHa4ibr56THe4lrYqYpt9NBr9QYFq6tvW+clUEeXSiKiIi0vy6JUax1lNM9OVrDnVsoAu73iYiIbDpRbic9UmIYkBlH/4y4ejNOqoI5G3Pt4XIauidHbxDEqeJwGNLjQ1lAXZKiOlyGjsMBqWFMJdqUKLeTvumN342L9jjITAhvSFSMx0X35P8NvzIGeqbGNLsoo4iIiLSNqmstBXFaroNdFoqIiHQMUW4nUe6Gv/xvbDAnK6HxmjJVjDGkxXkZkBFPfFTHSaTd2GycmhoL5jgcNPtiLynGU10QOSsxqslMHhEREZFIoisbERGRFqoK5ixaW9ys9aI9TpKbmc3icTnonRbL+pIKVq4va7WpvFvCmNbJxqmpKphTXO7H5XTgcTpwO02Lix9mJUbhdTma/XsWERER6egUyBEREdkIcV4XSTFu1pf4wl6na1JU040akBTjIc7rYmluCcXlTU+3XZfDAdayUfV9UuM8bTK7RFNZUM2lII6IiIh0RhpaJSIispGyEsOvYZMU426wLk64XE4HvVJjifY0f7aofumh2j8tHaZlDJrCW0RERKQdKZAjIiKykdxOR3VNlsYYA5kJLc/GqcnpMPROjcXrDu9U7nBAn7TY6qyX3mmx9E6LISrM9askx3pwt0E2joiIiIiER1diIiIirSA9zovH1fhpNT2+6TbN4XI66J0ai8vZeCFgY0JBnGhP7WFL8VFuBmTGhz3UK5SNo+FKIiIiIu1JgRwREZFWYIwhK7HhgIjLaUhvgyFJHpeDPmkNT99tDPROi210OFdqnDesjKLEaLem8RYRERFpZyp2LCIi0koSo93ERbkoKvPXej7W66RrUnSrTdddV2ioVAxrCsoJWltZzNhigS5hTr+dmeClpMLfYAHlaE/oPYiIiIhI+1IgR0REpBV1SYxifnkR1oLbZeiSEE1ijLvNXzfG46JPWstP68YYeqTEMD+7CH+g9pRW0Z7Gs35EREREZNNRIEdERKQVRbmdpMZ5cJjQUKq2ysJpC26ngx4pMSzOKa6enjzKHarDoyCOiIiISMegQI6IiEgr65IYuUOQ4rwuMhK8rMkvx+sOZeK4NEuViIiISIehQI6IiIjUkhEfhT9gSY/3KogjIiIi0sEokCMiIiIbUGFjERERkY5Jt9lERERERERERCKEAjkiIiIiIiIiIhFCgRwRERERERERkQihQI6IiIiIiIiISIRQIEdEREREREREJEIYa21792GTM8asBZa0dz82UhqQ096dkDan/bx50H7efGhfbx60nzcP2s+bB+3nzYP28+Yh0vZzL2tten0LNstATmdgjJlirR3W3v2QtqX9vHnQft58aF9vHrSfNw/az5sH7efNg/bz5qEz7WcNrRIRERERERERiRAK5IiIiIiIiIiIRAgFciLXs+3dAdkktJ83D9rPmw/t682D9vPmQft586D9vHnQft48dJr9rBo5IiIiIiIiIiIRQhk5IiIiIiIiIiIRQoEcEREREREREZEIoUCOiIiIiIiIiEiEUCCngzDG7GGM+cgYs8IYY40xo+osN8aYW4wxK40xpcaYScaYreu08RpjHjPG5Bhjiiu3132TvhFpVGP72RjjNsbcY4z5p3L/rTLGvGmM6VlnG5Mq1635eGuTvxlpVBjH9Mv17Mff6rTRMd3BhbGf6+7jqscTNdromO7AjDHXGmP+NMYUGGPWGmM+NsZsU6eNztGdQFP7WufpziHMY1rn6AgX5n7WOTrCGWMuqPxMLqh8TDbGHFpjeac9PyuQ03HEATOBS4DSepZfBYwFLgJ2BLKBr40x8TXaPAwcC5wI7A4kAJ8YY5xt121ppsb2cwywPXBH5b9HAj2AL4wxrjptXwK61Hic24Z9lpZp6pgG+Iba+/GQOssfRsd0R9fUfu5S53F45fNv12mnY7rj2gt4EtgN2AfwA98YY1JqtNE5unPYi8b3tc7TncNeNH1Mg87RkW4vmt7POkdHvuXA1YQ+k4cB3wEfGGOGVC7vvOdna60eHewBFAGjavxsgFXA9TWeiwYKgXMrf04EKoCTa7TpAQSBA9v7PenR9H5uoM1WgAUG13huEvB4e/dfj43b18DLwCeNrKNjOsIeYR7TzwFz6zynYzqCHoSCdwHg8MqfdY7upI+6+7qBNjpPR/ijvv2sc3Tne4R5POsc3QkeQC6hYFunPj8rIycy9AGygK+qnrDWlgI/EooyA+wAuOu0WQbMrtFGIk9C5b95dZ4fWZn+N8sYc3+dqLJEjuHGmGxjzH/GmOeMMRk1lumY7mSMMXHASEIXinXpmI4c8YQymqs+l3WO7rzq7uv66Dwd+RrazzpHdy6NHs86R0c+Y4zTGDOSUNDuVzr5+bluGqh0TFmV/66p8/waoFuNNgEgp542WUjEMcZ4gAeAj621y2ssehNYAqwEtgbuAoYC+2/yTsrG+AKYCCwCegO3A98ZY3aw1pajY7ozOgnwAq/UeV7HdGR5BPgLmFz5s87RnVfdfV2LztOdRn37WefozqfR4xmdoyOWMWYwof0aRSg7+mhr7QxjTFUgplOenxXIiSy2zs+mnufqCqeNdDCVY+1fB5KAI2ous9Y+W+PHGcaYhcDvxpjtrbXTNl0vZWNYa2sWypthjJlK6ELhUEIXjw3RMR25zgY+sNaurfmkjunIYYx5EBgODLfWBuos1jm6E2liX+s83Uk0tJ91ju5cmjqeK+kcHbnmAtsS+jw+FnjFGLNXjeWd8vysoVWRYXXlv3Wjghn8L8K4GnACaY20kQhQeXE4HhgC7GutXdfEKlMIRZIHtHXfpO1Ya1cSKthWtR91THcixphtCRXhqy9luy4d0x2QMeYhQoUQ97HWLqyxSOfoTqaRfV21XOfpTqCp/VyTztGRK5z9rHN0ZLPWVlhr51trp1hrryWUeXUZnfz8rEBOZFhE6I+sOoXPGBNFqKr2r5VPTQV8ddp0BwbVaCMdnDHGDUwgdHG4t7V2dROrAAwm9AG0qi37Jm3LGJNGKM2zaj/qmO5czgEWE5oFpSk6pjsYY8wjhNLu97HWzqmzWOfoTqSJfa3zdCfR1H6up73O0RGoGftZ5+jOxUFomFynPj9raFUHUVlgq3/ljw6gZ2V0ONdau9QY8zBwvTFmDvAfcAOhMYBvAlhr840xLwD3GWOygXXAg8A/hPehJJtAY/uZ0NjbdwhNjXc4YI0xVRHkfGttqTGmH3Ay8BmhsZxbERqfPx34ZVO9D2laE/s6F7gFeI/QhUBvQmOus4H3Qcd0pGjqs7uyTQyh4/ZeWzkdQo31dUx3cMaYJ4BTgaOAvBqfy0XW2iJrrdU5unNoal9XZuLoPB3hwtjPcegcHfGa2s812ukcHcGMMXcDnwLLCBW0PonQ1POHdvrzc3tPm6VH6EHoD87W83i5crkhdFJZBZQBPwDb1NlGFPAYoT/AEuBjoEd7vzc9wtvPhC4U6ltmqZzSmNB0eD9U7uNyYD6h4m0p7f3e9GjWvo4GviR0UVhBaNz9y3WPVx3THf/R1Gd3ZZszAD/QtZ71dUx38Ecjn8u31Gijc3QneDS1r3We7hyPMPazztGd4BHOZ3dlO52jI/hReWwuqdw/2YSCLwfWWN5pz8+msvMiIiIiIiIiItLBqUaOiIiIiIiIiEiEUCBHRERERERERCRCKJAjIiIiIiIiIhIhFMgREREREREREYkQCuSIiIiIiIiIiEQIBXJERERERERERCKEAjkiIiIiIiIiIhFCgRwRERERERERkQihQI6IiIiIiIiISIRQIEdEREREREREJEIokCMiIiIiIiIiEiEUyBERERERERERiRAK5IiIiIiIiIiIRAgFckREREREREREIoQCOSIiIiIiIiIiEUKBHBERERERERGRCKFAjoiIiHQKxpiXjTGL27sfIiIiIm1JgRwREREJizFmlDHGGmN2ae++SMdljNnGGHOLMaZ3e/dFRESkM1IgR0RERERa0zbAzUDvdu6HiIhIp6RAjoiIiIiIiIhIhFAgR0RERFqVMaaLMeZZY8xKY0y5MWaeMeYqY4ypXO42xuQaY16rZ90NlpmQC40x/xhjyowx64wxbxhjum9EH7cwxow3xmRXbnOeMebhOm22McZ8ZIxZb4wpMcZMNsYcXKfNXpXDzU40xlxnjFlmjCkyxnxgjEk1xriMMXcZY1YZY4qNMW8ZY+LqbGOxMeYLY8w+xpipNfpzRj39TjHGPFW5vXJjzGxjzOVVv9sa7awx5mljzMHGmOk1tnliPdtMMMbcX9mPcmPMUmPM3cYYb3O3aYwZBYyv/PH7ynVs5fMiIiLSClzt3QERERHpPIwxGcBvgBt4FlgF7A7cA3QFLrXW+owxE4ETjDFR1tqyGps4EEgG3qrx3FPAaOA14EkgC7gI2M0Ys521dn0z+7g18Evlj88ACwgNAxoBXFrZZovKNuXAQ0ARcAbwiTHmOGvt+3U2exVQAdwH9KrczkvACmAL4HZgCHAOsLrqdWroC7wHPAe8CpwMvGiMKbfWvlnZJy/wHaGhS08Bc4BDgQeAHsBldba5C3AU8DTwAqHf4evGmL+stbMrtxkNTAL6ENpfC4BtgbHAlpXrN2ebPwJPABcAdwKzK9f7FREREWkVxlrb3n0QERGRCFCZVfESsKu19rcG2jwLHAkMsdauqfH8vYSCA/2stYuNMfsC3wDHWWvfq9HudeBgIKsy4LMboYDKGdbal2u0GwJMBW611t5W+dzLwF7W2t5NvI9JwE7AUGvtvBrPO6y1wcr/v1v5PgZba+dUPpcAzKhs3sdaGzTG7AV8TyioMtRaW1HZ9kVCgZ8fgH1qbPczYDiQaCsvwipn2uoFnGStHV/5XDQwHYgFelW+1oXAY8Boa+0Lle0MoQDQUcDAqvdjjLGAv3I/VAVtMoGlwKPW2isrn7sOuAHYoapd5fPnEwrI7GGt/amZ2xxJKCtnb2vtpMb2hYiIiDSfhlaJiIhIq6gMKhwHfAIEjDFpVQ/gS0LXHXtWNp8ErCGUBVO1fhRwBDDRWuurfPoEQtkwn9XZ3kpgHrBPM/uYXtmHl2sGcQBqBFucwEHAx1VBnMrlBYQyUXoCg+ts+tWqIE6l3yv/fblquzWejwfS66yfDUyo8VqlwPNAd0KZPACHATnAyzXaWUJZQAY4pM42v68ZnKkMrM0hlP1T5QRCgbK1dX6/31Qur/v7DWebIiIi0oY0tEpERERaSzqhYVFnVj7qkwFgrQ0YY94BzjLGxFlriwgNE4qn9rCqLYA4QkGf+jQ3tbgq4DCjkTbphDJh5tSz7N/Kf3sDf9d4fmmddvmV/y5r4PlkQsGbKgvqBHwA/qv8txfwV+VrzrPWBhrpU01L2FAekFLj5y2AocDaetpC5f5q5jZFRESkDSmQIyIiIq2lKtN3PPBiA21qZsGMBy4klIXzJjCSUMBmUp1trqtcVp/iZvaxqihwS8eWmwaerxtcaer5utuprz8NvVa4wnltB6G6O3c10HZ5C7YpIiIibUiBHBEREWkta4ECwGWt/aapxsBkQhkeI40xHxHKyHmhTsbJAmB/4HdrbWEr9HF+5b91h0bVtJZQgGjLepZVPbe4FfpSU/+aNXoqDaj8tyoLZjGwvTHGWed3NGgj+rQAiA9zf4VLBRhFRETakGrkiIiISKuoDC68CxxtjNm+7nJjTKIxxl2jvSVUF+ZA4DQgmtrDqqj82QHcUs/2TGU9l+b0MYdQAeJRxph+dbdX4318ARxWOXtV1fJ44FxCw6gaG5rVEhnUrhcUTWhGqBU1XusTQsO+TqvT5ysIBU8+a8HrvgXsaIw5ou4CY0x03anSw1SVJZXcgnVFRESkCcrIERERkeYaZYzZr57nnwOuIVRM+BdjzAuEghAJhKbMPhboT2j67SpvEZq6+25C9WRqTVNtrf3JGPMocLkxZijwOVBCaLrsowlNgX13M/t/EfAzMMUYUzX9eE9Cw7eqsmCuJ5QJ9JMx5gn+N/14T+D4eurZbKx5wJPGmO0IDWc6BRgInFYj++Z5QsGdZ40x2xKqoXNI5eORusWbw3Q/oUyoiZUzhv0BeCtf+4TKbdc7Q1kjpgFB4FpjTBJQSiijalEL+iciIiJ1KJAjIiIizXVuA89/Yq39yxizM6EprY8CzgHWEwo63ALk1lzBWjvdGDOXUODgmaopueu0ucQYMxU4H7iVUJBgOaGZsN5vbuettTOMMbsAt1X2L5pQEOnjGm3mGmP+j1DtmLGAh1DB4cOttS3JfGnKQmAMoRmotib0/kZba1+r0aeyymnb7yCUvZMCLCKUkfNgS17UWltqjNmHUDBtJHAioaDVQuBh6i/43NQ2VxpjziEU1HsOcBIKgimQIyIi0gpMPddLIiIiIrKJGGMWA3OstQe1d19ERESk41ONHBERERERERGRCKFAjoiIiIiIiIhIhFAgR0REREREREQkQqhGjoiIiIiIiIhIhNgsZ61KS0uzvXv3bu9uiIiIiIiIiIhsYOrUqTnW2vT6lm2WgZzevXszZcqU9u6GiIiIiIiIiMgGjDFLGlqmGjkiIiIiIiIiIhGiQwRyjDG3GGNsncfqRtr3rqe9NcYctCn7LSIiIiIiIiKyKXWkoVVzgb1q/BwIY52DgL9r/Jzbmh0SEREREREREelIOlIgx2+tbTALpwHrWrCOiIiIiIiIiEhE6kiBnL7GmBVABfA7cJ21dmET60w0xkQB84CHrLXvtnUnO4oZy/PbuwsiIiIiIiIiHdLg7ont3YU201ECOb8Do4A5QAZwA/CrMWZra+26etoXAVcAvwB+4AhggjHmdGvt6/W9gDHmHOAcgJ49e7b6GxAREREREZH2Za3FFueAvxxse/dG2tPswpXt3YUGud1uMjIySEhIaNH6xtqO99dtjIkDFgJ3W2sfDHOdJ4Hh1tohTbUdNmyYjfTpx5WRIyIiIiIiUluwNJ84lyWzSxccjg4xt4+0kxhPR8lbqc1aS2lpKStWrCAzM7PBYI4xZqq1dlh9yzrkX7a1tgiYBQxoxmq/N7O9iIiIiIiIdCKmopi0jAwFcaTDMsYQExNDt27dyM7ObtE2OuRfd2Xdmy2BVc1YbdtmthcREREREZFOxAaDuFwdMxNDpKbo6Gh8Pl+L1u0Qf+HGmPuBj4GlhGrk3AjEAq9ULr8L2Mlau2/lz6cDPmA6EAQOBy4Art7knRcREREREZEOwxjT3l0QadLG/J12iEAO0B0YD6QBa4HfgF2stUsql3cB+tVZ5wagFxAA/gPObKjQsYiIiIiIiIhIZ9AhAjnW2pFNLB9V5+dXqMzWERERERERERHZXHTIGjkiIiIiIiIismmcM/pMjj3qyCbb3XHbrYw5Z/Qm6FHrmzRpEsYYcnJyWn3bhx12GKNGjar+eaeddmLixImt/jpVFMgRERERERERaSfhBlHaW3Z2No898jBXX3Nde3elSQftvy8XXnhhu73+jTfeyNVXX00wGGyT7SuQIyIiIiIiIiKNeuWlF9lh2I706du3vbvS4R1yyCEUFhby+eeft8n2FcgRERERERER6aBmz/6XY448gszUZHp178rpp57C6tWrAfj6q69Iioth3bp1tda5+cYb2HnY9tU//zb5Vw7cbx/SkhLo36cXl1x4AQUFBc3qx4S33uLQww6r9dzPP/3EXrv/HxkpSXRJT2XP4bsxa9ZMAF579RUyUpL48osv2G7wNqQlJXD8MUeTn5/P+xPfY8hWg+iSnspZZ5xOaWlp9TbLy8u5cuzl9O7RjZSEOPba/f/49ZefN3jdPYfvRkpCHL17dOOqK8ZSUVEBhDKcfvrxR5544gmMMRhjWLx4cfW6f//9NzvvvDMxMTEMGzaMadOm1dr2r7/+yp577klMTAzdunXjvPPOq/W7KikpYdSoUcTFxZGZmcmdd965we/K6XRyyCGHMH78+Gb9jsPVIYodi4iIiIiIiLS2uz6bzZzVhZv0NbfMiufaQwa1yrZWrVrFgfvuw2mjzuDOu+/B5/cx7qabOOHYo5n00y/ss+++pKSm8v577zL6nHMBsNbyzoQJnH3uGABmzpzBEYcewvU33swTTz1DXl4uV10xlvPOOZs33poQVj9yc3OZM/tftt9hh+rn/H4/I447htNGncGLL7+Kz+fjr7+m43Q4q9uUl5fz6MMP8eIrr1BRUcFJI0dw8sgRREVF8caECeSuy+WkEcfz7NNPc8lllwFw/bXXMPG9d3n6mefo3acPjz36MEcdfhh/z5pNly5dWLliBUcfcRgnnnQyzzz3AosWLuT8887F4XBw9733cd8DDzF/3jy2GjSoOsiSnp5eHcy59tprueeee+jSpQuXXHIJJ598Mv/++y/GGGbMmMEBBxzAuHHjeP7558nNzeXSSy/lzDPP5N133wXgiiuu4Ouvv+a9996jW7dujBs3jh9//JFjjjmm1u9sp5124o477mjBXm+aAjkiIiIiIiIiHdDzzz7DNoOHcPudd1U/99yLL9E9K4NpU6cwbMedOO74E5jw1vjqQM7kX39h2bKljBgZmhz64Qcf4Njjj68OlAA8/Njj7LbTjmRnZ5ORkdFkP5YtW4q1lqysLtXPFRQUsH79eg459DD69usHwMAtt6y1nt/v56FHHmWLgQMBOGHESB5/9BEWLVtBWloaAIcefjg//jCJSy67jOLiYp5/9hmeePoZDjrkEAAeffxJfvh+Es8+/RQ3j7uVZ595mqysLjz82OM4HA62HDSIW2+/g4svOJ+bbhlHYmIiHo+HmJgYsrKyNngvt912G3vvvTcAN910E8OHD2fFihV0796d++67jxEjRjB27Njq9k899RTbbbcd2dnZxMTE8MILL/Diiy9y4IEHAvDSSy/RvXv3DV6na9eurFixAr/fj8vVuqEXBXJERERERESkU2qtzJj2Mn3aNH75+ScyUpI2WLZw4UKG7bgTJ550Ek8+/hhLlyyhZ69eTBg/nt332JOu3boB8Ne06SxYMJ/33nmnel1rLQCLFi4IK5BTVjn0yRsVVf1cSkoKp5x2Gkcedgh77b0Pe+29N8ccexzde/SobuP1equDOAAZGZlkZmVVB3Gqnpsze3ble1qAz+dj1113q17udDrZaZedq9vMnTOHnXbZGYfjf5Vidtvt/6ioqGDBgvkMHjyk0fcyZMj/lnft2hUIFXLu3r07U6dOZf78+UyY8L9Mparf1YIFC4iJiaGiooJdd921enlcXByDBw/e4HWio6Ox1lJWVkZcXFyjfWouBXJEREREREREOqBgMMhBBx/CnXffs8GyjMxMALbbfgcGDtySCRPe4tLLLuf9ie9x+11319rGqDPO5MKLL9lgG1XBnqakpoYCL+vX59Gly/+ycp557gUuuOhivv7qKz779BPG3XwTb73zHvsfcADABpkoxhjcbvcGz1XN7lQVNDHGbNCHquestfUub2i9umq+flX7qtcPBoOMHj2ay2pkL1Xp1q0bc+fObXL7VXJzc4mKimr1IA4okCMiIiIiIiLSIW273XZMfPddevbqtUEApKYRJ57IhPHj2XqrrSkuLuaoo/9Xr2Xodtsye/a/9Ovfv8X96NuvHwkJCcyZPZtBg7aqtWzIkKEMGTKUsVdcyVGHH8Ybr79WHchprn79+uPxePj111+qZ8cKBAL88dvvnFA5VGzLQYOY+O67BIPB6qycX3/9BY/HQ9++oSFebreHQCDQ7NfffvvtmTVrFv0b+F31798ft9vNb7/9Rt/K/hUXFzNz5kz6VQ4vqzJz5ky23377+jaz0TRrlYiIiIiIiEg7Kiws4O+//6r1WLJ4MeeOOY/8gnxOO/kk/vzjdxYtXMh3337LheeNobDwf0WcR554EnNm/8ut427m0MMOJyEhoXrZ5VdcyZQ//+TiC87nr7+ms2D+fD7/9FMuOv+8sPvncDjYe599+fWXX6qfW7xoETdefx2/Tf6VpUuW8MOkScycOYNBg1o+nC02NpbR55zLTTdczxeff86c2bO55MILyM5eU128+Zxzx7Bq1UouvehC5syezReffcZNN1zPueedT0xMDAC9evXijz/+YPHixeTk5FRn3DTl6quv5o8//mDMmDFMnz6d+fPn88knn3DuuaH6Q3FxcZx11llcffXVfP3118yaNYszzzyz3qDRTz/9xEEHHdTi30VjlJEjIiIiIiIi0o5++flndttpx1rPHXX0Mbzx1gS+/f4Hbr7xBo46/DDKysro0aMn++63H16vt7ptz1692O3//o9ffv6Zm24eV2s7gwcP4atvv2PczTdz0H77EggE6N2nD0cceVSz+njGWaM59+yzuPve+3A6nUTHxDB/3jxOOelE1uXkkJGZyYiRJ3L5FVe2+PcAVBd2HnPOaPLXr2fottvywcefVA/p6tqtG+9/9AnXX3s1u+40jMSkJE4YMZJxt91evY1LLrucMWefxVZbbUVpaSmLFi0K67WHDBnCjz/+yA033MCee+5JIBCgb9++HH300dVt7r//foqLizn66KOJiYnhoosuori4uNZ2VqxYwa+//srrr7++Ub+LhpiqMWibk2HDhtkpU6a0dzc2yozl+e3dBRERERERkQ4lmLecATWK60rr2nuP4Zx97hhOOvmU9u5Kk2I87Ze3cuWVV5Kfn8+zzz7baLvZs2c3mMFkjJlqrR1W3zINrRIRERERERGRJj36xJNhD1PanGVkZHDbbbe12fY1tEpEREREREREmjR48JAmp/eWUEZOW1JGjoiIiIiIiIhIhFAgR0RERERERDqNzbEOrESejfk7VSBHREREREREOgXjcOD3+9u7GyJNKi0txe12t2hdBXJERERERESkU7CeWHKys1WQVzosay0lJSWsWLGCjIyMFm1DxY5FRERERESkUzBRCRQV51A0fx5ohNVmzePquHkrbrebzMxMEhISWrS+AjkiIiIiIiLSKRhjMHHp7d0N6QAGdU9s7y60mY4bohIRERERERERkVoUyBERERERERERiRAK5IiIiIiIiIiIRAgFckREREREREREIoQCOSIiIiIiIiIiEUKBHBERERERERGRCNEhAjnGmFuMMbbOY3UT6ww2xvxgjCk1xqwwxtxkjDGbqs8iIiIiIiIiIpuaq707UMNcYK8aPwcaamiMSQC+Bn4EdgQGAi8DxcADbdZDEREREREREZF21JECOX5rbaNZODWcDMQAp1trS4GZxphBwOXGmAettbbNeikiIiIiIiIi0k46xNCqSn0rh0gtMsa8ZYzp20jbXYGfKoM4Vb4EugK961vBGHOOMWaKMWbK2rVrW6/XIiIiIiIiIiKbSEcJ5PwOjAIOBs4GsoBfjTGpDbTPAtbUeW5NjWUbsNY+a60dZq0dlp6evvE9FhERERERERHZxDrE0Cpr7ec1fzbG/AYsBE4HHmxotTo/mwaeFxERERERERHpFDpKRk4t1toiYBYwoIEmq9kw8yaj8t+6mToiIiIiIiIiIp1ChwzkGGOigC2BVQ00mQzsXtmuyv7ASmBx2/ZORERERERERKR9dIhAjjHmfmPMnsaYPsaYnYF3gVjglcrldxljvq2xyptACfCyMWYbY8wxwDWAZqwSERERERERkU6rQ9TIAboD44E0YC3wG7CLtXZJ5fIuQL+qxtbafGPM/sATwBQgD3iAhuvpiIiIiIiIiIhEvA4RyLHWjmxi+ah6npsB7NFWfRIRERERERER6Wg6xNAqERERERERERFpmgI5IiIiIiIiIiIRQoEcEREREREREZEIoUCOiIiIiIiIiEiEUCBHRERERERERCRCKJAjIiIiIiIiIhIhFMgREREREREREYkQCuSIiIiIiIiIiEQIBXJERERERERERCKEAjkiIiIiIiIiIhFCgRwRERERERERkQihQI6IiIiIiIiISIRQIEdEREREREREJEIokCMiIiIiIiIiEiFc7d0Bab5xH8/iz0W57d0NERERERERkQ5pxz4p3Hz41u3djTahjBwRERERERERkQihjJwIdPPhWzNjeX57d0NERERERESkQxrcPbG9u9BmlJEjIiIiIiIiIhIhFMgREREREREREYkQCuSIiIiIiIiIiEQIBXJERERERERERCKEAjkiIiIiIiIiIhFCgRwRERERERERkQihQI6IiIiIiIiISIRQIEdEREREREREJEJ0yECOMeY6Y4w1xjzeSJvelW3qPg7alH0VEREREREREdlUXO3dgbqMMbsAZwP/hLnKQcDfNX7ObfVOiYiIiIiIiIh0AB0qI8cYkwi8AZwF5IW52jpr7eoaj4q266GIiIiIiIiISPvpUIEc4FngXWvtd81YZ6IxJtsY84sx5ri26piIiIiIiIiISHvrMEOrjDFnA/2BU8NcpQi4AvgF8ANHABOMMadba1+vZ/vnAOcA9OzZs1X6LCIiIiIiIiKyKXWIQI4xZiBwJ7B7uEOjrLU5wAM1nppijEkDrgI2CORYa58llPHDsGHD7EZ3WkRERERERERkE+soQ6t2BdKAmcYYvzHGD+wJnF/5szfM7fwODGirToqIiIiIiIiItKcOkZEDfABMqfPcS8A8Qpk64RYw3hZY1Wq9EhERERERERHpQDpEIMdaux5YX/M5Y0wxkGutnVn5813ATtbafSt/Ph3wAdOBIHA4cAFw9SbruIiIiIiIiIjIJtQhAjlh6gL0q/PcDUAvIAD8B5xZX6FjEREREREREZHOoMMGcqy1e9X5eVSdn18BXtmEXRIRERERERERaVcdpdixiIiIiIiIiIg0QYEcEREREREREZEIoUCOiIiIiIiIiEiEUCBHRERERERERCRCKJAjIiIiIiIiIhIhFMgREREREREREYkQCuSIiIiIiIiIiEQIBXJERERERERERCKEAjkiIiIiIiIiIhFCgRwRERERERERkQihQI6IiIiIiIiISIRQIEdEREREREREJEIokCMiIiIiIiIiEiEUyBERERERERERiRAK5IiIiIiIiIiIRAgFckREREREREREIoQCOSIiIiIiIiIiEUKBHBERERERERGRCKFAjoiIiIiIiIhIhFAgR0REREREREQkQiiQIyIiIiIiIiISIRTIERERERERERGJEArkiIiIiIiIiIhECAVyREREREREREQihAI5boY0kwAArGBJREFUIiIiIiIiIiIRQoEcEREREREREZEI0SEDOcaY64wx1hjzeBPtBhtjfjDGlBpjVhhjbjLGmE3VTxERERERERGRTcnV3h2oyxizC3A28E8T7RKAr4EfgR2BgcDLQDHwQNv2UkRERERERERk0+tQGTnGmETgDeAsIK+J5icDMcDp1tqZ1tr3gHuAy5WVIyIiIiIiIiKdUYcK5ADPAu9aa78Lo+2uwE/W2tIaz30JdAV6121sjDnHGDPFGDNl7dq1rdJZEREREREREZFNqcMEcowxZwP9gRvDXCULWFPnuTU1ltVirX3WWjvMWjssPT295R0VEREREREREWknHaJGjjFmIHAnsLu1tqIZq9q6m2rgeRERERERERGRiNchAjmEhkmlATNrlLdxAnsYY8YAsdba8jrrrGbDzJuMyn/rZuqIiIiIiIiIiES8jjK06gNgMLBtjccU4K3K/9eXpTMZ2N0YE1Xjuf2BlcDiNuqniIiIiIiIiEi76RCBHGvt+sqZp6ofhKYRz6382Rpj7jLGfFtjtTeBEuBlY8w2xphjgGuAB621GlolIiIiIiIiIp1ORxlaFY4uQL+qH6y1+caY/YEnCGXv5AEPAA+2T/dERERERERERNpWhw3kWGv3qvPzqHrazAD22ERdEhERERERERFpVx1iaJWIiIiIiIiIiDRNgRwRERERERERkQjRYYdWSeMGd09s7y6IiIiIiIiIyCamjBwRERERERERkQihQI6IiIiIiIiISIRQIEdEREREREREJEIokCMiIiIiIiIiEiEUyBERERERERERiRDGWtvefdjkjDFrgSXt3Y+NlAbktHcnpM1pP28etJ83H9rXmwft582D9vPmQft586D9vHmItP3cy1qbXt+CzTKQ0xkYY6ZYa4e1dz+kbWk/bx60nzcf2tebB+3nzYP28+ZB+3nzoP28eehM+1lDq0REREREREREIoQCOSIiIiIiIiIiEUKBnMj1bHt3QDYJ7efNg/bz5kP7evOg/bx50H7ePGg/bx60nzcPnWY/q0aOiIiIiIiIiEiEUEaOiIiIiIiIiEiEUCBHRERERERERCRCKJAjIiIiIiIiIhIhFMjpIIwxexhjPjLGrDDGWGPMqDrLjTHmFmPMSmNMqTFmkjFm6zptvMaYx4wxOcaY4srtdd+kb0Qa1dh+Nsa4jTH3GGP+qdx/q4wxbxpjetbZxqTKdWs+3trkb0YaFcYx/XI9+/G3Om10THdwYeznuvu46vFEjTY6pjswY8y1xpg/jTEFxpi1xpiPjTHb1Gmjc3Qn0NS+1nm6cwjzmNY5OsKFuZ91jo5wxpgLKj+TCyofk40xh9ZY3mnPzwrkdBxxwEzgEqC0nuVXAWOBi4AdgWzga2NMfI02DwPHAicCuwMJwCfGGGfbdVuaqbH9HANsD9xR+e+RQA/gC2OMq07bl4AuNR7ntmGfpWWaOqYBvqH2fjykzvKH0THd0TW1n7vUeRxe+fzbddrpmO649gKeBHYD9gH8wDfGmJQabXSO7hz2ovF9rfN057AXTR/ToHN0pNuLpvezztGRbzlwNaHP5GHAd8AHxpghlcs77/nZWqtHB3sARcCoGj8bYBVwfY3nooFC4NzKnxOBCuDkGm16AEHgwPZ+T3o0vZ8baLMVYIHBNZ6bBDze3v3XY+P2NfAy8Ekj6+iYjrBHmMf0c8DcOs/pmI6gB6HgXQA4vPJnnaM76aPuvm6gjc7TEf6obz/rHN35HmEezzpHd4IHkEso2Napz8/KyIkMfYAs4KuqJ6y1pcCPhKLMADsA7jptlgGza7SRyJNQ+W9enedHVqb/zTLG3F8nqiyRY7gxJtsY858x5jljTEaNZTqmOxljTBwwktCFYl06piNHPKGM5qrPZZ2jO6+6+7o+Ok9Hvob2s87RnUujx7PO0ZHPGOM0xowkFLT7lU5+fq6bBiodU1blv2vqPL8G6FajTQDIqadNFhJxjDEe4AHgY2vt8hqL3gSWACuBrYG7gKHA/pu8k7IxvgAmAouA3sDtwHfGmB2steXomO6MTgK8wCt1ntcxHVkeAf4CJlf+rHN051V3X9ei83SnUd9+1jm682n0eEbn6IhljBlMaL9GEcqOPtpaO8MYUxWI6ZTnZwVyIout87Op57m6wmkjHUzlWPvXgSTgiJrLrLXP1vhxhjFmIfC7MWZ7a+20TddL2RjW2pqF8mYYY6YSulA4lNDFY0N0TEeus4EPrLVraz6pYzpyGGMeBIYDw621gTqLdY7uRJrY1zpPdxIN7WedozuXpo7nSjpHR665wLaEPo+PBV4xxuxVY3mnPD9raFVkWF35b92oYAb/izCuBpxAWiNtJAJUXhyOB4YA+1pr1zWxyhRCkeQBbd03aTvW2pWECrZV7Ucd052IMWZbQkX46kvZrkvHdAdkjHmIUCHEfay1C2ss0jm6k2lkX1ct13m6E2hqP9ekc3TkCmc/6xwd2ay1Fdba+dbaKdbaawllXl1GJz8/K5ATGRYR+iOrTuEzxkQRqqr9a+VTUwFfnTbdgUE12kgHZ4xxAxMIXRzuba1d3cQqAIMJfQCtasu+SdsyxqQRSvOs2o86pjuXc4DFhGZBaYqO6Q7GGPMIobT7fay1c+os1jm6E2liX+s83Uk0tZ/raa9z9P+zd9/hUVXpA8e/J70npPdGAiGEGnqT3hRFURQriF3XtrZVd9e2/ty1d93FrqgIFhQp0nsJHRISUkkhvfcy9/fHTDCElEmBJPB+nmeeJPeeuffM3EzuzXvPed8eqA3HWc7RFxcT9NPkLurzs0yt6iYMCbZCDD+aAP6G6HC+pmmnlFJvAc8opU4AccCz6OcALgXQNK1IKfUJ8KpSKhvIA94AjmDcHyVxAbR0nNHPvf0BfWm8OYCmlKqPIBdpmlahlOoN3AT8jn4uZzj6+fkHgR0X6nWI1rVyrPOB54AV6C8EAtHPuc4GfgL5TPcUrf3tNrSxQf+5/Y9mKIfQ4Pnyme7mlFLvA7cAc4GCBn+XSzVNK9U0TZNz9MWhtWNtGIkj5+kezojjbIeco3u81o5zg3Zyju7BlFKvAKuAVPQJrW9EX3r+8ov+/NzVZbPkoX+g/4XTmnh8bliv0J9UTgOVwBYgotE2rIB30f8ClgO/An5d/drkYdxxRn+h0NQ6DUNJY/Tl8LYYjnEVEI8+eZtzV782ebTpWFsDa9FfFFajn3f/eePPq3ymu/+jtb/dhjaLgFrAu4nny2e6mz9a+Lv8XIM2co6+CB6tHWs5T18cDyOOs5yjL4KHMX+7De3kHN2DH4bPZorh+GSjD77MaLD+oj0/K0PnhRBCCCGEEEIIIUQ3JzlyhBBCCCGEEEIIIXoICeQIIYQQQgghhBBC9BASyBFCCCGEEEIIIYToISSQI4QQQgghhBBCCNFDSCBHCCGEEEIIIYQQooeQQI4QQgghhBBCCCFEDyGBHCGEEEIIIYQQQogeQgI5QgghhBBCCCGEED2EBHKEEEIIIYQQQggheggJ5AghhBBCCCGEEEL0EBLIEUIIIYQQQgghhOghJJAjhBBCCCGEEEII0UNIIEcIIYQQQgghhBCih5BAjhBCCCGEEEIIIUQPIYEcIYQQQgghhBBCiB5CAjlCCCGEEEIIIYQQPYQEcoQQQghxyVNKTVRKaUqpiV3dFyGEEEKIlkggRwghhLiEKKUGKKWWKaWSlVKVSqkMpdQWpdRzXd03IQCUUs8qpeZ2dT+EEEKI7koCOUIIIcQlQik1FogCRgCfAw8AHwFlwLNd1zMhzvIsMLerOyGEEEJ0V2Zd3QEhhBBCXDBPow/aDNM0LbfhCqWUd9d0SQghhBBCtIWMyBFCCCEuHb2B442DOACapmU0XqaUmqaU2qSUKlFKlRm+H9OoTYBS6gOl1AmlVLlSqlAp9atSqn8T27tPKXXUsK18pdR+pdQ9jdpEKKVWGrZTrpTapZSa1ahNfT6bBUqpRxtME9ullBrSqO1ApdTnSqkEQ5scpdS3Sim/Nr53DbdpYZj+c0IpVaWUylJK/dLwNSulrJVSrxj6VqWUSlJKvaSUsmy0rWSl1Bql1Dil1B6lVIVS6rhSapph/Uyl1AFD34828f4/Z3gvwpVS3xjetwKl1BKllEMTfV+slDpi2F62UurLxkE8w/tVqZTyUEp9r5QqNmzzv0opqya2eYOh7+VKqSLD8Q9vzzaVUhpgCdxmeF2aUmpzmw6QEEIIcZGTQI4QQghx6UgGBiulBrXWUCm1AFgD1KGf6vIs4ApsVEqNbNB0OHAZ8CPwMPCWYdlWpZRng+0tBt4HYoFHgX8Ae4FxDdr0AXYAo4A3gb8D9sBvSqmrm+jmX4HbgHeB54A+wM9KKfMGbaYBYcDXwF+AT4HZwCallHVr70NjSikTYCXwInDM0IfXAQsg0tBGGd6PJ4EtwCPALuAZ4LsmNhsELAPWAk8BtsBKpdT1wBJgheG5HsCPjYNBBt8BzoZ2y4HFhq8N+/6UYXsFwOPAF8B1wA6llFOj7ZkA64Bq4AngZ+BO9Met4TafBL4F0gzbfBkYaNhmUDu2eQtQA2wzfH8L8K8mXq8QQghx6dI0TR7ykIc85CEPeVwCD2Ay+sBMHbAHeA24HLBq1M4WyAc+b7TcBkgCNjRc1sR+QoBK4JkGy34CjrXSv+Xo/4kPa7DMAUgxPEwMyyYCGnCyYd/R51XRgMtb6d84Q7ubGiyr3+bEVvq40NDumSbWKcPXKwxtXmy0/k3D8qkNliUblk1osGyCYVk10LfB8vmG5fMaLHvOsGx1/f4Ny18wLJ9u+NnVcEw2AWYN2l1laPdSg2WfN15mWP4zkNPgZ3/D8XquUTsvoBD4pK3bNCyrbPy7Jw95yEMe8pCHPP58yIgcIYQQ4hKhadpGYDzwKxCOfjTJb0CWUmpRg6bTgF7AN0op1/oH+kDOemB8/agXTdPK65+klLJRSrmg/yc+DsMIFYNiwFcpNaKpvimlTIGZwK+app1o0Odi9AmZ/YEBjZ72maZplQ1+3mL4Gtzg+Q37Z2fo3wlDHxv2z1jXGp77WuMVmqZphm/rAzmvN2ryH8PXyxstj9M0bWuDn/cYvu7UNC22ieW9m+jXew32D/CO4etsw9ep6KcsvalpWm2DPv+CfpRU4z4BfNDo5y2Aq1LK3vDzNejzLX7X6PekxtDXye3YphBCCCFaIcmOhRBCiEuIpmk7gbmGwMlA9EGHvwKfKqVSDMGePobm61rYlBOQY8hv8gJwM/qRGA01zMXzb2AKsEcplQj8ASwz7A/ADf1IoBOcK9rwNRA43GB5SqPXVqCf1YRz/TKlVC/gFfQBGGfO5tTci2tBb/SBl6oW2gQCmZqmFTbq32mlVKFhfUOnGrWrUkpVAamN2hUZvvZqYp8nG20jVylVAAQ06BM0/f7GoB+R1FCNdm7epALDV2eghD9/T2Ka2CZAeaOfjdmmEEIIIVohgRwhhBDiEqRpWh1wEDiolNoBbEAfjNnInzn0FgLpzWyiPqjwNnAH+jw1OwzLdehz5ZwZ+atpWrRSqi8wC5iBPoB0t1LqY03Tzkp43ATVzPI6I9p/h36q0mvoX28J+tEy39G+XIHK8Pz2auq1NPc6jHl99ZrqU3PvmzHtdEa0r3//ZgG1TbRr3H9jtimEEEKIVkggRwghhBB7DV/rqxclGL7maJq2vpXnXg98qWnaww0XGkbCnFUdS9O0MvR5cJYrpczQJ9u9Wyn1IpCJvjR6WBP7qF+W3OorObsPTsB09Dlcnm+w3IqmR7UYIx4Yo5Sy0DStupk2ycB0pZRTw1E5huTPjrTxdRipDw1G5RimODnx56il+n2GoZ/21lBYO/tU/3tyStO06BZbtk1HAmVCCCHERU9y5AghhBCXCKXUZEPVpcbq86jUT7tZgz4PzLNNVUhSSrk1+LGORqMpDBWvGpe0dmn4syFPyxHDj70MI4TWAFcYqlfVP88euBv99KOjLb2+JtSPAGk82uMR2n8NtBx9EOjRxisM1apAn3dIGfbT0OOGr6vaue+WPNBg/wAPGr6uNnxdD1QBDxmm1QGglJoD9G1nn5ajH4nzfFO/V41+T9qijPYH2oQQQoiLnozIEUIIIS4d7wB2Sqmf0Oc1MQGGoi/xnId+OhSappUope5CX1b6sFLqG/QjZnyBSej/0Z5l2OZK4FalVDH6ctyD0Y/SSWy073VKqWxgu2FbIejLgR/lzxw4z6BPtLxNKfU+UAosQp/o+DpN01qamnMOTdOKlVKbgSeUUhboR6eMQ18uPa8t22rgK/RT0P5PKTUUfbJeK/Tvy/eG9avQB6X+oZTyB/YBY4CbgF+MGOXUHj7A70qp34BB6Mt6b9A0bS2cyZnzHPB/wHql1I+AH/pjkEwTyZtbo2laklLqCeANYLdhm/no8/LMRp/wuLVpc02JAqYqpR5DX9Y8u0EuJSGEEOKSJ4EcIYQQ4tLxGDAPfY6axeirGGUA3wD/0jQtub6hpmk/KKXSgafRjyyxAU6j/+d8SYNtPoS+StH1hm1Goa8+9WqjfX8M3Ag8jL6keAbwKfpy1DrDPmOVUmPRBxv+ClgAh4A5mqb93s7XfCP6PD53A+bAVvTVlNoVTNE0rU4pdQX69+VG9CXP84HdwH5DG00pdQ360uAL0AdwMoB/AS+283W0ZgH6QNjL6KcmfUajEUGapr2ilMpFf8xeQ58v6Afgb40TMxtL07Q3lVJx6H+3nkZ/bZmOPmD3Sbteib5/H6J//2zRB8skkCOEEEIYqLMrVQohhBBCiJ7CMMrmn4CXpmmZXdwdIYQQQlwAkiNHCCGEEEIIIYQQooeQQI4QQgghhBBCCCFEDyGBHCGEEEIIIYQQQogeQnLkCCGEEEIIIYQQQvQQnV61Sin1N+AaoC9Qhb6Kw980TTvWoI1Cn5jvLqAX+goY92uadrxBG0v0FRUWANbABuA+TdPSGrTphb6U6pWGRSuBv7RWecHV1VULDAzs0OsUQgghhBBCCCGEOB/279+fq2maW1Przkf58YnAB8A+QAEvAOuVUuGapuUb2jyBvqzoQiAW+Afwh1Kqr6ZpJYY2bwFXoQ/k5AFvAL8ppSI1TasztFkK+AOz0JfaXAJ8BcxpqYOBgYFERUV1+IUKIYQQQgghhBBCdDalVEqz68731CqllB1QBMzVNO1Xw2icDOA9TdP+ZWhjDWQDj2ma9rFSyhHIARZpmvaNoY0fkALM0jRtrVKqHxANjNM0bYehzThgGxCmaVpsc30aNmyYJoEcIYQQQgghhBBCdEdKqf2apg1rat2FSHZsb9hPgeHnIMATWFffQNO0CmArMMawKBIwb9QmFYhp0GY0UArsbLCvHUBZgzZnKKXuUkpFKaWicnJyOv6qhBBCCCGEEEIIIS6wCxHIeRs4BOwy/Oxp+JrVqF1Wg3WeQB2Q20qbHK3BkCLD99kN2tBg3X81TRumadowN7cmp5kJIYQQQgghhBBCdGvnNZCjlHoDGAfMa5DXpl7jOV2qiWXnbLJRm6baG7MdIYQQDZRW1bJ0zymyiyu7uitCCCGEEEKIFpy3QI5S6k30iYona5qW2GBVpuFr41Ez7vw5SicTMAVcW2njbsi5U79PBbhx7mgfIYQQTajTaXy39xQTX93E0z8d5fJ3t7M3Kb/1JwohhBBCCCG6xPmoWoVS6m3gBmCipmknGq1OQh+EmYa+shVKKStgPPC4oc1+oMbQZqmhjS/Qjz9z4uwC7NDnyqlfNhqw5ey8OUIIIZqwMz6XF1dFE3O6hMiAXjx/ZQSvrYtlwf928/Tsftw+NpAGsXIhhBBCiHYrLi4mOzubmpqaru6KEF3O3Nwcd3d3HBwc2vX8Tg/kKKXeB24B5gIFSqn6kTelmqaVapqmKaXeAp5RSp0A4oBn0ScuXgqgaVqRUuoT4FWlVDZ/lh8/Aqw3tIlRSq0BPlZK3Yl+StXHwG8tVawSQohLnaZpPPL9IX4+lIGPkzXv3TiEywd4oZRifB9XHlt2mBd/i+bgqQL+PW8gtpbnJeYvhBBCCCMVV9aQlFNGYm4pSTllJOSW4WRtzrOXh2NtYdrV3WtVcXExWVlZ+Pj4YG1tLTeKxCVN0zQqKipIT08HaFcw53xcnd9n+Lqh0fLngecM3/8HsAbeB3oBe4DpmqaVNGj/CFALfG9ouwG4tVGunZuAd/izutVK4IFOeRVCCHGROpFZws+HMrhtdAB/m90PK/M/LwAdrMz5+JZIPtqSyKtrTxCXVcIXt4/Ay9G6C3sshBBCXJrySqt4aVUMPx1MP7PMRIFvLxvSCspJyCnl04XDsbHo3jddsrOz8fHxwcbGpqu7IkSXU0phY2ODj48PGRkZ3SOQo2laq+FVQ3Wp5/gzsNNUm0rgL4ZHc23ygZvb3EkhhLiEbTyRDcB9k0LOCuLUU0px78TeDPBx5J6v93PrJ3v54Z7RONlYXOiuCiGEEJckTdP4+VA6L/waTWlVLXeMC2J4kDO93Wzxc7bB0syUnw+m8+iyQyz8bB+fLRzerUfQ1tTUYG0tN4WEaMja2rrdUw0vRPlxIYQQ3cjGE9lE+Djg4WDVYrtxoa7899ZIUvLKWfxFFBXVjYsPCiGEED1PWkE5n+9IYn9KPjV1uq7uzjlS88u57dO9PPL9YQJcbPntL+N59opwZvT3JMTdHksz/U2YuUN8ePP6wUQl57Pws72UVtV2cc9bJtOphDhbRz4T3TdsK4QQotMVlFVz8FQBD0wONar9mN6uvHXDYO5feoAHlh7g41siMTOVewBCCCF6pp3xudy/9AAF5fq74LYWpowMdmFMbxdm9PfEz7lrp/7EnC7mmg92YqLguTnh3DI6EFOT5v/Zu2qwDyZK8fD3h1j46V4+WzQceyvzC9hjIURXkKtxIYToATRNQz8rtWO2xOWg02BymLvRz5k9wIsXropgw4ls/vbj0U7phxBCCHEhaZrGp9uTuOXTvbjYWfLL/WP58KahzB3iQ2JOKS+timH2O9soqWz7NIcDpwpIyCntlH5+vy+VOk1jzcMTWDg2qMUgTr05g7x554YhHEwt5KHvDnVKP4QQ3ZsEcoQQopNU1tQRm1nCmmOneX9TPH/78Qivrj3BsqhU9iXnk1NS1e4gyPub4hn7ykb2p+R3qI8bTmTjYmfBQB/HNj3vllEBPDgllB/2p/GftVIYUAghRM9RWVPHYz8c4YXfopkc5s7P949lkJ8TswZ48a+rB7D58UksvWMkJZW1rD6a2aZtl1fXcsuSPVz9/g5iThd3qJ86ncba45lMCHVr88igywd6cc9lwWyOzaawvLpD/RCXpuTkZJRSREVFtdiuoKAADw8PEhISLlDPOtfEiRN54IHOr48UFRWFUork5GQAfvvtNwYPHoxOd36mb0ogRwghOqioooZ5H+6k3z/WMOOtrdzz9QFeXRvL2uNZfLwlkSeWH+G6j3Yx/F/rGfbSeo6kFbZt++U1fLg5gdPFldzw3918t/dUu/pZW6djS2w2k/q6Y2LEHb7GHpkayoIR/ny4OYHDqYXt6oMQQghxIeWXVTP/412sOJDGw1ND+fjmSOyaSAo8urcLQa62LD+Q1qbtrzueRVl1HZoGt3yyh+Tcsnb39Uh6EaeLKpkV4dmu508Oc0enwY74vHb3QZwtJyeH++67j8DAQCwtLfHw8GDKlCn88ccfXd21LvPyyy8ze/Zsevfu3dVdadHmzZtRSpGbm9sl+7/iiiswNTXlm2++OS/blxw5QgjRAZqm8fgPhzmcWsj9E0MI9bCjt5sdga622FmaUVOnI72ggqS8MlJyy3h/cwL/+OU4P947xuhgytd7UiirrmPpnSP5cHMCT/14lOjTxfz9inDM25CvZn9KAcWVtUxpw7SqhpRSPD07jJ8OprEsKpVBfk7t2o4QQghxIdTpNB767iAnMkv4+JZIZvRvPkCilGLeUB9eWxdHan650SNiVhxIw7eXNZ8tHM78j3dx05I9LL93NF6Oba/QtPrYacxMFFP7ebT5uQCDfJ2wtzJja1wOlw/0atc2xNnmzZtHeXk5n3zyCSEhIWRnZ7Nlyxby8i7NYFl5eTlLlizh119/7equ9AiLFi3inXfe4ZZbbun0bcuIHCGE6IBPtiexLjqLp2aF8diMvlw12IcIH8czd/vMTU0IdLVlUl93Fo4N4vEZfTmUWsivRzKM2n5FdR2fbk/isj5ujOntymcLh3PXhGC+3JXCLZ/sIa+0yui+bozNxtxUMS7UtV2vFcDeypxZEV6sPJxBZY1UsRJCCNF9vbPhJNtO5vLClf1bDOLUu3qoLwA/Hkg3avuZRZXsiM/lmiE+hHrY8+XtIymqqOGWT/aSX9a26U2aprHmaCZjQlxxtGlfsmIzUxPG9nZl28kcyWfXCQoLC9m2bRuvvPIKU6ZMISAggOHDh/PYY49xww03nGlXXV3Nk08+ia+vL7a2tgwfPpy1a9eeWV9XV8fixYsJCgrC2tqa0NBQ/vOf/5w15ebo0aNMmTIFBwcH7O3tGTRoEJs2bTqzfuvWrYwcORIrKys8PDx45JFHqK7+83ds4sSJ3HfffTz99NO4urri7u7OY489dtY+vv76a4YPH469vT3u7u5cd911pKcb97te7/fff8fExISxY8eeWVZTU8ODDz6It7c3lpaW+Pn58dRTT51ZHxgYyAsvvMDChQuxt7fHz8+P77//nsLCQm644Qbs7OwIDQ1l3bp1Z+2rtddcVVXFww8/jIeHB1ZWVowaNYrt27cD+mlikyZNAsDNzQ2lFAsXLjzzXJ1O1+J71doxBVizZg1hYWFYWVkxfvx44uLiznm/rrzySqKiooiPj2/T+2wMGZEjhBDtFJWczyurTzCjvweLxwUZ9Zxrh/ryxc5k/r36BNPDPbG2MG2x/Q/7U8krq+beifrhq2amJjw9ux/9vOx5csVRFn8Rxc/3j21xG/U2nchmRJBzh6tZXBvpy08H01l7PJOrBvt0aFtCCCHE+bAlLod3Np5k3lBfrh/uZ9RzfJysGR3swo8H0nhwSkirpYF/OZSOTvszADTA15Eltw3jtk/3ctune1h65yijz7kxp0tIyS/nnokdm64yoY8ba45nkpBTSoi7fYe2db49/+txojM6lleorcK9HfjnnP5GtbWzs8POzo6VK1cybtw4rKysmmy3aNEiEhISWLp0Kb6+vvz+++/MmTOHffv2MWjQIHQ6HT4+Pixbtgw3Nzf27t3LXXfdhYuLC4sXLwbgxhtvZNCgQezduxczMzOOHj16Zn/p6enMmjWLW265hc8//5yEhATuuOMOTExMeP3118/045tvvuGhhx5i586dHDp0iBtvvJHIyEgWLFgA6IMTzz//PGFhYeTm5vLkk0+yYMECtm7davT7t23bNiIjI8/6bLzzzjv89NNPfPfddwQGBpKWlkZs7Nn5FN966y1eeuklnnnmGT766CNuu+02Jk+ezA033MBLL73E//3f/3HzzTdz6tQprKysjHrNTzzxBMuWLePTTz8lODiYN954g5kzZ3Ly5En8/PxYsWIF8+bN4/jx4zg7O2Nt/ecoudbeq9aOaWpqKnPnzuXOO+/k/vvv58iRIzz66KPnvF/+/v54eHiwZcsWQkJCjH6fjSEjcoQQoh3ySqt4YOlBfJys+c+1g1q92KtnYqL4xxXhZBRVsmRbYotta+p0fLwlkaH+TowMcj5r3dVDfHlqZhiHUguJyyppdb+p+eXEZZUyqW/7plU1NDrYBR8na5bvb1seASGEEOJCSC+s4OHvDtLHw56X5kYYfY4GmBfpS0p+OQdOFbTYTtM0fjyQzhB/J4Jcbc8sHxXswoc3DyX6dAnvbDhp9H7XHDuNiYLp4e2bVlVvvGHU7da4rskLcjExMzPj888/5+uvv8bJyYnRo0fz2GOPsWfPnjNtEhIS+Pbbb1m2bBkTJkwgODiYBx54gNmzZ/Pxxx8DYG5uzgsvvMDw4cMJDAxk/vz53HPPPXz77bdntpOSksK0adMICwsjJCSEq6++mtGjRwPwwQcf4OXlxQcffEC/fv244ooreOWVV3jvvfcoLy8/s43w8HBeeOEF+vTpw/z585k0aRIbNmw4s/72229n9uzZBAcHM2LECD788EO2bdtGWprx13MpKSl4eXmds6xPnz6MHz8ef39/xowZw6JFi85qM2PGDO677z5CQ0N5/vnnqaqqIiQkhFtvvZWQkBD+/ve/k5OTw7Fjx4x6zWVlZXz44Yf8+9//5vLLL6dfv3589NFHeHh48P7772Nqaoqzs/7a2d3dHU9PTxwd/yz00dJ7Zcwx/fDDD/H39+edd94hLCzszDFtire395kEyJ1JRuQIIUQb1ek0Hv7+EPnl1fx03xgcrds2wmVksAsz+3vyweYE5g/3w8Oh6Ts8q46cJr2wgueu7N/kReicQd68tCqalYcyeGxG3xb3uSk2G4Ap7Zx335CJiWJepC/vbjxJRmEF3k5tzwMghBBCnA/VtTru/+YANXUaH940tNWRr43NjPDk7z8fY/n+dCIDnJttF326mNisEl6cG3HOuslhHkzq68aqI6d5enY/owJJq49lMiLIGRc7yzb1tzE/ZxuCXG3ZejKH240cLdxVjB0Z05XmzZvH5ZdfzrZt29i1axdr1qzh9ddf51//+hdPP/00Bw4cQNM0wsPDz3peVVUVkydPPvPzRx99xJIlS0hJSaGiooKamhoCAgLOrH/00Ue54447+OKLL5gyZQrz5s0jLCwMgJiYGEaPHo2JyZ9jMMaNG0d1dTXx8fEMHDgQ4MzXet7e3mRnZ5/5+cCBAzz//PMcOnSI/Pz8M9PvTp06ha+vr1HvR0VFBR4eZ19LLly4kGnTptGnTx+mT5/O7NmzmTVr1ln9bdg3Ozs7bGxsGDBgwJll9dus729rrxn0U7oaTvEyNTVl9OjRREdHt/o6WnqvjDmmMTExjBo16qzPdn3grTFra2sqKipa7VNbyYgcIYRoo/c2xrPtZC7PX9mf/t5tK+Nd72+zw6jTabzaTClvTdP4cHM8oe52zSYndrO3ZGyIKysPZ7Q6F35DTDZBrrZn3TXsiOsifdE0+LGN1T2EEEKI8+nl32M4lFrIf64dSLCbXZufb2dpxswIT3470nIuuB8PpGNuqpjTTFLhmRFeZBRVcjitqNV9xmeXcjK7lFkRnZOgeEKoK7sT8ySXXSexsrJi2rRp/OMf/2Dnzp0sXryY5557jurqanQ6HUop9u3bx6FDh848YmJi+PTTTwH4/vvvefjhh1m4cCFr167l0KFD3HfffWfle3nuueeIjo5m7ty57Ny5k4EDB555vqZpzQYDGy43Nzc/Z1193peysjJmzJiBjY0NX331Ffv27WPNmjUAZ/WjNa6urhQUnD1abejQoSQnJ/Pyyy+j0+m47bbbmDZt2lk5Z5rqW8Nl9a+j/jmtveb6696m2hgTOG3pvTLmmLYlB1V+fj5ubm5GtzeWBHKEEKINaut0/G9bIjP7e3KDkXPumxLgYsuisYGsOJDGsfRzL/I2xWYTm1XKPZf1brG61ZWDvDmVX86hFsqBl1fXsisxr1OmVdXzc7ZhVLAzy/enSUJFIYQQ3ULM6WI+35nM7WODmD2g/UGReUN9KamsZUNMdpPra+t0/HwonSlhHjjZWDTZZlo/D8xMFKuPnm51f2uO6dsYk5DZGBP6uFFZo2N/SsvTw0T7hIeHU1tbS2VlJUOGDEHTNDIzMwkJCTnr4eOjzyO4fft2Ro4cyQMPPMDQoUMJCQkhISHhnO2Ghoby4IMPsmrVKhYvXsySJUvO7G/Xrl1nBUa2b9+OhYWF0SXAT5w4QW5uLi+//DITJkwgLCzsrNE6xhoyZEiTI17s7e257rrr+PDDD1m1ahUbN27sUILf1l5zSEgIFhYWZ5Ibgz6p9K5du86MpLGwsDizvC2MOabh4eHs2bPnrGvg3bt3n7OtyspKEhISGDp0aJv6YAwJ5AghRBtEny6mtKqW2QO92jTnvin3Tw7B2caC51YeJ+Z0MRXVf55oPtycgLejFVcO9m5xGzMiPLEwM+GXQ81XwdoRn0d1rY4p/TovkANwbaQfyXnl7EuWC0UhhBBdb2tcDgD3XBbcoe2M7u2Cp4MVK5oZdbrtZC55pdVcPbT5hP+ONuaMDXFl9bHMVm94rD6WyVB/Jzwdm55q3Vajgl0wN1Vn3g/RPnl5eUyePJmvv/6aI0eOkJSUxA8//MB//vOfMxWm+vTpw0033cTChQtZvnw5iYmJREVF8dprr/Hjjz8C0KdPHw4cOMDq1as5efIkL774Ilu2bDmzn4qKCu6//342b95McnIye/bsYfv27WcCEvfddx8ZGRncd999xMTEsGrVKp566ikeeOABbGxsjHot/v7+WFpa8t5775GYmMiqVav4+9//3ub3ZMaMGcTExJxVfv2NN97g22+/JSYmhvj4eJYuXYqDg4PR07Wa0tprtrW15d577+Wpp57i999/JyYmhnvvvZesrCzuu+8+AAICAlBKsWrVKnJycigtLTVq38Yc03vuuYfk5GQefvhhYmNjWb58OR999NE529q9ezeWlpZnTQHrLBLIEUKINtiblA/AiMDm580by8HKnCdm9iUqpYBZb2+j3z/WMPLl9VzzwQ72JRdw54RgzE1b/jPtYGXOlDB3fjuSQZ2u6QvFjSeysbM0Y3gn9Lmh2QM8sbUw5Yeo1E7drhBCCNEe2+Nz6eNhh3szueeMZWqimDvEhy1xOeSUVJ2zfsWBNJyszVsd6TorwpNT+eUcb6Ey06k8/frOmlYFYGtpRmRAL7aelITHHWFnZ8eoUaN4++23ueyyy+jfvz9PP/00N954I99///2Zdp999hmLFi3iiSeeICwsjCuuuIKtW7eeyYFz9913M3/+fG688UaGDx9OcnIyf/3rX88839TUlIKCAm677Tb69u17JtHxG2+8AYCPjw+rV6/m4MGDDB48mNtvv50FCxbw8ssvG/1a3Nzc+OKLL/j5558JDw/n+eefP7P9thgwYAAjRozgu+++O7PM3t6eV199lREjRjB06FAOHTrE6tWrjQ4yNcWY1/zvf/+b+fPns2jRIgYPHsyRI0dYs2bNmWTMPj4+PP/88zzzzDN4eHjwwAMPGL3/1o6pv78/P/74I2vWrGHQoEG8+eabvPLKK+ds59tvv+Wmm27q0HvRHHUpDokfNmyYFhUV1dXdEEL0QHd+GUVcVglbHp/UaduMzSwhLquElLwyknLLSckrQyn44vYR2Fi0npN+9dHT3PvNAb5ePJJxhmoV9fLLqpn6xhZGBjnz4c2Rndbnek8sP8xvR06z75mp2Fq23NfTRRVUVNe1K2eBEEII0ZKq2joGPb+OG4b789yVHU+iezKrhGlvbuXvV4SzuEHS4KKKGob/az03DPfjhavOTXTcUH5ZNcP/tZ57L+vdbFGC/25N4OXfT7DtiUn4OXfeP3vvb4rn1bWx7H1mCu72nTPSpyNiYmLo169fV3dDdII1a9bw0EMPER0djalp25KJX0pycnIICwsjKiqKoKDmE4+39NlQSu3XNG1YU+ukapUQQhhJp9PYl5TP9P4dr/zUUF9Pe/p62rf7+ZPC3LG3NOOXQ+lnBXI0TePpH49SUlnDXyaHdkZXz3HdMD+WRaXx+9HTXDes+ZxBWcWVXPXeDqpqdWx+bCK9bJvOKSCEEEK0x4GUQiprdIwNcW29sRFCPewZ6OvI6+tiWR+dRV9Pe/p42JNeWE51rY5rhrY+bcTZ1oJRwc6sOnqav07v0+SU7NXHMonwcejUIA7AZX3ceHVtLNtP5hrV17XHMxno64iXo1SiFC2bOXMm999/P2lpaWdV3hJnS0pK4oMPPmgxiNMRMrVKCCGMdDK7lMKKGkYEuXR1V85iZW7KjAhP1hzPPKtCxfL9aaw5nslfp/cl3NvhvOx7WEAvAl1s+GF/89WrKmvquOvLKEoqaymprOHN9XHnpS9CCCEuXTsTcjE