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September 27, 2019 14:58
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import matplotlib.pyplot as plt\n", | |
| "import numpy as np\n", | |
| "import pandas as pd" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "%reload_ext rpy2.ipython" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Synthetic data" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Following cells generate synthetic productivity data for \"control\" and \"treatment\" groups. Productivity is drawn from a Poisson (integer valued data), parent's birth year is assumed uniform across a range [1935, 1995]. Finally there are parameters for penalty length (e.g., how long do we expect productivity to be reduced for), and a penalty size (e.g., how big of an immediate shock do we expect)." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# Range of productivity measure (in terms of kid time)\n", | |
| "T = [-5, -4, -3, -2, -1, 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10]; \n", | |
| "S = np.arange(1935, 1995) # Range of parents' birth years" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# Generate N data points for Y_{i, s, t}^{g} across all {i, s, t}\n", | |
| "# Penalty parameter pushes Y lower at kid's birth (t = 0)\n", | |
| "def generate_outcomes(N, penalty_length = 0.0, penalty_size = 1.0):\n", | |
| " rows = []\n", | |
| " for i in range(N):\n", | |
| " # Generate random productivity sequence.\n", | |
| " rate = 2.0; penalty = penalty_size\n", | |
| " productivity = np.random.poisson(rate, len(T))\n", | |
| " if penalty_length > 0:\n", | |
| " delta_rate = (1.0 - penalty_size)/penalty_length\n", | |
| " for d in range(int(penalty_length)):\n", | |
| " productivity[T.index(0) + d] = np.random.poisson(rate*penalty, 1)\n", | |
| " penalty = penalty + delta_rate\n", | |
| " y = productivity\n", | |
| " \n", | |
| " # Pick parents' age (uniform) & first kid's birth year (normal)\n", | |
| " p_birth_year = np.random.choice(S)\n", | |
| " k_birth_year = 16 + int(np.random.poisson(5, 1))\n", | |
| "\n", | |
| " # Age at kid's birth across the event time\n", | |
| " for j, t in enumerate(T):\n", | |
| " s = p_birth_year + k_birth_year + t # Current year\n", | |
| " a = s - p_birth_year\n", | |
| " \n", | |
| " # Add dummy variable with respect to t = -1\n", | |
| " i_t = 0 if t == -1 else 1\n", | |
| "\n", | |
| " # Add the covariates of a particular Y_{i, s, t}^{g}\n", | |
| " rows.append([y[j], t, a, s, i_t, i])\n", | |
| "\n", | |
| " # Add these N individuals, with their trajectories\n", | |
| " df = pd.DataFrame(rows, columns=['y', 't', 'age', 's', 'i_t', 'i'])\n", | |
| " return df" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "N = 500\n", | |
| "df = generate_outcomes(N, penalty_length=6.0)\n", | |
| "df_control = generate_outcomes(N, penalty_length=0.0)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Here's what all of the data looks like. Blue is the treatment group, black is the control group. We export to CSV's because the next code snippets use R." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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xcT0/P39J62oYhmEYhmEY9957b11rPXG29Z5XLeWn8Sae7P/1D8i7ezpjUD4/P88995xt4DfDMAzDMAzDuDAisnj2tZ5/I3pq8oEb7hWRrVHQpna8tLXC3sMgIyJvF5F7ROSe9fX1Z6OuhmEYhmEYhnFOnm8t5V+jtT4lIpPA34rIwzsXaq21iOyZj6O1fi/wXoCbb775+ZOzYxiGYRiGYbzgPa9ayrXWpwafa8CHyYexXhWRfQCDz7XLV0PDMAzDMAzDeOaeN0G5iJRFpLr1b+A1wJeAjwLfP1jt+4G/uDw1NAzDMAzDMIzz83xKX5kCPiwikNf7j7XWHxeRu4EPisi/ARaB77iMdTQMwzAMwzCMZ+x5E5RrrZ8AbtyjvAH8i2e/RoZhGIZhGIZxcTxv0lcMwzAMwzAM45nqZ4q1OKWfqctdlTN63rSUG4ZhGIZhGMbZZFqTak2qoZVm3NcNyLRmxLG5uVqiZD8326RNUG4YhmEYhmE856kdwXai9faUqsHnoDzbMVp9M83YiFOGXRuFppspE5QbhmEYhmEYxm56V6Cd7vxUT5bvDLa3COBagiOCbwllsXBFcCQvT5RGaQ0CFkLlORqQgwnKDcMwDMMwjAvQzxTdTFGxrae0Qu8MttNdAXeiIVFbLd97B9uOCI4leJZQEgtXwBUZBN2Cawk2MOiZb282pM06X6i3uGl8iNLwoYt/Ai4SE5QbhmEYhmEY56WbZny61SPWGqXh2pKPYwnpIODeawh1Z0dQXdoZZD/l8yzB9lmkShEqzd8/fpzfWaqDJXx6YQVfhK+dnz/v/V5KJig3DMMwDMMwnhGlNRtpxtF+xHqcUnUsepminWZMei4FW7bTStwd04UG20opQgWBUvSVIlKaQCkirWjHCRv9kHoQ0o4i6p0OjwUJWbmCnaZkWcoX1zdNUG4YhmEYhmE8vymt2Uwz1uKURGtqjsWU7+CJMOY63FApnteLlDuD7VApAqWJdN7aHShNPGj5jlTerWGmFL0oohdG9OOIKI7JkhSShH6vR5Qk2LbNfi08YTlYWmGL5sjEyMU+JReNCcoNwzAMwzCMM9JbwXiSEitNybaY9Vyqts2QZXMiTpjz3D0D8lAp+pkiUoq+0oTbAXb+70hpYqVReyS7+JaFrRVJFBOGIVEY0A9CojjCURofxajj4KYpcb9HVynsUpmJmWkOT01weGyMD9x7H3ettbl1cvg520oOJig3DMMwDMMwTmN3MF60LQ4VXKqODcBalPDn9U2iDDSar66VKdhWHmzrPPBWe7zI6VoWBREKlkXVhYJl4VuCpzVhGNLrdel2+zSDPo0wQg/24TsOB8slxkZrVFyXtNejsdGgrhTW8AiHxsY4PDXJTKmII3Df4iIffWyRRGnqrSY3TU1ww4EDz+o5PFcmKDcMwzAMwzCeQmtNM1WsJgmx0hQsi/mCS82xSbVmM8nYTFM+2+pxKkypORbtVPF4GHOg4FGwhBHbomhZFCyhaFn4lkXJEgqW4FgWaZbR7PVZ73RodLps9Pu0gnA7APcch5FSkf3Dw4xXy0xUa5QLPo1GgxPLyzzR2KDluOihYarDoxwcquJbNhta8ehag5Vmi3985FGaXgE/iUmzhIeXV01QbhiGYRiGYTy3aa1pZYrVOCVSioJlcbDgUrAkD7qDiH6Wv2TZSDJqtsWEZ+NbFuOuw5vHhxj3nh5eKqXY6PY4OQjAN/sBzTBEDXLEXdtmpFTk8OQkw5UytUqFYsHfHhSoF0Xcv7zCynqdbpIQez7W9AEK1TIl10MLPN5s0+/16LZbtBobBM0NalGMa3u4joMtFtfum3q2T+k5M0G5YRiGYRjGVzitNe1BMB4qhS/ChOug0awMAnQA3xI0YAGHCi4HCz6vHKqwnqRMuA7jnoNSis1en3qnQ73TZbPXZzMMiZVGi4BlUS0WGBkbp1YuUS2VKAwCcK0hARqADmO63S6bjQatZpMEUNUa1uQ0tVKZIho37BNvNOh3WlhxDBsNiv0+08UCV153NVdddRXHNjZ4eHmVa/dNPWdbycEE5YZhGIZhGF/RWmnGapzSzzIy8vzuVGvWkxQByrbFmO/iibCapIBmn++yz3NRacr9jzzC/adWqBYLlAsFWnFCojSZCGIJRc+nUq0x4hcYLhUo+z5iWdgw6DIRrDimIvl8miQsr9dZWV+jF8Vkroc9OoZXG0IDTq+Ht7pE1ukgKqNsCYU0JQgCJnyfidkZDh48SLVazb+gWNjVISqV6mU7x+fCBOWGYRiGYRhfgdppxqk4oRGnxDrPGy9beR/iFdvCTxO8LCXtx6yEEafCmF6cIGnCl9OE9V7Aw/UGR3EBDd2Yq9U6+0pFKrbNsOtQ8VzcMMUOu9haE6PJNNhoLCADYrGIRWgGIevtDp1+H601frFEcWgYZSnixUXYaOA1N3BURqFQoFqtkiQJxzsdsiyjWq0ytW8fK0HI40cfoy82y1nGA7Egovnsap0fufE6Do0+N7tFNEG5YRiGYRjGVwilFKd6fR7rhayHEXGWUkozSlmCTiLSOEaikPU0JQTalsOK49OybLRlUbEEtKbf7aP7PQgjfEmYBDazjJumx3jTjTfseexMa0IN4eAzUJowywg2N9nY2CDLFJPVCtfP7kd7BVpJQqfTwQl61LKE8bn9jBx5EcPDwzSbTU6cOkUrVUxccZjy1D7SQoGmynuBAaiIUNrYpNpsMWVb9JVisdkyQblhGIZhGIZxaWitieOYOI6Jougpn0EU0Y4TVpOUFW0RioWNZiRLGVUJJa1xPJfYL9IrlAgrQ0S2Q2jb9LCwbYfrih5TAsHaClG9Ts0RDr7oGjaV5tf+6T66aAq2zVdfcxWTk5NkOh9pM8j09uibsXqya0QV9Inrdfr1OiWVMl3yKYwO0UJY6gVkQUDFEq7bP83MxDjDw8O0NTy6ssqXVtZoZRkye4iR0VH8QgGxLCZsm8OOxbBjM+Y4lByLY7USpx5oEyiFg3BweOgyXqUzM0G5YRiGYRjGc1S73WZtbY1SqYTv+3sG3VufO2VAZNkknk/PK9D3S+iSw6TrsM91qPkeiePSs2x6QHcQMFsII7agyEfvHHUd5snYOHWK1dVVirbNVQfnmJ2dxXVd5oF3WsIDaxtcMTHK0OQ0j/Sj7RdDAbxBl4hDlqZbr7OxskzQ7RJFEWXPQ2ybepzQTjWO5zEzNs6+0RGcSplWpvjnJGXpxAr1zU3SJKVSKHDl5Dj7h2qMODYjjk1l0G/6bodGR7jBUvzDySVePbv/OdtKDiYoNwzDMAzDeM7RWvP444/zwQ9+kCAIsCyLW2+9lXK5DIDruvi+j+d5VCoVPM9DPI/IcYltl9i2SS2bepLiKUUBoWhbKDQNpWkMjlMVi0nHYsixGXUcPAtW4oxQKYppQv/kCR5YX0PbNhOzB5jYtw9smxOpIk0iOlnG0UKNwlyNZYGxJGXEdRh2HEqWRcGyiPo9lk4usbC8TLvdJo5jPM+jUCrRsh2Cag1drVEtVSj4Bdpasak1dEN63Q5ho44bhVxbKvLiq+eZGxs747lrtFosLK1w19FHuePkEqvzV8PoNL+/sMRE6V5ef8vLLvHVOz8mKDcMwzAMw3iO0Fqzvr7OwsICx44dQ2vNkSNH2NjYYH5+niuvvBLP87AsC601faVpZxntVNFJUzqZopspNsOEvorRWlN1bEqWYIsw6tgM2xYV26FiC4iQak2iNctxwnKcECcpSaNOd3MDRJjYN8PE5CSO49DU4GQK1xI8S3CVUHNsJl2HfqaY8T0mB90irq2t8eXFRU6dOkW32wXLojw2hh4ZozU0wlKxTOoX8G2bqmNjWRa+LUxaLlm7SefUCYaCgOFajfnrr2F0dPRp56vZ6bCwvMLJ9TqLa2s8srzKWpzQd1yU59MvD6GVwqqvosXirmPHTVBuGIZhGIZh7E1rTb1eZ2FhgV6vR7lc5pZbbgEgTVNGRkaYm5vD9X06maIehizFKa00o5cpUq2JlCJWEGmFbwmTrseka1F1bYqWhYiQKE2sNY00pZHmx061pp5kdKOIuLmBNOr4wNWTkxycnaHkebgiOCI4AiKyXe9+pmimGZHOA3UrDvnS0QWOHj3KSrNNz7bxx8bxr5rDqg0Tlopkrg8ijDg2B3yPad9h1LWpimyfgyAIqFWrzN9wA2ODlvF2r5cH4GvrLG9ust5qs9HrsdEPaCUpqevhFouUKkMcHhnm1vkZwk6f9zy6AJYNSnHrIdNPuWEYhmEYhrGHrUC02+1SKpW4/vrrmZiYQERoVoZ4YLPNULHE5xNhdXWDbpa/QOlY4IqFJ5AN3qEs2xZX+j4Tro01CJ5tEUBwEIqODPoGzz/DTHGi3yddW8NbW2Ucxb59+zhw4AC+75+17iXbwttY55MPP4YOenwqCOmJYA8NM3TdAcZGxiiXixQLBbSGgi1MeQ5XFjxqrgs8+XTg3oUF+v0+lUqFQ1deSTdJufvRx1i+827W2226YYTSmm4UESYpicpQlo1Xq3F4dJS58QkOT09y48w+xn1v8L3hRKK4ux9yS6nwnG0lBxOUG4ZhGIZhXBaNRoPHFxZodbq4xSL7r7mWodExUuB4lHBPu8sH19skCiTuc1WSMuW5jDg2s55N0baAPCDPh7m3mfIcfMsaBN35YDzWjpbtLZnWnOgFPHRqiXZ9ndE04eC+aQ4cOEChUNheTw+Guc+Hu8/TXPpRRKPVZnF1lbuPn+KuRKEtG8HnpokaL5mf5+D4KBPFAhYQKIVCKNkWU55D1ba3912v13n46FGOnVqiEydozyNYWafzpYe261BwXbTWaK0J4piC41Kq1qiOjjI1Ps7B6SkOjo1Rc2w8S4gzxfEw5lg/4mNLDb5cG4Wa8I8q46VL67x6/8Qlva7nywTlhmEYhmEYF1m2I4hNNSTqyflGs8Xi0ik6/QDP95m64jAjIyOEIoRJSjvLWAhi7m73URqmvDxf+8ZKkW8ZHybVio0ko5MpbBHGXZtx19luGT6bVhhy9+IpTjXqlLKMw+Nj7JubxfY86hrSMM7rrTRBktDv9+n3+3lPMOvrNHp9OnFCZgn1ROE4LuMqo4/wsuFxvuPqQ2ymGWtJSqA0JdtmynWoOjZBFPHIyZM8+NjjPPjY46y12sRaU63VKBaLlG3F5FCN+ckJenFEKwhp9AMSQEplJg8cZGRykonxCUq+R9mycC1hJU441g84FWcshBFrQUQvjmllCiwbRys08EC7a4JywzAMwzCM5zu1HWyzHWQnWu8IuvPyTOunbdvtdllfXiLsdil5HjfMH2D/xCSuZeFa0EwyHg9jlqOEQGleUikStvKuBSuOxYtLBRpJSjPNsESY9Bwm9gjG0606qh0/CgatzA8tr/LExiYZmgNDwxycnsL1fepA2g+Jg4A46BP1eoS9Hr12m367RbvdJrIcrGqFsWqNIxMTXL1vmn7Y5//53L2EaByEualJHgkiYqVxlEJtNji+XufOjQ1WWy1WNzZottokmaJULHLg0CEOzswwOTaGEovlzQ2O1RtsNJposfBdl/GDU4yMTzA0NIzYNgUrb3V3BbppylKSshqn1IOIIInRUcyQSrnJd/CcIh/e0V3kjbXKJb0/LoQJyg3DMAzD+IrUH/RUUrEtipZsB6/Jdgv3VrD9ZPlewbYArpXnaBcswZEn00dcS+i12pxcXCButZj0fQ5eeYjp6WksK08/acQpX+hGrMcJkdKUbYsj5QKHSz7Xl30e6Ibs82xSoJ5kDDkWNcdGa1iN06ekliRas7uKaZqyurbOQmODWGv2D9W4YXoCV2vCTotwuUvQ7ZCEIVoper1e3vd5kpC5Hna1xsz8FQyPjjIzPMxMrULNtrZf+PyGxVN8ttFkplrmkc02mwsn6Deb9Ho9lAjassiyDFEKrzbM1QcOcvX8Fczun+bk+joLK6s88MijhFGEKMVoqchLZvczsX8fXm2ISGlEC0U77+mlnyqORTErcUozToiiGBUFDMURLyLlZSOjXH1gP8ViEYA7PvZJ1io1JrttXv2yay/lLXVBRO9xc73Q3Xzzzfqee+653NUwDMMwDOMy6WeKTzW7tLIMpeFw0aMwCJK3CHlOtmM9+WK09PqLAAAgAElEQVSkK+DueFFyKxjfS6vV4tixYzSbTXzf58CBA+zbt287GN9IUh7uR6zGCbYIFdti2LYY91xmfJej/Yg/XWvSzzIE4RVDJQ4UvKe0jFvbdXmyXlt1kixj5dQpHjtxgqU4wfMLHCwXKaYJQRBs78NxHLIsI0kSkiTB9jwir4A1PEKpVmN0aIjJUoFRx8a3LJRSbHR7fHHxJH/6+BM8MbYvzynXmuLyCYayhLLnUfI9fBGIY+wsxXNsquUK/SRho92h2euRZQpLK2qFAuMjw9TGxsgKJfpioQEPTUFrUhRNHNoIgWWhswzCEK/bptLtMK4SSuUSluMSpSnL3YhTtsXS8Bj26Pj2d33RqQV+4w3fdPFupHMgIvdqrW8+23qmpdwwDMMwjK8ooVI82AtYj1PGPIdIaSq2xbTnPqVnkt3d/52rdrvNsWPH2NzcxPM8Dh8+zP79+7eD8Waa8lAvYiVOcC2LQwUP1xIyDaOOTV8p/n6zyxNBRF9lzBZcgkwz4bnMF3xci+167k5dybKMZrPJQ0eP8ujjj7OaKlSlyvTwEPtVih9HlKtVhoeHieOYMAzp9/torbFKZUqjo9i1YSYrFaquw4htkYUhG/U6j7XaPFFv8NBGk6VM07ds+l4ZDdidFpnrMe7YvOnaKwi7PRpra4T9HnGWEVs2nV7GiZVVlFjYrsv40BCjw8MMj44QOw4hQh/BRzGOJkKzqYQTmUWghCxLUb0uenMD1lawel1S16NVLHK0MkSSCJlTIK2VkXEXRHBsB01+HbXWHGXvkT+fC0xQbhiGYRjGV4RMa9aSlHqcYokw5jmULaFqW8wXfEq2dfadnEG73WZhYYGNjQ1c1+XKK69k//792IPeRlqDYHw5TnDE4qqSz4znshynbKYpidIcC2OU1gw7NrdUiyitQWDYtbi66DPiPhlUKqVodzp0BlOz2WRxcZG1tTUiBGdmlgMHDnLl6DAHqhUsEdrtNo1Gg3q9DkChXKY6ewBqNSy/QBjHZGFAe3mZU/0+9W6Xej9gIwhZzRSR7aAsl2pBeEm1QtWyub3VIRWNF0W8Yf8Us0nE0aWT9JstupZFaLtoS6gM1bjyysPMTU8yPTpKM4rZ6PfpRBGEEYQhm3HCsli0LIcEUFmG0+9hNdaRpZNEYYqamkRN7iOrDJEWCmSOA7YDloDSOEkEGy3KrU2iJCV80Y1sZYZcTXZB1/hSMukrhmEYhmG84LXSLB+tUmlGHJtpzyXRejun/EIC8k6nw8LCAo1GA9d1mZubY2Zm5inB+MP9iKUoD8bnCy5XlXyaScr93YB6klEYDEm/33eY9z3GvLzd9NjGJovNFnO1GpO+ux2Adzoder0eWuvt1vFer4freVRnDzB86ApGajUqQY9wc4NGo0Ecx4gIw8PDlEZH6bo+q3FKsx8QhgFZEOBkKUGc0Iljkiyjm2V0xCa2bCqey1SxwFftm+SWuXxQIYD/dPtfcNdmi5FejwOezWqUoAolrGKBgl+g6nuUiwUKlkUcBPQyRV8ptIbEtom9ArFfIHFdLNvGQzOUJRRaTZrdLm2vQFwukxYraN+HQWqLBiytsbMMN+pTbKwz1Gww51i88rprOXLkCOVymdd94C8IZ+YonDrBx976pgu9lZ6xc01fMUG5YRiGYRgvWLFSnIpTOmke+M74LuULbBHf0u12WVhYoF6v4zgOc3NzzM7Obgfj7TTlkX7EUpS3zB8suFxd8ummGfd2A46FMa4Ic77LFQWfAwUXz7LQWtPr9VhaWuJjH/sYvV6PJEm45ZZbKJfLuK5LtVqlVCrR6/XY2NhARKiOjqLHJ2knKardxNncAKVwHAevXCZzfdqOw0qUsBHFZFlGQStKWuNqRaIUUZqSaU0707QRlGUz5HtcNVzjyMQYc9UycRwTRRHH1zf4nc98jqPTc1i+n6f6LB5j3LWp2DbDrkMBjZVleI6DXS6jiyVSv0hULBK7Hjgurm1TsUBl0Om1WOuH9BAS2wVLsCwLG/CUwgJcralqjZ9GeEGXUnOTSnuT8VqN4elp/JERGmHMI6sNPhklFK6+Pr9gSnH10S/x7u/69oty/c+VySk3DMMwDOMrltKa9SRlLUkRhH2ey7hrn1eO+G69Xo+FhQXW19dxHIf5+XlmZ2dxnDys6qYZDwchp8IUBOYLHocKLvU04zOtHseCmFQrrij4vKRcoJwldNqbLJ7KW8C73S5KKVZXV9nc3GRubo5er8f+/fu57rrr8DyPpaUljh8/ThzHFAoFpFJlMcnoPXGMYtjHVgr8Ator0BWLdpAQhhmIMOx7HC4V8XRGFMe0w5AwjulECc1Bf+MWQsUWZi3NvGVhb66z0ljlznaHx3oBi1FKPYpp+SUc30dtNMAvMB0HvOPmr2KoVKRaKSOlMl3L4fFEsRQnNDNFGid0kpQoionCMM85V3nPNlprLMuhrDKmJKPiuDg6JUo1/TQljkJUt0271SFsbZBqQXs+SaGMkiJpvUvaU0ixgozvo1AsAYOccuAxeR7nlIuIA7wGuFNr3bj0VTprfWzgHuCU1voNInII+AAwBtwL3Ka1js+0D8MwDMMwXrg6WcZSlBIpxZBjs99zca0LD8b7/T4LCwusra1h2zYHDx5kbm7uKcH4I0HEyTABgQMFj32ezXKc8Y/tPr00pR0lVLOEQ3GIt9bhkW6XLMvznG3bplqtMjMzQ7Va5brrrgPy3PFarcahQ4doNBrbeetKKcTzWA5jNjY7CFARTegXcAseIYK2XVzXZdSxqWiF6nZpLK/zYLdHkqZkaUpq2wS2S+w4OMCYJVxZKjA/UsNxXR5tdTja7bOaaXrKop8JqttlKg457Lrct5wP0EMU8h03vohXvOQmHg8i7ukGPNHscyJM6KUJcaZRKkNpjR60eqdJgkQBbhDghwEFQDyXjutzyrbJJEQnKYQB9DoQhqQaUteDsSnE8cB18rQW20VcN29yD7p460uQZqTXH2ErL+Swfp7nlItICFyrtV645DU6e11+HLgZqA2C8g8Ct2utPyAivw08oLX+rTPtw6SvGIZhGMYLT6I0y3FCM83wLGHGc6k6F94y2u/3WVxcZHV1Fdu2mZ2dZXZ2Ftd18+Wp4uEg5ESUgIZ9nkPNtjnR77PS6xNFEVYYkAQBlSxhPE0oWkK1Wn3KVCwWn9aS//E77uBz93+BwzMzlD2PxZUVOlGMVSoROC5hpYbj+1TRjKLxHRvluGjXw3dskjgm6HTpdTsEaYqIUPF9quUigevTFhtl2ZRdh2tHh3jZzD581+Xziyf4Un2Tk2FMojSoDLffxV5fZTKOOHL4Cl75ylcyNjbGd//FJ1ipjTDU73LkykM8ESe0Uk0KoDRolQfKqYI0gTCEoAvtFsQxlCtQLoNfBEsQpXGTiEIYYLWbxGFEKkIsFqltIwi2ZZOWy2hLwHIQneGkGUMq5bpamddffy03HJzDcxxe+4d/RnzgEN7xY3z8+95ywffDM3VRc8pF5E7g57TWf3cxKne+RGQW+APgl4EfB94IrAPTWutURF4OvEtr/c1n2o8Jyg3DMAzjhUNrTSPNWIlTNJpJNx/p0rrAVJUgCLaDccuymJmZYW5u7inB+CNBxPEoJkkSiklEGkSshiHdKMLOUsbShIJoKFcZKxW5qlZhpFajVCo9LQDXWm/nazebTT7yiU/we3fdT+a4YDvM2rB/YpxyOe+6sDA8Qs11mUFRKhZQ5QqJ7dBPM+IwIAoCRGscx2GyWmFmZAzl2Rzr9lnuBSgNM5UiRybHKQrceXyJh5ot1uIUrcETmHYtJrIUt75Kv9lkdHyc6284wvD4OItBwK8ePUE6MQXs6D4yy0ApiCN00McJAui2oN3CjiMEgVIJp1bDKpRxLcEXGFIpThAQNJus9/v0LIfMsQFBZVmeguJ62L5H/laA4GhFRSv2uza37p9mdmQIS4ROELHUafOBE6tkL/2qrRPM/EMP8N7veXYD84udU/4u4NdF5BfIU0R6OxdqrTeecQ3Pz38HfhKoDubHgKbWOh3MnwRm9tpQRN4OvB3gwIEDl7iahmEYhmE8G3qZ4lSUECpF1bbZ7zv41oW9yBmGIYuLi6ysrCAizM7OMjc3hzfobaQZBDyw0eLxbkAQhah+gM6SfBh6gUnP5UW1MnOVEp1ShcT1GBLNqMpIk4RWq8X6+no+amYc02q1WF1dZWVlhZWVFZYaDZqZ5mSmyapDOEEfjWJmZJTv/eZvgqERxPcZ9j3KnkdLaVY7XTrdHkG3g5ulVFyXK0ZHmBsbZahc4sH6BvdutOilGQXb4rrhYUqWxcP1df5gaZXNNEVpKIow6zsc8H2coMfJk8d5pNFADY3gHLqGheERPr7eod4IyEpl2BGQa61RQcD4o19mIgkZ9xzcNEPCHp0ooVOpEU1MkpXKZJZFkqRk3RZpGNIOQ5Y1ZCoDDb4GN+wjmSJzbMQrYBd8cCwkjnGyjCKKIvlgSc1Ec/vji/Qdl9BxScoVrJEx7JsObP9Y0FrzmFu8sBvuEjrXoPyvB5+3Azub1mUwf8mz5kXkDcCa1vpeEXnVM91ea/1e4L2Qt5Rf5OoZhmEYhvEsSrVmJU7YSDJcEQ4WPIYuMFUlDEOOHz/O8vIyIsLMzAzT09NEUcTS0hKNTodHeiHLWkjIA1HPcXAKPmW7xNWuzQHXwckSulHM/Wt9gmSFShTSVCmLQBzHbG5usrm5SafTod1us7m5SZQkRI6LMzJG5ZrruWJyklvSlNs/93lEZUic8ZbXv46J666nrxRJFLPQarHeWSMKQ4oqy/tbHxlidmyEfUNDLLTa3LeyxsITJ0iUomRBEsWsRTF3r6wSIygtFHTGqAhzRY9h12Gp3eauZou2FtTkLDJ/Ddr16GcZkbLICgWwbWyVQRiQlivb/YAfSXr8ylu/lWPHT3HX4iJPhDErCD3LI7EGAwDFEToIcLKMNEnRSUJVK0qWRblcpplkNBC6fhGxbSzbxtEKWylcpbAtwMrTbrqWkFoOsdYkWqEKZaRcwrYddBITrS3jT+/fjl4PJ8Fprv7ld65B+asvaS3OzSuBbxGR1wEFoAb8D2BYRJxBa/kscOoy1tEwDMMwjEtIa81mmrEcpyitmfAcJl3naSNbnouHHnqIhx9+mEOHDlEul1lcXCQIgu387uPHj/PQQw8RJAkrboHNYpnY87EtG88SfKAYhUz0E0ZUigWsAYnn0fLy/PDhoEvYbLLYam33Lw55cK6UwimVmD04T2lymv2zs8xOTXJodITxgo8tQnlqmrvqG1w1PUm4b5bPnlwi7vWI4xg3iRmyhOlikdFyDdd22AwDPvLQo5wIQnqZJlUZSmniLCUSGyWCpTUjojnsOxwcH4VSlabWrPZCHs8yQqdEnOb58SqOCcOAKI7J/CK2bVNAMe/YvOPwFVxfLfK6v/gbwokpCmvLHK4W+OGPfpyG6xPZDjiFPJ88CiGOcJTCSWJIErI4wlOKxPPoVobY8Dwy20FrsLKEcpJQVRpEowe58pZlIY6DaE0QRsT9kDRJUMPDSGUIX0DaLcZaG7x+aow3fv0r+YY//UtKh6+i/9ijvPdffedFvR8vpudlP+WDlvL/c/Ci558BH9rxoucXtdbvOdP2JqfcMAzDMJ5/gkxxKk7oZ4qynfc5XjjPVJWHHnqIH/mRH9lOI3n1q1/N7Ows1WqeIet5Hl6pRH9sgmZlmLCQt9oOWULNsdnvWBz0PUYLHr7vY1kWzWaTJzaaHGt36DUa6NUlrEHPKpZl4Xkeruvi+T6liUnskVH8oWGGhoaYGaox7rmULCHVEGcZtz/8BH/SDcB20ALDrSZjWUxRaaq2MFTw8Qd9om/GMeupoqchUppk0L1gpjW2CEWBqYLH5Pg4I8PDtLBpZilBkhGGIWEQEHU7xO0mWbdHmiYExRKqNgTFEpbjU/ZdrqqWefnYMFeVfDbabf7vT32O9JoXb59X1e9DEkGaoaIQq9fBSlKcLEGiGCuJyZKEzHXJikUo5C93ZnGK9HsUspSS7yGlMoHtohwHQWNrjSQpWRiQ9Huk/T7UatjjUzjVGqCx2i0Ky8eZjgKmpqfBdfnr9Sa1V3z9dv1Kn/4kH/nRd5znHXh+Lno/5SJyA/AO4ErgX2utl0XkzcCi1vr+86/qBfsp4AMi8kvA/cD/uox1MQzDMAzjIsu0ZjVOaSQptghzvveU4ebPlVKKZrPJ8ePHefe7382jjz7K0NAQaZrieR4333wzw8PDlIdGWPcLPIZFoIWSbXOF7zFb9JkveExZsFGvs7Kywj8/usr6+jobm5t0SxVi16OC5mC5SOWKK3BdF9u2sW2bEEHVhtC1IQrVGsWCT9W2KdkWm0HI0fUGp3oBx4OQk0HIsrbICkVslaE02GJxZGqCkudRcF20hrUoYKkfUU+FnqNIlcK2NBYWju9SKRUplUrYvk+UKU4AJ8KUopWSdTp01tYINhr0W02SJCUaGUWNTaKLRXA9PMem6PmUXRcd9Hl8aZkHFk8QOg74Bayrrn9KzrZSClk4hpdE2FpDmqLihCyJiApFKJaRkXGwLbRlQZJAnCECMjlN7DrECKgMCQJ0u4UKA9IgQGcZyvPw9s1ij4wgroNOs7zuKyvoNEa8IkulISynhDsyydDhG2BH/eqDHPjnonMKykXkNcBHgf8NfAOwlSV/JfA24M2XonKno7W+A7hj8O8ngFufzeMbhmEYhvHs2EwyluOEVGvGXIdp75mlqiRJwsbGBvV6naWlJR588EEWFhYAGBkZYXh4mLm5OX7wB3+QK6+5hi/3Qu7qBNSTDNeCA67DRBzgr56gt7rKp9fX2dzc3O5b3PM8ahMTjB66in3DQ0x4Ln6a0mg1CTJFz7KQWg1dqWEVSzi2jWQpnTCi3mzRC0PWwogmQltp+mmGqIyiVhzMMp6Q/PU9F833HZrmXxyaZ3GzxWdOnOS+9U3qqSIAxLaxXZdiqUSp4FMtFikNXkwtWRYjrs2I7ZC0mxx75GEW1tbpKAWOR+J6BPvmUJUauA5YDg4KAbI4ptVqs57EgEZ7PtqyUWGEWlslTRIqLzqyfb6vPv4Yv/im11Cvb/DZL32R+1fqLHsO4cgwJb8Ijo2lFDqNsbMMy3GxiwVsrXGiPqVegu53aW1u0o5iUstCWzb2+CT21H7sahVEUJ0W0eoKwYnFPJ/d8ZBiAbdSw5val48eminCRgN/fGK7fuPrqxd2Q15Cz6RLxD/QWr9HRDrAjVrrJ0TkZcBfaq33X+qKXkwmfcUwDMMwnttClfeq0ssURdtixnMp2eeWqtLv92k0GtTrddrtNkEQ8Nhjj7G2tobneRw5coRXvOIV/NWDD3Pnyjo3T09w/U03cV+7z3I/gCik1mpSXD1FsrpMpjXKsnE8n9roKENjYwyPjTE8/v+z96ZBlp3nfd/vXc569957VgCDleC+SNRGcdNmWVZZVCmOIqmUiq3Ell1JHEWJ/MFf4kopceySU6m4bJe8MJJiJ5JjlWLRVqLVokmKhESKIkAOgFl7eple7n7Wd8mHc6dnMCBBkAAokrm/wuB23e4+570X52D+73P/z/9Zo1IBV8YTZrM5YTYjdBYdBHQ6XcJOhzLQzIuKsqygzLB5jjWGqVRMpaYMIiprcXVNzxrOKnjz2ipPntsmTVP+ym/9Ptd0wrk6489srPOb+7fZlwFloEEopJSkUUAriuiEAa0woCUUbS3pKkkiPMfjKbcOj9g9PGSWN42OcRRRKcVYR5gobirX3iFqi/cOpMR7EKbGGwPGNJXo42N60xFvbqf84Pvfy2OPPsKf+flfpLh4CXX1Mj964Qy/ffMWh2FCnaQQRQgl0dZDXSKqCl8UgAchETh8VWOrirquqO+RpZFWhJtnYWUFtMbUNeZgj+yzz2AO9nBaIVtt9GCV6OKDqLV1VBgi6orocJ/H5xP+k/d+Oz/+h8+QXnqE7Pln+egP//nX4Gp9aV7tnPI58KT3/tp9ovxB4BnvffzKl/yVYynKlyxZsmTJkq9OrPfcrg1HlUEKwVaoWdHqRZne9+K9ZzKZcHR0xPHxMVmWAaC15tatW+zs7CCl5NKlS3zzN38z/cGAf/3MVf7BeApSQ6Bp5xlpldMeD+nOJsQCur0+/X6fwWDAysoKnW4XJQRVnjEfjdkfjzmsaiLvuBBq+mmbOo44NnBU5UyLCmFqEucQeOo4JY9iiiAE5/GmIp7PWa0LHm4nPHLmDOvr60gpGRYFf/NjT/G57sbp6xTGNHF33hEIaEtJN9S08LSANk22OMYwHI8YjsdMZnOyyYQ6z4idxUnFYX8Ft7qJTBO8EFCWYGqEkMgwItAS6UHMZ/jpBDedIEcnDLIZD2+s8viDD7G5tUVlLT/34Y9Rv+s7EFKCENSjEaKuGiFfVzCfIfMMO5viywIpBCqMF1X4Alfk+LJCOkuCpx9oWF1nvrFN3elhBNjJhPLqZcqnn4YwQKQtZKdLuLpOeO4istdDC0lUZrRv3WBt5yqPnjvH5vnz/Ozzt+i/672n72H24d/h9//qX3otLt0vyKvtKT+hyf++dt/zb6XJBl+yZMmSJUuWLHlFjE1jVamcZ6AVW2FAID+/GLfWcnJywvHxMcfHx9R1jfOeqNUi7vd57tp1nr1yhaysWNvcZOvhRzhKW/yjz13hoLJcUSE2baGcw3qQ2ZR3x5qtRx5ic3WV9cGAUCkCIZDeMRuPGN+6yejkmLKquI1kGkT0goC2EuxYx59MZtjJHAWshYqLcUKZDJiHIZloPPB2NkcPj5HTKbE1RJ0OvtfjKS/45ed2uH15h7nS1EpjO+sv2Ix4oD0Z0q5K4mxG5CzSOYS1DMuSG/MZ06KgtA5rLZl1jT9ba8TGFuGZs8i0hZAC8gI7HqOBMI4hbSG1xhtDNTyhPNjDjseooiBwlsA79pVmd1rym8/ewN6eoFdXCb75PSitwXs84OoK8cefIJ7OUNMRviypARlFeKXwDuoiwxcl1tTgHMI5bBhQP/Yk2YOXEEkLby322hXqZz6NHY8QrTZibR2pFOL8RcKtc8hWijWWcvcW+fOXme/vEj7wCMmjb+KpzW3Cbo/B2cde4CmXlx59Ta/hV8LLFeW/BPxtIcQP0VwTWgjx7cD/BPyT12pxS5YsWbJkyZKvfyrnuFUZpsYSS8mlJKR1j1XFOUdWVgynU3YPDtg7PORoNKKoDQaI0hQdxwil2fncc9y8fRujAtLNswzOnGUYJ+xaS57VWCFRgWTNWvbruqk6e8tffPQi73/wwbtrqiqOjw85ODri9tERwyxjbiwmjBklKSaMiAVk1jJWEVESs4GmDjVzD5cdzJyjyiv8eI7NM9x8BsbilcTECVUcUKAw86aC7cMEFk2OmApVFphO93RNbxkf8lff8BjQbEpu3L7N87t7PLd3m93xlKExVEJQSY3RIShNsHWmaYqUEleVcO0Kq62UaH2NLF7DOY91DlPkFPu7VNeuIaqCREqUlJRaYVSEaXfwSQvRbbzxUkooC/Irl0kffQLvPHjPY88/zX/1fd/NJz/3OT6zs8u1yYzMQ1FWFPMpri6RQiKiiDAIkJtbuAcfRq5toJWCooDdHbKdm9RhiH/wEUQQIJKEcG0d3ekhpcTVFSabY+sKvbFJ54GH6CcJQkrEIq1G+MYTLxfeegD3/GXgbhrLVxMv174SAP8U+As0A4Pc4vGXgB/33tvXcI2vOkv7ypIlS5YsWfKnj7GWnbzg5rygrGtazhLUFUVdk9U1RV0zmk45GU+Yz+eUZQnQeLbbbfqdDu1el0oorh8ccOv4mFpqOv0ea5tboDVlWeKdRwrBahLyYLvNG9ZXOdtO+e1r1/jk0Zg3r/V4/4MPMp/PubW3z9XdW+wenTCpKjLvqaMUkcTUQUQex9QqQEmBkhIrJaWHQghqIXEIBJ7AeXRZ4GcTqqqi1AE2jLBBhNWqsY0gUVIQCkGMQ8xn6NEJa2XO27Y2eP/b3sLf+8PP8ifW8nql+Ol3vpFnrl3n1z/xFH98cMSJgzoIcEHQVKqNxVsDUYxe30B1ukhn8VlGUBaErRai28dLiTQ1oiqpioJ6OKQ8PkRWFUkUobSmMoZaKUScopIElSZ4FSDrio6peHOnxQfe9iYeOX+ev/ZPf4Gna88lW/G2tT6//+zz7GYlpRS4sqbOZjgPUgiEFIgoIXjwEuHZs8gkBQQmm1GNx3hrkYuYR1eWqLSF6rQJFk2o3lh8XQEClGwEOxJwuLLCO9dsKvKMt3Xb/KVvfDs//Iv/AnnpUdzzl7/i1hV4lT3l9xz0EvAWQAJ/5L1/9stf4p8eS1G+ZMmSJUuWvLYUzvGvP/JxPnH1Kuf6fS5urlHUhqI2VM4yNZaRVBgEgbO0TI30HrcYWGOqgirLEc4RCMGg16HX75OsraGSDoUUTKxnZ3+fg4N9yromDkIG3S6BUuAdSis6ScpKO+FCq8VqoEkXdhjnPb/ymcs8VVakVU3bW6bWUwiFCDUiDJFBSBBoAiHxKqAOAxAC7T1CCISSIBVSSGIFXQR2PmUymTKsHHmoMWGEUAohJUoIAiGIpaAXaLaihI0Abt24wfH+HqGxPLy1zje//nV0W22sh//mn/8f7LYHzfAdZyFOQTavD1sjigKV54iyhLU11OoGspU2AyyLgrCuCFstVKtNJCXtqmJ6csi4tpRCYOYZcjamrQOCoBHjzgGBJGx1UEmKVhJdV6w7w6OdDu+4dIn19VXqquKPn3uOv/Wb/47kiddjygzyArGwwfi6BjzC+UZsJwnxxha610MoiasNZjyiPj7CmxrqCjGdotpt1PmL6NU1ZJQgpMDVBlfkzebDOTwOaoOZzRDjIWEYEMUtemnEY70u37a1yXY74mA442eu7ZJubTeNnn/hz33F74XXRJQvDtwG8N7Pvsy1/amzFOVLlixZsmTJl0flHLlzZM5TWqSzJv8AACAASURBVE/uHIXzFM5ROMc4y7g9GvGJpz/LM5Vt/LzOszo6oqubtBAXJ4ggRHtHVOQEpmrSN4qCuiwRgFca3eui211otXBBhJNNBdXjmA+HTI6OqIocLRVJHBHHCSIM0VFEFASEAgJjFznfngooEBQ64DhpYc+cX/iNPYxHRM4RApGEUDQVbCEFRgdUSoMQKARSCiw0aSDOYoynxGOlanwEzStAG0coPaEQJFqS6gDpIfAOWZYcnwyZlAVCCrpJTCdJyKuao/mcUW2pul2S7XOL1wzl3h5iMiSsK1IBifdkQlJ0evh2GxEESATC1MiqRga6iQrEYmZziiLDp22EUvi6Qo/HJFIgtcI4sM6AUBCGTQa481AW+DyDIgcvyIFaaXy7jUpbBL0BQa/XXBzek98+wBwdQpkjaovyFrWyiu6vIKIQj8DnGX46RmQ5lRAQRhBH6E4f1WkjdeOudsZiszkuzxph7y3COjxgptNmOFGSEPZ6yDAGU2PKGgZ9dNpq/OeL4VJ39O7kc898xYX5azE86L8A/jpNwydCiF3g7wI/578Wx4IuWbJkyZIlS065I7YL58ltI7Jz5ymdo/DNY+XAePeC3/PeU+UZ1TxjPjxmfHjEyf4ueweHsLrFAMtUat4w6PD+t7+dE98IzLQuYTRiPBoxms0odB8Tp+heD9I2Kk5OG/Ri4UmBwNY8d/kyzz5/FWNr+u0OG5ceor+yTtRKCdKYSAcEzoMpqYqKrK6YVYa58wghcXisA3SAsxaRzXFhxJn5lJ96y5NIrSgdnNSGq8Zx01hOSofAUlYVhbWY2lFbj8fjnAdrCKqKnjNsxCFn1gZ0ooRcBRgPAk9bCtpC4suSyzdvcuP4iKyqCBEoAfvDE646TyGaKEKURHd6WGub9JM4Qe1d5+e+5zu4cusWH7pynZthC9fpoIIQvCXI5rhsjsNDEOPqApcX5JMJxBEqDImGx6TzDE1NhmaOp7YWi2g+HQgjqErsfE6VzXBFjYhCiGNUu4MMAoQO8M5SHR6CFKhWC5fNkXFCfvkZ/t53vpudquDj05rrxpF7sKamOjmmyjIII2ScQGeA0gqVJMggaIYPFQX1aAjTKUoK6HYRSoNWUDcNrK42hCtriFaKTGIQCqEUCEF0f0rPogFVCIH3nvSBB/lq5eUOD/ofgZ8A/jbwkcXT3wT8TWAb+OnXZHVLlixZsmTJkleEcY7MOQoHuXOUzjWi2zcCvFz8uV9sA2ghCSXEUtJTiiSQRFKgrSEfj8lGJ8yHQ0xRcHx8TKuuiYxhO4l47MnH+eX9IYWQJFLwpje+mbA/oDeekI1OOCkr5jLAnb2ISNustBJ0EBIpSUtKUiVJpUA4y97JkE8++xzP37xFZWpa29t8wwMXOXvuPHEcUztLWZSIsonYy4sCC1gEYRix1uvTc54sz1hxno0oYDSf8dtFgdcaYQzv2xzQX13hM/OSjx0ec62umVeOWgDW4p1DOYfynsDUdKqKtinZ1oILmxsEvRXmQUS2GCqkleSCVqyFiiDLefbqVT78zGfZGY7J6xplDVJAKTSVFDhT44sSlWes9nu84aEHObh9kyv9ASKKwTk2y5Kf/fAfcNLp4zbOIaRCVQXi5JBqOKJwBhWniCCgnhxRDY+afPXuACUk1WxOUZVMpMR7iSsyPKC0QuoQV1VUR0eUkxFYB2GADBOE9zCbYY4OEdMpnWzKex57hB/+3u/lv/6Ff878e74fESd471kPNT9/MGTPQKUleI+pDcKD6PVRvT4egUSgwrCZ6ukcdjbDW9dkmg9WYLACzuGLApPNMaMxemOTcHMbGcdNo+mdTzkQTba6tZiyxGQzihs3aB3ukT/8GJ1Lj55WyrNrV+Gdb/hK3X5fEi+30fME+Anv/S/f9/wPAv/Ae7/6Gq3vNWFpX1myZMmSJV/rHBQVt8qatlYkSp5WuctFhbtynsJ7avdisS2FIJKCWEoi0TzGUpBISaQE6eLrUN5NQJnP56c54JPJBAClFFVVURQFaZrivccYw/b2Nq973ev4xx//JL8/mtKJI7bTpBFfQhLGEVGS0k5iOlFIS0raStJRzTknecHReMzxZMLVGzfZ39vF5Tlb3Tavf/JJepvbDMuSaVFii4JoEdnntSZOUoI4QccRKoqp65rR0SFZntHSAY9tbvCms9u0tOIv/+a/43rYQgDdJCGTYL3E4xEepLfExtAXsCpgzRt6pmrEXxAhB31Eq4OXEi0EfSXpmIrZ3i6HOzvsHR01Q3uynDkSIwRaa+IwxGndDOTJM9KyoGdrzm9vs/7oYzzy0EO8/cI5+lHIuz74L0ifeCPOObQQSKVwpsZOJ5jhMfVkAt4TtLtIrbBlQTUagodocwsdRQjnYDxElxV9b6mKjJn1lEkLAo2ta+rhEDsaQhSiohgZhAhAlCXBfMqKcDy5tc33vffbefLJJ4mjZkTNPJvz3f/Ph2mdv4jwfiGWoWkOcHjv8dbgjcHVdeOtD8Kmso3H1gZXlY3wtzUUOWI0oohiZKdH0O2hkwSh9T3Rhg5f19iywkwnVHu76OkYbypkXdNxjm86t8WPvf+9rPZ6vP+pz5GmKVmW8dFvf9trfGe+mFd7eNAJ8E7v/eX7nn8U+Jj3fvBlLPBhYMd7X3ypv/tKWYryJUuWLFny1Yr3HuOh9p7ae8ziMbOOmXHMnGO/rPnIZN5MXBTwxnZCW0kkglA2jYTRQmhHC4GdSEGi5EKAf/HJmM45xuPx6WTMomj+uu52uyStDpOq4GA8pvKC9uoqhXUcTqbEnQ6kLT41mvI0qrFYe8/rlOfRfpfNdpvVMGiaLpUkkALlPSeTKQfDEQfjEVlRsru7y97NHeoyZ9Drceaxx7GdHrUHBbSEYyOOaKctwiQlTBPiMCR3zUZkPpky3LvFeDzCS8V6v083Thn5msuzio9aiWm3T3PAVV2j6oq4roidZdsbHpcOlc0ZH58wnc8owhg1WEH1B0RxgjM1+dEh89sHTPb3mMzm5MYAUDtHJSRFFEOcogJNLCXCWex8jpyMSBGsDnqodge7sYXpdLFhyMwJ5nGM7a+g77Hx2Dyn2ruFHx4h53OU0oSDPl6HeGOpZxOkdUQb60T9AYnSiOkIPxoyn8+YOahabQhChAc3nyEmI4SpEEGICmNCrZpPBfIcqoJYK6J2FxknVFIyR5L1eohOj6DTgTB64WAn57DZHDufY0Yn+KMjUBK1toFutSEI8KZp0DRHByAEYmWdoNs0laokAXl3WJTH463D2+Z3spvXkAcHODx+NgMhGu98u4uKIqRzyP4AubqOXltrNhcL6wrA5PnLfPQHv/fVuVlfJq+2p/yDwE8C//l9z/9l4H97GYv574HPee//mWje5d8A3geMhRDf7b3/2Mtcx5IlS5YsWfI1yR2xbe4T2/VCgBvvqZ3H+qbKXS583KXzVAtBoYVAS0HtPR2l2I40Q2N5NIl4QyshljSVyi+ToqrYOzlh9+iE25MJhXVYKQm6HZKts4go4dpkwvF4jHeOzmCDfr/P5YMDjo6O0EGIzAqyvOLYC7T0rAJz4PXtNj/y4DnUQmyVdc3OyZArxyfsjifMipJ5VTE8Pmb/1i2qsqTV77P9xBN019YJo4jNJGI1DOhEIQbJzBjqumY2n1GMhlTGkI3HnOzuMslz5v0VxOoaPk74lIHJrGAuFDZcJJgAynsM0M5n/JcXt8g8pNYgjm5z/fCQYy+pt88Stjs4Y5lNJ+S3bjG7fUA+POHOu50EAQ+dO0sURTw3LzhQATZJicOAUEiUd/iqQgHhuRCZtnFhwH4Q4ZIUq0O8pIlKVBohJVrpxpyx8EWbw9v8D697lJ3ZJh87OGQvK5hWFWZ4jIBmjWkb6y2Tq1e4vbfTvM5OrxkOZC3BZESczamrmlwr6lYH2enhpQBrmNcGvEB2e4h4E90boNI2KokRYYRUkkgsrCPe4xbX5h3hW41G/A0xZ396zO/lBbtbzWbDa40tK2pjCNOUsD8gvvhAE2t4R4A7jy1yzHjcZKoLQRBGeCFweQ7WkHS7yE4PGYQQBLgoREUJBEETpaheOP3Ve49fpOV470nPXfyy74/Xmi8oyoUQ//N9P/cjQojvAj66eO4bgTPAL76M8/xHwH+w+Pp7gDcD71w8/7PAe760ZS9ZsmTJkiVfPZh7RPXdCvcLxbZZCKv78TSj5a0HS/OzAlBC0FaKrbCxdaRKNvYSKTipLSNrqb2npxWXkohUf2Ex7hae8mzRzJkvxH7hHJOi5Hg6ZThtpkF633iM271V0lZKO00JBMyHI6Z7V1HW8Hivz1qnhckyPvW7v8VkOmf1zDbdjXWCVptzvS4Yyz+8uU+BRyN4Q7/LPC+4cXzMswe3uT4cMatqauvQArLxmKNbOxRFQavX4+HHHuXM1jaJFLSlxJUZ2XzK1TsbFO8Bj0VQas3QCY6LnMxBcfFhbNICJbHWUVpD6TxOSELhWceiy5IrcQtDI3JeP2hjdEB+csy1kyFXZxlTrymdpz48prj8LOQF3lmCJKK1ssrqAw/S7nZxYcjONONTZUUZhE311jvaxhA6i8lzhBf4VhuRtikDjUFglAYpcMbiywkgmyryaEi4cxXR6SK+5T2n103n+Db/+KkTbhlHKaDKC3xZgNbIdhc82MMDyuEJKozQZy6gogDnwNU1Jgxx3S5VGAGNCFdlgc1zXFET9HsEnS4qTRrfttIgGjuKdw6qEuMddp4hdne4VEy5Gbfxb3nHaSWavR3+YRQy7m7DmQ4+DJr4SCHQQhLcue69aywts5x6NsEeHRKEIWp9nXAwaOImjcMWGaKq0VGIEyE+jBFR1FTAlUILAULgF+do8toN9XyOv3GFotWh++Clu57ynevA61/ZDf8a8QXtK0KI336Zx/De+/e+5EmEKICHvfc7Qoj/ZXHen1xYWD7hve9/Sat+hSztK0uWLFmy5IuRWcfYWCIpCKTAOF5Q4b5b6fZ8vr9K72RSa0HzKAUCMK4R7JV31AsxDo0NN5KSVN2xmzT2E3l/msSCy/OCZ7OC83HI2Si8m5bi76SoQGEd1aLifoqHoirJ5nOq2QxXFgTe041D1jo9Nlf6rLZbpFqhneNod5ebN29SliVhGDbe3DxnVBkuHxxgw4gLjz7K2vZZelHI2ShgK9QoIfjgx5/i93ZvM/CWNSW5neVktUF4RwIkAux4xMGN61RVTWd1jQcff5z1zU2EEARSEoQBWgeEYUAvCJBSsq80+14y9oKpMWRFgasqcmhywwFhaqqqprIegoAo1DyYpLx3e8A7+l1CKfmRX/t/2ev0iWYztn3JOC8pPTgpkYC3NcpaoiAkSmKSOKaTxERhxCTLGeYFs6JsElm8g7omrUtWJZTGMHNgoxhabVQUgZRUZYnNMrxzaCVRgNRN/nl1eBu9e4O3tRN+8sd+lK2tLd75z/5P0sefoJ7OYDpGRTHWGqgrXFUjo7iZWOk9Ns/AOlQUgFR41/i5TVk0zaplgZ/P0HmObrWg3UN0u00ueJI2onYhwH1VIesKZUzjffceU5QExwc8KeFH3/Mu3vC6JxBC8M7f+Thpq40EpNYvtLOwiCP0HrdYgxuP0WWO9R4fRKAVMk4QQdCI9dkUMRljhYROY51pNgmq+eRAKTyiiTu8c+yyxM4mmOvXecLl/MR738dbH34AKSXv/N2nvn485a/CYm4BP+S9/7AQ4jLw33rv/6UQ4nEaT3rvNV/EPSxF+ZIlS5Ys+XxY75lax0FZ84lZjnUeIeCxNDr1YSsh0EIQCBaPjWjX94lwB+TWLarTntw2IhzuCvA7Pu/0iwhwaFJURsZxYgw38orfHs8oF1X1O57yO9zxk4eLcwTeU8+mTWLKcAhVsRjI02NtbY3V1VWSJLl7LmO4desWzz33HMfHxyilaLVaqDihimJcu83B0TEOWDt7niiOkMbgpiP2D4/ZH4353NEx11p9vJLgPFujIy7GIVtpxGarRTmZcPPqFWYe4o0tHnry9WxeuEAShsRBQCsKqbxnbh0jYzmoDfuVYWosCBrvcJ5hp1NMVWPDkFAramsx1lFJgdchcRSyFoY8EEg6DqbOcFBU/P7+IdXWmcbTDJS39xGTCaoq0FVJ4Dxt4Zv3z1qkqZnNMyZ1zdxYjLXUzmHjBBUnqDBA6QCXtprKNQIhQBU5fj6lPDwk299DCkHy2OuIV1cR3uGMZbp7i+nlz+JOjkj7PeTmGfyFh+i86S0E3d6pyHVVhc1m2LIE50BKhLX4qsZWZWPd8ODqElMU2PkMrEV3u6hWB52mqFa7EfGL1+2NwZYV/k7FfD5pJm8maeP/RuKlxDuDcCDCYGFniRaDfZrr7kVC3FqcqXHzOT6b4+saZyqs9Qilm8ZNKVFBgEzTxWTOpuotwwAh7skXd66xySjVrE0stLipqbMMMx43k0KVRimFDBQiSRFB1JznHiaffZqP/off/6X/z+EV8KrnlL9CfgX4pYUgXwH+7eL5NwPPfYXWsGTJkiVLlryIyjkm1jExlvliMMnEOmIpWI8CJsayEWq2woBAiFNP9L1Y78mcY27v2kMqd7foFUlJ6x4LSiw//3HuYJxjbBxDYxlZw6huju0WRoYT4xBC8GASMKkdF+KA16fJ4tiNr7yqqtMmzeFw2KR3aM25lRVWVx9kdXUVfZ9gMcbwmaef5pOf/jS3j08QQUB7MEB12hymHVySUhnD4eXnmJU1stvBfPZz1NMJxXyOcQ4FKEEjnsuSTjEjR/DOrXX+s+/5Tm7cuMG/f+oP2c8LwifewJsff5yts2eR3jFznl3rmJaGeV4zM41Fp/KeSApWtOactxzfusnto2PGCFy3hwkTaiEwtcNLgQsjlNLENOJwkmV8zFnm1pMZS1YWVJ0uCo8vSpxSyIM9/uONAS0Z09FNlX6a53xqZ5er4ynHxlLqkLI3gCRFJClxtLCBmBpvLMyntKdjkjJHTMeM9veZWE9hLXJtg/St30CwsoID5rMZ1XSKLQtotWl927ubaZedLiqKQSuEDk7/23jvKY+P6H3q48Qbm6hujxpJPp9RWIvzUBcFPorR3R7xRgcVX0QsGh3B443FzubY2S0oCjwSkSTQbiOjmLDbRYQXEEo2ongh3E85jSF8IXcKvHfSd87/8cepRiPqLCMrcqY6pG51EN0eot1BdTvoVgcVJ40P/E4jpveN0J5McGWJCCN0miCDECUlXjS+c28seIdQmrDTJer2mnXd+fN51nfqKX/woS943/1p83JzyiPgr9B4vzeAFxjXvPff8EUO8deB68AF4Ke99/PF89vA3/9SFrxkyZIlS5a8Erz35M4zsZaJaaZQQiOc10JNVynwnqe8x+HpasVGEJxWyq1vpljmi2mW2X0CPJSCVEpWtSRZWFFeSoA75xjZhQA3lrGxTM1dAR5ISV8pNkNNXytWtSZzjl85GmG9ZyVUPJkmrIaa+XzOzftiC+M45syZMwwGA8I0Ja8qsqri8v4BeVUxzQtuHx/z/PXr7OztU9Q1URyzvrlFsrbGpN3BeijLgvzgGvsHBxRBSNxukwyHJFXJRhxx5uwWFzc2OL+xxoWtLT753BX+u9/5MEZIEuB8r8Mv/Nr/zU5R4fortN/4FpLBKrsOrk0yKufxrrGBWEcT4+c9kXMkVcF0PudalpMDXihUfx0RBjihscKjvEMHAUmg6YaaHhBQU5eOUVVSZjnT42MmuzvUuzvoJEV89/c3Iq6u+c6VLj/63d/Bld1dfudPnuEPbu2yIxWmu4ZbPw9B0FR2ncN68Nmcam8Pe3KMHR5BNsPFKcMoaSZiColb3SToD2hvbBJ2uvggwFclriwgjAg3ElQYodIUoZqBPCbLKY+OsPs7WASDb333XdF79Xm+6wc+wKdu7bN3ckzmPG5lDREEBEFAFDQ2FqQEBM5ZvK1x1iPwqCBEra3C9taiEn3nul3YVjx3x9hb02R/e9+koSgBZlERlxLhHJGpOBxP6Wxt3fVs37rB2d2bfHL/Nkdr6wRPvhm9skY7bSGCoKl2KwFIvHcYU+OrGqxpJnAmKcEgeVGiC4uKuWgmAeGFbNZ5+gocOPDWNN76uqK+vY9LW7TPXbi7vqtXvuZzyj8I/FngV4EDeGGvivf+Z16T1b1GLO0rS5YsWfL/L5z3zOzdirjxje0jVZKuUnT0i2MCjyrDQVXTUYpUSzJ7d8LlHUJ51/99R4DrLyLAJ841jZoLAT6x7jTBIpCSrpL0tWKw+NPW6vMe6+PXr/Pp/UMupDFbSrGzv88kyyiNQccJYZIQpileKcraUCx8wQC1MWTzObPZjNHxMdlkjATObG6wffEBTNpuhvvkOcVshs/n1FnGYVUTt9o8cuYMj6/0eHhjjQe2t0mi6POu8ad+7d/ytBPIMmet1aJsd9HtDjKMadLAHcJ5lLNI6xC402qhNYbSWuraUFU1vq6IvKUfRfhWm7nUCOGJgJU0pd9uEykJZYkoMkZZzizPmWU5s8MDjp57jvraFc61Yn74Ax/gfe97H+/6X38ecelR6pvXeSyOuCUVtt1BpilearCm8UFXJa6qMFlGfXJEce0K1DUyWnidtQZnkdYSWUOYtpHnziHWNpopmErjnUPmczJjcM41A3SUWjQlTjGjEfXwhK41vOORS/zF7/oOHt9c55s+9Huk6xuYLCP0HuIIIZsJlgIaMX2qqBdJLc5xZ6iOEKIRbd7hrWuq+mWJqw1ONxVxD/iqahovbd34y6VEBRFCeIT3BFJBFCClYl0rvmt9wA+c3SC8x7NdVxViPiPs9lCLTQz4O//crbwvmjGBpqFTqhdM3fTO4YoCm2UgmyZO6RxSq1MF6qEZuGSbn63zDO0tUki6dck3rfb4iW/9JtZ7va8vT7kQYgR8v/f+d1/BglIau8r9lXbvvf+/vtzjfjksRfmSJUuWfP1TO8/UNqJ3thC+Ugg69wjx+wX0nSr6flXz8WlGae96yjuqGdKTLCrhifriAnzqHMO6qYKPbSPC7whwLSRd3VTB+4FioCVd/dIfYM/ygsPphI89/Vk++LGnmg2CELyh32FrdZV2q0XaaqGVItSaJNDEQUAaBvjaUOU5+WxKnefMxiNGwxGld6h2B1bXOXEwqw0Sh65qVpRgq9vB6IBRVbG9usq73/AkZ9LkVEDdm6leOcd0nvGpGzf4J7cOKbbP3614Fjmhdai6RNQVuiyI8ozAWpSWOCQOj7EOU9dQl9jZDDmbkjhLNFgh3z7HvN3FA1GR05FNs1/lfROZN5vi6praOVxZkB/eZnLtKrOj20RScuHSw3Q2t7iVFxxfeoLem94CNGLQlgW+qrBFTj2ZYCYjzGyGnU7w1mKmU+xohLcGGTbxe9I5hDFEvT6q10OfuYDe2EDFaRNv6ByuKvFFiV1silxVIhHYIqcajzDDE6zWpP0BYbdHEMe4KEb1BwSDFYSU3O/XPr1enQXXWD68tXhT44xppnE6h7AWlWe4KscgcWGI6vZRrRZSKryzjfe7rJoKtlYgJXLRq+DrAoRsLDBBiHcGN5liRieYdpew1xzrTrrK51lhsxG4Z73OGLxUaCVAqMYf7jxuMVzIm2ZTILUCBDh7+v3GX27xdXXaxGrrGqUUaN3EP1Yl1hpU0kK12ug4foGlZfLs5/joD/3Zl7zPXm1ebU/5beDoFSzm/cD/Dny+yZ+eZg7AkiVLlixZ8ooonGNiHFPb+MOhabocaEVXNb7u+5sp7aKKPl3YWYz3jEwzKv1iEpBZx7kw5EwcvOh8d3CuGeozNI7RIq6wOVazBi0kHS25EIVNBTyQdKR8yUzxeVlyOJlwPJ1xPM+ax9GI8WTC8/sHlNayGQVkzvPE+Qu8/+1voRWFpGFEGoVIIRiPx6dTOEeTCQfDEfvDIQejMZnz+FaLeGUVkbRIvGAjjXlrp8Uja+uc2VrHhhF/tLPL1b0DHthIefPDl6iU4tm8ovaOeV6QZRnT6ZzL+3s8OxyxG7YwvQF2Y3vxBls8oI9u8x3lhMRDqsBHMUdpzLG1TJynNAaswTuHqDJkXhIqTXXpEabdAaMoRDrHRpWTes801GQIfNFUxl1tsAicEBSLzcesNtRnzyMffgLXaXN9sEqwsopqd+j1+qd+ae8dxe0D+De/SmIdUiocTSOhLRq7iQwCgjgmWFtDdQeoVopqtxHtHrLTQUYx+GZcfD28iZcK4hQZhYg4Rkv5Ap9BFEV0tMZrjdTBXfGtXiiJ7vVrW2uJbl6F+QyOT6iODhorTavVeLXbHZQMqOMQLyRITR0E6N6AIA5BKJwxzUagLNBRikoT9KLJ984moqoqVBSjWl2EbqrYznlQEXIzJdraJnqJNZbPfBrnfDNNNEkhjlFRgopCdBjAYgPmjcE720zzlBIVhhCF+LqmHJ00Da1KNfYeqRBKN/dMlCAEyCAk1ossd+7513331deKp/zlVsp/EPhR4Me998Mv+SRCfAb4OPA3vPe7X/IqX2WWlfIlS5Ys+frAe8/cOabGMbb21NudqMYG0l1Ut+/nThV9bB0za5ts7jtVdK1QwB/NclzTCsfbOynpPceZGPMCAT617nScvRSCrpL0tKKvFSuBovtFBHheVRxOJhxNZ5zM5gyznLyuASirCptl2DyjpRVbgz5RnPDBj/wBDlBC8jMf+HM8cv48dV1zcnLC3sEBzzz/PAejMcN5RuFhWpYUZYlXingwYOP8BVbX1lnrdjm/0mOz3UGIJrKxcI6j2nL99iHT4Qln2ikPbG1RlwVVllHO5wxHI64fnXBrnnEbSTFYwfZXECogrEuC+Yzh1tnT1/id8xH/6be8g8+cjPnsaMzuLGNuDApPIhWDKCCoCnyWcVBUnEQJEx1QCUHgBaE3WA8TqbCANJa0LJGuxhtDVZYcHh0zGZ5QzGZYASrtoDptdLdH0G43mdvOQz6nKgu6b7prZUh/60P8tXd9HP59ZAAAIABJREFUC//yd3+PZ3f3mOc5Lm0Tra2hBqvodhsVJwSBxkiNT2MIwqY66zzUhlpJSFNk0GzgvLU462BR0UYKvJTIe5so74jwe4bcAEjbWI7CVvt0jfbac3xg7yof/dQfc+QFxcoa5cYWotdDxCleN7niviyRSbLI8w6a9JKqAOtR7Q660zltInV1hSsKTJEj6ho5WEUlSWOPkbKpuN+531jEJXoP1sBoSG4drbPnTtc4ff45LpqcYXcN224jwrCx9wjR2HacharE1xavRGMV98195rxBeImKI1QYNe+RoJno6WxjyxHy7truiUS80+QpFu+jt5Z6MqaWktbK3ZrwV3Ol/OWK8i5Ngsq7gX2gvvf73vuX3HYIIebAG733z3/Rk30FWIryJUuWLPna5U5s4cQ0Ytj6xmLSloquboR4IF/8UXrhmtzxqXVkiyp6KMWplaUlX1hFv5lX3KxqVpSkpdVpI+bkPgHeuUeAD7Sir15agJd1fSrAjxcCPKuq0++3o4h+EiPrimo6RdQVURCwvr7OmTNn6PWaFOEPfug3+PfPPc9bzm/z+nPnePrqNW4cHTMqKzLvm6punKAWdoQgTeisrbN97jwrKwNi2dhnWlI2eeBCoIGZdRxkOTeuXWG+c5OtQLPW7yGc43iW8fx4zG3jOEGSRzFVp4PoDtBRTF96Hs4mfFsn4a1PPslP/d5HeU5GrNuad2xtcr3ImRuH944EQTuQxHiqecZoMuFESKqkhQ8CnFQI4VHWNZF8SqGBHp72dMzBzk0OJ1OmeUE2n1FMp9gsW9g+BgTtDmGrjUoTYqlI8ARFzhks33rxHN/7zm/kfb/yIdKHLpFdvUL3s59m1O2jNrcJu93GC651E98nBRKBlBInVfMoxKLR8K53GyGaiMHZhHI0aqwAYYyMQmQY3k0yWQzkEQg8HmEMwWnlV/FAO+H7tzf4ltUe3/IbHyZdWSUbnlD++q+iHn6UaOsMQaeLDELujKTyxuBN3QhWHZxey17KphIfNEN8vDPYbI49OqQoK6J2F9FKCTtdxKJBFRbiu66xZYmpGn+3MoZ2q8WZlRW+9cw6f35znV6oTj3b3nu0AKGD08q08L4R475pNm1e8z3ed9VsUvxpzqE/jTq0kzEECh0kEAaoMGqaRXGNbcc6hGg+qXLW4osCWZW05zPenoZ85wNneevjj/Ouj3z668pT/q+AdwC/xOdv9Pw7X+T3fwP4Oe/9r3/Rk30FWIryJUuWLPna4vPFFqpFRbqrFW314oQT7z2zRRV9ck8VPVXyVEjf39xZO8/YWJ7NC/7N8YzcN1X0N7YTukrRUpJ+IOkrzUArelo2toQvQFnXHE2n9wjwjHl5V4C3opBBmrLabrHWadPSmuPDQ/b396nrmiRJ2NzcZDAYNH73POewKPhXH/k4HxrNIQxBSjqH+3SjkDiKGKQpK502gQAWlXHZatMfrNBNEzo4enhSPAowZUk+nzPKC/aMZVJWDHduYg72WBsMCFZWObKeIy8olaYOQ1wYQdKGQY8gadGXsHl8m42dq2xubNA5f4EPTXKeaQ0wUiIERNmcvnd08XSVIHKecjZlPJsxC0JMkkIQooREK0EoQEqNFJ5sNGa2s8Px9SvMhcLqAOcMZjajnkzRaYJqtVHdbuOlH6zQTlO6UchWFFJNRhRZSauVsHnmLLdrwyesIFpbBzidBLmIH1kkfXiU9+AdTeSHar52nqqu8bYGY8CB8A6pBNY0m0SVpnfzsT042/i8va3BWgIdoKMIRFMhDrXGSYnGk1hLNRkzzQvytQ2CdudFa/TO4o3FWYMzFuoCoTVSaLwAoTUCQROw0mwebFXhvUNIgYoSxMKzLRYDeZpm0IV3uyzwddNci7VIIE6S5pMB5yjzAi8FopUik5fwlC/84N4uqtze4a3FOtcMZ5Lg6ybP3IzGCKUIQ41OUnycILVuiuBKNUOFoHm9xuDrCgG4skI6Qyyaa6aeTrFFTqkD3GAVvbGJuqdXY7Jzk49+30vOvHzVebVF+Rx4r/f+Y1/mYn4A+FvA3wU+zYsr7X/45Rz3y2UpypcsWbLkq5uXii28I8RT+WIh8AWr6ErRU5LOPVX02vnTTPETYzmuDBPrKJ3joDJcLyq2Qs3cet4zaPOOTvKSArwyhuN7BPjJPGNWlqffT8OQQZqcCvB+mqKAoijY29vj5s2bHB0dYYyh3W4349ujhCkwdp796YyDWcZwPGJnllGtrcNoCFHCA9mYH3rH21htt5gOh+zsHzBzDtnusLK+zmqrRQdHWDUCPMsy5ovHylrmUUIZRkRKMdu5zvF0jl9ZoYhTagQGmsSUIEClLexgAFFMXyvOm5LgyrNMAM5e5CRtc2gcx4jGz7zw558vZ/zYhW1aUnJw+/9j781jJcvu+77POeeutb2lX7/ep5fpGZJDzsYhZyiKlGyJkeQ4FE1JjpZIliwZSmTHshMngIEYluAECQQFCBzDsWUhAgwIDm1Rq5FQsiVKXMQZiptmhuRwtp7p6enlvX5LrXc7W/44t+q97ulZKJLDMfG+QKOqb9W9derWrXrf8zvf3/d7jcevbnLRS8qWjMcIJI7heMykaqiaBl0VlJMpZhLsHYVzpGWJqgoM4AcDxOEjkKbIvEPa6dLp9ojjCCUktdHUXuCSIDPxcRQqxlLdoN323mON4XA1YzlOWOtEpCKiwnF5XLCjNdp6GqNxVYVPU1SchIp0FAUZhg1k2TUNfjZD+JagA2RZCMbJcqI2dn5eYUdIhJQ4AGcXzirI8Nh+PbQzBnvxArm14D0yjnBJiu50gs56/3uSweYQL0OwjhCAwHuH0wacw8cRstVzBz4oELgwDxEi+JVLhZdy4Zpys157fv4Wjb/G4J5+AlGWeG2w3mPiGJ9lqDRFJmnQz3c6KNk2lqqo9SsPx3PG4KsCB4goaW0U24RSEa4D533YL4oAvziPC1nLy/yuGGP46Dvf8rLf428Evt6k/AngR733f/4XHIx7hYe99/51bfQ8IOUHOMABDvDGw37bwkkbGvNqtoUAtXMLIj6vokdCMIgCCe+pYPm2P11zNpextIE/UghSIViOFYfjCOE9H9mdBFIlBD+4tsxasldtM9beWAGfFUzqOhAn74kF9OK4/afoRjEKT9M01HVopCuKgu3tbba3t2mMQeQ5nSPHyNeP4PIuE9cS1MmU2WRMXFe4yYi+EBit+WTjWys+zz/+y9/O3adP8aWLl7heN6hOh7VDh1jLUqJihplNmUwmNK1MRghBp9vF9/qUeZfae65ubPLFr3yFjbKiOxjQSVP6eY7IUlSc0kQR424PF6f004TTccTA1DxzfYddqaDbpTAW2zQMrKFjDZ+VQbcsgJ9d6rKiZ/zh85d5TkbUcUKtNXoyoZlNaazDxQng8TpUloWpSeKYLOuQ5B0aJSjjFJGFSu+cKEqpQhCSCP831uKlBKHwSgEt8bQu2BxOJxggP76nhV598ov8+g+9n0c2tviNLz/Fc9pSComLEpwMxXKhVJB3eAdK4azD1iVmMkFPJsRxRHxoDdUbBIIsgnsIrf2hEIQGUhsq1vNoSufcnm66qWnGY2bPPInoL7H+7vcuxjj+k//Ib/zUj/Ibjz/Bn05qyizDpBleRXgJwgf7QOEcHgdeBNtAY3FNhTOGpD9AdntIFbzMQ7nZ71Xh/WK6AFIEuYkIZF4I2Z7iMAGxkwklnv7KPs32xQuc+uyneC5KkSdOIfMuanmZOEmRWdo2a6rgJ96eC6sbMAbbVCBj0pWVoImXwcsc58OttYF/K4kXQW7m2rGKNthoocv3Hqc1xhjifWm13wqV8u8jBAD9be/9V53AKYQ4/UqPe+8vfrXH/FpwQMoPcIADHOCbi6K1KcykwHj/F7ItHNkQsjOvomcyOJz0ZHDArhw3pGvOUze1DxX1RAgyKTkUBz14/yYt+p988Qk+f/kK9x4/yt23neT6eMLGcMjGcMywKNDGYK1FOtcmdQpyFSr4eZLcMGYhBGmaEsdxqIyPRmw3Bp2mJKtrpKuH6Pb7FEXBztYW080N6u0tkqZmJVas93pEUrK8vMzJkyc5d+4c/+Y/fpRPPf0Mdx0/yrkTJ3hxNMYLwUq3y5KEtKmR7Wt3Oh36/f7in8o7fPraBl+8dp0ru0MmoyGT3SEJjjcfP0F/dZVZpJg5qJSizPuYKCKVgpU4ZjVRbIym7EynOCXpJBGyrDlsGx5YXeYdZ07RTVPe/+sfZnb0BNH1TXreMM66uCTBWofTNb7RiCRBdTrEcdoSVYjaBlsHWMC2OmSMxdclqmmCHCJNidM0EEfvcLrBCIlPc0KCjMVXJbYsiMqSLp67lnt88L57eOfpU3z7Rz5G58gxis0N3lJOudQbQH8QmiBbYuchVLC9D+oWF2wtRes3jhTIOEbG4TP3xmJnM2hKBBLyDKFi8D6QT22QaQJSBCeU6RQznVBtXMVeeZH8+nW++02389M/+iOcP3+eb/ujR+gsLVMUM1YnI5qVNWSaLmQnYuED7hfhP3OZDfi9ZE6lFr7h3nl8VeGsQUiBNxavNQhB5FyQRWU5tPMPcGGfooSmYtlq7h70+C/fcidvWVvh2z7+eTqdDnVRYLeukR8+ikrSPVvDPWuUPR2+dYuxChWFCc++dE+vG/R0imtqoiwPz4lDRT0cKUwWFseey2PqmriY8aZY8jfecgf3HD3Mt7fj+1bRlE+AlGBdWANm/+Pe+8FfcJzfFByQ8gMc4AAH+OahsI4/GU6ZtDrvuQf44Ku0LRRAJgWJFEQILLwkXRNCBd54cAQinrQNjoO2in7zaznn+O0/+ij/+3/4KE4qfBTx5m7GUp6jBORS0lGSXhTRjSP6eU6SJMRtquL8/vzWJAkjB5eHIzamBTMExBG9bpdup4OfThhfvcrkyouY3V1UU7G2usrJkydZX19nMpkwHo/pdrucOXOGbrfLMy++yK8+8lkqFWOl5L7VJe46dpTjvQ6rNxHwXq+HUgpjDF944RIPX9ng2VlJZSyJblh2hriuSPMuvVOn2HQe7SBOY3TWYSpCU+O8mVUBu6MRZjJFWcNACZYFHO/1WD+0wrhu+OzFy/x/u2OyM8EHQhAaEV2bZunbCYNMMuLWHYSmgXKGbjTOGqxz2KrCTCaYnW0yCcnaOnZ1NdgQxjHC6KB/bjQ2UhDFgTyOhzDcgcmIRCkGnQ6rvR4nezm5irhWVvzZ8hF6p24L47vhGgiE0RuN0zo0EOrg8OKMDtIXIYJO3Aey6ooCPRoh6hLZ7ZEeOYpIs1C9JVRsrdFIGYQBrtHYcoa+fp3q8guYq1dIZhP6eY+lUydQq4eYrB1FvuVtwWf7JWPkhsp2INqu1a2bdvLg2kAeEHES7Ca1QVQVIkshTcN+jQ4TDjwkGTKJABl04NZAXaOahsg0bfhQA1XNbDJBr67SOXN7aIi9laZ8rtF3fs9j3FqssYh5Q7SQbQOqw5kGqw0KQoBR1GrkvQ8EfHHItrIvRTh2XSOqktgaaCpE3WCaiirOUafPEO2bJL+RK+Wv1af8v/0ax4MQ4h7gfwDuIvQTfBn4Ze/9F7/WYx/gAAc4wAH+00DlHF+alWw1hkNJhJGeo0nMbVnykufebFtonccQfMcVwfmkdKFqDsFJJROCTEkMnsZ5TFt5Dzr01iLxFlp0rTXXNjZ49NkLfOYrT/GZ5y7SqIhOU1PWFZGwvOv2MwsCHkXR4nb/sSpgimQmFVMEu0XD6PqIsioR3jNQisNJDKMdRl9+lGuXLuGtRUrJ+vo6x86d4eTJk6RpysbGBk8++SRSSo4fP06n0+HixYtsTKZ8YWfINM5YkmCM5e6j63zgPe+m1+sFGUeLcVHwsS9/hS9tbHKhqChUhFcR60nE2w8fYjXv8uiLl9jq9kkHA0rnWc+77KQJm05S48m9Y0WAMIbdsma0s8V4VkCkUFGMbgylNVTjEn1tG5/myLxPvrR2Q0qjns3oPvEog06HaGmZJklhvEuxvUU1HlM7j4tCQ5+L05BSKSXx6irZ2XOIOA4qi2KG3LiCrEsMAhcnuKWl4Ms9GeOHu0ggOrxOdO48QinG3jNCcCFJUN0+Ksvo36Qpd9ZSP38BvXkVNxrinMM60Lohzjuk60eJlpbAOWzr+uGFB+NQnZzuyhlEFIegoekYqhIRxVitA/mc69pbL3aAZG2N7Ohx5KBPsryKShKslFghuDkjdV5ENeMxoizAtI2m1uJMg1NRaMSMYsCHxtcsX0wMvFfILIJuB4zFzqZ44ZBJho8zZByaQ51vA48ajcDipcLlHVy2jFTBchEpyYDsprH5liyb3d0QaNRuk00NSoaJSpK2+vFQvXetJEYoRZQkgZh6H5pYmyZcZwsLyfA6bk7KGxMkNnEMSYLZb5W4b3z7z2Hn6LFb/zi9AfCaSLn3/l9/LS8ihPh+4LeATwAfaTe/B/iCEOIHvPf//ms5/gEOcIADHOCNDes9m41hSxukEKwlER0pkEKyFu/9KZrbFo6MZWhC06XzEMlg15fK4O2shFika2ZCYHyoko+tw/rgq9xVISFzoCTJLbToRVGwtbXFhRcv85XLV7g0HDGcTOhEinefu42PPf0sIlL0RcTf/bEf5f67bmwOK4xj1xiG1rJrgqa9dg5rLdV0ihvusioEZ5e6HDq8hCwKrl25wrXnruG9Zz3Pecf73sf58+c5c+ZMqBgD29vbPP3006ysrHDixAl6vR6TyYRho9HrR1k/1+e7tKZ85M8QRhPFMe++716Wl5cBeHFnh888+zxPbm1ztazRKsJmGUuHDvPWpSXuP7pGoTWff+FFPnb1ObxQLC/18EnKc0nMY97jZg0KT+ItpYMxwXJuZzKlsTYQ5sZiyzrojaVAJCE50RYz9KUXsHXF0v3vWBC2w889yU/+4Af53PURF65vUg93mU1n6E4vWCrGEb6VoYQI+wzVBteYuiGZjpFJDHkPvXwOlCJSQVPvmxpVlZCmuOPH24q5Q1c1SIFKM2SahYqunFdlDXJfBdV/6VH++YP38utXLvD52ZRidQ06fXrLS8jeAKTAliXOO4TRECmiOCXqtU2cTQ3jEaLTJVs/glBReO/zSrA1IeJeSORqEtxZWv9usagC7zVMeq2pm4as212McXzxeX757BF+79kLPLYzYprn2DRH9QZIFSE8yCgi7vdDVd57zHiE0w1eKVzT4BDEvT7x0lJrzTifVDpMWYbE0ThGpi15nhPo+RghVOGdo5lMaKyhf2ht8TmPn/4K94+3uVhbZr0ePuvglpeJOt3WKhFQUVihEgLpguzINQ2urDC6Ien1iJaWkZ0kfL6tI44zBm9tGI9UkCQLLfmtVhK8cxjdEKV79Ly4dhV4fRs9Xyteq3xl9ZUe997vvMr+jwG/7b3/hZu2/xPgA977e1/DWL9uOJCvHOAABzjA64eRsVypNdp7VmPF0STmaqW51GhOxhHLieK6tmxpw9Q6KhccK3Ip6SpBpw0A6khBLiV5S7DH1rZa9JeG//RfxiJxNBqxvb3NxuYmz1/f4sp0RuHBaM1ACt507CgP3XsP6+vr/MHjT/C5jQ0eOHKE977lTYysYcdYRiZMHOZadomgqyRRU9Fsb9Fsb5OZhqaqqKqK3d1dJpMJACsrK5w9e5Zz585x/PjxG/zMq6riiSee4LnnnqNpGgaDAZ1OhyaK8MurpIMl1paXOJ5nrESK//Xjn+ExbXhbrPjAmaN8/sVrPDUcsWUsOoqQcULS6ZLMq/s4douKqfWU1lAbQxzFJFlOHcdYQvBKCqwLgyhLxtMZ07JkXBRU1iK0RliDbxsDZZojO3kIw5lNcVdfZPX6Vf7aA/fz13/gB/hLv/8JOidOUu1sc0oJRkJiEKHSHAVnD9HaD2IN3lukjNoJisA4Exr5VNTa/AUZDHWFmYwxkzGuqnAI1GCASDJcXeGUIsozZKcb3D6UapsELWmtecfaEn/jTef48U98js7aYYrtLU5+9lNcWlkjOXYi7CclIg0Ve28bvLYIQCYxUsUh2l14nHU4ZxEqDlpxD7auoA4TAh+nIZUyanXT8+tyTr59aPLEOShmiPGI24oR//V99/HgXXfwrj/+Mzq9PkUxo/Pwx6hOniE+tIaIE2TchgVZGxooW5LqffAY900T9OdxsudM0n4XXNO0UpfgHY73iDgKn4kQQRpCO4GxNujn6wrKgt5kzA/feZofvu9eYikWPuV1WcDmBun60eC0EqmwgrGwm9z7Ls4bMTEmvI84bkOG5j7pFlOUuKpCZikyioOnudx/Duey9Fafbm3Q/2tNdzLirwwyfvwd9/Ndn3niW0pT7rjJm3w/Xs09RQhRAW+7uUlUCHEH8Lj3/uYVhm8oDkj5AQ5wgAN841E7x5XaMLGWRAiOJBGJlFyrNb+1NWRqPY1zvLWb0VOKjhL0lWItjuhHgXx3pFw0X5bWLYh4eVP4zzwE5yUWidays7PD1tYWOzs7DKczXpxMmCBJ8pxMSnLTcKSTc+70ac6cOUMURXx5WvAvrmzTeI91cE8/Z7lN9MzVPKRI0gP07g5bW9cZj8fsbO9QlAVlUQBBunF4fZ1Tp05x9swZBoOXtmDNZgVPPvkkTz31FFVdsba2xrGjx8hXVnD9JWTeIZGCQ3HEUiTxzvMrX/4yD8su8+a5qCqQrQuJkoJYyoV+GW+xJjTRBhlDIERxnOCznOANYlCTGWxvUllPJQTOe5wLsel4j3AW5RyJUNDNUVmGJOip5dZ10t1tThw9xsm3vJmhhY9NK7LV1cV5CJriQJ5E28jnrQte2M4tYuaDHNrinEd4i7egqhl+PKIe7tJIheh0Wys8iLq9kFyZpDAnnkIilWwdTQyRNiRK0pOCpbqE2ZQvZT26p270oRBzJxLYS5BsfbZDiiTgaK0PNc7oIJVQMlR8ZQjuibIU9pNHAnEMLisWrxukc63/tgetEbMxnaLgcBTew/XplM21Y/SOHF2cwzmxnZ/LuURESNWS8bBqYI1FpWmoxrcSG2c0pijBGuLBAJmGlY15iE9wOdkbozMaOWe91hBrzXqkeNvqADcZs7k74snN60zfeh9Zr7c3xvn7bfs+nDGLEKG5x7qta0Qch2t0PlERAt/U6KpCeo/q9ZDtZIJ5M2vre+6shdaeMqSihgAiURTI7U3U00+AF0y7PXjPX16MD2D83LM88gPf9zK/Wt8YfL1J+XfetCkG7gd+DvhH3vt/8yr7vwD8j977f3vT9h8Bfsl7/4ruLF9vHJDyAxzgAAf4+iA0UYZGSu092geivdkYNrTBeUK4T6vjNt7zxVnFY5OSlURRO8d7lnq8s9+he5PMxHnPzO6FBmm/F/4zJ+K3tEisa7a2ttje3mY4HGKsZbusGCOopaLb7bKWZ8TljMgYlpeWuOOOOyDPuaYNzxQ1j4wLLhQNS7GidJZ7ux3u7YfJQyzEws7w6tWrbGxuMp1OMVqTZhlJknD48GFOHD/O8ePHSW5yYvHeUxQFo9GIq1ev8uLly+im4dChQ5w/f57e6ipllFA6RyQEUhvKumRjMuO5yYSLTjDLuth92nFlDGtKkkUSCO4UFovWGuM8CIVMFFhP2dQ0CKyQgSA1Gt/UrdmID+4b1gJ7hFwJCVkGaRp003jQBrTBWhPChJIY9rto3ATvHH53G1U1+KakaYL0RcQJMs0RcYwXrYUfEqzGNW2AjWr9xaMIb0PDqMo7RN1u65RCK3MQzNMegdbCz4XGTBeIbCDwCULdqOB1zrXx7wZPIH7eOZSKWheR1grQWLwzkOUhYXJfBXrfh9xGyjswGuHapkRo/dFFG1/vsVqDboLfTNJWv6NgG8jNkgzn0Ls72GKGFDKsDsQJwgefdSEEIk2C5SDBkQUXkjSRe+4mITXTtDaJofmyzdkMkp75hM7ZoFnXDa7RiCxH5Vkgy9GtFdDeOcrLL1Jdu4KKYuRgEM6fDy41Ua8XJlDehc9Ohkq6kKGHYH+iqGtqbFUtXGtEm3pK0spgRISM2/Np23TQdlXllmN7g/uUv1ZN+cdusfkPhRAXgL9FSPp8Jfwq8CtCiPPAp9pt305o/Pzl1zIGIUQGfJzgAhMBH/be/4IQ4izwIeAQ8DngJ7z3zcsf6QAHOMABDvBq8DcRbbP/1u1ttzcVdgrr2DIGPCxHimNJTKYkETCxll3rOJVGXG+isF1EvL3XYaXVlRvvFwmck9YiUQjoK8WRm8J/9mMymbC9vc3W1hbT6RQAJyVjJENADJYZxDFnD62S1BW7W9eRUcT6nW8iWlnlscaytTtl2wSidGeeUllHJAWrQvHBtSWOJ4rNzU0ee+wxnnrqKTY3N7HWMhgMuH1tjbN33s65c+c4ffr0DbIU2KvYz33Ji6Jg48oVnDHct77OAw+8l6UjR3lyNOH5yYxhOUbXFbuTCcO64Zr1jNIcnaSIWCJ0hVdd8J4I+C9Szw+96RxPDMc8sbnDxaKkBGbe4RqNLkt2x2PqLEfmeTCtKCvi3R06UtJNE5SAqXOUcUITJYEwC0XcySBJA6k0jrqYBfmJUkFSkgWXETH3vdYaW8ww1pEsLS3OQfe5p/hf3nw7v/vwwzw6rZisrmJ6A6yUmNkE3TS4ssCVFX42RliH1RrrDCpOkUKSHj1Ccuwk6ujx0DTpAmHEh2pwIJ8ipEASJnYewjjjGJFm4bPxYJsG2er4AfTjf86Pry/z4Yc/zbjbQx4+StTrh2bSfo8oy1Htvz3SF6LeXdMs/MXFaIjIMmS3F2wKbbAAlFEI6vEQJjLGIoRCRDKsOqgYlAi6hEbT1FO8ECT7VlfGD3+Cv/fg/fxuXbKbpBgp9iYtWRrI+L5VieBa4lt/dostDM1oB725Qbx2GJXnIRxIiKD3VhHeW6h1WFkRIgT0dLuopaR1S2n91duKuq5r4v269y89xgeWu3wiiSnW1lHdbpg4zKve81Aj9gKJPK0YDSD5AAAgAElEQVQ7T10vJCtxp4Pqdom7PeL2NW9YCZtX1+e/Qe3tzb8OztobJk3FpYvwOpPy14rXVCl/2Z2FuB14zHvffZXnCeDvA/8AON5uvkIg5P+nfw2DaI/R9d5PhRAx8Eng7xH803/Le/8hIcS/BB713v+LVzrWQaX8AAc4wLc65j7gPRXs++aYk21zE9nWLQEPpDvc3gxBCOWJpCAWgkgIYhHcUPBw3RgK68il5EQWL9wtCut4sdZUztFXiuNpxGZtuNRoTiUx62nEuCXixU3hP69kWzgcDhcV8bquEULQ6/dpooitWjNsNN57ji4NuPPoOrlzPHXhAkNt6B4+Qn7kKFMEpQsWixLB4Vhxe56ynkT87mc/z6cvXeXuQwOOWcOjjz7KlStXFkT83LlznD9/nvPnz7O+vv6S81XX9WKiMBwGN48oitBaM51OcXFKtr5O3e1zsa7ZaizGWXxd01QVxhh24pQizUEp4khxLEn4S+urvO/IIX7kDz7GdHWNfHebn3zTOf50a4erZU1hPc5ZjHU4rUNjXJ4jOx2EkETOE5kGpSTeCxqjsULg55Vjo6HRRFJAktJI8MZhtVnID4KUQ4TqZxCcENUNA13zpkjyw/e9lbtP38a7/v1H6Rw9RnHtKne+8DQXsz4cXkOkHfDhmK4qcUWB0w2h5umCblxKRKdHtHqIqNtDZnn7mh47K3CzSahsS9XyMR/i152FKEZ2e6gsCwS6HbfTGooZt9mGn3/oAf7Oky8s9NrLD3+C8bETJKfPEnU6C0lIcP1ovz8Qwoe0Rs9m2PEEmUShkVC2xFYKbNNghrtgXZgEZVkIM2rlO946EMFDPFgumpaUlsRFwQkFP/GO+/ieu97Mt3/yC3Q6XYqioD/ehbUjiDRdyFl8K0G5gdzqBq91aNpUMTJLwkrBXD8O2HIWZCBChHM1X3HwLCwSw/sP2+YTHeGClOW+bsZP336a82srC015VZYkoyHx+pFFE+38l2Qx3n2/RTjbEnPa5s19jac+yIa8s0E3PyfmbTOsIMicwg9CSPqUBNkVuiEpS75jpcN/c89dfN8jX/zW0ZS/zAv0gP8N+M+892/+KvbrA3jvJ3+hFw7H6BBI+c8B/y9w1HtvhBDfBvyi9/57X2n/A1J+gAMc4FsV3nt2tOXTkwLtPc7DmzspkRSYlmzf6lc/mpNsuUe0A+nef/tSr2TvPVvastEu+R+JY9ZihWylKtcazY62xEJwPI1ZihQzY/nUeMbUeWrnOJclZDJIUV7NtnBead7Z2cFai1KK1dVV8l6PrVrzwnBE0TSkUcS5w2vcefQIBs/jz17g6miC7HRYPnYcmeVEAmIJOEGmBGtJzJE4TCT+4BOf5Bf/n39H0wR5xnnhOH30CLfffjvnz5/n1KlTdLsvrUfNZjOGwyHD4ZCi1ZWnaUrS6zEynhd2d9itNTbNiAcDbJygAeE8sa6JmppKSHbTDlWaIVTQ1Z9MI+7Oc45FMCs0/+zZ59Cnz+29cCs3mVdEvdUIYyFOkJFCtYRQ6QbqBmsaTF1hfQiSiZoKURvqJIbBEjLvIpMY3+hFEqQ3FoFDek/sHFGkQsqlMeR1yakk5r5j6yRSsDEc8qHNMf1779+7VqxtNcs2VNOrElfVodJrDZHzQfcsBGppmajXDxXu1sPaz6b43W3EdILtLwWHFYIMQ3iP7C8h86ytyIbqL02Nm01wZUkqYDWKuWOpC7u7/GHSo3/8BLD/ug4Sjvm17a0JTY7a4IsCq2u8dcg0IW4DbZwPunhXN9iiwAlIuj1UrxtCg5zDLjy+A6H3TfDRpq4QLlTyY2/pOMeyM1DOKKOEzTvfRretlN/quydu0KlrbFEEdYo1iKyDSuPQqNo02LJEj4bBzWhpiXRlBdVOInwrtbE6NNtiXUhVFQ4hBEpGSCnInKM3HXOsLtiZTtgwMH3L3WSdzsuPcaGF9wuGPm/M9C3xpg00sk1JPRrjkeTLS8S9LkJGi33DyoPFNQ22qnBNg1AK1TbYCq1RZcFg+xrZaJdapVy69x039HKMd7Z55Lvf9ZLv7jcS34jwoP1PFEAHmAH/1etlaSiEUASJynngnxMq7Y9478+3j58CPuK9f9st9v1Z4GcBbrvttgcuXrz4egz5AAc4wAG+YfDeU3tPYV3r1x3SK3e15fmyoR9JZtZxR56ynsQtCd0j2fErkO3Xgqm1XKkNlXMMIsXxtpHTe8+usVxtDM571uKIQ7GidJ6xsVysNReKmkEkabznnl7OuSx5WdvCebV5PB7jvSdNUw4dOsTq6iqFh6c3NrkyCo+t93vcfmSdw6urjK3j6StXuLKxiUawfOQI/ZUVYiSJEtTW0fhABNOmZjYasbG5yTPPPMMn//xRdtOcqKkh7/Dm1WW+593fRnyTVtV5T1mWzGYzitkMYwwasEmKy3JMklCjmFYlTdMgpaSX5yRZhhEhSTFqKmxTs9tZour3MUkSZCnWEluD9Q7tBV5IdBIj4zR4Xu+/FpzDDneJmhplLVG3i02SoCmuapiMoSzRbbVYpx1knkMcIdI0SDJUG1Nv7CJlUhiDkoIkCTIP7cEhwFuEkCEFUjeh2pskyE4PNRig8jzohm8ao76+iagrqEvQBm800ll0lCL6fdTSEipupTKtbaGrKrxuFm4j3oOvarx3qF436LqjeI+kOIszFluXQVMex2Gs7XUukqT1237pNe9b0mym41DlTiKEUMEGUUhkkgbJiyDo1NvVA9Gmes6dQyDY97lGM0/XdNYESUkULbTTMo6C1pt2KjBP3XyF76OtK1xZhubQKAoNntqE9y88IkqCC4wQbXLmXIaiELECsacXDxaDbZOndYAL45ECgQwadKVYEOq5hOQW31Vgz69ca0xZ4Kqileio0J/g2oZPpcDq8JmqCK8UQsjWsSXak6VojdVNuwJgscUEV1ZE/T4y7wTHGaXCKsS8gt6u0N3qN+1bQlPOS8ODHHAd+LT3fvdlBvAY8J3e+10hxOO8snvLPa9lEN57C9wnhFgGfht4zRV67/2/Av4VhEr5a93vAAc4wAHeCJgT8NLuke/S+dZRIwTp5FKwFkUciiK0d0iCY8fdvfwGCcvXCu1CBXzXWBIpOJ0lLLWNcKV1XGk0M+tIhaAXKyrvebKsF7aFhyPFJAmR7ZEQ3JbuEfL9toVbW1uUZQlAr9fj9OnTHDp0iChNeerqNT723EWmdYOKIk6sHebQ2ho+jbmsHV/a2OLKxia1bkj7y6wdOoRKYozWTKuK3bKmqkr8cBe3s0U5HrO7dZ3r166hi4KzSjEd7hKnCXI64af/2l/l297+9vD+tWZnZ5ud3V0ub17HNppSQLp6KCRUJq2rBB5RVUx2duh5EEt96rzLUEgmHqx1mDRBL63i4rbhzbnQQOktRkVUMrhneC/wKqxAOO9wZYnK9ozLDr/wDL/w7nfw8Kzhy41hc1Yy2dqiuBaaSJsoxaVpcC3JOyhEa6cXwmzM7hC/u008G4Wq6WCZqLXyc95SNM0Nf8VdyF7HO4/IOsS9XrDea8mxazSmboj3uV74z3yKv7m+xJ9/4TGe39pg+/AJzLETqMNHEHmGjFNMUaDrYQgIshYrQrMmIiRPAqjDh4mXVpFZxrzCOncP8cYs7qu2eZS5NrolsAvCd1NRcnzhGX5+kPNnFy/yVFExijPo9yBOiZaXUFkH8KHC3zToqiDOu8g0w1uHnk4xZYWtZsg4JukNkEmCF0FvH0UqNFAKWlIe5BpzJXRwUWm/p3Ny69wNBHh88Xn+9u238WwnZUtrrm7vMB5PaKzF5RlpfwmRJIDAmbAyMSe5zjTYmcZUFQiIe/0gMYkUUoTgoAXpFmFM88nBnGzfygvcWhv8zOdjvHqZf3Coy6ddzTPOMhMS02hkpJBJ3E5KVNhHgkAECU5rv2imU3RTE8VxuFazPKx6eE/8MqsG8zG+3Pb9KMajlzznjYJvZHjQbwL1vvtfNyLsvR8KIf4Y+DZgWQgRee8NcBK4/PV6nQMc4AAH+Gahbkl3aR3FyxDw1UgF324lSG9qglqO1C015V8LvPdsG8tGWwFfTyIOxxFKCKz3bDSGK612PFehYl5rH+z8ougG28KkLrm4O+LU8hIpnuvXry9sC7XWIAT9lRVOnjhBf3kFlaZcHo743AtXuDKZYDxkWcbq2hG6vR4jYOQ8Ylqye/06k8kYoSIOr6zQkYp06xpmOuWaMUyrGjMa0pmOyVWo4JnhkLyYcc9tp3jwwQd54IEH+O8+/Hs8IxTnveW9b7+fS1ev8eTVy1zaHTE0lh3nKbIOLhngEoVDggRvBdYYiqYJLier64g4xSsZ9LDOIaRC59Ee4dJNSIB0Di8E1gu8nQZbQCGCjMU5TiYx33vqGO87c5Lv+sjH6Bw7QXH1Cj/z4Dv5Py7v8MJ4Qt1WKb0QiPUTCClDpL0UQUIx1x/PZqA1zhmc9ch+HzMYBClEVeLLEmt1aP5TQULgrEW0mu2o00H1u+G6qyvsaEjqLYeznO84e4oP3nGO7/+dj9C5/Q6mTz/FnU98kX92IUfd8WaSd74nOHFAiKCvG6iD/lllGfS6IAQKGYhcHLUV9PZ8OYttGlxdhfHKCOFDNVpGCmSElxKBR6jghx68uUMjYT7c4YPnT/F/75QLrfH3mym/+vQV9JHjxGdXSKMYEalQjZUipIm2XueqG1JJodVfe49MU9LllcX3xbUyC5oaJyVeCqTywbfbWZwOziYCD0mCjOL2WA47mbB87TL/+D0P8nMv7izG+FduP82HNrcokRBHyKyL6PbJonjRaOtbqcjc131OsqVIUTkkN2m2cS6cm1ZD7n24Fd7tEbe5dSLhHNjpBHHxAj9z/hQ/9t733KApPy/hV6YGukvIXqiAz9tpnXNIIUJlmz1yPdeICyGQaUpE/4bfnbmO3DuHgzZ4iMVEItgvBqcZpMQbQ1TMuLea8t+/8x7e/9iFPU356yxd+WrwNTV6vp4QQhwGdEvIc+A/AL8E/CTwm/saPR/z3v9fr3SsA035AQ5wgDcSmpZ0Fy74b5duz9VECBaBObkUdJR8CQF/PVBYx+VGU7ZE/3gak0mJ854rjeZC2TC2llxKViNFP1K3tC303nNp8zq/9shnKIyhaTRvX1uhm6aIOKa3tER3aZlOr4dSisYYLu/scnk4YloH+cehQY+15RW6WYoS0FOK3FpefOF5nn7uIlOt6XU6rHc7DHD4pmEHwcgLMIbDEtY7OUopdnZ2uHLlCs45zp8/z0MPPUTc7fKLf/QJvnCojeMWAr95LRALFUGkmKc0KjzCO1TbBId1WF1jmhqcIEkj4iimI8AazVglNFkHVHAAoS6hmIT7KsYKAUajrAEhSOOIfpxwrtflrn6PU3mCAn7xU5/F3H3f3gfkQpyINzZ4VzuHrWt80+CbBiQoIQPJ9CCsA9PgtMZpjaxK0tkYozWFB9ddQnSy4CxowlhUnhOlCVGaIz0IqxGTMWo8oh/HHLrtFGePH+P+1RUONyU/+W9/m/Xve//eZ2/Mguh50zZdetfa9BHOafte/DxWXRDOFSFNs9newk4mxL0uUd6FVkvstMZJiLsDVBIhkKHKLMJrmapEbF9nMB1xutfhWJryOzPN0l17atfFN2pfQ6Jor9k5gZVCwNxb3Fqs1ngT3oerG5rJCD+b4axBpTnRYIDKOuG8t4TXNnX4bLwg6uRESdpaFGrcZEJ09UXOuYZ+rPjTo2cZnLqtHda+ce2rYIt9JHu+KrAY8w23Dqsb9GSK9J6s00XkGV5FNxzP+7DyEDYERxuvLUY3mKtXSLY2eCARnOz1uDSZ8cm33MegnYx8NRXsRWNqS7rnr2utwTQNkZBEeY6Mov1K/zb1tSXq8+NIGfT1dUW8vcWRYsTZTs7MWD5+6Bj9wZ4L0Hhzg0e+9z0vHc83EF8XTfkttOS3gvfeL73SE4QQHwV+wHs/vGn7APgd7/13vepAhbgH+NeAAiTw77z3/0QIcY5gibgKfAH4ce99/fJHOiDlBzjAAb550HPy7RylDfcXBBzI1Dw0J6RXZrdoeHw9Yb3namPY0YaobdbsKcnEOLa15kKlmVlLJiUnI8GydyQmEL26rmmaZnFb1TVTY/jSeMYXJwWDOGbqPQ+ePM59586y3O+RSEkkBOPplOc3N7k6HFE5T57nHFld4ejKSnDoqEooZtTTKRevX+epqxvUWjPo5Nx14gRrWYI3hq26YQeJl5KVOGJ9aYVGCq7s7HBx8zrDpiZZWkYeOszQC67VmpF1mCyHfXZ5Tmui6RhhLcpolLUoZ4msRRoDzlCXNY1pApHtDxCdLl4qbJ5D3gmEHkBrmEygnOIAHyVt8iEIa4kAKYNne+Y9uTOMqopCJdSdDrLTQ3Y6N+qOvaPeuo7e3cUPd+iYBtXpQa+HSoN2PJKKWEky59gd7jLdHaKLGdYY1PIyamkl6HOdxU6neG1IlgahKhzFREJimhq3vU2zvYmfzJDLy0TLK5DE1Nbh8MjlQ2Srq0Hzu2+M3jnqnS3McBQcXKIIlWV4RCDrUqEihYxivA+rCc6FJko7K1CdDlGeE6QZDaYoQMWoJEJlHWQcBTcTY3DOYpsaWos9PR6BikjW10l6PVSaLZpI98N7B8YGKUwbGuStaeUkQa/smgY7m4ZwnaQ9jhJIFSr6wWc7TJCcc4jW5nDeDCo7nTbYJw5keaEWCfsJqRbylpdg4bCiWy/2sIJmdbgG8eFcCiGCg03rSy7j4HsukqSVA7H3/lqJjJg3Cu/7vJz3SBGO6YzFeYfKMlSc7IX+vAz2k3vvPVLQus7QMsuWVM8tGefuKrdoFp2HS+2/5v1+Uu7bVRzBK56/N7qm/NVI+U++wr5vJWjNY+99/ArPo00EPeq937xp+zpw+dX2/3rjgJQf4AAHeD2g9zVfFq0Uxewj4KmUdNRedHwmxUus/76Z2NGGq42hMYbUGpTRjBrNsKrZ0ZaxMURGs1qXDOoSeYu/J0mSoJKEJs0oowTimLLRPPzsBRLvyeOYn3rXOzi2skxjDM9ubPLExiabZY1VEb1uh7VOTi4EopjhpxN8VVILydB5rs8Kyrqmn3c4eWydJMnYmhXsasNQRZg0J8syunkWvMJHIzaHQ0Z1g4tifJJilMIgMD74YvuyxFlHdOLkQtt7z9UX+PG77wTAOc/WbMrmaMq12YxL4wlXZgWFUPhePxDwKIY0DbcEst0tZnSLMY0xTJG4JMWpiCRWZFLRjxVRnFAaw6hpqLxAS4VPM0QSLxrwoF2l3x8e9LlH+Omjq0yE5Lko5QUvmCVZaN50Fj2b0RQzZuMxxXiMriqiNCVeWkbGUWgcHI9QKkaurKDW1hBpFohZMaPZ2aG68iJ2NET1+6gjJ8jW14n6bXhNEqGkapsqBc5ajLXEeWcxxmu/95t8z8qAL1tBuX4EP1hp3VLapks3J3LB5s5rDTi8C4pr19Q0w11E3iVbWyfqdoMNYavH9i4kZYLANTVORkGXHMcLT/UbcJMT0fiJL/L+bsKltMumdVS6oUAgogQvwufuvcV5TzQn461XoDcWPR6h6xKpItTSKunyAJFkexKSKEg5xFyvPf++3KLqPa8Eu1ZKshjj00/yfSk8FecMRUzRVo7nDbAiTYIFohIIGQWeL0KQkPBh1cjNZjQCkk4X1aZ6et9aILYl6T0TyPZUvQxhhpf6gE+2t/jPi11eaAzXkpyq08VLifUeJxUqjhfhQ2Jf0SGobjyurtE6xM0knW6Q0szH0K4ELMbRrobMG2xfi678P9lK+csc+BjwPxNkI78P/EPv/Zde5rlvb+9+FvgeYGffwwr4XuBvee/PfFWD+BpxQMoPcIADfL2hnadye/rv0rpFAuWcgOdSkLcWd28EAm6MuaGSPb+dVDWXtWVHG7QxxHMvYEKXfy0kqVIcjiTHkohOkgTbv5tuG6nYtY6RtXgPXSVZjUJU/OZoxLXhiKPLS0RS8diVazy1vcuwaUDAUhyzJAXoBuHBSolLM8q8QxmnTLRmUhToRhNHilip1n1CQJYikoxcKaTRjMdjtnZ2Gdc1ldY4KUOITFuRtWWBH+6QbG5wV57wgXe/i3fcfz+/9Cef5M9nNfd1U/7Bd7ybS9s7fPzpCzy+vct145gJSd2SNRnHyDQjzlJ8FJrZYinIvSOZzShnU8o2ZTIWkrybk2U5tTZsVzVaSYyK8G3CoZ83OFqHtw22CYE8fnub5dmID54/y4c3dilPnCS/+DzvP9Tj8yLhen+JRkg0Al9XNNMZtirR0zFmOsUah0oiok4XJUWIO09zosESyepqaEz0HjMeoa9eoXruWZy1qCPHSI8dI15aJer1AjGK22RPa0OAjtbU25vUX/oib2pm/MLP/E1+4jd+j/Tu+6iefIKT62tMjt2GGAxCKiM+KC6MxtV10INLiXfgTagq4x1EEVG3h8rykMQ51xYbHWqtxuBa3b1sZUULBw4pQkW4vTR83WCrgnhrkx9cX+HXLl6jc8edFM88zc8+9AC/f/kaO85hhQx2hq0+e+GTLUVo4m2T3xHB9UMqtdCfL9DuO3cGn0tD5kRS+DbcyAQXGtGSY1c31JdfYP36Ff7pj/51fuSTn6dz7naKSy9w7+FVLjQOn2cgoxur/WKfn7r3OBGGKVyY6PjWqeTGFZa2wuxdW7WXIGX4HOAlkwTa6rcrZnSGQ75nkPJTDz3A+z72WTprhym2t3iPq/mSBT1YRmQ5XoowGWknUPNwp7m0Zl44F+15fkk6KvsaTb3HwaJyvpC03OAPGPTvqq44r+Dv33WOH/vUo3RWD1HsbL/uhDwM6evrvjKXmvxD4OeBx4Hv9t5//FV2+yy0Sa9BA34zSuDvvtYxHOAABzjAGwETY9nSpl1yFlTO0bi9vwqplHTbBst5BVy9jgTce8/m5iabm5vkeU6apgvCvZ98W2tv2M8AO2nGMMnxUcxyN2U9jllKYvppjFYxNoroJgmn8oTeLaLUrQ92iNe0pdIaJQSrUbBEnGvLvfd8+souf7hxDW8uIYWn8hBLSSdNyeOIKorZTmKiOIEoximFAZpGU+xs4YZDEtNwcjBgSUpW84Qhjk3t2B1PKKvrXJvNqKqK2miMkBBFxFlGEkVERiMuX8FvXmNlNuG+s6f5zh/6AGfOnFlo2QvtqKOYT880P/KRPw4pl1Igsh7SWWTT0JWSbp4jl5eooxjnwOoaygI3GTOzhpnzDAQsectmnDHudNmOE/AK4gji1jrQmBB3bzSqrPDjIbb1xu4Ay3HMQyeP8Vff/p2cOnaMX/un/xJ5+hzT2+/kw1EcKt7WYosCMx1jZlPMeISZTnFWI6OEbHkJkeeoNEfGCUmeodrJidnZxu3uwHCE7ebIwRK9d39HG4yj8Co0ihqtwRrsqMFXJa4oYbhL79olbneah+69j4ceeohJ41H3PkB24iTd02ephAi6fD8P8jGYWdFyxEDIbBM02iLNSQ4NbrAMdMZQbW1ihSDrLyGTGEmwONzvez1vArVGI5xrnUE8YjKhV8547+oS73v324mThF+baIgTune9jQ8VBrGyhiRUDdtRAYEMthfvDd8z2gqzb5tA7axAT6fIOCbudFrHl+CE4pomXD+00pCyClp3BQIZrB83r/KWRPGD73onq/2HeGq3hkOHEVIxOHs7z4uXTuZvkHE4t3B1ma9cORGi6YUQ4Bymqmi0JlIKlaXIKAbU4ri+rdDj3KIPAOtQpoGy5lAx4rSreefZ06x0l/nQ448HVx8pGRw5yuPtcdT+88SNevNQeN9L4xTtOQ7SHIMtS7zwRHOrTkC0UhixGJsO51WEACulQtN5T3nemnZ575E+g0iyM5vBdAqrh2Bn6yW/WW8kvGqlvE3P/DvAPwK2gf/Je//h13RwIU4TzvUF4EGCjeIcDbDZ2hy+rjiolB/gAAf4i6Cwjst1w6cnRSh2Cbi7l7EaRQsXlFzK15WAA5RlyWQyWfy7du0aDz/8cHA6kJIHH3yQfr9PmqYvqWjLJKGJYraF4qr1GGA5VpxJE1biiK4U7BrHhtYIBOtxtAgHuvnc7BjDtrZo54ikZNBOSmpruD6dsTGd8cJowmd2x1wZrC72XStnnO53WU1TlrOEQZ7RiSIcPgQe1Q12PGb47NNMnn+GRAi6R09gV1YYIdh2sI1ES4X0nqguUcUM7cGqCKckaRTjTUNczPDXNxBbW/T7PdZP3caJM2dp4oirowmXa822UozSLrZtXvNANNxlBctaHNOzhjRS7KiYcZwxxdNoi9c1viwQZYExFh9FoCKaOEF2e4g0bWUaDtvUCN0QO490hsQ5Eu+pyoJmNkNXFVYI0l4PlaREAkxVUWlDMxiQHDl+gyWi15p6ewu9u42ZTnCTKega/n/23izGtuy87/uttfZ09hmr6t668709N5tkN2eyOUiUKFqKFCOmkliDY8EJjDzEcQIZiAU/xEieAgR58EOAGIiAAImBJEoiSzYtwYYkmmI0UANFUmKLbA493bFuDafOtMc15GGts+vce3sS1aQYqT6g+lafOsPaa+9zzn996/f9vyT1Webh0FvgpYEpBqwQwT+7xWmDTLOTDDPOC2RncMaBcLi6Jer3veWh1pi2QpYVuigwbYvM+ySTCfH2NlE+6J7rJBx23cGzbcA4zzqrkB1X0juQrLO/znmmHD9t3tpvI4u6bpoT3ENOsq7eFxylgjWlRyxYdyKNk1cZ273jDBWInb0iNjDm1ngbyDULvvY7D7/LUATsn8ZnwW3oMirFCRPtrPH2iOqky6ew3iNcxrG/XTyYMT4Z4kYB51qshoUN93/+rAtEX4vZtvZ+WCXMrztZ7GwKailOjvuNYl18uh6HHyhs5Me7+22O9/4I53iTe+/O4RprcdZz/KF4WERxx6n7l/CvMf/ac3z+pz/1xmN/C+MtyZQLIf4jPKrSw4vyn/+ziCKR1QMAACAASURBVGjn3Mvh17fOIPc0TuM0TuO7GMY5ZtpwqA2lscyMJZeKi72IwlguJgm7yZvedPxzR1VV9wjwxWKB1hrwxYGDwYBer8f58+e5fPkyh4eHPPXUUzzyyEn3x9L4lvZzY5lrw0HjhfR2EvN4L+Vs7Au4lsbwQtVSW0tfSXZjv/U90x7Nqa1lGuZmpQ0WyATQNJRlybysmFY1i7ZlWTfMmpoayTTpoawhbipaGfFUpvi5px8nlpKlsezXDbeOZ8zmc+rpETdfvs4Ld+5QpCli5wJyNAIZQW1xcUQvTbgUx6R1w2y55Mg5lv0hRgRXjsWCqlgR1yVLIYnyAcmTu+g04a5Q/MHdI3ScYpMEk/mmPFZInDG+oDRJuNiW/P3Hr/H7r9zgKyLmmzKmcgJTFthiha5ajPLZeIZjjz4o6YUazjuqHOwTtxVJkqCjxDPsxmKblrlpMNp628TBCEZjQFA0DW1VIZOEaOcc0WBApqTvZhn4Weccxd5t/o5saBLHFw9vc7NsKS9fQWztIPMBTkpcJHHWedQjLA6c0bhGY1dLmpuvoFcFNkmJ+32ire3A/8aIJEYMIyQiMN8WIXqowZg0SXxRZ2CmT4Sn7USgcw7dNvykrbhlG75ZlUwtVCL3Pt5xsPRTkS+OBF+gGHALz4w7bFvSzOYIa1D9vm9QFNAVjy3gsYYglNf6UkXRSTFhiM0M7roA8KmbL2BUxPWjKcvliipSiLSHSHNkmiBzX+QoY9/kxmelVeemY+oGs1jQFAVSCVTeR8Z+8UvALYQAJ5L1IBBRvE4dv+p7fvM8a6155uaLzBwUvZwyydBxQqsUTik6Sn49ts1jDiLe1DW6bZECoiRFRJF/nPPcttgoaj1ZpNGx5w/M4QbnvR7jOw7ucCuKKXt9dFhouTVeEzLiNmT9u46fYQ6ctdimpl0tQRuiPA8NjPx5FqHR0Joxd9YEa0SJSCOP7LzOec4f2uiE+z0Wb/RN8s/wiMkvAG8H/slrAPT/5Ru9kBAiwmfLrwL3tCJzzv1vb3K8p3Eap3Ea35UojeVIG6baF3ZlUnIpjXlYCL7oSipriYRg8BY25bk/6rp+QIC3rW+gIoRgMBiwu7vLcDhkOByS5zlSSubzOXt7eyyXS/I8Z3tnh4UxzLVlYQxN8DyvnS9EnUSS82nKSEm0g+t1y6265Vh7N4NJaAz0YshQNc535py3mrJuvP1fXWLLirKuMTha/HOZ1vPQ/UixMxxwZmebpoVPT6cYIVHO8MGdLfarmpcOpzx38yYvH05ZlhWLumamDVYpoktXybIe/VgxiGJ6SYRIM0oUx3XNnWVJ4xwi7RMZjZ3PMEcHsFyQSIl1FiMlUkVI5xBJQpsPiPp9dpIUBGRty66SPHtmm+ePZvzztvXZbmMRdcN//8JNZmmOkRLjvNc0zkE+gN7a1s16hle3KG2JtPXdKRGYPMfIPpW1UJWYqsbUJaYovd1cWWLLEqu1zxZnKXIwIjt/nigfgHPUe7eRL79ArQ2jT/xwJzjir32FP00UX4l6tE+8CznZQkUh2xq2+p1z3udbtzTLJXo+xxYrrJSk2zv0Hn2y68LpjPb3V9J3dhQ+O96WBc74rpQqz1FZ1qERzjqsrnHVit3lgheKitHjT3ZjrK6/zK8KwXI4QU7OINLUi5AgnjvBFnhmS3Dt6LKoDpVm9HbDDoGzXkh2WWNwUnTiTgS0pMvGWl/I286O6V9/gaPdS4yuXO3GV9y5zc0XXuCmBcZbJFeukaUZMklP+OWQzXcbItoJ4buT4hBCkmxtkWxtBUZbeK49vIZzQYyG/+mY7ZNR+l2I+THbt25yY+cso/MXTsZ4POUwH3GYprRp5gU9dM4kmwjK2pEE620NhVS+iVGWEW3ssnhh606yzeuF1RqLWR9jyOY7Z9GrFdn+Hj+YK36RHqMLF7sx6rLkW5Md9HreNjPlQnhvdiGQYRdknSV3AalTUqDiGDXe8rslWvtdlPXOgQhe6uHxzllCdaq3ANUas5hhb1znvbbmd0c7jJ5658kcvvQCfPhN9az8rscbua98lhOk6rXCvZGloRDibcCngYfx153BLwhaoHbOjf4MY/5zxym+chqncRqvFtY53xRGGwpjvSBVip04uqcBT2HsW96Yp2maBwR403gHAiEE/X6/E9/D4ZB+3zOcrxVfPzjiq9MZo/6AfJDTWIfBkYZCumOj0c57oO/EiihkkebGcqwNUsDZOGI3jkilBGe5syy4sVxyVFSUVYWpazKrUc5ho4islxNnGcIY2rKgLkuMkIxHQwZb24wHAy5kCVfSmH/0ud/lOaNIy4Idpzk2lkb4ArD17rZrWxLnGGcpZwc54zTFOMcdK1kJQWUNpq6haRhow5ZpmH3ra9x96TrGWuIsI+31SJIY2R/Rv3qV/vkLqOGQftJj0othVaAXM7awPLK1zdNXLzIIguWTv/JZogsXkThvJydPxIDHGbxdnwte1ZE2qNC10SiP0qzdOXCWtKqwt28x+/rzzI6PWO3v0xZLRKRwUjF65j30rjxEtLWFzHqo4DxhV0v0zeuc3bvJf/KRD/JDH/84Sil+4NO/QX7lGrqqUNYS9XonHSKNAWcxTQPBns+UFe1simsbZNbzTHYUe6tGZ2mXc+q7d4mGE9LtLWSSoSLlvaPnMwyOeLSF6mUnaIA1/jzVNWlT8HAv4yO7u3zfQxcZxjGf+L3n/GJRCNT9RYbcW+zXZUvliRvHmr/G2sDLr9BlgUgz4l7PF1gq1RUHrjPqHruwUDe4YgXLOenhXR4Vlo8/8Rg/8K5nyNKUT/7h18jznLZpiJ1FZllXLHoyxjXLzD3jwwU2PPitY7wNo5keIyZbxP1+cMhxHlVx9uRxXQY7eMs3NXq5IL+7x8cvneWnP/Be8nBMf/2Pvk6e5ygpT3YB7p/DEPf+LZRPbnDb4NGZdrnC1CVRnPo5TJLQfCjcU4QMvfP3F7olqisGqwWPY3jXaMAHH3uES+fPI4TgY7/1JQaht8CrRZdR38BZ1mO1znkvfNbz2dAcHUIUkYwm3gZTig4pAoszDqtbX+Rb11AVxLMZ0fEh5+qCj1y5xCee/RC7u7sIIU4KUQ/2+fyPfv+rjvE7Gd8x95VvczD/GjgG/i5wB3g3MAb+KfBfO+d+7Ts+iI04FeWncRqnsRmVtRy1PitunBeuO7FiEnmx+lZH27YPCPC69u0VhBDkeX6PAB8MBp0Ad86hHbTOdT+NtSy1ZWUdS2O402h+f77COf9d9pFxn3NJTCIEc2O7jpuX0oixioiFoHWWu42mdY6hkvTblvlqye35khtFyX7Toh0oHEMcZ3sp/V6fOO+R5jmJlMyOjlju32W+WjFHIPI+aZqy0Iap1iy1YW4dN0SMHo1PBERVEgd/7giL0poEGGQZwzzHIVnRstSOygWR0TaoukK2La4qWa5WlHWNEMKz81lK3Mt9w5t8QJJlKCnJlES2LVXTsCxLWjwioaWg1BYtJEYpj6HcF85oX/jWeoGicDipQmbXZ8NRPqMohYS2wVYl+njK6uiI1hifyQ1ZSZX3SLfOosZjVNY7EXxBVNq2xhUFoq7oZT1crKhVDKH1+ANctLXeo7ssfUa7KnFGY2tNW8x9xj9OUEmKcxYZqYBOgFQR8WSrG4ezBlsFR5Qo8mI1IATOGExd4eoSTLjIcN66sJehen3vkvJai8YwTme0z7oLEZjl0O0Sh9Ct9wOvG5wEKRWqlxP18hMBvmbK13lmc9I4SS/mtIcHlEVBLEAkqXdnSXvE4zHxeAuV5w8I3HtPePCpWIvxzfFbg9DG/0kp360zOJc8gKHcz1V32IUff0dXC7xTi5L3YECvOTzrFwKdihN4v3LwdS3CIfxmghe+wXNdhYY8/kk4cbEJuwtrXt41DXK1QLWt33FRkkZGuCT2Vo9ZilBRh7a82vhs02Cb2q9L0mTj3DlfLFzXvn7B2sDcS1S/j0qSE1Zca0woOLVGY6sKCt+x1pYFermkXS4QxrPkMk0QWY4YDIi3tonGE48vrZnyz/4an/8Hf+915/atjrfcfeXPGR8APu6cWwXP8sg590dCiJ8D/kfge3Mf4TRO4zT+0oYNWeHDVrMynmEdR4rtWL2qq8i3G1rrBwR4VVXd3/M8ZzKZMBgMyIdDkuDp2zqHdo65cxw2mtb6/2/smucOP87RWt+YIxKCRHrX5rFSXM5ijrXhoTTmXJpwqA1nlGA3TjkbR0ghaIzhm/MlL86XFGWJKEvqsmDloJQSIyMGScwjkzGT2Df5mGnHtK64Pl8wv3mL46MjFrMZFeCGI2zWQ2Y5umxojMREMUYoiBzaWfTabSQIimFb8TPXLjE7OqRa1aR5ipyMuavhblkxM4bCGLTWyMUCOz3Arpa02lAWK+qyohcpLu6eZ+vaFeZJRhml2CjCCUlrHfVqiQk2lU0Q0E7GWCl8plgIiE62/tdOEB0n2zT8VOYYpT32G3jFNdyqW0rjMBqMaTGNRtcl7fSY8vZNmuUCXdc4ByqOyJUi2TmLu3oNtb2DynMQvtHJWqz7okLvye2sQQ2GsLVNk/iMZiRll1G+hzUuCga/8WlE3SKSxNtRViUrY3FJDzWeEE8m3m0jSX3rehWjkgQZPNBd4634nFRE21veNjFSXXMfqw3WGqT0rLToB2tEGcToq8T9PHT26f8HkaUc98dw9jxqa4soy3yjIJzP3EuBjDy3HQ+9lV5XwlkV1LM5LlIk+QAVmuE4ACmwwjfBSbbPkJ49x2BdhInwPuX3sdv3j2989xZ9IdFJxDzO0UkSeHGHbXxTLJF4Rpoo6jLXm+LeNg1NVRJFfn6FCufY+cLV7v5ShoXOSRb71WT4/WP88PEe8XDM87MFh9pg+gNEFCOjCCVFhwAJgMhz3AqPbFndYsuCdrHAJSnJcIhI0mCBGBAgazyb3x/AcIRZL3qEQG2MZ3N83DfGs5/5VyxERP3QY4ids4is5xczTYvVOrjqSESWIRGoWCFV5N+Xzvoah8XMu+cEByantV+EaRPQHI1MM2Sake+eg9jPgchyb1Gqwq6CVPfMYfT4297ch/dfQHy3RLkAivD7PnAJeB64ATz2XRrDaZzGaZwGjbUcasO0NWjnSKTgfBKzFSli+fqZqTcKrTXL5fIeAV6UJRYwCJJej2w4YnLhImneJ+n1vNWfdRw7xxSg0d3z2SAMDaCdwzj/r8JnwrZjyUApBkqQK0UuJbEUHDSaQ20oAvfeAPutZhgpBm3L7OiIF+ZLbhSFF5Za+23+pkKriEYqL1ZDNuu2sXzZQeuCw4PRtIW3ftOAHE+QDz2CygfIOCFWEiKJJCLFEBclZjlHVRW7iaKMYv54dKbL8L23XDJ84etM65ZqMOZbZc3x7CaV1lhjfDOR4yPMckFrHaQpRsWYNEHt7NI/swO9nEMZcyDwX/I4lDFY02CMxjhBG8QRYqMC0BhsVeKMwdYNdrlgx2nq3hB98VKXXctu32D4yCV++/ZNbhUli1aj5zOa42Pa+TFmtcIEhxrRzxF5TnLhIv28T7R9BjkeI/pDVBL57KTx51m4dcbXb9ubsGATKkIkacjYC/RqiTOGdjajvfkKjMZM3vXebnyLL/4+FxcLnl+sWGU94ktXSS5eZTgchSYtXvSqOPWogpQoJXxxoHWIOCbq5UTbOyeFd4HnxTR+HaCiLoO5KUS7RUy4fzub4b7xVdor1xhe3mC2797BPvI4XLpMluYnDZGCsI8EfmECXsA560Ws9qiQTGJkf0g+CMTrBjNNcFeRAEp615Om8sI5SlBK+kY8gLAWXRbU2pCPxxus8bf4gfM7/F7taHs5NnSsdGHRLtMEmaXrlHaXgRaADO9VhPdvz5J7SufC9eZOXIvWqM6apyYIcmv9LsWqILlznaOdc4zOnD3h8osVX2wMjQa5dQZCB1zCa3to3XY+474zqQ1cuYUoRo0z1Hjr3l0CZxFOANYz20qsR8Tareee5kZa0y4X9F75FkfnLzM6e+5kjIsFx29/L2ZrJzRuklgTuPYo9oXPnauO8GN1YMoKvVqAcUTDIenOGTAOXVW4qsQ0tRflzuJa7bPmDn+OezkqoEyuKtHzGe5gn+3jfW5rGP3gJ0+Y9298DXjDRvJ/IfHdwlc+B/wT59wvCSH+d2AH+O+A/xR4xjn3Xc2Un+Irp3Eaf7VizUoftYZF2C4eRoqdSDFQDzKabxR3jo+5eTglj3wr9OPFkuPlkmVVYRAYIYjS1AvvPKfX63kmdCMDr4QgXv9I7+lrAe1A2xM0xW3cf7P5UE8Kktdhyn/hT77Kbx5MmaiIC2lEuZgzW64otKF0jjJJfFbRWqTWRLEXL76piWdJ01iSqohcRYwiSWRa5rWmlII2zdD9ES7PUWErfBgpXyzaapZFiZ4dIe/uEbU1W9vbvP3RR3nnxQucT2P+1qd/nb3RhOxon1HTsBqOMHFywt4K0W2Ze9s+3+pcgs8CBtcIKf0xxMbQc4ZUNyyrhso62kjSRinEMZ7RIGTZDLaoaI6O0Ad7qChilKU8efki3//Mu3jbZMhjecrH/9W/Jb9wEV0UyP3buDTDaostV+hVgYykF7L9fuel7ULrc5LUIxyhw6WzFlOsYLXEpSkiy0FIrG48bjKf+axqFtACKTFFQTubwXKBKAsuRIIfeepJPvWB93Lh7Fme/fRnyM9foCmWtNdfoXfuoudvI4XoWOIT/GLdDdQbVWw4WIhN7+ySajZDJTFR3veiam1RGDhjZ13n3KKrEn2wj61rxGzOQ6nkZ559lh966nFiKXj2N79Anuc4a4nXbh7rooGN9+eauxcbhZvrDPyma4e1Br2YUx/cJdIG0gwpwNQ1EgFJQjQYIHs97/ghJUIqv+hqWvT+HudmU372ox/k2ccf4SP/7xfJ8xzdtqRKeZeU+z8/Nn5/vW6RXfMfrTHFCmsdKkmCWAxNcdzG861REWNQukW2Nf3FMZfnM949yvn4e97NlStX+PDn/shz+YCKYzYk/KuOocNlwjlbc+WbiyhT19iiwGFRcdqhTN19AlK0LtJ01uCaBn00RV1/kWtZwr/7nqf50affQR5F3XlWofEQG4uPzlYx1GFYYzo+HoHfgWlbhHPIgJnYYoW9u4c+3McS3JCcgYCPueGQeLSNGnp3GxzItiYvV+yWK94/6vPMlUu846mnmEwmfOif/SL9x59g9Y2v83s/8x+81sfmdyy+15jyHwH6zrl/LoR4BPgV4EngAPgJ59xnv+OD2IhTUX4ap/FXI1rrONKao9bQOkcsBNuxYjt0W/yzhnGOL7z4Ev/rF75Mqb2DwHvPbrM9HJIH4T3Ic8b9PlnsWe1IbohvIYiEF+AtvmC0tN4BpbS2w06VEGRSePGtvABPNwT4Jleug3j3do2aV2ZLfvFP/pSX+5PAJ1vSGy8zsoZYgExS0qzHIInoK0UviYmThDRLGSUpkzRhe9AnS1OWxjCtNddnM26vSpaB+4zShF6a0YsjRlJxLlNcUpKj+YJvTudMVwv0/j7DqiDf2mZ48SJJmlPNp7x0POcPWnAXLwFByDQ1omnAaJSxXsBo7UXD9BBbrIjilLjfQ2U90jgidZZ6VbLQLUYI2iyH/sBbpzl8W3RtEM7gtEbVDaIsqOYzli+9iF4tyUYDtq49yrkzZ9iNJEXTsles2DueId/5HrIzZzqRYsoSPZt68SmEd3FRsstu27LGpgkqTbxIsA6spm0aXFUhkpRs9zyq1/OiqCxpjg5oy9I7TaRpYM0tzeyYeu82tqrpjYbEaYqoSvRygUl6uO0dhs+8mzjvd3PoLwzbCWZrDFY3HfMt1khDcEqR0ruymLrGKolE+K3/OL5HvK2z0S4U1bqyRCYxtmnQs7kvMs19AyIVe1xIjSb+eEKm+bUWvS4IcZ9ptydaUvrsbLewsBZjDZQlDjrERUjpBR9A5LtVrntadi3Z15lnG4oJnfOLjDhGxHE3ljdqzb5xI6w7T645eHviZ+67fd5fKLrBlK8xCvDZa2e9YwgCu36PS2/7tyluX3cOOVkQrD3LOwcaP8KARoWCWik2xr85vvVxcbJ4MMYz52WFFaFWYn2MKniqh3Hfm3l33o5Ua19b0TTIzF8nBMHvdAVFjRL4hIUDVxVUx8cYISBJ/SBMiykKRJKg+jlR1kcon12XWhO3FVlbk2tLVYWdyTimBCqlkOcvkYy3uqFFv/Yr/OrP/eyrzud3Kr6nRPmrvrAQ28DU/QUM4FSUn8Zp/OUN5xxL4xGVRSjEGirPio++jaw4+ELQlw6nfO3mLb526zbfmi14eDxi1rb8O089wQcffYRIQCxevdte7RylORHfZbAkBJDrDHjo/JlK77Vs2CzmpBPf2joqa6ms9wkvrOW4NdxdLLh+cMje0ZQjY2lGW0TLOTpOeXs542fe/y50kmLjBCW9n3G1RgWcLxCdG//vQjvmTUNdVVRNTWINO0pxfjQg6/UxzqCtJTKWqijYnx1zsCqYGUvdauKqILIWMxjQqIhGOwocTZbhsh70cp9ZDjsBdn+PH+8rpIPl8TF3X36Z/RdfhMkW8dVrpOcuMHMwt47aOLSUuNDSfC0gZFUSlSuUtWgsRsa4OEFYQ7tYUOzdorp+E5El5NcepnfuHCrJoG1o6hrT7yOyYPGXZsg09cLD+cYp5Y1XeNud68TjMYVQzBdzDlYFNushhmNkmuCU8lnZIIBQkijroXo9QGDrkuLGDYrbN5GDIfm580RpCkJiihXNYo5ezEm3tknGE4gij9S0DWowIB4OfRFlHD/IlLc1xWd+DbtaotoWdfYs4swu6vxFov4AGcc+vypVV1QphOyKRdeCzjY1elXQWk0cRX6OBHTtz0UQzPez5K8jGrsMsjHol18gH4wh8YK4sQaXBM/vbuEpsOsmMcbgTIvT2p/ougHdIgYjZJYi4uQESXJ01oWdhd9mVv513vtr3ttOD8iaFpqSUkaI3gA5GHjR3/mfh+MJOzdiQzyvM+WuafwcKeUXAWFMHUKzsch+o8+ke+bQWpLpIUI3OG0hyyBO0HHiUSfl31dWiM6i0Q85sObOeQSkaf3fpd8duMcJBQfG+mskZPe72oH7mPzu2mGj/kJrnnj5eZLBiIO0xzJJ0Wsvdu3tQHW5wuJARljrwo5RhbU+Gy7LkritMUkKo4nvTRDHfqGmQ9fXukEob8WprfPXgVKQJKgk89y6ksi8312zzjmWz32F3/nbP/66c/5Wx1te6CmEOAf8DPAo8I+dcwdCiI8Ct5xzL77BY8/jiztvrG9zzh0JIS4LIVrn3N6bHcdpnMZpnMarRWt9e/cjrWmsQwnBmSRiO1L3ZJnfbKwLQV+eHvOtm7dYLZeMI8XHH7oKL76Cdb7ZzlO7Z+hv2CLWQXSXxgvmyjpM+AI3+GLMWEASGFqJb28/N4bD9gRXWYcJWXGzZsrx7imthVXbMpsec/POHY6Pj6mnR1wxLe/ePcNvrBKMkiTW8P5HH2HZHzE3FtdoDnVLYQ2V88K8sSCdRVuLrkrsaokoVqRNw9k0Rg1GTIXgj2dL7HRO6rwzR1lV1G1LpQ2NtbiqIF4saJMEsXMWE6U0ztFEAh1FCGvJjg6J2jssH3q0O9Z3m5qJ6POFb36Tg6JiNdpCf/IpTC/HCknrPBtLcIlQbU1cl+Rty8Qaams4ihPq4dgXhFmLWC1p926zuv4KerUkvnSJ8bMfJhqOEFGMbUrqxZxWa9RoTJT2kDjs/Jh8PsMuF+gPfaxbtEz273D+8cf50t4Bc+OwZ86hLp5YBmIstq6xpvXCXkUB1RA0U29DKKKI/MpV+tcexlmDLla0s2OawyPvHz0ak04mOAfNbIZ1hmg4It7ZQWU9VJKCczTTI6qyYHjxcieIDj/3WT51foc/sOeor1xD9ocdO77uxiiFCGzxhiNH03gB6QwiyZBZRtrLSaHrNAkEdAU6dGJtDxnO4fr3teir7u6ho4jh7gZrPJvy9OOPcX2+pDbOL6xC4aprNdoYCKw9Svk5MxYRSRIVYbMebGX34hEhCxwOMFgihuy78CTUumPPppS0WlPVNb08725bHuzzE4s9fvnWAeKJp0jGEz+HiHt8yX2GO6BU+FoSoVv/MnHS7Tjc+4HiCzzlhjiGewV5N4fBlYWioFKK3mDQ3X95POXHpeZ3LLTjLdpQ3OiP/+RzSBIoFu37BJi2xlSVx62GQ+Sm80w4Z5214+btAt+oSymks2DpmO72+Ij+yy9xdPYso0efODnPt29Rn7/KDaWw0vcrcFWNWS0xizk2IIQySTxLvlrhygKJ9SjcYII8swv9nEhKnLGYqoTVClFXflehbbB1hWkatLF+Fyh0a/UNsRpYzNhOU1Z5n/4HP9KNb3LrZb5X401lyoUQ7wN+A3gReAfwNufcC0KI/xZ4wjn3t97g8b8O/IJz7ufvu/3vAj/pnPvhb3P831acZspP4zT+8sTSGI5awyxkxftKshNHjJR8IGv9ZqIO9og3ZnNu3L5NuZizpSRPXb7E1UuXkFLypwdHfPN4xkPjEZcnY+bGsDCWlbbULohwfNZDCYESkAR8ZfNLeM2Vr7PsQtAVc2rraMJzAZ6RdqCtpSyWzA8PuXnjJtPFnARB1tY8tr3FB555mitXrvCPf/MP+bKUjCLF1bNnWGlNYywaEBbAIHGkWiOaBr1cIubHKGNQaUo8GEDeD63iPXs/Npry6Ig70yPKqqYuS6q6xklfJJsOhyQXr1ClGWXTUJQlrTYIa9huG37k2gX+xtPvYJim/Ngv/xuq3QvU0wPGq4JmPEFkGSIUErp1w5uq8raAVUmvqdiVoKKEI6ko44Q27fkMtTXEqyXcucHxN55nWTXQy8mvXiM7f5EozbAI2uXcYyPLFWowILt0mbQ/oNc2PJ6n/OSTj/Kha1cAePb/+GXyx570THlbE+V9CJZ16/bptvYuKTjhXTmEEZDu2AAAIABJREFURGJBeavBoBJxxtKuVrQHexQvvUB5/TrGGkTWI79wmWRr7JvwxH6+49HE+1xnPS+2jKW+ewfx/Ff4++97Dz/xYz/S8dBVUdALzXxeF8MIwnDjDx1K0AnqtsVUJbquUWnmOfeQIXZYX/QXmrd4dMPgWoM1GrNaEt++xSd3hvy9H/x+xuNxxxoLvAMIUt1TkGjxhZesbQDxNQ1Y64/7PmeXtS+4rSvvXrLmoF1o3ITwTL1UnevKOmtutcYdH3Hl+JCffd8zPP3QVT76W18iz3OaqiKxFjUcBGu+12fHX+1vm9lo29ToqvbFqcFHXUjlC6XDf73bSTjWtoW6JjGGC4MeH7xwnh/YnfB4L+MjgSk3Wnt3pSR9YAwuvO66gRVae05bBotAFZ3YLlqPlrTzGXo598W/UQRC+iJMZyBkmkWUsG5tb5cL7OyYfP8O78kTfvL7PsYzjz/q3yu/+YfkeR9hLUr6LqfWGI93LRbYpsbqljjt+cJMLGZV4OoKsp633Mz8gssaiysL3GyKWq0QZYG2hqZuaIuVX3Abi4kTXBT5hZAAJSW9tuHKeMAPf+D9vO0d72TS63EtS/jE//1p8ocfpXjxW3z+p/7Ggx/83+F4S/EVIcS/BT7nnPtvhBAL4F1BlH8Y+D+dc9fe4PHHwIecc8/fd/sTwOedc9tvOIi3ME5F+Wmcxv+/Qzvf5OewNdTWooRgK9gZZt9GVnxdCHrYau4ulty5cwc9O2YiBU9cucylS5eoneBQa16qan79aEkZugk+PegxVIokoCepOCnGTDZ5cilCltyLcIHvjLnGWgpraezJ57ESPgGoHWhncVozn06Z391jb3+f6aqg1+9zbjRk0NRMehm7ly9z08L/cnfOUZZjAYRANTV9q0nalqRtSXVDv66JyyV6tUI3NUpFDCYTRpMJaT7AxRFVXdMs5sz29rg7nTK3DmsdUjeIokDu7KDOX2I4mTAYj5kZx7woKGZTbFUjrWESKZ7oZzwyyNlblvzpsuKli1eIt/zHvtgQaK5tcHUNVYlYLYjmCyZ5xqTfx8YxMwQl0MioE7vCGGS5ojg4oDQal6QIIYmHA5Je3yOpTUW7WuEWK4glSX9IMp4QDYbEUjDRLVezmLZueGX/kBsIostXUVl2r/gJ/tymLDFt7Y8xijsx0WVTBThtsVVJMz2k3t+n3t/DtRo1GKDiGBFHxJNtouGIKF8zsr4YU2Wp/12A0y1tVaP376JMS5wP4MJ54slO513/mrzx2sd63UgnsPbOWJxpQ5q3xeK7kwqpULm3kzvhjX1W1AUOWljD2j3G6RarDdS197RezhFWY3fOoXbOoHq912XKwyi7DLzX+a7Laq8fZaG7Rh7g1AMCtSmYO756/Tjw2dNWdw4p3pJPdc/zRsz2uljRu4asuXCBMN5v3bQa6ywq+KmvkZX1c3Rcu3Og2yDewbU1uigRywUiLAiclN6WcjRCptlrjzHsCHhHEoMwDmM0zoFK4pPdGvzOgGsbmqJAti1q0EdGiZ93az03Lj3HLkLRMkL4moPFDD2dQl2CNUTeYwizc5bozBlU6DmwWdtgtcY2LU43CEdovgUYh20rf33HES74nDvjsRZXl4iqwSmJjYOFZWeF6LvM+o6jeGwt2IT2o4hRnhFFES2CCkGlNa2zmNHWPR1M+899mV/62//h61yTb3281fjK+/CNf+6P28C5N/H4CEhf5fbsNW4/jdM4jdN4IIognI+NwTnIleRyGjOJ1LeVFW+s5Uj7TPuiKNi/cxszPaKvJJPLl0h3zvKKg68cr6hDAdW6wc6lJGahHVfSmKf7PVJ1IrrVfWMxARMprWWuDWXgwdeRBKa8L0HjaKz/sc5RL5dUhwesDvY5mB5zZB1xv88jZ3dJTcut23d4KU6Z97e5fVQyE5Im7XlUJhRwDYoFP6UM/ShCoilWc/aPppRCIkYD+jsPIeKYg1XBUVEyPzxiuVxSrVbUTQPCF51eShRp3qceDCnP7EI+QOGYzRfcOjhCVxXWOeIoJh4kKAFza/ndKOW35QBx8TxCRSTqXt9gXRR8ItLk1rF/eBtTFozGE1aXL3AgJHctVATcwlp024DxYrUtVpimwRlD1LT0sxTR61GVJeXS2wiiIuLBADXZIkoznFIoKWmLkkLXHAvJK3JE1BshHt3pFnadIHPelq3+tV9BADqKUGfPoXbPo+Ik+Gg7XNMC0C5mlHt71NNDZFhoqSzDuBKzmNN77DF65y8RDUa4OPLsswo+zSJYxCmJCJxsIgTiyhVfAfkq4ZzDGEN69zZp6LDZLBa0qxV1r4eYbKMGwxPLvsR7gAspEWrQcdcuMOX1dNm5tag07bLOGC9IMdajNGnmz6OUwV3kNTp2cpLJpa68MO0QlLCQCdnVdRGk89LXYw7h74TrZu3gscaD1qx39xonL949n4wTiB90Vtkcp3OOZu82ZjkHoXDON78RWUYyHPtagygw+Gtve6mQUYzq+WNx+AWAXsyxusY6XxgtIs++SylxadYVXAoxIN5+/YXL/Vx++fxzqLomUgqVZRDF6P6QqD/w6FTw5XbO4eraW3WGWoC038dpgy5XNNUUmaTeqz7rnWBNpvUt74vSH5EURJcu+eOPfRfYexpXuRPszjP1hgvTfaI4wSYptXOs6ppaG6yUuChBiLCjsJhjiiW2qvzzxjHEEcIYolWB0JrWakwcQ7DzlEqF3QfVOT+VCIo4Pllshd0JKf2O6eYcznYvvOZc/0XHmxXlJbD1Kre/Dbj7Jh7/e8B/Fn424z8H/uBNjuE0TuM0/gqG2ciKV9YihWAritiJFL1vo8W9c45FKARdasPxasWdu3vMZwtspOidv4yZTFgKAXXLUCnOxopxlLAdRbTW8i+P5hjnOJtK3tnvsZOcfJRa5ygCT14Gd5U6ePKCx1R6SjKJInoBHSiMZW5sJ9Qja2mPDlju7VGvlrx8POeOcegkIU68ReFXD4+4qw3luauY0YRWCdCOM21Fv674Rn/UjemvXzjHRyc5L96+zZ15y36WU10eoaWiaWpu7h9SA40Q1Dp0/UtTtodDRv0hyWTMsYOpcWjpC6nQLeV0Sq1bnFDezjDNUFL47D4CpyQkKSKOvV2dNqj5HIoV+sq1TkBduvUyTyeO5158kWMZM98+w3OlRpsKI6R3pzAG0dbYtqVerijv3KKdHiLLkjxNULvn0ecvMHcSt1xB2xDnA5LxBBW6dJoo8cV5QqCRiLyHikYQKc+EG42tSqqjQ2zdMHrybd0Yiy98nmcfeZgvO0V0ZheZZoBDlwV25Xnd6u4dFs9/FScUyXCAyDLfTXQwpHflCvH2DiLrbbhvmE54IhxCrhGDINDUye8dvx1EqdHae4aHWB3u848evcqn//hP+NqypEwy5COPE/f7neMKdA55gcttsVWJrUvaVUWcZyRbW2Tb210xo3MOjPZe5kIg4gyZClxYuMiN8W0y164oWBlDfzQ64aEP9nlo/xYHgwluOEAobxlJ5BcmtK335m8bPw9R7IW4ENimwTnnFwnBaeX+WAvPtZvI+j13L/fu3VJ0U2O0IR0Muscv9u7w4cPbfKnW2LMXEHlO1Ot5rlxInMA31RFevvqXcWHXwI9fqAiRpkSbHWtPPn2Akyz+es7Wz9eB+2vGu1hRIu6dw9u3+IfPvJ1/8cJL3MoG0B8gkoQkLIicMb4upCiC17tDhB0eW5bgDNF4QjzZIZn43SqrW0xZYKoS0baIXo5ME5KtLW+TGIUdhdCkyVkLdU1UV5y3NXeOF+hrj3RjTG6+zA89/gi//uIrHC4WvguvkH7Xpa59HcWdW+g7txDjCclgSDwY+usUhxZg04y2P0T1+6AihDXeqhWQ1vqdG2PQbeMXg6EQ1zrvgiNag6hWJMs5pYiI3/b2bnzju7cfuHa+V+LN4iv/M3Ae+Jt4G8Nn8FfQvwA+45z7B2/w+GeBzwBfDP+Cd25/D/BJ59zvfLsH8O3EKb5yGqfxvRuFsSyNRQFlEOTWOTIp2YkVk0g9kIl+M9Fax17T8lLVMNWGWVUxnR5TLJfESjIeT7i0s8VWaCQ0iSImwYf8/rheNlxvWi7FEWfTuHNVKcy9AjzqUBafCe9JiRSwND5jPjcWE75o+kpilwv2rr/C9Zu3OCorDo3lEImLY5IkZjTeIh8MuFGUzKIYNxgQxwmpEIzqgofnUz589gxvf+Ixfu5zv8vzRnJmteAZXXKrrJhpSxspEArh/GvLPEekGVZIrDXEOISKkf0eLkopnedPYxwDqTguVhwtl9RSInoDSIPFXti9wLQo6xBp6rlUJUl0y2B2xDvrFT/+zDt47LHH+L7/69MkVx6iePlFzl5/kcX2GTi765lypaCqsVWJqCufna5r6tmMeu82ZjFHpimq1yPaPova3vEFg6slqTPEZ3ax422cVBBJiGKfdRZ0AtBvrzfockV16yZCxaS65mNPPsF/8bEPcbmX8eyv/ib52V2askAVK+LhGBFFWGtxTY1tG7yQsqwVm1ASXMjepglSeVSFIOBcU9EWpV+opFnHGxNqCjrRFnjodUt629bIVtOrKx5Xlp99z9P8zedeIs9zyqJA3bpBfPESUZ4jVXSPt7dz7sQWz1qwGtdon92OIi8kQ9bZaY0uVuiq9n7foSPl/c2CgBP7PecQbU2iDU8Ocz519TLvGvUYRqpjyq3WRNYgk+Bqs7kbsSGihXMdohKe/J4dgi4DrNtuF0Qq1WXFw3KnE8wIC9qfb1EVREdHTO7e4K/t7vDv/7VP8qN//AJ5nlPXNfFqQbx9psuydpz45jGHEOuxrTP9G+GREu0dTlywogyuMGKN5nTNfYKdotFEVhMbx0UM/97V8/zItav3eL0XRUFuNGow9Bnh9dGu2e2yAmtYW2M63Xpf7zRDZikq6wUbSYetK9qDfcziGDXcIppsoXpZcDQKR7fOMDtL1LbIpuZClvDO4YgPX9zhsdGQrSDYn/2Vz5LvnkOXBfFiBvnAPz5gabosfG2GbkEoVJr6ZkxhEeXC64kowmnjiziXS0Sx9N1ds9RjVfiOn5HR3o1FSuIo8QsJJUmbhmFbcsEaPnrxHN/3zrczGo18fci1hylefpHP//Sn3ujr4i2Pt5opHwG/ihfjfeAOHlv5beDHnHOrN/Ec7wL+IV6Igxfo/4Nz7stvOIC3OE5F+WmcxvdmTFvNb88LlsbQWsfb+ikXkpjtKCL/M2bFG2s5ajW3as3NpuVuq6mMRVpDM5vBcs4Qx0NnzvLkpQuczZLXbcYDPgu+32o+PysonUVbxxN5SiYlSqx9xb0AX3fXBL8gmBvDXFuW1otXJQSybSkXc25cv87Lt25xVBQYBDZNWUmF7OX0+gPOnNlhazjipjbcmC+oEeRZxtlexhkc6c1XGM2nPLx7FhnH/NOvfJ2XHnmya2gj7t4ms5ZMCHoS0iQhynqIOEJr/4UuEURZRtTPiaOUtq1wxZJyvuR4tWIZ57SDvhe6uE4IRVqDbolMSywVYjiCJCUSkLQ1+f5dtg5uc27k2ekX9vb5XSKG73pvN6+uaXx2tKkxyyVutUAYB87SloVHMY6P0E0T/MEjosEANR4TJYlvGz8YosZeWIDwNnrGAUGgGAPC+a37ZUEzPaC4eYMojplcuUo+GMDhAav9Pcp8SP/9HyLu9Tq21g/UBh7bnFwUpkXXrRfpzs+LjENrdoTPhncIi29xL8Lc3bPtD10m0OFwWmOKAr2YIYUXz3a1onnlZepIMvrAR0gCJ/tARrZ77mAraL29neehxYm9XXhlpzUWL4hkFPns96sJTWsRwY9bCBkEV42dzbFFQWu0z6rGCdHWNlF/0BWJvmZsIidCdBaUa0HcYSnGYIzpujbe71qyFvci8Ntr8YZZFwzX6NI3FhdZgkhzosGgwzDeiHv38yk8o39fVhscpvLOO8IRbDUD9rM+F2HenLPBj955lMV6VyGqwG7P5hhrcGmKHE9Izl3odkTuGWPwmDfzOaatgwWjw+Ez0jK49YgoFByHLqbSGXAS2e8T9XJ/nQrvgGPb1l+vxiDbFlmXHpNZzMnbhty0zNqWsqpZRjEmHyC2togvXibO+ydiPixaTVWhVyvfbdW0fhFrbFgchuLgpsFWNaYqaI+PUW1LbzhAjCaIyRYq7/v3RCj6FlojhSVCkloDozFkPb/js3eL6GAf2Wrifo826VHFEeWFq/SfeocfmzE8/twf8T/9ndf1J3nL4zviUy6E+ATwXrzbzh8553792x/iX1ycivLTOI3vjXDOUVrHzBgW2nKnaXmpbNhJIqxzvH+YcyGN3/B5Gms51pZjrZlqw7Q17Leawli0c+RKsoVDHe5jpwcMgIcvXeLKlSvE91uX3RfGOebasggOK4et5qWqYTeOKJ3jmX7GlTR+QNCXxnohbgLGUjesqoK2qKjLFYeHRxxMpywXC8CxPRiQDkdMVUKVpES9HmdG3l96rzHsFxXLYolyjvNJzASDvrvH7Kt/iphNyba2eak3ZH9nl3JnFzEeI4oSl8SMD/f41GOPkfcSKgd3VyXHZUlpLEZJRNYjUoqjomQ2m7EqC4y2NGkGiXc3wDpEWRBJhUxjaA3StL7pT5ZC0sPFkXfvmE6pXvgG5d4dGAyRgyG23yc6e45ke4toMPbZ8HANtLNjRt/6OrmCSEUcLlbMZ8csp0c0RQkiCJ3BiPTSZbLdc96vO/EMqgyIg2tbzHIB2oQsmvcwNs4ghMLpluZ4iqsq1GBAMtn2GIo1PpOb972n+EYWd9Mfunn5RaR16LahOTpkefMm0XBI79JF0q1tZJwhsqxDLITwHPRa2HsUxHjGV0qkkmHh5DpHDF0W6PkMrEX1MlQ+8A4sQviF0KuI3PX3eHs8xdSVzz6GuwgpkXHiO0GqyGfzhfLZ2yC+H2h0s7YUDLeta3Ef/J8QG5nv+2NzDgFMUWDbxi8WlPIdL5MwNu7FdbrXeZUxejGrO+/0LncdhL3nvWVXOLr53K81TiA0gip8kyijA1xkoZf7BVXkM9QnTPyaeb83++/a1jdbsgasQ6XJRtOd0BhpXTy6XoCsBfI9lo/3zqGzltln/g3x8RHOCeRoiOoPcaMJYjxGDQYIFTzpg589gFRrT3rn12dNg2kqhPFdUoU2iDQBJM55ZyFnDCrr+fqDOPLM/3pXR0rP+W/uGWzUiFS/9RmiqsIWS79jYAVtL8NkKVYqTFP793CahuZZGdFw2PnOO62xsyliuUQ5QyYk5D1aGWPyzL/X8hyiyPPvZYFD+E6uUiGSGBkliFih8kFwfAFrDOYrX+Yz//FPvua18J2It7TQUwjxbufcl5xzn+EEP3mjx2w7547Wv7/efdf3O43TOI2//GGce0184+EsQTvPjUsk4+hBblQHAX6kNTNtmGnLylgs3kJQW4eUgnEkebyXch5DcesW+3f3kFJy6U2I8dpaFsYy04bCeBwlEv45t6PUFxwKyJFcSLwgt86xCmz43qrkoFgxLyuqqqQuSkTbIK1lMZ9TLeaIpqavFJd3dyn6fV5sDFPriKxlbDVWN3zzeEEjJUVZoWdTBsWSc/0cpTWLO7cpb76CHm9Rv+t9vJCP0GnGjhSMdc1zxzOcFNDUfOrcNk/tjPjCnUNeKktWDmatpnGO2jra6Zw6OJ9Y8MVYxuCmh0ijydoa0h7tZIcag717jFvOiQZD7xDhBHo+o7x7h+rmdZwQyP4Qde1hXBwjd86QDIa+cc2qoDw6JLv2aDff55//E/6rH/gYP/+Lv8TvP/ccx7M5pYXRI4+QX7lGeuYsyfYZ/6UdLPKs8dZ4rq59UV1VEW9tEY3GXogYgy4KTFX5zKm1mKYGIUnPXyTKMpz0HTlVmhH3B8jIF8iZsqSsCgaT7ROW90++xEcXB3z2D7/AKuuTXLjI5H3vJ905411a5L0Z3LW4tVVJu1xQT6ck4zHp9v/H3psGW5adZXrPWmtPZ7zzzbw5Z1XWpCpVlUoSKg0gCQu6QeCmmaK7adNCjbEwNjgc0d2EjXFE/7AdQdvtJhxhgo4AGmgEGGHjbrAZGsQoURpQlapUKtWQlZk3pzuecY9r8I+19743szKriqZEy5BfxI08ee49+6yzzj5nf+tbz/e+q14Joq5M6smYcm+P8spl5OIi0do68fo6Mkpecbz2ttaUZUnU6bRzOHnhS/zn953ht57f4mJRwcKi1zbv9rx7ZYvIHLDlTeJrtPZzozVB0mnNZPxz4hdkh/JZVyMmh6vZ9S/8v9aiy5KyqugMBu0cTi5v8s2Ta/w/o4zwgYcI66RKNJXkZmxNxVvU1W4n0LUzJICKE7/oieMWr2jkOASi1itvViWvbKL0+IvGGE0QH6hyTK5f47e/9nE+vbPHx557npeKgDIIcUlS644LZHPsQ9V4oz1+orMMl2cE3S6qN/Dvc2uuhCdx6ueyTcW92R0R9c6K8wy/rTRmOqF0ht76RjuH02c+z4++++38zuY1nlchxWAR4lpKNPCYlGgWJs1rNQZbltii8EpLQUSwsEDQqSU02x2GWpUHCUogXN38a0ovr+g8129qxKna2iK5dIFyZZXh17z/YHH46U/wzz7wNfz6J5/gU5s54yTALCx61j70jaVBHHnJWCmxSuGcbzAV6ZyOkASDHubIUaoTHmezdbOvQqIEfoFjDCadovLc+z4oBc6rA0VpRU/NORlFvPjylxg9+NZ2V+p+cWin6yssXi++YoEvAD8H/Gt3yAToVR5jgA3n3Fb9+Fs9Uf294F555f0yxp1K+Z24E3+50eIbxjIzB/jGQHkd7YGSLSf+pXnOi3nJ3UnEXZ2Isbbsa8PIaEbVQQIOEEtJX0kC/BdMKAU95bnznqm4fukS165dQwjRJuNR9EoFhpsr9nnNyiZSMggkC0rRkQcX9z98+WWe2t7nodVFzq0f4cJ4wpVpyt58ziRNvfV4VaLKkkSCLEuK6YRsfx/lLOHCEsHRo+zHXa5rj+r0pGCj14WFIdtGUoGXq7t+HbVzlaWlFdZWV1hUgtm1LS5kKbvDJfJOj0oqFqTgnStLfNO50yzEEX/rZz7K+OhxuvMpx9fX2HGCQnhrde3wCW2ZY9IUMxmji6LlPykKbzKytIgcLiKSLlKA298lLkqi5RV0v48VAjOfU+zuYne3fJOeUt5IJU6Qw0XUYEAYBPRwvHVpgQ8/8iY2Bn0e+4l/xeJDD7P/7DOoP/44+cYJomPHCJdWiBaWCJIYkIhAcaMutpfoE6FCIiHw1VaExOqKcneP2cWXvf5yFBMtLIDzBiWdpQXiYycQUXKQfMTxQTV8OmF1tMOPvPvtPHLyBI//3hN0+wOKNKX44jP07j5H0Bv456sZYeoeAmd8td3qiirLYDZFdnuobtc3WyoF+IbFbHeL7MomydIq8fKKT+rD6AaHzLZZ0dWNetkcs7tL98Xn+Na7TvJd3/gNvP+JL3id8jwnuHaF8NgJX6VXt1dBOUAuDlWOD+uAH0rifGNn6Ivj1E2OcGDSY2zraumRhRx7/SqP5jP+8Qfex9GjR3lnrbFdliVhWRIuLNxQUW61vQ+N8RUSgIcq5tTPZcsSWxZ+fEFY64A3uwgHDZWN3r0uS5hMCUzJUSx/++4zfPDeu3jfnzzV8tr3jrbZHCyieoN2p6Nl8609kJPE+R6FZmx14n/YHdVWBbbylfbWSMg5Lz1YFB5fCUOkkjghkc43isbpjDNovvnMKb72gXsJguAGpnx56yrlsRMtHuOaRUf9ndU2Yrbvc63dLnyFnhqpaZouzWyGnc6QusRajRKCwFhUVSCcpbICFwYYozHzDLG9RX+6z6NrS3zr1389Dz/8sB/jz32M7j33Mj//EvLpP0OvHyVYXa93tCKf+Mv6HLK2OZH8HFuLkH7XxstxSpw1yLIg0JVfFCrv+CurgsAYusawKh394QJVFKGFIFKKxTjinsUF7lld4t6VZaJaneXxn/gZ4nP3UbzwHJ/8yIdecQ34cscbzZTfC3wX8HeBu4A/wifov+KcG9/mMe8F/tg5p+vbtw3n3O+/5iDewLiTlN+JO/Hlj5vxDfDSf0OlGASS/i224S9lJT9+eYup8aY5D/cThvWFLpDSJ/F1Ip9IQWE9WmLxjaCLgSLWFdeuXWVraxshYH39CMeOHSO6qTJunWNufZI/qzEXgaCrBD0p6dfa44dDO8cTFy/zUy9dwimFRnA8m9HHIsuSLpahFAzCkG4YYIucIs3IyxLd7xOurqOWV0mB/TQHXdHD0et1mKqIHeMb0vpW08tTit0dVBBw7NgxTqyvM81ynrx0ieuVRQchYRiwGCgeXFzhwY0VQmv4zMsX+IXzl0jO3Q/4xMaWJTadY9KMam8HvX0dvXOdcnsLpCJYXiXodVGdHkpJooVF5MKir5hWFUGRebxgYREdxWAd1WiX4sJFzGgXM59j8wx0RXTkOOGJE4T9IUpJhkXOaZ2yNBmzv7fL+WtbvPDAo2x8zfsPJtboVm7PW5QXmLLyyYXAOxbWGsUiiFpcQQj8307GzC+cJ9/dJV5bQ/X6YC0yTlBKEXS7RKtHkEnstbVNU5WtdaazlM7WNXqjbUyWc1VFxO95P1GtzPFKftniapUapzVCSJ9UONrms5aHFr6qairdJmI3M9E4d2C/Xv/fUWuBlyXM51BkxA5IOhCGFINhKwd3WyzjUCLumn8P4SeNIyV4GTtnTMuViwZNaJoG6zE2evJCBagg8GoXVQWzKfHeXt1YGzEPAtSRDYL6c/fqY3QHle16bLau3jY8t61KrLE+OYti1E0LjzYBr82FXJ55XeuqBCUIjENZi5yOqPKSKgwRd99LXO823HJ8DSZTz1FTWnR1gt6WGq0FZzxXriuCOPESg02Sbj3X3/Q11CuQ9l9X5Lh8jkhT4qKkcI4yDCFKCI6fIIzjVx1jy6wbUzcGV0DTPyARxuKE8+ecSEVkAAAgAElEQVTSeJ/u3i698T6ZcxRC+kVDp4MLIpxSWKzP8Y3GZRl2dwe2r9PP5mysrLB69Agu6bBflFyel+zf/yCDc/e0Y3RVVeMvuu0XoaqgrBBWIxwHfQ66QlpHLGGoAtaV4HQvJrdwuTLMLDhniLIUkaWYTg8RR3SCkCiKiANfhDmaxJwddDnS6VFVhmuzEZdGI87vjPitWcHgq97ZvldrT/wh//r7v/fW5+OXKb4sTHl94HfgE/TvBIbArzvnvuPfa5T/geJOUn4n7sQbH02S2/DXjRFOV/lkeiG4vbFPbi0vpQW/vjfmqWnBIJDkzvLmXodH+h36UtINFLZBX2r5QImgpyTDQKK05vrWdXZ3d3EOVldXOLJ+hPBQZVw7L1c4r+UKHZ4H7Up/nI48qNhb58itpbBQOEumDee3tvnjC5vsd7uEeYEJFGeyOV997AirgwFJEmONYTyZsD+dMhGKMukg+wPiTofJPGW8v0c5myGrEjNYIO920UISCTgSSjaCGOEM+/t7iCiiv7TETmW5Mp2yn+ZUzpIEAZ0kQVlHUeSM05TcOcoggk6HoNNtmWHnHNmVy5S//PN0x3s4XTGPE8ziMurYccLlFWScEAjhG9BWVhFx4kEAKRGdjme3ATOdUL30IumTn6VKZ5h0jkGgjh4jOXcf8dGjiDD26MjeDtmll6kKj750zpyld+os0cpK7YzpwzmHKQumn3+S8uplAhzh0irByrJXi1Chfy21nreTqk4MK//8ReYrklLVlfIdpHB0j50iWFwkGAy8PrWU2Er7Jrh6m99Zgy0r35wZeRMgoV5JdTbXSZtlUJW1nbeX6/N8rTqQ3zvET7c125uZbThQLmkWp03ifNMxDsdrGdxQJ6WuNqdpq5F1c+RhHt0veA6O90plFVMnet4FtK3iN4sNfxAvlVjjLLfjyg8f11WVd0F13hpdhWGtz86hJNeAVDgp6irvjZXz9v0w2rPpNaOPELUIjp9LGYQHiwt/gJajf7U5tFWF09oPSAoENQd+K6dPgZ+DhimXjSSjX7jRPPvNC4haVaZZhHGIKX+199n3YIwxe7uY6RitK0RR4KwmCmP/ee722gWYLQtMUeKqAqE1Yjr1GJAxBDhEz8sq2jCsK/wVVVmhp2PsdIbO5gSdLjKOkYMhanEJ2esTDheQ3a7X6Q/DG5ny2QT5zJMMdcWSUn63UAqsk5gkoZKSvKywZUkgYK2TMAwUaaXZkQFprQHfMZpBOkPPZ6S9AXphyfdhlBqhS6+oU5aUOAokhZRkYYzpdL07cKfjFZp6g4MeFmPInvwcf/jhr0ym/M+dlB96gncAPwE8fCv85LU48sPxl82U30nK78SdeGPi5iZIUzOoA6UYKslAqVaB5FaxVWrO54WXKawMlbM8N/dJeSgl/+nRFU52InJr2a0MI20wzlfFl0PFUqAwVcXFixe5cuUKzjk2NjY4deoUSa1MkVvPhk+NJb1Fxb5XS5Nl1t7SXdNay5XtHZ56/nn29/aoLLwwWEQphRTwww+d460nT7Kzs8OXrlzhwjRlrBRV0iWJY2IhyPd22Lp6jWw+oxos4taPYIYLSBWxEinu6icshCEzC9v7I3ZH+0ykIks65JWhKAum0ylVWQC+sa3SGmOM526DAFsnBnY+x2lN900PtfN87MlP8aEH7uZjf/ppXhSKarAA3R5B49xnDaUKoN9HSuUrdHVTmNAVaneL7PNPMdrZpopiXBhgg5DkyDGi9SPewEQITJGjRyP0bIouCuIjGyRHNwgGA1Rt3KLzjDLL6G0cOzgPfunn+IUf+gF++bkXeHKeMwtjnJAYZ7HWIJ3HBgBEnlMVGfn+iGI6Bl1i85xouEL3+DHC1VWvqhF6pIV6exyj/f/rxsuWma4bwBoMoOGNS10RJ4eY7Wef4VsTycdnGdmxU15ZpHG+rJNBn2fJttrrjK+mm7JCFwVBoDzjHQQHkntwkLA1yEGT9NbxCia60Sk/tPsz2d3hw5vP8YtPfJb942foP/Rmnzh1Ol7mrnYcFYeO5w6pspgip9gfYaZTosVFVLfrsRClEGHgref9ozDaeCOcZlFyqyTXWqqqumFRPNm6zn/WFfzKpeuka0dRA99n0FTKfSNrvYNxKAFv0CCdzrCzGUGvT9DrtQso52w73+B8g5+qF0q3afJ0zu/KyOBgETa5eIHf+fr38G+f+jy/dfk618IOrtPB1BKTbYOpAIzDOYOIYv921++7zeY45wgXFpFh1O5QtOM0zWJM+PHXC552p6VZoDmv114aQ3xoETu5cJ7/OtT8xmc/x5Ugxh4/QbSwBJ0OOIHTJXrmjaNEmhJ0EqIgYEk4enXz6h6SWW9I0e/jgtDPb5ai0zlmPMblOTYKUb0+qttHxBGiUXMJfXO10xqTpdidbSpdsfC2x9sxBr/96/wfP/T9PH3xCp++cpkrecnY+GZrUxaY+YzQaDYGfdaXlrhalGyXmqlnbxBVRVWUjK2liBKvxR6EOF0RZJn/LDtDKaR/b/CNza6WTBSBX+S5ssRNpmir6T/0SDu+vzKVciHEWXyV/LuAc8AfAD/vnPvpW/zt7TjyG/6MO0z5nbgT/7+K2zVBDgPJUCl6h/jwW0VpLS/nJRfzipE2zIxloCRnkpAHeh0285IX85KzcciROGJPa+bGIgQsKMVKGNBTkrIsuXTpEpcvX8Y5x9GjRzl9+jRxHDOzlqn2+MzNFft+LVXndcXtbd01Y+Dqzg6f+eIXuXz1Gh0pePy+e3nXo4/wk3/8BJ8aTXlkmPCuEyd4+spVrpeaTAhUGNFViq4Anc7ZTjPmYUg6XMIuLPgmK6VYDxXHowCk9FKNAvZ2trk6mbNj/TwVeU4xn5HnORI8riBAVBqhNWCoRhOs1SRhxNlhn+9773t4+5lTPP4zv0z33D2kF15meW+LdHkNMRwCwrPfee7dFaVEdBLfmFnrGAujqaYTiitXSK9cOvgiryqUCgnX1ghWjyAChdOGajam3NtFa0tnbY14fZ1wsFhX/hzVZEZxdZP5E3/KI7HgR3/wB/nQ85fpHt0g3b7OqSxld7iA6HpcxOkK01QrnfXSceCxk9IbCDkpfVNikqCSuOZQna+yhmGtBa2wRnst8EMVV1fzv00TozUak2bo0R7988/z3Y89wne85528+48+1zLbUZ4SLa3U6huHeOg6WgYcWuyiray+olLu2gqzXwy0ubjf2m+wlzppt7bmf+czqosvcdeVS3zvB97HP67iljU2v/ubdN791STLq/XCQ9xQpW+eF9sYApk6KbdgaSvN4Lw9OiDDwMs71ouEm+UND3YEaiOdsqSajBi+9AL/6G0P8a63vKWdwzRNiadjwtV1z0MfGtcrFFcaTMbZg9dRO342f2eryiu5aI2IQ1QQHWiqg69UH0qWnTWYLEdvXaG/vcOHH76Pb3nX47ynZt7TNOXr0j0+U0G5uIyI4rbvEucdU2vtEj9XSvqFSvP+Oldz0TUvbw06zdB5igxCjwSp2sZeSAJJK1nKIQY8spo1pXh0MOCbTh/hVK/L47/9J3QXl0jHI5af/BTz9eOoldV6B8v5ptD5DD0eY4oSGSiEFARhSOAcpiwxSkFv4BdCQeiRqskYt30dvbuDkQIXdhC9DirpePZcqfq2b251ukLlOWu24j0nj/P33/04qz3fLPr4T/4rOvc+QPbi83zPfXfzzGjCyDmq+hphi4oynaHLkiAIcJ0uVdxBR76XwgoQtY6+U7JGeywRgsD6Cr/OMipnqJzwqpLW4iR+N02AxCEdDIzmnmGf9993jve96QH6nYTH//efIr7nfornv8gnv//Dt70+fbnijWbKfwCfiL8DeBr4eeAXnHOXX+Uxr8qRH447TPmduBNfufFqTZBNIn64CfJ2sVtqzhcFVwtDZX2S3VGCo2HIiSRiJVBMjeUT4zmpdaTWck8nYhgoVoKApVARCEFVVW0ybq3lyJEjnDh1Ch3FTPSNFfuelMRCoKSgsu627pod6TXGEylROF64vsWnX3yJC5evIKqKh45v8J63vZUgSfjlzzzFR6cFrsYXhns7LMYhSRDQCxTDOmkbl5pxEFDE3hEwDiMWJZwO4LQALSUax+7eHk+9eJ7zxlEOl3zlqsgwM79ti1SEcUQ3CAiNJq4qhK6YXL7EdD4nWV7lxJF1PvDA/ZyOJJevXOHHzl9jpWa2G6bcFbnXNU7T2kZcIuOYcLiA6nZ8Uqs1ejSi2LyAGY8QukJWFWiDWVxBHTtOMBwilETP5171xAni5SWCbv8g2TIaPZth9vcoL56HeUqvyjhx/ASDo0f4s9UTDNbW2vEBrQxfy8Y2WWpTZdRekQblm+OEqIlorTFZhnH4Cm/N37ZNkvU5bIVAHno+qzWmyDFZjtIFylp6RhNay7zSpCdOt+omr3VuN5+TNhFskus6rNZUeQZA1O0ig/DGRL1+7W0DZn3b6gqdF9jJCLIZbnsbjCZYXkPffS+dXu+W42sl9A5LGzZz2VRhrfVyfc7LPbosw8YRQdIlqCv5Nx/T1Zx3m4xLCa42N5rPcbs7dGwFUYdCBZi19dtrqbeTY+uFTM1A10gMdVMvNX9sqpIyz3ClJkoigv4AGUZtItw0OLaLIq3rRDxDTyfo7WssOcfxfo9iNmPfWnbvuo/++pF2KDdz/jhva+9vG6CWAbQHjD7YVgve89MV6ArV6yKT3oEkZn1+qMob+lCV/kcIEB7JirMZw/mUaLxHnpZMopDt0/fQv+uug3EZz/7byqup2PkMk6X1YsAitEXh/DkWBH4OQwUiIADCqoD5lHw89soy3V7tWNo4uNanivCOmdIYIiFYCBRnFhe4f3WFGEtVFGxPp2xNpjzjJOLeN7W9HmYy9gv+SnslmTzHGY1wzn9HhEnd0CBQVqNqrwOqApWmBEWORKB7fVLnKOsm9Pbcrk9ngZcQjJQkQrAYKO5ZGnJ2eYm1fp9RlnI9y/i181cRNVPunOPsk3/KT/7Df3Dr8/HLFG90Un4R+Ci+Kv75N2B8/0HjTlJ+J+7Eq0cjWzitDW+0O5AtbNRS4tcw2gFf7b1UVFzIS8baEAjJopJECiLhk+AFpajw2MhWqXk5KxkGEg28ddDhTO0YWVUVm5ubbG5uYoxhef0ISydOUIUR8zoRt0AkhPfDcILqEKerhKB7k7tmKAXaObRzFNrw4s4uT21eYXN7hyJLWez3WDt+nLF2XNrZ4VqasRPEVEsr3vJdKRa2r/OObsQwCjHacHk2ZSvqkfd6hHHMQCmOmZJzRc54a4unplOuasPEOPKkC0vLqG7XN6jt7yK2t/zWOJao06HT7fkkYz6lGo/Yv3SJ2XxGtHGMztIygbPML10kC2LiNz3I4L4HiRYXDyV9Dl2UVOefR5WlrywPFhENUiIFaO2Rk+vXKMvcS7wBIk6IVldRvb5P2k1FNZlipSDq9wliL9vncxYvq1flBdLag6ROSVSvf6N75S3CG5dY/1pr7WlXV85aZY1GtYOD5EHIVyqNtLz2zfxwzVzTjO+wjvVtWOM26mS0kbITttGO9om4apntJv+yLZpwA+LhfMOkc86rUEiJlH6B4QvEPlluq/v167gdC/3KiTz02g9Hw2wfQmTav3mVhPkV89g89vDfvNZxaB5aO13WyZqjViypFweuxn+cNf41h6FfPNY7G4fPab/DYVrlGA+9+PfCGoOtn8O7lQpw4kat7dudh3lGlc7Rk4k35Am9m6RSIQSKtqnX2lr3nfo5ZO2GWY/QWmzm1Y1skeGKAmENLoiRvS4yCnEyQCqPrTijfeU89BV/2exc3DROawz68iVEmXv9bwECiRKWKIig28VEETgw9TEb9SJrGynA+lux9AtdZ53n9+vzTEhfgZcCgnZxov1rihNEjbFQn/My6dygMKPHY8TLzyPyDJdlCAdhv4+okS8pJare/Sl1RZZl6LLyxZQk8ehUnPgFzv6OT9obvEwI328Qxai6ITkSqjbrcuggxEYJLklwYYQIQr87UI/Pao1+8jP83j/8rlc9V9/oeEN1yoHT7t8XPj8YUAL8PeBN9V1fAD7qnMv+Ise9E3fiTrwxUVnH1BjGr0O28LVipDUvZSVXSk1lLV0pOR1HaOcYG0umYRg4lHPsaE1UV6rPxJ4fD4QgEIIjYYgxhkuXLnFpc5PMWrqr6ywePUoRxlywFkqNEngHSQQWn5DHQtBRgkBIonr7XTtHbh0zo6mco3IOYx3XRmOeuXqVzdGUaZoSCoFIeuxUjqee/iJFWaECxSAOOeMsz88mYDShFXz43Ake2TjGb13c5JnKMVs+wjDp+Gr4tU32z7/IZ9OCj8cddJLgkqG3pg8jIqUQRU64+TJxnpOFEUWni6mRDYQgH49gvM/ezg6T/X2iI0fpnLsPoRTzdI6LYjpf+zdZW18nSDo4ayjG+54zrSN+4o/4L973AX4vnXHNCQoHWldUu9ukmxeZXXiZfLTnDWycJTl+mu6JE6hOQjWfkl++hOoNiFZWSdbWEaHCWbC6xM5zymyOMhaCkLDfR4Vha93eNuBR54XGYKxtlUMAJl/6Iv/92x7i5/70M7y4P8ImnrtW/R5Rrffs6tKYsF6TWsReA9pJn+DqPEMYQzAY+MZB6sRIV942fjRCRiFB33PWbdJzCyba1dVjeSghmuzv8ZYv/BnPEmCPbKAWlz0uESpEzRw3ZXKPzsgDxRNr0Uaji5IwClFR7BvWaq3v5lFC1Ml9oHyi1ih+3IrZvumSPLl+le85foLPVBlbVlBqTWUMOi9wkZcNVFHdVFkvHqhlA4W13hypLDHTCWGcEHY77YKrnae6P8QZ41l/KVtc45Za4Ma0CiQAk71dvrkfcSEv2baOQggqY9ECCCOUCkAKbwwjDo5jytL3K8znWAed4bC2mg9bNMUaU1eRvRqOVBLCpB2XR4moz0XnK7jW3ciUP/ln/OLXvZsL0z6/GQqerSxF4BcGBgcqqBdf6qBUW1f3KUtI55B5FSKCAJ10kJ0E1+/5uVNBvcPj+fJGcaappDcOrDabe83z6ZgyiOifPtuOMfzMJ/nBe07ze597kSvzHD1cIBoMmIQxVeiLF24+bxc4GI3Oc6rxHsxTVJH7Yn8YUvUXUINhzWALpLVIIQmcQeAwDkopIfSLEhGFhFojygJZVsgyY2gqRgj0w29rP+P3X3qBb7vrOF/c3eeSUEx7AwoEaV5QZBlFOmeWF+RFicszhBQoIRlI6CYJUSeGSpPrknR5GRPGOBm0cyilQIFvTBdgpJeVNM0umDG42gPATUZYFTF49LG2QHMP+hWfp6+UuG2lXAjxGPA555ytb982nHOffdUn8Y//N0AXaCrtDwEF8MHXevwbHXcq5Xfir3OktQRgX0mk4FWbIG8lW3i70NayWfjGza1Ko51jIVCsBorSwb72Fcb1MGQjCugp1VrSB4ee40+u7fD0eMoDvS7Hq5Tnr1xl3zjk0jKDtbVaJQBiKYiEIJBepzyQwmvsAgjPTd8cqk72s6JgZz7nhes7vLg/Yr8oyLMMN50iypxYV3SMJpGS1aNHOXXqFGdPnODetRWWAsXf/dlfYmtxjcXRDu997M08MysYaYvRFWZ/l2x7hyLPcUpBJ0FJiQhjZBiipEQpRVXkVJMJVlfIpOMvGPMZynp1FYwh29tm/8pVJtvbBIuL9O+5n3h11StEBAHRyhrh4rJPtqzhKJaP3H83j68t885f/L/p3n2O9Pp17ltaYNs6ytpQp5rN0GWBzTPMdI7DoZKYZH2DYLiADGp78NCzsA0m4KzDFDnlaJ+qNsORvT4qSeqmw0NssPUSh1iHKXOq69cQ29s8mER85Bs+wEee36TbH5CmKd0n/oTsxEni9aPezEUJhPQ60bZu0nTGYJ1FqtAnbrJ2KGxcEhsu2VpMllGM9kEK3xTYNDseSsAPa2I3WIaezym/8BT/YGOZ7/ngN7Y8dJHnqEvnCU+cQnV67fO5WxzPWdtKG7rbfH7a+akqwGHNwda8K0uMtYRx5HcX6oQJ/G5Cub9L74Xn+F++5Rv50AtXWx760U7IRQ1VoFp3zGbBcUPTZMuB16+9lhw8zNxTSyR6Tlq26IvD1cy7T3Jd81pEbVZjLWY6wbzwPI+lY/6b/+Tv8E3PXPA65VnGelkwDQOIm8qqAyFbtZRmXWPrxk609hxzY2h0qFrurPU27pMxzmqokzZZN46astl5sV47X0iffFYVaj7hAen4777+a/lbn32uncN/tLrML+1sMQtjTBDVFvSi3hxo5qBOqGtVGozxSbnwSjFCNSZA1ks4GgN4pRmHRFjjMQ5nEUWBzVJUOieYTehlKXd1It53z9088qY3sb6+DsDjH/sNuqfOkl58mbdfeJ4vZYVvlB0OvTlX12MyrvCSjALnZVAnY/R4jEvniIUl5GCI7PU8Uw6+ep/OiUxFf+BxoCBQKOV/kiCiE4csdhKWhCAqMuL5jDUpOb2yyLFjx1hfX0cpxXs++n8RnTpLevE8XxfCc8YxT7oYIdFl5c2fjPEV97rhNRDQCb20oQ0UOulRKYkzrt09EUYTGo2wfr4t9cK83lmhqnyVvcyx6RxmUzp5xj39Lu97yyO89/F3sLy8zDf+i59gcuIsw83z/MYPfeS217EvV/yF8ZW6UfPoTeY/t7o6v2ajphDi08BLwPc45+b1fT3gp4C7X89A38i4k5Tfib+uMdeGP57MmRtH7ix3JxGJlK9LtvBWYZ3jelnxfFpyoajIrEUJOBIGHI0CpBBMtU84VqOAM3FI7xYunU18+to2P3bhGoV1WAF364rVhT6D/pBOFBE10oVKEAlJLCHAM+NNdT0QglDQ3s7Kgu3ZnJ1Zxl6RsZ+V7OYZo7wkqyrK/X3M9nXUaI/VJObYwpCNU6cZnDrN0tENeknCaui1cPfmc/7bf/Ob7D346EGilM5xaUo12qPa3/db3mVGICRBkhD1h96G3hicCsH5pkJTVkgcHWeIZjOKPGMeRBgpKEcjZlc2yff2UCvLLD78NpL1I6B8M6PqdFDdLioMSaTgZBDwnoUeR3TO1evb/PPNLVYeeztQJ17WYPMckxd1YuMweYaZp8go8pJnUVRvY/tEsqkSW11iplOqPEc5QbC0gOp0fHIMIMBq4/nsPMPkKcI472ZYlhRb15GXzrPR7fHYY4/i0jn/ZyFYuv+B9n0Xh5JBmmYvrTFliS5yhFSESVzL5MnaYEQcEBlao7MUqw1Bp9Oy7Tcno23VtMGarEUXOcXmJdz55zmbz+ktLTELYs4/9BiD4fCm8dEe7xXGNhxcJBvNcZoxWoutSorRPrOLl0h6XY8whBESAUogO71WXq7VOMfhKk01m1Fdv0Zvf4v7F4YIU/HE2TfddnyHx9hodzfVexp2uJ4HqHcvyoJyPkeGEWGvRxCGNxrnNMy/s1g8bhFI1Samen8fffkS/b0tTp46iQsinj5ykv5rjJH6mM6YVpnEOo/1qEO27p6x93NRbG8hpCDs9ur3+lAVvKq8wY+pWvxDBAES6FQVG0nMPf0uWpf8ViVIFg92lJr37IY5rF8/znhSp9m9aHhzY7yjqNaEVQnZ3B8pjKHXw9S7HjiL1AZRFjDag51t1GTkXXqXl1ldXWVlZaVVjQLYnoz51VHO8C1vbe+zZYlo3wvPqdvSGxV546/cJ+R57ivzUYSMY6gTdZfOCbRlfWWBzuIylVK+wmwtwvjdywRL4vx3U5DnuCylKEuklHS6Cb1enziMqaxmMpvzRwa6Zw90yk1R1An4gZY/2oAuEcagnPXFCWspncBK4R1JrYZ5SlzkhAiMFNgwRKsAKyXKGER9XFMU2CKHMsdlGV1j6EURa4sDjq2t0+v1kFJhneUTL11g+9x9HuPJUr5husM/+c5ve8X5+OWMNyIpPw1cdM65+vZtwzl34TUGkwFvdc594ab7HwQ+7Zzr3PqRX564k5Tfib9uoZ1jvzK8kBU8nxYMQ0np4NFewtkkflXZwiZsjX5k1jLThotFxYWiZFwZhIDVMOBsEnEiCoikYqwNM2uJpGAjClm4RTI+0Zp9bdkqK16cTPl313a4giKwDiMlJ2PJ21dXGCpJVyliAaH0NssKn3QrQYvVzMqS3XnKbpYzKgrGRdUqqwgAY5nMp8ynU6rRPvrqFRJn6Q6HHDt7lnhpjbLXZWIspTZUZUGWpszykpmUFFGCWF5p+UTnHHo0IvvUJwiKlAGOeLiAXV7D9geYIPAVn9o4xlQVeZ5TziaQZZj5HBdHyOGi3yKfjCguX8IAwco6vTN3Ea8sgwp9dUlIZBz5qq9zyDQln46xxiCGi0RLy7VU3I1z7Yyh3LoOSiKKgmoy8YltvwdxhzCK62TEp5Wuxk2ks75KrlTLJDuj/UW/qqiKHDsa4XSF6A0Iul1kGGJNhU4z7HQKUhKtrhL0+j4JjcIWeTgYoEPnOTbLKCdjXJ4igsg3oXYSRJzcwJU3leY20buZeT7EbctbaXMbzywb5y3axaFq+82J2Q3DrHl0W6vC1GrYfghS1gobvlLqtMboyvPTznmcotlJ0BXWWlSniwwPkAbqd6BBXqhVWho2Xapb8PM3zWPD/1JrZKPUweNczQ67ptnTHVTTW/WVg2NZe5Ao+zWaV73wr4V6DeXqyrnfH3hd7Lv1tvQtomMPGkcbPXV/Rz0hTS9A8/5Ai3qIZiCuuZdD72dzkHZm636FVyk81O+vK0uPwgDWOjAlznnMQkiBqCqcNXVzqt8VkZ0OolYCwllsUeKKDJfn6PkMu70NReZRpzD0yjZh6DEsFWKlQHb7yKSDGvS8G+ZNpmc4v1uFMa2rqLPeNMhpjQWkChBh8x3gd7gEoKSAwO80NbKOGANGI41BNMdxYOpFiPOrOf++SoGVyo8pDP13iKxdQm+aQ5POwVRQmVrz3tS7Bv54ruH6pfKV+3phJpRqXXxx+F2QWonJ1ricgasAACAASURBVOZIbV9EPV7l8Lskoj0b/EK4XjjZ4QLR6jquKNDzKctffJpf/aHvf/Vz9A2OvzBTflOi7YBLt+LKhRCnXsd4vggcw3Pkh2MD+NLreDxCiJPAzwJH6vH8pHPuX9R66L8EnAFeBr7TObf/eo55J+7EX/WYG8tupRnXjPggkKxFAXFdWT4RR7dMyN2hBDyt/82Nd7+8VlXsVAYBDJTk7YMO93U7LISej93ThmulxjrHehSwFgYoIZhpw37zU2m2K8NMa3Zmc/bnKWVV0dGaQEWEWDpG8N1rGzy6tvTKFwZMy4LL4ynb8zlbac5eXpA2iQjQDwNOhopQKC5tXuWla9fZzXIKoz3/KRXx+lHC5RXybpfnVEA5nWP2973zZZ56GbG4S9npYpXCYTG72yTrR9sK6cmXv8iP/P1v54VZwacmU16a56RV6U1zplNMllKVFVmWku3u4mYzgkCigpBkYcFf2CYj5vMZutMjefMjhMNFwuGiN7OREldVqLpy6YT0vKfW2H6faHERGcUtG2urkirVhLUbJUD63DN88N5zvLR5icuTFLuy5huvghAnhU/Wrb+wHVSX8Tz2dEw1nWAmE0xZEiwsITtJnbxKwrV1VC0fh/HOlQJFsryC3DiKCOIbuG1Xq2ocrpzuPfU5/svlHp97/kt8YpohH3yUeGMDFUZtQukOVb2Fh68PVETKkqoscEIQxYm3L2+Sdxos+8AGvUn6gsPHu/kzcKiJEGCyvcVXff4JvjRNyY9soM7cgxoMkKFsZfKcteg8pxztQaV9M5+1VKMRlS4JewO6R495/efa1bOpWtOMEeclCmts5TBmc+gD2mIj7fhG+3xEGl7cvMDnrGS2egS5sIQUwifp+Kox2rT5qah1wQUeE9J5RpnnBM6hej2f3DXV9XouZMOYOOcxogb/eT1c/vYW327mfPaFF9kqNfmxE4SLK8hutzagqV0naarofodBZxl6MsWVBcJawkHf9w5EHa9PXb8WeUj/HWsOXnP9nt+wu1Ev3A43HgdXNvmOoOL5WcFWEDFXktQJLAIbRxBGfkGjS5yo518pbFg3ZmoN2yPk/i52d5fKaCpjqfIcY42v6scJUgW+oZcaa+t0UElC0OsRhDEijv35aw06rVCdg7rl9POf47sffYCdAra2tjl/4SJ785RKKtRwAZV0UKEiEoJIBsSRJOz0CaOYxAlkliNmU+R8SjWZkOmKvNLkxpCVmrxh3YXwnP/CAgwGqKTnzXgC6VFurTFFiS1zSiHora4fzOOzT/E9p0+yvbvF3njMtTxnKiQjJDpQ6DBECkXY7fhFgvU7DQAYTd9UdHWJnE2Zz1KmRd4iZgmO2FmGUUwcRURJTBT53qOyqDB1JX00HjOeThBCsJf0qL7+m/zHxVresXEw1q+0eL3qKwbYcM5t3XT/CrD1OsyD3gn8GPBPgU/W9z0O/Ajww865f/s6xrBRj+GzQogB8BngW4APAXvOuf9JCPHDwJJz7p+82rHuVMrvxF/lMM6xrw17lSG3FiW8VNRK6NGUw0x5V/kLWOFcq9mdWUtWV0vAb3HPrW/InGhLLARH4pCzsWfDm4tuaiyXy4rMeIQlEYLUOsbaMjKGwlgK5x0ybVWST6fMZ1OksazEIfetLvPg0SO8OJ7y7GjCA4tDHltf8ccuSy6NJ1ydzrg+z7iWpuxkhb+QOK+EIZ2XT5N4Y51ZljHKCzJrMTXzGlpDYAz9MGQYh4RSoXGUlUZkKaIs0QLKbg+zuEyuQvKypJzPMVvXWZ/s8n3/0fv52IXLfEnG3GVLPviud/C713bZTDPSSqMnY6rdHcrJGILQ21Yb440vosj/9Pq42HOrzrk2AcN6yTDV7XqG2xi/Ba1kq9fsjIa6gtU4Ftoix+3tsL63zQ+84zHe+5a38PiP/yTRvQ/AZMRSt8s06iAHfWQUc+DI2CQv/ratNKbMMfOUYjohCBRBt4/qdNuE1pS5r8wL6TnfIKi3qG2b4MkoOlhEaK/KYvICioJof4cPvfl+/tfPPc3w/geZPPs0j6Vjnj16mvjk6daIyA/pRg1rf009UPtoEZHbVbYbhKNJEJtEtjm5G6MaPMcsdEW/Kvkbq8v8vXMn+brf/STdlVXS3R2Wn32S7N6HCA7vlLRsq2+U9JVA0ZoDgWsbXm+uHjfVfv8SPCvb3L4l9269vX2YpfzHKz2+6757+brf/5TXrx7t8zf2rvJxFxGcPNnqzTdJvThUjW7lIRu0ppnLG6rKQF2JPmhm9E3AjUulsxYVhQdqJnWFudrdobt7jQ/efZa//ejDfOvvfoLu+hHSrWuce/ozXFg9hjp5xhs81dVSpzW2KnGNlJ8AW1aYPPMssVLIuOMbiMPGmdGbPDnjlTmo57zRAq+FrNsE08+DJag0i1bzN9dW+bZ7T/Edv/mH5GvrJFvX+Y5hzB9MUnaDGB0GrXIJ9feklxYt2kWObVwisxQ9nVCNR76qHPrFGEXuG7mtRasAF4a4OIIoQcYJViqCXg8V+f4BFQbepdgaHlro8+1nT/DQwoAP/sufIzt9N51rm/ydtz3C//vZp7g6mVDFMSKMvWulUoTOETpv+GXKAoFXotJliZtNKTJftb8BuXLOy4pqC0tLyIUF1HAI3R4ijH1zpfQGW9I5AmdZwPDw0pCvPXuat2wcJZSCb/3ZX2a0dpTB9ct87/F1fv/ZZ3mpNMx6A1zSwdbeAZG1BMIRxh0CKQnzlG6ZsyBAZSmj3V32JxPy+jxbiGNWuglHBn36deN/t9tlOBwS14uXMAxJkoT5fM7m5iY7OztEUcTp06d5+OGHueeee/iff/XX+NOrW7xjY/0vHV2BNwBfuelgFjjinNu+6f7TwBecc73bPObwwW/aQzr4/2sx6bcZ068B/1v98z7n3NU6cf+4c+6+V3vsnaT8TvxVjNRY9rRmpP22XUdJVgLFQqBuUE0Z1VXqejeazLq2KVIK0Wp2OwdbVcWVoqJwjlhKTsYhZ5OI/iEUZaoNX8oKNvOSzDnPeNdPZ50/ZiBBOYeZTcn398jmKUZKVhYWOXNkjbuXFukpiXWOn/6TT/E7V6/RDwIWOgkj48gQaAe6RiyEcyjrCJwjwiKppcLSFJPOyGYzqjrZWohCjgaCXpphpiOCGhsoewPyKKKIE1zSwXS66CihiCKqSpPubDG/fg23v8uSrnj3vef4hne9i2PHNvj2X/gVqvvejBWgrMFah05