{ "cells": [ { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "from ipfml import processing\n", "from ipfml.processing import segmentation, transform\n", "from ipfml import utils\n", "from ipfml import metrics\n", "from PIL import Image\n", "from scipy import signal\n", "from skimage import color\n", "import scipy.stats as stats\n", "import seaborn as sns\n", "import cv2\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from numpy.linalg import svd\n", "import os" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "data_folder = \"../dataset\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# SVD reconstruction analysis on Synthesis Images " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Utils functions definition" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "def compute_images_path(dict_data):\n", " \n", " scene = dict_data['name']\n", " prefix = dict_data['prefix']\n", " indices = dict_data['indices']\n", " \n", " images_path = []\n", " for index in indices:\n", " path = os.path.join(data_folder, os.path.join(scene, prefix + index + \".png\"))\n", " print(path)\n", " images_path.append(path)\n", " return images_path" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def get_images_zones(dict_data, images_path):\n", " \n", " id_zone = dict_data['zone']\n", " \n", " zones_img = []\n", " for path in images_path:\n", " img = Image.open(path)\n", " zones = segmentation.divide_in_blocks(img, (200, 200))\n", " zones_img.append(zones[id_zone])\n", " \n", " return zones_img" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "def display_svd_reconstruction(interval, zones):\n", " \n", " output_images = []\n", " begin, end = interval\n", " for zone in zones:\n", " lab_img = transform.get_LAB_L(zone)\n", " lab_img = np.array(lab_img, 'uint8')\n", " \n", " U, s, V = svd(lab_img, full_matrices=True)\n", " \n", " smat = np.zeros((end-begin, end-begin), dtype=complex)\n", " smat[:, :] = np.diag(s[begin:end])\n", " output_img = np.dot(U[:, begin:end], np.dot(smat, V[begin:end, :]))\n", " \n", " print(output_img)\n", " print(np.allclose(lab_img, output_img))\n", " \n", " output_img = np.array(output_img, 'uint8')\n", " output_images.append(Image.fromarray(output_img))\n", " \n", " return output_images" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def display_images(dict_data, rec_images):\n", " \n", " indices = dict_data['indices']\n", " scene = dict_data['name']\n", " \n", " fig=plt.figure(figsize=(15, 8))\n", " columns = len(zones)\n", " rows = 1\n", " for i in range(1, columns*rows +1):\n", " index = i - 1\n", " fig.add_subplot(rows, columns, i)\n", " plt.imshow(rec_images[index], label=scene + '_' + str(indices[index]))\n", " img_path = 'tmp_images/' + dict_data['prefix'] + 'zone'+ str(current_dict['zone']) + '_reconstruct_' + str(indices[index]) + '.png'\n", " Image.fromarray(np.asarray(rec_images[index], 'uint8')).save(img_path)\n", " plt.show()\n", " " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def diff_between_images(noisy, ref):\n", " noisy = np.asarray(noisy)\n", " ref = np.asarray(ref)\n", " \n", " return ref - noisy" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def display_sv_data(dict_data, zones_data, interval, reduced=True):\n", " \n", " scene_name = dict_data['name']\n", " image_indices = dict_data['indices']\n", " zone_indice = dict_data['zone']\n", " \n", " plt.figure(figsize=(25, 20))\n", " \n", " sv_data = []\n", " begin, end = interval\n", " for id_img, zone in enumerate(zones_data):\n", " zone = np.asarray(zone)\n", " print(zone.shape)\n", " U, s, V = metrics.get_SVD(zone)\n", "\n", " data = s[begin:end]\n", " \n", " label_plt = 'Zone ' + str(zone_indice)\n", " \n", " if reduced:\n", " label_plt += ' reduced info '\n", " \n", " label_plt += 'of ' + scene_name + '_' + str(image_indices[id_img])\n", " \n", " plt.plot(data, label=label_plt)\n", " \n", " plt.legend(fontsize=18)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scenes information data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# start 00020 - ref 00900 - step 10\n", "dict_appart = {'name': 'Appart1opt02', \n", " 'prefix': 'appartAopt_', \n", " 'indices': [\"00050\",\"00250\",\"00400\",\"00550\"],\n", " 'zone': 9}\n", "\n", "# start 00050 - ref 01200 - step 10\n", "dict_cuisine = {'name': 'Cuisine01', \n", " 'prefix': 'cuisine01_', \n", " 'indices': [\"00050\", \"00400\", \"01200\"],\n", " 'zone': 3}\n", "\n", "# start 00020 - ref 00950 - step 10\n", "dict_sdb_c = {'name': 'SdbCentre', \n", " 'prefix': 'SdB2_', \n", " 'indices': [\"00020\", \"00400\", \"00950\"],\n", " 'zone': 3}\n", "\n", "# start 00020 - ref 00950 - step 10\n", "dict_sdb_d = {'name': 'SdbDroite', \n", " 'prefix': 'SdB2_D_', \n", " 'indices': [\"00020\", \"00400\", \"00950\"],\n", " 'zone': 3}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Definition of parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we define parameters for the rest of this study :\n", "- the scene used\n", "- the reconstructed interval (give reduced information from SVD decomposition) \n", "- the displayed interval of SVD values" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "current_dict = dict_appart\n", "displayed_interval = (50, 200)\n", "reconstructed_interval = (90, 200)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "../dataset/Appart1opt02/appartAopt_00050.png\n", "../dataset/Appart1opt02/appartAopt_00250.png\n", "../dataset/Appart1opt02/appartAopt_00400.png\n", "../dataset/Appart1opt02/appartAopt_00550.png\n" ] } ], "source": [ "images_path = compute_images_path(current_dict)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "zones = get_images_zones(current_dict, images_path)\n", "\n", "# save each zone\n", "for id, zone in enumerate(zones):\n", " img_name = current_dict['prefix'] + 'zone'+ str(current_dict['zone']) + '_' + current_dict['indices'][id] + '.png'\n", " zone.save('tmp_images/' + img_name)\n", "\n", "Image.fromarray(np.array(transform.get_LAB_L(zones[0]), 'uint8'))" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[62.81488567+0.j 64.00081542+0.j 64.62347399+0.j ... 52.0951087 +0.j\n", " 51.97652158+0.j 53.41066701+0.j]\n", " [64.12863477+0.j 65.82558321+0.j 66.81905196+0.j ... 49.58561421+0.j\n", " 49.34744226+0.j 49.93417561+0.j]\n", " [65.53384494+0.j 63.62942057+0.j 64.54856629+0.j ... 50.77116917+0.j\n", " 50.24118403+0.j 49.22799333+0.j]\n", " ...\n", " [34.49136382+0.j 33.57268942+0.j 35.88210615+0.j ... 71.09516493+0.j\n", " 70.69198313+0.j 73.10104279+0.j]\n", " [37.07927063+0.j 36.40297279+0.j 37.29106484+0.j ... 71.03959785+0.j\n", " 71.83327973+0.j 74.37224927+0.j]\n", " [35.51363325+0.j 36.54072907+0.j 36.13407242+0.j ... 71.43582247+0.j\n", " 73.14846939+0.j 74.11635892+0.j]]\n", "False\n", "[[ 1.18511433e+00+0.j -8.15419998e-04+0.j -2.62347399e+00+0.j ...\n", " -3.09510870e+00+0.j 3.02347842e+00+0.j -1.41066701e+00+0.j]\n", " [-1.28634774e-01+0.j -1.82558321e+00+0.j -8.19051964e-01+0.j ...\n", " 2.41438579e+00+0.j -2.34744226e+00+0.j -9.34175613e-01+0.j]\n", " [-5.33844935e-01+0.j 3.70579434e-01+0.j 4.51433709e-01+0.j ...\n", " -1.77116917e+00+0.j 1.75881597e+00+0.j -2.27993334e-01+0.j]\n", " ...\n", " [ 5.08636180e-01+0.j -5.72689420e-01+0.j 2.11789385e+00+0.j ...\n", " -3.09516493e+00+0.j 1.30801687e+00+0.j 8.98957211e-01+0.j]\n", " [-2.07927063e+00+0.j -1.40297279e+00+0.j 7.08935159e-01+0.j ...\n", " -1.03959785e+00+0.j 1.66720272e-01+0.j 1.62775073e+00+0.j]\n", " [-1.51363325e+00+0.j -5.40729074e-01+0.j 8.65927580e-01+0.j ...\n", " 4.56417753e+00+0.j -4.14846939e+00+0.j -1.11635892e+00+0.j]]\n", "False\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/jbuisine/.pyenv/versions/thesis-venv/lib/python3.6/site-packages/ipykernel_launcher.py:18: ComplexWarning: Casting complex values to real discards the imaginary part\n" ] } ], "source": [ "zone = zones[0]\n", "Image.fromarray(np.array(transform.get_LAB_L(zones[0]), 'uint8')).save('tmp_images/initial_image.png')\n", "tuples = [(0,50), (50,200)]\n", "for t in tuples:\n", " begin, end = t\n", " lab_img = transform.get_LAB_L(zone)\n", " lab_img = np.array(lab_img, 'uint8')\n", "\n", " U, s, V = svd(lab_img, full_matrices=True)\n", "\n", " smat = np.zeros((end-begin, end-begin), dtype=complex)\n", " smat[:, :] = np.diag(s[begin:end])\n", " output_img = np.dot(U[:, begin:end], np.dot(smat, V[begin:end, :]))\n", "\n", " print(output_img)\n", " print(np.allclose(lab_img, output_img))\n", "\n", " output_img = np.array(output_img, 'uint8')\n", " Image.fromarray(output_img).save('tmp_images/' + str(begin) + '_' + str(end) + '_reconstructed.png')\n", " #output_images.append(Image.fromarray(output_img))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 0.28866806+0.j -0.29094643+0.j -0.02445111+0.j ... -1.71491631+0.j\n", " 1.31940459+0.j 0.20760834+0.j]\n", " [ 0.16505233+0.j -0.88660669+0.j 0.01207778+0.j ... 1.94463722+0.j\n", " -0.3744958 +0.j 0.12481831+0.j]\n", " [ 0.31383035+0.j 0.19614328+0.j -0.80474439+0.j ... -0.20867496+0.j\n", " 0.89348205+0.j -1.22883763+0.j]\n", " ...\n", " [-0.29156436+0.j 0.4335953 +0.j 0.85923396+0.j ... -1.17487605+0.j\n", " 0.34562434+0.j -0.08012247+0.j]\n", " [-0.97248126+0.j 0.58088408+0.j 0.80787694+0.j ... 0.16508712+0.j\n", " 0.53716664+0.j -0.70613476+0.j]\n", " [-0.48270753+0.j 0.66080143+0.j -0.27728865+0.j ... 4.37054627+0.j\n", " -2.99107566+0.j -1.36264181+0.j]]\n", "False\n", "[[-0.14994963+0.j 0.43581967+0.j -0.09190862+0.j ... -0.47969561+0.j\n", " -0.31652857+0.j 0.30262608+0.j]\n", " [ 0.01319542+0.j 0.01037736+0.j 0.29467907+0.j ... 0.03544648+0.j\n", " 0.34455839+0.j -0.19115319+0.j]\n", " [ 0.43129111+0.j -0.05703119+0.j -0.22410688+0.j ... 0.17455232+0.j\n", " -0.29794485+0.j -0.80585839+0.j]\n", " ...\n", " [ 0.0750385 +0.j -0.339218 +0.j -0.17416698+0.j ... -0.51390049+0.j\n", " 0.0564363 +0.j -0.60959079+0.j]\n", " [ 0.77811602+0.j -0.31998583+0.j 0.46730785+0.j ... 0.06615055+0.j\n", " 0.15089096+0.j -0.22678515+0.j]\n", " [-0.82048234+0.j 0.76636464+0.j 0.71594635+0.j ... 0.09440693+0.j\n", " -0.23353799+0.j 0.01779662+0.j]]\n", "False\n", "[[-0.39305315+0.j 0.49224518+0.j 0.29601356+0.j ... 0.01127512+0.j\n", " -0.10423584+0.j 0.06975986+0.j]\n", " [ 0.41531705+0.j 0.26697852+0.j -0.279724 +0.j ... -0.03714471+0.j\n", " 0.38702772+0.j 0.4653913 +0.j]\n", " [ 0.51768945+0.j -0.32177793+0.j -0.14353861+0.j ... -0.24212765+0.j\n", " -0.769503 +0.j 0.10558355+0.j]\n", " ...\n", " [-0.09209805+0.j -0.23732152+0.j 0.01504225+0.j ... -0.15299212+0.j\n", " -0.18385593+0.j -0.42473101+0.j]\n", " [ 0.1928277 +0.j 0.03598631+0.j 0.28088947+0.j ... 0.39723347+0.j\n", " 0.1740769 +0.j -0.5499541 +0.j]\n", " [-0.28353879+0.j 0.25881022+0.j 0.10260432+0.j ... -0.02750239+0.j\n", " 0.15752769+0.j 0.00618296+0.j]]\n", "False\n", "[[-0.34402807+0.j 0.48052861+0.j -0.04360792+0.j ... -0.41827487+0.j\n", " -0.08100242+0.j -0.07418079+0.j]\n", " [ 0.05860211+0.j 0.37737418+0.j 0.06256756+0.j ... 0.07455817+0.j\n", " 0.67607892+0.j -0.02710275+0.j]\n", " [ 0.60949103+0.j -0.26758225+0.j -0.45425518+0.j ... -0.04550779+0.j\n", " -0.29770192+0.j -0.23770528+0.j]\n", " ...\n", " [ 0.05990853+0.j -0.31177371+0.j 0.19126769+0.j ... -1.00075706+0.j\n", " 0.0778097 +0.j 0.1440076 +0.j]\n", " [ 0.02525568+0.j 0.3879124 +0.j -0.61830617+0.j ... 0.29764022+0.j\n", " 0.14079526+0.j 0.1223828 +0.j]\n", " [-0.02198725+0.j 0.24167839+0.j 0.04588613+0.j ... 0.16560765+0.j\n", " -0.18489246+0.j -0.51338235+0.j]]\n", "False\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/jbuisine/.pyenv/versions/thesis-venv/lib/python3.6/site-packages/ipykernel_launcher.py:18: ComplexWarning: Casting complex values to real discards the imaginary part\n" ] } ], "source": [ "reconstructed_images = display_svd_reconstruction(reconstructed_interval, zones)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Overview information for each images (with samples : \\[\"00200\",\"00250\",\"00300\",\"00350\"\\]) reconstructed with reduced information. Images are displayed following this samples list from left to right." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_images(current_dict, reconstructed_images)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Display of SV values obtained to compare" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### With reduction of reconstructed images" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(200, 200)\n", "(200, 200)\n", "(200, 200)\n", "(200, 200)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_sv_data(current_dict, reconstructed_images, displayed_interval)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Without reduction of information" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(200, 200)\n", "(200, 200)\n", "(200, 200)\n", "(200, 200)\n" ] }, { "data": { "image/png": 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069dPrW+tjo4Ounfvjtzc3EbXa0hiYiKsrKzQuXNnFBYWqsZHjBiBrVu34saNG6oWDkqa9tXa2hrt27fH2bNn1a5pileeNj179qzqel5eHpYtW4b9+/er9bN2cHBQm6Nr166y08OPW1FREYD/O3Vel3Ls7Nmz6Nevn2q8uXujiZGRkaqVSn3379/X2F5FacOGDYiMjMTo0aOxfv36Jq1Xf20ATV7fyMgI165de2hs3TkfVx6a5n2UPXtSWGAmIiIiIiIiInrKhIWFIT8/H8uXL9fYuuFRNFSoFELI/hsREYGRI0dqjDU3N290LXNzc2zbtg1Xr17FqVOnYGJigt69e+Prr78GAPTo0aO56bdIUVERsrOzIYRA9+7dNcZs3LhR7cVpT8L58+cxePBgtGvXDsuWLYOTkxOMjY0hSRLefvtttRcIAi0rXD4LbGxsZO0f6rp06ZLGthEAkJSUhJkzZ2LEiBHYtm1bg73AH8bc3ByGhoYa11ee2vfx8ZHleuLECVRWVqqdIL506RIsLS2b3R5DOa9yjvqUY3X3oaV79iSxwExERERERERE9BT54IMPkJaWhnHjxmHJkiUNxjo6OqK2thYFBQWqF6cpnThxAoDmE7GNUb5kTltbW/Zyupbq2LGj7CVsWVlZACB7cZyjoyNOnjyJmpoa2SnmmpoanDp1SuPJ66ZKTk6GEAIJCQlo37692vWlS5ciKSlJrcBct62FUklJCW7duqUxn4KCAvTu3Vs2pvwelPEZGRkoLy/Hzp07MXToUFnszZs3H9r+QJO6bVEehTK348ePq52Wr5+/UlP3pqEcPT09sWnTJly4cEH20roLFy7g8uXLGDt2rNo9SUlJCA0NxbBhw7Bjx45m7VddWlpaqhdJ1i8aHzp0CEII2YltT09P7NmzB4cOHcKgQYNU4/fv30d+fj4GDx7cojysra1ha2uLn3/+We2acqx+Hs3dsyeNPZiJiIiIiIiIiJ4S2dnZiIqKgpOTE/797383WkBU9sBdsWKF6tQxABw7dgw7d+7EwIEDZe0xmsrDwwMuLi749NNPNbY7qKmpwe+//97seQHg8OHD2LBhA3x8fDBw4EDVuJ+fH65fv44NGzbI4hMSEnD9+nX4+/u3aL3a2lqkpKTA1dUVoaGhePXVV9U+kyZNwtGjR5GTkyO79+TJk9ixY4dsbOXKlap861u7di2qqqpUv7548SLS0tLg5OSkaimhPEFe9/tSPueVK1ea9WwmJiYA0OLvQmns2LGQJAmrV69GdXW1arykpATJycmwt7eHh4eH7J6m7k1DOU6aNAkAsG7dOtm48tdBQUGy8ZSUFISFhcHX1xeZmZmqHsUtNWnSJFRUVCA+Pl5tfR0dHQQGBqrGAgMDIUmSWq4JCQmoqKhQy7W5eZw5cwZffvmlauzBgwf46KOP0L59e9kPYpq7Z62BJ5iJiIiIiIiIiJ4CJSUlmDhxIh48eIDx48dj586dD411c3ODm5sbhg8fjokTJ2Lz5s0oLS3FmDFjcOXKFcTFxcHAwACxsbEtykWSJKSmpsLX1xdubm4ICQmBs7MzKioqUFhYiO3bt2PFihUIDg5ucJ5ly5bh9OnT8PLygpmZGXJzc5GcnAxbW1ukpqbKYqOiorB161bMnj0bubm58PDwQF5eHhITE+Hk5ISoqKgWPcuePXtw4cIFvP766w+NGT9+PBQKBRITE+Hp6akad3V1xZQpUxAWFoZu3bohOzsbX3zxBXx8fGTFR6WamhoMGjQIkyZNQllZGT799FPcu3dP9j28/PLLMDIywtSpUzFnzhyYm5vjhx9+QFZWFrp27YqampomP5unpye0tLTw97//HaWlpTA2NoaDgwNeeOEFAEBqairOnTsHALh+/Tqqqqrw3nvvAQDs7e0xdepUAH+8sC8yMhKrVq3C4MGDERgYiLKyMsTHx6O8vBybNm1Sa63S1L3p378/AGDhwoUICgqCgYEBXFxc4OLigtGjR2PMmDH44IMPcPv2bXh7e+Onn35CYmIipkyZIvsBxM6dO/H666+jXbt2CAwMxLZt22T5mJiYaCz6NyQsLAzJyclYsGABiouL0bNnT2RlZSEjIwNLly6VvQzT1dUVs2fPxvr16xEQEIBRo0ahoKAAsbGx8PHxweTJk2Vzf/fdd/juu+8A/PFDFQBYv3696gT90qVLVbGLFi3C1q1bMXnyZCxYsAC2trb4/PPPkZOTgw0bNsDU1FQV25w9azVCiFb79O3bVxARERERERERNdeJEyfaOoUnLjs7WwBo0ic6Olp1X3V1tfjnP/8pevToIfT09IS5ubkYN26cOHLkiGz+oqIitXuVoqOjBQBRVFQkGy8uLhbh4eHC3t5e6OrqCgsLC9GnTx+xaNEicf78+Uafafv27cLb21uYm5sLfX190a1bNxEVFSVKS0s1xl+7dk28+eabwtbWVujo6AhbW1sxa9Yscf369SY/S32vvvqqAKC2H/V1795dmJmZiYqKCiGEEADE9OnTxd69e4WXl5cwMDAQzz33nJgzZ464c+eO7F7l/h07dkzMmTNHdOzYUejr6wtPT0+xZ88etbUOHDggBgwYIExMTISZmZkYNWqUOHr0qPDx8RH29vayWHt7e+Hj4/PQvFNSUkTPnj2Frq6uKmclHx+fh/4e0jRnfHy8cHd3F/r6+sLU1FQMGzZMfPfdd2pxzdkbIYRYuXKlcHBwEDo6Omrf271798SSJUuEvb290NPTEw4ODuLdd98VVVVVGvf4YZ/6+9ZUpaWlYvbs2cLa2lro6emJnj17io8++kjU1taqxdbU1Ig1a9aI7t27Cz09PWFjYyPmz58vysrK1GIby7e+ixcviilTpogOHToIfX194eHhITZv3qwx56buWUOa8ncqgMOiCTVfSdQ7jv8k9evXTygr9kRERERERERETVVQUKBqMUDUGiRJwvTp05GSktJorEKhQExMDIqKimSnXv9XNWdv6OnUlL9TJUn6VQjRr8EgsAczEREREREREREREbUQezATERERERERERHR/4Ty8nKUl5c3GKOtrd2il1+SZiwwExERERERERER0f+ENWvWICYmpsEYe3t7FBcXt05CfwIsMBMREREREREREdXTnPeWKRQKKBSKJ5fMU6Y13+nWXNOmTcPAgQMbjDE0NGylbP4cWGAmIiIiIiIiIiKi/wmOjo5wdHRs6zT+VPiSPyIiIiIiIiIiIiJqERaYiYiIiIiIiIiIiKhFWGAmIiIiIiIiIiIiohZhgZmIiIiIiIiIiIiIWoQFZiIiIiIiIiIiIiJqERaYiYiIiIiIiIiIiKhFWGAmIiIiIiIiIiIiohZhgZmIiIiIiIiIiJ45RUVF8PPzg5WVFSRJQnBwcFunRPSnxAIzEREREREREdFTQpKkJn3279/f1qk22datW/Hiiy/C2NgYpqamGDRoELKysh553uDgYBw4cAALFy5EamoqwsPDm3RfaWkpDA0NIUkSUlNTHzmPtpSfnw+FQoHi4mKN11esWIEJEybA0dERkiShS5curZofAOzfvx8KhQK3bt3SeL2yshJ/+9vf4ODgAH19fXTt2hXvvfceqqurZXGXLl3CihUr4OPjA2traxgbG8PZ2RmRkZG4efNmi/O7ffs25s6dC1tbWxgYGMDZ2RmffPIJhBBqsbW1tVi7di169OgBAwMD2NnZISIiAnfv3pXFlZaW4sMPP8SIESNgZ2cHQ0NDODk5YebMmbhw4YLGPXrYn/UxY8ZozDsrK0v158rCwgITJkxAUVFRi/fhUei0yapERERERERERKSmoYLn2bNnER0dDUtLSzg5ObViVi23cuVKLFq0CB4eHli+fDkAYOPGjRgzZgxSU1MRFBTUonkrKytx8OBBzJkzB3/961+bde+mTZtQWVkJBwcHJCUlYerUqS3K4WmQn5+PmJgYDBkyRGPxePHixbCwsECfPn0eWuB90vbv34+YmBgEBwejffv2atcDAwORmZmJkJAQeHt746effsKyZctQWFiIlJQUVdyXX34JhUKB0aNHIzIyEqampjh06BDWrVuHzZs3IycnB506dWpWblVVVRg+fDjy8vIwd+5c9OzZE7t378asWbNw9epVKBQKWfz8+fMRGxsLf39/REREoKCgALGxscjLy8O+ffugpfXHWd5ffvkFERER+Mtf/oI5c+bA0tISx44dw2effYYtW7bgxx9/RK9evdTymTlzJgYNGiQb69y5s1rc9u3b8eqrr6J3795YvXo1bt++jXXr1mHAgAE4fPgwbGxsmrUPj0wI0Wqfvn37CiIiIiIiIiKi5jpx4kRbp9Cm7t69K9zc3IS2trb45