1UYwM7rxpxK9eO4g5A72pqKljWVQqT/90lPc3JRDsZssgX+OqVs6M8CIpt4y4rHPzcyTllnHwVGGnTquqF+7lgIuthVF5cg6nFnL3V/t5/Icjnd4PcXF68MEHJYjTihEjRnD99deft+1LIEcIIYy0N0mf2G1kUOfmmukMVw7ypqSyls2x+gu21Pxynv81mhFBztw5vmNJH1uilOKGEf7sTcrnH78co6ZOd9Z6TdN45qdjHE4r4s3rB3PzqAC+3p3Ciczm8wUIIYQQbbU9PpeBvo44WJm33thIfT3t+fe1A/n5/rEce24G256YxCe3DWPJrcOMLngwo78HSsHqY2dXr6qu1fHQdwextzLjmhaSJreXiYliXKgr2+Jz0TWTQ6/eG3/ob7Bsj8+VBMlC9BASyBFCCCPtScrHy9EK317db9jxmN4uuNhZsPJwOnU6jUeXHQLg9esGYdpC+fLOcOf4YO6aEMyXu1K45ZM95JdVn1n3yfYkVhxI4+GpocyM8OSRqX2wtzLnhV+jpWy5EEKITlFcWcORtCLGddK0qqaYmCj8nG2Y0s+jTbne3O2tGB7ofE4Z8ldWn+BIWhGvXjvovE1nGh/qRl5pNdGnm795si85ny1xOTw6rQ++vax5ZfWJVgM/QoiuJ4EcIYQwgqZp7E3KZ0SQc4fLjp8PZqYmzBnozfqYbN74I5Z9yQU8f2X/Tp9z3xRTE8XTs/vxxvxBHDhVyJXvbSfmdDHbTubw8u8xzOjvwYOGHD29bC14dFofdibksS4667z3TQghxMVvT2I+dTqNMb3PXyCnI2ZFeBKbVUpCjn561drjmXy6I4mFYwKZGeF53vY7wZA3b1sL1ateXxeLq50Fd4wP4vEZfYk+Xcwvh9PPS390Ol3rjYS4hHTkMyGBHCGEMEJKXjnZJVWM6IbTqurNGeRNda2O9zclMHuA53kZqt2Sa4b6suzu0dTU6bjmg53c980BQt3teGP+YEwajAq6aaQ/fTzseOm36LNy+gghhBDtsSM+FytzE4YGOHV1V5pUH6xZcyyT1PxyHv/hMAN8HPjb7LDzul93Byv6eTmwdE9Kk2XUd8bnsjsxn/snhWBjYcacgd5EeDvw2to4qmo79/xsa2tLeno61dXVMiJXXPI0TaO6upr09HRsbW3btQ2pWiWEEEbYm5QPdM/8OPWG+jvh72xDZU0d/5o7oEtGDg32c+LXB8Zx91f7OZVfzv9uHX5OWXIzUxP+cUV/bv5kD59sT+L+SSEXvJ9CCCEuHjvicxke6IylWfcshezlaM1Qfyd+PZzBH9FZaBq8f2PkBenvS3P7c/OSvdzyyR6+v2s0jjb6HEKapvHauli8HK1YMMIf0E8fe2pWP27+ZA9f7Urhjk7Msefr60tubi4pKSnU1tZ22naF6KnMzMxwdHTE1bV9IwklkCOEEEbYnZSHs60FvdswL/5CU0rx6cLhmJmoLi3v7e5gxYp7x1BZW4eNRdOnmXGhrkwP9+D9TfFcG+mLh4PVBe6lEEKIi0F2cSUns0u5NrL1EttdaVaEF//6PQaAD24air/L+Z/6DBAZ4Mx/b41k8edRLPp8L18tHomtpRmb43I4cKqQf10dgZX5nwGlcaGujA915b2N8Vw3zA9H685JHm1iYoK7uzvu7u6dsj0hLnUytUoIIYywNymfEYHdMz9OQyHudgS6tm+IZmcyMVHNBnHqPXN5P2rrNN5af/IC9UoIIcTFZkeCPv/L2POY6LgzzBrgiZmJ4tbRAcwe0PnlxlsyPtSNdxYM5pChzHhlTR2vr4vFr5c110X6ndP+yZlhFFbU8NGWhAvaTyGE8SSQI4QQrUgvrCCtoIKRwd13WlVPFOBiy6wBnqyLzpQKGUIIcYk6klbI6qOnqalrX9LPHfF5OFmbE+7l0Mk961y+vWzY/PhEnpvTv0v2PzPCi/9cO4jt8blc9d4OjqUX89DUPliYnfvvYISPI3MHe/Pp9iROF1V0QW+FEK2RQI4QQrRinyE/TndOdNxTTTCURo3JbL40alNKKmu4/bO9PLH8MD9EpZKSVybJE4UQoofRNI2Hvz/Evd8cYNy/N/LexpPklZ6blLel5++Iz2VMiMtZSfW7K99eNl3az2sjfXluTjixWSUEu9kyd7B3s23/Or0vVbU6fjxwfipYCSE6RnLkCCFEK/Yk5WNvZUaYZ/e+29cTjTeURt0al0t/b0ejn/fbkdNsjM3B3sqMZVFpALjbWzI2xJVnL++Hi53leemvEEKIzhOfXUpiThk3DPcjo7CC19bF8c7GeK4c5M1DU0Lxc245j0xSbhmniyq5v5uWHe+OFo4NwtPRikBXW8xMm7+n7+dsQ18Pe3Yn5klRAiG6IQnkCCEuenU6jVP55fg722Dajjthe5PyGB7o3K7nipa5O1gR5mnPtpM53Duxt9HPW74/jVB3O9Y+PIGT2aXsTc4nKjmfVUdPk1NSxRe3j5DjJYQQ3dza45kAPDKtDx4OVsRnl/LFzmSW708jObeM5feOafH5O+L1+XHGdfP8ON3NzAjjcvSM7u3Cd/tOUV2ra3IKlhCi68gnUghx0ft0exKTXtvMwOfWctOS3bzxRxxb4nIorWq9/GVuaRUJOWUyreo8mtDHjajkAsqrjStHmpRbxv6UAuZF+mJioujrac8towJ4+4YhvHhVf7bH5/L2BkmgLIQQ3d2a45kM8Xc6U7kwxN2OF+dG8Mi0UKJSCojLKmnx+Tvi8/B2siLgAlWAutSM7u1CZY2OQ6mFXd0VIUQjMiJHCHFR0+k0vtyVTLiXA8MCexGVXMB7G0+i08DbyYr1j17WYnUlyY9z/o0PdeW/WxPZk5jPpLDWy5Ku2J+GiYKrh/ics+764f5EJRfw7saTDPV3YmJfKXMqhBCdrbiyhvKqOmp1OmrrNGp1OmwtzfBytDZ6G2kF5RxLL+Zvs8LOWXdtpB+vrY1j6Z5TPHdl08mBa+t07EzIZWaEZ7evKNlTjQpyQSnYlZDXpuugXw9n8OSKI5gohbmpwtzUBHNTE/ydbXhsRl8iA3qdx14LcWmQQI4Q4qK2LT6X1IIK3l0QxpxB+qR+pVW1rDueyaPLDrN8fxq3jg5s9vl7kvKxNjclog35W0TbDA90xtLMhK0nc1oN5Oh0Gj8eTGN8qNuZO7iNvXBVBEfTi3j4u0Osemg8Pk7G/2MhhBCieTqdxlvr43h3UzyN88ubmSjWPjKB3m52Rm1r7fEsAGb09zxnnbOtBTMjPPnxQBpPzgzD2sL0nDY/HUynuLKW6eHnPl90DkcbfTWwXYm5PESoUc/RNI0PNyfgYmfB9HBPaup01NTpqKrVsSM+l3kf7uTqIT48NSus2fO4EKJ1EsgRQlzUvtmdgoutxVkXinaWZlwz1Jevd6ewZFsSN40MaDKfSmVNHWuOZTI8yFnmhp9HVuamjAx2YdvJ3Fbb7k7MI6Owkqdm9Wu2jbWFKR/eHMmcd7dz39f7+eGeMXL8hBCig8qqannk+0Osi87iqsHejAxywcxEYWaqP38+9eNRPtmexMtXDzBqe2uPZxLmaU+gq22T6xeM8Gfl4QxWHT3NtZG+Z62rrtXx9oaTRPg4MKWfjLw8n8b0duGLnSlU1tRhZX5uQK2xg6mFRJ8u5qW5Edw8KuCsdWVVtby/KZ4l25JYezyT+yeFsHhckFHbFUKcTa5shRAXrcyiSjacyOa6YX5N/iN/14RgTuWXn0m22NhnO5LJLK7k/jYk4RXtMyHUlfjsUjIKK1pst3x/GvZWZkwP92ixXZCrLa9dN5DDaUW8/HtMZ3ZVCCEuOan55Vzz4U7Wx2TxjyvCeev6wdw40p/5w/24Zqgv1wz1Zd5QH1bsTzOqfHhuaRX7kvOZ3sRonHqjgp0JdrNl6Z6Uc9Z9H5VKWkEFf53eV6ZVnWeje7tQXafjQEqBUe2/3p2CrYUpc5uY/mxracYTM8P449EJjAtx5dW1sSz4725q63Sd3W0hLnoSyBFCdDs6ncaBUwX8dDCNJdsSeWX1CZ5YfpgHlh4g5nSx0dv5fl8qdTqNG0f4N7l+WrgngS42fLw1Ea3RGPGCsmo+2BzPlDB3Rga7dOj1iNaND3UDYNvJnGbblFbVsvpYJlcM9Dbq7t3MCC/uGBfE5zuT2RSb3Wl9FUKIS8muhDyufG87pwsr+OL2Edw+LqjJ4MniccFU1er4ave5gZfG1kdnoWkwo3/zQXmlFDeO8OfAqUJOZP557q+sqeO9jScZFtCLiX3c2veihNHqq3buSsxrtW1BWTW/HTnNNUN9sbNsfuJHgIst/711GK9eO5CDqYV8sav13xkhxNkkkCOE6DYSc0p5fV0sE17dxDUf7OSR7w/z0qoYPtmeyNa4XDbH5nDv1/uNqm5UW6fju32nmNDHDf9mqlmYmigWjw/mcGohew1Jjeu9tymesqpanmwiCaPofH087PBwsGRrC9Orfj96moqaOq6NPPcuX3Men9mXEHc7nvnpKGVGVCkTQgjxpz2JedzyyR6cbS345YFxZ4LuTQlxt2NymDtf7dJPw2nJmuOZ+DlbE+7l0GK7eUN9sTAz4ds9p84s+3p3ClnFVTw2Q0bjXAj2VuYM8HFkZ0LrgZwf9qdSXas7Z0pVc66N9GVSXzfeWBfb6ohcIcTZJJAjhOhyq4+e5ur3dzD59S28vymeIFdb3rx+EBv/ehmH/zmduJdmsfvpKSy5bRgp+eX8a1XrU2U2xeZwuqiSm0Y2PRqn3nWRvjjbWvC/bYlnlqXml/PVrhSui/Sjj4d9h1+faJ1SivGhbuw4mUudTmuyzYr9aQS62DDU3/hqF5Zmpvx73gBOF1Xy6trYzuquEEJc9HJKqvjLtwfx7WXNj/eNJaiZXDYN3TE+iLyyan46mN5sm5LKGnbG5zEjvPVqU71sLZgd4cmPB9OpqK6jrKqWDzYnMC7ElVEyWvaCGd3bhcOphS3eENHpNL7ZfYoRgc709TTu2kkpxQtXRVCnaTy38nhndVeIS4IEcoQQXWpnfC73LT1AcWUNT88OY9ffpvDV4pFcPcSXYDc7HK3Nz1zojQp24a7xwXyz5xSbTrQ8VeabPSl4OFgypZUqSFbmptw6OoD1MdnEZ5cA8Pq6WExM4JFpfTrnRQqjjA91pbCihqPpReesS80vZ09SPtdG+rb5DmxkgDO3jgrgi13JHDhl3Bx/IYS4lNXpNB767iBFFTV8eHMkjtbmRj1vdLALET4OLNmWiK6ZoPym2Byq63TMjDCu2tSCEf6UVNby65EMPtuRRH5ZNX+dLufnC2l0sAu1Oo2oFvLkbIvPJSW/nJtGtXwDrTE/ZxsentqHddFZrGsmZ6EQ4lwSyBFCdJnskkoe/O4gwa62rHxgHHdN6N1qKcpHp/ehr6c9jy8/TH5ZdZNtUvPL2RKXw/XD/TEzbf3P3C2jArA0M+F/W5M4ll7Ez4cyuH1sEJ6OUhbzQhof6oZSsC3u3Dw5Kw6koRRcPdS3iWe27vGZYXg6WPHUiiNU10pSRSGEaMnbG06yMyGPF6+KoF8r058aUkpx5/hgEnLKms1NtvZYJq52FkaPrhwR5EyIux2f7Ujmv1sTmdrPnSFtGJkpOm5YYC/MTRU7E5qf/vzVrhRc7CyMDtA1tHhcEH097fnnyuOUyjRoIYwigRwhRJeo02k8+O1BSqtq+fDmSGxbSIrXkKWZKW9dP5jiilr+9uORc5IUA3y37xQKuGG4n1HbdLGz5Lphvvx0MJ1nfz5GLxtz7pFKVRecs60FEd6O55Qhj88uYVlUKmN6u+DjZN2ubdtZmvHS3Ajiskr5cHNCZ3RXCCEuSlvjcnh340mujfRlvpHn0YZmD/DCy9HqrCnL9Spr6tgUm830/p6YmBg3ulIpxYIR/sScLqa4spZHp/Vtc59Ex9hYmDHYz4ndzeTJSS+sYOOJLK4f5oelWdtLiZubmvDy1QPILK7kzT/iOtpdIS4JEsgRQnSJt9bHsTsxn5fmDmhzHpp+Xg48NqMPa49nseLAn/PwNU2joKya7/elMjnMA+82/NO/eFwwNTodh1IL+cvkUBysjBtGLjrX+FBXDpwqoKSyhtT8cv667DDT39xKcUUt900M6dC2p/TzYM4gb97bdJKTWSWd1GMhhLh4ZBZV8vD3h+jjbseLV0W0axvmpiYsGhvI7sR8jjWaKrvtZC7l1XXMaKHseFPmDfXB2tyUKwZ6Ee5t/Agh0XlGB7twNL2I4sqac9Z9u+cUGnBjK3kJWxIZ0IsFI/z5bEfSOb83QohzGXcLXAghOtHWuBze2xTPdZG+XBvZvqkyi8cFsyEmm3/+coyle1LILqkip6SKKsO0mbbO0Q5ytWXOQG+Ophe1+bmi84wPdeODzQnc+/UB9iTloZRi8bgg7p0YgrOtRYe3/8854WyLy+FvPx7lh3tGS8UTIYQw0DSNv3x7gMqaOt6/KRJri7aPrKh3wwh/3tkQz79WxTDQ15G4rBLiskpJL6zAwcqM0W1MVOxkY8FvD47Ds5Xp1+L8GdXbhXc2xrM3MZ+p4X+Wja+u1VcJndzXHd9eTVcJNdaTM8JYezyTN/6I49OFwzvaZSEuahLIEUJcUA3v9r3Qzrt9oC8d/vr8Qfztx6PodBrDA51xs7fE3d4Sf2cbJvZpvkRqc16fP4jaOq1dw4JF54gM6IW9pRm7EvO4frgff5kcgpdj+6ZTNcXVzpKHp4by3K/RnMgsaVPuByGEuJidyCxhX3IBz80JJ8TdrkPbcrAy56ZR/ny8JZH9KQUEudkyNKAXNwz3Y3wfNyzM2j4poLdbx/okOmaofy8szEzYlZh3JpCTkFPKC79Gk1tabXTJ8ZY42phz+QAvlu9Po6ZOh7kReQ6FuFRJIEcIcUE9t/J4p9ztA/DtZcNXi0d2Us/0w8HNJYbTpSzMTFh2z2hsLczwd+nYnb3mzB7oxfO/RfNHdJYEcoQQwmBHvD4/2fQ2TntqzmPT+3LTiAC8nayMKjwgujcrc1Mi/XuxKyGPoooa3tlwki92JmNlbsqzl/djYt+230BryuhgF77clcKRtCIiAySptRDNkb+qQogLpqZOx9aTOcwb6tvhu33i4tXPy+G8BXEA3O2tGOLnxLpoKXMqhBD1dibkEeRq26b8ci0xNzXB38VGgjgXkdG9XYg+XcykVzfz6Y4krhvmy+bHJ3LH+OBOm6o80jDtbndi04mVhRB68pdVCHHBHEkrpLy6jjG92zY3XojONr2/J8fSi8korOjqrgghRJerqdOxJzFPzs+iRZP6uqMUhHrY8dtfxvF/1wzE1c6yU/fhbGtBmKc9u5qpkCWE0JNAjhDigqk/KY9sY5JDITrbNMP8/j+is7q4J0II0fWOpBVRVl3H2BDXru6K6MYG+Dqy5+kpfHfXKPp7O563/YwKdiEqJZ9qQwELIcS5JJAjhLhgdiXmEeZp3ynVh4ToiN5udvR2s5VAjhBCADsN+XFGyY0W0Qp3e6vzXvFxVLALlTU6DqcVntf9CNGTSSBHCHFBVNXWEZVcwGgZti26iWnhnuxOzKOovKaruyKEEF1qZ0Ie4V4OcqNFdAujgp1RCnbL9CohmiWBHCHEBXHoVCFVtTpGy90+0U1M7+9BrU5jU2x2V3dFCCG6TGVNHftPFTA2RM7PontwsrEgzNOBXZLwWIhmSSBHCHFB7ErMQykYGSQXiqJ7GOzrhJu9pUyvEkJc0qKSC6iu1TFG8uOIbmR0sAv7Uwqoqq3r6q4I0S1JIEcIcUHsSsijv7cDjjbmXd0VIQAwMVFM7efB5thsuVAUQlyydibkYmaiGBHo3NVdEeKMUcHOVNXqOHSqsKu7IkS3JIEccUmLOV3MhpgsauskK/75VFlTx8FThTKtSnQ70/t7UFZdx06Zhy+EuETtSMhjsJ8TtpZmXd0VIc4YGeSCUsj0KiGaIX+xxSUpp6SK19bGsmx/KpoGgS423DcphKuH+GBuKvHNznbgVAHVdTpJdCy6nTG9XbC1MGXd8Swm9XXv6u4IIRrILq4kr6waO0sz7CzNsLU0w8KsZ5+jT2QW88fxLPxdbBgd7IK7g1WX9qeoooajaYU8MDm0S/shRGOONub093ZgtwRyhGhSjw/kKKXuAx4HvIDjwMOapm3r2l5dGuKySlhzLJMh/k4MD3TGyty0q7vUqqraOj7fkcy7G+OprKnj9rFBDPF34sPNCTyx/AjvbDjJvRN7c22kL5Zm3f/16HQa722KJzqjmEF+Tgz1d2KAryM2Ft3ro707IQ8TBcNl2LboZizNTJnY1531MVn8SxeBicn5LakqxIVWXl1LekEFqQXlpBdW0tvNltHBLue9fHBHVFTX8f6meD7emkBNnXbWOkszE64a7M1Ts/r1mApLpVW1/Ho4g+/2nuJwWtFZ64JdbRnV24WJfdyYFu7R5uNyIrOYo2lFzBvq266/X3sS89BpMFZutIhuaFSQC1/uTqGypq5H/J8hxIXUvf7bayOl1PXA28B9wHbD19VKqXBN0051aecucsfSi7h5yR4KK/Rle63NTRkd7MzEMHcmh7nj28umi3t4rrisEu76MorkvHImh7nzzOX96O1mB8DlA7zYFJvNOxvieeanY3ywKYEnZvblykHe3fZit7pWx2M/HGbl4Qy8HK1YczwTAFMTRZinPaODXZga7sGwgF6YdfEoo12JeQzwccTeSvLjiO5nen8PVh09zaG0Qob69+rq7gjRYVW1dfzzl+Osi84iv6z6nPVBrrbcNNKfayN9cbLpXsGQDTFZ/HPlcdIKKrhmiA9Twz0oraqlrKqW0spa0gsrWL4/jXXHs3hyVhjXD/PrtgHYrOJK3lofxy+HMiivrqOPhx3/uCKcKwd7c7qwkt2JeexKzGPloQyW7jnFRzcPZWaEV5v28fefj7EvuYDfjpzmzesHtzm4tTMhDytzEwb7O7XpeUJcCKN7u7Bke5J+er4EG4U4i9I0rfVW3ZRSag9wRNO0OxssOwks1zTtb809b9iwYVpUVNSF6OJF6Vh6ETct2YOtpSmfLRxBemE5m2Nz2Bybw6n8ckA/XWH+MD9mRnh2mwj6o98f4o/oLN69cQgTm5lCoWka207m8srqE0SfLmaQryN/vyKcYd1sJElpVS33fr2fbSdzeWpWGHdPCKagvIZDqQUcPFXI/pQCfRWKOh2O1uZMDnNnaj8PpoV7XPBh6RXVdQx8fi23jwvib7P6XdB9C2GMoooaIl/8gzvGB/PUrLCu7o4QHVJaVcs9X+1ne3wucwd7E+phj28va/ycbfBytGJXQh7f7DnF/pQCLMxMuGKgF0/NDOvyKT4ZhRX8c+Vx/ojOItTdjhfnRjCqmbxqJ7NKePbnY+xJymeInxMvXR1Bf2/HC9zj5lXW1PHJ9iTe3xRPrU7j6sE+3DDCj8F+Tk3eHKqp0zHx1c0EuNiw9M5RRu8nObeMia9tZmyIC/uSCnCxs+C9G4cQGWD8Ncv0N7fg4WDFV4tHGv0cIS6U4soaBj+/jgcmh/LotD5d3R0hLjil1H5N04Y1ta7HjshRSlkAkcBrjVatA8Zc+B5dGhoGcb6/azR+zjb09bRncpgHAEm5Zfx2OINlUak8/P0hHH4x46rBPiwaG0iwYfRLV6it07HxRDZTwz2aDeIAKKWY0MeNsSGu/HggjdfWxXLtR7uYFeHJs1eE4+NkfQF73bTc0ioWfbaX6NMlvHbdIK6N9AXA2daCyWEeZ45FaVUt2+Jy+CMmi40x2fx0MJ3rIn159bpBbdrficxinvjhCFcN8eGmkf5tDsxFpeRTU6dJomPRbTlamzMq2IVVRzJ4eGpotwk+C9FWeaVVLPpsH8dPF591fmjomqG+XDPUl5jTxXyzJ4VlUWnU6TTevmFIF/T4T3d/tZ/47FKemhXG7WODWrzpEOphz3d3jeKng+n8a1UMc97dzleLRzK2i8tna5rG+phsXvotmpT8cqaHe/Ds5eH4u7Q8Stnc1IQbR/rz6tpYEnJKz4wWbs2KA2mYKHj9usHkllZx79f7uf7j3Tw1K4zF44JaHVGcXVJJXFYp1ww99/dEiO7AwcqcCB9HyZMjRBN6csY4V8AUyGq0PAvwbNxYKXWXUipKKRWVk5NzIfp30akP4thZmp0J4jQW5GrLX6aEsuXxSSy9YySTw9xZFpXK/I93UVJZ0wW91jtwqpDCihqm9DMumampieK6YX5semwij0ztw+bYHO75aj9dPYItNb+caz/cycnsUv53a2STF+n17CzNmDXAizfmDybq2aksGhvID/vTONpofn5rXlsbx/HTxbz4WzSTXtvM0j2nqGlDla9dCXmYmSjJjyO6tTsnBJNaUMFLq6KbbaNpGu9uOMkvh9IvYM+EME56YQXXfbyL2KwSPr655fMDQD8vB16aO4AFw/1YfSyTgiamYF0o6YUVHE0v4uGpodxzWW+jRo4qpbhmqC8bH5uIi50lX+xMPv8dbcWjyw5z55dRmJuZ8NXiEfz31mGtBnHqzR/mh7mp4pvdxmUG0Ok0VhxIY3yoG56OVkT4OPLbg+OZHObOS6ti+Psvx1rdxi5Dtb6xvbs2ACZES0YFu3DoVCGVNXVd3RUhupWeHMip1/g/a9XEMjRN+6+macM0TRvm5uZ2YXp2EUnOLTsTxPnurlFNBnEaMjFRjAlx5a0bhrDs7tHkllbz3sb4Nu2zorqORZ/t5avdKR3pOqCfc29uqh9t0xY2FmY8NDWU56/qz9H0ItbHZHe4Lx3x8u8x5JZW880do86MvDGGmakJj0zrg4utBS+tijY6IBWdUcz6mCwenBzK0jtG4ulgxdM/HWXq61v47UiGUdvYlZjHQF9HKWsqurXL+rhx94Rgvt59ilVHTjfZ5rV1sbz+Rxx///kYZVW1F7iHQjQvPruUeR/sJKekiq/vGMnUcOPPDwtG+lNdq2PFgbTz2MOWbTyhP7cae7OlIUdrc+YO9mZTbHaT+YAulPTCCn46mM4towJY/dB4xoe27XrDzd6SGf09Wb4/1ah/WHcn5pFRWMm8BgE7R2tzPr4lkgUj/Pl2bypZxZUtbmNnfB6O1uaEezu0qa9CXEijg12ortOxP6Wg1baniyq6/KarEBdKTw7k5AJ1nDv6xp1zR+mIDvrxYDollTV8e2frQZzGBvk5cW2kL5/uSCIpt8zo532yPZFNsTn8/edj/N/qGHS69v9hXh+TxcggFxzamWz3miE+BDjb8Nb6uC47QVTV1rE1LoerBnsTGdD2hKwOVuY8PK0Pe5LyWRdt3EfkvU0nsbc0Y+HYQMaEuPLjfWP45LZh2Fia8sDSgxxOLWzx+aVVtRxJK5IEdaJHeGxGX4b4OfHUiiOk5J39t+rzHUm8vymB8aGuFFfWsiwqtYt6KcS5XloVTVVtHcvuHt3m0Y9hng4M9Xdi6d5TbTq/Hc8o4sb/7SY+u7St3T3HphPZ+DvbGD2lqLFrhvpSU6cZfYPhfKgPRt02JhDzdhYYuGlkAMWV+gpXrVm+Pw17KzOmNwraKaW4e0IwdTqN7/c1/3dKp9PYFp/DqGBnTLtpsmghAIYF9sLURLElruUZFdtO5jDmlY18vDXxAvVMiK7VYwM5mqZVA/uBaY1WTQN2XvgeXdy2n8xhoK+T0UOEG3tiZl8sTE34VwvTFhrKKaniw80JTO3nwS2jAvh4SyKPLDtEVW3bh1Um55aRkFPWrjt99cxMTfjLlFCOZxQbHQTpbLsT8ymrrmNqP+PvtDa2YLgfIe52/N/vMVTXtjw96mRWCauPZXLbmEAcrfUBMKUUU/p5sOzu0dhbmrFke1KL29iXnE+dTmN0sAzbFt2fuakJ7ywYglLwwNIDZ/7e/Ho4g+d/i2Z6uAefLxpBZEAvPt2eRF0HgstCdJbqWh17EvO5cpA3/bzaN7LixpEBJOaUsScp3+jnvLX+JDsT8rj10z2cLqpo135BP/p2R3wuk8Pc210lsp+XA/28HFhxoOumPf4ZjLJt9zZGBTsT4m7H13tanl5VUlnD78dOM2eQd5M5vQJdbRkX4sp3e081+3dqzfFMMgormTPIu939FeJCsLcyZ2aEJ5/vSCYuq6TJNuXVtTz941E0DT7YFE9RRdelcxDiQumxgRyDN4CFSqk7lFL9lFJvA97AR13cr4tKcWUNh9OKGNeBJILu9lb8ZUoo62OyW42oA7y9IY6qWh1Pzw7jhav688TMvvxyKINFn+2juI25dtbH6AMvHQmAAMwd7E2gi35UTkdGB7XXxpgsrMxNOjS6xczUhGcu70dyXjlftzJl7b1N8Vibm3L7uKBz1tlbmXPDCD9+P3qa9MLmL+C3n8zF3FS1awSREF3Bz9mG/1w7iKPpxfx7dSw74nN5dNkhhgc4886CIZiaKO4cr8+ns/Z4Zld3VwgOniqgoqaOMR04R18+wAt7KzOWthJAqJeUW8b6mCwuH+BFcUUtt326l8Ly9k1r2pWYS1Wtjslh7b/ZAjBvqA+HUwvbNEJI07ROyQ3UGcEo0N8suWmkP4dTCzmW3nw+u9VHM6ms0bWYB+nGkf5kFFWyOfbcKeGapvH+pniC3WyZ1cZy50J0heev7I+dlRl/XXaoyTyNb60/SWpBBf+cE05xZS1LtsmoHHHx69GBHE3TvgceBp4FDgHjgNmapnU8qYo4Y3dCHnU6jXGhHRtVsWhsIIEuNrz4W3SLyXLjs0v5dm8qN470J9jNDqUU900M4Y35g9iblM91H+1q0zz4DTHZ9PGwa/OUsMbMTE14cEooMadLWBdt3D9wp/LKmfv+DtZ3cBRPfSWMcSFuHa6oM7GPG+NDXXl7w8lmL7yTcsv49XAGt4wKwNnWosk2C8fqAzyf72h6VM7pogqW7jnFtHAPrC2kCpDoOWZGeLJwTCCf7khi8Rf7CHa15X+3DTvz2ZsW7kGAsw3/3Zooc/FFl9uRkIeJotlS3cawtjBl3lBf1hzLNOr8+un2JMxNTPjnleH899ZIknPLWfxFFBXVbR81uyEmGxsLU0YGdywh/pWDvTE1Ufx00PhcP29vOMmIl9ezMz63Q/vurGAU6KeJWZubtnizZfmBNIJcbRni59Rsm2nhHrjZWzYZnNscm8PxjGLuvay3TKsSPYKrnSUvXx3B0fRiPtiUcNa6o2lFLNmWyIIR/iwaG8TlA7z4dHsSeaVVXdRbIS6MHh3IAdA07QNN0wI1TbPUNC1S07StXd2ni832+FyszU0Z4u/Uoe1Ympny7OXhxGeX8tWu5i9QXll9AmtzUx6aEnrW8muG+vLZouHEZZXw5a5ko/ZZVF7D3uT8Do/GqXflIG+CXG15c/3JVkfl6HQajy0/zKHUQu5beoA9HSidGJdVSnphRYemh9VTSvHM5f0oqazhnQ1NJ6B+f1M8FmYm3DE+uNnt+DhZc/kAL77bm9pkRbJXVp+gTtP426x+He6zEBfa32aHMdDXERdbS764feSZ6YWgr2p3x/ggDqUWGpV8UYjzaWd8LgN8HM/6HW2PBSP8qa7TsWJ/y4GQwvJqftifylWDvXG3t2JMb1feumEwB04VcP/SA22qaqhpGptOZDMuxBVLs44F/N3trZgQ6spPB9KNGjVbXl3LZzuSqanTuPvr/cRmNj1lwxidFYwCfcLiKwd588uhjCZHIKfklbE3KZ9rI31bHP1jbmrC/GG+bIrNJqPByFlN03h340l8nKyZO8Snw/0V4kKZGeHF3MHevLvx5JkRazV1Op5ccQRXO0uemhUGwCPT+lBRU8dHWxJa2pwQPV6PD+SI8297fC4jg507fJEF+ooU40NdeXN9XJOR8t2JeayPyeLeib1xsbM8Z/34UDdGBjmz8lCGUXfCN8dlU6fTmNJJgRwzUxMemhJKbGYJa1qZVvHlrmT2JuXzt1lh+PWy5o4vojie0bbS3/Xqp4d1xt0+0Ce3vH64H1/uSmZDTBa1DS68U/PL+elgOgtG+ONmf+4xaOiO8UGUVNWek1BxX3I+vxzK4J4JwR0eCSVEV7A0M+WHe0az4a+X4elodc76ayP9cLI257+SVFF0obKqWg6lFnZoWlW9vp72RAb0ajXp8Td7TlFZo2Px+D+n3c4e4MWLV0Ww8UQ2T/941Oh9nsgsIaOostPObdcM9SWjqJLdSa3fOFm+P42iihreWTAEa3NTFn22t9UqT03pzGBUvZtHBVBRU8dPTeT8WXEgHaXgmqGtB2FuGO6PBnzX4By9KzGPA6cKueey4HYnZRaiqzx/ZQQudhY8asib+cn2JKJPF/PCVRFngtkh7nZcPcSXL3eltOszLURPIX/BRYsyCitIzCnrUH6chpRS/OOKcMqr67jjiyh+O5JxJqGoTqfx8u8xeDlasbiJvCz1rhrsQ2JuGcczilvd34aYbFxsLRjcwvDjtpozyJvebra83UKunJS8Mv69JpaJfd24a0IwXy0eib2VGbd9uvecajjG2HgimwE+jng4nPsPZXs9Mq0PvWwtWPxFFMP/tZ6nVhxha1wO722Mx1Qp7p7Qu9VtDPR1YkSQM5/tSD4TDKrTafzzl+N4O1px78SQTuuvEBeapZlps1MZrS1MuXlUAH/EZLWpGp8QnWlvUj61Oo2xvTvnHH3jCH+ScsvYndh00uOq2jo+35nM+FBXwjzPTqx886gA7rmsNz/sTzN6dEt9padJnRTImRbugb2lGT+2kvS4TqfxybYkhvg7ceUgbz5dOJzCihpu/3wfpVW1bdpnfTCqM0bM1hvg68ggX0e+3JXMsfSis66TVuxPY1yIK16O1q1ux8/Zhsv6uPH9vlNnztHvb4rHzd6S64b5dVp/hbhQHG3MeWXeQOKySnlqxVHe/COOGf09mBlxdhHjh6eGojOMPhPiYiWBHNGi7YZ54x3Nj9NQqIc9/3f1ADKLK3lg6UFG/GsD//jlGB9sjudIWhF/nd63xTwwsyI8MTdV/HKo5Qu1mjodm2OzmRTm3qlzwE1NFA9OCSU2q5Svdqecc+dSp9N4fPkRzEwV/3fNAJRSeDtZ8+XikdTpNG5esofsNtwhyCut4sCpgk69SAT9MPRtT0zio5sjGR/qxq+HM7j10718H5XK/OG+TY5CaMod44JIL6xg9TH9CKXv96USfbqYv83uJ7lxxEXt1jEBmJuY8Gkr1duEOF92xOdiYWbCsMDOSSh/+UAvHKzMWLq36aTHvx0+TU5JVbPTbm8fF4hSsOroaaP2t/FENhE+Dp12k8LK3JTLB3qx+uhpyqubD8j8EZ1FSn45dxpeR4SPI+/fNJQTmSXc/82Bs0aptuZMMKpv556j75wQTEJOGVe8u53+/1jL9De3cOeXUaQXVrSY5LixG0f4k1VcxcYT2Rw8VcCO+DzuHB/U4Xx7QnSVSX3dWTDCj58OpmNhasILV0Wc08bP2Ybrh/vx3d5UUvPLu6CXQpx/EsgRLdp+MhdXOwv6eth36nbnD/dj+5OT+WrxCCb0ceO7fam8ti6OcC8Hrm5lzraTjQWX9XHj18OnW5wHH5VcQHFlLVM7OQACcMVAb4YH9uKfK49z++f7zjpJfGGYUvWPK8LPumMW4m7HZ4tGkFdWza2f7m3xIrOhzbE5aBpMCeuc6WENWZmbMjPCk3cWDGH/36fx8S2RLB4XxENT+hi9jan9PAh0sWHJtkSKymt4de0JRgQ5c8VAqYQhLm7u9lbMHeLND/tTO6XyjRBttSMhj0j/Xp32T7mVuSnXDPVlzbHT5Daa/qxpGv/blkioux0Tmrm5425vxYhAZ343IpCTX1bNwVMFTO7kc9s1Q30pq65rsarckm2J+PayZnr4n/ue1Nedl+ZGsCUuh+d/jTZ6f5sMI2bdO3HELOivMzY/NpH3bhzC3ZcF4+NkzfGMYnycrJke7tn6Bgwmh7nj6WDFN3tO8f6meJyszblpZECn9lWIC+2Zy8MZH+rKy9cMaDYQ/JfJoZiaKN5aL6NyxMVJAjmiWTqdxo74XMaFuHaonGZzTE0U40PdeHfBEPY9PZX/XDuQ924cYtTomSsH+5BZXMne5KaHfwNsiMnCwtSE8aFundltQN/3b+8cxd+vCGdvUj7T3tzC+5viic8u4d9rTjA5zL3JO2aD/Zx4d8EQTmSWsPJQhlH72nAiCw8HSyJ8HFpv3AFW5qbM6O/J368IbzU3TkMmJorF44I4nFbEnV9FUVRRw3Nz+p+X3xkhups7xgdTWaNrdgSDEOdLbmkVMaeLGRvS/mpVTblppD91Oo2Zb23l4y0JZ6Ya7UzI40RmCXeMD2rx7/vlA72Izy4lLqvl6VVb4rLRaZ2X+63esIBe+PWybnZ61cFTBUSlFHD72CDMGuWIWTDCn1tGBfDNnpRzAllNKSir5sCpgk6bGtZYoKstVwz05vEZYXy2aAS7n57C9icntWm0q5mpCfOH+7H1ZA7rY7JZNDYIW0uz89JfIS4UO0szvlo8kjmDvJtt4+Fgxa2jA/jpYBrJMgX6olZdq+Ong2kcTi3s6q5cUBLIEc06kVlCXlk1485DIKQxRxtz5g/zI9jNzqj2U/u5Y2Nhyi8tBEM2nMhmdG+X83bBYmZqwuJxQaz/62VM7OPOq2tjmfnWNsxNTXj56gHNXuhODnMn2M2Wnw62PDUM9H+YtsblMjnMvVsHRuoTv+5NyuemkQGEe5/foJMQ3UUfD3sG+TqyOTa7q7siehBN09gUm230yMym7ErQJ/TtjETHDYV62PPdXaPp62nP/60+wdhXNvLmH3F8sDkeFzsLrhrc8qjZmRGe+ulVR1oelbPxRA4udhYM9HHszO5jYqK4eqgv2+Nzz1S2aWjJtiTsrcyYP7zpHDE3jvRHp8G641mt7mtLXM55CUa1pD3XAjcM90Oh/+d34ZjATu+TEN3VorFB6LQ/i4aIi09cVglz39/BI98f5qr3d3DNBztYeTijTRUUeyoJyV+kdDqNG5fsxkQp7psYwtgQlzaf/HfU58fp5IvEzmBjYca0cA9+P3qa56/sj4XZ2THJhJxSknLLuH1s4Hnvi5ejNR/dEsmGmCzeWh/HPZeFtJhfRinF1YN9eP2PONIKyvHt1XxVp71J+ZRW1Z6XaVWdydrClDvGB/HlrhQenWb8tCwhLgaje7uyZFsi5dW12FgYf1rNLq7k6Z+OYaLA3soceysz7K3M8Otlw7xI307N7SW6l7XHM7nn6wP0drPlvRuH0s+r7cHvnQm52FuadXogBGBEkDPf3DGKQ6mFvL8pnrc36KcmPDK1T6vTuNztrRhumF71SDPng9o6HVtis5ne3xOT8/B7fsNwP77de4qrP9jBo9P6cteEYExNFKn55aw+dpo7JwRj18xNnjBPewJdbFh97DQ3jvRvcT8bTmSfl2BUZ/N2suahKX3wcLDE0aZjZeqF6Em8nawJdrNlR3xus7m9mlNbp+NkdimZRZVkFlfqvxZV4mhjzuUDvBjo69itb7Je7HQ6jc93JvPKmhPYW5rx3o1DyCmp4vOdyTz47UE8HCy5ZVQAC0b4N1kJ+WIggZyL1LroLHYn5mNnacbNn+xhoK8j900MYXq4h9EXTdvicwlxtzM66e2FdtVgb345lMG2kzlnlRevrdPx3MrjmJsqpoZfuADIlH4eRpc5nztEH8j55VAG909qvrLT+pgsLM1MGNsNg2mN3T8phHsu633OUHUhLnZjervw0ZYE9iUXcFkf40cwfrPnFBtOZBHqbkdpVS0llbWUVtWiabAjIZfXrxskn6cullVcyeHUQo6kFXEkrRANfWLcCG9HInwc8He2adeF/Pf7UnGxtaC4spa57+/gn3P6s2CEX5u2tSM+j5HBLuf1d2SwnxP/u3UYJzKLWXc8i0VG3hy5fIAX/1x5nJNZJYQ2kWNvf4o+h92U8zSSxdvJmrUPT+CZn47y7zUn2BCTxevzB/H5zmRMlGpxVIpSipkRXizZlkhheTVONhZNtjvfwajO9tDU0K7ughBdYmxvV1YcSKOmTod5G/5evrQqhs93Jp/5WSlwsbWgqKKG/25NxN/ZhisGejFnkDdhnvYS1LmAThdV8NgPh9kRn8eUMHdemTfwTFqI20YHsjkum892JPPaujiCXO24/CLN2ymBnIuQpml8uCUBf2cb1j48gZ8PpfPh5gTu+Xo/oe52vH3DkFanvlTV1rE3KY8bhrd8N6orjQtxw8nanF8OZZwVQHlpVQzbTubyn3kDjSrP2RX8nG0YHtiLnw6mc9/E3k3+8dc0jQ0xWYwNce0R1Z+UUpiZyklMXHqGBfbC3FSxMyHX6ECOpmn8eCCNMb1d+OaOUWct/2hLIv9ec4KaOh1v3zCkTReeonN8sj2Jj7ckkF2iz5NiaqLo62GPUvpEuTV1+kT7dpZm/G12WJuSx2YWVbIlLof7JoZw25hAHvn+EE//dJQdCbn83zUDcLBqfcREan45p/LLjQ6sdFSYp8M55cZbMivCk+d+Pc7vRzN5qIlAzh/RWZibqk6tiNmYs60FH9w0lJ8PpfOPX44z6+1taBrMGeTd6rXB7AGefLQlgT+is5ot032+g1FCiM4xNsSVr3ancCi1kOGBzkY9p7KmjhUH0pgc5s79k/Qj7d3tLTE3NaGovIa10Zn8ejiDj7cm8sHmBOYM8uadGwZLMOcCyCmpYs672ymvruP/rhmgnzra4H03MVFMDvNgcpgH8dklBLjYdmFvzy+5OrwI7U7M53BqIXdOCMbawpQFI/zZ+NfLePuGweSWVvGftSda3cb+lAIqa3TdclpVPQszE2YP9OKP6KwzeQa+2p3C5zuTuWtCcLPz37uLq4f4Ep9dyvGM4ibXx2eXklpQcUHn3gsh2s7Gwowhfr3O5CwxRlRKAakFFVwz5Oyk6Eop7p3Ym2cv78fvRzO59+sDVNXWdXaXRQuW70/jxd+iCXG3459zwllx7xiOPz+D3x8az6oHx3Ps+Rn89pdxvHLNAELc7Xjl9xMUVdS0Yfup6DSYP8wPN3tLvrx9BE/M7MuaY5nMeWc7heWtV0DbmaCf+txdR2u6O1gxPMCZ34+em8fuRGYxX+5OYXq4J/ZGBK06QinF1UN8WfvwBIb4OVFTp+OO8UGtPm+AjyM+TtasOdZ85auNsdnnPRglhOi40cEumKg/U0YYY82xTEoqa7lzfDCRAb3wcbI+c1OlPq/nV4tHsufpKdw9IZhfD2fwyfak8/UShIGmaTyx/DAllbWsuHcMC0b4txg8C3G3v6hvhl28r+wS9tGWBFzsLLiuQdUkM1MTrhrswy2jA9kSl8OpvPIWtqD/Y2dqohgZbFzkuqtcNcibipo6/ojOYvvJXJ5beZwpYe48OTOsq7vWqssHeGFhatJsZY0VhuVTzkP5dCFE5xrd24Vj6UVG/0P/44E0rM1NmRnRdBnhO8YH8+JV/Vkfk8XdX+2nskaCORfCtpM5PLXiCONCXPl80QgWjQ0iMuDs8t6WZqZE+Dhywwh/