{ "cells": [ { "cell_type": "markdown", "id": "a5dd7eb8", "metadata": {}, "source": [ "# Refinement with bumps-dream PbSO4" ] }, { "cell_type": "code", "execution_count": 1, "id": "47867398", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GSAS-II binary directory: /home/erikfr/.local/lib/python3.8/site-packages/GSASII/bindist\n", "ImportError for wx/mpl in GSASIIctrlGUI: ignore if docs build\n" ] } ], "source": [ "# esyScience, technique-independent\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "\n", "sns.set_context('notebook')\n", "\n", "# esyScience, diffraction\n", "from easyDiffractionLib import Phases\n", "from easyDiffractionLib.sample import Sample as Job\n", "from easyDiffractionLib.interface import InterfaceFactory as Calculator\n", "from easyDiffractionLib.elements.Experiments.Pattern import Pattern1D\n", "from easyDiffractionLib.elements.Backgrounds.Point import PointBackground, BackgroundPoint\n", "from easyDiffractionLib.Profiles.P1D import Instrument1DCWParameters as CWParams\n", "\n", "from easyCore.Fitting.Fitting import Fitter" ] }, { "cell_type": "code", "execution_count": 2, "id": "35d6f60c", "metadata": {}, "outputs": [], "source": [ "# help functions\n", "\n", "def print_parameters(job):\n", " print(job.phases[0].scale)\n", " print(job.pattern.zero_shift)\n", " print(job.parameters.resolution_u)\n", " print(job.parameters.resolution_v)\n", " print(job.parameters.resolution_w)\n", " print(job.backgrounds[0][0])\n", " print(job.backgrounds[0][1])\n", " \n", "\n", "def compute_rmse(y1, y2):\n", " delta_y = y1-y2\n", " rmse = np.sqrt(np.mean(delta_y**2))\n", " return rmse" ] }, { "cell_type": "code", "execution_count": 3, "id": "b1b28ae9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2201,) (2201,)\n" ] } ], "source": [ "# load cif\n", "cif_fname = '../datasets/neutron_powder_PbSO4/PbSO4.cif'\n", "phases = Phases.from_cif_file(cif_fname)\n", "phase = phases[0]\n", "\n", "# load diffraction data\n", "meas_fname = '../datasets/neutron_powder_PbSO4/D1A@ILL.xye'\n", "meas_x, meas_y, meas_e = np.loadtxt(meas_fname, unpack=True)\n", "print(meas_x.shape, meas_y.shape)" ] }, { "cell_type": "code", "execution_count": 4, "id": "f4b9caed", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Temp CIF: /tmp/easydiffraction_temp.cif\n" ] } ], "source": [ "# setup interface to CrysFML and job\n", "calculator = Calculator(interface_name='CrysPy')\n", "job = Job(phases=phases, interface=calculator)" ] }, { "cell_type": "code", "execution_count": 5, "id": "3f7acbe5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initial parameters\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "[, , , , , , ]\n" ] } ], "source": [ "# setup \n", "job.parameters.wavelength = 1.912\n", "\n", "# add background\n", "bkg = PointBackground(linked_experiment='PbSO4')\n", "bkg.append(BackgroundPoint.from_pars(meas_x[0], 200))\n", "bkg.append(BackgroundPoint.from_pars(meas_x[-1], 250))\n", "job.set_background(bkg)\n", "\n", "# set which parameters to refine\n", "job.pattern.scale.fixed = True\n", "job.phases[0].scale.fixed = False\n", "job.pattern.zero_shift.fixed = False\n", "job.parameters.resolution_u.fixed = False\n", "job.parameters.resolution_v.fixed = False\n", "job.parameters.resolution_w.fixed = False\n", "job.backgrounds[0][0].y.fixed = False\n", "job.backgrounds[0][1].y.fixed = False\n", "\n", "# set reasonable initial parameter values\n", "job.pattern.zero_shift = 0.125\n", "job.parameters.resolution_u = 0.17\n", "job.parameters.resolution_v = -0.38\n", "job.parameters.resolution_w = 0.4\n", "job.backgrounds[0][0] = 218\n", "job.backgrounds[0][1] = 230\n", "\n", "\n", "print('Initial parameters')\n", "print_parameters(job)\n", "print(job.get_fit_parameters())" ] }, { "cell_type": "code", "execution_count": 6, "id": "6048e07f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initial RMSE: 70.1800916332574\n", "[200.05681818 200.07954545 200.10227273 ... 