{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [], "source": [ "#Run the new window deformation" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from openpiv import windef\n", "from openpiv import tools, process, scaling, validation, filters, preprocess\n", "import numpy as np\n", "import os\n", "from time import time\n", "import warnings\n", "\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "settings = windef.Settings()\n", "\n", "\n", "'Data related settings'\n", "# Folder with the images to process\n", "settings.filepath_images = '../test1/'\n", "# Folder for the outputs\n", "settings.save_path = '../test1/'\n", "# Root name of the output Folder for Result Files\n", "settings.save_folder_suffix = 'Test_1'\n", "# Format and Image Sequence\n", "settings.frame_pattern_a = 'exp1_001_a.bmp'\n", "settings.frame_pattern_b = 'exp1_001_b.bmp'\n", "\n", "'Region of interest'\n", "# (50,300,50,300) #Region of interest: (xmin,xmax,ymin,ymax) or 'full' for full image\n", "settings.ROI = 'full'\n", "\n", "'Image preprocessing'\n", "# 'None' for no masking, 'edges' for edges masking, 'intensity' for intensity masking\n", "# WARNING: This part is under development so better not to use MASKS\n", "settings.dynamic_masking_method = 'None'\n", "settings.dynamic_masking_threshold = 0.005\n", "settings.dynamic_masking_filter_size = 7\n", "\n", "'Processing Parameters'\n", "settings.correlation_method='circular' # 'circular' or 'linear'\n", "settings.iterations = 2 # select the number of PIV passes\n", "# add the interroagtion window size for each pass. \n", "# For the moment, it should be a power of 2 \n", "settings.windowsizes = (64, 32, 16) # if longer than n iteration the rest is ignored\n", "# The overlap of the interroagtion window for each pass.\n", "settings.overlap = (32, 16, 8) # This is 50% overlap\n", "# Has to be a value with base two. In general window size/2 is a good choice.\n", "# methode used for subpixel interpolation: 'gaussian','centroid','parabolic'\n", "settings.subpixel_method = 'gaussian'\n", "# order of the image interpolation for the window deformation\n", "settings.interpolation_order = 3\n", "settings.scaling_factor = 1 # scaling factor pixel/meter\n", "settings.dt = 1 # time between to frames (in seconds)\n", "'Signal to noise ratio options (only for the last pass)'\n", "# It is possible to decide if the S/N should be computed (for the last pass) or not\n", "settings.extract_sig2noise = True # 'True' or 'False' (only for the last pass)\n", "# method used to calculate the signal to noise ratio 'peak2peak' or 'peak2mean'\n", "settings.sig2noise_method = 'peak2peak'\n", "# select the width of the masked to masked out pixels next to the main peak\n", "settings.sig2noise_mask = 2\n", "# If extract_sig2noise==False the values in the signal to noise ratio\n", "# output column are set to NaN\n", "'vector validation options'\n", "# choose if you want to do validation of the first pass: True or False\n", "settings.validation_first_pass = True\n", "# only effecting the first pass of the interrogation the following passes\n", "# in the multipass will be validated\n", "'Validation Parameters'\n", "# The validation is done at each iteration based on three filters.\n", "# The first filter is based on the min/max ranges. Observe that these values are defined in\n", "# terms of minimum and maximum displacement in pixel/frames.\n", "settings.MinMax_U_disp = (-30, 30)\n", "settings.MinMax_V_disp = (-30, 30)\n", "# The second filter is based on the global STD threshold\n", "settings.std_threshold = 7 # threshold of the std validation\n", "# The third filter is the median test (not normalized at the moment)\n", "settings.median_threshold = 3 # threshold of the median validation\n", "# On the last iteration, an additional validation can be done based on the S/N.\n", "settings.median_size=1 #defines the size of the local median\n", "'Validation based on the signal to noise ratio'\n", "# Note: only available when extract_sig2noise==True and only for the last\n", "# pass of the interrogation\n", "# Enable the signal to noise ratio validation. Options: True or False\n", "settings.do_sig2noise_validation = False # This is time consuming\n", "# minmum signal to noise ratio that is need for a valid vector\n", "settings.sig2noise_threshold = 1.2\n", "'Outlier replacement or Smoothing options'\n", "# Replacment options for vectors which are masked as invalid by the validation\n", "settings.replace_vectors = True # Enable the replacment. Chosse: True or False\n", "settings.smoothn=True #Enables smoothing of the displacemenet field\n", "settings.smoothn_p=0.5 # This is a smoothing parameter\n", "# select a method to replace the outliers: 'localmean', 'disk', 'distance'\n", "settings.filter_method = 'localmean'\n", "# maximum iterations performed to replace the outliers\n", "settings.max_filter_iteration = 4\n", "settings.filter_kernel_size = 2 # kernel size for the localmean method\n", "'Output options'\n", "# Select if you want to save the plotted vectorfield: True or False\n", "settings.save_plot = False\n", "# Choose wether you want to see the vectorfield or not :True or False\n", "settings.show_plot = True\n", "settings.scale_plot = 200 # select a value to scale the quiver plot of the vectorfield\n", "# run the script with the given settings" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['RectBivariateSpline',\n", " 'Settings',\n", " '__builtins__',\n", " '__cached__',\n", " '__doc__',\n", " '__file__',\n", " '__loader__',\n", " '__name__',\n", " '__package__',\n", " '__spec__',\n", " 'correlation_func',\n", " 'display_vector_field',\n", " 'fftshift',\n", " 'filters',\n", " 'find_subpixel_peak_position',\n", " 'first_pass',\n", " 'frame_interpolation',\n", " 'get_coordinates',\n", " 'irfft2',\n", " 'multipass_img_deform',\n", " 'np',\n", " 'os',\n", " 'piv',\n", " 'plt',\n", " 'preprocess',\n", " 'process',\n", " 'pyprocess',\n", " 'rfft2',\n", " 'save',\n", " 'scaling',\n", " 'scn',\n", " 'sig2noise_ratio_function',\n", " 'smoothn',\n", " 'tools',\n", " 'validation']" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dir(windef)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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lfUvSt621N0jqkfRESv4JST2p77+dkgsGylRfXu5weEf33dXVfJ9K3TdNTTwbmLazv5/tZ5XqTxCGNzbGy7ucOSPW+V1dfFlHq2vRPhJ/RGfOsJW0tXx8nj3Lz0xoO6urmVxRkUOxMhoWvH497vvVPeVIbuZM3p9UTuL9SeWwcF6eo1J/SGv4Uy+WiZCMwtTHSnq3pB+lvv+epA+nfn4s9btSf3+PMZmnQbE2AMWaC8USRUkJKm7lhACHq+vWORgLChc+R/rCDcAERdHb6z9iJB73P46DRBQGUBqinYlEgOHR15fZyEAAdMvGmHxjTJmkdkm7JV2Q1GutnTjpaZQ0EbG8UtIlSUr9vU/STwW1GmOeNMYcM8Yc68C5//8Vo6OBCGxcjIrvWVhc7N/wL17sUF+Bobg4QLb54sX+iXyDBKkzhKBe7eryH3fulLpC+9IlgQvqHB31X5I6SFRPe3uAOHO/QIbfWpuw1m6UtErSvZKumjbGWvuUtXaztXbz4knGsgaJ4890YlBJCQyVcUB+Pj40DcHZUlrKznYzWbffhdmKGpWGBmn16sm36Uro6PB/HhjE+AVQGmIhHYSBK4hh8gunTY61tlfSHkkPSJpnjJmYKqskTXh8myStlqTU3+dK8k3LLSnyXnjP3A2RdeOCEK4eB6xdyzkOKNasgaFwIdjHIBwoYjFCDKUQ9X+CEI4HMPwBUgOC0Dmqo4MnGE3VWj3GmMXGmHmpn0slPSzprKIXwMdSYo9Lei7185bU70r9/eXU6bN3BHmxhhhdLigu9r/id8B11/k3/CF0+kYApkAMl9nhUlsmo+6O6bzij8dZMEMGvQtkxb9c0h5jTLmko5J2W2u3SfqypC8ZY2oU+fD/ISX/D5IWpr7/kqSv+G92hKoqtjgeHnZwHaOlaQrNzay8wdhYlM1DEI9zf3wiwXcHkKdyxgzeV0NDLLKnsBCRYEUTgabFJhKsvMPwMOqjc+eYi+vcOZ5jtnUrm9vHjzNmKSkKAiFBX7EY70onGx3ibQINIF2TxWJRshdBdTUr4Twy4lDmmpYdCbLdYCBRPeXW2ruttXdaa2+31v5x6vtaa+291tobrLX/3VobS30/mvr9htTffcd+/CdmzWKrtPx8XIUgOpihx/x9fSyqp7CQhymOjODQS3V28nAwSNM4Nsb5XVauZLlepaXwiMEYzjKycyczGBcuIAae/HzG17JypfTII6B9kr74RWYnFy+W3vtepnPFCmb88vJ4JOvhwzDoa2CAp8SeOsUqrQ4NRSnGAEeOsKzpoiIeeFBQwNxxHR0OUWw7drC3xJ49/O3sG5MJ/vf9mWwC1/g4z5/q7IR5PIODKIHJWhvR+iUSSHS4izV0ZMTaRA+jfhy+1Ino4EZGrE00MW6/4WHGHDcyEvXn6Gh62aEhJmdHRnhWWE0NEhtu7EKJUfE4z5sbHubJVlTn0BDTmUhwnZSZs7LS4d6f3sEEn36aU5g++ywSq6y0NjnE5lFXF7v02BizIcmkA1NiXR3r0EuX+Hh/A2g6Ui8WFHBGwxMnYMDIzJnS9u1M6bFjOApl64ssXu6116T2UXbGsOXAQhSKUlYmNcbZKfiWLSxq5PTpyG9PNjxbt8J0h4MHud8TElo//9oCtPPOz5e2bWOXpvR/Ete5bRvbHeTlcZ379jG5W2/l82hrHNS1kKSPfCTalRHAM61bb5XMNtbQF19kly4sZPduDKdz1Nq17CGtWsXrVXhGVht+F4yNBaiHFCBGfNYs/+GUq1ZF3BA+sWFD5O/2ikWLuLMbIkiCjjj1ou+gjRCMcxnMcZsS8H7GGuLBe8a0edwh6q2HMPyzZ/OKDRTLlvmnSZw3L0DI/cKF/GTZod8zNQdDkHy4RKFQgxbkjDFrqMICoL+fhx9N1XDOawXT2fC7FL2cMQOdhUrit24MDHRwMfzQqmUyH6+lxX+eSYgQ5vb2AEUiQ6QYB3iY4+MBPAFBYkT9YtoYfmsDbGezxNXjguuvjygBfGLFCrjjKCkJUAeCIUQNnNZWVvLXBdPa8Afw1w4N+S8D4UTrlaNezEIE8OXNnMlX3AUFDrHFECGKr2VDAtfQkHducPX0+E+MonSuEh+aLommGKGKCnkuzhWAEz634g+NZDJjFK0RAqz4XWhnFy7kVXIpXFw9xcXMLbViBeZ2yRio4Yd5cJKinD2SX9fezp8jfTYSX0wmErxOEV6guqTZUqUBOCJdVvwYmebtBshqwz84yEPWXnsNJql0dvIMpupqqaYGiW7fzmnjjhxhlx8Y4E09eJC5z2MxadcupnNsLMpBSYeBARi1lkzyi+/fjyxwRQULFCorYy+noSGewzQywsJYh4d5uYijR9kur7YWD01duMBeUIODDmWkenqY2250VDp/nuk8cwaXF9++nfXTyZMs4m1gAEcQR/dDIh/a2zmphWfA9/zUxJw50h/8AZP99KfhQduiRdIv/AJT+tBDmAfv13+dbQ4WLJA+9CF2+fvv55UgfumX2M67uFj65jeZzo98hCVnzpsn/dZvAYV5edIv/zK7+M/8DHLK33EHc7fecgs7/J83T/rqV0H7JP3u77Jzpeuu42cBX/86W/QuXy69851MpzHsBVVf77DjqKlhK53iYu6+WbMGn5Z/7Wvsed53H3PHzZolbd6MLh3ZELLiLynxT9gAkdUrfokfRObl8ezoA4n7kVx5wT3qjzEiFuoeqKiIuFIJqqsZPW9lZXRoS148+/dHhigdTp+OjACqFPnqq7rlFiB34kTEOUwALeWqVazv163j9V2oTSspifozHYyJVvJE5+LFTKeLR+RLX2I6b7klGkcIX/saWyIbwy3qDTdof/etSJSWu7ruOlZHyhjpo8sOMKWf+Qzbis+Zo/1rf4np9IysN/zUd9zbC2vCO+js62M12lx0JhK8rhDVWVzMX5BUZ34+321gpcPDbAsh4cSElhZ+DEOb2dzMddKdvItOl3YSFBSw7szL4yWnNGcObwCtTSX/9+4ia1ocJgd88M3tmXG6ZL3hpygoiEL2fKKw0H/0YQj2wdWrHYw0hFM2MLVoAYhYMplEGSJEdHDQfxRKZ6f/Gv9ORf4dHlCmeZIQQqWLe8TUbh0AHQghDL9LFUAKlxwmihAl/ufMcVj9UVxjhj9E5m5bm/+ksMbG6EXuFS4sSVlhzR0wOJg5cgeIrDf8FJk2/NT4uBBwFRb6j+MPQb2IEYh6MVOGPwRbVohs4MbGqNw0AbbRIRqqMLWPsE568w5kTpkam1lv+GnHuRh++nxDGF4X4IxY8X7CNIkuoJlmLvUq4EOi9x1i0RnChdLW5j/LNgjbaGen96ywEB6UWAxWjnVBpln8ALLe8FNkesUfAitX+q+6ed11AQz/4sUszCIvz7sFpupC1GyhyavJJG9nJln9nComBKiREsJIj4466KSrCAfDnykvV9Yb/ldeYZmuvb1sdWwtN3zDwzwCp7aWeTGsjUL7CPLzeTJRbS17SYyORn1KcOgQdAtZG4VqkovTqB4XawkwOMiM2ugouxVJOnCAve/q6qIwXoKXXmKRZFVVbJNlLc8Ub2lhLGX/qZhgbAyvyFpaeB5BTQ3bPDY1wTGcSPBDrZ4e5OOn7KEhkPWG/33vYwsLulIxhh+uJhI8nHPmTBaNYYx0441M58KFfEd5551MdskS6eGHmc6HH4aVd9etY4YgL48XCoLMIadOsVDWM2fYi7GkBOfs6YknWLrB9ddLTz7JdH7uc8wt098f8YGkgzGchOXll/l417ZtnBP52DGkcmSEl5aYPZuX4EA5D3l5PHX3xAm0ykwkpN27mUrvmAxtl+/PZKkXreX0ch0d1g4MMFnI6mc7Oqzt6WGyDQ1MrrMzYiAkaG5mdJIdHZD60FrbwhgabXs7Yn2MQBva1hbRWRIcO4bEqg902GQ8PT3m2FhE7UfQ1MSpF+n4bGnhOskzGh+P2klQV8faefKktRcvMp22vByPpebTnUgumbS2tpbppPMtkeD31HIGjs3GRnzvJ04wuTeCQlEvGmNWG2P2GGPOGGMqjTFfSH3/DWNMkzGmLPX5wGX/56vGmBpjTLUx5n0B31t69VUmV1HBVyv0xX72LE8Kg3zSqq3lCSWvvsrixOvr+VkArX105owDWRZtaFkZ96PCncGN7ftlkulTdwsLubtl/37eTDo+9+3jOskzKihg2bhStDMgOjdu5K5F3XEHHkuvnmExr8bwOlZ0vuXl8XvadxpW3Fy5Et+7dxY7COLqiUv6HWvtrZLul/Q5Y8xE3vS3rbUbU58dkpT62yck3Sbp/ZL+rzHGcxqLO1yqXoYIvaRYssQpkREhBPXivHncHY9RWsrfpBQZjhH3ffkQNIkhksL6+vwHtmQBo6EktxDRKRvOaa1tsdaeSP08IOmspDeL+n1M0r9ba2PW2jpJNZJgAZZwyM/nhp9O1hB2askSfmBMsXix/5fJvHm89hFGaSnfltGHFKB0NkUIQxWizH2IBK5Ll6KMcZ8YGPBf6TkW48x89FkGCRH1DKe1gzFmraS7JU1sjj5vjCk3xnzXGDOxD1op6fICAY26wovCGPOkMeaYMeZYB62odBVwWfFThDD8paVuuwh6Zup75Tl/fgDDP2OG/w51gG8j7ZLASa8dgi2rsdG/kQ7xMnEhtqIYGPC/M8mCMH5u+I0xsyQ9Lem3rbX9kr4jab2kjZJaJP1vlwtba5+y1m621m5e7L1QyE8jL49XyKQoKcmoncLh8SEwa1aAkg2hXD3Qqvp+ObqUq6HXDkG92NXlnynQhW+cImf4/QEZfmNMoSKj/y/W2h9LkrW2zVqbsNYmJf29fuLOaZJ0+fphVeq7jCLUit+3j98Fq1f7993Tuj5OuwgqOGOGQ7zg1EcIIiYXI+0C8m6Mx3k4ZQiEMPwuRtrlpTfFS/WgqB4j6R8knbXW/p/Lvr88QvkjkiZiIrZI+oQxptgYs07SBknwLN4NiQSnrAth+EOu+Mkgc8nctZbteBYuZFFFLok/GBle8VN1NAP81CnmDhsZgQxliiJQyKH6xYv+M9VbWvyTxw8Pc+6AEC/SEEY6xMvEN8iK/0FJvyzp3a8L3fwLY8xpY0y5pIckfVGSrLWVkv5D0hlJOyV9zlrr2cmSanxeFFZIUFsbEZcQ7NvHHkhbG79+XR0jfJCkLVuYXF8foz6UorBC4prp7WWZw7GY9OKL7NoqL2csJy0trJOs5ZyTLS0omaa+nmVsGyPt2MEuvWwZS/YqLZV+5VeYzp/9WXa429zMD4G3bWPjnYaHJpM8+/uVV7jL8NAhxrwYj/NndPQoW+iMjPDxfuIEC9CIxaQXXmA6vWMywf++P1eTwEUTqC5csPbSJSb7gx8wuVjM2u3bmezZszwx69w5JmctTzaj9z4+HiVn+dRpT59m2UmxmLUvv8x0fve7TO7737e2qyut2MCAtc89x1Q2NjI5mpAVAqOjUXISwfHjTG7LFj7ffvxjJtfQYG1vL5OlyVvW8mS8s2dZbqG1UQIbwaFDUUKgT51vBIVK4JrqOADZ0JqbYXkBSf99xnYkV3TisB69j/mabr6wHVGLHj4cRcwQbN8urV/PdNLqiy+8ACtK7tunVXNhJc36euZuOXAgIkEloAEBixejIPVZs6Sfy2PPvaKCuVGMiZ4RwfbtfNtPdBYXS88/z/Tdcw/T+cEP8vn24Q8znatX853EunW8Pynj3M03Szt3MlmaWHn//bwUQ4a41rPf8NOiTf39/GDKDEOliYTMKPRJw4YWFvIwSXrvxcU8yxaTaSeT3B9PlY6N8XKn9Nrj4/gwgj73oSFupOmtDw2xd6O1nC+BXjuZZGfqxnCdiQQPfHDR6XvIuchmWqdPZL3hp3AqKUtRXOy9LnMILpIFC/ghOEaIk20XggNqeQPE8RqTuUM5lxBRihCEMSHCTkPwG7jQY9Jnng0ZxtPK8NMMPYyiIu+chnPn+o+Pnz8/UHkF37GsIZht8vOvKcMfIrKmudmh3DJEUxNn9aIIce8h4vgHB7lbOVPIasPvWrfE+1s4gOGfM8f/in/2bP4ywQbNpVAR7fhQht9z3GkmV3MuVLYUzc3Z8TIJweboUlOIPveBgWsgjn8qI+Nv1gCungAqwxJUz48AACAASURBVBiqEDH3RUX+Db+Lq8ehozK14qeMhi7tC8ENPj7O6tW4tDOEQXXJMJ5WCVxTGX19/hM6nBBgxS9x+xOiDAWGy4qfzpjCQv9vvQy6evr72aG6tdLBg+za5eWMWerixTBZtr45jHt6eBSby/UpQtiQ3Io/ME6c4LVqurthNYBkkqc85ufzY/neXiQbi7EkFSlaVZGktHicJ481N0O+86EhzlF58SIzvvE456ekxjwvjz3PRAKXRa2rky5cSC9HI3CMiWrdE9x0E3NNnD/PXRi7drHuPHeOBwm89hpPCqMvibIy1s72dl7htqyM3VMiEfUT1Umq4Y6P8wRM38hqw79hAw/7bmlxWC3QJ9zYGM0w2gAwagsKuOFftox5WwoKeDTE2BgsKVtSwn3nQ0MsdIISI0s8oPvcuYgxJx0caB/vuYfRGs6dG1ElEnz600zuU59i4/jBB6X3vIfp/Oxn2eNJJjnt5C23sHbOnMlfeitXsnbm5fEV94YNEfVlOuTnS5/5DNN5xx3S7benlysslB57jOn0jslkffn+XE3mblUVk6uo4Jmzdt8+JldXh3nbqo4z3seLFyOqRILKSkZ/WFdn7eAg0zlaXs0EL1ywtr+fyZaVMbmqKpRla621du9eJnf4MOfchHSO585x2kk6PquqeKbv2bN+5Saunw6JBNeZSDCdySTvo3icX7+8nMm5XJ/Kuci66LwSNF0zd0+dYnJVVQ4+T7rkrqvDKbGnatgpdH09P988fZrdU20tP4ctPlvGBM+d43t0WiSppoYzWNC9fFcX3+oR/42ix47cYeLj89QpnsBVXu732skkk83L49fOy2M6jeHtzM/nsrSGlsv16b27yNJr+0ZWG/7xcW7ME4kAh10BSn66BMtQe0ZLLTuhoMB/+ccQp9UBDoxnz+aG3zdClCZua/MfJhnigDOR4MlWIeASgZSpqC+KrDb8IejdnBAgYiRElGQIbmDl5/s3/AFi7kOEiGbS8NfXS9dd51dnXV1UB8cnQuQG9PbyCKCpnjmbaWS14Q8xYJ2QJYY/2Irf9+o8QH+GWPHPmROAfQwixGKnqSlMshXVSVfHIXY70xVZbfg7O/0TT0vKaB2YUIbf+4o/lKsnxIr/GnL1xGJCVV57enhNn2TSvwulo4MlmrnAxfDTKeyZp0dSZBJcKgpkAlO8eemR0S1dlqz4S0qyxMcfasU/xV09ySR/MQ8OsndjVZV0441X167Xw9XH7dv4haCdDFG8MUhBSM/IasNfVsYGYzLpeNhC3yYBfNIuhj+ZZHayqCgAlW0oH79vw++y4ofPfWiI1WZPJqWtW9llaSLPoUOsmbt2sfedtTxt5cwZ3pV1dexRdnXxsdnTg6gVZC1/1zc28tpYhw+z+6+p4UFnJ0/6r1JCkNWGf9kyNgmcKM5qa934FGGo4s6dbNA0NEQvNIIXXmCDpr5eqqxkOvXcc+wtSfvJ2ojbj+DChWipmg6JhPTyy0xnYyNL4JIibj2QaltQwAnpf//308sZI33rW6B9kv78z9mYf+IJtuI3hiePDQ4y4h8pMubEfdTYyKvmnjgRuXfTwRhOk2gte5lIUbIoWckvWsTPHtetC1A1GMDYKRB3tHnzZnvs2DHn/zex4CRhmnV1UbZl2kmTSESv9gcfTKszceGi8vKNzNr0YRbHj0ubNqVvZzwehcjfemt6WRrhEY9HKxBUJvfUKemuu9LLNTZGlo2c4B06JD3wQPp2VlYrf/ECmSXp04zjz25TwYc/mP7aDQ2RtbjnnvSyJ09Kd9+d/trx6IVLSMLjcTY+J+rCE6PuopOGMBPZeDwylMRQjYxEcul0jo9HL1FSbLGlJcpAJ/dEy0JbG7WVpOOMj3MjTWVjMZ66ciUYY45baze7/r+sXvEXFEhPP81ky8rglio/H3Os7albq965LLYO5gZp715OYPHaa0xu926HmuPnzjG5U6d4datLl5DY87U3aWQWqy3xzDgw+lKUSXPLLUwW3jutbSNJP/4xl6MeRjrmqZy1TLaggN9PaSnTWVjIidGXL+fXpxSRxvAN6bPPMjlJeuYZJvfcc1ynT2S14e/r40ki2XDgIgUJQgkHz7vFvLwAiS+ByHJ8cyZQuETrULiEXlIMDXGe52zBFHCOeENaw2+MWW2M2WOMOWOMqTTGfCH1/QJjzG5jzPnUv/NT3xtjzF8bY2qMMeXGGLDHnhxOneIFnpwAn7DLQKCruawx/AFoqEJEc4bo0BBkORTnz/uP1jlzhrkWXXDpkv9Es5ER5l7LIT3Iij8u6XestbdKul/S54wxt0r6iqSXrLUbJL2U+l2SHpW0IfV5UtJ3vLc6BZfswGzJ5MsZfq8qg2SvhaDHpKivl9asSS/nwvva1eU/H4a20wXd3W61+3N4Y6Q1/NbaFmvtidTPA5LOSlop6TFJ30uJfU/Sh1M/Pybpn1PF4w5LmmeM8Zy8/RN4N+iO2Re+rx+I24WDGvMAb1IXw4/fOQHepCFcPbQ7abJVQwMrHe0Cl1o5vb3+CU5cSVtyeGM4+fiNMWsl3S3pNUlLrbUTxdNbJU0cSa6UdPlpXmPqu9fretIYc8wYc6yDsqn8lA4m57QwdWBfDuHzc6FezPguxnMHGJMdrp4Qmbu+x1JlZRj3DS0XYYz/8eli+DM+N6Y4sOE3xsyS9LSk37bW/peNbqoutNPQtdY+Za3dbK3dvJiyhFyG1laeP9Tb63Ag1t/vEALjH9Pd1eP9ZRrA1UPzzEZHWaBQeztLNRgZ4dEqu3czuUuXMP+M9u3jU6OmhtNT0sfT1cUNPx1H4+PcjvT0sBf+0BBj4JrQmQm3ITL8xphCRUb/X6y1EwFVbRMunNS/E7faJOnydcGq1HdeUVYmLVnCZHfudJj75eXR0wBobIw+BC++yFazly6xZCtro/siuHgx+qTF6ChPXuvsZLyX1uLssbY21p9jY5wyQSMjfBaeP49Icru6pFdfTa+uuJjV1Zk/X7rzzvRypaXSI4+kl5OkRx9lsfElJdL99zOd8TjMBVH0jMiq+8IFbniPHuXPfcsWNt+6u3lN/J4eprOgAJsQ9ff7T4BHSMfUIslI+mdJf/m67/+XpK+kfv6KpL9I/fyzkp5P/b/7JR1Jd43JMHANDHDGovPnrR0dhYoPHcKsWlu3WtvaytTu3Mnk+vowEZR9+WUm9+KL1vb0AMFk0tq/+Rum9Ac/iFi4CP7iL5DY9u3Rs0qHZNLaL3+ZXdoeO2btD3/IZP/xHzG1FmWCGhtjcnQs+0Yyya9NWcestXZ4mMnFYtYODTHZhgZ+/XPnuCydw5TFzlp+Ty46rwQFZOB6UNIvS3q3MaYs9fmApD+X9LAx5ryk96Z+l6Qdkmol1Uj6e0m/edVvpytg1qxoRUGSmG64IVp0IhfKfffpSBuLQ1uzhucR0C1qQwPnNaWp5gsXwjA4Y1iGqxTlmsPl32sP/DaSW7KE+ZCNkd7/fqQyEqbkszffjNJCjx+PxhTByZNM7uhR7p6giXtEbsIXT2QLCvi1S0uZbFGRVFHBdK5eza9PV9xSFIFEgMueiN+Ti06fIFE9+621xlp7p7V2Y+qzw1rbZa19j7V2g7X2vdba7pS8tdZ+zlq73lp7h7XWvRYDRCwWpWYTnD8PE7iMYW4RRUaagupsbeWVGqlOOrAlcd9VSwu2VBebWJ57Rwc/38DxAO3tPBQFPtAQz+jiReYaGRnh7g763AcGWA0cid9PLIYT4FVXx+Rcrh9Cp8s8cnnumUBWZ+6Wl7OyMqEQIhs4BAmVS40RjGQSh73SCIsQlZ5DHO4GYTSDOHeOJ3DRHURlpXT77ZNv05VQVyddf71fnUNDfJcbAtMqc3cq48IF/4NrolgWQQge3xCViR1sNEeAgusulZ6d4vg9G/4gjGYQNTXczUTR0OA/2erCBV7Jky4MOjqiIm0+dU5XZLXhl/w/4O5unsUYYgXgQuqV0cEd4G0Sgs0x1Io/U4Y/Hme7N1fSEjKWxsb4znFoiEUVucDF8Ofw5sh6w0/gMmA7OzM7uEK4eoK8IBxqAtAXZLa4eiiVZYidFu3L06elO+7wq7OmRtqwwa9Ol8VTe3vO8PtC1hr+9naelOXib+zs9M8V6oIQrp5gvknPb5SMG37YUVTl6CiL4+/uZqvjoSHEEyMpIi0h86OzM0pwJDh4kNXGisdROoSkaB7TncngoP9dRAhYy+dcMhkgWx0gaw3/00/zQbB9O7dR5eXc+NTUsKy7ZDLidiFoa2Pl610imhKJzAyuCdC+j8cDkJi7Gn7QUT09LBqjrIwFCu3bx+gHh4d5Llp/Pws86OzkIcltbexFlp/PaR327uXUi6++ysM0d+xgxvfSpWjOE1RURNGB6TA8zDOnz57lXB0+kbWG/8Mflt7xDiZ7771821tayncSc+eyl09eHsvMlKLzBVLcqqiIr6oOHoRFxWpr3WYBGLHWcgKLjg7+MqMMkaqv5/f0/PPorb9oEWNNuuMO6eGH08s9+KD02GPp5RYtkv7n/0wvJ0lf+QpzM11/vfTxjzOdX/wiG+/GSH/8x0znO98pfeADTPY3f5PvDj77WbbgWLVK+rmfYzo/8Ql2sD5zpvQHf8B0fvaz3H3mFZPJ+vL9mUzm7gQ6O5lcTw/LPBwf5zo7Ong2Y3s7k+vq4tmeNJOx6UyvtfF4esFk0tqDB5nS/fvxzR8+zFQ2NfFMRtpM29Rk7ZkzSLSz7BKSc3lGdCx1dvIMWhedFDmdU1/nlaCAmbtTGpRUefdutgIoKJBeeonp3LuXyUmcG3z/fu5qOnSIya04+xJbHhvDE7ja27H/iCa+HD/O3UK0mTpxAjOCvFS9Csnt2cMPbelYeuklfu9UJ50byWRmdVI5F9kQOukcdtHp0k6fyGrD39fHqwXSOuYuB6Eh4vjpgaDk0FaXhrqUNfScFRag4GfURkS2zBHisJzqdBnzFE1NkctjquscGbk6YvIcfoKsNvwVFTzjkK6mQpE9uATAeA+/DBXW47mh2WT4M5VDUVcXlUnyiaoq6aab/Oqsrvavs62NM+7l8ObIasPf2Oh/VdHQwMkmKLLE7rohwE0FqccfwPBLrO9d6A8p6uv9c9n29LCkRZcwxRB0ji0tOcPvC1lt+CX/LFwuLEMUsZh/900Io6J43L/vygFBVvxFRRkz/MPD0owZfq9LXYHDw5yYnPZ5e7u0dGl6ORe4MJ22tvq//nRF1hp+l9WHC0nzyIj/QlAhSL1GRvwbFac8+wDbDRfDj18QhYXeKc3otTOZcBSipk91NS8ZTtHUxMldxsf9F0XMNDK1a89aw9/UFEWBEOzezRey9fUsqmZwkFOmXbrEH/D4OMvcHRwMUKkww6mR2eLjp6itjV7Q6XDuHC8jvG0b66Nt25i+9nbpGCycvnUrW513d/O6+TTaToqSIGmpjKNHmc7m5siFRFBXxxLoens5q1dFBS9f7RNZa/iXLZOeeILJLlwobd7MZPv7WfRPLMbromOaQPGQsZMn4YCxlvEESpEFoqmzFRVoFg4N8Ul4/nx00EjwyivwJdHZidJnXYxFVRXLTB0fZzvNZcukhx5i1/7CF5ihfPhh6ZZb0sstXCh99KPs2j//88zVMn9+lGBJsHattHEjk33725mbKy+PHywXF/P6P8uWseTKuXOlu+9mOt/+9kjvW47JBP/7/lxNAheBC60dpYyzNqJJJBgctDaRYLKUBq6hwdpLLN/I2n/9Vya3d6+15eVM9jvfgRePWBoJKis5Zd3TT8OLl5VF9wXw1FNMZXk5e55jY5mjVLwW4dKXdL5Zy5MwXXS+Vc9d0zWBi9TEMEY6cCBafaZDaSmvs3HiBHMfz5zJEzUqK5lnYvXqqM4HwtKlzH/14IPa3cpqW+y54bPYg0JLYHR0cC4E6pHa23OnYpsfRLK0Jn17O9ttFBa6JRhSNxcdn1ROkl54wa9cCJ3G8Hui/S5FCXkELslWLs89E8h6w0+LNjU18SgHqrOtjR82UZ0dHTwvCvOKdnWxQ478fN7O7nx8bkKrP3Z3c38v1Tk4ZBS37G2C6hkp6k4aiUL7s7fXLdeE6iSIx/l5Fb32wAA/WqE6x8a4J9KFc5fKZlqnT2S94XeJAiGTNUTMfYiD2PHxjEZeSvIfkUCzq10QhNxFmYvGCDE+m5t5ZA1FiKiiEO2crkhrCo0x3zXGtBtjKi777hvGmCZjTFnq84HL/vZVY0yNMabaGPO+UA13BZ2ofX3sAMdFZ4ikm9ZWh0MhaC0yHMbvFNNNEaTGfwBQg+5S0oOiocH/+HTJMKbzKESOjQuuJTpHMs3+SdL7r/D9t621G1OfHZJkjLlV0ick3Zb6P//XGON5Dfdf4fthhEgSqa/3z2na0iKtWOFXZ28v98eHgu/n6cLjS5FJA+CyMKGgiwiX3QaNuXfR2dbG56YLB4TvMlbZgLSG31q7T1I31PeYpH+31sastXWSaiTdexXte1PEYv4TOtra/IdXDQzwBC46YJub/aevuyS6ZQtCrPhdDIDvl0QIw08pIkOw07mUYQjhCgyxg8oGXM3G+vPGmPKUK2jCXKyUdDl/VGPqu5+CMeZJY8wxY8yxjo6OSTXg5EmWUGGtdOYM09nezgZ3iMnvonNszH+lwlAF6jKJTLp6RkZYApcUJTyRdp45wxir+vv5YXUsxsZeVZW0fn16uXicj+WzZ5lOibczHufnOiMjbuVUyPUTCX79nh4+Rnxisob/O5LWS9ooqUXS/3ZVYK19ylq72Vq7efEkGZTXrYvYi9LBGB7Rc+AAY7Y6eJCfyG/fzgbM0aOcU7W1FUZNjIywdMeUTkrD19nJ7qmnJ5IlqK1lSWnJZERrSJBMsjBeF+7ThoYo+iodursZ9aIk3XUXczkUFTE/9/AwN/w0pPCVV1j48vBwRCdJsGcPZ8akIZLj426JkJQv4qWX2PxsaeGkbxcvZsh1SIL9Ja2VVJHub5K+Kumrl/1tl6QH0ukPncBlrbWxGJOrq2NyDQ0RuRMBZYs6fdra6mom+/u/D5NE2tut/cM/RDr/9E+tralh1/+t32Jy3d3W/tVfMdn/+A/+nP72b5ncj35k7c6d6eVGRqx94gmm8//9v0ieoKuLydGEH0KkNoH+fibX0sLkmpv5taksnUPW8na66B0c5Ox4tbX8+vT+aRLoG0FvZQKXMeZyr9xHJE1E/GyR9AljTLExZp2kDZKOTOYaFLW1TK6ri22R165ldVNWr45WiGQF9MADrJ233RZtO8mW/w//ENZ3WbxY+tjHkNLPfpZH1fzar7F2zp/PeGeliBuZXv99MF7sllvYrrCkRPrVX2U63/UufrZEY+kvXmQ7qPx8XteHelCXLWPjc/lyPt+o7IoVXCdtp4Q3uZo5k+cGuLhi6fXpbtg3SDjnv0k6JOkmY0yjMeYJSX9hjDltjCmX9JCkL0qStbZS0n9IOiNpp6TPWWsDRFH/BLTAVH09nwhU55Ej3FARncZEdIrkAGvWLF5bRtXVqKGLFnGdNTV8Ipw+zeVoIc2TJ5lcQwN34VCi91OnuA+XjqVTp3jCE9VJ5ST+3KlOa7ksvbaLTpd7p7K0KKSLTpd2+kRar6K19hev8PU/vIn8n0j6k6tplAuo8Zk5k/l6XXRSRkPX2vlBGLg8B8iHSCDLy+NGmmLGjGin57MsdogqohNFRH2HQBJYB0axEEx2VGd/v/+IpumKrM/cldhEcDH8vtHZySsA0kmQ4QrKkvy/oEIY/tJS/1ETIQ1/JuBCw0DhkmxF+7KpyX/uSjzuP0Q0G5D1hn/JEhbSGcLw0wHrQhFJdTpl7mZJymEow0/OdlxwrRl+l9U5ve8QWbYupC0Ug4M8km1aJXBNdaxbxw67Mm34fQ9YlyxGikQis6sfF8NP+37GjOxZ8XsmCsPo7pYWLPCrc3iY16cK4T6iCLFzdik9kmPgmiRmzWJsPxO+3kxgdJTlEbimry9ZMvk2XQlDQwFYvRyQLa4eSgqfTPKIkc5OFk8+Ps7j8ylCGH6KoSE3ClHfyZAuK36KWMx/cqVvZL3hnz2bDYZLl9ipfGsrCxlLJKIJQ9Dfz6JAWlr4JBgbgyGFyST2IbS08AnT389C1mi2oxTpo4aShj8WFfk3lP39LHnPGE5BuHgxe+nm5UXkZwS7drFHX1bGEpNqanhk3MGD7Pns38+N+cGDbB51dXGuiqoqXpL65Em2MDl/nrPu7diRmZ1e1hv+4mLpN34jvdx110Wx5+kwfz4rqJaXx8tAHD/Otn40G1WKMhNRlq8x0s6dSGdrKy9vUF3N5MbHo8FN0NXFDUt/PzMYLS2MztFaacsWdu2REbZ7NEb60z9lOh94QLrzzvRy+fnSN77BdD75JON2WLWK1csxRrr9dnbte+5hz6ewkNMU3ncfc0XOm8epF0tK+PnbqlVsHi9ZIm3YwHT+7u9mhkDe2ClwYrF582Z7bJIBrS6haBS0aBWtZkm30n19keuKDG6Xsre0ElYsFvUlGYgulTxpWer+/uj+Sd8PD/PdUXs7c4tVVDDDlmmXmG/QOTRhKqisT7lQsi7nWi6yIezSlWCMOW6thYziP0HWr/h/9CMmd/w4z/r78Y+Z3NGjzI2wYIH0wx+ml5s7V3r+eeaTXreO3/uLlctRBmlxsbR1K9N54gSraSTxBJ3Dh7mr5/nnmdyOHfzwjhK979rFE7joM/rRj7hL7Omn/V7bGCZrDL+2i06XdpJ5JPF25ufz6z/7LJOTuA2h9+MbWW/46WHgihVRdI1PnaOjfJtGdQ4P82qBVGdBAQ8VpAZtzhxejoC2s7SUR17RdhYX88Nd2s54nEdtUJ0uSX4uOil863Q523GRo7Ih7t2FyS3EM/KJrDf8ixaxOP6lS6NIGAI6AfEBqyN8bxGLivwfIM2fzw0/xaxZ/kNuQ8XxZ0NqRCa9uL29/nMDRkbcIoCyAblwzkninnsit0M60BA8F1BiiEwfo4Qw/PPm+Tf8M2fystQUIcI5XTBdXxD0XMUFIcJOXcupUGR6zqdD1hv++fP9h+v5fmguySwhEMLwz53rv99DrfgzafgzCWrQRkY4XwVFthj+ELuIUC8Tn8h6w59J0BdEprlsQxj+EMxW19qKPxbjh9UdHZkr0esSpUQNWkeHf5rG7m5p4UK/OkMY/lAuYJ+4Jgx/dXUUsZgOnZ2ZMQIuPKkuKwX64iko4Pfd2soSWsbH/fdliLIaIQx/RwdP+qElqfPz2YFxT4+0dy/Tef48e5H29rKAgkSCj7nhYTaWR0d54AFliEsm+aJkaIjvdpJJzjpHD23378/MAe81YfgfeIC9YRsbmU9+2zb2MM6cYRmcp08zQ2FtdG2C1tYo/JGgvl6qrGSyo6Ms6SeR4LXEq6pYPaWWFm4od+5kBr2+ntXud0k0GxhgRrq4WPqjP2I6f/VXmRtj/nzpc59jOmfNYiv5ykoW+DAywukPDx9mmd09PTwZsKKChxDv2sXkyso49eKOHSyyp7mZu0Hf/nbvFdMZJkPb5fvjg3qRUNcNDDBdJ08yue99j113505rW1uZziNHmJy11lZVMbmxMWvb2pgspRS01tqODia3f3/UhnRIJKx95RWm89w5JpdIcMq806eZ3NAQk8s0xseZXG8vf+6XLjE5Ot6s5ePIRSelPuzq4hSVDQ1MLpGI+pSAUm6+EfRWUi9OJUxE9KTbVjY0cFJnup297z7mmnjkEUYiLkVnAdTPTcMU6+t5bgCtcXLuHNc5YwbbRVRVSfffz3RSl1BlJSvBIXGXQ3U1HyOUKezkSa6Tlvagu6e5c/lzpyU1lizh907za1x00lo5CxZENYgI6G4jL4/TY7qUafGJrDf8584xueJiXtzq/Hkm19PDCrUZw9vZ28vyEiTezkSCZy3TdsZi0cvUp056viDxe6dyLrLnzvGzGJd2Up20P6ncxPV9yrnIZks7M63TJ7Le8M+dy+LJlyzhCVwULlEodFIvWMCrflJcdx33Y1KsXh1VPPWJWbP8R/W41EanK26XDFvfYX0u9WJ8lzB2wVRgiMvhjZH1hv/eeyPS83QIEVcbIu58/nx2YCzxeyopYQdtEq+J7xLHT9sZoj9dru8bIeLOM02aQhGCKCgWy2ym/FRPynJBWsNvjPmuMabdGFNx2XcLjDG7jTHnU//OT31vjDF/bYypMcaUG2PuCdl4KYrrpb43ihAE7hR0ByO5DUQ6uFeujCjufOmT3PrT94qfglZkdUFHB+dapujs9B8f39PjP8/EiRoUYmDAP2mKFMagT/WXBBnq/yTp/a/77iuSXrLWbpD0Uup3SXpU0obU50lJ3/HTzKmJEIYqP5/H9bpcnw7E9eulCxeYrG+EWvEThMhe7ez0b/hDvExc6upQuGTu0rE5MBAVB5zqmOpGXwKG31q7T9Lrvc6PSfpe6ufvSfrwZd//cyrS6LCkecYYQPFwdcjLY/G1JSUs9pu6RjJdDmD5cpa4NgEyIJcs8e+7p9fO5Ip/aIj5pONx7jY7cIDt3vr6eFLWyZMsOo0mG0lhVvzj4yySywX9/WFW/CHOYei9u1Qc9YnJbm6XWmsnTE6rpAlv3kpJl5uNxtR3PwVjzJPGmGPGmGMdNEbsDTBjBmNPmjtX2rMnvVxpaUTtlw7JJA8R7e5m4ZdjYxHFHMHAADcYNFFlaIhf/4UX2D319bEEsv5+Fn1kbZTxSFBdzVxXp06xEMC8POnVV9m1H3qIMUHNncvY4aRotU9859ZyboXjx9m5Un093w3u3csWRT09nJ7y5Eke8fbCC2znXFPDE8hefZWda50+zaPotm7N0szdVBKB8zvLWvuUtXaztXbz4qvcu773vWz7e/PNzJVgLTP8vb08Dre5mfmQi4qkd72L6bz/fmkz5N75zGeiSJx0mDVL+vrXmc4vfIHVObntNiY3cyZbdRsTHeoT3HknM5Tr1zOdUXKZ7gAAG/9JREFUeXmcTvG++/i5AaUf/MQnWP5Efr70Z3/GdN5+u3TDDenlFi2SNm1iOj/2MeY6mzdP+vCH08tJUTtpP/3SL7G+X7tWes97mM5PfpKVXrn1VunRR5nOP/kTHqXlE4h60RizVtI2a+3tqd+rJb3LWtuScuW8Yq29yRjzd6mf/+31cm+m/2qoF/v7md9vZCSqWZOXl76je3sj2XRGaHg4kl2xIv31IfuhhoejbSLZKtLDrqGhyFiQARZC58QWPd2WenAwevGRyA363Om1JX7vAwPR2MgGndQ1QmVpv7voDNHOa1HnlfBWUy9ukfR46ufHJT132fefTkX33C+pL53Rv1ps387kmpqk8nJmqHbtYivPs2e5j3/fPiZ3/jzfJtLaMtXVXCelNCwr4+cLzz/PDNrevTx7FvLH45otEu/PHTu4X5j2J+0jV50U9N5pv7tcP0Q7XXRS2Uzfu0+QcM5/k3RI0k3GmEZjzBOS/lzSw8aY85Lem/pdknZIqpVUI+nvJf1mkFZfhsJCVnL4+uv9R6usWMFLMdBJfcMNPIWc4oYbeIYgPWhyOVim9x6i1LPL9X0jkfB/7Xjcv2sgRKLZ2Jj/w90c/KEgnYC19hff4E8/5RlL+fth7UA/2LQpqteTrsZLCAauJUv4QSiFa26Atekn7Zw5vC48xfLlvAQGhYvh951042Ko6LVDhHO2t/tPjOrp8Z8UFiKBK0Sk0HRF1mfurl3LDmJdQMnJ8/M5ATMNOXXBwoX+yzvQsgmlpTyskcKFFN73SzwEyQc913FBczM7U3JBCLasEPfuwmuRaeQYuALDNYOUGIyVK7kLh2LFCu4aoUYthFvo+uv5eYBvFBaGcfUQdHWFMfy+s1ebm/0b1BDJVq2t/tvZ3589hn+qJ3FlveGXeH2ZFStYrPaaNbzyJEUInatX+9e5di0vKesboXz8BCEMf18fi4CJx7mhGB3lGcZUZwiaxNFRXrabtjPUit/36nyqG33pGjH8N98cJaGkwx13RJE96bBsGa/nTbF0KXdJdXezVffYGE9kamhgNdfHxqRXXmE6Dxxgg7ytjSW+jI6yRKLeXs5PW1vL2lhVxQzAxYtuSUzkvi9c4KWJX3yRueIuXeK7waYmlojY2ckzq2trmc7eXr4TrqnhrsCTJ9lisK6OJfhJ0tGj7PytpoZzDBw6xHk1fOKaMPyzZ7OwKGtZhu/gIM+I3bOHHZz290cDh+DOO5nO0lLp4YeZzkcfZWn5c+fy5JO3vY3zqtK8BFpwj5LHU+7XsTG2Ql20iCeP/d7vsT7fsEH67GeZzi9+kYUaL1wo3QNLJA4MsNyJlhZexTOZZDoLCviKOxbjOQQrV7IErvnzo+Q9gre9jd3/0qXRIpPgoYf8k70ToASu0LiaBK4J0K16dTVLoz98mLFBnTjBJ5hLpINL3fVMgUQUSXzbP7FCLC5OL0uLqlG5WIxdV+L3nWnQdtI+isejcUn6yaU/qezYGC/LHI9HLxUC2k8uzz2EzivhrU7gmjKYqL2TzuhfuBC5O4jRf+UVZvTPnuURFnv2MKN/5kz0giBGn7pkysp4qWeq89gxvu2npPAu9IOEg0GK2kmiqYqL+b3v3cvbSXW+8op/nXTXWlrKdBYURK4JApf+pDqLirhO6gKVeD/RJEwXnVTON7Le8Le1sQmzYsVP+HmJToI5c7gflRaXWrCAF42iOiV+T1RnPM4JY6jO3l7uwqE6W1t5vRyqs72dr9Jc+p3qpO10YZzzPT6sdetPihD3nsl2uuj0iaw3/LfdxhKJQsSdu5ZFJli6lB8s0xXi4sWcJJti3jy+i6C41jJ3Q1w7RBJTCC6CEKGX4+NT3/2ZLch6w3/77f4zSGndfhpGKvFa8yGM1KJFPAqGIpsMf6bgEtJIEYKBKwS5S4jM3d5ezhvg2xc/IXutIOsNv6uhJA/v+uv9x7Jv2OA/2YrWKSou5i4U2p/XmuF3IWWncDFUFCGMdHt7dhj+nh7/TGGZLgPhsnj0et23/pL+QQ3GmjUsvtaloBs1lOvW+c+IdckG9g0XAncKl8xd36uvoSH/hOMulIb0fkKt+H2XbAjxMnEx/LQ/h4f9u7lc4FL2xSeuCcO/aVMUvZEOd93FiFNmzuRJFXSAFRXx5JOxMXZwOmMGO7BOJPiB8cgIywYeGuJnET09/N6Jiy0W40XnRkfZtQcHmeFPJvm9XLzIfNLj43yHee4c0zkywkuG9/X5pzSk4ZQurhZq+K3li5LWVv486+pYn/b18aSw/n63g2hfuCYM/9Kl0ve/n16uoEB6+eX0cokEDxdsaWEZsYkEp8IrKmI6Fy1i7pb8fL6dnTePJVEVFnJXz5kzzAjQbFNro0xbgtdeYyuqEycY17AxEa0fQUsLcx+5FKcbHGSGf3SUl+I+cIA988pKnmG8ezfLcm1s5ImNr73GjKQxPOyzu5u7WqxlZzalpW47UuqG9QprbcY/mzZtsleLXbuY3L//O5P77neZ3MmT1tbWMtmKCiYXj1s7OMhkR0eZXCzG5MbHow/B0BCT6+lhcgMD/L6pzo4OJtfZaW13N5NtaWFyAwNMzlprR0aY3PAw10nvp66OyY2NWVtTw2SrqphcMmnt+fNMlrbTWmvb2pjc2BifQ1TOWj7fXJ7nlSDpmJ2Ezc36Ff/EKu2RR95crrs7WoH8wi8wnY8/nl6uszNKCFu7lum87bb0ch0d0eqPuB0aG1nGY1sb3063trLVeWsrz6KkiV4DAzzbk+ocG2Mr/oULOQ9CIsFWibNm8ZotnZ1slVhaynXS+1m7luksLOTP56abmE5jeOQTbafEV9GFhTzU2SUkmsbn0xIlvpH1hv/AASYXj0cZpMQAHjjAtug9PZEbg+ok6Ox026ITVFREvkQCmkVZXs6NLyWrcdFJ23niBCsWJvF2Hj7Mt/JU56FD/OVM752ODxdZF+IhKuuiM0Q7qU7a7y6yhw9nJpIt6w3/smUssmXJEv9JTOvW+Q/7DBH9EyICp6iIG1QKlyQ7angLC7n/nCLT8dy+r+9S14ZiZMR/DkOo+lWZTPBbsIBnwPtE1hv+Bx7wT39IDWVBAQ/FmjWLRaKUlHCDSgdscTHXSY2KS24ABU2ccwHNdXBFpmq4x2LcxeZCEek7RDQEA1eIOH4XuLxwqezChZlx92S94Xc1QOSB3Hgjd7dQ3Hori9SR/K/oiov9r/hdXiYUpaVhDD9d8WdDBmcI45dp6kXanyHIckKQ17sgBH0qQdYbfimasOSwjbpm1q/3n2UbghuYThiXXQRFCMMfyiUVwtWTKfdAthj+EJm7LrzI9PmEqFPkgqxc8RtjLhpjThtjyowxx1LfLTDG7DbGnE/9G3xzdvfdLDFr40YmF2IXkZcXZqVIdIZY8RcU8NX54CBrZ0kJT5yLx9nLPltcPRQhDH8InfE4zx2hfRlixe9i+ClntwtC7HIJfKz4H7LWbrQ/IQP4iqSXrLUbJL2U+j0obryRUS8WFTEqPClaXZCHXFTEyz1TqsLm5ihZJh06OljGcn09o5yUpOeeYwa1oYG1UYrOYMjkbmjg7dy1i+m8cEE6fTq93Pj4T7gd0qGmhpX06Ohg41KK7ofsTA4fZqGCXV387OvYMTYv6up4lumZM+yF29TEy46Ul7NzsnicJWpK0UKQ8lYfP86S/CTp2WfZXO/udou+8obJBP9PfCRdlLTodd9VS1qe+nm5pOp0eq42gSuRsPYzn0kvl0xa+/jjTOdv/AaTq6y0dts2Jvv973OdFy+mlzt7liUoDQ9HOglo4s3YmLXt7UyWysXj1jY2MtnmZibX3c2TuHbuZHJ79rAEnWQykiU4dIjJnT4d9RPBsWNMbscOJldba+3u3Uz2299mcq2t1v7wh0z2X/+VJxc+/zyT6+y0tqmJydJETWutra7mskeOcNnXQ5NM4Loq6kVjTJ2kHklW0t9Za58yxvRaa+el/m4k9Uz8/rr/+6SkJyVpzZo1m+rr6yfdDil6cy5YkF6OVjd02f7SCn+Z9A3nkMPVYsLVQXJcXEJEaZhmbv78NDJFvfgOa+09kh6V9DljzH+7/I+pN9IV3yzW2qestZuttZsXX0UZv2eeif5Na/SrqqSzZ5HRf+45ZvTLyqIDW2L0n3uODVqX7eRzzzE5SggvMTJ6SXrxRZ4ZSnXu2cMTzajOl17iSWG0P59/np8bUJ1btnD/MdVJ5aisMbzeVEEBv/727UzOmMzdu8THnIvsli1ZWJbZWtuU+rdd0jOS7pXUZoxZLkmpf4OSi9GUfK1fHzkeAWi0ysqVPNmKHq4uX86jf2g743GeHeiik+Yw0HsvKuKGn+osLuYvPZdcB2r4qc5YjK9mqU6XZDiXdhIkk/77yEU20zpp38+cmWXhnMaYmcaY2RM/S3pEUoWkLZImKt08Lsnh3euOu+6CB4IOxd7pymvRIrdsYKJ32TJe7pgiRM3vEAQSc+ZwI00xezZ/mVAUFWWooqLCEMb09fmnSaSuV4nPt0yHXoaIygsx3wmuZggtlbTfGHNK0hFJ2621OyX9uaSHjTHnJb039Xsw3HQTL9FLQbNsjeGrtKVLWUREiLDPEEY6hM7Zs/0b/jlzwhj+TJWB6OubvnH8XV38ZZItyJThn3SFDmttraS7rvB9l6T3XE2jXOB82ANOiK6/PnLh3PVTdzd53HRTRIaybFl6WWoE6L1n04qfJs7RPpozh7vjaH9mcsXf3e3f8Le1RZ5QAtrvra18/tB+d9lFUITYQblg/vwsc/VMJeTlQcO2ejU6OXUpvkYnQog3O712KMPvW2eIFf+15uoJYfxC8Pi6rM7pOA5x77GY/2JyLgiV2Jn2um/9Jf1j40bo57/zTiRYUuJ2MEWjRlzcA2Q1PTbGDpH6+1la+Pi4dOpUejkpejESNiZro2QWgqYmzsZ07hy7fns7v6eDB9kk7Ohgu4h4nLshz51jz7Kigh0y9vTw2vUdHewlHo9zI5VM+l9J092OCz1mays/iO3o4Gd6TU3MhiQS/hc7BNeE4V+xQvqXfwGCBQURJ1waxOM8xKyvj4df7trF5E6fZjuOujqWxRmPs7TwwsKoLwk2bZJuuSW9nDHSN7/JdF53nfTJTzLZD32IEeCsWCG94x1M58aNzO2wdCk7DC0o4IeRJSWM5KS4mPnji4v5Sra+nt13eXmUVU7wwgtszJ0/j4PtcNayMXyu9fW5lfh2KS9Bwrzz8vhixyeuKoHLFzZv3myPkdoDb4JnnpE+8hEg+Nxz0mOPpRWrqJBuvz29usHBaJKRh9zczAxrQ4O0alX6FRMtpzs6GrWPJMmEqnmeDaCrVJdEprExVkaZJgG6PB+qc2CAka1PkNyTMVddHZ1rpUM8Hu12br01vWxVlXTzzenlJF4dNJmM7ou8oGMxzkA2PCzNmMFkr6YGUaYSuDKOioro33RG/9KlVD0SYPQrK5nRn4i3J5OrspIZ/YsXIz8mMSq0bkpjI4/jd3FNUHcYrelz/jyPlaY6XdpJy2a7RJHR8t7nzrGVZ34+v/fqaiY3e/ZP5tGbobiYn1PddBNrZ0EBX3HffDO/d3pgmpfHD/9dKvbSM8LKSv+F5wiy3vDTgZBI8IlNdXZ1ceNLdQ4M8KJRZLJK0VaeZtnSbfeFC9w3Su+9pYVPWKqzvT3aGfnUeeYMN1ZUZ2UldyO46KTIpE465lx00rnhojNEO6uqctSLk0J+Pus4GNDjhHnz/NOmrVjB/agUIaJQQkQKzZvHq6dSLFrEDX82wKVeDZUL4d5zOdwN4W3Olpo+c+f6jzojyHrDPxEfnw75+f7jzufP54afDu4FC/iqN5Nx56EMf2+vX50hDH8mj8VCZNmGqMff3++/nS60k9mCuXP9j3mCrDf8t9ziP3OXYu5cvkLNz2chZi4rFZdoBN+Gv6DA/xY1xCRweTm7IFMryhD8uCF0hoi5p4fQLgjBo+uCELtcgqw3/C4GyLdRdVn1rliRmdRsya3EQCaTwlySrWgCWYidXiYRgoUqlOEPsYuYM8evThr5FAohdrkEWW/4Q2DmTE4BSLFqFU+oocikq2dwkHOF7tnD2YjoAXxeHjtAGx/n7WxrY+0cGWEx6pSqz4XSz8XwZ5LS0GXFT9vpsuKn/Tk6mtnMXRevgU9cE4bfWha1UlLCjEB/v/Taa+nlRkaiRBWCZFLav5/J1taysMZLl9iBdUMDi0hIJnm99fFx/nJ89FE2uRcsYLHfUhSjTc5C8vN5SGVdHWtnaytLJDpzhl+bZjfv38+yRzs7pUOHmM6jR1lftrfzF3NFBXs5xmI8iq2uju/uT5xgxv/cOR6Zd/Ik6ydrpVdeYTq7utwikHxh0kXaphLGxqQjR6SHHnpzuWQy4rf80IfeXO6BB5hRKy2Vvvxl1saVK1mmqRQNHHKItX49WwHdeSfjNc3Lk772tfRykvTww3yL/HM/x+Ty8qSPf5zJ3n8/c1/l5Ulf/zrT+Y1vMLknnmCr2VtuiXaP6WCM9Md/zK79+ONRLal0WLhQ+tSnmM53vpMlOy1YIN1xB9M5b170SYeiIl7yZGCAJ0WtWcNe4kuWSBs2MJ0PPMDcV8ZIjzzCdC5ZwpPSfCLrM3cnslL7+9/8oUy4OgYG0m9r6fZvbCw6YyBha6OjUQJMusE4QSxDMglpdmAsFvURbSe594kICzK5cjqZHBkfrjqpG4PK0pr4iUT0YiY6aVTRRN4I0Tk0xF66Er8nFz4AKuvy3K+EaZu5u2VLtJ1PN3AqK6OsWOLLpLRphw/zok1btrCHe+wYDz/cto3J7d/PD5Coq+fll/lKjfbnvn28nVTngQPcx091utD6UZ1bt/LJ70LrR+GbfjA/n8uC8lmSIoNPddJaWxIf83S+ueikdsE3st7wU1x3XZTB6hMzZvg/BF6yhPmPJX6AVVrK20l1FhT4JyOZM8f/QVcoootsSRDKJHwnmuXgD1lv+KkBChHPPWMGL4VA4WL4KUpL2UGbCxyYLDFCsGVliuFIChMjHiKJKUQJ5SngQc4a5OrxTwLr17PiSSFWFSFW/C6x7PSeXFb8VGeIFX+I9PVMMRxJYThiQ4ReDg5GdKMEdHy43Ds1fPG4/9ISmWbgCpEISZD1hv/GGxkhRwi4GP4Q2146YWbM4Ct+l2zgECt+F1cPaasxmVt99vaGITH3bfhDlIEIkWU7PMwPbClGRnikUAjkDP8kUVrKq0T6hovhLyri7fS9Ownh6qErfmt58tjMmZyNyKWmUabQ18dCGl0QgnA8REasi+Gn490lUofqdKmb7wJ6/cJC/ztngmCG3xjzfmNMtTGmxhjzlVDXcQFd+fX1sfOA1laefDFnzk/q9/sEuafCQr6Srq5mOuvrWTKPMTzJrblZOn6cyQ4OSnv3ppezVnrxRaZz1y5WBuLQIdafp08z19XQkFu5YbJCHB/nVV5bW1mIZCLBV6ehVvzUSNO5HkKnSyZ2fn5mFq5BDL8xJl/S/yfpUUm3SvpFYwzg2JkcTp9moYWNjVEdeQIysdeske66i+kbH+fEGM89xwbOpUtRNmE6tLbyQnZ5eWy1snkzI6uRpG99i8mtXCl94QtM9t3vZqxNxkgf/SjT+Su/wnzIjz3GXCMLFrDkoBkzorLhBMXFbBdRUMCDBM6fZ/PH5SV+5EjEO5sO1vLQx5MnedmTLVtYjaYTJ3i037PP8kURmZcTsjQb2ieCJHAZYx6Q9A1r7ftSv39Vkqy1f3Yl+aulXvzHf4wyGtMd0rz6ajQRly17c7mhoWgy+nS5JJPRKogYDEr7eOlSxP9Kojza2xlXqwu9XA5vDpfa+TSyJh6PjDoBdY1MFFQjbaWUhhcvRi9ykt199Kj0trell6utjV56xNVVWSnddlt6ufb2aLyTeVlbK11/fXo5Kbp/kqnf0RFde7KRWpNN4Apl+D8m6f3W2l9L/f7Lku6z1n7+MpknJT0pSWvWrNlUfxVB9i5cqdG1J32pHHLIIYcpg8ka/ozV6rHWPiXpKUkyxnQYY15v+RdJuoa4kyaNXD/k+mACuX7I9cEEJvrhusn851CGv0nS5V7LVanvrghr7eLXf2eMOTaZN9m1hlw/5PpgArl+yPXBBK62H0JF9RyVtMEYs84YUyTpE5IcKofkkEMOOeQQCkFW/NbauDHm85J2ScqX9F1rLQxYyyGHHHLIISSC+fittTsk7bgKFU/5akuWI9cPuT6YQK4fcn0wgavqhylRjz+HHHLIIYe3DllfsiGHHHLIIQc35Ax/DjnkkMM0w5Qz/FOxxk8oGGO+a4xpN8ZUXPbdAmPMbmPM+dS/81PfG2PMX6f6pdwYc0/mWu4PxpjVxpg9xpgzxphKY8wXUt9Pt34oMcYcMcacSvXDN1PfrzPGvJa63x+kouRkjClO/V6T+vvaTLbfJ4wx+caYk8aYbanfp2MfXDTGnDbGlBljjqW+8zYnppThf6tr/EwB/JOk97/uu69Ieslau0HSS6nfpahPNqQ+T0r6zlvUxtCIS/oda+2tku6X9LnUM59u/RCT9G5r7V2SNkp6vzHmfknfkvRta+0NknokPZGSf0JST+r7b6fkrhV8QdLlFWymYx9I0kPW2o2Xxev7mxPW2inzkfSApF2X/f5VSV/NdLsC3/NaSRWX/V4taXnq5+WSqlM//52kX7yS3LX0kfScpIencz9ImiHphKT7FGVnFqS+/8/5oShU+oHUzwUpOZPptnu491Upo/ZuSdskmenWB6n7uShp0eu+8zYnptSKX9JKSZcu+70x9d10wlJrbUvq51ZJS1M/X/N9k9qq3y3pNU3Dfki5OMoktUvaLemCpF5r7UQx5Mvv9T/7IfX3PkmeKVoygr+U9PuSJmprLtT06wNJspJeMMYcT9U1kzzOiYzV6skhPay11hgzLeJtjTGzJD0t6bettf3mskp606UfrLUJSRuNMfMkPSPp5gw36S2FMeaDktqttceNMe/KdHsyjHdYa5uMMUsk7TbG/JfC6lc7J6bait+pxs81ijZjzHJJSv07UVX9mu0bY0yhIqP/L9baH6e+nnb9MAFrba+kPYrcGvOMMRMLtMvv9T/7IfX3uZK63uKm+saDkj5kjLko6d8VuXv+StOrDyRJ1tqm1L/tihYB98rjnJhqhj9X4ye638dTPz+uyOc98f2nUyf490vqu2zbl7Uw0dL+HySdtdb+n8v+NN36YXFqpS9jTKmic46zil4AH0uJvb4fJvrnY5JetikHb7bCWvtVa+0qa+1aRXP/ZWvtpzSN+kCSjDEzjTGzJ36W9IikCvmcE5k+xLjCocYHJJ1T5N/8g0y3J/C9/pukFknjivxyTyjyUb4k6bykFyUtSMkaRRFPFySdlrQ50+331AfvUOTPLJdUlvp8YBr2w52STqb6oULSH6W+v17SEUk1kn4oqTj1fUnq95rU36/P9D147o93Sdo2Hfsgdb+nUp/KCTvoc07kSjbkkEMOOUwzTDVXTw455JBDDoGRM/w55JBDDtMMOcOfQw455DDNkDP8OeSQQw7TDDnDn0MOOeQwzZAz/DnkkEMO0ww5w59DDjnkMM3w/wNY9Iw+OdzABAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Image Pair 1\n" ] } ], "source": [ "windef.piv(settings)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "#Run the extended search area PIV" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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kMvnmm8DDD9vGYjKZpsDVV9vGYnchAPzkJ7axAGc8Nm4Eli+3j/frXztDZyWTf/sbzTMmkxaDvmgRcOaZ7v5ZyGRHB/D1rwPf/KaLHbZs0BdeCJx3HnDPPfZak9dfD5x/vntv+Z6LFtFrjHAFvu+//a1dgWLb2N4eJ16VbYXFNjIeesjZIasyyZvx+vV2As7XdPnl9nXOhO0f/6A5awVfz7PP2sfieXbZZbZxmExu2QJ87Wt2cYL34LVrgYULbWMBwKOPup+tcZPSRoSSyYULaW727g1MmECH1+9+F/jyl+2HqUpipyKTMWIhGNLNainDw6SWpXqrK0FO4hjufKnaWceTG4F185P337opSDK5Zo1dsZC/H0OZZKUOsJ9MOfyB3Y8WMunPVUvMpByrtZVeLaSG3eXLljk39/PP65KE2MXKrxY1l///mLFscn5oIW1jzFCPGFm20mVoJZNyLGu4gpxL1tAd2Zu7b1/bWICzjzHiaXksqzvft4XW7yn3AFmLVwt5r6xcQc6H0P2JlemZM8lOs+BUV5eNUa827FRkUp42rIRBkiyLMeeJwmTSEv+RpvHJpCRa1ngquRFYY5ZkAk5MMtnZac9KlptUjKQUOb+sihYffHj+xyCTPJZFsautdfOLr9FCJrnE0NKllIDD18ruoxAwIeK1GYNMWmMJ29vdPItRBUIqHjHIJM+JGPFs0lZYlRlJ4mOSSStprlYyKftfW8mkr0TGJJMx7pm8V1ZlUs770LH8eEkWnFpb48bhx0YVX1p8yNOGlUzKhWFRJplM+huWBhs2ZAlbzLIQQFxlsprIpPyOgF39k9dTrcokr4UYZJI3ZWsCDo/H12hxc0tlsraWSmwAOlc3qwxMdi3fMxaZlHN22DDbWECWGMVIKOE1ECPZTm6gVmVSwkIm0zRLAGOSyRhJOLHIpCTv1uuSe2Ztrf3a5FyIoUzKQ1RMZTK0KoVPJmPWoa4kdioyGaN+FIMVpySxFWDlUwdvLhY3t7/JWclfZ2fcrjUx3dyVUiYBu/onN6nYZDKWMsnPIgaZ5Psfi0xy2ZBYbm7AltHNRIFfLcokzzXr/JdzllVYCySZjKlMxiCT1ejm3rIl+/vW7ynvfwyVje+T9VnKQ4v1uiSZ7Ns3rqAQ281t5QpaMvnKK85m+cpkDA9EJbFTkcmYyiRv6o2NNpWBTx08hkWZ5M2cJ7KVTPqKXTUpk3KBWp8lb8z8DN7JZJJVP75nFmLkKwtWlz6PxxvDyy/rn60kk52dtiQcfz1Z7hkrUFYyKdfmrrvaxgKy5DRmzGQMN7e8V1Y3dywy6YfCWJVJmdwYk0xa1b+YhE3awhjfUd6zalMm5byX97A7sCo5fLgjj4UyWYWIGTPJm7pFSezsBF5/nX5mIxeDTLI7wkr+fMXunRozyRsz36+Ybu7YMZPWa/MDuGMm4MRSJnn+btigJ8+s1rW3E/mT5YFC1z4TBT5svNOVyRi1Jt/pyqRPJqstAacSyqSVsPnKpBXSFsYmkzGVyZA5y8k3sr4kK5MFmawixMzm5lORZbGuWuWuiQlIDDc3xzzFViatcV7V7ubmTbSalck337QdhOrqst0nqpFMNjS4Z6F1dTc3u/FkRvebb4aXceGNgYmI5XvGUiYlmYkRMxmL5DKqlUzK72fZD2Iqk1u3Zr+XNTaxvd19N+tYMZXJ2GSS9+AkiaOmx8zmlgeyEDd3XrHyws1dhYipTMboWMDydX29IyAWZZIVEyaTVvIn1Y+6OruaWCk3dywyyRtftZFJmeDV2VmqGFvGW7FCvxb8ubpypW1dMfnbtMmpbVoymSTO1b10Kbn32RiHurqZKPCc1SqTaRovAUdeQwwyyQfHmC1Agepzc0tUi5tbqpJA3KzpmMpkzAScGGSS71t9fZyORpYMbB9yzpZLJjs6gAceoJ8lmSzc3FWImDGTvKHHIJO77BKnPSMrJmxAYrq5Y7agBKrTzc33vtqyuXv2zG4wsTK6AXom2lJISVJqgP2NMQRMJtvaXI9uS0Y3E1JrEo6vrmnJ5MaNzgZZ579sNcl1OS3w44atYPtqrZsLVL+bO0ls9lGumd697c9AhtbEjJm0kklpC2O4pfm+xVC/gbhkUs6zcsnk00/TvKqpAaZPd58XymQVImY2NxMQy6KQsRC8aGO4udmAxHRzx4ijqpSbO9bBgO9bTGUyRswkUJmMbobF1R0zCSePTMbM6Na2VWTVSSYthc65p5/OtnyrraV5ct11YWPx3HrlFXqtr49bAuydrkxWgkw2NNgOB7EzueUatNrtmGQytjLJdjtWb245jtX7ozkAsYt78mQnCLW1OXtfKJNVhJjKJC8yS8N6ViaHDImrTMYik7GVyWpNwKkkmYyhTAKVyehmkhQjbpLnrSWekO9/W5vdzQ1k3dyAPqOblQ+eZ1u2hKu5vXsDBx7o3q9cSZvG//1f2Fq46irgi190Pb4bG8k19j//E3Y9Png9VSOZjKlMSljIZDXXmJRkMmbVAMu1bdkSr8wQr0Pfo2SFHMfPFwiFnLPlZnPnxUtygi5QkMmqALul/JjJkJR9H2zULO2NKkUmeYOPGTMZW5mspphJNhzsSo7p5m5rs80zRsyMblYmY7QH9DOwLWQytjLZlZv76afDFC4mC/IwyupkuS6sESOA3XZz79etA555BjjqqPKvAwD22w/4wQ+oHzRAa3TWrHikIcahUZK0aiOTlVAmqy2TW5JJ6x4QS5mM2f3ma18DLrrIPYOmJupPf+ml+jF5HEZMMlnunM3L5GaO0K9fnJCRSmKnIJMXXwwcfTQZb8Z55wH//d/6MXkzspDJSrm5eYyYbu7YymQ1ZnOzgYupTAKlhlSDSiiT/ExjKJOVIpOxuuAAwMSJtLlu3Zq1Bd2B79OWLe7Acc89wBFHAEuWlD/O3nuXfvaud5X/+wAl24wb596zh+UDHwgbxweT4tix0TE2wJhubumRiunmtiA2mZTekB2tTK5cSfPB99BYwsMmTgROOgl48kl6v2gR8LGPAZMm6ccEdiyZ3LDBeUzejpncwE5CJhcsoNika691n/35z8CRR4aPdcYZ9NBZpRg4ELjlFidRh6BSyiSPEdPNXW3K5NuBTPJ3jBE3KeMcqylmkskCu6hjxExu3OhUxeXL9WU6/MLljY3AhAn0WYirm69rxQo37044gQjl+PHlj8P/N2PWLF3yzMEHZ9/vt5+9cDnbnxjrXK7NakvAkbbinUomY7q5rcrkhg3AHnsAl1xC71kpveIK/bqeP7/0s/HjnedBCzn3/1Vk8h//AO69F1i4kOZm795ElhlvlxqTwE5CJidPBoYOzX7W0gLMnBk+1oYNwF57ufff+hapC6NGhY/FZHLwYGfYtMa3s9MZkVgdcKo5ZrISHXA4/jWWm5uN087Qn5vJZCxlkslkR4dbJ6HgMbZscdelyeiWZEESkJkzwzZrfzN+97vL/12Jgw7Kvv/gB3XjSDBpiEEm5UYcW5m0kslKKJNaNzeX5fJjJq32LKabW35PDZkcOZLW37nn0nu+57176/eU4cNLD2bvf799T0kSN4Y1NKncbO6tW4F584Czz6b3M2ZQPDQLX2+XskDATkImkwQ4/PDsZ/Pm6U5t8+dnF/vq1RRYr1EY+NQhk3i0yuTatW6hVqKdYjVnc8eKmeQe61rlj11w/Bz4/luLeQPV25+bSSTPuVhksm9fty60ru4BA9x68jO6Q5TJrsiCdEeVA/+5acmkTORJEtpIreC5UI1kUm7MVjd3NSmTN90EHHYY8OCD7rOXXqKYQAtiKpOyZaGGTCYJKec+QmOFffjqZIw1AFSGTG7vADRoEM3pv/2N3t9xBxFltqM7jZs7SZIXkyR5PEmSR5IkeXDbZwOSJLktSZJF216buxvnX4EFC7LvDzhAN86BB5aegEIm8tq1NFHWr3cGSXYk0ZJJmUTBG0LsouVWVLubm5+Dlqz98Y/AJz8JvPACved79pOf2K4PyFcmtd+blUnemGMok7yhxsrmBuIXLgfsyqREKJmUCvWwYcDUqWG/z+BDD19DDNWC16bVZQtk16a1ziEQ181tVSavuopioP32k4sWhY81bx5w++0U08+4445sjcFQXHCBKxsFEJm84w76EwK2gdILolVN88ik5TsCwKGHup8HD7a7uO+9l74bk++2NuDFF4FHH9WNV+6c9UOO0pQ8qR/7GL3f2ZTJg9I0nZqm6Yxt788A8Jc0TccC+Mu29zsc8+dnH7A2xqhfP2DMmOxnnCxQDurrabJ8//vuM+nG+8MfdNfFm3hzsyMHXE1fC0kmly1zpyQt5KJ65BHbWNJ1oFGu0tRlz/H3vOoqet28OawFFmP+fCr1ws+WT/WySLgGH/tYVq1YvZpikM48M3ysa68Fvvzl7Gd8EAl1nz/xhLuHTEJWraL5LOd3Odiwwc193shkRvedd7q4q3Jw8snA8cc7ddNXJpcvp/vY1tY9Af7tb93P0oaEkklOxGKSqz1QyXIha9YAn/mM3jXKv8dr89VX3WFIC6lM3nabbSwgayusZFKqdhoy+fTTwO67A3fd5T57+GGKwQ/FqFGle0dNja2V3yuvEDFinHYaCSChytYFFwAf/zjw/PPus0MOAb7znfBrmjOn9LNzz80W3g/FvHnu5/p64O9/148FAD/+MVVb4Ht/2WWU6BYqyPB6eu459xnvJXmH/wEDSu3At7/t/l/ecy+7DPjIR+x7cCVRCTf3MQB+s+3n3wB4TwX+j2AMGJDNprQkuvhkMsQo9exJ5OIb33CfyYzO0ILKDN4QBw1ypMCyWIHsprBmja5TSpqWbliAflFceSUteKl+rFlD7qEQJAmRqmOPdYqRNMKauMQhQ4Bp00o/t54qn3466wq7/HJKANHE6S5eTKRZGrDXXwd+8xvgPYEr9a233Bx74gl6ffhhCobXEBI+/CxZQpnSfCi64ALaPEJUrmuvJQMsXeUvvURqJ2eSXn45JcF0RyYXLnQ/H3YYve66a3hoC88zqYBoIHuLP/MMfVctMb3gAuBHP3JrffVq4IYbqPxQKNavLy2F9eKLVJJNczgDgL/+Fbj7bvd+yxZKfDojUKLgJAd5QF6/nuZICObNo3sk1fI0zSZNhI4n0dlpI/N+dYD16+naZAWAcnDQQWQTbr/dffbgg9kQi3IxdWppuMO119pIc79+bg9fvjy7JjT4t3+jucp47jlSPEMzxNesoT1FHjaWLCG3fl5Vj7q6rGfykEOyXlQWmh5+GPj97+1euErCSiZTALcmSbIwSZKTtn3WmqYpa22vAYjQ7CsOpLRucb/4m0hob9ztSfyh2Xw33EALU5JJrqep3bAuuYTUKr8LQEg5FYkTTyQFS24ojz2mU05/9ztKgJJkdNUqXXejgw4CrrkmGxfE0Lq680q9aDdShn94Yey/f/hY7PaVStbrr5MKEUpOJUlmdXjtWiKZ++wTNpbcbHr2JEWL5wdvFCGuLE5qkBnd//EfTpkEgE9/mkgwu9O7gpwfnOwya1b518KQbm55HaHg+8Fq8O6768fae29Sr+Rm/PnP6w4qtbX0jCRBe+IJOmBpldPddwduvtm9v/9+cpuGuuMHDKDkBhly8v73Zzf9cjBzZn4cqDakyCeTgC0EKG/dHXNM+DizZ5fukfX1uqTVrn7PUlYPyO5vVu/PggWlz3DBgvBn0dxMe8dXv+o+u/RS+qyr7ytd3d/5jvs/OzuzXgjA1iSl0rCSyf3TNJ0G4AgAn0mSJBOJmKZpCiKcJUiS5KQkSR5MkuTBNyxVkwNgMboSvqppJZNyMwsNcm5tJWPx9a/T++XL6TQP6Mnk888TgfnHP7Kfa7Jqk4QW6ezZ2dP83Xfr6oIdcgjw1FPZDb62Vvds/axYiZhk0loaKM8IDRhQmtFYDphc5RnJ0I1ie8pcKJmsqXExpu3tdLqX6NkzW/R7e+jsdAchdiMuW0YZk088kVWdBwxwrcu6gpwL8+bR9w51cQNZZaI7Ars9MPFjRaOrw0Y52Hff0gNsjx6lCYvloEcPUsB+9Sv32ZVX0mfaRJyRI7ObLatZrBCXi3HjyEbIkJh166j+cAgaG/NjALWtemOTybzr0JDJhgZg7tzsZ62t+mvzXXeDtQQAACAASURBVN319a5mqwZpmk3GspLJXr2ycelAaZ5FucibU9tLtuP5fcIJWe/p6tVZ9ba+vroLl5vIZJqmy7e9rgBwNYBZAF5PkmQIAGx7zQ3vT9P0wjRNZ6RpOqPFj0KtEGK1XfJ7n4Zevu8KlZltocrklClk4PgE8/LLzh2tJZMHHUTKju+K3ndf3XgcLC3ViZEjdepwXo0xbQbqPvt0PSe05XdmzcomSAD20kD+eAAZZ83zzVMmGaFqW8+e+QrRwIE6gsNZ05s2kTomMXly+d9XhmOMHk2vy5bRWnnve7P/thxSJ8lkZyepuBoyKeeBX6osBEwmmXxbDsn19aVrasECvecm7zAVGj7hw48r7NNHd//9usI9eujctnm/o3XZjhlTOhcsZNI/uPbqpVPRgdJ6ppZDy377Zfe2gQNt33Pz5uw9t5JJIFtIPUny95pyEEomBw0i2/etb2U/Z/GGFdP+/e2Jq5WEmkwmSdIrSZI+/DOAwwA8AeBaANtykfAxAIrQ5MpAKmuWWl5SSB0yJHxTnzrVTYqmpqxCFqpMNjSUKp08hpZMzpqVfwLSZnoefHDpItC40QBS4/xgcq2LqakpqzLIjHWtMllbW3qitZJJVibl9Wlc3ADduzyD1NCgc73yBiHjfmbP1hk9JvabNtH3k9nOIdcm6/Yx0Vq2jNa8jFUGykuek4rili0UtpEXG7s9dHRkDygWMsnZuhybaPW4+PPVV4VD4JPJmhpdcwgJ3/Nz0EG6A6S/oU+frqsRmUcmtcpkkpSqkzHJ5KRJ+n3gkEOy77U2GyAhQt43q4vbP+xbxwOy+8ioUXqXsn9A6NWLCrd3hZYWOjz7ScF+6cBqdnEDNmWyFcDdSZI8CuB+ADekaXozgP8BcGiSJIsAzN/2viog44IsZFKWUgl1cQMk73PnjA98IEsSNLW8/FM6ux+1JKuxMZ+saO/ZwIGlhFdz3wDbiTEPkshLQmSp5XjEEdn3scikJPNaMllfn58QNHWq7rDAZFK6rEJd3Awmk5s303OW6qQmXhIAxo51Y65cSeMcd5z7++7I5KZN2US0zZuJvIUqd2vXZtdPDGWSN1SLYgRkXdpJoq9/CVAogpxf06fnK+sh8L0HoS5uxgEHZA/Jmvg//j3/sK0lk0CpO9lCJtnW8BgzZnT9b7vD1KnZey/tYygGDsweNGKSyYYGm8s8b0zrmpL2aujQ7T/TCRNcmJoEi19sYy0tKP8VUJPJNE1fSNN0r21/JqVpeu62z1elaXpImqZj0zSdn6ZphP4fcRCLTEplUkuKmFx9+tPZBA1NOy25effo4Raqpc7k9uIJNZB1wQBbNqt/YrZkuLErJ0myLk9Llxk/3ixWzCTfs5oaW502dnUDTuHRusLkBsMESUsmeYNub6dnevzxzn2lUSZ796Y4KFafOPP8G99wxr07N7efgaktmu2PE4NMchUJ68Yn78GIETbSAFBIAkMbdybhV8vwbUm5aGjIHrzzeqWXA46blLbakpnsr+UYyiTbfoudqK3NqmXWeSH3o5hkctCgOO5feei3qLBAts2qH4vp49RT81VHViY5pvudrEy+7WAtHwCQ0ZDkwEImp04l4ybJpFWZfN/7HFG2ELbYZNJXEyzdJ3wyaTkYzJxJi9WvxWZRJltassbEL5cSClZ2WP0YMEDfwg3Izlk2dFqVhq+trY1iCZNET0yl2rNpE6kiJ59M7zXKZJ8++YXL99iDPAJA98pkLDIpN6qGBptaJ+1YS4u9n7Ocm9q4aAmZKKVJ/vAhVb9dd3VqswZS0bdU9Jg3LxteYFEm/US2mGTSqgpLm2glkz4BrJaxAPI4SA+E9b5Jdb679dlV3D4rk2zrCzJZRYihTPoqk5ZMTptGqmSSZI25tv8pG6RPfcoRNYsyOWNG6bVYSNu++2aNt0VNHD6cyBqrO5ax6utpg/ngB7MGxNqy0I87y6sxVi74FM91Oq1dRaQyyYZMSwDZkG/eTN1/Jk7Uu2Pk9+I1ccopRCBClAxJJoFseSDGWWfR2uuOTDIJ5IOZtmi2fP5dxa2Wg7feyo8JtUCWAAvNbs6DVGK2FytWLlj1SxJSJS1kS8ZIWw60Bx6YJc0WMunX77WIALw/8T3S7CcSct1ZyaSswGFVJuVYMcikb5+txfHloVM7N1iZZO9RQSarBOvWZRetlhj5refkxhyCadOAD32IfpbXpe1/us8+tLEccEAcMllXR7E8seI0Ghuz/dAthhwgdZJLC1lILkBu6fe+N2vgLG5uwGURMyxxk77htbbJlHP2rbfo+4cWNWYwcdiyhdytocWkJWSJHiaTw4YB55wTNg5vNLyW2I0ryeTEibT+unNz83Pjex6qTN55J5XY8jO5QwtTv/gi8OST2VZ5gN3FDWQTEzVZ0j6kwhOjggaTydpafbwkQxIiiw3ab7/sfLW4uXm+cux8DGWSv5uVTEpbU01kMrYy6ceaWmsDy9/XjsXrkvfMgkxWCWK4uAEXL8mTTqtM9unjFrpcZFqX1ezZpEomSdb4WnDQQdnODlbSduih7pqsZPLQQ10cnfW6Tj6ZjFtMZZIXPm8QlrjJfv2yakVekfUQSDK5ahXwwx/q1RBWxHnOnXCC/rryyCRAbcRC0JUy6bfdPOus7mMXWbHgeRuqWPTvT8q3zCJftIhqXoagd2+K8eO2mqxWPPqojcgAWWKrbTMrwfe/ri5OLBsrO3V1peVqQiG9GBYbVFubnQsWZTImmWRSxHPCSialCv5OJpO8zmVFCQvk72tVTlYmeX8ryGSVgMkkb5pWZZJ/X0smJeTC0C7+OXNcc/hYZPLgg+MVegeoREgsZfKoo5wRsbaYYvdqJcgkw6JM1tRkDfmqVTYCIclkR0f3AeLbA8dU8fO0bIR5bm7NmOW4uQFSY2UlhTzwc2PyFqpMTppE1yF79a5cSfGlIRg0iIj71VfTeyYvu+/e/XfoDtxGLknsYwHu/mtLifmQbm4rCZF232qDYrgygcook/w9rWRS7k0xYya1z5FtfaWUSbZB1UQmeW4VZLJKwGSSCZaWTPrNeixZmQw2JjU1+sSKuXNLN3YrmZw6NTuBrQqgdKVaDXltrdvgrdfFiOnmZsPL1xarPBCju37S24MfmmEZS85/Te92CZmAY0lYKpdMlgOfTIZuDLW1pdnt/fvrexz7+MQnwsfxwZ2pYhBJwMVgWpLEJHgzjbHOYymTQDwyKZVcIG6dyWogk5dcQt9RKpP9+mU7opWL738f+PnPs/Z061bqtGRBbDIp7YSGTLa1uXvPv1+QySpAmgKXX04/M8Hq7KRT/sMPh40lYyYHDIjT3og3YctJXhogNpjWzaGmxu5C88EbgtWQA/E2K0YllEn+nrG64PD89WN3Q+Cr6RYyKceyhpLItSTj7kLhk0kZMxlKSO68k155rm3cCFx0EXDddeWP4bffk7HDIcgrZRMj+5pJdqz1xM8uljJpIWo+YpJJSRJixEzy2o5JJq31F2OQyfvvpwz8Rx5xnx13HLB4cfhYEyZQUt7//q/77Lzz7AcNdnPz/drRMZOy+xwfzqqdTEY6i1Y3ksS5mfg0ecIJtMGXu5GuXUunqRg1Jn3EIJMSsZRJIGskYymAQBwyyfcrTemPNT6rkm7uWLUme/WizcdCJpuaaDy+Jl9tD4HcYJYuzZZECkVsZZLjj1mZ3LSJvnOIW4wPAWwnvvAFIhHPP1/+GD6Z9Fs6lgtfmezVK07nD964YvX9ZTIZq30t26AY9keOYT0oV7ObGyCVzboH8N7U2Gjzml1wQfaz2lqdOj9nDt0feSjo2dNWaB9w65wPoDvazc3JN/37O0Jf7WRyp1AmAZeVzJNwxQrKfC43W/k//xM480zgpZfcZw0NwPXX268ttvFlohbDbRVTFZCISSaBONcpN+b1622bTcyYScBdG88RC5kEsq5uizIpCYif4GIZK6abe9AgN1dCXd1sH3h+bd5MJWFkWZju4GdIh7ZiZPjK5PjxNuJx/fXAb38LvP46ve/dmxSaP/5RPybgnp2VnG7YQOTPX9uWtVnNbm6rMtnZmS1xE6MrDKtillqmfocfAPjwh3XqfHNztig+QIXxrXtntZFJPuDtsosTNgoyWSXIS9I46qjyf3/qVODcc4Gbb3afLVwYtql0hWomk7GVyZhubkkmrXXBgNJCtZas6S1bstnJq1fTNd5wg248v6XiihU0p0MUMglJJi3KpCQMFjf3unWlZLKtTecK88lkTU3XGd3dIS/hJrQ8Tb9+5J5jaOOsR43KHn6tZYHGjqWkvUWL6P2KFRQSIN2RITjvPOCmm9xG2tQE/PWvLmkoFCtXEoHmjb6jA/jOd6jKhFZxeye6udvbya6uWZO10dZ4yfb2OMkfra2lpcc4WVQDn5xyiT0LmITz99zRbm5WJlta3DwtyGSVQMYgMEKk8bwOIcOHxynKG+skz4jp5o6tTFaKTGo7k0j07Zu9ZxZX97XXZjeYhx6iE/Xtt+vGe+YZeuX7949/kLJ+22268WIpk9L15ddADMEpp2SJ9pVX0gakCdL3ySSgT8LJKzavqXXIdqKpSb8pJAkdavmQaK20MG4cKR88pzZsoD/HH68br6WF+i9zSNGTT1I92Lxe8OWAyxSx7d66FfjKV6jAvla9q6Zs7vPOI7Ltk0mZ+V8OVqygShn33Vd6fZrY49WrqZSV3DMHDKD4Ya2H5YAD3M8NDaXqYgh8MhmjZSd/V59M3nuvbjxrAg5fj/SWFWSyCrB1aymZHDMmzBhPmlRK9jo6gL320hOEBx4g48YT98UXgR/9yKYUAY6calQdH9Jg5hHyULABZ9eaBZJIWcnkfffR5io3qdWrKdniqafCxkpTyjiURmTJEnoefvxcOTjjDODuu+lnVv+uuIIIZWjnmt/+lhSp++93n73xBl3bL34RNta992bj+FasoO+u2cD22w+45x73/ppriORq7heTyW99y22wkkwuXgxcdll5Y/mbZ22trtUoE6PevcnufOEL4WMAdL9ZQW9sJNVn/nyd1yBJShN4mpr0h1Dumc3qX3s7uSUthdDzOvIceaRurLY2WocMtkWhh0Y+YEib88or4epkv35Etq+5ht7zwemJJ8LGGTaMfudd78p+vnw5ke9QDBgA/OEP2bV9//3U3ECbhCMJYEcHKc6hhfvzxkoSml9XXaUbi8FhQ5dcQq9vvEHfN7QeLEMe0Ds7y58brEjyXivDC/bd15XxqkbsFGTy9ddL3dwhLm6A1IDp07OfbdwIPPaY3vj+7Gd0YuOg6c2bgfPPJ5JpAZ+SY2RiS0KkdXNv2ULER47R3k4LQ6NmPfkknZJlG7g1a4jAaa+xtpZIhrxnRx0FfPaz4aEMSdK1y1eTfbtuXbZ4MKOxMaxnNUDfb/FimreMm28mpSCkHFJHB3WmkeM8+ywF1WsMXt73mDNHF/rBSs+LLxJpfP/73Wbxxz9SsftyQhj8GDSANi6NQsAEsKmJNlGtGrz33tk1uWIFzTWtUifd7wAdbLXu0VGjSg/o06bZ2gP6vb179NCReQA4/XTg97937x9/nLxToWVljjsO+OY3s6Ww/vnPUmWwO7Bax2IC71Gadql5dqWzU+8tOOCA7EEqTUlR1M4zn0w+8ojeEzdsmFO7a2tpP7CKCfwM+HX1auDWW+mgpoHcm+S43eHss4HPfc6FnkjPz+OPx/E2Vgo7BZnkjV0+GN9IlQNfBeLNd9Qo1WXhkENIcZKb+Lp1+gl8yy3ZU1DfvrRpaeLqrruOyLJ032zeTB03QtHQAHzmM1n34GuvEYHRbFzDhtG9u/FG99ncufT9tcYu78T92msU3qAhNHlZzcOH69pvduUS2ntvV/+wXPBmL118K1bQsw1RkGprS2NMn3iCjKDsmlQu8mpUHnJI+DhAliiedBLw5z8778Hzz5NCtdde5Y3jH05YfQsFryMmVt31BO8Khxzi7AXfM0sGPdemZdTV2Wrn+vfH2v7QT1Y6+GA9CTn0UOCuu9z73/2OQiuOOCJsnNmzqXuSJGqrV5fWE+0Okybl2x0N+e7q/9bG4c+bV/qZP1dCMGpUqa23FBsfO5Ze2d63tOjHAvLDWQDdXrx+fal3ZvNmso/dhQlMnUplj+64g97/8pfZv5dx+NWGnYpMsmRcV0eqRyjyXIoyuD8UeZvlggX6EkE//zmpp0wm33yTFrGmQ8xddxHxkC6X979fX+LmyCOzbumNG4kAashk//5k7KQBWLVK7/4Cunbf7L+/bry8Xtcaly3QtfqYF8fbHdgI+6ipKVXeu8OHP1z62cEH6wh9XtiDlkyyitvYSMrb+9+f/fskKS9mK8/wa8kRu694bWrbFrL7q6nJkRlfXQyBH+s3YoQtcc8nk9b2h0mSJVeWEjCynStjr73CyXPeHGhtDVeNamryM501ZLIrj4eWeOeRSW6dqkGSZDtt9e8ffhCW4LJ8vJ4sZDLPAwEQ2eWWvSFoaioNnfj3fydFvbvqMb4N9g+zBZncwWAyySRt1111E1mSSTa4w4frF8Uuu5RuapaOFkccQe4D2XVl1KiuCcT2sGABbYAyTrK+PhtIHYK8TUCjDm/vd/2YoRB0tci1ZDJPLdIWmO6K+ITGSwI05/IM0uTJ4aVE8lQ6LXnwSx3166crobN5s9tgWltpE/vc57L/ZvfdyzPKTCaZHI8apbvngCN+rFholUmOgx4zhsIKAJsy6We3a70sDN8FHasWL8Oyxnv2LL2eUFUSIBXQXyvalqTSnlpKA+29d74IoSWTu+5aeuCxtlOUv29p4Qo4VZP3OovKuW5dvuByyCE6Yp/Xk/7qq4mgd3fgmDKl68NcXV28WtSVwE5FJnnCaGNuRo1y6ia/Wo2vlNGTxOYWystqO/ZY3Vhz5pRuuAceqFctZs0qXfAWlcEPzB83zuaeq63NJ5RaNVEqk2xYtGSyuTn/u2mUySRxrm5p8DRJEnV1pZuqlmz5yuS8ebq5JmNLmTjMnp098Zfj4gZKyeRpp+nnP5NJdsFrlUkOWdltN0cmLcqkny1vtWf9+2eLb1tJA+Ds9sCBehLO8BUsDTltaCjdQ8qtV+zDz3IGdGSysdEdvuS1WCqE+OqklUzKWFCrW9onfxYy2ZWLWxvS0hXKGa+picIfGDIBp1cve2OOSmKnIpMcBKs93cqNmBfp6NG2a5NkctAgm/Q/cmSpy11LJhsbS1UmbSwnQGRNkt36en14AECbsfx9LYmR8I3lpEmlcYHlQqpFAwfS/cxrh1cupLtl8GDaMDSKM+B+Tx4WtBm3PsnVnpx9ZdLq4gbc/PDVyXLJpL/J5LkkywWTSd4ErcrkLrvEiZlkZZIPBVYyCWTJnzVhQMb2xijDJjfnfv30Bzz/0K8JJQLIJvTuTXOU1442YYm/i1RfY5JJa2kaGTZiJZMyga1fP5tiJ69L7gGW/S5vPpRLTuXBV3qlqtnFDexkZJID1y3FfnnBSteXBfJkGsNYch9igBaZhcD4SqelxAeQVSJj9AGW3y003i8PPpnUurgBIln8HXv1AmbMsBk8aVQOO4zG0246fCCKQSZ9hU1b8sn/Pa27XJJJuRY+8AGnXoQqk7wxaLuAbN2aJcvNzfqMaVYmmSS0tOgPPIBTJlnNstqzrVvd/bLE2DFklm6MNS6zag87TK80+8RAW7OS4/cPPtitZ636tO++dEiXpM9CJv2QJqsyKePtrYq1JJMWVRLIksnddqMEwt1313sP8qqojB5dflUQnue1tdlriNHRqJLYqcgkGzlL1xo2Rhy4bjW+clPRulQlpLI5caJNFvfJpJUAHn64+9miwDKkGmlViIG4ZDJJnGq3ZQvwnvfoxwKySTj77ReeOSrByiRvgPX1ugxsoHRT0NYi9ZVJbUHuPGUSIPfRv/87/RxKJhlaMvn669lAeourlpVJtmUWVXLzZkfiuZSJ1Z7J+2/J/mXIMkiWgzFDVg3QxEsyxo3Lzi9LAfQDDgBOOMHNEQuZPProLGG2kEnfplrIZJpmyaRVmYw5lvRAjBpFpZ8sqmRe2bEQlzmTyaOPzibIFcpkFUDW/GtttTF8HouNUoyTPCO0ZmAe5KZs6TIAEOmWBtPaTrF/f7cgYsR+SMIRo6amNJb19bqMfwmeG+vWlSaBhELOjc5O23h833jjb27WuyN9MqlVJn0yqW1nlhczyTjlFFIxpGK5Pfhu7tC4OCZC7OLmA1So4rFuHd2PDRtcVjh/T0u8pOwGxNmnMcmkJYyFIZVJqwIFZK/P0jklSbKhGBb7c/jhwL/9W3ZsDYYPB77+9ex3tLTo9WvbWtzcGzZkn2VMN7d1LHlo3HVXqv5gIZMyqY0PoCFkcsoUssef/nQ2K7wgkzsY69ZlT6PWfrZMJmOd5Lk4KZANvNVgy5Zs1xtruzUgTiyiBG/I2hgjidjtFCWZrKmxP1u+/21tdlVXkobnnrO5EFmZZLKjTR4AnCHnTUujTHZ2lnZ94i5OodgemRwxguoDlrtZy02moSH8Gd59N1VnePxxes8qUWdn2MFs40ZKrrj8cnpfV+fskMWesYub531dnT37Wqoy5ZL27UGua9laTgveC/r0sSunBx7ofrbYs+nTiXRYlUmA5olcAxZl0j9MWZRJv6Scxc2dppUjk6NG0T5sKTMnyeTRR9PzDAnb6dGDqpXMn1+QyaqC34kkFpkE6PRgPX0//LD72RpH8txz2RNyjDICmvIs2wOfbmP05pauck3/Ux/SWG7ebB+TXcednfaxevRwpE9ThF7CLw9kIeJsyPnaNMrk6tWl80FLJuUmk0eMTjkl7LoYGsI9dSpw8cXAiSfSez6ArlwZRhhaW0nd5LJhSUI9nQGb94E3PY65HDnSnjAjiYylugJDktOYZDJGPKdMyIrhGWFYvTZvBzJpIYAbNmTtqVWxlt+TvQYWRVcq/h/4AMW3h8Y1f//7JGhIMlnETO5gMPnjyWEhk21t2Q1m+HBbgV/AqRaAPiaL8eST9MoGxHptQDaWzurmBlx5iGpXJoHuuxV0B9nb1joW4DZAvzZgKGRVAoDWiPZ58KbAZFCjTDIBra11G6mWTMrDXh6ZCVkTcpPRrE0uZcPrhu/Re98bNk6SZJXp9nZbzOQ995DbnJVJXpMxMrkl+YsRMymfgTUBpL3dhU9YyAJDHshikEmeJ5b2k52d2VZ+Mcmkxc0dg0zy/fFbkcZ0mcdYAxyKAlCS13HHhY/BpLZQJqsAN9wAXH+921x4k7KcSP0+pzEm3tNPu58tCx9w3Wr4BBOjj6fFsG1vvNjKZDWSSZkwIJ+zFpy4oY1LlJBlhfxs4xCwIedi3Jpr4/+7pcURGy2ZZEPe2KhX5m+5hTYu+fz79tXFceYljWgSu/JIY329LvHsvvvourgjFRMhi3r+wgv0zPwEHCvJsqrDEpIcxfDayO8Ww54xLMqk35Z0RyuT991HoVw+mdT0H3/8ceALX3CeGd5Lli+3zTNJ/rQZ3BJ8oK6tpXmmjW9P04JMVgUGDQKOOgo480x6zxuB7OdcLpio+CpnjAxijpns0cPu3mBlkhdqDGVSZpPFUCb5O1azm5tJuJVM9u/vvq9sS6kFE0DZy10LVib5u/rhIOXCJ5MWZXLwYLf5ackkj2UxvD/4ARWllu6q55/PehHKRV6YiGbDyku0GTtWt8anTAGeeQa48056zwedcrPc87B0KV3jpZe6zy67TN/R66WX6I8kNHV1wJIletsh13OMahKSwPhtKTWIETPpJ83saGUyTSkU4wc/yH5+9tnhY02cCFx0kasTzer8P/6hWwes4LLNkKFEFvB4fE3aePmNG7NzrHBz7yDsuSedXHhD4IWqOSXccgvw2c+SAQbc5LCSqzQFXnyRfo4xUZhMMtmNQSZjKH4STF5iuLkrpUyyMdf2IZdgBYTnjgWcoMWZvRYwMeU5IolTCHwXk18GpxywMhmDTPIz09ZxBKj00h13ZFWBNKXYp1D4ymRDg847IpVJ3tS1ZYG6qhphKTc1ezYdJK66yn32gx/oi8/36kXk9Cc/ofdJQr3gP/QhvcdFkskYHhdJaqslZrJSZLKhQTcWz//7789+fsIJ4WPV11Oykm/r3/e+8LEA4CMfAS680CX/DRoE/OY3RE4t4PGs6rcvGhTK5A5Cz56lxramRpfyP2UKGTUO3mdXgpTHNXj1VafoWOOBNm1ymdw8iWOTyRjKZEw3t1ysMZVJJrox4hz5kPDCC/axZFH7p56i56El5X6tSS2Z7NevlNRLElYO+CTf2monk/x/W9ZTXr3XsWN1m7yvTI4YoSMyUpnkuG9tWaCWFkrC8mEJ22lqKi1839SULXkTgkGD6PDEJCRNgT/8gbJcNfDj3fkZWA6hkkBWS8xkDDJ54YUUJibJZP/+VJ0gFLLNI6OuTt82OO/Ao63hO24ccPLJziuzbBmV47GW1OMYTGtcrm9HCzK5AyETIABKmNFsCCNH0mLijZs34I9+1HZ9Mo7OSiaffZaur67OkchqVCbl/beqk5VSJmOSSXabcLKDhpAvXQpcc002m/X668ndoyX47ObmTdBX8MtFkjh1kp9tqKs7pjLJCSCWzN9Zs0rthNYFPHQo3R8eT1uwfMwYUuQGDHDPzFKwXLbnZMTs5gUQ8bMkFeYRjtDkJcaNN2Zdq21twPnnAyedpBsPiE8mGZo96qmn6I9PJtesCV/TLS3UrYxVYYDUNq13xSeAu+yiV5fzOnVpqwb4h8Y0pcOP1dXN+4Y1B4LJJO/jhZt7B8J3MU2bRhNGZkOWgyQpJaYAbToWQiQXZ1OTvlAz4Fzc48Y5wxabTMZwTUtDaY0zih0z6RsRdpn6BrocXH01xUkyqXn1VeCnPwV+/evwsYYOpTALWdfunHPo2WiM8pYtpAbKk+6yZeTeOffc8sdJUzpYcWkOdi2HJuHwv29udqd5LZlkr8HAgfr52rdvCpAQJQAAIABJREFUqSt48GAdcU8SskPcdWvYMN1cbWykGO1TTnFx1mPH0tzUXJf//erqyJtjWeN+L+fjj9ePBZSSyb320vejnz8/W4btoYeAM87Q9+YG4sVMso3le8/KZMiYvXvTAeGss7Kfn3FGODllkiXtXppSMW8N/Hs8YUK27WYIfGLa0KBXAPOevcb9LiGTZmIpk2zjreS00nhHk0mfAI4dSwazoSE8mN4npjU1VD+utpaCgkNxxRWuVhxA6lPPnhQTpAGTyUmTnHviv/5LN5aE3PisJWkA4NFH3c/W0/yFF7qfLUQcoKxDv5TJkiXAF78IfPvbYWOlKSUe7LmnU5/XrAE+8xmda/KTnyRXjB8Qr9kIf/hDMkqf/nT2oPDnP1OWcUiczzXXEAnh7Eo+OWuVybPOcm5NLZnkeXDLLbQ2b7lFN46vWpx/PnD66bqxpk1zNS/ffJM2GdlatFxMnUrKHIfG1NQQ8e3TJ3xjZmWSn/fIkXQQbWyktaDBvvs64lJTQ+7H735XNxaPF8v70K9ffhH1o47SjdfenrVfPO/Wrw+3ax/+MHDBBW6Mf/4T+OAHs/tDdxg5kjxvfryfJlmvtTW/hJ6WyPsE8M476bk++GD4WMOHZ+vHJgmNdcEF4WO1tGS/U48e5O3htqsavPmme/7PPWfzHjCZ5DX18Y+T+lyt2KnI5JgxTq0LPUn6Y40c6YybJtC2T59ssPqrr5aWAggBk8nJk51RsiQhMGJlc/unbsCdTjVKzRVXZGvatbVRqZP//V/d9Q0cWBrH+ac/URJBaOJFkrhi9rJUR12d67sagq7q9WnIZGsr3fP167PKNasQeQp8V+ATMz9TPomHKpN5ZYna2igGuNwN9Ve/IpLFa5INukZVBhyZlPdIq/S/971ujjM50riszjnHqeWtrW7Mnj3D4+xYmeS5PXIkuee2bg0vsMzo3dv9LqsoFpdhY2M2LGDcOP1YQGmDiZkz9S7SJUuyLvL2duBHP6JOJ6Hegr33ppI3bCOfeorCWHyltzvk/XttF7S8VrJaZWzEiKwNs8bNS1c3rydtxrS0oXzYsIRm+HkUFtc0cwF5UIxR0qpSeEeTyZYWOsXwRBszxk2+0NOjv8mOGmUrgOsrH6zEaAPMmUwOH+421CFDaDOW7p1ywcRRkkme1BpSuXYt9cKVBuTqq+nUqnER9ehBBIJx6aXkFtPGym2vwLKGtOUFcY8Zo5srrIr7xlyzUfCGvHgxbaY+QmIDedPkkzOTrddeoyoFV1xR3jiSfPJGc9FFVAqk3HV6441ZFYDXk7YEDK9PGcusJZMzZriYWb5Xmq4dEye60Jjx413WqKZz1sSJ9H14DskMc0stXg6d4E3P2tVLJgpZyaRf2kZra/laZLHrLVuA006jtRrqVn73u0s/O/zwcFuRRya19z+PTGpJVpKQDWV7wa9aMrnPPm5+8VhaMinDPTj2Oy85rVz4XhnLWmIyKffbgkzuQEye7E7wFmVywgR6kDx5rWSyK7dUXoBxd2hrc67Gz33OqWF33UUN5jU9cjs7qRWU7PX98svkcn3ssfDxmptpTKkmfuITZKA0p7f587P3nZ+FJlsfoE0wT0XZbTf9Zu1Da1g4G9J3/fpF9MuB7Mvtbz677BJ2jbwW+PDCgedXXEGZ575bPg8bNji3LeA2mGefJWJZboHvefOyGem8vrT97vm5yzmmJZObNzvFgu2OtmvHs8/S64QJ2WLvoWhqAk491dkKJs1NTTaPBt93nhNWMikJoLUFok9eLGQSyC9Iv2BB+Dh77llqo48+OnycPDKpVYbzKhpYFLt99nHPkteRRZlk++p7RULBynRtrdtDLGTSVyZjkEl5nwoyuQPBGYZ1dbRgtcpkQwNtTOwqGT3akVTNqairzDhNu8dnnqHTS10dbcxs0Neupe+vUUFqa8l99rvfuc9OPx24+eau69R1h2OPLf1MY3wBuuezZmU/mzbN1lorz+WlDdDnMj7S5aUlI2PGuA1eqpOaQuh9+zoD5ys1oRnL/N3YkLNSs3gxEd9ywgO25xLfd9/yO2X4mcQMrZspSYhsyRAM7fOTJJcPBNp5GkuZBMhtznVuWVFsbbXVOeTDItdBtZJJeS1WMimrM/Tpoz9oMPx4uNpacnOHIkmAI4/MfsaFuUOw226l/ei1ZHKPPUp/1xKysO++jvhZyeT06S6hjaElk3xNra2OCFragPrKpIWYFm7uKgMnPIwalS2bo3GtTp2a7WNrUSbz2uu1tOhUAZnJ7SOPwJWLvOD0d79bXwctrx6YlkwCpLpKaGuXMfKMSN4JvRzwyVkaAm38Xk2NC7OQ4RaajiyAmyd+rKqWTObNBz58dQdW1/LWUEjB6z33zI/psqhsX/lKNoFBSybZxT14sCM0mgMekFUmmUxqiWm/fo5M8iZlIWwbN2Y9D4C9b7K8/zHJ5B572DuO+QeV/fbTEy5JJkeM0N23JClVJ7VqYk0NEUD5HS3K5KxZjhyxoKMlk716lT47LZnktTl5sjvY7mhlkpNs8vInYnRuqhTe8WSSi0Wz4qdVJgEKuObNb9So+MqkNliayeSUKaWxndqCrgCRM58o5MX3lIshQ7Inq2HDbOqAT0StZDKmMjl2LJEtGe/CoQgasEtNxvBZyeRrr2U3i5DkG2D7iQZ77VXeKZoNeJ4CGRKyUFtbmmCRJLoewIyamjjK5Esv0euuu9oI4IYNrqLC+PE2NzdAxI8JFs9TC2HzN9LGRnsSYKXIpKXbD8PPlLYcjOX15NUALRc+mbSoiXPmZJ+fhUy2tTkBx0omAbeO+LCujZnktTlsmLseLZncujVOzOSPf0z77HPPlf5doUzuQPAGzmTSokxOmuSyKWMpk3LialzcQLYskDRE06friyQDRDQkwaqv17dHY8jNfcECmzog711jo15FZMjv2tBAJ2CtS7+x0T1PVjxXr9a3aOS4yWXLnNr+xBO6ZCgmk4sWZQ8wWmUy7xrKzYBnQsRGkrOB+/TJTxDaHvzC/717x3HZMqzK5IgRLhRAo0zy5tLQQPbH6ubmjbSuzrnfY5BJJiCDB9vVP6nOWK6tszMbw2u1FUApmdSUe2LI/Sivn3u5mDcvm41vIYCHHJJd25axeK4Cbq1bapryeEwAtcokK/Mc8lNfr69mcO65wD33ZD97+GGqLxyC/fenDkSyjB6jUCZ3IHwyyQ9DQyZ54tXVEfGwKJNMJvfe211TDDIpY2YsLm6GHG/mTHtLJ6mEWU7yQNa4TZmiP50ypJt7+HD6vpbC7+zqnjzZXRu7KUPByuSTT1KtSICSJ5gQhIDJ5HPPOTLZt294tmwMMsnKJK8BzoKfNy/83vsxWVZVLBaZ5Gc0ZIg7gGrURPZmsOptVSbZno0c6caKQSZ5XVrjJQFH2Gpq9KEBPI6cp35soQYctsJdoPIScsqFJKaWTkTjxmU9NNY4R0nmLWPx/OrfP05LXT6UsYdRSyZ5bXKITGurPoxr1iwqGSXxne+Et2fMy6QHyP7E6ClfKVTxpcVBV8qkxs3Nxpcz77Snos2bnfv9sMOc8dWQyY0b3QSeNCl72otBJuXm0lWSQwgk4dNmXjMkMbUG0wNZZbK52dYdA3BJOD16ONKW57ooBxMn0r3r6KDyRzwHNUk4TBqXLHGB7HvtFU6WmEx2drqfeYxQZZLB91yjgPPmzvc6Fpn0SWooWJmUikcIMWJbJeMlAXvMJNuzUaOy/dG14OoC7H2wxkumqXum/fvrW/ABpa1RrS5zwM2Phob8kKAQSDJp+Z5Jkq2AYCGAmzZlm0HEUCYHD7aXBurocB4erhqgERLS1K0BPsxa4iXz9sfW1q7JYVfYddf8w041u7iBdziZbG93J4+YyqR0cQPhE3nxYloQNTXZjhYaMvn007Qo2K3K33fAgPzyNKGQsnroosgDG9xevUqzibVjAaXZfRpIMtneTqWLLOD7/+KLLvxAq0zW1zuX+0MPuZ81cZNjxtCm09npNgh2c8oi691BbgpMHPbfnw5XTKS7A5NJVo3GjydiqyGTTGY49tPay5Y3eJ8ol4svfIE6F/Ga5Ovp1SusAPTXvgbcems2k1tuqFoFMDaZZGWS7aFVmdy0yR2OrWNVgkwy0e3Z0+5lkWTSGhogS21ZCKCfABKDTLa02Mnk6tXOXvD80CiTq1e7qgN8LZZM7rxDwPveF3448A8EjIJM7gDwaeXll90kYbJhScCRxlcG5odOZHZxjxlDhpc3ck0CDru4J0ygScuK5+zZdqMEZEl3DAPMBDBGdx45niXRgiHJ5OrV+vZhDCZUzz5rVyYBF0v18MPOdcLKJD/3ctDY6JRNvn+LFlGbM79EyfaQRyYPOIDcfeUSLyYxPM+am4HPfz7cNdTW5mLiWLmLpUxqyeSSJaSYs+fg2mvp1Y/t7A49e1I83nXX0fuFC0n55Y00VAHkA0OlyCTbHSsBlATLohgBWTLZo4f9oAE4Mtm7t66Uj4QMqYgZZ2pRJmOSSRmSYSWTTEzlfdKQSZ7/TU3uWcYsWA5QrWYN8oSbao6XBN6hZPK++6i/5iOP0PshQ8ggv/yyLQGHJ9/o0TZlkhWGiROzfY01biEZLwk4UqEpepsH2Q/XEjDNYPJiVSX98bRldyTkqdRXMjRgUrN5syMQFjLJMVn33++UyUcfpcDvz38+bCwmyj/7Gb2uXQsceGDY6TePTLa0hPWX502G11NzM/WgDd1Qly93P/N30BKGe+6hNeq7uUNbne65J91XPrhy3+RQ9YM9Fqw43XKLu5aamvCEgU98ArjsMkdyR4xwKqdmM73qKrKnTCa1JNeHJFjatocMuZ6ttTQZTMobGvRJG4yYyqScp5YDFR/O+Ho0ZHLRIlIRY7i5X3+d1hLHS8p7rnFzyyoLMcoC+WSyrk7vzSuUySrBhAnAL38JHH88vW9vJ6XuS1+qLmVywoRsTKfGiEgyuW6dW2jWkzJDkklLb27G9moTWsaLQSZ79HAGc+NG3YFDolev0mz6RYv0J3JWJh96CPjmN+nnJ58EzjwzfLNl1ZRLzQD0fP1CzNtDHpl84w3g058ufww24uxuam7WzQ0mk4MGOaVfu5HW1BAR/N736D3biquvDhunq0oAoYkkeR4LVjwGDQq/X62tZBu5zeo559hKA11zDSmlbIvYBvmlgkIhyWRMZdI6FkOSSStikkm+b3V1NjXLJ5MalfM3vyFvB2cm19W5+RFqB194gebZDTfQe6nwa8ik3M+ZCMYgk3y/hg3T73N77kn2Sx48CzK5AzBoEJ1amAysXElqzpe/HK5Mtrc7hTMvZrK2Ntz9xWRSKpMxMrlZaaivj5OtCFROmbRk8kkwofHLdGghF2+oEpUHJm1MdjdvzhK4EOy5p/u+vsK5665hY3ESjr9xhWR0ywQcJkhvvFH+eti61SliTNhCXcAMJpPDhrl7rSWT06aR4eZ1z2sgr13d9uC76vkehSp2PpkcOdKVcdKof36yGtuNhgYdYZg2jVqscswqHxA03WAAstU//Wm2jFZLC5GI0AMtzwtZFihGuA7glGJtJrFETDLJ899KPvwOLBplctYs4KabgL/9jd7/9KfO/oXuAXvvTfvdt79N72WrX80zkMpkjO43fsxwuXHjeairo2REWSaqIJM7AEniXIyM/fcndTJUmayvpwKiZ5zhTrdJAvz85/Rz6Imos9MlYVjJ5Pr1juBOmuRc3KNG2TICJSTpjqFMxiaTTFxCEke2B0nCy+kt3R04CeeFF5yhevZZalPJBrZc9OjhxvOfr5ZM+okgGmUSyJLJcpH3b7XhD5JM8lzQurnr6/Mz+UOLuo8fn1WG2CaFEsCWlux3Of10Nzc1cYldVT7Qun+7qouo3ZjHjwc++1nggx90n33nO8DFF4df32WXkf1mFRYgO87ltbRIU6emW0uSAXFjJplMWkmub/80ZDKvViwf8kLFiaam/Fq4srNdCCqlTHL8vrZGMeOAA7I8piCTOwg+mTz9dHrVxEyOGwecf757P3cuJSsA4Qt26VJ3op0wwZ2utJncfA2jRzsyGSOzmVEpZVITZpCHaieTfDq99VZnRD/9aeCjH9URAY6b9AlBaHF6JpMy81N+Xg4kmRw4kF5DyCTHS/IzrK3VE0BWxYYOtSuTAK1xH6HGvL7e2aGBA53qF+rmThKnTg4eDHzqU7ayQP7c4bG1il1XJFubgNOvH40pPQOrVwMf+Uj4WPvtR4rmVVe5z+66y1YTEiB7w/YwJDO/K1Qim7sayOSQIS7ZT34G6ASF2bNLPwsl8+zVkfVf+f7HaKXI990aTnHqqdm5UJDJHQRJJsePd20ANaWB8k7y//Zv9Bo6kZkADhlCRpOVSUsm98SJ2Uzu0aPDx+oKsWMmYyuT/DxZJbBCxh7GVCZffdUZsRdfJCOhOUCwCtSzZ1b1ClUmR4xwc/egg+i1sTGMlGrJJMcbszuUXdvNzeEb6S9+QePEdHMD+WRSo36wOnHSSc6zoSGAbB/+4z+IvFgKlg8cmCWO3MpPSyb79s2vfGBJwPHvf79+uvI7HLIgMXCgvWautA3VSia1FS5+8QvgttuyZD5JXNhHKGbNcj/36+fmWSwyGUqaP/xhijlnZVLGNcZQJnmftJLJ5ubsvlaQyR0ESSa/9CU3YXih+YrM9uCTyd12o1aFAC0yDijeHu6+m/5Pmcn91ltuU+jbl4KUeYKXAz+Tm2Ofhg2jsbS9myVkopHMYNeCDYgkqVrIhWYlk+3tlCXLyRsAbRh//zv9CUGaUuWAO+7omuSNGFG+EXztNeCBB4iQsqLy1FOkUAE0t8tNwHn9ddoUli51ZJZj23bfPSw8Qt5zzqwsh0zecgtd+1NP0XsmfWlK1xaiWj//PK2lu+6i948/7rKm16zRx9Lus48jj/yqGYvjXE891dmJtWupLWYIxoyhjfiUU+g93+dNm+gehB70OJ5z110d6UsSsk9yzZcL39Xdowclm2kT43yyt//+pR2JykFjo7PVjClTstn/objySlfmCSBb9uyzwP/9n268zs7s3GKhI/SZXn017TFyb3vppfAKEs3NVIT9oovcZ2kK/OUvYeMwJJn88Ied7dfYbDkWh8TU1oZ5RMaOBc46y93zT36SXvv0IbGHD7mhYGWS7//atbbqHUD2Hm3eHGcPrhTe8WRy8OCse+TWW+k1ryZUV/AD6T//ebfgX3kF+OMfux9j4UIyatdfT+/HjgUuv5x+rq8nV8zUqcBXv9r9WPfdR69dlQXq7KSxDj20+7G6g1Rw2ZVoARNeK/l74w2nSgEu+zqk3qLEo4+S8vHjH7vPzjyTVDtW3UIwfjyV2nnttXzFJ0SJ/tCHyIheeaVzKa5bR59zslW5WZvf+x4R0m99y7m005SSS0LiJQHg3nvdz0wmV67sXnGYMQP49a9JZQMcsVq1iq4thLRNnUqkn9fzVVe5ufWtb4UfBBg9e7ouPqwUhWZzA2Q73vc+as/JG96XvgSccELYOLvvTnGE7CrnQ+ivfqUL9Geb8bnPueu69VYi5hoFismkPNTstRetUQ380ig33ACceKJuLL8P99/+ZnNzDxlC941x++1037QHl098IisiXHstFbznvapc3HknrWleC4sX0/vQhD8uZ+OT9299K2wchiSA//7vVI0CcJ2hQjBunFsD3NhgxQqKQS8X/n7O9qq+nvboL30p/LoAd9/5AHXKKXYFXIZvPfSQfn/7V6BbMpkkya+TJFmRJMkT4rMBSZLcliTJom2vzds+T5IkuSBJksVJkjyWJImhZb0No0fT5Pjc57IKEKsMUoHqDlKZ7NuXTjLy9F7OCXK33ejUz6e7Cy90ytKoUe66yhnra18DPvMZyqAEaDO55x430YYPp9cYrmRJJi2nor//nX6fSU9HB7n9/vlP3Xhf+Qrw5z+796++Sgad1a5QcJypvP8vvEDPO7RVY5K4/rpLljhXt4yVCymIznGcy5eTIWVF8bXXaIMNcXHzWti0Kduj+ytfCe/NLQksu6rTlAj+d75T2iqRMXRolnT4KnWIIpNHCizFlSXmzqVnaWmnuOeeRAza27Nuw9C6hFOm0DgMqcTssku4a3TSJIpPPfFEtwnyc9DUdGQyye5pWR5Fg9ZWZ8cYoXHBjLxkKm31DIDIUa9e2c/SFHjPe3TjjRrlwp0AEhl+8Yv8WoPbw/z5ZCMkAamtDa9CMGxYvk3p6NDtKTNm0BqaMYMOf+z90OwnNTWOnB54YPjvA6Vkku0Y20aNeNDZ6daRzC3w50kofNFF29L1X4FylMmLAfjRKmcA+EuapmMB/GXbewA4AsDYbX9OAvCzOJcZjro6mrjsFmLwxAmZyM3NLmj4xBNJDg9dCL7xSlP3mawxWU6Sy6hRVGKBXTUnnAAccYQjfn7v8FB0dtIJ8oknshv97bc7AhuKf/6TCBsvjs2b6Xtoa9Edc4xLggKImL78st7ANDfnl0XZd19drTCOW12yxClHUkHSkElWhplAPfwwHSxCxuqKTB5xhIsDLhcyhodVRoDimr773e3HzOVleTJCyOS4cdmYNU2prq5wwAGkfvD1aGr2jRxJLnNZ5gYI37BmzcreT59MhmLSJDoU9+tX6tbTjDdtGs0tVrc5VMFSooznJ88zP5GjXOSRSUuSYl1daYLn3nu7A2QoOJ5fYv78cCJywAGlc3/KFN166KrYtqb2bu/eZPtYWebr0YoTs2fTd5UHspDDlC8OcIY4k1wNmVy9OhueI9sGW+CTyVhVWiqBbrfJNE3vBOD3AzkGwG+2/fwbAO8Rn/82JdwLoH+SJIbKTTZ8+9ulE4MNU+hEnjSJJgh3GpG/X87ml5cUwwZpzBg3+coZyzdab71FPb4BWmBMirTZ1zU15DaeMiW7CV5/fakRLRdHH03EkeNJOjvpHmpd8YcdVhr4vv/++mzgrhJitB0M+Hm/+KJTJjs63KEkxM3NShEfHmTx8hEjgK9/vfyx+J75ZBLYPsHLgyRXXEgYILd1d+082YWchxAyWVvr+p4DwLHHxkvGmjMH+NjH3DrSbMpJQn/8FnCWjikdHdk4bS2ZZFsmyeTgwTrSPGAAlU9jVYwPoRYyyfOeN1CtMjl0qFt3PJZFmQRKyeixx+rH8mM6AV0Hsz59si5lQH+47sruaWPdDzrINRHhZ6CJzQXoO554ov73R4/O7h3+s9SQSRZFeB9n74i1za9fpeTtrkzmoTVNU9aUXgPAUWHDAMgIjWXbPtshyFtIGmUSIOP73vc6+T/Uzd2jR9Z9NHu2u4bddw9XJiX69XMGabfd4mRMH3YYfS/53SZM0GeUTZpUSqjnzdO7JHv2LO0jffjhurEYeWqFH29VLqQyyWTy2WeBL36Rfo6hTD70ED2fEGLKymRbmyOTa9aUl0TmY3tzwd/UfEji6icihSYeyNI0p5wSj0w2N1OtQ4syyeD7y/fMQiZXr87eIw2Z7N+fCJVPTC1Fm7/61dJECEsbRE6wYMVHSyYBN9djkUm/7JGFTObZ6Ty1shzMn599H+riZsQmk2ee6Ww9EyItGZwzh/ZiuYeHKJM1NU6dfPe7Xcgbz7PQ0l2Ac3HznGVRo3BzByBN0xRAcNGYJElOSpLkwSRJHnwjJBXLCC6HEjqRJ03KuvJClUkgS1b+8z+zBcstyuRpp7nJvNtu+t6nEocdVvpZCAHykSTAUUdlP9MaTIbvls275hDw8+H7lyT5pSjKQZ6be+VKMoIDB4a52WTMJODI5BtvhCdFSTf34MHOwGuyDmVZLP/g1h2ZlMqkr15pyeSkSaWKp7XMSl2dO+BZSnOwieO5ZSGTvsppIYArV2YPsBby19SUjZNtbraVzWEby65VC5n048itZFKSqubm8LhqCT9xZ+ZM/XPgpBSGH3daLiZPzj/oa8mkJN9WMjlgAIkJlhh+jps87TSnKvJ4IcrkdddRYXweg5VIthUaMpmmLvbfJ5PWFr+VhJZMvs7u622vbEKWA5CRLcO3fVaCNE0vTNN0RpqmM1osBckCwQ85dCK/5z3Z2JtQZRJwBmyvvYj4cDZbaMykVPj69KHAfFmwPAaZHDKktIK/1jAxfNeNlUweeWSWLFg3CP59niNDh+rd5kz4X3yRDCmHHixdSgXwQ2qj8caybh25PVpb3Weys0c5kGQySUpd3SGQSt3735/9u+5c5pJQ+7GqoWSSyfWpp8YrXp93PRZVwD8vW8ikX+zdUs+OXdx8mLWQSSBLJq0tXeVYdXW278lElG2itbGDrDO5zz62Q4tPJjUubnktEtqDRm0tjeUrsDFKurHd0JJJhvx9TQLanntSWTQWYpi4hZDJYcPIff/lL9N7zoDnZDsNmUwS4OMfp7wFf25Y+91XEloyeS2Aj237+WMA/iw+/+i2rO59AKwV7vCqAG+moRPZ57sWZfLrXyciycRx9OgwZXLoULeRfP7zdDKOTSaBUrextQPOAQdkY0gsSgNAJ2dJrLU17Rh+Rrelhy9f1+bNtGGzOvn001QKJARyQ2AlUsZNhoCVInbtWMikVOoOPNBtPOPGlddje+ZMipn1KyuEksk99yT30kc+Ep9MyjlvUSbZlczjxVQmY5BJVpmriUzKWM5hw2zJB7L2YlOTTc0FXAF6wH4o9kvw+B6cEDQ0uPtUV6eL/2PMmVOa9BSDTFqVSYZVmTztNFd9AnDfLeSeTZ5M95zXJD9Lnl/amMm5c4Ff/rJUmeSQqWpEOaWBLgVwD4DxSZIsS5LkUwD+B8ChSZIsAjB/23sAuBHACwAWA7gIwKkVuWoD2Gha5WKtMjl+PLk62cU9bBht8CHKZG0tEbHevZ3rnes3VpJMWg1JfX02BlETp+dD1vHS1nljMJlkI2WJd2ludm4iGTf51FPh2eH19Y6o+a5uizIJxFMma2roNA107+JmzJxJp2+/01AomezZEzj3XFLp+UBhdW8zZIZ1W5TtAAAgAElEQVSmJWaSNxteQzGUSV7fMcgk2wwLmUzTrAIbk0xaD55yLBlXroX8nn7sdiik3Ro0KJtQFoo0dfNi0CDbOpg/P1sYHIirTFrH0sZMAhQO86EP0aHA5wIhZLKhIb8HN3tbtHsIdyXz8baOmUzT9Pg0TYekaVqfpunwNE1/labpqjRND0nTdGyapvPTNF297d+maZp+Jk3TMWma7pmm6YOV/wph4M005kQOUSa/9jVamDJeEghTJgFyo372szTxN250Uv3o0dkTvEVN3H//bMyT9SQJUAkaRkjh+K4ga7tpOmRIjByZvXeW9pFJkp+Ew+00Q+HHTbIyuSPJpDRsHR2u9Ee5caYLFlCJJyuZBICTT6ZXViZ5PVlJZWwyGVOZZNJgUdmYZPF1WcZaty5rV63EtJJk0go+CNfW2sN/pMo5f75tzkoly9rOb7/9nNeA13o1kUnLfjRoENlC3oPY7jc1hauJedn4PJ6WTM6dm3/geVuXBnqngTdTqzKpIZOTJ9NpCKDuBIDLxA1RJgGK+eDMYFYla2vJLSEnnEWdbGqibMCYhkSWAooR/yGLVlvHq6vLFutd7RfECoQsD8Rubm1R9a4yul96qbSG4fYgSwMBjkwuXhx+8PDn2dixNF/KVSYnTaLf8zcFDZnka2Fl0qo8MWKRSV+F15BJnt9+/KUmHIMPs76Lz0IA/SL1FmVy/fps+IO2xiRDHlytsdWAOwANHWrf4GVXk699zTaWVDmtyjDgDujVSCYtyiTDz8IeODB8LEkm+Xf5VUsm+/UrbVEKvM2VyXcaeDPdEW7uPn3cQrIqk1//uovjZGM0ciSNLzdSa5zjYYfFC5gGsrGnMcjksGFu4TJBt0CqFtb2kXnK5PLlTsGRHVG6g19rcuRIR0geeYQ2kXJ6scvSQIDL0N+0KbxftK9MAtSZiYsAlwNflQRsc7aSZFITM8nPSxLAhgZdLNX555P6K1Xknj2zfaLLxcUXkyr86KP0nr8n9zUPAdssJpN87y1kxi+kHlOZtJLJ9nZHZLSFyiW4lWJDg83FDWS9M1bFVI7Hc79ayaQWvAdxSJImxjRPmeQ1YakzmefqLpTJKsDjj9PmzWRy61YiR9wrOxQaZVLCJ5OhyqR0YcjkGyCeMglQPBAbkhhlCeSG7G8YGtTWujhY2d9WC7nRrFkT1nbTB5PJp54ixZPn3p//TJUBQhRF6eZ+4AEKbWB18ve/pxigcsi0dHOnKRlRVrZCXd2STDIZed/7siWDugOTSakGWMILfDe3FZJMhnwvxvHHA+eck53rDQ3AwoXhY82cSb24b7/dfcbNBTRjXXttaf9nTV3CW28F/t//c9Up+PmFHk4k/CxzC5lsb896GaxkUh4CY6ic3Du7Tx/7WFKZtCZTyfFikMk776T1KfeTlSuB227TjRdTmWTSpyGTkyc7gsxzn+2GJe7eL7cmW7tWI6r40uLizTfJID24LYpz/XpSZaRhLgc8WTTKJKOz0xFArTIpUUkyOW6cvWOBhHQVdtW7ORRcvseyeTH8eCqLespk8tFHKUib7+NHP0pqYsgGKd3c99xDqiRncl98MRHJcjYPWZKINwYZN9ne7tSq7iDnGY8VatSZTLKbCbCRyUom4Gh7c3/jG9m5vmlTttB6ucgLH+jXT9eVKq8DUX19fq/z7jBlCnD22a5KAT+/f/4zfCyGH8tpcXP7dsYaMymJqbYjmATbGLkGtJDKpDVjPU3jKpN8qJYhFqNHh3uAzj+f5pbcj5YsAW66KfyamEzyQVFTsLyxkQgll0OrrXXCi4VMzp1LY3EyTzUTSWAnIpNz5tBGyhO5vZ1OhKFdU844gyatVKwefzzbTq47vPqqO1VplUmJSpFJ3hR4PF4gljGlMhmrVj0bYatbOk2dAeaFu3w5cOWVOiWJyeSWLWRIZdkaDkkoF9LNffLJpCb6LuJyyKRMqLrmGiK17Oq+7TZKurrjjvKuSZIr7SbD30GWEtKQSZ6bvptbSyrXrKGN1Fcm29rC3Gt5yUi77KIjprvvXlpySVsqRLYYZGjJx5Ah5FL1D5uf+5xuPCCum1vGS8rEOC1iqpyAs4Mxyi1LZdJKJjdscGtRW1JP4uij6d7xs920iWziggVh4zQ10X4uyeP3v6+LQ/YTcLSllKZPd00zWltdIpSFTPbpQ4c+vqaCTFYJamuzmb8AbQ6hbp2WFuBd7wL++lf32SWXOHWnHDChbW52m0M1KpMnnghceqnbkN98k4jMzTeHj7VpE5FoSaBWriTXtDWrm0+TnOSg/c5JAvzsZ/Qzk/pPfpJct5r4L07m6ejIFrwHwtUR/v/5Hp59dum/KSd7UyqTaUpK1O9+R++vuQa4//7y57KcZ9oQiFhk8oc/JAXQd4/ecovuuurqiKj98IfusxtvJOMeQgTzyOT48bprSpJSdXJ7Pc67g19YnpPEYoxVXx/e6x2g57ViRZZM9ulj66Qjxxo+XBeuICHDU2JkhrPb3Er+gLhkUqqcMaqgDB1auh6mTw9PIOMkTnmoa24uP/FPwvc8acnkkUe6Q3ksMglQ9RMeoyCTVQS//d68eeEBsjyRpYK4yy5hrQY5tk2earXKZJpma0wC8cjkmDGUfc5uooceAv7v/7K1HctFYyO1+jpVVB5duJDcgNpYoSuuoDgcNkarVwP/+78Uv6XFpz6Vfb94MRllTZmN3r2d2vDe92b/LlQdYdWR44w++tEs6Rs8uDylU5LJ2bOJTPpEsNy5HEOZ5I3USiZnzqTYRD4M8EaodR327k1k8gc/cJ/96U90z0LI5Nixpddgcdn6G6ZlLJ+Ixryu4cN1qvCyZUS2r77afVZTQ67NUNx6K3DvvaXJN3lJX+WA5xTbW8CucqapU9NjJMzI72olk0xMkyReST1f0HnXu8LHmDix9LvtvXf5803aFxYy2AOhJZPHHOMOGZJMWhJwAKrYwnt4NSffADsZmTz44OxJIVReB4j8+O4I7vPZHXgSszLJZYGAcGVy1Spyub3+unO5xyaTeW295s3Tkb8kIcPxi1+4z1atIhKgPb0NGkTXw0rpunXkWrP0yT3hhFKjpIkjY/Bm079/tmB7qKIxcKBTVJYvJ0LzzW+6vy832L6+3n2/zZspbEPCL4+0PeTFTIYiljI5e3Z+tnVeeY1ykWcfjj02bIyamlKiZakx6Y9lIQw+mbQkbPjXlVfIuRzMmEEHjMcec5+tXUvrMhQ9e9Ka+5//cZ89/zzw1a/qru2666htKMeC1tXRdX7ve7rxAHJxs422ElMgG+rjt0IMBZPnvn3jZXMfc0z2vaw7XC6ShOpxSoSu8098gsLcmEzyHqolbEnixmptdR2XrMpknz7unhdksorQ0JBVc2TNw3JRU1M6kct1gZ5zDqlxfib3pk0uo6/ccjFr1xLJuewyet+vH5GNK6/Mnk4tZVYmTSotfWFpHearc0B4zKrEqFG0MftxPHPnho+1Zg1w1VWUzOKrkKGGqqODxrroIqc2vPgi8F//5f5NCJm89VbK2OZDDG8Y73ufS+QolwgsXOgUzLY2eiZSId9tt/KVN+kikrGF5YD/PZNJeUDRxGX16JHvUrYUsvc3uvp6nc3g6+L7vmQJcPfdumti1zGP9eCDlJWtWedMJvneL1tG9kQTy+yXR0kSCv955pmwcSZNKu1bP3gwxfHed1/YWFOn0nXIKgVLl5Kt1CRr7LcfeUPY5m7dShm3ixbpW7nyXgDQur70UrcXaCDbY/7ud+HtVgFHXnjt9OrlQoisZHLChOzBUeOaBkrXYYjAkSRUeWCPPZz9YbX5ued08fGAu/etrY6c3nOPbiwJmatgbcxRSexUZBLInni1bh1/Ipdb3LqjA9hnH6ekPfIIGajrrnOLvtz4wV13pYLV3E6xrY2M7tVX0+fy/9QiSUrdEpbWYbNnl8Y++cQ8BLfcUnrvhw7VKSxLlxKx+uxnS5XIUGWypgY47jjgpJOc4VyyhIgzb7ohZPKss8itzfeOaxfW1FAbQaD873zJJW5D2LSJTrtf+Yr7+5BwDbmWQjeZs84CfvITt0lJd5A2yD8v/lm6JEOxxx5Z12NraynRKQdMJlkpuvrqrKocgtZWSkZh8njBBVR+SONSbmnJlqz6059oLE03JD+r/LnnSE0MrYFZV1e63nbZhWKXQ13dHKogMXgw8N3v0nihGDUqP9zlF78Ir0yRplSTVWa8X3sthRVxDHPoeEC2M88nP5mN+S0Xf/879bnnBgv19cCzz9LPVjL51lvZMANtgtwhh2Tf8/WVi+nTswmRbHN+8hP6owGTSUmWzzlHNxZAMdqdne6eb9xIh48YJfAqgZ2OTMrJ6zdRLxc+ASp3QUyYQKdZjkW54QZSd449Npz01dZmjfeWLTTZvvSlrLvPWhpIurrr6rKu+VDU1JQG+VsKG+dlsmpdRUzutm4tzRwNVSaTxLkyJZlMEuDMM8Ovk58nl4hgMgmQejZnjo5AcwD7Rz/qNsmQRDIZEB6agDNhAhH3Sy6h97/+tfs7rTsnj0xautYkSVadLNf974PVF+ny0nStYcyZk13XQ4boN+X5852qxq45bZzprFmObDPZ9bPPy4Hvfuc4Ns0c98fitax5lkmSDVVh1NaGZ5snCYX5yIMcx9KHFP1nnH02eTD4cM1rSBMyss8+wB/+AJx2Gr3n+qGAnUzKsQB9Hd+hQ7PhTKHu5LxC44zQ+Hgmokwm2U4DrmydBj/7mQv7YMyda9/TK4WdjkxKaMnkiBG6jMy8mmRf/CKRNJ4gIZuCT6YOPphO9THJ5P77O9JgzYIESk+UIYW7feSRSc3mBZAx4s1Kqk/NzbqNh8kkGzlWyI4+mjK7Q+qZ8fNkV46Mi0oS4LzzbGSyqckp3OUqk7//fda13d5OFQ4eeKC8358zJ/ueiQygJ5P77uvII68ja/sxGTepzdxtaQE++MHsd7SQSVbVeF1aYh1PP91t6Gwr5GYYgpkzS7ubaNajnwXOB5UYZJLnt/Zg4Fdl4LE0h5a5c7PhCfyzhkwOGECejyefpPe8t2kO6/8fe18eXlV1tb9O5oQQ5oRAAiEJ8xQFRJEIqIAWnOXnWGu1tbbaSluHWv06asfPfh3VOtSqtZVaZ+tQtdYZlToPVVERtYpMMk9Jzu+PxfvsdfY5gbvX3tEIvM/Dk3svZHPOuXuv/e53TRUVSXVYElJfMim9ZkT6PZgoKeqE6KcNuK7Nww7jsmrwKkoC6UMmZ8wgeuaZJOFuaAhTjqojsNORSbkwpMztiv33N5tergTQVn169jQbgybmySZT3/wm/wxJJgsLzYYQIgDYTmrwqTXZp48++y4LUF0xR/Ly3LIEJXBdIODvv89GIS+P6NJL3cbE9wnDJJVJIs6ut8MR2oP8f6WROvVUJhG5ksn77mM3HfDd7/JBIdfNq76+faOtLYHRpUuaiPiSSXn48elQ8r//mwzJ8CGTAA4qPkk4WYdYLZncc09jU0GcQyiTGFNzn3KsoiLjFdKSSalMgsBoN/es2O7CQh1pxljYR/DT7qLiOp6N0GRSHrBcsf/++h7YDQ3tz3NXZbJbNyZ+IJNnnGH+zsdmZOUTHHmkfryOxk5HJiV8TkXTp5tNPldiUF6ejNP8ylfMItAok9JlPHy4IWrylBxCEsc1+/b5Jkorur6Fy223uc94IJPYvNracs/UtyEzdvGdwpC6tr8DIcVcySrOriEnsk5bRQXPx1zJ5KGHJpMOPviAEx5y3QijKK1OhsCUKcnvzMfNTcQbBb4/Tbwk0KtXOGXS7trhQyaRRCULI2vVlMpKcxBDooCGTA4ZYohaFJk4QA3JGjvWHE7q680a1JJJaW+QnKgN/Rk1Km3vGxp0h6mxY7OJi/Y+2yv/FtrN7UMm99xT3wM7ikzIA+wqvgvXtWkfYGVMqE829+DB6e9vF5nsRAilTE6dml2KZHuAq7u4mGPGAA3pk8rkN75hjJBUY0KQSSiqIXpzV1cn3eW+ZBLPAMkNKOCuATaFJUsMCdEaY2zOq1cbtU6bDIJ5BoNpK5MukJuX3cll7tzck9JmzEjPf9eacVLlkW4nn3aKU6YQHXecGcOXTEr4kEm7tmEIMon17kMmcTDBfJXk2RWYl127GtVbQybz881arKoysWia+ywtNVUQRo/2J5OyUgZiS7XK5IYN6bmuHSs/PzueU9s5aPLk7M9DKZOwHT6Cjgyz0ZA22BzEWuO7cFUmt9U4wMfNHUVpdVLb8erjwE5HJiV8JnK3brqWbSCTJ5yQ3FA0ymRjIxuRyspkHTZJJl1LtmQBikCIsaIoeZIPRSbhsli6VF+mA9f1xhtGddBuOlAmV6wwyTbaLDwYXpDwZcvC9Em3g98rK3NXRcrK0v2lXWvGSWVSElEfBXzvvTk+EfB1cxOZNekTM2zHBvuQSaiJeE4hyCTWj9bFLceSm7E2hhl2srraL2aSyGzogwaZsjt2ybNcgQNhcbEhlloCmHXw9YmHs9XEXr30ylifPsa2yu8wlDKJteSjTMoDmuagBzJplydyXZt2KJT0vvnWmUSLRqIwtqwjsdORyVDKpBbDhvHEQ3wjoFEQi4qYAJ12WnIxhehMIoGTfagsMulKDeXmXr3a3LdWAZRk0pcAQulZvtyM5atMSjJjtwHLFdtSJl0hjXB5ObudXLD77jxvu3RJKiE+ymR5eZLMhFAm7f7EGtglrEIokzhQ+CTggADCRarN5CYyyiSSy6KIwyc0wIaMdVRY6B8f3bOnsWHaQyII4IABRmXTEkBZYxLlmXzIpK2Q+fQzJzJxk3Leh1Im4WXxIZNyTWni+ceN43uUdrWoyH0NdO2aTK6dNs289iWTMmY7pJelI7DTkUkJH2WSyGwyrsrkwQenYwe1qt+4cckWhUThyaTcnEOokx2hTC5ZYly0Wlc3DPnmzf5u8yxlUksmYezi2Bg6H1c34Esm5ebl2maQiA33hAkcByQNpQ+ZJErO+RCn+dBkMorcsvltgEzCfoVQJkFmfJRJzEmM0b27PplKusyJ/MofIX4T31+PHvrECNiD4cONLdRm+YNM5uWZNe5DJu3kN18yuc8+TIaknfDZT7ZsMfMNhwyfPVjbFhNoaOAOYNJrUFWlm2ewhd26JWPifdzcRLyGYCs0YXUfJ3Y6MhlSmdSSyTPPTH+uVf2+//30xtSRZDKEezUkmaypMQsWCqqWAFZUGBKJE6VUD1wAMhlSmdy82WwYnYFMyg3ZVZUEJk0iOvHEZDxuSDLpa4DltdgF910gyWTv3n4kF2TSx80N2weF265lqoFNAH3aRtruUK36umaNsTH4LrWqJJFZwzjU9e2rV59gW6qqDOHVElMiM8dA4H3uk4hVu0MPTZI2n/3k3XfNdwAyGcrNrSGAeXkcXmOTSQ1AJk84IbmX+yqTRGZ/3+Xm7sTwVSY1qK7OzmLVksmsTMLQZFKeeHPt9rMthCSTUWRcDNjsQyThwCBrx4JLLkuZvOMON4UXG/2mTea7yMrozgXtlQbyhZ3RmCuOOYYVkI4ik74GWMZvhlImNRvWli2my4cMcSgu1sUlzplDNG9espuSFnjeGAvrUBsvSWTIJOarVn0FYSssNLHUPiQL9gDPy0dJxFioNxlFfv25MS+g8vsqkwMGEH3hC8nPfPYTfKe9e5sDRygy6QNUCyByT74BQCZPOSXJK3yVSSJzcNlFJjsxcDrXbl4aZTKKsv99CPcxIF2GIcikbCmnJTES0gAjiL2lRU+oETeJjT8EmQTRWrRId11QZT74wNzjihVMnk4/3c0wSGUSCg02bp9546tMSmhj41C6JSSZlOq5rwGWzzeUMqkhk4WFrKKcf35yEy0u1vVy7tePE5UQE3z77fxTQ9qOOYbo/vuNbYD90SYsxbEhHr7JNyCTMvlGSybj2NgWzDGfjmC4NlTL6N/f78ACMok570smidI1hn32E5lJD8UulJtbGwJBFEaZbGriQ/GoUcl7CqFMwv7vipnsRLjppuT7tWuJrr+e6Gc/043nu+lJhGyRFEqZxP3JgOT332fSpjUCixcTPfmkucbly4keeYQDjbUGAXGTOBxIg++aGQyii81/yxbehC6+2M1NDWWypYX7dAPXX59sA5YLsCmvXZt0c193nWnPmCtCJuBI+M5fSdo6kzIp70tDJnEvIQqWjxplerHL8TWkwW4RCnKEUBEXdO3KBaRff53fw85q40KXLzdzE8qVVpmELWho8C8LtHKlcUejxZ1WmWxpMUQec8y3swnIJL7LEGQSPcehsIUgkwMGpBNwNBU4QimTkkxqlcmyMqL/+z9+HZpMYi3sIpOdCPap7w9/4FO1z0nVFyA7tsLkozjJDdSnNuTmzRwzc8895rO77uKkH3SScEX//tzCTXZqaG7m05fW1QaCBQXwrbeI/v1vLizvSlBRMuSJJ4whmDmT6Gtfc1NHthUvZhda3x5wMr31ViajRER//SuXg/LpbR6STPoq6x3l5vZx3xL5K5Pf+x63WpNksqyM6PHH3cfKagGnaetK1H6/eU3MJFrv4XvDJq/dmGW8JDZ6X2Wyvt6QN9+yQCUlHP9HpCeA77xj5laIeEkiQyYxrm/MJJEJQ4LnIYSbW/aafv11jpm+/HK3sVpbs5VJzaE2hDJJZNaUdN2HcHPvIpOdELKXJ5FZdK4tpx58MHn6iCKe2A8/7H5NDz3EiwkTsK2N6JpriI46yn2sOGbCIQnUli1ECxYQvfCC+3jFxby5zJplPrvssqS71RX5+UQnn5xWDO1aXy5AvUO42TZv5vFaWtzJJOIvlywx3/Frr7Ghd3HblZcbUm9vOFoyWVpqNkcYTdlD1xUhYyZ9lcmOIpO+kNfl2mWDiN2EM2YQ3Xab+ezKK3XXmEUmt9VjeFsYMya5NkAWNKWB7HqjgGvM5Ouv88YJ0lFbawiSb8xkfb0Z17csUF1dUvH0ua6qKuN+D6VMErHNQDKhDx55hH8ixnHzZqL584m+/W33saBMPvAA0Q038OtrryW6+mpTODxXnHIK0bPPmvfvvMNVTW65xW2ctrbkQU97AJLoKGVyVzZ3J0KWy2vYMPcJ9MwzbJzwJT/xBMfk2K2icsGkSUQ332wMwYcfEn3uc8m6VbkiinhhynZyF1zAxEprWObMSX9mk3JXfP7z6c8mTtSPN3x4us5YW5uuW0B7MVCuY0WRcXUfcUTy77RkUsauAq6tGTvKzd1ZlUkt1q/na5IqQ2kpzyuX8dGVRMZx9u7dfu/jbSGLOGpdmV26JG0MyKRGmbTJJMZwJZOvvcZjgRD0728OiC6H19ZWc7gBaevd28x3LZmEMtm/vyEMvmSyoSH52geSTNbW+qvyRGYMJH898QTRXnvpiA32R7ssU/fu7R9I2sPo0UTPP2/ef+97LHTsu6/bOB99lBQ2fJRJIFQCDuYrbAeeeciQuJDYqchkFmSB0Vxx0EFM+rCBLl7MMR/oje2CoqLsziFSDXTBoYcSLVxo3i9cyPK7dpFMn57eYKZP140F1NamyZmPMllQYILYJTRksmfP7E1QOxYRP39J5l3JJBTRXr2S6lhjoz7xhahzxUyGIJNxTPSLX5g4L3x2660c9uCCtjZODrrmGvPZvffyRuoSOtLUlA6vmTFDt9H37ZsOa/CpMQlVW8ZJashkt27JLGTMdVcyOWYMk5arr+b3Dz5obKwLmUQbuldeMQQGLsKyMvfi55jbUCOh3lZU6AupS8XUV+UEJJkMES9JZIgMngHmvuzMkgtkUpX9u1Onuhcdnz07/Vlzs/ucsztTdSZl8oorOJse8aRtbUQ//SnRuef6XV9HYacik1mblKuLm4gXvU0IJk3SG5ZDDkm+79VLr9TNmpVemK49kyWKi5mgAlHk7pLIglTrBgzwX8SjR6c/0/YxtcsDacfCfFizhrsUETGRdi2YjBNpWxv3nQY0Lu6OKg3UGZTJKGKvgWyneOKJPNdc49HKy5nAyASns85i8uayQRQVpTuTyOtzBdRJHDB8yCRivE4+2cTtaTvgYC726GE8QK51Jmtqssmsa/ebvDwu9zJ2rCFBP/kJ/xwwwD305YwziP71L0P6sB41Y913H69jkMnKSrMONTGTa9YQ/e1vrJZLYjRwYJgKIVml2yoq3A//y5aZ+zzhhOTfaQSdxsa0p/Ggg3L//WeeYa+dXa/3tdf8D8ayfrUPmZw+nUNi4IZ/9lkusp7Vg70zYBeZnKob6+CDk++zTkq5wlYmDzhA1x6KiI2uXfPPh0zGcVLB6t5d3z2CiE9bZ5+dJOPauK9//pMX17XXZpM9FwK4aBHR//wP0Xe+Y8ik/H2XsTZv5pgiKAUrVhB9+ctMAFxVSSKuS0nESU8gpUTurqH33iN67jnzfuNG3tjuu8/9mohMDBSR/8YlDbAPyT3ooOR8/fBDnWJBlO0xOOww93H22iv5/q67iH71K/dxiMxawfOeN4/XgCbRbvfdmQx94QuGTF5xha5QP+biSSeZBIsbbyR69NHcx4ii7ENh9+5E3/iGibPLBcOGJZ8JXKJ9+xLNnUv0wx/mPlZJCROehx7i97inPn34sHHeebmXZ7rqKlbmsA6h/HXpwtUZvv1toqeeyv3aysvZJtjeottvZxKMkk9aSJUf2G8/9yoJsBUlJUR//3tyD3F1TbcHFzI5bBg3/LD38a99zT3uEvjWt4hefDGZmf6jH7l9nxJDhqTrjpaUuKvCHxviOP7E/4wbNy7+OLBiRRwzPeI/I0box3rsseRYL77od215eWasP//Zb6yvftWMVVERxy0tfuMVFprx+vf3G2vaNB7n17+O4yji19/4hm6sCy7g3z/iiDi+/np+XV7OP0tK3O57/nz+vW7d4vh//odfT59u7nvVqtzH2rgxOTfOPps//+IXdffasyePM2AAv997b35/551u4/z733Gcn2+uq0+fOB43Lo7nzHG/pnFeF2gAACAASURBVDiO4zPPNGNdc41ujNbWON60KY7PP9+MdeedcdzWFsfr1rmP99FHybVEFMcXXaS7tpdeSo5DFMfLlrmPc/PN6XGamnTXdMcd/L3Z423Y4D7WihVxPHt2HK9cmRzrgQfcx7r9dl7PCxfy2sNYv/yl2zhf+Yr5XdiHfv3457HH5j7O976XvCfM+0MPNes8V1x5Zfp5E8XxOefEcZcu/HrBgtzG+sEPssdqaorjPffk11dckfu1xXEcH3hgerzqav556qluY9lobEyPfckl7uPceCP/bkNDcqw+fXitu2LDhuQ4ffu6jzF+fPZ3ceKJ7mPFcRyfcQbbHrlfEsXxu+/qxovj5HogiuMDDtCP5QoiWhA78LidSpmUWVuDBunkdUDK/F276hQnCekumTnTbywZ3D9xol7lBGRJlNgzOQLxY62tJqFEW48Op9u1a41yCFVr6FC3+4ZLbtUqcxpcvpxPzf36ucUm2qd2zLu5c91rTMaxUY3w7KFOurq57X+/dCnHEmoTqmTgulaZjCJWAJ980nz26KNEkyfris9365ZWkV0UC4nhw5PhFwMG6EJZpDIJt5f2eY0bZ8Ji5PzW1Gjt0YOVE7vMl6ZwdlMTe1T6908qw66x2lKZxFrRtAe0Exhra/kn3PguSnV7XomGBpOglas7s72xBg/WJRsRZZd5QrjA4MFuY9nIUiY1+xOUSdh6zLFp03Rz164xqenAZbeAxXVoOzdNm8Y2USri5eV+5dtsxdlO5uxM2KnIpIwpOeQQvYubiA05Jl99vV8FfiJDFHr08OtpS5TM+vXJkgYkmdQUl5VArNemTbqMdQlkyq1dyy6BvDwmqSNHusc4ymeODXDhQqJvftN9LDk3iAyZHDEiWcA8F6xebYgHyNvhh3M8mGucaXvdl/bbz20covQ8aG3lOZy1+WzvmpqaiP7xD/PZhReyS96VeAMyw72mRr+hRlEyPklb07GqyswpkBltXFbfvsbNpSkwbmP06GTdPyJd55r+/TlExN7kXcmk/O6QVKepmyhtS16euSfYDJfYUHv9g9zW1Bi7nWvWrm3zsB4HDTJhMSHIJNanD5nctMkcZIHGRl3LR5BJkO76ev6jdXHb80wTx2+HnyC5UUsm99knbV99E6Fsknz44X7jdSR2KjIpJ+DBB/snkkhD4AsQhRC1waRi0V5xYhfYZNInC1iSScQmatrBESXJZEmJCWCfMcOdAMrNBcZk9WpOnsgqj7Q9SHVSHmJcS0VIcoYTb3Ex0W9/635Na9emFbG6Ol3g/+mnc7044OGH+aT/2GPuY9lxS0Qcg6w9oEkSaqsPrpAeCJ/DD4gQ5pZPjCnUMGkrfA6ztjKpIZNRxM/a3uRd7RnKmo0bZ4ga7teFTA4ZYp7J4YcbooZ7cyEM3bsnCR5stSTKuSqTjY3JxD4odVVV+taRWTYe9+tDJu3km3799PF6dlZ9XR0nooUikxrRxLYN+A61ZLJHj7T3x1cwkd6fwkJ/oakjsVORSenmrqvzP9nDWGXV/3OBVCl8sjMBaaw0hZZt2J0/sjL8cgWM+caNhkzKUkYuADHDKRwEsnt39zJN+flJQgkX+htvcIKCKySZlPPOFfJZS/fJ5MnuY2WR9v331xGRGTM4IxK45hp+r1E59947XbdOWxqLKPk97r23fhyipNtVu8kQmbmJzcCHTIIoSPv1SZNJwFeZrKhg2/y1rxm3L9a3C5ksLTWdbr70JaOw4aDt+l3i+4PNKSpKhr7kSiZLSpLiA2w/7I1r5joRPxdJMnr0YBKSl+cndNhehpkz9WQSyiTmfV0dJyVqe5vb80yzNgcNSq4h7Js+69wmx777uUxM7MxEkmgnJpO+bmkic3L2jUmURZA1dd5syOsJUR4ChBSnyhBkUiqTvmQSCw5xq6++qqtbicW6cmXy2jTfr2x9Zdcyc4F81r7FuLOK6mvjJWfNSq+hyZN1mf4FBckDWWmpXzyzfE6uRd1tyO/eZ51jDYUgkyBZkqj52LMQbm5A2tj8fN0GuP/+3AEMpBl21tVlOGwYz0kQhsJCQ95cSyDBtuCwNGiQ8dAUFLgV8QYx3X9/87xgL6qr3WuQRlFSncQzHzDA77u07fzJJ+vXJWwPajDW1fGa185bm0xq6u1GUdLVjcO6D2mzn48PMSVKhhP5xF5+HNhpyWQI+CajAFJxCtm1gCgMmYQyCfLmQyYReL1pkynS+/bbOqJkk0kY6Zdf1l0bjMiKFf5EtyOUyY4gk1o3U/fuaUU+q5ROrpBj7buvLgkEkN1mfFuQybF8yCT6xneUMumDEAk4gNzk+/TR2bMLLuDvTRbh7t3bvWbf8OFEZ55pVLHaWkOcNcpkQYEhlQ0Nhhi5Xhdcn4ifLizUu7gBSSZxcAmZfNOrF6v8GtK2bh3XmSQyB2ttf3TAJpNaEWbPPQ2hxeHAhwA2NycJsq+aKMlkiO48HYmdikxmNYb3QSgyKUmCr8ppjxGSTMJohlImEavX1pasWZgroIKtX8+KA8jkq6+me3/ngpBkUiqTGzfqayfaMZOa+wIkmezalZN4fAiJHWvpQyZlbJ3POERh15Mkkz4HPZBJxMjtDG5u7eZXVcWkQx6yNS0QDzmEM/lhWwYONNfnShhGjGC1FKSosdEcYl3joIcN49g62Ju6OqIPPuDXPmTSdqn6kklp57M6jOUKGV6DIuG+eQa2l1HbtnDPPY2txuHAh0x27ZpU0H3JpHRz+6qcHY2dikyGViYBX1IZWpnsKDKJE28oMllaahQpDWmTBmT9+mR5IA057Shlkkjv6raftaY4NSDJZF2df491SSZravTZ1zZ8iuwTdRyZDKFMdkYyGcLNjXkZgkwSGVe+piwQsM8+/PuSTOJeNW7ub3wj2UfbR5k86yzT67uhQV8WCBg3zhzIMGe18YiAPMhqKxkQmefft69JpgqpTHbtqt83x4xJe3x8SZu0iyGVyV1kshMhZMxkKFWSKLwyKReWD/kAQCbh/gqVgEPkR9okmVy7lo0KyKnG1d0RyiRIpfYgYz9rH1e3JJMDB/qTSZncdeCBfmtKzlPfhDb5jHwPZ6HJJAigK5lsaeEOTevXG+Lhm8390EN8f7YyKe85V/z859w3GPdJxM/LpWuNBAgzbI+GTAKLFvHPujq9MtmnD6t/Icjk2LFERx6Z7M/tSybr641NxT12FmUSdgdzv0sXfethQJJJjesdALmV8CVtkijvIpM7KOw4Cx9Id6MvsQy5+RElN72QZBJEMJQySWRIm6aFmyQzdkb3K6+4j5dFJles0BFBkEgQXq0yaWdUhiKT3bv7tzGT897XNS3Jle9Br7O5uTdsMPMTBNC1zmRBAbfVHD7ckIarrtJdD/Dgg1yKZ/5881leHmfmu2LMGG4nd+ml5rO77tLHX4Jc4fvzIZMhlEkinldw2fqQyfJyPmxKYupLJqPIrG+44rVk8vHH0zVjhw7V73N4/iB9dXX+a1zu5T5Jqzj8yDqkMkRJAzm3drm5dzCsWUP01a8mF8fSpexqkEHeLvBtBi/RkQk4vkkbRIZMYpG5FqaWkAk4RCYJBwqgy3PNzzeE0k7C8SWT1dXmvjVEF88KcZ2hlEmNakTEhx+7NJBvcorcXDQlgSTkGvDdaEKpiaHGkmodyKTGzb377skDwW23mdeaZ9bczOvuhRfMZ21t7oX1idIFoImYZLmW6AJArmAPQpFJrTJJxApnWxs/60GD9DGTQEgyuXy5icuOY7+yQJdeyiWA/vMf89m8eUS33qobD88fB2xfFzdROGUSsaqYDyEIm7T1u5TJHQxduxI9+yzRa6+Zz/bck+jOO/V1oDpKmQyBjlImYQxCKJPr1vFGId3JL75IdOKJbuPJlopEJtsSZLKlJffvR5LJKEpe25YtnNiTK/AdQLVYsYKfm2wbmAtCubmXLEnOhRBhGhijoMDPoBOFPVB1tphJHL66djXEQ0smQ2KPPdKxvUVFuqSsXr3SBZonT3ZXeebN47mKQz4IkpZkrV9v1lBtrXHpazZmkL+aGrZjWmWSiL9/kKy6OnPg0N6nXRR84ED9YXGPPYjuuy8Z4nP33f4Fy7FnhmjyEYpM4rljHwlB2OS1hSwNtItMdhLY/XlbWvQ9e4mSClrIBJwQWeYdRSZxbSHI5Nq1bEThUnv9dQ4iz4ph2RawOa9cyd+DLA/01lvcyzTXZwoyuXgxE0eQybvv5rZ6LkQQJ16QkWuv5bgjuKBywYYN2W7u554zWZG5AgbdV42UwLz3dQsRhV0DncXN/eKL/P1hw6qqMtfT1uaemW+TSRRU1z6vsjJecxKaOqGAXSAePcRd8PbbTErvuovf4xnJbksuwLyPIiYdmLMaNzfIFbwpPmRy8eJkwXK89iWTIXpyZ9XoPf54fQMMkGbf5JvWViMahHJzw077dr+RwIGlqEhvb6+7jp+bJJNdurDt76zYachkVrKBD5n0KdFiI7QyGdrNDde0TSYfeMBdYQGZRPu122/n921tfK2uWYMgk0uWcNzW1Vfz+1WreLN1CWMAmVyzhje0O+/k99dcQ7Rggdu1IWsXGZsPP8zxWi7t/TZtSh8GTj2Via2r+wSbDU7xIZXJEAegEFUHgM7i5l69mufMZZfx+9LSZJyja6jMmDHJtX300W6/n4Xm5uR7DckCZB9zIl0ry91353Xy5pvJz127UL34ItsEEJl+/Qz5I/JTJkOQSYzVt6+J4ywpcX/+N9xA9K9/mfuEffVR/8aMSZMgTRcwIp7j777Lr+H+1ZLJvDwOp7nuuiSZfOONpNcxFzz7LNsvHPRwvyHIJLotaeYFsHw5246//918dtRRRC+95HdtHYmdhkzaZSp699YZu02b0qpCWxtPTO2GGEI9lAitTGJDRVzPqlW8kZ16atpNtj3IBJyzz07/vWsvU5DJ/HzuPvCHP5i/W7fOre80CNq6dewSs+MTXchkFtkbOtSNBGapmA88wO5Du8Xl9mArFyHQEWQyxFiyd/wnmc3d1MQHkzvu4PcvvED04x+bv3e1F126mPXRo4eJR/R5ZnZbTtd5JWErk659uYnSvY2JmGC5Zv+uWsWlqi6/nN9XVxPdeCO/Li11K3+EOQACCI8FVDIfMmnHS7p+l+gWddFF/B5E5vXX3a8JKC7muQv06ZP9veSC//7XHJpwsNeSySji3z3++OQaX7jQXYn961+Jpk4l+ve/+T1EFxfPUXvAvPBR+adO5XkH5ZSI71mj9n9c2GnIpJ3JPWuWTrVoaWESetNN5rNFi3hBy8yrXPD663xqk+phFHHgs49ylFUayGc8tHGSp79583QtC2UCzoQJRFOmJP9eq0yuXcsJVbbLVUMm45iJskRVlRsRy3L9ZiUpbAvthRNoYpc6gkyGBOZpCDIZQpm85x5WUuRYbW2saOSKsrJ07U35/H3iJk88Manya2ETQJ+C5UOGJJU1beylnWyjqV86ciSrOyCQCxawfSByV/+OO47VP7ssECo0uCTgXHklh+BAefVNvkGoA5Lr4Bb1Va0nTDCvNcl1H33EdlR6REAAfRJwbPWbiNeE6xoYP55LYz32GL/HunYVMyTOOouVQyjWFRU8PgirC0aNSgsPBx3kp3Z2NHYaMmln02pd3F26sCpw0knms7vuYvLgaqQKCvhE9fOfm8/uv5/ojDP0G8QFFxglhIgX9YUXmhO6Bu2pFRoyadeZtNVJHzJZW5tO4HEhk9LFMXt28r2rkclSbLVk0iamIchkCDd3yFCPkMpkiJjJN9/kjf4f/zCfnXOOewKV3JSJ2FUFaMgkYhxPPTWMMty7N8cZIyzDh0xGkSF+PXro48VsFUzTXz2r3ac2yaKkhMUCZDf/6ld8wNYok+vWMfm5/np+v2IF0e9+x681ZHLAgOwEFPuQ7gpp2+WczRVPPEF08MGGrOFgUVrql+FsH36I0qEauWD8+OzPfYju+vU8V6EmLlzI16b5XvPy0vf1uc/pr+3jwE5JJvPy0kbeBVkdOg491H2cQYOYAN13n/ns3XeJDj9cf211dUmi++tfE51/PtHEibrxWluJfvlLfm27DDVjIn4MJ+gDDzQbUFWVGyG/5ho2WkTGsH/rW0kCkWvs0NNP83MHCdy0iegrXzF/70JyN2wwgdKSzGadqrcFJN/I+6mu5lOrK0Am4WrK6tPtCoylLVckgcOFDLJ3xfe+R/TMM8nrueIKXfLG9Ol8EJPuwpUr3de5vWnJ0BqtMrnffqwCItC/tdU9cU1i8mSzll97jeMNtZCb8UEHcfKaK+xEoyVLuCbqxRe7jWOvk3324Z/vvEP0pS/lPg4OkiDvjz7KewAOU9dem7tbefhwnp9QEu+4w8TBLVzIzwzJR7kgitL3mZfHtUMPOCApVLgAiYxEfACdMYMV2lwxejTfG8QCJAyWl3PpqVmz3OMcibjgu50IdMstRoHOFbW12cr5n/9M9JOfuF8XER84ZAjcxo0c6qGtGGMfCH73uzB2u6OwU5LJONZ/wUTZZPLgg3VjZalMGmIKzJqVJn3V1brTPRFveHABSHdOYSEvbFfAcEI9iiLjfnJVJV97zQR3g4DU1yeNXq7K5PLlHOyMDWPFCq5NCqXG5do2bTKxN4g9qqgwZYtyBZRJGfc6Y4ZOiYIRAgHxIR8AnnkIhTJE2aK2NiYi0q30gx8ke+XmioaG9EGke3f3OEB5aG1uTsZua2rVNjURnXYav8Y8iONk1qcrmpvNPF22zG9u4Jlt2cJkQhODBjIJO7Z8OR8IXMmHJFmFhWbcNWvYxZkrsrwSZ51lnvnzz+d+oMoaCwrq0qX8zGRd0lwAVzcwaBBXo7jnnmQNURdgTRcX8zy79172muWK6uqkAozD4tixfMC4804T3+mCwsK0R+z559MJW9tDFCUPehARXn6ZD6QaZKnBKG0VYrw77/Qbr6OxU5LJqiq/ciaDBycDfsvL+aSjwcyZyffFxX49bXv0SAZPE/EJVesKkxuedIE1NelcYhhPkodjjmG3kSuZlK5kqWadey7fb35+7t8LxsIGtmIFfw9wLbhcm1SchgxhIjlxonsyCMik/A40Lu71682mjngebaFliRCF+//4RzaQ8pktWqRrh4lnI93cNTUm+9YFUcTqpIQm03P0aOPuPeWU5CFWo+hWVJjDpuwuo1Vzibi1n3TV+tTtwzqy26W6AKQPY4Fc2aRpe5Bk8qijkvPVJWHDJoD77ceuePnMc41FrqlJPuu8PPMeJN5V6LCfS2OjWe8IX3AFyiANHWquy8VmRFH29zV8uH94Bjw88vc1B1pJJuV3og316NMnrRL7JOGMHZsOMQtRhq2jsFOSSW1mmoRUJ336jE6blpwgPtmUgH2i0XahIEpu8i0tJvtT6zbHom9tNUalqIho7lz3uETp/pXKzLBhRHPmcCB/rtnm9r/DfPnmN9louVyb3LTy8zkY3jVekihZYxJEVNNPW3a+wXMqL+cNA6WUNAgR53j33bz5yXaTTU06QjNxYtp4a9RzwCaTmuD3oiK+hh49mLTJ+CltJyk8bzn/fchkaWly/YQoAo25oSHy1dWsAONQgN7aPmRy7lxTgofIjUw2NiYPgmeeyT/lM8s1PMe2JYcfbuY+vAZ9++Z+bUTmPkGCBg82B1EtmUSDhiFDkjZDc10SMgxCazcQNylttg+ZzMtrXzRxxdSpyfc++3l+fto78qkmk1EU/SGKog+jKHpRfPa9KIrei6Lo2a1/PiP+7twoihZGUfRqFEUzs0f9+CHJpF2oVwNJJn1qU5WXJ4OKQ5PJLIXFBXKRbdxI9MUv8mtN8g1RctFLZeaUU9zH3NZmet55bhsZDBMMHObLkCGsargEZksC3tbGMawaMimzuauq+BCkKbci42xA4OfP501NQ0Luv58TvaTL5ZFHOHHMFTNncjarnAvjx6eTJ3JBYWG637g2vIOIx5IbnlaJHT+eFe6SkuTmLst++MKHTBIlXY4heh0TMSnVkpnPfpZ/Fhay3ZHJPbli+HD+vcmT2ebLih4uZLKkxGzqo0cbbxJU/rw8N6IlyeTcueZQAbuhVSbh0Ro82F+ZREjB0KH6tpGS/Mv6l77Jf7Cltp11BcjkAQck148PmZw2LfneZyyidPLOp5pMEtEfiShL2/q/OI6btv65k4goiqIRRHQ0EY3c+jsXR1HkWTY4DKQhkcHFWkyZYjYaXwIoXZchenPLk21Tkx/ZlQt2wwbuKNOtW3gyWVGRrnm3PbTn5iZiEuFCbtpTJomI/vd/3bKC5TNrbeVnZZ9Yc4Ekk0OGuLeaBEAm5dxauZKvbdYs9/EmTOBYxOef5/etrRx3J92uucIO8yDiOaaFHQag3UyJOOtUxjzK2nYumDCBD0tEyXnkGhtnQ27KsiC3Blg/UaTvdEKUVFsbG/1dmcj8ra93V4bLyvhAOXcuv5d7gKv7HQTwzDPNPUn3r8t9Yv9pbmbvifwe8/Pd52zPnhwXjNChEGQSyqQkk64uW0kmYffr6vzd3D16sN2Qz01DJvv1Y+J+7LHJz30IoO0V9O04Zu/dn2oyGcfxQ0S0Ynv/bisOIaLr4zjeFMfxW0S0kIiUtCMsZCB4CDJZXKzbPLMgN9QQJVvkhqUpmyBhqzEFBUSnn65v1yXH880C3p6bz4UogUzKBBwAdTZzhbzHtjY2mpq5IslkbW0yu9wFdvcbYNQoXSmMiorsYHNNua1+/dLuy8MOcx8HsMmkb1ynVPW1ZHLOnKTNwSaqdXMD0lb4KpP4/aIiv7AFSZA18ZIAEutwUHd1cQOzZ5tCz3IPcLVfw4axHUD9xtZW44Z3JVmSmKLGJOxDVZVOUPj2t011Bd+YyTg2yuSQIXplEkpynz6G6IYgk0RcoURCmwR4+OHp6gE+ZLJnz+R9+SqTNhl1bRLyccJHBzs9iqLnt7rBwZ/7E5GI0KJ3t36WQhRFp0RRtCCKogVLfZo95wi4lKLIPdGjPcDQ+RLApiZz4ghNJrPqcrnA3ow3bOAEF62CGpJMbkuZ1I4Fo2TXJXWBrUxqEMdJsjFggN6QIGbSru82e7ZuPKI0cezZU+fKJ0rH9Pr0FW5sTCZd+bZpnD7drE1tJqW9CXdGMgll03fzk2RSEy8JoD0g7lFLJr/3PbNuZN1W14TJYcPY04HNXWa8u9YXHjaM96DZsw2ZxBjaKiNYe/n5bCsQh6khk++9Z+7PJ2aye3d+ziDzFRXJZ+VDJqHYYQwtmfzBD0yIB+aJzxpYty65Ln2VSbvZyqdamWwHlxBRAxE1EdH7RHSR6wBxHF8Wx/H4OI7H99G0SnAETmqVlX5uHAm4XXxLo+TlGYUoNJn0qehPlN6MN2zwq8Jvx2D6oL0EHA1Ckkl5j1oys2ZNMitZWy2AyCiT9rz36U1vE9HPfEZfIDzL1e0DGS7hq0zutZd5bqHKcuA5hTxD+7q58fsaBX3VKi4ftnFjMvaysVFvz0Amsa61ZFLGfyIBp18/98OwDFUgSj5vVzLZ2MgF8PPyDJnEHHNNvgHQnWfQIL422DENmYQq2acPkzatMknEcYlQ/urqmPyF2OOQrARypV3nPXsawoaxfMikvW/4Hs52eDIZx/GSOI5b4zhuI6LLybiy3yMiue3VbP3sEwcmn0tHlO0Bm0KIxRGSTEpD6TteljLpA0muOqMyiecls4tdYWfAa2ATDU2tRABkUqopvXrpM/KJeB1J4uFDTCdPNkYyRAccqcb7KpNFRckWoCHKIWF9avsAL17Mmfi2MvnYY/r7xdzQkMmuXTlZyS4EfuWVyQzqXAByBTKJzVRLJoE4NjYi10YGEmPHJomptDeu1TyKi4lOOIFf434x/7XKJIqmy3jJKNJ1m5HxkkR+vaZ/8APzHeK5h3Bz49CC5+Yj6OD6QiiTIJMYK7QyucO5uaMoklP+MCJCpvdtRHR0FEXFURQNIqLBROTYgCw8tmwxxMVXqZOQRYN9gQ0mNJn0VU3tzcm32HVIMimVsPXr/Tb6bSXguELeo6yn6QLbBapVJmV/XElQfZREQMZg+qiLxcXsTgsFWT9O+/wlQrqTicxc0x5YunVjcnXOOeazSy4h+vrX3Tebn/6Uu0jBS1BWRvT441zwOlfk5THZuuaa5OdVVe7Jf3PmcKcb6eYuLPS3Yxs2GPsQYq75KJNEZu2BTGIv0SqTqAsp4yV79NCRDxkvSaR3cxNxXDZKO9mCSQgyCbLmMz9g6/Gd+BBAjIUQuJDKZEFBmMN2RyGX0kB/IaLHiWhoFEXvRlF0MhH9LIqiF6Ioep6IphHR14mI4jh+iYj+SkQvE9HdRHRaHMcBzvJ+kKdjn1Ih7aEzk0lfJaUzK5M2GfIhullkUvtdhHBzh1Imly41z1mGAvgoiQDCHbp08SsnQ2QOeSGMpQzD6IxkEmqKD5mcNCnZkeStt3RduAoLucUj1Kg33+SxXRWtrPa0X/ua+/XU1XGHHzn/49jfoyT3ANdOVFnwJZMAyCTmaUhlMkQmN5Gfm5uI5yZROtnPZ63D0+hDJmEPQdiwn4RQJqHw+4wVx0ky2Zld3ERE2z23xHF8TMbHV27j319IRBf6XFRoSKMdosYkEFKZBELHTPq6+TqSTPrGTNoEcO1afccBe6zWVjY2mgLOod3cFRV6sgZVsriYSWVJCW/Mmk46NmDcfIkkkV/SjQ05Z0OQSblR+cbmEpnn5qN+z55N9M9/Jj/THBCQrY55unkzb/p2T/Htwf73xcXZGf/bQ1ah6xEj/CtnyE3Z12VOlCSTPvMfZBJ2VatMSjKJMX1rTEKZ9HFzE7WvTPoghDJ58cV8bdiHsJ8/9hjRF76guy6bTPqonBs2JOPmOzuZ3KE74Dz7LNHvf59szTZqFPfuDRH7BHRmZdKXTNpdTjqzMumjGmW5g7SbfQg3t10WSAuQScR11ddz3cwQBBD36VPHFMD1hFAmQ5NJuSZDkElsMKtXESTtOgAAIABJREFU66/PToDq0kVHkkaNShOYI490/x5sZXLwYN13mUUmkQ3sA1m4P4SbW9oaH2US5XxAjlyUyWXLuFnA+vWcgU3kr0xu2mSUxBDKZFubCVkI4ea++WaiV14xyiSUP01lhIkTiS69lFu6EpnnpiH0TzzBzwl7Bta4T4zjpyn5hmgHJ5ONjVyb76ST+H0UsSJz7rn+8WIYj8g/nif0WCHJJDbmzkgm7a41Phu9XPQ4VWrJZAg3t10WSAtsonD91tcTHXigfjwJ3JtPdj8Q8nAXmkzK8UK4uaXrS1seaPDgpJpbWanbnKMo3aLzyCPdx6mrSyai7LOP+xhE2WTSp7wZlJ1XXuGfUZTuKqKBjzK5fj2HACxbZggM5pXLWurWjfuEQ0XLz+fSTDffzO81ZPLNN3kPysszoQU+MZPvv5+sMUnkRya3bOFDE+Jz4XUEAXbBHntk84CskI3t4T//4VCdO+7g91A7n3nGfazXXmPVFHMD+3kUhbFnHYUdmkyWl3NgOE4xcUy0YAHR5z8fZvyQbu6OSOYh8p98IZXJtrbk/YVSJnG/a9fy/2Gf6HKBJJNQGlas4Gt8z7EeQWdUJvGMQlYzwL2FOJiF6PMNyANZaDLpc2B54AGTUALMn286CblCqpM+6pgszN6jh667VRQlN2GtK3ngwDRp8XFL33UXk61//5vfl5RwsspvfqMbD3uJT8xkWRknOGU1zxg4MPdxCgv53//lL/y+tZWJt6bGJNYMXNyDBplDj48yCRd39+7mOfmQyeZmvk87218TJlNWxi1qbWg62k2axPvEo4/ye+wZmvjcujqib37T1N+F7V69unOrkzs0mSRKF1Lu1o3o0EPD/h+djUx2RMxkCDJpX4tPzGQc8+mNyCy2e+9l1wUyG10gnxnUgZtu4o3snXeyf6c9hE7ACaFMglSFJJO4txDlKjpKmZQxR1qEipm85BI+3MqSQHPm6JVdSSZ9YrOkMrnHHnpCL+Mmtd1v8vKSPbh79tQnpRBxctGVVxL9+c/8fuNGdt9qDpxERLfeyl1T5AFg/nz2drlgt93SpaFKStxVzqwGHOjY5UImL7+c6KqrTPINQgE2btTFTGIfay/5hkg3z6qrs+eWtnZ0luqtSZppbMx+3hohoKiI1yEarcDOauL3P07s8GQSPV6Bo4/276X96KN84pKu6ZUrif76V/2YHaVMdqaYyaeeSr7ftIlPmPPnu48VRezaIzJE6YIL2BhmnTa3B3niQwHgSy5hMuYy3r33GhWEiJ/fCy8Q/exnbtcj3Z8hlEnEZPl0JbERkkyGVCY7q5v7sMN4LsiEwD599N/J5MnGlvkULe/Xz5BRTQ95QCqIPvNMurpHj/abE1VVSfIB+4o6j66YOpXdyDjIEnEMsiTAuSDLpri2bSVKx38ecog5pLuQyaoqDge7cGvq7NKlrIxdeKGx+S7K5KWXMoG3yeSHH/rvcVkhFNrwMMkPfLK5oyi7A5g2m9vmLURhYtM7EjsdmTz+eP8xW1pYVkf/2MWL2S3w0kvuY8k2j0Rmocm2ZK4ISSZxHRhzwwZWZ55+2n0sBDoDl1zCxlB7jdOmpT9rbtaRm/ZctePGuRmE6mrukws88girUa6kJrQyifjPjlAmO5ubOwSZ3LzZPDs53vLl+ljaz3wm7abyIV1FRUYN9I3lxHW5ZnFLoJxQYaGOGAGjRhniMno0f4c+BMRWn/bZR9eTnojXor2Giorck4TsftBEukOjrUyec44uAQduYhw6FywgevDBJOl2IZN9+xIddxzRz3/O7998k23pZZeZf6Nd683N5jVsTwgy6Vu0XI6Fe9N6DEIpph8ndngyKaX5QYO4U8O4cSb2RYO992bJGSe2NWt4vM98xn2sa67hpKAFC/j9+vU8jlx0uSKOiX73OyYwwObNrJjaqmCuQDwO4htvuYVP+pqAZ7t0ybPP8gLRdmLBM5PQKit2mRXAtd/0yJFGMSXi7zOO0/2ntwW7L/fZZ/Pc/cc/3K5l40ZzGICxveQS3rR++lO3sbKAOaEJMreB9bh5s39rQEn+cOBzRWEhf2enn5487Pz4x3pi060bUVNT8jOfTrLLlrHSSeSfZY5ndvLJ+hhOEJFBgziJp66O6Prr3ccZPdqoMKNHs6pfWUl0/vm667I35vnz/ZLQ7ENscbF7N6MsZfK11/jZzZuX+zhSmWxuZnuFaznpJI69ywVZh8yTTkq6jw87LPfrglKLefn881xVRXZJQlKUKySZBMHVCDlERDU1fEAoKjIHT6izrpB7Bebvr37lPxbw6qvJyjSdDTs8mfzPf8zrqVN5wrzzjl/8QUEB0axZyc/69NFlgc2eza5RbHqtrRw0rqkZF0VETz6ZPE1++ctExxyjj2GSC5eIXfxLl2argttD1vOZOlUfVJwVc6klk+0pO1nuhm0hitIJA3365OYqX7mSEwM++igZ67dkCYdVuJIYm0hVVzNJffdd/xqfRIaghhhLhk9oawri+UgyqU3yiiLOlP3d75Kfd+/u3j5Pwp6fPgH1RUWmGLcPAW9tNd/h4sX6eoIID2ls5E3v7bd1asro0Ub9HT2a6LnnmCBp1Sfpgi4o4LXl0+DAtn1r1rgfCnr3ZiJDZJ73xo28zl08K5JMnn0272+YE8uW5R6WVFqaVEbz84nOOitpF11aYzY0pL/7E05IqqXatVlfbzLyQXZ9kjknTWJlGfNLKzRNmGCUUqj0ru1EgV69TCMHJC5t2eJfTaUjscOTSXn6wUSeMMHfnWYX5D3wwKR7OVcMH54+FdbWsmtUg0MPTU64lSt5sWjjLbKy5HbbTdfzNYsMyUxSV9hGt2tXXbwkUdIdKrMzXZVJojRxnzkzt7nRowfRT36SzKYtLTWk0DWbEm5aHJzq603igU/8DVzwdtKMxnA+/TTRbbcl5+zatRyT5kqeH36YlURJoletIjrlFJ2amKVe+cSvEhEdcUTyvbY/N1FSNdq4UZ/EBEUR0JbOQeLbwIHGc6FpX7tmjSHHo0YxmSTS20QJhIxo7QRRmkzW1OgyneHqBqmEiucS1lJdzf/3yJHs0bJDMFzCDaTdOuYYVpal4u2SCJWfn/7u585NrkPtfI0iFjmqqkzymk9Jvb33Jjr2WPNes48T8XpsakpeV4jwDLkH+YatdSR2GjJZU2NUSo2CaMNepBoXNxEvDLsA8ezZerI7Y0Za7dBeG1H2gt9vP91YWQvBh0ziPvGsJk/WJ4PIa4NLuq5Ol0lqEzUXF/ceeySz0TdsMPeX64Y1fz4rkCCTIB0NDWHI5NVX85yCoWxp4c3noovcx6qrY/fZ3/+e/Oyxx9zXwMSJHJd78snms7ffZsOuWU9Tp6ZVUm1XEcBO1EDMtAYFBcmYLK06KclkZaU+NgvztqKCN/f8fF1MKFz3dXW8saO7i5ZMQjElMnPWh0z262cIIJG+PeNuu/Gzhh3DgdalPFAUsTp59tn8rOzDicvBQAoH6PsulUnXYt5yrh94IAsnklz5EK3mZrY5IZp9zJ7NewfgIzRNmsR5GfguQ5BJKS7sIpOfIEAm99vPxNj5BJkDUv1AMXQtbDKp6bELdOmSVtM6K5msqckubZErYIRhUHwyUaUyieelUSWJkgbYdW5k1fjDd5ArmfzgA97grr02+fuLFxvlwodMzprFoRjApk0cG2fP41zQsycbTalMfvSRbg0UF2fPTW0psLKytArlm4laXp4kaz6JdkRJdTIEmZQkyRUgk1iPDQ26BASQydGjiV58kZ95aam+5SbIaEmJOWBlJcC4QBJIjfpKxGTyqKOSBLC01N1lvv/+XKWEKF3o2kWZxPM96CCTUS9tmevBWpLJr3+df4ZQJok4ieqznw3T7KOuLnktPmRyr724jjX2Oh97MWkS7wfyALuraPknCJDJKVNM66oQZBLFXYnYfeizOU+ZksyI9SFFRMm6cZWVRGPG6MeyF3xhYfIU5wKbTE6f7rdwpQJbWBiOTNbV8WbjGi8JyE193Di3zcEmk9KA50omR4/mrGMkFcEtPWGCUSY1YQrAsGFp9aSqSq/42/HHSH7RwD44RZFfBxV7vBDtFKXC89FHfjGnck5oM7pljJiWTG7aZOqxIh5RS7IkmYSLe9QofdUA2be6tZXJvPbaABmapB1r9905IUUeKAYMcLeJ559vSDvIJMiVxs0ta2aGUCZHjUp3WZLXqMGoUUzGQZp9O8fJmEutm5uIYy9HjjQx7z5kcsgQjluVe9MuZfITwtq1plI+DHZNja73pg0YKKLsFmAuKCoypCGK9AkIgNyIm5v9CJs9effaS19kOYtM+gBkMo75hO+jNshra2nh06WvMhlF7qTIPujITPdcEyMGDcr+jmbPNnGNPoefKOKqCBIHHaQ3wraiOW2aPkHOjnMsKfGrg9kRZNKOu/RRJ+X3rCWTIZTJt97idZiXZ+4nJJn0iZeErYbLffRo/04i0n2svc+aGr4meWB3cXED0i74urmnTEnaPW3MJJEhk1//enYdZR9lMor4T0eQSZ/9Ep6CEMpkFHGM9S4y2QmAav7FxebUHCJekiipTLoWrM0CCG6IOnvSgGgJEWAveK2Lmyi5EMrK/MYiSpLJn/zEjzTYC/a44/SKLpTJ4mJ3MtmtW3JzgqoWRbkX27e7iACVlca4+RbAtQsHu9bZkxgxInmA8gnzGDAgee++pKG+PpkQEaI3N9Y61KRPmkxKZVJbHxIu7gEDDHnTkKyNG83vhyCTcWzGCxEvCUiSpSWTUWRiZkGKNGRSwnaZu7R6rK8nOu+85Gc+yuSgQXw/MrlFkitfAkgUrtmHb2tfGyGUSaJ0P+5dbu5PCHBxDxliupKEIJOtrcmgbm32o0RVlf8YgNyYfTMgJQHs08ePAMqF0NycrMeoAWLP4tivSDJRmkz26KEnIiCTXbvqamhKVzfiZcrL3Q4aNhEuLU3ejy+ZtOeVz7yIomS5HU1ZLAmpJoYoqC7DJ+zMZw2w1nE48EnCkWQS8851AwuhTMIeNjSYREcXkoX198orbF8LC9ntipqXWju2bJm5PwgKIcgkPF5FRX6eLnz3sGUhyWS/fm42o7Q07S2Sc8NVmczP51Jncj8KpUwCoZTJEG1XJTCfQxDmXcpkJwDI5LBhYZNv3nknnCwOQKUIMfmkguWrzMgFP3FidoJIrpALwa7FqEHIpve2m9sHiBnr2lWnlspnAxeWa+kR+/nW1xsXd1mZfzcFuSkUFvq3KEVP4qIiv44/REkyGWLDkupySGUSc0OrTF58cXJ+LVlC9P3v517c/uWXeaOyyaTL/L/8cu5uAmWyb19Dal2S626+mduhQokcPpzovfeMAujqJcAGDFWySxezH/gm3xCZBMxevfzsP+L4MYbv3Jdk0veATZTsxKUhzfbB8NOgTIZoaSzJqe94nxYyGaCrbucFjEd1tcliDUEmYaCKisKdaOySCT4GShIFX/lebsYTJvgROLkQQhgSmSna1uYXOB1ywSIzWdtKC0p3YaEhC1oyGUU8n0LVmARk0kiI3tyYs9qC2RJ7782qSGtrGDIpkwfWrvVfn/amrFUmFy4k+te/zPuTT+b7lQRgW3jqKe5UI2M4r72W6O67c+8lv3QpEz0kdIFkde3qluTVvz/HPct5/vnP88+6OnPYyBW33MIdtgYN4ve1tayY5uWFOciiQ5Vv/D3IpKYsUBY6ikzm5fkl7WWhMyiTH3zA9tAmk+vX8wFZu87lfoIyWVp8WsjkDqdMxrFxQdjtmhoawmykiJeUZTl8IReDL9GSE9eXTIZU7EKORZQktp3p2qBMatU/qHy1tUmV0wXYMLE5dSSZDKHMw2CGuLbCQuNKDrFh2R1vfNs9goDgnrVk8thj027D0aNzr4XZ3Mw2UiqZf/yjW5jBsGH8POBCfvBB/umalAhFDsrv888TPfQQv9a4uBsaiH70I6LTTuP3y5fzz27dwthtrCXfIvb47kORSXmQCBF+hefmGmbTHjrKza1V/1as4DA42fbzjTe4nJjr/ba08N4dx0mRyXc/3xUz+QkBGbTXXGNcLwgw9ymRIwFlsqPIZIhFBoRUJn3b5kmSFmJRSOXP95l1hDKpJZNQK2prjZvPVZns3ZtJC9SE+vowNSYBOa9CqMwwvi4JA9sCyHSoDStECR4AZBLrSevmHjcunfXuUh5r0KA04aircyul1J4r25VMVlen1RsQNQ2ZRJtBzCuQLLs9rBZYl5qi7BJY60R8/75qYmhlEqTZp/2wRCg39/vvJz0EGGvRIrdxhg9nG/H735vPFi5Md7jLBXHM6++OO5Kfn3SSOWxpsEuZ/ATRqxfR5z5nHvy8efzTN7MZ6AhlMvSJDQipTIYkkyEWhSSTPuPFcfaC1X4PeE7aEk8orDxggCEumnZtJ5xgCKRUJkO4q+RcCDFfsen7xnICqO0ZgugSJZVh3/JAIJO4Z60yGUXp7isuZDKK0ln5xx3nFi7S2Jj899jcXTOcCwqS5Ccvz9hEDZksL89W5uz71WDDBvPdyd7YLoC6Lb/7/v39Q0ZCk0nE04Y4gBKFI5MPPshhVzgkrF7Ninqu4RlAFGWXqJszx/2aCgv5MGxXo3jhBZ2CffPNHDcs96aPPjLqf2fDDkkm7V7X2Pg0mbVZgDLpm3Qg0VHKpG9Mp7wW3ybzocjk6tUcs2Qrk2+8kSxzkivOOIOTEYDFi9k9dsstuuvzJZM4xdbW+pHJb33LENNQrRSBjiKTvjVWgZAJbURhyaRdxQDK5IoV7u46O5nEVVGxlbrPftbt94uLTVwikbGJmnI50sU7Z46Jv9RmcmcRPZ/km9ZWjsOUNYZxn6727OijWeSQymT37qbGpgtWrSJ64AG2zzIEo7ra3/7D/oSOlyTysxsHHsihEAhpW7qUFUFNtzebTJaX6w8JWd3OtB24PvyQ7fadd5rPzj032X2vM2GnIJNEfAIJkcW3eTMX6CXq3G5uKARaZRJuBFuZ1JA1IBSZLC3l7/JPfzKfnXYad+bRkK6BA4luv928P/98oksu0XXUiWPzzLWHjVDK5PLlZl7V1XUcmQxZ/iIUmcQ4cRwmO1O6+Xzd3IsWJb/P99/nxJfPfMY9TksSsDFj0vGd24Mkk3366Nqbyt/x6X6DuMn8fFO3tLw8SVZdkEUImpp0Y+G6PvtZ0xqQiOjRR5nAg9TkiupqJpQIxSIieuklnYJVUcHk+8gjk59/5St6+481DQHBt4zb6tVMeG0P3JNP5p4wJtGtW9o+Fxen25/mArs7j8+9Zqmc2rq5M2fy9yfJY0uLrm3tx4GdhkwOH67bkG289RYvAruI9EsvmYBxDSSB7AzK5D33MDl76inz2SOPMNFyxYIFPI4kkJs3E912m+7aCgvZaMjEgT//mT/TZM0ddlj6sz32cN+YiXgzhSHWkkkok5JMarKc33yTf/brx9cSMmbSDnkIFWQeys0dKgQCCKlM1tcnn9+6dRySoCkLI+tMag4/I0eaRDZtpQsQR7QfLS7WJZLg/o8/3szVMWP0VRpsMllX5z/3J00ybUqJ2B62trrHTo4bl/5s1ChdzHAUsddNKlj4P7TVEY49lu8T87RXL6Krrzb1ml3RtStXG5DK3RVXMDHSqp52o4Rp03Td2Sork4cMn5rPQ4ak1zHaVLqiri59uBsyxL2ywceFHZ5MQqEI1flGujhefJF/XnQRB/z7uL1Dx0z6KpMHHED02GNEN91kPlu0SHcq6tWLydm3v20+u+02ohtv1F0bUbbrwG6llyvq69MGTTuWVG4186G11ZxEfRJwiAyZxHroqJhJonAJUKFCR+Q4vq6+jz5KKpNr1nBsGta/KwoKshUoDZnzJZMyuSjLRZcLsOHh/x8yRHeoGzCAf+/888O0UcR1IUY1RLHyyZPTn51wgvs4WWRS46IFskK4TjlFP163btyIAPvHlVey98en28/s2USPP24+e+stolmz9GVzbMXP5/lJRdHH4xhF6XXkc9C2O6jZMdKdCTs8mUQg/vjxTNieftpPqUDyTRybYOc33+TTTJaByBVyw9NuzG1tHLArienmzbz5uQb59+2bNr55eTo3wqBBbNhlC8oNG7IVwVxxwAHpmpczZ+rHszt/uLZBJGKCjO4fRHx9y5YR3X9/7mN88IH5/qUyWVDgToraI5PFxf6u2o4ik1EUxm0u1SzfygGnnmrIDRHRH/7AaoMm5COOWYkcPjz9d65ksrXVrPWyMl0GKpF53hUVOuI9bBhfu0y+WbTIXcEdMIDdyI2NSTK5ZIku4x3KJBJxdtuNPQdvvqmfYzaZLCrStRLN6g8+YoR+XdpksqiI718b4mHPpS1b+ACvUf6ALCHCp9tVbW3SezRrln4sSSZ9PRm2q9vHntl7mlbl/DiwQ5LJvn1ZkayoMPEYEyZwgsa4cTwBtYsWyqQd2zVrls4ds24dEw7EYRLxJvHBB8bVkyvy8rgx/BFHmAl8zz1MJjQLxFbnKir0hbhtcpZ1gnNBly7J2Jbx4/1iXWQWZa9eOpVoxYrkfV52GbsqXMpCIF6yooL/YJ5+//tEf/ub2/WATMIFBzL5xS8SfeMbbmMBDzzAgeE2mXz2Wd14IC+Yn3/6E69Z7Sa4bh3HZ11xhflsyxZWe9EByBVr1iRLjtx7L1+3xttx882sBM6fn/4715juRYu47AgRu0c1inNLi5ljX/oSr6uXXnIbY+hQorPOInr1VX4/bBhX06ioYEUrV6A3dGurSUQZO5bot79lm44i5rkCh1gcpHfbjWMcGxqIBg92GwsYMCAZ17p5Mx9EpccqFxQXp8sn/fKX7A52eWaA3Zmsa1cWUjSqKVH2weTuu3VjyTElGc3L89sDiIzdKC3NDm/LFZMnm/3bdf7bsFvL+pDJKVOSoT8h2rl2FHZIMpmXx4bkqKN40ysoYKOEmMaaGn38JNQ12xBoT1glJWwIJHH8n//hk6vmFHjAAbxhAQ8/zCdzTc9dm0z6yP/2WOXl/glMMi7Lx8VBlHS1zJihc73MnJlWwdavz21u3HUX0V/+kky+IUqqX7kaJRQaRr9kGFk5x7ThD8gwtEMU7rpLN97cuUQXXpi8t+98h+vEalBUxPFPSAQhIjrnHCZqWlUli+RNmqQ7WCEmzp4njY3u8XKyuoJWGV6yxPwuii67xv9VVvIBFqr80KGmp7bLWMOG8XNYuJDvLYrYDuKg4koWCgu5ReN//8vvd9/dKJ7apJ53300fdOJYFyNqe7Lee49/apJwevRIxtchVlJbuLx///Q91dXpxgKKi5OqXW2tfx4D9hDfWNjSUjMnfD0jvXolvwuf8crKkuWsdtWZ/AQwZoxxJY0ezaTt4Yf5vU+tMZxApbujqCidEZYr8vOJ9t03uflddRXXxNQkI2S5XLTy/557Jjc4nxpo++yTVHNDZMLLQGdtjCMglTbtWNXVaQO8zz65JfJUV3PQOzJFN2zgmCCpeORKGGbP5gOFdHM/91zyVKslk/vuy0qWfXrXZixOnJhO6rrssvTpPlcUFnKGsnSxXnUVF+LWtgJFqIyE1qUM9RDzDYRUo4RLMinthwsQn4u1OXSoe0Y9lDoctLt3NyqwplEECF9jIx8AfOInQVYqK3mN+cZiyjAWxNE2NOgOFvKQ0ru3UVC1qql0dcNW+BBAu+2kL5kkSnpufAu+E5k1HSIOHAJRiOoPUin2Jafyme0ik58AfvhDs/DhjgKZ1HZBWL/euCzlqXK//fxiSUImkzQ1pYvValW7goLkSdKnAHppaTLeMkQJGElIfROs5L35uF7sAPXDD8/t94YP54MF6s698QaXK5LPKVej1LMn/78gj8cemyZn2u+yT5/sRAbtRpMV5zpihE5JB7KeuU88bZbqoSWTGMsuheRLJtet022CIJOwX9ouYYsWmZAF1DqsqdFt8pLwLV9ubK6mrM8zz/DP3XZj0guVU0smZYteiBVZ8a+5QO4hCNEpLNRl9RPx4R/AYUqrwBKllWDtdUnIdROCTAIhOvSEKktGlNzTfcmktF27yOQngMGDTVmb8ePZ1QG3n5ZM4vcLCpLxkT5BxETZKoyWTCJrDiguThoZV8jr8M2KlSes0EkW2oxAAOSqRw+/0hA2qcq1YG1xcboMxB57JN2huSqT9ub29ttMKCV8DgZZKrzWzdq3bzpD0bdLyYwZ6XqNIclkcXE6Rk071vr1PHc1ZNKu9an5Tu0CyFoyiYN7ba1R07WETZJJvO7RQ+f+lWRy0yZzndp6k/j9wkJTokVLJseMMWQPbun6er0tmzjR/C7CY3zIJBR52NkQZFKWtQlBAHGA0paPkoDNCKFMyufuu9eNGGHubxeZ/ASwcaMJ4p4wwaiSdXU6o0Rk3Dj19ckitb5FREtLk5vfiBF+LgWpzNTV+bmnJQH0JZOSmIZYFPKZ+S5Y3NvIkX7jSGNZUuJmgO2N/Iwzkoliud6jvbmVlJhQB4RO+LTGDEkmidJtTn0OP0S8niRpGzzYb1O1CeBee+lVjK5dk2ShpYW/G03ZGrsjlex+kitAJjGWr/t32DBDALXENItMjh3rXtCdKEkmX36Zn3dhob7EDe5z8mSTYa4lkyUlhtTCRmtd3ETsprUJkSaWE4CNwLWFIJNyzmq+z/YQggBiXYYYS4bU+O51UbSLTH6ieO45fvAlJUwQkHyjVSWJDJkcPNhkX/furSengCzxQeQf/yfdydoAbKC6Ot1LWIvGRlP/L0QtTXka9V1kuDffTg8yVq93b7fflZtv374c/yrVJi2Z/NznzGu4M32UyebmdDyvz9ywE1yyYhRdIb9HTZknCdtVq3VxE/HGgDhkzN9TTtGpNCHJJGIufZVJSSY1xHTFimQbRbilNUri6tWmw4xMvhkxQl+VAvd5+ukme11LJnGNRMZ++ZR+WbMmaQerq/1ct4jhlKXKfCHnbAjSFmIMAOsxNJn0LU2TvyFYAAAgAElEQVQmEbKhSWjssGQSLu6mJv5iQybfDBlikhtCtDayS5b4ZiYXFppTliuhyQKM5ZYtfgstiszJu7ORSSx43+xC+V26xv3JgPcvfzlN0HJ9ZlJ1iSJO6kFZINyfb/zr3nsnP/NROm3V0LcHPJE5ABH5ubiJkspkFPmRSTkeSKW2609IMonr0caqgmTV1/u5uUH4unfnQ7oPMQUR7drVJKFpxyLiNQQ1sqrKzHmtyklkPFw4hPook8gGh130UeOJTPx2R5HJzqayhVRKQ5NJXFtne2YSOyyZXLCAf06YwKdddKsIrUxqm7hLoJQLEW8sWV0WXIGTdwjSJjdT34UB931nJZPa9mOALOUjCU0ugCpUWMg1/+xaqC4JOFDmDjqIYzFDkkmitKvbhwDa1xKCTPp2hpGQ8z+Os7uNaMbDXHNtKADgOeHg6Esmx4zRb6ggk0VF/IxKStxUNsxtSfi2bGHXNJGbMomx4OJuamJbESqTu0sXs55qavQ2o63NlAL78EP+6aNMogQS1rgvmZTzsqQkjMcgRDmrLHQ2N7dUvneRyU85ZPLNo4/yBKmsTPdrdQFO3A0N5kQZIiMNnXSI2PBpXTAScCeH2JilC85HgSIybpfORibx+75B4VKZdN1kams55vLoo1n5sMmkyzODmnzmmfwTNSZxfyHIpKy16jPPcJ8wmL5zjMjMs7w8v0oLRHzAk+5C380GZBLVCD5uMgkPAzpmAa4ubjyHZcuMDcM1jBrlFqv9ne+wnZaE75VX+FoLCtxcyd/9LosJMl4yjsORyWHDzGsfF/eSJcb7gOcXQpmEKhZKmSRKF2vXIrQy2Vnd3HLu73JzfwqxdCnRr3/NLgOUcJDJN83N+gWxapU5PZaXh6njBUhlUpslagObXwgyKUmR70YPohwim1t+l76GCd+nL5mUyqQrmUSR5jPO4PcgWSALLs9s+HCeS1C5oaQgQciXTO6+e7L3r888AwHB3AgxZzH/Q7muZNykbxcKjAX3toZMxjHRgw/ya5CHpUu5JBriw9vD+vVc8mv+/ORGV1Hhdm+PP0704x8b9bBrV3PI1sReTplCdMst/HrlSqKvfY1fjxjhFgqwaROHYdx2G7/fuJHnKg5UrmTyH//gMSSZxP6iIZMrV/L3B1USB39tWaC33uLxoEzCTviQydZWs98RhXFxEyX3j85CjHAdNpn02VN2ubk/5ejenTfimTN5QnTpwhvTX//Kfx8iXrKkxASrV1b6x9gRJZVJbfFzG9iYQ6g8snC570aPTb4zkcktW8z1yGxsDaQyqZkbX/6yqT8n+3ITuZPJb37TPCOQSXyXvmQyP597VgM+8wz3CfIdUpkMBUkmXXtO24Ayie9VQyajyNRfxJo89lhuu7k9l3C3blzmzA75mTfP7QA0cCDRt79NNGeOGRfdt1zJZE0Nb+pYP9deS/T00/zaNfmmXz9W/DDnL7vMXFf//u5x5A8+yAezf/6T3w8cyCoqkY5MPvMMJ4U98gi/R1ODykpdWaA//5mT9f79b36P9YO4fg2WL0+SvVBkMrSbG8TPR0285ZbkYaOtjejii7ntrCs2bSK69dZ0y8377zeHBxd8+GHy3rDPubbv/DjgUTSm86GwkI3+44/z+3XreGPGiUMTL/nAA2yAZLwkTt++bgRAkklflxyAzTTExhzSzQ2FIXSdSZ/Tn1QTfcmkjzJJRHTMMeY1SEtBARspF+M7fXrSZRaaTBIlT98hlMmQoRkhDy1EybhJX2XSLjWEpI62Nrd6eY2NnGSCe9yyhUlPLup6U1Oy3zgRK4EuSi6yhaFgyfhLVwKYlfjTvz9nTLsqiVkVLJqbmTRoXNz19abMHBHRj35kXmvI5KhRrHb+4x/8Hs9Pm4i1227JLlI+ZZ7eeYfDL+DijiImMx1BJn0EgNtvT1/Ta68RPfYY0Yknuo21774cWoTr2bCB6LTTuFe6K4qLuYWnvM8vfpEPjHKfzxX33Uf0m9+YNf7f/7JYNngw96zvTNihlEmidMHp0lL+IioqdK6XDRt4sf7ud/y+Tx+im27i1z6N5SWkm9u3+DaAzdSHNMQx/7Hd3G1tenWmo8ikj2GSaqIPmWxpScY5asik3MwxFkibqzIp43Zw6obCFoJMSoRQJjE3QpBJEFPEBvpCEkBfZRIHH1zXBx/wAfikk9zGyVLYZFmwbcEmGnl5RCef7Pb/5+W1bwNdba1dXq2ujt32RDplUmLwYGNXNQRrW3HxGjJZWZlMZkHcpDZRrL3no0kO3bSJ3fiXXMLvYUMeesh/HT37bPKw3drKduOBB9zHKi7m+wYRf/55/i40bUV79Mj2WmortRxySLLd7Ouv8+FekwsxaxYrzrAZCxfyIcS33FlHYIcnkyiAvPfeOqI2eDBP0Mce4/f//CfRnXfy645QJjsTmWxrIzriiGQLsbvvZvUDakqueOkldjdJl+1bbxHNnevu7ti4kWPD5L0tX85B/MiyzwVxzIlaUO2I+LmtW5cMPs8VtmLlGwJhu7l93EK4RxCQzkQmoUyGVNNBJonCxCyFJJPItMe6euUVXe/wrOeUK5m0CUh9vc4rkkW0amuzW1BuC7Yyefrp+hhHm0x+//tGWQxJJnv21Gc4232viZLtFV1QXZ2uj9url64XfX09k9vf/57fY+306+ffZebVV5MK6hNPsLqOvdUFU6fyYR0iwrp1vKegOYMr7C52w4bpk2sPOST9mfa6unVLd8grKsp9nX+c2KHJZFWVOU1pSwJldZBBFmZHKJM+3WokcI0+xaTz89mI/OpX5rNvfYvJr+tCGzyY6OyzzVitrVyy5t133Ql0SQnHMcHgEXHw/h/+4JYQFUUcV3jaaeazK67gMTSExq4X6ltmyEeZtAEyifistja9mtvSwhv0kiVGSV21iuhnP0ueyHMF7jNk0pgkRiHIZMgEHNgN3CeaFriSCfs5FRSk63+2B5tUaWvbSjsAAqkhbD17mu9/yBAzbk2NmbO5orravB49mhUmn9qX/fsnXdAYY/hwfYKXrIQAaMsCRVG6g5LdojRX5OWlmwgQJZPttDjwwOScXbiQM9A1TTqKitK/N3KkvuOPTSZ96kePGpXeh3wakRx2WPL9PvuEC4cLiR2OTMoT2nnnET35JL/WJt8UFqYVSBC+zqxMQpkBmdQGKP+//5f+bL/93I1oUREvUKmIbdmil+sPOyxJEjZu5LFcr+uAA0wZKSKi669nZUXz3cKFg2vwJZNQwEKSSeka1aqTBQXssqqrM/Pq3HM5lszuL74twI0JZRIHoNDKpG/nJqKwymR7qp2WTILo7rFH7mp4XV0ytlLrYpUECCRZQ9iiyKiT3/2uqQusGUu207zwQj7gxDF/rim9k5eXtAeY4z5lgbLIpE9ZIFtp9qlXmTUPJ0zQjwdUVKRJVlWVvk+6rQBq1T8iPrzIUAsfMhlFyRCDESOSBxxX2PfZGV3cRDsgmYQy2djIp7UNG/hUOX68fkxZm7K+3igTnTFm8vbbiS691MRnbNlCdOONptyMK/beO91OTptxLnuGA9qFkRUPpDn9Zf3/WdeZCzpamXR1c4PobdlixpJuOR/Sduihyd/fvJkDw12U9XPPJfrKV0ziBpRSlGDxQZYyqSXjzzyTjKVdvZpjtO64QzdeFpksLHSPM8Tzx+bv4vqKomQfem0bRSiI/fubw5R2rNpa3niPOsqvjSKuZ889mRSgvuSoUXr7ivucOdPYax8yabu5tWWBAFuZ9BE6bDLZo0e46gj2nnnAAXr3uW3vfcgkEdFee/HPKMpd4W8PkgD6NEohYk4j7eouMvkxAWTyRz8ysRh77smEsq2N6LrrOOvLRamTJ8bjj+ef+flcXuOpp3SdJySkMumreuy2G5eXQSmMlSuJjjxS3z88Ly9t0PfdVzeWTTZGjdK3b7NLfOTnp2NLckFTU9pl4Eomn3qKyQU2U8ytp5/2c7GCAIIEuc6NlSt5Y37+efOZdDP5xE3Onp1WgV1dpc3NHOj/xBP8HuvVh4SvWUP0hS+Y2odEXMD6oIOMEuqKq69mtQy49FJeZ5qQlA8/ZLthY9Qo92xezA+oPa7rErGF5eVMPu65h4mzyyEDJOurXzX3NXYsJxQ9/ngy4WJ7qKnh8In8fEMAm5o41u6f/3QrodSvH+8BUZQca+VKPnC7ls3BfZ53XrLG5O238/pyXedwQ6O6Qn09z/8nnkg3K8gFsNFYO8XFRP/6l67slE0mBw7krGJNCIuN/v2T733cv5LklpQQTZqkH4vIHK6Ki/3DzeSeGaKjHa6nd299CEOHI47jT/zPuHHj4lC47bY4njAhjtva4nj2bM5HPv98/rtXXuH3URTHq1blPubFF/PvVVXF8Q038Ov6+jgePJhf/+1vumvdsiWON2+O4/x85E3H8fHH89+1turGjGO+NpOLzX+ee0431ubNyXFGjdJfVxzHcdeuZqwzz/Qbq6rKjNXcrB9n1CgzTnExzx0XvPhiHOflxfHuu6ef+9Kl+us6/ngeo7SUfx50kPsYw4Yl51dZmXn95pv6a4vjOB4xInmvH3zg9vuLFqWfl+93GcdxPH16esymJv14xx2XHi8vz82GAFdfnRynoIB/fvGL7mONHGns2bhxcbx+vdvv47722ovtTVERv3/66dzH2LQpjvv2jeMHHjBztaUljqdM4fe/+U3uY82bx9exerV5Pq+9Fsfnncevjzoq97Guu868njSJf/+3v43jO+/k1/365T5WHMfxr37F8/Kjj8y1vfxy8jpdMXBgHO+/P//+7Nn8HRLF8ZVXuo/V0hLHXbqY9X3ssfzzs591H6u1NWmnm5vN/ueLz3/ejBtFcbx8ud94mLODBvlf2ymn8FiFhf5jPfGEuc8nn/QfD2NNmeI/Vu7/Jy2IHXjcDqdMVlYS/fSn/OhRFBbxklBAhg9363QCN/fXv25ccgMHmsxhbaxLFPG1SfdlQQFL5KhlqYHtSujbNzt7MBfYSRo+hd+JkgXQfeV66bLyGUv20K6pcY+7HD6c3aAosizhEyhttxnUZHNPmpT8PVk6wzejW4aODBiQrqSwPQwcmO2O81X6jzgi/dnMmfrxsjJ2d9tN1y3JXk9Q0zWZvPguy8o4sU3Gibpcy5gxXL8OsaUuLtKiIqJf/MLU4YUrGe9d2tfOmcOeEGRed+nCiqDsPJMrUK+1rc0o82PHGsXaVd1paOAC7biWsjKj4GbF1eeC8eONd0Xep8Z9np/PcxxzApnw2hjR3XdPx367ru8sSPvT1JQOoXIF9gBt4o0E1L8QXbPk3uTiBd0etPv4x4EdjkzuvjvHDr34Isew5eebWAgk40yc6Dbm4MG8cZx6qiGQffoYY6wNds7PTy+mP/6R/w+fmBebwMyYoV8g9ubn+uxsSDLpK/9Ld5wPmZSkQONCyMvLvpco0sUazZvHhApubcQUaUiWHfsj45N8yaQkQNr4sazED02tOImseNoZM/TjZZVYmTJFNxbWEzYuuPk0Md0IWejSRRfjhQ46Y8YYu9a9e3KN5oKjj072vV671pTWciEzsFGIlxwzhuerhkxirLfeMoeyMWP0ZLK5mckaXNxDh5oM8YYGnVv0+983/bR79zbr2+U+JdCxpbjYjKvdm8aNM8msCL8IQSalCz9UtzeiMGQyZG9uSSZDto2Ucc6dDTscmYThRz/u3Xc3GY5QJl0JUU0Nl5Dp1s3E2kAF6N/fZKFqkFWGwS4F4Aq7BqTPRmqTSd/JLDdmbccHIl7wSIRCAVstZByh9v6yyGRZmY7EP/IIb1bIaAXp05BJO45IlnLxJZMyZlW7acmkEcwN39JAVVXJhJmyMr+A+qxiw1qFHusJ91pXx2pDVnbv9oDDlCbGtK3NKICSTGoOsTIucexYQ7KKinRJJTLGsaXFjKchWRhr0CA+NGrJZEUF36eMl3z1VX7tUsFAYuRIc28gH1VV7jU6ARzCBgzgsjtEfmQS8x42LASZlDYsRCIJiF+ItsahKqnYY/n205bkNsR9dhR2ODIJPPQQ/0Qm1caNxrDssYfbWHl5XCORKF0U26ecA1G2IdJ0LpCwA/w1iSlA6MbyUhnzLcKNa/MtqCuzsKXL2wXtkUkNpkxhZQGHAgT3a7rzDBmSVL9lpq0vmZTZ0XbR5FwhlcmQvbllYte0aX4HlyxlUquqY85io/7oI26Xprk+uKU1ZPLtt43yPXq0H5mMY+NKHjPGuLgbG3UbNJTJsWO55SPu08VlnjVWHOvJJJBFJjXXRcTPHwkyOED5ZIjjO+zXz4ynJZMzZ5qENczZ0G5uNBTxAYhWCCKIMUIok6H2OaLk9YRwwXcUdkgyGcdGmQSZfOYZXhSlpbq4g5ISHhfKJBaFL5m0J9rAgX4q2+rV6axVn9OMTSY1mYYScpH51P+Di45Ip+pIhCCT48alCYGWTLanemlK2+TlGXWyT5/k5hKSTGqz1mtrWS3t2tUUpw7RnUcqsD7KPJEhfpi7DQ3uhbQBm0yuWKF3mWP9aA4ZIH8DB/Lv+5DJRYsMMZVkUmMbW1uNYtrUZMjbwIG69SRVzv/+13gzQpBJ3KdWmcShv7DQHBx9yCR6rSNsp1cvvcqJVodEhpiGJJNR5B7juy10NjIZUpkM0Q7248B2yWQURbVRFD0QRdHLURS9FEXRGVs/7xlF0b1RFL2+9WePrZ9HURT9OoqihVEUPR9FUYYjt2Px5psmZgcKAlzc48bp0/6XLDELC+V8fMmkrDFJxKqkz+kDBkoSGx8C2JFk0oc0SDKpJYCAJJNag1lcnFa8tck3lZXZ7natUQGZPP74pMoWkkz6jDV1KpdjgsIWosi4VEq1pawAPDMQQJ9QD5tMylaeLohjM5ZrjCNRUkkkMmRSUzsXhG3gQL4WuG41it3rr7ONzcvjQ78mXjLr2mTyTWWl7jCwcaMRE4YN83dz4znV15uxtPdJZL5DzFefvWnxYv5ZWmrmaAgyif2zsDCMyhZSmQQvCE0mfTtw7UjKZAsRfTOO4xFEtCcRnRZF0Qgi+hYR3R/H8WAiun/reyKiA4lo8NY/pxDRJcGvejuAi3vECBPXheQbVxe3BBZrebnJtvYlk7LGJJG/ixuxMnJT8CGAtnLqm2nbEWTSF3JD9yGmdnFan1haqVbJfuYagEyeeGLYBBxp5HzGmjaNs2+hoIcgk9L161MMmsgQP3wPPs0KQABx2NOSSRkKoFGf2iOTGmXSHkuTyQ2A/A0ezOtHQyY3bOC5+dFHxk77ZHIvXszK6+uv8xrMz+f5BZXTlUz+5z98fbDVgwcnFU8t8B3CZvt0wQGZHDDAqKYhyCTmbagi6LBBIdoQd1QCjq89k3b/U00m4zh+P47jp7e+XkNErxBRfyI6hIiu3vrPriYi0KBDiOiaraWK5hNR9yiKPJoJ5Q5MAri4pbtQm3wjgVNpXZ1xKYQkk+Xl/hnOUCYbGswm2JmUSbnIOgOZ3LQpuTH7GMzJk5MbqE9ZIBlLCFKqJZMTJvAhCtmxQGdRJmfO5LheuOdaWvwNuszQ9zXmNpn0OXBgPWEz1ZJJmaTkSyY3bzYlzzRkUqp/RDoyedll/Ht25xsNmXzhBaITTjBF8NHGD0W3XZXl99/nRMnrruP3jY2GmPbokUxEywXz5hEdfDAXdSfi+N4PP+TXWjIZx2ZPAskNQSZrazuGTPrEMGehM7u5fZXJHcbNLRFFUR0R7UZETxBRVRzHW53J9AERYar1JyK51b+79TN7rFOiKFoQRdGCpdrWFBZOO42VMzv5ZulSQwRDKJOVlfwFR1EyNksDeev77ed/wsJpF3FoRGHJ5I6mTEoXd1GRzmUI7LVXMt41lDIJxU5rVMrKiP7v//h1R5FJn6SZ3r153ksC6HttMo7QN6EHbkM8Ox/j3hFk0pXMrF9vXKxjxrB6hw3U7p3cHlpbjeonyeTy5eaeXA7ay5ZxCNK8efy+Rw9OTALpdSGTNTVEf/qT6WTVtSvRySebrmCuymR9PdvVn/6U37/7LndUImJV0lUtGjqUW3Hefju/v+oq/llamu4Qsz289x7RbbfxPoJ4RBDTEG7uvn3NYSwkmQwVL9kRbu4QkHZ2V8ykhSiKyonoRiKaG8fxavl3W6ulO/H5OI4vi+N4fBzH4/tkVQVW4P77WXmEOjdgAJ8m77uP31dW+tWjAiEFSaut9ZfroQgQmVaNPsC9NzYaEhKCTMJg+iqT0vCGIpM+0r8dL+kzVvfuSTXAh0xWVrJKMXGiITM+RgWubmnkfElWKGUSkETe99pCElM7AUdLAInCkUn5fFzj/156iTfhkhKerzgkV1fnbs/y81k9/8tfkm0U4QEqL3dTcGtq2LbgWi69lCtowN64kMmqKr4+fO/vvceEDe9dyWTv3skkxnXrDInRxEvaii2ua+RId/vTpw+T5jlz+H1hoTkoaFro3nADzy0cFLAmoyi7eL8rQEw7k5t782Yexy40vnmzzqtx9dXJrPXNm7lVKZTyXBHH3MYVxJ6IVc5LLuEWvp0NOZHJKIoKiYnkdXEc37T14yVwX2/9ufU8RO8RkZzGNVs/63BUVCT7hzY3E11zjYlHmTjRjyzA0GFT8XVxExkXQu/e7r2NsyDd3CHJpE/hbImOIJM+CJHJLSGfj4+bm4g362OPDaOIAZ3RzQ1IMulbazIkmQSZx9wNQSahzLiOtXIlb07y+fTsyRvP9ubHTTdx7DjUvpEjeRPWxkuWlfH8BI47jujzn+fXQ4a42VpZyglAvd1u3dxUsfx803ccmDzZZJy7kskoSsfJgqhp4kLb+x2Ni7uoiPcheOO2bDEESJModv/97F1ZsIDf//e//LNrVz1ha2szDUTh8vU5aGMsCR8X9fLlzBXAE4iI/vAHPoBrSs49/njSA3r22VxT05XcRxGTelnO7dRTuRNfZ+zPnUs2d0REVxLRK3Ec/0L81W1E9Lmtrz9HRLeKz0/YmtW9JxGtEu7wDoXd3qyggOiXvwyTfENklElsTtqYlNZWsxlgM6mv91tgRHyihNIplUkQHBhTF9hkEsTUt0sJkT6Wra0tqej6IEQmt4R8xr7f5377ER111M5JJn2VSZmAE0qZDEEm7c0UY736am7f79q1TBLgDibijf+AA7a/kba2MqlCyEN1NdHllzPJJHInk/bm+NRTxsa6kizbvVtezrG+RKxKuooANjn9f/+Pf/bqpVPYZDiTzETWKJPl5Umyi0OnNl4yi1h0765rVTh6NM9FqGGYG1lkP1ds3Eg0e3ZSmSsoIDr/fENWXRDHREceyR5HzPkVK4i+/GUTcuGC6mre5/70J/PZF77AJF1DoA87zMStErFgNHKkTik++OCkm3zDBq5O4StUdARy4d17E9FniWjfKIqe3frnM0T0EyKaHkXR60S0/9b3RER3EtGbRLSQiC4noq+Ev+xs2GTy9NPZEGnbKErIIHVNTJBEXh6rTrfeaoheXR3RxRcbwqrBW2/x4ooi3mDgSnj+eV58d9zhPuYNN5hrJuLFf845RD/6kds4ccwboNzwNm7k8Z95xm2sZcvCZPwShVcmpQrsSyYPPTTpeu9MZPLee02HHoz12GNE3/mOfsyQyqQ0tqGUSQB9jzVAwt2qVWasM880fam3h9pa/ncXXGA++9nPmLxtL26stpbJLLw3d9xBdMopZl65ZqnbBGPIEGNzXG2jTSbnzjX2VkOy5LUdeKBZQyNG6LxT8tkcf7whW9qyQPL3YCe0ZYGyFEhtIfX2ajBXe6TQlpWx+CCTSxcs4JhRW0HOBXl5rFZPn27m7kUXEd1yS1LFc0FWFRWtp3DatHQjAbRNdcWMGWn7M3u2bqyORi7Z3I/EcRzFcTwmjuOmrX/ujON4eRzH+8VxPDiO4/3jOF6x9d/HcRyfFsdxQxzHo+M4XtDxt8GQQfd9+nC8wcKFhvzhpKvB4sVm4qLvqZZMRhGThEMPNeTqxht5QeQaAJ8FJN/06sXupwcf5Pe/+AWPrymODCOKDfmGG3jzQr/zXBFFTCaRwUjE13jMMe6b2G238U+5ea5dS/Svf7mNQ9SxyqTv6RH3F5JMhgozGDCA49qAhx/mloU+sVDSAHcmMgllEs/fR5nEPUq35EUXudmmrI5WUN62hSxl5OCDDbH1VSa/+119jcnycnOY6N6d29f61JiUZPKHP/TvfAMblZfHvchbW3ktab1TeD59+5oDRkhlUrs32WQyVCvFrD7cuczZ9jBrVvqzgw7Sd0LLIpMzZ+rGKipK/66WTJaXp0vOZd17Z8AO1QFHKpMXXshGCQHhQ4fqMnWfeILo0UdNXFHfviZezydm0m4l1dpKdNJJfm0BES85cmT6NDNkiO4UmHXyzsvTlTA68sjkxv7BB6wWu3bwQMwXyNaDD/JGiM4ZuQAZrKFqTAIh3dxAZ3RzDx2aVCugFE+frh9TkklfN7ckk77EFGsJB78QMZM27B7q24JNJvv2/f/sfXeYVdXV/jr3TmcYYJihDswMDDBIb6KgCBawFzT2FnuJnxpj90tMTIwaU9TEJJqY7mdiSYyaYkmIiR3Fgr2LKCqoDEUGZu75/bHyPmudcw9y9tpndH7i+zw8M/ea2Tll77Xf/a6Wrvf4gAHFbrsLL7THTGrCtsUWrK76FCzHeGecwbbah0yC6O69N2eJZ0UmDz5Y5lNTk/3wBLt6wAE8r0pK7JVBtDIJF76V5PbpE1WJMSd8yaT1ALQx7LRT8R6311728Vpbo/Zs2jR7i1giyfYn4n3Ap+SfJqZbbOGXRNyV+EySyUmTmJgR+bu4Kyv5ZHDeefIZrmSf4sVxMhkEREcckfy/TQuQydbW4pOQrlvogqS+olOm2Fq47b57sYvJQj5A+kBgnn+eT/d6AW8Kt9/O7gjMDyL+/aKL3K9HQ7u5s4pr6Woyae0dG3cp9enD9fhcEYaseOuNee1aohtukEQAV4OU/ugAACAASURBVOjs27a2jf/v0gDKJJ6TJpOuAf/xGGQgDRkE5syJft5vv3SH0Hhiyvz5TDqgjPkokxdeyLFhPm1mBw9mr8qpp/JhAiTXR5n8+tf5Z1Zk8txz/dsoEjHZrqmRNTRiRHIP+LRj4f1j3vvUmNTqJOaLL5mcOjUq9tTV+YkxNTVRxa68PJmwukB7B3yTYXfeWX6fOVNsiAV6j7SqpZ8EPlNkEgTnyitFtfItVo6sRGxqMHB1dX6FV+NurXnz/IKcicTN3dISzbIkspPJJCXFOlZNTXEZE0vfZO2aBsaOdQsRmDmTFU3UniMi+s1v/IvGd4UymZWb+5priB59VD63tXEIhGv8KxDvib7DDrZ6b0FAdNNNHPIAHHooZwdb1Jrnn48S+bY2Dk3RMZ4ugBsYZLKtjdfaQQe5q7tYT1q5q611U/Jqa6Mu0fha/zjobkBalSwpcbc/+N+PH0+0776iStbV2QqpNzQQnXMOK9QvviiKneXQ3tDAytf48VyDEfV8ra0wGxtZed1iC/82ivjbE06Q2EufNorl5WzzW1qyqTEJMjltWnY1JktKovuGz/0C2t07bZp/uSGdoOtLJrUX1BJepqE9ZlZ3+SeBzxSZrKlhAw9C0N4uHRW23JKN0xVXcM0xbBCbQkVF8oY2YQIrJ9deK4qgC3r2jLoTZszg+lEPPug+FoDrqKjg3zXZtU5ouHQ0SYgrIy7Qp++aGluGfVJZIBdVkogNZjxIuqbGVkYpDDmOdPXqKJlcsEBUDB9AWfNNOmptjWYs/upX7FKcNMk2XhYqM7DXXtEC/u++ywq4hZRccEG0+9VPf8obrVWBRc09/W632II7jrhuYCtW8E/tQrOUIEG3mSBg1S3tvUFN3H9/XgMgk0OHchm1a69Nn2GLsb7+db5+3fnmjjv48IKQlDSYNo3opP+ma8LF3dLCGbpXXeUWEz10KJNlIin50rs3P6/vfIcPLy4oLye6/HL+HWRy5Eg+iF1/vbv63dTESUa6jeKvf03085/LfHPBmDFcmB0JnW+/zaKKPjymBcjkqadK6bp//1uKrFuhlcOSEr9ENqIo4fMh9oBuTjB1qt9YurNdPObRFdr7kUU5wi5DGIaf+r8pU6aEWeBPfwrDN96Qzw89xBWpysvDsL09DNeuRYWqMHzttfTj7rmn/B3+nXRSGE6axL//7ne26x0/Xq7vxBP59xNPtI21YUMYlpTwGF/7Gv+sq+OfI0faxgzDMLziiuh95/Nh2NZmH6+sTMbae2/bGDNnFr+P++93H2fu3OJxttzSdk1z54bhgAHyDvDvzTdt44Uhv9MwlGc2aBB//ugj23gdHWFYWhq9vpIS+/vcf//oWK+8YhsnDMPwxReL38U559jGuuGG4rH69QvDzk7beHvsUTweURiecYb7WFOm8N8OHcrXRBSGF1/sPg7WOP6lvbezzgrDIAjDp5/mz9//Pv/9DjvI9SxYkP46tt8+DAsF/v3LX+a/P/JIsZmXXpp+LMz3MAzDb3xDbMRFF/Hv8+enH0vj6qv572fMCMO77uLfBw60jRWGYVhfz2Pccos8/yVLbGONG8d//5vfhOGYMfz79de7j/O974Xh3//Of9+nTxgefzz/fsIJ7mMtWsTPZ926MKyokHv02UfCMAwXL47OWcxBKwoFGevYY/3GCsMwPPRQsYm+eOABubbnnvMba8kSGeuRR/yvLS2IaGHowOM+U8rkHntE43jg4p48mWMWtBrpEvOn42yg0I0YISqDpZ4XkSg7U6ZIHJa1y8CSJeJCwykZJ0yrW5pITsk4tU2dWqzopcXq1VF1zapkQZlEMkF1tU3hTHJpW905223HCUU6LCCXc2+PpnH99UTHHiuqU0cHqy2nnmobL58vVvq23tr+PrWLd/hwW19nfW1xJGWApsFuuxWrpjvuaE9u25gi7JI0Ex+rokI6XrnESwJ6XlVUpL+3IUPYewObBmVy2DDxQri0uvvxj+VZw809YoSEorgkPerkIJ18A6XUkkBIFI2XRP9qa9WMDz6IKuhExV6mtOjsFDV3xAj53RLXedJJUmWkpUXKP8VDUdJg9GiiU07h9a0T4XziMIn4vuKeKR8Egcw937E0smirqO2Pb3iS/vss2kZ2FT5TZDJuUOPFykEmg8Bt8unFjTi4ESNEpndtZwbgevbdVwyUlUwiXnLgQDGY227L8Us+ZBLErbKSN0+fseLhABYy2dkpRhMLa+ZM2yLTZBJ/b83oTgojsCQpacybx24vkMl332WXooV8bOyafFzTKMCdz/uNQ1RM2EpLbWSNiA8XcdLsc31dQSbLyznhrqTE5lLTGeou5K+5OVoLVGdyY0yXWF8d66nd3BYyqaHJ5Nv/bXlhrXWoySQOx9aMWNxjjx7iyrQUVSdiO40DWUkJr6dczpYJX14uZH74cCGTlhjR8nLusrJsWfR7XzIZBFH7Yz3ExscksicvJSFrwmYNrwE+J5PdAPHkGxi4nj3dVAoEu+fzEjfV2CjxdRYyuWGDFOXdaSd/MqnbKIJYtrZybJRPADCusaqKFY2syGR9vc04LVsmixOGOKlGWBpsuaUYI8S+WZXJadOKN3WfQr+4liTFVWcKuiIe4+dDsvD8q6psiVRJYwETJriRpDji79HnPpPKFA0bZjt4QLkuL+fkkGOOsSVqaS+Ly9/PmxeNLwOZHDKkuNWjCzo6ZH37kslCofsqkzpeEvGO1gxx/P2QIUJyhw2zz3stKMDTZU04qqiQeEkodb5kkijqxdMVF3zhky0dh0/L5SR8Tib/P8f778tJLa5MuipGyDxDWn4+H1U2LW7ul19mAxwErHJmRSaHDYtmdZ91lt0IE4kKWFXFxNQn21mTyT32sC1arZQCOgvYBT16yLMBybIqk2VlxUqVT50yIF4Kwrf+GdREIl4HPoHmUNlqavySsvRYgLWTBaDf46BBfuEGmuhinljVYTx/jPOtb9nG0WTShXxoF14YCpnUNsJCZl57TchoS4sfmVy6VEoMjRrlp0y+/74obFkokzqTWyfPWADCPHq0f+kiItnvoNL162ffT4iETAJZkEkQo/LybIgRklOyUCaxH2HMrOBLJvXff04mPwU88gj/rKuT0hIwwK4GrrqaswOxYTY1iUKZz9vcmTBKTU28sOAyqatzH4tICGS/fuKuGjHCr8BpoSCGvLqax/Y5TeIaiTbetmtTAJmEGlxf7+dOhrGFkfMpgRFXgLMgk/FMQN+SFZpMbr+9X3wQCGBlpd2dCYCwwWPgm52p1TrfMiTapYznb3XBx8mkNd5al8eylqBavlyyf/VctZBJEJmGBrZniNu2zAuQrAED+KACMmg5FIPwVVfztWWpTPoSQE1GfccKQ7GvWEtWVRIAmdSHBF/gkODjdUhCFmQyaxIJZEkms4jn7Cp8ZskkXNzalQkDbCEfJ58shCOefGNR2PQJd+VK2WR8lUlsUnV1/hv866/LdWUR32IpoRQHyCTqCKJEihXYiOHK9OmCEyeTWbRnjB8ufFtp4X3mctnFOWZhyDEWTt6+RFxfk09zAaKom3vfffmnVZnExuxbE8+qTGpAlayqitbltJBTHS+pr82HTLa2sp3FnLUok5qkdXSIp8VXmWxslBqRVmUSZLK11Z9MvvuuhF1BmLAk32hoZTKfz6bzCtZSVg0dQACzdHNnTSp9E3B0UufnyuSnAE0mAaubm4gDknW2om8mtzaYOjvQokyGoRA1TNwsTpEwdkT+mx9RNmQSMZxYVL5EAUoY1CcfArjlllGj5uNaBXT9uqoqzvz3ATbm6mp/MomxsjgtQ03Be4ViZoV+D76xq1qZnDaNN2nrpp8VmcxCmXzlFf7Z3CybfBDYNuak5Bsim61NSr4pLbXFpoOkjRnDtgP20UKMCoViV3J5ua2KQRiKfR05Uu7ZOq9wXb16Rdvq+kCTycbGbAgb1nmW8ZJE2ZLJrJFlzGTW8ZxZ4jNFJjs7uUBxGCa3UbS6uYnYeGgy6ZvJrZVJkMnevW0qz7Jl4j6A+z2L4qaaTPoShvXr5SRPZD/9QZnEpuxLJnVxWSI/MllREVVKs+j1rcnksGF+vduJRAGsrbX3Ao6P1RXKpKV4vIbeXLRr3wJNJjs7iX70I7tCgI3FtztSlspkvCyQy4aFdahL3IBMVla6dQnDAT0p+WbgQLfrwgaclMldX+/2/F9+mejuu9l+gQzheY0a5TYX3nuPD0rvvivPqUcPGdc1JANzW8fJ+2Rya2gymVWx7CzJpCZZWWZzd+eYSV/735Xoxpfmjnye6Oyz2RWlyzbcfjtvyhY3d6FAdO+9/DvIZEuLGD5fMtnaKtfqWxaod29R7rJWJn3l9ddey6a3NMgkyIZPbUOiqMGsrPR35++5p/zuE/wOaDLpe69EQtrKyvxPudjIsiSTGEt3m7FAk0lfYoqDGhHfs+6u4wpsDL4xY1kok7osEO7RdayDDmLyAts4cqQctF27F+27L9Ett0TJJMZ1VZcPO4xtBYiVTyZ3796s4h97LH+urye6807+3dXF/f777F34v//jz7W1Qpibm93dv1dcQfTDHwqZHzRI1o6VTH71q/ystG1sakruPOaCQkEOH1nUhdT7iU9r4ywRhsVdnzo7+R1jvaXFkiVEjz0WdXMHAXeC8u2G1hXoxuGcNtTXR/stt7SwIdh9d5ubO5fjenB77CGLvrpajInFzb18uZDRUaOI/vIXuXYL4NZoaYmqp77IUpnUMZ3r1vkrk3h+Pspke7uU0CBiVdKXYOlYuqzJpDVpQCNLIwQymaX7qyvIpI/LfMOGqLLp+/y6gzL5ox9xwfSkGpOuY61Zw+QIz+W667j1HpG7B6h3b4lJJSI67zxRFl2Tb954g70EWN9//SvRrbfy764u7tpavra77+bP771HdPPN/LurW7qpiYnf6afz53XrmPhaxiLiskIHHijz/amn+GevXrZWpERMIrfYImoLf/1rohNPjDYFSYu1a3ksTf5AJsPQbnO1YtdVyqTr9QUB0f/8T5QAXnIJC1LYm9Oiro4PVPpQsO++PPZjj7mN9UngM6VMEhVv4IUC0aWX8u9WN3dLC/eGBWbNkkVrUSahSvbsya7QrigL5EsmdUwPkT+ZxHX5bKIbNkgMFciHj1r37rvRz1m4pTU5zZpM+pK2MOwaMpmlMol77C5kUru4ifxd5j7K5IYNskn5KJMPP8zVFBYt4s+vvEL0jW/YrmvECF6L2ID/+Ecpuu1qZ+NhF489Jm5fV2WyuTm6Fn/4Q5mnrocylG+Lf0fkTgDLyzmrHFi7VuanhUyi6gHWD9RXn9jqqVN53mtFfsgQe7JjLkc0cSL3fQfWrGGBR7+jtFi1iuewJpNlZbwPxsOW0uDRR4nOOSdqJx54gOjww22ix157Ed13n3z++995TbjG0FdWcgUZVKYh4t/32sv9mj4JfObIZDyB5cgjpWadNZs7qUwJSIwLmbzzTiZV2sUdBHYy+e1vM+EDUevfXwLpfd3c3/9+dKHn83z93/2ubTwQXrhxLIv0rbeif9ezpz0BikhKjmCTySL7WruGsiaTvmECGzZkGw+UJZnE4SArMqmvyYdM6g2VyJ+M4x1as1m33ZZVNn0dTz0lXpM02GILVvih7l91lagmrmQyqVsL1HlfMllWJoqkhUxqBIGsR0vyzcbsqSWTO36feE4WMrkx0cCnykVS7dkjjrCPV1HBpfWgxhKxytvZabPf1dVEX/gC0T77yHdXXEG01Va2hK8JE4iuuUY8muvWcemv0lJbjGIS2dtlF/dxiJKrd3xOJj8h6A28okJO3ER2ZTJuMEeNkhgNl8XQ1sYntJ/+VK71Zz8Tt5BrJveqVUSTJonL/Ykn+GfPnv5lgeJqxx//yAW0rXUw//EP/qnJ5N13E912W/ox4OLGtQ0b5ueWBvHDBpoFmYTamctlU/5Ck0lfIhhX2ay46y5WAKCSoe/9ggX2MXWbQaLuEzOZtTLpQyZLS3muxmuNvvyymxs4ibSgD7qryhknM3vtJZnqvmTyqKMk/tLVzR0nk/vvL2vTEi6iyWRJCa/FfN7mAYqH5mCOWchkjx5RpRP20Cf5ZuzY4hjEE0+0j0dEtMMOxd8dcIBtrCBgcoZ9j4joP//h/clysC0pSSZt1jJsw4YVHz6s9YHj1zB4sH85vK7CZ5pMnn56dKFZlck4mTzzTFs2d0sLqyTINP/LXzioG8ktrkpWaysrOrgWJAr5ZvERFWegdXTwde6xh208EDe4YS6+mGNZXVzLIJNIkvFNSIkrk1m4ubFhZVWqIktlUhMjH2K6ZAk/eyh+ixax2uMaE6TRlWTy01Ymw5Do3HN57uO5V1RwEgZczWmR1IFq8mS3MeKkpU8fcYta3NwaZ59t736jyWQ+z927rN1v4rbhnHPEfliUSX2fqCfb0mJb5/o+t91WVHlrvUrtOcNe4rMHlJay6AH07GmPvwS23z76OZ+3t8ElSiZnPuPF1b7SUr/SabrmcK9eRFtvbRtn6NBohv/OO3ff8kCfWTJZV8eGTcNaZ1KTyUGDOHjdks2dVIpl1ix7wfKNlZHIIvkGrniN7bazuSUKBdlg4Ib/4AMmb2lie7CBYzMA+fMtCwSCi8WZhTKJeZFVdqFOtPAhk2GYrExaSOWuu7LahwPHm28y6bUeNIhkQ4WqBTJpJb1Zk0m4u7BWdYD9phAE/Iz0ujzzTKIvftF9rcY7IhEl92//ODQ1RetcnnCCzC1XMjl0qDzrWbN407SSycZGIUOHHMLXCTLpo0zusw/babwzHzd3LidEzVoTUtut3Xfnn0OG2CtJgEwGgdyjT1tGoqirOwtxYvLk6L47dqyf92z77aNrvLS0uPWsC+bNi7q0Z83yq+yhyeS8eX45B5rU+nZA60p8ZsnkV78anbyFgr3Fly7Yetpp/LuFTPbsWdzZ47zz7DGT8VhOTNisM7kBHaPigqVLkxWd3XZLF5Ny6aVEV14pdeKw8fmWK4IyCQOcZQKOb7YukJWb+957iS68UD53dnKIATJJXTBgQLEaNn263/OL91xfvZpVO5RjcUVWZPLii/kn5ulLL7H79Z573MbZeecoAV21ijcZ13p7W21VvGZcD0H5vBxES0uJvvQlezZ3Pi+H5HPO4Z9WMllayuQ0CHis998Xu+GqTA4eLIfOCy4Qj0ifPrayNCCT++8vdsOqJOJ5zZplT+TRwD6AFp9Dh/qX3pk2TX7XKqUVJSVRguVTXouI140eY8YMP/LXsyc/N8C305gWoKzxkgBCUIjsnbc+CXwmyWRLC9Hxx0e/X71aSIirMpnP85i9evG4a9dGiz+7QMdSTJ5MNHeuvc5kr17RDRzGu6vIpNWNgASh+EaFU/mmMGwY0amnEv3kJ/wZiqKVTKKlGsaBWpqFMgklsSvIpI8yOX060R/+IJ9feYVrYlq7w8RVAN+gcMyNBx7gn6+/zqq1peDva69J6AcRk8lVq7hEh+szxHsEETzjDKLf/S7Z3fxxmDu3+DvL4axnz+LN3TLXQF4OOohVP2udSSLeOMePZ8JMJAcqi/I0fDjR/PlM1KBKlpS4x2qj/d9uu7GdxUHUWl6rro7t7TnniG30VSbPP9+/jSKREBfE0mWhJGplMouaxUTRuMl461kLtA3yUSUB7Tn0JZPaFY11YYX23mXRia6r8Jkkk9/+dnEsi3YXHn+8xC2mxciRHIRcUyOqJBHRRRdJ/bE00AvzvPOiJRiuvJLoV79yuy4oDCUlkmgAteGCC9zGAtrahHChv+uAAbZMOSLJ5Naup9LS6Inr44BsfBABEIzycqKTTuLsVhecdRYrzGgnBzJ5wQVEl13mNhbw4x/zPAD5e/99ouOOk3p0Fvz857KhEvGh47bbuMyJKyoqot2gAKvRnD07+tmXTMJ9DHd3ocBKrGXTqa2VcmBErJSNGMFJYK7ZmUlhGNts455AU18f7ZUcBPawABBZbFjXXeeeZATyggxbKJMPP+xew27ECCZZuB4okzfdxP9c0NLCdpFIMtT79CE65ZRoebY0aG4m+t//5d+hTPbrx+sSKmpaBAEfaMeMkRCg0aN5rDPPdMumr61l1+VOO0XJ5KWXco3CBx90u7ZRo7iEDPa4sWP5uR9/vPvzB1pb5bBeXs5lcvSaskCTyZtuila+sEC7f7PwKuF+Kyr8BRl0ewsC/2vTNitezq474TNHJseMiRa+BbDQgoA74rgSkHHjeKETCZnM5bh21qOPph8HZLK1lZUJ3Zf717+OZqilAVwc++wjpKi0lAsT/+IXbmMB6EBRWSmuhGXL7EklIJMghUSsFqR18bW2JmfpPfEEkzhdhysNJk3iUhLx97ZggXSmcAU2CHSi+OADnhs+pWQGDRJST8TdQfbc0z1+DIjH1tXU2N0mOl63rMy9DVwcmLtxWMhkTU1UYevs5I0rToDTIMlbkKQypoEOwq+utnfPQtwk1s+997qRGSImL9tvLyonyORzz0nXmLSYN49LtQAgk3feKUmBaXHCCRJCgYNUVRXR1VdHm1GkHQsHKCiTvXvzuoSXwwXnnsuF3rGmGxt5rMsvd6uUEARsn4miZPLGG5kww4akxdChHNal2yj+4x9c7gZVNFzR2SmH93XriH7zG/7nA62+3nCDHByt0CqzpV5lHBijosI/yQVzN4tSbNo745uY2JX4zJHJjfWW1f1iidzURCJWsuAShAsNSRYuMVmQ0s8+m8koyCTIkqvrFps44jLq6kQ1sS4IkMlRo8SFUl9vTyqBm1uf0ObPT//3paXFbqD+/eX05+q6SqqjhmdljTUCUYm7ZX0Uu3gGZGenX5bhuHHRz3Pn2mtEavJXV5dda0aNIUPsbskkNWDOHPdxkkiC1aWm40x96qPiAKBdXlrBToMttmCXPaDvUx9w02DHHaMJBrqgumu8qi57AoKMWDjXuarDCKBMwvVuccFXVAj5a2qKertcD3gjRnBSFhTl0aPFnunYvTTI5/mAAff7mDHRXt0WvP66ECG8Q9+Ex/gaj+cPuELbWp/1BIDcWj1wGlhPWfTS1s+tu7SNTMJnjkxuDFj4KHHw4INuLF9PViiTOlkgLVpa2Fgccgh/huGGkuI6+VpbOfYQE27ECDEC1g0eRmn0aLnHpEz0tIAyqRfC/vu7jaFVTSJ+jtggXEsEJZVSgcpjDeLu3784Vqm62i92Mulg4ZNlGN+MfeKCdMmcLGJNk8jkdtvZ53B8TvTokXyI2BTipYH69y+ei2mhSYLP5jdwIBM4ndDjqky2tERjufR9WrqIAB0dUXvoU+MTBNlKJvXcgTKJdW7NJNa2EV6D2lpbRyMoiQMH8t9jL7C0LHz5ZSZDQcDXBptrtdsgow0NQnJ99gCi6H7bs6d//J+2GVmQSSjOvjWaibKr6UsU9W5lVXKuK7DZkcl+/aRMxL/+ZRsLyiSIgsvpu6WFY2xgGGFAYIxclclRo3g83ZM7KzLZ2upXm42IrwWGDYu/utpdcYoXah08WN6D61g1NcWZ8DiN+mRBxpUv1/ZZcSQddnwIYNzA+QSG6znvqzAQJYcD+ATpx93T225rU2HjZHLuXLvaoNVcX4Xhqqui79NVmczno/ehx/Ihk1qtI/IjkyDI8LRYVfRCQcgknruVMGi3NMikdZ3rsd58U77XtZHTAsS0uZmfEw7aVmVSK5u+xBTQ9iyLA6g+TFlDRjSwP2WR5AK7kUVNSB0O8Lky2Q2gy1UgENjV1Q1AmcQp18Vg1tYSHXOMfI6TSdeNqqmJN0q9+LNUJmGErWRy+XJJSsE7sJAEqEEwGlCYS0ttMYRxlQqL1Ke8RDzD1zcLUmdyA1mRyYED/QLDNcnKwvhqlQHhJD5kMq5UWOIliYrJpE/WqB7L1/01cmSUnLoqk3H4uLk1tIubyK8sEwiyL5l85x05rGAMqyszSZnMgkxC/evf30YYFi/mn2PHss1GvKPVNa3Fie5KJvW+mwWZjDdO8EGWZFIftD8nk58iFi1io6sLliOL2JdMQsVyNZh684XhxneuymQQ8L+slMn168V46DgeK5nEWNXVMlZSa61NAWQSmwDk/qFDbSWCQCaxqWOT8VEmk+I6fRAnky0tyb2Q00IThqR+8y7QxCgLA6cNJkoW+ZDxuDJpiZckKiaTPl0xtJ3w3WTiCUuuymQcWSmTIJOYE1m4uXHQtpJJqHQ9e4rKY1EmC4VoWaAsySQ8QBYXN1E0+QY2d/Bgm/udSMSJxka5T18yqe1ZFmRSH1xcy+olATYoC1dyV7m5PyeTnyKeeIIXK7KkV66UDLenn7ad6OFeBbHxMZi+ZJKIjRwMiC+ZfPFFDmzO5XgsX2VSn2qR2GPJ/O3fn7Ow48qHtaUiyCRcSnjuPspkPO7P18DFXYa+tc+0gbMWXAayJpP62e2xh1+8JFH02ffs6d5yENDPbNAgP5d+lmQyTnK7mzIJNdGqTIah3JMvmdQ1JrGmLGTyzTflfnyVyTBMViZdk28ATSZ9k2+IZIyePflaczl7MhyglcksQmN0ib4s4hxhgz5XJm34zJPJbbbhcg4LFvDnf/6TyxKARLh2siCSSQxXq48rByoAyKTF/bV0qSgVvm5unLyHD+cMTcTyWI2cPuFiLGsZmcsuEyKPZ241cBMn8vPBO8Qz81Em45uwL5mMK5NZkknr4QDoSmWypYXrpPpAKx8zZ9rbmen7jMftuiJLMhlXPnyVyawScEAmcSizHrQ//FBURMwv6zuEMtnYaO/OQyTkb+BA/nsfMvn220JsfZXJDRuk9uXYsf5u6Y4O3jOJZJ4OGeKv2GVNJnVjAt9uaERdo0xmTSY/T8D5FDF8eHFsWGur9Lh0cXWDDMVbKWahTMJgWhYFXNz19ayWZkEmR49mZcCnny2RGDYY74oKOzEFOSsrk+dmVSarq7keKUg4Yox8lElcEzY9164dcWgyOWCAe9NPDQAAIABJREFUfwsyTRisKk/SWFmTyc5O/7Zhmkym7bSUBH2fVpdh0ljdQZkMQ6LvfY83eU1O339fyElaPPww16IFWcOhzGobcT/5vGygWSiTuD5LzKS2jUR+ZBLEtL6e7YSPMvnii0woczkOX/FVJt94Q+w+5oWvi5so+5hJvMssCBtR1yiTWUDbxixIc1fhM08mg6A4MeKwwyT26e670xcWPfZYrg8JFQCTWMvtrsiCTMJ4oGo/7seiciYl3/TubVfscG0gWCNH2hcEOtY0Nsq1WckkEW+k6LMLQ5KFMon7y1KZnD/f38hpwmBVeQCtsmVNJn3aRgK6IL7VxU0U3RQsrR01slAmsbbxLvHsV61yJ25BwEXFW1qinTXC0L3Y8sqVvLavu44/45CWlESWBrCx/fsLsfGNmWxs9HNz63hJ7Yb3IZMoJ+ajTMLF3dLCh3VfMom/HzhQBBQfMom5lLUy2Z3JZBbK5Jo1bAvjlS42bEgupfZp4zNPJomkYwRw6KFcEDoI2CAk9aFOwuTJ7GqFcbr6av6pSxSkQWenLDAQEJy+LQQQyiSMBzbjtBM5DGXyZ5nJTSTKJBaET6cUuF6am+V3nzie+nrZXOBS81EmsSGDdGRJJi01EuPIkkxmnc2ty1/4kjaiqDvIp22bvk/XdR5HFmRy0SKiL39ZNnmtluryMmmxww48b+PdSFzJ5FZb8f3dfz9/hk1K2gw/Dvffz3YHZHLgQNk4s1QmXcgkiDEI4OjRHAqA+/IhkyCmPsqkzuTu7JRDtysBfPhhnu9ZlwW69lpuFaxFl/XriX77W9t4mK+w3dgzV62yH0Tb2+VvfchkWxu/g3jM5KpV7vajrY3DsXQo3jXXMJ/Johh61uiGl5Q9tDI5Zw4v2Npa6bub1tWt26FpuCoCnZ0c//bEE7IgYCg31lbu46AzuYnc3dxBwDUHn3gi2ndWK4EWrFolBAvxLT5kEtczaJCccn2USU0ysPizUCZhNLIkk1mc5DWZ9HWXdLWb2xeaTPrEE+pn1h2UyfHjiX72M6K99+bPWu2x9O3dWGUF17jJnj03HlPqElO+Zg2rdWh3GATSq9qFTLa38zoMQ/+YyT33ZNuYlDBTVuYWznLppbyu9VgrV8oe4qJMXnopu9p18s3SpbKWXAng44+zYHLbbfy5qYnoqadsY2mMHct9zb/5TfnukEPsGc9tbayC/+c//DkIiL72Nd5TLSTr0kuJfvlL+ZzPE/3qV0zcXPH++9xpDKp1oUD07W9zBRlXmztwIM95iFZE3G99zJju6e7eLMjk+PHi9jr8cPnetUTQVlslf//RR24bTVkZ9wHV7jf0Ck/br5qIJ9mGDRt3c7tsWGvXsvqFBX7xxazCErmTyVde4Y0Np9rSUjG+WSiTIHwVFX6xNyCTPXrIppxFzCSQJZnMIsYoC2Xy5Zd5fsXJpG+f3azd3FmRySyVySxiJktKONMd9kbbHUvc5OjRyfVGLRnd8XAiwOWwPWlSVOFcuFAIjQuZRNztggUy7xsbiytxpMFHHxFNmya9m3/4Q0mGGzTI7V0+8ADf4+OP8+eVK4lOOYV/LylxW+evvcYEHs031qyRFpl1de5xoaNGsZjwt7/x59/8RtzvPmRy6lRW0LXaXVpKtN9+tvFaWvjvccjYsIHoG9+wl/8aPpz7uAM/+QnRkUfaKl40NTHRg81Zv57ovPNYiLKs+aSkyz33dB/nk8BmQSZLSohmzOAJve++8j3I5IIF6WIQ6uqEsBFF2+e5BtxuuWV004TBc9nkf/97nqQgk0uX8skFJ3GXyTtsWHSzvPVWMWyuZHLNGj6N4kTV1CSKp099QyiT2FSamvxiUkAm+/XLNmaSiOcayqNYod1CWSuTVjL561/zuoFrjYjo5pt5g3VFoSBVFjQZbWuTWFYrNJn0Gau7xUwSFfdsh0phIc1BEB0Pxd4tGd3xpCnco4syWVdX7OrFAduFTFZVMXHU9zZrlnh+XJTJYcOi+8PNN7N9I3JvmNDczHYMh9fzzyf697/594YGN8WpsZFtBN7V974nZe8s8ZIfZ5t9yGRZWbFXb7fdpJKGBUndu3QvdhfMnRt97mHIybUb80RuCnvske67NIiTycpKv1q3XYnNgkwS8al5/vyo8jRzJqtbq1ZxvEga6AmmVU7X8kDTpyd/72JMRo4kevRR2YjPOIPdMXCVuJJJjR495FpcyeSIEWzgrr2WPyPbkMhOJgsFIckgvb51z0Ay4jUJrdBk0jeTmyi6ofuQSWSdxsmkJYh7zhzesLABEhE98ojNkOdyRBdcwORUq7B77+2vTnZFzKSVTP7pT/ystY0IQ1F9XBF3TSPUw1prUo+HsSzKpCaT06fLYco1DCieMIVrco2Z1Id9omiGuguZjIfSlJdLEwXXeMmksBw8f9fkmyT7h9hqC5ns3z/5MF1X53fIJiquRHHooX7jxclkc7O9dFdNTfHf7r67/cAdJ441NcV5G2kxbVr02e+0k7Rx7m7YrMjkYYdFv6uokJfsGjdZVsZSOOBqMLfcMvoZJ1yXmI8kYnb22fK7D5k84QR7jcmKimSj2dBgV+uWLRNVAZuyT7wkkZAMvbFkkYBD5OfiBmmGMllRwf9ckyKAU07h96mv78orpZC/C7baqjjhprnZ3rZt7lwOMNdEt6nJ1iJTQxOPTzsB55ZbWMmCsk7E8V5W8jd2bPSwgthvqzsfZKa8XBQ3izLZ0CAE54gjbO1miaJksqJC5oIrmcS9ALrFposLOD63jz5alEVfMjlqlNgKVzsbJ5PavlqUxCCI7imYY1mUBdKtUXM5/5q5s2dH97f58/3UfqwhwMeVPG1a9PO8efb6kLlcdD10Vxc30WZEJrfeOjnY3DVuEmRyzz1ZLcLG6qpMDh8eNW4wDK7KZPzznnvaYia1wSwvJ/riF2UjtSTgJMVGxtsNpsHChUR//rPES/buLZuwb+FtKJO6BqbrhtXWxnOnvT2qrtXX28s3nH02P3/dAeS44zj0wIJZs4h++lMJhyBiNzXmvgsqKordmTNm2K6LiMlkHD71NNeu5U5L2ni/9x6rp2nJVnu7ZADHlUlLgtycOUQvvBBV+/L54gNlWuRy4r6trRWbZCWnjY1sj3bZRciRtXD5zJn87A84wN4FR2+eBx4ov7sqRXEyOX8+/+zRw20sbRtLSojOOsteYzJOJs8/X8byVSbPOUcOLNayQJpM4j1YD4oa06fL3jZokH8FiOrq6MEf79YKrWKXlSXbpbSIezCsLm5g4kT53admbldjsyGTFRXJBgTxBw8+GM2M3BjGjuWJfNRR/NnqygkC2UwGDhQ3pguZjCuTZ57Jf28hk/r0eeyxsmlWVNhcrEmqqSX5pq6OaK+9OBaUiCV/hCRkpUziHVpcOT17Eh18cLExW7jQXrh2m204uxCbzAcfEF1/vT1WJukQNX26PQs7HrNndeEQsVsu7nLcWCJHGlRW8oFKk5A33uBngCYDm0JZGRPtM8+MHgiefLK4nWcaxJ8XEa95HyUF73T+fCEhPi0Vd9iBCSDUKGtLxW224c2ztjYbZfLEE+11JjdGEFxrTGo7c/jh0X7VrmRSE8Dhw4kOOsheFqh/fyFlgwbxnuRbygd2u65OyFoWymRlpSR6xcMPrID96t1748mxaaGJ6Q47uCXCxqHnexDwIc0HSATq0SObRMyuwmZDJoHTT+cF889/8ucJE3iT6eiQrLiPQz7PBnzuXKJvfUsmjqWlIuImjzxSXJtprgFobhbyOWCAuPFRKsglJquhgcl2SQlvolBmGho4+3D33SWbMQ00ccQm3trKsXU77SSZeJvC0KEcI4LyF2+8IarJwoXsPvnud9NflwaUSdTqa2vjDdUFOBT85S/R79et4zmCTccFScpcZaVk/Lti7NhsEniAODn6xS/sY5WUFI/n050nCHiO/fGP8l1HBz/TtK6mIGC19fLLo993diZnPm8KjY3FBx/fDhl4Zo89xmVRiPyy1vfYg+j224l+/GP+bFUmt9mGXdyXXSbeBFfbOHAgP+cpU9hliEPfjTe6jTNqlAgIBx0kIUQffJBM8D/uesrL+e/PPZe/w7r+wQ+YfKDUz6ZQXS1u7XPP5euDnf773/m69Nz9OASBENCzz2b7hf3o0Uf5kHfRRenGAkAmTzlF9qSKCl4P1gQXAPvA00/zHoD5YQUUwHxeyhlZoYUk3xqOmkz26eMfPw972NlpqyX7SWGzI5PPPccuJ9SoyuXklJ/W1X3JJTyBX3hBkl8sbcOgTB51lPy9ixEvKxMXxGmnyUkN6olLHa+SEt70jjiCDRTIZL9+nNTzl7+4ndY0mcSib21lsnz33eldwLncxhXNlSu5g4d2324KYSjvDJsUTvfr1qUnuRpJ7sp161hBtSg8Y8cWx3QtX85z14J4xi6RWyHpOKZOjZ7k026kG0PcpWTtmgLoig2Aq3KRRDZ8SG68bInFXa4xfDgf8h57TDLr29psh1oiqXuLg6iVTG6xBSdHvPCCvEeLbZw0iVXJIBA75rqRlpVJKNBpp4ldXLuW7UZa5HJ8GDjoIHYfr1sn8cxPPskJaS6lsZqb2cYedhgnmuG+3nyTRQ6XZ9/UxMT72GPFDtbU8MHiP//h9+CCUaP48H7yyaJy9uzJJY0stlEDdvbNN3kP8EmyC0MhgCtW2JV0oKvIZBadajDeunXZdfvpCmx2ZBLxXiCTRBI7dtdd6cYYOJB/asnZYsS33JI3rZYWIVyucUEjR/Ji13WyQBRcF8WIERx3QyRkEqSmf3+3zRQEcOutxYg3NIi66RLvmBRr2aOH3J9LcHMQ8Mb5r38JmdTP3JJkkUQmQbxd1Fwgn4+6evHcLSonEHd1+5CZkpKoa3v1ar8ajHEyaSVEwLRpxRmPrq61JDLp0zUoTiZ9N4UgSC7HZFUngyCaHGfdnHM5nq/aVljI5PbbS6gCbKMlAW3MGE7WmDgxGqLgahuHD+d6gUTRcAKsI5fEwuZmtrNlZWyDQDigVutY+k2hqYljOCsroy5u2B2XsYh4Dzj2WJ4P8T7rPsmJRMXEytLSEvjoo+h4Pm5poiiZtPRt39hYvtdFFD1c+2bVdyU2OzKJTfqBB8RIIRbtmWfc4o40mbQYzLo6dpUTybW4qh+jRjGR1AsAZNJ1wzr3XAncBpmEC9g1Nqi+niV+dOqoqRHDm8+7ZetqMgn1tbnZ3ku1Rw/eYLBIf/Qj+W+W8i/x7D0iMbwWMkkUdXXDleXj4oiTSV/Ctv32EmIRhvb7JOJ3qRMG0sQufxyCoFjNdl1XQ4ZEa8oS2bPpibInk0TseoTag/XvEzepCdHatX6ueE28LXPtS1+S6/FRsMaOZVWSSLqNEbl3EPnKV8QO4VCn6yS6kMltt+UEOyKJl+zRQ67PhQBOny7x5LoNIpTTtHHCQGUl0Ve/Kok8lZWydnzJZFxx9SFG8dhl32vTNseaeQ1oLuBba7grxusqbHZkcsst2dCtWiWdFZqaJMhY98HcFHyVSSJxv1mVyXHjxFgCVmVSExgYOYzR0OA2VhBwbCkM7qhRMibiM9NCdyJAHbWmJrlP18Uf73Ot351FYevbtzh7EvedBZkEWfVRJpubo3F7WcTs6flldYsCO+0k4/kSXaJit7al1WBcnfQhNYMHsxcBakxWvXWhfICA+MRNxjcqXTTfFb7KpM729VEm99hDMmA1AXElk7Nny+9Yh9r+u2zyxx8v94d4yaFDpTuPC5k84ghR4bUyaRkLqK2VsYYNk/fnQ9jCMFqiq6rKL2wkTiazVCazJJO+Y+nxSkq6Z09uoBtfWtegqkqyBe+7T76PlwhKYwB9lUkNbFSuC+zgg4tVPiuZ1IAyCXLlqkwScWwpYnZaWyWg27XYOBSBXE5UuuZmiVPyJZMa1sLUcVc3FAFL9i9RNKMViVo+ZJKI1UnML9/5On589Fn5ksm5c7O7NqLi92GpNQkyCRXRR5kkYnUS6yir2CeQGBxeslAmQbTg6rbct7ZjvocDzDMLmZ80Se7Hh0xqYB3qpDaXQtL6II0D9qBB4rlxIYD6PrQy6UMmiaLEFB4cHzLZ1haN0/ZxcRMVH9I3BzLpQ74/CWx2ZJIoOW4Sru677mKJH+7Zj0OWZNLq5k6arL5kcs0aUSVwX67KJBG78ZE00toqBNW1PuSwYXyf++4r1+WjTMYL1CIGlsge+xcnL9horMqkfndQZt991y9xZocdZPPx3eALhejm7ksmd91VNtkslMn4AcuiTMI1jbnv25Vnhx0kGzxrZRIuQyiTrvMuDIVsIbRlyRKiCy+MdjtKC02YsrKNvmQ+azKJA2NJiZ00QJnUxNRKALNwcwOaTIJo+ZDJ+GHONy7x/xc3dxZkEl6kz8lkNwTI5H338aL7znfkv739NqtCID4fB00mcRK0wqpMJsGXTOLeczm5L4sySZQNmSwpYTf5GWdIOYnmZrlP15jJfv2iNd309fiQSTyjfN6fTGpyNm6c/O6jPO28s2zI7e1uGahxxP/Wl0yWlckG7+uCJyqux2ZRJuvrWYFFCIwvmdxnH9lcslImMV+hKr70EidkXHyx2zhBIHFyeLcHHkj09a9L60AXdIUy6UsmfWImNeIxkz5xbFAmodSVldna5X3wgdhqXzc3UfZkEoc5PCtfZbIr3dzW+rtAV5HJLMbqSmySbgRBMCQIgn8GQfBMEARPB0Fw6n+/vzAIgqVBEDz+33+7qr85NwiCl4IgeD4IgnldeQMWgEwuWcKG7umnifbbT/77ypXpKvTX1cmm4LuZdkcyOXiwkBeLMtneLhuUD5kk4gzDadNkjKYmu5ubSFzd/fpFjaTVzT1pkrQIq6vzj5kE+SktZeUUxtfH1d27d/T+9ObqiqzJJFG2ZDJeD9LaUnGPPYRM+pKZkhJZ51mRSWyiaI35xz/y4dhCALEmkNi2bh2vW8vGnxQzaS2TgmfW3ZRJqGs+ZBLKJGxQba1tboD8VVSw/QE5ypJM+iTMxBtEZK1Mfpbd3LCHviS3q5GGbnQQ0RlhGG5BRFsR0clBECC/9vthGE7877+/EBH9978dSERjiGhnIro6CAKPpZs9BgyQDeK++9j46sw8onRkMp+XUyQmt9XgWd3cSciKTA4ZIkbAoky+9BJvBPk8P28fMnniiawa4960MulDJo86yj8Bhyja5x2Z7ER2MomTfL9+vLng+fvGTer7625kMks3d9++0flvJZNnniluX18yQyTrPCs3N+ZFnKhNmuQ+VlIJLsTruuCee7ihANDWRvSb30jXMFdgzvoqwz6lgTSwBkFgsiCTmGO+5G/YsOi6tri5162Te8xamcR9+pLJuF31zXLujmTywQf5XaDOank5r4Hnn/e7vq7CJpdUGIZvh2H42H9/X0VEzxLRx1GLvYjohjAM28MwfJWIXiIiYxfargNKBN13H2/+l14a/e+bOgXceSfR3/4mp7UPP+Qq/GecYbsebFRZkknr6VsXLMd1WcgkXNzDhvE46DhjIZMlJZLA06sXqyVZkMljj43W8QpD+6YFI67JpDUBB+QH7loowz5kMn5f3ZVMuhTb3xh0qAGRnUz26iXzy5fM6DGyjpnUqKiwtS5NGstCJidOJPrzn+XzY49xG0JrW77uFDMZhuKtgZBgJTLt7WITYfeziJeEizuXs6mJr77K95nLsa3OkkxiLWXp5q6q8lOaibIlk1mNtXAhlyfDQaGtjT0O8W5r3QVOJi0IgiYimkRED/33qy8FQfBkEATXBUEAbW8wEelGfm/Sx5PPTwXxJJyjj+YC28CmlMmmJu65iU1q8WLuCWxpt0Ykm0wWsjhUCl9lEoaoVy+bG0HHS+rWjq49aAEdL0lkj5kk4iScefOY6MbrGlpd3ch+zVqZJBIy71NrMq66WokuUdeQSWyoWZBJomjc5IoVdtUZ15WFMtlVbm5tNyZMsBVYTyJFFjLZt28ymY3X2vw4bNhA9M1v8oFHK5O33iqhMy4oFKLr3JV8wCYsXy52B3uEa4zjBx/wPSUdDLNMvunTx7YHgLwMHcrzyodMYs1gn8Rzz9LN7eviDsNsXdN6LB/X9M47s73HXrB8OYfk+ba17CqknmpBEFQT0c1EdFoYhm1E9GMiGk5EE4nobSJy6pAcBMFxQRAsDIJg4Xu+vZAMAJl86ik2WLkc0U9+IpN9U2Ry5EgmJPF4HheDSUR0/fW8eeqYyRde4NZmVvi6uREUjmfgqkpC6dNkEqoi+txaADKJ0kI+MZO1tZKkEG/f50omcR0gVPX1cvJ2JZOPPsobDQwICFEWbu44mcpCmQTR8iGTN9/MBhgEaO1aokWLbFnEGvpgF4b2ri5Zksms3dwggLrAui4rZRkLh8iKimjylwviJLS83I2YlpZya0HdnOC994iOPNItfvvDD1lJbGuLvr983k1pfuEFrun45JP8uaxM3qErmVy2jOug3n47f66rk7kZD7faFC6+mNdeUo1JVxf3H/7A4ooei8iPTJ53HitpsGc4RFlDWSBKaDLpm8m9dm10LnQXN3dLi7RLBqZMcS+t90khlUkLgqCUmEj+LgzDW4iIwjB8JwzDzjAMC0R0LYkreykRDVF/3vDf7yIIw/CaMAynhmE4tb6+3uceTGhtZUJRKEjP0fHjiU4/nX9PEzN50EHRzz17uscq3X03TxhszrfdxqVgLBl9AIyvy+m7UJCakPFMdtfkm6OOYsOkySROzhYXNwBCGlcmrQt28uRoj1fAVcE691xubQeXVX29/P7BB24k5M47OTMcNVA7OjijFu8mSzJpUSZffJF7jsfJ5NKldkX3/vvZQGLDeeUVfjc+Af8dHUKOsOm/9RbRlVdKL+u0wPzqzsqkLkjvSyYx5tSp9rCb+DXobj1psfPO0cNYocAJUS7rvbKSldoLL4x+v2yZG6EZOZLoxhvZG0XEc+qb3+TfXZWxESN4Dp56Kn9uayO66ir+3ZUAPvUUd/l5/HH+/MwzRF/7Gv/uqnKWlnKzhCuu4M/t7RwGhP3AQtpqazkx8bbb+DNsuHVefe1r3D0I4xCx/f7DH9zHeucdDseI2/81a2zlrEDis1Q558XSl/fd12+8rkSabO6AiH5ORM+GYfg99b2qzkf7EBFM9J+J6MAgCMqDIGgmohFE9HB2l5wNcjk2cETR4uVf+xonnqQxfAccEP287bbu7qVdd2XDho14yRImk/FWbmmAjSru5k6zCeZybKgvvVRigqDYubokamv52SAI/5prhKT7kMm4Munj5gbWrSsmWa6kaNQoolNOYYWNiOgHP5C+whs2uGUnT5vGqhzCL373O94IoXh/2spkfT2vm5NP5s94VsuW2eOW9tqLXXMwwu3tXCfSkpEMlJQQPfTfYBysg91245hm19i9LOu7Za1Mgsjk89KlxZdMBgEr4hYXNxAnHrqDTFrEN1Ii9820vJztKQgSUFLiRo7yeVZpdaY71ETXmMmSkmiy0/r1YrtdCWBrK5MiEKIf/Uhcyq7EtLWV9wrY2f/8h+jnP5eDj4VMonsXbDVCWOK1ftNixgyiX/6SPTjAe+8Vt4tNg/p6Vrp33TX6/SWX2MScE04gOv/8qAfksceESFsQXwPz59vH6mqkMWkziegwIto+VgbosiAIngqC4EkimkNEpxMRhWH4NBH9gYieIaK/EdHJYRgaNYuuhU7CAaqrWb1IQyYbGphIAK4ubiIulh7fhPfay30cIiYzp5wSPRn96ldEJ52U7u+HDyc65xwxbDfcwD/1PaYdR+Ohh8Tl2J2USaLkPtCuymR80/3ww+hm4aIAJnXn2W67aBcc34oBgIVM9u7NyikOClAoOzvtBdVnzGBXn8auu/qrd8iux/t85x1WcZBRmhZ6fvkm4eDdZd0BZ/VqrnhQWko0ZozfWGvWsEvXh0zGD9UWMjluXLShABF3SnIF7LyGqzuZqNjr5JPNHT8o4cBuIZNxgMC5jjV8ePFetPfechi2kMkpU5LnujUBB+FpGv362bLWczm2EYsWRb/femvbYW/6dA47QJtmIlagt9vOfSxAc4o43+huSJPN/Z8wDIMwDMfrMkBhGB4WhuG4/36/ZxiGb6u/+VYYhsPDMBwVhuFfu/YW7MDEfPDBaGmNvfYi+sIX0o2hjZvFYPbqVWzs0nTfScKcOXwyhVvi1Vf55KV7W38cxo5N/t7VzR3vU00ki92VTLa38wbe0SGxnCCTPjGTQDxeksidTCYRlOOOkw3VJW6yd+9iVfq44yRmcv169/jE995jAxe/r9dfTybTmwK6RcVh7eVcUsKquEZcLbAgiXh8XCvNOED89Pzq6ODvXefIn/7EKoVWJl99lWOmfQBCs3o1240dd7Qr9ZpMHn20H5mEmpvP88HcMlYQsKsbKClxPwgQJZNJSwLIxInRzyByWZBJkCtXAhgnF0OGSJy161hlZcVCwGmniZ21kMmePZMJr5VMjhpVfF/xuEIXJBE9i8pJlLz/Dx/uF65TUyPCFg7H3RWbZQccYOpUXkBr10YTXoIg2cWSBE38JkywXYfeOOvq7C6AurpoRjoQ36g3hniwPU5nrmQybpB23VWIhiuZbGtj8nLffbIRNzVxPGaWyqRWol3d3CUl0XdWXk502GH2JBwoC0RsOOfP53eL+3R1dffpw0bz6KOj3990k20jjJPJLAr3x9V4i8ofR1LVAP1sN4Vly/i6dAzx7bdzXJkrmays5Dny9NP8+Y03OA7PJwmKSMjkmjU8P77/fftYmAsbNvCBzVp1gUjIZM+erDxbCa62w9Ywiq23LlbHLMqTJpOlpWLLLC5RTSYbGuxu7pEjo59PP108IRa1TgsPM2ZEBQYrKdJrDu/Bms2dyxWrk/Fn4IIkMmkdb+LE4mdkTWDTwFy1qPKfJDZLMrlmDZ+2KipEqdB9ul2gVSRrSRNNJrfd1i+eCl1YgLFjo8H5H4cFUfUEAAAgAElEQVS4MomF75rNHSeTZ58tJW2amljZSUvY6utZVdt+e/6cz7MBOOQQIZM+LkMok9oIWErI6N7c8+fzpgCD6UMmjzhCiC76TbuSyZISPm3/NeYj6NfP7s7RKgUIjQ+Z3GmnKKHPIqYwqUyXizI5cCC7xi+/XL7bd19+r67JJNttx6QDNgKxumkPekkoFESpQ2iLjxtMH8qyKBxPxHPD4rEBdtxR1rd1nffpU2zbLMR0/HiZl1/4gtgwy4FMk4yTT7a3P6yqElLbqxfRMcf4tVLUKuJXvhL1XFizprU9g9rvU2cyTiZ9lL+JE4vvyypO5PPF6qGl3qtGGMo+Z42F/qSw2ZHJvffmify3v/Fn3afbFWefHY2NsxZG1jFOOkvNgt13j37ec8/0f9vaKsaypESM5S678IJFdvam0LMnk0Ai3kQbG2Ws73yHx7ryyvTXNWaMnNw7O9ldeNppEprwla+kHysOkElNDixt37QbDzVLUWLDh0weeyxnL1ZXywZoScJBFqqG1QiXlkYJQrw0kgVwHwNJ4Qcu2HrrYsNeXr7xUI6NIammW9Kz3BQqKooV3cmTbW1KgcWLRdG1hCtohGGU4PiSyUsu4Z/r1hHtv799nL59JW7SGpNLJK5ujKXj2tKiqkpUq5NPFgJ/2WXuXUn69+fDXEUFezHwvOfNcw99wAHipJPY9sILdPbZfBh1AcjPiBG8d+h5lTZcKg7YMy1qTJxoL38XD1u49lrJhndFPl883re+ZRuLqPjgdM019rGI2LZC3NhhB6mK0h2x2ZHJ8nJ+Of/6F3/GRPrPf9wTG8rL2aDApWMlk0Egp27fzNFx46IneBcyWVkpSis2vvJyNiirVrmVS4A6ef754iasreX7W71a4h/TIN7mbdCgaHiBpYjxs88yYYGx1CfleGmkNACZHDaMXbRaWXMlk5MmySl39Gh+n2vXCpm0FC5PCtvwUXQ1McK68SGTFRXRQui+5OiDD/iffg8TJrirDlmRSaJir4HL2kzCyy/LRuPbz3zFimiimC+ZRGmsQsE/aWDIEBnLCth5HCasZawmTuR/W28tIQoffiiHZxeMH88eFq2Srljh7jZvbeV5fcop/BnK5Jo1TOZdxyIi+vKX+br0OrQ2OUARfZ2Jj2u0YMoUvl8oiuvW+c1XuLphD32aJsTJpOvzj0MfqpcvtzUj+KSw2ZFJTByQSZQHWrZMSiKkBU7ymIRWMhmGsiH7Tr4gkA00CNxixIjE2O64I/8cPFjcOC4bVksLuxR33DHakxtxWC6ELZ6dCqMJLFni/tyWLWPiDBVAby5pFViNoUNZaTjmGH7+2u3taoSrqviejzuOPyOhCcTBokwOHlwc9O8Tr6fjd3BdPmSyrCxqKH2VSQCHhB493NcCEStRWrUeOdIe8B9PKsqCTAIffWQnSPGxiPw2585Oorff3vT/Li0Q3uGDbbbh+QV1zLopT5rEqmQQyLqurLRlh48fT/Q//1NMrFyLUo8axeomVFc9nmsNzFGjmBhD0dRk0hr3WlHBaw+hSoD1HWA8nelv7W5FVEwmferJIm4SopAv+YvbQdfwmk8Smy2ZfPxx3kzr6uTk7OrqBvGC+8VKJvUm4Ksw6N7SpaXusWdjx7LrH6djTSZdNpjhw1mVDIIomUR8j4syqclkVRWTLO3yKhS4mLYLpk9n5eqOO/gzEiOIbGQyCPi5wQhrMmlpqThvnpzkQSbx/K21JnVmLJEfmRw5Ujb5LJRJomjsmS+ZjMdmzZjhFi+5seuyqpJEvJawyZSVFWcHuyKuyPsQQLjPoJL5jLV0qYSKZFHoXRMiqzo5dCjR8ccLYbAm88yZQ3Twwfw7iFa/fjaV//jjmVD6ksnRo7l+KhHbRe1Bco1z7NOHi7EjFjerPtPf+lbxM/IhWrNmRe/Nh0xOmcL3jbnlo4CXlLBHCfHyWZNJSzWDTwqbHZkcPZrjcAoFIY/a1e2ClpboAkMHD1doYmSpvK+hY88sLvNx47gzA1ypDQ1CLF02mN13F+UliUy6KJPazX3kkewuj/eGdiWAVVVRwqfhGv8EfPWrQrD02HD5ueD888VwgEwiFspKJuNEaOVK+2YfBERnnRX9rjuSSShG48fblEmi6DryIZN6rIED/cIM1q2TrkjA6tXcAcXVDoUhh30QiT1bs4bnhyWERMd1+WzygLY7PurrRReJC9O6yU+bVmwPrcop4i81mezVyz05ZdYsiWeME1NL3+pjjpHf9Tr0aQ4xZ07x4dWHaJ12WnTf9JkXpaVE3/iGfPatJbvddvLcfcPWPlcmuzFyOV58ROLqtibhlJZGs7WsyqReFL6xSjrew7JYt9mG48RAWKzK5NSpooqCODY1iZt7+fL049XX878gkBZk8WB8i5qIeQDgel1VTkArTcOGyaZjicHUpTMQf4qN2RIzScTqnD7Zdnb6zbeTT44qPL5kUseK+cZMAiCTuVxx7G1a6I3KpwAxkRBI3/66JSVE994b/e5LX+Kez65kJAi4qwjGJeLOJy0ttsOtdplnQSa1t8aHNPTp408mNXCgRUynFZoAWuaFXoNZkEntzcpKmSTKlkz26xedm77zTCcq+arpBx8szzBLMhkE/u+gK7HZkUmi4rhJKJNPP+0eGKyzQ7Mgk6tX+01mHTtoGad/f17kIJMNDbaYSQ1kqDc28njYUJcsST/GmDFcRgWn+TiZhLLigjiZxMn7jTeKlU9XBIHE1vnGj/XqFQ3w//BD27soKyvOXPRxdZeURIlLd1QmcX3LltmVQBDuXM5fGcCmZ2mXGkecWP3xjxy+YdlwMPdBHm68kZ+ha/Y7UZRMWiojxKEPPL6qUZZkEvfm09WLyJ9MasB7ARJjIZMaWcRMAvHYcd93oK/Nl0zqteQ7xwYPlrmRpZu7oiK7zlldgc2aTD76KJO3lhbZrB94wG0sXU4jCzIZhn5qkU8mmgbUL6syCRQKEh/Z2MhGDm4hV1c3+nsTyTPDqdyiTM6cKSfIwYOFKHR22shpHFCtLTGTccS7Clld3fGkD2uGJtDdySSUSZ94ZhB3X0Oua8ZZEjY0lixJ3vSsNR2TlODZs231PuNubl+lRytQPsokkdhHX8Vo/Xq5r7R1fDcGTSazGgt20VobEuiuyiRRtspkfA/2Bcik9ZndfjvRPfcUk0lrPexPApslmRw3jtWejg4mj0ieIJKXFc9u3BiyViaJ/Fx8Wpn0OWFpZdISMwm8+66ofDjBW5JwDj006mLEmNgUnn/e/X579pRCsAcfHN1gLHXo4oDbe80afwMFMol3YSWTxx4bJUW+HVi0O747kkkUbrbErRJFNyxfxeLDD+W6rB1AAMQyxhNJLGRy9WpuuRmHpQvR0qVEjzwS/W7FCqILL7R7NrKKmSQS+5glkfFVmbtCmcQa707KZNzW+BD6jo7oXpclmfSdY0RyPdZ7rKvjSigXXSTfrVzJJLO7YrMkk7pS/YIF/BPuv/vu4yK055yTbixNJq0bVpZkUiuTVgKzapVs5r7KJNTHHj1kY7eUB4q3RMMzg5q4dq2b2xyAq/vQQ6MbjA+ZXLaM7w21JwsFVjovuMBu9EAmYZyscZPl5VEi40smtTK5dq2fMp4lmQR8lUl9HbpSggWasPmSSRx2dZefykpbktHGiKmFTA4YULwOW1qI/v53W9tBoq4hk74qmy4j59vlJEsymUXMpEaWymSWbu54LK/vvMiaTPoqk5Mn83rRnKJQ4H2qu2KzJJNEonLdcQcTlX//mz//+9/cOSCtsR86NEq2cPp2IXJxMumzkWahTEL1CgLeHHxiJnUmN8igRZmMQ5NJ1BuzuLq3246V6vHjo5upD5msqWFV8utfl+9mzCD65z/tBhRkEu8U78hCoLWLNUs3N5EoIxZoMplFRxciudf33hOXtcs8jq9Fn41Gk0lflQcEcNIk+W7mTNvmBWLa2CjX1b+/rePJihXFtm/lyuSi+Wmh50JWZNLXza2T9HS9Qwv0msmKTMJOdGdlMksymaUy6euBIJJ5aiWTZWXMSzQqKmwxzJ8UNlsyCUXq2WeZMN16a/S/p8mIXLuW6MEHo1miTz9NdNRRbspRvMd0VsqkdVHg2gcMYKObhTKpjaRFmYwDz6ysTDY9C5ncZhsu+EuUnTJZVcX9uXV8y8qVUiDfAiQx4f0++ij/f7i2XiOK9uzNSpkEEfdxdScpk761W/FOCwWi3/6WT/wucYBxMumzaemSPdY6hwAI4OTJUozeoiTqsUaMkMLqs2fbYkQ31u4tXuM0DVau5HemiUN7O9HPfmafFwiP8VXZ8MyCwP4ucbjQ92JN5rnnHrYNIKaYp773+f+LMulLJnXCZRYVCLJ4/vEE0bo6+1ifBDZbMjl5Mp/a1q8n+sIXil96GjJZVcX1rvQpddttOa7BpedulmTSN5ubKFoWiMiPTOpMbsBSaxKAqqQ3BbiZLEkztbXc05YouiksXeqXOHPkkcXfIS7XAhBmGKkbb+TsXUvha61MZkUmoVpYyeRNN3HPdWDpUu4OgmLMrgBhRBchIn4nVVVuGdlxMumTnayVSd+YPZCZ4cOliLY1+QYEsKWF6KCD+HdfYqrXUp8+Nvd7r15c7Fofirfaiotq9+vnNtadd7JrWsdar1xJ9Le/uY3z8svsDYDtwntcscL98H7QQUSXXipksqqK6Ec/YoHCFfffz6IGytvhMIWmDK648kpey/EwD0sNXuwBcVvjc6DCHol9u7vFTGIMHzUXoXiArwLe1dhsyWRJiWzuL77IvUg10tZqO+646ImrvZ0NZ5pT/RNPEN1yixg4LK6//91OBLNUJkGILQk4IGLazQ1AmXzzTfeF++CDrJ4sXMifczk5pVqUSSIhy9gYcL8+6uQ22xS33UMMpQV7752sqPmSyazc3HAbWsnkDjtEyeSiRURXXWVXc7F+4vNrypT0YxQKycqkzspOix/+MBpnl8/zXLYQhzCMkskDD+Q5bO3wo8fafXc+ZPuSSV17ce5cO3HQbTuJiN56i9e/q2q6bh2XFQNxe+UV9pbozldpUFbG44CE5nJEJ57I3apcM9/Hj+fYfCjWa9cSff/7khTogq23ZtIWv58DDnAfi4ho8WI+XGib+uc/20jbUUdxJY54kpdr5RQivr/Fi8Xmg0xaGzA89xxfh17PHR1cNtB1/1y/ng/AS5fKcyop4ZqtluL/06dHwzF846y7GpstmSSSuMl77yU67zyOEwLSlu448MDiFkdpjXpTE9H++0tQLTa+++6zlyHpSmXSJdbsiCOIrr02qkw+9RR36ACx7OzkzcEFM2dy0hTiEV94gejXv+bfreV8rrmGY42w4WEj/NOfbOMR8fvThXCJ3GuYxseLq90DBkTnbFp0hTLp6+bu0yc5kSHu6kkLzP2amuj3LoSrrS2aTUnESs/Mme694J9/nujyy+XzeecxAXBV2Ih4HoHkDhvG6+mss+wuNU0mKyu5+Lk1Qxkqp37OPvGSSe/f0oVo++2Z7IE0rFjBB6m99nIbZ8gQtouIVW5vJ/rJT9zHISqOiSMiOuQQ23vccsvkPcPqNt9uO7YN2kvWu3e0tW1aTJ9O9IMfFCeoJt3/plBTQzRhAncIIxLC99BDtj2zf39WAOGdIuK6wBdd5H44KCtjctrSIvbnzjs58dLyHqqqoop+d+5+Q7SZk0kYqgceYDn64ovlv6VVJqur2U2ukdal06sXu21AqLAwfLIDs0jAiSuTFjf30KGs2uKkfPrpvMH07csGAc/XNQmnvHzj7rx337URtkWLeLGD+OKnb6mbww+Pfn74Yb/x4u0frb2dk5RJV3IExMna8uU81kMPuY8V31xqa+1da4C4suVCJnv3LlYgDz+cN434fW8Ku+wSVXXeeIOVqbh6nQZQOSorJZs73toyLdavF+8BOi1dcIH9MAtiOmeO1Dj0IZPxTbisjImhK6qri4np2LHF9VvTIK7aBoFNAUwiU1/8ovs4RDwf48kZuZy9l3NSpyfrvhR31xKxYmdRq4cM4VqcUDUhcED4cAVCMJ58Ur7bsIFov/1s482dG7WlGzZwRzmrMj9rlnjMPieT3RjTpvFi++gjro12xBGSHenSkuy006KfXTasJENrac91880sp+vA5DDk79Lir3/lv8kiZjJu2JYt49guKGk+SThxgrDFFpK1aInp2Wcffm64P4QdpK01ujE0NUWJry+ZjGfXWsjk7bdHk8OWLye64opoQXgX3HUX/8Qzu/tufvcIQ3BBfN1su62taDaRKAO77SbflZW5Z0MmkQ2LMpaU0LLPPu7jEMm8HDZMxrRuNK+/LodOEFudCOUKKJOjR/OzHz/e3ruaqNjmzJ5tvz4kFwF7720bJ060ttvOdo8NDVFbP3iw/YBIVBwSUl1tPxQ0NBQfdCyqJK4rfh0+sYRJRNfioQHi+wmRfW4kjWUlpkRMJkeN4t+tB4NPCps1mdTp9/fey6eHH/yAP7uQyUmT5BTeq1e09tumkDT5XOOxiNh4H3NMsULhUvvye9/jjRKxXW+9xeoiXDo+ZJJI+moT+SXhxJ/Zfvv5JeHMnp0cj7J4sX+xce3q9iWTcWJj2XhaW4l+9zv5fNddfBiybhR4F5gb993HZGerrdzHiq85q4ubSN5bQ4MoWePHu29iSYl0lszkqqpiEuRLJqEk+gBjDR7sv1m1tYmaP3w4VxuwPKv4mBoWIg/E7YaVMMQPdQceaBuHKEoAfe6NqFjp9C0LFF9/ffvaxundO9opjsgvyznJM+XTnSo+L0pK3PZwjXHjon9bUeFnx2bMEDL5uTLZzdDZyYH+cO/hRaNP96xZTE7SxEwWCky8li4V17YLCSViNSb+/2XJ5h49mrO94j2l9903/RgTJ3LyD5JnzjmHnwuMpwuZjJOT2bN5/EKBNzCUp7HUmhw9OurWmDJFyKQlCaesLKpgAW1t9lqY7e0cI7r77nJqfvJJW1Hv9evZ9Y74OrhMLGRy4MBk12qSK2pT+OijZPdSRYWUq0mLjo7iee9jhOFSLhSIjj+ef7ckqMRDRQYMcL83QKusjY32ceDmbmxkJd6n/aomps8/z2vfeoDCWGVl/PwnTy5u3+kKzAmQhbi66AKdDdu/vy3RhSi6hvN5op12sl+TTsrbYQdOELKGJ8XJZHl58X7ggrgC6FN/EU1BgFzOnoGdpExaw3SIOHxIh61YvSFEPE81OW1p8avc0KuX7B9hmE3Zoq7CZkcmp0zhf3/9K3/GxLzvPnlRl12WjkwedRRvzFdeKQHYrtnJ+Ty3TdKwFC0PAjZGcbjEZE2YUPzdySdzkhCRG8nt0yeq6iAU4NBDeYFB7bQok/EF+93v+pFJoujGUlMj127J6A5DJn7jx/MGe8UVrPp0dBA9/rj7ePPmcZzQE0/w585OHs8S73XhhcWZhUnxVmlwxx3Fc5eI15drUeilS6WMTy7HqoqPyw+Zo489xgpUv342MhlfizvvbFNBwjCawBYE/nGJVVU872tr7Ru9dplPncpjWRV0uLiHDeMknpYWW8auBmxOGPL9+rQu1KT7/fftzx8x1UT83IcPt1d+0Pdz9dV8WLn6avtYffuKXXj1VSkbZQH2Rjynq66yjwUyCaK2YoX9mQ0dKj3MMZ6leQNQWhrdO30Jm96bdNlAK0CUf/YzTjjtrtjsyCQ2qHvv5Z/Tp/NJevVqKU3S3JzO5QP5efFi2aiWL3c37HGZ3VpnMmljd+nhHN+8e/RgNy3ietrb3e4NBGXYMFboiETlhPppVf70M3v8cXkX1oxunSwzfbq4ZSwGLwhkk3jmGSbjKElj2agRj7VypYRTbLWVLag7aV7PnGkba2MKlqUEkk6cKivja/I50esOIGVlfPBzKQsEZOVm/fDD6CaVdHBLC52AQ8TqsFVNAZlsaJB4a0vMth5r+HBZ14iNtkI//+ZmP3emtqs+BaA1mcQasN4nXNHV1ZxFTGR//kHAdkGvP0u1AKCpiecFvG0+blZ4PnRyqk/cJFzdUBR9u9bo/cQ3tEkr1Vm4pvUh1LdwfFdisyOTcJ2hfWJlpWTJgmCmhSYccOuuW+eutsXJpLVcS5IyqQ3fpjBqVHSBH344y+w6NsvFTQsy+T//I2QFCU5ambQsXk2c29qEZL3yis21U18vMW3NzX5kkkiykJ95ho085piFTEIlXbpUVIc99rBdV5Jxi7ug0mJjBtwSL6kLxHd0+Lm4CwWZU9isTzjBFheqyUwQJB/Y0iBeY89aP7O9vbi7lkuDhDigJiJmuKTEnsyAsYYPFxvoSyY1AYxXM/AZy1oyh0hsKgh8TY29BiDe5fDh8ruVTBLx/NQxnT6JKUHA6iRsq7W3OhHP0cbGaLyjDzGCaorn3p3IZL9+ctDLgvxpMunbBrQrsdmSyaefltZTmJiIm0wLEI4lS3gCwnAuXuw2ztChXAgXsBaSbmgQhQ5wIZOlpVF358kn80/tinGpNTl2LBsiXe4CZBKB+qtX2+63ro5LMsGN/+GHTFgLhY23dNsU4CqvqMiWTBL5kUnEJWoyae3Ok6RM+pLJuKppIZNamezokBaXFuiKBjggNDbaDLE+2I0bF21F6QIUpoayZnXXvvoq25ogEPeXlUwWCqJy4tkMGmQvYwJlctAgeQdZkknrPAX0vPAhWUhQRMxrFsR08GB5nz5k8oQTogq4jzJJxEliIEQ+ZJKIvVM6Ttg3o3vAADks+pLJYcOicZO+4+G6siCTWsD5nEx2IwwfLtlW6J0MMvnvf7vFPA4dKqe2xYuFiLmSSSKib387Ws3firhy4qqSwv02e7YoOfqk65rRffTR0UU6aBCrgETixrT26P7ud4WcPvWUKKhWVzeU3VdfFTL53HO27PqNkcmXXnKvhZlEJq2EOU4mS0vtik+cTA4ezEkOFnITJ8dYVxZoNdE3o1UfdHySP6BMQvVwzcQG0QD5GzJEKjVYyeTbb8u4eJc+RAZzEgS+tNSeFQvod+mjwBJFiakPmQQBhL33IcwYS7uSfVzwFRXZkWYizsiH/fNdSxdeGFX9fMhkUxPR2WfL4cyX/BFF4+Z9WyqCePvcI6DJ5Odu7m6EIBB1Em7tGTOY2Kxc6aZEBUGUQPqQyX32kYVvScAB4mTSRZkkkrjJL31JvtNkUhuqTWH0aKJTTol+FwRCAEEyrWRyyBC53kWL/JNwoKg99RSPlc/zKd9SuxJk8rXXmIA3Nckm8cgjbmNlSSbh5gYBHDXKHteDjQGHglmz+Bla4triZNInQ1kfxnzL3WCssjJWfayIu7ldi5X//vdc9guHk2HDipsLpAXeG5TEPn3k+VvJ5Lp1Ep+N+TBkiF9mLFH0XWZJJq2KXWenxINCAcyCTIJ8NDT4xYUSRW20rzIZBBI25Esm6+qyJUZ6j/J1TRNFvYO+ZBL29XM392cccTLZo4cE51td3U89JWTSmrQB0vDRR/bFMXt2NNHANcFl4kQ2aLo9mHbJuWTNVVUlb5ogk1hw1iQcPdaiRUJ6rcokXDCvvcYGFCEDlvfZ3Cyn0uee84ubxLxYtUrKm/gqk3j22oC6AmoAyMOECXZXZFytzYpM+mzMYSjX0a+fnzsTbm4iPjS6bswjRxJ95zusxhCxQrlgAf/uSrJuuonot7+NxjhiXVsJG9zvuZyQD18XN5GEIhHZu5wAWSh2b70lJBKqdRZubqxHX8JMFJ3/vsokEXdxIfLzFgC6hI+vaqcT9HzJH1F0z/XN6MYzyyIBRz+zz8lkNwMyyxYtktOqNW5SE0jtGsVkcgFUgTC0183q3ZvboQGuqt/48UQnnhhdqH37yqacRakDEEDco1WZ1GO9/bYQLasy2dwsLrrFi/3iJvN5UUo3FjeJ2KtNYcAAUXigYHzwga11JMgkxkvb+jMJcTJZKEh5H1dAGcOm6hKbG0dWZPKjj+Qefbq4EEWVSUsLRcwlXM8bb8iG50pABgzgmNRzzuHP69ZxmScid2VywQKuTQtiOnSoKJRZksnycvcWlnFkoUyC/NXWShtc631qlRP7hU+YAaDtgq8ySSRubt/nTxTd17J02Wbh5tZj+JJTvM/P3dyfcYwdy6Srs1PqoIFM3nuvmyoIwrF4MStZuRxPJAvpQu0sIj9Xt84UXbLEbaH16sXZ1xpBIJM4XqPQAhBAGHcfZXLgQDGYeG/PPWczLrmcxInqw4FvEs6TT/K1aTJ5/fVEBx2UbpzSUlEY1q8XQmhRJ+NuXx83cJxMfvih3RUGMol51h2USb0GfTd5TSYtnWv69Nm4yuRKJkFMcU2LF8vvrvdZU8O1N6GY9ughxNRHsQPwLvWB1oosYiZxAGxu9i9/9NZbQjpwbVmQSaylkhJ7lrkGDi1Zk0lrolcSsiaTvsok/j6LFoi6OkmWzyxrbJZkMpcTdxxc3TNn8vcrVoiSlAZQJqEUwSVsiZvUm4y11iRRNE5pwwapX5YWSYQAi8JHRQRaWqL/Hz5j6hhMGNG1ayWezDV5Bq7urMnkyJFSjPjdd4kOOcStxzBcfG+9FY2bXLPGrRA63C4g3tascD2GJpNWQE3B9WVFJn2gyaSvyqbd3NY2iCCBGvm8OzGqqyvOSscm5UpmECaB0JKnnxb7mYUyCdd0Fgqbfp++yuTgwTLfrfepVU4kU2VBJjH/a2r8CTiRqHRZEFMQI99Y2ji6G5nsCjd3aWk277OrsFmSSaLiepO9ekkyh4uru65OMhZ94ya1MulDJuMTzjUJJwkgf/EadxasXh0tEfH667zZnnSSLVYUGejPPSfv4rHH2F3/4INuY2kCid/feIMN9LXXuvU6B5l85RWiAw4guv326H932dBAJu+7T9ykt9zCc9YlQQiHAhhOi6scwBiI4/EhkyC1uL7PijL5v//Lbl+tTA4aZOvYoRPhkCxmKeUTBMXEFITBVeWsri7+GxwurCRL1wlFuINvVjiRlCMjsiuTsPgOOiQAACAASURBVKXokJbP20MgMFZTk8yHLMgkCHiaLm5pgHXu2io4CVmTScyT7ubmxt9nqUz6NHH4JLDZk8mHHhLm71tv0jejWxtfHXjuivhCzYJM4lTqQqY2htWrWa0D3nmHidezz9o2f5R0uOMOufcDDyT6yU/c49PwLh96iEkajMHOO3M2b9++6cfC5v/KKxw6EC/5gRJJaQAyee21RLfeyr/ffDOrk/Haoh8H3A+MnY8y2RVkEmptdyOTPoShtTVK+E8/3RYTrQkg7Jc1YUOPhdCO0lKbYrcxYmp1c4chF+VfuFA20v79iX76U78wG9jUXM5OjGBLsY4aGtzJ/Asv8D1irMZGiTO1kskwlIMz1k5tLX9vESY6OorLRoGc+hC3rMjkO+9wLGG8NBBCilywejXRDTdECWR7O9GvfiVxsWmg/399yeSGDRzTvHx5lEzefns2+3lXYLMlk5MnczJDe7uUatFZ3mHI/9J0U0lSsyxkUhsSnwnTFcokDMm77/qXYRg0qLgX9IoV8uxcATf3mjWy+NvbOfjZlQTgGtrbuXUegp8ffJDHcsmma2lhA1AoMAn/6lej/91l4wZpSCoc7FIAGxsfjO8HH/D7RM1VF2AeZEEmoZBCAV+7lsfX7uFNoVDgkI64m3v9erfD2YIF3AdXE+36eqLbbks/BrDllrxZaTsyYYKtaDkOJ1tuGSUzFmgCiFanDQ22TV6P1b+/zAsrMcrneYxp02Ss668n+ta3WMWzQs8xl/ssFGQexrvfWNTX//s/JstIxKur80/ACQKiM87gEnMgk6tXsz1zaakL5PO8H/785/IO3nqLx7cQ+t//ntcUlOZcjujRR4m+/333sYiY6DY3i7ixbh23rT3xRPcDZHU113n+85/lu1mziM49V5I60yAMuWvcY48JmczniS6/3N1TWVrKgsbw4TLWmjVERx6ZTcZ/V2CzJZOlpURbb82/w9WNLO9ly/jlH3JIuuQQ7drG7y+/zAvnwQeLa8xtDFVV2ZTL6QplEsRn/fps1EldIwyIE8y0iMdgAs3N7ptjXZ0YkHgmnqvSUloqMWXPPEN0/PHReDmLMhlXN4cMcYu9jKvuzz3H8cO//GX6MYCNKZM4iKVFZ6cQQMz/hx4i2n57onvuST9OLsebnf6b66/nd+CS0DZqFNGxx3I/b+CAA0QRdkFSQXh0lnIFyORXviIEwZdMNjcLgbESGa2Mz5/PP+vq/DqmwEsEbNhAdPDBNrL7+98z2cAc6NWL7VjaUINcjhsa3HCD/A1UO5c1DIwZw14UhL1cdx3/rKz0cyXPnk30pz8JMX32WbZhSbG2mwJCIY45Rr775jeZSCJm2wVbbMFr6he/4M/t7URTp9oVysZGPtwjdKG9nejGG4nmzbONt/fe0dJRb77J3igXYprLsS2bMkVi9X/3O6JLLomGqKTFjjtG7VahQLTvvt3X3b3ZkkkiUSL/9S8+mdx9txCGOXP4BJmmtpZWJsvKeAGHIRfsnjXLLcMVioNPbGJXkEkdf2OtcajxhS8UL1SrMpnLSdykhjXRAdcxfXr0e4sKoTvhlJURXXyx/DdLzGR7e3QDc3FxExX39H75ZaL77+cENFdABdZkcuFCJl4u0IrmwoX887rrWCHUvXzTYIcdoqWhrr6a17COR94UBg7kDVMb8uXLbS0eJ0yIqtn5PG8IFjQ0cKzx/Pn2guUA5s2Xvyzv0ZeY1tTIOvRNvknqzX7IIbax7rqLrxEE/KOPotnYaVBfz9UXkJjx29/yT0ud1niPeB0W4BOWkbRWDj7YPt5OOxV/Z527Y8eyDcO94rC599628Yj44BjHLrt8umPFyWyhwDWbLQQw3oCEiNXX7orNmkxCibz/ft7YDzxQMovhEklDJrfYgo1ARwfH6OFUct11TMLSxE0g4xoq09tvc1wIVNM02LCBJ2+Sm9tat/Lhh/nEpgnxffcx0fZBWVmx0hc3si6Aq1sTLSuZRHJQfX1UXfElk0RMolHb0aJMIlEJcCWTGwvK1+WkXMdC/Ou777ISl8u5bYobi9tsbXVzMxGJy1Zjzz3dxiAqJjNDhoi9cEFFRfSg09hoz/AMAqIf/5gJqS+ZbG7mpJYvftE/+QNk8oQTxAvjWxZoypSo3Rw92n7YnD2b7TqUp+XL2f64zPm4bYKNt7jdW1qSw2V8k2/QyU3D9WCnkURm9tvPNlYQsNKnMXmy3zyJE8C6umjDDhdMmBC19fl8MpneFLIk4FOmRDPo8/lixb47YbMmk9On86JGdnFcicrl0rlqqqqEuARB1MWXdrFcfjlPRJzcFi7kuCqdgbgpdHSwwnTTTdHvX37ZntDw/PNMou68U747/3y/bHNAn6QbG/3qmCETX5N/S3FoItm0Xnwx6o7PgkwGAXcyIbIpk2HIyhTmpasLK4nI9O1rU1iwcekC/WHo3gVH18XTmDPH/Zq23LI4ISILMnnIIXaXnLYrFkKqAQLkSyZLSzlerUcPfzI5eDAne5x6qn/tRX19moQffrh9rKQN+OCD3Q48cTKJv7WQodLS6LqFzfIlkz16RJsQjB/vF18HhR4YPVrsmQVxMomQCCvGjImGIs2bZ1+jQRDN8N96a1vIwcCB0UollZXsLbGgpCS6R9bUdF8XN9FmTiarqjhug4gTEK66KmpgqqvTGxwQkPjpOa2xOeQQdrODPC5fzoTNZfOprOTJfOSR0e99OurstRe7hXSLwkLBttHHoU+RVtUBgDK5ZInEXvq6uZ99ljdIqMU+ZPLFF0XN2G47VtBclMmePYVsr1kjsUyuymQQFBPKGTNs7rWNZXW6uszhBYirpttv735N+XxU0erf39blJ04mDz3UfQxAx00mxVC6YvVqCQ3wIQtQrUBMfZI/vvENjmGDZyeLGpM6Scnq4ibi+4qHObiOtzGvifU+9Xi4tizKAmni7ONCBlApg8iuSgI77hi1M0muZRcEQVS5s7q4AX249xlr7lz5fepUvy44Wh12qSTyaWCzI5NvvskZajhB63qT06ZFg+435eJeupQzwBYtEgKiW98RpSeTDQ3FhmnMmOKEi01hYyqMNW6ypqaYHJSW2oKwiXizufVWznYHASSynXjfeIMV00ce4WdVUsIqGWLbXMjk++9z4sY99/AJPJ/nsd5/X9TJtBtHocDz6c9/lgzZjo5orOlll6U/+S5ezAH7IJ9Ll3J5mXzenUy+9FKxcmdxcRNJTKFu8dWzp/vBQJcF0slErvGSSdhxR5ta0dQkoR29evEzf/ll2zVoAllZyYkX1v7xRNHs3IUL+SBsKdcCLwrI5JIlRP/4hy0r/4QT+Cfsans7xyr6xH6jtmR1NcejWypkAJpk1dW511fV5E97n559lmN7XT01GK9HDyEbGzb4PzOII0SsGLs04EiCVlCtNh/o3VuIc3l5NuRZ2x5N4izQdsKHTOq4Sd9wD00mc7lsPIJdhjAMP/V/U6ZMCT8pTJ7MuaY/+AF/vuMO/ty3bxgWCmH4zjth2KsXf9fa+vFjHXUU/+++9KUw/MMf+PcRI8Lw0EORzxqGV16Z7rp+/GP5G/w76ST3+3vvvTAMguKxfvtb97EAPA/8KynhZ2XBAQfwGOecE4arVsm1fuc77mN985v8t/Pn8+cJE/jzz3/O7+6jj9KPdc89/LeDBvHn0aP58/XX8zPt0SMMP/ww3VidnXJfzz4bhiNH8u833uh2f8CcOfz3o0ZF5+7RR/P/lwvOPFPeI67xX/+yXdcRR/Dfl5bKmHPnuo9z9dXF83XcONs1FQphmM/LOBdcYBsnDMNwyBCZE5izFqxeLddz7rn8c948+3XdfTePUVfnvx7ffVeurW9f/nnvvbaxCoUwrKriMbbdln9eeqltrDAMw/PP5zEaGvjnLrvYx/rFL6Lzq0cP9zEGDOC/nT2bf9bWhmFFBf/+2GNuY91yC//dKaeE4eDB/PvUqfzze99zvzbg0Uej9wnbaIXel+rq/MYKwzDceWcZ76mn/Mfr0SO7a2tq8l9PYcj7Du6xpsbvmgqF6P775JN+47mAiBaGDjxus1MmceL429/4J1x8K1bwKbNfP6Kvf53/26aUScT0PPGEqDEvvcT1vnDKSXsySQrk1qfMtKirk+4YRHLq9cnojquGHR328kC6qHt1tbiydJxpWsAtCpUBSucTT3DIgkuiA2IQUQdNZ+jX1RFdcEH6dmK5nPxvP/ywOG7SFYjlwf1AmbrkEnfVTT+TSZNYzbW4gYnk/1vH8bjGSxIlq0TWMIq1a6PFh+Nx0C5AkgS8A9YCxFh7+byEmyAG1gIoV3B71dbas4ARL1lRIQkqaZIOk/D++7J+8NNSOgd45x3+ifnv09ElHrZgGQu2SxeMx/uMt6fcFMaM4Xd28smSfIlMcZ/yQIiNx9x1va44UGc3i7GIovuhdZ5pYK1b4+M18Px91hMRryV4f3x7ace7VVn2yU8Kmx2ZRBDwggW8UHr3FlKIzOmTTmICsKmEEPzdk0+ySxUlgTo7uYwEUXoymVS6xCqR68BmxFT5kMmkJI8XX7SNBfcOXFYggGlrcWpgQ4CbFEk4ixYlZyJ+HOJkEkHUyFT+8pft1+ZLJhHLA/IGMukaAkEUjd+ZNYtjoqwkSRNZkEhLiaF4Nne/fnYyGS9Y7tNPGBspCLj1OcE9PvT/tffl8VpVZdvXOs8ZgcM8gzggoAgyI4Mg4isqDmBqDplDJubrW5pDml9ZmfqmaZppfqWVWpZppaKVQ2pqDggigYAygwx6EJmnw+Gs74/7ub+19t7Pgb3utU4+cvb1+/E7z7OPZ7mHte91reueehjiIO2oAxgyydfmE0vFY3XrZgqrSxd5jpesqDDPQTJH4+fGc9aHTMbPQ0KMDjuMNup8PnaLR9dz69mTyrxUVZkQBZ5vPnOWCTjbM9+WinbIQ4j2jHZVkBBkku+da7hPIXAioc9Gj8GkL0TCjDRD/T+NJkcmR4ygl3XHDlPA2e58A9Cu7u679z7ZmXBs3EgLPBcmnTOHlKySkvSEsNB/Z+8KXTBpUnJcHzJpB8JzjIq01iTv7pctIyWEyeSsWe5jxcmkPZZrDBkb39pa2qHayiQQjc1JA1YXQiiTTCbZQEk6WjBsZfLww4GJE+Vj2a3Mzj+fduESJdAmkyUltBGTlsCIk0lp8Ht9vdng8HVKi3Bzx5CDDjLPLoQyyfGlPooRK5M2MZIu8hwvud9+JpHQh0zG57kPmYl3UpKMddhhFKvM18kkPpdzv2e5HHDHHeb+t25t4uF8yCRfJyuTvgTQfp9CKJN2YfCQyqQ02dIGK5O+HWZ27zbrTwgyaauumTJZRCgtNbWg2NXNGdPcRhGgdP4LL9zzWG3amKQM29U9Zw6peV/7WnqXRWVlsqZe2g4NcfTqZXaA7CIKQSZLSsyLJlUmDzrIEJp58wwBfPdd9xeFjVtcmdy82b3ll00Utm83G4UVK5IEJQ3YiNtk8oMPjMFyAZNJVo58AvRtMrl7N3VTkYKVyfp6qp85erRbNx6G7eYuK6M2ZtJFMBSZXLvWPCuel77KZM+eYckkP0sfZZJtjJ3JGoJMsqLl4+bm62TC4ENmWLHjeyaZX8ccQ14fVmDZtkvdot26Rcsy8dz1cXPzdfL5+BLA0Mokk8lczq01bUNg0ubSGKQh8PsusWE27MopIa7RLr1WzGhyZBIwru6//51+MplcudIYCiBdfbpCcZPswr35Zrfz4rhJNiY+LRW5biC/IMuXyzI+7bGAaA1GCXI5Q67mzjVk8pNP3BU3Nm6bN9N1tmxpdqiuSqdNJrdtI0WXF1XXvqqAeYbr15MLRilSPSV9bXlDwPFQq1bJd6g2mdy+3c9wMpnUmtSU226TjWMrk2Vl0XpvrghFJnkuVlSYkk6+ZDK0Msn3PwSZtFU2aVF1tp02MZUqk9u2mXnBm6gQyiS/5xKSddBBJEawXQ6hDNthBvx+h1Am2daHdHOHUCY5jCgEydq929hBXwLI4wF+bUCBqEfRN2YSMPYHyJTJogOTyQULaHHv1MnEXLCrOy1sMmn36Abcd5gcN8nG2IdMchIOL667dpl4LVdwSYj6eqPY+bRUtOMmO3QwC+u777qNYxtKNnq20umCOJlUKvk8Jee2YQONzc9W4urm+cDXuGNHw11j9gabXElrjzJsNzcgT3axlUnXcII4QpPJbt3M4iBdZJhMdupkiFEIMskLSwgyw7aqZUt58gHbKz6f0lI5MbI3lkyyfIgRK3Y8v6RjaW2uM0QsZyFlOIQyyWqWLwG036cQyiSTSZ/aiwzbZe5LAIHGIZO+9gzIlMmiRrduRmEr5Op2gZ2owWOuWUPZ4a5gZZIVMR8yyYkQa9YY4yR1dTdrZhY/NiiLFsl3SXZGNyCPm7SNbjxu0pVMlpWZXWQ8CcdXmQRMPK0Pmdy0yZyjNG4yrkz6wCaTPjvmuDLpg8YkkxJlcvduYOlS+szqSWmp3P27Y4eJR+RFJoQyyTbHJ46N7RW7HNu3lxNTvv8dO5pNVAhlkt8f6Vjr10ddtUCYmFX7GYZQJnmjWGwJOCHJJNe5BcIqk74uc9uuhoiZzJTJIgerk0wm7eLlLmBlcvFiMgJMIiQEhNUrNlY+ZJLHWr7ckFSfuEl2dbOR2rpVrnQymZw7l37GCaBd2mVPKC01i1+hjG4AePnldHGKSjVcHogzul2KOdsJOEAyCcel+KytWvDnYiCTdja3JBaUYZPJYlYmJWRy1SpD+ph8dOniXtLp009pHPu58zx1JZP87tbXG2WS574rmdQa+PWvaSx2c/McC5F8062bmR8hlEmGdCy2yWVlYdQ/JpNMIKuq/DZUfJ1MQIotAYfXD2kohQ3bhoYYjz0svsQ0tJs7UyaLHFxv8qWXyPXEyuSCBW41FHv2JEOsNSltcdXNBUz6WNVctSo9sYqDE4M2bTKqYogknNWro+qkBOzmXrWKFgqbTK5Y4da6js9lxQpSlZkAfvQRcM011AIs7e6QF9R166IZ3e+9R5uME090P6+1a+kZ2mTy6af3ntxlo3lzQ2R4gV65kuacHeObBja5CqVMAtHdswtqa6N944tFmVy9mn5KySRfE7u427c3pEji4q6pobqzTz1F3zt0MNnmrm7RigoqN3L77WahkhJmpajyxdFHGyLDG2mJwvPgg8ATTxiS27mz2aiEUCZ9k3nsJCN+niHIJN8rHxc3kMxaL7YEnHi5LQm0JuJnK5NM2nyUu8Ygkz7KJF+LTSY/18qkUqpSKfW2UurfSqm5Sqkf5I8fqJSappRapJT6o1KqPH+8Iv99Uf73BzTuJcgwejS9wFu3Ujuy/fc37Z3+9a/04+RyhnTEM7pdwWSS3Vg+xcE7dzYTmY1ACDK5YIH5LE3C6dHDGM/TTqP7xuc3aJCbIsvXVlsLXHutIfMALZZ2yZO9gcnkxo10jbffbr4fdZSby44XhU8+oQz43/6Wvs+aRYldLgutUsbAce3Tf/2Lele/+GL6cYCoEQ8VMwnId8/x2E9fZdJeYAB/ZbJLF6MAusRS/e1vwMUXm9CNnj2jyRau6NWL3rerrqLv69fTuwi4u8xLS+kcrr3WHPve9+inhDD07x8ND3rySfopaZfXoQNlTN96K323N6whlElfxY43b/vvL1dMN24kZXjnzmSWuY+Le8eO6PxXau+1kvcErcMpk3zfOGaYNy123GNaKAWcdZZJoAVozbj0UuD1193G0hq45BJqS8pkMpcDfvIT4O233caaPh343/9NNmG45x5Z8utttwEPPRQlpy+/TJ6AYkQaZXIngPFa6wEABgI4Xik1AsCtAO7UWh8MYD2Ai/L//UUA1ueP35n/74oO5eVU6gEgV7dSyXqTaVEoo1tCJnv0MAs0kwepqzuXM2V8+MUNQSYXLkySSVciYSe3bN5sOg4B9CK6LLZs4DZsoOz5OJlwKQ7NZKG0FDjnHFIQGVqn780NmAVm+3aaVy+9ZMYBChep3xOYnL7xBv186CEqvM9u/bRojJhJwF2ZXLKESEfc8HLWuxT24qeUXBlgMtm5s1kIXFS7Qw4BHnjAkL8VK0y2u4RM5nLRjZIdViCJmeR4YAbPSwn5aKgXuyQulOczEzW2MWVlfokRrNjxnHclgFOn0lxle9yjh5m7riSrooLWDLv6AdstSczqmjW0sYirkq1by2JWN20ysaE2CfIh8z/4ARVp5+e6bRt5B595RjZe9+7AjTea75dcAvzhD+5JgErRNdpdwK66CrjhhuQ7sjccdhjw/e+TQMKYNQt48033sBaAkoIvuCBKHq++2m0d+k9ir5eYb9PI+4ey/D8NYDyAP+WPPwRgcv7zpPx35H9/jFI+zYkaDw2VCGIyyXL63lAoo/u999wl6fJys9DwAuETN8mTjidyiJhJOwZz0SJyu11zjft47Oo+5JBkXIkLAbQLl48fT/+kY9kxk1ddlTTsLkqLHTP5ne8kf+9KJvn+23OqtDTZ6nJPWLo0Sq62byelwFXdZOU8TiZdYkq7dgXOPJPqUwJmDixbJnN1P/YYbUxsMllR4RZbWl9PNS43bzZ/ZxM1FzLZqxe9d/y81qwxREaayc12Jg4JmYyPxSRSQmZskmuPIYmZ7Nq18N/5trhjBZCfgSsB/OADslm8VuzcaWKpXceqrKTY5xtuMMeuv142FkBejoEDae4C5h2vrZVtzMrLaYPwk59Ej197razmLkC1nR9/3NiOhQtJZXMJHbJR6O8mTpTZDg55Y9TV0TFXV3yzZtSe2fb41NeTnZNg/Hh6lrbNb9lS3tChsZGKLyulckqpWQBqALwAYDGADVpr3h+vBMAmshuADwEg//uNADzyDRsPTCbnzqXYFVYmZ8+meKQpUwr3DY7DbqvIi/vmzUQEtU6qZXsCkwx2g/qQSe5+wwaFa01q7Z4wcdBBtDjW15MLDyDlbvJkWZwPL0ArV1L3FBtSMgkka3u6LNw2mWzbFrj88ujvJcrkhg20CE2eHP29ay/ZQu76Qw91M3jTp0fP4513iMyzapoWDz4InHRSNMzhf/7HhAWkQWUlxe1xEhbHsnXsKCMN77xDBG7GDHOsthaYOTP9GCUlpPYedpiZTw88YH7vQiYrK5MbBp4T0laKDanQEgISV114cychk3Flkt85CZlUqvB1SlSxrVtJKdq0KbnRcU2M6N+fQo54vj76qCGoIe4/Q2JLq6tpg//739N3tu0tWsjCPCorabzvfz96vKxM7oZnL6CN44+XVw8YMyZ5bWnqQhfCMcck58Opp8rGirfxzeWA446TjdWyJTByZPTYUUeFqdHZGEhFJrXWu7XWAwF0BzAcQIFuzW5QSk1RSs1QSs1YK2nMHAAHHGD6Tn/rW5R40bo1ka3hw2khSTPZ2TBs3UqLELuXX301GhOY9pwAM2E4QFsSk8YddZjM7tpFsvtpp7nXKayoMGSKM6WZpEr6otoZ3TfcEI2V8yGTI0YAJ58sGyuezX3llVG3nwuZ5EWhvp7cRXF10lWZ5ELeNtFydXGfeGI0q3XJElICXfuYn3gi8Ne/0j/GU08RwXTBqFHJYy4xrjbGjKFrs7sDaW02jGkxcGC089Sf/2w+u7pZC/W0B8Iok0zUqqpkWeY2mamqMuckWdy7dzcko1UrY7uk5Y/s62RbKiGTzZsDjzxiiLIN18L4cfUVMNcZgkzyGFKyZrtpGT4tBo88MnnMJWkwjo4dTaIl4/TT5eOVl0evr7Q0qTCmRatWUVtaViZXTOOkuUMHvzJIcSJ69NHysRobTp58rfUGAC8DGAmgtVKKnWbdAbBDaRWA/QAg//tWABJVF7XWv9RaD9VaD+3g03PLE7zYzJpFCxLvYJcto0mQZiJUVxulafJk4xq/4ALKTHQhIWzMWalZvpzcA5K2d3xO//iHcXWPHEnJG5JbbnfCSXN8T2ADv3YtLWaXXGJ+57LYxskkAPzwh7Kx4mSyTRvgiivM7yXKJJ/bkCHG2FVUJFtn7g1cEsheBF3JZPPmwIQJ0WOVlcnd795wyCFJMtyuHW3AXFCITEprvBUaq3lz94Sehu6ppP2bTSYnTDBeDimZtAkI91SX1phs29YQtXPPNRtDCZlUyqiTX/2quU5paSD7GfDclMbrDRuWbD9aXu6+MejWLaka8gZfcm5xMskb8pBkUpIAxYiTyZIS941ZHNzGmMezN/0SsOcNAMaN80tesu/f+PHysYYOjQoQUi8EI04mXW3sfxJpsrk7KKVa5z9XATgWwHwQqeS9xfkA8kUrMDX/Hfnfv6R18Sa08wK/enXSyLsEo7NxmDvXlBWpr6eXxmVC8f+Tsxj/+lcKXJa0mOOXbeNGQ3Brawvv1NOAE2/iC76ETHbubHbj771HMUNs4CXKpB2OMGCAiVPxUSYB4JvfNIbFhUxWVpqNCG9Qvvtd+rn//u4B2Uwm7cXelUwCSTVgzBj32CClkjv3MWPcr6kQAZS6cNq2TapHEpdhXD3hRV6i/nGheoA2lgwpmWzZkkh8WZm5dz4ZtqwAfv3rpmafNPu3f396/pddZuLipBoBz+vWrc2mRUomhw5NHpOcl02YAWDwYPNZ8gxs9bVVK3NO0tJAhcikT8JM/N1s3dq/0oK9ke3f34/8AdHnKHVxM+znIXVxA6SQ2jGNdo1gCQYPjm7KQnTUaSykMf9dALyslJoNYDqAF7TWzwC4FsCVSqlFoJjIX+X/+18BaJc/fiWA68KfdjiMHUsLxaZNwEUXRX/nMtl5MsbJS7dubgskv3AcxMsKZUMZk3uCvXOz4UsmbVWtSxe5mmG7ujt3Br7xDfru4+Zm3HgjqUk+yiRARvSb3yQC7Wro411wRo4kN4irixswRmnrVrNxkZDJuBpQKJYpDeJkkjsuuaBzZ6OeM1nzMZacQMeQLFb9+kVJMceYSsgkK5ODBpl3sVUrvzp2AwfS5pLtgk/3m8MPp4Wvf39DY2EpmwAAIABJREFUJqUxbP37A5Mm0cLH5V+kymSfPrQR+8pXzHn5KJNxSBd42wZ/6Uvms+TcunY1JPSii0yJHCnBGjDAJN7wO+Sz0WjbNrpONLSWuGD0aBOmw/kJPrDj/n3JpE1MJ03yG8u2qb7xjSUlUUW3eGW5dNncs7XWg7TWh2ut+2mtb8wfX6K1Hq61PlhrfYbWemf++I7894Pzv1/S2BfhgldeoWQBrv9WWWniEGprowvS3nbps2cTafnTnwyZjCcPpFWzPvgAuOuuhmtbuZQpWL8euP9+4De/Kfx7VzL5xBOUsc33gxNUAPd4yVdeoSQZTnQATIH3a64h11vaBe3ttykjEEiSyd69KcYnraK7ZInpTmOTSYBc3QMGpE8Mqa0Ffvxj8+Lbwf/f/a578s0f/mCySGtqSP3p0UO2WMRbVrrGSzLGjYsqmhJiCxgFhBfqJUuiRcxdECeTGzaYWoxp0ayZIYFt2hg3a10d8MILbmPxOFdfbbwV7doBd95JpZ0kGDCA7Bc3Nli3juaaJKZ6wABSJQFD2l56SVb1oX9/SlhjVRKgeMV33nEfq6yM7N2ll5r3ev58WRmZwYOTivmGDcAvf+k+Fs/Rrl1NCZqKCuAXvzAF5NNCKbpGpeh95izpt96StVytrDRrBG+gZ81yn7M2bFf39u0NrydpUVlpiO6OHbKWwzbsDZA0y5zBNqe8nJ6BD2wyya1UfWC7uuOdnIoKWuvP/N+QIUP0fwrHHqs1oPW115pjd99NxwYO1HrmTK2Vou/jxu15rOuvp/9u4kStFy+mz4DWkyebz+eck+68HnrInEMuZ/4e0LplS63r69Nf44cfmr9t3Zp+2mO+8kr6sbTWum9f+rtbbzVjfPvb9HPKFLexzjuP/u7KK7W+9176PHq0+f3jj6cf66abzPm0aJH8/dq16ceaOtWMde65yd9Pm5Z+rPXro8/v17+O/v6NN9KPpbXWw4ZFx/vwQ7qPElxxhRmnulrrujrZOFprfcQRZqx//EM2xs9/Tn9/wQXR65PAnvf877HH3Mc55xz626uu0vqJJ8xYl17qPtaQIVrX1mp91100Rv/+5qcEixaRLbj88uh1bt7sPtaaNVrv2kWfu3QxY/397+5j7dhB5zVtWtTe/PjH7mNprfWf/0w/jzvOnNcpp8jG6teP/r6qyozVpo37OK+9Rn970010j+z7P3+++3iXX671ySfT5549zVgPPOA+ltZaX3KJWUNc159C+N3votfYtat8LEZ5uRlvwQK/sY46yox1331+Y/FaBGh90kl+Y9XXa922LY2llNvaXQirV5tz++lP/cZyAYAZ2oHHNbl2ilxQ9M9/NsqRnYTTuTN1rgD2rkyy/PzKK7RbZUVt8mSjYqVVJjnucOFCExjP6N/frVxKt27mXFi+t5MsXJVJ3oUvWWJcKRMmkOvPVZm02woWqslpF3zdG2wFc8uWpDrj4maz21bGlUnALfA5XnYpXpbENeElXnh769ZkCaS0sOfRkCF+vWNtJVBaaHzUKJrfdha3VJns3p3ccQcf7HdeAwfSfbr00mhhd0nHoJ//nJQ2rlvJc5Jdwa7o2ZPOLV6yTNIb3e6SZfc55nfRBRUVdF6sTPK4Ulcrx63ZHgepS59d3XYMq8QF368fqWuFSsa5JtQBpCSyMmwra3H7nxbDhpGaaM9TaXUEIJmE49NrHaB5Zb+Pvq0e7TkrDc8oNJakW40NpYw6qbV/c4guXYy6/hkVvkmFJkcmJ02ih71okXGv9uplygw8/zxw000U77Y3MjlyJLnFtm4llyu7GTZvNsWY08aacDzi1q0mZpAnkGu8pFLGcHIcILshO3d2N8pMJqdPN/F+69ZRTJMPmWRSu3GjWWxdSHPcgLgUzY5jb2TSBfGF3bUMUxwcd8OJTzU18gXHvr/xZBNX2O4caTvFfv0oVta+/1IyCRDBtZMuJGRy0CDaYPbsGV0IJIsCb0J4fnPYhZRMMuIuQvv+uYLLV4VAvKC9lDDw34cgkzwfbFssScJp3ZoSBTt0iJLJqipZ4tIJJ1CYidZR2yVN0Bo2jIiufc98yGSPHv73zIb9Xivl34fcrt8srQLBsOe/L5kEovfNpc50Q+BNf0YmiwidO5sd11/+Yo7b3XA6dKD2T3szEBUVJpD4hReinXC++116YdIqk+3aGcPLLxkTTNe2ToAhbWyUd+2i2FBJ8g2TydmzDelesIDqMNq7fZfzWrGC4lPY2HExYBfEyaQPabMJYGgy6UNyAaPysMH0iZuxyWSh2nkusLP4pfcsl6PYVpv0+ZDJCROic1JCJgcMoDg2IHpdPr3MOWayGMlk/H5LlEkGL3a8IPuqT6GUybFjoyRBqrJxty+bTHbpIiu0z3+3fXvUZkg3in37kmfHPjcfMqlUtLyQrzJpq3+tWvl5ReLj+SqTocmkfW0hyGSmTBYpvvAF+mkXJOYSQc8/T4b50kvTuSPZ1f2PfyTbKp5xhlsWHC/OTB7YEEgyuZm08WK4YgVlJUvIZL9+pHDW1RmCvXAhJZK4JpMccIDJjJ0/P+rqdgUbEDbkaboVNYSQymRcpfNVJuNkMt6D1wX2oueTCWyfD+CnbOVy0Xvmc//POcevZzhAm0mu4+irTDJYmWR3qE//cSCMm5thL8qAH5lkZZKfpw+Z1DoMmTz8cEpasu+ZVGXjpDP7vCQubhu2i7tZM3lGN7fes98lSUk5G/ZGw1eZtOeZr+0BwiqTId3c8TFCkEm2aRmZLDJwPM6cOaYl3LhxpJStX08u67KyaPmHhsDZsG+/bYjVe+8RObnhBrfahKxEMrHZtIncZD5kkhWMFSuonIukhlZpKcXXAWbRslvpuSCXM1mutqs7BJn0IW2N6eYOrUyGIpO+hMY24HFC4opQymQuF1X9pNfI98k3ZhKgBZ7JJIewFJMyGZJM8mLHY/iQyS1botclJSAVFVRf1bYPvipbXJn0QdzF7dODPG4DfZRJIHqdIZVJX8W6ri76bhabMmnP25BubrtaQrGhSZLJ/fc3cTTs6m7e3BQbffZZ+pnmpe7fn3Z/9fVkSNltsXAhESWXSc7KJE++Zcuo37Fkpxonk8uX07mNG+c+FkBtCu3xXEuuFDo3OwnHx83NL3+xkckQJBcwZJLrE4Yikz5uWyBae9GXTNpqig+ZBMKQSUYIMrlxo5lT7ML0IZO7dyfnlI8yyfaG50YIZZLhUzg7rr76qFlKRe+Zr8oWypUMhEm+YcTvme+5hbxnIclk3N4UW8yk/T5mbu59HOzqbihuMi2UMurkv/5lMklnz3Y/JyaTHBO3fr0sXhIgwmwv9lu2+NXi4rhJ7sxTUyN/SRoik/X1wLRp6V2mxR4zybtJX2WSE3D4eYaKmfQlk0qZa/QlgMVKJu25IHVzsyqZyxllsq5Ovmht3JgkfCGUSV6wQpFJad9wRvx99nWNhlTZGlOZ9IF9z3I5v3tWVxe18cVEJuNrTzFlcwPhlUl+Nz/91O9db0w0WTLJJWjefhv48EP6zGRyxgy3HQCTyXgSjivYzb18uVGjJAWEAZp87E7mBX/5ctlYgCGTq1aZwrNSVzeTyenTzU582zZK6Pmv/0rfN7chMilxBTSkTEoWViZG/AxDKZO8MBeLMgmYc/MlgDbp8yXzxaZMMpns3Dk6t6XqZKFizyFiJkOQSdtuhky+AfyI0c6d0WcZUpkMGTPpq0zGlUSfJJf4Jjikm9t3YxBKmeS5HkqZnDoVWLMm+j6uXm2aa7igvt6cC7+b9fVk/4uRUDZZMtm7t4nXe+IJ+nnooRTjqLVb5wAmkwsXmoQbHzJZW2t2qD4V9Jm08Yu2YoV8rO7djarCQd3s6nZdfPi+19RQQg7jpz+N1tTaGx5+OPp97lzg7LPdOzUsWxZ92bdto7HOPFNW8oYNCRMtNsrbt8vIDZ+DTSZraoDvfMd9LJtMMpnxIQ++ZJI3OHFlUqKiP/88LQo2Sdu+XRZCYf99oc8u4Ezubt1Mv3bAnUxu2kTPislkq1bm/ksWl+XLaa7ywszEw3WsujpzLfZGrpjIZHwsX2LUWAk4vspkSPd73GVeDMrksmW0YbHVvsrKKPFywde+BsycGSWTn35KxyT46COqeGJ7N2+4AVi50n0spahN5J/+FLXb55wj83w2NposmQSiBcwBemASV3f37kYFZKMqIZMtWhjCxi+bVJkEDJnkBceHTAKm+C+TmoULgaefBu67z22cAw80i2p84XLJfo+HADz6KP3jFn1p0aMHERFGfT2NvWGDrFc0kwcmxdu20XmNHClTCtiQTJ9OP5cto/qe8+e7jXPPPVGjtnEjtfB84AH3c2KwC16qJv7oR5QUZqvmv/oV7fBd8e67FGby+uvm2P3303EpfJTJN9+kv7eTb3zI5Lx5wPjxwKuv0vd27cwck2x65s6lec4x4oz/+3/dxikpofqef/tblGTt3Gm8Pi546inaENpkpkULc90uqKkhohAnkz7EyCb0gJxM8qbTVgClyuSyZcnsdymZ5M1lKAI+bRrZmjiZlFTfqK8n0eVnPzPHSkqAk09OL0LY0JryJxYvNsfmzzf1lF1xwgn0zttrbV0dcNJJ7mNxacEzzojeq9mz5e1rGxNNmkxy3ORrr5k4NC4R9NxzNHHtnfuewCWCeFFcudJMAJcdE6uTTNhCKJO8aPmSSV5M+V7dfTftnFyLz5aWmmLn8VqHtlK5Nxx9dNKAlJebzPO0KClJvpz19bRwS8AbAXv3fPbZtOhIyCTfX54LtbW0ADG5T4vmzYHf/tZ8v/lmKhclMUz8TthkUmv3OTZhAvDkk9Ge4R9+SIuDKyZMoLnJcb18XpKxGD7K5MyZlKD33HP0vawMuPde83tXMjloEPDGG8C119L3ZcuM0i1RZUaPBj74gHpoA+b9ZruRFiUlpJKeeGJU5V69WkaOevakhghXXmmObdsm6zNdW0u25le/ih6/7jr30IBNm+icVq+O/u26dbI+0/fcA9x4o9l8AkS64h6XNHj+eSL0b75pjq1fTw04XPHqq9RPPh4W9dxzMi/GihW0yWMPIEDXKDm3Aw+k8KZHHzXHtm2LNlBwwbhxdE22qNG6tTxxbL/9kuX3unaVj3fKKcljffv6Zfw3Fpo0mTz8cDJcWtNuGCACUVpKUvrrr5NqkobQMZl8802Tff3uu1T8/LXX0p8TJ+HwSxtCmWQJ3ydmEiCXAGDcMmxA7eLVrucWJzIuymRJSbKw/JAhphacCwolOknJZEMq0ejRsvHi7RQZLi0eAdP9iaE1GbnBg93P6eabgfPOMyRm8WJqBvDMM27jjB+fJNhdusi6YwwYkFScunWTVUN44AFy2caLlru4lwYOpPvC7//jjwP/5/+Y37uSyYqK6EbJJpCSmMlWrQpvJFw3KYCJqbZx6KGyRa9vXzq3eFLE+ee7j9W9O82vO+6IHu/ateH3qiG0bEkeqzhZuOACGVkYNAj43vcovMceS+INGTWK1iu7dvK0aYWfS5rzuvNOcqfaeO012fMcO5bepTfeMMdmzgTOOst9LKVMoxAbZ5/tPhZgKrjY8A3PYEGK4RMGMW6cqeLBYO9lsaFJk0mlolndDzxAsXNsLCZOpMUxjdEZO9b0pmWCc9ZZwPe/7/bwmZhxDNrSpbRreuih9GMwDjggaphWrCBiec897mMBFBtayJiwmuoCJpObNpmYU8BNmQSSrhxXF3dD47RqJW832NDCLiWTrP7FE5NcFdi2bZNF5guRuTQ45RRSOXlDMX8+LRbHHec2TqtWyeYAUuNbUpJUKOwOHi6YN482mjZ5rKtziw09/PDk+zJ6tHmekgSc+L2SxjkyCi2mks1YIdIiIaUAPcf4dbZs6a6YMgq9dxdeKBtr1KhkPO8FF8hcrMOHm7nAqK6mTZ8r+vZNbqxbt5ZtiFu2JEU9PqcuuMB9LIBi7DkMjNGtm3x+xMlky5by97xbN1OBheGbGR4nkz5tIysryeMSP1aMaNJkEjBxky++SDv/yZNNvCMremnIZKtWpo0bxwlxMLpLUDUvDhzbtngxuS8kZHLatCiZnDePjIQk9giguKV4L+6OHWXKDxP2efNod85wJZPxoHwpYYu7CY86yl25YDCZtHeUpaXuSqL9t0D03vfp43ffGTaRd8GIEclNUs+ept2mC+LG0kcZiI8l7QAyfjxtdOJxXS4tKKurkwvVZZeZuMkQZJI3GNJs7kJkUuLKLEQmpQs8kHyPJd4PRnyDWVUlL7lWaLMqUUz5POw+8gDwxS/KyikVIuDjxsmzuePXWVkpt61Acp6deqrcVRsfy2eeFRrPF0ceGc0u960oEXd1+1TzaEw0eTI5bBiRPTbGhTrEpCUVZ5yRPNauXfpSN4BRdngR27aNXOeSNohHHhk1Jhs3kttc0lGHMWZM9LvUyLPKsGQJKWy8g3ZxcwPJXaRUmYwvxlIXtz2WvSMdNCjprkgLnn+2Aizd1ccVAg7PcEVJSfJdiRO5tIirmT5lbqTXE8fYsYUXYkmcI6NTJ9q8hiKTVVXGtkiVySOPNJ/5eiVksmPH5EbQZ1MQf499Eg7iY7l0JYsjTtjatpVtoBj2/QcodESK+HWyUBJirAMO8IvTi6uJ554rH6tPn2g4i8/9B5KNPHzL7pSXRzfpvnUmJ06M3ntO6Cs2NHkyWVIS7dV9zz1Jd0FaMlloIXMNQO/Zs/BLK3HxKFV41+VDJuMKhJRM9uxJLp76eiox9L3v0X12jQdhMllaSmNKlSg2IKz2+ZBJjpls08YsqD67ep5/zZqZOSYlk/bG5oAD3Hur24gvVq4ubsaQIVHi4VOz0q6sAMhVgZYtCyvJrkk4Ngm6+GJaaNhbICGT3boZJea004ybVLoAtmtn7AFvfqSlotg28Hz1IZPDh0fJvE/JnAEDovNesjFnHHJIdJPoY0uBKJls1ixJLl0QJ4CuYTB7Gkuq5DLi65DPucXjJn26LAHm3Nj2hyhabru6fclkx47RTYydsFVMaPJkEjBk8rnnaBG59dbo79OSyeHDk0qZK5msqCiszkkN4Be/mDxWDGSyrMz87dy5ZBzOP9/dLcP3u1cvuSoJmMX4wANp1+uz4LCyVlZmAsNDkMm6OmDKFPosJZP2RuXYY/3UhjFjzCKtFGXXS5DLRTdivgXQjz3WxLD5uJgKZYi6lgdiZTKXAy65hD77KJOAaW36la+Y98VHzeXF1DfxgG0Du2l9xmvRwjSAAPxqTJaWRu2WT2HwuDvZx+YAUbvQr58s9pJxxBHR99mnzuSBB0Y35tJSOYxu3cyGoKpKHkLEsMmkb4zjfvvRppq9bqHIJG/6QnTAOflks0let86vHWtjocmRyZtuogBnuw7kkUdSDa0dOyhbb8qU6A6xoYn/8MPAl74E/PGP9L2sLLmgpo3neOMN4KtfpULU8bhEwI3crFkDfOMb5Ia0DTJArlZXw3DjjVT2Y+5cigu140Fck29+/WvKEvzLX6JtFYEkid8bpk41pTAOOsjPsLPrYPv2wiWHXMAZwB9+aNQ7HzLJ2cAff0zxM926yd1+fK8BebwkY/58MxdatUoq+i4YP94oPr59vidMMOTDp5dtCDLJz2nSJCIxs2aZ+n3SBWHkSFKVBw0yY/kQ8LFjSdXneofSEmJMcpnA3323rJwPY/RoY3v/+EfgF7+Qj2XbhpdeipYd8h3r0ktl9TQBmqf8DlVWAhddBPzzn7KxqqvNBr20lNaAeEmktFAqarOefdaUpJKC7b1StMZKCnkzjjrKKPyvvEI5Dz446ihDviUd1AqBxyvU/tQVixcny24VG5ocmXzySSIh77xjjpWWUuINQCSnpISKHfNkbYhMvvEG8PvfR0v/8ALNu6W0u+APP6QX/4knjEFg1aFTJ7edeUkJFXV98klaoG2177DD3InSX/5CBYnffpvGYlWsRw93ZfLVV4E//IHunZ2EA7irD//+tync3bKlXz1BXpQ//phqrPmAyeQnn9A1nnSSX3mIDz6gn5s20Zy8/XZ5z+OPPqKflZV+rnzAdOIB/IgkQDt53sH7ksmjjjIKjc9YI0cmMydd3dydO9O/yy6j7x99ZLKBfcjkhRfSu8j3TNIxiDF2LMWwMZmUFJMGiNwed5y5rqeeMnNXglGjzDx//XUiDVLYWfTvvUc2yOe8GNOmUZF3H6WIleo1a2izbRfQdoVdp/h3v3MrSxfHqFFmrfj3v4HHHpOPBRgRY9s2Wl+lHaUAUnE5RnfOHL95BpCQw4qkr2eEx+AmE7t2+SuJL79M18hx9xmZLAJwNuZ770WPs6v7mWdIfTjkEFMTriEyyZmadpFkdtdxJnhaMslGYNEiE1DMbgbXeMmOHY3Ks2RJNKNU4uLmOoTcSYRdRt26uQc/2/csrky6wl7ot2zxi6viOEebLEthG47y8mgdOQmYGLGxO/NM+Vi8oFZX+7eUswmk3dlFgv32M7FPvr25q6uNKuC7yB95ZDRGTtKf+5xzjMfC3jBJz23QICKTdkKX3Q7OFZ06kYrli8rKpHrl42odPTrqvveprzdiRHS+duwoH2v48GR4iM9mkZVcJjHSuG/A3CMWQnzOa9So6BzzOa9C5yKpRsHI5aJrq2+5nFGjjG30VRGBZDkgX1c3ezhZpCrGJJwmSybnzIkeP+YYMjZbtgD/+Acdu+46IjwNkUkmUvZOsk8fmuRaEwlL6+a2+3LzRGRD6hq/p5SJr3j//SgZ9SGT3K+U3VkrVrgrZIXI5KJFsoXV/n/7qlk2mfSFfS1lZX5JLoAxbhzX6RPnyKQvRAcFe3H2idlj8GK1Y4e/QWfXoW9ZjmOOiWYpS9SU73/f3O8QiUYVFWRXSkqMcuQ7/33jJRlx74IPmWzfPnq/fchkmzbROe9LjOz5WV0tr9SwY4d5dqwM+5wb32++Vh8yOXhwNH7Q957F4UMmgeimU+qpscHrfAgyGb82XzLJxJlJc6ZMFgGYTMWVyfJy4yblLgLl5STH741MLltmFlOljKt7//3Tk8nqavPisyGoqaFe4ZJkkEJksk0bPzI5axYRGlYmV61yj3thMrl4Md2/XI7GXLjQ/bzs3ajvYsrPLwSZtAlMvCixD0IEhrNi4Vv+AogGvocIMrfVIl+3EJ+bpGe1jWOOib7DEmXSvk82abN7MkvB89VHmYzDZzGNu8h9CEi8RaEPmayvj56bz3mtWRP97kOYbVLA5Mjn3NgOsj3zIZNAdMPjSybt+19R4e/NsOd8iELePqWx4qisjNZ4DqVM8uYxI5NFAFYmP/ooGWjLyRJTp5pFaNSohttbseJUVxcNwGZX98yZbm5gjj/csMH8P7/whXBksnlzGZnkTh5btxLp69zZ1GqbNs1tLL4fO3bQ/WdFdu5c9/MKqUyGJJNxZTIUQpLJEEqirUyGiDOyF2Xf8fjcfMnk0KFR1cknzguIKhYhyCRvdEOSSR/EyaQP0QpJJtevD6eyMZnkeeFD2Hgzbpe38XHBc0w0b3p8zi2+PoYkk76qJBC1+SHIZEhlUqnoNYYik2y3Mzd3EaBrV+NGjquTxx1HpU4+/TRdsHeLFsZY2nGTnAW6fDnFLKZFobjJhurd7Q2FyOTHH8tqctmdb9jVzeqkK5m0ay8uXpxMwnFBY7i5fUtWAIZMKhXGnRx3c/sgpDLZvLm5vh07/Me0Y159ySSrgb6kWanodUmUSRslJeYZFKsy6QObMFRVRSs/uCIkmQxJjEKSSSYFHB7QqpUfMfr4Y/oZkkzyO15sZLKYlUkgLJlkNzfbxUyZLAIo1XASTrNmptjoX/6SbrxCcZOdOpkiry6lMViZXLDAfF64UOYOYDK5bBmpiEoRYZJmCsbjJqVkEgiXhFPsbu4QRNJGsbm5lYq6cH0JoE0mfZNweMMY4jrt++5LJgHzPvtkYDNY+Q6hDIeATRg6d/Z7B+Jk0ocYcYkou0KGFEwm+d6HUCaZePgSNlYmGT7KcMh7BhS/MhnSiwREk3BCKZNsMzIyWSRoKG4SMFndTzyRbvEuRCYB4+qWkMmFC41KKYklBMgFX1pKu6yVK01ZBmnmdENkcsYMd/UnFJm0lcktW/zIll1o3BescvrUqiwEJkaS63zzTVoEmcjU1dE9e+YZv3OyXd1Sday+nq4t7ubevt29Dy2rCvFuFjt3yoml/Xe+bm7APAPfDRBglHRf8h0KcTLpA5tMtmolT3IBwqpsTCZ5LJ/rZGWSbVlIMumTGAQYMsnvlO+5xZ+nD2pro7HpjeHm1tpPpWxsN3coBTUUmiSZbEiZBKgmYHk5vZRcEHtPaIhMchLOSy+lX8SYTC5bZsjfggXp/jaOsjJD2mxXty+ZfPddk6mey9Ei5hrvWIhMLljgHt8Wz+DzcfXxMwrh5mYj50smn30W+MEPzLnV1QGPP0410VyxdSvNqeeeo++7dtH3t9/2O8cQZFIp6j9rq9wPP0zvg6vi9v771PWJSU19PfDggxR6In0eId3cgJm3IVzTxaJM8iIXIsllyRKyMTb58HFxA4YY8bMMQSZDJLmwMsnP0YeY1tZG779v8g0T8BD3DAijTK5fT1VE4u9Oebm8csPMmcA3v2kIn9YU5nb22XLC9tJL0RCPTZvI9j76qGy8tm2jhHnr1jCb0ZBo8mQyPllatjREkLO694RCtSYBKgRcXk6y9IwZ6c7roINowauvNxNRSiaBwnGTUjLJbeE2bCCy26yZ6a7DJCAtGbTvWe/edM11dfR97Vpg6dJ048R3oz4vFy8MPmTy4YeJANpkcs4cOi7BiBHUsYmN+pIlRJQKtdvcG8aOJUXM3vR88gltniTYvZuuM04mP/3UPThcKdqc2PU4776bNiuu3ZoOOYQKLPNYWlNNxt695S7X0Mokt6AMSSZDnBdDsoBedx2Rdjs2MZeTdcCZOpUK6nPRZ4Bs4h13uI/19NNU7JnPi6/N5z1nMsl9vkPHAAAgAElEQVT3PETMZAj1L67i+5LJePcon3OrrzeNIQA5mWzRgmzFdddFj591ljw+esAA4JFHgLvuou+7dwPjxpGqK92AvvMOddNj/PjHVJmlQwfZeEoZdZLt2OrVNG9Cvvs+aNJkcuPGwqVtOKv7L3/Zu2FlZZJ304xmzUw7Kq5buTfYfbl5Afv002TsUFrsiUy6tv9q3dos7IXiJl98kVpBpoGtmG7ZYr7fdx/FmqaJJdu5Mxmv+ckn1JLRJS70hz+kTkF2zOQjj1BnI1d06kQxtxxvu3OniZ2VoHXrwl1qOK7XBeXlyb9r356ylSUoKSHjaM/Nu++m90FCRriHuQ1Jhx6lgNNPTx6fMMF9LEaomMk5c4iAs+tx61ajWLiCVR6Ogd22jc5T0qKukAtOa7cEoYMOItL+xBPm2J//nCzenAYjR1JLwaeeMsc++ECWiLhzJ4U1/eY30eOPPOI+FoPJJG8GQiiTvBGXEDZ+39jF7RvLOX06zSV7Y1BRIetytX49FcRfvjxqF7ZvlyWglZURmbz//ujxQw81mzRX5HKFN9UnnigbD6BGBbZS+umntIHhGs2uqK834gnHqb/9NrVMjtfM/qzQJMlk27bGbVLI1X3KKbRYLl9OxKm2Fpg9u/BYTCa3bjWZdAxWOCVxk2vXmkVHGjfJZHL2bEMm33+fDKlEkWJX9+OP086QF9k//cltsWbyuGMHGc/ly+n7z35GBjGNGlVRATzwQPTYuHHAj34ULTK9N3TrRi8k3+OZM6m1XKH+6HvD2LH0wjPh0LphQ5UWHMPLaNcOGDJENtYpp0S/jx8v33krRddrz82HHiKCmrbrk43+/c18ZcT73KcFbwZt+PQhD6VMvvMOkS5e9FeupO+SsljXXw+cf76Zax99RBuDf/3LfaxLLqEWovw+z59P75LLWHaLQUaXLrLNysCByXJsrVtTNyJXHHEEEbW4Db3oIrdxdu0ycalMJnleSF3Tu3ebsXxqTL74IoXDsB1l0iGN+XvqKSI9tkeNay67ok0bUujYi8V4/nm5OnnUUcljZ50lG4sxaVL0e1mZn83o1i25jg0ZIo9hLSkxc4R/nn8+xbxLyv01BpokmQT2HDfZvr2ZsH/4Ay1ODTWSb9fO7NgaSsJ54430Li0mk+wCBsjVPX++u8