XpobQUlVLV/tSjZq+zqdxrKoNEYHu+Dvos+PZmKiz2X3xaIRpOSXG5UIf0d8Hm72loS6G1cgoCvMHuBJbFYp8dmlZ5ZV1tTx0LcHsbcy4/mr+l+wvng7WfPV4pHsfnoK/b1bz2ejn17lybaTuZRUnvuZrqyp49fDGYwIcj7vwSghRMc42pgzwMexTYGcZVGp+DvbMDKo5f+DXO0seWpWGDP6e/DK6hPsT2m+mq7ouK93p7ApNoenZ/drV265i40Eci4y0RnFbInL4faxQU0mJFwwwg8Tpfhmb0qL29l+Mpchfk7d/gJleKAzXo5WfLo9ifu+2U+Imy1vLzCuhHlXc7QxZ3KYOysPp1PbKLP6gVMF/G9bIlcP8em208OEEH8a09sFnaZPUN6aypo6fjtymlkRni1W1btldCD/njeALXE53PFF1CVRgaErxZwu5t6vD9Db3Y4Pbh56ThL9pkT4ODKprxufbE8yqgLVnqR8TuWXM3+47znrxoW6EuHjwPL9aS1uQ9M0dibkMaZ324sYXEizBuhzEvx+9M/qVf9ZE0tsVimvXTcI1wucfNLERLVpn7MHeFJdp2PjiXMr0n26I4mMwkrum9h8jjshRPcxJsSVg6cKKatq/e/0qbxydibkcV2kr1H5r5RS/OfaQXg7WfPA0oPkl7U+qlK0XXx2CS+tiuGyPm7cOtr46cwXMwnkXGQ+3pqArYUpNzczX9/L0Zpp/TxYti+12Tu8ReU1HEkv6rZDthsyMVHMGeTN4bQizE1NWHLb8GYrUXRHc4f4kFtazfYGdwnKqmp55LtDeDhYXtA7lkKI9hvs74SVucmZKS8t+SM6i5LKWq4Zeu4/841dP9yff88byPb4XF5fF9cZXRVNOF1UwaLP9mFnacbni4Yblaem3gOTQygor2HpnlOttl0WlYq9lRmzIppOvHjtUF+OZxQTc7rpKbcAcVml5JZWMbZ39z5HezhYMSyg15lAzpa4HD7dkcTCMYFM6tv9R5oO8euFh4PlWYEo0Odn+GBTAlP7ufeI6yQhhD7hca1OY29y6zdblu9PRSm4dljr5+h6jtbmfHDTUPLKqnn4+0PodFpHuisaqa7V8dB3h7C1NOPV6wZ265sYF5IEci4iqfnl/HZEXy6zpfKSt4wOoKC85pyLk3pLtieiaT1nSs+CEf4M9HXkv7dG4ufcfCnv7mhSmBuO1ub83GAo/Yu/RXOqoJw35w9u0z8TQoiuY2lmyvBAZ6Py5Px4IA0vRytG93Yxatvzh/lx40h/PtqSwKbYc0cHiI4prqxh4Wf7KK2q5bNFw9s8CjIywJlRwc78b1tii/mMiir0592rBns3W8L7ysE+mJsqVrQwKmfbyRwAxoQY9/vTlWYP8OJEZglRyfk89sNh+njY8dSs7j/1GfQ3imb092RLXM5Zo63e+COWypo6np7drwt7J4Roi2GBvbAwM2HHyZZvttTpNH7Yn8aEULc2nwsifBz555xwtsbl8P6m+I50VzTy+h+xHM8o5t/zBuJu3z2rKXcFCeRcRP63LRETBYvHBbfYbkxvF4LdbPlq97nTq2JOF/Ph5gTmDfVloK/Teepp5wpytWXlA+OIDOje+XyaYmlmyuUDvVh7PIuyqlrWHs/ku32p3HNZb0YGd/+LdCHEn0YFu3Ais4Tc0qpm22SXVLL1ZC5zh/i0aQroP64IJ8zTnr8uO0xmUWVndFcYfLApgfjsUj68eWi759w/MCmUrOIqVuxvPr/NysMZVNXqmN9MFSTQV1qaHObOz4fSm5xKV1lTx2c7khno64hvr+5/42LWAH0OqEWf7aOovIa3rh/SbBCrO5oV4UVljY7NsfrgWXRGMd/tS+XW0YEEu3Xf/ERCiLNZmZsyLKAXO1q52bI9PpfTRZUt/p1uyY0j/LlqsDdvro9rUwEE0bxdCXn8d2siC0b4My3co/UnXEIkkHORyCutYllUKnMH++Dp2HKkUinFzSMDOHiqkGPpRWeW1+k0nlpxBEdrc569XO40XSjXDPGhoqaOr3an8NSKI/T3duCRqX26ultCiDYaYxhhszux+Yu3lYcyqNNpXDPEp03btjI35f2bhlJZU8eD3x48J6+WaL9tJ3MYHtiL8aHGlY5vytgQFwb5OfHRloRmj82yfamEedozwKflZLvXRvqRW1rN1ricc9Z9vTuF9MIKnpjRM0a1eDlaExnQi5KqWp6Y2Zdw756VnHJEkDMuthb8fvQ0mqbx0qpoHK3MeWhKaFd3TQjRRmNDXIk5XdzizZZlUan0sjFnanj7ZiUopXj56gF4OFixZFtie7sqGnhu5XECnG34+xXyv2ljEsjpgd5aH8fCz/Zy/9IDPLXiCC/+Fs3jy49QVavj7staHo1Tb16kL1bmJnyz589ROZ/vTOZwWhH/vLI/vWwtzlf3RSORAb3w62XNK6tPUF5dx9s3DDYqyaYQonsZ4OOInaUZO1u4C/fjgXQG+joS6mHf5u33drPj5asHsDc5n7fWn+xIV4VBYXk10aeLGR3csVwnSinun9ibU/nl/Hrk3JLb0RnFHE0v4vrhfq3O7Z/Y1w0XW4tzkh4XVdTw3sZ4xoe69qiS1w9NCeWuCcHcPrb1st/djamJYnp/DzadyGbV0dPsTMjjkWl9Wpy+LoTonupzWjU3UqagrJo/jmcxd4gPlmbtHzloa2nGjP6e7EjIlYqTHZReWEFsVgm3jA7ExqLn5EC9UOS/xR6oulZHXmk1MRnFbDyRzXd7T7HxRDZzB/sQ4m7cPweO1ubMHezDzwczKKqoITW/nNfWxjI5zJ05A5tOwijOD6UUVxvuzj9zeT+jj6EQonsxMzVhZFDzeXJiThcTfbq4zaNxGpo7xIfrh/nx/ub4JkdsiLbZk5SPpmF0vqKWTO3nQV8POz7YlHBOostlUalYmJowd3Drx97c1ISrBvuwISabggbVTz7cnEBRZU2PyTFTb0IfN56e3c+o6i/d0awIL8qq63jsh8OEuNtx40j/ru6SEKIdBvg4Ym9l1mwZ8p8PpVNd1/L0V2NNCnOnskbX4ghd0bpthuucCT3o5sWFJKGtHuiJmWE8MfPsZTqdRlsTeN88KoDv9qWyYn8am+NyMFHw4twIyQTeBe6cEEwfT3suHyBBNCF6stG9XdhwIpuMwgq8nc5OlPjjgTTMTBRXGvHPfEueu7I/h1ILeHLFEbY/OblNuXbE2XYl5GFlbsIgv5anOxnDxERx36QQHvruELd9thcrc1PqdBp1Oo2o5Hym9fcwerTrvEgfPt2RxK9HMrh1dCAZhRV8tiOJuYN96O/d8b4K443u7YKjtTlFFTU8c3k/zE3lHqgQPZGpiWJ0sAs7mqguqWka3+9LZaCvY7tzpTU0MsgZa3NTNp3IZmIPqNLXXW07mYungxUh7pKTrClyNrpImJioNgdgInwcGeznxGvrYtkal8MTM8PwcWpbhnbROeytzLlioLcE0YTo4cb0bnrodmVNHT8fymBSmDvOHZy6am1hyl+mhHK6qJI9SXK3ryN2J+YxLMC5Q8PoG7pioDdT+7mTVVxJWkE52SWVFJZX09/bkXsm9DZ6O/299f9M1FevevOPODQNHp0m+dMuNHNTExaPC+L6YX49omy6EKJ5Y0NcSc2v4FRe+VnLD6UWciKzhOs6YTQO6PPajQ1xYeOJbDRNSpG3R51OY3t8LuNDXeX/o2bIiJxL3C2jAvjrD4cZ6u/EzaMCuro7QgjRo4V52tPLxpydCXnMi/QFID67hL98e5CckqpOm5YxJcwDWwtTVh7KOBM8Em2TV1rFicwSHp/h3WnbNDVRLLlteKdsa95QH15aFcNvRzJYcSCNRWOD8HPu/pWqLkYPSnJjIS4K9XlydiTk4u/ij06n8fWeFP6zJhYHKzOuHNR554OJfd1ZH5NNQk5Ztx5Rkl1SyaYT2fTxsGeIf6+u7s4ZR9IKKaqoYXyf9hciuNhJIOcSd8UgL45lFHHb6EAZni+EEB1kYqIY3duFXQm5aJrGt3tTeeG341ibm7Lk1mGddkff2sKUaeEerD6WyQtXRUiC9HbYnZgP6MvGd0dzh/jwyuoTPPL9IWwtzXhgUkhXd0kIIXq03m62eDhYsj0+l2EBvXjqx6PsTylgfKgrL189AEfrzktkPilMf77fdCK72wVyisprWHP8NCsPZbArMY/6tG5XDPTiyZlh3eKmwbaTuSgF40LkZlVzJJBzibM0M+Wfc/p3dTeEEOKiMbq3K78fzeSWT/ayPT6XsSEuvDF/MB4OVp26n6sG+/DzoQy2xuUwNdyjU7fdUdW1um4fXNqVmIuthSkDfbtnzhlXO0vDHd0sHpnWW6pJCiFEBymlGBviyu9HT7PueCa2Fma8MX8QVw/x6fTpOz5O1vT1sGdTbDZ3TjCuqvD5VlVbxz9/Oc6KA2nU1GkEuNjwwKQQpvf35I/oLD7emsC66CxuHxvEfZN642DVdRX6tp3MYYCPY4eno1/MJJAjhBBCdKIxhgpIuxPz+NusMO4cH3xeKvaMC3Wll405vxzO6DaBnJySKh5ffpjNsTn4OFkT6mFHqLsdoe72RAb2ordb97kruSshj+FBzt06ee29E3tjYaZ6ZOluIYTojqb28+DHA+nMHezN368Ix8XO8rzta1KYO0u2JVJSWYN9FwZFAIora7jryyh2J+Zz6+gAro30ZYCP45kAVoSPIzeM8OPVtbF8tCWBH6JSWXLbsC6ZblVSWcOBU4Xcc1n3CIB1VxLIEUIIITpRsKstL189gAE+jgw4j6M9zE1NmDXAi58OpFNWVYutZdee0jfHZvPXZYcprapl0dhA8suqOZlVyq6EPKpqdSilTwb88NTQLg/oZBdXkpBT1illZs+nyIBeRAZEdnU3hBDiojErwpPdf5uCp2PnjpJtyqS+bny0JYEd8bnMjOi6yrTZxZXc9tleTmaV8tb1g5k7pOnqmV6O1rwxfzALxwSy6PN9vLcxnk8Wti3v29G0Iv6z9gRPzQprd5XFnQl51Ok0xodKfpyWSCBHCCGE6ERKqU5LatyaqwZ5s3TPKdbHZHFVB8uat1dVbR3/Xh3LpzuS6Othx9I7R9HX0/7M+jqdRmp+OT/sT+WzHcmsOpLBNUN9eWhKaLvn4ReUVeNkY97uofC7EvXVvkb37p75cYQQQpwfSqkLEsQBfTDewcqMjSeyuyyQk5BTyq2f7KWwvJpPFw5nghHJgwf6OjF/mB8fb0kgs6iyTe/XR1sS2HYyl33JO/n3vIHtujbZdjIHWwtThnaj5MvdUfcdTyyEEEKIFg0PdMbL0YqVhzK6ZP/ZxZVc/f5OPt2RxMIxgfzywLizgjigr+QU6GrL4zPC2PrEJG4fG8SvhzOY9NpmPt6S0OZ9phWUM+r/NnDXV/uprKlrV793JeRhb2XW7ruFQgghRGvMTE2Y0MeNTbE5RpUhr67V8evhjHaf2xo7klbItR/upLKmju/uGm1UEKfe/GF+6DRYcSDN6OcUllfzR3QWcwd7M8DHkYe+O8RLv0VTW6drU7+3xeUyurdLt8+119Xk3RFCCCF6KBMTxRUDvdgSl0NBWbVRz8kuqaSmjRdVzfliVzKxWSV8ctswnruyP1bmpi22d7Wz5Nkrwtn6xCTGhbry+h9x5JRUtWmf3+9LpbpOx/qYLG75ZA9FFTVt7veuhDxGBjlLtUYhhBDn1aS+7uSUVHE8o7jVtp9sT+Iv3x7k2Z+PGRX4ac3ffz6GtbkpK+4d0+ap3kGutowMcmbZvlR0OuP6svJwBtV1Ou6cEMzSO0excEwgS7Ynceune8k38holJa+MlPxymVZlBAnkCCGEED3YVYN9qNVprD6W2WrbtIJyJr26mfu+OdApF4mbY3OI9O/FlH5tS7bs4WDF368Ip7pWx1e7U4x+Xm2dju/3pTKxjxtv3zCEQ6mFXP/xLrKLK43eRkZhBSn55YzuLSVNhRBCnF+X9XVDKX0Z8pYUV9bw0ZYEnGzMWb4/jaV7T3Vov5lFlRxOK+KmUQEEutq2axvXD/cjJb+cPUn5RrX/ISqNcC8H+ns7Ym5qwnNX9ufVawcSlVLANR/soLq29ZtIW0/mAjA+VM7RrZFAjhBCCNGD9fd2IMjVlpWH01tt+/yv0ZRV1/FHdBa/H2098NOS7OJKjmcUMzGsfXfNervZMbWfO1/vTjF6GPnGE9lkl1SxYIQ/Vw7y5pPbhnMqv5x5H+4kObfMqG3sSjDkxwmW/DhCCCHOL1c7Swb6OrExtuVAzifbkiiqqOHL20cwsa8bz608zsFTBe3e7x8xWQBM70BVy1kRXthbmrEsKrXVticyizmaXsR1w3zPWn7dMD/evn4wyXnlbGrlPQDYFqevehnUzuDTpUQCOUIIIUQPppTiykHe7EnKJ7Oo+ZEp66Oz+CM6i8dn9GWgjyP/WHmMwnLjhjo3ZXNcDgAT+7i3ext3jA8mv6yaHw+0HoQC+HbvKdztLZkcpt/nhD5uLL1zFKVVtcz7aCep+eWtbmNXYh69bMwJa5TLRwghhDgfJvd151BqIXmlTU8lLiir5pPtScyK8GSgrxNvXT8YDwcr7v36ALnNPKc1f0RnEehiQ4h7+6tEWluYcuVgb34/errVacw/RKVhbqqaTG48LdwDVzsLVuxvOd9OTZ2OXQl5TOjj1u5iBpcSCeQIIYQQPdyVg73RNPjtSNNJj8ura/nnyuOEuttx14RgXpk3kMLyGv61Kqbd+9wSm4OHgyX9vNofEBkZ5EyEjwOfbE9sdQ5+emEFm+NyuH64H2amf16+DPZz4od7RlNUXtPqNC1N09iZkMvIIBdMJD+OEEKIC2BSmBuaBr8ebvoc/dGWBMqqa3l0Wh8AnGws+OjmSArKq/nL0oNtThZcUlnDroRcpvf37HBA5Ibh/lTV6lh5qPkbLjV1On4+mM6UMA+cbS3OWW9masI1Q33ZeCK72WAWwKHUQkqqapkg06qMIoEcIYQQoofr7WbHQF9HPtySwP6Uc+eyv7cxnvTCCl6aG4G5qQnh3g7cPSGYH/ansd0wH70taut0bD2Zw2UdvGumlOLO8cEk5JSxOa7lIdffG/IFzB/md866EHd7Joe5s+JAWouJnFPzK8gorJSy40IIIS6YCG9Hhgf24sVVMfzSKCCSXVzJF7uSmTvYh1CPP2+MRPg48q+rB7ArMY9X18a2aX+bY3OoqdOY1oFpVX/2w4F+Xg5838L0qo0nsskrqz5nWlVD84b6UqvT+KWFKpvb4nIwUTBGctgZRQI5QgghxEXgtesGYWdhxg3/3c3SPX8mSYzPLuF/2xKZN9SXkQ3ywjw4JZRAFxue/ukoFdVtK3V64FQhJZW1TOrb/mlV9WYP8MLL0Yol25KabVNbp+P7qFQmhLrh52zTZJvrhvmRV1rN5ticZrdTHyySQI4QQogLxcRE8dmiEQwL6MXD3x/ihwZBkfc3xVNTp/Hw1NBznndtpC83jvTn462JxGeXGL2/P6KzcLG1YKh/rw73XSnF9cN8OZZezPGMoibbLN+fhpu9JZe1UN68r6c9A30dWd7M9KrKmjp+PJjOUP9eONqYd7jflwIJ5AghhBAXgT4e9qx8YByje7vy9E9H+duPR6iqrePZn49hY2HG07PDzmpvZW7KK/MGciq/nDfXx7VpX5tjszEzUYzthOHP5qYmLBwTyM6EvGYvEjfF5pBVXMWNI/2b3c7Evm642lk0m5Sxtk7Hkm1JDPJ1JLQDOQOEEEKItrKzNOPzRSMYF+LK48uP8PXuFNIKylm69xTzh/kS4NJ0ct+HpugDPGuMqEwJ+mlOm2KzmRzmjmknTSGeO8QHCzMTlu079/yaW1rFphPZXDPE56xpz025NtKX6NNNB4Q+2Z5EWkEFjximl4nWSSBHCCGEuEg42pjz2cLh3DexN9/uTWXK61vYnZjPEzP74mJneU77UcEuLBjhz5JtiRxLbzqI0pTNsTkMDeiFg1Xn3DW7YYQ/thamfNLMqJzGSY6bYm5qwryhvmw6kd1kcshfj2RwKr+c+yeFSBJFIYQQF5y1hSn/u3UYU/u58+zPx1j02T4Uir9MPnc0Tj0PByuG+Dux5rhxgZw9ifmUVNYyvb9nZ3UbJxsLZvT35KeD6edUmfz5YDq1Oo1rI5ufVlVvzkBvzE0VK/afPb0ss6iS9zfFM6O/B2NDZFqVsSSQI4QQQlxETE0UT8wM44ObhpJfVs0QPycWDG9+JMtTs8KwNjflmz0tJwqul1VcSfTp4k6ZVlXP0dqc+cP9WHk445zKW+mFFWyOzWb+MD/MW7nbd90w/Rz8nw+efZGo02m8vymBvp72TO3X8ZwBQgghRHtYmZvywU2RzIrw5GR2KTeN8sfbybrF58zs78mx9GLSClqvzLguOhMrcxPGdXJAZMFwP4oraxn9fxu4+6soPtuRRHRGMT9EpTLIz+ms/D7N6WVrwdR+HvxyKP2sfHb/WXOC2jqNZ2aHd2qfL3YSyBFCCCEuQrMHeLH1iUl8dcfIFis0OVqbMzHMnXXRWdS1UjkK9NWqQD+VqTPdPjYInaZx++f7eOm3aFbsT+N4RhFL96SgAdcPPzfJcWMh7vYM8XdiWVQqmvbna1l7PJP47FLunxQi1aqEEEJ0KQszE95dMIR3Fwzhsel9W20/wzC6Zu3xrBbbaZrG+ugsxoe6YW1h2il9rTcmxJUPbxrKlH4eRGcU8/yv0cx+ZxuxWaVcZ8RonHrXRvqSV/ZnPruDpwr48WA6d4wPwt+l6Rx4omlmXd0BIYQQQpwfrk1Mp2rKjP6erDpymgOnChge6Nxi281x2Xg6WBHm2f6y403xc7bhn3P688P+VL7cnUJ17Z936yb0aT7JcWPXRfrx9E9HOZJWxCA/JzRN471N8QS62HD5AK9O7bMQQgjRHmamJswZ5G1U20BXW8I87Vl7PJPF44KabXc8o5iMokoePk95ZmYN8GKW4TyaXljBnsQ8kvPKmTfU+EDOhD76fHbL96cyJcyd53+Nxt3ekvsmhZyXPl/MJJAjhBBCXOIm9XXDwtSEtccyWwzk1Nbp2HYyl9kRXuclz8xtYwK5bUwgtXU6kvPKiDldwsnsUq4YaHwA5opBXrzw23GWGYZ7b47N4XhGMf+5dmCnJX4UQgghLqTp/T15d+NJckurmr1Jsy46CxMFU1rIJ9dZfJysuaYNAZx65qYmXD3Eh892JPPpjiQOpRby+nWDsLOUsERbydQqIYQQ4hJnb2XOmBAX1hzPPGtKUmNnyo6Hde60qsbMTE0IcbdnziBvHp3Whz5GzL2v52BlzqwIL1YezqCypo53N57E28mKq4f4nMceCyGEEOfPzP6eaBqsj25+etW645kMC3BusrhBdzIvUp/P7qVVMQzyc5LzcztJIEcIIYQQzOzvSVpBBdGni5ttc6bseDevKnHdMF9KKmt5buVxDpwq5N7LereaKFkIIYTorvp52ePvbNNs9arU/HJOZJYwLbz7J/QP83QgwscBgH9cES6569pJrmqEEEIIwdRwD0xUy8kUN8XmEBnQC/tOKjt+vowKcsG3lzXf7UvFzd6S64a1nihZCCGE6K6UUszo78HO+DyKK2vOWb/mmD7A0xMCOQDPzenPy1cPIDKgV1d3pceSQI4QQgghcLWzZFiAM+uauduXVVxJzOliJl2AufcdZWKiuC5SH7y5a3wwVuadW71DCCGEuNBmRnhSXadj