ptv2jqdJrly5YrQ09MTLi4uoqqqSjVeVVUlXFxchLm5ubh9+3aL5j537pwAIKKjo5t9r7u7u/D19RUffvihkCRJnDlzpkU5tKU7d+4IIYRITk4WAER2drbGuLrP5uzsLOzt7VshO7no6GgBQBQVFald++qrrwQAsWDBAtn4ggULBADxww8/qMaOHTsmSkpK1OZISEgQAERERESzc4uLixMARGxsrGw8ICBA6OrqiuLiYtn6kiSJgIAAWWxsbKwAIDZt2qQaKyoqEoWFhWrr7d27VwAQ48ePl41nZ2cLACI5ObnRnKuqqoSNjY14/vnnRVlZmWo8Ly9PaGlpibCwsEbnEKJpf6cCOCyaUPNli4xWIjQcqyciIiIiIiIiaoqQkBAcOXIEK1euhK+vr+xaTU0NVq5ciV69esHAwAAdOnSAv78/jh49KosrLi6GJElQKBTYtWsXPD09YWBgAGtra0RGRqKmpkZt3dOnT2Pq1KmwtraGnp4eunTpgsjISLWWAJr8+OOPqKqqQlBQEHR1dVXjurq6mDx5MkpLS5GZmSm758aNG5g9ezbs7Oygp6cHOzs7zJ49W9YCITg4GPb29gCAmJiYZrUNyc3NRX5+PqZPn47JkydDR0cHSUlJGmOVfZ337duH/v37w8jICJ06dcJbb72F8vJyWaxCoYAkSTh+/DjmzZuHTp06wdDQEC+88AK++eYbtbnT09MxduxYPP/889DX14elpSX8/Pxw5MgRtdguXbpgyJAhyMvLw0svvQQzMzO4ublBoVBgxowZAIChQ4eq9qFuL2pHR8dG96SuDRs2oE+fPjA0NISZmRlGjBiB77//vsV7ExwcjJiYGACAg4ODKkflyeC0tDQAwNtvvy2bX/nrjRs3qsacnZ01nlAODAwEABw7dqxZz6pc38jICGFhYWrrV1dXIz09XTX2+eefQwihlmtYWBiMjIxkuXbp0gVdu3ZVW2/YsGGwsLBoMNe7d+/i/v37D71+4MABXL58GaGhoTAxMVGNu7u7Y8iQIUhPT1drL/KkscDcCr46UoJpSYdwr+pBW6dCRERERERERM+Y1atXIz09HYGBgYiIiFC7HhQUhEWLFqFz585YvXo13njjDWRnZ8Pb2xt5eXlq8VlZWQgJCcHLL7+MtWvXonfv3lizZg1WrVoli/v111/Rr18/fPfddwgPD0dcXBzGjBmD2NhYDB8+vNEiVmVlJQDAyMhI7Zpy7Oeff1aN3b59Gy+++CI++eQTvPTSS1i3bh1GjhyJTz75BAMHDkRZWRkAIDw8HGvXrgUA+Pv7IzU1FampqejZs2eD+QBAYmIiTExMMH78eFhaWmLMmDH417/+hdraWo3xubm58PPzg7e3N9asWYNBgwYhNjYW48aN03jPtGnT8PPPP2PhwoV45513cPHiRYwcORL79u2Txa1fvx5aWlqYOXMm4uLiEBYWhoMHD2LAgAE4ffq02rznz5+Hr68v7O3tsXr1asydOxcBAQGYOXMmgD9aYSj3oam9qOtbuHAhwsLCoKuri3/84x+IiIjAiRMnMHToUI09s5uyN+Hh4fD39wcArF27VpVjQEAAACAnJwe2traws7OTzW1nZwcbGxvk5OQ0mvfFixcBAB07dmzW89bW1iI3NxceHh4wMDCQXfPy8oIkSbL1c3JyoKWlBS8vL1msgYEB3N3dm5Tr7du3UVZW9tBc33rrLZiYmMDQ0BDdu3fHhx9+qHZoVbmOt7e32v39+/fHnTt3cOrUqUZzeayacsz5cX1mkPo+AAAgAElEQVT+rC0ytudeEF0W7RJTNvws7lXVtHU6RERERERERM+cP2uLjL179wptbW3h6uoqysvL1a7v2bNHABATJ04UtbW1qvH8/Hyhra0tBg4cqBorKioSAISRkZGsXUFtba1wdnYWnTp1ks3t5uYmnJycVO0YlLZv396kf85/5MgRAUCMGzdO7dq4ceMEAPHKK6+oxhYvXiwAiLi4OFns+vXrBQCxdOlStWdpTouMe/fuifbt24vp06erxnbs2CEAiKysLLV4AAKAyMjIkI3PmzdPABCff/65akzZBsLLy0tUVlaqxi9cuCCMjY1Fjx49ZHNo+i5PnDgh9PT0xJtvvikbt7e3FwBEQkKC2j2Ntcioq6EWGf/973+FJEliwIABsvwvXbokzMzMhL29vaip+b+aVkv2RlOLDBMTE+Hl5aUxJ09PT2Ftbd3oc02YMEEAaHbrmBs3bqj+7GhiZWUlvL29Vb92cXERzz33XIM51N07TSIjIwUAkZiYKBv//vvvxdixY8Wnn34qdu7cKT799FPh6ekpAIjg4GBZ7Jw5cwQAjX8nKlt+/Oc//2kwDyEeb4sMvuSvFfh7dEb1A4GoL47gjY2/4rOpfaGvo93WaRERERERERE9+3YvAq4cbTyuNXVyBV7+5yNPU1xcjNdeew2mpqbIyMiAsbGxWkxGRgYAYMmSJZAkSTXeu3dvvPLKK9ixYweuX78OKysr1TU/Pz/ZC+EkScLQoUOxfv16lJeXw8TEBEePHsWRI0cQExODyspK1WlkABg4cCCMjY2xZ88eWTuG+lxdXTF8+HBkZmYiKipK1c4hJSUFu3fvBgBUVFTInsXKykp1KlcpPDwcMTExyMjIUL0osCW2b9+OW7duYfr06aqxUaNGwcrKCklJSXj55ZfV7nFycoKfn59sbNGiRYiNjUVGRgZee+012bX58+dDT09P9evOnTsjKCgI8fHxKCgoUJ2yVn6XQgiUlZWhqqoKVlZWcHJywi+//KKWh4WFhWr/noTMzEwIIRAVFSXL38bGBjNmzMC6deuQl5eHfv36qa41d280qaiogL6+vsZrBgYGst8fmrz//vvYunUrZs6cqdY6pilrA2jy+o3lqoypu391ffHFF1izZg1Gjhyp9l0OGDBArV1MWFgYRo0ahZSUFISGhmLAgAGN5l03j9bEFhmtZGI/O6wIcMX+k9cxe1Muqmo0/9MLIiIiIiIiIqKKigr4+/ujtLQUaWlpGvu5AkBRURG0tLQ0todwdnZWxdSlqS9vhw4dAEDV67igoAAAEB0dDSsrK9nnueeew927d3H16tVGnyM9PR0BAQFYs2YNevXqhV69emHLli2Ii4sDALRr1072LE5OTtDRkZ+H1NHRQffu3XH27NlG12tIYmIirKys0LlzZxQWFqKwsBDnzp3DiBEjsHPnTty4cUPtHk37am1tjfbt22vMR1N8r169AEAWn5eXhzFjxsDU1BRmZmaqvT169ChKS0vV5ujatSu0tZ/cYUXl7xHl75m6lGP1n7e5e6OJkZGR7IcXdd2/f19jexWlDRs2IDIyEqNHj8b69eubtF79tQE0ef3Gcq07Z31ZWVkICgpC3759kZ6eLvth0MNoaWnhnXfeAQB89dVXTcq7sTyeFJ5gbkWTvJ5HzYNaLMs8jnmf5+GjyR7Q1WaNn4iIiIiIiKjFHsNJ4adRWFgY8vPzsXz5co0nax9FQ4VK8f/6vSr/GxERgZEjR2qMNTc3b3Qtc3NzbNu2DVevXsWpU6dgYmKC3r174+uvvwYA9OjRo7npt0hRURGys7MhhED37t01xmzcuFHtBW5Pwvnz5zF48GC0a9cOy5Ytg5OTE4yNjSFJEt5++221FwgCrV8wbC02Nja4dOmSxmuXLl2Cra2txmtJSUmYOXMmRowYgW3btsleItlU5ubmMDQ01Lh+ZWUlbty4AR8fH1muJ06cQGVlpdrp4UuXLsHS0lLj6eWvv/4aAQEBcHZ2xp49e2Q/VGmM8l8a1P3hh42NjWrN+kV+5bM8bN+eFBaYW9lU7y6ofiDw7q4TmJ+ej3WB7tBhkZmIiIiIiIiI/p8PPvgAaWlpGDduHJYsWdJgrKOjI2pra1FQUAA3NzfZtRMnTgAAHBwcmp1Dt27dAPxRjB42bFiz76+vY8eOshebKV8aN2rUKNWYo6MjTp48iZqaGtkp5pqaGpw6dUrjyeumSk5OhhACCQkJaN++vdr1pUuXIikpSa3ArDzJXVdJSQlu3bqlMZ+CggL07t1bNqb8HpTxGRkZKC8vx86dOzF06FBZ7M2bNx/ahkGTppyEbQplbsePH1c7LV8/f6Wm7k1DOXp6emLTpk24cOGC7EV/Fy5cwOXLlzF27Fi1e5KSkhAaGophw4Zhx44dzdqvurS0tNCnTx/k5eWpFY0PHToEIYSsJYinpyf27NmDQ4cOYdCgQarx+/fvIz8/H4MHD1Zb4+uvv4afnx969OiBffv2NemHMnUpX/hY98+Op6cnAOCnn35S+7P5888/o127dg/9IcqTwspmGwgZ6IDFo3pg15ES/HXrb3hQKxq/iYiIiIiIiIj+52VnZyMqKgpOTk7497//3WgBUdkDd8WKFapTxwBw7Ngx7Ny5EwMHDpT1X24qDw8PuLi44NNPP9XY7qCmpga///57s+cFgMOHD2PDhg3w8fHBwIEDVeN+fn64fv06NmzYIItPSEjA9evX4e/v36L1amtrkZKSAldXV4SGhuLVV19V+0yaNAlHjx5FTk6O7N6TJ09ix44dsrGVK1eq8q1v7dq1qKqqUv364sWLSEtLg5OTk+q0qfIEed3vS/mcV65cadazmZiYAECLvwulsWPHQpIkrF69GtXV1arxkpISJCcnw97eHh4eHrJ7mro3DeU4adIkAMC6detk48pfBwUFycZTUlIQFhYGX19fZGZmqnoOt9SkSZNQUVGB+Ph4tfV1dHQQGBioGgsMDIQkSWq5JiQkoKKiQi3XPXv2wN/fH05OTvjmm29gYWHx0DyUrWnqqqyshEKhAAC88sorqnEfHx9YW1tjw4YNstPuv/32G/bv348JEya06ET3o+AJ5jYyc3BXVD8QWP2fk9DR1sKq8W7Q0no8P3UiIiIiIiIiomdPSUkJJk6ciAcPHmD8+PHYuXPnQ2Pd3Nzg5uaG4cOHY+LEidi8eTNKS0sxZswYXLlyBXFxcTAwMEBsbGyLcpEkCampqfD19YWbmxtCQkLg7OyMiooKFBYWYvv27VixYkWDL/kDgGXLluH06dPw8vKCmZkZcnNzkZycDFtbW6Smpspio6KisHXrVsyePRu5ubnw8PBAXl4eEhMT4eTkhKioqBY9y549e3DhwgW8/vrrD40ZP348FAoFEhMTVSdEgT9eVDhlyhSEhYWhW7duyM7OxhdffAEfHx9Z8VGppqYGgwYNwqRJk1BWVoZPP/0U9+7dk30PL7/8MoyMjDB16lTMmTMH5ubm+OGHH5CVlYWuXbuipqamyc/m6ekJLS0t/P3vf0dpaSmMjY3h4OCAF154AQCQmpqKc+fOAQCuX7+OqqoqvPfeewAAe3t7TJ06FcAfL+yLjIzEqlWrMHjwYAQGBqKsrAzx8fEoLy/Hpk2b1FqrNHVv+vfvDwBYuHAhgoKCYGBgABcXF7i4uGD06NEYM2YMPvjgA9y+fRve3t746aefkJiYiClTpsh+ALFz5068/vrraNeuHQIDA7Ft2zZZPiYmJhqL/g0JCwtDcnIyFixYgOLiYvTs2RNZWVnIyMjA0qVLZS/DdHV1xezZs7F+/XoEBARg1KhRKCgoQGxsLHx8fDB58mRV7OHDhzFu3DgIITBjxgzVSy3rmjJliup/jxw5EjY2Nujbty9sbGxw+fJlbNy4EadPn8bcuXPh5eWlitXV1cWHH36IwMBADBo0CGFhYbhz5w7Wrl0LKysrxMTENGsPHgshRKt9+vbtK0hu7d6Twn7hLrFo22/iwYPatk6HiIiIiIiI6Kl04sSJtk7hicvOzhYAmvSJjo5W3VddXS3++c9/ih49egg9PT1hbm4uxo0bJ44cOSKbv6ioSO1epejoaAFAFBUVycaLi4tFeHi4sLe3F7q6usLCwkL06dNHLFq0SJw/f77RZ9q+fbvw9vYW5ubmQl9fX3Tr1k1ERUWJ0tJSjfHXrl0Tb775prC1tRU6OjrC1tZWzJo1S1y/fr3Jz1Lfq6++KgCo7Ud93bt3F2ZmZqKiokIIIQQAMX36dLF3717h5eUlDAwMxHPPPSfmzJkj7ty5I7tXuX/Hjh0Tc+bMER07dhT6+vrC09NT7NmzR22tAwcOiAEDBggTExNhZmYmRo0aJY4ePSp8fHyEvb29LNbe3l74+Pg8NO+UlBTRs2dPoaurq8pZycfH56G/hzTNGR8fL9zd3YW+vr4wNTUVw4YNE999951aXHP2RgghVq5cKRwcHISOjo7a93bv3j2xZMkSYW9vL/T09ISDg4N49913RVVVlcY9ftin/r41VWlpqZg9e7awtrYWenp6omfPnuKjjz4StbXqdbqamhqxZs0a0b17d6GnpydsbGzE/PnzRVlZmSwuOTm50T/Ddf3zn/8U/fv3F5aWlkJHR0eYmZmJIUOGiLS0tIfm/eWXX4oXXnhBGBoaivbt24vx48eLwsLCJj93U/5OBXBYNKHmK4l6x/GfpH79+onDhw+32nrPAiEE3t9zCuuzCzHvL92wYHjr9kghIiIiIiIiehYUFBSovdCK6EmSJAnTp09HSkpKo7EKhQIxMTEoKiqSnXr9X9WcvaGnU1P+TpUk6VchRL8Gg8AezG1OkiREjOiO8X06Y/23p5FT/Gg9c4iIiIiIiIiIiIhaC3swPwUkSULMOGfkFP+O+en5yHprENoZtG4zbiIiIiIiIiIiomddeXm57OV3mmhra7fo5ZekGU8wPyVM9HWw7jV3lNy+j+jM422dDhERERERERER0TNnzZo1sLa2bvBT90WO9Oh4gvkp0ud5c8z1/f+wbt9pDHGywjh327ZOiYiIiIiIiIjoT6k57y1TKBRQKBRPLpmnTGu+0625pk2bhoEDBzYYY2ho2ErZ/DmwwPyUmTP0/8N3p65j6Y5j6Gtvjs7mRm2dEhERERERERER0TPB0dERjo6ObZ3GnwpbZDxldLS1sC7QA0IAC7b8hge1T+9PhIiIiIiIiIiIiOjPjQXmp9DzHYygGOuMQ0W/47PvzrR1OkREREREREREREQascD8lBrfxxaj3azxwZ5TOHLxVlunQ0RERERERERERKSGBeanlCRJ+IefK6xM9fH25nxUVNW0dUpEREREREREREREMiwwP8XMjHTx/sTeKLp5F8t3FbR1OkREREREREREREQyLDA/5V7saomZgxzx+aHz2HP8SlunQ0RERERERERERKTCAvMzYMGI7nC2aYd3th9F9YPatk6HiIiIiIiIiIiICAALzM8EfR1tvDmkK27ercLxy3faOh0iIiIiIiIiIiIiACwwPzM8u1gAAA4X/97GmRARERERERERtb2ioiL4+fnBysoKkiQhODi4rVMi+lNigfkZ0bGdAZ63MEIOC8xERERERERE/7MkSWrSZ//+/W2dapNt3boVL774IoyNjWFqaopBgwYhKyvrkecNDg7GgQMHsHDhQqSmpiI8PLxJ95WWlsLQ0BCSJCE1NfWR82hL+fn5UCgUKC4u1nh9xYoVmDBhAhwdHSFJErp06dKq+QHA/v37oVAocOvWLY3XKysr8be//Q0ODg7Q19dH165d8d5776G6uloWd+nSJaxYsQI+Pj6wtraGsbExnJ2dERkZiZs3b7Y4v9u3b2Pu3LmwtbWFgYEBnJ2d8cknn0AIoRZbW1uLtWvXokePHjAwMICdnR0iIiJw9+7dRtcJDAyEJElwcXFp0zyeBJ02WZVapF8Xcxw4eR1CCEiS1NbpEBEREREREdFj1lDB8+zZs4iOjoalpSWcnJxaMauWW7lyJRYtWgQPDw8sX74cALBx40aMGTMGqampCAoKatG8lZWVOHjwIObMmYO//vWvzbp306ZNqKyshIODA5KSkjB16tQW5fA0yM/PR0xMDIYMGaKxeLx48WJYWFigT58+Dy3wPmn79+9HTEwMgoOD0b59e7XrgYGByMzMREhICLy9vfHTTz9h2bJlKCwsREpKiiruyy+/hEKhwOjRoxEZGQlTU1McOnQI69atw+bNm5GTk4NOnTo1K7eqqioMHz4ceXl5mDt3Lnr27Indu3dj1qxZuHr1KhQKhSx+/vz5iI2Nhb+/PyIiIlBQUIDY2Fjk5eVh37590NLSfJZ3165d+OKLL2BoaNimeTwxQohW+/Tt21dQy6X9ck7YL9wlCq+VtXUqRERERERERK3qxIkTbZ1Cm7p7965wc3MT2tra4ptvvmnrdJrkypUrQk9PT7i4uIiqqirVeFVVlXBxcRHm5ubi9u3bLZr73LlzAoCIjo5u9r3u7u7C19dXfPjhh0KSJHHmzJkW5dCW7ty5I4QQIjk5WQAQ2dnZGuPqPpuzs7Owt7dvhezkoqOjBQBRVFSkdu2rr74SAMSCBQtk4wsWLBAAxA8//KAaO3bsmCgpKVGbIyEhQQAQERERzc4tLi5OABCxsbGy8YCAAKGrqyuKi4tl60uSJAICAmSxsbGxAoDYtGmTxjXKysqEnZ2dmDt3rrC3txfOzs5tkkd9Tfk7FcBh0YSaL1tkPEOUfZhzitgmg4iIiIiIiOjPJCQkBEeOHMHKlSvh6+sru1ZTU4OVK1eiV69eMDAwQIcOHeDv74+jR4/K4oqLiyFJEhQKBXbt2gVPT08YGBjA2toakZGRqKmpUVv39OnTmDp1KqytraGnp4cuXbogMjKySf8U/8cff0RVVRWCgoKgq6urGtfV1cXkyZNRWlqKzMxM2T03btzA7NmzYWdnBz09PdjZ2WH27NmyFgjBwcGwt7cHAMTExDSrbUhubi7y8/Mxffp0TJ48GTo6OkhKStIYq+zrvG/fPvTv3x9GRkbo1KkT3nrrLZSXl8tiFQoFJEnC8ePHMW/ePHTq1AmGhoZ44YUX8M0336jNnZ6ejrFjx+L555+Hvr4+LC0t4efnhyNHjqjFdunSBUOGDEFeXh5eeuklmJmZwc3NDQqFAjNmzAAADB06VLUPdXtROzo6NrondW3YsAF9+vSBoaEhzMzMMGLECHz//fct3pvg4GDExMQAABwcHFQ5Kk/kpqWlAQDefvtt2fzKX2/cuFE15uzsrPGEcmBgIADg2LFjzXpW5fpGRkYICwtTW7+6uhrp6emqsc8//xxCCLVcw8LCYGRkJMu1riVLluDBgwd477332jSPJ4ktMp4hXa2MYWGsh5ziUrzm9Xxbp0NERERERERErWD16tVIT09HYGAgIiIi1K4HBQVhy5YtGD58ON58801cuXIFcXFx8Pb2xsGDB+Hh4SGLz8rKwscff4w33ngDISEhyMzMxJo1a2Bubo7Fixer4n799Vf4+vqiffv2CA8Ph62tLX777TfExsbihx9+wIEDB2SF4/oqKysBAEZGRmrXlGM///yzqkXF7du38eKLL6KwsBAhISHo06cP8vLy8Mknn+Dbb7/FoUOHYGpqivDwcLi7u2P+/Pnw9/dHQEAAAKBnz56N7mViYiJMTEwwfvx4GBsbY8yYMfjXv/6Fd999V2NbgdzcXHzxxRcICwvDtGnTkJ2djdjYWBw7dgx79+5Vu2fatGnQ1tbGwoULUVZWhs8++wwjR47E7t27MWzYMFXc+vXr0aFDB8ycOROdOnXCmTNnEB8fjwEDBiA3NxfdunWTzXv+/Hn4+vpiwoQJGD9+PMrLyzFs2DCUlJQgPj4eixcvVj1/165dG90HTRYuXIhVq1bBy8sL//jHP1BWVob4+HgMHToUmZmZGDVqVLP3Jjw8HHfu3EFGRgbWrl0LS0tLAICbmxsAICcnB7a2trCzs5PNbWdnBxsbG+Tk5DSa98WLFwEAHTt2bNbz1tbWIjc3F3369IGBgYHsmpeXFyRJkq2fk5MDLS0teHl5yWINDAzg7u6uMddDhw5h/fr1+Pzzz9GuXbs2y+NJY4H5GSJJEvrZm+PwOZ5gJiIiIiIiIgKAlYdW4r+//7et05DpYdEDC70WPpa59u3bh3feeQeurq5ITExUu753715s2bIFEydOxObNm1XvbJo4cSL69u2LefPm4eDBg7J7jh8/juPHj6t69r7xxhtwdXXFRx99JCswh4SEwNraGjk5OTA1NVWN/+Uvf0FAQAA2bdokOy1bn7OzMwDg22+/xbx582TXsrOzAQAXLlxQja1atQqnT59GXFwcZs2apRp3d3fHnDlzsGrVKixfvhze3t6wtrbG/Pnz4ebmhilTpjS0hSr3799HWlqaqrgMANOnT0dGRgb+85//4OWXX1a75+jRo8jIyICfnx8AYNasWXjrrbcQGxuLLVu24LXXXpPF6+jo4ODBg9DT0wPwxx726NEDc+fORUFBgSru66+/VuWgNG3aNLi7u2Pt2rX4+OOPZdeKioqQkJCA0NBQ2bi3tzfi4+MxfPhwDBkypEn7oMnJkyexevVqDBgwAN9++60q/9DQUPTq1QuzZs3CmTNnoK2t3ay98fb2hpubmyqufp/oy5cvo1evXhpzsrW1VRWPGxIdHQ3gj++yOUpLS3Hv3j3Y2tqqXVOeKr906ZIsV0tLS+jr62vMVXliX7l3NTU1CA0NxYgRIzBx4sQ2y6M1sEXGM8aziwXO3azAtTv32zoVIiIiIiIiInqCiouL8dprr8HU1BQZGRlqBUkAyMjIAPDHP8NXFpcBoHfv3njllVfw/fff4/r167J76hf6JEnC0KFDceXKFVV7g6NHj+LIkSOYPHkyKisrcePGDdVn4MCBMDY2xp49exrM39XVFcOHD0dmZiaioqJQUFCAgoICLFy4ELt37wYAVFRUyJ7FysoKM2fOlM0THh4OKysr1bO21Pbt23Hr1i1ZIXLUqFGwsrJ6aJsMJycnVQFVadGiRap865s/f76ssNe5c2cEBQXhv//9r6zArPwuhRC4c+cObty4ASsrKzg5OeGXX35Rm9fCwkLVDuNJyMzMhBACUVFRsvxtbGwwY8YMnDt3Dnl5ebJ7mrs3mlRUVGgslAJ/nMit+/tDk/fffx9bt27FzJkz1VrHNGVtAE1ev7Fc684J/PEvDwoLCxEXF9emebQGnmB+xvTrYg4AyCkuxWg36zbOhoiIiIiIiKhtPa6Twk+biooK+Pv7o7S0FLt27Xpo24OioiJoaWlpbA/h7OyMHTt2oKioCFZWVqpxTX15O3ToAAC4efMmTExMVMXQ6Oho1QnR+q5evdroc6SnpyM0NBRr1qzB6tWrAfzRUzguLg5hYWGytgFFRUXo168fdHTk5SodHR10794dubm5ja7XkMTERFhZWaFz584oLCxUjY8YMQJbt27FjRs3VC0clDTtq7W1Ndq3b4+zZ8+qXdMUrzyhe/bsWdX1vLw8LFu2DPv371frZ+3g4KA2R9euXWWnhx+3oqIiAP936rwu5djZs2fRr18/1Xhz90YTIyMjVSuV+u7fv6+xvYrShg0bEBkZidGjR2P9+vVNWq/+2gCavL6RkRGuXbv20Ni6cxYWFuLdd9/F0qVLG+2D/STzaC0sMD9jXGzNYKCrhZzi31lgJiIiIiIiIvofFRYWhvz8fCxfvlxj64ZH0VChUggh+29ERARGjhypMdbc3LzRtczNzbFt2zZcvXoVp06dgomJCXr37o2vv/4aANCjR4/mpt8iRUVFyM7OhhAC3bt31xizceNGtRenPQnnz5/H4MGD0a5dOyxbtgxOTk4wNjaGJEl4++231V4gCLR+wbC12NjYyNo/1HXp0iWNbSMAICkpCTNnzsSIESOwbdu2BnuBP4y5uTkMDQ01rq88te/j4yPL9cSJE6isrFQ7QXzp0iVYWlqqTn9HRETAwsIC/v7+sh9m1NTUoKqqCoWFhTA2Noa1tfUTzaO1sMD8jNHV1oKHnTlyitmHmYiIiIiIiOh/0QcffIC0tDSMGzcOS5YsaTDW0dERtbW1KCgoUL04TenEiRMANJ+IbYzyJXPa2tqyl9O1VMeOHWUvYcvKygIA2YvjHB0dcfLkSdTU1MhOMdfU1ODUqVONngRtSHJyMoQQSEhIQPv27dWuL126FElJSWoF5rptLZRKSkpw69YtjfkUFBSgd+/esjHl96CMz8jIQHl5OXbu3ImhQ4fKYm/evPnQ9gea1G2L8iiUuR0/flzttHz9/JWaujcN5ejp6YlNmzbhwoULshf9XbhwAZcvX8bYsWPV7klKSkJoaCiGDRuGHTt2NGu/6tLS0lK9SLJ+sfbQoUMQQshObHt6emLPnj04dOgQBg0apBq/f/8+8vPzMXjwYNXYuXPncPnyZY0nwoE//nyNHj0au3bteqJ5tBb2YH4GeXYxR0HJHZTdr27rVIiIiIiIiIjoMcrOzkZUVBScnJzw73//u9ECorIH7ooVK1SnjgHg2LFj2LlzJwYOHChrj9FUHh4ecHFxwaeffqqx3UFNTQ1+/71lh98OHz6MDRs2wMfHBwMHDlSN+/n54fr169iwYYMsPiEhAdevX4e/v3+L1qutrUVKSgpcXV0RGhqKV199Ve0zadIkHD16FDk5ObJ7T548iR07dsjGVq5cqcq3vrVr16Kqqkr164sXLyItLQ1OTk6qlhLKE+R1vy/lc165cqVZz2ZiYgIALf4ulMaOHQtJkrB69WpUV/9fvamkpATJycmwt7eHh4eH7J6m7k1DOU6aNAkAsG7dOtm48tdBQUGy8ZSUFISFhcHX1xeZmZmqnsMtNWnSJFRUVCA+Pl5tfR0dHQQGBqrGAgMDIUmSWq4JCQmoqKiQ5bpmzRps3bpV7WNlZQU7Ozts3boV77zzzhPPoxQPV6EAACAASURBVLXwBPMzyNPBArXfAnnnb2Fw9+b/nwQRERERERERPX1KSkowceJEPHjwAOPHj8fOnTsfGuvm5gY3NzcMHz4cEydOxObNm1FaWooxY8bgypUriIuLg4GBAWJjY1uUiyRJSE1Nha+vL9zc3BASEgJnZ2dUVFSgsLAQ27dvx4oVKxAcHNzgPMuWLcPp06fh5eUFMzOz/5+9Ow/LskrcOH4/7CC7kAoqi7nviiaCopYtamUumZlp5jKpTbvVVCPO1LTotDg1Mz9za8ymsjQrrWxBU9PU1FzLDdx3kUWQRc7vD4LxDVRQ5GH5fq6Li+G85z3P/T6kc113p/No/fr1mjVrlkJDQzVnzhyHuRMmTNC8efM0btw4rV+/Xm3bttWGDRs0Y8YMNW7cWBMmTLisz7JkyRLt379f999//wXn9O/fX/Hx8ZoxY4Y6dOhQON6yZUvdc889GjVqlBo2bKiEhAR99NFHiouLcyj9CuTm5qpLly4aPHiw0tLS9O9//1uZmZkOv4dbbrlFXl5eGjp0qMaPH6+AgACtXLlSixcvVoMGDZSbm1viz9ahQwc5OTnphRdeUHJysmrUqKGIiAhdd911kqQ5c+Zo7969kqTjx48rOztbzz//vCQpLCxMQ4cOlZT/wL4nnnhCr7zyirp27apBgwYpLS1N06ZNU3p6uubOnVvkaJWS3ptOnTpJkp588kkNGTJEHh4eatGihVq0aKHevXurT58+evXVV5WSkqLo6GitWrVKM2bM0D333OPwLyA+/fRT3X///fL19dWgQYP08ccfO+Tx9vYutvS/mFGjRmnWrFl69NFHlZSUpKZNm2rx4sVasGCBnn32WYeHYbZs2VLjxo3Tm2++qX79+qlXr17avn27pk6dqri4ON19992Fcy+06//xxx+Xt7e3BgwYUC45yo0xpty+2rdvb3Dl0s7mmIinPjdTvvrF7igAAAAAAJSLbdu22R3hqktISDCSSvQ1ceLEwvfl5OSYl156yTRp0sS4ubmZgIAAc/vtt5tNmzY5rJ+YmFjkvQUmTpxoJJnExESH8aSkJDNmzBgTFhZmXF1dTWBgoGnXrp156qmnzL59+y75mebPn2+io6NNQECAcXd3Nw0bNjQTJkwwycnJxc4/duyYeeCBB0xoaKhxcXExoaGhZuzYseb48eMl/iy/N2DAACOpyP34vUaNGhk/Pz+TkZFhjDFGkhk2bJj5+uuvTceOHY2Hh4e55pprzPjx401qaqrDewvu35YtW8z48eNNrVq1jLu7u+nQoYNZsmRJkWstW7bMxMTEGG9vb+Pn52d69eplNm/ebOLi4kxYWJjD3LCwMBMXF3fB3LNnzzZNmzY1rq6uhZkLxMXFXfCfoeLWnDZtmmnTpo1xd3c3Pj4+5oYbbjDff/99kXmluTfGGPPyyy+biIgI4+LiUuT3lpmZaZ555hkTFhZm3NzcTEREhPnLX/5isrOzi73HF/r6/X0rqeTkZDNu3DhTp04d4+bmZpo2bWr+8Y9/mLy8vCJzc3NzzZQpU0yjRo2Mm5ubCQkJMY888ohJS0sr0bXCwsJM8+bNbc9hTMn+TpW0zpSg87XM77bjX01RUVFm3bp15Xa9quzWf6xQDXdnvT862u4oAAAAAABcddu3by88YgAoD5ZladiwYZo9e/Yl58bHx2vSpElKTEx02G1aVZXm3qBiKsnfqZZl/WSMibroJHEGc6UVFR6gjftPKzs3z+4oAAAAAAAAAKopzmCupDqEB2rWyiRtOZSidvUD7I4DAAAAAAAA2C49PV3p6ekXnePs7HxZD79E8SiYK6mo8PxSeV3SKQpmAAAAAAAAQNKUKVM0adKki84JCwtTUlJS+QSqBiiYK6lrfDwUXtNLaxKTNbqr3WkAAAAAAACqltI8tyw+Pl7x8fFXL0wFU57PdCute++9V7GxsRed4+npWU5pqgcK5kosKjxQ324/qrw8Iycny+44AAAAAAAAgK0iIyMVGRlpd4xqhYf8VWIdwwOVnJGjPScufq4MAAAAAAAAAFwNFMyVWME5zGsSk21OAgAAAAAAAKA6omCuxCKCaijI203rkk7ZHQUAAAAAAABANUTBXIlZlqWosECt3UvBDAAAAAAAAKD8UTBXclHhAdp/KlNHUs7aHQUAAAAAAABANUPBXMl1jAiUJK3lmAwAAAAAAAAA5YyCuZJrVsdXXm7OnMMMAAAAAAAAoNxRMFdyLs5OalvfX2uSku2OAgAAAAAAUG4SExPVt29fBQcHy7IsDR8+3O5IQLVEwVwFdAgP1C9HUpV6NsfuKAAAAAAA4ApYllWir6VLl9odtcTmzZunzp07q0aNGvLx8VGXLl20ePHiK153+PDhWrZsmZ588knNmTNHY8aMKdH7kpOT5enpKcuyNGfOnCvOYaeNGzcqPj5eSUlJxb7+4osvauDAgYqMjJRlWQoPDy/XfJK0dOlSxcfH6/Tp08W+npWVpT//+c+KiIiQu7u7GjRooOeff145OY4918GDB/Xiiy8qLi5OderUUY0aNdS8eXM98cQTOnny5GXnS0lJ0YMPPqjQ0FB5eHioefPm+te//iVjTJG5eXl5eu2119SkSRN5eHioXr16euyxx3TmzJkic7t163bBP7/r1q0rco8uNLdPnz7F5l68eHHhn6vAwEANHDhQiYmJl30froSLLVdFmeoQHihjpJ/2Jqt742vsjgMAAAAAAC7TxQrPPXv2aOLEiQoKClLjxo3LMdXle/nll/XUU0+pbdu2+utf/ypJevfdd9WnTx/NmTNHQ4YMuax1s7KytHz5co0fP16PP/54qd47d+5cZWVlKSIiQjNnztTQoUMvK0NFsHHjRk2aNEndunUrtjz+05/+pMDAQLVr1+6CBe/VtnTpUk2aNEnDhw+Xv79/kdcHDRqkhQsXasSIEYqOjta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ioEOec5jDoHOzdM7LacPzn61m7faiaMeRJEmSJElSPWDBrIiLS0oideDAvRf9/du53c5lc/FmJq09wNfJHY+DgtWwfWXkQsaIm0/qCgH8ZcKSaEeRJEmSJElSPWDBrFqRNngwpcuWUbZx4961Y9scS7OUZoxZMuaHX/73HGa/Yq6xlpkpXDqoPWNnrWXJpp3RjiNJkiRJkqRDnAWzakVabi7APmMyEuISOKvrWUxeN5kNuzZ8/8vNukNac+cwh8lPTuhCalIC972/KNpRJEmSJEmSdIizYFatSO7WlfhmTb8zJuPsrmcTCoV4belr3/9yEEDHY/Z8wRwKRThp/dckLYmrj+nEews3MWdNfrTjSJIkSZIk6RBmwaxaEQQB6bm5FE6dSqiycu966/TW5LbOZeySsT982V+HY2DXRti6tBbS1n9XHtORrLQk/vTe19GOIkmSJEmSpEOYBbNqTVpuLhXbt1Py9b6l5nldz2NT0SamrJvy/S93PHbPnys+jWDC2JGenMD1J3RhytKtTF7yTbTjSJIkSZIk6RBlwaxak3r00QDsmrJvkXxs22NpmtKUMYt/4LK/Jp2gYWvnMIfRJYPa0bpRCn9872tCjh6RJEmSJElSNVgwq9YkNm9Ocrdu35nDnBiXyFldzmLiuolsLNy4/5eDYM9XzCsnwf8ZsaHqS06I55aTujJvbQHjF3zP/3dJkiRJkiTpB1gwq1al5eZSPHMWlcXF+6yf3fVsKkOVP3zZX4djoGgrbPkqwiljx9kD2tCleTr3vb+I8gqLe0mSJEmSJFWNBbNqVdrgwYRKSyn6YuY+620y2pDbas9lfxWVFft/ueMxe/5cMTHCKWNHfFzA7ad0Z9mWQsbOWhftOJIkSZIkSTrEWDCrVqUOzCFITPzOmAyAc7udy8bCjUxZ/z2X/TVqB407OIc5zIb2yqZv20b8ZcJidpd9T7kvSZIkSZIk7YcFs2pVXEoKKQNz9lswH9/2eLIaZP3wZX8dj4WVk+H7vnJWlQVBwM+Gdmd9wW6en7462nEkSZIkSZJ0CLFgVq1LHzyYkkWLKF27dp/1xLhEzuxyJhPXTmRT4ab9v9zhWCgpgI3zaiFp7BjcpSl5XZryt4+XsmN3WbTjSJIkSZIk6RBhwaxa13D4cIiPJ/+ll77z7Jyu51ARquD1pa/v/+W9c5gdkxFud57ag/yiUv4w7utoR5EkSZIkSdIhwoJZtS6xRQsyhgwhf8yrVJaU7POsbcO2DGo56Psv+8toAU27edFfBPRuk8kVgzvy/PTVTFu2NdpxJEmSJEmSdAiwYFZUNL7kYiry89kxbtx3np3b7VzWF65n2oZp+3+547GwehpUOMoh3H56SnfaZ6Vy56vzKCotj3YcSZIkSZIk1XEWzIqK1KOOIqlTJ7a/8OJ3ng1pO4QmDZowdsnY/b/c4Rgo3QXrZ0c4ZexJSYrnD+f0YfW2