T9GgPV5UIFfjk0gmPL6ARxngMI4pxUvoK4GyOHu1jxvv0zt1LdPRY3fTZ4Au1nG+dEOAMzjiU9By9yXKS3S3uNiXf9OibufeuuynynN95/nl+Qfbp9XqvMHxpksiG+bRVic5z0H6L2QmBcBYpVK0oYjCTqb/Id/skS0uoOPGVaqMxee6T8UPShM5ozDytK8YVcb/HsNvloaVFvvneu/ni5Qv8y7G/uAa3kEm8ZXX4pt81aAr4BNGUJWVZEgYBQRy3Cbszxr/eRlu6nltZoxaB1ZAXLDrNaeE4F0dEVcpzm1v8u1Pn6PX7NyAw/rm9Akw7xvr47euvn7v5faNEovMM6yBKvDzkzY2i7tDnsNVtzzPC+Yz+ZJ8NJVhwBmUtW6Mxn7n3YbrdrneXvUUvyCvY90Psvi9EH+ijW135xsmyJIwiVJygggCHa+UFba0+IoOgXSjYqqQa7+M2L3DSalY3TjIcDhmguXT1Op9a2aC35Cv2h2UtqaUfXe0OKpo5sBpX1s2AtWa5d7t0uCzHzGZYpVCDHkGnh4wiL8uHf0ucrvGT+hxXwhE46BjDhik4bQ0LugIgc46PTnO6Z+4GHKpRDKoRIK8/7vllPRnjihwpA2SvCwhsOkVvbWG2rxPGMWEU0xGArqiMpZCSqtP1Ca6U3nU3SQiCCBXHqDAgiCOiOKEjBUfDgIf6CfdIRb/+in1pZ4d//vQLJPc/4M/bBgGxDqcrXFXi0hlkKWY2942xUhLEMdJBVBWEZUHXwTCJGXQSojBmy2pGeFt63elAnPhmWCn9cxjfmBnjGCjJ2mDAsUGPB9ZXOD0Y0pNeLchow9WtXf6Hj/8Bk9V1bFV5nCSOPRpWVYRFTr8qWZbQiwJsb4AREiYjstmUfJ5SZCkOCJVifWGBk8vLrPY6ZPOULJtjjGUwGLK0uEgUh3Q7PXp9f+5fvnyVy5uXmE5nxEnMmTNnue+++1heXqpPNccnn/4Cz25u8g2PPsw7HzzoZ/nLijckKRdC/Hh98weAnwbSQ79WwFcBpXPu3bd47Htf72Ddn9M8SAhxBu8m+hCee1+s7xfAfvP/28WdpPxO/FUJ4xxjbdjVhsxYpBAsBpLlIKCrbrxI59ZyISt5YprinOcLH+knLAeB1+1WgtA5trR33NwqNRbHahhwJok4HgWUwH6l2dOGsbZcKSu2S41zjn6gWA8DerX+txQeD9BVxWRnh+nONrm2mF6XwdIya0tLLISKeZpxfT7nhZ1dfv/KFunGyXrL2SG2rhIVJUFV0tEVfWfpC+gIQS+Q2PmMfH+X2bVtdDplbgzTIMZ1OsRK0asK5levkqVzlFIsHTlK/+5z5OsblL0BNopQCMq6CmiynOnmJeaXL2LzjMUkod/tIJMO+0mX8cIK0f0PEhxCQ/R0Srl1zVfEgpAg8Um3qypsXvjqYhi2DWlV5ZMfZw2i0yFeXSPo9n3FWxtMkSGNxQWeG6dugBPqwLjEVgU2zZBFhlIhejCAThfV7d2WO3bW4CqNrQqEcSBczYgbT0Y33LIUWCFwUtFUfQ8rgPiKelVrSXMjD13VWsaACkOvta1kW628nUb5DeNsrkl1kmqKAucsQRjeYLrTMKMY4+UVD3P0xmB0SS0sgmjE54SsGebaoKbmcJ01iChERJFvtlSvohZ8aHwNAtHonr+iIn47vfSbf/8KLWqNK6sDBRfwCx9xi+e4/UDb6vgNx2/Qk0MNiw1+8wrt7psRkEPjds5iy6qu7OPZ4EMyk7fl8mu5OlOVHn2REuFA6xKbFzit/QYGwp/LtR41Sh70N7TD87xys/hqOfqGnxfOK3k0vQNB4BtplT+euImFdsZgshQ9m+HKHLIC0hlSSWR/4M14ygo32sNeuwJViV1cRiwsQZx4lZdAHTiPWm9fL4LQ7x4FkdclDyOkVJ7vtw5b5Zi89AuJKELGXWTs+y9EGLcusgB6PsPs7SLmc4KyQOQZwllUGBH3evR6XRbihMU4ZBiGFLri8jRlZC1zoSiVwgUBTVeyMJpAewUZaS3SGQLhF3mRUoRSEIPfISgysqJkVhSk1lGFEa7XQy6tEK+stovefPMi/cmEJSVYiEMW4pjCOiYIxkJRlgVmOsWWBbLeAeuFIYM4IlaSPE3J8xyAKI4Z9Pv0+n3iKCKMIsIgZDabsr29w3g8xlhDHMcsLizQHwz894bWWGspioJr4zFXu0MEjt7+Pj/6/nf/pSfmb5RO+Zub4wEPAOWh35XAZ4F/dqsH/nkT7dcbQog+8DHgv3LOTW6sXjgnhLjlKkMI8X3A9wGcOvV6MPg7cSe+ciO3lt3KMNIG4xyJlByLQ5ZuqooDFNab8oy0YWQsfaU4mYTMtGE9DFmPAnJrOZ+VXCxKUmMJpeR4HLAYKCoHm0XFM2lOVjd9aQeFswQOzib+GKEQXtXFWgpjPZ6yv0c2m1FKiRsuQRyjhKTICy6ev8C4LLk+HnNtMiV1UPQXwBrE/h42ibk7nfFPv/odhDUuoLXm0qVLnD9/ngsXzrO3t8d8PqcUklm3TxVG9JRiEUdHlzglOf3A/aycu4fs1N1sBQFT4witpWMMgfXueCJP2bp4gb3zLzINIqKTZwn6fUZSsR+GiIVFgoVFktibZjTazk5K9NY1/seveoQ/297lhd19tkdjRpMxM60xUiF7fUQUYYzDar/1Hf5/7L15rGXJfd/3qaqz3v3ty/Te0z37DDkkhyNSFDkkTUl0QkuMZEGQgSgCZMBCEAUQ4CyGsxgCFNtBbCuyISExYkGLA0GykkiIJEsiuItDkfQsHA2H093T6+vut9x317NXVf6oc+97r6dngUzKJNIF9Lzp+/qeW6fuOff+6vv7Lu0OqtV0VBILxd4uOkkImzEyajhLO+NoBsL3EQGAQJelo1kEdQCQ54Gn8MXRoutOu7+qqvjPIsHXb25xYXePvapEC4VVHjZ0YR0ycJxZx8tljppZXZFPJpSTCcYa58zRajm/61nxUxe9qhFzZxH3RnzjO+f3zO51Xonb9A1MkwwCDxU1UGGI9EKscDaXMzs0hEBJ6SK5jUVPp6TjEVKX+O2u47m7ZQMOaByy3nAIT4BwwT13sy682xw7F77BuNFCS0WlFEGriYoa803LYZcXJ4yTBxQaranynEpXBEEdCS/FHLFGa2xVIKSqOdJOBDfzU39Th5V6fmdvvIYfx9wWHmkQU0ah4y/XIjmHimu3IbHu3GTguwKxKqnygipLkUGA32jMbSRtnSKptYaqnFNzmHHOpTy0KbLzzsBsIzafY57z1KsvcNUqbiufXEl0qanSFBF4+O0uQbONjAJ3byhVdx1qvn4yxYzHGKkIGyE2biDqYByhPPB8vNkmBtD24Fpx7099f2iNzXNsFB3h9pf7fX6qKcmX2/TziN0s5VYakuYFZjQg2brOYG8P0+mh1jdQvQWkkJgiR2cpTMZ4WeICgHoL0FtErG0gvDqkq/aIl0LUqH7puhBeC9U8FGZVbxbLyQTVW3BzrD9vils3+eff8062d7e5sr3L2EDQ7rC8vISq4NL2FldHYy6ODVPloX0fty8RkKV4ZU6zqmgJR3UZ6YrUOICHWgPgOjUVWV4yTKfkeUEhBKUfQO3UJGsHJq/I0MkU3emiR0NUs0lrd4d/9PGPMElSXtvd44Vr19lJMkbaYqYT1P4eXSlYbjTYXOyx0GoynUwY7d1GSkmz2WTl5DHW1taIo4hKV657mSRcunSBK5cvMxw5vvjxtTWOHTtGu91296txmRJ5UTIejynKguFwgCg1CxhSIXj+ytX/IGj52xlvl77yfwA/a60d/aVe5N/T5/zQcXzg94E/stb+L/Vjr3CPvnJv/P9gGOv42f2qYqpdTH1XKZZ8j6Z6PQJZGMN2WbFfOkRz2fNoSMnz05RaYsSJ0Od2WXE9L0gqgyckTSXxBSTGYnABEoEUNKUkkoLCWBKtKRB47rsFi3NAUboiHw5JdndIkoQpkqrZwPoBpqqIrEFamJYFW7t77AwGVNoQ+wH3ry3TiCL+SLsvLozhp3sh//EjD3HhwgVeeOEFXn75ZQaDAUmS4Ps+YaeD7vQo/IBuq8lDG+s8uLnBNEm4XRq2w5j9dpeRcGhcT1oWcQLG3emUreGY7e0dRkkCjQaqu4D0PEfpKCtE6KMabVQUQlXRmo6pBvtU73p6vs7BX7zAUiNiK8nIpHJBLcqhusL3HJJaVlS6wg8jV2wEte1dDVaqIEAogdUWUxYO2asLXqMUwljHIZfShWcodaSQtNY9r9zd4djlb3Lx2Fk6xw/Ah9HWdYLnv0a6tEK4soqapfJ5EoRyvuTS0SnmRWD93LsjwM5H2pYF1qtdJOB1FIrDRaMAqiylefsG2wvLdDoHDc1sMiEoC2zcQNZI4zx8B+ax87MY9ZrijKhRfoF1jhBCMHeI0c7hQwqBnSUvCscht9YccL054KbbqsIkE46P+rxsFZ1jB2s4HY0IysKlkwbBEau+w2sz56/jkFejK4eU1pSPgzV0bhM6STAShHIdCTmbkzgaujTvEFQV1d4OaRDR7h2s4ai/xzkp2IsiF7Yy28TUNAyrS0yl56i2rNMysRpjQdVo7qF3D1OUVFmCSRzaO3dpqX2/XdEtsNo4QfN4iNnbYWk05Cfe807+2fUdOg8/djDHq5dpDQcUzSZETYQnUUE476q4bo3zyC8FB0i/qUOIlHcENXb0lPoTyFrnFFMVkKWURYUtc3SRYycJYthHpo6/fK7T5Afe+U7+6aUbVE8c2A16F17mhx97jL+4dYvXbm4zyDOK6dgF+SgP1V1Eddr4jRijLVQ5tnRBOyKM8NpdJ8726vtAW7TRCFtfwzP/8OkEkSVIbRBVBVWBn2W0sLQEnOy0eersKZ568AH+zr/+HQbv/cB8jvEXPs1Pv+txttKM60XJPpJhXjI2hlzW9oYWbFXAdIIcDVGTEf54jBeEJGFEEcW1cNfilSWhEDRCJ6rOtaFIU7Iso7TWrbvnQqfCRkSr0aLXbHBuZZn3nTnBY2ur/MPf+b949sT5+f1w/tUXONvp8PUbW+xOE0wYIzEsZAnHPcX9G+ssddrkec5oNCJJEpRSdLtder0ejUbjyL2yu7vLpUuXuHXrFkIIlpeXefjhh3nooYdot9sEQUAYhmit2dnZ4fbt25RlSRzHbG5ucnkw4Bc++ywVDon++x/6zkXK31ZR/i2YzN18zucv/HY45TU15Vdxos7/8tDj/xjYOyT0XLTW/t03O9a9ovze+G4amTHsl5p+jYoHUrDkeSz46kjozmy4Ytw5nCBgyXMOKDOXlU/vDvj0KEEKiKRHbg2BELQ9hV/zv2MpaUpJS0k6SuJLyX5VcTOvyIwllIIlT9H0JC0hGO9ss3XtKrd2dkiKEt1oIXoLeJET8/SigHYUs9Pf5eLV6+zubENVsbi0xMP3n+V9Dz/EmVaTWEn+wa/9Jp+9coPlZMgZDNeuXWM6nSKlZGFhgdXVVdZPnCSJYqowYrHb5cmzpzm1tMhnX7nA8zt9+r4PnS5eGNJVHm2dc/P2NluFZiqVQ32yjHIyxtZtcmkMTCeURQZ+SLCwiOp2CaSiXWZ8byvmbz7xCEsLC3zgt36f5vkHXavd6DrAxlFLZq19J3wrsJWjnqggqEVj3txneL6jSSZUWeaCPWoKigBXTNXpgKKOlBbWoX6m5plX+3t4Vy/xYJ7xt575Xp44d47BYMAnX73pOOXWocMz5HZGV5h9gc68queFpRA1n3fG8TXYIicbjpz9WLNJEEdzJHM2ZtxkRG25V/OiTVkS3L7J+XTMTz7+CO2OkyD9xMXbB5zyu9Ad5kLIGTWhPo+ZMJE63n7GO9bTKVUyRSiBarZRYTQvcK1xIlRr7Ty+3tZccFt7rEfjAad0yQ+cOc4x37ld/MztAe12270ur+e4z8+5/nOkc1uf04Edo0YnKdlwiFLCecP7AdJ3Be4s3dFa456rjZu/dJs3k0zxr1/h9PZ1Pvn0U5w6cYKf+OYWjUbDoZuzTdoR+o87v9lPMbNHnHHxa/rRnPdeVRTDfZKdHaQAP2rgN2Ok9BwNC+EQ/bLElC5l00zG+KMBHc/j3fef5smzD3BqqT3/vPmpr1921yEzXW2NZNfXiq07GZ61Dq09VJPMEk1tfXkKY1FFjsozAiyFFS5KvshgPIHpmMoYvNoSMqwKwrxgzRcst5o8dOI4j55/kOXV5fkG8uP/9vM0jp+kzDK8NHUiXs8lmc7tMoV179EsyKp0YVZ4yjnUKHVABUsmyPGYyPOIOy51VABBnhFPp9gioyxydFlgipKmFPQCn3OrK5zd3OCR06eIwvDIdfax3/w3NB58hKy/Ty+ZUIYRJghqLYPbfNo0QU6m+OMhcn8HL82cBqfZhnYbGq6rECrBqqeIlcJKn4mEUVGSFaUTjBc5FkHke8RBSKvZYHFxkfs2NljpdDjW63C213ldV/YTv/grDDeOobdv0dzbpioKvKqi3e2y3GpyfyNiNQgIgoAsy5imU8qyRCnF+uoaaxvrdLtdAi8gDN3m8PLVK1y8eJHhcEgQBJw9e5bHH3uMjc3NI/fg7u4ut27dYn9/3xXti8usb67T6/Xm99/vv/QKX93Z5XtWlvnEY9+lnPI7DvgM8OPACeDwdhpr7Yff4rkn73jIB94J/D3gv7HW/sHbeP3vBT6HSwSdCdX/W+BZ4LfqeV3BWSL23+xY94rye+M7fRhrGdd2hpPai7fjKRZ9RVvdfQ9bGst2WdGvnP/vou+x5Ck0sFeUfCPJ+NxgynNJPndXfiQOeLgZseB7LNTHb6q6OBeQW8u41FwtKqZVRSAFPWNQecp4MOTGzS2ub+9QVhXK82gtLtFaW8dvtmiGIUvNmMhovvrSX/DNCxcc2mg0586d49EnnuDE+jobgXvtLMv4+Z//ef7JP/knLv0NePTRR3nkkUc4efIkp06dwm806SPYL0qUFPTimCpucC0ruF1WaKTz/VY+ZZmR5QWFH0LDFYK2LCh3t0muXUNPxijfI1Q+Mg4giNFxjOwtOMeRMMQrC1Q6pdjZJjMGu3GM+Ox5V2DXw6GdU1cUTifYLKGaJBAGzp4scqJIJV1yoagDcPB9Vyz7HjJuOATSgqkqquEAIxUq9J34TEhXKBhDVZbYxLk96GmCQCMbTbzuAqrVdq/H6wtId2EdiOsshxBeIetkQuvCV6gdYZSH9JTjct85akRY1OfljkONaLvfmSJzYUrKR0WR21i8wfULh2gcMyGlUjUfvC4ahWCGxTtEui7WpTpwsHEHOhB2CpjHDM2oDlgnuqs54bNaVqpDvOg3nGS9UdGVEyF6rsifF+DiUPvI2po24oq7w3x/WyPltt7EuNrUOqeLw8W9MU7kCwdF9Zus4WyOR7jvsw3ZG/1bY2r/7nrB7vzdnXXCIS68hEPnLdDw1pz3+twpS6TVVPagw2ClQJbON3tOjzEa8sytaRgh6nvBZClisA9Fjqx9sFV9DQmtMUZjvAATx+gghDDA+CEijh2y3WwdRd6NS1k1WteUlAxRFghjEWWOTVKwBhFFjupljOvS5BlenrlCv7uIbjTdB2xRIIYDZH+vdjgpHbqPxReCAEtQO7ukeUlmLIU1VK02pt2DThextIy/tDy/JsrBADHoI9KEuMjoGcN6w4WTmbIiNZrM8zBBDFFE4PmYqqw3UiWJ1iRSOecYaxFlQcNoGp5HI45pNWJ67TbCNXexCgAAIABJREFU8wniCCF9fAmmyKiSlDRNGCQpt4djRkVOZiyJFxHef7+za9Ua88rXOdXt0llbpRXHLAcBwmjSNCXP3Do1mk0WFhbodjpHOmyTyYQbW1vs7OygK02jEbO+vs7GxgbeYW59VTEajhmOh+hK4/senU6HTqeDmm3GrfsO2y5KvjpOQcDJMOBvbyxxPD5Sxn7bx7eKUz472E8Cvwz8LvAh4P8GzgOngV9/q+fbu4cLXRBCDIH/HnjLotxa+3mOIu2Hx0fe6vn3xr3x3TAKY+jXdoZVjYqvBR6LnveGAT+lseyUFTtlSWEskVQ0JGzlBV8elWwVJbeLikxb+mWJByz7kqk2PNaK+bG1hTnioevNwKjSbOcl15OUrWmKznOCPEWlU65NpoxGI7IkoekpzqwssXzfcdTKKlnd1l7wFDvXrvHFZ7/I1WvXMUXOWrfDB596Dw888QTC81j0FeuBz7XLl/lXv/u7fOpTn+LFF19Ea83GxgZJkvDRj36Un/3Zn2WYpLx08xY3xxNSY4nimDwIeTkv2J0kJNaDwAfPQ+PQNxu1EIEhKHOivdukFy+wc+s2JgoJ1jeI7zuO6vUQcc2dDXwQdUiOMZhkyiTLIG4SPPpO4marFompI7SMdGebj7z6PBe3d3mt1JSLK/gb96E6bYeuSemCc8LQFXBCzsWRDug1mDSjGvSphCDsdPEXFuf0DYNrfc+QbmVB9HoEsy/qN3DdOMI3LguO/9mnkc02280WaauLbTQRfgB1AS59HyskKgyPxtbPEPkkQRuNiiJ831khSqVqv2XmvuCOQ2xRnjffvLwRr/wwH7rx7OcwUUy6vIpcXHZONcYF9BhTP1+4vBOsqTnvao4O6zShmE6QQYQf1xuA2kZS2zpECOqCUSA9N583K2/vnGPz+T9HBzFpr4dodVCt1gGNY1as1x0TMeNsS4m1Du0vRkN0VSE93/ls1/zdWnY556LP16umDxz2qX6z+R0b9BFoxmlBFsaUrZYrIOv5zfQGxlonbp1fhQKbOVtC0hSExCgXhuPCh7z53IQAavQXDhCyGaVo9hpiNr/DnPKy4Psuv0xZlHwzLdjzQ3R3EREFTqNgTE31MK77VJUH75nn42GJ8in2Vp98NMJKQepHmDBE+C5qnpo2Jn3fbeqko2bJWtgp6+4A1N2MQ2uYD/r8wP4WJxeX8DtdknbIjdGQK4Mx+6Zi2mpghes2qSLHL3M8a7CtDnp5BeF7BBY6eYq9cYOkv8cgK0iMpaK+butz1EJgBIh2B9nuIjdaiEbtBa4kEoE0hsp3Pt66KBBKEW1d45997IMsdDuMhiOubt3guYuvcX1SMpTK2bhaQzWdYvf30UXhukRBiPADYt9jQwkWPUHD87GtiEFekpQlWZ4z1ZqbSYq1OC53llMmU6pKU5iaVmQBrZGmIgRotlw40t4estNho93mkx/+ICEQTkb0d3ZJsxQlJUvHNlheWiZuHFzTRmteu3yFixdeZa/fR0nFI5ub3H/uftbX1w9d7zAaDdnd3WUwGNBEsNnrsry8QafTpW4wMTWaaU2zjKxgD0FTKdYCRWkt14ryr7wof7vj7XLKvw78U2vt/y6EGANPWGsvCSF+CZhYa//rv9SLC3EOeO5ulorfznEPKb83vpOGnaHilWZc1aE8nmLJU7TU6wVoUCPplfMFv1WU5MbizMtgqC39smJqzNwzfMn3eLgR4wnDv9jq11aF8HPHVniwGTHShq3xlBuTKcM0ZT/N2S8KMJqmNbTLApVnVNMpoYDldpvN4ydgeYXbFibaJXd2q4oLX3+RF//iZQajIUpKHjlxnA899RSdY8cZa00kJSvC8vyzX+IP//APee6550iShM3NTc6cOcOv//qvM7O7+19/5Vdo3HeSr+7scKPU7FtIkOQICl17G9d8WDwPgYuJdghQiS0ypklG5dU+u55CxQ1U1MB6ClsW6MK5oZgsRViBNiVGGwh8wt4ifrfnRGS6wu7tkg4HtN9xwEMdfuEziOkY7/T9eN0ustl2LiZCziknDqE1NYBZFy01Mk3guJyH32ej3XUwpxXUBd/MIQVwRZBxFnKmqiimCdml11i6eYX+6XP0Hn/H/HijC6+yiCFdXMTrdJHKn/OVgSMFuNWVc/fTjjeugmDuy/1mfuAzKocQDvCd86Fnz6mDdaprl8kXluisrh3Mb/s2i+mUYmUNGUU119nOqTZHYsXrgCMraoR+RjG4Yw1n6O5sDqY+xgyVm/PIDxVlaE01GrJy+wZXl9Zpr6zMD5eMRoR5huw53cFM9zD3+T4037lvuamFqb7nriFxd8HmbA3n8551IQRzq8mZ4NKkKeH2FntRk87GQRt/tHWDB29c5Op9Z1HLy04zMDu2maVUZm7jqVzipNv1ua6E9P26k3GQ1jnjjrgkU30Q4KQdem/SKdVkQjroU2zfIihKojBks93kBx9/jN/en1KdODWf4/S1i3RvXGG6cQzZ7blukXauQMy6KkGACEJXXNf8d3AdHFPpemM8s1V0rkkze8AD6pjTw2BcqqapXPqsMgY/buBbzYaAq5Wh8Y4D8FJ+6XP885/4m/zplau8cHuPW5lzGXGdpApZZDSyHFHmaM9HN1voOAYDJpmQb2+T7u9TeXJ+DcuqQuoKz2iCVpuwt4DqdPCabUSj4bzXpcTDIeeLnmLTV5xvtXhiucsvf+6LPLt5Zk43e+r6BX78kYf4zEsv8fzN22xpS+X5aOXyAsjd/EA6m8ZGgyiOCJXE04a8KJhqTTUTh1uDL1XtOe+5TlqaUk3HVGmCrTTKWnwBXd/nxEKX+4/dx/3Hj3H+1CmWej3+5R/+Cb86KbBSoXyPDwfwzMlj2J1tjNa02202NzdZXV2do9gA/X6f5557jldeeYU8z2m32zz66KM89thjNBqN+b8rioKbN2+ytbVFnucEQcDGxgYbGxtEUURmDKPKMNKapDYj8IWg4yk6StIvKv7l7T7aWpQQ/PT6dy5S/naL8gR42Fp7WQixC3zYWvuCEOJBnLBy/S2ev3jnQ7g0z/8BOGOtfVMh6Ld63CvK743vhFEaS7+q6Jea0lo8IVjy1etQcWuPpmtOtEvMHFaaUjv7OSFwrU9jqWoRpw+sBh6n45BTUUBcf5H9wfXb/Nn+kHXhseHDXpYxzjIwBs8atJCEUcRyHLJmDd50TD6ZYICgt0BrdY2s0WJfGwpr6Hoe1e1bPP+VL/PNq9fRxrDYavG+Rx/mI0+/l9QP2C4rh1r2d3nuM5/mC5//PFeuXKGqKs6cOcMnP/lJnnnmGYIg4Ef/t1/l1tI6sshoNhqUjVYdwuOKIGE0VVHUbXOF8gTKwado7QJWqumYYjJx6E2aEesSubCEaTSogKLfp9i+TZVnGGvpPPgI/sICKogcxzyqo+wBsoRWnvFE7PE3zp7myQfO874/+TMaC4tYrfFm4rxZ698eJDSCKyjndIYZKnmIb2yN441XkynGGLymQ+5nyYk6zxwPV9Wx02VJmSYU4xHV9jYmm9KYjHlkbYWfeuaDvOfcWaSUPP2Zr9KsPaxnhfxhxPrwZ7+o+d8zDjdybiI4L1hNVaG1RkmJmoXnUBfvs8TI2TVbn7MtS0RZwHDIejrmqUbIe08e48lHH+UDX3zh9XzoI8POWRPz34j5Qh787hAdpEoTtDZ4QeAEozXXd4YI1zE6DvGtNzommWKGQ7qDPd6xssDHzp3lPadO4Cnl1rDZnM/xzjHnlB+dmhvyIFF0voZFQVUUrotQF2PW1nSionDuHJ5EioP3TBkNaUpj7xYPjvp8/OEHeeqd78TzPJ7+zFdd8WIt3jyw6GD9ZroAhDjgcc9I2hzibNee3rYsMEmCTRLMcEA+HqLHI7y4SbS2DkqR7+1SXHmN8tYWsqqIfMXm6bOsnD7No+fO8Z7Tp3hsZWluyfr0H3+RRm8BUxR4QiA9z4VK1U4uti6kpR84BLu2CXS3i0bnBTZNHYpf5MgkQRQpKssp8gJblmC1swOVktIYdFG6QJ+qQPkBftyk1evS63R48tgm3//AWR5eWkQJwdO/9js0zp4j29tlxZQkYYQRLqfBZhkmmWBGI0SaYCqN126juh1kGLlrbjym2t3FZlM8a/GtcdTB5SVW7jtBsLQE7S7EMUY4LUhelsjChWlFVUFPa041I04tLnB8aYles8Hh8fFf/leMjx2n2r5FvD8TyrouhqhKbFE6e1TAl5IgDAiiCKW8+jOxhKrClxAg6ASKhcB1JzIgLQqyJKGajJF1YFMcBKz1uhxfXeXssft4+OwZlnpv7Db9C//PH/ClccKGhL++uUpXWNbW1tjc3Jw7o4AL/3rllVd48cUX2draQgjBqVOnePzxxzl58uRB9oC1DAYDtra22N3dxVrLwsICm5ubLC0tkVg7L8SLWhAc1xqojlLz77vZ+O0XX+bLO3s8tbLEj3y3c8qFENeAj1trXxRCPA/8Q2vtbwoh3g/8v9ba7ls8/84gIXCfk9eAH7PWfun1z/r2jXtF+b3xH2pYa5kcQsUt0FaOy92pP0TeKF1zRi3pl5qpcY4JnhB4QlBZx1FUwiItNDzFcuCx7HlYYFRW3BqN+MbtbT7Xn6CFRVjB477gbLvBehwTN5voKCL2fbzRkPT2TcZJSun7NFZWaS4toz2f0SyxU1dcfvFFXvj6i+yOxigpefDYfXz0qffw+APnGVeaG0VJVmkuv/R1vvGFz/HKSy9xq99HtLucOH+ex556L937jnFpOOa1JOdaGCM77uNECHFQKOSFQ9KyDFUWzrPaD7BYbJpjswQ9HsL+Pun+HpO9PtV0jPAC/DNnCI6fAs+r0zb3UFGDcGOdYGUF1XAiNFNVLnXSGlASpQ2e1nhZSl6UVN0uamkZr9k6mN/hYcw88EccQqGt1hhr5+4bghq5zHO0LhFS4c045XUhbmovcwHOy7guIHWeoqcJ5XSMCGOCVhvl+RhhnTVfGB7hLb+RjV79P0dQeDErjuuUy7nQEuYUmdcV9LPfW1fu2sNUjtoZxdZUE2bBMYfm9GbzO1zjitlGZ3Zeh34330jccc53frcdebwWoGLM3Mlmdow7vdTfdA0PHmC24ZoXwLM5zjjZd1ob3rF5m73WEcS8LDHz9XM+5Xfyyd8Qedf6QARoLKbIXUBQVbq0zDTFJhN0XmKqDJuVyDCo01udW41UroAWUlAOB0wvfJNibw+/1cJrd1HtNuHKCsoL3LykQDab+J2es1SMIuCO7kDp5mCLAlM6eor0fawECo3NE6rhkOr2Lbz9XZTWaOm8tSulMFEDwqjWCuA2M7WHtskyTJq62Pp2B7/Vxm82iOIYTyo8DAaJ9nwKz6Pq9vB7i/N11GlKNRqih0PMYA+ZZqgyIwwj1OKyi5wXwnXhRgPUaEgsIG53iHoLhL0eNJokQmI4uFZ97TanNk2xSYJX5gQI2oFP7ClsVTEtSgZFQVJWjMqKiVRknk/VXSA6fmJ+TRW725jREJFl+GVOQ0oWAp9G3MBrxM7TXShUHTLVVIo48NFFQZ4mTNKc/aJkUtPORFUSG81iGLDaW2BjZZnTmxv0up35W2asc+GqrEVjqYwr5KdpyjTNuDEc8dVJijWWwFR84tg6Dxy/7wgqPhlPuHjpEleuXCHPcxpxzMmTJzl79uwRKouuNHv9Pnu7u+R5jud5LC4usrC0hPZ9Em1ItEHXUolYSWLcvZJlGZMkYZrlTNKM/nTMIM25Pk24vbDiBKyDPn/3kXN86NHvTPeVt8UpxwksP4YTWf4W8ItCiL+G43L/8dt4/oc5WpQbYAe4YK2t3uYc7o1747t2VNbSLzX9qqIwroW25Dt6iraCqTbsltVd0zW7UrCVl1zOK/brcIxICgJRB+xYpylKjUEBDaUwCLaSnJfGu4yThGw6RRjLbpriWzjpKcaV5ns2j/E9Z05yIy/Zm0wodncZ7W5TIJDtNp0z97GysAAIcutSEM3uLs8//++4cPEildb0mg2+/91P8n3vfhe5CtjNM3778nWu9AdcunaNnWtXSfKCzAaod78ftbBA2O5wM4q5qjz0IAUvxHYbyNpbes5B3d/nh2WOTTNGacJeEJM0IsZZTjroUw6HlDu3SfZ2GdzcYry9TTYeEp84Q/fRxwlPnER5PqK/g0QSHD+OOPcAMo4R1JZzukTnzh/aa7cAZ6EnlcR6Ptrz3Obn0Ps5K5ysdSEV1bOfp7mwDOvrEMVUxrpY6VqYN0/l1BpbVQ6MDkOUarjCtaoohwOS3W2kFxD2OnWh7igPxrhgD68Rw+LK3YNeODLBg02BtWityV59mfzWLaq8wAhF4+xp4uVlvKjp+LfUH9KVPqCCHOLPm5p+YsvSWffVSC/gYtvlgd+zFcIlI77JPXFkDbUm3N+DrCC3FaLRdIVXFCGFnDt0YC2mvjfmxe8hhxVdlm6DUHcvZsWgmW2YZkWxlHNBbH3ktzfHvR3y8YiyrBztqNNFxTGiDrURgnl4EtqtoxICPIfYG6PdHGd0kVoka6EWnM42Fu4/IgzfkvM++1lVFdWXv4i5eZ18bxfbW8Q2W04zEQSIwG1ihfIxZeH8sa1B1DJYoSR6sE95/apLn213UO0uanEBLHitNssfeAYVN5BR6MS/841W3Um4UyR7aJNhrUu9Pf7nX6C30MXbOEY/apAKQZWm6NGQYmebfG8XISVKKUxnwcXdG9BWu3TI6Zh4PMC3lkJ65FEEzRixsobX7SCbTWQQ44W15eNMI6INqbXo2hseLF7smLOi3pzmN67yCZuzvrTIykMnGfgxl8qKm0nqaHDjIWI8RHo+/uoK4dn7Uc0WHBIgNgVsCpB5ymRnl/5+n0FeUFhLaRzdylhDZaASklIKtO9j/RD8Brbh12m5rgPlNRp1qmgGXgDXr/P33/dulrttWs0mUyG5MZ5yezxmXKdfJoMB08nUiTLTjCRLsGGMCSM836cbRZzptDiztMDZY/exuLCItpayLr5La0m1oTSgsaRFTpZmpGlGlmVkeYbRjtbiCahKTWQMx6KAgfEIwoC1MMRYw9UrV/nGK9/g5s2bAGxubPDgk+/kxMkTyEP5CuPxmNvb2/T7exhjWep0WNhcpwpCtpOMb+zskRQ5WZZjcyc6rQon5k+LksxoCm0psRQWKpxNr68UUwS2LPGTKZWAr93Y+isvyt/ueLtF+X8OzD7BfgF3vu/HFeg//1ZPttZ++i8zuXvj3vhuHxPtRJtD7T4wVL2zV0C/MuwUFRrnpOdLgS+cJ7i1zmP8a2nJzaIkN4ZISZY8j6YnqIkVZLYO8UEQSUmoS/RgyO5kjJ5MiazmbBiwsbjA5vISAwP/4sVvUFhLpDyiRoMvXbvB7b09bJIglaK7usHm0iLLrSZKCPpZzq3plK9981UuXbnG/mQCQcDCybOsra7S7nV5yVj+3cXrFEB/mjAajkgHA4o8o2q08XoRIg6xQQRBQD5HhQ0mSaiyBCZjjOcRnn94/kV+cu8mixurfLkouY3HeG+f0e2bZNevMb18iXx3h3RvhzzL8U6cYvGpp1k//xDh4hIiCEAoRBTiPfQwwvNdsVppoC6QswwRx/iN1rzAmKN6M/rBjCtsDMV+n8IYWqtr8zmm27fYfPJdJCpEH4pOVzj0wdRBIHMLNd/DilrEmedYnHuI31ugt1Az/Q69JuDizmvh52H7wCMCSuN4zOX2LbJmm06nM5/jdLDPpf/pH7DyQz9C713vJV7bcMeskfmZ2M0h83N/k7lwb+ay4scxzESHhxBqWb+O40EfLXEdGm+QxqHn5WhAGcY06uQ9gGQ6Ibx+hXRtA9VdQYXRIds+R62Z1eVyRkGZFb8wL7ZVENwVOb6b5eLh+c3oO7beeESXL7B//DTtw2s4ndL/nd/Ef/Jp4uMn8HqLSH8mJrWgK3SRu9cLIrchm4l1tVsXIRVedMfXbt1ZkDX87zoXh/jw1jALz8EYZFnQLjK2kLQWlw7W8PYt/kYr5HONBsOlhzBxExtFB52ZoqAcj5FYVKuDH0VOiBp4zlc/CFHNBjJqON72kfVy1J9Zp2PeFbG4hEvhrAltWUCWEU1GPCwNXxgldN713vkcswuv8IEf+VG+vj9kJ82YDAZkuzvkgz1HOfE8ZLuLarbwPOnQbc8nbsQEUUQhlRNNKoVWCoXrNFIndFK7ofgGfKMx6YR0OCBPE4qixCRT7GhCR2c8sLDATT9k8N4PzDewj6QT/tMf+2G+uN3nCzt9bg8HJGUJlcbH0FhdJz59Fk8qclNikxwz2qeaOm79eDQixZJJ330W1Nep1NrRkKwB5aGljwlcCq1BQFXCZIydTomSCT1T8vDaKh949GF+7+VXeSF+3GkoypJ3Sc27Tp/gm/0BL13b4uLNm+z1+0wGA/LxGJ2nKGMIpERGDdory6ydPMXy0iKnVlc4tbxEIJxLjp5d22Z+J1FWBUWSUiQJeTIlm06gqvCsZVEK2o0GvV6bXqdNu92m2WxyeX/ALz3/MklVEiM4F/pc+sqXeemll0iShDiO+d6HHuLxxx+nV1NgpmnK7n6fC69d5sr1G/RHQ3JtkM0mptEi7Q9ILl3BGOtQ/7LC0yWiqtxa1KFfVrptZS8MCX2PdhSz0W1zfHGJ9cUuy602X7n4Gv/opVepBHgWnrzvQIvxnTa+rT7lQogG8I+BH8LZIP4J8F9Ya3e/bS/6NsY9+sq98e0a19KCy3lBLBx6uF9qCuv8lQPhoucNzvFhhr4GUuALQWYse2XFXlWxU2jymme+Hnis+x6hECTWUtWIRmVckW/zjCiZYgb7kGcE1nG6V5eXWVpaonUoEh7gN158mc/tDWkLwaKCUleEyiNsNImikEobMqPZ15b9NGd3MiaZTjFliS8E3WaT9YUuvTAkloqmp0jylBcvX+PmaExeVehKQxCgPA/hKYIoJgwDPCFrRNWS5zn5YJ9y+zYrQcDH3vUOfvi97+H7f/23aZx7gOTGdeLbt8ibTbSxlKN9iv4+tsgRnnI+1FFMuLaG31vEazScUM3zna3aLI3QGPRkSjUZITpd54SiZB0B7zGjHRjtvjTtTPxmnW2bKUtkf5f3RB4/95HvYyWOD7i8cMRn+3WcbTsTItbCr9mYtY7r/zdVRZVMqWo+NL6PUqpO15wxog9IEbPQIWuNE92NR3g723y05fMzH32GVhTN52iNcVze4PXCpsNUkbsVrXMRZG2l6Cg1AhmFc0qKo64wA7JdAE9ZUEwnmGlKEAUIz8dLEx6yJT/31Ds4sbFxZH7+IavEO9dw9vc3pbrM+Pf1WhprkUqi6lj6w8ebFakupbLCZBkqS+lNRnx0Y4UffOB+TqwsAxyZo7T2aNE/Q4BnJz+bxxusIfXr6vq9FkY7rUDNqRZV5SwG/dBtdCT4SMDQ9T06wCOtBh++b40Heh18Kebzy5KE6uIrRGubLlVVqJrjbrBWHFyDUjiNw6EiDJyw2GqDLTJsliMBGcfMtwbKQ/mHbEDLEooMUVYIq/ErTRvN8dDnmbOn+cjDDxLV19vTv/cpGusbVHlOS2sqJdCVxpQFoizr+1DhK/deSSFRNS2v1JrKGIyu0KUr+n1d0aqR9LLSlFWBzVJCbVkMnCB7e3eP8WhIph1VyTOG9cjn3adO8InvfR/nT52an8vHf+PfkB0/hervcn51iZsaSiQa47zirUYIiahKTJ5j8sw51GSJE5hKia6vXc9alLE0MbSEwPMkWggKFLmACpdCW1YVNk2RyRh/MmUBw7nlBZ44f57777+f48ePH9Ew/Ef/8y/SX12nORzw1OlT3JhOmeQ5WZLi5Rm+tcRKsdztsLDQo7O8Sm9lmU63ixKCtpJ0PEVDSnzp1tYXAlMW5NMp2XRKNhmTjMeO1lVfy81mk3a7Pf8z01fcbfzGZz7Ln778Kr1kwmKZkxQFnV6PlY1NukuLTLKcNC+YZBnD6ZRhHRpkAdVsEXW7BO0OURQR+R5dz3NzrjvCVrhurRF14igQeB4LjZjFZpPldpOVdodWHN11fn/04st89fZt3rW2xvd/N3LK7yLOfMPxRr7gwgX7/AzwG0CG8zn/tLX2R9/usb8d415Rfm98O8bzoym/fLPvUAcLT7Qj1n2fnqeIlHSpacqF8gRS4gmYGE2/cMFAU23IjOPKNZVg0fdoChibmpoyQwmNoUgTxHhEMNinURV4dbDO0tISi4uLqCCkrIv3tCy5vrfHxd0+n+2PeLXVA+moBQuTEWuhT1Sj91Y4EWJ/NGY4GJANB3jplM1Wk/eeOcV7H3iQ9U6TV2/d4ivXbvK1q9e5WmqysOaOliVCl8iyxLOWbqvJ2tIijSgms4a8rJhOpox2tkm3rhNXFWfOn6PX7fDKSy/xYtRj9RkXeyCEQCdTytEQkziRFVjQGl2VeFGMjGKE76NqO79ZcWm1xtZ0AhUELmVv1squkUhbI6O6KDDTKarZRHqOrmGLwvkU5zmkGWYywTSbhCurzmHlrsLE2bGdaG6OGs8Ce4xxSaFpgklTqjRFNZt4cYOg1XYUgzt5z4cQbKydn5uZOSSUJdVkjJmO0UVJtHGMcHl5nm75hnzjOc/Z8cfF7DVn8zcGnaUO4VUKFUVH6CqzYzhHjNIJGMdjTJZgZpZ/nS4qirFKoPMcYXSdjhodJGm+wfzma3BoHOGY37FO1tq7HvMIP5sDmsLMYs5mGdYTGO38xqXyXey8578pL//wsWeFvph1VoyZW0pa67zQdd0pmaeVuop5vjlwbkhiXmw4LrrjhFNVbqNjHDcc5SHi+OCavnOOs/dwdg3NEz0rd6zSFZe2KhwCKhWq3cb6gaPhhOHRc6k3ltYYRFXilQVGeZi6R6CMczuREhASIySV5zjgIoiOuuLU18z83KzFq91JTI2y53lGlWXuvkwSTJrglzmB56PiBrrZREcNl2hbliijnSU4Fl1pqrKCqkRag18WdKSk22pIMmATAAAgAElEQVRShSFlEFF5AWXgU4UxVauD1zrQiNiydI5MaQppis1TqskEMRoiywJpdO1NDlK690tai9IaKRSVkhilKMIQ40f1hg234Uom2PEYPdjHGw/wjCWOY9rtFo1miyAMySuNxpCWmqnWpFIxarZovOt7XMgUgslfvAjbt5GjIaEuiQTEQhAGASJ26cnWGlSWIscj5GSErJ2UqrKkPPTHHNqceZ6H53kEQYDv+044fPheAkerUTXC73nYMMJEEfvCY//4KfeZa2F50Ofk6vI8BEgKSaCU2zAXOcZY/DiivbRMd3mJbrtDMwzxgDLPKJKUSZ4xzov5feZJSTsK6cQx3UbMQqNBM7p7AX7nyIzh5SQDYDPweXe7MRci/1WNb0VRfjdx5uv+GWDtGyRyCiEuAn/PWvt/1n9/CvgCEFlr9VtN7ts17hXl98a3ahTGcDUreTXNeXY05VJasBZ6ZJXlry22+ECvRSBdbL0nnPJ+p6zYKiq2i4pUG4qaJ2ut8yUPhEQK11r0hHDJabpiMBgwmkwoxmOapiL2PLqLi7R6CzTabbSQFLri5v6A7f0B28MRe9OEvjYkQUjph4y9gCKK8IocIxUPVBl/69xJAs/n5mDAs9+8wJUb16lGI1rW8O5z93PizGmuTBIuDsfcLgr2tSVJc9JZVHnh2umtMneFnPJoLSzS7HaphCStKgpdkaQpyXjM+NYtstEQ2eqgFhaciEtK4pOniY+dcHZzuOIp3doifvnrRBiy/j6DIoflFfyTpwk6C+ArjBAoP3RFbU0ZmPtszzjFZUmVTDFlhZAC5fsOHRTghSHSc3xbjK3tCK2zWJwhrW8SH6+1ZvrFzyAr49CzxSXUyhrewqJD7XWJzku8KHRx9DO+cx3WYnHoZZWmVHmGkAoVBKjQuVHM+MYYXXOQOUJjmRf+d4zXzfErz6KTKd7SCo3jxxGNVu1O4lBwEPNgI8cxPmoxaI1BpynF7g7JoE/QXSDodJFR6AKODgXvHPHafoNxeH7GGMrhYB7W4sUxXqMF8WwzNY//OYKO31mAz6z/HB0Hd30eLnQ56Aq8GaXlrnPUmny/jy+chkO0Oo7mUVNUZse29VrNOhpzQaLFIfN5RlU4gaMKQ6SnQKiDroDWNS3IofBSOfvF2c96Ykc2KHPO++2bkKVMBn3McOScgQRU9UYOFKbXw19YxOt05jQbiz24xosSm6cEwoIGfI+y3qwj1VwE6sTM7ozdhuiA3mIPvV+HrwedpZzavkFUFvhFTjUZM9ofsDMaMa5qm74aOfc8ReQF+GFAGUVUUcPRW7QmzFKEgNzzKcMGhD4G5SxPPYnyAhea43sYz9lRzsW8OOGqtRZmvPh6fuXeHqsv/jktY2j7irbnEUcRaVUxqQwT42xmMykphKQSEu15aOXPhQlSa4KqIMxzZDpF9/vk4xFVjfKGcUzQaBDGDawUlDXokinPHcsLsL4PSiKMxSwsEh0/SdnfQwQh6Wc/xYcaXm39aqiCkCpuYDwfYQ1emqKmE+fbXxTkeU5RFPNANgDf9+fR9EEY4oUh1GtkauGzlQorFUZJjFQY33ebMeXW1EgHeghjuD4YsN/s4CdTTKPJo77kRz/wfjqNGAVMRiNu7fVJrIU4ptFbwIsisqKkyjOKNKPIM/SMriclnSiiG8f0mg0Wmk1aYfCGKP1bjX5ZcTEr6CqFJ+HhRsxq8HbZ29+a8a0oyj/4dl/MWvuZNzhGAZy21t449FgKnLfWXnu7x/9Wj3tF+b3x7zv6ZcVrWcFWXjGqKkoLoYDnJimeFEe8UDNj2MpLbuYlN4uKrObCNmYoZW1DiLX40tFcAiEIipzJeMKN8YhJUSKtZSkMWOm06Xa7RGHI7mhEf7DP3v6IwWjEcDqhFMIVupFLrJPNFr044ky7BWXBb27vu9fF8rdXFsiG+3zp4iW29wdkaUYUhTQWFjCNJiMEVc2ZLfKSYrhPvj9ACUusfHrNiKqq2C81RinCMKAVhgjPwwhJWlaM03TOTdRZ7hT6iwuIRhNdFHjtNvHqhhOalZrG8ePzdfZ+/3f48Uce4l9/5WsMT9+PWl3DW1pGeH5dBLpCcE7ssLXPds1f1mmKwOK1WqjAx4W4ONRSeB6y9oDWui7kpDywQoQ5P3xeYGrtfHIPhbmMbt/iif42L0sPb3Xd+Wx7PkLOisbZT1ehzQpH5/aSghL4cR0uVNMw6pOZ/5yLNmFePN3pMuJ8rCvSnW1KoLO2cTDH69fopBPsfSeQUTT3+LbWtd9nwsnZa80Q3lmhOCu8xKFuxJ3jcAHL4Tkdmis4ekuR5wSHfIhHwwHfu7PFi1ELs7o2DzK6Gzo+f59t7fBSp13KwHfXxZ1zm3UAYF44WcuhQCYx/7tzuMnQN2+SNZt01g+t4a2bnOu12BMBOgjm14ZDprWjP5UVGGdKasocm5fYLMGkU6QF0WohW50aicd1ZKqi5mVLZNxwPHXPqwWss4oeTJFTjcfkN65RXvwmnDrL8tPvP5jfn3+RJ597lueee47BYIDfbFLcd4LozP0E950gWF1DLSzgBSFI5ewhqwqhKxCCUEq08jCeqvUY0m3WjHW7kNpZZr7mRs+7BO4ah6AqiU3FqUbI+1fX+K0Ll+ifvH8+x5UrF/ilDz7Nn37uc3zmz7/KxdvbjBCIIMAPI1qNiKV2h067xSAIGYYNiqgJoQ+1MLv0A6drUHVRpSvHk6+LbcDRSma4n7HufSlzRJrSzTM2qXjyvg3++NYuNx54bD6/81e+yS/90F+nqCq29ve5eGuXr12/zvXJlP1Kkxmo6k0Z1iKNpYGmLSULvqKpNcl+n5vb2/RHYyrrXJfabfeZ3W61mJYl47Iis04TVNT3iMRRSrq+YrPd5PzaKo+dPMm//fJX+D2/MffF/2GT8Xd+9D+hX1UMKuOoMFmKnyYwmTCdjMmyzG3mAT9uELdaRK0WUbNJ0GhipKQ0jgpZ3VEDGmsprRN4auucVgzOZtcTEEpJy5O0laStFLGUfOarX+N//NTnXefNWP67D72PR08c49LNW9waTxhaIHLdHYA8S/EqjY/LDViIYxabDZbaLVbabbqN+C9dgN9tJNrwlXEyP4/vSqT8WzQJDaxba3cOPTYGHrfWvvZte+G3GPeK8nvjLzMqY7ial1zJCga1nWEoXEDBZuhzIgz4/dcu87X+mIe6bR7eWONqXrBdajLtOMQtJWkrJwLMrCCv7Q4jKQkl2CxDj8eMJmMmxhVxvTjkZLtJQ0oGkwk7e312h0MGo7ETVwkXLd9sd2h0ezS6tRVYHBNJxUbgcX8jZMV33tc/+Wu/xdVml2i0T2A1U+VjhER5Hp4fMFOcyaJA5Snl7h6TWzewO9v465tEx08R9LoUee5au6ZiUXn0ul12s4yBtmS6cuhMWaKTlKrI0dMx0kK0subCVDyPaH0Tv9WmaQ2fOLHBTz75ON/3e39KY/MY6c42YjQgOn4SL4rnRdAM97T2gL5A7fVtjXVCyjq5D+FkgbosKUZDrLH4na4r4OpCwpaV49rWX/LW2gPR54yiUBQcrzL+qyce4ny7OefylnlOoBRenZp455iht8zEnmXhnD9Clzg5K1itdeEoVZ4jlHSI+iE6w5yWI3Accq1x9aQrnKrJBHvtMu8zOT/zgx/j/2PvzYNty+76vs9aa89nuvO9b349D0hCA41aAoECCkhCjAY5KSgPITimwE7K/JHguKgkUHbiKlLllEMlqVBUEQIWYBtiGwtskJFADJJoqdVqdUv91G+6b7rzGfa4hvyx9jn33Pfu60G0kITfr+rUfe/ce85ZZ5299/mu3/oOp+c427f7gB/tYB96gcNdqBpzQN21vtK0PE+c76irtls8e+55+obA+7nv7vJ21fDfvO2tdNNDzrvRmqh1czmu5nnls7lo5+P2stbi6spTNIRE4mbUEIxBhD7dcZYy2dI6RFEQ7u1wcrTH9z76IO/82jfQ6Rx+zsI57ys+P4fOteJGTwuBtkOuK9wk944cKkC2SbO0toSupUIQJdDtIqLEA/G548/WJXaco/d30JtXkM8/Q3Kwz0qa8vVveiPvfe97eeSRR3j7v/4Q2YmT5Nc2ufVPfxb1+OvoPfwo6ckzhIOB1ySoACnFdE3oFyBGz0KDRODnBOc51K6pCIvC0xs8xkI0DRQ5UTFBhiEyTvziPe2w3Ek5t7TAEyc2ONvNWI8CojlA9c7f+G3kidPkVy6x8dEPcUMG2IVF5OISUadHmKWEcYqMI9+5DkPMlD7kvEjYeTm0X59ojShL4jpnIUoIpfCBN9pirSZVAdpoZNOQ1hV9Z1mPAx7fWOPBU6dYWVk5orP5nl/+FwzXTpLc3ORHHj7Hn165zuVJzlBIKqnahFGD1IbQaCLTkFlLXwgGUcBkMuHg4IDRcEhT1z60ptPh5Noq3YUFbBixV1UMq5qxMVj8eS2EYBCGrHczzi0v8dipU3zN+bNkx1Ay/vtf+TWeGhc81u/wg+/8JrYmOZO8wOUTRFGghMMgUHFC0smIsg5xlpGm6RFbQvA7tjNeOT4hV9PqlFrKo3T+WqCEIJOSVAlSKWec9OPq5z/47/nIF17kdL/P2bUVtuuGuk0I7iYJqRCkwrGcJCx2MlZ6XVZ6PRY72WsKwO9W27Vmq9GshgErf8FdcniNQfnL8ctfglNu8ZaJ1dzd7wF+H8jnHv9dLzuI17DugfJ79WrqQGu+UDRs1g1N6/u6FvqtfQmshYoon/Crz32B32zAtV3cxTJnQXo/746uybTGCkEtJboNNQnqGpePsft7mJ1trBCYrOO3CrVBFDlFPmHcNBh72H3M0oS00yPr9+h0uySdLkYpDAItJYG1xFVJNx8RFTlFVbE5GvOhIKP3Td/qQSiC8tZNGO7DZIIqJqh8TJTniP1diq0tRnu7uDQlPXsfvQcfIukNaEYHlFcvM97exlqHXViEtQ1IEm+1lhctVaTGDIfUO1vIsiTdOEG8voFcXEJ0e0T9PspYOrvb2IufZz/KCN7z3ST9/ux9ztdMnGd9AqCzPhHTag3CIVU048JO3Sac1SgVEvS6PuFw+kVvDKbxHVak8uBbCGQYMONYG4MpC8zWLW/Vphuyhx4lXlk9TIU8Doi3Ik6aw4RBK4QXvapWuGnbTq/WPmVuTuh4u8hxyg2ecso9oASrvU2armvv3hGE3qquBfR3E0fOxjnHiZbTeWvH5IzB1jWmKrwwN44J4gQRtnSQqTvIbUB/3mdbtJ+NznOaukSFITJO2+TAQ2rMK+KVT+fidmA+3XWwnnIkQ79LMx8pP3uu6WtNF0rGYOrKe0dPNQhh6G0Ik3QG3O84Do3B5LkX/bXcaCGE73gb40NwpGoXjRq9P8JiEFFMMlgg6HR9J5xW22AaTFmjR0OKm9fJX3wBRj5N0eY5psi9WHpxiXhh2fuAnzxJ8sjrZufKbE5m89VaQFrXRtd7cBtoPRMxT51AlJDEwhJpQ1GVlA50FPnDTRsCXRMrSRzFpFlGp9thOeuQBgHdwIe1qLrm2t4uW3v7bI8n7FU1ExXSLC4SDRZnn7Otay80ne6+OEC080CbMGpann0rqrTWIK0jcpYkCEgCiRYBjWr5PYB0lkA3KN2gypLYGWIhiKOYOImJoxihBMY4tLU01jKuKjarhuaBh2epqfWtG6iqQhiNqivipiZzloGSrGQZ3TgiVNJznocHTIZDpHPEgaK/uAhpRqUC9uuavdLbIPpzATphwFKacGLQ577VVR4+fYo0jo8cW8ZNu9dQG80wz3lme48PDXNaUh0POc1q4GPjsyT2wsgkoZMkxEHYZlcwE8sGLXVS4rvglYPKOkprqdzholwK3xxKpCCWgkTcCcCts5RN4y1um4ZRnnMwGvG5G7f441GBDhQgeUQY7lsccGbQZyNLWW074EvduwtFX6uaWjtq52istyMeasOnxgVGwHoYfPV3yl+OX/4SnPJfeNkn94//m6/k716rugfK79XLlbaWzVpzsazZbTQSwXoUcDYOyIuSK8MRxbhgWIx5cTThmrZcliFFp0tQlWgEJ29t8iQNgbHUSjGOEsogpDIahgeYvV3s/h71aEQeRpSDBc8P1BomE0RVIoE0UPTjhE6vS2cwIMw6/sLTfrlo6z2KG+mFNExG6P09dD5hXwTsd/sUS6uwtka0toHsdHBVjVOKyVMf5xt3rrOUJSjgxtUrXHjxRfYRsLRK59x5kpOnKIVkeOsW+1cu0QyHBCtrJGvrqE4XYTR2ZxuzuwvWUBvvrFCNhrggIMo6hOsbpGfPEy4sIsIImXj6h5CScOAFgbfzoqc83tEzn8JtXkV1O9AdINMEF3hBnlABKvZOICLNDgN6hPfJntkaWovJc3RZ4IR3QFCZD0kRai7GvH1dMRXrQcvvFXeMbdbhdo56dwdXFri6Qld+az9aXSPo9r1jx5RrO6VRTKkyc89rW1Gfcd6TXARhu2uB7/i3Y5y3HXylnG3nnBc2GuM7xgLPXQ89p9Y7q1Q+NElK3zmV8jCISHibTr+rIO+6gJBC3PFF8VJjnH+srStsWc24/cIaRORDojx3W00fcNvz+/lxMHPLmb6/eT/32QJn7vN8uXm8nZd//Td/HalrooUl4tV1LzZOU0Tgx2mtgTj2yzopEUqgomTmfII26KKgGe3THOxTbe2AqX0fWLUx99IvDlQSI+OUoNcn6GTIIPIOOlOuf3tsz3Pek+EuS0FAFsSo0DuU1HVNXpTUxuDw/P1KKFwUYhBQ1zQOPz4hEFqT6IaVTsbiwoAayagsyMuapq5oqpKmrr0Xv5R+FyDN/IIoVN5bvz0+PA3pcLFmy5zOwQGpcwTWoE3DuK6prJi5sri6BikIkoQgTgmjACkCsNpTjqwjdIbIWoKmRjUNNJXX5QiJCkJUu/Pg8CCtaBpK4xOQGyE8bzoIYbBEsLDgxaeBwl6+yLf0Yu5fXWOp26WTxvQ7XZzWXLlyhc1rm2xtbTEpK/aaBhunNFFME4TMB650lGIxTdgY9Di7usKDJ06QpAnaMaOMTMN4NNAYQ15W5GVBUVQMq4qJ1tQIbtaaGyqg6xwVjie6Kd985iRx1AJwhDcBuI3e1TifBF1ZR+kctbXTtTSypaF48O075tZoylpTNQ1FU1M2mrJpqI2mbDRF5QN5mrqmbm+mtaC8WWtuRikD3dAIwftOrvI3vvFtBOpYaPhF1fyC5RB0u5mhwfR+6+6EqgfGcrWsWQwUiRJfnZzy257sdn55CLwJ+FHgHzjnfvmLGuWXqe6B8nt1txpqzcWy4XLV0BiLNJrlpmJQ5EwmI54rKq6riNw68kb7Lzop6SpFJBVP1Y3f7hSOnzi/weOnTnOhqLgyGjMZjcm3b1Heuslkb5eqbsjDGN1pu7hGsyIc63HEcrfD0qBPmHbIneOg0TRN44NHrMUIgcV3PEZaUxtP37B1xf6kZEcI9qSilAE68L7YQZkT5GOqR17vv3yd400vfIYffceT/PaHPsQff/4Ceyok7/QgSbGdLg1QTSYUm1fRxYRodY10sOSj23WN29slL3JcfwGZpF6wNxmDNsgoQApJ57GvIVk/gYzi1v+Ylscsj3K2raVpGi86mn4en3ma9y/3+O3r2+SDBWSn51MDI9+1VUGIUBLRcvKn2/NTVwFTljhTE6RdZOtucjvHeVpHuNlHKB6HZbSmLkuSTudwjNc2+R8Tyz/5zX/F1oOPkz34EOHSihestroBT/XwwiyE9y92cNgBB89x9wO4KxWm/cdsETG9f97dQpcllbVkc2McD4csv/g5Rn3fzRNBAEmMwFvyIYT3eW7DqVwQ+Hml7Ya3gtcpDeZu83PEkeSYMU478I01xNncHA6H/B1Z8mtPf4a9hRXk4jKikyHjxC9OaHcLjMXp2nO2rfU7BngHDE+riGec+/nOOM5TNWaLtLbmqTCupRjpfExz8UXM2ga9E4d+xsMrl3lfoLneW2Y/TqgEFNrvimjAzfzKWz/qKbVee1eR+GCP2lpMmkEYeYFvq2/wqZsW4sS7qgR+wSnC4GgSat0gqoJsMmIrL+g+fsiHlh/9ML/0wz/Ex67d4GNXN9kcjtkbTSiaBtMeN1oKZNpBRhFVq7nAeZtGkRcEWEgSXNrFBf61pzsmtihxOFSnj0wT71ITxR6EtzsGrioIxkMW6po3Li/wqf0h+1/7xGyMJ595ip/69nfyL//0z/iDK9fYtw4dRjhrkDjiKCLq9ul2O8RRTGA1i86yEihWkpiBBFFVbO/tcTDJaazFKUW306HT6ZCkKfujMVt7ewwnY4aTnElVYVXgmwFRRC9NWOl0uW9pgUsHB/zp8kl/JDjL99Qj/s63efenGzducOHCBZ5+9jk+e/Uqu42mCAJc1kWmKXHkrSs7YcByN+PU4hJnN1Z59OxZkiQ9AhbngaJ1jrIoKItDL/BJXtAgaKTABSHdLGUxTTnR7TDWhp+/dH3Gh/57j5zn8ZWj5IXKtgnQxpK3/7YtQDVtYBm6wTYNtqlpqoZKN+RNQ9VoSq2PnBe61c6gNbZ1pMEYkkARqYCFboeVxQVWF5dYXVrk0v4+//NHP4Fpuf1//xuf4PVnz95xfTiu7Iw2w4w+M7X8nQfbxt2JVYWAUIjZLZj/KZn9v7LuPw5OuRDirwD/pXPuPV/0k3wZ6h4o/+qt3FjGxtJV8jU7qay1XK0aPjccc31SUFUlaVnQy4d0m4Y9FFeSjK04oxSSoKmJ64q+cCxlCfctLvLw+iobccQ/+q1/x1Pjgof7Xd54/318bmuLre0dqp1t6t1tqGuiMPT+2gsLJEnCIAzYkIJTnRSCkEJKCqGohUApRRIE9CLPkx5Zx0gbcq3JjaW2DuEse+MJo7pm6KAwlkprmvYLty/grSc3+MEnn+BUv8cT/+CnCb7m9Uw+8zT3NzWb1mEXl5GdDBFG3gYvCLywbDjE6YZwsECYZv4LvChpJiOcFKis64HgwT5mZwsGS3Tuv59oeYVoaYUg67TuDr5cuxgQMLPUayZjis88zf07N/hffuS/4P0vbpFlGXmeo65dIT573nOwZZtgOg/AEXNis0OQNeUyI+Y61HWNkxIVKN9ZnQdnc+ARmHHJbUuDsXvbvK7O+al3/SesznHK8zxH3LhGdu6+WUf8dsA6XSC8ZFfWzfG2WzrJcSLHI8B8OsaqwuUTFof7fN9D5/iuRx+iG4ZHvNQp8hklw+v1DoHr9Ocr6RrPv/7UveQ4AI7zHVnbitBkWZIZzdvPrPP9953jgW7G2z/8Z2RZRlEUqFs3iU+c9Lsesl2stZz1KcffhxX5wQq4Mz1yOkbdJrROd0uE8PM5H4pkWtpLVaCHQ+qLL9A/2Oeta0u8/53v5LEHHyAIgkPtQF3TMw0m9R7g02NvynmmtZzDer9vYUz7b+O7sNI7ijijoShQoyFNXWKCyHfW08yDXPB/G0YI4dP9EmtYloJvOLHGm9eWeWxpgaTl3z/5z3+L7Ox95JtX+NYs4tlRzsg5GqFAgjNe+Oy54xIRp8ggxDqLKws/G223UwahB9d1DZMxYjhESonqZsi0i4wTiONDK8C6JqpKBk3FyUDwlvUV3vzAAywvL5POCaHf+Uv/HHnuforNSyxvbzPq9XFZZ+aZHjYNkRJ0sy5JHJIIwQDLOoKVJKQoCiaTCflkgtaaUEkGnQ6ri4soKTkYT9ja3WVneMDBeIzWxi9k4oTuYMDC4iLry0ucXVvn8VMnWM1Susp7oQP87f/nA3xORjyoC378LW/kdz/2MZ65fIXtpqFQEWLmlpLSSxMW0pS1QZ9TK8s8cOIEvbnFrz9/DoFiADRl2XqBjynGY6rJBKyhEYImjBHdLmHaIctSlrsdltOEvlKkc99v//7FF/nk9gFvXBnwTefOUVjHflWzU1YcVNUMXFdN0+YEaKxuME2NnLs+TisKApIgII1CAgHCGGztAbuuStCGpNUgZVl2xKu82+3ewVMH+NilSzxzc5vXra/wxLlzuDlAfbhAca3A9PD+Y8E2HPFTP/w5DdnzN3WXa9Vx9aXADq+m/qJA+QPA0865zsv+8VdQ3QPlX31lnGOr1vzJMMe0Rlyv6yRHLlyvpsqyYmc04sVxwWbpL2rSGBaMZtFpdNZhmGQcqJAxksoYorJgpZiwIgy9pRXSxUUWkoT1KCCWgl/60Ef4oIyQkQc/5sLnibdvovIxXQmDNKPT7RL1B2TdLmkY0Md5/9Y4RochBCGB8s+H0RR1w77WHGhLbdpulBDU1pJbR2UstbVoa9BNy4GejJHG0ul1ODUY8MjiAFUWPP3Zz/Kh7T1OfOdfmdESymubNKMhtsip9/e87R5g8gJ0TdDpEoQhGEO9u+MXFkhkHBP2+8TrJ1BLywTLy6hO34vGhGifX86s0aYCLds06KbCFSVme4viyiXstcucGPQZdwfwTe8imfMNvqNaYCimAsUpR3gGjqa+ygZTNxhrvGd2584vkimtxS8UWjGmbQFl06DHQ8zWTbh6CV3XqIUl9PoJOg8+QtDGar8SagbT998C7ynYdq7tqloLrYjwdr7lTCgqWtHnHP3FtZ7TM/GlUp7aEEWtuO8uXurHjG/6XuYXBbPfOx9Rzm2C0fnHT6k3tq6ZEVjaRZe0FqoSU5deiJlkhBsnUEH4iubw8PM9dKGR7TzaKTfceGqDjGK/QzE/xtbH3AtpS2xRIKxuHTlqwqoktBaRJJBloCLKJEZ2ejPx6R1jtF5U6LQH46JN7HQtl9vWPgocvEJBOHyXXoEIvahx5ptvHdYZHyIESOMIsN77uqkJ6pKwPdcbZw+j2ZfXSNoEWM/zn9NcaA/KnLHtVHi9hLPM/Mqls0QClBQoA6GSOJzv2KpDCsr0/dI0KF0RVBWp0XSUIowiovYmpWRSFoyqikndkGvDOOsRt7sNQghMUWDLHFFVxLohkZAEIaEKiANJhiC2BtHU6F8S+GoAACAASURBVKb2552DUCmkEtTaUjQNk6piXFVoY2cHRBQlZJ0OnW6XbqfLYND1FA0cMX6BYy2UdU1RVxRlybPXb3Jj7eQs3Etf/DyRNoRhRBoFLHe7