04nss5YfSy/ijT/iGBHoTKCrbRf1rm2GBTpz40j/ru5GjyaBHCGEEEIAML2/BycyS0jOLTtn3VvrT2KiYGq/nnG377YxATw0JZSbRwV0dVeEEEKIDhvi1ws3e0vWNrjhcrqogsVf7KOXjTnv3TikC3snLjQJ5AghhBAC0JchB866SATYGpfDt3tPcef4YELc7bqia23mZGPBI9P6YG0ho3GEEEL0fCYmiunhHmyOzaGypo6yqloWfx5FWVUdny4ajruDVVd3UVxAEsgRQgghBAB+zjb093Y4K5BTVFHDkyuOEOpuxyPT+nRh74QQQohL24z+npRX17E5NoeHvjvIicxi3r1xCGGeDl3dNXGBSSBHCCGEEGfM6O/JgVOFZBdXAvDib9Fkl1Tx2nWDJNeMEEII0YVGBbvgYGXGkyuOsD4mm+ev7M+kvt0/d53ofBLIEUIIIcQZ9dOr1kVnsSEmi+X707j3st4M8nPq2o4JIYQQlzgLMxOm9POgqKKGRWMDuWV0YFd3SXQRs67ugBBCCCG6jz4edgS52rLiQBrpBRWEedrz4JTQru6WEEIIIYBHpvYh3MuB28cFdXVXRBeSETlCCCGEOEMpxfT+Hhw8VUh+WTWvzx+EhZlcLgghhBDdgb+LDXdOCMbURHV1V0QXkiszIYQQQpzl8gFeAPxlcij9vR27uDdCCCGEEKIhmVolhBBCiLMM9HVi3SMTCHHrGaXGhRBCCCEuJZ06Ikcp5ayUelcpdUIpVaGUSlVKfaiUcmnUrpdS6iulVJHh8ZVSyqlRG3+l1K9KqTKlVK5S6h2llEWjNgOUUlsM+0pXSv1DKSVjzIQQQogO6uNhj4kM2xZCCCGE6HY6e0SON+ADPAFEG77/APgWmN6g3VLAH5gFaMAS4CtgDoBSyhRYBeQB4wEX4AtAAX8xtHEA/gC2AsOBvsDnQBnweie/LiGEEEIIIYQQQogu16mBHE3TjgHXNFgUr5R6HPhNKeWgaVqxUqofMBMYp2naTgCl1N3ANqVUX03TYtEHffoDAZqmpRraPAEsUUo9o2laMXATYAPcpmlaBXDMsO1HlVJvaJqmdeZrE0IIIYQQQgghhOhqFyLZsQNQBZQbfh4NlAI7G7TZgX4kzZgGbWLqgzgGawFLILJBm22GIE7DNt5AYCf2XwghhBBCCCGEEKJbOK+BHEPemxeB/2maVmtY7AnkNBwxY/g+27Cuvk1Wo83lAnWttMlqsK5xX+5SSkUppaJycnLa94KEEEIIIYQQQgghupBRU6uUUi8Bz7TSbJKmaZsbPMcW+BVIR58zp6Gmpj2pRsubmxrVUhvVzHI0Tfsv8F9D33KUUinNbL+ncEUf3BIXNznOlwY5zpcOOdaXBjnOlwY5zpcGOc6XBjnOl4aedpwDmlthbI6ct4CvW2lzqv4bpZQd8Lvhxys0Tats0C4TcFdKqfpROYZKU278OaImExjbaPuugGmjNo1H3rgbvjYeqXMWTdPcWnkt3Z5SKkrTtGFd3Q9xfslxvjTIcb50yLG+NMhxvjTIcb40yHG+NMhxvjRcTMfZqECOpmm5GBm5UkrZA6vRj46ZqWlaaaMmuwA79Dlu6vPkjAZsG/y8C3hWKeWraVqaYdk09Ll29jdo82+llFWDQNE0IANINqavQgghhBBCCCGEED1Jp+bIMQRx1gG9gIWArVLK0/CwANA0LQZYA3yslBqllBoNfAz8ZqhYhWEbx4EvlVJDlFJTgVfR59opNrRZij6B8udKqQil1DXAU4BUrBJCCCGEEEIIIcRFqbOTHUcCo4BwIA443eAxpkG7m4DD6AM2aw3f31K/UtO0OuBy9IGaHcD3wI/AYw3aFKEfgeMNRAHvA68Db3Tya+qu/tvVHRAXhBznS4Mc50uHHOtLgxznS4Mc50uDHOdLgxznS8NFc5yVDF4RQgghhBBCCCGE6BnOa/lxIYQQQgghhBBCCNF5JJAjhBBCCCGEEEII0UNIIKebUEpNUEqtVEqlK6U0pdTCRuuVUuo5pVSGUqpCKbVZKdW/URtLpdS7SqlcpVSZYXu+F/SFiBa1dJyVUuZKqX8rpY4Yjt9ppdRSpZR/o21sNjy34eO7C/5iRIuM+Ex/3sRx3N2ojXymuzkjjnPjY1z/eL9BG/lMd2NKqb8ppfYppYqVUjlKqV+VUhGN2sg5+iLQ2rGW8/TFwcjPtJyjezgjj7Oco3s4pdT9hr/JxYbHLqXU5Q3WX7TnZwnkdB92wDHgIaCiifVPAH8F/gIMB7KBP5S+Uli9t4B5wAJgPOAA/KaUMj1/3RZt1NJxtgGGAv8yfL0K8APWKKXMGrX9DPBq8Lj7PPZZtE9rn2mA9Zx9HGc3Wv8W8pnu7lo7zl6NHnMMy5c1aief6e5rIvAB+qINk4FaYL1SyrlBGzlHXxwm0vKxlvP0xWEirX+mQc7RPd1EWj/Oco7u+dKAJ9H/TR4GbAR+VkoNNKy/eM/PmqbJo5s9gFJgYYOfFfrKX880WGYNlAB3G352BKqBmxq08QN0wIyufk3yaP04N9MmHNCAAQ2WbQbe6+r+y6Njxxr4HPithefIZ7qHPYz8TP8PiG20TD7TPeiBPnhXB8wx/Czn6Iv00fhYN9NGztM9/NHUcZZz9MX3MPLzLOfoi+AB5KMPtl3U52cZkdMzBAGe6Mu1A6BpWgWwlT/LukcC5o3apAIxnF36XfQsDoavBY2W32AY/ndcKfVao6iy6DnGKaWylVJxSv1/e+cdrldR7f/PNygJiBAwSrBAKIGgCApc/YmIwQtIuxQLogIG8FoQFbFFVIhKsVNEBEENghIBgUsokXpARaqF3AsBBA6IkARCTUiCyPr9sdbOmTNnv+3knCTnMJ/n2c/77tmzZ2ZPL2vW6HRJr0qelTI9zJC0GrAv3lHMKWV66PByXKK5qpdLGz18ydO6jtJOD30apXNpo4cXTctzaaOHPpJWkrQvPml3A8O8fc7FQAsrJmPjd05mPgd4TWLn38BjNXbGUhhySFoZ+AEw3cweSh79GngAeBh4A3AcsAWw4zIPZGFpmAFcANwPjAOOBq6RtJWZLaaU6eHIh4CRwJmZeSnTQ4sTgb8Cf4r70kYPX/K07kVpp4cNdelc2ujhR9PyTGmjhyyS3oin6yhcOnpvM5spqZqIGZbtc5nIGVpYdq8as5x27BRWMGKv/dnAaGCP9JmZ/TS5nSnpPuAmSVua2Z+XXSgLS4OZpYryZkq6De8o7IZ3HhtRyvTQ5b+Bi8zs0dSwlOmhg6QfAtsC25rZv7PHpY0eRrRI69JODxMapXNpo4cXrcpzUNrooctdwJvw+vi9wJmSJibPh2X7XLZWDQ1mx28+K/gqemYYZwMrAWOa2CkMAaJzeA6wOfCfZjavxSu34jPJ4wc7bIXBw8wexhW2VelYyvQwQtKbcCV8dSLbOaVMr4BIOh5XhPguM7sveVTa6GFGk7Sunpd2ehjQKp1TShs9dGknnUsbPbQxs+fM7O9mdquZfQWXvPocw7x9LhM5Q4P78Uy2RIRP0ihcq/YNYXQb8K/MzmuBTRM7QxZJE+O4v32XkX+HSfq7pOcldYdZl6SuQfb3pcBv8M7h9mY2u8UrAG/EK6BHBjNsS0sc/WeSVmgxxUFkcrP8I2kMLuZZpeOwLtNDFUndkmb049WPAd34KSitWOHK9LKo/1ZkJJ2Ii92/y8xmZY9X6DZafoxy92D6sSIRZXRqcl/1HyZm9naUdFscR2uSxoX5BcChwJrAnZV58t5ybaclTUrD24/3TdKUNu32O+/UvZunzbKiLs5alOk6N0obPQTpIJ2HdBtd6MMIfJvcCt0+Ly1la9UKQijY2ihuRwDrxuzw42b2oKQTgK9KmoVnrKPD7nUAZvaUpJ8B35P0ObyxuQu4nfYqpSoc+wFjzOyEpf6o5v6MwwtXO2w/iEHpg6R3AscD5wHfAp4aQLfTdF4J+IikufjxxQ+Hn/+BH3+YTno8ZWYLJX0fF+sdE9fluCKvvwB/zPx6OXAs8H5cI/vfgCPN7AoyJG2E7/OfiIsSXgscbmb3DsyXvziQtC2wA36M4fP0LtMjgdUkrYtr058C/BbvCIzD91zPBS6EPmV6LjAP+CEdlukXM5J2B7Y2symD6EfTujvsrAp8GPiuxXEIyfsbxrPL8P3Zr8fLYp8y/WJF0qHAfDObupz8/zGwP7AX8ERSL883s/lmZlkbfTfwNXyf/q/hxVueJW0GvA+Yambdyzk4S5C0Bn688P34kbSLgEclnQ7sDdwDnAosdutazczmhyROq3Z6SJXpFTWNOiXq4i8AXWbW1cJu0zIdbk2htNFDmlbpnNgrbfQQRtK3gUuBf+AKrT+Ej2d2G/bt8/I+NqtcfuEZzmquqfFceKPyCD5rWD3/SeLGKOBH+BFqLwDTgdd1GI4ZQPcy+N6XAftl1534ZEZuvnYSP/sug7BNCb9GZ+YrAysPVjrjHYW6Z0YcaRz/n4vL8EmmE4G1Mn8EXA0sBI7Bj+C7AZ9ceFdmd2zkqweBw+N6MNJi7UGI17GDnYbL6wImxzeOa5HWqwC/wzuFz+H77qfm5TUp0/OAZ/tTpl/MFz4QswF2sxuYkdw3TOfEzoFR9l5d497r8An5efig8e91ZXp5X/jxq13Lye9Zy8vv8L9RvTwlsZO20YsiTTfL3Fku5Rk/jWPkcoq7fSOuJi5DP7uz8jci4n5EYlaV2706SWvaa6cHtUzji0CjAPXz/VHAS9pJo6XJO3ib1p2ZjQReOkjpPjYvl43irI10Lm30MLjaqbvD3pBvo1/MV5TNByJ95uKTL+9Onq+w7fPSXlWFVhhCSJoE/ALf//d6YCPzY9Kq5zOACWY2rh9u9/vdpSXE9sea2YSaZxNxKZEPWm8FdIMRjlOAT5qZ+vHuSsBKZvZcG3b3xffYb28tVo+Sd9Y3s/vjvwGnmdknauztjSvjO8DMzgqzkfjs8kIze1Ni90TgE8DrLSRwJI0H/g84xcwOaydsbYR9CnAUsI61J4o+aEha1cyeHQR3J+OrduvbEF7Z7BRJq5gf57hCIelU4OP9KctN3OwGZpnZzgPl5lCg2lZlZhOXg9+zgNnLw+9lSSftx1ChP+3cAPjZjU/8TWpiZx98e1SvcDUyH84MVhrFFqqJy6o/GdIWjwDfsEGUwiwUCoUVhaIjZ2hzXPwe0cqipBGSvizpbkmLJf1T0o9CvLiy0wW8G1gv9hJbTBZUzyXpUEm3S1okaZ6kX8U+wtSvVSVNiP3EA40kHR77rBdJ+pOkN9dYGi9pmqRH43tnSjqwDccN+GT1X8lecmU6IiSNi+eTJR0i6R58NnibeL6PpFskPS3pqQjDkfFsEt5xArg28WtSs/BVkzht8AF8+86vk3cXAz8FtpC0SWJ3H+ByS7ZRmdk9+GrUB9rxTNIekm6S9KykJyRdKKnPhFywVuSbJ8PuGZJWz9zbUtJlkX4LJd0n6ZeSXpbYaTc/dkmaJWlzSddIWgCcIunkCO9qNd/T65mkd0g6V9IDkZ8elnSapNHJO1PoKZP3J2k6MQlHV+bPKpK+Hfl5saT7JR0tn3RL7XVLmiHpLZL+EHHyD0mH1YT9kMhrCyQ9LtcB0Weyr+a9L0j6o6THIj5nSjq4xl4Vlu0l3ShpEfDleLaypK9Luiu+Z7akU9N4auL/lIiv8fHOPEnzJZ0n6RU19g9O0n5u5I9XJ8+n4pJoaVluqldC0tqRH/+RpPMl8mMtc7vtpMVakn4i6ZFw7055/aXEzgWS7sjeOyvCelAWNqvSUj16Pz6oNurEdvFipS9FXl8Y7m1TY69WT4d66sVJmXl/6+RuYBPgnUkadifPW8ZxE7c3l+vxuDfi7lFJ50h6XYNv3V5eNzwWefN8Setkdqv6ZgtJ18vrkX9I+nKDeGrUfmwm6WJ5PflspMMuyfubRvqck7m7ecTDLxKzqeqrq8Tk5WyvSIuFkm6WtGU83z++o8pTE2r8aRp3aqOdk7S1vIw9mYRh9xZJV727sqTvyOuZBZKuysMZ9qqyMjHuu/DJmjRcXY3Mq3dUoyNKUW9lZv8Zaf9E5JO75AtEedj7W1f2KXtJvhsvr58XSJoj6ThJI7L3037NJJqkUYO8MynienaE/W55/7LlmEJ99Rd1qXf9bDVhWEvS9+X1/TMRp9dKenvizjh69JUclbgxtVGchXnLvos6bJsKhUJhWVF05AxtHsTFyQ6SdGwqlVPDKfig5mJcJHAz4BDgrZLebmb/wrfgrAm8Gtf0nfMT4KPAWeHeWHxv+TaS3mxmT4a9t+DSM9/ARdkGks/jor4/it8vAhdJ2ii+AUmb4vtWH8P3OD6J65X5uaQ1rLn+n/1xEct3xX9wKZZm7Aeshk+SPAM8ImkHYBpwDfAVXLv9JsB28c71wI+BT+F6bO4M84FSqrUlcJv1PWLxpuT5XfKB71jg5ho3bgJ2l7SOmTVU6Cbpg8CvcB08X8P18XwauEHSVjWTT9OAfwJfxY8K/CiwLrBTuPdK4Eo8/b4LPIGLtu6Bx/OCcKfd/Ah+HOEVuJTSNDxPPIzH/54R/up7VsL1BVxqPXuo9wHWAs7AlaZtEX5vBlSdyQuACfjk1+ci/NCTtnm8Kd7ZGfglHt/bRry8AdfTkLI+Luo5NcL7AeB4SXdY6D2ST7z8GN/XfzJeRt4Q7p5aF46Ez+E6l87FRY/3Bs6QtJL1PnoTXCfMbyM+fg48GN9zIV52zgBmAhviSkO3krRNVUZbcA7eIf86fiLEp/HtpB+qLKhH8ul6vA5YN/x5R5L2p+H5Ji3LAL2OFc04H1dieDKuO+OVeJndJL6nop20GImX/83wvDoLr4d+EOGq6tjrgb0lvdJ6jjzdDt8eux0evwDvjN/fZ2FuWSd2yJF4vX0V8D08DS7By2GzNqYhS1knH4aX76fwNgp8b3sncdyIHfEyezZ+Gs1GuHTif0h6Y42U2Yl4/fNNYD08b24S9VwqRbMGPhF+IV6e9gS+HWXp2MzNuvZjYzy+FuP62ubj7dIlkt5nZhea2Z2SjgB+KOlCMztX0sp4XTIn4q0Vb8Pj6xR8W8Fk4LJwd3KEaRTehk3D6+tO4q5pOyfXR/c7vGwdHd/7AeDi+M5mRzyDl/FJeLm9Ftdbc2WEuRnH4Hrp0nBVJ5M0Mm8LSa/HdTXMxMvRs8AGeDxXdgaqrsxZAy+3lwAX4W3LZLwuy+vwiv70RQ7FdTDOwL9vR+Db4X/LhcWMY/A4SNkf7w/MjfsN8Db5fHxby2i8/b1a0tZm9r94vX4oXndfSM/x4A31/PWj79KybSoUCoVlyvLe21Wuzi+842LA/8MHMIvprSunl54bvJNrwFmZO58N8482ejcx34ZkD3hivjnekH09MZtIg33KLb6rC9+yUPescvMeYFRivleY75aYXQHcAayaufEb4GngZS3CUatXg0xHBD175efj24VSu8fjA4+VmvizVLoD4t1TGzybD5xZY75BvPf5uN867g+ssXtQPNuqSRheindsZqXxCrwZn7w6OzGbEu5dTrK3Hx8UGbBT3O8Z91s38beT/NgVdj+T2RW+p3Z6Zr5D2H9vYrZqTRj2C3tvT8yW6MhpI//sHna/VZN3DNghMeuuMRuJDzLOS8wuBP63n/mp7huvBO7JzKqw7JGZfwiffNg+M9817O/fwv8qf5ydmZ+ADzLXiPsx+B7na+mt56HKN0cnZm3ryME78QZ8oYW9dtPi0LB3cJbnLoh4Gh9mW6b5Da/TDa+v7k3ePRmfCKm2RE+kzTqxgzwwBm9PrqS3PpGPhZtp/p1Ul9fpqRcnJWZLWyfX6shpN447zPPbhpsfrvnW20n0hdBTR34sMesKs68kZiMivz6b5OMqnuraj/PxemxCYrY6Xl89UKVNfOu1kS/G4gPxF+irB20qfXWVGK77Y8PE7IAwfxx4RWL+JbK2oIO4q23nIuyz8Im4EVlc/Ykk7zdIuzeGuz/LzI+lr46qiXkYmoSrkXlXgzw4haSOoadfNaZJ2Je2rqzy47gsfEbSnwvzvwK31KT9lFbf3CTv1KX9GZGXR7Z4tztNmxp3tsPz/s8Ss5FkfSl8YWUucHpi1kxHTq84o399l6ZtU7nKVa5yLeurbK0a4pifijIVl8p5XQNrlZjy9zLzU/FO9G60Zh+8kb5M0pjqwqUa7sFXlqowdZmZbHD2KP/CzBYl99fF7wYAktbEB+LnAqtmYb0c12a+9QCH6SLrK7HyNK7QeacB9qtdVsEHZDmLkufpbzt269gK7zydYmaVpAxm9hd8ZXDXWH1MOdnMLLk/KX53jd+n43d3+TGvdbSdH4PnyVYkIwznAjuptzj7B/CV8UsTu8/Ckm0nq4df1WkFWzUIYyuqiZwfZObfjd+8XN5jZku055tvlbuRyPvB08BrJb2l08Ak3/jSEGUfgw+yNlKyBTN4yMwuzsz2wU8DmJmlyc14WuVp0ohTsvvrcEWV68b9DnjH/ngzez4J///gq8Tt1Gd1LMIHEBMlrdXCbjtpsTs+wJ6a2DO8HhY9+f1veLpV0nrb4fnvJGADSa9JzP+QlR1oUSd2yI64UveTzOyF1A9ciqZjBrlObjeOa7FET5ak1WKbxCz8W+vK9WmR1hW/DLu5Py/gUg6VP9X9KtDnFMZe7UdIBO6MTzDPStx4Gm+z18UnMapvPRBPs+n4hMvJZnZNs+9OuNZ6n0xYSWxebGbzasw3TMLTadzlbIFLup2Nb7et8sRaeL7YQNJ6Td6v+jUnZObHt+H3YFK1X3uq8VajgaorcxbhZTXlOvpXFzQkaStWkrRmhL0L7/Ns0uzdZkQf9jz8NKBDEv8WW0gXSxoVeW0EHl/9bX/703dp1TYVCoXCMqVM5AwPKnHzRiKt4/AB412pYXRI74vnrdgYF/+eg4uwptemwKs6DHN/eSC9MbMn4m818BqPd+CPom84qw7OQIe1TnT3J/iEwmVyfURnStqzpmMwWCzEB7s5o5Ln6W87dusYF7+zap7dgW/VWz0zvye9MbPH8G0bVae9C19RPwqYJ2m6pI+pty6bTvPjw9lgt2IaPgh6D/gkRvz/n9S+pNdJmoZLWT0V/twXj0fXuNsO43AFrk+mhjGoe5K+5fIB+vIEPXkf4Dv4QOAmue6KUyW1NSiI/Hkrnt7z8G+stoHkEzn30ZeN8U58nh6P4mnVbrnLvzMv4+Pity7P3Ul79Vkfoj6cjA+i58j13xwhPy6+VRircKZpMQ6f8Mm3N96RPCee30DPRM474v5mXILjHTEZshm+DaJpWGrqxE6oymDeVvwL357RHwazTh5HG3HciBiEniZpHj559liEazT15Tqvu57H4yWfcJgTEy8pd8dvbjdvP16JD4gb1amQfJe5UvUj8MmwbkJfVZs8mN0/Fb/5FrrKfM3KoB9xl7Nx/P6MvvniG/GsWb5YD+/X3J0amm9PfKL2jWXDNLz8ngHMletW+3C2KDFQdWXOQzVlIa+XlhpJ20q6Hq+fHsfDfVY8Ht1PN0fRsx3qPemEqVzH42RJ9+HtU5XXduuvf/Sv79KqbSoUCoVlStGRMwwwswflCt0OkpTvv2+F8M5QK0bgg7t9Gzxf0MB8oMk7KRXVBEk1OXk8cFkDuzMbmPeXPhMdZjZb0hb4CvfOcR0AXC5pt5pV9YHmEWCdGvNKGezDiT3atNspjSat6r59id2Im/eGVMnueByeBhwh6a1mNofO82