267.55966248 276.31576712\n", " 290.51558237]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAioAAADgCAYAAAAt3E1IAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAAB3MElEQVR4nO2dd5hkVZ2/33NDxc49mYkMM0iSNCggYEAFd8XV1cWI2TWn/a0uqLsYVhYVd82rrjlgRgQVUZEh5zyEGRgmx57u6VTppvP749xbdatjVcfqmfM+Tz9dfUPVqdtV93zONwopJRqNRqPRaDSNiDHbA9BoNBqNRqMZDS1UNBqNRqPRNCxaqGg0Go1Go2lYtFDRaDQajUbTsGihotFoNBqNpmGxZnsA9SKESAKnAXsAf5aHo9FoNBqNZnKYwGLgHillaejOOSdUUCLlltkehEaj0Wg0minlbODWoRvnolDZA3DLLbewdOnS2R6LRqPRaDSaSbBz507OPvtsCOf3oYwrVIQQncCPgdWAAzwJvFNK2SWEkMAjQBAefpGU8pHwvAuAL4SvcR/wFillfrx9NeADLF26lJUrV9Z4ikaj0Wg0mgZnxHCOWoJpJfB5KeXRUsoTgM3A5bH9Z0opTwp/IpHSBPwfcIGU8ihgAPjX8fZpNBqNRqPRxBlXqEgpe6SU62Ob7gRWjHPaS4B7pZRPhn9/E3h1Dfs0Go1Go9FoytQVoyKEMIB3A9fENq8XQljAdcAnw4jd5cC22DHbgWXh47H2DX29NqBtyGYdmKLRaDQazWFCvcG0XwUGga+Ffy+XUu4QQrSg4lj+HfjEFI7vQ8ClU/h8Go1Go9FMO67rsnPnTorF4mwPpWFIpVIsXboU27brOq9moSKEuAJYg4otCQCklDvC3/1CiO8A/xIevh14fuz05cCOGvYN5UvAD4ZsW4pOT9ZoNBpNA7Nz506am5tZuXIlQojZHs6sI6Wku7ubnTt3smrVqrrOrakyrRDiMuBU4OVRMRYhRLsQIh0+toBXAQ+Gp/wJOE0IsSb8+13AL2vYN/SN9Uopt8Z/gJ11vD+NRjOEd/74Xk769J9nexgazSFNsViks7NTi5QQIQSdnZ0TsjDVkp58HHAJsAm4PbzoW4DPA98KU5Rt4HaU6wcp5YAQ4p+B3wshTOAB4IPj7dNoNNPP9Y/um+0haDSHBVqkVDPR6zGuUJFSPgqM9uzPHOO83wG/q3efRqOZGQqOTzphzvYwNBrNDLBy5UpSqRSpVKq87eqrr54T9cjmYmVajUYzBbhBQBotVDSaw4Vf//rXHH/88bM9jLrR3ZM1msOUIJCzPQSNRjOLPPHEEyxbtoxt21TFkE996lO85jWvAeCTn/wkF154IS94wQt4xjOewStf+Ur6+vpmZZzaoqLRHKb4WqhoNDPCp659lMd290/Lcx+7pIVLLziupmNf9apXlV0/lmVx7733ctlll/HqV7+aT3/601x55ZXcc8895eNvueUWHnzwQRYuXMhb3/pWPvOZz3DFFVdMy/sYCy1UNJrDFF9qoaLRHE6M5Pq56KKLuOGGG3j5y1/OLbfcQktLS3nfS1/6UhYuXAjA2972Nt7//vfP6HgjtFDRaA5TtEVFo5kZarV4zAaO4/Doo4/S1tbGvn2NmRGoY1Q0msMULVQ0Gs1HPvIRTj31VP7yl7/wrne9i507K6XK/vCHP9DV1QXA97//fV7wghfMyhi1RUWjOUwJgtkegUajmUniMSoAb3jDG1i/fj133XUXqVSKSy+9lNe+9rXceOONAJx99tm85jWvYdeuXRx77LF88YtfnJVxa6Gi0Rym6BgVjebwYevWrSNu/9d//dfy47e97W287W1vK/+9bNkyfvGLX0z30MZFu340msMU7frRaDRzAW1R0WgOUwJtUdFoNKPwyU9+craHUEZbVDSawxRtUdFoNHMBLVQ0msMULVQ0Gs1cQAsVjeYwRbt+NBrNXEALFY3mMMXTFhWNRjMH0EJFozmMkDErim5KqNFo5gJaqGg0hxFxbaJjVDSaw4eVK1eyYcOGMY95+9vfzi233ALA1Vdfzd13313ed++99/L6179+3Nf5wQ9+wKte9arJDXYIOj1ZozmMiIsTXfBNo9HE+c53vlN+fPXVV7Nu3Tqe9axnAbBu3Tp++tOfzsq4tEVFozmMCKpcP7M4EI1GMys873nP4yMf+QhnnXUWRx55JBdffHHVvt///vdcf/31XHPNNVx++eWcdNJJ/OhHP2L9+vWsW7cOAM/zOO+881i3bh3HHXccb3nLW3AcZ9rGrC0qGs1hRFyoaIuKRjNDXHcx7H1kep570QnwksvrOmX79u3cfPPNDAwMsHr1at72trexZs2a8v7zzjuPl73sZaxbt473ve99AKxfv7683zRNrrzySjo7O5FS8qY3vYnvfe97vOtd75qStzQULVQ0msOIuOtHB9NqNIcn//RP/4RhGLS2tnLMMcewefPmKqEyHkEQcMUVV3Ddddfh+z4HDx4kk8lM23i1UNFoDiN0MK1GMwvUafGYbuIdlE3TxPO8us6/8sorufXWW7nllltobm7msssuY9OmTVM9zDI6RkWjOYyIW1F0HRWNRjMaLS0t9PX1jbivt7eXefPm0dzcTF9fH1deeeW0jkULFY3mMCIel6Ir02o0mtG46KKLuPLKK8vBtHHe+MY3MjAwwDOe8QwuuOACzj777Gkdi5Bz7GYlhFgJbNmyZQsrV66c5dFoNHOL/f1FnnXZDQB89bUnc8GJS2Z5RBrNocnjjz/OMcccM9vDaDhGui5bt25l1apVAKuklFuHnqMtKhrNYUTc26MtKhqNZi6ghYpGcxgRd/3oYFqNRjMX0EJFozmMiAfTaqGi0VTTPVji2od2z/YwNEPQ6ckazWFEoINpNZpRee+V93Pn0z2ctrKDRa2p8U8YByklQogpGNmhwURjYrVFRaM5jKjq9aNL6Gs0VezvLwEwWHIn/VypVIru7u4JT86HGlJKuru7q2q41Mq4FhUhRCfwY2A14ABPAu+UUnYJIU4HvgWkga3AG6SU+8PzJrRPo9FMH6OV0Hf9ANvU6xbN4U3KNgEoupNX8UuXLmXnzp10dXVN+rkOFVKpFEuXLq37vFpcPxL4vJRyPYAQ4gvA5UKIdwA/Ad4spbxVCPEJ4HLgrUIIYyL76h69RqOpi6rKtKFJZaDocsIn/8y/nf8M3v281bM0Mo1m9knZSqwXXH/Sz2XbdpRyq5kk4y6hpJQ9kUgJuRNYAZwKFKWUt4bbvwlcGD6e6L4qhBBtQoiV8R+gfjmm0WiAIa6f8OHBnDJzX/HnjbMxJI2mYYisisUpECqaqaOuYNrQGvJu4BpgObAt2ielPCCEMIQQHRPdJ6XsGfKSHwIurfM9aTSaUfADiY2HiV/OACp66qZsGTroT3N4E8l4nRDXWNTrlP4qMAh8bRrGMhJfAlYN+ZneWr0azSFMICW/SVzKE6m3lGNUSqE/PqFjVDSHOVHgq+4s3ljUbFERQlwBrAEukFIGQojtKBdQtH8eEEgpeya6b+hrSil7gd4h46h1yBqNZgiBhJOMLeHjIRYVU3+3NIc3UXy5rjHUWNS0hBJCXIaKLXm5lLIUbr4PSAshzgr/fhfwq0nu02g000j8Bmy4BaDij7e0RUVzmFNx/Wih0kjUkp58HHAJsAm4PbRobJFSvkIIcRHwLSFEijDNGCC0uNS9T6PRTC/xG7DwHaCSiqldP5rDnej7oYVKYzGuUJFSPgqMaBOWUt4OnDCV+zQazfRR5XsvCxXt+tFoIO76md1xaKrRSyiN5jAiXuTNCIYIFZ31oznMiYJpfW1RaSi0UNFoDiOC+Eoxsqh4aqOuTKs53IkMjrrsfWOh70wazSHA1Q/s4mt/e3Lc46piVAJV6K2kXT8aTRU666ex0N2TNZpDgA/94kEA3veCNWMe51cF04ZCRVtUNBoAouoXWqg0FvrOpNEcRsSDaaMYlciiYugaRRoNUAmq1TQGWqhoNIcQ4/nWq1aKgQeAG27Tq0iNRqGDaRsLLVQ0mkOIyI0zGnEtEllUIiuLrh2h0Si0aG8stFDRaA4hxhcqcYuKcvl44U3Z8/XNWaMBLdobDS1UNJpDCG+cSlVVK0XpV23Tq0iNRqGbEjYWWqhoNIcQ7jhWkZEsKmWholeRGg0A2rjYWGihotEcQrjjWFSq6qhEFhWpLSoaDYAhfTrp0xaVBkMLFY3mEGI8oeLHlooysqj4WqhoNABvzX2X+1LvxnL7Z3somhhaqGg0hxDjuX5kmJIc/gFoi4pGE3FO6SYADDc3yyPRxNFCRaM5hBjPoiJ9v/xYhKIlEiheoFvGag5vTNR3wvCLszwSTRwtVDSaOU7cnz5+jErFoiKGZf1Mw+A0mjmEifpOmG5+lkeiiaOFikYzx/GqhMo4rp+YRWVY1o+2qGgOc4JwSjT9wiyPRBNHCxWNZo4Tjy0Zr45KJE4ARBSjouuoaDQAuNgAmNr101BooaLRzHHisSXj1UIJ/HgwbXVlWi1UNIc70TdAxgS9ZvbRQkWjmePEPTbeeGKjyqKiHgdSsoQDBPrmrNEo9HehodBCRaOZ41RZVMaLUZGxG3D4uNnZz+2pD/B+8ctpGZ9GM9cQsaBzzeyjhYpGM8eJu2zGc/3ImOvHCFeNbW4XAGeLB6d+cBrNHEIi1ANfC5VGQgsVjWaOE3f3jBdnUuV7Dy0qCV8Vt/IxdelwjQZAW1QaCi1UNJo5TlXWT10xKspllAhUKqZBoBsTag5voo+/jlFpKKzZHoBGo5kcXiA5QTzNPNFHEJw05rHxEvpRMC3hNoHEDyS2OV0j1Wgam0inCKmFSiOhhYpGM8fxg4Brk58A4NfBm8c8Vo6Q9WOEZm4jFCoazeFK+dOvLSoNhXb9aDRznHiNt8Bzxj54BItKlOEgqMF1pNEcBohAx6g0ElqoaDRznHh6shinR4mUsWPDxyJcPQqkDqbVaNBCpdHQQkWjmeNUuWu8cUp/x7snRy6f8k1ZaouKRgPljDhNY6CFikYzx4mLC+mVxjw2HqNiRBaVmOtHx6hoNDqYttGoSagIIa4QQmwRQkghxPGx7VuFEE8IIR4Mf86L7TtdCPGQEGKTEOLPQogFtezTaDT1USUu/HFiVOTw9ORyrApSpydrDmsix6jQwbQNRa0WlauBc4BtI+x7lZTypPDnegAhhAH8BHivlHItcDNw+Xj7NBpN/XixsvliHNdP3PcuiIJpw+wf5Lgl+DWaQ5rw469L6DcWNaUnSylvBRBC1Pq8pwLF6Dzgm8BW4K3j7KtCCNEGtA3ZvLTWQWg0hwNxi4oYx6IyUnqyGa+joi0qGo12/TQYU1FH5adCKZhbgY9JKXuB5cSsL1LKA0IIQwjRMdY+KWXPkOf+EHDpFIxRozlkiYsLMU6MStz1U45RIeb6ibdi1mgOM6KluM76aSwmG0x7tpTyROA01P/4a5MfUhVfAlYN+Tl7il9Do5nTxMWFrCtGJXT5xCwqOutHczhjlN2hWrA3EpOyqEgpd4S/S0KIbwDXhLu2Ayui44QQ84BAStkjhBh13wjP3wv0xrfV4X7SaA4L4jEq46ZVVmX9VFemtfEpaKGiOYwxw3BaQ7t+GooJW1SEEFkhRGv4WACvAR4Md98HpIUQZ4V/vwv4VQ37NBpNnfh+3KIyjsk6LlSim3K4irSEr9OTNYc1kVDRwbSNRU0WFSHEV4B/BBYBfxVCdAMXAL8RQpiACTwGvAdAShkIIS4CviWESKGCZd8w3j6NRlM/vu9W/hjHty5G6J5sSB8E2HhaqGgOW6SUmEMy4TSNQa1ZPx8APjDCrpPHOOd24IR692k0mvoI4laUceo/yHgwLZHrRwsVjcYPJJZ2/TQkujKtRjPHCbzaLSpRDEuAKN+MzViMihYqmsMVX8qyO1RbVBoLLVQ0mrlO3KISdwONgBFaXHxhl9OTyzEq2qKiiVHyfJ7aPzjq/j8+sodLrnpkBkc0vUgJtohZGTUNgxYqGs0cJ4inJI/r+lHixBcWgkD55cNtCeHrOiqaMv/6q4d54X/fRK40spXuPT+9n5/dvX2GRzV9+P7wjDhNY6CFikYzxwmqgmnHtqhErh9f2Bihq8cSlZty4I1Th0Vz2HDtQ7sB6CuM/ZmSh0g143hQelQEUdMYaKGi0cxxqoJpx1kJRitF31CuHy+QWLGbstTN2DRDGCiOHfdU8g4NK5z0tEWlUdFCRaOZ68RXguMF08ZjVAgIYimZareuH6FRmIYqrtlfHNuiUnIPDaHix747phYqDYUWKhrNHKc6Pbm2rB9f2AiURcXWQkUzAqFOoeCMPWkX3ENjUo8XS9QWlcZCCxWNZo4j4xaVcW6wUcG3wLAwZEAQyHI1TmDcrCHN4cd4rp3iISJUAh2j0rBooaLRzHWC2i0qgijrR7l+hsao+NqiogmJYmSdcYSKd4hkisWtibopYWOhhYpGM8eJm6zFeMGwUYyKkcDADy0qsXO0RUUzhJI39mfK8Q6NrJ9ghD5YmsZACxWNZo4T1OP6iSrTChtTBvhSlotcQQ1NDTWHHeO5fg4Vi4qMVXjWMSqNRU29fjQaTQNTJVTGFhrRDTgwQtePXx2jEowXjKs5bDAMAYGkNEoMyouNe3CwcP0zZ3hk00NQVfDt0BBfhwpaqGg0c5Qv/nkjApgf1OH6CW/AkVAJZHWMCtqiogmxDIEDOP7Ik/a3E/8DwF3+u2dwVNOHjBVLNHUwbUOhhYrmkKAv73IgV2L1/KbZHsqMIKXkq397CoD/PC4eBDhOMG3Z9WNhEOD6Qwu+aaGiUZwlHqHT3EPJXTvmcd4h0h8qblHRWT+NhY5R0RwSvOn7d3PuF2+qu6ne/v4iH/nVQ+OWCW804qvcIKgjRoUAHwMMA5MA1w8w8QmECWihoqnwdf6L/7K/S1DKjXmcO4rFpR7+tGEPV941u32D4p997fppLLRQ0RwSPLijF4DNXaN3ex2JT/3+MX51307uerp7GkY1fcSLcPluvDLt+MG0ASZSmGWhYhHgGwmguiaL5vAmCrIWpd4xj/PdyfeHetdP7udjv53dTsxxi4p2/TQWWqhoDgnmNamJdtO+gbrO88LV4FyrrpmPCRXHqUwU42UrGIGPFAYIM3T9hBYVIwnorB/NcIQz3KIiY5k+gVuYyeFMG1H2nIeh05MbDC1UNIcEUXGq/Djlvodim+or0D/HXD/x9+m6pfLjcWNUCAgwQCjXj+OpEvqBlVIHaNdPXXz31i1879Ytsz2MaUU4w8W/F+uyHTiHhlCJagy52Nr102DoYFrNIYERNiapt5OrEOq8XJ0CZ7aJly13Y66f8ZqpCaniUaRhYgipLCrCJzAz6gDdPbkuPvP7xwB461mrZnkkU0sQyPIq1nCHW1Q8x8EOH0snP2Pjmk6iGBUXW7t+GgxtUdEcEpih4Bit5sNoRK4fd461qo8HMPrh6tbHHDeY1pABgTCQwqqKUZGmcv1oi8rEOFT63US4MdeOcIvD9sctKtIrDds/UaScvQyiqIS+G7aX0DQOWqhoDgmilvT1ThhRauVUZC7MJPGU0MALb7BGctwYFYGHxKzK+rHwkKHrR2f9TIz+4txyHY5HVfacP9y14zsVcRJ4kw+mjRitZsuMEHf9aKHSUGihojkkCA0qdbt+ooZrjj+3akHELUCBryYKVyQwGK8yrbKoRMG0ji+rLCo6mLZ2gthkni8dWhaVuBAW3ngWlakTKt4sfg+jz74n7HFdqJqZRQsVzSFBdIOr16JiOgP8m/UzgjnmZ3fjFpXoBluDRcWQARIDjDA92VNZP1hKqIxb2VZTphhr1pdzDi2BFxcMxghCJZ6SHEzS9RN398yqUAk/+15YDFHTOGihojkkiBqjuXXe6P6p73u827qWNT3rp2FU04cXN5FHaZUiMb7rRwYEwoKqOiqxrJ9xsoY0FYpu5X9Qb7ZZoxNvNGj4w4VIlbtnkrV34t9ZdxYbHEZuT0/HqDQcWqhoDgmim129sSZNfh8Avj+3Jpr4+7TCm6pnJDHGyVYQDK+jYuGDGQoV7fqpmfj/IFc6tK6b71Xej+mP4PqJWVSkPznXT1wUza7rJ7KoJMrfKU1joIWK5pAgmjTqFSolqTL0k27flI9pOomvQqNePZ6RGNe3bkolVGRYR8X1fEwhy64fnfVTO453CFtUYkJkJKESxKwo0ptCi8osBtNGTQl9Q1tUGg0tVDSHBr7LKWJT3a4fwondHCGzYSrZciDHm79/N4NTtPKOr0LNsNR5YIxfqEoQIIWJMJRFxQ8nmSjrZ7yCcZoKrh/wHvN3vNS44xC0qFTEhxWMHaMyWYtKPMNoVhschiLdFwldR6XB0EJFc0jwIfEzrkp+ks785rrOM8JV1Eh++KnkE1c/wvqNXdy9ZWp6Crle5YZu4+NhEQhr3BusCC0qUTBtNCEJOxQq2qJSM64v+aj9C76W+OohZ1GJB8iaI8aoxLZN1vXjByM+nmmiXj++YWMSzGpNF0014woVIcQVQogtQggphDg+tn2tEOIOIcSm8Peaye7TaCaC5wesMzYC0FLaW9e5loyEytSlWI5E1J05ZZtT8nzxoEMTH1+YSMMaN0bFIAymNUwsEeBFK2ddR6Vu3JhV4ZDL+om7foLhQiVucZmsUIlnsNVtEZ1Kws9+YCTU90TrlIahFovK1cA5wLYh278JfF1KuRb4OvCtKdin0dSN60s8lABI1RlrEgmVkW7GU0mkKwpTtPKOBx3a+ATCUh2Ra0lPFqrXD8SyN6w0wLiVbTUVgkLls1YoTu/nZ6aJx50kZGmYpWMqs36qLCqzmPUTWVQCI4GFX130TjOrjCtUpJS3Sil3xLcJIRYApwA/Czf9DDhFCDF/ovsm/1Y0hyuOF2CGwW/1unDKFpXpFiqhGXmqXATxoEMTnwBlUTHxxzRZG/ggTIShgohlVB5du37qxncqsRt+YW4FY49H3KKSwiE/tD5RTMiIYJIWFb9BLCqyYlExhSSYRdGkqWaiTQmXAbukVMsvKaUvhNgdbhcT3Nc19EWEEG1A25DNSyc4Zs0hiuNXhIo5QuDfWFjSBQHWJG+2tTJVFhV3iEXFF2a5NkogwRTDz5FSli0qUigLlAyLeRl21D15+PiCQCJEpYGjRuG7caEyvHHfXCZebTaFQ77k05Kyy9v8uBVlshaVoDFiVKL05MBMqN+Bj+7b2xg0ejDth4AtQ35umc0BaRoPxw/K6YTWCKmUoxEEEpvI9TO9QiUycuSnKJbBq7KoqLgTaVhjmqz9QKogwTDrB2ITkh1Wph3B9fPWH97DeV+6eUrGfSgRFypeaWAWRzL1+LG4k6Rwh31u45k+YtKun8bI+onis2QkVHRNoYZhonJxB3CEEMIMrSImsCTcLia4byS+BPxgyLalaLGiieF6AQbqBjdSKuVoOH6AHQafWjPl+pmiLrtRAKJtCizhhwGyyvUzqlCRElMooYIRrlEii0oUozKC62f9xmHGTg1DUnSdQ8uiEsRcOymcYS7LoMr1M1mLSmPUUYmsidJQliP/EBUq27pzLO/IzCkL6YQsKlLK/cCDwGvDTa8FHpBSdk103yiv0yul3Br/AXZOZMyaQxclONRNxa5DqJS8gERoUbHk9FpUopvx1Ll+AmxTkDANVQJfmEhhYgt/1IBEP5DK8mRULCqEaaaGlcDH0MG0dRC4MXE7BULF84OGCeCU4efCNZIjChWqLCpTmZ48+xYVwgadwRyrVl0Ldz7dzXO/sJ7fPrBrtodSF7WkJ39FCLETZcn4qxDi0XDXu4D3CyE2Ae8P/2aS+zSaunHigqMOy4jrByREJHCmV6hEBcFyU9Rl1/MDLMPAtgwVQGtEFpWA0WIA/UB1SiaMZwEQYfCxsGwlVHQwbc3IWLM+4U6+qeUZl/+N8xvExSZDd45rNZPCGZZ+LWPuHkNOXWXa2cz6idKTpaVcP3KSLq1GZMMuFfT94I7e2R1InYzr+pFSfgD4wAjbnwCePco5E9qn0UwExw9oDwVHog6hogROKFSY3ptStCItTJXrx5f8g3kbgUhi4yPDOioW3rgWFSmMStZPGKNimDYB5pgWFc8PsMxGD2ubOfyYRcVwJ29R6Roo0TXQGGnOUZ0U324iVeodZgmMl9CfdIxKPJh2VivThu8xtKgcqq4fUDEYcwkd0qyZ87hxwSHrEyqZUKAkptn1E/WFifeHmQyuH3A5XwEfbuBkpGEjDRsbH2ecYFrl+lGCIzLbG6aFI8xhJfSD2HMVvYAmLVTKSC8uVKa3BcNME1kTZKKJFPuHtwgIBW6AwJykRaUqmHZWC74poSLCvlfyEHT9REH9syoIJ4C+62jmPI5fcf3UZVHxKwJnOoWKlBIn9MM7UxQs6MUEj41X5frxR6mjUsn6UZVpAYwwS8owbXxMjCEWlVLsdYpTZA06VJAxi4oVTE6ozGZa7khEljaZbCGFO9wSGAbQFklN2l3oBZIj6OIosXOWmxL6BFJgWCqY1ptks8VGJLr/zDGdoi0qmrlP3IWToD6Lij0Drh8vdLmsExtxvIVT8pzx+AgLH2kkwbCw8UZdlfpSql5ARqXgW1Ssy7As5foJhgqVyt9aqAwhZlFJBpOLUSlNkaVtqogsKka6RaUnl9wR95dEctIxKp4fcFvqgwD8LHjJpJ5rMojAw8fAtA7drJ9S+B3251gxO21R0cx53LhFpQ7LSMn1sMPOwxbTd1NyvIB/t37ML5OfYUH+qbrOG4242yEpXKRpg2mPWUfF80PXjzBirp+wKaFh4wsTY8h1cLRFZVSkH7eoTC62JH6dG6IZXiRUUi0AOIUhQiycxEtGGnOS6cnxXj+zWvAt8JVQMZWI9w9Bi0opvL5FVwsVjWZCPLa7n55c/S4Yx3EwRVhXpI7VnRcrgZ7Aq4rHmEpcP+AEYwsALc6+ms7ZsKuPtZ+4jj88vGfkA7yKq6GFPBg2GBaWCEZdLQWykp5MaFEpT7CGRSBGsqjEhcrcurlNN/GiZ4mgNCmBEb/OjZCiHFlMRLIZALdYHSwsAgdPGvjCnnyMSsxqN9sl9JVFJRQqh2CMSiSIpyqof6bQQkXTEPiB5O++cgtv+M5d9Z8bK7xl49Z8o/ecyirYxqvqSDyVOF7AoFQF1bJuT03nPLa7H4C/PbF/xP0iZlFpFTmEZcM4K8EoRkUIE8OI0pPDa2co18/QGJV4TI22qAyhHFBqkKI0qQDFuEVlVifriOhzkWoFwC0Ntai4eJgEho0hJ2eNlE7luX1vFrOeAl/FaRmRUJlZ18/+/iLrN478fZ8qos/ZXPsua6GiaQie7hoE4LE9/XWf67nVlpFaA/Iii0rByCihMk0ThOMH+OFXzfJrC7qM6lYYo+QRipjboZUcwkwiooqaYwgVQ0ikYWGYoVCJLCpmaFEZGkzraovKaEQiz7GaSQl3UhldTmz1PlUB15NBhpN0ZFHxneGuHweLwLCxApfXf+dOfnDblom9mFNpPxAPUJ5phFSuHyMU/IE3s0LlnC/cyJu/f8+0uv5KU5x9OFNooaJpCDbtU0JlXlOi7nPjFUKTwq1ZqES9WhwjQ1J4VSboqcTxAqJbT61Cpa8wtjldxFw/SeGqAEBTCRU5SqVQX0osfIRhljMbhFexqPhCW1TqIRKLjt1CitKkAmLjIrARJpFIhIm0ilHxStWfWxE4ZYtK4Dnc9lQ3n7z2sYm9ViwwPN4McaZRwbQmIhTx/gwXfIs+A9MpVMtlEhpADNeDFiqahmAwzCowJtB/IggtIwFmaFGpbUUSmZldMwOAM02rOdeX5QJLtfYiim5axVEmrbhFBVQJfBFz/bzl+3fzy3uqW2iVg2kNEzN0/ZjxGJWRXD+x159rN7fpJprMPbuJNM4kLSoBrzRu5gTx9Oz2uwmRQXUwbeAMEdiBh4dFIGzMSQaiB3Fx4s1iPRoZVFlUZitGpejMgFBpADFcD1qoaBqCqHLrRPpklQWHlSWBW3PmgB/GqHhWVv12pmc153gBKdRzW35tYihKCx6tN5Ax5HlSqVTZouI4Djdu7OKjv3m46pgomFYYZjkFMx6jIoU5bNKJ2hO0MliVqqxR166ETWClSVOanFBxXL6Y+CbXJj/REEIlyvoxI6EypEVAZH0IDLtcGmCixDPY5CzGqIjAIxCz5/qJyLvT97rp4j4+bP0Kyx2ctteYDnQdFU1DUHB9/sv6Px4KTgNeWNe5kevHs5tIuN0M1uz6Uef5thIq/tBV4xTh+AEpoQRBQtb2GpEbYTRxYA4RKtl0GiOMUfn5nU+PeI4XSGx88oZVDqYtTzJh1o8xQh2VvyQ+gikCbvNurGnshwuG7+CGQiUl+icl5IJ8Jci6IYRKWMTNCF0/uNWWQBG4uELFqNiTTe2Pi5PZDKaVKpjWjFw/s9T3algDyFHYeTBPyQtYPb+p5ud+fv/VvMz6LYXSUmD2atbUi7aoaBoCc3Avr7Vu5HLv83WfG63CPLuJBG7Nrp8gPC+w1Rfdc0uUPJ8XXLGe7906wcDAEYhbVGqtnBvFg4xmURnq+sFMlC0qUU2YpFX99Q4CVfBNmDaGpW7GSRH64SOhMoLrZ4Wxn6XiQLlYlEYhAgdX2EgrRRpnckXbct3lh443+1k/5RiVMJhWDmkRYAQuPlbYtmHqLCrDPtcziJA+AQZGFOs1S3VUau2wftbnbuTcL95U13NbYSXqjF9/0sJsooWKpiGwc3snfG50o/PtJiwR4Lq13WBkuEqUiUioOOw6WODpAzm++OeNEx7PUFy/IlSSsrYYldI49Q5Mf8jzmJZKUQb80GS9rCNTdYgXdU82LKzwZhwVysO0RxEqsb+Lc+vmNt2ogFIb7DQpSpOK4QlKlcyXRrGoONIEW32G4gGvoNwknjCnxKIiGsSiIgJffQci188sVaadzhoneam+96lJVlKeabRQ0TQEZrG2+iIjERcqAK5TmxgIovorydD145YYKKqbU67GVU0tOF7F9ZOssWlilBY8WqaNGQyJpzET5bL4+WIYXDykrkdkUcGwyubtatePhUH163mlSqEvGZtMNWAGLp6wwMqQFk5VKne9BLH030YQKiJw8bDASgFgDgkCF9LDFzbStEmISU7osSw1UaNQedZn/8olVz08/oF1EFlUypVpg9mxINZqUXmXeQ0ftX5eVzpzFCOXnGRvqplGCxVNQ2A6feXHdZfRDm90QWgZ8WsVKtFNMTrPLZaFylTi+gHpsAdRilJNBemieIfRapcMK9lu2OWU42JB3YSiWiwRnh9giQDDsMrVN5NEwbSmqq8ytHtybAINStXVSQ93zMDBEzYikSKFMymLiozFRznTFNRdD0YkwmxVqNAe8nmLXD8YCSwmN6HH3T21uH6Krs/+gRI/u3vHuMfWNQ4ZWVSUiJezZFEZK0bl6zc+xaZ9asFwsf1z3mNdU5fL0Q4FSqJGy26joIWKpiEQsayC0VJyR6Pc6bUsOGpblZV7tSTColauw0Bx6v3Sjh+QCl0stWaHjGdRsYZZVGwsW7Wnz4UWlaGiK4h6sphWedVYsajYIExVYj9GPMBYenPLXDzdGIGDJxIIOzPp9OQgFgMyrLjaOAyWPP7jdxvozU+hwAk8PMyyRWWoMDYCl0BYSHMKXD8xi4ox9HM9Av3T8B1Vr61Srq1Q8AezlZ48yne+6Pp84fqNvPIbt1dvd2q/HsnQMpaShcboKVUjWqhoGgIjJlQKxfr81FGBMxkJjhotKuXiUkklcAKvNC0WFcf1yzEqqRontGKUnhy7acUtTcMsKqaNHd5gSyX1WnmnukGhDGNXhGmX05PjwbRSWJhDLCoyXjq9zgn0UMeULr5hIxIZksKl5E5cKMhYVk2tn9+ImzZ28aM7tvHp30+s4NpIGENcP0mcqs+SIT0CYYKZqBIqE+pTVKdFZTIutrEwpIcvrFiMyswF08a/26NZVHJFlzONDchSP8RERilfe6pxlHWYodQYrRpqRAsVTUMgYivKUq5vjCNHODdy4YQZCp5b442+LFSizIZS1WptqpoU+m4JI2yamMSlVMNKLboZF1wfKSV/e2IfR338urLZ15YlfGGCqawomAlMW1X1tfD5J3M9LzTuYzAmvMqVNg0LEQbTpojVUTFMDFk9CcSzPYSrhUocK3DxRQIjoQJO/aH9cOohVugsqFMQmmGfhf5xqhnXgwitCxgGnkiQorpFgCE9fENVQ47XUZlIinbcolKr62c6MKSqDWOE3yNGqfA8HcTdhs4o19DbcR9XJi7jw9ZvqmLHnHztsWOp0OWTnmTw90yjhYqmITBjpeXdfJ1CJbqhJKPiVLUJlfJNMXIZeQ4DRY9TxCaWcICB0tRYV+ITT7LGnjDRDV9KdRO77SmVvvrXx/fhB5IELr6RKndBxrCwI6EifL5gf5vvJL7IQCkmvEKfu2FaytWDumEFGGAYKsh2SLyB9OJCZfoD8DZ3DbJ/YG74zy3p4Bs2RkLFcQSlSVwfNy5U6nv/Jc9ntdg18dceAUO6+CIMKjWTJIfE4BiBp1w/RrVFZSLWjnjxQrMGcTBdPaci8WWGcTkzmYFUSwVor1fF5JxsPIlTqFhRnDqy8SKhkhGTK1A402ihomkIqoRKrreucyPBISIXTs0xKuqmaKYq57mFAa5KfpKfJj5LX35qVqiRVcIXVs2un3ZnL1cnPsFp4gmKTkDKVl/VIJDldGffSFSEimljJ5R1pWwlAQbyMZdCaEGK9wVKCldZZgA5klCJxagYM1De/Nwv3sSzL7th2l9nKrCki28kMKOssUm4xkSVRaW+69y8+zZuSH6EMwf+POHXHzaewCt/LnwzNSy2ypQegWGDlcAUshzbNJFaMvG4FGOIS/Pnd2/njs3dVduK01Qh2Qhc5f4MBb+cQddP/LqNdn/wByqdleNCxSvU5vqRUpIOhUqWohYqGk29WLG6IG6xzuySIX1Jai3DPayoleeQGlSrllXGPnoLU2P6jYSKm2gliVuTyXWNt5GTjKd5i/Unip5fdkn7gVpxJXHxjSRE7Q7tLImEEh+dorLCKvZ3lR97YX0Zw7LLAkdZVNSEhGFi4lcF2cUnUGOGgmnnSoxfNFlbSeX6kZMRKvEYlXotVzn1Pz4xf/s4B9aOcoOEsRpmkpRwqtKmLekSCLvsQoysKhNx/RjxYNohFpWLr3qE1/7fnVXb4q6fCcXEjDYO6SmxHgp+MZOun1qESkG5eCQCt1D5jrvF2oSK4wekhbo3Trblw0yjhYqmIbBjef21fvEiopubSEXZO/UJFSM8L/BKJAqViT1XmpqVW7RC9pJtyoReg489MofPE30UHL8cYDdYcnG9QFlCzCREtR6STeUA2Q4qPmunb1/5cVQILm5RyVAiCE38CAuTAC9+849NoGaNnZ8nShBIVok9dFKf62+2sHEJjARWSllUhlZvrQcRE+r1Pk804QimcNKO0pNRFpWhMSpmaE0S5cKBkVCZmEUlCNt2mrI+189UxquY0kMaNlbk+pnBKrklL+B48TRnGhsojbKQCUrqvmgS4BYqizm/VqHiBWSJuX5mKatpImihomkI4nUa6g1KjEzHVt0WFTc8rzl8YRfb6S3vL0xVc7AwCNVPtGIKieuMPT4pJUlf3YgMJEXPL2cjDRRVd+gUDoGZrLh+Ek0IU5ms4xYVbyBuUQldP6atSu4DaeHghfEqGBYWPp4ft6jEhMo0u34GSh43Jv8f96XePa2vM1XYMhQqYTBtvUGwceJxGrLeoGVHTVQymLoVsildPBG6QExVJyZuUbFxkaaNYSnrQ7sYAOSEhIMRuJRIqs7FwfjB7PHXqLUvTi2Y0g2FysxbVEqez/cSV3Bl4rLy93Qo0lH3hBQOXrGyGKm1vlHJC8jE6jk1QquGWtFCRTPrSClJyiJ5Q61M673hC99RN7nIBF+rUAlKeFiYiVT5POFWvvSF4tRMzJFZP0i1AeCNE3TpBZIs6hiBpOD45fouSqgo1480kxA2FySRLQfIxoVKMFgRKkHYu8S0rIrAAQIRChVTxai4sQkvHpcytBHiVNM/GFslTqFJf7pQk3UCEQoVJmFRMassKvVdZxEKlaBWoXLDZ+CmWE+tP/w/ePhXVYcYgYsffkaklSIlqnsZWaH1wU6qSf3m5Id5r/m7CVtUXGHjikRV2v1opeTjQmUqLSpG+J4MW90PZjqYdoHoBSCd3zPiMZFrMUsRP+Yel6XaLColxymXI0hPskDhTKOFimbWUQXRShTsdqD+CqjCV4W3rER9NxjDd3GFjRX6pKXnYMaEipc7WNc4RiPKnImEijtOVlLJC2gS6pgELgW3YlHpL6oYl6RwCcwUnPwGddK8NWXR0klFqBj5SiBilJ5s2RXXD4AfChVhmFgE1RaV2ARqTXPZ7XxfRVQN5hs/FdqWSqhQzhKZ+JirejfVKXiMyKIia5h4vBLccgXc+FnwPejfA/d8B656e/V4pFcWsNIablGx8AiMBMnoOwe81bpuQlk/pl/CEzaesDFjFpXcKFl38YKQU9kXx5Q+mBaYFj6i5qD8qaAUs94mS6O0EwktbWlRqnKP1ypU3DDoNm82Ywt/XMtuI6GFimbWKTg+GUqUEqFQqdeiEjgEhlUWKrVaVIxApWBWfNIOphcTSfmpESrRDUam1Psbz7VVdH2aQotKliIlNyinGUcWlRQO0krCuZfCv21TtWBC8dERs6iIYm/5sV+2qCTK1hdAZW9AOT05XnzKCCfQQaNleJG5KSY3UBlroa979AMbhASRUAkb903SojIgVPbZ0AaA4xEFOdu1CMm+nZXHg3thcN+Ih5nSLX8upJVSsVUxgRC990SyIlT6ZWZiwbRSLTQ8kaiKURmMCZV4gHdpmlw/Fl75O+RhV1ps1IuUcMOnYfcDNZ/ix1w5ljtyunFUxyhDqap2Sq0xTV4YgJu31H3IKzb+YiBCCxXNrFMIK7d6qU6g4outFcN38GMWlXLF2XEwwxLodiIs8OQ52DGhEhR66xrHaERVR0W6DRi/8mjR9ckKdfNpFgWKMYtK3vFwPalcP1ZKrQDD5x3q+nGliVmqBKZGQsUwqy0qMnwsTAuLADfmdjG9Ij4GJTODPbRj8xTjxm6+hTpT1Gca3w9I4Cn3W1i9tV6BEccKSuSMMFaqzueJrIDpWjri9m4vPyz0H4DcgZGfM6hYVLAzoUUl/FwEARY+0kwwr7W5fE6RxIRcP2bg4hkJfMPGknGLysiCpDpGZZQ4su7NUKOlIcKSHhjqXuBi13wfGYp74Gm45Yv4331JzecEsdpRCXfkAm5R9e6MKFXXmqoxpikqEldKdgDgO/Vdn9lECxXNrFNwfDKihEwrpV/PyjQIpFr9mQlMO5owarSohEWtIoETeCUSfqwJX3FqugVHKb4iHVmMxn5/RdenObSoNFGg6PnlqqO5ko/j+yRx1CQZJxQcnfQTGAm6RTuWW7mhBbHKtAiBH379y88zikXFEUlcIzXtFhUvVriqMFh75s9spFm6roMhpApgDi0qxiSEih0TKvUKHjsMvM7IGgR+TKj0dO3Fy/eOeJiFSxCJWTtFSriVLJEoyNSwMTOtsXOCCVlUzMDBF7Zy3wbVFpXnGQ+wVuwYEpdS+X+P6Goa7IKvngJ/+re6xmHhl7OYPMPGr7XC9RC2blJdnevJkpPFyufdHk2oxJ5P5ipu0lo/L1F2kBsJlWKep/bPDbGihYpm1sk7vuounGgiL5N1+fpLXqD6kBipciZLrWmFZuCGRdNMPAyk75CImc/FFK04ohuJyKobRDCOEMs7FddPWjiUSg6DRYeTxFPkig4lV8WolIP+IsIYlZRwkak2Bo2mqtVZuRtseJxLpVgcgDAsLBHgxoMmgxKuSOIZKRJyeoVKUKiM1c3XVm1z494B1n7iOm54fGQXxnThRFYxqxKjMpk6M5YsUTCVUDHqDFq2Q3GdrqEjrtuzrfx48GAXxfh1jrlXolRdAGFnyMQLhEVCxUxAqiJUWkVuQlVjo8J5vpHAjllUCrl+fpD4Ar9KfKoqFiUuWkYURl1PqN8P/7LmMXh+gIVXFiqBkcAtTUyouH176z5Hxly0SX9koWLFhIpZ6MaRJn0yU1XraCyiAFwvrSzXt2/cyQv/+yaueWh31XFX3rWdK67fWM/wp51JCxUhxFYhxBNCiAfDn/PC7acLIR4SQmwSQvxZCLEgds6o+zSHH4MljzQlzGSGkkhWNSgcj7zjhW6QJISpkrX26DDDEugAHhbSK5EM8hRNlX1EaWosKtFK24wsKuOs1PKOT1ZUjskN9PFSbuXq5H/wQu8mCq5PEhcRxdaUX6jizjEy7eSNJpIxf3el1486zi8LFSXwjGg1GTN5m0ERz0jimzMgVGIWLK9Q27V/cIeKI7p2yM12uilPYlbF9WNOwjWWCEo4ZgYHqxwXVCvJSKhQGrc/Vd/eLfhS1SzJ9x+gFO8TExPQVixGRSSbSFMqu3XKTUCtZJVQaSFXFT9SK3ZQwjeSw1w/MoynaRX5KnHiOgX+mLiEd5i/H1kYDYRCIfZ9GI+S65MQPsKKMuAS+G5xQv2+glwsvqpG97GIWVRS3vhCJVE8QIEkRRI1C5UgvJ/J9DwADhxUY7tjc7X772O/fYSv3fjUtPVUmghTZVF5lZTypPDneiGEAfwEeK+Uci1wM3A5wFj7NIcnuXyRpPCwU00USdZl+o4mbWkmyxNurfUPVN0EdY4KnnPIyAL5xHz1PFNkUYlMwGa2DajulDsShZhFBaC/v49jDbUSPpKd9BddUjiYiSFCJRZ3ItJtFM0WUrHVWdQ9OUpN9sIS6SIUeCLsGhsVhgM1ibimEirJaRYqMna9a3W7Rav8bT0zGxjohRYVYSbBMCiRmFT6dkoWcM0MjkjWL1SCSkfc4ji1fwoH97JJLgXAHThQZbkqxpqBWlTiNcxkloTwcUJxVgrT9oWZgLYVlfcg3HFT70ciIUv4ZlLVpCEmVGIl4wtORZBk8zs51tjGx+0rR7aoFMIgeFH79FZywuKPVija7SSWdNk/UP//1C/E3Jb9tQloUar8H9KjWFQSQZF+qdyMaaeHHCkKMllzfSMZxqiIJnV/C8Kg/tGsYL1T1EJkKpgu18+pQFFKeWv49zeBC2vYpzkM2NtXrPY5h2lzViqLY6Qw6zChFxyfpAgtKkKoFWkwvlCRUmIGYdYG4AobzymREUUKKfVFrsoAmgSmX8IRSexynZcaXD+igG8ry05uoJcW1DXppJ/uQYckI7l+KrVRSLVRsprJBJWbXrx7MqhgW6DcIygSKnGLilrtpgisFAmcKesoPRIiFvwY1GjN2tMXTp7T1KhuNLxw0hZhcTBHJCdlUUnLAp6VwRGJup8nJdXnyRCSYmHs747Md3PQmk9J2viF/nLKKkA+lnVl45WDrKNeWF7oOigV1fjshHKb8vF9+OeptWatqbJxEtLBN1P4IkEilvUjY6n1cddPplBxrYw0yQahdcLzap9oi9H/M3rPdpIEHjsPTkAAxz67cqAy1p5cdYp3nCjovV+0kPJHvu8kgiI9KAtWk9dDQSZxjNo/d1GSgtmsLCrRfXe0eioH8zNX8G48pkqo/FQI8bAQ4htCiDZgOVB2hkopDwCGEKJjnH1VCCHahBAr4z/A0ikas2YWCALJ6f91A+/6yX3lbcWc+mLb6aa6vnhQsahE5ncXuyaLSskLygW7QDUM9N0iTRRxE+24WFU1VSaDFRRx40JlnPoMhTA9OcguUn8P9tMq1FjaxQAHBnLYwscMn6+MEGCFVpZUK06ihWwQmzjKQkUJlKaMOjabCdNro2sRq4xZXu2aqekvEhW/3jVOePv61bWc6ZuqF6XQh2LRMVLYwSSECkU8M4Mrkpg1CO04GVkRvqVxYntSbh+O3UpOpBFOP35sUs0PVNLxbemVLZRWOmxNEVq58qFFpWzRs1OYaTWBSqd+d2kirLIcmEnsmEUliAVXF2OptLYT2z6Ce6K7W7kyrKBYaTExDvlCKL5C4WmlmsmKIrt667cQGbFr4BxUXa178w6n/9cNXHrNoyOeY4bvqTexkFQw8jVMyiL9ZhsArUEveZK4IlW7JS/8zCZaFqq/Q1dfFKgPqtDicWIrp4qNh5xQOVtKeSJwGiCAr03Bc0Z8CNgy5OeWKXx+zQyzpTvH5da3WfLUz8vbSmE8QirdjGuk1Q2mRvJOGK8Rui9cYddkUcmVPBJ4lclZKNdPVhSRiSwFkcGaQouKa6QQ5YqX46Qnl0pkRQnZpG4oxXw/bUJN3K0iR39/aIFKpoafHL1Gug3PblVByqGFJIiyNkKLSio83w6znqLxRdkOUkoSskRgppBWWlUnnUbLheEOUiR0X9U44fUXXUDSPehU1dqYbqIUcyOME3KNZF2f2+onc1WTSTsTZr7U7m4IAkmGAgMo65szTifdpqAPJ9FGQWQwnMEqC0hxsFc9kJKEqNQUsaMeWuGxkesnkYhlnSWU1aXelGApJUkcAjNFMCSYNm6ZiBdftL2KUBkpJqbK9VKsLXssX1DvKbIu2s3zaGeAnQfrFyqmO8j2QFllCz1KqDy6ux/HC7jyru0jnmM5/QzKFEW7ncxIFhXfxcYjb6v1vI1HQaRxjGRVQ9cxCV2ryVYVEpoOy+nHhUpv3uEPyY/xm+Sn6M0dQkJFSrkj/F0CvgE8B9gOlJ2XQoh5QCCl7Bln31C+BKwa8nP2ZMesmT3ufmgDr7HWc5n93fI2J2ywZaezKrukjrS+guOTwMUIV0Iu9rAOrCORK/lKqIQCxzdCoUIBI9lEychgT1G3YFsW8eL1NsaJUXFD4Wa0LAbAyQ/QirrJtDPAwKB6bCcyw08OX4NUG14yDHSMMgqi6xIFHUcxLVHWTyRUwvTpSk8hJVTSlChNYyMzy82RI0teJhE11tJp6t/MI8m38xx5H/2FKerNVAN+uDqN3G+ekazqV1UX4XsNrCyekaxLqBQclwwl+kw1gcULgQ0jjMHyku0UzSyWO1iOW1DnKgEQ1duJrI1GUokQGcU0hG4SOy6Uw2NEnRYV15ekKSGtFIGZIIFXbp8Qt0wEseKLtlsRQ94IxRPjlpi4+2gsikV1zSOhYjXPZ54xMCHXj+UO0kUb/TKD06uESl9hbDeU5Q3QTxY30UJWjiD2wgSDYnJeeVNBpMOyATUKFTdPIAWJ0PWTFs6wsfUfjDVl7etiX3+R7sHZr2A7KaEihMgKIVrDxwJ4DfAgcB+QFkKcFR76LiBqJjHWviqklL1Syq3xH2DnSMdq5gY9u58qP44CEr0wv1/YWXwzhV1H0Gbk+olWtl6NFpXBkkciZomRhk0SlyxF7EwLjpkhUUsBrRqwgxK+maqIiHAF9NT+QX734K5hx0cVJM1QqOAMll0/bSLHYChUhgXTAgThZJ1ug7BkvwyDC8tpr5FQibIiwgnJDp/PDQMiS54qxBdYaaSdJoU7rRYV08tRNNIUSGHU6HY7evBumkWB15k3sLtvekv8x4msTlHm1WTSt6PU1MDOhpaZ2p8nnxvAEJLBcKXtDbVoxIuWhZ8DmW7HMbPYfg7h5ugLAzQjoeKWA4XDdP9IEIcr8lIhsqjEhEoiEir1fWeccpXlFNJMkBRuOY7DiAVXy1j2TNKvbI8HoZaJWWIK/bUJlUK0WEqF36nMPNoYYGd3/VbVhDfIgMywT7azd+dWYHyhknAGGBRZ/EQLTeTKYu2dP76Xd/zo3rLbxs3ML59TFGlcI1mzy1G4OQokSDep5q2p0KISH1uxe0f5sd+7i2dfdgOn/udfa3r+6WSyFpWFwHohxMPABmAt8B6pmk5cBPyvEOJJ4LnAxQBj7dMc+sjBSircwAEVEe9Hq7pEBt/KkKzX9ROrKaL6hYwvVPKOh42HYYdZP2aaNjGIKSTJUKikgsm7flw/ICGVVaJSwVTdIC781h188OcP0jUksyAyx4sWFaOSESXaCIUKA+Rz4Y3aSjGMaGJKtSIybeq9RjfrKIg3Oq9sUQnN3alqoVJwfVLCAUu5rZLCxXGnLxPA9vIUjQx5ka45kDnrKkNsi8izuWvmilfJ8BoZobjzzBSJibh+7vku4ssnqseJbFhLpHaTeymnJupope0VYtftpi/A51aWU2S9qEFlphPPaiLl5zDcHF2yLTxXTfBOGENVESphun4oHKI+M4l0U+W1QqFi1OkudVxf1f2xUgRGkgQuXjhJW7EaQEGhIkji6buiNNy1Y5QGKEr12c7XKFSc8L0nw3gcMp2YBBQGRum7MwYJP4eZbmGfbCPjqPtdXAyMlKlkuf3kRRMy2UILeXJhy4zrH93HXx7bV+5/JrOVSh6OkcYzUtg11M8BwM2TJ4WdVP/PNOpz1l/0ym5TJ14Dpm/4Imq2mJRQkVI+LaU8WUr5TCnlcVLKf5JS7gn33S6lPEFKuUZK+SIp5b7YeaPu0xzamIWKUBkM1Xu5CaGdCfuK1GtRccodkD2RqN2iIrxyNVvfTLOAXgDS2VY8K0tqCiwquZJHSjhhuXsbH6Pc6K8n9AFvHbJqk5HpukkJlTYGyYgSQaKFhPAJovTLoVk/