uIF+d584ggAbT4nHuurOMFk8n16+m+/OIX9H3TJlqI0kr47dub3VVpabQuY5s26Y3MGWdEv2/YAIwZ45aRffzx0e9akzuBr9UFVVW0CNs4+mi/7iJxIzdhgjzj/IQTouSxkFF2QSE1MX79aaEU7eZtSMnkoEGmDipA6rC0dWRtbeGYSUmdt1NOoQ0nZ2Ju2ULKLtsJF5x0EoVPsIehpobc+xIF9phjyIXM1zl1KqkeLspwv37JhfK442ShBRUVyQ3TkUfKxurePanQNW8ebTGbBrkcEeapU6Oxf7mce4H9lSuJsH38sbnn7I2RuEH79aMuS1/+Mn3nObpwoeyeHXEEqZN2mMHmzfJN8ciRyRCkESPkYSeF7JaP5wGgd9DewIwZI1NibcRVyLFj/cbjv7fd+YccEqb7Twg0eTIZl4iffZbiG9gA3XEHsf+G4gGVajhucvBgIke7dgGvvUbH9rZTZAL58suGhNxzD43l6mJjdU3rZOylaywaEO2Ec9NNyd+nXbDtexYnDC7n9cUvJo+5EqSuXZO75smT5YYuTk5PPVU2DqNz56iRi4/vgjZtogaN42Cl6NMnWWDZh6Da6kKnTjKFE0i6ujkcQ4L77ovGGS9cSM/0Zz9zH6tt26Ta0bmzsUUu+K//SpK3ESNkG5dCJOGYY9zchqWlyftcKNwgLeILsZTIKJU8LxfPBaOkhDa58c2dUu7JQR070kaY709ZmXF3x9tRpkHnzqSEsWrOa5X0nhV6Xzp2jJbuckEh1Vq6UQSAYcOSBMonax2guW5vYCZO9BsPSJJHXzJZ6Ln42vCQaLJksqHyQCNHEnmLx8ztKbmkoYzuXM7s7l94gbLQbr99z+dlFy5nNXT6dCKSTDTTonVr44KJ77Ik/aJ54tbUkDGIq3cuu2omk4ceGq2j6UImC5ENyQsbNxyTJ7uPwYiTPZ+xGPb9Oe44v7FsV3eIOphxIu5DJnv1MvNUsuDbsFXr+Dm64JRTouVWXnmFYmylLrA4wTr2WNlzqKxMxsBKYmkBshHxhUoSLzZyZPQ7h9ZIECeTPq68+LVJOooBhcNLunVzf37l5XQOXC1k1y4TX5e2/W4chcIJJGEBABHH+PvnE/sdnxeATMxgVFRExywvD2PLxowxn33iJRl2+INSJodCikLrXUYmiwCsBsybF3VjtWpFWYlxuJLJJUvon50ZPnLk3pNDGiKMJSWyF5Bd3XGSJRmrUyezO501ixRcGy6uRCaTH38cLXXjcl6lpVG3bXW17OWyF+HKSr8dZO/e5j40b+5f0gQwymSvXv7lOWwyGaI2ob1Q9+wpXwwZrKZLsx4Zw4ebcACpwgnQfIx3camokC8MkydH56zExW2PZUNKJgHg5JOj3yWLaVyB8pmrcQLi8x7FyaR0rEKhL1LCPHBg4ePSe1aITIa8Z9I4bYDW2vg75Ftn0t60hnLzMvkuKZHFzMdhX2P//rLuczYK2daMTBYBDj2Udgs7dyYJ3tFHA1dcET3mSibLy0kR+eY36fuKFRQrtbduNj16FO4FfuCBDfcI3xOYTHbsGJ3M0p0hT96ZM0l1tVU9CZlctAi49lqTgeh6XrYrbvRoWcmPkSPN3/Xt61c2xO6wJI3Ti4PJhzQT0EbPnmYehahNaBs4abykDc7Y9S1CXFJiXL6+1xl3HY8eLV/A2rWLEiUfJffEE6PxsxJ3OcPeZPTsGY05TQt7flZXy7NrAdoA2CEUPhnTQ4dGlSspYStEJiX3CShMJqur5fOqENnzuWehCDhAczQ+ni+ZtG1NKDLJG9iysjBKp13JwNfFDRQmkw1tSj4LNFky2ayZcfUWSq2/5RYinIw9FUQtFDPZvTtw443JOMe9LZK5nBnPjlFh97crmEwuWQJcfrk5LnFzA8lOOLfdZsiOxM29aBG9JBdeSN9d3Zv2/ZQuzKWlJlYpxMvJ99xXRWRwlm0hd5EEfF4hyKQdPhGCTPK8CNFqkBVJ37HiioJPlicQdXX7kOZ4hrPP8+zXz7zHUvdo27bGZvl2v1HK2N927WQtZRnV1eRW5rg66XvZp0+SIEsJW6HQC597FieTFRV+Slic/PnasrjtkpSMsjF8uBEgQnS/AYyIEKpzmU2YC8WNuqJ16+j8O+AAf7UzJJocmbzoInoI//znntsqVlUBv/2tmWCFlMnvf5/Ixxtv0Pd166IL19e/njQaDRnFBx+kwOJrrjHE0a6r5hIvOWMG7cYnTozWmvzGN8zu18U4TJpEi/y//50kk4cdBnzlK/Ri232aG8L111P8DZedWL+esiOvu869SPVvfhO93z67PzZIkl7jcTCJef/9aK02KTgTMoRb+p57TDaq73jTp1NJEoaPylZbSy7f//1f+h4vs+WKyy4zmztJPTsb8WLQxxwjH+uvf43WPJTWkAXI02F7Q3xIs1ImOVBSFJ/Bf7tlC9kvSb1WBr9HVVXkEbnmGvlYRxxh3vEf/EC2IcjlzGaT3ba//jUp1R984DaWvS4wId2yhdYAyT3r2DGqkrZoQQTzW99yHwug+11aagjb9df7Jf/FydSZZ7rfMxuVlcYr9tFHwB//KB+L8be/0U/XTmyF8MEH0QRR3/I9J5xAY7BgM3Bgcbm4gSZIJpcto3pc77yz5/JAAL2MN9xAnwtNsFWriGDV1BiSaBv30lIqn2NL5g3tompqiGAtWGCIY1WVMaguyuTGjXR9s2cbMvnRR3Qe//M/RKZdZPwPPqDrWrjQkMkPPzQdEm68Mf2YK1eSEvzxx8Y9sXgxkcjzznNTJteuNc+lc2d5AW7APD+u+xYCmzbJ+0Hb4DFCdDpYs8YoWL7KZH09EWaAnqVPvGR5ObXqZOLmSyaXLjUk3FeZtEu/tGrlFz+2dm20Zq1dZsYV27dHi5T79v9lMumTHMGLZl0dbTZ87j3bwYoKitHmOooSHH202TwtXy4v9MzPnhWiFStITHAt19WmjSHebLfq6mgNsDvFuJ4bE8qqKnqfpPesqoqeJZehWbLErzj2iBHROrLvvitvf8jgzPodO/w2ZQx+F0PY7Lo6WoMZPso6QLVo5841ITfDhmVk8jMHv7gzZjRcHsjGt79NO+xCZJJdOmvWGAMcj7884gjga18z3xuaVHx8585orcmrrqLPLsokLwrcgolJ2wcfUAyn6y7Jjgnt3t3EAr77Lv3s0oWKhacBk+OVK824rCDdcotb/IvtYj3/fFlMKYOJsLQXqw2bfEhrQtrgcwrhfrHvry+ZtGPaQhhgO/Ri7Vq/Me0QEV9l0u6AM3683zPlxZkVHx8yGW8f50Pc4rVepeB7w+cWLx3lAt4M8HvtE4N84onRzZh0rMGDaUMRf3ckCWMDB5INY2WSbVAaD08hDB1qCAa/5/HEFxcceWTUHvrEObZpQ0KGDR97DUTFC9+x7PFCrAHxUkW+G1oOw+K50aJFsgnFZ40mRyZ5Z2mTyYULG67hWFpKxYHZ+NvgoORVqxquNQkQSWKj2pAyWYhMLlhAbvm2bd2USZtM2plp779PRu/GG9OPBUTJJPdRBgyZBNLXU2T1auXK5D1zjRmyja5PGRLALH4hDIm94/ZJ5okjRFC4TSZ93dw2Uait9VcabEUs3s7NFXbCgK8h5zlRqE6kK3iesR0oFjJpq2E+xZq5jBKTU59YOy7uzpsoHzIZn0uSeo4ArR9nnx0lk2Vlsns2cCBwwQVmDvCmRUomjz7avJNMrqRjAcZNyxsE3yLe8QQxX7XOXrN9x4rDdx0ITSZ57rP9XrXKr+RZY6DJkUlWJhcvJmJVVhZ11xVCnz6UcRwHqx+rVjVcaxKgwNk776TPDU16fvl37jTEccMG+n711W5Zg3Ely46b5OtxQZz02RndjLREh5XJDz/cMwFPA9u4+bqAeWG2VSgpbFIVUpkMQSbtzYyvMtm8eTQgPN7lwhWsTPJ1+ri6G0OZ7NHDL14SMPOM7YCPe47H4vvl4+a2Sa1PAWgmk7xR8VEmmUyyQi0lgICZSzz/pWMdemiyxWn79rJ3c+BA4L//29wzfp5SAjhypJlPvIn1USb5GfIYvhnYcULlqybaZDKkMgn4e1riiVq+NojnK4tadnhLsaDJkckDDzRunDlzDNFqKG6SUYjM8YK1erVZCBuqI3n22bQQpVEmO3c2L/CCBcCVV7qREl78+OWIk0lXxIlyPAnHBaxMrlpl7lkxkcnQymQIMhlyrJBubiBKFnxj9liZZINpFwt3hU0mQymTBx/s3jggDp5nvPiFUCZ50xhKmfSZZ/ENQAgyye+TjzLJ58XzX0omS0uNrWbSJ62JOnEibez53FjN9VEAOebb12UOmPPizYWvMtmYZDK0MhlX/V0RD9cKpUwyuI1qMaHJkUmlCru6JcHFvGDV1hqD0hCZVAr4+c8b3t3ZZFKpqKvb9UWJK1mhyOSHH9L5MZlctMj9JWFl0r5nUjJpG0rXVpNxcExsMSqTjNAxkyGyw203pi+Z5M0FP4NQyqQ0oYHB59O8ub86HFcmQ5JJn/tv3yOfa7Q3AOXlfmoWk0mepyHIZIj4SyZsbH+kY/G58LmxDfMhgHz/eQ3wUSb5vHiuZspkepSURNXJUMokv/OrV4eJUw+JJkcmAePqTpPRvSe0b29UFJ44K1c2TGx69264SwW/sExEbDLpijiZ5HptixbJyh4ceKApHbJsGS36vEudNcttrHbtjDrLP2tqZC5Se6fsq7J9HtzcvnjpJZOBD9A9e+st4NZb5WOGVCaZTPKziCs2LghJJvn+h3iW/P6FiJnkxSS0Miklk1u2RN/Djh3lY23eTOMB5rpCuLn5XvmMxWSSn6FPt6YdO8x7w/NMSia1Nufm6zIHzD3jNa7YlEnbGxVCmbTnqq8yCUTJZChlkrnF7t1+npvGQJMmkzNm7LnW5N6gVDTQv6SEXuilSxv+m4YSMmxlEghDJtlw9upF51pXRyUeXFFRYdzTixbRuIXiJtNAqag6yQZlb20mC8E2br4vKy/yIXZ7NmEvJjd3RUW0cP2zz1KcldSob9wYVSY3b6bwhXnzZOPNnRtVX5cvp2Sxu+5yG2fDBlJkeBHcuJHeiccek22m+H0KkUwVT8DhGDfJ4sV/w/MiFJmUojFc3IAhDT5qIpec4s2iD5nkRZznVwjF1IaUAG7caMgGz/MQyiTPr9DKZKGkVheEViZthCCTduxxqGxutm1A8bm6mySZZDf30qVGwVixQqas8N/X1BjCJSFGcTLJSTgLF7qPFY+ZrKoy9Rvffx94+23g5ZfdxmwobtLO6E4Lvk+rV5s4OYmr2za6vskfjaFMKiVXZnbuNMXwGSUlNGeltTBHjowu8Ow+PPpo2XjnnRetpfbTn9ImSHoPt2+P/u099wDf+557m8D6ejoPfqd27ADGjAFuukm2gIUkk1z3zyaTU6dS1QZXxMnkZ+XmnjULeOopQ7I4lKJNG/e58N57tOFlMmkTtRDKJN+zEMok3ycfZZLPy1axpASQz6ukxBDwEMokz/+QymQu5785Dh0zGdLNDYR1c/N7sG6dWT8zMlkE2H9/Y0zWrjU7CIk6mTaje29oSJlcuNDdINtu7htvpMLprCDddBN1I3B9kTnzOmQSjm9Gd2VlmHgxIEzMJLvleCw2ThLDVFEBTJkS7Trx4INUDkJq1EtKgAkTosfatqWORBJ84QvRzcTzz9MzkZZpmjy5MNlzLRLeti3Vd+XnAQCvv+7WJlBr4Gc/ozF4TpSWUues+fPdzscG2xruAPXuu1R8WaLisa1gksuLtcv51dZS/dk4mVy3Ltn5pyF07UrPLk6I581zj/PVmjYPP/4xfWdiWlIiyzLnjV08LjFEzCS/1yHIJCeFNm8uJ1l8Xh07mrkfQpnk+R9SmQxB/kIpk5s2UT6DrUZu2kStgn1cyY2hTNpkstgyupskmVTKuLpnzqSWgIA/mfQhRg0pk9u309gusMnkkCFUNP2tt+jYjBlkBJn4pkW8wDi7uefPNwpX2tg+u3C5zz1Tytw3Np4uxG3HDuC+++ie28rkv/4VdbOlxY03UgtNXoSVoiLx997rPhZA2Z7PPWe+v/su9b/2Kd1y0knR7+PGyRN7Tj01Sf7GjJGPV15u4nsZ3bvLehafd17ymAuZVAr4xz8ojpPnxiOPAMcdF43HdAUrknF3u6Tv+j//ST95sV+yhEjdbbelH6O8HDjtNODpp82x224j+5NWxe3YkRY4bo/HqpikQ8ehh5Id+fvf6TurLy1byubV2WfTO8TEiG2VT6xqvJZmCDc396r2URKZTHbqZDw1IZJ5mJCHVCZ9yN8Pf0htSe0EQlbHJWjZEnjgARJdGMOGRUUYV8yYEZ2vGzYQ1/jOd2TjMZncts3Yw0yZLBLYGd0+cZONpUy2aWN2vBw3mbYotB0zOXFisrhpZaXpupAW8Wvr04dUg/p6ail5113Am2+mG2tPymRaNeTRR6mYPBulTZvo5b/uunR/D9B9+NWvom2+AFKKJGrDuHHkmuX7sHs33ZfjjnMfC6CuHXH4dj2IL/BSFzdARnj06Ogxn/7oQLIouLRF5vHHJ8twuZBJgN6dtWvN+7RuHZX38llUG4rFkpBJ9g7wIj1vHi2oY8a4jXPCCdFY6t//nmogunTCKfScXO83QCproQ5dvAF1RZs2NBfYvvCzjL/ze4PWRAQ2bzakjTewDZV72xOYzDKZZNInmVu8gWby16mTmWdSZXL3bpOsxwqgVJlk0heKTHbqRJviJ54wxy680K9A/qmnRhN6Nmyg90IaplRZSeFkjLfeondEmkxZKNzjc0cmlVKVSqm3lVL/VkrNVUr9IH/8QaXUUqXUrPy/gfnjSil1t1JqkVJqtlJqcGNfhAShMrrtWpMhyGR9vTEKrE7Om0exY2mb2dsxk0oB118f/f1BB7nv8pn0LV1KLSZ/8xtTe/Pss0mBS0vAeGFYutSMu3AhuXHPPDPdGP36UQtFNlBvvUUKrKuLdcIEylC3cfLJsti6o45Kum/69nUvEs8YNSppwE8+WTYWI15Md/x4v/FOPz363ZdMxkmJlEyWl0fd4z16uBX+BwpXXuB+wFLEE3AAimd23dwBDc9RVzIZV6sB901LoeckJYCFFE1pMk9D88e1/7hSwCuvkHLK3XQ4NEBCAH/+cwpj4ZAEdudLEj9+8hNS1grFmboqkxs2EPlbt86sI5yhL91EnXsubfTtUIraWuDVV2Xj8YbT9kJ17UqhLVJMnpw81lDllTTo18+ozQARcq1lGyyAvFHxrkYrVxKh/O535ecZEmkoxU4A47XWAwAMBHC8UmpE/nfXaK0H5v9xkZgTAPTK/5sC4L7QJx0CbGSWLzdK2Zw57jsHu6Uik8mlS93j5Oyd2i230IvBO8OrryYXqt27eE+IlwY67bRosWVXF7f9N7W1dL+mTDFuLU4qSLsg2jEfU6bQ59WraXeZ1qV52GFJlyjg3qEkHkMIFDYsadC8eXIhP+002VgAkQVb1ezTx2/3DUTrTHboUPgeusC+V82bk6Llg/gcl5JJILoYSIx4jx4mBIbhqwwzWbCVsVGj/May0amT2aClxahRyc2l66alUFyrlAAOLiA/SBNmhg1LHquuliVTDR4cDTmSqpwA3a/776fQCYCIKp+bKw44ALj4YorxtccC3JXJujoiQg8/TN9zOT8FFiC79bWvRescb9woC4MAyEbENwOTJvnVR+3XL7pxr6jw89oAyRbISsnfdaXM+b34Iv2cM4fsU7EolHslk5rAoexl+X97olyTADyc/7u3ALRWSgn23Y2L7t2Nksbu408+ITfrrl3pY2pYmfzkE7MT37XL/QHbitbFF1N8HGdy8/ml7c8dJ5O5XNT967rYAGTk+H717p00BNXV6Q2XrVjE71Naw6xUUsXs1ctdfRo5MhmD6KOuxV3a8dZrrrBd3cOH+40FRBeEESP8i3Db5H/gQP+M5/gi4Zp8Y8MmkFJFYOJE87lnT5mCaIMJoJ30JHFx22PZ93zMGPdnWlYWtT99+7pvOO3nxMRUSiZt28K2QhqX2L9/0qUq3ZA1NBclRDe+SWIVkDfaLuDz4jhcJrzx55oG7dvT+nHNNfR9926znkgTjQop5dXVfvGc8XCYuIfEFUpF19ejjkp6cVwR95IdfrhfEhPb2tdfp59bt1LYhTSBMjRSOTuVUjml1CwANQBe0FpPy//q5rwr+06lFE/bbgBsirAyf6yoYCfhLF5sjNUzzxCZWLEi3Th2MP7mzcaAsqs7rdJpv/Tt25NrwEarVulf5nidSYDGY6IlUSbtv1u6FLj55ujvXBbZtm2NQhbPXHRxCZ9xRvS7pG9yRQXFOtrwKVlhZ1/ncsl4VVfY6tqIEQ3/d2lhK5MhyGkuZ2LrfFVOgOY4k/suXfySG+xNi/RabTJZSOVyBS/4XboYBc6XTNr3SLoRslVOifravr0pP8bESEom+/c37yCP6dNlJv4OSlXOQmSydWtZSEyHDlRVJA4J2TjwwKhLlSGNl2zIGyAlQqNGJTc4Pu81kCST0nfIhr0u2nZcivh6Ld3QMhq6Z75rTCikIpNa691a64EAugMYrpTqB+DbAA4BMAxAWwDXuvyPlVJTlFIzlFIz1tptOf6D4Jfm9tuNAfzqVyn+rtCLXghVVWYxjSfhPPYY/UsDm0zW1tLO0H4BufB4GsTrTAJk8Hi3KSWTdnmg44+P7jhdyKRduDy+a3Uhk337RpME4gYmLeJqok+NscMOM4tVVZW/8tehg1ETJapFHCUlRqmRupni4A2VqypcCEoZV3fad7Ah2A0FCi22aTB6tNmUhSCTtpp44YWkfkiVBR7LVodd4yUBiueys8ulrvyhQ6Pvo1TJqqoiD0XXrv69tPm8AKPgSsfipEMbPmWBbNLm00tbqcKhAVLlr9A8z+XkSl3r1smkqrZtZWMx4rHeIUoN2e+RT7wkI36/JO+mDZ638U3C50qZZGitNwB4GcDxWus1eVf2TgC/AcB7/1UA7GWve/5YfKxfaq2Haq2HdvB5IwXYsoWypnmnuXFj1K1dXZ1+8amvN0Tq6qtNRtgNN5AbNu2l2a6YnTtJ5bHj0dK6uIGkm5tx0UWkFkjI5O7dZpFftIjGvuUW83t74U5zfkxA4mqbHduZBrYaJo1xicdN+pBJW/H2KeFjg42SLzFlhGgDZ4MVKN/SIQDNfVajfFzcAJEHfo+lhd7LyozxDkGWmbSVlgLnnENqhbQTCIe/tGpFm5iWLQtnQu8NdmJEu3ZyFXfIELMIt27tl7E7eDBwySWmQ5CPksXvI4fQSMcqLTUxwXxtIUguYDZOUgJok0meAyGVyepqP/sTJ1K+5K99e/M8czl5OTIbLMJUV8uTJm2w/edNTLzyhSt43tru8y5dwtlxX6TJ5u6glGqd/1wF4FgA73McpFJKAZgMgHOhpwI4L5/VPQLARq210JSHx4gRNFlefbVhOX///dO9OBddRC8FG/Vp00yvai75kDYG8M47zWcuD3StpfW6kEnOSo+3tauqAr71LTfFR2vasdnxN+zCP/JI4wZMq0yedhoZYi4XsXu3GWO//dwI2O230z0HSBGR7nZ7944uML6ttLg6wMcfhyksywHwXFfQB1//uinwbpfCkOCZZ4jochccn9p9O3cSKa2sTPahlWDyZBqL55NrrVYbvLl46CH5GAwuUfPIIzRf7Q2ZKzh79403gC99iRYrSYiGTSY3bYp2NXLBsGHGlbd7N93/O+6QjTV8OHmJOHP6ggvkiikrbbwZ/u1v3coe2WDSxmrQO+8QaYNNuY0AABh6SURBVOMi9C6w1x/2Otx5p3v7UPu8AIr3AyhTXJIAaI/FRGjDBjfBII64i/fNN2UNL2zwpmf3buDuu/3GAkwpn1zOf+P++utU9QQgu3bAAfLqBgBtzu6/nz53726eS7G4uIF0ymQXAC8rpWYDmA6KmXwGwCNKqTkA5gBoD+Cm/H//NwBLACwCcD+A/w5+1h7gxWXOHHo5CgVjpyVblZVEPPjBxhW/6ur0JMuevEwmjzjCqG0uit2eyNDXv+6mGPB5aW2Up8WLjfp5U/6ppzU0uRydHxPTlSuN+911N1hWZhZ66eIAmOLuDN9WWrY6FKI9o08nnThsAulD1gDTto3nQtoaoYVQUWGuj9UZSR95e7z6ejPPfMgkE7QQ/XrtVpuAn/pq1+378pcNiXCFTSZ37ZLHxo0bZ+5VLkd2TKpOfuUrZFPs3uXSGn2HHkrEg+201vJnyc+LRYK6OkqEkGQ681g9e0ZLA0k2BDxWly4mHElr2T1r3dqsN3a5HR/7w2SS14n6en/CZofpSOeGjVDF2QGyrWz727Txj5fcudPc/61bTb5Asbi4gXTZ3LO11oO01odrrftprW/MHx+vte6fP3YuZ3znXd+Xaa175n8v2LM1HnihnzMn6pK03aVp3VnsquVJw+45Rp8+6V8YOxaHySRgsrBdlEk2lIX+3xLjzkoRn+PmzUYxGDSI3PlpSTO7hdhgfvghLYLDhrmX2LAJpG/mnR2D40va7HMJQQBDkkmbQPoqk3FXFavxUvDOncddulQ+FmeF873zIZM8Rggyye+2tMyKDVaYy8vp3l1yiWwcm0wC8mznXM7MAb5nUmLarBnNT65xCMjDRkpLqQsV2ywgGfuYFoMHk61i+8UkRuJSbtOGiN+UKaZjDSCzZQcfTJuwiy+OvtdSdzKvi3Zii/SeATQ/DzggSgB9e3Pba3YIN7fdMMQXtp3N5agmsg/s61u3jkQh4POnTO5TiHe74ZfGzjxMq0zy4scTp7Y2GgPoQo4aIpPHHksvoAuZZNIRKsaOCeCuXcZo2u0Pb7wxPQHnsdgIr1xJ5/mtb7krk/ZL73utdia4L2mzd8khlElGCDITkkzyxiSEMgmYzRmPt2JFsu1gWrBLk98lSXvMOELcf76ekGSSCYM0ycgmk+XlfuVLeA7wvJeeE2BUSYbPhnHo0Oh40vvfty9wxRWmBjBDGus4ahS58H3JZEkJXePFF0fHkl7n0KHJura+G/Zx40wIEOBPJm2bH4JM8rsZIpnHXsO3bpUnhzLs6/vkE+IZQ4ZkZPIzBZPJuXOJNLB7YOFCaqkEuJNJfnlXrTIuW8CNTNovvT0RlaLYQJfdUmORyU8/jWZ0M3r3Th9cbBNTgO5ZfT3d+2OPdTsv+57YCoYEturhSxpsMlnMyqSvm9vu2gT4k0l+nzietr5eXpCXlUkmXD7KJD/PEPef572PysNgu+NLTG0y2bGjn93gOcDvkA+ZZCWRF1LfhDabTErvf1kZdfyKk0lpsst3v0v33JdMAtQlrXt3E2MNyOfGsGGkmPL7A/jP2euvjxI1XwJotxf2JaaAWXd9EscYtm31XZuApDKpFHEN14TVxkSTI5OcCbV9O8VkMZlcvRq49FL6nJZMspKyYYMZ45RTDOEKoUwC7i3vGotMrlvXcMvItP8vu2E9QItrTQ0ZAx9l0o4fk8A24L6Kna1GhlQmfcnM7NlJZXLFCkrgkICNLhOkUGSypsaU6ZDGTTYGmQypTIYgk76dSRg2mfTtsMRzgG1YCGWSCYiPMqZ1GDIJkK2zXeaS4uAMXitCkEmOmQ2hTA4aRK5Zm0z6KpO9ekXXNl8CaI9VzMokr3U+sK9v82Yi0l/8orwSRGOgyZHJFi2MC4yTcDgoeOdOygJ1JZO82OzYQS/fVVfR91Bk0hV7ipmUoBCZtN3ckrE2bjTXLFWfbDJpGz0JbKPr+/LbpC+kMulLZn71K6qhyrj/ftrZShVKJpN8Xhs3mpqFEkLO79PKlYYMSuMme/SIzv9Vq+RB+vx3Upe7jcYgk75jxZVJH3DMZEhlkueZjzK5ZUv0+fneM1uZlKqSDK3DkjZbmZQSo+bNyVbbm/QQczYkmQytTPJ4IchkXJn0TRCKk2VWJ4sJTY5MAsm4SVYnZ8yg+L+0/aFbtDDGkifzqlW0o+vc2a1tYQgyyQY8rkz6qmM2mSzk5nYBJ/OsWxft0S2BTSZ37fIj4TaZ9FUmbdJXTMrkmWdGXS6zZvn1i+XF2b7GJ58kF5mE+LIyuXKl2fBJlcny8miR95075aWL+PpCKJM8RogapPwsQ5LJUMokIwSZ5CxsH5JlK4mA3z3bsSNK2HzaAgI0N+255UsmQyiTjJAkFwirJhazMmmTyd27o8RXAr4+5hnxeOJiQJMmk3Pm0E9OwnnnHfqdy8RkNYWN5qpVZKjuuMNtUtrGTTrxnnySarPxrllr4Je/lGd5MtK4uV3H2rTJKMJSZbKqKmosbSPqipBkMrQyGWqsESOSvbOPPFK+4BSq63n22TR/JQssk8k1a0xlBCaTkp09q5v8Pru4unfvBh5+OFqSZtcuIuASgvu73xEBYdLQrBmNw3VpJWAF3XeRt0m2D5msq4suckr5qXY8Fi+gPgScx2KV04dMxomprzIZt1shlUlfMhlamYxnOfvAXidDkMmQymRc2PD1dvH1cdmi+BwsBjRJMskZZXEyOWOG+6LFCyAbFF6wzj7bbZwQyuT48cCDDwJTp9L3rVuJSEq6YtgoRCZramTkze4YwS41n8LeoVzdduxJSDIpVSa1Bi6/nNRzVpi3bQNuu80UandFSUlyQZb0M2c0FKgubTvIG7Pduw1RXboUeP99UwrDBUwm7cLl9fXpShjlcsBvfkPlR/h9XLKESqVIOk689hq9Ozy3nnuOQgx8gv15gfJVOUO5ueMLXKtWfot8fDwfksVkku2sD8nizTrbDF9lMjSZ/LwokyFjJkO4uUNWWoiHDvkm4cTJZKZMFgmYXC1cSMad3dwffeReQoTJJC8KTCZd4hmmTo26ObZtowr6f/2r27m0bVvYZXnyyW7jxGGTye7dzbVK1El7gWEiKFUm7TEAP2XSfl7FoEwqRfPg8MONIXr6aeAHP/ArVBsnLz4lKxrawUvb8bVqZRb7p56in7NnUzKAZKPAihsv+q+8QhuutN1KTjiBYoN5Q7B9O5FvCXk4/njagPFYK1ZQyIhdKy8teE7xPOWNrOtG+Ic/JGJtk8mqKnflde5cykpevpy+225pnzhTJpN8XSGUSSYKIZRJPh9fZTI+t/dlZTKkmhhyrLo6814VszLJZbsyZbJI0KsXLar19aR6dOpkSKFrKzFWUxiSenazZ0cr5N9+O32X1Hs78cTo9/79jUIjhV0aCDDjSchkSYlRndgIF4MyCRhCKSWT8ZhVgOaYNPj6pJOSNSuPPdbPqNvn1rp1tIiwK0Irk0qZeqWvvko/d+6kXb6EdPGizPP21luJUKa9Zm7zaWPyZPfzAIiExkMMTj1VFkR/yy1UBoaJWi4H/PSn0ZasafDBB6SO2uTx8svdF+bevYEf/9j0uOdr2rRJlm36y1/SM2MCyARc4rHhvw1JJlmZ5DGKWZn0JUafF2XSl0yGVHMBo0zyNYZSJnmuZcpkkaCszCxOhVzdLmASyrskSQmS00+P7iZramjS2K2s0uKkk6LfJ01yHyMOu9D4hg3JuElXVy6Pxy9tSGVSa7cyQfX1wIIF9NkmkzU1RmlJi0ceAf77v6PX88QTwDe/6TYO45hjkouBtD8xw3a/jB/vZ9ALLVRlZX6FdBvqX8slvVzw5S8nj3XokL5b02GHJc9Hev9btkzWYuW6tq4YMYISBRmPPkqFtO1ez2kwejSRBXtODByY7OS1N5SVRdVjJrl2ApQL5swhgsq9m3mhl5Se+vnPiWh/9JE5V0DWrelvfwP+/W+jCrH9im8S0mLJErpncTLpm6VbzMpkCDLJG+xQxPTee4F//tN8r6wEXnoJeOwx2Xj19YYH8HzbupX6kc+bJxuzoZhJHyEmNJokmQSScZN2Rvfu3cDvf59uHF5seOchIZOHHJJUXo4+Wrar79s3SrB8yQcQTbSIlwd67jng5pvdxuOMbjbCHMumtZtb7Morozu+118nt63LhqCkBLjoIqrZxUbq0Ucpm9jVQB1zDHDffRTXyLj1VrlbukUL05udEVeeXaB1lDj4xEsCdH/YyDGROfxwPzWElf54co+ETA4cWPhY2sVaKXJ1M8rK/GIK7aL8nTq5kz/GmDFJktChQ/rGAYxCITHnnis7p0JqtEs1CxsjRpCd4QWTN+qSqgOHHkpE+9Zb6Ttv9CTu95ISWifuuYe+M3leuNB9LIDCC3r1Ah56yBwrK5M/A4DWLtul6kMm4yW+fJTJmTPJ/sQbcqxZ4z7Wz35GCa62ajpzJnD33bJzq6wEvvAF8/3ee8k2SmKjAZonr71Gn1lo+frX6f2UJrjxM+U1c/584KyzaLNULGiyZJLjJqdNowfPasr06bRgP/hgunF48eO4I2lx5C9+MfrdtRsMQylT37KiwpBkH5SWGpf7ySfT7hwg0nX88e4xQzyWXQz6zTeJCLq4Azp2BF5+2Xy/5RZyj9otLdPglFOAxx835/PWW0QmG1LJGkL37slkJ6X8YlZtpbldO/9sWzZu++3nTyYB4+pmlU3q4mbwPbfbh5aXy0I1OndOuuJd3fq2q9vXLTdmjPl80kly11xlZXKDMmmS+/n165d00Up7CBd67oWy/dOgofdX4k4eNozeQQ7vYDJTaKORZqzduw15ZFfj4MHuY/E5bN8eVcB27ZLZ/vXrKc7YViUBGt81/OeTT8gexv+uri45flr84hcUumV7e0aPdvcEAnS/r74auOsuc+xHP0qGnKVFPJxlyxYSZOzQM1ewKs8boVmz6J21E1BdwJuCp5+mn88+C/zxj+5rXWOiyZPJxYuJyJ1+On3/5BNS29Iu2rz4sbGqqaEJpLVbXbozzoh+l5JJwCzEXbuGKZkAmJdg7VoTz8buGZfi7IBRd+691xwbO5aUTpe6dOeckzw2dKh7oH6hOLhC8XJpYCtZAM0z6Q4XiCqRad2zDcFWJS+9NEwrLlYhx4whAyxNvmHYCW183/r0kbkSS0pMvUqGK4mwYx19Cw/b/etPO81vrLgnQ+Iyz+Wii1FlpbwvdyEyKa0xedBBxnthQ6KMtWwZ7QfNkFxnu3aF1VZpTHouV5iwxNeCNGjdGvja15LrxhVXuN+3du2Ayy5Lbjbvukvu6p4wgTptLVtmjq1cKVvnjjgiubEoL0/a3rTo0iX5XCdO9OsuU8iDEfcyuaAhhVkSCtdYaPJkcvVq2uXEazumLVxeXp50682YQQTFJUj2sMOMstCpk99Cz4uWNGapEJhMFsr+dSWTduFyRn29e6xdjx7G5c4YO9ZtDIDId9yNKjVM8b+TFgRnHHCA2dj4diexyeTFF4fpoMDKn1LAeef5K5OsLqxeTQsaIHNxM+ILvasyWV1t1H3eJEphqzo+WfRAlJhWV8tVZts17rNZ6d3bxHPx+y0lk0oVXiSl2dyF1BspKSp0Xj7Z3NwC0R5LougqRWNNnx49Pnas+0ZMKSK57IFiDB8uV+fHj08KGyeeKHPDl5UlWwwPHernho9vMn3DwwrZCde2yDYKiUIHHujfZCAkmiyZ7N7d7E4HDUruTNKSyUIGjl9q1wfNL8PgwX4LPf8tFwUPASaTAwZEjWdlZXRhcxkrvvOTJG7EyaOETAJRZaeyUk4CR4+O7ppHjpSNY+Oww8x5+cAmkyE6sACGTO7cSeRPknVtg5XJVatIPa2s9BuTyWRlJb1ftvs8LVhRcPU2xMFksrzcv6euvVhNnCiPU7XneVzFdQHHEwKGlPp0vylEAKVkwR6LSWQIMhnPsJUgbq98vBjjxiWPSUNsCtlRnw1QIa+FNAENSCqadgiJBH36mM9lZRS+5YN4ncmSEvnaxH8PRO1GMbm4gSZMJpUy7o/584Gbbor+Pi2ZVCqpftTVyWJyOHGmkFvGBbzghaiXxWACuG0bMGWKOd67t/tulceKK22SRBXbqCjlnoTAsF3dvXvLF/uysug5+SwODL4vvr2hbQMXam7wOLW1RNR84wqZTO7YQWOdd14YZbJLF7qPkvOzn6dPy04OC2EFzwd2nTmfRdkmR77K97BhRCCZqIUgk/YYUgJob+jY9oQgk2yvfZTJIUOiJNlHHY6rnIBfklccvhtFLh3FkIYSFRrL191rxzIefbT/O8p2glXhwYPlISSAIZP2XM7IZBHBbqt4xhnRQGoXVbGQ60xSv48nm71LkoDJZIiuAAzbNX3FFeYlkZwrj1VVFZXvJcqkrYoOGCBfwIYMMcqfNAuVYRvJEO0UOeQhFJksLw8XS2srkyHQvr0Zc+VKKqvEyqwEttomTUazk6p8rpOVyRAbDCaTuZw8JAOgRZMXUl+X2fDhlInMiRs+iycnzvC7FLcVLujTh+xCSYlREaVkcsCAZEtGH2WyvDxKEHw8BoccktwQSL0ZAwYkr8u3NFCcAPqQ8IMPjpaw8i0cb4eghKiAwraWeYBPvCRg5r7tKi82Mqm0b1R5iJNQai2AvVX1aw+gCOu+ZwiE7Pnu28ie776P7Bnv28ie776N+PPdX2udeutbFGQyDZRSM7TWQtE+Q7Eje777NrLnu+8je8b7NrLnu2/D9/k2aTd3hgwZMmTIkCFDBj9kZDJDhgwZMmTIkCGDGJ8nMvnLz/oEMjQqsue7byN7vvs+sme8byN7vvs2vJ7v5yZmMkOGDBkyZMiQIUPx4fOkTGbIkCFDhgwZMmQoMhQ9mVRKHa+U+kAptUgpdd1nfT4ZZFBK/VopVaOUes861lYp9YJSamH+Z5v8caWUujv/zGcrpQY3PHKGYoBSaj+l1MtKqXlKqblKqcvzx7NnvA9AKVWplHpbKfXv/PP9Qf74gUqpafnn+EelVHn+eEX++6L87w/4LM8/QzoopXJKqXeVUs/kv2fPdx+CUmqZUmqOUmqWUmpG/lgQG13UZFIplQNwL4ATAPQFcLZSyqMfRobPEA8CiDepug7Ai1rrXgBezH8H6Hn3yv+bAuC+/9A5ZpCjDsBVWuu+AEYAuCz/rmbPeN/ATgDjtdYDAAwEcLxSagSAWwHcqbU+GMB6ABfl//uLAKzPH78z/99lKH5cDmC+9T17vvsejtZaD7TKAAWx0UVNJgEMB7BIa71Ea10L4FEAkz7jc8oggNb6VQCfxg5PAvBQ/vNDACZbxx/WhLcAtFZKeTQay9DY0Fqv0VrPzH/eDFqQuiF7xvsE8s+J+4SU5f9pAOMB/Cl/PP58+bn/CcAxSin1HzrdDAIopboDOBHAA/nvCtnzbQoIYqOLnUx2A/Ch9X1l/liGfQOdtNZr8p8/AsAN3bLn/jlG3uU1CMA0ZM94n0HeBToLQA2AFwAsBrBBa51v4Bp5hv//+eZ/vxFAO2QoZtwF4FsA6vPf2yF7vvsaNIDnlVLvKKWm5I8FsdGloc80QwYJtNZaKZWVFvicQynVAsCfAVyhtd5kixXZM/58Q2u9G8BApVRrAE8AOOQzPqUMgaCUOglAjdb6HaXUuM/6fDI0Go7UWq9SSnUE8IJS6n37lz42utiVyVUA9rO+d88fy7Bv4GOWzfM/a/LHs+f+OYRSqgxEJB/RWv8lfzh7xvsYtNYbALwMYCTI9cWihP0M///zzf++FYB1/+FTzZAeowGcopRaBgonGw/gp8ie7z4FrfWq/M8a0IZwOALZ6GInk9MB9MpnlJUDOAvA1M/4nDKEw1QA5+c/nw/gKev4eflsshEANloyfIYiRD5e6lcA5mutf2L9KnvG+wCUUh3yiiSUUlUAjgXFxb4M4PT8fxZ/vvzcTwfwks6KGhcttNbf1lp311ofAFpnX9JafwnZ891noJRqrpSq5s8AJgB4D4FsdNEXLVdKTQTFcuQA/FprffNnfEoZBFBK/QHAOADtAXwM4HsAngTwGIAeAJYD+KLW+tM8MbkHlP29DcCFWusZn8V5Z0gHpdSRAF4DMAcm5up6UNxk9ow/51BKHQ4Kzs+BRIjHtNY3KqUOAilZbQG8C+BcrfVOpVQlgN+CYmc/BXCW1nrJZ3P2GVyQd3NfrbU+KXu++w7yz/KJ/NdSAL/XWt+slGqHADa66MlkhgwZMmTIkCFDhuJFsbu5M2TIkCFDhgwZMhQxMjKZIUOGDBkyZMiQQYyMTGbIkCFDhgwZMmQQIyOTGTJkyJAhQ4YMGcTIyGSGDBkyZMiQIUMGMTIymSFDhgwZMmTIkEGMjExmyJAhQ4YMGTJkECMjkxkyZMiQIUOGDBnE+H/1V36Q49OD7AAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "\n", "# we can run it from any folder\n", "path = settings.filepath_images\n", "\n", "\n", "frame_a = tools.imread( os.path.join(path,settings.frame_pattern_a))\n", "frame_b = tools.imread( os.path.join(path,settings.frame_pattern_b))\n", "\n", "frame_a = (frame_a).astype(np.int32)\n", "frame_b = (frame_b).astype(np.int32)\n", "\n", "u, v, sig2noise = process.extended_search_area_piv( frame_a, frame_b, \\\n", " window_size=32, overlap=16, dt=1, search_area_size=64, sig2noise_method='peak2peak' )\n", "x, y = process.get_coordinates( image_size=frame_a.shape, window_size=32, overlap=16 )\n", "u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 1.3 )\n", "u, v, mask = validation.global_val( u, v, (-1000, 2000), (-1000, 1000) )\n", "u, v = filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2)\n", "x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 1)\n", "tools.save(x, y, u, v, mask, 'test1.vec' )\n", "tools.display_vector_field('test1.vec', scale=75, width=0.0035)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "#Run the widim" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "----------------------------------------------------------\n", "|-----> || The Open Source P article |\n", "| Open || I mage |\n", "| PIV || V elocimetry Toolbox |\n", "| <-----|| www.openpiv.net version 1.0 |\n", "----------------------------------------------------------\n", " \n", "('Algorithm : ', 'WiDIM')\n", " \n", "Parameters \n", "-----------------------------------\n", "(' ', 'Size of image', ' | ', [369, 511])\n", "(' ', 'total number of iterations', ' | ', 3)\n", "(' ', 'overlap ratio', ' | ', 0.0)\n", "(' ', 'coarse factor', ' | ', 2)\n", "(' ', 'time step', ' | ', 1.0)\n", "(' ', 'validation method', ' | ', 'mean_velocity')\n", "(' ', 'number of validation iterations', ' | ', 1)\n", "(' ', 'subpixel_method', ' | ', 'gaussian')\n", "(' ', 'Nrow', ' | ', array([ 5, 11, 23], dtype=int32))\n", "(' ', 'Ncol', ' | ', array([ 7, 15, 31], dtype=int32))\n", "(' ', 'Window sizes', ' | ', array([64, 32, 16], dtype=int32))\n", "-----------------------------------\n", "| STARTING |\n", "-----------------------------------\n", "('ITERATION # ', 0)\n", "..[DONE]\n", "(' --residual : ', 1.0000000344701572)\n", "no validation : trusting 1st iteration\n", "going to next iteration.. \n", "performing interpolation of the displacement field\n", " \n", "('..[DONE] -----> going to iteration ', 1)\n", " \n", "('ITERATION # ', 1)\n", "..[DONE]\n", "(' --residual : ', 0.08178167496214502)\n", "Starting validation..\n", "('Validation, iteration number ', 0)\n", " \n", "..[DONE]\n", " \n", "going to next iteration.. \n", "performing interpolation of the displacement field\n", " \n", "('..[DONE] -----> going to iteration ', 2)\n", " \n", "('ITERATION # ', 2)\n", "..[DONE]\n", "(' --residual : ', 0.12538231899438257)\n", "Starting validation..\n", "('Validation, iteration number ', 0)\n", " \n", "..[DONE]\n", " \n", "//////////////////////////////////////////////////////////////////\n", "end of iterative process.. Re-arranging vector fields..\n", "...[DONE]\n", "-------------------------------------------------------------\n", "('[DONE] ..after ', 50.938629150390625, 'seconds ')\n", "-------------------------------------------------------------\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "\n", "scaling_factor = 1\n", "\n", "# we can run it from any folder\n", "path = settings.filepath_images\n", "\n", "\n", "frame_a = tools.imread( os.path.join(path,settings.frame_pattern_a))\n", "frame_b = tools.imread( os.path.join(path,settings.frame_pattern_b))\n", "\n", "#no background removal will be performed so 'mark' is initialized to 1 everywhere\n", "mark = np.zeros(frame_a.shape, dtype=np.int32)\n", "for I in range(mark.shape[0]):\n", " for J in range(mark.shape[1]):\n", " mark[I,J]=1\n", "\n", "#main algorithm\n", "with warnings.catch_warnings():\n", " warnings.simplefilter(\"ignore\")\n", " x,y,u,v, mask=process.WiDIM( frame_a.astype(np.int32), frame_b.astype(np.int32), mark, min_window_size=16, overlap_ratio=0.0, coarse_factor=2, dt=1, validation_method='mean_velocity', trust_1st_iter=1, validation_iter=1, tolerance=0.7, nb_iter_max=3, sig2noise_method='peak2peak')\n", "\n", "#display results\n", "x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = scaling_factor )\n", "\n", "tools.save(x, y, u, v, mask, '2image_00.txt' )\n", "\n", "tools.display_vector_field('2image_00.txt',on_img=False, image_name=os.path.join(path,'../test2/2image_00.tif'), window_size=16, scaling_factor=scaling_factor, scale=200, width=0.001)\n", "\n", "#further validation can be performed to eliminate the few remaining wrong vectors\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.8.0" } }, "nbformat": 4, "nbformat_minor": 4 }