Iu5/f3G040iSJEmSJKmOs2BWVARBQOOLLmL3vHkUz1+wz7PE+ERO73g6n6z5hIKSgu++3OHfc5gdkxEJgzplMWpQO56csoKZq7ZHO44kSZIkSZLqMAtmRU3mmWcQpKay/cXvfsV8RpczKKssY9yK747QIC0Lsg+3YI6gn592GK0yU7jz1XnsLtvPLGxJkiRJkiQJC2ZFUXxGBpkjRrDjnXeoyM/f51mPJj3o3rg7byx9Y/8vdzwW1kyHHRtqIWnsSU9O4N6ze7N08y4e/mhJtONIkiRJkiSpjrJgVlQ1vvgiQiUl5I997TvPRnYeyYKtC1iWv+y7L/a9CIJ4eOJk2Px1LSSNPcd1a8a5OW145NPlLFi3n1ElkiRJkiRJinkWzIqqBt27k5KTw/aXXiJUWbnPs2GdhpEQJPDGsv18xdyyD1z+LlSUwpOnwMrJtZQ4tvx6WE+apCVxx5h5lFVUHvgFSZIkSZIkxRQLZkVd44svomz1agqnTNlnPSsli7zWebyz7B0qKvczB7hVP7jyA0jPhmfPggWv1lLi2JGZmshvzzycrzbs4JFP9vMluSRJkiRJkmKaBbOiruHJJxPftCnbn3/hO89GdhnJ5uLNTNswbf8vN24PV7wHrQfCmCtgykMQCkU4cWwZ2qsFw/q05OGPlrJ4085ox5EkSZIkSVIdYsGsqAuSkmh03rns+vRTSteu2+fZcW2OIzM5kzeXvvn9G6Q2gdGvQc8z4YNfw7g7YX9fPKva7h7Zi7TkeH42Zh4VlRb4kiRJkiRJ2sOCWXVC4wsugLg48v/10j7rSfFJnNbhND5a8xE7Snd8/waJDeDcp+DoG2DGo/DypVBWHOHUsaNpejK/GdmLOWvy+e07X1JQVBbtSJIkSZIkSaoDLJhVJyS2aEHGkBPIf2UMlSUl+zw7s8uZlFSU8N7K9354k7g4GPo7OPX38PU78M8RULg1gqljy8i+rThnQBuemrKSQf/9Ib96fT5LNzsyQ5IkSZIkKZYdsGAOgqBBEAQzgiCYGwTBwiAI7v52vWMQBNODIFgaBMG/giBIinxc1WeNL76Yivx8do4fv896z6yedM7s/MNjMv6vQdfB+f+EDfPgzRsjkDQ2BUHA/ef35e0b8xjepyUvf7GWk/48kdFPTOejrzdR6egMSZIkSZKkmHMwXzCXAENCoVBfoB9wahAEg4A/AA+EQqEuwHbgysjFVCxIHTSIpI4d2fbCvpf9BUHAGV3OYM6WOawsWHlwm/U8A475KSx6BzbMDX/YGHZ460z+dF5fpv18CHcM7c6STbu44ukvGHL/Jzw5eQU7dzs+Q5IkSZIkKVYcsGAO7bHr2/9M/PafEDAEGPPt+j+BMyOSUDEjCAIaX3QRu+fOo3jBwn2eDe80nLggjjeXHeRXzABHXQvJmfDpH8OcVABZ6clcf0IXJt15Ag9f1J+s9GTueftLjv7vj3jk02WUlldGO6IkSZIkSZIi7KBmMAdBEB8EwRxgM/ABsAzID4VC5d/+ZC3QOjIRFUsyzzqTICWF7S/u+xVzs9RmHN3qaN5a/haVoYMsLlMa7RmX8fXbsHF+BNIKIDE+jhF9W/Hqdbm8ecNgBnVqwu/Hfc1pD05kytJvoh1PkiRJkiRJEXRQBXMoFKoIhUL9gDbAkUCPgz0gCIJrgiD4IgiCL7Zs2VLNmIoV8RkZZI4YwY6336GioGCfZ2d2PpONhRuZsXHGwW846MeQ3BA+/UOYk2p/+rRpxOOXHcGTPxpIWUWISx6fzvUvzGJDQXG0o0mSJEmSJCkCDqpg/rdQKJQPfAwcDTQKgiDh20dtgHXf885joVBoYCgUGtisWbMahVVsaHzxRYRKSsh/7bV91k9odwIZiRkHf9kfQEpjOOrH8NVbsHFBmJPq+wzpkc37tx7LrSd1Y8KXmzjx/k8dmyFJkiRJklQPHbBgDoKgWRAEjb799xTgZOAr9hTN5377s8uANyIVUrGlQY8eJPc8jJ0TJuyznhyfzKkdT2XC6gkUlhUe/IaDroOkDJjoLOba1CAxnptP6sqE244jt3PTvWMzJi9xbIYkSZIkSVJ9cTBfMLcEPg6CYB7wOfBBKBR6G7gTuC0IgqVAFvBE5GIq1qTnHUPxnLlU7Nq1z/rIziMpLi/m/ZXvH/xmqU32XPj35Ruw6cswJ9WBtG2SyuOXDdw7NmPUE9O57V9zKCotP/DLkiRJkiRJqtMOWDCHQqF5oVCofygU6hMKhQ4PhUL3fLu+PBQKHRkKhbqEQqHzQqFQSeTjKlak5Q2G8nKKPvtsn/W+zfrSoWEH3lhWxQ/mj74ektL9ijmK/j0246YhXXhtzjrO/vtUVm2twpfokiRJkiRJqnOqNINZqi2p/foRl5rKrkmT91kPgoCRnUcyc9NM1uxcU4UNm8CR18DC12Hz12FOq4PVIDGe207pztOXH8mGgt2MeHgyHy/aHO1YkiRJkiRJqiYLZtVJQVISqYMGUTh5MqFQaJ9nIzqPICDgrWVvVW3To2+AxFS/Yq4DjuvWjLduyKN141SuePpzHvpwCZWVoQO/KEmSJEmSpDrFgll1VlreYMrWraN05cp91lukteColkfx5rI3qQxVVmHDLDjyalgwFrYsCm9YVVm7rFTGXpfLGX1b8ecPFnPtczPZsbss2rEkSZIkSZJUBRbMqrPSjzkGgMLJU77z7Jyu57Bu1zrGrxhftU1zb4TEFJj4p3BEVA2lJMXzwAX9+M8RPfno682c+dcpLNm0M9qxJEmSJEmSdJAsmFVnJbVtS2L7dhROnvydZ6d0OIUeTXrw4KwHKamowv2SaU3hiKtgwavwzZIwplV1BUHA5YM78sJVR7Fjdxln/G0K787fEO1YkiRJkiRJOggWzKrT0gfnUThjBpWlpfusxwVx3JZzG+sL1/PiVy9WbdPcmyChgV8x1zFHdcrirRvz6JadwU+en8WdY+ZRUOzIDEmSJEmSpLrMgll1WlpeHqHiYopnzfrOs6NbHU1e6zwem/8YBSUFB79pejMYeAXMfwW+WRrGtKqplpkp/OvaQVx7XCdembmGUx74lA++3BTtWJIkSZIkSfoeFsyq09KOOhISE9k1adJ+n9+WcxuFZYU8Ou/Rqm08+GaIT4ZJ94UhpcIpOSGeX5x2GK9fP5jGqUlc/cwX3PjibLbuqsIoFEmSJEmSJNUKC2bVaXFpaaQOGLDfi/4AujbuypldzuTFr19kzY41B79xevM9XzHPexk2fx2mtAqnPm0a8eYNedx6UjfGL9jAyQ9M5I056wiFQtGOJkmSJEmSpG9ZMKvOS8sbTMmiRZRt3rzf59f3u57EuEQenP1g1TY+5qeQnAHv3g6WlnVSUkIcN5/UlbdvPIa2TVK5+aU5XP3MF2ws2B3taJIkSZIkScKCWYeA9HPF4UYAACAASURBVLw8AAqnTN3v8+apzbms12W8t/I95m2Zd/Abp2XBib+GlZNgwavhiKoI6d4ig7HX5fIfpx/G5KXfcPKfP+WtueujHUuSJEmSJCnmWTCrzkvu3p34pk0pnDz5e39zea/LyWqQxf1f3F+1EQo5l0PLvvD+r6BkZxjSKlLi4wKuPrYT428+lq7Z6dz28hzmr63C5Y6SJEmSJEkKOwtm1XlBXBzpg3MpnDKFUEXFfn+TmpjKT/r9hFmbZ/HR6o8OfvO4eDj9fti5AT79Y5gSK5I6NE3jicuOoGl6Mje+OItdJeXRjiRJkiRJkhSzLJh1SEjLy6MiP5/dX375vb85u+vZdMrsxAOzHqCssuzgN297BPQfDZ/93Qv/DhGN05L4ywX9WL2tiF+/viDacSRJkiRJkmKWBbMOCWmDB0MQ/OCYjIS4BG7LuY1VO1YxZvGYqh1w0m8gKQ3G3eGFf4eIozplcdOJXXlt9jpenbk22nEkSZIkSZJikgWzDgkJTZrQoGdPdk2e8oO/O7bNsRzR4gj+Mecf7CytwkzltKZw4l2wYiIsHFvDtKotNw7pylEdm/DrNxawfMuuaMeRJEmSJEmKORbMOmSk5eVRPGcOFTu/vzgOgoCfDvwp20u28+SCJ6t2wL8v/HvvP7zw7xARHxfwlwv7kZQQx40vzqakfP8zuiVJkiRJkhQZFsw6ZKTnDYaKCgo/++wHf9crqxfDOg3j2S+fZWPhxoM/wAv/DkktM1P407l9Wbh+B78f5wxtSZIkSZKk2mTBrENGSr9+xKWlUXiAMRkAN/W/iVAoxOPzH6/aIW2PgP6j9lz4t2VRNZOqtp3cM5sf5XbgqSkrmfDlpmjHkSRJkiRJihkWzDpkBImJpB49iMJJkwgd4CK+VumtOLnDyYxbMY7SitKqHXTS3Xsu/HvXC/8OJb84vQc9WzbkjjFz2ViwO9pxJEmSJEmSYoIFsw4p6Xl5lK1fT+mKlQf87fBOw9lRuoNJ6yZV7ZC0pjDk17DiU1j4WvWCqtYlJ8Tz8MX9KSmv5OaXZlNR6V8OSJIkSZIkRZoFsw4paXl5ABROnnzA3w5qOYgmDZrwzvJ3qn7QwCugRZ9vL/zbVfX3FRWdm6VzzxmHM33FNv760dJox5EkSZIkSar3LJh1SElq04ak9u3ZNeXABXNCXAKndTyNT9d8yo7SHVU7KC4eht0PO9fDxD9VM62i4ZwBrTmzXyse/HAxr89eF+04kiRJkiRJ9ZoFsw45aXl5FM34nMrSA89WHt5pOKWVpUxYNaHqB7U9EvpevOfCv20rqpFU0RAEAb89qzdHdGjCLf+awx/Gf02l4zIkSZIkSZIiwoJZh5y0vMGEiospnjnzgL/tldWL9g3bV29MBsCJd0FcAkz4z+q9r6hIT07g2SuP4qIj2/GPT5ZxzbMz2VVSHu1YkiRJkiRJ9Y4Fsw45aUceSZCYyK6DmMMcBAHDOg3j842fs7FwY9UPa9gSBt8CX74Bq6ZWI62iJSkhjnvPOpy7R/bi40WbOefvU1mzrSjasSRJkiRJkuoVC2YdcuLS0kjJyaFw0oELZoDhHYcTIsS4FeOqd2DujdCwNYz/BVRWVm8PRUUQBFyW24F/Xn4kGwqKGfnXyXy2fGu0Y0mSJEmSJNUbFsw6JKUfcwwlixez+cEHCZWV/eBv2zZsS59mfXh7+dvVOywpFU78T9gwB+b9q3p7KKryujbljRvyaJyWxKjHp/PC9NXRjiRJkiRJklQvWDDrkNT44ovIPPtstv7jEVZedDEly3/4Er7hnYazePtiFm9fXL0De58HrQbAh3dDaWH19lBUdWyaxms/GczgLk355Wvz+c2bCymv8It0SZIkSZKkmrBg1iEpLiWFVvf+jtYPPUjZ2rWsOPtstr3wAqFQaL+/H9phKAlBQvUv+4uLg1P/G3ZugCkP1SC5oikzJZEnf3QEV+V15OmpKznv0WlMd2SGJEmSJElStVkw65DW8JRT6PjmG6QOHMime/6LNddeS/mWLd/5XZMGTchtncs7y9+hMlTNr1bbDYJeZ8GUB6FgXQ2TK1ri4wJ+Nbwnf7mgH+u2F3PBY58x+onpzF2TH+1okiRJkiRJhxwLZh3yEps3p+3/PEb2r35F0fQZLB8xkh0ffPCd3w3vNJxNRZuYuWlm9Q876W4IVcKH99QgseqCM/u35tM7TuCXp/dgwboCzvjbFK555gsWbdwZ7WiSJEmSJEmHDAtm1QtBENBk1CV0HPsqia1ase7Gm1j/y/+gYtf/zks+vu3xpCakVn9MBkDj9nD0T2DeS7CuBkW16oSUpHiuObYzE392Aree1I1py7Zy6oMTufml2az8xlnbkiRJkiRJB2LBrHoluXNnOrz0IlnXXkvB66+z8Te/2fssJSGFk9qfxPsr36ekoqT6h+TdBmnNYPwv4XtmPuvQktEgkZtP6sqkO0/gx8d15v2Fmzjxz5/y81fnUVBcFu14kiRJkiRJdZYFs+qdICmJ5rfeQpNLL2XHuHGUbdy499mwTsPYWbaTiWsnVv+ABg1hyK9gzWfw5ethSKy6olFqEnee2oNPf3Y8owe1Z8zMtYx+Yjr5RaXRjiZJkiRJklQnWTCr3mo86hIIhdj+/At7145qcRRNU5rWbEwGQP/RkH04fHAXlO2uYVLVNc0zGvCbkb14dHQOX2/YySWPT2d7oSWzJEmSJEnS/8+CWfVWUps2ZJx4IttffpnK4mIA4uPiOa3jaUxcO5GCkoLqbx4XD0N/B/mrYfo/wpRYdc2Jh2Xz2KU5LNm8i4v+5zO27qrBaBVJkiRJkqR6yIJZ9VqTyy6lsqCAgjff2rs2vNNwyirLeH/V+zXbvNPx0O00mHgffPEUlPuFa310fPfmPHHZQFZ8U8hF//MZW3ZaMkuSJEmSJP2bBbPqtZScHBr07Mm2Z54h9O2FfIc1OYxOmZ1qPiYD4PQ/QrMe8PYt8PAA+OJJi+Z66JiuzXjq8iNYs62YCx+bxuYdjkWRJEmSJEkCC2bVc0EQ0PjS0ZQuW0bhlKl714Z1GsbMTTNZv2t9zQ5o1A6umgCjXoWMFvD2rfBQf/j8cSj3S9f6JLdzU56+/Ag2FOzmwsc+Y2OBJbMkSZIkSZIFs+q9hqefTnzTpmx75p97107veDoA7654t+YHBAF0OQmu/ABGjYWGreCdn+4pmmf8j0VzPXJUpyyeueJINu8s4YLHprEuvzjakSRJkiRJkqLKgln1XlxSEo0vupDCiZMoWb4cgDYZbejfvD9vL3t77+iMGgsC6HIiXPk+jH4NMtvCu7fDg/1g4WvhOUNRN7BDE5658ki27SrlgkensWZbUbQjSZIkSZIkRY0Fs2JC4wsvJEhMZNuzz+5dG9F5BMsKljFp3aTwHhYE0HkIXDEeLn1jz+iMV34E0x8N7zmKmgHtGvP81Uexo7iMkX+dzEszVlNZGaa/qJAkSZIkSTqEWDArJiRkZdFwxAgKXn+DioICAM7sfCadMzvzu89+R1FZBL5CDQLodDxcPg56DIdxP4OP74VwfTGtqOrTphGvXpdLl+bp/HzsfM7+x1QWrCuIdixJkiRJkqRaZcGsmNHk0tGEiovJHzMGgMT4RO46+i7WF67nkbmPRO7gxAZw3j+h/yj49A/w7h1QWRm581RrumZn8PK1R3PfeX1Zs62IkX+dzF1vLKCgqCza0SRJkiRJkmqFBbNiRoMePUg96ii2Pfc8ofJyAAZkD+CcrufwzJfPsGjbosgdHp8AI/8KuTfB5/8DY6+G8tLInadaEwQB5+a04aPbj2fUoPY899kqhtz/CWNmrg3ffG9JkiRJkqQ6yoJZMaXJpaMp37CBnRMm7F27NedWMpMzuWfaPVSGIvhlcRDAKf8FJ90NC8bASxdBaWHkzlOtykxJ5J4zDufNG/Jo2ySV21+Zy/mPTuOrDTuiHU2SJEmSJCliLJgVU9KPP57Etm3Z9s9n9q5lJmdyxxF3MO+bebyy6JXIh8i7BUY8BMs+gmfOhKJtkT9Ttebw1pmMvS6XP5zTm6WbdzH84cmMm78h2rEkSZIkSZIiwoJZMSWIj6fJ6FEUz55N8bx5e9eHdRzGoJaD+Musv7ClaEvkg+Rctmcu84Y58PQw2GEBWZ/ExQVccEQ7Pr79eHq3zuT2V+aydPPOaMeSJEmSJEkKOwtmxZzMs88mLi2Nbc88u3ctCAJ+NehXlFaU8sfP/1g7QXqOhEvGQP5qeHIoFG+vnXNVaxqlJvGPUQNokBjPtc/OZFdJebQjSZIkSZIkhZUFs2JOfHo6jc49hx3jx1O2afPe9fYN23NNn2sYv3I8k9ZOqp0wnY6DUa9C/ir4/PHaOVO1qmVmCg9f3J8V3xRyxytzvfhPkiRJkiTVKxbMikmNR42Cigq2v/jCPuuXH345HTM78rvpv6O4vLh2wrQbBF1OhumPQtnu2jlTtSq3c1N+floPxi3YyGMTl0c7jiRJkiRJUthYMCsmJbVtS/qQIeS/9C/Kv/nmf9fjk7hr0F2s27WOR+Y+UnuBBt8EhVtg7ou1d6Zq1dXHdOL03i34w/ivmbr0mwO/IEmSJEmSdAiwYFbManrddVTu3s2qS0ZRtm7d3vWBLQZyVpezeGbhMyzevrh2wnQ4Blr1h2l/hcqK2jlTtSoIAv54bl86NUvnhhdnsz6/lr6QlyRJkiRJiiALZsWslMN70e7JJyjfto2Vl4yiZPn/ji64Lec2MpIyuGfaPVSGKiMfJggg9ybYuhQWvRv58xQV6ckJPDIqh9LySq57fhYl5f5lgiRJkiRJOrRZMCumpQ4YQPtnnyFUXs6qS0ZRvGAhAI0aNOL2I25n7pa5vLrk1doJc9hIaNQepjxUO+cpKro0T+e+8/owd00+d7/1ZbTjSJIkSZIk1YgFs2Jegx496PDcs8SlpLD6sssonD4DgBGdRpCTncPfZv+NorKiyAeJT4DcG2HtDFj9WeTPU9ScenhLfnxcZ16YvpqXv1gT7TiSJEmSJEnVZsEsAUkdOtD+xRdIaNGCNVdfzc6PPiYIAm7NuZWtu7fy3FfP1U6QfpdAShOY8mDtnKeouf2UbuR2zuJXry9gwbqCaMeRJEmSJEmqFgtm6VuJ2dm0f+5Zkrt3Z+2NN1Lw5pv0bdaXE9qewFMLniJ/d37kQySlwpFX75nDvKWWLhhUVCTEx/HwRf1pmpbEdc/PpLCkPNqRJEmSJEmSqsyCWfo/Eho3pt1TT5E6cCDrf3Yn2557npv630RhWSFPLHiidkIceQ0kNIBpD9fOeYqarPRk/nJhf9ZuL+bed7+KdhxJkiRJkqQqs2CW/j/x6Wm0fexR0k88kU2//S0p//0YV5UN4qWvXmBj4cbIB0hrumdUxtyXYGctnKeoOrJjE64c3JHnp69m4uIt0Y4jSZIkSZJUJRbM0n7EJSfT5sG/0ORHP2LXhA85+b5JPPBQMVN/dR27F9fC6Iqjr4fKcpj+aOTPUtTdPrQ7nZulceer8ygoLot2HEmSJEmSpINmwSx9jyAhgeyf30nXKZNpdf99lHVqTbfxX7Ni5BksP/Mstj7xJGWbNkfm8KzOcNgI+OIJKNkZmTNUZzRIjOf+8/uxeWcJ//X2l9GOI0mSJEmSdNAsmKUDiEtJIXPYMPo8/RI335rG1At6EiQlsflPf2Lp8cez5oYbqCwpCf/BuTfD7gKY9Uz491ad069tI647rjNjZq7lgy83RTuOJEmSJEnSQbFglg5SVkoWZx95OX/ptJiif9xFp3Hv0viii9g14UOKvvgi/Ae2yYH2eTDt71Dh2IRYcNOJXenRIoNfjJ3P9sLSaMeRJEmSJEk6IAtmqQou63kZjZIb8dCsh0ju2JFmt90GcXEUz5wVmQMH3wQ71sLC1yKzv+qUpIQ4/nx+PwqKS/n1GwuiHUeSJEmSJOmALJilKkhPSueq3lcxdf1Upm+YTnx6Gg169KBoVoQK5i4nQ7PDYMqDEApF5gzVKT1bNeTmE7vy9rwNvD1vfbTjSJIkSZIk/SALZqmKLuxxIdmp2Tw460FCoRApOTkUz51LqCwCYyzi4iD3Rti0AJZ9FP79VSf9+LjO9G2Tya9fX8DmnbujHUeSJEmSJOl7WTBLVZQcn8z1/a5n/jfz+WjNR6TmDCBUXMzur76KzIG9z4OMVvDOTyF/dWTOUJ2SEB/H/ef3pbC0gl+OXUDIr9clSZIkSVIdZcEsVcOIziPomNlxzyzmfn0BKIrUHOaEJLjgWSjeBk+eBt8sjcw5qlO6NM/gZ0O7M+GrTYydtS7acSRJkiRJkvbLglmqhoS4BG7sfyPLC5Yzbtd0Etu2pXjWzMgd2GYg/OgdKN8NT50GmxZG7izVGZcP7sgRHRrzm7cW8vXGHdGOI0mSJEmS9B0WzFI1ndTuJHpl9eLvc/5OXN9eFM2cFdlRBi16w+XjIC4Bnh4G6yL0xbTqjPi4gPvO60tSfBwjHp7Mn99fxO6yimjHkiRJkiRJ2suCWaqmIAj42RE/Y9vubTwRTKFi2zZKV66M7KHNusEV4yC5IfxzJKyaGtnzFHXts9L44LbjGNGnFQ99tJTTH5rEjBXboh1LkiRJkiQJsGCWamRA9gBeHPYiW7o2BeC1V++ltKI0soc27gBXjIeGLeHZs2HphMiep6hrkpbEny/oxzNXHElZRSXnPzqNX4ydT0FxWbSjSZIkSZKkGGfBLNVQ18ZdefDyVylJT2bbjCmMencUKwpWRPbQhq3gR+9C0y7w4kXw1duRPU91wrHdmvHeLcdyzbGd+Nfnqzn5z58ybv6GyI5mkSRJkiRJ+gEWzFIYpCSmkHVUHsdsbcaGwg1c8PYFvLbktcgWf+nN4LK3oGVfePlSmPdy5M5SnZGalMAvTz+MN67Po1lGMtc9P4trnp3JxoLd0Y4mSZIkSZJikAWzFCapAwaQsG4zL+c+Ru+mvblr6l3cMfEOdpTuiNyhKY1h9GvQPhfGXgMrp0TuLNUpvdtk8sb1g/nFaT2YtGQL5z4y1QsAJUmSJElSrbNglsIkNWcAAGlfreGxkx/j5gE3M2HVBM578zwWbl0YuYOTM+Dif0GjtvDObVAe4RnQqjMS4uO49rjOPHnZEazdXsw/p66MdiRJkiRJkhRjLJilMGnQsydBcjLFs2YSHxfPVb2v4pnTnqEiVMF/TPoPKkOVkTs8KQ1Ovw+2fA3THo7cOaqTcrs0ZUiP5vz146VsL/QvGCRJkiRJUu2xYJbCJEhKIqVPH4pmztq71qdZH27JuYVlBcv4ZM0nkQ3QbSgcNhI+/SNsi/Alg6pz7jy1B4Ul5fzt46XRjiJJkiRJkmKIBbMURik5A9j91VdUFhbuXTu1w6m0Tm/NE/OfiOylfwCn/h7iEuDdOyDSZ6lO6d4ig/Ny2vLMtFWs2VYU7TiSJEmSJClGWDBLYZSakwMVFRTPm7d3LSEugSsOv4J538zj842fRzZAZms44T9g6Qfw5RuRPUt1zq0ndyMuDu57f1G0o0iSJEmSpBhhwSyFUUq/fhAE+4zJADijyxk0TWnK4/Mfj3yII6+BFn1g/M9h947In6c6o0VmA67K68Qbc9Yzf21BtONIkiRJkqQYYMEshVF8RgbJ3btTPGvmPuvJ8cmM7jmaaRumsXDrwgiHSIDhf4GdG+HjeyN7luqca4/rRJO0JO5996vIj2SRJEmSJEkxz4JZCrPUnByK5swlVF6+z/r53c4nIymDJ+Y/EfkQbXLgiCthxqOwfk7kz1OdkdEgkZtP7Mq05Vv5ZPGWaMeRJEmSJEn1nAWzFGapOQMIFRWx++t95+CmJ6VzYfcLmbBqAssLlkc+yJBfQ1ozePsWqKyI/HmqMy46sh0dslL5/btfU1HpV8ySJEmSJClyLJilMEsZMACA4plffOfZqJ6jSI5P5qn/x959RldVp28f/+50UkkgISGhhd6khQ5Ks4AFrEhXBGmCKAygziiCMwIWRkEQVBApghRFUAEFBOmEKr23QAokpPfs5wXOPONfSkLOOTuB67OWS+Tsfe/LtUCWV36594HZDghSEh78F1zcA5Gz7P88KTLcXJwY9VANjsYks3T3BavjiIiIiIiIiMgdTAWziI25BgfjGhr6lxf9AQR4BPBE1SdYeXIl0anR9g9T50kIbwtrx13bySx3jY51gqlfriQfrjlGepZOsIuIiIiIiIiIfahgFrGDEo0akrZ793VfsvZc7ecAmHNwjv2DGAY8/AHkZMKq1+z/PCkyDMPg9U41iU7KYNbm01bHEREREREREZE7lApmETvwbNiI3MuXyT537i+fhXiH0Cm8E0uPLyUhI8H+YUpVhtYj4OAyOPGL/Z8nRUaTSgF0qFmG6b+e5EpKptVxREREREREROQOpIJZxA48G13bw3y9NRkAL9R5gYycDOYfnu+YQK2GQ6mqsPIVyExxzDOlSBjTsTppWTlMWXfC6igiIiIiIiIicgdSwSxiB26VK+Pk50fa7l3X/Ty8ZDjtyrdjwZEFpGan2j+Qizs8NgWunoe1b9v/eVJkVAnyoWvj8szbdpYvN5/m0MUkcvP+urpFREREREREROR2uFgdQOROZDg54dmgAek3OMEM0K9uP9aeW8vio4t5rs5z9g9VoTk0HQjbp0OtzlCxlf2fKUXCKx2qsv3UFcauOASAj7sL9cuXpHHFACIq+FO/fEk83fTHgYiIiIiIiIgUnHG9l5DZS0REhBkZGemw54lY6fJnnxH3wYdU3bIZl4CA617Tb00/Tl09xaonV+Hm7Gb/UFmpML0FYMCgLeDmaf9nSpFgmiYXEtKJPBtP5JkEdp1N4GhMMqYJzk4GtUJ86Vg3mIH3VsbJybA6roiIiIiIiIhYzDCMXaZpRtzqOq3IELETz0aNAEjfffNTzHHpcSw/udwxody84LGpkHAa1o13zDOlSDAMg3IBnjzeIIx/Pl6XVcPvZe+bDzD7+cYMuq8y7i5OTFp1lOGL9pKZk2t1XBEREREREREpJlQwi9iJR506GG5upEVefw8zQNPgptQpVYfZB2ZzKeWSY4JVag2N+8O26XBum2OeKUWSXwlX2lYPYuSD1Vk8sDljOtbg+30XeX72TpIzsq2OJyIiIiIiIiLFgApmETtxcnPD4566pN3kBLNhGAxpMISolCgeXPog/Vb34/uT35OWnWbfcB3GQslysHwIZKfb91lSLBiGwcD7KvPhM/XYcTqerjO2EZuUYXUsERERERERESniVDCL2JFnw0ZkHDpEXtqNC+NWoa344fEfGFR/EFEpUbyx6Q3afNOGNza9wY5LO8gz82wfzN0bHpsCV07A+n/afr4UW080DOOL5xpz5koqT0zfwsm4FKsjiYiIiIiIiEgRpoJZxI48GzWEnBzS9/9+0+vCfMIYVG8QPz7xI3MemkOnSp1Yd24dL6x5gY5LOzJlzxSiU6NtGy68DTR6DrZ+Aud32na2FGv3VQtk4YvNSM/K5anpW9hzLsHqSCIiIiIiIiJSRKlgFrGjEvXrg2GQtvvGe5j/l2EYNCzTkLEtxrL+mfVMbD2RSn6V+Pz3z3l6xdPsjLZxEXz/ePApC8sHQ7bWIcj/d09YSZYOaoFvCVe6fbaNdUdirI4kIiIiIiIiIkWQCmYRO3L288Ojbl0Sv/2OvKysAt3r4eJBp/BOfHr/p3zX+TtKupfkxTUvsvTYUtsF9PCFxz6Cy8dgwwTbzZU7QsXSXiwZ2IKqQT70/2oX3+w8b3UkERERERERESliVDCL2Fng0KFknz9PwvwFtz2jkl8l5j88nyYhTRi7dSwTd0wkNy/XNgGrdIAGPWHzRxCVv5PWcvcI9HFn4YvNaFG5FKOW7ufpT7fwxabTRF3VyyFFREREREREBAzTNB32sIiICDMyMtJhzxMpKs71f5H0vXupvGY1Lv7+tz0nJy+H9yPfZ/7h+bQMbcl7976Hj5tP4QOmX4VpzcCjJAzYAC7uhZ8pd5SsnDw+++0UK/Zd5Eh0MgD1wvx4qE4IHesEU7G0l8UJRURERERERMSWDMPYZZpmxC2vU8EsYn+Zx49zqnMX/Lt3J/jvbxR63uJji/nXtn9R3rc8U9tNpZxvucKHPPoTfP0sdHofmvQv/Dy5Y52KS2HVwWhWHYhm/4VEAGoE+/BQnWC61A9V2SwiIiIiIiJyB1DBLFLEXBo7lquLlxC+4nvcw8MLPW/HpR28uuFVACa3mUzj4MaFG2iaMLsjJJyBYXvB1aPQGeXOF3U1nVUHoll14BKRZxPwcHFmTt8mNKkUYHU0ERERERERESmE/BbM2sEs4iCBQ4fi5OFB7Hvv22Rek5AmLOi0gACPAF5c8yKLjy0u3EDDgLavQ/Il2PWlTTLKnS+0ZAleaFWJxQNbsGl0O8qW9OD52TvYdTbB6mgiIiIiIiIi4gAqmEUcxKVUKUoNHEDK+vWkbttmk5nlfcszv9N8mpZtyrit4zh85XDhBla6Fyq0gk0fQrZe4iYFE1qyBAv6NyPQx53nZu1g/4WrVkcSERERERERETtTwSziQAG9e+NatiwxEydh5ubaZKaPmw//avUvDAw2XNhQ+IFtX4OUGIicVfhZctcp4+vBgv7NKOnlSs/Pt3MgKtHqSCIiIiIiIiJiRyqYRRzIyd2dwBGvknn4MInfLbfZ3ACPAGqXqs3mqM2FH1ax1bWTzJsmQ1Zq4efJXadsyRIs6NcMHw9Xen2xnSPRSVZHEhERERERERE7UcEs4mC+nTpRol494v79b/JSbVfgtgxtyf7L+0nMtMGJ0TavQ2oc7Pyi8LPkrlQuwJMF/Zvi5uJEz8+3cyI22epIIiIiIiIiImIHKphFHMwwDILGjCYnLo4rX9huDUWr0FbkmXlsvbS18MMqNIfwtrD5I51ilttWoZQXC/o3wzAMun22nVNxKVZHEhEREREREREbU8EsYgHPBg3w7dSRS7Eo8gAAIABJREFUK7NmkR0dbZOZdUrXwcfNxzZrMgDavg5pl2HHZ7aZJ3elyoHeLOjXlLw8k+6fbefsFX3BQkREREREROROooJZxCKBr46AvDziJv/bJvNcnFxoHtKczVGbMU2z8APLNYEqHa6dYs7UegO5fVXL+DCvX1MycnLp/tl2vtsTxdkrqbb5dSoiIiIiIiIillLBLGIRt7BQAnr3InH5ctIPHLTJzFahrYhLj+NYwjGbzKPN65AeDztm2mae3LVqhvgy74WmZObkMXzRXu5771cavfMLfb/cyZS1x9l0/DJJGdlWxxQRERERERGRAjIceYIsIiLCjIyMdNjzRIq63ORkTj7wIO6VK1N+zpcYzs6FmhebFkv7xe15pdEr9K3T1zYh5z8D57fD8N/Bw9c2M+WulZObx/HYFPacu8qecwnsPX+V47HXdjMbBlQJ9OahOsG80qEaTk6GxWlFRERERERE7l6GYewyTTPiVtfpBLOIhZx9fAh8+WXSIiM5/fTTpO7YUah5QZ5BVPOvZrs9zABtX4OMq7B9hu1myl3LxdmJmiG+dG9anveersfPr97HvrceYO4LTXilQzXK+HowZd0JJqw6YnVUEREREREREckHFcwiFivZ9RnKfvA+uQlXOde7DxeGvUzWhQu3Pa9laEt2x+4mNdtGL1Mr2wCqd4KtUyD9qm1mivwPvxKutK4ayLD2VZn7QhP6NK/AzI2nmL35tNXRREREREREROQWVDCLWMwwDPwefpjKP/1I4MvDSPntN0517ETsBx+Sm1LwkrhV2Vbk5OWw41LhTkP/SZsxkJEI2z+13UyR6zAMgzcfrc2DtcswbuUhfvr9ktWRREREREREROQmVDCLFBFOHh6UHjSIyqt+wrdTJ6589hknH3qIq0uXYubm5ntOg6AGlHApwaaoTbYLF1IPajwCWz+B9ATbzRW5Dmcng4+ebUDD8v68vGgvO8/EWx1JRERERERERG5ABbNIEeNapgxlJ06g4uJvcCtXjktv/J3TTz9NxqFD+bvf2ZWmIU3ZfHEzNn2JZ5vXIDPpWsksYmcers583juCMP8S9JsTyYnYZKsjiYiIiIiIiMh1qGAWKaJK1K1LhQXzr+1njrvMhVdewczJyde9rcq2IiolijNJZ2wXKLgO1OoC26ZD6mXbzRW5AX8vN+Y83wRXZyf6zNpJbFKG1ZFERERERERE5P9QwSxShP1nP3PwW2+SffYciStX5uu+lqEtAdgctdm2gdq+AdlpsGmybeeK3EC5AE++fL4xV9OyeG72TpIzsq2OJCIiIiIiIiL/QwWzSDHg3b497jVrcnn69HydYg7zCaOib0U2XbThHmaAwGpQrzvs+AwSo2w7W+QG6oT6Ma1nI47GJDN4/m6ycvKsjiQiIiIiIiIif1DBLFIMGIZB4JDB104xr8jfKeZWoa2IjI4kI8fGawXajAYzDzZOsu1ckZu4r1ogE56oy2/HLzNm2X7b7hcXERERERERkdumglmkmCjoKeaWoS3JzM1kV8wu2wYpWR4inofdc+HKSdvOFrmJpyPK8er91Vi2O4qXF+4lJTN/O8lFRERERERExH5UMIsUE4ZhEPjSELLP5e8Uc0SZCNyd3dkUZeM1GQCtR4KzG/z6ru1ni9zE0HZVGHF/NVbuv8hjUzZx8GKi1ZFERERERERE7moqmEWKEe927fJ9itnDxYOIMhFsvmjjF/0B+JSBZgPh9yUQfcD280VuwDAMhravyoL+zUjNyuHxaVuYu+2sVmaIiIiIiIiIWEQFs0gxUtBTzC1DW3I68TRRKXZ4IV+LYeDuC+v/afvZIrfQLLwUPw5rTfPwUvzjuwO8tGAPSRnZVscSERERERERueuoYBYpZgpyirllaEsANkfZ4RSzZwC0HApHf4TzO20/X+QWSnm7M/u5xozpWINVB6N55ONN7Dt/1epYIiIiIiIiIncVFcwixUxBTjFX8q1EqHeoffYwAzQdBJ6lYd04+8wXuQUnJ4OB91XmmwHNyMnN46lPt/DFptNamSEiIiIiIiLiICqYRYoh73btcK9161PMhmHQsmxLtl/aTnauHdYHuHvDvSPh9EY49avt54vkU6MKAfz4cmvuqxbE+JWH6P9VJLHJGVbHEhEREREREbnjqWAWKYaunWJ+6dop5u9X3PTalqEtSctJY2/cXvuEafQ8+IbB2nGgU6NioZKebnzWuxFvPlKLjccv88DkjSzfG6XTzCIiIiIiIiJ2pIJZpJjybtv22inmTz+96SnmpiFNcTFc7Lcmw9UD2oyGqF1w9Cf7PEMknwzDoG+rSvw4rDWVSnvx8sK9DJi7S6eZRUREREREROxEBbNIMZXfU8xerl40KNPAPi/6+4963SGgMqwbD3l59nuOSD5VCfJmycAWvNGpJhuOxXH/hxv5bo9OM4uIiIiIiIjYmgpmkWIsv6eYW5ZtydGEo8SmxdoniLMLtH0dYg/BgaX2eYZIATk7GfS/N5wfX25N5UAvhi/aS/+vdhGbpNPMIiIiIiIiIraiglmkGMvvKeZWoa0A7HuKufYTUKYOrP8npCfY7zkiBVQ50JvFf5xm/u14HPdP3si3ey7oNLOIiIiIiIiIDahgFinm/nuKefp0zOzs615Tzb8agSUCWX1mtf2CODlBh7ch4TR8WAtWvAwxB+33PJEC+N/TzFWCvHll0T4embKJb3aeJyM71+p4IiIiIiIiIsWWCmaRYs4wDAKHDSP7/HniPvrohtf0rNWTzRc3s+7cOvuFqdoBBm6COk/CvoUwvQXMfhgOfge5N17hIeIolQO9+WZAcyY8