LPe6bAz6nF1bZaXbRbWgW4lDvnYgvHi/KUvKPGcymfiFRJ7PFuUyCFCdLqQZJAlRkhCFIZmSdNv8ilAKjLHUdU3TNNR1zcXdfX7jxo63pZSC1yUxsfI7O4FzBDhC5wicI1WSLAxJwoA0ikjDkDQKyeKYLAqJVYBtaoo8ZzQaMRqNKIpi9jF73/SjAHx6rZs/549QSJxvFD01Lmja3z+UxgTHnNeCdr7kPNjmaKdb+rl82evCV1l9yUG5EKIL/CPgP3XOPfpFPcmXqe6B8q+OaqxjZAxDYxkZw15juFTWLASKoTbcl8YsBi/PWavrmjzPmeQ54zznVl6yKwQT4QHkQhCwGkbYJGQcxgyFwDqodIMuSoJ8woYu2chSwsVl6HRRUrIkBcO9XZ69fJVPXbvBxShBnTiNnYz81vNzn+YdCz2W+z1UmlFFMTaMCIQX0gigFhLjHGXTYOoaXVWe1iKgUd5WMAA60q/0D4SiED7pztYtwM0LTJGjqxITRgRxjLCWajhksrdLoxTh0irR0jLp6TMEgwVsXYOS7H3i47iP/B4LCwNEllG3HUWVZMgkoRqPqLe3qIwlevx1xKfOEgwGqCSbAXDnnAfZRY7sdNqgmajFy84LEusaZ7Snm0iJNZ6brKZ84WM6L1MgVm1vUe1sIwNF2O17LrgQh5xh5zBN3drIHXqAz/jQc89lqzYGXQrPQ2/pJfYIOOVIN/a4sc2Psf3HYUpiC4K4rdt9XB0HcGe857nfH0etOa7Tf/vY5v9uGpbkmgZTVTjdEHQ7qCg59HXnKFA/bgzTYBqnm8MO3HQx0bqyiKmV33Qe7kLJmX9eM7Xnm3KQtEY4iwvbMJ8pdWY6Ltqdl+nrTJ9r2qGfdn39BwmBT4ucjWc65jlv9ZebQ3Ow7wWIugEHUikvDhbSL1x0jQNUmiFazYOYOtUwXS+2dAJr2vchIPDLDGcPk2SFbF1RZHusK/83QnkAKebAknOteHl3C9EYDxiVhDDytKTWzUQ613KPfYfStatELeZTTy2BNZ6CpjWqqRBat4DLz7kR0nfihcRO51KFh3x3Jb2LUJweoajp8ZAHmpJu6Pnztl28B9Yiq5KmLGhaql7eeN76lDds3GHQTSgVSRiSZom3+UszQHh7wNYRx+oGYwzaWBrju8h106C1xmiLdYaqOyA8eRJblMgoIr6+ybc/eJ7711dZ6w882BaHQsnZHOETifM8J5/k/mdRtF7wIKWik2V+XGmKi2N/rW+pSqHxTi6q0RjT0NQNjW6o62b2HDWCQiq+UDZcsjAQjtw63pxGPLG2wkIc0oljOnFEGsVkcUQ0d0wYY2bA+zgAniTJEQDe6/VAqZlV4mGHmyMp0npucTytfW24XNYshgETa3kkjdhoOe+3d7r/soHtV1qvNad8xNHvFgFkwAT4Qefcv/piB/rlqHug/Cu3SmsZasvQGPK2CxJJQU8pAgHPTUofqHEXXlhVVXdciJqmoQa2g5hh5rdhu0nMcpYQRjFbxrLbGKxzJELQKSdU+/vYIieTgseXl1ja2GAYRORNw+6NG1y7fIlnr13nSlGxb8BajbSOyX0PIZzvfv7Icpfv/sa3c7PW7DeG2jlCHHlZcVAUTPKCuvS3wFo0gkJIjPRbq6Kp2R6PuFpqdoOIBoHTFXI8Ro/HMMlB1xzUtRfxKN8hbMZjmtEQJyXR2hqq08U1Br27RTMpOPn9fxXR0j7Sf/sv+c+/+7v46Bde5OpwTF03VEGA7vQQaQc16KM63dbRA8BhK78YsGWOrhrixSVvM9h2KKf0BdECBTcXLgJ48DoXTT8T7jmHbhrUXBz88Lln+cm3vZlfvHCFYZTgovgILQWYASp/v5g93bR72GiNsLYVhB7Dw56ru1FajtBRtD4C1Id7u3zd85/mM2kXTp5GZR0vfgOcCpBKej/0215nxrG2to2FP8rZnh/DHY/lKOVk3jlFFxO0DMjmbN+GwwPeWY342Cc/Sf3w48TrJzxfW8yJW2+noLSfmDGGZjzGjA6I+gNUHM/oP961pv1M2+CXKYg8DuhOx1jXNfG8T/m1TX7yiTfwmYMxn9vaYacxGKXQUewBn5QtY1sc2lRaC9Z3qk1VIcrSv6c0haA9vqbrmykwd37XwSFas+nbPO6n1pr5hBpJunTI3bWXXuS9V1/gT65eZ9TvI/sDaqU8f1cGqF6XYLDYejELTFNjxiPMeAz5hEBCEKW4wQDSDiIMvfDSGB/dXlZ+fFJ568tGY5vKz6sUBGnHh0oFikg3jB0k5+6fjS966k/55R/8AX7/0iZ/fP061ytNLhWEkT8GHdSNdwRxxvh5NAZVVajKNx/s0AvPh3VDLdq8g8hbFU5t/Fy7G0PQpj5K5RdA7bkeAJl1nMwSNrWheuMhp/z8Zz/FP3z/93KzbjgY+evU6MolLl28xPXdXfbLitwYNIIwCLDOkUYRg07GQq/HoD+gs7DA2MGBMRS17yabqkQ1Dapd7BRFwSTPMVVJU5bYukYBSRDQTRNOrK5yamODL0wKfjsdzOhRP7Lc5Qe/+R13nHNFUdzxvWLMYf5hkiTEcUwYejrSBMGw0YybhkZrqCuipiF1hmiOTiKl9AE+bZCPCiOqKGKiAlwQEochdV3zq89fwDmLQvDjX/sY9y0tHhmfMYbxeHxkfHk+M7gjjGPSbo+k5526kk4Hp4JDsN3+PA4OKjHP2T5KK5neamv5xLj4snK2v9LrtQblf/22uyywBfyJc27vLo/5PeD7nHP7Qoi/BnzAOVcd97d/0XUPlH/llHOOsbWMWiBet/LwVHmrrdu5dTf297mxf8DGwoClLLvjQlm3QSJCCDqdDnXWZS/tMAqjNnVQYh3k1jJpQf8gUKw5S7a/S7V9i1tIgizjwbVVHlxf5cJwwjNXN7mxdYuta9cZVhX7FrSU0NRsKMm3PPwg737bW/mpf/1BPtPAw7Hih7/tXVwc5eyWBeUkZzQaMppM0GWJq0pM3aBwaOXFmMZBYxqGjSEXkqqNTJbWkhQT0vGQvWvXORgeMKlKausD9wi8AwnW4vIJKgjJVlaQcYKZjNCbm6w3JX/7/d/P+977Xt7+gf+P7IGHKK5dZ/HaZUZr622HO0PMdSVpqSezDqv1ns6y/VKejyL3HUoPkJzxZk3e5cSDtKnQTkh1tNNpNHo0YvipT7L+3NP8D//VD/N3J2LG1+5WJWJp+Y6u9x22ge1n/lJ8aABnDS1beRaOIwTtfc53Jm8DpwKfCBo1Nd99cpUfOL3Oez76KbIsoyxL1MEB6fr6zHd8OpYjrz2lrrySMTqLsG7WBXZ2jhPqDuk1TVl42tFwhKxKVFXwaBzy377nXTy0sc6Tv/8JOlmGLkuUtQRzVpO3z+Hs/hn/ncNodikQQiFw2MaDfqcbZNb1x4BSyHbnAZiF8dC6qFjd0OztU167zPLNTX7iO97Nt77h9TO+dl0UrAeCQkXoNoae48Y4d5stBqYUJv8hevqR1ri68iBRKtxUbCv8eHBu5jgj6gZbTEibhqU04aHFRb7h9DpPnlinGyie/J0/IFtcptzfI/oPv0t99hzB8jIiSSGKfddZtamvtBStskbnY2xZIZOQIOkg02TmHmPrCjsaYvf3cAf7KGsQTYMtS1xZEBmDimOCxSXCxSWSxWXShQGrgwH3L/Z589ICr+/3yALJk7/+W2Rnz5Ffvcz3n97gEwcTxirESAFSYaQEo73uQDf+Z1FgiwlmMoGqahcjDjvtRFvfKY8FxGFAlnaIkoQgToiyhCxJyJSiKSuqgz1MURKEAYNel/MnTvDYmdM8fvoUC6195nf9H7/A/sZJ+rvb/L1v/gY+/cIFNq9cYXvzCnvDIRXC76wFiihsKRdxRBYnZEmMjCK0Cv01svVyT6SgJyU9BUFVoYuCusipcn+LlSQJQ7I0ZXV1lbW1NdbX1zlx4gT9ORtJgJ/9Z7/GH126wtvOneEn/rMfoCxLRqMRw+GQ3d1ddnd3KcuSuq6x1t4RRS+VopKKQkgKqTDtudQLA/qBYimK6MTREfA9/TmlhuTGsqs1e9rgHGRKshQoBoFCCXGEr/2WM2dmAPxgOGJvPGJcFGgHRvi5TLod4qxD1HbrVXCn08jUMnGaNj3P1Z6/X97lenV7fbk521/p9RfCKX+ZAVTAfc65a8KHCJ1wzt36krzYq6x7oPzLW8Y5RsYy1IaRsZgWGHWVmgHx4wIKdnZ2+MAHPsB4PKaqKt785jfTaUU2nU5ntgUXdjrsqIgrjWGvrhlah7U+IAG8ddR6GHIqkixMhkxu3uRgOGSiQsTyCmsrK3R0zaevbPLZnT32JhPvS6wbCCKskijd0LeGN55Y5x1f9xYWlpb5f//4E/yzGkQSIWRAePM6ae1dC0RTEzY1obMEtBzJJEEkKY2QlECFQAsBYUQQBARFTnH5RbYvXGAEvmvlPO/UCUkQJ8TdDnEYEUtJmsQE3R66qcm3t6iuXKY7GfN1b/16Hvm6J7g4HPHvVEZnZRW4yzZiy7/FGJzzgRxOa1ygkHNR6kJ4n+ymzGnKkrTb81xmRNs1PeyCm5ZSIKag12pcVVHeuE59+TLB1Yt0T5zADhZp3vAWkraD+pLbnFOgO0fzOCJCxOM1W9c0ZYFSAUGaHna42y6XA+x0a7oFbw7PVRbWB4aoukKMD3DDESNrCB54hLB1iHklW7HzFIgji4C2Y1kX3vM6TFI/RuFjymdUBuutCG1dUY+G6OGBp3lI34EPpCQsC+I4grTLeLBI0O/7LuYxnerZXLU0mRlIn86HMW0n1S+kTO2BmwwCZJz4Rdltiw4/975LNk0s1cUEnZeIfEwviYijGCcFdZBQpunMZeeuczgHwqc2ia71ffeprC3Xva7QVYkoa0QUEfT7yMTbZPq/tVjTeL2BNoi6RJYFoiwJlUTFEWkQkGqN2d1lMh5yUDeUj7yO7rnzh8eXtdAmvzpjvSe/NmA0rvILbT0aIaQkiGPCNPWCyKZBTcZk+Yj0YJ98Z4e9PEcLQRT7nR8VJcQLi8SDBcJ+j2ywSNjtEkUR/SjkfJxwMoIgr3n68mWe393l02mH7IFHDufLmpnHt3MGW9XoyRh7sI8ZjyCfIBuNtAbV1AitUVoTYVmIIpb6PRZX1+ksLTKxjknLG55+xrbIaQ4OaHZ3cGWOCgK6q+v0V5ZZWVhivZPRcQajG8ZFycFkwh9euMjlM/cjU5/QWD37NMH+vrcMDQI6YUg3jukkEUvdLv00JY0joiQhzDrIJCVKUrIkZimNSeoakY/Jd3a4desWu7u7s451FEWsrKwcAeALCwt3HFbWWvI8Zzgc8vGPf5yf+ZmfoSgKnHO8733vo9fredqL1qRpSpIks59JkhBFESqKsUlCE8WYKEaFIVHgQfhCFDII/Hn5UmWdY+Rg30HVrjH7AgYSkvacsM6xORrzm89foLYObQxvWl2kkyRofPZBmmVkaUaWpWRZRhxFh13taTdbHnqWT0H3qxFJ3qs/f31JQLnwIUJrtBt/03LOPXvM334KeAr4EPALwN8Fhsc9r3PuF1/xIF6DugfK/+KrtpZhC8QnbbqlEsKD8EAdUcPfXlprrl69yic+8Qk++clPcvLkSSaTCe94xzt49NFHZ2rwrVrzYlnxhaLiZq0prb/SdaQklpITccD9ccSabdi/dYsbN26gtSbudLDLq2w1hq1bN7lx4wa7SCohCJ3zKWZxTCWlFx7VFaf7PR574EE6vS5fuHiRP/n8BZ4dLKNOnMbpGoTCXbnEmfEe3UDRDUOSKELE/mK+bx0H1jHRFm0tdVVTVSV1XlLt7VDs7WCc9/nFOSgLlJQEaYqKYtJu11vKpan3/I5CjBXUVYGua0+h7S8iswyRZqgonlEq5stZiy1yzGQMTYOZgp6mQXW7RN2+36oGwIPFWbdyyrduQZ2tSg/eVOB/Bzgszok5brX1DAI4TNF8ie7xbIy6wVUV1hhkFHtAd4TrPQVvol0A4F/kNtqIbRrfNJ3y0W97Hf+4OVrNK/zimgYbzQCk8NH1Myu7I3/srcqEsy1vWM7u9z7bFU4bjDZIq/0cBYHnBbdc+en8Mh3vKxmjMeAMgpZmMv+41sJvSu+YUY2mc3H0zTK3JXD4+3bxNaPVvMqQENsKV2n52r6D68XBnobid1yclDN7TdlaNU7DsBzMOsJToaO0ZuaKY6oSW1agFCrz0eVeHOmQUYiKEy8WDcOj54tzGK1pvvACdn+HyDriJCFwGj2aoKQiWhwQDJYI4ogyL6j2dil3tjD7u2hjPU3JWgIp6WUZg8Ul4oUBQa9PHYTkxlCqEBt4jrp2Dmu0B51hjEhiRJz4MKeWkz1fpmmoPv8commI8pwoH5JoTaoUPaVQWHTT+Btg08yLDuMUHUdYcfh5BdagmgYzHtEc7FPs73lrvDgmXFoh7A+IksQv2MuCpqworaFGoIXESE8R0oMFonP3off3vbXlM0/xLac3uG9jgzNra97NpNel2+mg0oxaBYxMG+4zHFLs7pBvbzG6eYP97W2f4QAEQcDq6iqrq6tHAHhZlgyHQyaTCaPRiMlkwng8Js9zDg4O2N3dZX9/n7IsqaqKz33uczzzzDMsLCwwGo148skneeKJJ2Yix2lHPAxDiCKaMKKUiqqdK4UjtZbUWRJn73A5Oa5qBGOpmLS7hqFzdK0hcwaDoBaSWvifjRBsDkd87mDEYhyRW8tbT53kjefPMuh06CbJHfZ/98D2V2a91vSVN+GB9dQUdbZxCDh3THiQEOLtwD8BHgT6QMFRXvq0nHOuf8z9X7K6B8q/9OWco7COoTEMtaVst8VjKekHvhueyZcGY1prNjc3uXLlyqxr8fzzzxOGIUop3v3ud5N0u1wsaz45LLhc1Yysd+boK8VypDgTRdyXRpwOJLu7u2xeu8bewQFOKuJej2u14YWi4uZ4BHWNVQEqzVBhSE/5mO6iMQhroCxYCRTraUwoBM+/8ALPX7/FsNfHbZxCpBnF0jLUFRjLDw9i/urXvYnCWK6MJ3z46nW+cDDi8v4++3v75MMhxd4O1WSCLgtoQadtGuLBgG6vx2BpGbo9qjjFxj6tUaUZQRKD8qmAplXpO/AARQXIpO1oqsALMq2nT5jbOdvPfIp/+DUP8Ksf/kOeNw5z7n6ChUVk1vXb8lP7Qf+pegCuzcwRRFtv/6bS1Lu0TLuw0w729HHTp5C3cb65k44yX8Odbb7jz/6A37m1De94F+mJU4gwOMot9g+cvdaMOtGOvWkpTUGSzOgjL8fZntYdv3cOY+0Rl5ThwT7v2b/O748b3KkzBN0uUilv19gG/UytIDHt3LUCVWf9TpFrGh94EsdIqY7MyUuN8bjfWWM8Z3surns4HPL1WcQLVvgIczxIN62ntvcgV60IEpjr5Ftr0HXlu/JJ0ooX56wohTgUuc67ttw2hzOnFu2B5nS3ASDY3uJvLSb8m+c+z2ZRMwQsDhPEBJ0OMk5QaYyK05k1pnMOW5aY8Zhm+xZsbSOqArewAN0eQil/buzt0eztUO/tkZ4+TXLmHEGnh3MW22iCLEOG/rwX7TnlioK60XTaTjlA9aHf4b9+w6NcPBhxszZsNzUFApOknirSVJS3thhfvYTd3kIpRRpFkGTYOIasi9xYg94SdZbhwhAXht7nO/BJr6L9XJx1IJxf0E5XmC1FR2iDakoq64g2Dn3UF577NH//O76dSAhOh5JyOGR7e4fNWze5PsnZ14YqjGniBBdFhMEhFSQFUhxmNGJ38wrXrt/g1u6uDwJTIfGqtzhNez2v/SgmlKOx53O3nORASAIpyIKA1W6HU8uLXN7a4fdd4I9/a/nRMxv8tfd8G3C0UXN9/4CdnR0OdncpdrYZ37yBKAvv1hEE9Ho9Oq0XeZZlBEHgxZV5zng8ntkmzgS5xsyA9/S+IAiI45gsyxgMBqytrTEej/m5n/s5vzMZBPzsz/4sjz322Ox4ncw0Tt7lCu5OrXypss6xrw272mulBLTR9R46FdZS2sPgGyV8rH2qBKPRmF//2Ce8LkZK/vrbnmDjmB2Ae/WVXa81KH8KuAb8Y+Amt4Fr59zzL/N4C2zco6/85S7rHGNjZ0Bct1/amZIMAkVP+Y71y5Uxhs3NTS5fvozWmpWVFc6fP0+32+XffOFFntoZ8kC/T7a0wHN5w57WCKAbSM7EIaejiNNxwCAMGBcl127d4ub2DpXRFNowsY69qmKrMTQqJJKwHCeoLAGpSI0haDxADhw0w33/JTs6oGkaNocjbjQGt7JGdOYsyyfP8IZTG7zn1Bp/6xd/hfGp83Q3L/KPv+87+c1Pf5aPX7vJgYO6rtDGoMdjTFUhw5C41/egI4xRoSKIElTQgkmET8wDpLGEgfTiMOeoq4amrjGmQbRAMex0kWk261QjvJCQpsbeusGJa5f4n77nO/mhK7veHzrP6T/7KYrzDxIvLrXBPsInV1s3A4ZuugR3lllS4TGfo3Mtn3cKOqdR9Mz6rrjb4ulnwC+fEN+6zk9//dfyYy/emnHK+cyn6bz56wjmAOYMsLbg/5CLPSdWPKbLPeN2O+epKnPd3uNcUGYWd9pgy4L4YI+/8eB9fO8DZ3jHR5+eccqj8ZBodX2uc+nalz/Ke3fOvarwnUO6izjWinA2p1rjRvssHOzybb2M9z72MCdPnuRtrQ+4NYZISUToF2NT3vjt3Pn5550KQO82RmeM/6yFF/5NOeUzaz7XWjbqGlvVNHs7hNc2OSsMP/TWt/Atb3kLb//IUzOf8tVnP8XuwhLB4rIPAFLSg1XR7mA4vJtGWWDGQ6rtHcqb1wiiGJmlhL2BFyMDzWiE3bmFvn4VVIRaWiI9fZZwdQ0ZxT7xs6raJr93M4mCiE4YcCpL+cYTa7zr3CkW4ognf+U3yO5/kPzii7xptMN1J6njmMY6DMI7klQVTdOABJmkqDhGJt4PnChBhgEyUO0iuj0+qqqlCOG7+NbgyhJbFri6JEQQhRFxEpOmGd0sZaPf5fWryzw26HN/GpMpyXt/8dcoT54i2b7FT7/7Wyl2d9m/cZ3LO7vs1A172tAE06RQ6S30jCYw2idh1l4Yf3BwwGg4nGly4jhmZW2VwcZJVK9Hpa23tJxMsHXlHaSCgG4cszros7G4wKmVFc6f2GB5MDhyvPzU//Xz/OmVqzxx5jQ/+cN/k6t7e7x4a4ubu3ts7+ywc/06+mAPMxphi5wkjmc0kTiOkbcFPk0riiKyLPN0knbXbP7c7XQ6d1j8Heez/dSzn+WZCxd43QMP8IbHHv2iqJV3q9JadmrNrcaQW2/mm7Tc7emzSCFIpSCTklRJUimIbrsmzWup7gHyr856rUH5GHijc+6FL3Iw54DL7ktFYH+VdQ+Uv3Z1u22hc/4i01eSnlL0AnmsX+lxNQXjV65coWkalpeXOX/+vLdqAv7t5Wv8063RTLi1GAhWg4ANJdiQgnUFqfJdxuFwyN7enhdXjsbkjaE0msoYEJKg32dl0Gc5jWmEYresiaxhYH0Xr2kabm5uMrx8kXp7CxuEVHGC7vYI19ZZOHOWhROnOLG0yP2h5LSz/Hcf/F3027/58P1MJj5C2/huttMaUdeoMEJFAVIF/kukLDFNhWhqbFGgtfZc1XKCqRrChUXk6pp3lRASUxY+Lh6QUYJKkjYQpxXbGYPTBqVrzOgAefFFVsoR3cVlPvumJ+kueOX+sXzjYz6Xqc2ca7u7Hs+2fPGqoq5KFIKw2/XgY2pp1z7WwhEw6qxPEKQsEU1FPB6yoRuqvODi/Q/PdAJ3HeNL8aS5EwybpsECYeC9u28HmzPwO+3oO+95bts5DKylV1c0kzFlEDBZXp91oV/J+G4fo51L8bTWc5Ods6go9mLkYwD4jAMOOKO9EFQ3iDIn3NuD4QESh41i8iSBM/cR3YWzfbcxeurN3OJm+nrWoqsK01QoIduO8qF7jqPt7jYVejSmGu4hJjkyy/yxOBkTDPfpVDUEEidD9h95nN7JU4fjm+ePW4sx3nPfVRW6LLHFBOG8paWPmm/TXAU+pKflSwtjIYlwURt0k6SI2CcvurrCFTlobxmoAkXQBkml1tDVmo6uqPOCg6rk6sIyvQe926+Ama0n1s48wWfjnh470wAh5znwAoc0ltg2JE2NwkEcU0cJNdLrVIrCC3WjkCxJybIOg27GUn+JJBL0hGRJwYpSdCQI5yjLkt979jk+EvcgihFSkVy5SNKUfhdJKQIhSMBTK7CkOCIhiKT0KZLDIeODfS8kD0NOrq2xuLpGsrbGHpKdomCUF6i6ImxqUilZ6XXZWFzk1Moy505ssLa4eOdxBIzznK3dXX77I3/I//kfPowJI0QUc1+kSKXETCY0w30yZ+nGMb1ej36/P6OMTDvi05+9Xo8sy0hbzYW1dua09Wp9tucrN5Y/Ho6ZGEdpLecTr895pdTK46owhluN4XrdzFy30naHOFPSg+/pTQnil6Hv3au/HPVag/IPAv+7+3NYHwoh1oEfAx7HX76eBX7OOXfzi33OL7bugfI/X72UbWE/8CEIr1SxDR6MX7t2jStXrlDXNUtLS5w/f36mkt+pKj64fcC/uLFDIf32Ms6xPhnybdREOKTzor6D3R22b95k6+CA/bygUspTPpRiIUlYWl2ls7pK5WA3L6gQhFgWdEM5PODW/gH7OztMNq9gR0Nct49a30AtLhMur5AsL5MMBpgwpjSGsqnJDdRxTLCy5l1C8MBG1zX15RdRVUloLFHgkwArbaiGQ5+WORl5oVjTYBaXUUsryF4HFXcI+30PKqTA1hXFjRuYqiLoZARZF9l2v5ycJgyCkrL1TW5dTsIAFUaz2mjHZQAAIABJREFUcR1Xs5hvrZnZ2rXiKaEkUgXH84OdO3q/cz7VsA2Zme9UTwV6gjme9avgbH/V1PR62gJc4aaevtMFz5SGcAxX+27PJdqtijsu1S1F59WU8dafM7pJy0KcCnhnrMTp+O8yzqkbj61r7GSMbZq2Sxx5h50ppaWlOYnQ+9OLuR2U28u2fG9bFUAbQDXbWZEIJXCzNFdxyG0XINSh88103vz7ER4k66Z9XOsGRPs2pw4zDggCZBAiQm/zdztn22mN3t2FpkboClE1CF0TGUs3TXzyp4Cy0dTGCyeEczTGYuIEksSfW9ahqoqgLn3IS5qSZh3CMMC0+gkajaxLRFXjyhxTlhRNQ6kNlZTYIGIyWECubngHlUAhL13gMQwbWcZ6lrDe79NNExa6XYS17G3dYuvmTW5cv07dNNTWEfV6BJ0udZSwi6OUnhoWYTkRx5zpdTjTAvDVhQUardna3WV7b5+t/X32RyP2hiNGRc7ucMRwPOFgMqGsaxqtuT4aM+70kEWOBk4VY9756MOc2tjg5MmTLCwszET6nU6Hfr9P1NLrXs7m7zif7ZcC4IeHxyG18lJR83xe0QskpXW8vptwXxK/LLVyWrX1kfa59d31m7VmXxuMc0RSsBqGrIcBvRaQ3wPg//HWaw3KTwH/N/BB4Bmgmf+9c+7DL/P4b2gfexP4o/but+FFo9/unPujuz32S1H3QPmrq6Pcupe3LXylZa3l2rVrXL58mbquWVxc5Pz58wwGA7S1XMorPjLM+fTBiN2ypGk0eyogaL+If2ylyzvWltnd3eVzFy7w1POf5/pwyMQ6kjSl2+lwemmRh0+d5KHz57hQ1Hx+Z4/t8YTSGJJAIicTrm1ucn08pqpbyzBjsd0OstcnyjpeXNUbYLKURioa5wFHU1UYnAfFxmAFxMsrM1DQ/YPf43/9/u/i8rjkTy5f5tmr19jZ3SXf32NiHSZOEN0ecnGRoDvAKYFU4WGX0llsWdJoTdAbEC0utBSTOWAiDkWUQghE2Ppjz9En5ssYc5QPfekib3rxszxlQJ67n2R5FRl5ezKk57k6IQ+7tzMKiE/P1E1NYwxhFKPaVL/pMTOtV8uJnn/scDjk/Usd/mxcsmscdaCQs5ASmPpl3/5aMyvDdnFknCWOIr/AeA3HNx3jG66+wFUUkzgFFXn+vnOoQb/dQQhnlJ/bbf6s0TR1jTCaMO204llgbt/iyDhuo+28os95OOTrn/4jLrqQ0coaYn3DL/im41JydszM1gDWO+/oqsIUY/RwCEWO6i8hQh+EIpA+gCiMPcjVBut8B9lbZkp/PM2JU63WGGuPUJIOPvlJfuotj3CrbnhxmHO1qBjVtfcAF5LaeecJo316p9TeqhFjkEWBKiak1sLCInqwhA5DTNPQjEcedCfx4YKwpWCB8IFCUYyIIlTguc9UNeRj6iCie9+hD3jwsT/kf3vvu7hy5Qq39g7YddB0e2wZx5X9A7bziU+Rdc6H9EQRZB1kFJFISc9pTkjJmYUehQgYNZq6qdFlhasKbFkg6hrRGFyVY/IJpXWYMMSk3olEZBlxHNOPYvargs+mC1hrkMbw4yeX+N4n3jIb740bN7hw4cL/z96bB9ma3vV9n2d5l/Oerfe737mzSFfLSBpphDYEFotsgQkOBITBpEiwISrHcVXiKjsJlcpfIQZcFFVxgCIFOC6XbUiKGDuACTIWBolFEiBpNBtz5+5zl97P8q7Pkj+e95w+3XeZ0WgkGXF/dbtud5/u9zznvKe7v8/v/fy+Xy5evMiLV6+xXxTUUhL1+oi0Q9rt4qIYm6R0ul1SpRhKGAhHbD2j6YTRNGeU50zLimlZUrWDls45jDE0xuCMQRFcPTpJTBZHLPf7rK+ssD+Z8suf/hMUgZP+iR/6Qb7ua+7UJdba+XDm7G06nc5vT9pu+uJb1KatvpI6QCsdY2Np5pgWXCoaEhnmne7nr9204rtwjsKG940LycpjG3DNVApWI83JWLOiFeoLHHZ+UF+99VqL8g8A/5Igoo/WXQc9j3z/7wOfAz7ifTBDFcHU9meBx73373vZRbyG9UCU370WfUYTKV5Ttm6xnHPcuHGDK1euUFUVS0tLnDt3jqWlJUbG8MK05JOTkktlzSTPEWXBY8rzna97hF/45B/z2cLweCT5K6t9/uipz3N5a5txY+hmGUvDAaeOH+f4+jrrKyuMasOzOzu8WNRBCHvwpsbkU6a7+9QuCIgUD6amdhIGfej2kb0+otPBRxpjQ8iHqSvq/T3qnR2st7iqQY72eEQJ/qfv+c/4wd//U7LHXkd+4QV+9B1v5lf/9LM8tb1LrnQQ73GCagfXRJLMhy6FkHgJUoTkvplYWhRcrv0D6K1BtL6+YlEwz6gRfzD06IzFFjmTixd4w43L/Nx/+3f5wB9+fs5sy+eeJj3/JnS3O2eMZwl8i7XIRL+sYPXBgWT2q0XeTYzCbEocbw02L2guX+TrtOW3Tz02Z43PuZqtTg8ZJ4c77wsIxmFW/HCK5v3WuFhHO8KzrwmMtMVWFdXNl3j05lV+6vv/Oh/6kz+bc/nLly8wXVoOV0radd5VgLevfUHooM6ca+69vhlXzpzzDlr9wAVnkf1WpuFcAn/vkYd4tJvNfcCLomD50p9RnX0E1evPEyEPsfkEEe6asDFtpiNcWYVNglYhGEop8ODqMqAzQgWHEu9xdYXJ84B0aEXUH6LSBKmj4CQznVJducjytct8+6Nn+P7v/m6++bf/gOzEKfIbL/Fjb30dv3bxChcmJROpcBA2vNbSVBUuz8OAcTHFTSf4yQQmkzAbsLRMdOIkenUNIRUuzzFbtxHWIDsdVNoNCEvrgS5ae0WpFJGSRN7RAx7qxHzd6TM8eeYEG/2AUL3nf/95kvNvpHr2Gf6XJ9/Ep66+xPNlzX6c0khF4X0Ip8knUNYkODpph06/RxInLClB0s51WB1hlUbgieqaDEeiNUQxTkqU9yhngz1nHCOzDN3J6HS79JMOK92U04MeJ7JsjlT8nX/8s3x2POWt/S4/9ZG/xdWrV/nUZz7D5557npu7e4ybhkZHRJ3AuisVsDnRSfBRipQC3zS46QRZlXNkafbaTaOITqSJlSISgkQrFNCJNP0sC+J7dZXlpaV7Mtv/9mMf4w/+9LO854m38qEPfADn3KEO+GQyOTSkGcfxHQI8XhhOf6W1iFZObBvQJQT99u/XDK3cqg2bjWE90qzFev69RSvAc+cpWtEN4WdRCUHtHaX1KAGZlKzFmhWtX/XfxQf11V2vtSh/Dvgk8L9y90HP7Zf5/oLApD935PNvAP7Ee9952UW8hvVAlN9Zga2bMrXuNWPrjpZzjps3b3L58mWqqmI4HPLwww8zGAy4XhsuTAueLmteqhqsscTjPZarnDdtbPA1D53hV3/vd/knE4eIYrwUqGc/z0Brut0Ow/6AXrdL1nbfSmvZr2vGSIwI7KYqpvjxmHo6BWNCoEOvx66DXEeYrI/uZqg4Cry3tZiywE6mNGVOvXmLenMzpEp2OiTW8FiW8gPf+PU8tHGM7/2VX2Pw3oM0OGcCfzp30ZjRAZ7QTZxZA8I8uEYSkrkwBpNPqfZHSCXQ/T5xv9+KdXWI2W5bwtimCUyrCJfa691dyssv8IYq529967ewW9f8+MTRXwiROVr35I1ZYK9n4r392NTtUGwUB6TmyADh7HeMbNfpfdjg2LrETyb4qqSbTzmTpTy1dvJlmfL7rX32/2KX2BlDVVVoKQ+6+Xdhtr1ziDnWEbAeWxbY0S698SR0OIELSxvzNb6y59C3/xYQlNnt7XPR5FO8tcRpJ3RYpWyvlixscGSYF5jHrAPKORIBj0aGN+GIgSt7I/5No+mvrN53jbMwKFvXuMkYX1fYqp5vKoR34IJYJx9jJhO8itHLS6gswwuBGY0x432i4RDVH4Rh4zawxu7vU1+9RP2ZP+ZkPuItb3kLb37z45go4qcv36L/3vcfnKOqQrROL66qcE2FGY2w0ylmPA5hO9MxQkhUmqDTDJV1UUtDoqwbfJeLHGwDcQfT6eCjCLxo/dY9yjtEY4jwZAJWo4iNNGI9iTmVdUj0wWtmMin4Z7/7CXbf+V5UFCMiTXH5ItoTEj+LHLu7g7t9EzUZs5RlHD99Gr22jo8iVBx+fyZRRJwkJFqzogK7jhBMpSZ3jrKuiUxDbA1KKeK0Q9zpkKQpgyRhKY3pCugJSI+cy5/+pV/m1yZ12OBrhXj2adLW2lAlMSqKQxy9kkQC4rSD6nYRcUKsJJm3DPAsRZpht0s/6zLsZqSRJtUaLSVFnlOW5fw+0zSl1+vR6/XmyMn9kJHRaMRHP/rRefjOE088cWj+I4qiOwR4suDK84XWDK0cWzsPh4uEYKBDM6mrDqOVuXX80WhK4RzGw2OdcN/Ngi5KZRi+TKXAeZi2wXMe6CvFShSO/QBLeVD3q9dalE+Bt3rvL7zKxdwE/gvv/b898vlvAX7Be3/i1Rz31dYDUX5nXSorfm9vSle9OrbufuW9n4vxsiwZDAY8/PDDRP0BF8uaS3nJtcZwszJEArplSf/2Szg82dIybrTHU1ev80ciQZ09B1UBSYK4eYNHI0WmVUgfQ1Cahrwx5HUdLKasRTYVtqyooxjf60O3h4tjjAr8JAKk9STCQd1gJmOqyRiKHBMnOO+xxuK1RHY6CC9JnCVCUMUam/VQyyvES8t3dD590+CaCluWuLIExLyL7bVCCIWK49ZHOXRjlJAIpVFpeijO3bd2iW7W6RPtcWb2KEIGF0BHEG+C0FGPogPruld3BllEKdqT+iqP52eszatcy3+8NXM1mXe6Z4w9PnhLaz1H6ecISruBucOppQ0OklLNQ43udn9+5guu1IHYuMcQp6kqmsmY+sZ1sA2urKlH+5S3blLv7qDSlO7aOjrLEMNlVKcT+Oo4Je71ES0u0EzGFLduotOUeGkZ3Qpx7y31aEwzGlHvbhF3e+jeEN3vIpMM0QpFofX8WLNy1tJsb+FGI2w5xU2m4YoQoLxvLRFTVJyE5NQkQSSd4DPuPV7K+ZUjnMPWNdIaBALpHWrGlBsLdYi0N3WJtQ6LxzkfvLWlxusQkhWtbRBvHMPXNWjF5OnP4z/5CTrjfeLRLomUZGceovfYecTaGj7NUFIQ4dHG4psa8iluPKZpGso0xbYOMaquyKqSRAqiJEWnKUprJFBPJuSjfYrphLysKJyn8p5q4f9GCJregO75N9Ls7RItLTH5/FMsFROGUcQgiVlOE3rdLnowJB4MSDsdltIOx9KIoQBsiKMvimJuL1hVB6HbcRzT6YRAmtmbus9syt3q1q1bPPXUU6yurrK7u8t73/teXv/6188FeLqAML2amqGVY+PY/wLQylkX/WJZ8/lpSV9Jxsbx+izhZBKRqTCIORPiu8ayYwy18yghWIkUK1q9IjexB/Wg4JWL8pefigj1W8CTwKsS5QT05eeFEH8f+ET7ua8Ffgz4F6/ymA/qNartxrBZG7QUdKVkNZI8kiZfdFSu955bt25x+fJliqKg3+/z2GOPUfUGfL5q2N6dcLOu2apN8CGva8T1y+zevMHVThejFJMLl9n3jkIoIuFoxiNoGhiN+HA35q+96x1sjydcuLXJ01euUuzsUFQVTTbADoa4bkKVJngd4WbDZ03oQuvJlMSWaOuYNoaRB6/DH2WZdmC4NMcGFDLw2h7wDpN0cEmMTFOiJKQHOmsPiejRJ36Xn/rgX+KzL17jj166xUtCUgyXoZMhdIxPk8CzChFCUIQIP5CtQPemptqdYo1BRZqo30NGUbha0WIL8IUx0Uc34dPphDfkU25oRR2nEEV3oDNBX7rD4hHmgTmmqkAIojQ5xGwfsiicl5jry5ezBQzrm3L2xhVGWQ/f7YeNVRTNUyVng5RHxe38OK0wbkyDkgrdboDuv8bDazl6THfEp3w8GvHtNufZ7V0265oJILq9EEOfZi06ofGzocr5+QvssWsaTFlivEHpGJ2GJEjkbHjxyPpatGU2NHl0qPpuaxxduci3XHqOS3v7PHP5Mps7OzTTHO8c/cdez9ob34hcWkUPl1q3koBUIYJrSbWzibeOpD8kWV4mPXGyHR4Wwc7POYTzdLI+nZl3tuDgioprZyTqCjcd44QiWVmZr09+6vf5yBse4dmtq1y/fp3cOWx/gO8OyDsdbPscmhmnPfsZaQzCWHRTI4sJnbpBaEUTxTTG0hQ59WgfNxljxyNsEVyLrJCgFU4pUBFCSZQA6QWR8HSVZHTpBcT7vzFgM8bwzt0bfNeHv4NLt7fY7/Vpjp/CZF1qD8oYlKmQVYUsy5CeaTXVcEBz5ixpHBPh8dMJpqoYNQ1j6xnVDWXTUBcFdblHUze41lLSRR2cSsLHjcG3Dk2ZM3SEYH/rJuNeD6yn2rzNf/7oWT7yvd+D956x8+xZx8QFlK2DJy5z3GTKdBpwkbx1Lel0OgyHw0Md8F6v9wUx2/eq0WgUMDkpOXnyJO973/vuiLn/Qsu2fPj+UbRSKtaTe6OVpTv4nplBgRIwVIpYwnIa8dZeZ/53b2It1yvDvrF4oKskx9OIgfrCjAwe1IP6QuqVdso/AvwI8H8S2PCjg56/8jLfHwM/AXyEg41AA/wM8A+89/UXvPIvoh50ykM573mpNuw0hr5WrGlF4Tw9Jb8oQe695/bt21y6dImiKOj1epx46CH2sh6X8oqdouRGXrDdGCpr0E1Dur3F+IXnKBsDa+sBEbEGYxxOwMlOyne/4618/uo1/vDqS7zrzAnedvYsH//cU/zxjU22gCbt4JaW8f3hQWKhddCEqHVf5tjJFJdP8VJD1gomQBgzTwZ03uOkDlZjSgAKZ+vgMKE0RBqpY3S3GxjWYoq9doUPRYJ/vTsmfsMbqZ99hh959xP8/OeeZXdpHXnsGCpJ51Zyc5E164z6A7cOfOujfTR1skVVvA9f58Vhv+tDQ45H/mjYsiS+dYOf+4Z3811/8jxZ1iXPc1am+zSrG4eY7XtZCy5+/uh9Hj3/7XtzXOOO9MzFNbaP3U0mvFs0/Dur5sz71422+XSSoZZXkVrP+em7bTruYMVfZo0zpt0t4C4zxtq363LG4KqScmebpeuX+c43n+f73/dePvB7f0zW65NPx7z7+ot8pgG3voFeXkHpeM6Li8W1OBfQpMXE0Vki5R3rCxH3c+7et44pbWy8mA26At46bFkgdjZ53Bs+8s638caHHuI9v/pRspOnyF+6zvHf+te8sLVN1R2g+kOiQZ94dZ14bY1oaSV0xVXgxkUbIBQYdgGtG8kicoMLqa+uLOdXgmyRY4uCZjJCGoutStKmoZd1GHY6vG5thW96/M2849wZltKUb//ZX2Tv+En6N67xw6fW+ejv/yEXG0N9/BRuZR2yLHStEXglEXECeHxjWq58jBiPcGWBVRq5vIKMYrxtcFtbsL1JJ5+iBS2CEoWAJh2RxDFZmrA+HHJmbY0zG2t39dn+kZ//J3z69hbnexl/6Z1P8iKa/V4fE8UI64hMhZ7mFPt7uPE+eVHQACWSWkqMsWEY2pjQFGiDm0JzIKQDR6YhFYLIO1IpiYGOlCQCEuHpac2wtQQ8ceIEZ86c4dixY6Rpyk//s3/Of/js5/j6t76FH/q+72XHGLZqwyjPafIcXUwRkzF1nr/mzPYrrdFoxN7eHktLS69akL+aRGjvPZO2i75oUJApSb/NzkilvGOWatdYthtL5RxKCJZ1QFTSB13xB/VF1GuNr7j73Pyyg54Lx8mAR9sPL3jv8/t9/ZeqHojycPnuSlUztY71WHM80q8JprK5ucmlS5fI8zxM96+scV1orpYledUwaRpyJE6Cbgwb0xHuhecY7e7Q9AbIhx5BdDpkTQ11hasqHllf5Vvf8QQbwyHf8au/yXh1A1MUaNMEPEPJ9i0O3Tln8VWNK3J8WYKzmKYNHqkqVByhosBq0tTUDsokDQIgTRGdbtAf7WVwlxdA6IJLFaF7vXC/ZYXavsXjtuZ7vuH9HD92gr/+O39EtrYeLruru0S5+wUv8NYu7kAMzyzeWjHmHKYssdaikwSVJIecVmbH8963A1o+DIyGGxDO4sqS1fEeH1ofcDJNuTkZ89N1TL/Xu2OQdHY8eDmxvXi7x1Y1pTHEcYyeidG7ieUFFh1ncdaBMcRNzYqreacLXsq/qMOlcn2X5+8LXmOLgjR1jXeBe587gSw+hzZ0Q01dU0+nmM2bKGPpOse5lR7nB8uspuFKxubU8n95SXdtHSnEXe0mD53nhTX5sLDAvYuQ+OmcC+y0M0St73xYW0j69I3BybDBFCKIcEwNdY0cjVif7PK+jVXedGydqF3L9Z09/tHtPYaPncc2DdJZZJTMbQmFEG165/wVxZx9X0CTBAEt8VWFHe3RXLnE9NnPM71yJXS9RcClZNaht7bO4Ngx+itrDPo9ji8NOdlJOZEknOp37sgr+NHf/Bj7D78OUxZoPHq4jEoTnLXQNJjJBGHDz7gUMqAn1RRX1wjviZxHpyHxM44jetay1lSs4kmShMp7plWNbbGiWGtWel3WBwOOry5zen2NteHdfbYBirrix377P/BCkqFVTBRHeAm+KrF7+zAdY/IcYS3S+4CJxQkohVQS7TwdJUl1RDeJGGjNeqxZ1or1NGWQxkRCzH2267qmrmuMCVcOZ/z2xsYGa2trrKys3MFvX9ve4dkbt7BSYQTBMrDI6VpDxzvi15jZ/nKV9/dJhG6F+N3QSuv9PQ0Khm12xtEu+thYto2lto6qnd/IlGRFK4ZaPYitf1CvSb2movyrrf6ii/LcOi6XNQbPmSRmSX9hnODRmnXGw8T/LrmQFMtr7MYptRAoD1p4ah1jgNg0nCnGrO7v8PkXLzJCEJ1+CHX6LBHQL6c005wdIfDDZfZVxEvWUyUJQi9cUrUWnCGMRwL48LmFN2stztSIkB6DiCOQKtg06+AeIQTt5fX5I5r7FwtC4h8ydDSF0kGFtImGTkrQEbKNmL/PkzQXiDMmHO84sDds+6KLnPGRgcTF4xz6+Chz3G4oQmTzwrFe+Qk9/PFr/kfpLoz6qzrMkefi1TzGWQiMFGEIlbAxEkLOn9e5M8vLHN9bG55351qsxoMN51tIEVwvhAgv07rCtm46SX+AiOMDIW4sppjinUci2kRLi0fi2u8z5RTVem7LOEWmacBe4nje7b5zfSYIemuAgM9463DO4qUMrh+IcF/WUY/3qW7dZvLiCwhnw9WnWRkDUUTUyYh6PaJZ8mJVhc1wXYdNZ5wgIx2GLtMM0e2iegOilRWi/kHX1Iz2Mbu72NEeMp8Sa0U8XIKsG+7XGKSHSEpiLdAqmifPyqaGPKep63agIpy/NFJkUUSWJPTTlDSJkQgMnqKuqVxwz6icC24b3lIZTyHAqgiTdtBLy/NfC82lF4leukJcFPSEYBBr+t0u6WBA2h/Q6fVYG/RZGw45vbwUHHbKElFM8ZMJxeRw0E2apiilaJqGqqpwzqGUIk1TVlbXGK6ukA0GITnUeRrnGOU5+9Mp+9Oc69s7fPzq9XClB/jAxgpvWFthZUGAf7HM9pez7mVbmC24pdytW105Nxfisy66FiJc8ZUhLMkThjcb72mcx3hP4wOi8vS0xHtQUvCufsbpJHpVFr8P6kHdr15rpvxBfZXUbmO5VtdEQvBYkrxqf/H9vGBzPObCtWu8cOUa25MJTSdDrW3g+wM6UcTJOKYjJbeahl1r8XXN6aZiqam4trvH5/MC9dBjdE6eoso67E9Lmrpih5hqZRAEr5RYBF4TLAXbzof3oPMp33zmBJdH+2xv7zPZ3aEej6jKEtPUVNbj04SoP0D3euGb6voAV2gayHNsEiO7fVSc4H1Iw5RKIWKNFzIIbhnCeGbdbKE1JOlded5ZN9gYw0PPfQ6H4EY+JdcxLK8Fn+A4RkQKoeNgK9cKv5nt3axb6b3HFDnO2MCut0ObvsVXZl3PO5AVebBVObLAQwiIMQb/zOfIqxqRpERr6+jhcM5ezzrvM0b5bp115xymaVBSohc2J/flyo88X/d7DtNnPstSf8hkuISJYxqp8FIghAoR7xCeK+fC+VjEeNq126rCNDVaaUR7xWHeKW4dY1C8PCs6Q1uOPIcrv/4r7EQx9uRZWFpGDYeoKIYoRnk/H0h0psGbBhnFJFkWwnCcw+U59f4+3pkQGZ+mzMJn2ncQSITs49rL8PNzf2h5Dl9XoPTcCcd7T7W7wzuuPM+1pMt+p4OJO5CkAemQMqAodUW1ucXk4vNMn30G4RzOO6RzKGvIOl2SjROolWXU8jIqy9CdDtqHzQfGhoCcpSG1F1glcFLhdQJxDKp9PZk6bIBaH3QhJcWLF/jR976TcaR4alpxvazYL2t80yCdIUIhTY03Na7xWOPQzqCrisg2DDsdhv2MJIlJ0y5WS3JjmTaG3Fp2qpIqL6m8o0ZicTTGYZ2j8X5uwYgLV5y0ndJ4j+318eMxotNhtZjyz3/oB1BRxK6x3KxCjH3pHNJ7oqbGlQVMRuzevB5SRtvzMvPZXlvfoPGeaVmyNx6TFyUGQWe4TH9pie5wiShNKZxjr6rIX7pFnhfkRU5V5AjnUN4TK4UtwoDi2UGfcVXx+KOP8MS5h+7/+v2PrIz3jMzL2xYulnOOsfXsGMNuK8QtHoUglQFBcd6zZyx7R+5PiODGEongplI7wVAr1iJN6RxD/eoyNx7Ug3qt6hWJciHEf3e/2733P/naLOdl1/ELwLcBt733j7efWwF+CTgHXAI+7L3f/XKs589Tee+52fqxdpXkbBK/Yj/VvWnO1njM1njCznTKbl6wNx6zvbdH0RjU8grpQ48wGAzpJAkreKbTnBeLkn3vifCcErCsYL/xfGp/zL6K4NQ5fL9H7jzVuMA6h08yPCKk2lUVrq5hb4fB5k306jq75988b3IaZw25AAAgAElEQVTqIufjn/w027dvMZ1OcJ4gWnWETFNkJyXKegilgmtJUaC0RusodD17fdTGcSIh8NbgijyIMqXxSoIKThF+JvJaOzohZWtLN2NsHWYypXSW7mA4RyjKrU1ube+wv3GC6LGH6PT7h7yp78Zsz1hxsSD+ouzAInDhhCKFOIhsv4+wFULg6hp/+ybT/pD+YDBfY57nWOvoP3YeNejfGa7TbhKUUmHgbJbQuJAmqZS6w5XhfmJ78f0ZYuKcw+/uMIliBkfW95bz5/mzxmOiGH8EPTkkomfHWUBlaDcuUZYRkR1ejwtWed6HLl1AftxB2qWzmKoMiZW3btC/dYMPv/Exflb0GDx07uA872yz8/g7kBvH0W2ke3iDWQiPa5qwFh0hkxQZGuZBlApQWfCjDvfr2qsqFpwP9pkt0kDb7bYu4DZ2Mqbe3cXubOGuXeExLfg7H/4u/odPPcXwGz44X6Md7fPcqUeoOh2kipAuIDDN3i7VjesUL76AvXUDlSToKGbj5Emybo/BsWPEq+vkWlOGs04kJR2tyQTEOGxRUbqS0lvq0lDZBufASolDIG1DZC1DPG/dWOGvvv3t/ORv/H9sfd03h80KcKKa8injeX53j1HTYMsSXUyJqwpdFQHFimKsjoiUois8SayRWYaINBPr2fIeX3uoJ4fOs/ZB/DvTIFsLQmkMkXEYHEtS0osi1rodHllb420PneH1p07yM7/zcX69rhFpCs7xro0VLhvP9emY7WlJXZWoskAVOaqYEjkbQnLihE6vR7q2RpJ1UUnC/nTK5f0Re7c2Q+iSlAz6fQYnBgwHA6R31HnBeHuLajqlnE4RNoTypFKy0euytLE274B3Oh1u7e+z/fufpDCGJIo4vjTkz0Pdy7ZwqY2gj6XAEgT7VmMw3lNZz36LsoytxXiPIAjrrpIMZBDTkRToVnTrBQE++/xRgZ9bx66x1N7Nu+sP6kF9JeuVMuUXj3wqAk4ABUEgP3Lnd732JYT4emAC/NMFUf7jwI73/h8KIf57YNl7/w/ud5y/aPiK9Z4rZcPYWlbatLG7dQSf3trhT29uMdCanoStIme3KKmcw81S8KylzKc0CHyvT7KyRpqmSFPTzafkkwk3pCJXml4csS6gyEuuVRXbjWUKECeB+UTQWBMYUufBGsxkQjrZpyMlzjv0dMrrXM3f/MvfzNmzZ3nv//3r9M49gquqMNzmPR5BGHsQbTALQTx7DybEx3spIUoCntDazHkHZm8bP82hk6KHK8g4aqPCdRiqRISIbueDK8ssKhyPr2v8/j6Pjnf4u+96gvOnTvH+j3+GLMuCkNV3cvp357K542vmPLS1NHWFFZJoJn6PdKwPdaRpKRzvsHWD295ipan48PnX8/6NAV2l+NBnLtDtBgeLRYeOo2t8pVy5M4amaRAE32Gh1B3c+6Hv8R7XCiU5mbJeTfhrp4/zTadPEGvNB//4ebIsQ0p5Twu2V7TG+WbH4fIpzWSCcyG0R0kZBm9lK56tw9YVNDVMc7LpPv2ypDve45FuyhPnz/P4Y4/NB9W+9XMXA/c+P8cLSE57v7Phzvk6Z8/17Pb5m8NVNXa8j9nfCwOBntZOs8HmU6TWge02IdzH7e8it7cYNDXHex2+8Z1P8q4n3snDZ0/OueNv+p1P0d04hhAC2T4nzhjMZITZ2cVs3kbbJrwOcERIokhDHKO6XXTSwTiHzadQVQxwnOhmKGMYjcbs5RPyxoTfDd5Rt4OiKE0sBIkUPDzo8/iJY3z9m87z0LFjh87Tt/3TX6Z+3RvxpqYnFU4IbFWi8ilUZQjSEQqVZcgohLKk3qNtGJSNBSRK0lOKrlYM4ohYgGsamqKgKgryfEpZB1+Cyjm8VMgoIooiBlnG8eGAh9fXOLu2wsnl5TATsVD/469/lM96xYYWPHnqFHldQV0FZhtPKiXdbpekk5FlwT4wiiKqqmI0GjHd36eYjJHe09Ga1eUlBllGrBRNUVBMxuTjMdZaIARtLfLfvV4v/D65x++Kizu7XNrd46GlJR5eWbrr13yla7NquFQ1aCHwAoq2s61F6GqnUiAR2IVGBARRXlhH6T21DyhXLAVDJVnWiqV2UFO3AvzVzkQtDnp+sY5jD+pB3au+5Ey5EOIY8IvA/+G9/39e1UFe3f2eA/7fBVH+HPAB7/0NIcQJ4GPe+/P3O8ZfJFFeOselsqZxnpNJxGp0+OKI855xY/iNazf5pZvb2FYQPCQsx9KULI7pJTGRs+STCXt1QxlF6LRHpCCtSpLJGAtcjRL2ooRGCJy1lI2hmblyewvWoaVsY7MDeyutQRQFdjJC5VOGaUrZ6VLmOc2Nl1BlDisr5CfOEh0/gYwOXAJC9zsP4iXPcU0VOoCeEPrT1DgBKu2Ab7nqJEV3Qrx4EODpIfHonQviyQVu3NYlKushtJw7jDsXBhVDh1oG3+XWVeVla0EwzpAGZiJ8JsQhHB9xpzPHvIPNfCj06Of9bH0zkXgvPv0ua5ujGW3Hfua9fXQw0i2IzaNuMvPDzY4lDoKGZuE8gWe2+IVEUvkKuO3Dj1UsCNuZO4yDBXAn8PkE95CFlfmWPZ05moRjgLdN4K49CK1gFkM/sx5cwGPuu7bFNc7WuYBHhA/DDITDo6RaeOwe15iASrVfP2Ol5wy8J7w2VEiABdm+rw5eM4sbN2uxkxF+OkVah/KBLbd1hasNQitUnKCTBCEV3gabPlvX4aqMVsGicXaVx3vw9sAhqA0zEt4TE94SpbESjCdw0VJCnGDjBNdJkZ2DK0B2PCLe3iIyNT0JmY7p9bLgFKI160pyOk1Y7aUcGww41ushgEs3bnD19iY3d/e4vb/PKD9gtrMkppOmASPSmjRNibVm2Ek5OVzi2OoyvV5vLvxyY9icFmzmObtlyaVJzjMmCEnhPG+h4XwvY63TYdjNGHa7ZGkSurJ4qmnO/u4Oo51tqmlAV6L2fqMownvPZDIJVzwIAnxmQTh7u58Ah9BgyduY953G8CfTgsYGpO98lnzZHUKs91jvwzme/U9gtq2HPWP543E+v5j37kGX47EmU5JEyoVOduDArQ8DnqV11N6jCBuvvlIMtKR7FwvQB/Wg/jzUl5wp997fEkL8CPDLwJdNlN+ljnnvb7Tv3wSO3e2LhBA/DPwwwNmzZ79MS/vK1shYrlQNEnikk9BtuwAzjm9sHReKiqe3dvnM7S0csAFMPbxtZZm/cu4U+XjE89eucTmv2BUKnSSseIi2X2JaG67FKVtpjyKKApPZXmKPrKeLo2MNu9MJUy+waYfaOYzz2MkYe/0y5c2bgefu9tBLS4wahxndwumI9E1vRfUHIR0P8PIgGtx7T7WzzddfeY79ac6msexYz8gHD2KfpKjlJeKVVVSni4wjpA5oS7AVdLi6odq8jalr4uUVom6GimNawy08MVG3ewezfb+x2KM8dHPpRcRohOv3iFbWUFk3DOMJwLi54JvFr0Pb8VnASKwNtmpxnBxiyGeCXrYIALSDevL+4vboGvNP/gFCCuIz50LiXyd0qYVS8/TLoyJcKXWAxlhLY0M8uI6ieZd8zr4vPHei7eIKOLCHe5n11Zcuom2FXtmAfj8ELTk/98eeDcihI9SMz5+JdeewTY0tioCQxHEQnlqHYc7ZvkW2VpVxxMyf+351dI39W9dIogTf7TJNO4DEicC2emsXxL4LrjPOItpBzeDyUwW7TtMEgdvNUDpqvfHb2QEJQulgX4kIsfHtpsaLcO69D4FZSDn32A9zCQX/ia+YmIKXrl7h9u4udZSghkOi4QrEmsY78q1bFJMp1tRIIYmiCCUVKZ6+VjgpqISiFpIqjsLmwjpiQty4kBKvJKVQlFrj4gSvY4h0izs5lHM45HyT5gWko31+6mvfTi/LKGTE2Fq0EGzEmhWtqOqaKzdvcvX2Fs8/92dsjkbsLwrwOGZ9OOD1J0/i45hGa3ZqQ+EctZD0ux26WY9Bv4/UmmvW8dy0Yro9YlrV5E1N0Rikd2gfuvDGWCIv2PCeCfC2jTX+00fPzbuy1lp2d3fZ3t5me3ubyWRCURREbSdeKIUxhslkghBi7qSyKMDvdqVqVkGgBgEe4t7d3NYPYGodsRCc7Gj2TOj0Hm26vNoKAjuIbHPX98PHh3vb4WUZIehIiRbQOMdAKU4mESNjeLQT8+Zuim434Yu2hXvmsG3h+n3Cfx7Ug/pqrS/2J1hyDxH8lSjvvRdC3LX1773/OeDnIHTKv6wL+wrUrbrhVm3oKMm5JMbi2awNI2vJrWOzNlwpKza3txGTMe8Snk84gUPQRfCmGJ56+mme3tlj0zqKKMFJiylrmjimiAfUmaJGgmlgdxu2NpHjEc14nzLrs7Wyiu8PkCrGlyX1hecxe/s0t16C6ZTkzFk65x5F93r4OMZkGTpJidNO6NYBtirIr17BPf1ZxHBI/wMHnKx59mmeNwXXnMAsrRKtroco6U4HNYsqlzIca4aiMGteanSUoLu9OzpT837lvPt6Zy0KTWctzWhEpST9/gIPPRkTvfAMvO1JOqsbYWAU5lhMeP+ALz/wznZB7IjgIqGUQuvDPPRMHN9rjUeZbu8c+a2bmKx7iNkuiwK5vELn3MOoOJmjMYtMOdCGtfh55xxaJtqHEJt4oaN/VM4uWiLewZW3x8E5zP4eTRTT6fUOMeVvO77ORSdwcRTEuGna28N9q1aMeylx1mDrJoTyeIeKNCpOUJ0sbFZmHWo/47ZdOBfz51HihTs8CNo6ougy52E8n57kDI4dP1jj7g7vfPgxnilLLBID7VWWGjedhGCgfBqwKB0jVcu6I4KriQhoVbS21m4oCA4pzsLMDtFJvFLgDzrofhrYa7uzibh5kzVT8b6T63zfBz/ID/37P8C8+a3zNeo/e4bJzg2e395lP82wyyvIThejBOX+DtXeHsVkgpeSRGvWBn0G3Q5xpJl4xUQIbscxXkWAR1pDYi2xMERSIuMEF0cBEWsFqRKCSEqGEo6lCa8f9nik3+P8Up+f+vgf8nvxsRa1gndkGtUfctuEgfBqb4fR5hZ/srPDrf199vMCA3ip0UnMcLDE2TPnGC4NSbtd9uqG23nOparBeo92kn43Y6nbYZCmSA9VVXJzZ4eyrKjrCpwl8p4+gkeyhPVBl2PDHmv9PoNOyrM7e/zkc5cogRjBm5eHeNNwc3ubGzducP36dabTKVVVobUmyzIGgwFaa7rd7qEO+AwXu1dZ7yldK76tCymeCz9rsQxCd0VLOiq8XztPM/Y4PMtace4VBL7NxHbTiuoDJ5KDNzObsThSSoi2u82c274bw73Yyd6qDTcaQ+UdmVacSWKUEHPP8aO2hRvR3W0LH9SD+otSr5Qp/86jnyIw5f818KL3/q9+CdZ2r7Wc4wG+cs+y3nOtathrTOAdlWS68At+ai03asN4mjPZvM16OeXdZ09z9uxZ/ptf/XUuqA6iKejpmCIOg1VA6IBDEDNKYwWBbb15HXftGq7XR66sIofLyG43dGrrkmhnBy6+QHXjJTh1mmRpibQ/gMESpdY0vSVIYoSOcC4MsZnRPvmVS0ye+gyPJDH/1Xd8Ox96z7uJteY9//6PyHp9vHMoZ+dCclYzsneRaV6soyyyb51DJCCjaO5mIWaPVSx0oRfQC2cNrihg8xZvx/K33/8eHj1+jPf8zqfJsgzvHNHc5o47xegRgXp0jUdREds084FK33aC59z5wjEODXcaQ72zhXr2af7mE2/ke77u/Wgh5muUUqLugbXcj9m+2xqtDTiPlhIHc0u+o8OsM/xiHpJU12STfd6faX7wa97BSq83Xx/eoaScD5+2B2rPgDi0oQk2lY5ZKo9f+Fqcw5UlZjzGVmWYL1Aa1V49AZBJioj0gW0hHmUdPeF4W9rl+193ilOxRreP62CN/pCfuncudLttsDsMVy5mQUJtsmXLsDtr8NYGv+8iR0wmKCBWmkbL4FiikxZPCYy5H+9jtzaJtzdZz0d87aOP8Pjjj/Pkk0/S7/cPnaP3/MtfJXv4UYpbN+H5Z5BLy8hOhtQ6hPtYgy+L0MHHkXjoZilaR5ReUEvZblgCZpaZhhUdcXx9Dd3LqFVErTVm4fz0pGA10pxKYx7u93jDUp+le9jy/e3f+G0uxRnLVc4HTqyzNZ4wHY+Y5gVOSpxUqEiTZV163S79Xo/lQZ9umjIpS3anBZM8pzYN2jm6WnOi12UpjcmkpChKpsWUPC/mV3qklCx3Oqx0M1b7Pdb7fYZZ556C+Tc/9wwfv3yFU95xWjpu375NnucIIRgOhwwGAzY2NhgOh4cE+P3i6F0rwAOGciDAZ79nIiHoKElHCjIp6ag7HUhmtdUO769qxVKkaNpu9t3s/0yLmhwtIRYGIucCeya4mX/8av26rxY1F8uaJS3paXUo/Geogwi/W/jPg3pQX031mjLl4s7wIA9sAr8N/L0FfORLXncR5T8BbC8Meq547//+/Y7x1SrKC2t5Jq/YaSwdKenrcAm7qySl81yvasbGMdnZJrl9k9Ox4sSZM3zm6jV++rnLiLe+vdU0Ajud4CcT/HQM0wmUJXGWIXv9IIJHo8Dj9nvQ6YLWKKURxsB0BDtbNDs7TIxFRBHJ6hqdfh8Tx1TdPrLTDfwrHls31HvbTC9fYvy5P6W3cZzuyjL94RIgGSmNPHmaZHn5ML98pOZCEubDjuEG7uCQHW23+S5Dk3MAkoPBxJmnc+hgeowLQS4CEVCII0Od9xPb825zi3g4f9g20Lc+1xbmHPMdQ5MLj2exsy28D64cTU1jLUoqhFbIKD5kF/iyz+GCuF98Tg59fsH5ZdEXe/7188fY8tqz+243Gr5p5jaTQimE1iEk5j5rPDQ06tsk0KYJa7E2dJdd20nWan6OpdaHuHLnDB4JSiKlWujYWzANfjzGuhYFiYIPvUhSZBzNj3N4fe2Gwzm8sQedeEIMvbMWZ0xwFDI1viwDHpTE6ChBxDHo+JC493WNLXN8nmNHI1RdorUkigL7LWWMkQ7vPA0i4DICvI6g1ydZW5+vsd7bxY9HUJXIukFUBT6fIowhlYIszXBaUTqHdR5JmEtY6g3oDPrE3S6F0oELb0s7R+YcA+FZEXBMSzoLYtQTYptrJEYIKmBkDGPruW49t3sDZpab/dEeAxzdOKYTxww6KSu9LktZRiwCs53nBeN8ymia44xB4ckiTaI0sdZYZxmV1TwsSAhBL0kYpAnDLGOYZQw6ScCT2poF9YTQnoa6bqjrmv39PV64cpWPvXgZ26Jl79xY5ZHTp9nY2GBlZZksy+h07o+geDyVC2+1d5QupFPOKnSf27d28PFeAvxolc7xbF4FRIo7mfJFsa2P/i8PbnutxfBi13+7Dtx73XLvb+t1WI81Q6Xo3CX850E9qK/W+pIPen4lSgjxL4APAGvALeB/Bv4VgWs/C1wmWCLu3O84X02ivGlTz27WDS8WdbAXizXH4oihVkyt5fmiDnzldMLk4gXyWze5VRteagw3UJi1DaJTZ4JfdvsHo7n0It8hanR/id2VFW56GBUVeV3RWIvTcYtYeKSxRNZQj/Zp9ncp9/exdY1qKrLBkOh1b6bu9zFp8EVGyCAci5xiextfTMPl7iRt+W8NQiE7HVRyEP8Oh7vMzjnc7VtIYzDeBf/pJA3irvXLDniFCuEoR7q30HY26xrnDFJpZBTP0YWjPPTR771bLa7PWkN56SIWj9QJndUVRBICQ3x7HzMx6I8I88XjzXy2pdbB0WXhD69z7hDK8oWu0TlHPdqDqkYlCSpNQ/dYisA2z0Ri+1zMMJajGxlrLa5pUEIgF1IHPSCkmIsv2vXSPv5Xsr7myiVUU2HrGiuCkJ0JZCkkvqlxUYJMYqSKArcu5VwYO2OwRYE1Fp3G6E4WElmlCNi59zALigo7LQ7cUsSh199dz7Mx9C6+gKgrDB6ZdSl1FCLWTRPu3zlUlqGiBBUnyDiaP37vHb4qEUWJn4yot7eo9/fDz0oUoZMUkSRhY9B65rvZ2malZPvzG8S0XlsnGi6HEB+tKZ79PH/j5CrF9i43rlyiKguqKMYNlpkIycR7bNol6qSkWRY24Asd7hjoe8eykqwpyUYnJlWaGqgJ4rsBGi9oEFTOM7GGvLEU1lI4RzPfHHv2PFRJhmxqnFS8HsMPvOU8qQhe05EUlE3Djd09bu6N2JpMyRtDbRsipYilRCm5sPcT9JOEYSdlqZsxSFI6kcIaS9MEoX23/2cddOcc4/GYyWRCWZZIKbi8s8+FsuJ4v88E+PYn384H3vHEfX6uoHKe0oXB0dJ5anvQAZdC0JGCRAlSIdvHec/DvWxtN4YLRc2SVoyt441Zwok4uqf935eiXq7rP7GO63XD8dYH/G29jI34QTzKg/qLV1/yQc+vRHnvv/ceN33Tl3UhX+EqrAvxwzb8Itw3lpEJdodvyBKWpODCaMwn9sa8lFc0dc34pWtcefECe8ZRJilNHEN3gOz1iZMUtXkTs3Fifh9PxoLVt72L37u9zVbrPWysR4oIIQW6KEi8QRvLpKrY3dmmHO2Fy/NxjH7TW1DHjtOkGWah22qNwYx2MNNxEGzeh0HPNA7JhFGMiOPAhC/8UXF1zXQypre8Mhef083bdG7foNk4gc6yIMplcJ/wbRd61h2ei8q2w+tanhkhUGl61+HNo93po0L0EL5RllTGkC3w0EVRoPd3SR57A7oX2HU/61Yf6iQfdKYXO+GzDrqUEpUdZsqPrtEtit17rLHOc2pj6C36gE+nLO3tUK+fQKTpIReZmQf64mZh5lUuIXhnW4vSChXF6DQJDeOmwYvw3EsRcBbcgdMKR55X5xy2yGk2bwfmfePY/LbJS9f54O4tPrG1g1taQcQJcjBAZhkoFewwO12Uc6AUzjvcdBJcQ6xBpClJf4g6MjvgncNbh/AhcMi33VPfbpRmaZ6eFhtpauI859Gm4NONp3fm7MHr8PpVPpRIfn+/IJeSyjpQYUhTRhFRt0cig0Wn9x433qOZTGAyQoxHmN1dSudopII4RiiN0orIg3IOURYwHgXP/rpEVBVKQBLHJElCJ0kYxikbwx6PHVvn7a8/zz/+dx/j4jveN7cxPXPjCmb/Js/fvM22jjHHT+H7Q2ynQ5Qm9JKUXicljiK0gEGsWdYJa52Y492MLIopnaPyft7prdvnUjtP3TRUVUle1eRVTdkY8I4EGAjPahZzPO1wdtDlVL/Pn966zf92axePQLmGbzu5zNt7GbuTKVdub3Lh9hbX9vaZNg3GBdemLIpYjiNwlo7w9BBkkaYfa1KpcNZQjXapt26xby37R35WtNZ02+csHvRwzpHnOeNxSNocxJrumVOsr6+zurrK1mTCj/+rX8M2NT0heffpE5xO4vlrt/J+zn8XzlE4N/+xDvx3wFAyGVCU+DV2RlnRmn3j5kz56ST+klr6zQT47LHm9rAA1y12M9SajpR0pAyM+thj8SRSPvABf1AP6mXqvp1yIcS3AD8DvNV7Pzpy2xD4DPBD3vvf+pKu8jWuP2+dcuc90zZ+eNTGDwN0pGBqLHtlBVVJlOdcy3NebBxjBGVRMtm6zeb164zrOiRixjE6y9BpRjIYstzr8s7VZb7//Dm+5998lPLkaVxZ0o00VscHbg6mwdcVvqqCVNERzntcWWHKHNIO0dIKupshdHTQ6axKTF5gixxvaprRCFsUYVitMXTOnEH3B6g4QSQJKornMfN4jxmPOL95nR/9y9/AUr9/wPIS/gjM7N8WGfI7HD/u0zGaP75W1C0K0Lsdrx37wxuLLUumF57jiabmH/6N72Y56xxaX6TUfbvB91vboUHS1mFkJtDv1hVf7GTPv9/74Opx8QLfd2yJ//Lr34/W+oApn126VqHrelTEzwYxg9JwCC/mFoMIOd9YeGtppmNsY4gHfVSUHKAqRwV4GwxT7u8RXb7AUEnetrLMd737HTxx7hxwwGtXZYm7epn05GlUpzN3hDng6B34dt0+YCPeO0QUI2cbs9lmxzlckeOqChlFYfMnACnRhLASL0T4fuvQTQl5ySPC8OTyEt/x5tez1D2w8HvPb/8hWX9AU5aImy8hl5aQcTJ/3eJc6ICXJa4ssfkUNxph93YOnVNbVbiqRFQlqZSsdjPW+z16ShIZw//P3psHSZad132/e+/bc6mspau36Z6eBRgMhBmAGIgcAgQXgQsESZRga6FNWXtQEuWwHbYseQ/9I5qyImxTYcmWQg6RlixLlhkkjaAoyRRFkMRC7BgMZutZerqnu6u7a83tbXfxH/dlVlZ1Vc8AnOlZ9E5ERVVW5nvvy5tZled973znZFhSoJtl6CAkHCyTrZ1AJQk450mvEpxdHnDhzBlWVlbma/6Jf/CPmd5zgWLjKv3hLnZ1naDv00IDKYnDkG4U0Y8DuipiKVasJwlL8b7tqMRri5OGVKZSMC1KhtOcvTxnWOSMygpn/XtFScFKFHEiSzjV9QT8RCc9UmP9M5/+HF8aTXkwELx/bcALNze5NZ0yqTyh70jfWV4OQy+xkZJOoLxF68L+pJTEsc8+iGak+4jvUkpGoxGbm5tsbW0xmUwA6HQ6rK6usrbmw3kW/ya/cfkyT1+/wf2n1nngzD37hHSBgM864DP9dyr9QOTdwBvlse0WCPi0+V4sdP2VmD1fP3SaNVc37maNLVq8nfC6yFeEEL8M/HPn3N8+5v6/CPz+uzno+Xrg7UDKtXOMtO+Ijxbih11VUedTxqMJL+U5W2VFojXCOTZVwI42DCcTip1tJpubTCcTjLVEUUS6vEy310N1OsikSy8OeCAOGe/t8ismJF5fB/Z11LaqsGXhBxq19mS80brq8RAtBOGJdcJOH5XEvvC6xhQl9WgPPZ0SnlhDBTF64pMH9XiE6i0Rr6x45xMJKsl81DmNlMNq9N4e7to1gsmQanUdefoMYZrdUSpv35UAACAASURBVFMOzInkjKQfINQLZNYZM7NhOaAJnXX058Odi9s1ZMt7S4Owxg/CNXro+dpxZ7I9u39RAnFkjQuPPdylP+o+a+1cXkJDUq01XpYxSxJtSP2R9S0897nGenbX7Fg0gTymSc6U+z7jR9Xo5i4kI6RSnszPfme8l7qKPUmWSYJM0ldfw2ao1FsNGmxVIeLID2kGylsDWostS2qjCcDvNwg8EZ/Vby3WGr/2tQZjcFWBGY9xO9vY4S6m04UsQyUpIut6685udx5hP4cxXjte6yb0p4Si8MOnVoOxOKObICoLtUE6SxQGc9JorZ17WIMPn1Jx5N1johilFMYaTFmBrn16pFTIQGEdaGsotKEUgqrTRfYH+++1siCwlhhLRylSIekJ6CmJco4A7wkd4M1AQxwBUOmasTaMaz0nZ6aRzUggFoKOEnSUohcGdMIAtSCrMTiKsiSvasqqpqxrKl1zbZpzrb/qw4YEdDauM5CWnlKsxhGDOKYbRww6HbIkIQwDoihq7Aaj/dtBiAqOH6o0xjIaDdnd3WNvb5e69gmqvV6PpaUBg6Ul4tn/rkPIreXpSUHZ2PQ9lMVkjRZ61glOlSB+lf9Jb3W8WtdfNScdb2TXv0WLdzpeL1J+BfhB59yzx9z/EPCvnXP3fNuVvgl4q5Ly0vr44Zlt4bgsGec59TSnzCfk0xxtDDWCYRDSiWP6geS5nT2u5BXDPEePh9jhHlVeUJcFQRCSnlgn7PYIw5AiUJRhjJYKnKVOOogs83HyCyRRT6cMnvwKS6EkiWKssWzt7rKddbFrJwlWVr3nt5RYXePKkno49BLcKEKlvltc7+0yfP4iQdYhOXmSeHXNd8Wj0KfrLXR+RdPRdNbs33fon/9hIjvv3DeOGjP5xWHye1znfHafNQbZdN4PdHdnx1uo4bV8AM+Js9Zz3aoKVGPPeHBgcn6sY44x31cTbLRI3o8i869W4+E1LK5fBalQSUyYZPuBNI2kYybzse7OJwnOWi8bKcu5fMg7mng/7dlJkDj0/SjN9ny/xlBs3kJUNdQFdjxGlTmmt0y0tobqdr3vuz9d8Imd1ngZUyOVceBj1ovCX7ExBhWGEMUQBjhrENp3toWQyChAqOarkbEcSONcWOOZpjx+5WXSQJEohRKAsUwmE/I8p9a1H3RdWD+pvNVlGIRICVIFhEFIEMVeBhSEGKVwxlLrirqo0HWJ1abxoVcYBEaCFRIXxbgw9iclQkDq/6ZnIVDBzha/b60/J9sBixFLHrnW7JWaca2ZNN3g2SmCcJDNutWhoqsUIZaq0uRVRVHXVLWm1JrKaCqtqY1FN0mVh9/bm0KRr64h8yk2DHmomvLHP/gdZFlK1JDu4Bgf+1dDXdfs7u2yu7vLcDjEWkugFP2lJZYHy/SX+gTq1ZWb27XmhaJiLVRMjeX93ZR74vAdQcBn3uf+y83/tt/Mrn+LFu9kvF6a8hP4iLzj4IDVb6WwFvtwzjFtBjVvTHJuTCbsTQuKwkdEy7pG4gljEoYkQUCYpgxrzZWtba7lFRMV+LCb8YRotIc0NVXjNxzccx61tIRRIaUQ2DhBJ5kn0sITASElTtdUoz2iwb5ee33jFf7aJ/8A//cXvsQXpxVFbwl3/8O+eye8xluPR9S7u6BLUKE/ZreDDD2JF4EiOXWazrl75+RIOAeBYjakNiebopFGBAGC4DbCaq0ln07odHvzGkejESvFhHqwigjDfQJ/BME9oNm21ne6/Z0IIXzozcIxZ9vN9Oiv8kJirKUsCtIF7fdoNOK9l57l0qlzBKsnEIHCudv147cNasI8FAfY70QHB/9cDz+vRYI+W7d5x9taqtGIWko6vYU1HO7RvbmBPX8BlXWYDTY6cXv3Wy6uRWPTqHe3QSj/ugcBMlQ4mfqjCuEP3gxUMpPDzGRAzuKMw5oaOy2QW7fIsw7dM2fnxxxfeoG/+bHv5dLVTX7zxlU2VteokxQT+pkDO3uexiBsow+3DmsqbK2x5RSQqDRDpQmqkzWddOOvJOgmczYKkG7/pM1ZB7rwrillgRyPSCZjPryyxKeu36D3we/af72e+DL/7Mc+yVNPPcVv/dZvcfHiRV555RWstYRKsdztEjTJjk4IeoMBp8+do7+8QpgFiDRjIiR7xjGuK8rh1EfFD4cUwz3k1KdDBlEMUUwlJJVSkHUI0wwZx6TOsozhvqTDB0+e4Fefe4Gvnjw3t4Z8rJzwlx59fL6uu0XBK3tDNkYTbuY5W3lJYbw+ORKOjnQkAmJnSaxBWk2RV0zLkmlZsVnXt/1dKGA18s2CtJPQS1O6aUq/k9HPMga9LoNul16W8ZtPP8f/8M2LaAFxrfmjv+vdfPi+bz/UbTKZzGUpw6FXWvaThPtPen340tLSHV1SjsLJKGBi/Zr0A8VqGLytCLlzPp4+tz6ufnoMAV8J1Dum69+ixdsdr9Ypfx74q865nz/m/j8M/LRz7sE3qL43BG9Gp/w3L13iiVs7PLI24MH1k1wejri0M2RzOmEvL6nKEmFqRK2JpCBSilBKQqVIw4CbwxEXx1NuqZAqSkBAYA2DMqc7HpNbw7Y25EIhBwNUrz8P4HFhhI5jPwhnLDjjiV5ZsVZO+HMP3Mf3P3gvH/7Vz5EtrzAdj8h2txErJ1CZD11xCKyu/RBfWTYdZW/2IK2DJqSFJiBnTiyr0neh48S7R8CBTiNwG6Gcd3KNobh5g+7TT/I//fgf5qGT6wc15YclBAu4U+f58OPmBNkz5iOtAw9ruK3W2HzK5MYG3xkrfvJ7Hufdgz4f/o2vkGUZdVURR5HvyC4c67b9cVAPf8cajfFrNCMXDbmdd2+txTbBQwov8xBVyf3C8pPve4hHV5YAFrzUDYEKGlnJ7cefvy7NuojZ7xpCKxvpgbMOU+To8QgnJCqOkEG43y3XdSNTkFDXYAxK12Sm4sEk5t2dlI+eP8u7Tp8iUGpfUz6dclI48ijBNIE08zW09uAVBCHmbiuzpM5Zd97PANSYvMDs7SHqkiQMUUlKnCRknQ7dOKWuS8rxmGq4A6MRwXCPC1LwwXvP8uEPvJ8zjbwL4PH/9WdJH34v029+g4/fvMxXvvY1btzaRANBEjNYXaM3WCZIEgwCGUVk/R4rq2t0ul10EGKCgDrwJ5NJENBVkkRrtm/d4NbOLmNtqIMQ00g2ZBzjkpS016PT7TLoZJwfLPPo+irnOwknwn0fdYCf+PlPcTnOOFuM+cvf+2Gev7nJleGYm9Mpo6qed7OV0SitUbpCak3i7G02eXEQ0IljsiSmm/ih0H6W0csylntdlrqecN/Jn/swfv3Jp/nK1Wt88OwZvv99D7/m7Wbvzd3dXba2ttjc3KQoCgD6/f5cH95ZmAH4dvFW10Mv1hcIyA85oZj5/y32JTdS+Jj7loC3aHHX8HrJV34G+CHgMedcfui+DPgS8P855/7j32G9dxV3m5T/5qVL/PRLN3BRjBawOh6SNWQixdIRgiSQpEFIP4lJw5BASq5ub3F1Z49beUmedHC9DkEQ0JWCRBvK6YQdbdCquQQ/vyTfxLgjMUpiw8j7LxuDcBBgWbKW39VJuKc/4NntbT5rBHETPnLgH7VrOiuzYUhB4zPtreYIpLd4ayzvrNY+oMU6gk7He0Qf0mwfN6g47/pqTTUaQlWgghArlD85aIa1Xu2D5ICMwy14ks+OZQxGayxet3t4n7MOs2k02l5H7SUQuiiotrZQxQRkiI4jVKeL6nYIovhI28Wj6tsn4zOpup0TmrkW2/iTJzmLuz+0D9sE8biqAhwq9CmmzhjMZEy5cZ3aGKK1NYKs07we6rWtYUN6xaJriNHY0ntuOPDvCSlRgWwsBhcI2azTP5MjaY1w1m9oalxZI+oKoxQiTZCx13yzsIZHrmOzP1vX3o2kqRPYP2kwBlcWyL1dUlNzIstIej2KKKFeOEmiLCl3tik2b5Hfuom7/gqyqlhJYk71e1w4sUYYRVQWCqB0jlujEV958RL1I9+BDEOcE4y+9DkSIciyjF6/T7/Xnb1IREFAN01YGawQ97sEcYqIY5IoIg0DbFmyu7vHtZs3uTUZMzHOX3EKAkLlUyKzfp+026Xb7bLU69IFloABlq6E2hjKuqaoNdO6Ymeac3F3yLPdASgvMevc2iBtTuQja0icI3GGJSnopylZFNFLUzrJjGynDBbIdhR+e1KS1xNaa7a3t9nc3GR7exuttQ8DWl5mbW2N1dVVoih69R29TaGdO5DAOdSGr46LeVDQu9KIpHEPSpRsBjC9/j1pPcFbtHhT8XqR8nXgq3gJy/8CPNPc9TDwH+I/Bz/onLvxO674LuJuk/K//cWv8suTGqQCFbCeD/m+E8usZh06aUISBqRhRFVXPHHpZZ7duMnGeEJlHVWcIFZWEEkHhcPmU6oix1qHtJbUGSqhqNMM4giU9xrXsonlRiARnvAJ51vbVQUCtFS4KG40ufuYdY31cA/qyg/F+dY3ViiCJEFGMTIM5hpp14TpIG4nuLP9yYVO52H987fS2V6UbJjJBFNMscYiwxClJDJJvU95EwqDOBjYs7j/2XGtMT5lboFU+6FTT/rm3fPD8pZjMN9vWXods/VJqCoOUaG3vTusTZ6RdcQRmm1r/WCkMXjRRjNgqdTcNebbWUPAk/pZB14AdjE0yGAqDRhEGPt0zUarPdv7jKBb48m371bjXXik3H+8OKjNP67GxfqstRSvvEz14gsw3EHu7ZHECdlgGXH2Hkyn6xMldY0LYwJrCYUjDgNEvO+zreqaKJ9Qbd5icv0q48uXKcrSuxGFIZ0kppelZFkXGwRoIZhqTakteVlQ5DllWWKMwS0N6Dz4EOXmLcLBMu6Fi/zIB97HUrdLXRYUkwmBkPRXlumunoAkpRKC4XTK1nDEeDJmPM0Z5QWlMVhtcDhSYClNWF1bo7u8jOp2MUJgjSPUNaEuCavKnxxaR65rpsaQG0ttfWrjrDO6KxTFyipqPMKEIed3tvgjD93HWrc7J9tL3S5pfPSQ41sFeZ7Pu+F7e3s454iiiNXVVVZXV1leXv6WuvNvRRh3OIGTJu7e7X+37ra/nV1tuFxULIcBZdNkORdHJPJg1H2LFi3efLwumnLn3E0hxIfxtog/BQc+h/8l8JfeboT8zcCjJ5b5V+PrOG0RpuLPPniOj164AMCL167x6See4OtXr/NKqSnDENd4PoulZYLM++na4S5mNCJw/lKlTDN2sw57zUAXCJSuMdb6RD8hmqAerzHRTZw3OJxQPnwlDH1X0vmu96JmefjsU/zem5f5jedfZPv0eZLz9xKtrRN1e4go2h+IFAJh7QFpwWIXVzadaDgo3zhMOhdxHFGry5Iwjg9oyt/z3BO8MDhBdM+9XipyiKDOnETEzJWk2dfM5UIIf8Kimud+oEbYt1w8dBJx+LHOOXRdEyx0FIfDIT/0ykW+oBL0PedRWfcg4Z6R8JkmWjWx5jDvNFu89lNISbAo3zhifRZrWjwGzetRFzm1sXQWfMonoxEXpGMviLDGYKqSuqwwRY4xGpUmBFkXoQKwBmu8Y4lFgDPIeaKpD7aZneDdqcbZ2uIczmhvkzgaku4N2el06Z0+PX+svnqFT33v7+arF07y6RtbPE/AMIwxMsApSSgEnUCRRRGraYqUPq2wh6AnHFml2XvlZS5vXGNjPKEUINdPsX7PvQy6HdYHA/qdjMlkwt7ekGI0ZLq7S7mzRbWzSzkaYiZjBkHAarfDQ/fdz43RkE9ffA4RSOrdHf7MQ/fxY9//UV6+fJlRrYmWl6nTLi/vDbm2s8P2xg2G4yl1VYIx1HWFqitWHCynMWfPnWT9wv1M45RdYymNwRlNYjQda+g0KaVTXZM3w5cWRygVa2FIKCW9KOJEN+Nkv8+5lWUu3rzB//zUS2gBidb8qcfe/y1LRN4MOOeOtS08d+7ckbaFb1WYA6SagyR74euovpgSswRO6EhJEIhD6ZxQNa4wFkdPBZx7g33KW7Ro8cbjNSd6CiGWgQfxn6cXnXM7b2RhbyTeDE35T/7Sr3ApTLlQ5/zx++/jXzzzDM+Op4zCiDpNEVFMIBVBFCDjFBdGGAFUlQ8PcQ4XxVgVYOIIhMI5S1CWPjK7KCiCCJGmXuahFMJ6n2pXlV7S0DhsqCRFqgBnLXo45NTli/ytP/gJfv83XiLLMqbTKcUTX2HwyHcQdjoHPJ9nmHV2ZTPE92qabRrifnuXHJh5ZDe/mBNP57B1Tbp1k7/xnY/y8OrKXG9sjSGQwvuas99tPlDjQnf8NWm2F7rVh23+DhNKh8NVJdX2Dp3nnuIvPPYIP/o9H5nXl+c5ibNES0vsn8seszYclNe86uPgyBTQxbV2dY2bjOkWEz7U6/Lnv/tD8yS9+RpaS+QcIgjmQ6VOiHkCJ9yu/7/jCYG1Tafczk8GnDFgNBQFQmtEVRAXBWs4Hh50+QPve5j3nj844Pf4v/48WX+J6WjID5kpT4mIPM0g8Fc/wBI6QaIknUiR4khqQ2w0samQZcnG9g7bozHjssLhkM6yHIWcHQw42+uiJ2OGm7cYbm4yvHUDM8kpJyPyhgRGUcTy8jIPPPAA73//+3nooYc4c+bM/ATzT/+PP8OzteO8qfh3v/MxntrcZtsJpkoxNj5Mx+katCYRYi4dCbWmE4XES0vIwQp0+1RKIWkCZyScCCWR1mhtyOuaUmtqYwiVIpCSNAxZzlJWuh3Wel1O9PukR8g2fuGLX+a3r1znu86d5pO/+7Ej31tvJjZ2d9nY3eNEr0fsLFtbW2xtbVFVFUIIlpaW5rKUNE3flBqP0pSbhlgf6GjbfZI9+711t3+2ygWyPSPZswTO2e8DIW7T9H8r9bVo0eKth9dFvvJOxd0m5X/tn/8qnz15jx90EwIzGfsEwqbLHFhDKAQqCLDCixNsVWGmE8D54UkVYqXC4rDjMWJnC1uVmMEqIusgkwgRxQjpbdCs0ZhxkwKoQh9Zn6TeitAa7HBEcv0y7+50GAYRL5w4TdwMUL5Wzfai7OKw5tka46PFDwXyzLa/o/OIc02Nu5RViYgSVNb1zi9N5/rbqfHwsWxd46REzTTWh2qc+X6LhgU7vPzHD3nm6MkEYzSy1yeIvQzotdZ3uMZ5Iqezc59t0xBboW7Xgc9PIqw9QPkFXteP1jiroWqGLOPYS5uU+pbXcL5eMzcYa4ms8fs2FSD8wGLgbQSds14m1XR8Q6OJrGOQRHSi27XJhTGUxjtFjIVAd3qLRfjnZy1K18iyJK4KgqokmE5I6ooQR5HnjCcTpnlJUfs0z8gYUmtI64rEGsajEcPREK3N/PlLuf+eSOKEJE0ZDJZYWVlhbW2NLOtgXeOuYyy51jxZG7be86i/siQV9pWXSZwB44h0TYajH4UMkoiuUt6pqCpxSUa4vEw0GBBGCWEYsqQkPRyp1dRFzu60mJ9IAERKsZSlLKcpg07GSrdLdgQBN3YhTr6qub69w688+zwWi3SCH3zwAiuvw+Dj64XtyYRfff4Sla6pq5rvPrXGarfD0tKA5cGAwfIywZssS8mN5RuTAo0n2A9lCUqIuURoEWKRZItFki0IJfPbr5Vst2jR4p2F18sSscXrgK/nnrjMJRTOsba7yQkpGIQhVRiyWWr2JmNyY7BCYYNw7jlsjMXqElt6JxOiEHniJA6By6coqRBBhARcVaLLHCsEotNDLYfIIEIqicB7TUspkcsrmLU1nm6G85KFevfJWBNFPvsgOcYje7bNIuGVSs015OBJ+oxgHnBZObRWDub+0sHKiWPfoAdOJp27zT1k1k2Go8mnEAIV7Udmz6zjFu/fl900+2js/WQUIaOIYGnpjt3t2455h5r2O9F+YBalCA516Q/vU0q5n5y5sG85I+HHPPcja7R2//kvnCCpxc2dvwSPEOggRET7emQx69BbQ2AMSIEKA1zotfMVgptyduIj/ExD8+qLYOEgs5j7pj5rDNGLF4n3tonHI5SzKGsQ2jAej9msa6bWYYTweu+6QhYFoiqZlCVbsxMJII5jwiT1a+ysdyKSEpQiaUKCSDN2AsVW7Xh6YwsdjbBRhEkyXJbiun1MfwmVpLiyBCFIhOS7l/tcOLHGSq8LxpBPxuwOh0yEok5S6PaI0wRjLFJrVF0ipiM2y4pbzXqHStFLYtZ7fZayhEHWIQ4DtNbUVUWpNZc3t6i1pq4r6lpT1zV1XWMO+YFfGw7ZqyqWopC9uuabGzc52+/xVsHV4Yi9umY5SXBJSnj6DPdeuDD/m9tzgL7d4/xuYkcbhsawHPqrH8Y5VsNgv9Mt90l4S7ZbtGjxeqAl5XcB708jPuu8qwjAR0fb/JVP/BCfu3GTT1+6wsXdITmCur+8LyWoa0+swfspC7AN2ZICAutw/R5yfd0PWy4QqVAu30ZU591pIQDZhMMcr+seblznY8Uen7GB9zuPIw7LMI5yUJndtsagjUE1XV55B2324u3DHe7FfddVRbjQJRyPRiw9+VWGqycIT51FxTGqsc6DffnKURIPozXGeFs/dehE4bj6Dtd6aDHm+5uv4XDIX18K+al//esUF95Fsn4KGYeAwFgvGxHyoFvL/Pk3XfC6KpHCy3RmQTaLr9RiHYLbX5PZPq3WmOmYUii6vX1yNtzZ5i93A375+UvcDGNcHPv3hVSgBNopnKBx4NH+ao9zYDXKWFJrWI1Cep2UceNSUglJLeT8/Wv9ZQacdWhr/fCwrv2AaV0RlSUZlvVAcSXtUD7wnnl97968zt/5Yz/qX+/plM9+7et87bmLPHvlCrbIEXnOoK4JdUVfSbpJgkgCBmfWWT15ihOnThEmKZOy5JWN62zu7FI7COKY/soKq2trLA8GGGBYa0bGUDhBCZRS4poQoVhJlqOQU2nC5avX+czO9mzB+aOrXf7ERz/M5uYmz127xuXRlB2lqLIuMk6IBajJCLF1i57V3nNcSnpRSDcN6UUR3TAkVpKyLKmKEeXeJlVVManrg+87fIpmfxYhn8ZES93bIuV38oL/84tfwVjLySzlP3j8Q5waDI59P99tbOzu8nOf+6K/miYlHzt3hlO97NU3vIuYNqm1FkdfKR7KklYi0qJFizcUrXzlLuEHP/Vr2FOnETeu88n1Ab+2NWQcJ9gw8txYKXBeeiCU9DKAxQAXIeb665mbBTQkzPiocGQTejKXangi5Jzz4TpHdKjrvT3WXnmJv/sHP87v/cpzZFlGURQkQngLvTt0gu9Eog8/dt5BXxi4nG03fx4Lt2m6pNXuDuFvf4a/8ck/xGPvfXCuhzZ1jbSWMMvm63Obpry5PZOGvFpX+7jtb6sR5jHu1a0Nui89z3/1e76H73n00QOacl54luyhhwmSdE5m3eH9zbr0C2tz50FObys4rw3m8hrAy36qEjseo29t0Lv8Et93ap0//Hu+nwvnzyOlnNc4nU5Z2XiFqj/Aph2kaAZiZyeDMxmKM96RBZ8CqRqbRIFj1tcWeM104CyqrrFliSsKTD7BTCbIMicqcnpScqLf48zqKhdOn+KhC/dy4exZgoUh40/87D8lP3uO9OoV/v4nfoB/9ZnP8ttPPMnLN28yznOqsiJwln4U0ktTlldW6DdfSyur9AYDdvf25tZ5ZVkC0O92Ob1+gjOnThH1+4y1JTeGsbFUAMI7FoVhSBZHLMUxJ7KE+/s9Tmepj6RvXpv/9hc/xRPjkvcmAZ989BG+vrHBtcowkRIRhATCkdaauMxJjCaVPoo+VZJMKaIj3opCCKIoOkCuj/p+J3/+Rcw026cGS28pQj7DW70+aDXbLVq0eH3QasrvgLtNyn/fL/4L6nsfmN+ef5wKsSAZsCy2QB00HsyNF7X1EeAikAjrqCdTqnxCMhigogTb6LBnvuCuiZGek3PniaRwPkhFj8ZkV1/mXpOzNa249sHH52mUR3WBD8tD/K/3Se/+sfbdV4zWBzrRh7d1zh0I6nGz8ButvZXgaIQej6DXRXV6BGlGOAsneo2a7aM05bCveXfOETQOMYc78/O/jZm2G6+rdtZgRiM/gGs0LohwWYbs9o6t705ke7HG2bGstV4bbgyBlIgo9A4ojVsOgDPaB/do7aUU46EfDDaaREI3igkjPwiblxVlrZmsnyTu9ec1zk/QnPUncLrGGe1tM41BIBDOgNYEVUVQFsS6JtGa1GpUnmOGQ+p8wl5RMK1rZqID4SALA/pxxCDNWFvqs7rUn9tOLqIoK0Z1zW88/Syj7/guRBQipWLv859BlQXgCJwjVYp+J6XX+HZ3u10iFSCsZToeMR0OGe/tIYxBChj0e/RWT5CurKLjhKlzFAtXG6QQxIEiCkLiUNEVko4SxNYQG0vkfWawgAFqIbm4N+TzKsVFMSIM6O/u0A8DMiwdrVk1NcuBohuFLCUxnSgiieM5sT6ObIfh2zvCvUWLFi1aHI1WU/4WQr52ioCDXWFXlVBrXF1C7a0MrRM4q/1l/ZkbRlkQDJaRnQ4ijLHaE+9waYloMMAZQzWdoJIEFSdzp5H9gUlP6gkCH0EuAKkIV1bQa2u80NR0xwvHxxCF2fM5POQ5txm8w6DWUZ1rISUK6QcS4wT6S3eq6lWx6Bhy+FgzzftRjz9uG/BJmYDvfn8btRxfo9eTz06AJMCRQSiu0X/bxiVGIKMAggDXDPIJKTAI9sTBqypwcHYA/IlQtXEdu7dDMJ1i86kP+6krKAvUZEKka4K6wjYa2xrQQnov/LmmXSCtQVlDLASRgFBKamu4WZZcG08xm9sYpbBCYoMAKwUa35120vtxBw88RGd9HTMaIdMMdWKd7tZN+rEntpGUSOdQwHR7m60rV8inU4o89/MInQ7R0jJhr0/Q7TKKY0DApECMpsi6IsChBARCIaXAConAIswsEVRglcKpEALV/LxgFxoE0F9C5lOsNnSKKX9o/QxnBn3W+kukaXKAcEdR1JLtKMhZqAAAIABJREFUFi1atGjxqmhJ+V1AurlB3Xlg3nkNXn6R/+JDj/KF6xt8ceMWW0Ii4njmc4fD29LJJCM4se7t+YIQpJinS+oixypFlKTEg2WAeddzsSs8C5dpHgAIZHQ7WT58xWQ8HjN45RLFiZMEg5UD/t/HdZ/nNTT313WNnPlrc1AzDne21zvKacQYc0DmMBwOec+VS1wWUHX7hMvLBFHSaLUFTsjbalyUoGitqbUmCgLkgiTgqBruVB94cmuMmfudz+r78ZUen7+1yU4Yo8PYe5E7h9V+GBKxr7efyXCUs6B9t1pvbTG8ehlTldAfIGUIcv/CitUlOIuMUqJelyDroqLGCYVmWFcb3HSMHO2R9wZ079m3IAyfeoKf++Hv5frOHi9ubXFzPME5R+QcFAXj8YiN7W22RxNyXc/XrpekZGlMlqZ0Ol3COCava4ZVRV7VTLWhsJa6ebmNMZRlSVkW1FWJnua4siDRGmUMnSBgtd9j45vX2A2jed2/L1X8Z//1XwH8VYobGzd48aUXuXT5Mtf3huSdDNftEq2sEfR88qUAQiHpRQFLaUw3yojSCBuE7FlH2VjWSbwcJxICeeilVkKQNCcXsRTEze1YwBOXXubnLl0D54iAP/fYB94WHuAtWrRo0eKtjVa+cpfw+L/5bbJun+lkzPe7kifGBXnaQcSxJ9rW4HwePKiAMI59ZPohx5NjieLi69g89nC8vb/r4PZW14RPPck/+uTH+USjKddaE1pL0HReF4n2cdaGi1rx42UaM3XGPjFetCI8rE+3Vcn44rOcee6b/O//6X/E8mAw10MXRYHcukVy+ixyoRN5lARlthavuoaz5Wtu24Xt5pKRRibkihK9t0vn+iV+oNfjE488wrvedR8f/ewTXlM+nXIOw26cIaLI67QbTfnsGLOIeFfXWFNjygozHPmQJ6v9VY+wcYgxGj0eY3a3ccYS9JaI+j2CTtfbXQpJIDzP7zvHsnBcSGM+tL7G42dPHfB5fvz/+iWyC/cxffkS/9vj7+drL1/m0o2b7I3GlJMJ0/GIcV1TO0EtBGEQEIYhYRgShAEqCNG3raB/3WIpiQBX5uhpTjUZUY1G6MmY0DlSJVnu9bjnzBnOnTvHhQsXePDBB1la2r8q8hN/6+/wVG15byj5Oz/5Ezz//It87eKzPH3lKju1YRKEyOVlkt4S3aU+cZKSRSGdOKYTx3STBBWGTIyhsI7KOhwOJQSZkgwCRa/RCCdCkipft48jh0RKoiMkNov49Sef5itXr/HBs2daQt6iRYsWLe6IVlN+B9xtUv74P/x5+u97FGAekAPsEz0aS7nZfTMSuNCRPiwRcUZT1k2XV6nbJCaHO9kHCK+1VHt7ZF/4PD8wiPn0xg02v/8T9Pv7WuPDOI7MHncsIcTc4SRokkMP7MPth2ssJn7auqLaG1JefZlYKlKlyLWm7vcJT50lSZIja3w1zfYB3Tu+s13rGqMNgQAVRT5CfpGAN5p+ayy2rhDjEaosCacTGA9JnW3kCQm3yoK9B95Dp3E2OXbgVWtsVVHnE/Rk4u39pPIa/MoPR6JrbFHixiNCawi7PTrdHnW/D1mnscr0swWyKomrnF5RcpKKe6KI9IiBNAfsTms+fWuT6ru/16+DlIyffRox2kNYP7cgmyHOAO+tHEiJFIIARygEkZDESpIEkiwISZTCFDnVdMx0OGI83GM8Gs99tsMoYtBfYnllhbXVVdbX1+ncwS/7m5vbfCbq4JqrB/2NVwhUAEFInGak3YxBt8dSEtOLIwax12wr6W3pDM7PpuJdSrpKshYGrIaKlUARv80j2Vu0aNGixdsPLSm/A+42Kf89n3uCIEkPyiMaEmbLEldrZBwjZ3Z0gAyCuT6cRrJymFzPsEiKZxCHCP28azwLLVqQdLxj9K6HrhYc+5g7Pd9Fv+7Gyg/nsLO1aiQnr3XNdFWix2PKmzcwm7cQOFSaouIEoRRWa98pL3JcGBMkCSqJkUmCTLJ9e0fncGWBnUxwoz3szjbBzpZ/naVCRzEuihBRBGHk5VBBiEhiCCNkGCOUQi31UVnXP08pqPd2sBs3ENZ4D3AcynlZh3SghCOQAumv51BVFVVVU1cVWmu03u+ZCyEIg5AgCggbLXWo7qyQc83VIKTCKckkztCDFURd4cKIdLTDo0s9zq+ucLbbZT1N6IaBl5RI77tfOyisT1YUQEdJ+k03PH6VjneLFi1atGjxRqMd9HwLYfr8Rfrve3ROqHe/8XX+lJvyhd0RL508hzp1xtsPSnmb9nq/A72/PyEEVmuquiaK42PTHg8TbyHEvnziiE7zIobDIeIrX6BeXqVz4X7ibhcRBEfKQ47SbAOYukYbQxhFB+Qji3Z+RxHk47re89TLhRp/cLjFZWPZVAHF0vJ82NXhB0fnYTTCDyPOrj5gDKYJYEHXBGmKDKP953JonRap3fw5LFzNsNZirSUI9xMrh69c4b8bxOgQts+d5LmVPi8NR4zKiklZYqVCxSmq30clie8IO9DWIPMCeesGsTYMpKEnJTUwdVAlEeWZs5hz59BCzV9TQ6MzR+CcBWO8G8t0SqQ1sdNsX7Lw2Hd5Um4d9z7/NH/2Ix++ba2NMdzcvMHG9Rvc2LjB9vYWu7u7SGtJABUEPvXyxBqnTp7kzOmzLC8v37afRdQOKha+nE+vbV4eQuG4eOsW/2Y88q440wl/8Z51fu8j+/KQ2jpGxrBnLNva4JzXf/cWiHgb5NKiRYsWLd6OaDvldwmP/8OfJ3vwXUyff47HXMWTJ88TN0Ocx2m24Xad9at5bS9aEs5kIccNMDprqUZD1p/6Ov/gT/wYH/vSM3P/6vxLn+fER74PGcdHDnIu/nyYLC8e46gaF/25jzqhmMtLplPCZ57kR8+u8xMf/yGiQx7bD4+2uJL2Ef0lP9i4qNk+dOIA3v5u9m6/Y31Nt9zNfmctQmsw2neUq4q4rumbioc7EZ+4cIGHzp0ljSIe/9SvkZ06zXTjOr/0scf5xW88w2c3NrklJVUY4lAI6d1fvNuM8OS5LqEooSpQuiaIE0QYIA4FNknniGaE2xiErr23fVUSA4mAE1HA+dVVTi8vc8/6CS6cPkV/QTLyn//cP+Ybk5xHOil/80/++xhjuHr1Ki+++CKXL1/m6tWrbGxszFMigyDg9OnTnD17lvPnz/PAAw9w9uzZ29ZvEbV1TK0lt5bc+J9n8eQCiKUkU4J0ruUW3h4T+JffeJov37jBYydP8iOPPExhLXvaMDKWqfE0PpKCvlL0Akmnkdi0aNGiRYsWb0W08pU74E0h5Q2ZPC7449UI92FS7pxDa40QgqDRlL+WLrazlqrIkZee515dsRL7QcJnLl9n+7s+TKfTOdZXHL41xxRjDEVREDfd/OM6+s5aTFlS7WxBPkXqmmXn6CqJMHpOS7cry+4D7yLLstv29VprZD78abFFgc5zXFHQqUtkp4MOE+9u0szOClMRVjWqLulVFSeVYC1JGGQRS3HKojpinNf84sYtirPnsc7LPogiT6yd94jHaIQxUNWoIod84gm2c8RAppRPegwkS0FALwwIjcHWBaKsmBQle/l0rrCJg4C1XpeTywPOrq5y/uQ6g97xceqTPOdzX3+CLz75FLGzBEazsbExl6EEQcD6+jqnz5zm3D3nuHDfBc6cOYOSx2uxa+cojCW3zpNwa9GzEQm8e0kiJakUtxHwozA1lqExWAc1flATIFOSnpIsBYqklaW0aNGiRYu3CVpSfgfc9UHPT3+Zfr//ztFuv0UxPxGZx7p7P29nGk/vWSddAFIgZXBAPuOM9kFNusZpg9B6P1in2c4J5UN8lPQWlVIhpLednMll5vvTGjMeI6cjwsmEdDqmYzSyyCGfkuiafiC5b2WFB86eQSrF1nDEzeGQrdGYvaJgWFbz/QVSMkhiBlnGWrfDycGAfsc7zBdVxTjPmZYV46LwtoRVRVHXFFpTaE1lLDvTKS/pma7e8YHVZR66cIH1kyc5feo0J0+u3zZUvAjjHKVtvpylbLTcM0RSEAs513x7u8HX/r4vrOXZaYlzfik/2M04FQX0lCI87FvYokWLFi1avA3QasrfQsiy/WieWYc7efJr5KfOoAYryDCce4nfZlm4IEOZbT+z6NNaY507kCJ5nH/4Il6LTEZrTfLiRfLBMrI/QIbB/oDjIUeXw3XParDWUtc1wlpUoFAqmG8/086/phobp5bD1oZaa37XtUu8sDNkFEaQdZFxhGgIshQCEYb7+vJGDOKEQ5QVqiq8ZKQoKKsCm6SIOEIEEUiFld7nXQThQr14cm4swoB1NdL5lE/bGxBEkT8GoDeu8Q+/4yGi6F52d3fZ2Nhge3sb6NHr95FxwriuubG7x1du3GJ3mmMal5gwjjm7ssIj3Q7dOKGbJiilmBQFo2nOtKp4dneP/OYmeVWhrb1tDQMVkKQpgygiiyK6ScLXn3+RG1evcarbYU8bvvs97+GPfPyHj3wNjHPk1lE03e/COuqmax1JQVcG8873a+mAvxZs1prVULMSBEytZS0MWAnbf1MtWrRo0eKdj/bT7i5gOp3S7/fnJDbPc3jwPUSNzGBRnnKUi8qMmB+WsSwOFc72A16nPRs8PFKzPTtWXTN9/hn+3Pl1/q5JD9RYlSXu5GmiXn/ulb54jFlts98ZrQ+4ugghCILgQNjP4vFpSPvi46GxIdQaM51Sb2+SvXKFj51a5i984uP88Jefod9fmtdQ5jlfneSok6cI0w4ikAgkQjQWk7r27VZjsGWBrGtU7aPrdRBQhiF0OtDpIICg0ayIuiKoNMJo70hiHYEzZEqQhTGr3ZSzq6uc6HQ41c043++xnib8hZ//FNcefO9ct37PZA9jDM9dvMj1W7fYnkzRKqBEsL19haKuqYzBOEcahsRRSDeMiJQiCBTTsuLS9u5t7yclJWkU0sky1pZjellKN0lY6nTodzoMel0G3S6d9PbU0a8+9TTP/Nw/Ym86JRCCx+6/wFKgGgLu9d+5tUytnctGwJPw9VB5DXijBX8jBipDIbha1hTOEghvadiiRYsWLVr824BWvnKX8Fo05TO8Ft32TLNtjCE8ygecQ7py59BVhdvbJdnZ5XxRcPrEQdL2K91Td6zxTjjwPrIW63z4j6lrQKAaP3W5MLzonMMZgykLqvGI/OZN4ldeZKAi3n36JA+eXruN1P9sMKDb6fhBycbe0dEMc1qHsL5rjTa4uoSqRNhGtmItWAN1jasqZFGQ2YpTccJKErESxPQ6McYY3+kHRBQRJylBktBLUpbSmJU4oisFXSkIDq3Tn/nlX2V65hzm8kt8YOcWO0XBFOEDjlSAA5TwEfRZGNKNQpIoQuJPTDpxRBqFdJOETpLQy1J6Wcag06XfSVnu948k298KPv/NZ/jqlSu8+9w5Hn7wAXLrKBc67ZHcH8CcEfDDz/ONxNRYxsbSbQJ+WrRo0aJFi7czWk35HdBqyt85cHWFKUtsPkHv7kE+xRU5rpgiq8aZpC5RZYk1hrosvZwGCJMEFq42CAcShwoCVOij6iV4Ml8U3iGl1gjlfbVRCi0lLogwYUieZKiHHvbdeedwL73IQEEahnSjiEGWsNzt0olisiQmjWO6aUoniel1OqSNdeQbiUXNthDwvk7CchiQSkEmJYmUrXa7RYsWLVq0eB3RasrfQjhKU04j3ZhZ48Ht4UCH5SyHu+DWWowxKKUOyFQW0ysPb7e4/XFOLbMa3d4eIgp8sItrgnRm+xMgwn399mGXFwFYY/x+6gqMRYQKhK/VLexHcjwJtDicdWANIornzjDOOfR0wg8+9WUGme8cV8awV9UMjWEiBVUSUrsAXUDlLNYq0qU+aZoSBwGJ9OmUYRQRZBk2StDK+35LZ1HWIq1F4nBCUhpDaSxFI+2orHdxEdYhreXl6ZRyOoGdbVynx7siyX/z7/wo3TRFvUWSJDdrzSBQrIUBU2M5G0esR+2/gRYtWrRo0eLNRvtpfBdwWFNe1zVhXaL6A+D4RM3DfuCzn2e3pZRHkr1X038757wd4PYtVjau8lMf+Sh/+ub2gRq11sTXrzAVEi0k4doJoiRFJUlDxEUTeOmDeJzRmLqmnuYwGUMUotIMGTSdaAG2LEH7x9myxFUFrsgReYGaTkh0Rd9Z7skyHrvvHN/z6KP0ej16vR5hGPL4//HP6D/ygXmN0xcu8ud/7I/x8q1bPHfjFleHI0Rd07WOZSmwZUlV5AgcK0sDLtxzDyfX1uhmGTaM2NOGoTHzJMhESjqNZMLVmnE+YTQtGOdTxnmB0donXiIYJBFrWcZar8tar8tKt8sv/NZn+Jnnr/ih3emYTzx4gQeWB7+Tt87rjkxKblaa0llC2Wq2W7Ro0aJFi7cKWvnKXcJMUz7ras9wVBjPcZ7lRwUEHdaV3+ZL7hyuLNHbm3Svv8Lf/Mj38PDD992xRtlo0MXMr/ywTt1arDG4qkJUOSBwQgIOWxuc1biywk5H2N1dsmLKPaFiLQh479qAB06cmD+XKIrmxHv2FUXR8ev4j3+B7MIDFDeu8fuzkN2qJreOUCmyKKQbx8Q4ymlOKAUnlwfcd+4cabfL1Fhy56itRSKIpGApUMTWYPKc8WTC3nTKcDKlany7hRD0GxvC1W6nIeE97w1/BP7Zp3+Dz79wiccfuMAf+b7vPfZ5vJloNdstWrRo0aLF3UOrKb8D3ixNOdxZSnLU98VtjnqtjryvGaB0dX3wwVIgFmwJkY2/3xH7m+9qgYDb8Rhnau9QYizOGT/MWdW4fIqoKkKjybCsRjGRUmi9X4OQkiAICIOAIAgJwgC1QAod4IQ49CVx+J+HFjZ6S752B+emQ+5f6nFmaYn1bgdRFuS7O7i6ZrnX4/SZs4TdDlPr0NahBAhrqPOccjphOpmyO83JF9apnyQsd/YJ+Eq3SxS0F5RatGjRokWLFt8eWk35WwgzTfmMaBtjsEZjixLhDEHa8THx0ITUNE4hYpYseXsyJ3jtuDOGejrFGY2MYm+TGARe550k8+Mufl/EPFr+UMfeaM2Jr32Be3od7llbI0gSXtYTLm1us1eW5GWNK3PQmo41nIgCzvZ7RKk/ppSSOE6I44g4iQnjBBWEGCGwgBUCi8AKsAgMAneEikfgo+Uljmf3RgRVRUdXFELyobVl/uRj72frxg1euXyZoiwZLA1YfuABRKfDuKrZ3dmjLHKqaU6RT6mr/TCebhxzotedE/DVXq8l4C1atGjRokWLNwXvCAYihPg48DOAAv6+c+6n3+SSDuCwpnwymXDu2mW2T51F9foIKXGHA3mkH3/0lt5u33cch3DATAYjJcHgdt2yazy3nTG+010WmCLHDvfojkfc6wz/yUc+wkMPeSnL4//0/6X/7of3a3zxIv/kx/8ov/iFL/GFl69wdW/INM8x0ylRPuVcqHjk7Bkefdd7iJOUtNcj7XSJux3irIOKYmrnqJ3DHNXhBwIhCBtbwVAIAuF9qsOF3y9a8X3x5Zf56SefRzuIsFwI4Gtf+hI7ZYXtdBFrp9gVgos3NqnzK5iqInYGCXTiiJOdjNWTJ+YSlPiQz3uLFi1atGjRosWbhbe9fEUIoYDngB8CXgG+CPx7zrmnjtvmzdSUG62Jogh5jCb5tfqVu2a40pUVtigww13SyYizpubHf/eH+Ngj7/nWa/ylXyU7c5Zi8xZnX3iGLWsxxmHKnLQsOJulvP/++3jX/fcTZRlxlpFmGXEU7XfjAXWIbIcN2d4n356AfzsWkf/kC1/m1y9dYckaTvU6FEFE2OkgVUDkDLFzLIUBq1l6oAOe3kGn3qJFixYtWrRo8Ubh3xpNuRDiu4G/5pz7keb2fwngnPvvj9vmraYph9v14q6RplitvW57PIHxHvINerlcEpOcv9DcEuRXrhDs3iJ1jvVORpamhEoRSoXAIRpJiXDNz813gbuDweHvDDtFwTMEOOkHUB+NFQ+fWONUGnOqk3Gi32O116MTx29QBS1atGjRokWLFt8a/m3SlJ8FrizcfgX4rsMPEkL8BPATAOfPn787lTU4rCl3zqHz3AfeTKbI4S7R4aHMBgKvyXmjXa511vG1FQWogHC8y4/ccwrl9kN1GsX5QmV3N2TmVl4QOMvAaHJn+cD6Gf74d37wrtbQokWLFi1atGjxRuCdQMpfE5xzfw/4e+A75Xfz2Ic15aPRiM9/32N3s4RXxV//f36BXxuNvSNLrflYovirP/gDb3ZZB/CNy5f5qd/6IhpHguD958++2SW1aNGiRYsWLVq8LngnkPKrwLmF2/c0v3vL4PPf99hcUz6dTt9yhJz/v737DreiOvc4/v0BGhQTjfWiKBgbWBF5EKMx1ogVNZqLGq+YWC9exfIYlZvEyrUFNWgsQWwgVrgYgootGq9dRKSIBVEQpGgsiFLf+8daW4Zhl3MOB9Yg7+d55jl7yp75ndnt3TNrrwF6HXUEPDSE12Z9Tsf11wnjBbPDZptx0R7w9rTptG25ETus4DMezjnnnHPLy/ehTXkzwg899yUU468Cx5rZ2Er3SfFDT+ecc845t+pZZdqUm9kCSWcAjxOaXvevVpA755xzzjlXNCt9UQ5gZsOB4alzOOecc8451xBNai/inHPOOeecW568KHfOOeeccy4xL8qdc84555xLzIty55xzzjnnElvpu0RsCEkzgQ8TbHp9YFaC7daHZ1x2Rc8Hxc9Y9HzgGRtD0fNB8TMWPR8UP2PR84FnbAwp87U2sw1qLbRKFuWpSHqtLv1UpuQZl13R80HxMxY9H3jGxlD0fFD8jEXPB8XPWPR84BkbQ9HzgTdfcc4555xzLjkvyp1zzjnnnEvMi/IV67bUAerAMy67oueD4mcsej7wjI2h6Pmg+BmLng+Kn7Ho+cAzNoai5/M25c4555xzzqXmR8qdc84555xLzIty55xzzjnnEvOifAWTdLGkjyWNisNBqTNVIulcSSZp/dRZsiRdJml03H8jJG2cOlOepGskvR1zDpG0TupMeZKOljRW0iJJhekmSlIXSRMkvSfpgtR58iT1lzRD0pjUWcqRtKmkZySNi4/vWakz5UlqLukVSW/GjJekzlSOpKaS3pA0LHWWciRNkvRWfC98LXWePEnrSHoovheOl7Rb6kxZkrbJfBaPkvSlpJ6pc+VJOju+TsZIGiSpeepMWZLOitnGFmX/lXuflrSupCckvRv//jhlxnK8KE/jOjNrH4fhqcOUI2lT4BfAR6mzlHGNme1oZu2BYcAfUgcq4wlgezPbEXgHuDBxnnLGAEcCz6UOUiKpKXATcCCwLXCMpG3TplrKnUCX1CGqWACca2bbAp2BHgXch3OBfcxsJ6A90EVS58SZyjkLGJ86RA17x8+SwnyxzrgBeMzM2gI7UbB9aWYTSp/FwC7AHGBI4lhLkLQJcCbQ0cy2B5oC3dKmWkzS9sDJQCfCY3yIpC3TpgLKv09fADxlZlsBT8XxQvGi3FVyHXA+ULhfApvZl5nRFhQz4wgzWxBHXwJapcxTjpmNN7MJqXPkdALeM7OJZjYPuA/omjjTEszsOeCz1DkqMbNpZjYy3v6KUAhtkjbVkiyYHUdXi0OhXseSWgEHA/1SZ1kZSVob2BO4HcDM5pnZ52lTVbUv8L6Zpbjady3NgDUkNQPWBKYmzpPVDnjZzObEz7xnCQd7kqrwPt0VuCvevgs4fIWGqgMvytM4IzZr6F/E0yeSugIfm9mbqbNUIukKSZOB4yjmkfKs3wCPpg6xktgEmJwZn0LBCsqViaQ2wM7Ay2mTLC02DRkFzACeMLOiZbyecGBiUeogVRgwQtLrkk5JHSZnc2AmcEdsAtRPUovUoaroBgxKHSLPzD4GriWctZ4GfGFmI9KmWsIY4GeS1pO0JnAQsGniTJVsZGbT4u1PgI1ShinHi/LlQNKTsX1VfugK3AxsQThlOw34UwEzXkTiQrdGPsysl5ltCgwEzihixrhML0JzgoFFzei+nyStBTwM9MydXSoEM1sYmw20AjrF0+CFIOkQYIaZvZ46Sw17mFkHQnOvHpL2TB0ooxnQAbjZzHYGvqaAzQUAJK0OHAY8mDpLXjxw15XwJWdjoIWkX6dNtZiZjQeuAkYAjwGjgIVJQ9WBhf7AC3V2DsKLxjUyM9uvLstJ+iuhTfQKVymjpB0IL/43JUH4wBwpqZOZfZI6XxkDgeHAH5djnLJqZZTUHTgE2NcSXRCgHvuxKD5myaMsreI0Vw+SViMU5APNbHDqPNWY2eeSniG0/yzKj2d3Bw5T+CF+c+BHkgaYWWGKIfjuKCpmNkPSEELzr6L8RmQKMCVzBuQhClqUE77UjDSz6amDlLEf8IGZzQSQNBj4KTAgaaoMM7ud2ExJUm/CY19E0yW1NLNpkloSztIVih8pX8HiE6HkCIrzIQSAmb1lZhuaWRsza0N4cXVYkQV5LZK2yox2Bd5OlaUSSV0Ip74PM7M5qfOsRF4FtpK0eTx61Q14JHGmlYrCt+nbgfFm1id1nnIkbaDYI5GkNYD9KdDr2MwuNLNW8T2wG/B00QpySS0k/bB0m/DD/MJ8nsTPjMmStomT9gXGJYxUzTEUsOlK9BHQWdKa8bW9LwX7waykDePfzQjtye9Nm6iiR4AT4u0TgKEJs5TlR8pXvKsltSecNpkEnJo2zkrpyvhGvwj4EDgtcZ5ybgR+ADwRzzi8ZGaFyinpCKAvsAHwd0mjzOyAlJnMbIGkM4DHCb0M9DezsSkz5UkaBOwFrC9pCvDHeKSoKHYHjgfeim22AS4qWE9PLYG7Ym87TYAHzKyQ3Q4W2EbAkPj+0gy418weSxtpKf8FDIxfsCcCJybOs5T4hWZ/CvpZbGYvS3oIGEloCvkGxbtc/MOS1gPmAz2K8IPecu/TwJXAA5J+S6gdfpUuYXlKdFbdOeecc845F3nzFeecc8455xLu1pD7AAALSUlEQVTzotw555xzzrnEvCh3zjnnnHMuMS/KnXPOOeecS8yLcuecc8455xLzotw5B4Akk3RU6hzLQtIkSec1wnr+IenGxshUBJKmSOqZOkeJpC3j8619XZep4306x2VaLY/cVbbb4P0r6XlJ1zfwvvdIuqgh912RYh/bU+PF6ZxzFXhR7tz3XCxSqg13xkVbAn9LkG+vXJ5PJT0tafcVsO3ukmaXmXUkcOFy3vbFkhrlYi/xy0j+cc32Fbwzy9i3cX0Kz1hA3yFpsqS5Md+DknarxyY/IDwnG7yPJO0n6b1luP/luX36r/jc7JRbtOb+jVmsdNGkZRW/nBwE/FlSE0n/J2mpC21JOlXSl5I2b4ztNkS8gNp1hH6inXMVeFHu3Pdfy8xwcplpZ0G4Ap+ZzU2SMNgu5tkLmEm4oNGGKYKY2Wdm9lWKbS+DS1nycd26NMPMZla7smy8uEujkLQr4UIn2wCnA9sSrrw7Crihrusxs4XxObmgsbI10FgW79OfAbOAR7P7bEXu34wzgQfNbLaZLQL+A9hH0ncX6ImF+LVATzP7YDlkKG1ntTosdjfwC0lbLq8czq3svCh37nsuFjafxMtef56fZmZfwJLNVyS1iePdJD0r6RtJb0jaUdL2kl6Q9HU89b7EEThJh0p6XdK3kj6QdEUdi5IZMc9bwOXA2sCuuXWfKGlcXPc7ks6WVPF9TNI5kkbHrB9L6qfFl3ffC7gDaJE5EnpxnPdd8xVJvSW9XmbdL0j6c0OySepOuMLcdpltd4/zNpM0RNJXcRisujXH+Cr3uM7IbO+7o9ySmsXtnSZpqKSvgUslrS7pRknT4tHtyZKuiPd5HtgEuC7et2yhHP/fO4EJwB5mNszM3jezN83sCsKl4LM2l/SUpDmSxkraJ7OuujRXOVjShLjPnwWqFnySWkt6RNJncZvjJR1d7T7Agsw+HQP0BtYFWmfWW2v/3gs8ERf/V5zfL7ONJpKuUjhLND3erva8bgYcTebMlpm9D5wLXC9pU0kC+gNPm1n/zH33jK/bb+Jj3FfSWpn5hyocdf885hkuaavM/LYx/9HxveFb4ARJ60m6V9LM+Hi8J+n0TL7pwKtAtxr727lVlhflzrlqLgGuIpye/xwYBPQFegGdgOZAtjA9ABgI3Eg48v0b4ChCIVMnktYEusfR+ZnpJ8f1/AFoRyhAfgf8Z5XVLQJ6xizHxsx947wX4rw5LD4Sem2ZdQwAOkhqm8nyE2C3OK8h2e4H/kQoXkvbvj8WYkMJl1DfOw4bA/8bi6zGdEnc1g7ALcDZwKGES09vTSie3o3LHgZMI/x/LQkFejm7AG2Ba+LR2yWUufx2b6APsBPh8uH3xce/JkltgMHAo0B74GbCc7WaW4DVCWdjtgPOAb6oy/biNpsDvybsi49qLJ7dv79j8SW9tyHsw3Myy55AeB7uRnhOngf8ssq6dwbWAl7LTjSzW4HnCcX4WYT/8ZRM/l0I++uBmOtXQGfCfilZE7gG6AjsC8wDhsYvAllXEpqktAOGx/GtgAMJz4FTgOm5+7wC/LzK/+Xcqs3MfPDBh1VkIBTIVmGeAUfF223i+KmZ+YfEaUdmpnUHZmfGnwN+n1vv4cBsQBW2u1dc7+w4LIrjrwKrZZb7CDg+d9+ewLjM+CTgvCr/fxdgLtCkXP7Mcv8AbsyMjwQuy4z/NzChPtnKbONiYExu2v7AQqBNZtpP4j7Zr8q6JsX/a3ZmuCgzfwqhCQNAs7h/r8ut4y/AiCqP03frqJLj2LjuHWost2Vc7reZaa3jtM65ZdpXGL8aGJfNG/epAa0qbHcc0Kser5fL4+ORfW7OAvastG+q7N/94vR1ctOfB/6Zm/YMcEuVXEcBC8o9VoSCf1bMfURu3gPATblpnWOuH1XY1o/j/I5xvG0c75FbbgRwc439eT7wbl33vw8+rGqDHyl3zlUzOnO7dNTrrdy0Fpmjm7sAvSTNLg2EU/ctgH+rsa29gQ7AMYQf+Z1gZvMBJG0AbArcmlv3lcAWlVYoaR9JT8TmBV8RjqyuXocseQMIBWfJcYQzAg3OVkE7YKqZTSpNMLOJwFRC2+xq+hCOGJeGW6ovvuRRVkJTno7AhNik4cBqTSgqqO/R/Ozza2r8W9ffEbQDXjIzy0x7scZ9bgAuVmh6dJmkneuwnQks3qcdCfvpEUk71bhffv9WMzo3PpXq+2ENYG7ufwfAzKYB/YDxZjYkN3sX4KTc8/SpOG8LAElbS7pf0kRJXwKT4/zNcuvK/383Ad0VmrldLWmPMrm/idmdc2XkT0c551zW/MxtqzKtSebvJcCDZdY1s8a2PjCzWcA7sZnAYEk7WfjxaWn9pxGandQkqTXwd+CvhGYXnxKK/kGEwrw+BgFXK/QeMpdwtHBAnFfvbA20VAGW86mZ1aenka+XWLnZq7FJSBdgH8L/95qkLuWKvwreiX/bseSXt0qqPZcanZndKmk4odeS/YCXJF1mZpdXudu83H4dKekIwpmQEyvcB3L7t4b5uXGj+n6YBawpaXUzm1dm/oI45DUhFM9/KTNvcmwi9RjwNnASoZkOhB+75l8z+efP0PiaO4jQ7OVxSXeb2emZxdal9vuAc6ssL8qdc41pJNC2nsVhOfcQCukeQB8zmy5pKrCFmd1dx3V0JBQSZ5vZQgBJh+SWmQc0rbUiM5sm6WnCEfK5wIvxCDYNzFZp2+OBjSW1KR0tj+3XNyY0vViuzOxLQhOHByTdQ2hasTkwsULevNcJR5bPl/SQ5dqVS1rHlm5X3lDjgYNz0zrXupOZTQZuJZzZ6AWcSmimUh8LCW2v66NUPNd8vtXBG/HvtoRebepqJLBdpdenpE0Ij/dxZvZinPZT6ngGxMKPi+8E7pT0JNBPUo/M82D7mME5V4YX5c65xnQpMEzSh4TibgHhg7iTmZ1f15WY2SKFC6r8XtKtZvY1obeSvgr9bw8HViMc+d7EzP6nzGreJRwZ7ClpMKFgy/ezPQloLml/QqEzxyp3bTeA8OPMecAVuXn1zVbadmtJHQht0r8CniQ0ZRgo6ay4XF9CIfN0hfU0CoWLLk0hFHkLCc2IvmBxs5JJwJ6S7gO+NbNP8+uIj9uJhPbFzyv03vI2oYA9iND/+675+zXQzYTHtg+hyN6JxV1+liWpLzCM8NxYGziA2l92mkkqNXf6IaEZ09aEM0L18WH8e7CkR4FvzKxcH/k1mdknkkYDe1C/orw3UOo1qD/haHc74AAz6wHMIPyg+1RJMwlNVq6i9lkaJPUGXiLszx8QfksyoVSQx6ZQuxO7YHXOLc3blDvnGo2ZPU44erk3oaeFV4ALqN1TRTn9CQcOSv2o9yP05nI88CbwT0IPD2X7Xzaz0fG+5xAKhZMIvVpkl3mB0PZ6EOG0erUvDoMJxeUGhN5TsuupV7boYUIB/1Tc9jGxmUjXOP5MHD4BDq9HE5KGmk3oJeS1OGwPdDGzb+P83xN+dDqRpXvV+E48wroLofC9jXBEexjhzMWZjRXWQr/bvyT0GDM6rrvWBZ+aEppvjAMeBz6mehMUCD2YTIvDKMIXi1PM7N565v2QUMhfTdh/DbqKZ8ZthDM39cnwOqH3k3aEsyBvEM4SfBLnzyf0utOJcNGm6wnPiaV60iljPqGAH034wXdTwr4q+Tnh9Ty0PpmdW5Vo+b/PO+ecc64xSVqD0FTo30tNTYpM0t+AZ8ysT+oszhWVHyl3zjnnVjJm9g3hKp7rp85SS+yd6WXC9QuccxX4kXLnnHPOOecS8yPlzjnnnHPOJeZFuXPOOeecc4l5Ue6cc84551xiXpQ755xzzjmXmBflzjnnnHPOJeZFuXPOOeecc4n9P9ij2EtRJP5KAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<Figure size 864x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "TITLE_SIZE = 16; DOUBLE_FIG_SIZE = (12,4); LABEL_SIZE = 14\n", | |
| "fig, ax = plt.subplots(ncols=1, nrows=1, figsize=DOUBLE_FIG_SIZE)\n", | |
| "\n", | |
| "for i in np.unique(df_control['i']):\n", | |
| " ax.plot(df_control[df_control['i'] == i]['t'], np.cumsum(df_control[df_control['i'] == i]['y']), alpha=0.25, color='k', marker='.') \n", | |
| "\n", | |
| "for i in np.unique(df['i']):\n", | |
| " ax.plot(df[df['i'] == i]['t'], np.cumsum(df[df['i'] == i]['y']), alpha=0.25, color='#49d2de', marker='.')\n", | |
| "\n", | |
| "ax.set_title(\"Average Cumulative Productivity\", fontsize=TITLE_SIZE)\n", | |
| "ax.set_xlabel(\"Time Relative to First Child's Birth (Years)\", fontsize=LABEL_SIZE)\n", | |
| "ax.set_ylabel(\"Cumulative Number\\nof Publications\", fontsize=LABEL_SIZE)\n", | |
| "ax.set_xticks(range(-5, 11))\n", | |