PtZJSZ3Sbp7nDn57gE1Vp4Z9wD5quqV+ADrOPwyYIFEYYZDM6EeF3ctcr7mNkdckXWu+CKy3cHPi6p9nSzJQ640sgLgT/gurQewbdd7IrrGcm/sS4+R+Ad4M828OaxBuY5Lb+zCUs1UWpmP5R0Ib5Na0dcF8IRkvY0s6sHKIx1/B74Vkg+bYdvg/2XpBvj/tlwu24iZyDDUr3TtIw2sQO+Qp2yPOrkdpmGx+/3cSmAZ/DvmkZ9uW4nXjqxB80nytt1493x+ypgbXxCpx0a5Z128lSncZdT2ZkM3NbAzl0NzPOwdPKsv1gDd3vldzNbKOkduE6rqh4+G/i8XB/hQgaursxplG4DhqQNiC23uB6mB3GJ3i3xhYT+toen4TqYdjCzh7JnX8YXFc7EddnMw7/1KyRSYgNIo/wz0PV+oVAoLBVlImf4cAy+B7hOKqcbb2g2IVHcG4oR18e3T1Q06pzfiw9sbjKzZ5Y+uINGJSnwfLr1YXlgrvzyUuDSkMQ5Du+QbINvyxnMyZzbgB3kyjXTzsdb4/fPEcZ/SpqDK6jOeSsuMdJQ0TE9A4YJ+GRHygR8xSpfmd6YZGU7xLJH01ey4GZcKuFI+Wktl+EKDo9hYPPjb/DB+ivxCZ3Hs2/ZPL5lkpmdmYR7fI1bnaRpN7GtK5XKkR+hugbtD8Z6B8DFxM8Hzpf0Erzz+3FJ3zKzfzZ47f24WP5OmSRSvg2kGffi4urXZNtyBpru+J1AthofZt3JfcdlzFzB5QnACSHq/xd8sHl1s/cahHPLmjK4afK84np8ALQ3/g3XJ+bvwydy5uP6LgaTKkwT6F1GX4qvYP8tsVutRo/O3BiX3Q9EndwoHbtpP457Edspd8L1aXwjMR9FInmSsTE+iK3svgT/3usye2MlrZ5J5VT1RZ00V8qj+ERx3al/lVl3EoaD8Qnbo/CJgV9IetdgLhZ0GHfN+hQAz/QzX3Tj/ZqNSSYCox4f3Q/3WvEE9VuUxuUGUf9dG9eXJH0S35bzHly57rKqK9ulk7yyBy6t+19mtiQvS1q/v55L+iy+0HWYmeVlCXy7c5dlx8lL+kZmr9P2FzrruxQKhcIKRdlaNUxIdeXgp3WkVLo+Ds/MP46Ljl6amC2gvhNUrbJNyR+E3pAxyf1gHj/eFDObi09MfUw1OoOikzfoKDuSMjrVf4nbqqO7ILsfSM4DXgF8MAnTSFxp6Uwzuyuzu4ukDRO74/GVxPNa+HMbforTJyUt0aWTSCNdVjOgODTbYvaZ+L083l2zZgvan+O3iqu282MbnIOvqu6HS2JcYL1PDKkGiHmYvlDjVidpekm4mZ+s88X4vZQOqcl3z9MzedssTP/GO8FL2oTYznNQwzf6Mg2XBji0JlwvCfcGgqvwFeDPyvWJVH78Fz5ZnddntON31Fu99EGZnwQ4l/6V0UtwKa4DEj+E5xujt3TKzfhE2uT4vSXMf4+fOrYHcEOqE2iQuBKXxPqMeuv3OJC+7cLf4zef7PtUejNAdfIC6tOgkzjOqQbQebmuk0Cr+HjUoxUH4PFyeWZvBEk8RFwegqdtV5MwVVvtZuA6wqrtR0h6Od5mP0hMXMS2vx8CM8zsm+HnRBpLegwUncRdozrxNnyy8Avqq4OrnXxRlfPDasIwGPwd2FTS2pWBXH/VXqmlvA4O6tqvZVFXtksn7Vaf9jDKRJ9vaQdJE3GprrPN7MQmfvbKa5K2wU9dS+nkO/rTd2mJpHWi/9tIv1+hUCgMGEUiZ3hRSeW8nmTVz8xmSjoN74SugXfWN8M7hbfgK/YVt+LbWk7EFRy+YGbTzOz3kk4CDo+G7nJ8lXh9fBX5Z/jxkzC4x4+3wydxiZfbJZ2OdxbH4KK/76bvvufB4IyYTLga1zfwGryj8wg9q7d/xjvEX4kVzoW4hElDXRSS9qe3joUtJX0t/p+VrJBdEP6cLmkC3vn/CC6GvHPm7LG4RMY1kk4Is8/hkinHNfvI2P5xOL7K+EdJZ9FzhOdT+NaUnNfguoMuwRVe/jdwtZn9Lp5/BPhUbHG5F1cQeiDemTs//O0kPzbF/Bjf2/H8+nKSbVXBLDwP/UDSayNedgFeW+PcrfF7rKRz8EHxNTGYzbkUH7AdGQOyW3BprQ/jOnr6s0p9haS5+Bap2fiRwJ/GB353NHlvOj7Re2Wk4Vp4uszGFUK2w6/wFecT5ccKX4cPpjfCpUo+T9+47Rgze0zSFDxvXiXpAnzy+tP4Kuv3E+tVepws6XJc6fX0VLllwsZ4GTgP+D98smhXXLrjizX2W3EGLkH2U0lvwqWHdo3rRDNbIvFiZs9JuhnfqnJdoh/iTxHm8bhi3X4haRyuy+XMfFU7JeL2O3i5/Z2ki8Lvj5DpRYptfH8AjpErh56DTzjV6YtY2jr5Vnwi6Cg8Hueb2XQ6iOOab31aUhcuMbEy3mZui2+JmdfoPeDaKNvj8Dx3B4my5WA2PtG4Ln6c9V74hNeRuU6sBnwVH0z+XtKP6Tl+fF3g/Wb2QkxY/QKvFw+Ob5om6T14/XN5NmE/YHQYdw3bOUkH4ceP3yHp5+HOOvgAfT18ErNRGG6PuuogSavTc/z4jvR/a1IzzsDrsCsiD4/G8/XdeD6u+HpMTlyK10dr4seyL8DrWVhGdWUHdNIX+R3erl0S/cqR+HHh/ZUsOheva6+XtF/27AYzuw+4GJgi6Zf45PZ4fFHqDlynEABmNl/SXcC+8i3T84D7zeymzN3+9l3a4Ti8vlyffkrVFgqFQtvYCnB0Vrk6u0iOH695dmo8687MR+Dbeu7BG+GH8eNs18jsvQwfMMzDG2bLnh+An86yAN8Tf2e4s0liZyINjoBs8V1dtD5+fN+aZ338wju8ZwD/TL73KpJjYpuEo9PjxyfX2H0vPkifjXdSKomp9TN7B0eaPE92ZG+TOLIG18TM7uqRNnPwjtnNwM4N3N0Y72Q+Hdd0Whzdm72/Z7i/EFfUexHJ0blhZ0qE8w3Ar/HO0pO4bpo1EntvxjtX3fgK9ly887hdjb/t5MeG+SqxUx0bPpuaI+NxSY8ZEebHI/xrN8h7X430rqRcJtblnzBbBdcr8GDk027gaJIjXMNeN77qnodrKklZxzu3Xfj2jMX44P0k4FVtpOEBEX+L8NXnw/HBo9H7mNvasMSzlfAV8r8meeFv8Y2vaeF/lT/GNij7ef7+KD5BtRgfuP0y9yPCc2Kk6wv5t2R2XwH8CB8cPIOXg1uBg/qTFombp4b/z+E6Pz5PHCGe2f1WhO+bmfmfwny7BvHSsk7EJ+4NOK6NfCC8PPwj0vBGfIKxi775dz16JlEfw09megM1dRlLVyePxQdzT5G1b53EcY276+ADyXmR3pfgg+lueh9fPSn83T6+8TF8cuUC4NWZm1345O8W+Na4hcBDuD4PJfbG0aD9SNJsenzzwsgHuybPPx3vfzh77xX4gsGNRF3WIG8acGpNPNfVaW8K8090Gndht2E7F/nlN3g9vzjy3XTgfW2k38r4CWVz8TbgKnq2V6bpN5GsDqHD48fjWXXa1HN4XflB+h4/vn3ki4fiex4GfgtsUVM3HUb/6spJ9K2Xu6hp5/Lw1dUPzdKoQd7ZBZcwXhjpdQw+gZbHcd27edo06s+kYVg54uWh8PMWfEGqzv234YuQi8KNqY3iLMw76bu0bJsiTA3bmXKVq1zlGshLZkahUCgUCoXhiaRD8GPtNzRXFl7oAEmTcOmXt5nZjS3sduEDvjodN4VCoVAoFAoDQtGRUygUCoXC8GZ74KQyiVMoFAqFQqEwPCg6cgqFQqFQGMaY2fuXdxgKhUKhUCgUCgNHkcgpFAqFQqFQKBQKhUKhUBgiFB05hUKhUCgUCoVCoVAoFApDhCKRUygUCoVCoVAoFAqFQqEwRCgTOYVCoVAoFAqFQqFQKBQKQ4QykVMoFAqFQqFQKBQKhUKhMEQoEzmFQqFQKBQKhUKhUCgUCkOEMpFTKBQKhUKhUCgUCoVCoTBEKBM5hUKhUCgUCoVCoVAoFApDhP8PDHHYSjrL5h0AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "model = sm.tsa.UnobservedComponents(series,\n", " level='fixed intercept',\n", " seasonal=100)\n", "res_lt = model.fit(disp=False)\n", "print(res_lt.summary())\n", "# The first state variable holds our estimate of the intercept\n", "print(\"fixed intercept estimated as {0:.3f}\".format(res_lt.smoother_results.smoothed_state[0,-1:][0]))\n", "\n", "fig = res_lt.plot_components()\n", "fig.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The seasonal component itself looks good--it is the primary signal. The estimated variance of the seasonal term is very high ($>10^5$), leading to a lot of uncertainty in our one-step-ahead predictions and slow responsiveness to new data, as evidenced by large errors in one-step ahead predictions and observations. Finally, all three of our diagnostic tests were rejected. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparison of filtered estimates\n", "\n", "The plots below show that explicitly modeling the individual components results in the filtered state being close to the true state within roughly half a period. The lazy models took longer (almost a full period) to do the same on the combined true state." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:19.559364Z", "iopub.status.busy": "2021-02-02T06:57:19.557966Z", "iopub.status.idle": "2021-02-02T06:57:19.573388Z", "shell.execute_reply": "2021-02-02T06:57:19.572337Z" } }, "outputs": [], "source": [ "# Assign better names for our seasonal terms\n", "true_seasonal_10_3 = terms[0]\n", "true_seasonal_100_2 = terms[1]\n", "true_sum = true_seasonal_10_3 + true_seasonal_100_2\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:19.584599Z", "iopub.status.busy": "2021-02-02T06:57:19.583804Z", "iopub.status.idle": "2021-02-02T06:57:20.492628Z", "shell.execute_reply": "2021-02-02T06:57:20.491202Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_s = np.s_[:50] # After this they basically agree\n", "fig1 = plt.figure()\n", "ax1 = fig1.add_subplot(111)\n", "idx = np.asarray(series.index)\n", "h1, = ax1.plot(idx[time_s], res_f.freq_seasonal[0].filtered[time_s], label='Double Freq. Seas')\n", "h2, = ax1.plot(idx[time_s], res_tf.seasonal.filtered[time_s], label='Mixed Domain Seas')\n", "h3, = ax1.plot(idx[time_s], true_seasonal_10_3[time_s], label='True Seasonal 10(3)')\n", "plt.legend([h1, h2, h3], ['Double Freq. Seasonal','Mixed Domain Seasonal','Truth'], loc=2)\n", "plt.title('Seasonal 10(3) component')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:20.513696Z", "iopub.status.busy": "2021-02-02T06:57:20.512910Z", "iopub.status.idle": "2021-02-02T06:57:21.233926Z", "shell.execute_reply": "2021-02-02T06:57:21.235015Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_s = np.s_[:50] # After this they basically agree\n", "fig2 = plt.figure()\n", "ax2 = fig2.add_subplot(111)\n", "h21, = ax2.plot(idx[time_s], res_f.freq_seasonal[1].filtered[time_s], label='Double Freq. Seas')\n", "h22, = ax2.plot(idx[time_s], res_tf.freq_seasonal[0].filtered[time_s], label='Mixed Domain Seas')\n", "h23, = ax2.plot(idx[time_s], true_seasonal_100_2[time_s], label='True Seasonal 100(2)')\n", "plt.legend([h21, h22, h23], ['Double Freq. Seasonal','Mixed Domain Seasonal','Truth'], loc=2)\n", "plt.title('Seasonal 100(2) component')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2021-02-02T06:57:21.239912Z", "iopub.status.busy": "2021-02-02T06:57:21.238384Z", "iopub.status.idle": "2021-02-02T06:57:22.217964Z", "shell.execute_reply": "2021-02-02T06:57:22.219049Z" }, "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "time_s = np.s_[:100]\n", "\n", "fig3 = plt.figure()\n", "ax3 = fig3.add_subplot(111)\n", "h31, = ax3.plot(idx[time_s], res_f.freq_seasonal[1].filtered[time_s] + res_f.freq_seasonal[0].filtered[time_s], label='Double Freq. Seas')\n", "h32, = ax3.plot(idx[time_s], res_tf.freq_seasonal[0].filtered[time_s] + res_tf.seasonal.filtered[time_s], label='Mixed Domain Seas')\n", "h33, = ax3.plot(idx[time_s], true_sum[time_s], label='True Seasonal 100(2)')\n", "h34, = ax3.plot(idx[time_s], res_lf.freq_seasonal[0].filtered[time_s], label='Lazy Freq. Seas')\n", "h35, = ax3.plot(idx[time_s], res_lt.seasonal.filtered[time_s], label='Lazy Time Seas')\n", "\n", "plt.legend([h31, h32, h33, h34, h35], ['Double Freq. Seasonal','Mixed Domain Seasonal','Truth', 'Lazy Freq. Seas', 'Lazy Time Seas'], loc=1)\n", "plt.title('Seasonal components combined')\n", "plt.tight_layout(pad=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Conclusions\n", "\n", "In this notebook, we simulated a time series with two seasonal components of different periods. We modeled them using structural time series models with (a) two frequency domain components of correct periods and numbers of harmonics, (b) time domain seasonal component for the shorter term and a frequency domain term with correct period and number of harmonics, (c) a single frequency domain term with the longer period and full number of harmonics, and (d) a single time domain term with the longer period. We saw a variety of diagnostic results, with only the correct generating model, (a), failing to reject any of the tests. Thus, more flexible seasonal modeling allowing for multiple components with specifiable harmonics can be a useful tool for time series modeling. Finally, we can represent seasonal components with fewer total states in this way, allowing for the user to attempt to make the bias-variance trade-off themselves instead of being forced to choose \"lazy\" models, which use a large number of states and incur additional variance as a result." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 1 }