UZecXJNRS/fT7N21vPvjYc7Hp1kdT0RERERERKTYMRz5LcIRERFmZGSkw54ncje59NZYri5aRNi0afi0a/uXz7Pzsum6sitJmUks77IcL1cv+wZKi4c9c2Hn53D1HPiGQkRfaNgHvAPt+2yRfDBNk+2n4/lq6xlWH4whzzRpVz2I3i0q0rpKaZycDKsjioiIiIiIiFjGMIxdpmlG3PI6Fcwid4a8zEzOdOtGdtRFKi1diltY6F+u2Ru7l94/9aZnrZ6MajzKQcFy4dhq2DEDTv0Kzm7QYii0+wcYKvCkaLiUmM7X28+xYMc5LqdkUam0F92blKdj3WDC/D2tjiciIiIiIiLicCqYRe5CWefOcfrJp3CrWJEK8+fh5Ob2l2vGbx3PkuNLWPjwQmqWqunYgHFHYeP78Ps30HoktP+HY58vcguZObmsOhDNnC1n2H3uKgB1Qn15sFYwD9UJpkqQN4a+MCIiIiIiIiJ3ARXMIneppJ9/JmroMPx79CD4H3//6+dZSTz27WMEewUzv9N8nJ2cHRvQNGHFMNj9Fdw/HloOc+zzRfLpzOVUVh+MZvXB6P+WzeGlvXig9rWy+Z5QP63REBERERERkTuWCmaRu1jMuxOInzOH0Mkf4tux418+/+n0T4zaOIoxTcbQo2YPxwfMy4UlfeHQd/Dox9Coj+MziBRATFIGaw7FsOZgNFtPXiEnzyTY14O/P1KTR+4pa3U8EREREREREZtTwSxyFzOzsznbqzeZx49Tccli3CtV+vPnpsmgXwaxN24vyzsvp4xXGceHzMmChd3gxFp4ahbUecLxGURuQ2JaNmuPxDBnyxn2RyUy8cl7eCainNWxRERERERERGwqvwWzkyPCiIhjGa6uhE7+EMPVlaiXh5OXkfHnzw2DN5q9QU5eDhN3TrQmpIsbPDMXyjeDZS/C8Z+tySFSQH6erjzRMIyFLzanVZXSjFqyn7lbz1gdS0RERERERMQSKphF7lCuISGUfW8SmceOET1+/F8+L+dTjoH1BvLz2Z/ZcH6DBQkBN0/ovgiCasKiXnB2izU5RG5DCTdnPusdQYeaQfxj+UE+/+2U1ZFEREREREREHE4Fs8gdzLt1a0oNHEDi0mVcXfbtXz7vU6sPlf0q88/t/yQtO82ChICHH/RcBn6hsKArXNxrTQ6R2+Dh6sy0Ho3oVDeYd344zNR1x62OJCIiIiIiIuJQKphF7nCBQ4fi2bQp0ePGkXH02J8+c3V25c3mb3Ip9RLT9023KCHgHQi9l18rm+c9CZdV0knx4ebixMfPNuDxBqG8v+YY760+giPfbyAiIiIiIiJiJRXMInc4w9mZ0Pffw8nHm4sjR2JmZf3p84ZlGvJk1SeZe2guR+OPWpQS8AuDXt+BYcCcR+HHUbBlChxaDlG7IfUyqLSTIsrF2YkPnq5Htybl+GT9Sd754bBKZhEREREREbkrGI78H+CIiAgzMjLSYc8Tkf8ved16LgweTODLwyg9aNCfPkvMTOSx7x4j1DuUzx/4HE9XT4tSApf2w4phcPkEZCX/+TNXT/ArByXLQd1noF5XazKK3IBpmry94hBfbjlDj6blGd+5Dk5OhtWxRERERERERArMMIxdpmlG3PI6Fcwid4+oV18l+edfqPTdt7hXrvynz3489SOjfxuNj5sPT1V9im41uhHiHWJRUq6dVs64ClfPw9VzkHj+jx+fhdhDkHAGnv8JyjezLqPIdZimycRVR/l0w0mebBjGxCfr4uKsbxgSERERERGR4kUFs4j8Rc7ly5x8+BHcK1emwry5GE5/Lr32xu5l3uF5/HL2FwDal29Pr1q9qBdYD8MoQqcwM5JgRmvIy4NBm67tbhYpQkzT5OO1J5j8yzEeqFWGj7s1wMPV2epYIiIiIiIiIvmW34JZR6pE7iIupUtTZswY0nfvJuHrr//yef2g+rx/3/v89MRP9K7dm62XttLrp150/6E7P5z6gezcbAtSX4eHLzzxOSRFwQ8jrU4j8heGYfByh6qMfbQWaw7F0GfWDpIyisjvHxEREREREREb0glmkbuMaZqc79ef9D17CF+5AteyZW94bVp2GitOrmDe4XmcSTpDUIkgXol4hUfCH3Fg4pvYMAnW/xOe+AzuecbqNCLXtXxvFCO+2Ue1Mj7M6duEQB93qyOJiIiIiIiI3JJOMIvIdRmGQfDbb2OaJpf++PuNeLp60rVGV5Z3Wc609tMI9grm75v+zq6YXQ5MfBOtR0D55rDy1Ws7mUWKoM71Q/m8TwSnL6fy9KdbOB+fZnUkEREREREREZtRwSxyF3ILCyVo+MukbthI0sofbnm9k+FE67DWzLh/BmE+YYzcMJK4tDgHJL1VMGd4fAYYBix7EXJzrE4kcl1tqgcxr19TEtKyeXL6Fo5EJ1kdSURERERERMQmVDCL3KX8e/bEo949xPzrX+QkJOTrHm83bya3mUxqdiojN4wkO68I7JT1rwCPTIbz2+G3961OI3JDjSr4s3hgcwwDnvl0KzvPxFsdSURERERERKTQVDCL3KUMZ2dCxo8nNyWFmHffzfd9Vf2r8mbzN9kdu5uPdn1kx4QFUPcpuOdZ2DARzm23Oo3IDVUr48OSgS0o5e1Oz8+3s+5IjNWRRERERERERApFBbPIXcyjWjVK9+9P0vcrSPntt3zf90j4Izxb/VnmHJrDmjNr7JiwADq9B37lYFk/yEi0Oo3IDZUL8GTxwOZULeNN/6928c3O81ZHEhEREREREbltKphF7nKlBg7ArXJlLr31Frkpqfm+72+N/8Y9pe/hzS1vcjrxtB0T5pOHLzz5OSRGwY9/szqNyE2V9nbn6/7NaB5eilFL9/Puj4fJzbvxCzdFREREREREiioVzCJ3OSc3N0LGjyfnUjRx//53vu9zc3bjgzYf4ObkxivrXyEtO82OKfOpXBO4bzTsXwT7F1udRuSmfDxcmf18Y3o2K8+MjacYMHcXqZl6UaWIiIiIiIgULyqYRQTPhg3w796dhPnzufLFLMy8vHzdF+wVzMR7J3I66TRjt47FNIvACczWI6BcM/jhVTix1uo0Ijfl6uzE+M51GPtoLdYdieGpT7cSdTXd6lgiIiIiIiIi+aaCWUQACBrxKj4dOhD73nucHziQnPj4fN3XvGxzXqr/Ej+d/omvj3xt55T54OwCT8wEr9Iw7wlY0BUuH7c6lcgNGYbBcy0rMeu5xlyIT6Pz1M3sOZdgdSwRERERERGRfFHBLCIAOHl6EvrxRwS/9SZp27ZzunMXUrdtz9e9L9R9gTZhbXgv8j32xu61c9J88K8Ag7fB/ePgzGaY1gxWvQ7pKu2k6GpTPYhlg1vg6eZM15nb+H7fRasjiYiIiIiIiNySCmYR+S/DMPDv1o2K3yzCydubc88/T9zHUzBzbr4X1slw4p1W7xDsGcyIDSOKxkv/XNyh5cswbDfU7wHbpsHHDWHn55CrPbdSNFUt48N3Q1pSP6wkw77ew4c/Hysaq2dEREREREREbkAFs4j8hUeNGlRaugS/Ll24PG0aZ597juzo6Jve4+fux+S2k8nMzaTryq4sPba0aBRj3kHw2McwYCOUqQ0/jIBPW8HJdVYnE7muAC835vZrwlONwvh47XFe+noPaVn6ooiIiIiIiIgUTYYjC6CIiAgzMjLSYc8TkcJL/P57ose+jeHqSsi77+LTru1Nr49Ni+X1Ta+z/dJ2OpTvwNgWY/Fz93NQ2lswTTiyEtb8HRLOQHhbaD4EKrcHJ329TYoW0zSZufEUE1YdoUawLzN7NaJcgKfVsUREREREROQuYRjGLtM0I255nQpmEbmVzNOniRoxgsxDhwkaOYJS/frd9Po8M485B+fw8Z6PCfAI4N1W79IkpImD0uZDTiZs/xS2fgIpMVCqCjQZAPW7gbuP1elE/uTXo7EM+3oPTk4GU7o1oHXVQKsjiYiIiIiIyF1ABbOI2FReVhZRLw8ndft2qv66Hmdf31vec+jKIUZvHM3ZpLP0rdOXIfWH4Ors6oC0+ZSTBYe/v1Y2X9gJbj7QoCc06Q+lKludTuS/zl5J5cWvdnE8NpnRD9XgxXvDMQzD6lgiIiIiIiJyB8tvwazvCReRfHFycyNw6EuYaWlcXbI0X/fUKlWLRY8s4omqT/DFgS/o9VMvziadtXPSAnBxg7pPQb9foN86qNHp2ksApzSC+c9oT7MUGRVKebFscAs61gnh3Z+OMFR7mUVERERERKSI0AlmESmQsz17kX3xIpXXrMZwccn3fb+c/YW3trxFdl42Q+oPoUuVLkVnN/P/So6GyNkQOQtSY6HzJ9dONYsUAaZpMmPjKSatOkK1Mj7M7BVB+VLayywiIiIiIiK2pxUZImIXSWvWEDXsZUI//gjfBx4o0L3RqdG8uflNtl7aipuTGx0qdOCpak8RUSai6H27f04mfNUF4o7A0F3gGWB1IpH/2ngsjqFf7wFgSrcG3FtNe5lFRERERETEtlQwi4hdmLm5nHzgQVxDQqgwb+5tzTgSf4Slx5byw6kfSM5OpoJvBZ6o+gSPVX6M0iVK2zhxIcQchE9bQ8Ne8OhHVqcR+ZOzV1IZMHcXx2KSaVM9iHvC/LgnzI+6oSUJ9HG3Op6IiIiIiIgUcyqYRcRursyaTeykSVRathSPWrVue056Tjo/n/2ZpceWsjt2Ny6GC23KteHp6k/TomwLGyYuhNVvwNZPru1pDrvlf1NFHCotK4f3Vh9l0/HLnIhL4T9/pJf186BumB/3hJWkbqgf9cqVxK9EEXrBpoiIiIiIiBR5KphFxG5yk5I43qYtvg88QNkJ79pk5qnEUyw7tozvT35PQmYCH9z3AQ9ULNgKDrvITIapjcE7CPqvBydnqxOJXFdqZg4HLyax/8JV9l9I5PeoRE5fTgXA292F+f2aUq9cSYtTioiIiIiISHGhgllE7Cp63HiuLl5MlfXrcCltu7UWWblZdF3ZlZy8HL7t/C0uTvl/kaDdHFgGS56HTu9Dk/5WpxHJt8S0bPZHXeW1Zb+TnpXLssEtqFDKy+pYIiIiIiIiUgzkt2B2ckQYEbnz+PfsiZmdTcKiRTad6+bsxpD6QziTdIYfTv1g09m3rfbjEN4G1o6HlFir04jkm5+nK62rBjKnbxNyTZPes3ZwOSXT6lgiIiIiIiJyB1HBLCK3xT28El73tibh64XkZWXZdHb78u2pGVCT6fumk52bbdPZt8UwoNMHkJMOa/5hdRqRAqsc6M0XfRoTk5RB3y93kpqZY3UkERERERERuUOoYBaR2xbQuw+5ly+T/NNPNp1rGAZDGwwlKiWKb098a9PZt610FWgxDPYvhDObrU4jUmCNKvgzpVtDDkQlMnj+brJz86yOJCIiIiIiIncAFcwictu8WrbArXJl4ud8ha33ubcKbUX9wPrM2DeDjJwMm86+ba1HgF95+GEEFIWT1SIFdH+tMvzz8bpsOBbHa8t+t/nvWxEREREREbn7qGAWkdtmGAYBvXqScegQ6bt323z2sIbDiE2P5Zuj39h09m1z84ROkyDuMGybbnUakdvSrUl5Xm5flSW7LvDBmmNWxxEREREREZFiTgWziBSK32OP4eTnR/xXc20+u3FwY5qGNOWLA1+Qlp1m8/m3pXpHqNYRfp0AiVFWpxG5LcM7VOXZxuWYuv4Ec7edtTqOiIiIiIiIFGMqmEWkUJw8PfF/+imSf/6Z7CjbF67DGgwjPiOe+Yfn23z2bes4AcxcWP261UlEbothGLzTpQ7tawTx5vIDrDoQbXUkERERERERKaZUMItIofl37w6GQfyCBTaffU/gPbQJa8Psg7NJykqy+fzb4l8R7h0Jh76DE2utTiNyW1ycnZjSvQH1wkoybOEefjkUY3UkERERERERKYZUMItIobmWLYvP/fdzdfES8tJsv8piSIMhJGclM+fgHJvPvm0thkGpKrCwB6wYDnFHrU4kUmCebi7Meq4xlUp50e+rSPrNieTclSKyjkZERERERESKBRXMImITAb17kZeUROLy5TafXSOgBg9WfJB5h+YRnxFv8/m3xcUdei6De56GvQvgkyYw70k48QuYptXpRPItwMuN74e2ZPRDNdhy8jIdJm/g/dVHScvKsTqaiIiIiIiIFAOG6cAiJCIiwoyMjHTY80TEcUzT5MzTz5CXlkb4yhUYTrb9+tWpxFM8vvxxetXsxcjGI206u9BSL0PkbNj5GaTEQOnq0Gwg3PMsuHlanU4k32KSMpjw0xG+3RNFiJ8Hr3eqySP3hGAYhtXRRERERERExMEMw9hlmmbEra7TCWYRsQnDMAjo05usU6eIfust8rKybDo/3C+cR8IfYeHRhcSmxdp0dqF5lYb7/gbDD8DjM8HVA1a+ApNrwS9vQ0YR2R0tcgtlfD2Y3LU+SwY2J8DLjaFf7+HZmds4fEm/hkVEREREROT6VDCLiM34PvwwpQYM4OriJZzt1YvsGNu+NGxgvYHk5uUyc/9Mm861GRc3qNcVXtwAz/8EFVvB5n/DzDYQfcDqdCL5FlExgO9fasW/Hq/LsZhkHv74N15b9jt7ziXgyO98EhERERERkaJPKzJExOaS1qzh0pjXMDw9Cfv3ZDwjbvndFPk2fut4lp1YxsrHVxLqHWqzuXZzdgssfh4yEuGRD6F+d6sTiRTI1bQsPvz5GF/vOEd2rklZPw861g2hU90QGpQriZOT1meIiIiIiIjcifK7IkMFs4jYReaJE1wY8hJZUVGUGTMG/x7dbbLHNSY1hk7LOhHqE0rtUrUJ8gwiyDOIMp5l/vvj0iVK4+LkYoN/CxtJjoGlL8CZ36Bhb+j43rU1GiLFSGJ6Nr8ciuHH3y/x2/HLZOXmEeLnwUN1gnm4bggNy/urbBYREREREbmDqGAWEcvlJidzcdRoUtavx69LF4LHvoWTR+GL1e9OfMeSY0uITYslLj2OnLycP31uYBDmE8bkNpOpHlC90M+zidwcWP9P2PQhBN8Dz3wFAZWsTiVyW5Iysll7OIYf9kez8XgcWTl5BPt68OoD1XgmopzV8URERERERMQGVDCLSJFg5uVxedp0Lk+dikft2oRN+RjXsmVtNj/PzCMhI+G/ZXNMWgyxabEsOrKIin4VmfPQHJucnLaZo6vg2xfBBB7/FGp0sjqRSKEkZ2Sz7kgs87adZeeZBEY9VJ1B91UuWr/vREREREREpMBUMItIkZK8bh0XR43GcHUldPJkvJo1tevzlh5bytitY5l07yQ6Vupo12cVWMIZ+KYPXNoLLYdDu3+AcxFa6SFyG7Jz8xi5eB/L917kxXvDea1jDZXMIiIiIiIixVh+C2YnR4QREfFp146K33yDc0AA5154gfgFC7DnF7i6VOlCzYCafBD5AWnZaXZ7zm3xrwh9V0NEX9j872v7mUWKOVdnJyY/U5/ezSswc+MpRi/dT05untWxRERERERExM5UMIuIw7iHV6LiooV4t25NzLjxRI99GzMryy7PcnZyZkyTMcSkxTD74Gy7PKNQXD3gkcnXTjAf+u7aqWaRYs7JyeDtx2ozrH1Vvom8wJAFu8nIzrU6loiIiIiIiNiRCmYRcShnb2/CPplKqf79ubpoEef6vkBOfLxdntWwTEM6VuzI7AOzuZhy0S7PKLTG/QAD9i2yOomITRiGwav3V+PNR2qx+mAMfb/cSUpmzq1vFBERERERkWJJBbOIOJzh7EzQiFcp+957pP/+O2eefoaMo0ft8qxXI17FwOCDyA/sMr/QSpaDSvfCvgXgwJ34IvbWt1UlPnymHttPx9Pjs23Ep9rnuxVERERERETEWiqYRcQyfo8+QoV5czGzsznTrTtJP/9s82cEewXTt25f1pxdw87onTafbxP1e1xbkXFuq9VJRGzqiYZhzOjZiMPRyTwzYyuXEtOtjiQiIiIiIiI2poJZRCxVom5dKi5ZjHuVKkQNHUbctGk2f/nfc7WfI8QrhIk7JpKbVwT3wdZ8BNy8Ye98q5OI2FyHWmX4qm8TYhIzeGr6Vs7HF7GXboqIiIiIiEihqGAWEcu5BgVRYe5X+HV+jMsfTyFq+CtkHD1qs6K5hEsJRkSM4GjCUZYeX2qTmTbl5gW1u8DB5ZCVanWoxjqOAAAgAElEQVQaEZtrFl6Kr19sRkpmDt0+20bUVZ1kFhERERERuVOoYBaRIsHJ3Z2QCRMI+tvfSP75Z0537sKJtu24NHYsyb/+Sl564QqpByo8QKMyjZiyZwqJmYk2Sm1D9bpDVjIcXml1EhG7qBPqx7wXmpKYnk33z7YRnZhhdSQRERERERGxAcPW34p+MxEREWZkZKTDnicixVNOXBwpGzeS8uuvpG7eQl5aGoa7O17NmuHdtg3e992Ha0hIgeceiT9C15Vd6V6jO6ObjLZD8kLIy4MpDcC/IvRebnUaEbvZcy6BXl/sIMjHnYUvNiPI18PqSCIiIiIiInIdhmHsMk0z4lbX6QSziBQ5LoGBlHzyScKmTKHqtq2U++JzSj7zDJmnThE99m1OtG3HheGvYOYWbJ9yjYAaPFn1SRYeWcipq6fslP42OTlBvW5wagMkXrA6jYjdNCjvz5fPNyY6KYPun28nLjnT6kgiIiIiIiJSCCqYRaRIc3Jzw7tlS4LfeJ3Ka1YT/uMPlOr3AsmrVhH7wYcFnvdSg5co4VKCiTsn2vxlgoVW71nAhH0LrU4iYlcRFQOY9VxjLiSk0fPz7cSnZlkdSURERERERG6TCmYRKTYMw8A9PJygkSPx796d+FmzuPrtdwWaEeARwKD6g9hycQsbL2y0U9Lb5F8RKrSCvQugqJXfIjbWLLwUX/RpzJkrqfT8fDtX01Qyi4iIiIiIFEcqmEWkWCrz2hg8mzUj+s03Sd+7t0D3PlvjWcL9whm3bRwxqTF2Snib6neH+JNwYafVSUTsrmWV0szsHcGJ2BR6fbGDxPRsqyOJiIiIiIhIAalgFpFiyXB1JXTyh7iEhHD+paFkR0fn+15XJ1cm3TuJlKwUhq4bSlp2mh2TFlCtx8DVE/bOtzqJiEPcVy2QT3s15Eh0En1m7SA5QyWziIiIiIhIcaKCWUSKLRd/f8pN+wQzPZ0Lg4eQl56e73urB1Tnvfve42jCUUZtHEVuXsFeGGg37j5QqzMc+Bay8//vI1KctatRhk+6N+RAVCK9Z+0gSSWziIiIiIhIsXHLgtkwjHKGYaw3DOOQYRgHDcN4+Y+fDzAM42fDMI7/8Xd/+8cVEfkz9ypVKPvB+2QcPsylN94o0Iv77g27l9ebvM6GCxuYtHOSHVMWUL1ukJkIR36wOomIwzxQO5ipf5TM2sksIiIiIiJSfOTnBHMOMMI0zVpAM2CIYRi1gDHAWtM0qwJr//hnERGH82nThqARr5L0409c+fTTAt3btUZXetfqzYIjC5h3aJ6dEhZQxdbgVw72fW11EhGHeqhOMNN7NOLIpWS6f7ad+FSVzCIiIiIiIkXdLQtm0zQvmaa5+48fJwOHgVCgMzDnj8vmAF3sFVJE5FYCXngBv86PEffRxyT9/HOB7h0RMYL25dszaeck1p1bZ6eEBeDkBPWehZPrIOmi1WlEHKpDrTLM7N2Ik3EpdJu5jcspmVZHEhERERERkZso0A5mwzAqAg2A7UAZ0zQv/fFRNFDGpslERArAMAyCx43D4557uDh6DBlHj+b7XifDiXdbv0vtUrUZ89sYDl45aMek+VSvG5h5sH+R1UlEHK5N9SBmPdeYs/GpPDtzG7FJGVZHEhERERERkRvId8FsGIY3sBQYbppm0v9+Zl5benrdxaeGYbxoGEakYRiRcXFxhQorInIzTu7uhE2dgrO3NxcGDSYnISHf95ZwKcGU9lPwd/fnpbUvcSnl0q1vsqdSlaFcM9j7NRRgr7TInaJlldJ8+XwTLl5Np+vMbVxK1EsvRUREREREiqJ8FcyGYbhyrVyeb5rmsj9+OsYwjJA/Pg8BYq93r2maM03TjDBNMyIwMNAWmUVEbsg1KIiwT6aSHRtL7AcfFOje0iVK80n7T8jMyWTw2sGkZKXYKWU+1e8Ol49C1G5rc4hYpFl4Kb7q24S45Ey6ztjGhYQ0qyOJiIiIiIjI/3HLgtkwDAP4AjhsmuaH//PR90CfP37cB1hu+3giIgVXom5dAvr0JnHJUtJ27ynQvVX8q/BBmw84k3iGERtGkJ2XbaeU+VC7C7h4wL4F1mUQsVhExQDmvtCEhLQsus7Yxvl4lcwiIiIiIiJFSX5OMLcEegHtDMPY+8dfnYAJwP2GYRwHOvzxzyIiRULg4MG4BAcT/fbbmDk5Bbq3ednmvNn8TbZc3MKgXwaRmJlop5S34OEHNR+F35dAjl50JnevBuX9+bp/M1Kzcnj6060ciLLo96SIiIiIiIj8xS0LZtM0N5mmaZimeY9pmvX/+OtH0zSvmKbZ3jTNqqZpdjBNM94RgUVE8sPJy4syr79G5tGjJCwo+Angx6s+zjst32FXzC56/tiTs0ln7ZAyH+p3h4yrMOsh2DUHMpOtySFisTqhfnzdvxlOBjw5fQtLdl2wOpKIiIiIiIhQgJf8iYgUNz73349X69bEffQx2THXXRN/U52rdObzBz7nauZVuv/QnZ3RO+2Q8hbC20Kn9yE7DVYMg/erw/IhcG67Xv4nd52aIb6sGNqKRhX8Gbl4H28uP0BWTp7VsURERERERO5qhunAgiIiIsKMjIx02PNERLLOnuXUo4/h06EDoR8W7KV//3E+6TwvrXuJc0nn+Efzf/BE1SdsnDIfTBMuRMLuOXBgGWSnQunq0LAX1OsGXqUdn0nEIjm5eUxafZSZG0/RqII/03o0pIyvh9WxRERERERE7iiGYewyTTPiltepYBaRO13clKlc/uQTys+ehVfz5rc1IzkrmZEbRrLl4haeq/0cwxsOx9nJ2cZJ8ykzGQ5+C7u/ggs7wckVanSCBr2hcluwKpeIg63cf5FRS/bj5e7CtB4NaVwxwOpIIiIiIiIidwwVzCIif8jLyODUY50xnJ2ptPw7nNzcbmtOTl4OE3dMZOHRhbQp14aJrSfi6epp47QFFHsYds+FfV9Dejz4hkGDHlC/B/hXsDabiAMcjU5mwNxILiSk8+ajtejVrAKGYVgdS0REREREpNhTwSwi8j9SNm7k/IsDCBw+nNIDBxRq1oLDC5i4cyJVS1ZlavupBHsF2yhlIeRkwtEfr5XNJ9dd+7nwNtCwN9R4GFzcrUwnYleJ6dm8umgva4/E8kTDUP7ZpS4l3HSSX0REREREpDBUMIuI/B8Xhg4j5bffCF+5Erew0ELN2hy1mZEbRuLh4sHU9lOpXaq2jVLawNVzsHcB7JkHieehRADUexaaDYaS5axOJ2IXeXkmH687zr9/OY6/pyud64fydEQYtcv6WR1NRERERESkWFLBLCLyf2RfusTJhx/Bq1kzyk37pNDzTl49yeBfBpOQmcCkeyfRplybwoe0pbxcOPXrtV3NR34Aw4DG/aD1CL0UUO5YO07H89XWM6w5GENWbh61Qnx5OiKMzvVDCfC6vfU4IiIiIiIidyMVzCIi13Hliy+Ife99wqZNw6dd20LPu5x+mZfWvsTh+MOMajyKHjV72CClHSRegF8nwN754OoJzYdA85fAw9fqZCJ2cTUti+/3XWRx5AV+j0rE1dmgQ80yPB0Rxr1VA3FxdrI6ooiIiIiISJGmgllE5DrM7GxOPf44ZnoG4StX4FSiRKFnpmWnMea3Maw/v56eNXsyMmIkzk5FdP9r3DFY/w4cWn5tdUbrEddONbt6WJ1MxG6ORCexOPIC3+6JIj41izK+7vRvHU6PphW0q1lEREREROQGVDCLiNxA6o4dnOvdh4Dnn6fM6FE2mZmbl8v7ke8z7/A82pZry4TWE/B09bTJbLuI2g1rx8Gp9eAbCm3GQL3u4OxidTIRu8nKyWPdkVi+3HKabafiKe3tRv/W4fRsVgEvd/3aFxERERER+V8qmEVEbuLSP97k6uLFBPTpTdDo0RhOtvl2+fmH5zNp5yRqBtRkavuplC5RxHcdn9oAa9+GqF0QVBueng2B1a1OJWJ3O8/E8/Ha4/x2/DL+nq70ax1O7+YV8PFwtTqaiIiIiIhIkaCCWUTkJszcXGImTCRh7lx8HnyQspMm4uTubpPZv57/lVEbR+Hv7s+0DtOoXLKyTebajWnC4e9h5auQnQYPfwj1u1mdSsQh9pxLYMq6E6w7EouvhwsvtArnuZYV8SuhollERERERO5uKphFRG7BNE3iv5xD7MSJlGjYkLBPpuLi72+T2QevHOSltS+RmZPJ9PunUy+wnk3m2lXSJVjaD85uggY9oeN74FaE13yI2NDvFxKZsu44aw7F4OPuwoD7wul/bzjuLtrRLCIiIiIidycVzCIi+ZT0009cHDUa17Awyn02E7ewMJvMvZRyiX5r+nE18ypzHppDFf8qNplrV7k5sGECbHwfAmvAM3O0MkPuKocvJfHvX46x+mAM4YFejO9ch5ZViviqGxERERERETvIb8Fsm6WjIiLFmG/HjpSfPYuc+HjOdH2W9N8P2GRuiHcIM+6fgbuzOwN+HkBUSpRN5tqVswu0+zv0XAqpcTCzDez92upUIg5TM8SXGb0i+PL5xuTmmfT4fDvDvt5DbHKG1dFERERERESKJBXMIiKAZ0QEFRfMx8ndnbO9e5P86682mRvmE8aM+2eQnpvOgJ8HcCX9ik3m2l2V9jBwE5RtCN8NhOVDICvN6lQiDtOmehCrh9/LsPZVWXUgmvbvb2DOljPk5jnuO79ERERERESKAxXMIiJ/cK9cmYqLFuJeqRIXBg8hYdE3Nplb1b8q09pPIyY1hkG/DCIlK8Umc+3ONwR6L4d7/wZ75sNn7eDKSatTiTiMh6szr95fjdWv3Ev98iV56/uDdPlkM/vOX7U6moiIiIiISJGhgllE5H+4BAZSYe5XeLVqSfRbbxE7+d/YYld9/aD6fNjmQ44nHGfY+mFk5mbaIK0D/GdlRq9lkBIDsx6ES/utTiXiUJVKe/FV3yZM6daAmKQMukzbzD++O0B6Vq7V0URERERERCyngllE5P9w8vKi3LRplHz6Ka7MmMHF0aMxs7IKPbd1WGveafUOO6N3MmrDKHLycmyQ1kEqt4O+q8HZHb58BM5usTqRiEMZhsGj9cqydsR99GlekXnbz/LUp1u4kKDVMSIiIiIicndTwSwich2GiwvB48YR+PIwkr5fwbkBA8hNTi703IfDH2ZMkzGsO7+OcVvH2eR0tMMEVoO+q8A7COY+DsdWW51IxOF8PFwZ+1htZvVpzLn4NB6bupmtJ4vJbnURERERERE7UMEsInIDhmFQetAgQia8S9rOSM726El2dHSh5/ao2YOB9Qby7Ylvmbx7sg2SOlDJctdK5sDqsLA77F9sdSIRS7StEcTyIS0J8HKj5xfb+XLz6eL1BSMREREREREbUcEsInILJbt0odyMT8mOiuJM12fJOHq00DMH1xtM1+pdmX1gNtP3TSfPzLNBUgfxKg19VkL55rCsP+z4zOpEIpYID/Tm28EtaFs9iLErDjFy8X4ysrWXWURERERE7i4qmEVE8sG7ZUsqzJ8HpsnZHj1J3bq1UPMMw+C1Jq/xcPjDTNs7jRdWv8D5pPM2SusAHr7QYwlU7wg/joRfJ4JOb8pdyMfDlZm9GjG8Q1WW7r5A1xlbuZSYbnUsERERERERh1HBLCKSTx41alBx0UJcQ0I41/9FEpcvL9Q8Zydn3m31LuNajONI/BGeXPEk8w/PLz6nmV094Jm5UK87/PovWDUG8opJdhEbcnIyGN6hGjN7NeJEbAqPTtnEzjPxVscSERERERFxCBXMIiIF4BoSQoX58/Bs1IiLo8dwefr0Qu1dNQyDx6s+zredv6VRmUZM2DGB51c9z7mkczZMbUfOLtD5E2g2GLZ/Ct8OgOwMq1OJWOKB2sF8N6QlPh6udJu5jc9/O0Vunk72i4iIiIjInc1w5AtpIiIizMjISIc9T0TEXsysLC7+/e8kfb8Cv86PETx+PE5uboWbaZosP7mcSTsmkZ2XzcsNX6Z7ze44GcXga4GmCb99AOvGQ2gEPDsffIKtTiViicT0bEZ8s49fDsfQsHxJJj55D1XL+FgdS0REREREpEAMw9hlmmbELa9TwSwicntM0+Ty9Olc/ngKJRo1ImzqFFz8/Qs9NyY1hre3vs1vUb/RMKgh41qOo4JvBRskdoBDy+HbQdd2NHedD2GNrE4kYgnTNFm+9yJvrzhIamYuQ9tVYcB9lXFzKQZfMBIREREREUEFs4iIwyT9+CMXX3sdl6Agyn06HffKlQs90zRNvj/5PRN3TCQ7L5sJrSfQvkJ7G6R1gOgDsLAbJMfw/9i77+goy8Tt49+Z9AKBJJBACqH3XgRp0gQERVARFBARRMQGig1FcBUWBVSwgTQRKQrCCgLSFKVI7z20UNIgvU953j+y5bfvuspCMk/K9TmHw0o8M191YdeLe+6Hez+CJgPNLhIxzfWMXCatOcGaw9eoE1qG9x5sRKPwcmZniYiIiIiI/KmbHZh1jEZE5DaVveceqiz6Emd2NhcHDCRjx47bfk2LxUKfGn1Y1WcVtQJr8dK2l9hyaUsB1LpAaAMY8TNEtILVT8GP48FhN7tKxBTB/l7MGtiUL4a0IDkrj/s/2cHkdSfJznOYnSYiIiIiIlIgNDCLiBQAn8aNqbp8GR6VKnH5yZEkL11aIK8b4hfC7K6zqRdcr3iNzH5BMHgVtHoSdn0MSx6C7GSzq0RM061eCJvGdmRAq0jm/HKeHh/9ws5z183OEhERERERuW0amEVECohHWBhVlizBv1074ia9TdzkyRiO2z+l6O/pXzxHZjcPuOd9uHcmXPgVvugMiafNrhIxTVlvDyb3bcjSEa0BeOSL3SzYccHkKhERERERkdujgVlEpAC5+fsR/uknBD72GMmLvuLy00/jSEm57dcttiMzQPPHYOhayE2HL7rA7jlgzzW7SsQ0baoHseH5DvSoH8qkNSeYvvE0rnwmhoiIiIiISEHSwCwiUsAsbm6EvPYqoRMnkrljJ+d69Sb1hx9ue0Aq1iNzZGt48meo3ATWj4OZTWHffLDnmV0mYgofTzc+ebQZA1pGMGtrNONXH8Ph1MgsIiIiIiLFjwZmEZFCUn7Aw1T99hs8KlXi2osvcXnkSPKuXL2t1yzWI3NAODy2BgavhrKVYe0Y+Lg5HFyshwBKqeRmtTClX0Oevqs6S3bH8OzSA+Ta9fA/EREREREpXiyu/EhmixYtjH379rns/UREigLD4SD5669J+PAjMAwqPPccgYMHYXF3v+XXzMjLYOTmkZy4foJpHafRpUqXAix2AcOA6M2w9R2IPQSB1eGuV6HBA2B1M7tOxOXm/nqed344yZ3Vg5gzpAX+Xrf+64OIiIiIiEhBsFgs+w3DaPFnf55OMIuIFDKLmxuBQ4ZQfe0a/O64g4SpU7nY/2Gyjx2/5df8/08yb7y4sQCLXcBigZrd8q/NGLAEPHzguxHwaRs49YPZdSIuN7x9NaY/1JjdF5IYOOc3bmTonnIRERERESkeNDCLiLiIR+XKhH/2KWEffogtMYGL/fsT/9epODMzb+n1/jEy1w+uz4vbXmTCjgmk5aUVcHUhs1igTi8Y+Ss89GX+Hy97BDa+CU5dFSClywPNw5kzuDln4tN56PNdXEnOMjtJRERERETkT+mKDBEREzjS0kiYMYOUZcvxiIggbPo0fBo1uqXXynXk8tmhz1h4fCGB3oG80foNOkd2LuBiF3HYYMNrsPcLqNENHpwH3gFmV4m41N6LSQxbuBc/T3e+GNKChuH6OSAiIiIiIq53s1dkaGAWETFR1r59XHv5FWwJCVR84XkChw3DYr21D5ccv3GcCTsmcCb5DD2jevLqHa8S6B1YwMUusm8+rBsHgdVg4DIIqm52kYhLnYxNY8j8PSSm59K+ZjDD2lalY60KWK0Ws9NERERERKSU0MAsIlJMONLSiH1zAuk//ojfnW2oPHUq7hUq3NJr2Rw25h2bx+wjsynjUYZXW71Kz6o9sViK4Sh1cTssHwyGAx5aCNWL6alskVuUnJnHkj0xLNp1kfi0XKpV8OPxtlV5oFkYvp56CKCIiIiIiBQuDcwiIsWIYRikfPst8ZOnYPX1pfJfp+DfocMtv150cjQTdk7g6PWj3BV+F2+0foMQv5ACLHaR5Iuw9BFIPAndJ8MdT+Xf0yxSiuTZnaw/Fsu87Rc4ciWVAB8PBraKZEibKlQu52N2noiIiIiIlFAamEVEiqHc6Giujn2R3DNnCBw6lIpjx2Dx9Lyl13I4HSw+uZhZB2fhafVkaoeptA9vX8DFLpCbAatGwqm10HQQ9JoB7l5mV4m4nGEY7L+UzPwdF9hwLA6LxUKvhpV46956BPnr54SIiIiIiBQsDcwiIsWUMzeXhKnvkbxkCd716xM2fRqeUVG3/HoxaTG8uO1FolOimd5xevF8AKDTCT9PgV/eg4g7oP9XUKYYnsgWKSBXkrP4cudFFu26REhZb+YPbUmNiv5mZ4mIiIiISAmigVlEpJhL37KF2NfH47TZCJ85E/92bW/5tdLy0hi1aRQnbpxgSocp9IjqUYClLnTsO1j9NHj5w/2fQ82uZheJmOpgTDIjFu0jz+7ks0HNaVsj2OwkEREREREpIW52YLa6IkZERP53Zbp0oerfVuMZGcmVZ54h6zZ+g66sZ1lmd5tNowqNeOWXV1hzbk0BlrpQg37w5M/gVwG+fgB+HA/2PLOrREzTNLI8q55uS2iAN4/N38PyvTFmJ4mIiIiISCmjgVlEpAjzCA0lct5cPCpV4vLIp8g+euyWX8vf05/Pun5Gy9CWjN8+nhVnVhRgqQtVrAMjtkLL4bDrY5jXDW6cM7tKxDQRgb6sGHUnbaoH8crKo/x1/SmcTtd9Qk1EREREREo3DcwiIkWce1AQkQvm4xYQwOURI8g9e/aWX8vXw5ePO39M27C2TNo1iSUnlxRgqQt5+ECv6fDw15B8EWZ3gMPLzK4SMU1Zbw8WDG3Jo3dE8vm2c4xecoDsPIfZWSIiIiIiUgpoYBYRKQY8QkOJXLgAi4cHMcOeIC/m1j8G7+3uzUedPqJTRCem7JnCwmMLCy7U1er2hlE7ILQRrBoJ342E3HSzq0RM4e5m5Z37G/BGr7psOB7HgDm7SEjPMTtLRERERERKOA3MIiLFhGdkJJHz52HYbMQMfRxbXNytv5abJ9Pvmk6PqB5M3z+d2YdnF2CpiwWEw9C1cNdrcPSb/NPMVw+YXSViCovFwvD21ZgzuAVn4jPo+8lOjl1NNTtLRERERERKMIthuO6OvhYtWhj7buMhVSIiAtnHjhPz2GO4V6xIlcVf4R4UdMuv5XA6mLBzAt+f+54+1fvQNqwttQNrU6VMFdysbgVY7SKXdsLKEZARD90nQ6sRYLGYXSViimNXU3niy70kpOfSt0kYY7rVIiLQ1+wsEREREREpJiwWy37DMFr86Z+ngVlEpPjJ2rePmOEj8IyKosqXC3ELCLjl13IaTqbumco3p7/BbtgB8Hbzpmb5mtQOrE3t8rWpE1iHmuVr4ufhV1B/CYUnKwlWj4IzG6De/XDfLPAua3aViClSsvL4bNs5Fu64iNMwGNgqkmc616BiGW+z00REREREpIjTwCwiUsJlbN/BlVGj8K5Xj4h583Dzv73x1+awcT71PKeSTnEq6RRnks9wKukUaXlpAFgtVsY0G8PQBkMLoL6QOZ2wcyZseRvKV4H+iyC0odlVIqaJS81h5tazLN97GU83K4+3jWJkx+oE+HiYnSYiIiIiIkWUBmYRkVIgbdMmrr4wBr/WrYmYMxuLW8Fea2EYBvFZ8ZxKOsWqs6vYenkrzzd7nuENhxfo+xSaS7tgxeP5p5rveQ+aPaYrM6RUu3g9kxmbzvD94WuU9Xbnqbuq8/idVfHxLIZX4oiIiIiISKHSwCwiUkokL/+GuLfeosKLYwkeMaLQ3sfutDN++3jWXVjH6CajearxU4X2XgUqIxG+GwHnf4JGD0OvGeDlb3aViKlOXEtj2sbTbD2VQLC/F70bVeLu+iG0igrE3U3PgBYREREREQ3MIiKlhmEYXB0zlvTNm4laugSfhoV3FYTD6eDNHW+y5vwanmr8FE83fhpLcTgR7HTAL9Pg5ykQXCv/yoyKdcyuEjHd3otJzPnlPL+cSSTX7qScrwdd6oTQvX4I7WtW0MlmEREREZFSTAOziEgp4khN5fz9fbF4elB15Xe3fR/zH76X08HEXRNZHb2aEQ1H8GzTZ4vHyAxw/mdYORzyMqHZEKjVA6q0BXdPs8tETJWVZ+eXM4n8eDyeLSfjScux4+PhRodawXSvH0q3eiGU8dZ9zSIiIiIipYkGZhGRUiZr3z4uDXmMgD59qDxlcqG+l9Nw8vaut1l5diVPNHiC55s9X3xG5rRY2PAKnPkR7DngVRZqdIFaPaFmN/ANNLtQxFQ2h5Pd55P48XgcG0/EEZ+WS3h5HxYNa0W1CrpeRkRERESktNDALCJSCiXOnMn1Tz+j8vRpBPTqVajv5TScvPvbu3xz5huG1h/K2OZji8/IDJCXBRe2wel1+WNzRjxYrBDRGmr3hLq9IbCa2ZUipnI6DX47f4Nnlx7EAOYPbUmTiHJmZ4mIiIiIiAtoYBYRKYUMu51LgwaTe+4cVVetwjM8rHDfzzCYvHsyy04vY1DdQbzc8uXiNTL/g9MJ1w7CmfVwegPEH80fm5s8Ane9DgGF+/dRpKi7cD2TIfN3cz09j08HNaNT7YpmJ4mIiIiISCHTwCwiUkrlXbnChT7341W7NlUWfYnF3b1Q388wDN7b+x6LTy7moVoP8XLLl/F29y7U9yx0KTHw2+ew94v8obn1KGj7Avjo5KaUXgnpOQydv5cz8elMfaARDzQPNztJREREREQK0c0OzFZXxIiIiOt4hocTOnEi2QcOcP3z2YX+fhaLhZdbvsywBsP49sy3PLTmIQ7EHyj09y1U5SKhx2R4Zi/UvQ+2f3zztsoAACAASURBVAAzm8CuT8Cea3adiCkqlvFm+cjWtKoayIvfHubzbedw5UEFEREREREpmjQwi4iUQAH39iagz31c//RTsg4U/thrsVgY03wMc7rNwea0MXTDUCbvnkymLbPQ37tQlY+CB76Akb9ApSbw4+swqwUcXp5/rYZIKVPG24MFj7ekd6NK/HX9Kf6y9iROp0ZmEREREZHSTFdkiIiUUI6MDC707QcOB1VXr8KtbFmXvG+WLYuZB2ey5OQSQv1CmdhmIneG3emS9y5057bCprcg7giENoSuk6BGF7OrRFzO6TT4yw8nWLDjIvc2rsy0hxrh5e5mdpaIiIiIiBQgXZEhIlLKufn7EzbtfWzx8cRNnOiyj7L7evjyaqtX+bLnl3i5eTFy80je2P4GqbmpLnn/QlW9Mzy5Dfp9ATmpsLgfLOoD1w6ZXSbiUlarhQm96/FKjzqsOXyNYQv3kp5jMztLRERERERMoIFZRKQE82ncmArPPkvauvWkfPOtS9+7acWmrLhvBcMbDmft+bXc/7f72XJpi0sbCoXVCo36wzP7oPsUiD0CczrCiicg+aLZdSIuY7FYGHVXdaY91JjfzicxYM5vJKbrjnIRERERkdJGV2SIiJRwhsPB5ZFPkbl7N1W+XIhvs2Yubzhx4wRv7XyLU0mnuLvK3bx2x2sE+wS7vKNQ5KTC9g/ht8/AaYeWw6HDOPALMrtMxGV+Op3A04sPUKGMF4uGtSIq2M/sJBERERERuU03e0WGBmYRkVLAkZrKhf79cWZmUfXbb/CoVMnlDTanjQXHFvD54c/x9fDllZav0LtabywWi8tbCkXaNfhpMhz6Gjz9oe1z0Ppp8NTQJqXDwZhkhi3ci9ViYcHjLWkUXs7sJBERERERuQ0amEVE5N/kRkdz8eEBeEZFUeXrxVi9vU3pOJdyjgk7J3Ak8QgdwjvwZus3CfULNaWlUCScgi2T4PQ68C4H1e6C6p2gWicoX8XsOpFCdS4xgyHz9pCclcfng5rToVYFs5NEREREROQWaWAWEZH/kL71J66MHk3Z3r2p/N5U004PO5wOlpxawqyDs7BarIxtPpYHaz2I1VKCHg1waScc+ArO/wTpsfk/Flgtf2iu3gmi2oOPTnhKyROflsNj8/cQnZDBtIcac3/TMLOTRERERETkFmhgFhGR33X9s89I/GgmFV9+maBhj5vacjn9MpN2TmJ33G5ahrZkUptJRJSNMLWpwBkGJJ7OH5rP/QQXt4MtEyxWCGsOnV6H6p3NrhQpUGk5Np5ctI/fzifxRq+6DG9fzewkERERERH5H2lgFhGR32UYBldfGEP6pk1EzJ6Nf/t2pvd8d/Y7pu2bht1p58UWLzKgzgBTmwqVPQ+u7IXzP8OxlZByCfrOhoYPml0mUqBybA7GfnOIdUfjGNG+Kq/1rIvVWkLuXBcRERERKQU0MIuIyH/lzMzk4iOPYouNpeo3y/GMijI7ibjMOCbumsiOqzt4v+P79IjqYXZS4ctJhaUD86/T6DUNWg43u0ikQDmcBpPWHGfRrkvcUTWQvk3DuLt+KIF+nmaniYiIiIjIn9DALCIifyjvyhUuPvgQbkFBRC1fhpu/v9lJ2Bw2Hv/xcc4kn2HJPUuoUb6G2UmFz5YN3z4OZ9ZDpzegw0tg0t3YIoXBMAwW7LjI/B0XuJKcjdUCd1QNomfDULrXDyWkrDkPHBURERERkT+mgVlERP5U5m+7iXniCfw7diT841lYrOY/ZC8+M57+a/tT1rMsS3stxd/T/OG70Dls8Ldn4MgyaP003P0uFIF/FiIFyTAMjl9LY8OxONYfi+VcYiYWCzSLLE/PBqH0aBBKeHlfszNFREREROTvNDCLiMhNSfpqMfHvvkvQiBFUGDsGSxE4Pbs3bi8jNo7groi7+OCuD4pEU6FzOuHH12H3Z9B4INz3Mbi5m10lUmjOxqez/lgc64/FcTI2DYsFXutZhxHtq5WOn/MiIiIiIkXczQ7M+jdXEZFSrvygR8k9c4YbX3yBIzWV0DffwOLhYWpTy9CWjG0+lvf3vc+8Y/MY3rAU3E1stUKPKeAbCD+9m38/84PzwcPH7DKRQlEzpAw1Q8rwXJeaXLqRydQNp5i87hTXUnJ4s3c93PRAQBERERGRYkGfvxURKeUsFguhkyYS9OSTpHzzDTFPPokjLc3sLAbXG0yPqB7MOjiLXdd2mZ3jGhYLdHwZ7pkGp9fD4gfzh2aREq5KkB8fD2zGE+2qsnDnRZ5deoAcm8PsLBERERERuQkamEVEBIvVSsWxY6j07rtk7dvPxQEDyYuJMbfJYmHSnZOoFlCNV355hdiMWFN7XKrVCHhgLlz+Deb3hJjdZheJFDqr1cKbvevxRq+6rDsax5B5e0jNspmdJSIiIiIif0IDs4iI/FO5B/oROW8ujhs3uPjwALIOHDC1x9fDlw/u+gCb08aYn8eQ68g1tcelGj4IA5dD1g2Yfzd8MwSSzptdJVLohrevxsyBTTl0OYUHP9/J1ZRss5NEREREROQPaGAWEZF/49eqFVHLl+FWtiwxjw0ldc0aU3uiAqJ4t927HL9xnCm7p5ja4nI1u8Kz++Gu1+DsJvi4FWx4HbKSzC4TKVT3Na7Ml8NaEZeWQ79Pd3Ay1vxre0RERERE5PdpYBYRkf/gGRVF1PJl+DRpwrVxL5M4cxaGYZjW0zmyMyMajmDl2ZV8d/Y70zpM4eUPd70Kzx6AxgPgt09hZlPY9QnY88yuEyk0baoH8e1TbbBgof/nu9gZfd3sJBERERER+R0amEVE5He5lStH5Ly5BPTrx/VPP+Xaiy/hzMkxrWd0k9G0qdSGd397l7Xn1+JwlrIHgJWtBH0+hqe2Q1gz+PF1+KQVHF8NJo7/IoWpTmhZvnv6TiqV8+axBXuY++t5rmeUoqtyRERERESKAYsrT6S1aNHC2Ldvn8veT0REbp9hGNz4Yi6JM2bgVacOYR/MwKtqVVNaknOSeXLTk5xKOkVU2SiGNxxOr2q9cLe6m9JjqujNsPFNSDgBde+FvnPA09fsKpFCkZptY9Ti/ew8dwOrBVpEBdKzQSjd64dSuZyP2XkiIiIiIiWSxWLZbxhGiz/98zQwi4jIzcjYto1rr7yKkZdH6NtvE9C7lykdTsPJlpgtzD48m9PJpwnzD2N4w+H0qd4HDzcPU5pM43TkX5WxaQJUbgIDl0GZULOrRAqFYRiciktn/bE4fjwWx+n4dAAaR5SjR/1QejYIJSrYz+RKEREREZGSQwOziIgUOFtsLFdffInsAwco178/Ia+/htXb25QWwzDYdmUbsw/P5tiNY4T4hjCswTAeqPUAXm5epjSZ5vQGWDEMfMrBI8shtKHZRSKF7nxiBhuOx7HhWBxHrqQCUCe0DK/fU5cOtSqYXCciIiIiUvxpYBYRkUJh2GwkzpzFjS++wKt2bcI++ACvauZcmQH5Q/POazuZfWQ2BxMOEuwTzIiGIxhQZwBWSyl61EDcUVjyMGSnwIPzoXYPs4tEXOZKchY/Ho/n692XOJ+YyaDWkbzWsy5+XqXw+hwRERERkQKigVlERApVxi+/cO3lV3Dm5VFp0kQC7r3X1B7DMNgbt5fPj3zO3ri9tKnUhsntJxPsE2xql0ulx+WPzHFH4O53ofUosFjMrhJxmRybg2k/nmbejgtEBvoy7aHGtIwKNDtLRERERKRY0sAsIiKFzhYXl39lxv79lHvoQULGjzftyox/MAyDFWdXMHXPVPw9/JncfjJ3Vr7T1CaXysuEVSPh5Bpo8QT0fA/cdIpTSpfd52/w0orDXEnO5sn21RjTrRbeHm5mZ4mIiIiIFCsamEVExCUMuz3/yow5c3CrEIxP48Z4162Ld716eNerj3vFClhMOEV7Nvks47aN43zqeYY1GMbopqPxsJaShwA6nbBlEuz4EKp3hocWgneA2VUiLpWRa+fdH06ydE8MtUL8mdG/CQ3C9PNARERERORmaWAWERGXyty5k5QVK8k5eZK8ixfh7//74hYU9PexuR7eDepTplMnLO6uOVGbbc9m6p6prDy7kkYVGvFeh/cI8w9zyXsXCQe+grUvQGB1ePgrqFDb7CIRl/v5dAKvrDzCjYw8nu1ck6c7VcfDrRTdzy4iIiIicos0MIuIiGmcmZnknD5NzvET5Jw4Qc7Jk+RGR4PdTvlHBhI6YYJLezZc3MCknZOwYGHinRO5O+pul76/qS78Ct8OBVs29P4AGj9sdpGIy6Vm2Xjr+2OsPnSNBmFl+Wu/RjrNLCIiIiLyJzQwi4hIkeLMzSXhvfdJ/vprIhcuwK91a5e+/5X0K7z8y8scvX6Uh2o9xLiW4/Bx93Fpg2nSYmHlE3BpBzQbkn8vs0cp+WsX+T/WH43lzb8dJzkrjyfaVWVM11r4eOpuZhERERGR36OBWUREihxndjYX7u+LYbNR9fvvcfP3c+n725w2Zh2cxYJjCwjzD+ON1m/QLqydSxtM47DDz1Pg12lQsT70/xKCa5pdJeJyqVk2/rrhJEv3XCYi0Id3729Ih1oVzM4SERERESlybnZg1gV0IiLiMlYfHypNmYItNpaEae+7/P09rB6MbT6W+d3n42H1YNTmUYzbNo7ErESXt7icmzt0eRMGrYSMOJjdEY58a3aViMsF+HowpV8jlj3ZGg+rlSHz9zBm+SFuZOSanSYiIiIiUixpYBYREZfybdaUwKFDSVm2nMydO01paBnakpX3reTpJk+zNWYrfVb3Yfmp5TgNpyk9LlWjK4z8FSo1gu+Gw5rn8+9nFillWlcLYt3z7Xmucw3WHrlG1xnbWLn/Cq78dJ+IiIiISEmgKzJERMTlnDk5XOjbD2duDtW+/x43f3/TWi6mXuSd395hd9xuGgU3YkKbCdQOrG1aj8s47PDTO7D9AwhpAF3egsjW4F3W7DIRlzsTn86rK49wICaFO6sH0a1eCFFBflQJ8iW8vC+e7jqTISIiIiKlj+5gFhGRIi3r4EEuPTqIcg8+SKW3J5naYhgGa8+vZdq+aaTmpjK43mBGNR6Fr4evqV0ucWYjrBoJ2UlgsUJoI4hqB1XuhMg24BtodqGISzidBl/vvsSMTWdIzrL988fdrBbCyvlQJcj3n6Nzu5rB1AnVb8aIiIiISMmmgVlERIq8+PfeJ2n+fCLmzsW/XVuzc0jNTeWD/R+w8uxKAr0D6ValG10iu9AitAUeVg+z8wpPXhZc2QOXdsLFHXBlLzj+fh9txfoQ1RZq3g01u5nbKeIChmFwIzOPi9czuXgji0s3/vX9heuZpOfY8XK3MmdICzrq4YAiIiIiUoJpYBYRkSLPmZPDhX4P4MzOptr3f8OtTBmzkwA4EH+AxScXs/3qdrLt2QR4BXBX+F10q9KN1pVb4+XmZXZi4bLnwtUDcGl7/ugcsxtsmXD3u3DnM2bXiZjGMAxiU3N44st9nEvMYPag5nSqU9HsLBERERGRQqGBWUREioXsw4e5OPARyj3Qj0p/+YvZOf8m257Nzms72XxpM9subyPdlo6fhx8dwjrQpUoXOkd0xsOtBJ9s/geHDVYOhxOrofeH0OJxs4tETJWSlcegebs5E5fBp482o2u9ELOTREREREQKnAZmEREpNhKmTePG3HlEfPEF/u3bmZ3zu2wOG7vjdrP50ma2xmwlOTeZphWb8mGnDwn0LgX3FNvzYPmjcHYT9JsDjfqbXSRiqtQsG4Pn7+ZkbBqfPNKMu+uHmp0kIiIiIlKgNDCLiEix4czNzb8qIzOTamu+LzJXZfw3dqed9RfWM2nXJCr4VOCTrp9QLaCa2VmFz5YNXz+Uf21G/0VQt7fZRSKmSs228dj8PRy7msrHjzSlR4NKZieJiIiIiBSYmx2Yra6IERER+SNWLy8qT5mMPSGBqy+MIWnJEtK3biXnxAnsSUm48jdDb4a71Z17q9/LvO7zyLJnMWjdIPbE7jE7q/B5+MDApVC5Kax4HM5tNbtIxFQBPh589UQrGkeUY/SSg/xwJNbsJBERERERl9MJZhERKTKuf/EFiR/NBLv9337c4umJe2goHqGheFSuTODQx/CuU8ekyn93NeMqozeP5lLaJSa0mUDfmn3NTip82cmw8F64EQ2DV0GVNmYXiZgqI9fO4wv2cCAmhRn9G9OnSZjZSSIiIiIit01XZIiISLFkOBzYb9zAHheHLS7u79/HY4+LxRYXT250NNjthM2aiX/btmbnApCWl8ZLP7/ErthdDG84nGebPovVUsI/JJSRCAt6QkY8PPZ9/qlmkVIsM9fO4wv3su9iEtP7N6Zv03Czk0REREREbosGZhERKZFs8fFcfnIkuefOUfnddwjo08fsJABsThuTd09mxZkVdI/qzjtt38Hb3dvsrMKVehUW9IDcDHh8HVSsa3aRiKmy8uw8sXAfv124wb2NKjO4TRVaVCmPxWIxO01ERERE5H+mgVlEREosR3o6V557jqxdv1FhzBiCnhxRJAYcwzD48viXzNg/g4YVGjKz00yCfILMzipcSedhfs/8//zY91Chtrk9IibLznMwbeNpvtl3mfQcO3VCy/Bo6yr0bRqGv5e72XkiIiIiIjdNA7OIiJRoRl4e18a/QdqaNZQbOIDQN97A4uZmdhYAWy5t4dVfX8XDzYO6gXWpXq46NcrV+Of3AV4BZicWrIRTsPAeyEmDNk9Dh3HgVcbsKhFTZeXZ+f7QNRbtusSJ2DT8PN3o1yycQa2rUDtUPz9EREREpOjTwCwiIiWe4XSSOGMGN+bOw79rF8KmTcPqXTSupThx4wTLTy8nOjmac6nnyLRl/vNrFXwq/HNsfqTOI0SUjTCxtICkx8OWt+HQYvAPgS5vQeOBYC3hd1GL/AnDMDh4OYXFuy6x9mgseXYnraIC6dEglJCy3gT5exLs70mQnxcBPh5YreZ/GkNEREREBDQwi4hIKZL01WLiJ0/Gp3Fjwj/7FPfy5c1O+jeGYRCXGUd0SjTnUs5xNuUs51LOEZ0STbBPMEt6LSHQO9DszIJxdT+sfwWu7IXKzaDnexDR0uwqkSIhKTOPb/dd5uvdMcQkZf3H192sFgL9PAn29yK0rBdju9WmYXgJ+8SDiIiIiBQbGphFRKRUSftxI9fGjcMjLIyIL+bgGR5udtKfOnb9GEM3DKVuYF3mdp+Ll5uX2UkFw+mEo9/C5rcgPRYaPQxdJ0LZymaXiRQJhmFwPSOPpMw8bmTkkpiRy42MPG5k5n9/PSOPw1dSyMlzsODxlrSIKiG/ASUiIiIixYoGZhERKXWy9u/n8tOjsVgsVBw3joC+92Mp4lc0bLy4kRe3vUivar2Y0m5KkXhYYYHJzYDtH8DOWWB1h7bPQ/OhUCbE7DKRIu9aSjaD5u4mNjWHuY+1oG2NYLOTRERERKSUudmBuWj/W7eIiMj/wLd5c6KWLcWzenVix4/n0uAh5Jw5Y3bWH7o76m6ea/ocP5z/gTlH5pidU7C8/KHLmzB6N1TvBD9Phhl14Kt+cOQbyMv889cQKaUql/Nh2cjWRAb68vjCvWw9FW92koiIiIjI79IJZhERKXEMp5PUVatIeH8ajvR0Ah97jAqjn8bq52d22u8yDIPx28ez5vwa3u/4Pj2iepidVDgSz8CR5fnjcmoMePpD3Xvzr9Co2gGsbmYXihQ5yZl5DJm/h1Nxacwc0JSeDSuZnSQiIiIipYSuyBARkVLPnpxMwvTppK5YiXulSoS8/hplunYtktdQ5DnyGL5xOCdunGB+9/k0qtDI7KTC43RCzC44sgyO/w1yU6FMJWj4EES2gTKh+X/sVwHc3M2uFTFdWo6Nxxfs5WBMMtP7N6Zv06J/x7yIiIiIFH8amEVERP4u68AB4iZOIvfMGfw7diTkzTeK5EMAk3KSePSHR8m2Z7O011Iq+ZeCk4q2HDizHg4vh+hN4LT/62sWa/7I/I/B2T8EAqtB4wH5PyZSimTm2hmxaB+7zt/g3fsb8sgdkWYniYiIiEgJp4FZRETk/zBsNpK+Wkzixx+Dw4Fv8+Z4VInEM7IKnlUi8YyMxCMiAquXl6md51POM2jdICr5V2JRz0X4eRTNaz0KRXYyJF2A9DhIj4WM+Pzv0+P+9S0zAdw8oWF/aDMaQuqZXS3iMjk2B6MW7+en04m82bseT7SranaSiIiIiJRgGphFRER+hy02luuffU7OyZPkxcTgTE391xctFtxDQ/GMjMSv9R0EPfWUKddp7Ly6k6e3PE27sHZ81Okj3HQ38b/cOAe/fQaHvgZbFlTvAnc+C9XugiJ49YlIQcuzO3l+2UHWH4tjXPfajO5Uw+wkERERESmhNDCLiIjcBEdKCnmXL5N3KYa8mEvYLsWQGx1NzvHjhE58i/IDBpjStfzUct7Z/Q4D6wxkXMtxeFg9TOkosrKSYN982D07/1RzSANo8ww0eADcPc2uEylUdoeTF789zN8OXWNKv4YMbKXrMkRERESk4GlgFhERuUWG08nlEU+StX8/Vb9biVe1aqZ0TN0zlcUnF1OlbBWea/oc3ap0K5IPKDSVPReOfgs7P4bEk/l3NXeZAE0eMbtMpFDZHE6Gf7mP7dHX+WJIczrXCTE7SURERERKGA3MIiIit8GWkMCF+/rgUbkyUcuWYvF0/alYwzD45covfHjgQ6JTomkY3JAxzcfQMrSly1uKPMOA6C3wy3tweTc0fxx6TgV3c+/UFilMmbl2Hp6zi3MJmSx7sjWNI8qZnSQiIiIiJcjNDsxWV8SIiIgUNx4VKxL6l7fJOXGCxFkfm9JgsVjoGNGRFfeu4O073yYhK4FhPw5j1OZRnE46bUpTkWWxQM2uMHQdtH0e9i+Ahb0gLdbsMpFC4+flzvyhLQny92TYwr1cupFpdpKIiIiIlEIamEVERP6Lst26EfDgA9yYO5esvXtN63CzutG3Zl/W9l3L2OZjOZx4mIfWPMTrv77OtYxrpnUVSW7u0O1teGghxJ+A2R3g0i6zq0QKTcUy3nw5rBUOw+Cx+Xu4kZFrdpKIiIiIlDK6IkNEROQPODMzOd+vH4bNRrXVq3ErW9bsJFJzU5l3bB5fn/gaA4OBdQYyouEIynnr4/H/Jv4ELH8UUmKg+xRoNSL/pLNICbT/UhKPfLGbupXKsnREa3w83cxOEhEREZFiTldkiIiIFACrnx9h772HPT6BuLf/YnYOAAFeAYxtPpYf+v1A72q9WXxyMT2/68nco3PJtmebnVd0hNSDET9Bja6wfhysHgU2/f2Rkql5lUA+GtCUw1dSeHbpQewOp9lJIiIiIlJKaGAWERH5Ez6NGxM8+mnS1q4ldc1as3P+KdQvlLfbvs3Ke1fSIrQFHx34iN7f9WbFmRXYnXaz84oGn3IwYCl0fBUOL4X53fNPNIuUQD0ahDLpvvpsPhnPW98fx5WfVBQRERGR0ktXZIiIiNwEw27n0uAh5EZHU231KjzCwsxO+g8H4g/wwf4POJR4iKoBVXm+2fN0juiMRddC5Du9Ab4bAYYTIltDWAsIa57/zS/I7DqRAvPX9af4fNs5xnWvzehONczOEREREZFi6mavyNDALCIicpPyLl/mwv198a5bl8gvF2JxK3p3nBqGwdbLW/nowEdcSL1A4wqNGdt8LM1CmpmdVjTcOAfbP4Cr+yHhJPD3/x9UPupfg3N4C6jUBNw9zSwVuWVOp8HYbw6x+tA1xnarxTOdamC16jeaREREROR/o4FZRESkEKSsWk3sa69R4cWxBI8YYXbOf2V32vlb9N/49NCnJGQncFf4XTzf7HlqlNdpxn/KTYdrh/LH5n98S7ua/7Wy4dDhRWgySEOzFEt5dicvrzjM6kPXaF8zmA8fbkKQv5fZWSIiIiJSjGhgFhERKQSGYXD1hTGkb9lC2PvvUebuu4vkSeZ/yLZn8/XJr5l/dD6Z9kzuq34fo5uMJtQv1Oy0oiktFi7/Brs+gSt7ISDy70Pzo+DmYXadyP/EMAyW7rnMxDXHKe/rwayBzWhVNdDsLBEREREpJjQwi4iIFBJHSgoXH3mUvPPn8QgPp/ygRyn3wAO4lSljdtp/lZKTwtyjc1lyaglWi5VH6j7CEw2eIMArwOy0oskwIHoL/Dw5/2RzuUjo8DI0HqChWYqdE9fSGL3kADFJWbx4dy2e6lBdV2aIiIiIyJ/SwCwiIlKIDLud9M1bSFq0iOwDB7D6+hLQrx+Bgx7FMyrK7Lz/6lrGNT459Alrzq3B39OfEQ1HMLDOQLzdvc1OK5oMA85uhJ8mQ+yh/LuaO7wMjR4GN3ez60RuWnqOjde+O8raI7F0ql2B6f2bEOin619ERERE5L/TwCwiIuIi2ceOk/zVIlLXrQe7Hf+OHQkcMhjfNm2wWIrmKcEzyWf4cP+H/Hr1V0J8Q3ipxUt0j+peZHtNZxhwZkP+0Bx3BAKrQ9eJUPde0N8zKSYMw2Dx7hj+suYEQf6ezBrYlBZRujJDRERERH6fBmYREREXsyUkkLJsOcnLluFISsKjSiR+d7TGt3kzfJq3wCOscpEbcPfG7WXavmmcuHGCzhGdebPNmwT7BJudVXQZBpxeB1v+AoknIfJO6P4OhDU3u0zkph27msroJQe4kpzNiPbV6FK3Io3CA/ByL7r3yYuIiIiI62lgFhERMYkzN5e0H9aRtmE92QcO4szIAMA9JCR/bG7WHN8WzfGqWbNIPCDQ7rTz1Ymv+Pjgx3i7e/Nqq1fpXa13kRvDixSHHQ4uyj/RnJmYf2VGlwkQEG52mchNScux8frfr8wA8HS30jSiHHdUDaRl1UCaRZbHz0vXwIiIiIiUZhqYRUREigDD4SA3OpqsffvI3n+ArP37scfHA2D198e/QwfK9roHv/btsXqaex/qhdQLTNgxgUOJh+gY3pE3W79JiF+IqU1FXk4abP8Adn2Sf1VGm2eg3QvgVXQf+CjyfyVl5rH3SH/FxwAAIABJREFUYhJ7LySx52ISx66m4jTAzWqhQVgAd1QN5OGWEVSv4G92qoiIiIi4mAZmERGRIsgwDOzXrpG1fz+Ze/aQsXkLjpQUrGXLUqZbVwJ69cL3jjtMO9nscDpYcmoJMw/MxMPqwbiW47i/xv06zfxnUmJgy9tw9Fvwqwidx0PTwWA1/4S6yP8iPcfGgZiU/MH5QhKHLqfgMAwebBbOc11rElbOx+xEEREREXERDcwiIiLFgGGzkblrF2k//ED6ps04s7JwCw6mbI8elO11Dz5Nmpgy7sakxTBh5wT2x++nbeW2vNXmLSr5V3J5R7FzZR/8OB4u/wahjeC+WVC5idlVIrfsekYun/50jsW/XQLg0daRjO5Ug2B/L5PLRERERKSwaWAWEREpZpw5OWT8vI20H34gY9s2jLw8vGrWIGLuXDxCXH9VhdNwsvz0cj7Y/wFOw0nH8I7cU+0e2oe1x9PN3Os8ijTDgOPfwYbX8u9nbv00dHodPP3MLhO5ZVdTspm15Szf7r+Cl7uVJ9pVZXj7agT4eJidJiIiIiKFRAOziIhIMeZITyd94ybiJ0/GvVIoVb76Cvfy5U1puZpxlYXHFrLx0kaScpIo41GGblHduKfqPbQIaYGbroH4fdkpsPkt2L8QykVC7w+gRlezq0Ruy7nEDD7YdIa1R2IJ8PHgqY7VGXpnFD6e+nVAREREpKTRwCwiIlICZO7ew+URI/CqXZvIBQtw8zfvFKzdaWd37G7WXVjH5kubybJnUcGnAj2q9qBX1V7UC6qnu5p/z8UdsOZ5uHEWGvaHHlPAL9jsKpHbcvxaKtN+PM1PpxOpUMaLZzvXYEDLSDzdrWaniYiIiEgB0cAsIiJSQqRv3cqVZ5/Dt2VLImZ/jtXL/LtPs+3Z/HLlF9adX8evV3/F5rTRqEIjXmrxEk0rNjU7r+ix5cD2GfDrDPAqA90nQ+MBoEFeirm9F5N4f8Np9lxMIry8D2O61uL+pmG4WfXfbREREZHiTgOziIhICZL6/fdce/kV/Lt2IfzDD7G4u5ud9E+puamsv7CeOUfmkJidSJfILrzQ7AWiAqLMTit6Ek7mn2a+vBuq3QX3fgTlo0yOErk9hmGw7Uwi7/94muPX0qhZ0Z8X765N9/oh+lSDiIiISDGmgVlERKSESfpqMfHvvkvA/fdTafK7WKxF66PoWbYsvjrxFfOPzSfXkcuDtR5kVONRBPkEmZ1WtDidsH8+bJoIhhO6ToSWw6GI/fMU+V85nQYbjscxfeNpziVm0ig8gHHda9OuRrCGZhEREZFiSAOziIhICZT4ySdcn/Ux5YcMJuS114rkaHM9+zqfH/6cFWdW4O3uzbAGwxhcbzA+7j5mpxUtKZfzTzOf2wJV2sJ9syCoutlVIrfN7nCy6uBVPtx8lqsp2bSuFsi47nVoXsWcB5WKiIiIyK3RwCwiIlICGYZBwl//StKXiwh+9hkqjB5tdtJ/dSH1Ah/u/5Ctl7dS0acio5qMole1Xhqa/y/DgIOL4cfx4MiDLhPgjpFgdTO7TOS25dodLN0dw8c/RXM9I4+udSvy4t21qVuprNlpIiIiInITNDCLiIiUUIbTSez4N0hdtYqQ8eMJHDzI7KQ/dCD+ANP3T+dI4hH8PfzpWbUnfWv0pUFwgyJ5AtsUaddgzQtw9keIuAP6fALBNc2uEikQWXl2Fuy4yOxt50jPtXNvo8qM6VaLqsF+ZqeJiIiIyB/QwCwiIlKCGXY7V154gYzNWwh9awLlBw40O+kPGYbBvvh9rDq7ik2XNpHjyKFGuRrcX+N+7q1+L4HegWYnms8w4Mg3sP5lsGVD5/HQ5hmdZpYSIzXLxuxfzrFgx0XyHE76t4jguS41qBSgTzWIiIiIFEUamEVEREo4Z24uV597noxt2yj/6KOEvPoKFg8Ps7P+VHpeOhsubmD12dUcuX4Ed4s7HSM60rdGX9qGtcXd6m52ornS4+CHF+HUWigfBY0HQqP+EFjN7DKRApGQnsMnW6NZsicGi8XCkNZVGHVXdYL8vcxOExEREZH/QwOziIhIKWA4HCRMn0HS/Pn4tmlN+Acf4FaunNlZNy06OZrV0atZc34NSTlJ1A2sy5T2U6herpQ/7M4w4OQa2DsXLvwCGBDRGhoPgPp9waf4/DMW+W8uJ2Xx0ZazfHfgChaLhcbhAbSrEcydNYJpGlkOL3ed3hcRERExkwZmERGRUiRl1WriJkzAvXIlIj79FK/qxWugtTltbLy4kal7ppJpy2RM8zE8UvcRrBar2WnmS72Sf3XG4WVw/TS4eUHtnvknm2t0Abeif2pd5I9EJ6Tzt0PX2B59ncOXU3Aa4OPhRsuqgbSrEUTbGsHUDS2L1ao720VERERcSQOziIhIKZN18CBXnn0OIzubsBnT8e/Y0eyk/9n17OtM3DmRbVe2cUelO3in7TuE+oWanVU0GAZcO5g/NB9bAVk3wDcI6vSGevdB1Y4am6XYS8uxsft8Ejuir7M9+jrRCRkABPp58nDLCEZ2qEY5X0+TK0VERERKBw3MIiIipZAtNpbLo0eTe/IUFV96kcBhw7BYitepP8Mw+O7sd0zdOxV3izuv3fEavav1LnZ/HYXKYYPozfknm89uhLwM8A6A2vdA3fugemfw8Da7UuS2xaXmsPPcdTadiGfD8Tj8Pd0Z0aEaj7eNooy3fkNFREREpDBpYBYRESmlnFlZXHt9POkbNhDQ5z5C334bq1fxe3jW5bTLjN8xnoMJB7m7yt282fpNynnr7uH/YMuB8z/Bie/h9DrISQFPf6jZLX9srtUDPH3NrhS5bafi0pix8QwbT8RT3teDpzpWZ0ibKHw8dVeziIiISGHQwCwiIlKKGYbB9c8+4/rMWXjVrk3Afffh174dXjVrFquTwA6ngwXHF/DJoU8o71WeN1q/Qfuw9njoKojf57DlPxTw5Bo4tRYyEyG4Njz2PZTRVSNSMhy+nML0TWf45UwiFcp48UynGgxoFaGHAoqIiIgUMA3MIiIiQvrmzSR+9BG5Z6MBcA8Jwa9dW/zbt8evTRvcAgJMLrw5p5JO8dqvrxGdEo2n1ZM6QXVoFNyIhsENaVihIeH+4cVqOHcJpwPO/AjfjQD/ijDkeygXYXaVSIHZcyGJaRtPs+dCEmHlfHjszipUDfanUoA3oQHeBPl56tcFERERkduggVlERET+yRYXR+b27WT8up3MXbtwpqWB1YpPo0b4tW9HQO/eeFapYnbmH8pz5LHtyjaOJB7hSOIRTtw4QY4jB4DyXuVpWKEhDYIb0KtqLyLLRppcW4Rc3gOLH8y/o/mx7yGwqtlFIgXGMAy2R19n2sYzHL6c8m9f83SzEvr3sblygDeVyvnwcIsIooL9TKoVERERKV40MIuIiMjvMux2so8cJXP7r2T8up2cY8cAKNO9O0HDh+PToL7JhTfH7rQTnRLNkcQjHL1+lKOJRzmfeh4vNy9eavES/Wv31+nFf7h2CL66H9x98kfm4JpmF4kUKMMwSMzIJS41h2spOcSlZhOblkNcag6xKTnEpmUTm5KDj6cbHw1oQuc6IWYni4iIiBR5GphFRETkptgSEkj+ajHJS5fizMjA7842BA0fjm+bNsVuoI3PjOetnW+x49oO2oe15+22bxPsE2x2VtEQfxwW9QEsMORvEFLP7CIRl7qSnMXIr/ZzIjaNsV1rMbpTDazW4vVrnIiIiIgraWAWERGR/4kjPZ2U5cu58eWXOBKv412/PkEjRlCmW1csbsXn4VmGYbD01FJm7J+Br7svb935Fl0iu5idVTQknoFF94E9FwavgspNzC4Scakcm4PXvjvKqoNX6V4/hOn9m+Dv5W52loiIiEiRpIFZREREbokzN5fU1X/jxvx52C7F4FmlCuUHD8bvzjZ4Vq1abE41n085z6u/vsrJpJP0q9mPV1q+gq+Hr9lZ5ks6D1/eBzlpMGglRLQ0u0jEpQzDYP6Oi0xed5KqwX7MGdycahX8zc4SERERKXI0MIuIiMhtMRwO0jdt4sYXc8k5fhwAt4AAfJo0wadp0/xvDRtg9S26o63NYePTw58y7+g8wsuEM7ndZJpU1KldUi7Dl/dCZiI88g1EtTW7SMTldp67zuivD2B3GrqXWUREROR3aGAWERGRAmEYBnnnz5N96BBZBw+SffAQeefO5X/RzQ3vOnXwadqUgD734dOwobmx/8X++P28/uvrxGXFMazBMB6o+QDhZcLNzjJXWmz+dRnJl6BKGwhvBeEtIbwF+AaaXSfiErqXWUREROS/08AsIiIihcaRkkL24cP/HJyzjxzByM4moE8fKowdi0dIRbMT/0NGXgZT9