| "\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "df.to_csv('treated.csv', index=False)\n", | |
| "df_control.to_csv('control.csv', index=False)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Difference in difference estimates" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Below is an example for how you can run R within a Jupyter notebook. I am going to read in the CSVs I just made, and show how you can obtain a difference-in-difference effect ($\\delta$) via either a regression or just computing the average difference between treatment and control groups (parent or not-parent). \n", | |
| "\n", | |
| "Notice how these are analytically the same. Say I am modeling an individual's ($i$) productivity ($y$) as:\n", | |
| "\n", | |
| "$$\n", | |
| "\\hat{y}_{i} = \\beta_{0} + \\beta_{1}\\cdot I(\\textrm{parent}) + \\beta_{2}\\cdot I (t > 0) + \\beta_{3}\\cdot[I (t > 0) \\times I(\\textrm{parent})]\n", | |
| "$$\n", | |
| "\n", | |
| "where indicator variables $I(\\textrm{parent})$ and $I (t > 0)$ are zero for those who are not parents or when the treatment has yet to occurr, and one otherwise. In the traditional understanding of a difference-in-difference estimate, we say:\n", | |
| "\n", | |
| "$$\n", | |
| "\\delta = \\left(\\bar{y}_{parent, t>0} - \\bar{y}_{parent, t<=0}\\right) - \\left(\\bar{y}_{not parent, t>0} - \\bar{y}_{not parent, t<=0}\\right)\n", | |
| "$$\n", | |
| "\n", | |
| "where bars denote the average for a group. Plugging in the estimates from our regression model, we can simplify the above further:\n", | |
| "\n", | |
| "$$\n", | |
| "\\delta = \\left(\\left[\\beta_{0} + \\beta_{1} + \\beta_{2} + \\beta_{3}\\right] - \\left[\\beta_{0} + \\beta_{1}\\right]\\right) - \\left(\\left[\\beta_{0} + \\beta_{2}\\right] - \\left[\\beta_{0}\\right]\\right) = \\left(\\beta_{2} + \\beta_{3}\\right) - \\left(\\beta_{2}\\right) = \\beta_{3}\n", | |
| "$$\n", | |
| "\n", | |
| "Notice that $\\delta$ is the same as $\\beta_{3}$! We can see this numerically below." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "%%R \n", | |
| "N <- 500\n", | |
| "treated <- read.csv('treated.csv')\n", | |
| "control <- read.csv('control.csv')\n", | |
| "\n", | |
| "group <- c(rep(0, length(control$y)), rep(1, length(treated$y)))\n", | |
| "time <- c(control$t, treated$t)\n", | |
| "time_indicator <- ifelse(time <= 0, 0, 1)\n", | |
| "ids <- c(control$i, treated$i)\n", | |
| "\n", | |
| "cummulative_y <- c()\n", | |
| "for (i in 0:(N-1)) { \n", | |
| " indices = control$i %in% c(i)\n", | |
| " cummulative_y <- c(cummulative_y, cumsum(control$y[indices]))\n", | |
| "}\n", | |
| "for (i in 0:(N-1)) { \n", | |
| " indices = treated$i %in% c(i)\n", | |
| " cummulative_y <- c(cummulative_y, cumsum(treated$y[indices]))\n", | |
| "}" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "[1] 0.0916\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%R\n", | |
| "group_control <- group %in% c(0)\n", | |
| "group_treated <- group %in% c(1)\n", | |
| "\n", | |
| "post_treatment <- time_indicator %in% c(1)\n", | |
| "pre_treatment <- time_indicator %in% c(0)\n", | |
| "\n", | |
| "dd <- mean(cummulative_y[group_control&pre_treatment]) - mean(cummulative_y[group_control&post_treatment])\n", | |
| "dd <- dd - (mean(cummulative_y[group_treated&pre_treatment]) - mean(cummulative_y[group_treated&post_treatment]))\n", | |
| "\n", | |
| "print(dd) ## delta: difference in averages post & pre, among treatment and control" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "\n", | |
| "Call:\n", | |
| "lm(formula = cummulative_y ~ time_indicator * group)\n", | |
| "\n", | |
| "Residuals:\n", | |
| " Min 1Q Median 3Q Max \n", | |
| "-17.9892 -4.8853 -0.8853 4.0527 25.0108 \n", | |
| "\n", | |
| "Coefficients:\n", | |
| " Estimate Std. Error t value Pr(>|t|) \n", | |
| "(Intercept) 6.9473 0.1179 58.908 <2e-16 ***\n", | |
| "time_indicator 16.0123 0.1492 107.336 <2e-16 ***\n", | |
| "group -0.0620 0.1668 -0.372 0.710 \n", | |
| "time_indicator:group 0.0916 0.2110 0.434 0.664 \n", | |
| "---\n", | |
| "Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n", | |
| "\n", | |
| "Residual standard error: 6.46 on 15996 degrees of freedom\n", | |
| "Multiple R-squared: 0.5916,\tAdjusted R-squared: 0.5916 \n", | |
| "F-statistic: 7725 on 3 and 15996 DF, p-value: < 2.2e-16\n", | |
| "\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%R \n", | |
| "linear_model <- lm(cummulative_y ~ time_indicator*group)\n", | |
| "summary(linear_model) ## beta_{3}: coefficient on the interaction term, is the same as above!" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
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RLYWJScItt9xiAxgVODPrqMHLx4TwJdr3KjIG8F577WUhFvTbz87D7ddnGbWzd1pj2UsO3AP36O3G2KC32247m7ygEgMPbOdIF7WFUdSnPzpWCDQWAUwiMChP2267rXn4f/zxx/b+4hfBuMdRsqHEhNk7avEdwUSUOc4z27788svte+SFAHxXMOMwlnDshJB4EQ74QzDYd999TULHH4XvCzbrTp06Ob4hqNIxF4nqh4AYcP3wqvPRxAXjTAGzwDECZyjsJNhisfkwi4Q5ox7GuYIBxEDkRfYORv5iXqJmForKiphaTzByBh3qa7wYPQNHMsS5g0GEihbVMaovmHiYuB5e06if+Tv33HPNoSJ8DMswRFS/tIHHNHTAAQfYdlRPXA9pvD6qZWsk9I/2kajpE/eMpICNHNUbHwX2w+T5eGCDZtaNExn7wZSPQV3V86HLalEI5A0BxsXZZ5+dbh+JGPsw0iTfAkJ4wlEN6QPrsYDph28IYxOtFz4baNhyUfv27U0DRwQFUjmTafqKJM53C8/qTEJbRn9hvggXMGK+BXy3uIdx48ZlnqL1WhCYK5B2/o2FqeVA7Y4HASQ1CIaWSaiPW7Zsmbk5vc6sFinWM8D0jmAh27lcj8kANqlchGROuwyy+hJ9Qn3FLLmxRFvYn2Cu2KtRc8NgISYtSMjYzDIJaZkZeF1Udpnnal0IFBoB7Le8s1HvckP6wmccSRhmWl+CoTLumdjzjWFySySCH3dR7TE2GYuoviE0Y4xbr76OOkfbaiJQNAbMg0Zi0gez5kPRFiEgBISAECh/BAqqgmbWhzcuKksfNoL9E4el2mwW5f8odIdCQAgIASFQSQgUlAH7TEzYCggfwU4xevRo88DFGUAkBISAEBACQqBSEKi/wa8RyBAOQ5q0cIA3MWYkWCArVEOJGFqZshuKns7LBwLY3PEQF9WOgMZv7RjpiMIiUKjxW1AGjMcugel46pG+DCKwmzSH4fSKUVDDvH0YSng/mWaICY1K+xY+TstCoJAIkOCEQbzjjjsW8rIldy0yuhE77tMxltwNqMNliUChxm9BGTDhMKRiowwWQeN40hE+A/MlHCcXUUWHPMCZRPIK3PmJRRMJgaQgQHIFaWVqfxpgBPPV+K0dKx1ROAQKNX4LyoAJIyHujLRlxK0x6FiGibI9rJrOhNo7bWVuJ22jPnSZqGhdCAgBISAEko5AQZ2wCPAmLhW1HNmdCOQmny/qaKRikRAQAkJACAiBSkGgoAwYz2cS9+OcQj5hUhqSJIIE4hQwEAkBISAEhIAQqBQECsqA8YAmwwrhR4QkUWUHByoKvuOYJRICQkAICAEhUEwEyM9fKCqoDZhcvng9hlOc4YjFNvIQi4SAEBACQkAIFAsBnH0LmRSqoAwYUCkmECaSk4uEgBAQAkJACBQLAQRBUiOTT9uXhixEXwqqgi7EDekaQkAIFA4BX1ykcFfUlYRAvAgg8VJRDiok8+V6YsCgIKo4BKjHSo1hT19++aWVbCRfOcSM+MUXX7R6zaxTpYmSjpMnT2a1IonqPd999136j+Q4VL9hm68/XZHA6KZLGgGcg6MqzBXipgqugi7ETekaQiAXAtQ0JavaMsssYzHom266qevfv7/VbKZGM8tkbcNjHwdBaqUed9xxjmLqZFwjc1Pz5s2NgY8YMcIG76GHHlr2lb0uvfRSw4aEOkQvEH8/fvx4qz+LcyV4ZSOYNQ6XmfTaa6/Zc8jcrnUhkA0BpFXeRd6/U0891eqsn3baaTYJpB45vkYPPvig1RmgvOvxxx/vnnzySatZTPlEzoVIBsU7STrkfffdN9vl8rpdEnBe4VXjSUSAzGsnnXSSO/LII90TTzxh1bmuueYaSwQDY2FQUnB8woQJ5q2PbQgJeLfddrPwuVdeecWkYdbxaXjzzTetKDnHlDNddNFF7uqrr3atW7d2Dz30kBs5cqQ5T77xxhs5mS+YzJw506IfiIAI/3300UcObYRICNQVgeuuu84de+yxVkXv3HPPtfepe/fuNjkcOHCg+/bbb60+8YUXXmgqZRJA4eh78803W/3lUaNGuVdffdUdeOCBVmN82LBhrmvXrrZc1z7EdZwk4LiQVDslgwDhcCeeeKIVL8f+QwY2GASMl6LkFBp//fXX3U477WRMmmIBCyywgN3foosu6khTx+CGIQ0aNMhm3KRSRUUNMyKmHZU2H4N7773XcT7tPvDAA+7iiy925C+nPRj5pEmT3N133+2QEPmYMGNPMpHLnY8VWexySbyZ97DKKqs4/jKJ9LLKZJeJitZzIdC0aVM3bdo0MxMxeSOCZvr06Q4mzDvJNjQzhx9+uE0Wt956a7fwwgtbkxxL9kRyPZ9++umuWbNmptUiEyOTStYpkcskcamllnJouBiT7du3t/O5Du0jZcdRy14MONeT1r6yRGD55Zd3l112mZt33nndGWec4ZDCYJAwQCpzIR1vvvnmbqONNjKmge2T8ASIzG0wkhkzZhgTYhtSNGqsu+66y6RmijCsvvrq7DIGDLOlfWzKN954o9mRUYuR/Y3c6MTE0x6FSZLOgLkn0sLS97POOkvqYwARFRSBY445xsYMjJhxhucyJiJSGmM68pNlxhL7YKxMcFFdf/bZZ8aYYaKPPvqo22abbawS37PPPmtMnO9Bp06dHGYpzFHUqsdkReKoP/74wz3zzDN2Tb4fqL0bS2LAjUVQ55ccAgTaY+eFUGUhvZ5wwgmWEpUBiX0XtXO/fv2M8aKOZsaL1MyAJnQOxw1mwPzCQFHNMignBrnNSbPqM7sh9SIZM7ApPILXMPZipG1m2kjADPTZs2e78847r2SwRGuANC8SAoVG4KWXXrJ0xmivUC9jEsH8065dOxufLGNKYkJLsiccJxlfOAyyj7GPJMy47Nixo43J3377zWzDTKTxhObcVq1a2ST7/fffN+0VUjdZHJks9+nTJ5bbFgOOBUY1UkoIbLzxxm799dc3BspAhZBe//zzT5NkWUe6C68fffTRFqAP4+FYT22DSlyexo4d63AC4YOAehk1FgMfxkz+85VWWsmkZzwu27RpY8ya9lBVoxYbHDh3nX322b65Rv3i4Y0Ej3TOZICJBhMLkRAodQSYJGP68VIt4wnVMRPivn37mtaJKAbWkZB5/7HzUgCIcY86eerUqTbW0UAxIeebAING4mUswmgffvhh04bh4c84RROG8yZ+H4xTTFCNJTlhNRZBnV+SCKB+9szX3wCz3zBlrjMIIbyAIWbfMFzUy9Diiy9uaixsR+zjl/18MPhIwNAJc0J1xccDVRd/OHsxy66tJKddpA7/kBCQ6JmxY7Ml8xzrIiFQDgigemaye9VVV1mEAnZZGOq4cePMvwInLKRjb6NlHDMWMD0xBu+77z73wQcf2IQYR0JMT3wL8JzGxESRII6F0e699962zuQZ5o23NGYqmHQcJAk4DhTVRkUhgJrZ09ChQ/2iw/YLo8NOhAMXaux11lnHBj+qLxyzBgwYYPVvmWEjFW+11VaONlCBwSzjIBxHcBLDTovDGVIBjigiIVAOCKDVueWWW+xWmPwi0cJQIc8YkWp9Tmf2U3P68ssvN899HLUYj5yLIxbLTJ4Zf9ttt50xcSbbjEnsx7TDuOUXpo8KGltzHCQGHAeKaqOiEEB6jiIYLvZf/vCyxPPynHPOqXEoDh+e+AhgE46TsFnjWc1HifAq1HXM5kVCoNQR4L0mfNATqmYkWnw08K9gHbvuaqutZlIsx6211lrmg4F0y7nhyaiPgvDt+V/MRtiJif33mjDU3DDxsGnKH9/Q3+gvSUNb03lCoAIQIEzJE7NrbL2E0ngVtd9XrF/UZNitkK6xbY0ePVoOU8V6GLpubAgQ0pcpecIMYZThULabbrrJxiJOjrVRtjHrJ9me+YbbidoW3l+f5aIxYGYeSAxeT1+fTutYIVBMBFAleyKswRN2pmISDiKozMKEJzfE9rgl7fB1tCwE8o3AySefbLZawowIRUIahTzzJcoA1TTOhqiUS4EKyoBxQCF1GN5lEAwYMImxIhQj22ykFIBUHysHgXXXXTd9s97bmA3LLbdcensxFkgSEpXsgr7gECYSAqWIABonQoO85gmbLcwXPwvswTBgQgF79OhhyXWI1/WxwEm/34IyYECC8FbzzBYVAvGVOKJgKBcJgaQjcPvtt6e7SKiPJ2KCi0l4avIXRb7IRNQ+bRMCSUaAySN8IpMee+wx24QHM97KFAVZYoklSob50vmChiERekH+XM986QD6dNy6CXwWCYFSQMBnucrsqw9Hytxe6HW8Nbt162YxkNjHSFCgyW2hn4Ku11gEkGQJ+Qsz31133bVa+KCPMkAKzqb9aWw/8nl+QSVgDOi4eu++++5pdR2Md8iQIY4E+bmIXL0w8ExCLUGco0gIFAoBbE1RFPV+Rh2X7214iqImJ50eTmKk0fTqu3xfW+0LgTgQII4+akLrzZf+GuRwRurF+xmTZqlRQRkwsxkyjxCfSCkoQCMj0PPPP19rDlzU1rfeemsNfMnjqxCLGrBoQx4RwIEwyUT84uabb26aJjJykdULyYH803FTtjCOuK+j9ioLASoV1UYUOYH5QqXIfOl3QRkwAczYe8nUQ+UKgpqRXnEvh8HmSsNH/l3+MomKF94LLnOf1oVAPhDA29jTlltuWav2xh9bqF/6REIQ/Cr4JcNWHE4pSCVkDSIRCWn9Dg4qIrGMuhtJJGxaKtS96jrlhYAvA5p5V2SMo9IYROQMzlf4X5DruZSpoAwYRkuSgttuu83y4+6xxx4mEZcygOp75SFAdRRPtZlO/HGF/N1www3dJZdcYtIBv2iY4iiccO2111qyAzJ4MY5pE9syRSTQaiFlZyNSB6L9yiRScBbbezyzT1ovDgI+LWvU1T3zRdLFrEJ618xUslHnJX1bQRkwNRoPOOAAk3qRdplNkxaMGbRICJQKAjAf8sYmlZjoklQ+TCTmuP7668Ob6r2MlzeZhMgyxAdxl112sY/gDjvsYKGFuRhwixYtIjVYr732WqStr96d0wkljQBapTfffLPaPaBe9ukk/Q5MllQxKgfmyz0VlAHjAX3EEUeY6pkMPTBhgquxURHDFRdhA+MDiX0K5k5ZKZEQiAsBJMokE+PMT2rxJEU6zfyQNaT/5JXu2bOnw/bmQwopq3jUUUc5sg/lIsZg1DgkjaBMSLmQK/99d955Z6SXfvidJa0r4UjU8Y3DnJIUVAvqNlZVVWV2qTCA1GYkX2620I76AgXTxR2dbEW4ry+99NLm8FXfdnS8EMiGQNJn39hiqb7EH1IEauLhw4dnu506byffLh9Lik54wpGSbeHkJH6ffoVAXRCoLUSOUFUiD0aNGlVWzBdsCioBc0GM7JlEyba4iFqtxBUT6sTs/9VXX3XXXXedu/HGG+O6hNqpcASS7nH59ttvO5+kAAZJpABq4zgoM+IgyjEyjuuojfJHgIpgYX+KbHe8zDLLmBanHOtZF5wBZwM5ru2on3GMIScoXptIKySlFwmBuBD48ccf42oqL+3gGRpOStClSxeHZ7RICCQFAYrZ18Z8YbxoR/ETSvqkt6G4lh0Dfvnll60mJDVZKUuF6gKJQCQE4kIAswZFv5NKeInyJxICSUXgjDPOyNk1BCdi2QkzLWcqqA24EEB+8sknDnd2nL2Y9aPeRioWCYG4EEgq88XOS+3TqD+cp0RCoNgI4LCXy4fCS7qDBw92mBPLncpOAkY6wUuVh9e6dWtHiIQS0Zf7a6z7AwHe9a5du1r9X5LcnH/++aYBIjUllZJEQqCYCBDzncsXB8ZM3vJPP/3U1SUTVjHvJa5rl50EjPMVXqDknSZYe9asWVa2Ki7A1I4QSCoCFBHH85kSicTbU5AcxxXUeDBhkRAoFgIkbaFwQi4iKyLZEsPFF3IdXw77yk4C5iPkJV7/IPECFQmBSkEAp0OYLuXZKEx+zz33mGRcKfev+0wWAkShnH766Vk71bRpUxOUeFcnT56c9bhy3FF2EjDZtQjs32effdzIkSPtmX3++eeOhAEiIVAJCBCTe/PNN7tJkyY5ijHgB3HKKadUwq3rHhOIwDHHHJO1V9h8fWhqpTFfQCk7BuzLrjHrJ/GHJ5yzREKgnBF45513HJmlSOlHOkoIlTTba8tUVc646N6KgwDlBHM5XNErkmygqazUbGhlp4LGjkDeWwhv0DFjxtiy32Yr+icEyhABXxcVVR6lP8NERSSRECgUAj4RUrbr+VA+kiVRCa9SqewkYJyuPHnmy/qQIUP8Zv0KgbJEoG3bto5KSCuttJJbfvnlHZmGsK+h/WEyKhIChUDgkEMOcQ899FDOS/kygvgpVDKVHQPO9jArVcWRDQ9tL18EqLdNHeBp06a5//3vf1Z9jPV8EWNL4ytf6JZWu2hfiOGNIq+OJkoFvxzemUrXzJQdAw4XeuBBe1IyDo+EfssdgREjRrgLL7zQ8udSwahv377u66+/bvRtEyKy7777WlUjEt3Mnj3b2sTuTE1gUWUjAFPNlaa1Q4cOBhAFc/gT5SjGQCzhRhtt5J544glz4jj22GMtpjAu0HgAeMDNM888cTVp7ZD/2VP4IU+fPt1v1q8QKGsE8Col7veDDz5w11xzjRs0aJDLLKLQEABw7KIW8m233eYuu+wyt8cee7hHHnmkTk0RkTBw4MAax5Im1n+Ya+zUhpJBgFKBaFyyEeGh3g/n999/z3ZYxW2PlIDzpcIiPrdPnz5mo2LQ8UeyAIqHh5llY57CL7/8kj6dj4Unqcg8EvotdwSQUrEFH3/88ZYPnbFFIoTG0vjx4y3NK46O1PLmGiTKr8vYIjSKGsKZf9QFb9myZWO7pvOLiAAx59mYL57QEFW5pkyZYu9KWEtZxG4n4tKRDDhfKixfxBuvty+++MLsAKNHj7aEAUOHDo0dEGIgPU2dOtUv6lcIlDUC2NpQBzKxHTZsmHvyyScdzLOxtNtuu1mOdcKcIJgwks9ZZ51Va9N8iFu1alXjj9rCSEei0kWAynPZyNd5hwHXZaKWrZ1y3R7JgL0Ki7ydqJniUmF98803jkEcts0SB0b9XmZH+SReAJEQqAQEUPfChL1dlrzQAwYMaPStE1fPRDkswfTv39+dc845zn9oG30RNVAyCPCOeceqqE5jXmQiiCe+mG8UQllswKiw0NeT0g4VEVJqHCos8jPjlUmM2HLLLWc9gvESIkQN31zEAwzbd/2xYqweCf0KgX8R+Pjjj23c+o8eMZfEW8ZBPmtRuC0ybYkqC4Hu3btnvWE8m1FJ873GJOjfw6wnVPCOarqf9957r0b8Vr9+/Qwe4roOPfTQRkFFcgCcNh5//HH34Ycfml2gTZs2xnxrc0enzi9FnDNp7NixZufK3K51IVCpCJCGddNNNzX/CtS7FD4/+OCDKxUO3XfMCODp/Oijj2ZtlRrs3iYczsuQ9YQK3lGNAVOybJVVVomEgyw7cRCz8YYUWd5iiy0cf5lEW5phZaKi9UpGgPSTzz33nE2myQfdu3dvhxOUSAg0FgGkWmJ9sxEqaYQrSN/lbCjN2V6NAZNBh7/vv//e6jEyeFHx4r2Mx+N2220358wGLF1++eUOD+so6tGjhyWNj9qnbUJACNQdgS+//NLGba9evep+ko4UAnVAIJvDXPv27d1nn31mTBd+IdNgHcAMDqnGgP0pxBAyY0aNBbDo8X2RA39MQ36pUYoTx0knnVSjNqRCERqCqM4RAjURePjhh20j40wkBOJAABMkvjt1IUm+dUHp32MiGTBZozbffHPzViaUhzCDXXfd1eIK6950zSMJWbjrrrscdmUkXpEQEALxI4DjJA6PSCTedLTCCiu4nj17xn8xtVgRCEQxX1/JCAB41yAxX4Ohzv8iGfCWW25puWSRVskhi4NUOPSgzq1HHLjaaqu5Bx98MGKPNgkBIRAHAoxXUlGGicmvSAg0BIFsoUYU+Bg1alS6yagolfROLUQiEMmAsfdecsklNnvm9/nnn48lDCmyB9ooBIRArAi0a9fO8ScSAo1FIBvzpd0JEyakm5fkm4aiXguRDJgWNtlkE2tom222cfyJhIAQEAJCoHIQiGK+eED/8MMPBgLOulBjnXOtkQr9F5kJi6TrHTt2rPZHAg2REBACQkAIlDcCOFxFMV/umiiZMOFv8NRTT4U3abkeCERKwKSL7NatmzVDBh0SZ/jZTj3a1qFCQAgUEIHhw4dnzcu8wQYbuFw5ewvYTV0qwQigSo5yuPJdHjNmjF+0OHOcc0UNRyBSAiZXM8H8/OFFedBBBzkGt0gICIHkIrDDDju4119/3UoQ+nzuZJAjWQ0hhSIhUBsClIjNpHC5SJ/SFKdcMd9MpOq/HikBU6Pzscces9YIqP7oo48c3ssiISAEkosASRKYNFPLm5h7Sn1CMGAKnhx44IHJ7bx6VlQEsqmc6VRm8g3qBFBgQdR4BCIZ8GKLLVYtJWWXLl0coUkiISAEko8ARVRgut99952lDbznnntc165dG93xxmSyo9jK+eefX6MPn376qSOcRVQ8BMJlW30vqGTkw4oQwDwR+yvm69Fo/G81BiwbUuMBVQtCoNgIkMXu5ptvdjhT8vGkWtGee+7Z6G41JpMdE/ioSbxyuTf6sTSqgWyS79prr+3efffdGm17FXSNHdrQIASqMWBsSMyUKT9IDVFmrFS2IDUlhRpEQkAIlAYCMGE+orNnz3YUvY+DlMkuDhST00Y25ksPv/3222odVZxvNThiW6lmcY+yITVv3tzUWTBhkRAQAqWBwMknn2w24GHDhrkdd9zRvfPOO7F0XJnsYoExkY3gP+Dpm2++8YtOefrTUMS+UI0B+9axIZHK7vrrrzc1FvVF47Ah+fb1KwSEQP4QGDlypMVxnnfeeXYRtFkDBgzI3wXVckkhgOQbJf2uvvrqNe5j4MCB6dq+NXZqQ6MRqKaC9q3ly4bk29evEBAC+UPg448/diRI8GpDanDLdpc/vEup5SjG6/vv6/j6df/++HX9xo9AJAPmMjBh/kRCQAiUFgJorIj7JQwJs9L999/vDj744NK6CfU2dgSimG+bNm3c5MmT7VqzZs1KX/PUU09NL2shfwhUY8DYiSjmzUPxNUX9pQnsP+KII/yqfoWAEEgoAtjynnvuOctUNGnSJNe7d29NphP6rArVrSjmy7VbtGiRZsC+L5J8PRL5/63GgMl6ReINEm6vt9561a5OiTOREBACyUeA7FczZsxwvXr1SncWJow9T1R5CGQyX9Y9k/3ggw+qAeK3V9uolbwhUM0Jq23bto5ShCTcXn755d1ee+1lQdeffPKJguXz9gjUsBCIF4GxY8e6Pn36WElR33I4mYLfpt/yRyCT+XLHa665ZvrGEbg8+cQbfl2/+UegGgP2l3vppZfcCSecYN5vVEFq0qSJrfv9cfz+9ddf6UwrcbSnNoSAEJiDwJVXXulQPx922GHuzz//nLNDSxWDQBTz5eZ//vnnGhgg+Ublga5xoDbEikAkAx4xYoSFIVEFiQw6ffv2dV9//XWjL/z333/bzBwJmwTf/OEocsEFFzgYskgICIF4ECCV4A033GApZYkDzsznG89V1EpSEbjtttuqdS2cjGXixInV9kntXA2Ogq5UswH7K/tKKtgHrrnmGjdo0CC38sor+90N/mVWDo0bN85RcQlidn7iiSe6oUOHWtUl2xjxL1cu2TPPPLPaGWTw6tevn+vt5nZt3Vxu6fPPcV/3O8f9c1JfO+6NNddwnT4a64JguH/X11jVdRr76Zz1VVdxnT79fM76Ku1cp8+/mLPebiVX9cWE9PrIlVZwVRMmzVlfoY2rmvTVnPU2rV3VV0Fg+3/XG9l6GVf1zXdz1pdp5aq+mzZnvVVLVzUtKHbtj2+5hKv64cc564u3cFUzfpqz3ryZq/p55pz1Zou4qpmBR6M/f+Gmruq32XPWF2riqn7/Y876gvO7qj//nrM+/7yu6u9ANeXPn2duV5UKoPLrAWxVcwVzN7+e+j9XNU/wKvn1f/5yVfMtEKz/+1hG/vWnq1pgwTn7f//dVZGdyR//2yxXtfAiweq/J4z4dabrvGiz9P4Rv/zsOi/WfM56YN/sHPgp+PNH/PC969wy8FHw50+f5jov1WrO+tTvXOell5mzHiQZ6Ny69Zz1r6a4zm2Wn7M+eZLr3HaFYP3f/o8IPlidAydE337/4P0aGLxfQDIj+Dvlv/ft36OdYwJbTCJZBs41EJNnzEmMH1FlIODHUfhuqe9OkY4wUXbwgQceCG/ScoERmCuY/fAdqUZsIpfswgsv7Lp37+4GDx7sevTo4SjS0BhCrY1EXVVVVa2ZZ5991lGBKZORVjsoy4rPJetrnYZfvg7BOQv89xXlWzqa3Kb+dvn1f7Ttl+u432Dz59Tp/NA16nR84/pX3/up2/H/3UOe+p/GNE/tG8es4/PNhQfjgfeJv0+DRi91/9BjIz+crrjiCteuXTu30047+V15/y3FKIbM8Zt3kMr8AuHvX/hWmzVrVkP17N/V8HFa/heBQo3fSAmYh/j555+7J554wv3222/uySefdBtttJFbf/31G/V89t9/f4dNmZnXcsstZ21NmTLFDRkyJC8z9HF2hTnzi7nWXadR/Q+f/J9wFN6k5QpBoOfgWxJ5p4piSORjKUinKKSzyy67VLtWq1atrCIWGzPtvmK+1aAq2kokAw6nsvvpp5+sMMNZZ53lyCvbGCK06ZFHHnHYlsm6ggceMceoxxTm1Bhkda4QcG7MmDGOcRpFG2ywgdt8882jdjVoGz4bOO1gaxYVFwESaWQyX3pEIR1KUmaSmG8mIsVbj2TA+UxlR1o81E4iISAE4kUg39XMcKIkQ5JP0gMDXmCBBRyZt0455ZS0X0e2u4r68Edty3a+tkcjgI0/ipiQZZLwzkSkuOuRDFip7Ir7UHR1IdAQBKKqmdEOE96dd97ZHXjggQ1pNn1OY5woX3zxRYt2SDf23wIOmeG41Mz9Ws+OQJS9F6nXR6wwYQqTmG8YjWQsRzJgpbJLxsNRL4RAQxCgmhlMF/UjWe3uueeeWKqZUaIOJ0ofwUDf5p9/fmPuOFHmIqqpRVVU805Yuc7VvpoIRDFfjgqHG4XPEvMNo5Gc5RoMGOcrEnFsvfXW6VR2zz//vAX033rrrcnpuXoiBIRAJAL5qmZWaCfKyJvTxnS4noeCSRDSLj41fL8zScw3E5HkrFdLxMEMl9nz+++/bwyY9eOOO84Y8b777pucXqsnQkAIZEWAgiqLLrqou/TSS62mN1JrHOSdKJs3b25OlNgYCVWUE2Uc6NbeBoJQlORLMqNwSknfEoxXzNejkczfahIwcYR77LGHFe/G4xmvyc0228wGW9OmTZN5B+qVEBAC1RDwTlInnXRSte1xrMiJMg4UG9YGWskoIuVoJq2zTnwhl5ltaz0+BKox4B9++MGSB9A8cbpkxCIhh0gICIHSQWDjjTd2qIs/++wzR2wwtMIKK7iePXuWzk2op2kEoqRetBAzZ8401TPf7TAttdRSbvTo0eFNWk4oAtUYcLiPPHRyNouEgBAoLQSIqb/wwgurddoz4mobtZJ4BKKYL51u27ate++992r0XyrnGpAkekMNBkzu54ceesiRgAMvSm/UX2uttVz//v0TfTPqnBAQAs4hHd11111WDQnbIA46lBndZpttBE+JI0DiE8oGkqshk34PcqyLSguBagyYqikkco8inDpEQkAIJB+Bu+++2+EJvemmm7r27du7X375xSbUye+5eggC2aReUkuiboYBh0tMEp99/PHHC7wSRKAaA27ZsqXjTyQEhEDpIkD+dhwoidd95ZVXLD3lrrvuqo90CTxSbPfZCCEoM7Xk2muvreeaDbAS2F6NAZdAf9VFISAEakFgyy23dFQeo8Qnv9iESRkpSi4C2aReVM78IfHiVJdJUXbgzGO0nlwEqsUBJ7eb6pkQEAJ1RQB77yWXXGIe0PwSF3zxxRfX9XQdV2AEsjFfutGhQwfF+Bb4eRTyckWTgFVNpZCPWdeqNAQ22WQTu2Ucr+R8ldynj8NcFMGU8WieNm2aOdGFj5GncxiN0l4uKANubDWV0oZavRcC+UWAmrC5yhHecksy6xjnF5XktU4GMWy32YikRzBZbPnTp0+vdpiYbzU4Sn6loCrocDWVL774wkKcCBjHsQB7VRyU7QXNtj2Oa6oNIZAEBChH+PrrrztCCUmigzf0yy+/bIUZ8IgWJQOBXMyXHpI0JTOkiO+XvmHJeH5x9qKgEnBjqqnU56b1otYHLR1bLgjkuxzh5ZdfboVaovDq0aOH22+//aJ2adt/COSy9XIIXuuY5saPH1/N7jto0CBhWKYIFJQBq5pKmb5Fuq1EIZCvcoQHHHCAaarIMZ2Za7i28EUS+0yePLkGTj/++GPWEno1Di7hDbUxX9JH/vrrr8aAkX7JwY/2QlTeCBSUAftqKo8//rgVeCBLT5s2bVRNpbzfMd1dgRHIVzlCmAQZtvr16+eQeOtDeGLfcccdNU759NNPTV1eY0cZbaiN+XKr1GCfOnVq+q7FfNNQlPVCQRkwSKqaSlm/T7q5BCAwY8YMd+655zqYG5Ncytg9+uijbsiQIY3uHZnyHnzwwXq3w6SAv0w6/PDDy9a2OXv27JzSPYy5SZMm5myFT4wnmdA8EuX/W3AG3FBIX3rppRoJ5mnrk08+cR07dmxoszpPCJQdArfffrupiHFspFg7VBcprL5AnHHGGW7VVVe1ykv1PbcSjl9ooYVy3ibOVt9++60dc/bZZzv+RJWFQEEZcGOcOEitF+XJecQRR5TtDLqyXkXdbVwIkLKwRYsWTjW840K0/u3kmvCwDykXmy9SMiTmW3+My+GMgjLgxjhx8NKSki2Tcr3omcdqXQhUAgKEueyyyy7uqaeespAW7pmwpF69esV6+6uvvrpbdtllY22z1BvbZ5993L333pv1NkgJuuCCC7qff/7ZkmxQKAP7r6gyESgoA26ME0dlPh7dtRCoPwKLLbaYGzBgQLUTyQcdNynsqDqiMNVczJejl19+eTdhwgQ7Ubbe6vhV4lpBGTAAN9SJoxIfju5ZCDQEgZVXXtnxFyay0InygwDYEsObi7DFU1Dhq6++slAjMd9caFXOvoJmwsqEFScOwhpEQkAIxIfA999/77p16+ZQEeMk1a5dO3fQQQfFdwG1lEYARlob80Uj4e3xs2bNks9KGj0tFFwCFuRCQAjkFwFSUBLyg9Ni+/btHXZGEmGI4kdg7rlrl2FwiJs4cWL8F1eLJY9A7W9PHm+RGfpyyy2XxyuoaSFQeQiQxJ+ogU6dOrmPPvrIHXzwwe6VV16pPCDyeMc4f9bmAOqdq2C+xGNL7ZzHB1KiTRdVApYTR4m+Nep2ohHYcsst3QknnGBpI/nFAQvvW1E8CNTF8xuVs5eOX3vtNVdVVRXPxdVKWSFQVAm4rJDUzQiBhCCw4YYbuksuucQtscQS9ksayIsvvjghvSvdbqBZILkGRWWykZeKF154YQs1wv4u5psNLW0XA9Y7IATKDAFKEhLyhxS2zTbbGBO+8847y+wuC3s7jz32mOHpE2dEXZ08BYsvvrjtosQqKufPPvss6lBtEwKGQFFV0HoGQqAUEeBD+88//ySu60hohx12mBs7dqxDAvMVisi41Lx588T1t5Q6tPPOO9fa3datW1tyjTXWWKPWY3WAEAABMWC9B0KgnggkkflyC6hHL7jgAjd8+HDXqlUrByOAKcN827ZtW8+71OE4UTF5qY18jC/hX6igP/zww9pO0X4hYAhIBa0XQQjUEwEK3yeVUJWi/sTB8YEHHnB77bWX23XXXd3XX3+d1C4nsl8w0rowX9T8hBlBHE+cr0gI1BWB5H5J6noHOk4IFBgBVI1RcZ21JWTIdzdHjhzp7r//fnfPPfe4SZMmOey+lCR866233Omnn27b892HbO3TH2zTmTR+/Pi0qjxzX7HWw6UBa+sDzJeKRgoxqg0p7Y9CQBJwFCraJgRyIODDSzIPKfZHGEbbo0cPi62nEEP37t2t3mznzp3NLpzZ30Kuo7bHgSnzjzSOxcYNHKiVjNTLX2YazyicqDgF4RH9119/RR2ibUKgVgQkAdcKkQ4QAtUR2G233RylNSHia//444/0si0U6R9hR9THhh5//HGLBWaZZBwUASgmUY2Jv0xi0lBsBjx58mR34IEHZnYt6zrVjPh7++233SqrrJL1OO0QArUhIAm4NoS0XwhkIPDyyy+nt3jmy4Zi2//w1H300UfdFlts4WbMmOE222wz9/zzzzvKgB511FHpPlfyApI4nuJ4iXuJt76TE6Rf6pCL+VbymxTPvRdNAkZtgyovqsZvPLemVoRAfhDYf//93TvvvGONn3zyya5///627FMP5ueqtbfarFkz6xcSb8eOHZ13FrvtttscyTkqnUgHyTPKFcubDSO+VXfccYfj2YuEQFwIFJQBY+859dRT3cMPP2z956VGhUcR61NOOaXWqiJx3bTaEQKNQSA8afTMl/YofFBsQjW6/vrrp7ux1VZbpZcrfQEsGsJ8wQ3HO5KaiIRAnAgUVAV95ZVXWt/HjRvn8DT8/PPP3ejRoy1sYujQoXHel9oSAnlDAPUl1KtXLwtBIfcy5CVOW9G/RCAAw+3SpYtp21566aV69wnPdpjv+++/bzm1692AThACORAoKAPGYxAHlnC4BkHs2K6mTJmSo5vaJQSSgwDVhdDcDBo0yFSaL7zwgnXumWeeSU4n1ROrQERKzhEjRjTI0YskJmPGjLFvkzKJ6YXKBwIFVUFjP/nf//7ndt9993QZQhgvIQD+I5aPm1SbQiBuBH7//XdzwpkwYYLD9vruu+/ab9zXUXsNR+C+++5zM2fObFADP/74o8X3tmnTpkHn6yQhUBcECioBr7feeu6RRx6x1Hika2N2iToPT02ft7YundYxQiAJCJDk4s8//7Ri9yuttFISulSRfSADFX4kiy22WNqzGQ/nfffdtwYemWYCnLK23XZbRxITwqH4mz59un2jKDtIpiuREMgXAgWVgAmNOPHEEx22GJIEXHXVVZYo4N5773XYhc8+++ys9zlq1Ch366231thPdp26BM7XOFEbhIAQKAsENthgA/t+1OVmcAQN01dffeV8Ug22I/mS05mYatVQDiOl5XwgUFAGDKMlNpGwiMsuu8ztscceJhHX5cY6dOiQTiwQPn7ppZc2O1x4m5aFgBAoXQRQ75NIBGaJ5zLMkBAi8lz/9NNP5hRFvusPPvjAjmEZDRrH41Py888/O9qAKA/IOZkFNEghSRKQMPPleM6jhq9ICBQCgYIyYPK+khSgSZMmJu2ee+65FhTfrVu3Wu8VVVFU4HvboMpLsTPp1Np5HSAEhECdEIBRrrPOOlZAAqbKH9qxvn37mhcyamGc4Ai1+vLLL425wpx9iUhUz+HvwQ8//GBqaX9xBIBwIhW2czxRGWjSmNDThkgIFAKBgtqA8YAmg8ybb75p94bKGS/Fs846qxD3qmsIASEQMwJx50GmgMTGG2/sLrroItN4Pfvss65Pnz7GaG+++WbH+jXXXGNMGUkVBn3CCSekJdww8/W36rcxWX/66af95vQvErS3DYv5pmHRQgEQKKgEXFVV5Yj3RUXkiUQGzHhRHYmEgBBILgJIp2itJk6c6M4880yTRFlGg3XDDTdUCy9s6F2QzjOsEVtttdXc1KlT0w5V1Dled911zTkKaZgJAHG622+/vV2f3AKEDKG2Zh8MFVsubSI5e0ZL/0gjyj40cki+IiFQaAQKyoC5uXBC9jPOOMOtuuqqSu9W6Keu6wmBBiBw7bXXWr7rHXfc0Xw5Lr74YnfQQQe58847z2y21B1uLFG5CWa6xhprOJgtSU7IE4DUy0Qd1fMuu+xijJQQRhL5oKLGA5o8AxC/tTFUvNcpXLH22mvbuY3tt84XAg1BoOAMuCGd1DlCQAgUHwHspEceeaRDKn3jjTeMESJh7rDDDpZeNg4GDJPFWRPGjmR7zDHHuKOPPtodcsghNlGHsTKJR2NGDDZqZaRmJNs999zT6h7XxnxBEk/n+hZhKP4TUA/KDYGiMuDVV1/doUYSCQEhkHwEYHA9e/a0ogQ+rSwJSKi0dNNNN+W8AWL+hw0bVuMYSvqtsMIK1bbjKMX2MKEp41qNJZyy8IzmT2FGjUVT5zcWgaIy4P3226+x/bfzp02bZrPmWBprZCPEKzMjJyl+KRJxkUgepUiEoeARu+mmmxa9+0hY5RbOsskmmzicpLCZegJvtsEgcxHvVJSEzDNDikbqDRPxuMT4L7nkkuHNjVrGGYs/isA0hpI6Rgi3QhPgc5U35h7jPJd3BEe3ZZZZJs5mY2nr22+/Nf+AzMlYocbvXMELmYrlTorUCI4hzL4bO6ji6j4lyxZaaKGSzez14osvuq5du8YFR0HbISMSasnevXsX9LpRF2NAU+Q9XDkp6rhK35Zt/BJiRNU0sucljZI6RnBAY+K/3HLLJQoynOGIfGEClzRiksf3gnSyYSrY+IUBi+JDIHAsSwUPNb4GC9xSoP4r8BXju1zw0U4FtsL4GlRLORE4/fTTU0Ee95zHNHTnxx9/nAryxjf09Lyel9QxMnDgwNQDDzyQ13tvSOO//PJLaqeddmrIqXk/JwiNTQVmibxfJ9sFGqeLCU8ZtCwEhIAQEAJCQAjUGYGi2oDr3EsdKASEQOIQkBNl4h6JOlRiCIgBl9gDU3eFQFIQiMuJMin3o34IgUIjIBV0oRHX9YSAEBACQkAIBAjMc05AQiI+BKiuQlxj0kIB6nqHpPBr3759XQ9P1HGEYJA9SQkWEvVYGtSZ+eabz55lmzZtGnR+Pk9K6hjhm8O7T1awJBERKoSTJbFmNvHgFOEIpygtJHYlH4ZUSLB0LSEgBISAEBACcSEgFXRcSKodISAEhIAQEAL1QEAMuB5g6VAhIASEgBAQAnEhIAYcF5JqRwgIASEgBIRAPRAQA64HWDpUCAgBISAEhEBcCIgBx4Wk2hECQkAICAEhUA8ExIDrAZYOFQJCQAgIASEQFwJiwDEhSVmrTJo6daqVP8vcnsT1cP8pH/b777+n/1hPKgVJzt2MGTNqdI9ydlRhEZU+ApQbpWpSkojx8dtvvyWpSy6p73y2MZoU8MLfvkL3SQw4BsQpFL7WWmulW/r555/dxhtv7A477DC3zjrrOD4gSaYbb7zRCq37Pt5///1Wy7Zz586OP0p2JZEeeught8UWW7gjjjjCde/e3f3xxx/WTcoA9ujRw62yyipuxIgRSey6+lRHBCZNmmSJYaZPn17HM/J/2Jlnnul23313t/fee7tTTjkl/xeswxWS+s5nG6N1uKWCHPLII4/YN6QgF4u6SLYySdpeNwRuueWW1IYbbphq2bJl+oRTTz01FRQpt3X2U7YtqRRMElIBk01169Yt3UX6/+CDD6bXk7rQqVOndCmxk08+OXXXXXelnn766dShhx5qXQ7qo9q9JbX/6lduBAKpN7XjjjumguxOqUBKyX1wgfYGheVTQV3b9NWCiXYqmCSk14uxkOR3PmqMFgOjqGvyTgW1z1PBRD1qd0G2SQKOmpXUY9uaa65pEuJCCy2UPmvMmDGuqqrK1rt06eKQkJNKQf1cN2jQoGrde//9992oUaPcQQcd5ILBXW1fklZGjhzpWrRoYV2igDvpC8PYk2Lu66+/TlKX1Zd6IHDZZZe5Pffc0y299NL1OCu/hy611FLu1VdftYtg4uD9KlYaQ3+nSX7no8ao73exf4N60+6KK64oajfEgBsJ/wYbbGAf/nAzwSzZNWvWzDYtssgi7qeffgrvTtQyKuZMIv9uUHTcnXTSSY5U4W+++WbmIYlav+iii9ysWbPcHnvs4cLY00mYMvY6UfIR+Pvvv81uj7139OjRNplCtVpsoj8w27BPAeYO1NBHHXWUW2aZZYraxVJ458NjtKhg/XfxgQMHukD6dR06dChqd8SA8wA/Cb5/+eUXa5nfYg/Q+t7iTTfd5LbbbjuHdN+rVy8XqKPr20TBjsceh4YBWw5J38PY04l55pnHLbjgggXrjy7UcAQ22mgjt+qqq7oDDjjAGFvz5s3dWWed5aZMmeKQhr2Nv+FXaNiZvXv3tn7Rt0Avac5XO++8swtU0e60005rWKMxnpX0dz5zjMZ46w1qCme1888/3+Eke+6557rvv//e3XDDDQ1qq7EniQE3FsGI8wObsHv55ZdtD79rr712xFHJ3ITHM1IxLyUEc+PDmETi44xzDk5jCyywgHUxjP3+vklGAABAAElEQVQnn3xScpOfJOJcqD7xro0fP94NHTrUXXLJJS6w/5ozI1V+1l13XZtMFaov4etcf/311i/6BgOmXzj5BX4H4cOKtpzkdz5qjBYNqP8u3KRJEzd48GAX2Kcd2LHesWPHonRL1ZBigr1t27Zu4sSJ1hpez8cee6yFBTBrf/LJJ13Tpk1julL8zYwdO9Y+Jk888YQ1jsTLR4ePDSr0e++9N3FSJGq35ZZbzko/IuVCqAPBnQ/jhx9+6AgvGDJkiEnydoD+lSQCfCgffvhhK09Y7Bt44IEHjPmuuOKK6a7cfvvtNlFIbyjCQhLf+VxjtAgQRV6S7zMRLOPGjYvcn++NYsB5RHj27Nk2u8rjJfLa9MyZM40B5/UieWq81LHPEyxqtowR0Dtfeg9XDLj0npl6LASEgBAQAmWAgGzAZfAQdQtCQAgIASFQegiIAZfeM1OPhYAQEAJCoAwQEAMug4eoWxACQkAICIHSQ0AMuPSemXosBISAEBACZYCAGHAZPETdghAQAkJACJQeAmLApffM1GMhIASEgBAoAwTEgMvgIeoWhIAQEAJCoPQQEAMuvWemHgsBISAEhEAZICAGXAYPUbcgBISAEBACpYeAGHDpPTP1WAgIASEgBMoAATHgMniIugUhIASEgBAoPQTEgEvvmanHQkAICAEhUAYIiAGXwUPULQgBISAEhEDpISAGXHrPTD0WAkJACAiBMkBg3jK4h7K+hWnTprlZs2ZVu0cK0f/8889uoYUWanC94VQq5b755hu37LLLVmu7rivff/+9W3jhhd2CCy5Y11N0nBAoCQQmTJhQo5+863PPPXejxlyNRmvZwLj/888/XfPmzWs5cs7uXOPyr7/+ch9//LFr37693cecs+Jb8n1edNFFHd+upZdeOr7Gy7AlScAJf6hHHnmk22effdzRRx+d/vvhhx/clVde6d566y03depUd/rpp9tdvPLKK27IkCF1uqNff/3VdevWrU7HRh106qmnuhEjRkTt0jYhULII/PPPP+lxVlVV5fbee29bv/POO92ZZ57pGGP5psMOO8wu8dJLL7mbbrqpXpfLNi75XjBxv/TSS93mm2/ujjrqKMckPC7K7PO3337r9tprr7iaL9t2xIBL4NFefPHF7sknn0z/LbXUUu6YY45x66+/vhs9erQxYqTZZ555xo0dO9bNnDnT7ur3339348aNq3aHf/zxhx0PA86k7777Ln0u+7788kvHB+nvv/9277//vnvzzTfd7Nmzq52GJD59+nTb9n//9392jj8g6vpTpkxxr732mpsxY4Y/TL9CIDEIzDPPPOlxtskmm7gLLrjA1k866aR0H5GQJ02alF5nIepdZzsS52+//caiEefCnMaPH2/rMMEPP/zQMXYgxiDjmLG36aabukMPPdS28+/TTz91EydOTK/nGpfpg4KFxx57zA0dOtR99tlnbtiwYe7tt9+2PvFdgXxfWGZC778ffCPeeOMNN2bMmDSzpu9Iue+++256rOfqM21CSMN8o8Kkb4FzUkGH34iELsPkUC1BqHxRh5133nlup512ciNHjnRfffWVMVUGBQOadRjzPffc41ZYYQX3+eefu4ceesj98ssvbquttnJbbLGFe++992rc7bPPPmsfDGbJXLN79+7GeDl+gw02cOEB6U9mcPNhOP/8821gcg4flLvvvrvG9V999VU7bsstt7QZ+COPPOJWXnll35R+hUDiEbj88svduuuua0yN5R122CHyXYeRM27WXnttG3977rmnO/zww92uu+7qllxySXvv0W6dfPLJbs011zSGNmDAAGNSMDgm3BzHmL7kkkvc/vvvb+poxn+rVq1sW65xGQaScYYWDbWwp9NOO80dcMABpj3bbrvtbAzT58suu8wh+dNvJNjtt9/eGDbj9Prrr7fvDpP6jh07uhdffNEmKPPNN5+N/XCfe/fu7S/lTjzxRPfjjz/aJAN1+tVXX22TDL4Zlf4tEANOvybJXTj77LPdYostZh3ccccdXd++fdOdZWB/9NFHNrCZUcKAV111VYdKCCa4yCKLuOuuu84GNNLxvvvua4MOKRQpOkx77LGHDWxmxvfff78NWj4GqLgZpF988YXr2rVrnaRXrpl5fWbv7dq1cwcddJA78MAD62XbCvdTy0KgWAgw3o444gi33nrrGROBAUe96/Rvm222cYxdtEZMYGHASMMDBw50q6yyijvuuOMcTBhJGw3TbbfdZvtgUozN++67z27zgw8+MCaO5AoNHjzYGF5dxyWSb1iSpo2VVlrJmC7LUYREfvPNNxuj5VtBXz3BNFHHP/zww+65556z+8/ssz8WwYF+MwmAGPdIw3yz9C2QBOzfk0T/XnXVVcb46tpJVEgw2379+qVPadu2ranNkJqhddZZJ73PL+DUxewXOxfME7sXs1t+mRkz64XBo5aOIq9Gy3Z9ZsVXXHGFzaxpA3t1ixYtoprSNiGQSASWX35569cSSyxhzDTbuz5q1ChjwBzcpEkTN//887uvv/7azmUsQvhQsO3BBx+09datW9tv5j+OWWuttdKbDz74YGPqdR2XSNgvvPCC69y5c7oNJtMrrrhiet0v+DHMOtI5459xHx7zTD4gNHE4duUizFaYqI4//ng7jPHORFzfgn9Rkw0419tTAvtQG/nB4ZeReldffXVjmnfddZdDaubDwUBEDQzhwBVFzJRhkgsssIA5baCWnmuuuRwOIRdeeKHNvP31OJ+PCzNaCNUzlO36w4cPt9n+O++843r06GH2KDtB/4RAiSKQ7V1H+vUOW6hfJ0+e7JZZZhm7S7ypIcxBqHkZozA7z9wZb2HCFoyEDGH3ZTyj7s01LsPn77fffqbRwlTExOCQQw5xffr0Memb41Br+zGMZAqhbsYB7emnn3a77LJL+hvDvsz+ZdvGdqT7pk2b2mSb+0TqxRlM3wLQkQT8Lwol/J+XGcaHs8hmm21mtiLUW+ecc46poWGQOIigUu7UqZOpqlEnd+jQIXIgIQFjM0Z1BtEmKmlsUDhwYQvCxuwJO9S5555rtrCWLVumw5Kiro8TBqpxbFuoy2+//XbfjH6FQMkiEPWuzzvvvMZkYJY4Xt1yyy01xhuqbMxJOEbhlIhtFCJMaOedd7YxxzqSJuMPeywaKBgjauD+/ftnHZec5wnJlzG6++67mx2Y7wGSLuYlGHqvXr3c1ltv7dq0aWOhVpy322672aTg9ddfN+md4/jLRpl99sc1a9bMIbHzzWFSj08KoUnYmPUtCCYzwQONzxfdo67fgiLAYEIqRV2ESghJ2M+ysTmhWg4TNikYc30IpywGUzbKtj/q+jiDhR1CsrWp7UKglBCIetcZa0iYUVKjv7eo85jswrDC5BkgzN1TtnHn92f+hscejplIt3wrYMZcL9w23xX6xgSgLhTVZ38ebfFtyryncH/8sZX0KwZcSU9b9yoEhIAQEAKJQUA24MQ8CnVECAgBISAEKgkBMeBKetq6VyEgBISAEEgMAmLAiXkU6ogQEAJCQAhUEgJiwJX0tHWvQkAICAEhkBgExIAT8yjUESEgBISAEKgkBMSAK+lp616FgBAQAkIgMQiIASfmUagjQkAICAEhUEkIiAFX0tPWvQoBISAEhEBiEBADTsyjUEeEgBAQAkKgkhAQA66kp617FQJCQAgIgcQgIAacmEehjggBISAEhEAlISAGXElPW/cqBISAEBACiUFADDgxj0IdEQJCQAgIgUpCQAy4kp627lUICAEhIAQSg4AYcGIehToiBISAEBAClYSAGHAlPW3dqxAQAkJACCQGATHgxDwKdUQICAEhIAQqCQEx4Ep62rpXISAEhIAQSAwCYsCJeRTqiBAQAkJACFQSAmLAlfS0da9CQAgIASGQGATEgBPzKNQRISAEhIAQqCQExIAr6WnrXoWAEBACQiAxCIgBJ+ZRqCNCQAgIASFQSQiIAVfS09a9CgEhIASEQGIQEANOzKNQR4SAEBACQqCSEBADrqSnrXsVAkJACAiBxCAgBpyYR6GOCAEhIASEQCUhIAZcSU9b9yoEhIAQEAKJQUAMODGPQh0RAkJACAiBSkJADLiSnrbuVQgIASEgBBKDgBhwYh6FOiIEhIAQEAKVhIAYcCU9bd2rEBACQkAIJAYBMeDEPAp1RAgIASEgBCoJATHgSnraulchIASEgBBIDAJiwIl5FOqIEBACQkAIVBICYsCV9LR1r0JACAgBIZAYBMSAE/Mo1BEhIASEgBCoJATEgCvpaetehYAQEAJCIDEIiAEn5lGoI0JACAgBIVBJCIgBV9LT1r0KASEgBIRAYhAQA07Mo1BHhIAQEAJCoJIQEAOupKetexUCQkAICIHEICAGnJhHoY4IASEgBIRAJSEgBlxJT1v3KgSEgBAQAolBQAw4MY9CHRECQkAICIFKQkAMuJKetu5VCAgBISAEEoOAGHBiHoU6IgSEgBAQApWEgBhwEZ/2zz//7GbPnl3EHujSQkAICAEhUCwExICLgPwLL7zg2rVr51ZddVW33HLLufXXX9+NGTOmwT05/vjj3fnnn1+v8ydPnuzmmmsu988//9TrvIYcfPbZZ7s///zTTl1xxRUbda8Nub7OqUwEfvnlF3vHl112WRtnjLXWrVu7XXfd1U2dOrXBoGR7h1977TW37rrrNrjdESNGuDXXXLPB59f3xI022sgNGzasvqfp+BgREAOOEcy6NAUj2nPPPd1NN93kvvnmGzdt2jR3wAEH2EehLueX2jEw+PPOO8/93//9n3X99ddfd6uttlqp3Yb6W8IIMLmdMmWK/X344Yc26Tz99NMbfEd6hxsMnU7MQEAMOAOQfK/CiH777Tc3//zz26Xmnntud/TRR7ubb77Z/f3337bt1VdfdZ07d3bLLLOM+9///ud+//13237HHXeY1LzwwgvbTHvUqFE1ujt9+nS32267ucUWW8yttdZajrbqS/Txuuuuc+uss45Dejj33HPTDBS1OROIJZdc0u24447u/ffft+bHjh3rtthiC9esWTO3/PLLuyuvvNK277PPPvZLX77//nt34IEHui+//NK2vfLKK9bXFi1auF122cV99913tr1///5uwIABbrPNNrP72HfffaWqN2T0r7EING/e3MbWTz/9ZE2lUil3wQUXmGTMu37hhRc6tkFDhgxxbdq0cYsvvri98zNmzLDt4Xf4oYcech07dnRt27Z1Dz/8sO3n30UXXeRuuOGG9DrXYNINZRsr6YODhc8++8xtvPHGbpFFFrGx/sYbb4R32/JRRx3l7rvvvvT2Rx991PXq1cu+I4ceeqiNHcbipZdemj6mrguMTcYs3xG+J4zdX3/91bZ57GiL7xMY5MKR78Ill1zillpqKff000/nvH/aWnvtte15XHbZZW6rrbayLudqv673lMjjghsTFRiBQF2cmnfeeVPbbLNN6uqrr05NnDgx3YNvv/02tcQSS6Ruu+22VPDSpwImlwqYWSoYkKmmTZumRo8enfrxxx9Thx9+uJ3Piccdd1wqkDKtDY4/+OCDU7RDG4G6LN12eGHSpEl8ZVIB0w9vtuWBAwemVl999dRbb72VCtRiqUBdngomCLave/fuqUBit/avvfbaVFVVlW0PmHUqGDCpYJCmHnzwwdQ888yT+uGHH1LBR8uuQ38Cxp5aYYUVUgHTTgVMOLXoooumbr/99lQgnaQCRp2+n5NPPtkweOqppwwbrj948OAa/dQGIZALgWCyaO/eAw88kHruuedSvE+Mt4AJp4IPvZ0aTGpTq6yyio2rt99+2977N998MxX4ZqSCiW7qvffes3d4++23TwVM1c7x7/AXX3yRCphzKmC8qQ8++CAVqI9TjAMoPCZZP+aYY1IBc2fRjokaK4FknQqYuR2z++672/HBZD11zTXXpNu1nf/9Y3wz3j0FE+PUoEGDUvfcc09qk002se9HwOxTARNPff755/6w9O+GG26YGjp0aHrdLwRaOTsnmICkAi2dfU9OPPFE273ddtul7rzzTlueNWuWjeFg0p/KhiMHBmr/1NZbb5167LHHUsEkO+v9jx8/3sY9z4Z+B6a5VDCxsWvlat8OKNF/zFxERUAA5nbsscfaCxZIwakrrrjCenHvvfem1lhjjXSPYE58BPiYfPTRR7Y9mIEaU/aD1Q92GB5t8fJyPH9dunRJBSq4dHt+IRcD7tSpk7Xvj+XDsemmm6b++OMPmzh88skntguGGsxojYkH0rj9/vXXX6l3333XPl7jxo2zbTB6PmiQ/3hxv555s50PBMcFtrkUDJgJhqdglp0655xz/Kp+hUCdEPAMOPC1SPE333zz2Ued8eSpa9euqUA6S4+XQPOSOuOMM1KB1im10EILpViHafDue/Lv8I033mjjwm9nolwXBpxtrIQZ8N57750KJE8b+4EZJxWYrvxl0r9MbpnEBrbuFIw6kFZt0ssEGMYVSMR2H9xLFGVjwNxXIH2nMWFsdujQwZqAETIJh+6///7Utttua8vZcGQnDPiJJ56w4/iX7f6Z+MOoPd16661pBpyrfX98Kf5KBV1gvQQ2UVQ5wcvvgtm4mzBhgnvkkUfcaaedZmqnTz/91Pb5buE0gkoGVVTAnF0wW3fBYHDBIEurhf2xX331lTmdBC+rHcexwazSjRw50gUMzdTeqL5ZzkUBc3YBE04fwjL2avrapEkTuz47ceIKBqALpF2H6juYdZtquk+fPmZnQ5WdjbgGKjZPK6+8sqn6uA6EittTIPmn1fN+m36FQF0RwAyD2vedd94x8wf2YE9ff/21w+TBWOGP5YBBuwUWWMDUuwHDMTPMDjvs4BibYWJsrbfeeulNODXVheoyVoIJqgsms/YtwFkzrGr210A9jHo3YG4ukO5dMKF13pyz3377ucMOO8zUvsGE1gUTCH9arb98R7CVe0wY16idwQpTEeppvmGBZsF5E1M2HP3FcIDzlO3+MU2Fndg22GADf4pdO+o5pQ8o0YV5S7TfJdvt4cOHu4svvtiF7bc77bST2ZEY4AygZ555Jn1/fCz4cODRyQsP4w0kZIe9B6YdJhgzNlgGT6DGtl287Gzr1q2bw2YEYdPKRZz78ccfO/9BoT08P7GfzZw50wXqZLf00ktbE4EazG255ZYuUJmZzYwPFR+vQHpAu5L1MlwDr09PtBmo1l0gXdgmmLtICMSJAB7G2GIDE429361atXJ85APtTnpSCmNhkszkEWaAAxdj4ayzzjJfjeeffz7dJezDMD9PTFA94dsRZnqMQ8YM73hdxkpgorKxznhjEoDdOVD/1hi7MEBszxzvmSHXPemkk8x349lnn7V+ByYld8QRR/ju5fxFOICZc64nJsb0n3HJBJ/vGNEc3q6dDUd/PpN0KNf9c93A1GTH8S8cGVJb++mTSmxBEnCBHxjMCgcLwoYCFZkNdgZQoK61l54ZbWDndYGa13rGrI8XkReX0CWYL4yNF5UZcpiQbmkfByo+IDg14XFM23ws+KDwh2OGJ9oN/+EIhlRLeAL9Y1+gajLHFaRSPmI4p9AHwi6YqXvCYWLBBRe0c3Eco38MPBgybYWJa3A+Hzf6ihMaHwkmCyIhkC8EjjzySJtMnnLKKXaJQJ3qAj8Eh4MV7/T+++9vDoQ4HTHWkAZ5LwMbcI0u4SQY2IttPPO+h6VUHI4CM5O1yeTy5ZdftvNh8FDUWLEd//1jknDLLbfYhLxHjx42hqImtEzemcjSPtIpFNiA3V577WXMkn4jyWYj+hMe/ziI0jf6jiYAuuuuu4z5e40WjJ4JSWDeSo/XbDhmXjfX/Qc+MQ5nsxdffNFwD1TQ6dPr2n76hFJZCB6qqMAI4EiFkxOOWAFzSgUMMRXMJtO9wJaEw1Wglk3h9IAzFnaogHmaowf2LOyyOIngCOFtwDRA2zgtBQzX7K3Yt6LI24CD99Rsr/43UC+Z00kgyZqzSsuWLVPBByCFbRfCfoMNDBsTNuhAWrftwYfN7oM+Bh8xsyEFHyTbxz1wr9iwvf2MHYF3ptnZAvWU2b29owg24DPPPNPO5V/menqHFoRADgS8DTiQPqsdhZMVvhKBacbGTxAXbLbUlVZayZyasKdC+CkwNoNJrI0nnLSg8DuM3RJHrMCDOoXd1tuAA8ZtdtNAarTfgKGmnbCyjZWwDTjQeqUCL2Q7N9CKmYOjXTziX8AQzV7sdzFWd955Z+s79lccyLATZxI2YD/u/W8QkWGH4WDJN6h9+/bWD5wxPYEP3x6cvTzxHcqGI30IJtr+0FS2++cAHMvAnHPwA+H6UK727YAS/TcX/Q7AFxUBAbJgBS9WWl0c7gKSKPsyJcLA0cpUwai4chEqL9S8jVHlovYOHFfM7pt5LSQEr+b2++gv10P9nEnsw5abSdwn0nFtavHM87QuBOJEgPcTinpHGUvBRDTr5dD0IAHjp5FJ2c7NNVbCbSCZ0y4q5voSfSLvQOCoVd9T7XhU8dh+6zM2c+EY7kTU/aPCxw6MFg9Co3D99dentQdsq2v7HFsKVDQGzEsLE/G2gVIAS30UAkJACAiB/CCA+ht1ec+ePW3SH3hjuyAEy/IN5OeKxW+1oAwYaefUU09NB6zDgLEPYlPAJoO0JRICQkAICIHKRAC/FZy/0L7hD4P9vZypoAwYhyJysOIF7JktKpIgyNu8EQ866KByxlr3JgSEgBAQAkIgjUD9DQvpU+u/gCs7aQw986UFPHcDhwEXODjUv8H/zsBNX6bsBsOnE/OAAHZwPFFFtSOg8Vs7RjqisAjg40IsNemA80kFZcC4+JM7lDg4H5hNnCthLcSUNYSCtGgWkiPpuSHo6Zx8IUB4FkyYfNmi7Aho/GbHRnuKhwBJkrBJE26VTyooAyZrDFmfHn/8cUsWQVwZ8akw33Dmo/rcMJIvzJe4OZEQqCsCxB8Tk+iTjeB9SSKUIBWeeZzybhJbSdwz3t54lL700ktmk+KdrY2IrZRWpjaUghi4LOMXCQQPYGLfRUKg0AiQ+6AQVFAGzA2RTaW2VIhRNx4kO7cA88x9JHMg2YQYcCYyWs+GAIOLJAOol0hyQiYk/BPIFoYzIMtoa0jlR/YwEhsEsdaWoKR3796mcSE8jFkyaT4JNSGRiJhFNsTrv53QF7LCiYRAOSNQcAYcBSbqOmbCpE/LRpQKI+tLJgXJHUySydyudSGQDQE0LpSdg4liDjnkkEMs3IHtxDEHxSQsWxJxiZRVxFsfCZiybKT5Ixcuf2QsIzUozBwmjh8Dkm9QJccyJMGQOQ+ND+8vObWJBCC2kTzYpN6DyIyGNE6WMtG/CPAcGhPDLhyFQCkgkAgGXBeJmBlxuECAB5eUb1L1eTT0WxcEcATE8x7VMvHoOAWScxfGSypNkg9QdJ0JH6kLcRIiXA4iqQFMllzevHeoo0necPbZZ1tKQPJ14+lPexC1jGHInI/5hSQDXD/ImmTrXAdHxMmTJ5skTYpOkRAQApWBQO50SjFjgE2HDxJJ0EkMTiYo6Mknn6yWUzjmy6o5IVANgSDVnaPY9+mnn24MFC0KTPXcc891mDqCOqRu8803N/swiQHI1EVcIkTVF5gu0i7qZ2zF2CtRTRNSR95tJGuffYgctsS+43RI20jEVH7CbwG7MwyYSSR5hcV85zwmMA1Sk87ZoCUhUIYIFJQBU06PDw2qPexve+yxR42CAmWIsW4pYQjwcce7EQYM44QBnnPOOVZdioTwVH1C7dyvXz9jvFSCoiQbUjOJ71FDIzlD2H6PP/54W4bRwpyDfLrGiGG2+CbAaLET4/BFKlGcu0i0j+oZGzSSNEnokZ5F/yKAxivIzSw4hEBZI1BQFTT1Mw844ABLM4bKDokDRxecX0RCoFAIYH9FyiUNqrczUvEFCRZ1MASDDq/DVL26mupVnigT5wkpmfao4gLzRfWMjRhbMRIvTkVIxNifUXtzDF7XbKOUJKUdmZSKnOHon43wEALlikBBJWCcWFA9U8ILggkjfeQ71qpcH57uq+EIkNw+8wPvma9vNXPdJ5AJqtT4Q6xUG9IyBFPnfUaCxsyCqpu4d+zBMFdU1tiXCfAnpOnYY4+1JDRB5SfHX5iZpy+Q8AWfHD/h3VT3hEAiESioBEyR56FDh1arDUvIR1DCKy15JBIldUoIhBCgVqonwpU8YVpBvYykHJSpc0HJNnPI8vv5xSMaj2f2QThlYW9mMuAZue1I4D9s4d5vg+5h/0Z79fTTT9v9+HuKo+uKA44Dxca1QeZC6pJjNmTCyjNBeMLj3/s4MBbI4RCUaDSNTn1i5RvXu/I4e27UbHw4CkXY02C4YUIikOotjIiWk4wA77An7x3N+mKLLWabvaTsj8n8zWRUqMKTzny5h6B+szmTUfg9qP1qYVmYlVjGvyMXYQN/9dVXa/zheU7R+0ySDTgTkfytwwNuv/12d/nll5uWhivhn4DPA9qboB63ZYUiIoAoAcyGEL4PPFd8JXBOJFaeCRp+FTjcimpHYF5efmxS2K2oSsSsNhsFRZobnLEqW5vaLgRKDQFsu57CIXDhZb+/nH4vuugiFxRKdy+++KJJ+KjbcSzDgaw2ospNVLpZvMBR1WcSGoFME0HmMVpvPAK8s0i4nTt3Tv+SeAZ/hkMPPdThlIijIYyXcDwYM+eg5Zk2bZo5Ffbt29ecavFpCMfKM1ET5UagmgoaBpvrI8KsVCQEKh0BmIknpAdPhDKVO2HT7tq1q3l3e0moLvfcsWNHx18moebM9c3JPF7r1RGgZi6+BWhQ8OT/9ttvzS/h+eefN20DjJLtTJKeeeYZOxk/HHLwk/UNXwX+FllkEXfDDTeYCWXAgAGWLAbHQyZIePEzGSLenckXOc7xZSAigPeBkD6kZK8N8rHy1XuqtSgEqjFgEhNAPDRiI1EVk24P/T9Aa0YaBaG2VRoCxOv6rG149VNMBEKKqATCYxtbNs6T+aoWIxtw3d4kGOvgwYPTJgxMATBKmCCFLiZOnGh+CMShE3UyadIk88gnyQwZCFu2bOmeeuopSwrDFVnmmcJMEciQfEkSQ/gcMe6898ccc4ypmpFwu3TpYvuRjMOx8sTPi2pHINILGpX0fffdZw/loYceslR7qB9EQkAIOIeE4MkzX9ZxwKoUws5NXe/hw4fn5ZZlA64brDhJnXbaaeZZj3Nf+/btLWMgEirmAcwExKfjZ0ABEgqOILGS9hSBC6ZMXPsZZ5xhzJnj0EogbPm86DBrngc8gNh5GDzx7mg0zjvvPEdYHuF04Vh5GLOodgSqScD+cGZVzHB79uxpqoW2bdtaGIXfr18hUMkIZJP6mjRpkhhY8E7lA/zEE0+4d955x0KeCI8qFYIBSONW+9PiWw3THDZsmCVyGTRokHmk48uD5pJQN/KZ4+tD7nGkVBgw2po11ljDVMlcBaGLP+8MCHO+++67LXe5dyrEFhyOjYc/hNfDsfK191xHgECkBIxTBA+NhPM8KJYZzCIhIASc2UA9Dv7jxDqSQxKIUJATTjjBnGQwHTExYF1UXgjAZDGBEB6GHRiJlOxhlNCk6hzPnXeBmtSompGOt99+e3OGwyGO/RQJgVA501bYCZcJUPj95rjM2PjM9czjOUeUHYFIBkxsLg8CbzgeAsxXYULZQdSeykIA5xNP+Et4Ci/7bcX4pX9IM2ixKPyAlyphIqVE2ICVCzr3E0NaJYELMec4xFFvHamWMDe0NHgp48WMIxWMmbAiQslgttddd5177rnnTILlKqihw+aU3FfW3rgQqKaC9vZe3zjqK/4gYvi22GILv0u/QqBiESD5RJKztxGnjPqQ4g/XXHONQy1JAYhSImyOqgdc+xOjFjp/nrDbZlKm9uP8889PHyI1fxqKoixUY8C4o2fzXqPCi0gICAFn9YOTjAMVx3DI2WqrrazuMLmocZgqJYIxiDnk/4lRn9oT336ctESFQ6AaAyZVJH8Y9nE3x5OOGD0M7WQ9UcHwwj0YXSm5CMDckkjvvfeeQ4sVJrIUQWwnsYJICIQR4BvvSczXI1G430gbMF5y2BaI96NWL4Z7GLNICAgBZ2n7onDA67SYROwnUkzUH3GgpUSyARfmaXk1P85TlRRGVxh0a79K5BcDgzxJ4keNGmUZU7AhkHEFI79ICFQ6AkxIoyiszovan+9tONpkq6Fb7L7V995lA64vYg073jvn4UBIURBRYRGIZMA4W6FyJq8nIUhUuiglJw68+cgIg3qFBPmo3zLd5QsLs65WTggkPXUi0iOlDcl6RDQDzJcYUByzSoVkAy7MkyIUiRzOouIgEMmAcVcn5yfZTQgFgJERI1YKRL/5+Pz2228W53bwwQdb4DkqdZEQiAMBJnfdu3ePo6m8tAGjxV+DsnHEfpJ8IWzry8tF1WhJIqD3oriPLdIGTGYVmC9EID/px0jWXQo0ZswYS6E5duxYC53Cnk04hkgIxIVAkpkv98jkE3Vip06dLKc7k1CS6pQSyQZcmKeVdG1OYVAo3lUiJeA+ffqkK2fQNRgyCbhJPZZ0IgMM/WTWj/rtn3/+Ufxy0h+a+hcrAvhv4LcxdOhQ+6Vguq9UE+uF8tiYbMB5BDdL02TMInmLqHAIRErAF1xwgaU2I73Z008/bQwsHOwdV/dgjszW4yQShzB7ppIToVRki6FSh0gIxIUA+XWTTNh7L7nkEku2zy/l5EoxDtjnJU4y1uXUNzHfwj/NSAmYElT8Qaie99tvP0v23dhQJFKmrbXWWmabuummm8w2yzXIN02i7zhm6cRC7r777lZEAs8+ik3jTCYSAnEhQHapJBM2aibRYSJ2+frrrw9v0rIQEAJFRiCSATOAqQcM4UH57LPPOtTSjSVc3tsGlZVmzZpl6fFgluQtpSQWH4fMlGkNuR6FJB577DHLbUqBdK4RTjDekDZ1jhAoJQSYcJIuEyKkEMkGrVApEf2dMWOGa9euXSl1W30tIQQ+/PBD0/QiZO6zzz7pSlCFvIVIFTSJvH0wPxU2KMxMeru4iNn42muvbUWjUTNheyBxeByE2pnMXaiiUT3jYn/UUUfF0bTaEAKGQNI96kmqwEeFP8rKHXTQQXmr25uvVwIbcLaY5nxdU+1WDgKvvfaa23bbbU0ApJ7xxhtv7IpRTKWaBMyHBekxivCGPuKII6J21Xkb2XgIcWJg4aVMjUpmukceeaRDJR0HeS/o8ePHm3151113NQk7jrbVhhAAgUz1btJQefvtt9PjGO0P2qx8+HDk874VB5xPdNX2cccdZ1keCcM6++yzrd49Qtsuu+xSUHBqMGCqaaAOxosYpouj1EUXXWSJ3RvbMwo280eCgPfff981bdrUJN8777zTrb766o1t3s7HC/rwww9306dPt3Wq1nTt2jWWttWIECgFBEg+gwbLU5cuXSyznV/XrxCodATQsBCqh7Z09uzZbtVVV7VkNYXGpRoD9s5XlB684447TH1Fh/bff3/LfxvXzB87LX9Q8+bN3RVXXGHe1qiPsxEFpMNltPxxJBDHscsT8Y4wX0KnAJjz2EbRalV08ijptzEIMGEk2UtSieQb/JUyyQZcyk8v+X2HL8AjvvnmG9MWUU/53XffNVtwIXtfjQH7C++www5mN+rRo4ebOXOmieeXX3653x37b69evWptk9hG/jIJaTccTD5s2DCHDYwiEkwoSChy6qmnupdeeqng6oXMvmq9PBBIKvMdPnx41jrFG2ywgbvllltK5gEoDrhkHlVJdtQnm9poo43MFwkhDtNNoSmSAaN6xhHr+eefdwsttJAV9aaj+SI8oeMiQpmQdjGwY//yNUX9b1zXUTtCIGkIMHHG3EL936uuuso0Rssuu6zlgKZSUimRbMCl9LRKr69ULqP6E5LwuHHjrFRnMdItRzJg4MQYXWiDdByP8dJLL7WC6T70yEvHFJgQCYE4EMB3gVC6pBEfFTyf33rrLcvdvsYaa1gX0RLtvPPOiVabJw1L9ae8EWjTpo1FyZAvHV7BBLUYKWarMeD77rvPPJSZEWTmT0aVu9VWWzXqqaDGRhUcRai7SfjRWOrdu7c1QZUPVNGooQlx4gOkepeNRVfng0ASmW/4yTBOYbrfffedQ5V7zz33lJwjomzA4Seq5bgRYBIN+TKdmFqLoSWtxoBJksGAXXHFFY15hW8a7+LGEiI++WlxtiJVZJhatmwZXm30MhMGYoyZ3Tz66KOqBtNoRNVAFAJew1KMwRvVH7ZRCYnMcj6hDhPbPffcM9vhidwuG3AiH0vZdIoETWiMRowYYU66ffv2dWeccUbBsyZWY8DkkIWwGyE5wiSvvvpq62gccYRLLbWUu+uuu1y/fv0cEm8+iGxaeEvDdMNE/LFICMSNQJIY7zvvvGN5n1GvkVwAQiXNdrLCNTaOP27scrUnG3AudLQvDgSQfr1vE8IaHtGFpmoM2F/8wgsvtBR2xOtSzJ50cIQlHRyUNWsswcgffPDBxjaT9fwhQ4ZE7kP9nFTv1cgOa6MQqCcCZL1C44P0uN5661U7m4pI+aIkagHyda9qt7wQWH/99c1pkXETRy2C+qITmYryjTfecOedd57Nok8++WR3/PHH17AJ1/dChToe2xHEbIYPw6233mrr5LMWCYFyRgATElosMs0RZ7/XXntZsptPPvmkWqx8QzEgNzMpaVu1amXSNAkMIHxH+F7kItL8EZ2Q+UciBJL9ZBLj+PPPP8/crHUhECsCaIdgvhBaokJTJANm8F555ZWmG6dSEcteVC90B+t7vZVXXtlOIYwKNRYB1hDrIiFQCQjg6IgpBudDQgpxSIyj0Ak2ZaqLTZgwwcbTHnvsUef8uW+++ablFiAvdfgPzRTOYpmEFK9c0JmoaD2fCHhNTj6vkdl2JAPu37+/zQoGDx5sXmIwXwZbKRBSQBTddtttUZu1TQjUG4FsA5Vc50kgHEswI1EFCecrHEyoRNZYIr96p06djKGTPxdpmwluNjzC19tkk03cI488UuNvm222MZ+T8LEsM3lWPeBMVLQeNwJEyngqhj9HJANGLURRA7wnCUm6//77rTSY72iSfxnkEPlwkeTxdIMyva5to/4JgQYgkG2gTpkypQGtxX8KUQx33323u/HGG23iPGjQIOc1Q425GmUOceRCmoVgwjhWkm9dJARKEYFwBSSvii7kfUQyYEIYCBmisD3hRzBi7DylRGQCmjhxYjqcqhjglhJe6mvDEED6q4sE2LDWG3YWdlqkU3w3KCfKR+biiy9uWGOhs6qqqiyMMOysgrbsnHPOia2Yir+cbMAeCf3mE4FweuNijONIBozThg9J4uZXWGGFkomjJbMJhMc2kop3FKHkoUgIxI0A71g2iTjua9W1PfqDAxPFU8iNTl501MdxENJ1pjaJCXrcJirZgON4WmqjNgRIRVlMimTA2HWwHVFHlMovZJcqlRAeKjlF0VNPPRW1WduEQL0R8J719T6xQCeMHDnSJgXeMxlt0IABAwp09XguwyRCNuB4sFQryUUgkgFTxu+mm26y1JOU8KNQcevWrZN7FxE969atm6kGfQIRPDdFQiAOBLxnfRxt5aONjz/+2G288cZpyRwz0h9//JGPS6lNISAEGoFAZCIOyjJR0JvUXKVKqN2SphosVSzV7+wIeLtRkt61ffbZx2GKoRgDTog4UcaRRCc7CvHvUS7o+DFVi8lDIFICJpVjXDajQt8ylWCiqNi6/qg+aVvpIwDjTRLzBVHSTz733HOO0B/i33HAwjGrlEg24FJ6WqXb12KP3UgJmGoq2Hz59bV68Raj1mjSKVvCEPrvpZWk34P6l2wEYA4//PBDYjv55ZdfWhx/r169EtvH2jqWxIlNbX3W/tJDoNg8IZIBk0c2U/0cd7WifD8qbL/YwgiZIK5ZJATiQiDMfBnAqHp515JCvhADVcdEQkAIJBeBSAbcpUuX5Pa4jj0bO3asHSnmW0fAdFiDEfBaogY3EPOJOGDtv//+VnCcAg0QoYQ9e/aM+Ur5a0424Pxhq5aTg0AkA05O9+rfEyQSr9f3v7RSbFVD/e9EZ5QCAuF3LCn9pfIRqSjDRMaqUiLU/C1atCilLquvQqDeCJQdA872QWS7mHC93w+dEIFAeJIXsbvomygfyl8pE+M121gu5ftS34VAGIFqDPjMM890jz32WHh/epmqKqVU0JuOJ/1DmQZXCyWFQJgx6B0rqUenzgqBRCFQLQwJBvz6669b7ucdd9zRUtjBkKmAgkd0nER+2qg6oHFeQ20JgUIgIM1K/CgrF3T8mKrF5CFQjQEvuOCCFkNIOkfqhy677LKuTZs25tBx++23N7r3f//9t+vTp4/V+ezQoYPjDw9SctaGq1I05kKk3fMUllQoLCESAnEjkCRV6fDhw91aa60V+VdKDlg8I8UBx/2mqr0kIlBNBe07uMMOO1jR7B49eriZM2c6aulefvnlfneDf6+88ko7lxKHvg4jXsonnniiVVmhUHdjiQowUfTAAw9EbdY2IVBvBLKpnYstCTNuidUfPXq0YyJKQh0m0ZQmXHTRRet9n8U8IUkTm2LioGuXNwLVJGB/q9h7Dz/8cIck/Nlnn7lrrrnGsur4/Q39/eabbxw1RT3zpZ3555/f7bzzzi7ftVTD0nBD+6/zhAAIhN+l9u3bp0EJb09vLOACaSfJgkU2OMqJ/n97VwLvU7X91yUVKkNPisQzZwgPyZgpKVOJ8Hrh0ZOeBv9KSRkSGV6J1zPFe16GTImeovSEzDOZQyEPUaaMKee/v8vdP+d37jn397v3d87vd869a/lcvzPss/Y633P2WXutvfda8C7lyZOH2zKUsJAgIAj4CwFbC/jYsWM0ffp0WrJkCf9ibBhpzfSawvTeAtYmQrnDHVyoUCFmA8U7adIk8iJUpJOlkl755TpBwIrArl27+FCila9ZLszXQAf6yJEj7MqdNm1aIKLYme9B1gGb0ZDtjIqArQU8btw47kFDUSKTCvJ9zpgxI2YMEGFrzpw53CvfsmULbd68mUNdQvli7aLb5KePotv3Jvz8g4Df3rM//OEPhDa8f/9+7kSj/b788sv+ASwKSWQMOAqQpEjgEbC1gHfs2EGII6tz6CKKDnKMukFQ6Oidp5UOHDhAq1atSnEZ4t5GY5knenwuheByILAImD0rZuXrp3cMSrhixYp0/vx5ypEjR+CwBq5mbAN3AyKwIBAFArYWMPKdtm7dmrZu3UoTJ06kZ555hpMzRMEvXUWGDRsWMWE4JmshBq/178KFC1EtZ5LGnK5HIxelAQE/vWM9evTgMWAMHWFJ4bp169JwJ1JUEBAE4oGArQVct25dTmOGPKJYmvTpp5/S7bff7pk80WRtKV68OOHPSpjx6SfLwyqf7Gc8BMyK1mwN++VO4a2CjP3796eTJ0/yjOg+ffrwPA6/yBhJDhkDjoSQnM8ICNhawGPHjuV1uciIhIwqsDqxFMkrQjB7LwLai2L26okJXzMCfnvPkJkJCRl0RwHDPhcvXjSL7PttGQP2/SMSAV1AwNYCxqSoMWPG0JAhQ6hRo0Z06tQpV5YJYS3xokWLbMXGmmNMFnGT9AfITZ7CSxAwI+DHd6xt27ZUp04ddkFjaRI8WR07djSL7ftt4OpHbH0PnAgYKARsFTDuALOVsZbwu+++o1KlSrlyU+D3wQcfsFVdqVKlMJ5e5xv2m5USdvOyExgEDBVC9bJa3nPnrbcRcvUY6p+eGuiXdwxrgb/44gv66KOPeCY05nBgUpaQICAI+AsBRwWMmcULFizgMJRQxtWqVYtZcqREmzx5MvXu3Ztg8caT0Jv2ywcynvctdUVGwFAT/Oj4cfV3gujECTJOnORf7Bs4rvfVObqoyubNQ89SVjqulO82VsCXI1cSxxKLFy9Wt3GCVzLoaqGE3333Xb3r+18ZA/b9IxIBXUDAVgE3aNCA4Lq67rrreP1vr169eD2wC/VRmTJlaNasWW6wEh6CgCMCBsY81dwFrTyNZOWKfQOKFPusXNXvr7+xUlUJaIny5KYkFT0Kv3RHIcpS8S61nbyvfpPUfAWzaxSdummqcwfySydv+/btvKoAQUJ69uzJsmFFQ5BI8gEH6WmJrOlFwFYBm9MOZsmShQYPHpxe/gm9Dh9H88cyocJI5TEjYKg1rVeU5hULNaRUYalCqWpLFcr1srJKb4ZCvaI8k5KVKxUpTFkqVVAKV51TlizOJ8W4TtaP7xnirmMdP5YUjh49OmbsrQyQPAXfhqxZs1pPubKPditt1xUohYmPEQhTwIh2VaxYMUKyhK+//jpM7Pvuu8/1lIRhFXiwIw3YA1BdZmmcPasUZ7LyVBZpyP0LS9XkFmaLVX3wtdJkS1Ur1eLFKAssVm2pquNJ2bO7LKk9O7++Y1CMULxDhw7ldcDwaMVKyGYGi3r27NnMCgoYXjJM+kKkLXOM91jrkusFgcyAQFirLFKkCMeOLVq0aIrGhKUMQSYZ/43f0zPOnLmiVM2WafJYashS1co1m3oFWXEqa1RZpCH3L5Rq3ipXLFUoVyhV9bH3AzlZvH55xzDMkxedE0UvvfQSFS5c2JVY67FkM8PKCmRnshLc5Ig1b6bly5fzxE+MY5coUYKwX7NmzVAR2XcXDzwXzMu5USGMmGnPq33jf/8jFeFIzTI0aPnu3VRTRUOkywZ7lpbv30c1C6q4EPAyqb/lhw9TzXz5uCzv/3iMauZW7VmfP32aasDLlLy/QgVPqnFNtivlVR0rjN+oBqZR6PNZs1ANzLXQ+9mvpxpnVEcd8qhjK3LfRDV+VHMzlGy8n+9mqnH46NXyBW+lGvsPXtlXZVYUKUQ19nxHBvgpHitLlaABag4H1uDuV3M4bn/jdb5/tcuE9ytelLR3715j4MCB9M9//pMbwty5c23rRhIFs2vatlACDiKsJT5848ePD9VuZ5X45eMYEjJgG4ZKS8mWqp1STVau+jxdd+0VpapdvFCwoe1kSxX7UKoqG1YQKdI7huhuUB7NmjWL2+0h2hVCsyKHt7ZSdeXoVMfafpEjHBHyatSoodnyLyZrrlmzJoUiDSvksGPXflEU7RV/sLKFvEPA/B4/r5RSZUoipeboj5gkC+xT+8PcB6Us1VhBquWSwIPLquEK83aK62z46Ot0WQx56G2rbLos16FuwlKW5Ui+prrq0EHnn1J/3yglrEnrCaT2xMRjBLDxksIsYPRE4UoaNWoUnVa9Fijd31SP4c033wyM+9n8QpmBw3ENrvl4Zt421Ppu7f4NTUxKdgeH9rVyVb1QtlSV4rxipSYr1TJ3KktVbZvdv9lU7zYDk1/fMaxcuKx6+ZjAhMQnZnIj2Uk8s5kBYyeczfcl2+4hMIxV7xV+j0/+t3uMfchptUnpJlK8MAWMsJP4Qx7g999/P5TkAA1vwoQJNGDAgETKKnVHgQArVe3u1coTStVsueox15zKLZSsOFmpakWqkrjzmCrcmMnHklwYQ4xC/MAVQafOL4oC2cWceuxVq1alunXrxoSvzmb2ySefELKZQdnD2vYqm1lMwsrFgkAAEAhTwFpemN8dOnTgtbo/K9cjwlAiilXQyE8fx/Rix1a7iucbslTtlCpm/UKpnlQW7Q052bUbNkkJShZLaljZwlpNHlP1aAZreu9VrosNAbTb+vXrE+KjDx8+nMdcC6rO1JQpU+imm26KjXny1enNZpbWymUdcFoRk/JBRMBWAVepUoVy5crFKQiRyuzvf/+7K4E44g2QXywT633zZAAoVW2paovUbv/UaaKb1PQIbanCKtUzfrGkBse15ZpbrWEVpWqF29N9P71jmOmMKFirV6/mKHblypXje8c4a/PmzT3NaOY2yLIO2G1EhZ8fEbBVwJgV169fv7hHq/ISIK/Hfw3M0NOWqnb3astUL6nR61RPqwlNuZRFkqxMQzN/sV+saLKlesVKJShVTBwQ8g0CTp4Vr9+xaAFo2LAh59w+okJmQpFNmzaNLeNor/dDOXRs/NS58QMmIkPGQ8BWAaMBt2/fnide6SxFiI4F95bfyenjmB65WamaXL6hiUnJFmsoTCHKYJp87lxXLFVlkYbGVNXEGCpRXE1UMlmuUKqYsScUWASs75lflC8ARdzncePG0fTp0zmnN5KcYPaykCAgCPgLAVsFjMkWSEVoJq+TJZjrimXbSbHhOD6ShgomEFouoxTn1cAPNhOVzp676u5Vbt+QUr3lFqJSJa8qVaVck5TLXijzIGB9z/T75QcEsBQJY77IZhZUkjHgoD45kTstCNgq4Fq1aqXggSg4QaOWak1bWbXcWjlzVeYatb6t2cNE5y9cUaqwSLWlijHVW28lwpKa5LFWjLmKUg3aE4+PvFblq2v1ixLWa4CRyzuoJGPAQX1yIndaELBVwCtXruSUgSfVmCasxl9Utpju3bsTMqoEiWZMnUYN2rUlNd2JM9d0+GAiJalJKkKCgFsIaNezk1J2q5608Lnnnns4i9k333wTWkr4exXJ6IknnkgLm4SWBZ5+wjShYEjlGRYBWwWM+LEIyoHoUm+//Tb/WaPfBAGRa9q1CRNTlG8YHLLjAgJ+VBIIuoHodmZCkA4hQUAQ8BcCtgr4okrlhklXa9eupe+//54Qgm7MmDEpouv461ZEGkEgPgjA6rVTvNoajo8UzrXkUcMnyLu9f/9+DpaB4aO7776bGjVq5HyRz87IGLDPHoiI4wkCtgq4Xr167HJu2bIlIQA73FfFixf3RAC3mfr94+j2/Qq/xCBgfc/8onyBBgJvYCZ0nTp1qGTJkhxWFsNJQSIZAw7S0xJZ04uA7QLT559/nqB8kYIQf3BfPf744+mtI+HX+enjmHAwRADXEMB7pf9cY+oCo3PnznHYyerVq/MypI4dO9KSJUtc4Bw/FvAwSCKG+OEtNSUGAVsLGLlEoXhBSMjgFSHRA9zdiLblFtm5BnFMlLBbCAsfIGD3nvnlHcPwEYaNPvjgA/7FmDDy9goJAoKAvxAIs4Ax8apChQq2f2PHjo1Z8nfffZcTPYAR+ME9Vr58eQ76AUXsJdl9ML2sT3hnXASc3iWn4/FGAuO9gwcPZs8VfrEueNCgQfEWI6b6MAa8W+WhFRIEMjICKRTwsmXLCJFzmjZtSvPmzSPkB4YrC9GxYqX/qSTPp1QKvLNnz9J7771HGzdu5EaGMWakQBQSBIKGgF+sXitutWvXppw5c/LEK6xqQBsLEmEMuFixYkESWWQVBNKMQJgCRipCBHNHOkK4sJBJBenGdDrCNHN3uODMmTNUsWJFjtaDcR4o+6NHjzqUlsOCgCAQDQIff/yxrfcKXq0grQHGvcKbIGPA0Tx1KRNkBGzHgL1KR1ioUCHCBC/0bLdv304HDx4kuJq6du3KLukgAymyZ04E/OJ2BvrxSEeYOZ+y3HVmQCAR3ixbBYyJVwUKFKD//ve/PEHKrXSE3bp1I/xhfeKmTZvYRQbLd+LEiVS2bFlPn3EiwPX0hoR5whDAu2SneBP9jmWkdISyDjhhr3emqDjRbVWDbKuA161bR2+99RYdO3aMZw/PmTOHw1C6FYqycOHChD8QggZEQ4sWLaIBAwakKLpjxw666667QsftPo5+ATskpGwEHgHre+andywjpCOUdcCBbyJyA1EgYKuA+/fvT3379uWF/HocBkuTvKJhw4axok8teDyCg9x7770pROjSpUuKY376GKYQTg5kGAT8+p5lhHSE8DDYeRkyzMsjNyIIKARsFTBSmSHylZdrBy9dusSTLKDY7ZSo3dPRnQHzOTRSv34IzXLKtiAQLwROqHzVr7/+Ou3atYtDUWIo6T//+Q9NmjQpXiJIPYKAIBAFArYKGCHs8PfAAw9QXqTtUwS3VqxLkRCTtmfPnqTTpUGhQsm3bduWXn755SjEja6I629JCAAAHnRJREFUtecsCjo63KRUxkBgwoQJVKlSJQ7Ece211/JNWduE3+9UxoD9/oREPjcQsFXA5cqV4zFgcwW33XabeTdd24grDdq5cydly5aNt5HqEDOjEbWnQ4cOfCyW/+w+NGIlx4KoXGuHgN175peOHjxY6DhjHXBQScaAg/rkRO60IGCrgO1SD8J6jZUOHTpErVu3Dilf8EMPvXnz5rRmzZpY2ad6vSjhVOGRk2lAwE754nK/vGNYY//QQw/R/PnzQwE4ihYtGvVQTxqg8KwosHTC2bNKhbEgEGcEbBXwypUrCROikEEFvXpYqd27d+eZ0LHIh4AeWOL0yCOPENYEg5DuEGNTCxcujIW1XCsIJAQBtA+/KYrcuXNzDm8zIIgH7RVpy99vOHh1v8JXEHALgbBIWJopQtchLnTp0qU5HCXGgu2sYl0+2t/KlSsTljRh6dGWLVto8+bNdMMNN7Dy9fIDEa18Uk4QyAgIYAJlmzZtwv4QmjJWwuSudu3a0a233kpPPvkknT9/nlnOmDGDsHLCTZJY0G6iKbz8ioCtBYzECMiosnbtWrZQEZZyzJgxBAUaK2Es+S9/+UusbOR6QcAXCPjR6oPyat++PQe8uXz5MmH4CAkakCc4Fpo+fTovBfzXv/5F6KS3atWKO9Sx8HS6VsaAnZCR4xkJAVsFjDW3cDkjJzAmTiGQO3rVQaZoA34E+R5F9vgg4OR21q7Y+EjhXAsULdYCYyUDMo6dPn2ah5Ocr4juzJ49ezgvePbs2TlOAJY6de7cmR588MHoGKShFDo2fuzcpOEWpKggEBEBWxc0ep+YxIGcwPjDhwWJGoJATh/B48ePB0F8kTEgCFjfM+t+Im/j3LlzVLduXc5itnXrVurYsSMtWbIkZpHQIYfredWqVcwLwXry589Pffr0ich76dKl1KJFixR/CxYsIGRJExIEMiMCYRYwxmV79+7NrucqVarQ6NGjGZN9+/YFygLGx9Dce/bTxzEzvmQZ9Z79+l5h+AjDRljah1/Mr3AjqA7mgYAnUopq+tvf/sZrjvV6Y33c+ouUpnaBQHAMMaytJOuArYjIfkZEIOzNL1++PE+mQPIFJE3Q4SeRorBIkSKBun+/fhwDBaIIG0gEMN47ePBg+t3vfse/iIQ1aNAgV+4Fy5mshPzhkQhKFuuTrYRJmHZtVcaArUjJfkZEIIULGokNxo8fz71abKPBYQzYbFFmRCDkngSBjILAsmXL2DWMQByNGjViJYyMY27Tq6++SpMnT3abLfPD98Yu9KwnlQlTQSBBCIRZwFjv+/TTT/P4EQJmNG3alHbv3s0TOZDs2w03VoLuU6oVBDI8Ahj7xaQo5NqGZZkvXz6+5zNnzkSddSzDgyQ3KAj4CIEwBfz222+z2xmTJaZOnUq5cuWib7/9lvr160eIL9u1a1cfiS6iCAKCgBmBHDlycMpOdJaxVhchZaGUsQLAiyEk5PAuWLCgWQTXtmUM2DUohZGPEQhzQWN2I3L+wnU1b948XnQP2WvVqsW9ah/fh4gmCAgCCoG5c+fSkSNHCOOyH374IT366KP08MMPezLTGHXYpQh140FgDLhYsWJusBIegoBvEQhTwJi0cfDgQUIgDowjYQkSCLOjCxcu7NubEMEEAUGAaMWKFTRz5kzuRO/fv58w7ouUhKNGjaJevXoFCiIZAw7U4xJh04lAmAJGnOYnnniCw04i5BzGkbAUCQ0YY8JCgoAg4F8EVq9eTY899hjHWUciBgwlIWhGzZo1xYPl38cmkmViBMIUMFzQWH4Ey/eOO+6gf/zjH4RGjSQKSOj9888/Z2Ko5NYFAX8joD1YkPKTTz7hLGPYRjCOoHmwJBY0nlx8KdJa7vhKkzlq40lYeh0e4jTrbX37zZo105uhdcGhAz7dsC6Zst6TT8UWsQSBmBBAWs8hQ4YQsplhRQPGZ7EGGGFlEbs5SOSHdcCXLl2iHTt2UKlSpdK1AuTs2bP8HMxhcBGRz2lNtNPzQdIL/CHLFcb3CxQo4FQ0puN4Z4Tii0AWvOhYaoTg7V9//TXPmoQihtsKaQPNf5hl6XeyKl/Ia3fM7/ch8gkCaUUAqxbWrVtHiE715ZdfhiJMIXmCF/Ga0ypfWsonegx45MiRHE8bK0OQSWrgwIFpEZ/Lfvrpp7wG23zhG2+8wStKzMcibaMThbjbyEaFYUInwhK0tJJeWoo1188//3xaL5fyMSJwDRrtV199xZlTsORo79697G7GL5YwYCYignEgik2nTp1irC5+l2urV5Rv/DCXmhKPAGK2I4yspoYNG+pN+Y0SAcSnxgS2DRs2ULZs2QiW8D333MPGCFK0grZt28YBisxGCYboENdalzFX99NPP9GFCxcob968HKEM55ALHWF+sVzMbCXr66BwkQDjt99+40OwgJEcB4QMV2vWrOHvMq6HZfz555/zslF8r3EeQw+os0KFCjwX4PDhw1x+586dXB/K3X777fzNR9asYcOGMW/939GjR5mPVxa3ricz/7ILGkoK6wTxV79+/RAemP2MNYWYWYmXIEgKWBRv6DHKhkcImN8x3eHzqKpMx9a8DthQysH4ZN5VDLJmpSxNHgjtR30++/WU5b7IHRJMYMNyTChfEH7hWcDzhpsW2eIqVqzInkNMTkV6VcRJgNIuU6YMffPNNzRr1qyQfPAwYlIrooa1bduWlSCUJaxhxO1+6qmnOK2jOePc4sWLeT4OvscLFy7keTlQ4rge83IwTwchRzHbHWP/yNkOlzeWj4IfZKxatSohCAuGJJB7HTmboXwRchgekgEDBoS8g+CBrFklSpTgzgWsYbjLoZjRORgxYkTofmTDPQRYAdux27hxIyf0RhAOvExY2O8moVcJt4eON+0mbzteaDzykbRDRo6lBwGz8sX18n6lB0Xna8LGgFVyFdr77dXC2SyfrWjP35DzKo9UtmB1IgqgmfTzxjprhPdEJiiMy0LJQQEjXzqUJmadw108e/Zs3oYnEeuw58yZE5bQBtYplF2HDh14+M9qAUM5jxs3jlekYBsdEk1Qit999x316NGDoxZinBq52sEDkQyhSLHsrHHjxmzdQonDmgZB4b/22mss3xdffEFwtd9///3MHxNvYdnD2wnrGjKDMDwJaxhJPYTcRSBsFrSZNeJA//nPf+axYLeUL9wiL774Iru14abBH9wn6IlBIbtBomTdQFF4pIaA/hijjPl9Mx9P7Xo5FxkBYKljQSfB4v2/Z6/+PR0+Dhr1+b9EN0aKCF+wWs2EYTooukWLFnGcfJyDssXMYXgK8W3DPqhSpUocRwHb69evZ4UGhWkmWNiY3IVAKa1ataJDhw6ZT9OBAwcIcoCQ29lMwGX69OkcrRA8ZsyYYT7NFjuscSheJNbBO6rd2FDUICwxxTcXcqMTgH24qO+8805CPuljx47x5D1M4IPbHK5yIfcRcFTAsExfeeUVV5cv6PELuEHQM8RLjnEWjF8gzZnbhBfP/IF0m7/wEwRE6Wa8dwAKEUswT548yTcH6xHDb1CwsH51bmW4aKEoYUTge6lzjsMShiIDQcFCGULhwjLVhKE9TO6CaxtrtxH610xwE0Ppg3T+ZX0eljesU6RyhLUO9zfGevW7iDFsbKOzgMljcE1rBazLaF516tRhqxfj15jzg3FhjHcjGiL4w20OS71QoUL6Evl1EQGLL8dFzjas0MvDmIkeW0ER9CCxfAIuD7fJ/LKJInYbXeEnCHiHgHkM2Lta7DljElvPnj15nBVKFwoPQ3FF1BwZrBCB8oSLGlYtMsfhO4PzGJ+FexjXwKuHtdggjO1Cgb/wwgvsVsYxjCFj1jLcupiMBSVqprfeeotd11De+EZijFYT+ON7hpntsGIRpwGT70qWLMnfUlyD9JM4jqiGqB8RDu0Ili/KYQwZPNu0acN1dezYkV3YmCWNbHi4byH3EUhSoKsBlvgQ3DGYRo+lTbpHhZcPPS1MNEjPGAPGX3ALaAhmEuVrRkO23UbA/H6ZeevmhBmlsBzM6+jN5WT7CgLvv/8+t1988M0EHPGn3dDmc/HchmWIfOhWglKG0rO+B7A2YT1GS7CK7fIk6+th2aIeO9IuZChkTVC4emnRqVOnOKGOPpfaL1zRIKxR1oTOBOrQ/PTxzPDbpEkTqlatGvXp08fT23V0QXtRK8Yf4DrBZAGMm2BmHnpg6VW+qcmoG7D+IKZWVs4JAoKAvxCAYku08gUidsoXx6H0rMoXx9OifFE+NeWL807KF+fgSTQrXxwzK0ssMY2WoHjNyhfXAX8zv2h5SbnoEbja3Yn+mphKwpUBqzWthOn0mCRgJfTyUntJreVlXxDwCgHp7HmFrPAVBDImAnFXwHYwwl2HjxfGSJwIMxAxLd9KmMiFheZCgkA8EcD7araA8ufPH8/qM3xdiRwDzvDgyg36BgFfKOAuXbpEBATr7fBnJT2GZD0u+4KA1wiIxesdwmHrgL2rRjgLAglFIGEKGIP7GGPA9H2MAwsJAoKAIKARgHfB7GHQx+VXEMhICMR1ElY8AnFkpIcj9yIICAKCgCCQcRGIqwVsDsSh1wIjtirijiIQByKypIcQJg2RYfxAa9eu5YXvQZ0YhvWCCNAeREIHD0snEFwg0YQxTCxDEoqMgF37RfALYIj4x24Tlupg+U++fPncZs2xohHAIz1LKiMJg/cbmLgVmdBcH9qNl6kOkaSiYMGC5ipd20YAFLezfWE5WTworgrYi0AcWEQ+duzYUKzTeICWWh3Lly8nZEjxonGnVq9b5xDlByHsgkiYKY/gCIgilGiC8nX7o5Doe/Kifqf2i9SoiCiFkLhuExQkMr9ZQzy6UQ/WDSPSn918lVj5Y+3xpk2bqHr16rGySnE9hgQRcQvRudwmKHdE9apbt67brJkfvlluYwJZEQPbc1ITSeJGKuyaoTJ4GCppuKEsXv7DtgrlZvzwww9xk8PLil599VVj2bJlXlbhKW+VxN1T/l4yVx9VQ8Uv97IK4R0nBFRH1lAJBTypTSkx47nnnvOEt8qEZKhllp7wVlak8cc//tET3qpTYrRo0cIT3srLaajsTZ7wBtMgf7PiOgYcz0AcnvdcpAJBQBAQBAQBQSAGBOLqgoac6Q3EEcM9yqWCgCAgCAgCgoDvEIirBey7uxeBBAFBQBAQBASBBCEgCjhBwEu1goAgIAgIApkbgawqjVa/zA2Bu3eP4OpI3xXU4CJIe4a0ZkEkBJPHEo3ChQsHUXyR2YQAkgAUKFCA/0yHXdlEej+8JzojmytMk5lgeSV433HHHW6yZV4IWoSQp/i+uE3gjaVTxYoVc5s1B1zCqhCvluUF+ZsV13SErj9ZYSgICAKCgCAgCAQUAXFBB/TBidiCgCAgCAgCwUZAFHCwn59ILwgIAoKAIBBQBEQBB/TBidiCgCAgCAgCwUZAFHCwn59ILwgIAoKAIBBQBEQBB/TBidiCgCAgCAgCwUZAFHCwn59ILwgIAoKAIBBQBEQBu/TgDh8+nIKTSjBBKlZ4iuN+PGCWH9lLLly4EPrDvl8J+CJ1nZWQogwZXoQSh0CkZ3Du3DlC9iAr2bUbvIPHjh2zFiW7OpzKprjY4YAdT3NRJ/521zmVBT9zm8N+amVxPhI54amvc+KfFrmRSQp8rGT3zKxlnPbdlBt12MmC9wz1WMmurLWMp/vIJiEUGwLI8qQWmoeYILNItWrVjCZNmhgVKlTwfaan0aNHGyp1Xkj+adOmGSonsKHStfGfSvcVOuenjVmzZnEmlNatWxvNmzc3VKeBxXv88ceNxo0bGypgQaAzU/kJ67TKEukZjBw50qhRo4ZRtmxZY/jw4czeqd2oNHmGSktoqBRxBp61UgCOz9mpbLTyR5Lbib/ddU5lIYu1zaVWNhrZ7fA0X+fEP1q5VWeWsyW1atXKUOlKDXwjQE7PzFx3attuyu0ky2uvvcbfB5Wy0Bg1ahSL41Q2NVm9OAcLTSgGBMaPH88pFs0KuGfPnsbEiROZK857lVYtBrFDl3bu3NmoWbNmmAKG/FBufic0KJWwncXs0aOHMXnyZOOzzz4zOnXqxMd2797N9+b3+8ho8kV6BspjYaiczaxI8WGHEsYH0andQFHv27ePYVL5g40FCxY4Pme7stHiG0lu8LHj73SdXVnwsGtzTmVRPhI54Wm+zo5/WuSeM2eOgTYGQn1lypThbadnxicj/Oe23Hay4L3SKRyVFcyGBcSyKxtBXE9Oiws6Rv8CEoar/L+UI0eOEKfNmzeTeuF5v1atWrR+/frQOb9tqPy59N5774WJhaTfa9eupQ4dOpBqpGHn/LSzYsUKyps3L4uEBOsIA2jGvnjx4qRyqPpJ5EwhS6RnoHLmkvIMUVJSEiF8qFLGtGPHjrBnZ243qpMVCi+qjzvVYVc2WtCdeJqvt+PvdJ1dWfCya3NOZc11O2074Wkub8c/LXKrXME0dOhQZnnw4MHQ0JqZh3425npT23ZbbjtZcuXKRVOmTKGjR4/SO++8Q7Vr12aR7MqmJqtX50QBx4hs1apV+cNvZnPkyBHCgwfdeOONpHph5tO+2lbWbwp5EMdWJbmmF154gRAqXLmvUpTx04E333yTzp49S8o9RmbsISOUMsazheKHQKRnYD2v24j5uD52+vRpVtJaen3cXBbn8JzxkYVC16TL6v1Iv3Y8ze+OW7JY25wT30jy6vNWua337cTfel00GB44cIDatWtHynXM1Zt5WOvV8jn9mq9FGev1aZEbz8nMz8pr6dKlhA474l0rUzbVsk7yenFcFLAHqN58882ElweEXwSVDxKNHTuW1Bgqwbrv0qULKXe0b8VX4zvsYVAuMg76bsYeQiPI/PXXX+9b+TOiYJGegfW8biPm4/oYPqRWJYj2ZC6rnzMC/tuVjRZjO57md8crWZz4pldujZ2+3om/3f2mhuGePXtIzWuhESNGUL169Zi9mYe1Xl2/06/5WpSxXp8WufGczPysvB555BGaP38+bdiwgb17qZV1kteL46KAPUD17rvvpsWLFzNn/FasWNGDWrxhiRmO6KH/+OOPXAHc52pCmTeVxci1T58+PDN25syZhOw5IDP2cGsGrfMTIyS+uDzSM1Bjvuxu/uWXX+jixYu0bds2Klq0aNiz0+0GbmpkF9q7dy/fmz5uV4dT2WhBseNpvtaJv911TmXN/PR2Wsrqa8y/TnjqMk780yL3oUOHqGXLlqTmtpCahKVZ2z6z0MkIG27KjarM96PfE1jsavJeSBJ4ypAFy65sqFA8NzwZWc6ETFUKvNBdq6ntRps2bYz77rvPqFOnjnHmzJnQOT9uqA9g2CSsDz/8kGc6ql4uzx48f/6878RWSzgM5W40VIozo3Tp0vyneuYs54svvmjcf//9PHNWjfX4TvbMIJDdM+jatauhvCt8+5ik2KBBA6Ny5crGv//9bz7m1G5Wr15tNGrUiNtSt27dQvDZ1eFUNnRRhA07nlOnTjWU25WvdOJvd51TWTCytrnUykYQmU/b4emm3MA9T548obaGNvfrr7/yCo9YvnVuyu30/vTt25dXpOAdGjZsGOPlVDYarN0sI+kIPeztKMVF2bNn97AGb1lj7RzcQEGkoGMfRMytMkd6BuoDzuNxGHs0k9N1dsftjoGX03FzPU7b0VxrV8buWFplceLhJKv5uBOe5jJ2/O2OZTS54WnB/AAMSZnJ6d7NZbzcFgXsJbrCWxAQBAQBQUAQcEBAxoAdgJHDgoAgIAgIAoKAlwiIAvYSXeEtCAgCgoAgIAg4ICAK2AEYOSwICAKCgCAgCHiJgChgL9EV3oKAICAICAKCgAMCooAdgJHDgoAgIAgIAoKAlwiIAvYSXeEtCAgCgoAgIAg4ICAK2AEYOSwICAKCgCAgCHiJgChgL9EV3oKAICAICAKCgAMCooAdgJHDgoAgIAgIAoKAlwiIAvYSXeEtCAgCgoAgIAg4ICAK2AEYOSwICAKCgCAgCHiJgChgL9EV3oKAICAICAKCgAMCooAdgJHDgoAgIAgIAoKAlwiIAvYSXeEtCAgCgoAgIAg4IHCNw3E57BMEjh49SmfPng2TplChQnTq1CnKkSNHuvMNq6TSdOjQISpYsGAY72h3fvzxR7rhhhvo+uuvj/YSKScICAImBC5cuECnT5+mW265xXRUNjMTAmIB+/xpd+3aldq2bUvdunUL/f3000/0zjvv0OrVq+mHH36gXr168V0sWbKEJk2aFNUdnTlzhh588MGoytoV6tmzJy1fvtzulBwTBASBKBBYunQp/fWvf42ipBTJqAiIAg7Akx00aBDNmzcv9Jc/f356+umnqUqVKrRhwwZWxLBmP//8c9q+fTv9/PPPfFfoYe/cuTPsDi9evMjloYCtdOTIkdC1OPftt9/Sb7/9Rr/++itt2rSJVq1aRefPnw+7DJb4sWPH+Njly5f5Gl3Arv7vv/+e8OE5ceKELia/goAgYEHA2nac2iYu2717N507dy7E4fDhw3T8+HFus/B0oa2vXLmSNm/eTNjXtH//fgJflEU71mTlp4/Lr/sIiAvafUxd54jGAZcvCC5fuH779+9PzZo1oxUrVtDBgwdZqa5fv54bGPahmKdNm0a///3vuYF+9NFH7O5q2LAh1atXjzZu3JhCzgULFtC2bdtoyJAh3CBbtGjBjRjlq1atGtaQ9cVz586lXbt20RtvvMGuclyzZcsWmjJlSor6v/rqKy7XoEEDeuqpp2jOnDlUvHhxzUp+BQFBQCFg13bs2ubatWvpoYce4ja+Z88eatOmDXXo0IH69u1LW7dupZtvvpnbW+fOnemBBx6gNWvWcHsbNWoUDRgwgL788ksqWbIkgc+zzz7L17du3ToFP3ko3iEgCtg7bF3jjAaVO3du5te0aVN66aWXQrzRYNDYHn74YYJ1iR7unXfeSWh0aMg33ngjjRw5kq1nWMft2rVjlzWsUFjRZmrVqhUNHjyYYHHPnDmTXd8Yf4aLu3HjxrR3716qX79+VNYr6rTWv2/fPipRogR/JNq3b0958uQxVy/bgoAgoBCwazt2bXP+/PlUqlQpwnAQvFT4FkABg/D75JNPcud73LhxVL58efY8Pffcc/TLL7/QiBEjCJbyNddcQ82bN+drUuPHBeQ/1xEQBew6pO4zHD58OCu+aDnDBQ1l27t379AlRYoUIbicYDWDKlWqFDqnNzCpq0aNGoSxZCjPiRMnUrZs2fh36NCh3Iih4OGWtiO4oEFO9T/zzDM0bNgwevTRR5kHxqvz5s1rx0qOCQKZEgGntmPXNqFEYdV2796dsSpcuHBoCAntXVOPHj24HUMJo+3Cm4ayUL4gHAdhTocdP3TihbxBQMaAvcE1blyzZs0aUoh6Gw2mbNmyBKU5efJkgtWMBnfXXXcR3MAgTOCyo06dOrGSvO666wizreH6SkpKokWLFtHAgQPZzWxWwNmzZyfM1AbB9Qxyqv/jjz+m2rVr07p16+ixxx6jqVOncnn5TxAQBK4g4NR2cNbaNjGcVK5cOW7jY8aModtuu41y5szJjLJkufJph7sZrunPPvuM3dVouwUKFOBvBiZwwnJeuHAhX5MaPy4g/7mOgFjArkMaX4ZQklB8GNO599576U9/+hO7pfr168duaChITOiAS7l69ersqoY7uXTp0qxYrdLCAsYkDLi9QeAJlzT4YgIXxmwxxqwJ48Ovv/46NWnShPLlyxdalmRXPyaKwTWOZRdwl0+YMEGzkV9BIFMigA4uhow0YV6EXdvBeWvbhMKcPXs2u5Ax0apjx46kFa/m17JlS4IFvGzZMrr22mtZ4ULpws3dpUsXPgalje9ENPw0X/l1B4Ek5VK8Oi3OHZ7CJc4IwPWLni3cxZcuXSJYwrohYnYk3FdmwkxmNLi0ECaC5cqVy/ESp/N29WPt40033eTIS04IAoIA8cxma9u1wwUdbHis4KmyI3wf0A4xeVMTLGaMEeMajC+/8sorVLlyZT4diZ/mIb+xIyAWcOwYJpwDlK1WuFDCZrJrwGlVvuCXmvJN7bxd/aJ8zU9ItgUBewTs2o5dyUjBcPBtMCtf8ICSRRwA2F8YnjLPCYnEz04GOZY+BMQCTh9ucpUgIAgIAoFGAF4z/ME1LZQYBEQBJwZ3qVUQEAQEAUEgkyMgs6Az+Qsgty8ICAKCgCCQGAREAScGd6lVEBAEBAFBIJMjIAo4k78AcvuCgCAgCAgCiUFAFHBicJdaBQFBQBAQBDI5AqKAM/kLILcvCAgCgoAgkBgERAEnBnepVRAQBAQBQSCTIyAKOJO/AHL7goAgIAgIAolBQBRwYnCXWgUBQUAQEAQyOQKigDP5CyC3LwgIAoKAIJAYBEQBJwZ3qVUQEAQEAUEgkyMgCjiTvwBy+4KAICAICAKJQeD/ARH7GeTYa9LNAAAAAElFTkSuQmCC\n" | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "%%R # Diagnostic plots here.\n", | |
| "library(repr)\n", | |
| "options(repr.plot.width=8, repr.plot.height=8)\n", | |
| "\n", | |
| "par(mfrow = c(2,2))\n", | |
| "plot(linear_model)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| " 2.5 % 97.5 %\n", | |
| "(Intercept) 6.7161653 7.1785013\n", | |
| "time_indicator 15.7198597 16.3046736\n", | |
| "group -0.3889209 0.2649209\n", | |
| "time_indicator:group -0.3219259 0.5051259\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%R\n", | |
| "confint(linear_model)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| " ### Aside: Differences in treatment and control group means don't matter!" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "What if the control group had on average higher productivity than the treatment group? Turns out the estimate is robust to this. (Mathematically, the average difference is being absorbed into $\\beta_{1} -$ the coefficient on the treatment group indicator variable.)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "[1] 0.0916\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%R\n", | |
| "group_control <- group %in% c(0)\n", | |
| "group_treated <- group %in% c(1)\n", | |
| "\n", | |
| "post_treatment <- time_indicator %in% c(1)\n", | |
| "pre_treatment <- time_indicator %in% c(0)\n", | |
| "\n", | |
| "shift <- 10\n", | |
| "dd <- (mean(cummulative_y[group_control&pre_treatment]) + shift) - (mean(cummulative_y[group_control&post_treatment]) + shift)\n", | |
| "dd <- dd - (mean(cummulative_y[group_treated&pre_treatment]) - mean(cummulative_y[group_treated&post_treatment]))\n", | |
| "\n", | |
| "print(dd) ## delta: difference in averages post & pre, among treatment and control" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Aside: Random Effects" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "[Random effects](https://en.wikipedia.org/wiki/Random_effects_model) are used in hierarchical modeling. Say you wanted to estimate a different intercept for each individual (i.e., each individual has a different initial productivity). The below code shows how that does not affect the difference-in-difference estimate from earlier." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Linear mixed-effects model fit by REML\n", | |
| " Data: NULL \n", | |
| " AIC BIC logLik\n", | |
| " 104197.7 104243.8 -52092.86\n", | |
| "\n", | |
| "Random effects:\n", | |
| " Formula: ~1 | ids\n", | |
| " (Intercept) Residual\n", | |
| "StdDev: 2.0425 6.128807\n", | |
| "\n", | |
| "Fixed effects: cummulative_y ~ time_indicator * group \n", | |
| " Value Std.Error DF t-value p-value\n", | |
| "(Intercept) 6.947333 0.1444450 15497 48.09673 0.0000\n", | |
| "time_indicator 16.012267 0.1415387 15497 113.12993 0.0000\n", | |
| "group -0.062000 0.1582451 15497 -0.39180 0.6952\n", | |
| "time_indicator:group 0.091600 0.2001660 15497 0.45762 0.6472\n", | |
| " Correlation: \n", | |
| " (Intr) tm_ndc group \n", | |
| "time_indicator -0.612 \n", | |
| "group -0.548 0.559 \n", | |
| "time_indicator:group 0.433 -0.707 -0.791\n", | |
| "\n", | |
| "Standardized Within-Group Residuals:\n", | |
| " Min Q1 Med Q3 Max \n", | |
| "-2.71042493 -0.70764093 -0.04917691 0.66122599 3.79228619 \n", | |
| "\n", | |
| "Number of Observations: 16000\n", | |
| "Number of Groups: 500 \n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%R\n", | |
| "\n", | |
| "library(nlme)\n", | |
| "mixed_model <- lme(cummulative_y ~ time_indicator*group, random=~1 | ids)\n", | |
| "summary(mixed_model)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "time_indicator:group \n", | |
| " 0.0916 \n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "%%R \n", | |
| "mixed_model$coefficients$fixed['time_indicator:group']" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Note this is again the same effect size as observed above." | |
| ] | |
| } | |
| ], | |
| "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": "3.7.3" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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