kzh+3PfA1AtoBodwzvSPrw9TSo2wcPqYXKhCTISYdtUiPkNEo6D4cz/8aCaEPGPwbklVPx/7N13eNX1/f7xZ87Jyd4bMshiJuy9ZDgBFTeKWLfWVqu2alvburdt3Vr9to7qTwVFi4KgyBDZe4QVAglZZO+cjDM+vz+ORa0LFficQ+7HdX2uc5IT4I4XJ5fc531er75g8Z053CI/Rluniz++t53/bC3njJwknpgxiOAA/X0XERERUcEsIiIix42rpZXaF1+k7tVXwWYj7rpribniCixBQWZH+4aDTQdZUbqCFaUr2Fi5EafbSbgtnDHJY5iQMoFxyeOIDoo2O+bx19EC5ZuhZD2UboTS9WCv9TzmH+wpmZNyIfG/Vw4ER5mbWeQoMQyDf60s5MGPdjMgOZJ/Xj6c+PBAs2OJiIiImEoFs4iIiBx3nSUlVD32OM2LF2Pr3p2EO24n/PTTvXYxYKujlTXlaw4XzrXttfjhx0W9L+LOkXdi8bOYHdE8hgH1hVCyAQ5tg8odUJEHbXVffk1kqqds7jYAcs6DhD7m5RU5Cj7ZWcFv3t5CfHggr1wxguwELf8TERGRrksFs4iIiJimde06Kh9+mI69ewkeNpTEP/6R4Jwcs2N9L7fhZnftbt7b9x5z8udwTvY53Dvm3q5dMv8vw4DmCqjc+WXhXLkTavLBcEHqSBhyOeScCwHeu/xR5PtsLWngmtc24HAZvHTZUEZmxpodSURERMQUKphFRETEVIbLRcO7c6l+6ilc9fVEnncu8b+52SvnM/+v57c+zwvbXlDJfKRaqmHbW7D5NagtgMAI6H8hDL0cug00O53Ij1ZSZ+fyV9ZTWtfG4xcOYPqgZLMjiYiIiBx3KphFRETEK7iam6l5/gXq3ngDP39/Yq+8gpirrsYaFmp2tO/1wtYXeH7b80zPms69Y+7FqiV3P8ww4OBqT9G8ax4426HbIE/RnHsBBEWYnVDkiDXYO7nu9U2sL6zj9tN786uJWV477kdERETkWFDBLCIiIl6ls6SE6ieeoOmjhVhjY4m/6UaiLrgAP39/s6N9p/+WzGdnnc19Y+5TyfxjtNXD9nc8ZXNlHthCIPc8GHIFpAwDFXXiAzqcLu54dzvztpZz8fBU7j8nF5tV72gQERGRrkEFs4iIiHiltm3bqHz8cdo2biIgI4OE235H2OTJXnsy8IVtL/D8VpXMP5lhQNlm2Pwq7JgLjlZI6AdDfgEDZkBIjNkJRb6X223wt8V7eW7Zfk7qFc+D5+SSEh3stT+zRERERI4WFcwiIiLitQzDoGXpUqr++jc6CwsJGTaMhDtuJ3jAALOjfat/bPsHz219TiXzz9XRDHlzYdNrUL4ZrIHQ72zPYsD0cTrVLF7trfXF/Pk/ebjcBgnhgQztEc3QHtEM6RFNTvcIAv31c0FEREROLCqYRURExOsZDgcN775L9bPP4aqtJWLqFOJvvZWA1FSzo33Di9te5Nmtz3JW5lncP/Z+lcw/V8UOT9G8fQ50NEJsNpx0u2c5oP7bipc6UN3CqoIaNh2sZ1NxPSV1bQAE+FsYkBzJ0B7RjOsZx7jsOJ1wFhEREZ+ngllERER8hqullbqX/0Xty69guFzEzJxJ3A2/xBoVZXa0r3lp+0s8s+UZpmVO465RdxFiCzE7ku/rtHsWAq59Hiq2Q2IunHIvZJ+sE83i9aqa2tlcXM/GIk/hnFfWiMNlMDIjhr+c2Y/c5EizI4qIiIj8ZCqYRURExOc4KquofuZpGt97H0tYGHHXX0f0rFlYAgPNjnbYP3f8k6c2P0VccBw3DLyB83qeh7/FexcV+gy3G3a+B0vvh/oiSB8Pp94LyUPNTiZyxNodLt7ZVMoTi/Opt3dywZAUbj+9NwkRQWZHExEREfnRVDCLiIiIz2rPz6fqr3+ldcXn2Lp3J/7WW4iYNg0/i8XsaABsrdrK3zf9nS1VW0iPSOeWIbcwOc17FxX6FGcnbHoVPnsU7DXQ7xw4+S6IzTI7mcgRa2xz8NyyAl5ZVYjNauGGCVlce1ImQTaNfxERERHfoYJZREREfF7rmjVUPv44Hbt2E5STQ8IddxA6coTZsQDPosJlJct4cvOTFDYWMih+EL8d9lsGJww2O9qJoaMZVj8Lq58BV4dnEeDEP0BYgtnJRI5YUU0rDy/czcc7K+keGcTvp/Th7IHd9WKUiIiI+AQVzCIiInJCMNxumubPp+rJJ3GWHyL2hl8Sf9NNXnOa2el28p+C//D81uepbqtmUuokbhlyC5lRmWZHOzG0VMFnj8GmVyA0Hq5YoNPM4nPW7K/lgQW72FnexOC0KB44J5ec7prPLCIiIt5NBbOIiIicUNzt7VQ88ACN784lbNIkuj/+GNawMLNjHWZ32Hlj9xu8nPcybc42hicNJysyi6yoLDIiM8iKyiImKMbsmL6rYgf8ezr4B8EV8yFGBb74FpfbYO7mUh5btJemNgd3nNGbq8ZmYLHoNLOIiIh4JxXMIiIicsIxDIP6//cmlQ8/TEB6OqnPPUtAerrZsb6mvr2el/NeZmPFRg40HsDutB9+LCowiszITDKjMukT3Yezss4ixBZiYlofU7EDXjsbbCFw5QKITjc7kciPVtfayR3vbufT3ZVM6BXPXy8cSHy49ywyFREREfkvFcwiIiJywmpdu46yW27BcLtJ/tvfCBs/zuxI38owDCrtlexv2M+BxgOeq+EA+xv309jRSEJIAr8d+lumZkzVTNYjdWg7/PtsCAj3nGSO7mF2IpEfzTAM3lhXzAPzdxEe5M9fLxzIxN6aLy4iIiLeRQWziIiInNA6S0sp/fWNdOzbR8JttxFz5RU+U9IahsHW6q08sv4RdtXuYlD8IP4w8g/kxOaYHc03lG/1lMxBkZ6ZzFFpZicS+Un2VjTzm7e2sLeymavGZvD7Kb0J9LeaHUtEREQEUMEsIiIiXYDbbqf8j3fS/PHHRJx9Ft3uuw9LUJDZsY6Y23Azr2AeT25+kvr2es7teS43Db6JuOA4s6N5v/It8Np0CI6CKz+CyBSzE4n8JO0OFw9/tJvX1hykb7cInrlkENkJ4WbHEhEREVHBLCIiIl2DYRjUvvgi1U8+RVBuLkl3301Q3z74+fubHe2INXc289L2l3hj9xsEWYP45cBfMrPPTGxWm9nRvFvZJvj3ORAS6znJHJlsdiKRn+zTXZXc/u422hwu7jkrh4tH6GS+iIiImEsFs4iIiHQpzUuXUn77HbhbW7GEhBA0cAAhgwcTPGgQwQMHYo2MNDviDypqLOLxjY+zonQF6RHp/GXUXxjRbYTZsbxb6UZ4/VwIjfOUzBHdzU4k8pNVNrXzuznbWFlQwy9G9+CuM/vhb7WYHUtERES6KBXMIiIi0uU4q6tpXbuOti1bsG/dQseeveB2AxCQneUpnIcMJXzSRKxRUSan/W6fl37OoxsepbS5lNuH387MPjN9Zr60KUrWe0rmsEQ49V7IPhVsvjMqReSrXG6DRxft4aUVBxjfM47nLh1CRJDezSAiIiLHnwpmERER6fLcra207cijbesW7Fu20LZ1G+7GRrDZCBs7logzzyR88iQsISFmR/0Gu8POHz7/A8tKlnFBrwu4c8SdGpnxfYrXwexZ0FoFAeHQZyrknAtZk8E/0Ox0Ij/a7A3F/On9PNLjQnn58uGkxXrfzykRERE5salgFhEREfkfhttN+85dNH30EU0ffYSzshK/4GDCJ00i4sxphI0bh19AgNkxD3Mbbp7Z8gz/3PFPhiUO4+8T/050ULTZsbyXywlFKyDvPdj9IbQ3QGAk9JkGuedB5kRQSS8+ZM3+Wn75xiasFj9evGwow9NjzI4kIiIiXYgKZhEREZHvYbjdtG3aROOCBTQv+hhXQwOWiAjCTzuV2MsvJ7BnT7MjHjb/wHzuXnU38SHxPDv5WbKjs82O5P2cnVD4mads3rMAOhohOBpyzoMR10FCH7MTihyRwppWrn51A6X1bTx8Xn/OH5pidiQRERHpIlQwi4iIiBwhw+Ggdc0amhYsoHnxpwAkP/kEYSedZHKyL22v3s7Ny26mzdnGo+MfZULqBLMj+Q5nB+xfCnlzYdcH4OrwnGYe+UvoeRpYrGYnFPlejXYHN/y/TazeX8uvJmZx22m9sVg0l11ERESOLRXMIiIiIj+Bo7KK0htuoH3vXpL+8heiL55hdqTDKlor+M3S37Cnbg+3Dr2VK3Ku0PK/H6u1Fja/Cuv/Cc3lEJ3uOdE86FII9t7FjyIOl5u75uXx1voSzshJ4qHz+hMT6j0jfUREROTEo4JZRERE5Cdyt7ZS+tvf0vrZCmKvvYb4W2/Fz2IxOxYAbc42/rzyz3xy8BOmZU7jypwr6RXdS0Xzj+VywJ75sO5FKF4DtlAYdImnbI7vbXY6kW9lGAb/WlnIgx/txjAgKz6UoT2iGdYjhiE9osmKD9XPAhERETlqVDCLiIiI/AyG00nFAw/Q8PZswqecQfdHHsESGGh2LMBTMv1j2z94YdsLGBjEB8czpvsYxiWPY3T30UQGRpod0beUb4X1L8GOd8DVCWGJkJgLSbmQNMBzPzYbrP5mJxUBIK+skc/yq9l8sJ5NxfU02B0ARIXYGJIWzdAe0YzIiGFwahT+Vu94cUxERER8jwpmERERkZ/JMAzqXn6FqscfJ3jIEFKeexb/6GizYx1WZa9idflqVpWtYnX5apo6m7D4WciNy2Vc93GMTR5Lz+ieBFoDsfipZPpBLdWeOc2HtkJFHlTvAbenuMM/COL7eErnPmdC7ynmZhX5gtttcKCm1VM2f1E4F1S1ABAdYuPkvomcnpPE+J5xBNk0b1xERESOnApmERERkaOkadEiyu/4PbZu3Uh96UUCevQwO9I3uNwu8mrzWFW2ilVlq9hRswODL/8/z2axEWQNItA/kEBrIEHWIAKsAYTaQkkJTyE9Ip2MyAzSI9NJDU/FZrGZ+N14CWcn1ORDZR5U7Pjy1l4LE++ECXeAxhGIF6pv7WT1/loW76pgyZ4qmtudBNusnNQrjtP6JTG5TwLRmt8sIiIiP0AFs4iIiMhRZN+8hdJf/Qr8/Eh5/jlCBg82O9L3qm+vZ+2htZS3lNPh6jh8tTvbv/ZxS2cLxc3F1LTVHP61Vj8rKeEpZER4CufJaZMZnODd3+9x4+yED2+GbW/CwJlw1lPgr6JOvJfD5WbdgTo+2VXBJzsrqWhqx2rxY0R6DDdOzmZsdpzZEUVERMRLqWAWEREROco6i4oovv56HMUlBKSlEdirl+fq3YugXr2wpabiZ/XNt6A3dzZT1FhEUVMRhY2Fh2+Lm4pxGk5uHXIrl+dcrgViAIYBnz0Gyx+CjJPgotchOMrsVCI/yO022FHWyCe7KvhgWzll9W3cObUvV4/L0HNbREREvkEFs4iIiMgx4Kyvp/6tt+jYvYeO/Hw6i4s9hSPgFxREYHY2gb16Edw/l5DhwwnIyvLp4sbusPPnVX9m8cHFTMmYwr1j7iXYP9jsWN5h61vwwY0Q2xMunQNRaWYnEjlirR1OfjdnG4t2VnDekGQeOre/ZjSLiIjI16hgFhERETkO3G1tdBTspyN/Lx35+bTn59OxNx9XXR0A1uhoQoYNJWTYMEKGDyewd2+fO+VsGAb/yvsXT29+ml7RvXhy0pOkhKeYHcs7HPgMZl8GtiCYORu6a5SI+A632+CZpQU88Wk+A1OjeOmyoSRGBJkdS0RERLyECmYRERERkxiGgaOkBPuGjdg3bsS+YQOO0lIALGFhBA8dQuiIkUSeMx3/2FiT0x65lWUruWPFHVj8LDx+0uOM7j7a7EjeoWo3/L8LPcv/LngFep9hdiKRH+XjnRX8dvZWQgP9+cdlQxmSFm12JBEREfECKphFREREvIjj0CHsGzcdLpw7DxzALyCAyOnTibnyCgIzM82OeESKm4q5ednNHGg8oLnMX9VcCW9eBBXbYcpjMOxqsFjMTiVyxPZWNHPNvzdQ2djBQ+f154KhepeCiIhIV6eCWURERMSLdRw4QN2rr9E4bx5GRwdhEycSc+WVhIwY7vWFreYyf4eOFph7NeQvAmsgRPeAmEyIzvDcxnxxG5UGVpvZaUW+ob61k1+/uZnV+2u5amwGd07tg79VL5SIiIh0VSqYRURERHyAs66O+jffov7NN3HV1RHUrx8xV15JxBmn42fz3hLSMAxeznuZpzY/Ra/oXjw8/mF6Rvc0O5b53C7Y8Q5U7YK6A1BX5Ll1tH75NX5WSB0Bpz0IKUNNiyrybZwuNw8s2M2rq4sYkhbFSb3iyU4IIzshjIy4UAL9fWuGvIiIiPx0KphFREREfIi7vZ3GeR9Q9+qrdBYW4t+tGzGzLiXqgguwRkaaHe87rSpbxR8//yPNnc1cmXsl1w24jiB/LQn7GsOAliqoL/SUzbUFsOUNaKmEwZfBKfdAaJzZKUW+Zs7GEp5dWkBJvZ3//pPR4gdpMSFkxXsK56yEMPonR9I7MRyLxbvfeSEiIiI/ngpmERERER9kuN20fPYZda+8in39evyCgog8+2yiZ11KUK9eZsf7Vg3tDfx141+Zt38eaeFp3DX6LkYvwQY2AAAgAElEQVR2G2l2LO/W3gQrHoO1L0BAKEz6Mwy7Cqz+ZicT+Zq2ThcHalooqGphf3Ur+6s89wtrWul0uQEID/JnWI9ohmfEMDw9hv7JkQTZdNJZRETE16lgFhEREfFx7Xv3Uv/GGzR+8CFGRwcho0YRM+tSwiZNws/qfeXNukPruG/NfRQ3FzM9azq3DbuNqKAos2N5t+q9sPAOOLAcEnNh6uPQY4zZqUR+kNPlprjOztaSBjYU1bOhqI6CqhYAAvwtDEyJZFh6DON7xjEmSyf0RUREfJEKZhEREZEThLO+nsa5c6l7802c5YewJScTPXMmURec73XjM9qd7by0/SVeyXuF8IBwbh9+O2dmnun1iwtNZRiw+wP4+E/QWAL9L4RT74eIbmYnE/lR6lo72VhUx8aD9awvrCOvrBGn2+CSEWncc3Y/zW8WERHxMSqYRURERE4whtNJ89Kl1L/+BvYNG/ALDib6kkuIvfoq/GNjzY73Nfvq93HPmnvYXr2d0d1G85fRfyE1PNXsWN6t0w4rn4BVT4HVBqc/CEMuB5Xz4qPaOl08vXQfLyzfz8DUKF64dAjdo4LNjiUiIiJH6KgVzH5+fi8DZwJVhmHkfvG5GGA2kA4UARcZhlH/Q3+YCmYRERGRo6N9zx5qX36ZpvkL8AsI+LJojvOet6K73C7eyX+HJzc/icvt4oZBN3BZv8uwWWxmR/NudYUw/xbP2Iy+Z8NZT0FIjNmpRH6yRXmH+N2cbQTZrDwzc7BGZoiIiPiIo1kwnwS0AP/+SsH8GFBnGMYjfn5+fwCiDcP4/Q/9YSqYRURERI6ujsJCav/xDxo/nO+1RXNlayUPr3+YJcVL6B3dm3vG3ENuXK7Zsbyb2w1rnoEl90FYIpz3EqSPMzuVyE9WUNXC9a9vpKjWzh/O6MM14zM0OkdERMTLHdURGX5+funA/K8UzHuBiYZhHPLz8+sGLDcMo/cP/T4qmEVERESODU/R/CKNH37oKZovvthTNMfHmx3tsCUHl/DQuoeobqtmZt+Z3DT4JkJtoWbH8m5lm2HuNVB3AE66DSb83jM+Q8QHtXQ4uf2dbSzMq2DagG48dv4AQgP9zY4lIiIi3+FYF8wNhmFEfXHfD6j/78ffRwWziIiIyLHVWVREzQv/OFw0R5x+OiEjRhAycgS25GTTTwy2dLbw1OanmL13NgkhCfx51J+ZmDrR1Exer6MFFv4etr4BKcPhvP+DmAyzU4n8JIZh8OKKAzy2aA/ZCWH8Y9ZQMuPDzI4lIiIi3+K4FcxffFxvGEb0d/za64DrANLS0oYePHjwiL4BEREREfnpOouKqHnp/2hZuhRXQwMA/t26ETpiOCHDPZctLc20wnlb9TbuWX0PBQ0FnNrjVP444o/Eh3jPaWuvlDcXPrwVDDec+QQMuNDsRCI/2aqCGm58czNOl8GfpvXlvCEpBPhbzI4lIiIiX6ERGSIiIiKC4XbTUVCAfcMG7Os3YN+wAVddHQD+iYmEjhpJ3A03EJCeftyzOdwOXtv5Gi9sfQGb1caElAmMSx7H6O6jiQv2nhnSXqX+ILx3LZSsg8xJkDoCEvpCQj+IyQKrxg2I7yitt3PTW1vYUtxA98ggrjspkxnD0wgOsJodTURERDj2BfPjQO1XlvzFGIZxxw/9PiqYRURERMxlGAadBw5gX78e+4YNtHy2AsPpJP43vyHm8l/g53/8C8ripmJe3P4iK8tWUtfuKb/7xvRlbPJYxnYfy8CEgdgsmjt8mMsJK5+A7bOhbr/nRDOANQDiensK58R+kJADGePBFmxuXpHvYRgGy/OreW5pARsP1hMbGsBV4zK4bHQPIoL0vBcRETHTUSuY/fz83gImAnFAJXA38B9gDpAGHAQuMgyj7of+MBXMIiIiIt7FUVlJxb330bJ0KUG5uXR78AGCev/gG9OOCbfhZk/dHlaVrWJV+Sq2Vm3FZbgItYUyMmkkk9Mmc1r6aQT7qzA9zNEGNflQtRsqd3puq3ZDU6nn8eBoGPILGHY1RPcwN6vID1hfWMdzywr4LL+a8EB/fjGmB1eNzSA2LNDsaCIiIl3SUT3BfLSoYBYRERHxPoZh0LxoERX3P4CrqYm4664l9pe/xBIQYGqu5s5m1h9az8rylawqW8Wh1kOE2cKYljmN83ueT9/Yvqbm82rtjVC6ETa9CnsWeE459zoDRlwDmZPBolm34r3yyhp5fnkBC/MqCPS3MHNED249tSfhOtEsIiJyXKlgFhEREZEfxVlfT9Ujj9A47wMCsrLo9sD9hAwebHYswFOCb6rcxNx9c1l8cDEdrg76xfbjgl4XMDVjKqG2ULMjeq/GMtj0iqdsbq32zGoefg0MmgnBUT/4y0XMUlDVwgvL9/P+llK6RQbz1wsHMjor1uxYIiIiXYYKZhERERH5SVpWrODQ3ffgrKgg+rJZJNx8M5ZQ7ylwGzsamX9gPnP3zWVf/T6C/YOZkjGFc7PPpX9cf6wWLQj7Vs4O2PUBrH8JSteDLQQGXwaT7lTRLF5t08F6fjdnK0W1dq4am8EdZ/QmyKbnuYiIyLGmgllEREREfjJXSyvVf/879W++iSUkhLCJEwg/7TTCxo/3mrLZMAx21Oxg7r65LCxcSJuzjVBbKLmxuQyIH8CA+AH0j+tPbLBOPH5D+VZP0bztLQiJgymPQM554OdndjKRb2XvdPLIwj38e81BsuJDeWLGIAak6IURERGRY0kFs4iIiIj8bG3bttHw7lyalyzBVVeHX2AgoePHEXHaaYRNnIg1IsLsiAC0dLawrGQZ26q3sb16O/n1+bgMFwDJYckMiPMUzhNSJ5AanmpyWi9SvhU+vBkObYXsU2Da3yA63exUIt/p833V3P7OdqpbOrhxUjY3Ts7GZtVMcRERkWNBBbOIiIiIHDWG04l902aaP/mE5sWLcVZVgc1G6OhRRJx2GuGnneY1ZTNAm7ONXbW72FG9g+0129lWvY0qexWhtlCemfwMw5OGmx3Re7hdntPMSx/w3J/4Bxj9a7BqoZp4p0a7g3s+3Mn7W8ronxzJEzMGkp0QbnYsERGRE44KZhERERE5Jgy3m7Zt22j+ZDHNn3yCo6wMv8BAwk85hchzzyV09Cj8rN43H/Vg00FuXnozJc0lPD7hcSanTTY7kndpLIWP7oC9CyAxF856ClJ+8N8TIqZZuOMQd76/g9ZOF7+emM1V49IJD9ILIyIiIkeLCmYREREROeYMw6A9L4/G99+ncf4C3E1N+CclETl9OpHnTCcwI8PsiF/T0N7Ar5b8il21u7h3zL1Mz55udiTvs3s+fHQ7NB+C4dfASbdDeKLZqUS+VVVzO3fP28nCvAqiQmxcd1Iml49OJzTQ3+xoIiIiPk8Fs4iIiIgcV+6ODlqWLaPh/fdp/XwluN0EDxlC5LnnEDFlCtawMLMjAmB32Ll52c2sPbSW24fdzi9yfmF2JO/T0ewZmbHuRfCzQK8zYMhlkH0qWFXciffZVtLAk5/ms2xvNTGhAVx/UiaXje5BSID+voqIiPxUKphFRERExDSOyiqaPvyAhvf/Q+f+/VhCQ4maMYOYy2Zh69bN7Hh0ujr5w+d/YPHBxVzb/1puGnwTfn5+ZsfyPjUFsOXfsPVNaK2GsCQYNBMGz4LYLLPTiXzD5uJ6nlicz+f7aogLC+CXE7KYNaoHQTbvG9sjIiLi7VQwi4iIiIjpDMOgfds26l5/g6ZFi8DPj4ipU4i98kqC+vY1NZvL7eL+tfczd99cZvSewZ0j78TiZzE1k9dyOSD/Y9jyOuz7BAw3pI+HwZdBv7PBFmx2QpGv2VhUxxOf5rOqoJaE8ECun5DFuYOTiQkNMDuaiIiIz1DBLCIiIiJexVFWRt2//039O+9i2O2EjhlNzFVXEzp2jGmnhw3D4MnNT/Jy3stMSZ/Cg+MexGbVkrDv1VTuOdG85XWoL4KIZLj0HUjMMTuZyDesPVDL3xfns76wDqvFjzFZsUzr343Tc5KIVtksIiLyvVQwi4iIiIhXcjU2Uj9nDvX/fh1ndTWBvXoRc9WVRJ51Fn5Wc97G/nLeyzyx6QnGdh/LzL4zSQ1PJTksmQCrCqjv5HZD4XJ4/wZwtMHFb0DGSWanEvkGwzDYfaiZBTvKWbD9EEW1dvwtfozJjuPM/t04LSeRqBA910VERP6XCmYRERER8WpGZyeNCz6i7uWX6di3j+DBg+n20IMEZmSYkmdu/lzuX3s/LsMFgB9+JIUmkRqeSmp4KinhKaSGp5Ibl0tyWLIpGb1SQwm8cT7UF8I5L0D/C8xOJPKdDMNgZ3kTC3YcYsH2QxTXecrmcT3j+NXEbEZkxJgdUURExGuoYBYRERERn2AYBk0ffkjFgw9htLcTf+stxFx2mSmnmevb6ylqKqKkueRrV2lzKXXtdYCneB6bPJaLe1/MuORxWC1aHkZbPbw1E4pXw2kPwOgbQUsTxcsZhkFeWRPzd5TzwdZy6lo7efmK4YzNjjM7moiIiFdQwSwiIiIiPsVRWUXF3XfTsnw5wUOH0v2hBwno0cPsWIe1dLZQ0lzC8pLlvJv/LlVtVXQP7c6FvS/k3OxziQ2ONTuiuRzt8P51sGsejLwBTn8ILFqaKL6hrrWTmf+3loO1dl69cjgjM7v481lERAQVzCIiIiLigwzDoHHePCoffAjD4SDht7cSPWsWfl5WVDrcDpaXLGf2ntmsq1iHzWLjtPTTuLj3xQyMH2ja0kLTud3w8Z2w7gXoNx3OfQlsQWanEjkiNS0dXPzSWsob2nj96hEM7aFxGSIi0rWpYBYRERERn+WorOTQXXfR+tkKQoYNo9tDDxKQlmZ2rG91oOEAc/LnMK9gHi2OFnpG92Rk0kh6RfeiT0wfsqKyut6ywNXPwid/grQxcMmbEBxtdiKRI1LV1M6Ml9ZS09zB69eMZFBqlNmRRERETKOCWURERER8mmEYNL73PpUPP4zhchE9YwaBPXsSkJFBQEY61qgorzopbHfY+ajwIz7Y/wF76vbQ5mwDwN/Pn/TIdPrE9KF3dG96x/QmNy6X8IBwkxMfYzvehf/cANEZMPVxSB8HmlctPuBQYxszXlxLg72TN68dRW5ypNmRRERETKGCWUREREROCI5Dh6i4735aPv8cnM7Dn7dERhKQ3oPA9HRP6ZyVRfiECfgFmH9a2OV2UdxczN76veyt++Kq30uVvQqA8IBwbhx0Ixf1vgh/i7/JaY+hws9hzmWeJYBhidDvHMg9D1JGaD6zeLXSejszXlxLa6eTt64dRd9uEWZHEhEROe5UMIuIiIjICcVwOnGUldFZVERHYSGdRUV0Fh2ks6gIZ0UFAIE9s0m65x5Chg41Oe23q2+vZ3fdbl7Je4W1h9bSO7o3fxr1JwYnDDY72rHTaYd9H0Pee5D/Mbg6ICIFcs+FnPOg+2DwopPoIv9VXGtnxktr6HC6mX3dKHomnuDvOhAREfkfKphFREREpMtw2+20rl5NxUMP4Sw/ROQF55N4221Yo7xzfqphGCw+uJjHNjxGpb2Ss7PO5tahtxIXHGd2tGOrvQn2LoSd70HBEnA7PCM0+p4JqaMgZTiEJ5qdUuSwwppWZry4BrcBs68fRVZ8mNmRREREjhsVzCIiIiLS5bjtdqqfe466V1/DGhFBwu/vIHL6dK+a1fxVdoedl7a/xGu7XiPYGsyvB/+aGb1nnNhjM/7LXgd75kPeXCha5SmbAaLSPEVzygjPbVJ/8Dd/7Il0XQVVzVz80loAzh2czPie8YzIiCHIppniIiJyYlPBLCIiIiJdVvuePVTcfQ9t27YRMmoUSXfdRWBmhtmxvlNhYyGPrH+E1eWr6RXdiz+N/BNDEoeYHev4cbTBoe1QugFK10PpRmgq8zxmDYTugyBttGdRYOpICNI8XDm+8iubue/DXawvrKPT5SbA38KI9BjG94xjfM94+iSFY7F45wtZIiIiP5UKZhERERHp0gy3m4Y5c6j6298x2tuJve46Yq+7FktgoNnRvpVhGCwpXsKjGx6lorWCvjF9OTntZE5OO5msqCyvPYV9zDSWfVE4b4CS9VC+xXPK2c8K3QZC+lhIHw9poyAo0uy00kW0dbpYX1TH5/nVfL6vhr2VzQDEhQUwLjuOERmxDEiJpHdSODarFlmKiIhvU8EsIiIiIgI4q6upfORRmhYswBodTdiECYRNnkTY2LFYQkPNjvcNdoedOXvnsLh4MdurtwPQI6IHk9Mmc3LayfSP64/FrwsWV512z+nmopWekRplG8HVCX4WzxiNzInQbzp0H6KlgXLcVDa1s3JfDZ/vq2ZlQQ01LZ0ABPhb6NstggHJkfRPiWRASiTZ8WH4q3QWEREfooJZREREROQrWteupeHdubSsWIG7qQk/m42QkSMJmzSR8EmTsHXvbnbEb6iyV7GseBlLipewoWIDTsNJfHA8k1InMT5lPLlxuSf+YsDv4mjznG4uWuUpnUvWeU44R/WAnHMh9zxIGqCyWY4bwzAoqWtje1kD20sb2V7aQF5ZEy0dTgCCbBb6J0cyoVc8k/sk0rdbeNd7Z4KIiPgUFcwiIiIiIt/CcDiwb95Cy7JlNC9biuNgMQCBffoQPnkSkdOnE9Cjh8kpv6mps4kVpStYWryUlWUraXO2AZAYkkhObA45cTnkxObQL7Yf0UHRJqc1QVs97FkAO9+HA8vB7YSYLE/ZnHMuJOaobJbjzu02KKxtZUdpI9tKG9h0sJ7tpY0AJEcFM7lPApP7JjA6M1ZLA0VExOuoYBYRERER+QGGYdBZWPhF2byMts1bwO0mdOxYoi+5mLCJE/Hz9zc75je0O9vZVbuLnbU7PVfNToqaig4/3j20OzlxOUzNmMrE1In4W7zvezim7HWw+wNP2Vy4Agw3xPX6omw+DxL6mJ1QurCqpnaW7qliyZ4qVu6roc3hIiTAyrjsOE7um8AZOd2IDLGZHVNEREQFs4iIiIjIj+WorKLh3XdomPMOzspK/JOSiLroQqIuuABbQoLZ8b5Xc2cze+r2sLPGUzpvrtpMlb2KbqHduLjPxZzf83wiA7vgMryW6i/L5qKVgAHxfT0jNHLOhbieZieULqzd4WLNgVqW7K5kye4qDjW2kxYTwlvXjSI5KtjseCIi0sWpYBYRERER+YkMp5OW5cupf+ttWletAn9/wk8+mehLLiFk5AifmJvqcrtYXrqcN3e/yfqK9QRZg5iWOY2ZfWfSK7qX2fHM0VzpKZvz3oPiNYABif0h5xxP2RybZXZC6cIMw2DN/lquf30TUaE23r5utEpmERExlQpmEREREZGjoLOoiPrZc2h87z1cjY1Y4+II7JlNYHZPArOzv7ifjTUiwuyo3ym/Pp83d7/J/APz6XB1MCJpBDP7zmRiykSsli4697WpHHbN85TNpes9n0sbDdOfU9Esptpa0sBl/1pHVIiNt64dRUp0iNmRRESki1LBLCIiIiJyFLnb22latAj72nV0FBTQsX8/Rlvb4cf9ExI8hXPv3sRceYVXjtRoaG/gvYL3eHvP2xxqPURSaBLTMqZxVtZZZEV14VK1ocQzQmPl38HlhLOfgtzzzU4lXdi2kgZm/WsdkcE23r5OJbOIiJhDBbOIiIiIyDFkuN04yg/RUbCPzoICOgr2e4rnvXvxj48n9Z//R2Bmptkxv5XT7WRZyTLe2/cea8rX4DJc9I3py1lZZzElYwpxwXFmRzRHQwm8e5XnRPPQK+GMh8GmEQViju2lDcz65zoigj0nmVNjVDKLiMjxpYJZRERERMQEbXk7Kbn+enA6SXnhBUKGDDY70veqaathYeFCPtz/IbvrdmP1szK6+2jOyjyLSWmTCPbvYgWrywFL74dVT0FiLlz4qhYBiml2lDZy6T/XEh7kOcmskllERI4nFcwiIiIiIibpLCmh5JprcVRUkPy3vxJ+yilmRzoi+xv28+H+D5l/YD6V9kpC/EMYGD+QnLgc+sX2o19sP7qHdveJJYc/W/4n8P714OyAs56EAReZnUi6qB2ljcz61zrCAv1VMouIyHGlgllERERExETOujpKfnkD7Xl5JN31F6IvvtjsSEfMbbjZWLGRRUWL2FGzg4L6ApyGE4CowKjDZXO/2H4MiBtAYmiiyYmPkcYymHs1FK+BwZfBlMcgQOWeHH95ZY1c+k9PyfzWtaNIi9XfQxEROfZUMIuIiIiImMxtt1P229/Rsnw5sb+8nvibb/bJ078drg7y6/LZVbuLXXW72FW762ulc2ZkJmO6j2F099EMSxxGiO0EKr9cTlj2oGcBYEI/mPwXyJyoolmOu7wyz0nmIH8rl49J59R+iWQnhJkdS0RETmAqmEVEREREvIDhdFJx7300vPMOkeecQ7f778PPZjM71s/239J5c9Vm1pSvYWPlRjpcHfhb/BmcMPhw4dw3pi8WP4vZcX++gk/h/RugtQr8gzwlc+8p0OsMCE8yO510ETvLG/njezvYXtoIQGZcKKf2S+TUfokMTovGavG9F7BERMR7qWAWEREREfEShmFQ8/zz1DzzLKHjxpHy1JNYQkPNjnVUdbg62FzpKZtXl69mb/1eAKIDo5mcNpmpGVMZmjgUq8VqctKfwdkJB1fB3oWQvxAaij2f7z4Yek3xFM5J/cEHT6mLbylvaGPJ7ko+2VXJ2gO1OFwGsaEBTO6TwKn9EhnfM57gAB9+romIiFdQwSwiIiIi4mUa3n2XQ3ffgyUwEGtcHNaICKyRkVgjI7BERmKNiPR8HBNN+OTJWCMizI78k9W01bD20Fo+L/2c5SXLsTvtxAfHc0bGGUzNmEpObI5Pjgs5zDCgatcXZfMiKN0IGBAaD7E9ITYTYjIhJuuL20wI1DgDOfqa2h18treaT3dXsnRPFc3tTkIDrJyek8T0wcmMzYrF33oCvItARESOOxXMIiIiIiJeqHXtOpoXL8bV1ISrsQFXYyPuxiZcjY24mprA5QLAGhVF3I03Ej3jIp8fqdHmbOOz0s9YeGAhn5d9jsPtIC08jSkZU5iaOZXMyEyzI/58LVWQ/7FnIWDdAajd7xmn8VVhiZ7COW0U9J4KyUPBouJPjh6Hy826A3XM317ORzsO0dTuJC4sgGn9uzF9cDKDU6N8+4UdERE5rlQwi4iIiIj4GMMwcLe20llQQNUTT2Jft46AjAwSbr+NsEmTTohiqLGjkSXFS/io8CPWH1qPgcGA+AH8bujvGJI4xOx4R1dHM9QVQt3+L0rnA1CTD2WbwHBBaAL0Ot1TNmdO1OJAOao6nC4+21vNvK3lfLq7kg6nm7SYEKYP6s70Qd3JTgg3O6KIiHg5FcwiIiIiIj7MMAxali2n6vHH6SwsJGTkSBJ/fwdB/fqZHe2oqbJXsahwEa/teo0qexVnpJ/BrUNvpXtYd7OjHVtt9bDvU9j7kWd5YEfTF4sDJ3nmOGefDBHJmuUsR01zu4OPd1Yyb2sZqwpqcBtw+ege/GFKX81qFhGR76SCWURERETkBGA4HNTPmUPNs8/hamggcvp04m+9BVtiotnRjhq7w84rO1/hlbxXALg853Kuzr2aEFsXONH71cWBexdC4xeLA/2DITr9yysm44v7GRCVBrYg8zKLT6tu7uCF5ft5eVUhmfGhPHHRIAamRpkdS0REvJAKZhERERGRE4iruZnaF1+k7rV/g9VK5FlnYktJxT8xAVtCAv6JifgnJmIJDfXZURqHWg7xxOYnWFi4kITgBG4eejNnZp6Jxa+LzCn+7+LAg6uhvshz1RV6bh2tX/lCPxjyC5j6OPgHmpNVfN6qghpue2cbVc0d/GZyT349KUvLAEVE5GtUMIuIiIiInIA6S8uofvJJWlaswN3U9I3H/UJCPIVztyTCJ00mcvrZWCMjTUj6022t2soj6x9hZ+1O+sf1547hdzAoYZDZscxjGNBa/WXZXLIWNr4MKcPhotchopvZCcVHNbY5uOeDnby/pYyBqVE8cdFAMuPDzI4lIiJeQgWziIiIiMgJzt3WhrOqCkdlJc6qapyVlTirKnFUVtFZWEjH3r34BQYSMXUq0TMuImjgQJ853ew23Mw/MJ8nNz1JdVs1A+IGMCltEpNTJ5MRmeEz38cxs2sevH8DBIbDjDcgdbjZicSHzd9ezp/ez6PD6eJP0/oxa2SanmMiIqKCWURERESkq2vftYv62XNo+vBD3HY7gX36ED3jIiLOOgtrmG+cUrQ77Ly15y0WH1zMztqdAKRHpDMpdRKT0ybTP64/VksXXVJWuRPenglN5TDtb56xGSI/UWVTO7e/u50V+dVM6BXPYxcMIDFCs75FRLoyFcwiIiIiIgKAq6WVpvnzqZ8zm45du/ELCSFy2jSiLrqQoNxcnzmpWNFawfKS5SwrWcb6Q+txGk5igmKYmDqRCSkTGJY0jIiACLNjHl/2Onj3KjiwDIZfC2c8DFab2anERxmGwRtrD/LgR7sJsFr407S+XDQs1Wd+RoiIyNGlgllERERERL7GMAzad+ygfvZsmhZ8hNHejq1HGpHTphExbRqBWVlmRzxizZ3NrCxbydLipXxe9jmtjlb88KNPTB9GJI1geNJwhiQOITwg3Oyox57LCZ/eDWuehR7j4KLXIDTO7FTiwwprWvnD3O2sK6xjdGYsD5/Xn/S4ULNjiYjIcaaCWUREREREvpOrqYnmTz6hccEC7OvWg9tNYJ8+REydSsTUqQSkJJsd8Yg5XA62Vm9lY8VGNlRuYFvVNjrdnVj8LPSN6cvwpOEMTxrOiKQRBPmfwG/53z4HPrgJQuPhgleg20DwDzA7lfgot9tg9sYSHvpoN51ON7ec0otrxmdgs1rMjiYiIseJCmYRERERETkizupqmhYuomnBAtq2bQMgeNAgIqZNI/Kc6VjDfesUcIerg+3V29lQsYH1FevZXr0dh9tBuC2cKRlTOCf7HHLjfFz+A2EAACAASURBVGc0yI9SvgXengVNpZ6PA8IhJMZzBX9xGxLruXqdAd0GmJtXvF5lUzt3z9vJop0V9OsWwaPnD6B/SqTZsURE5DhQwSwiIiIiIj9aZ2kpTQs+omnBAjry87FERhJ79dXEXDoTS6hvvkW+3dnO5srNfHjgQz49+CntrnayIrM4J/sczsw6k7jgE2ycRGst7J7nubXXQlud59Ze98X9OuhoAvxg8Cw4+S4ISzA7tXi5RXmHuGveTmpaOrhmfCa3ntKL4IAuumBTRKSLUMEsIiIiIiI/S9uOHVQ/+yytn63AGhND7HXXEn3xxViCfHfMRHNnMx8Xfcx/Cv7DtuptWP2sjE8ezznZ53BSyknYusqCvLZ6WPFXWPcP8A+Gk26DUTeAf6DZycSLNbY5eGThHt5aX0xKdDAXDE3h5D6J5HSPwGI5Ad8RICLSxalgFhERERGRo8K+ZQvVTz+Nfc1a/BMSiL3+OqIuvBBLgG/P9z3QeIB5BfP4cP+HVLdVE2YLY2DCQAbHD2ZwwmBy43IJsYWYHfPYqimAT/4M+QshOgNOewD6TIMTcXyIHDVrD9Ty+Md72Vxcj2FAQnggJ/dNYHKfRMZmxxIS4G92RBEROQpUMIuIiIiIyFHVum491U8/TdumTfh370b8r35F5PTp+Nl8+9Sv0+1kTfkalpYsZWvVVgoaCgDw9/OnT0wfBiUMYkjiEAYnDD7xxmn8V8ES+PhOqN4D6ePhjEcgKdfsVOLlals6WL63miV7KlmRX0NLh5MAfwtjsmI5uU8CZ+R2Iz5cp+JFRHyVCmYRERERETnqDMOgdeUqqp9+mvYdO7BERhKYkUFAejoB6T0I6PHl5aszmxs7GtlWvY0tVVvYUrWFvJo8OlwdAAxJGMLMvjOZnDYZm8W3i/VvcDlh0yuw7EFob4SBl3gWAfYYA6EnaLEuR02n082GojqW7K5iyZ5KDtbaiQ6x8dzMIYzJ1t8fERFfpIJZRERERESOGcMwaFm2nJZlS+ksOkjnwYM4q6q+9jX+8fEEpKcTMnIk4aecTGDv3vj54OgFh8vBrrpdrD+0nrn75lLWUkZCSAIX9bqI83udf+KdarbXwWePwqbXwNnm+VxcL0/R3GMspI2GqFRzM4pXMwyDXYeauOXtrRyoaeXOqX25amy6Tz7/RUS6MhXMIiIiIiJyXLntdjqLiz2Fc1ERnQcP0rF/P+07doBhYEtJIfzkkwk/5WSChwzBz2o1O/KP5nK7WFm2kjf3vMnq8tXYLDZOTz+dS/pcwoD4AWbHO7qcnXBoKxxcBQdXQ/E66Gj0PBaZBj1Gw6BLIXOCuTnFa7V0OPnt7K18squS84Yk89C5/Qmy+d7zXkSkq1LBLCIiIiIiXsFZU0PzsmU0f/op9tVrMBwOrNHRhE2eRPjJpxA6ZjSWoCCzY/5ohY2FvL3nbebtn0ero5Xc2FymZk4lzBaGzWrDZvnK9cXHAZYAesf0JsDqgwsS3S6o3PlF2bwailaCvRb6nuVZDhidbnZC8UJut8EzSwt44tN8BqRE8o9ZQ+keFWx2LBEROQIqmEVERERExOu4WlppXfk5zYs/peWzz3C3tGAJDSX89NOJPPtsQkYMx89iMTvmj9LqaOWD/R/w1p63KGws/MGvT49I5/6x9zMoYdBxSHcMOdphzbPw+d885fPYm2HcLRDgm7O35dj6ZGcFt87eSnCAlRdmDWV4eozZkURE5AeoYBYREREREa9mdHbSum49TQsX0vzxx7hbW/Hv1o3IM88kcvrZBGZnmx3xRzEMg5q2Ghxuh+dyOb6873bgdDupbqvm6c1PU9Fawax+s7hp8E0E+/v4ac7GMvj0btjxDkQkw6n3Qe75oHm78j/2VTZz3eubKKmzc8/ZOcwa1cPsSCIi8j1UMIuIiIiIiM9wt7XRvGQpjR/Mo3XVanC5CMrJIXL62URMm4Z/bKzZEY+aVkcrT2x6gtl7Z5Mansq9Y+5leNJws2P9fAfXwMI7oGI7pI2BKY9CtxNsLrX8bI1tDm5+ewvL91Zz8fBUfj0pm9SYELNjiYjIt1DBLCIiIiIiPslZU0PTggU0zJtHx67dYLUSkJqKrUcaAalpBKSlYktLIyAtDVtKCpYAH5xnDGyo2MDdq++mpLmEGb1ncOvQWwm1+fh4CbcLtrwOS+6DtnoYOBN6T4G00RB64rxIID+Py23w98V7eW7ZfgAy40I5qVc8E3rFMyozluAALQIUEfEGKphFRERERMTndezbR9PCRXTs309nSTGOg8W4W1u//AI/P/yTkgjo0YPAzEwCsjIJzMoiIDMT//h4/Lx8TEObs41ntjzDG7veICk0iXtG38OY5DFmx/r52uph+aOw6RVwtns+F98HeozxnG7uMQYik83NKKY7UN3C8r3VfJZfzdoDtXQ43QT4WxiZEcNJPeOZ0DuenglhXv88FhE5UalgFhEREZH/z959hkd1mGkf/2uaNGqj3gtqCCRASBQBxoAb4NjGJXGJ4yR2mp26ySb7btruJrspm2R305vTbMdOYjs2Ltgx4IZNEwgJ0USREOoFdWlG08/7YRwcp7ghGAndv+s614w0o3NuAf7gW4+eI3LBMQyDwNAQ3tZWfO3teNva8ba14j3Vire5+TXlsyku7pXSuYjIoiLsCyuwz59PxBSceN7ft59/3/nvtIy0cE3hNdxWdhtlyWXhjnX2/B7oqofWHaEVGm27wTsWei0hD/IvgpK1oSln6zTfRS1nxe0LsKdlkG3HT/PS8dOc6BsHoCAlhvdU5/GuRTkkRE+9/3ZFRC5kKphFRERERGRGMQwDf18f3uZmPM0n8Zxsxtt8Es/JkwT6+wGIiI4metEiYpZVE71sGVFz5hBhnhq/ju8JePhZw8/47ZHf4gl4mJM0h+uLr+eqwqtwRDrCHW9yBAPQcxDadr1SOu8E1wDY4qDsWlhwE8xaCaap8Xci4dM1PMG246d5ZF8Hta1DRFpMbKjI4r3L81mQkxDueCIiM4IKZhERERERkVf4h4Zw1dbi2l2Dc/duvM2h3a8mh4OYpUuIXraM2FWrsOXmhjkpjHpHefrk0zx64lEaBxuxmWxcln8ZN5TcwNKMpZgiTOGOOHmCATi1HQ48BEceD003x2XB/HfBgpshY164E8oUcKRrlPtrWnmsvhOXN8CCHAe3LcvnmgVZ2tcsInIOqWAWERERERH5B3x9fbhqQmWza9dufF1dYDaT9L73kfqJj2OKmRo32zs6eJRHTzzKppObGPOOkR2bzXXF11GaWEqkORKr2UqkORKb2YbNZAs9mm3E2+KJskSFO/5b45uAY38Klc1NWyHoh7RyqLgZFt6mmwQKY24fG+s7+e2uVk70jeOwW3nXohxuXJzDnIz4cMcTEbngqGAWERERERF5EwzDwNfezsAvfsnwww9jycwk48tfIu6yy8Id7Qy3381zbc+x8cRGanpq3vD9doudjyz4CO8vez9Ws/U8JJxkzgE4/GiobO7YA5ao0PqM6rsgvTzc6STMDMNgT8sgv93dyjOHevAHDeZkxHFdZTYbKrLIStA+bxGRyaCCWURERERE5C1y1dXR8x9fwXPiBLGXXUbGl7+ENTMz3LFeo9fZS7+7H2/AizfgxRPw4Av48AQ8eIOhz+3o3MHz7c8zK34WX1r2JZZlLgt37LevrxFqfgYND4J/AgpWQfVHYfY67WoWBp1enjrQxcb6TurahomIgOqCJK6vzGb9vEwc9mn4AxYRkSlCBbOIiIiIiMjbYPh8DN57L6d/9GMwmUj95CdJeu9tRFgs4Y72lrzc8TLf3PNN2sfaWT9rPZ9b/DnSY9LDHevtcw1C3b2w5xcw2gmJs2DpnVB5G0RpPYJA64CTx+q7eGx/Jy39TmwWE5fNSeOmJbmsmZ1KREREuCOKiEwrKphFRERERETOgrejk97/+i/Gt20jcs4cMr/6FewVFeGO9ZZ4Ah5+ffDX/PLgL7GYLHxs4ce4de6tWE3TeKoz4IejT8Lun0J7DdhioWQt5C6FnKWQMR8stnCnlDAyDIMDHSNsrO/kyYYuBpxe5mXH84lLSlhblo7JpKJZROTNUMEsIiIiIiJylgzDYGzrVnq//g38fX1ElZe/cpQRVVZO5OwSTLapX2a2j7bzzT3f5OXOlylJLOFL1V9iUfqicMc6e511sPeXcPLF0FQzgDkSshZCzpJXS+f4qbXmRM4fXyDIxvpOfvJCE6cGXJSmx/HxS4u5an4mZhXNIiKvSwWziIiIiIjIJAmMOxm85x5ctbW4jxwhODoaesFqJbKkGHt5OVFlZdgXLSJq9uzwhv0HDMPg+fbn+daeb9Ht7GZ1zmpumXMLK7JWYIowhTve2RvphI69rx5d+yHgCb3myIPiy0J7mwtWgS0mvFnlvPMHgmw60M2PXmiiqW+cwtQYPr6mmGsXZmExXwD//kVEzgEVzCIiIiIiIueAYRj4OjpwHz6M+/CRVx4PExgZASB+wzWkffZzWNPTwpz073P5XNx7+F7+cOwPDLoHyY3L5abZN3Fd8XUkRCWEO97k8Xug52CobD61PTTl7B0PTTjPWhkqm0vWQlJBuJPKeRQMGjxzuIcfPt9EY/couUl2Prq6mNWlqWQ5orSnWUTkL6hgFhEREREROU8Mw8Df1cXQww8z+Ktfg9VKyl13kXT7+6fsCg1fwMezbc/yh6N/oK6vDpvJxvqC9dxSegvzU+eHO97k83uhbScc3wInNsNAU+jzKbNDRfPCWyG9PLwZ5bwxDIPnGvv44fMnaOgI/XDIYbcyNzOOskxH6DErnuK0WCIt5jCnFREJDxXMIiIiIiIiYeBta6P3W99m/LnnsOblkf75zxN7yZopPRl5fOg4Dx17iCebn8Tld1GWXMbNpTezftZ6oq3R4Y53bgw0w4ktcHwztO6AoB+q3geXfBliU8OdTs4TwzBo6BjhYMcwR7rHaOwe5WjPKG5fEACLKYLitFhWFKVw1+pC0uKjwpxYROT8UcEsIiIiIiISRuPbd9D7zW/ibW4mZuVK0r/4BSILC8Md63WNe8fZdHITDx57kKbhJqIt0awvWM/1xddTkVoxpUvys+IahJe+A3vuBms0rPocVN8FlshwJ5MwCAQNTg04OdI1SmP3KIe7Rtne1I/VHMHtKwq4a3UhCdFT8zcTREQmkwpmERERERGRMDN8PoZ+9ztO//BHBN1ukm67jZSP3oXZ4Qh3tNdlGAb7T+9n44mNPHPqGSb8ExQ6Crmh5AauLryaZHtyuCOeG/0nYMuX4fgzkDgL1n4N5lwNF2qxLm/aqX4n3332OE80dBFrs/CRVYXcsbKA2EhLuKOJiJwzKphFRERERESmCP/AAKe/9z2G//gIEXY7CTfcQNL734ctNzfc0d6Q0+dk86nNPHriURpON2CJsLA6dzU3lNzA8szlWM3WcEecfE3PweYvwelGyF8J678BmRXhTiVTwNGeUf53y3G2HuklKcbGx9YUcduyfKKs2tMsIhceFcwiIiIiIiJTjPvYMQZ//RtGnnoKgkHiLr+cpDtuJ7qyMtzR3pTm4WY2ntjIkyefZNA9iMVkoSShhNKkUuYkzWFu0lxKk0qJscaEO+rZC/ih7h54/uswMQQL3wPLP6YbAQoA9W1D/O+W42xv6icjPopPXVbCzUtyMZs07S4iFw4VzCIiIiIiIlOUr7eXofvvZ+jBhwiOjmJfuJCkO+4g7vLLiDBP/UlIX8DH9s7t7D+9n6ODRzk6eJRB9yAAEUSQF59HaWIpFakVvGv2u6b3jQInhl/dzxzwQvai0M0A570TIuPCnU7CbGdTP9/Zcoz6tmEuLknhh++u1H5mEblgqGAWERERERGZ4oJOJ8OPPMrgfffh6+jAmptL4rvfTcxFK4gsKSHCZAp3xDfFMAz6XH0cGzpG40AjRweP0jjYSOd4Jyn2FD5V+Sk2FG3AbJr65fk/5ByAAw9C3b1w+ihYY2DeDVD1fshZrD3NM5hhGPxhbzv//vghMh127n7fIuZkxIc7lojIWVPBLCIiIiIiMk0YgQBjW59l8De/YaKhAQBTfDzRVVVEL1lM9KJFRJWXE2GdXvuO9/ft5zu13+HA6QPMTpzNvyz5F5ZlLgt3rLNjGNBRGyqaDz0KPieklYWmmhfcDNFJ4U4oYbKvdYiP3r+PcY+f/7mxgnfMzwx3JBGRs6KCWUREREREZBrydnQysa8WV20trtp9eFtaAIiw27EvrCB60WKiFy/GXrEAk90e5rRvzDAMNp/azPfqvkfneCerc1bzz4v/mUJHYbijnT3PGBx6BOrug859YLJCyVpYcBPMXg/WqHAnlPOsd9TNR+/fR13bMB+/pIh/vqJUe5lFZNpSwSwiIiIiInIB8Pf349pXFyqc99XiaTwamqK1WrGXlxO9eBH2xYuJrqrCHD91fy3fE/DwQOMD3H3gbtx+NzeV3sRHKz5KYlRiuKNNjt7D0PB7OPAwjPdApAPKrwtNNecth2my7kTOnscf4CtPHOb3e9pZU5rK92+pxGGfXr99ICICKphFREREREQuSIHRUSbq63HV7sNVW8vEoUPg80FEBJGlpUQvXkx0VSWRc+diy8+fcnucByYG+GnDT3n4+MPEWGK4sfRGriy4ktLEUiIuhD3GwQC0bIMDD8GRJ0IrNBx5oanmee+ElBIwq2ycCR6oaeUrTxwmJzGau9+7iJJ03RRSRKYXFcwiIiIiIiIzQNDtZqLhAK59tUzU1uLa34DhcgGhtRpRs2cTOWcOUXPnEFlaStTs2ZhiYsKcGpqGmvh+/fd5ueNlAkaAWfGzWDtrLetnracksSTc8SaH1wlHn4KGP8DJF8AIQoQJ4rPBkQsJeX915EJCPkznmyHKa9SeGuSu++uY8Pr5v5sXsq48I9yRRETeNBXMIiIiIiIiM5Dh8+E5cQL30WO4jzbiaTyK+9gxgqOjoTdERGDLyyOqYgHRVYuIXlSFragobJPOQ+4hnm17ls0tm9nbu5egEaTIUcS6gnWsn7WeAkdBWHJNurFeaHoWhk7BSDsMt4WO0c5Q8fxnMakw711QcTNkLoQLYap7husZcXPn/ftoaB/mC1fO4SOrCi+MaX0RueCpYBYREREREREgdKM9f1cX7mPHcDc24m5sZGJ/A4H+fgDMDgf2qiqiF1Vhr1pE1LxyTDbbec/ZP9HP1tatPNPyDPV99RgYzIqfRWZMJglRCSRFJZEYmUhi1CvHK8/z4vKwTte1EwFfqGQebg+Vzyc2w/HNEPBCyuzQDuf5N0JifriTyllw+wJ87uEGNh3o5t1Lc/nPa+dhNU+t9TUiIn9NBbOIiIiIiIj8Q4Zh4GtrC91AsG4fE/vq8La0ABBhs2FfuJC4yy8nbu0VWDPO/6/19zp72dq6lZruGgbdgwx5hhhyDzHuG/+b9yZEJnBlwZVsKNpAeXL59J8OnRiCw4+F9ji37Qx9Lm9FaKq57FqwXyA3RpxhgkGD/916jB+/0MzFJSn8+D1VxEdN0x+MiMiMoIJZRERERERE3hL/wACuujom9tXh3LEDz4kTAKGyef064teuxZqVFdaM3oCXYc8wQ+4hBt2D9E/083LHyzzf/jyegIdCRyHXFF3D1YVXkxFzAey7HWqFgw9Bw4MwcAIsUVD1flj5aYgP79+FvD0P1bbzxUcPUpASw69vX0JuUnS4I4mI/F0qmEVEREREROSseE62MLZlM6Obt+BpbAQgasEC4tetJW7tWmy5uWFO+KpR7yhbTm3hieYnqO+rJ4IIqjOr2VC0gcvyLiPaOs1LPMOArnqo/VXopoERJqh6H1z06dDNAWVa2dncz12/3YfNYuIX71tMZZ6m0kVk6lHBLCIiIiIiIpPG29rK6JYtjG3egvvQIQCily0j5a47ia6unlJrKdpH23ni5BM82fwkneOd2Ew28uLzKHAUMCt+FrMcs848xtviwx33rRtqhe3/B/UPhD6uvA1WfkZ7mqeZpr5xPnDPXnpH3Xz35oW8Y35muCOJiLyGCmYRERERERE5J7wdHYw+/SeGfvtb/KdPY6+oIPmuO4lds2ZKFc1BI0hdbx0vdbxEy0gLp0ZP0THWgd/wn3lPUlQSs+JnsSRjCdcWX0tu3DSaBh5uh+3fhfrfghGEinfDxZ+FpIJwJ5M3aWDcw4fvq6WubZh/XT+Hu1YXTqn/hkRkZlPBLCIiIiIiIudU0ONh5NFHGfjFL/F1dRE5Zw4pd36EuLVriTCbwx3v7/IFfXSMdXBq5BSnRkNH83AzB04fwMCgOqOa60qu4/K8y4myRIU77psz0gk7vgf77oWgH4ouhZzFkL0IsqogJjncCeV1uH0BPvdwA5sOdLOmNJX/unae9jKLyJSggllERERERETOC8PnY2TTUwzcfTfelhZsBQUkf/jDOK65mgirNdzx3pQeZw+PNz3OxqaNdI53EmeN4x2F7+D64uspSy6bHlOlo92w60fQ9CycPga88v/7CfmQXRUqm7MXQWYFRMaGNaq8VjBocM/OU/zPlmMYBnzmihI+cFEBFrMp3NFEZAZTwSwiIiIiIiLnlREIMLZ1K/0/+zmeo0expKZir6oial459nnziCovxxw/tXceB40gtT21bGzayNbWrXgCHmYnzuaawmsoTymnKKGIpKikcMd8Y54x6G6Azn3QWRc6RtpCr5mssPgDsOpfIDY1vDnlNbqGJ/j3xw/zbGMvczPj+eYN81mYmxDuWCIyQ6lgFhERERERkbAwDIPxbdsYefxx3IcO42tvP/OaNT8Pe/k8oubNI2peOVGlpZgdjjCm/cdGvaM80/IMj554lMMDh898PiEygUJHIUUJRRQlFJ15nmpPndqTzuOnoasOjm4K3SDQaocVn4TlH4fIuHCnk1cYhsHmw738xxOH6Bvz8P7ls/js2tnERU2P3wYQkQuHCmYRERERERGZEgLDw0wcPoz70GHchw4xcfgQ/q7uM6+bU1OILCwisqgQW1ERkUVF2AoLsaROncK2x9nDyeGTNI800zzczMmRkzQNNzHmHTvzHrvFTkZMBpkxmWTGZJIVm/Wa52nRaVhMljB+F3+h/wQ895/Q+ATEpMKq/weLbgeLLdzJ5BVjbh//s/kY9+1uJT0uiq9sKGf9vIxwxxKRGUQFs4iIiIiIiExZ/oEB3IcP4zlxAk/zSTzNTXibTxIcHz/zHlN8PJHFxdgrKrBXVRJdVYUleercsM4wDAbcAzQPh0rnjvEOuse76XaGjkH34Gveb7fYuaP8Dm6fdzt2iz1Mqf9KRy1s/Q9o3Q6Js+DSf4PyG8Ck3b9Txf72Yb7w6EEau0epyE2gND2W/OQY8pOjyU+KIS85Godd080iMvlUMIuIiIiIiMi0YhgG/r7TeJubQqXzyWY8R4/hPnQIw+cDQis2oiurQoVzZSW2oiIipmgZOuGfoMfZQ/d4N13OLnZ27WRr61YyYzL57OLPsjZ/7dSY0DaM0I0Bn/0K9B6CjAWw8tNQdCnYE8OdTgBfIMi9O0/xp0M9tA646B/3vOb1hGgr+ckxFCRH84GVBSzI0d5mETl7KphFRERERETkghD0enEfOsxEfR2uunom6uoIDA0BYHI4iLviclI+9CFss2aFN+ibsLdnL9/a8y2ODR1jcfpiPr/085QmlYY7VkgwCAcfhue/FrohYIQJcpZA0WVQfBlkVYLJHO6UAjg9ftoGXbQOuGgdcNI66KJtwMXhrhFG3X4+dWkJH7+kCIt5av7wRUSmBxXMIiIiIiIickEyDAPvqVNM1NXj2ruX0T/9CcPnI379OpI/8hGi5swJd8TXFQgGeOTEI/yw/oeMeke5cfaNfGLhJ0iImiJTpwE/dNZC03OhyeauesAITTMXXgLFl4cK5zjtA55qRiZ8/Mfjh3hsfxcVuQl896YKClNjwx1LRKYpFcwiIiIiIiIyI/j7+xm89z6Gfvc7gk4nsatXk3znnURXVYY72usa8Yzwk/0/4cFjDxJjjeHjCz/OTaU3TZ0bAf6ZcwBOvhAqnJufg/FeIALm3wiXfAGSCsOdUP7KpgNdfGnjITz+AF+6qozbqvOmxjoWEZlWVDCLiIiIiIjIjBIYHWXod79j8J57CQwPE71kCcl33knMRSumdLl2YugE39r7LWq6ayhOKObzSz9PdWZ1uGP9fYYR2tN84CHY8wsI+qDqfbDq/0F8ZrjTyV/oGXHzL39s4OUT/ayencq337WA9PiocMcSkWlEBbOIiIiIiIjMSEGXi+GHH2bg17/B39tLVHk5ie95D/HvuBJT1NQs2AzD4Pm25/lO7XfoHO/k8rzL+dySz5Edmx3uaP/YWA9s+zbU3QsmK1R/BC76NEQnhTuZvMIwDO7f3crXn24kymrm69fN56oF+kGAiLw5KphFRERERERkRgt6vYw8/jiDv7kH78mTmBwOEm64gcRbbsaWnx/ueH+XJ+Dh3sP38suDvyQQDHD7vNv54LwPEm2NDne0f2ywBV78ZmiqOTIOVnwKln0UIrX7d6poPj3OPz+4n4aOETZUZPHlq+aSpmlmEXkDKphFRERERERECE1xuvbsZej3v2fs2WfB7ydmxQoSb303sWvWEGGZYjuPgR5nD9/d912ebnma9Oh0Prv4s6yftX5Kr/qg9zA8/3U49hREp8Ci2yG3GrIXQUxyuNPNeL5AkJ+80MyPX2jCZjHx6ctLeP+KWVjNpnBHE5EpSgWziIiIiIiIyF/x9fUx/Mc/MvzQw/h7erBkZJBw47uIXbkSS0oK5pQUTJGR4Y55Rl1vHf+9579pHGykKq2Kzy3+HEUJRURZojBFTNFisH0vvPA1aHkJjGDoc4kFkLMYsheHHjPmg2Xq/DnPJC39Tr765GFePHaa2emxfHXDPJYX6QcAIvK3VDCLiIiIiIiI/AOG38/4iy8y9Ps/4Nyx4zWvmeLisKSkHpIFKAAAIABJREFUhI7UFMzJKVgzM4m7/DJseXnnPWsgGGBj00Z+UPcDhjxDZz4fZY7CbrG/5oi2RpMbl8vSjKUszVxKij3lvOc9wzMOXfXQWQud+6BjH4x1hV4z20Ilc95yyL8I8pZpd/N5ZBgGzzb28dUnD9MxNME1FVl88R1zyHTYwx1NRKYQFcwiIiIiIiIib4K3owPPiRMEBgbw9/fjP92Pf2AAf/9pAq88D46PA2CvqsKxYQPxV67H7HCc15yj3lG2ntrKqHeUCf/EmcPlc7363O+iaaiJMd8YAMUJxSzLXEZ1ZjWL0xcTawvzXuTRLuioDZXO7XtDxXPAA0RAejnkrwgdeSsgLj28WWcAty/AT19s5qfbmrGYIvjUZSV84KICbJYpOh0vIueVCmYRERERERGRSeLr7mbkyU2MPPE43qZmIqxWYteswXHtBmJXrSLCZgt3xDMCwQCNg43s7t5NTXcN9X31eAIezBFmylPKWZG1gptLbw7vdPOf+dzQVQetO+DUDmjfAz5n6LXkYii+HCreDZkVMJX3T09zbQMu/nPTEZ5t7KUwNYZ/uqyEd8zP1H5mkRlOBbOIiIiIiIjIJDMMA/fhI4w88TijTz1NYGAAc0IC8e+4krh164muXDilymYAT8BDQ19DqHDuqeFQ/yEizZG8Z+57uGPeHcTb4sMd8VUBH3QfeKVw3g4nXwxNOKfPg4Xvgfk3QmxquFNesF442sfXnjpC82knmY4o3rd8FrcuzcMRbQ13NBEJAxXMIiIiIiIiIueQ4fPh3LmTkcefYOy55zA8HkzR0URXVxOz8iJiV67Elp8f7ph/o220jR/t/xF/avkTcbY4Pjjvg9w691bslim4f3diCA49AvUPhCadTRYoWQeV74GStWBW8TnZgkGDF4718avtLexsHsBuNXPj4hzuuKiAgpSYcMcTkfNIBbOIiIiIiIjIeRIYd+Kq2c349u04X96Or6MDAGtu7pmyObp6GebYqVPQHRs8xg/qf8BLHS+Rak/lzgV3csPsG7Capmhp29cI+x+AhgfB2QfRKVBxC1z8Wd0g8Bw50jXKr7a38GRDF75gkMvmpPGBlQUsL0wmQitLRC54KphFREREREREwsAwDHytrYxv34Fz+3ace/ZguFxgNhNZOht7RQX2BRXYKyqwzconwhTePbd1vXV8v+771PXVkRObwycqP8GVBVdiipii+3cDfmh6FvbfD8f+BHGZcOM9kPOGHYi8TX1jbu7f1cr9NW0MOr0UpMSwZFYilXmJVOYlUJIWh9mkwlnkQqOCWURERERERGQKCHq9TNTV49y9C/eBA0w0HCDoDN3IzuRwYJ8/P1Q6L6wguqoKU8z5n3I2DIOXO1/mB3U/4NjQMRyRDooTis8cRQlFFCcUkxiVeN6zva7OffDw7TDaDWv/C6rv0s0AzyG3L8Bj9Z1sPtzD/vZhhlw+AGJsZipyE6jMS6AyN5GFeQmkxEaGOa2InC0VzCIiIiIiIiJTkBEI4D15kokDB5jY38BEQwOeEyfAMDAnJJD0wQ+QdOutYSmag0aQra1b2dW1i6bhJpqHmxn3jZ95PSkqieKEYmYnzmZ51nKqM6uJNIe5SJwYgsc+BseehrnXwLU/hihHeDPNAIZh0Drgor59iPq2YerbhmnsHsUfDPVM71+ez5evLsNqnqKT8CLyhlQwi4iIiIiIiEwTgXEnEw37GbzvPpzbXsKcmEjyhz5E4q3vxmQP3833DMOg19VL83AzTcNNZ0rnpuEmJvwT2C12lmUu45LcS7g452JS7CnhCgq7fgRb/wMScuGm+yCzIjxZZjC3L8ChzhGeaOjivl2tLC1I4ifvqdI0s8g0pYJZREREREREZBqa2L+f0z/8Ec4dOzCnpJD8oQ+SeMstmKKiwh3tDG/Ay96evbzQ/gLbOrbR4+whggjmp8xnde5q1uSuoSSh5PzfCK5tNzx8B7gG4Mr/hkV3aGVGmDxW38m/PnKA5BgbP3/vYubnaKpcZLpRwSwiIiIiIiIyjbnq6jj9wx/i2rUbS2oqyR/+MAk334QpcmpNgxqGwfGh47zY/iIvtr/IoYFDAKRFp7E4fTFLMpawOH0x+fH556dwdvbDox+B5udg/o1w9XchMu7cX1f+xqHOET5yXy0DTi/feucCrqvMDnckEXkLVDCLiIiIiIiIXACce/bQ/4Mf4qqtxZyaQuzq1cRULyNmWTWW1NRwx/sbp12neanjJWq6a9jbu5f+iX4AUu2pLE5fzOKM0FEQX3DuCudgELb/L7zwDTCCEBkPUQlgd4QeoxxgTwg9j0mB4sshY/65yTLD9Y97+NgDdexpGeTDFxfwr+vnYNFeZpFpQQWziIiIiIiIyAXCMAxcNTUMPfAAzpo9BEdHAbAVF4XK5uXLiF6yBLNjaq0hMAyD1tFW9vbupbanltqeWvom+gBIjkpmUfqiMxPORQlFk184t++BpufAPQwTw6FH98irzyeGwT8Rem9aOVTcHJp6js+a3BwznC8Q5L82HeG+Xa1cXJLCD99dSUK0LdyxROQNqGAWERERERERuQAZgQDuxqO4anbj3LUb1759GBMTEBFBVFkZkXNKsSQlYU5IxJyYiDkxAUtiIuakJMyJiZhiY8//buQ/ZzcM2sfa2duzl9reWvb27KXX1QtAYmQiizMWnymdixOKMUWch0lX5wAcfhQOPAgde4EIKFgFFbfA3Gu0XmMSPbi3jX977DAZjih+/t5FzM2MD3ckEXkdKphFREREREREZgDD62XiwAGcu2tw7d6Nt60N/9AQ+Hx/9/0Rdjtxl6whfsMGYi+6iAir9TwnfpVhGHSMd4Smm18pnLud3QA4Ih2UJZWRHZdNdmw2WTFZZMVmkR2bTbI9+dyUzwPNcOAhOPAHGDoFFjvMvTpUNGcvgvhs3TTwLNW1DXHXb/cx4PRybUUWd64uojRDJb7IVKSCWURERERERGSGMgyDoNNJYGjozOEfGiIwNIz31CnGNm8mMDyMOSmJ+KuuwrFhA1HzysM22fyXOsc7qe0Jlc3Nw810ObsYdA++5j02k42s2Cxy4nK4vvh6Ls+/fHILZ8MIrdc48GBounliKPT5mFTIqgwdmQtDj/GZk3fdGeL0mIefbWvm93vacHkDXDonjbtWF7FkVuKU+DcoIiEqmEVERERERETk7zK8Xsa3b2fk8ScYf+EFDK8XW2Ehjg0bcFxzNdbs7HBHfA2Xz0W3s5vO8U66xrvoGu+ic7yTwwOH6RzvpMhRxIcXfJj1s9ZjNpkn9+J+L/QchK466NoPXfVwujF080CA2AzIroKlH4GiSyb32he4YZeX+3a1cs/OUww6vVTlJXDX6iIun5uOyaSiWSTcVDCLiIiIiIiIyBsKjI4y+swzjDzxBBO1+wCw5edjTk7GkpyEOTEJc3ISlj8/JiVhSUvDVlgY9mnTQDDAltYt3H3gbpqGm8iPz+dD8z/EVYVXYTWdw9UfXif0HAqVzV310PISjHVB8RVwxX9Cetm5u/YFaMIb4OF97dz90kk6hiYoTovlI6sKuXZhFpGWSf6BgYi8aSqYRUREREREROQt8XZ0MLppE57jx/EPDBIYHMQ/OEhgaAiCwde815qbS/zVV+G4+moii4rClDgkaAR5vu15fn7g5xwdPEp2bDYfnP9Briu6Dqv5POyY9rlhz93w8v+AZwwqb4NLvgRxGef+2hcQfyDIUwe7+dm2kzR2j5IQbeXaiixuXJzLvGxHuOOJzDgqmEVERERERERkUhjBIIGRkVDhPDCAt7WVsT89g3P3bggGiSybi+Oqq4m/6h1YM8JXqhqGwUsdL/Gzhp9xaOAQ6dHp3Dr3Vi7NvZRZjlnnPoBrEF76Duz5BZitsOJTsOKTEBl77q99ATEMg53NAzy4t51nDvfg9QeZmxnPTYtzuG5hNokxtnBHFJkRVDCLiIiIiIiIyDnlP32a0T89w8imTbgPHICICKKXLCH+6quIXbUKS1oaEaZJvPnem2QYBju7dnL3gbup66sDYFb8LNbkrmFN7hoqUiuwmCznLsDgSXj2q3DkMYhNh0u+CAtvA/M5vOYFasTl44mGTh6q7eBg5whWcwRXlKVz4+JcVpWkYtauZpFzRgWziIiIiIiIiJw33tZWRp56itEnN+FtaQEgIioKW14etvw8bPn5WPPysOXPwpafd97K587xTl5sf5Ft7dvY27sXf9CPI9LBquxVrM5dzUVZFxFrO0cTxu17YMuXob0Gkktg5adh/k1g0QTu29HYPcrDtR1srO9gyOUjJTaSS0pTuXROGitLUoiLOg/rUERmEBXMIiIiIiIiInLeGYaB+8gR3AcO4G1tw9vairetDV9bG4bPd+Z9EdHRxCxZQuya1cSuWoU1O/ucZxv3jrOjawfb2rfxUudLjHhGsJgsLEhZQHVmNdWZ1SxIWTC5e5sNAxqfhG3fht6DEJ8Nyz8OVe/X6oy3yesP8lxjL5sOdvPS8dOMuf1YzREsLUjiktI0Lp2TRmGq/mxFzpYKZhERERERERGZMoxAAH9Pz5nC2XP8OOMvb8fX3g5AZEkxsatXE7t6NfbKSiIs53adhD/op+F0A9s6trGnew9HBo5gYGC32KlKq2Jp5lKqM6uZkzgHs8l89hc0DGh6DnZ8D069DFEJUH0nLL0TYpLP/vwzlC8QZF/rEC8c7eP5o32c6BsHYFZyNJfOSefmJbmUZsSFOaXI9KSCWURERERERESmNMMw8La0MP7iNsZfeglXbS34/Zji44ldeRGxq1cTc/HFWJKSznmWEc8Itb211HTXsKd7D80jzQDE2+K5PP9yPln5SVLsKZNzsfa9oaL56Caw2KHqfbDiE5CQNznnn8HaB128cCxUNu9sHsDrD7KuPJ1PXlrCvGxHuOOJTCsqmEVERERERERkWgmMj+PcsZPxbaHCOdDfDxERRC2Yf2a6OaqsjIiIc39jt/6Jfmq6a9jVtYunW54m0hzJJyo/wc2lN0/eDQJPH4Md34cDD4YmnOffCBf9E6SXTc75Z7hhl5df7zjFb3a0MOb2c+mcND55aTGVeYnhjiYyLahgFhEREREREZFpywgGcR9pZHzbi4xvewn3wYNgGFhSU4lZvSo03bx8BebYmHOe5dTIKb5R8w12de9iTtIcvrzsy1SkVkzeBUY6YNdPYN894HPC7Cth5Wcgr3ryrjGDjbp93LvjFL/a0cKwy8fFJSl86rISlsw695PxItOZCmYRERERERERuWD4BwYYf/llxrdtw7l9B8GxMTCbsWZmYs3JwZqTjS0nB2t2DtbsbKw52VhSUydt2tkwDLa0buHbe79Nn6uPG0pu4NNVnyYxahKnYV2DsPeXsPunMDEIeStg5aehZC2ch6ntC924x8/9u1v55csn6R/3sqwwiU9dWsLyouTzMhUvMt2oYBYRERERERGRC5Lh8+Gqr8e5axe+tnZ8HR14OztDKzX+QkRkJJHFxcSsWE7M8uXYq6owRUWd1bWdPic/a/gZ9x+5nxhbDP9U9U+8s+SdmCJMZ3Xe1/A6of5+2PlDGGmHtPJQ0Vx+A5jP7c0PZ4IJb4Df7Wnj59ua6RvzsCg/kU9dVsKqkhQVzSJ/QQWziIiIiIiIiMwowYkJfF1docK5owNfRyfugwdxNTSAz0eEzYZ9URUxy1cQs3w5UWVziTCb39a1moaa+FrN19jXu4/5KfN5b9l7WZ2zmmhr9OR9QwEfHHoEtn8PTjeCLRYcuZCQC46cV57nvfo8LgNMb+/7mYncvgAP17bz0xeb6RpxU5Hj4JOXlnDZ3DQVzSKoYBYRERERERERASDodOLatw/nzl04d+3Cc+wYAGaHg+jqauwL5hNVVkbk3LlYEt/8ygvDMNh0chPfr/s+va5eosxRXJxzMetnrefinIuxW+yT9A0E4cQWOPliaKJ5uC30ODH02veZrFB8OVS+B0rWgcU2Ode/wHn9QR6p6+AnLzbRPjhBWWY8n7y0mHXlGZhMKppl5lLBLCIiIiIiIiLyd/j7+3HursG5ayeu3TX4OjvPvGbJyiRqbhlRZXNDj+VlWNJef6I1aASp663jmVPPsLV1K4PuQewWO2ty1rCuYB0rs1cSaY6c/G/EMx66QeCfS+f+43B4I4z3QnQyzL8pVDZnzJ/8a1+AfIEgj+/v4scvNNHS72R2eiwfv6SYqxdkYVbRLDOQCmYRERERERERkTchMDyMu7ER95FG3EeO4D5yBO+pU/BKZ2JyOLDl5YWO/Dxs+flY80KP5sTE15TPgWCA2t5anjn1DM+2PsuwZ5gYawyVaZUkRibiiHTgiHSQEJlAQmQC8ZHxJEQmkBSVRHp0+tmvZgj4ofk52P8AHH0agr5QwbzwNph/I8Qkn935Z4BA0GDTgS5+9HwTJ/rG2VCRxfduXqhpZplxVDCLiIiIiIiIiLxNQacT97FjuA8fwXOyGV9rG962NnxdXaGVFa8wxcZiy88n5qKLiFu3lqiysjMlsS/oY2/3Xp459QyNg42MeEYY8Yzg8rv+7jXnJs3l5tKbubLgysnZ5ewahIMPh8rm7obQCo05V8Hyj0Pu0rM//wUuGDT48QtN/O/W49xx0Sz+/eoy7WaWGUUFs4iIiIiIiIjIJDO8Xrydnfja2vC+Ujp7jh/HtW8fBAJYc3KIW7uW+HVriVqw4O8Wkt6Al1HvKCOeEYY9w4x4Rugc72Rj00ZODJ0gzhrHtcXXclPpTRQ4CiYneM+hUNG8/wFwj0DOElj+CZhzNZgtk3ONC5BhGHztqUZ+tb2F/7e+lI+tKQ53JJHzRgWziIiIiIiIiMh54h8aYvz55xndvBnnrt3g82HJyCBu7RXEr1uHvbKSCJPpdc9hGAb1ffX84dgf2Nq6FX/QT3VmNbeU3sKa3DVYTJNQBHvGYf/vYPePYegUJOTBso9B5W0QGXf2578ABYMGn3loP4/v7+Lb71rATYtzwx1J5LxQwSwiIiIiIiIiEgaB0VHGX3iB0c1bcG7fjuH1YnY4sFdWYq+qInpRFVHz5mGK/Mc3/uuf6GfjiY08dPwhepw9pEWnsaFoA8szl1ORVnH2Nw0MBuDY07Drx9C2CyLjYdH7ofoucOSc3bkvQF5/kA/eu5edzQP8/LZFXF6WHu5IIuecCmYRERERERERkTALjDsZ3/Yizp07mairx9vSAkCE1UpUeXmocK4KFc+WpKS//fpggJc6XuLBYw+yu3s3ASOAzWSjMq2SpZlLWZqxlPKUcqwm69sP2bEvNNF8+DHAAFssmMxgsoSOCPNrP45OCq3YyK2GvGUQk/L2rz2NOD1+bv3Fbo72jPG7D1ezKP9v/75ELiQqmEVEREREREREphj/4CAT9fW46uqYqKvHfegQhs8HgG3WrNcUzraCgtfscB73jlPXV0dNdw013TUcGzoGQLQlmkXpi1iasZS8+DxS7amkRqeSbE9+a8XzcDs0/B4mhiDo/4sj8MrxysejXdC9HwLe0NclFYWK5tzq0JEyG95gHch0NTDu4V0/28Wg08vDdy1ndrrWisiFSwWziIiIiIiIiMgUF/R4cB8+jGvfPibq6pmorycwPAyAOTERe2XlmcI5at48TDbbma8dcg+xt2cve3r2UNNdw6nRU685dwQRJEYlkmJPITU6lVR7KsUJxVxVeBUp9rOcOva5QyVz225orwk9TgyGXrMnQs5SyKuG3GWQXQVW+9ldbwppH3Txzp/uxGyK4JGPriAr4cL53kT+kgpmEREREREREZFpxjAMvC0trxbOdXV4W1sBiLDZiFown+hFi4levAh7ZSXm2NgzXzswMUCPs4fTE6dDhyv02O/qp2+i78yjOcLM6pzVvHP2O7ko6yLMJvNkBIeBplfL5vYa6D8ees1kgcyKUNn859I5bnrvMG7sHuWmn+0i3RHFw3cuJzHG9sZfJDLNqGAWEREREREREbkA+AcGQis19tXh2rcP95EjEAiAyURkaSnRixYRvXgR0YsWYUlNfd1ztYy0sPHERh5vfpxB9yDp0elcV3wd15dcT3Zs9uQGdw2Giub2Gmirga468LtDryWXwPx3wfwbIblocq97ntScHOC9v97DnIw4vnfzQgpTY9/4i0SmERXMIiIiIiIiIiIXoKDTyURDA67afaFJ54YGDHeouI2aN4/49euIW7cOW27uPzyHL+DjxY4XeeT4I+zs2gnA8qzl3FByA0szlpIYlTj5wf1e6G6A9t1wfDOc2g4YkL0IFtwM5TdA7OsX5FPNs0d6+cxD+/H4gty1poiPrSkiyjoJE+EiU4AKZhERERERERGRGcDw+XAfOYKzZg9jW7fiPngQgMiyucSvW0/8urXYZs36h1/fNd7FY02PsbFpIz3OHgCSo5IpSSwJHQmhx0JHIdHW6MkLPtIJh/4IBx6G3oMQYYaiS0Jlc+k7IHJ6TAT3jbn5+lONPL6/i/zkaP7z2nmsnj29inKRv0cFs4iIiIiIiIjIDOTt6GRsyxbGNm9moqEBgMjSUuLXryNm1Soii4sxRUb+zdcFggHq+uo4MnCEE0MnaBpuonm4GXcgNB0dQQQ5cTnMTZrL8qzlrMhaQVZs1uSE7j0CBx+Cg3+EkXawRkNyMcRlQlwGxGeFHv/8cVwWRCeDyTQ5158EO5r6+bfHDnGy38lV8zP5t6vLyHBEhTuWyNumgllEREREREREZIbzdXcztmULo5u3MFFXF/qkyYQtNxdbSTGRxcVEFhUTWVKMraDgb4rnQDBAx3gHTUNNHB8+TtNQE/tP76fP1QfArPhZZ8rmJRlLiLHGnF3gYBDadsGRx2GoBca6YawHnKf/9r0xqbDiU7Dkg2A7y+tOEo8/wM+3neRHLzRhM5v45ytm877l+VjMU6cIF3mzVDCLiIiIiIiIiMgZvt5eJurq8JxowtMUOrytraEbBkKoeM7LI+GWm0m69VYibLa/ex7DMGgZaWFn1052du2ktreWCf8ElggLFWkVLM9cTnFCMRmxGWREZ5AUlURERMTZhfd7Ybw3VDaPdYeOY3+Cky9AdApc9E9TqmhuHXDy748fZtvx05RlxvP16+dRmXcO9lqLnEMqmEVERERERERE5HUZXi+eU6fwNjXhaWrGtXcvrr17sRUUkP7FLxB78cVveA5vwMv+vv1nCufGwcbXvB5pjiQjJlQ2Z8SEjvz4fCpSK8iNyz278rltN7z431OyaDYMgz8d6uGrTx6mb8zDu5fm8a/r5uCItoY7msibooJZRERERERERETeEsMwGN+2jb5v/jfe1lZiV68m7fP/SmRBwZs+x4hnhM7xTrqd3fQ4e+hx9px53u3spn+in6ARBCApKomK1Aoq0ypZmLaQsuQyIs1/ux/6Df1l0RyTGiqaF39gShTN4x4/3916nN/saCEx2sYX3zGXG6qyz36qW+QcU8EsIiIiIiIiIiJvi+H1Mnj/A/T/+McEvV6SbruNlI99FHNc3Fmf2xf0cWrkFA2nG6jvq6fhdAOto60AWEwWypLLWJi6kKsKr6Isueytnfyvi+aKd0PZtZBVFfYbAh7uGuHLjx2ivm2YZYVJfO26eRSnnf2fp8i5ooJZRERERERERETOir+/n77vfY+RRx7FnJRE2mc+jeP664kwmyf1OoPuQRr6Gth/ej/7+/ZzqP8Q3qCX6sxq7ii/gxVZK97axG/bbnj5/6D5OQj6IT4b5lwNZRsgbzmYJjf/mxUMGvxhbzvfeuYoLq+fD19cyCcvLcFuC08ekdejgllERERERERERCbFxKHD9H7jG0zU1RFZUkzCzbfguOZqzA7HObnemHeMPx7/I/cfuZ++iT5mJ87m9vLbWV+wHqvpLewwnhiC45vhyBOhstnvDk02z7kK5l4DBavBfP53IvePe/jm00d5pK6DnEQ7X7hyLiuLU7SfWaYUFcwiIiIiIiIiIjJpDMNg9OmnGfzVr3EfOUKEzUbc2rUkvOudRC9dSsQ5WEHhC/h4quUp7jl0D80jzWTEZPDeue/lnbPfSYz1Le5X9ozDiS3Q+GTo0TsOUQ4ofQfM3QBFl4DVPunfw+upOTnAlx87xIm+cQBmJUdTkZvAgpwEKnIclGc5NN0sYaOCWUREREREREREzgn3kSMM//ERRjZtIjg6ijU3l4R33oDj+uuxpqdP+vWCRpDtndv5zaHfUNtbS5wtjmsKr2FeyjxmJ86m0FGI9a1MIvvc0Pw8ND4Bx54G9whYY2D22lDZXHIFRJ6f/ci+QJCak4M0dAxzoGOYhvYRekbdAJhNEcxOj6Mix8GCnAQW5DgozYjDag7vPmmZGVQwi4iIiIiIiIjIORV0uxnbupXhPz6Cq6YGTCZiLl5J3GWXEbNsGdbc3Le2O/lNOHj6IL85/Bu2tW/DG/QCYImwUJBQwOzE2a850qLT3viEfi+cejlUNh99CpynwRwJxZeFyua510Bk7KR+D2+kb9RNQ8cIBzqG2d8+zIGOEUYmfABEWkyUZ8WHppxzQ8VzQXIMJtPk/jmLqGAWEREREREREZHzxtvWxvAjjzLy+OP4e3oAsGRlErO0muhl1cRUV2PNzJy06/mDftpG2zg+dPw1R7ez+8x7Ch2FXJF/BVfkX8HsxNlvXHYHA9C2K7RGo/FJGO2ESAcsvh2W3gmO7EnL/1YYhkHboIuGjhEa2kOTzoc6R5nwBQCIi7KwMDeB1bNTuWROGoUpMZNe7MvMo4JZRERERERERETOO8Mw8La04Ny9G1fNHlw1NQSGhwGw5ucRU70Me2UltpxsrFlZWNLTibBYJu36I54RTgyd4MjAEbZ1bKO2t5agESQ/Pv9M2Tw3ae6bKJuD0LEHdv80NN0cYYLy62H5xyGrctLyvl3+QJCm0+M0tA/T0DHCnpZBml7Z5ZyXFM2lc9JYU5rKssJkoqza4yxvnQpmEREREREREREJOyMYxHP8OK7+VkdZAAAdW0lEQVSaGpy7a3Dt3UtwfPzVN5jNWNPTsWZlYc3OxpqddaZ4tqSkYElJwZyURIT57ZWkAxMDPN/+PFtPbWVPzx4CRoDs2GzW5q9lXcE6ypPL3/gkQ61Q83Oouw+8Y5B/Uahonn0lnIObG75d7YMuXjx+mheP9rGjuR+3L0iU1cSKohQumZPGhoosHPa3sKtaZjQVzCIiIiIiIiIiMuUYfj/e9nZ8XV2vHp2dZ577e3pD08N/yWTCnJSEJTn5TOlsSUvDmpODLTcHa04O1sxMIqz/v717j7Kyvu89/v7tuV+YYRguw30YGERUQLwhCN4SC2rENIkxMbEx7UrTy+rlpKeNaU/bdJ2e06ZNeprYJic1V80JMcaqUUk01QhyEZSLchXkOgjDXGBg7rNn/84fexKIgpINwx7k/Vpr1uzn2c/ez/fH+q0fM5/9zPd5+/D0cOdhntv7HE/vfpqVb6wkGZNMHzadj0/9ODeOu5HcxDtcSd3ZAmsegBe/Bi17YUhNOmi+9G7IzT/Nf5kzq7Onl5U7mvj51gae3XKQPc3tXDSqjEWfmsWgQkNmvTMDZkmSJEmSJJ1zYk8PPfUHSTYcJNnYSG9jI8mGRpJNTSQbG0k2NtDb0EhPQwP09Bx7YSJBXlVVOmzuC57LFiwgv7r6hOdp6WrhiR1P8L3N32Pv0b1UlVTx0Skf5QOTP0BZftnbF9mbTLfNWHEf7HsZKibAjX+dbqExAHsfxxj52eaDfPrBl7m6ppJvfuIK8nMHzpXXGpgMmCVJkiRJkvSuFXt7SdbX011XR0/dPnrq9qYf762jp66OZEMD5OYy5K6PMvT3fo+cwYNP+D69qV6W1C3hgc0PsPrAaopyi1g4cSEfm/oxxpeNf4ciImz/GTzzN3BwI4yaCe/9O5gwtx9GfPp++NJe/vvDr3D7jFF86Y4ZJBIDLwzXwGHALEmSJEmSpPNWsqGBhi9/hcM/+hE5gwYx9A/+gIqP3Pm2bTS2NG/hgU0PsHjnYpKpJPPGzOOOC+5g9qjZb98+I9UL6xfBc38PR/ZB7W/Ae/4WRkw94+M6Xfc9u41/fvo1fvfaGu5dcGG2y9EAZsAsSZIkSZKk817n1q3U/8M/0L5iJfnV1Qz/8z+n9PrrCG/TyqKxo5GHtj7ED7b+gObOZoYWDeV9Ne/jtom3Mali0slP1tORvhng0i+lbwY4/aNw/eegfHQ/jCwzMUb+x2MbeHDlHv7mfVO5Z86EbJekAcqAWZIkSZIkSSIdqrb+/Occ/MI/0b1zJ8VXz2LEX/wFhVOmvO3renp7WLJvCY9tf4yldUtJxiQXVV7EwkkLuXnCzZQXlJ/4he3NsPSLsOrrEBJwwQKovgaq58LQyVnv09ybivzegy/zzOZ67vvITG6ZNjKr9WhgMmCWJEmSJEmSjhN7eji06Ac03ncfvUeOULZgAcVXXE7hRRdRcMEFJAoKTvrapo4mntr5FI+//jhbmreQl8jjurHXcfuk20/eQuPQ7nTQvP1n6dYZACXDYPycY4HzsAuyEjh39vRy1/0v8mpdC9/97SuZVVN51mvQwGbALEmSJEmSJJ1Ab0sLjf/+VVoefZTelpb0ztxcCiZNonDqVAovmkrRRRdRMGUKicLCt7x+S/MWHtv+GE/ueJJDXYeoLKzk1ppbWThpIbUVtW89YYxwaBfseuHY15G69HPFQ9Nhc811MPF6qKjup1G/1eH2bj7w1eUcPNrFw5+ezQVVg87auTXwGTBLkiRJkiRJbyPGSM++N+jctJHOjZvo3LiRzo0b6T10KH1ATg7548dTUFv7K1/548YScnPp6e1h6b6lPP764zy/93mSMcnUyqksnJhuoTG4cPDJTgyHdx8Lm3cuOXaFc0U11FyfDpwnzIPiIf36b1B3qJ3f/PflJELgkd+fzajBRf16Pp07DJglSZIkSZKkX1OMkeSBA+mwedMmOl97je5t2+nesycdDAMhL4/8iRMpqK2l6JKLKb/tNloKUyzeuZjHtj/G5ubN5CZyuW7Mddw28TamDJlCcV4xxbnF5OXkneik0LgNdvwcdjwHO5embxJIgFGXpsPmaXfA8Av7Zcyb3jjCh//vCipK8rlt+iguq65g5tgKyotPUKvOGwbMkiRJkiRJ0hmS6uiga8cOurZtS39t307Xtm0k39hPKCqi/PaFDPn43RTUTGBr81Yef/1xntjxBM2dzb/yPrmJXIpyiyjOLf5l6FxRWMH0YdOZOXwmlwy7hKKQC/vWpMPm15+DutUQe2HyArjmT2HcVWd8fC/uaOJ/PrmZTfuP0JtK54WTR5Ry2fgKZo6r4PLqIVRXFhOyfINCnT0GzJIkSZIkSVI/69y6lebvfpcjP36C2N1NybXzGHL33ZTMnk0yJlm1fxX17fV0JDto72mnPdn+lu/17fVsP7SdSCQ3kcvUyqnMHD6TmcNncunwSxmcSsGq/4AXvwYdzTBuNlzzJ1B70xm/QWBbV5L1dYd5edchXt5ziDW7D3GkMwnAkJJ85l9cxSfnTGDS8NIzel4NPAbMkiRJkiRJ0lmSbGri0KJFHPr+InobGymonUTF3XdT/r73nfBGgW/W0tXC+ob1rKlfw5qDa9jQuIGeVA8AE8snMnfMXBaMuY4Ld64irLgvfZPA4Relg+aLfhNycvtlXKlU5PWGVl7afYgXdzTx1IYDdCdT3DhlOL89dwJX11R6VfO7lAGzJEmSJEmSdJalurs58tRTNH/nu3Rt3kxORQVlt95K2U3vpWjmTEJOzim9T1dvFxsaN7D24FpWH1jNqv2rSMYk1WXV3Fz9GyzohuqXHoCGLTB4HFz1aZg8H4bUnPGrmo/X2NrFgyt388CK3TS1dXPx6DJ+55oabpk2krycRL+dV2efAbMkSZIkSZKUJTFG2lev5tCD36P1+eeJXV3kVFYy6MYbGXTTTZRcdSUh79Rvone48zDP7HmGxTsX89KBl4hELhxyITeX1jB/x2qq9vZlbuVjYcK16RsD1lwLpcP7ZXydPb3859p93L90B683tDGyvJBPzK7mzivHUV7kzQHfDQyYJUmSJEmSpAEg1dZG65IlHHn6aVqfX0JsbydRXs6g669Ph81zZpMoKDjl96tvq+enu37K4p2L2dC0AYAZFVOYmShlxpEmpte9wpD2Q+mDh0/tC5uvg1EzoWToGb3COZWKPP9aA/+xdAfLX28iNxEYO6SY8ZXFVFeW/Mr3MRXF5Od6lfO5woBZkiRJkiRJGmBSnZ20LVvG0aef5uizz5E6epSQn0/+xIkU1E6icPJkCiZPpqC2ltyqqnfsb7znyB6e2vkUS+qWsLl5M8lU+oZ8Y4uGMyNnENNbW5hx4DUmdbSSA1A4GIZdAENrYegFMHQyDJsMg8dD4tTad5zMhn0tLN6wn12N7exqamN3UzutXclfPp8IMLqiiPdeWMUf3jCJISX5p3U+9S8DZkmSJEmSJGkAi93dtL24iraVK+h6bRtdr71Gsr7+l88nysooqK2loHYSxZdfQcmc2eRWVJz0/TqTnWxu3sy6g+tY37CedQfX0dTZBEBxTgGXFo7g6ljA1W2t1DbsJLQdPPbinAIYOR1u/gKMuvTMjC9Gmtq62d0XNu9qamfrgSM8s6mekoJcfv+6Sdwzp5rCvNMLttU/DJglSZIkSZKkc0zv4cN0bdtG57Z04PyL4DnV2gqJBEXTp1N67TxKr72WgilT3vYK5xgj+1r3sa5hHesOrmPVgVXsbNkJQGVhJbOGz+TqkrHMigWMaNkPrz4MbQ1ww1/B7D+CRP+0s9hWf5R//MkWfrb5IKPKC/nMTRdw+6WjyUn0380J9eszYJYkSZIkSZLeBWJvL50bNtD6/BJalyyhc0O673LusGGUXDuP0nnzKLn6anIGDXrH9zrQdoAVb6xg5f6VrNy/kubOZgBqymu4ZsTl/OauV5i49en0jQLf/zUoG9Vv41rxehP/e/FmXqlr4cKRZdy7YArzJg/rt/Pp12PALEmSJEmSJL0LJRsaaF36Aq1LltD2wgvpq5tJt9TIGzGC3BEjyK0aQd7w9OO8qhHkVlWRP2ECifxjfY9TMcW2Q9tYuX8lK95YwaoDq+hJ9XBlyTju3LOB63sCubfdBxfe2m9jSaUiT7y6n3/66Rb2Nncwt3Yo9y64kKmjyvrtnDo1BsySJEmSJEnSu1zs6aF97Vo61q0neeAAPQfrSR6oJ1lfT7KxEY7L/kJhIcVXXkHpnDmUzJlD/sSJv9Jio7mzmUe2PcIPt/6QN9reYHgMfOjwIT444RaGLvgi5Jf02zi6kr08sGI3X3l2O0c7e/j8wov5+Kzx/XY+vTMDZkmSJEmSJOk8Fnt6SDY20nPgAMn9+2lfs5a2Zcvo3pnuw5w7YgQlc+ZQMmc2JbOP3UCwN9XLkrolLNry/1i+fyW5MfKeZA53zv4cMy+84237Pp+ulvYe/vShdTy75SCfmlfDZ+dPIWFv5qwwYJYkSZIkSZL0Fj379tG6fDlty5bTtmIFqZYWCIHCaZcw5K67KFuwgJCXB8DuI7v5waov8ujeZzmaCEymgA8XjuHWQZMpLh0OxUOguBKK+r6XjYKiwadVX7I3xed/vIkHVu7m5kuq+NIdMyjMyzkTQ9evwYBZkiRJkiRJ0tuKvb10btxI27JltDzxJN2vv05uVRVD7r6bwXd8iJzSUgDaj+xj8U/+iEVtr7Ml0UtpKsXCo218+OhRJvQkj71hIg+u+yzM+RPIyc28rhj5xgs7+funNjNj7GDuv/tyKksLTne4+jUYMEuSJEmSJEk6ZTGVonXJEpq/+S3aV60iUVrK4A/fwZC77yZvxIj0MTGyvmE939/yfZ7e/TTJVJJZlRdz5/CrubZ4FLmbfgybHoXRl8P7vwZDa0+rpp9s2M8fL1rHiLJCvnXPFUwcVnomhqpTYMAsSZIkSZIkKSMdr26g+Vvf5MhPfgqJBOW33MKQT36Swgsm//KYxo5GHtn2CA9tfYj69nqqSqr4QO0HuKE7Re2zXyD0dMB7/hau/F1IJDKuZe2eQ/zOd14imYp8/eOXcVVN5ekPUO/IgFmSJEmSJEnSaemuq6P5O9/l8I9+RGxvp3DaNErnzqV03lwKL76YkJNDMpXk+brnWbRlESv3rwSgqmgYczt7mHtgG1cNn0nxwq9CxfiM69jT1M49317F3uYOvvDBadx+6egzNUSdhAGzJEmSJEmSpDOi9/BhDj/8MEef+Rkdr7wCMZIzeDAl11xD6bXzKLnmGnIrKjjYfpAX9r3A0rqlrNi/graeNvJi5IquJHOrb2LurP/G+PLqjGpoae/hdx98iZU7mrnj8jF8bNZ4LhldTgjhzA5WgAGzJEmSJEmSpH6QPHSItmXLaVu6hNalL9Db3AwhUHjJJZReM4eiS2dSNH0aqZIi1hxcw9LXn2Tp9ifYEXoAGF8yirnjbmDu6LlcVnUZBTmnfvO+7mSK//XUZhat3kNnT4oLR5Zx5xVjuX3GaMqL8/pryOclA2ZJkiRJkiRJ/SqmUnRu3EjrkiW0LVn6y6ubAfInTaRo+nSKZsygaNo0Dh54lGVrv8rSglxWFRfTRaQop5CrRs1i7ui5zB09l5GlI0/pvEc6e3h83Rv8YPVeXt3XQn5ugpsvruKOK8Yya0IliYRXNZ8uA2ZJkiRJkiRJZ1Vvayudr75Kx7p1tK9bR+e69fS2tACQKC2laOpkiqsiubnreaWskaVlg1k6qJx9qQ4AJg2exKyRs6gsqqS8oJyy/LL0V0H6e3lBOaV5pSTCsZsGbtjXwkMv7eXRtfs40plkfGUxH7lyHPfMqaYgNycr/w7vBgbMkiRJkiRJkrIqxkj3rl10rF9Px7p1dKxdR9fWrQDklJVQMr6Q4pKdNI/u5oWaGpaUV7Kuo57uVPdJ3zMREswYNoN7Lr6HeWPm/TJs7uzp5ScbDrBo9R5W7mjmktHl/NtHZzKusvisjPXdxoBZkiRJkiRJ0oCTbGqibfly2l5YRuvyZfQ2NAJQUJmgZOgRiod30VuaT3tJIUeLCzlaWsSR4gKO5OVzJCeXppzA4uQh9qc6qCkcxieqb+WW2veTXz4WcnIBeHrjAf7sh+uJEf7xg9O4+ZJTa72hYwyYJUmSJEmSJA1oMUa6tm6lbdkyWpe+QMfLLxF7kic8NlEQSORBTl4kt7SbPVW9PFJTwM/H5VFBL3cdaeVDsZRBZaNhSA0Nkz7Ip5YWs3ZvCx+bNY6/umUqhXm2zDhVBsySJEmSJEmSzimpjg46N28h1XqU3qNHSbW2kWptpbf1uMdHj9D12jZ69uwBIOYk2D8yjzUju9k9OocLx5TygY56qtqaiMMv4smS9/OZzZOoGTmUf/vopdQMK83yKM8NBsySJEmSJEmS3rWSTU3pvs7r1tG+di3tr7xK6E73bm4og9fG57BvNDSP7CKnLIeDPWN4LTmVm2dcxk0X1DKlcgpDCodkeRQDlwGzJEmSJEmSpPNG7O6mc+tW3lj5HPuXP0vpxt0UHOkE4PCgwOaxkVfGJ9g4LnCgAhKJHK6ouoL51fO5cdyNVBRWZHkEA4sBsyRJkiRJkqTzVoyR7h07aF+9mvZVq2h7cSW9TYcASBWl2DE+jycvLWb5uHYSOblcNfIq5lfP54ZxN1BeUJ7l6rPvrATMIYT5wL8COcD9McZ/eLvjDZglSZIkSZIkZUOMke6du2hf/nManniI3o27oCcdNm+aUsbTMwtZOewQuYk8Zo2axfzq+bxn/HsoySvJdulZ0e8BcwghB3gNeC9QB6wGPhJj3HSy1xgwS5IkSZIkSRoIUu3t7P72l2n/8Y/I2X2UmAr0DEqwZWYVT07rZU1pE4/c9gi1FbXZLjUrTjVgTpzGOa4EtscYd8QYu4FFwMLTeD9JkiRJkiRJOisSxcVM+P3PctHi1Qx74jHabrmMwpJeLlmyj89+pZ4H789j+Pb6bJc54J1OwDwa2Hvcdl3fvl8RQvhUCOGlEMJLDQ0Np3E6SZIkSZIkSTrzKmsu4PIvPkj1Mxto/ru/oO3KSspCC/W5hdkubcDL7e8TxBi/Dnwd0i0y+vt8kiRJkiRJkpSJ/Lxc5nzoHuIHP8GWXXu5cMK4bJc04J3OFcz7gLHHbY/p2ydJkiRJkiRJ56wQguHyKTqdgHk1UBtCmBBCyAfuBB4/M2VJkiRJkiRJkga6jFtkxBiTIYQ/BH4K5ADfjDFuPGOVSZIkSZIkSZIGtNPqwRxjfAp46gzVIkmSJEmSJEk6h5xOiwxJkiRJkiRJ0nnMgFmSJEmSJEmSlBEDZkmSJEmSJElSRgyYJUmSJEmSJEkZMWCWJEmSJEmSJGXEgFmSJEmSJEmSlBEDZkmSJEmSJElSRgyYJUmSJEmSJEkZMWCWJEmSJEmSJGXEgFmSJEmSJEmSlBEDZkmSJEmSJElSRgyYJUmSJEmSJEkZMWCWJEmSJEmSJGXEgFmSJEmSJEmSlBEDZkmSJEmSJElSRgyYJUmSJEmSJEkZMWCWJEmSJEmSJGXEgFmSJEmSJEmSlBEDZkmSJEmSJElSRgyYJUmSJEmSJEkZMWCWJEmSJEmSJGXEgFmSJEmSJEmSlBEDZkmSJEmSJElSRgyYJUmSJEmSJEkZMWCWJEmSJEmSJGXEgFmSJEmSJEmSlBEDZkmSJEmSJElSRgyYJUmSJEmSJEkZMWCWJEmSJEmSJGXEgFmSJEmSJEmSlBEDZkmSJEmSJElSRgyYJUmSJEmSJEkZMWCWJEmSJEmSJGXEgFmSJEmSJEmSlBEDZkmSJEmSJElSRgyYJUmSJEmSJEkZMWCWJEmSJEmSJGXEgFmSJEmSJEmSlBEDZkmSJEmSJElSRgyYJUmSJEmSJEkZMWCWJEmSJEmSJGXEgFmSJEmSJEmSlBEDZkmSJEmSJElSRgyYJUmSJEmSJEkZCTHGs3eyEBqA3WfthAPLUKAx20VI78B5qnOFc1XnAuepzgXOU50LnKc6VzhXdS5wnurXMT7GOOydDjqrAfP5LITwUozx8mzXIb0d56nOFc5VnQucpzoXOE91LnCe6lzhXNW5wHmq/mCLDEmSJEmSJElSRgyYJUmSJEmSJEkZMWA+e76e7QKkU+A81bnCuapzgfNU5wLnqc4FzlOdK5yrOhc4T3XG2YNZkiRJkiRJkpQRr2CWJEmSJEmSJGXEgPksCCHMDyFsDSFsDyF8Ntv1SAAhhLEhhOdCCJtCCBtDCH/ct39ICOGZEMK2vu8V2a5VCiHkhBDWhhCe6NueEEJ4sW9d/UEIIT/bNer8FkIYHEJ4OISwJYSwOYRwteupBqIQwp/2/b+/IYTw/RBCoWuqsi2E8M0QwsEQwobj9p1wDQ1pX+6br6+EEGZmr3KdT04yT/+p7//+V0II/xlCGHzcc/f2zdOtIYTfyE7VOh+daK4e99xnQggxhDC0b9s1VWeEAXM/CyHkAP8GLACmAh8JIUzNblUSAEngMzHGqcAs4A/65uZngf+KMdYC/9W3LWXbHwObj9v+R+BfYoyTgEPAb2elKumYfwV+EmOcAkwnPV9dTzWghBBGA38EXB5jvBjIAe7ENVXZ921g/pv2nWwNXQDU9n19CvjqWapR+jZvnafPABfHGKcBrwH3AvT9XnUncFHfa/69LxuQzoZv89a5SghhLHATsOe43a6pOiMMmPvflcD2GOOOGGM3sAhYmOWaJGKM+2OMa/oeHyUdhowmPT+/03fYd4Dbs1OhlBZCGAPcAtzftx2AG4CH+w5xniqrQgjlwDzgGwAxxu4Y42FcTzUw5QJFIYRcoBjYj2uqsizGuARoftPuk62hC4HvxrSVwOAQwsizU6nOZyeapzHGp2OMyb7NlcCYvscLgUUxxq4Y405gO+lsQOp3J1lTAf4F+HPg+JuxuabqjDBg7n+jgb3Hbdf17ZMGjBBCNXAp8CIwIsa4v++pA8CILJUl/cL/If2DUKpvuxI4fNwP866ryrYJQAPwrb5WLveHEEpwPdUAE2PcB/wz6SuX9gMtwMu4pmpgOtka6u9XGqg+CSzue+w81YASQlgI7Isxrn/TU85VnREGzNJ5LoRQCvwI+JMY45Hjn4sxRn71003prAoh3AocjDG+nO1apLeRC8wEvhpjvBRo403tMFxPNRD09bBdSPpDkVFACSf4E1ppoHEN1UAXQvhL0i0Iv5ftWqQ3CyEUA58D/jrbtejdy4C5/+0Dxh63PaZvn5R1IYQ80uHy92KMj/Ttrv/Fn8T0fT+YrfokYA5wWwhhF+kWQzeQ7nU7uO/Pu8F1VdlXB9TFGF/s236YdODseqqB5j3AzhhjQ4yxB3iE9DrrmqqB6GRrqL9faUAJIXwCuBW4q+/DEHCeamCZSPrD5fV9v1eNAdaEEKpwruoMMWDuf6uB2r67c+eTbvT/eJZrkn7Rx/YbwOYY45eOe+px4Lf6Hv8W8NjZrk36hRjjvTHGMTHGatLr57MxxruA54AP9h3mPFVWxRgPAHtDCBf07boR2ITrqQaePcCsEEJx388Bv5irrqkaiE62hj4O3B3SZgEtx7XSkM6qEMJ80q3cbosxth/31OPAnSGEghDCBNI3UFuVjRqlGOOrMcbhMcbqvt+r6oCZfT/DuqbqjAjHPmBTfwkh3Ey6h2gO8M0Y499nuSSJEMI1wFLgVY71tv0c6T7MDwHjgN3AHTHGE90gQDqrQgjXAX8WY7w1hFBD+ormIcBa4GMxxq5s1qfzWwhhBukbUeYDO4B7SH+Q73qqASWE8Hngw6T/lHst8Dukey26piprQgjfB64DhgL1wN8Aj3KCNbTvw5H7SLd3aQfuiTG+lI26dX45yTy9FygAmvoOWxlj/HTf8X9Jui9zknQ7wsVvfk+pP5xorsYYv3Hc87uAy2OMja6pOlMMmCVJkiRJkiRJGbFFhiRJkiRJkiQpIwbMkiRJkiRJkqSMGDBLkiRJkiRJkjJiwCxJkiRJkiRJyogBsyRJkiRJkiQpIwbMkiRJkiRJkqSMGDBLkiRJkiRJkjJiwCxJkiRJkiRJysj/B0PE6hShfDhjAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "zones_lab = [Image.fromarray(np.array(metrics.get_LAB_L(z), 'uint8')) for z in zones]\n", "display_sv_data(current_dict, zones_lab, displayed_interval, reduced=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Noise mask analysis\n", "Next part to explore (extraction of noise filter).." ] }, { "cell_type": "code", "execution_count": 310, "metadata": {}, "outputs": [], "source": [ "# start 00020 - ref 00900 - step 10\n", "dict_appart = {'name': 'Appart1opt02', \n", " 'prefix': 'appartAopt_', \n", " 'indices': [\"00020\", \"00900\"],\n", " 'zone': 3}\n", "\n", "# start 00050 - ref 01200 - step 10\n", "dict_cuisine = {'name': 'Cuisine01', \n", " 'prefix': 'cuisine01_', \n", " 'indices': [\"00050\", \"00400\", \"01200\"],\n", " 'zone': 3}\n", "\n", "# start 00020 - ref 00950 - step 10\n", "dict_sdb_c = {'name': 'SdbCentre', \n", " 'prefix': 'SdB2_', \n", " 'indices': [\"00020\", \"00400\", \"00950\"],\n", " 'zone': 3}\n", "\n", "# start 00020 - ref 00950 - step 10\n", "dict_sdb_d = {'name': 'SdbDroite', \n", " 'prefix': 'SdB2_D_', \n", " 'indices': [\"00020\", \"00400\", \"00950\"],\n", " 'zone': 3}" ] }, { "cell_type": "code", "execution_count": 311, "metadata": {}, "outputs": [], "source": [ "mask_current_dict = dict_appart" ] }, { "cell_type": "code", "execution_count": 312, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "../fichiersSVD_light/Appart1opt02/appartAopt_00020.png\n", "../fichiersSVD_light/Appart1opt02/appartAopt_00900.png\n" ] } ], "source": [ "mask_images_path = compute_images_path(mask_current_dict)\n", "mask_zones = get_images_zones(mask_current_dict, mask_images_path)" ] }, { "cell_type": "code", "execution_count": 313, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 313, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image.fromarray(diff_between_images(mask_zones[0], mask_zones[1]))" ] } ], "metadata": { "kernelspec": { "display_name": "thesis-venv", "language": "python", "name": "thesis-venv" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 4 }