ELOodJBsUoWd8lHfnCg2JrKoRHVYQsGSCINzI6EyWPRUW/hktlx91ZmijtIjkfBzlIwMRSOFVaPbrclTE8kqsZeDM+hT973qgFLfSJGo43Nb5r7vlx/a6aa669WUwlLqblqttP24ReXG/wQ3h7/jXqDS9NHKduLZTaSCPKaXp8cIe1CFwbLljCYrEiqhtSS0ckXHJbMtldcKXT+mW59YdCLXjZUGS7l+oriTeDsLYpaT+ALCGMHVZLqD7JTqehT7R24RMJSy+MqEQqVJCQIrX//UlApyOFYTNC+m2R0uVAaLw12USW+AgtmETLWRFB6/vOPJ6v5G4TUPUu3lbL2SmQ0Fcm2fe8PNURTqPuRikRHqc+YHstxXyYulhDNQSa0eLVtpptCVaTUzSqIYSznsUe3My00I7QzSztRVr6MQFnyzktGEUV00ajTyYWyLGVpUfCvNfKFu+qmmFjwrS1pOflIeiCZ7OwNCqB4ibrHqJrSvf8iKKJpsmlUw7WKhrlnQvhKAjiC8hiNZVCJaFpNujYSKmqDKrQWizKAhK+ZEaFGJamHkSqpZpJFoKseveHV2tq6HZJDHNTOURKZ6khoFzw9oD5RoWyB66RucuVoqQegeMUOx51spknVYQsrEUspF03x8M1mVojsekbsmWmn7IwSzPrV5EwC5g2oSSrbORyabycg8tl8gb6vPSZQSHrl+hn4+otYWUZpyKprUoSxm4plyJc8ft0R7uTGencawUyRwy319Ev4gvWHsTdzFk4llspnOcNeP5VWEijNYm0XEjd5TZCUK68O0FHfXHaSdCXJ4VhOl9AI6gh6QkoF8gXOMh7DwqpotRqT8QUpWc7kf2Lf+/ABP7R/kWeJxlor99ITF2axUloKIMs0ydQlb081REGrBURAZmsmzpFU9V38onuRgJUbF7a0IlZ5ZDqzVQkUzo6Scyo3D7VVCpdyEMJEBO0OGEl6NPUMKJWU6tqKVrUjU5PpR1XAdzHAlGNjZ8grDSLfh21kyTKwyZRwlVIqI0NzqigR4pfKNAVRdmTjlgMR0B56wOSIUKiIUKotFeA1HEipnvl/97jiSTIuagNxBNZmLoTEqhO8tnGSSKXUTi4JpBwtFksLFTGUxwskqmqSmg1RQwLWyOGYau4aA6sGSx3zRW/7b79szbWMbSnSNkqG4C8w0SUr1Zx7FJgbaVir3Rx1CJXLXiFDUBjEh6YW399JBNeEUQsGabV8IiWaaKGD7eTw7S06myrEdpXwYAxV+ZiOhYpQtKmp/pqlSlTb6DNmxjJX3/vR+XvjfN41s6Xrk17DtdgqF6LUymHaSpPDIh26PpJ+nz1KCI245yQSDDNjK1TWSUEl6g+ySar9fo1Dxh7qzwu/aErlvRGEx+hN5pCjhJ5oImhaqejT5bk7e8wt+lPgcF5l/KTcYjZMOBnHtZqzQXdsqctzx6NP8MvkZrkl8ggM96n1YqWYkqrKwa2UILPW5o4bPne3lKBrqO95vNNMuBlneqf7uC4u7idx+HGnSa7Rh5SrWpAOzHFCrhYpmxii6Pi1BLz0JFSTqhzfpqH05dgaRSGMISb7GFuSlIdkXgZnACGqwqBQdMqKEHRazilwbAKRakYkmshSqCk1NhIGiS1YUEeGN3DNU5d24OBla/dKIfPPJZlwzzRKhzMdG55FAxcISmdurOOcj8IkuSLWWhYqfVzc54ZfwRELVW4HKzS2ciMpiLwwUjerbWMlsxcVRZ7BkPaRkHs/K4poZkjW43foLHvNFH7n0EgCMgZnzqUdCJZ0NhW6YFVXuMFwLUkJuP72LzuSDzntIti5EhoX1hgoeKeWINUMioZJojQKvQ6Hg5LEIS96HRcfcAfV9a2pbgJFuJilcWmQfgd1EQaTK38OorL4VTdph4cGoEGPkJklnYxYVK4GLXe47BHDqk1/mV4lP8ujOIWIhdwB+8zb4/kso5qNU+2z585fLq+dIBTlyifkECMxQqPiBJCvzDKTU+x0WTCslySBHwWphUKYICtWv7fkBX/vbk+wfqF4cRAJPRPE42Xl4ZprlYj8Hc3XEZUXjSbZgNKsxDnbt5Lh+VVXjDOOx4UIl8MnKHJ7dTMc8JTg7GWDXxnsA6BCD9Pcoa1gi24YIv7+B3QRWGpOgprYhST9HKWwP0k8z80UvL7PuIkuh7JqyCj0cpIV+ez4LRC8fNH/DG83rOTCoLSqaw4SenMM8+nEyi1Qp6Hw4AUdBnnYGEWYYRJPkeMjwphmt6AIrXVMUvBNaBuxMaLJOxSb9VCskmshSpDBaG/kaGSwp148Z1qJwzRSWn2dvzN0z1PVjRJNNshnfzLAksqh0rAIoW1hINDMM01KN8oDmbJpBmUIWegkCiRU4eGFZdABk6HeOamCEbozIrRFNWHa6CSOMX/EnUCK9VrLk8e1mXDNbLgs/Fn25Ip30Mdh5ghpnrv5mcBMlylhLh8XypDWBgnjFPvAd9i08h98FZ9GUtBB2miROua9OxDfWb+aNl36Je6/9VtV2P4xnSrarSVFGQjJfic2I4iz8XA85maSjrQUzpeJLLAL8RAtFI4MRxpdEReMS0XfCSuBhxSwq4XczLu6BopEulxbwA8m7rWs5zdhEaeeD1e977yPlh8a+Deolsm3lukBRcbeszOMmmsmRxvTU2HKOR4vIkw/F6TCLijOISYCZ7aCXJihUB9v+9fF9XPHnTXzlhiertlfcz6FbVAiKTctYJrroqaPwWdQFWaRaSbSrMeZ2bWBN6TEAlov9wy00hV4MJF6qg8VHHg/AKmMPzv7KGGWXepwI23CoP5rqql+TDHK4VihURDPPNp7gddsv5f3Wb8tCJVHqpk+0UkjO4xhjGx+2f8On7R/S1T+zLSqGooWKZsboyTl0ij5Edj4HacEMVzumVyDAACuJEZqbo5XWeJRvmuEX1rdriy2J6k1YoYBYMr+zsjO0qJhC1jyO0RgouGQoYoarU9fMkvDz7A1TaRe3poYJlbLrJ9GEb2dpD4u9UXb9REIlO+ZrN6ds+sgiin3lNO7AjBXpiirVZlQwZeQSkqG1oBjLhDBDAemNUd9kT18hLMBWP4FbUlkIqRY8K0Najn9jLPTtxxSS0vxnApAqzpxQiSa2bCh0pZUmLRyceixwOWXh6DfV9W9KWRiJNGkcBoaks978xB5+Yn+Wdfd9FPY/Xt4uw89/S8dCPGmUA15LfZWgyGRRiRaR7+YgzbRnEiQyMbdNqpWSkcEKz43K6iczlWBZx0iXFxSBk6dIslzhOKJkZEiErp+e3krdk+Tuu6rfd1+lwkTrtusBSDR1YIXiqZQbIAgkTeQJEi0URKZcOyVX8mhjEDe7CE/Y2M6QrJ/Qemg3ddAns5il3qrdO3rUe8iXhvyfIqtu7Dvlta5gmdhfV5B2lCUk0m1kOpcDkH74J5gEPGEdw3Kxn4HCkOcL74N+qh1aloKV5pnJvSxwKxbCpj7VzTjZ1F42iBYzC5FhU8hg533w1VNh459GHVs6yONa6vO6cNGS8vZjxbZy0beUe5B+sw0ntYAlomKNcvZtqvkaTAdaqGhmjAODJTpFP6J5Af1GK3aphyCQmH4Bz0iBEJiJilCRUvLZPzzGTZu6Rn1OP+qyGxWlSjSplfk4sSWFMK0zMmtn4mbsVCtGUv0db9Q2EQZzKuU5EQqiKNsi6lFzwhGt7O+vdv2Y7qCKZbESpFoqBZ7oXANQtrCM6PqJkU2Y9MssZqmPvKNSjauEyvM/BslWOOJU9XcY8xKE2UHlCSvbTCqckJ3CyEJloOjy6c/9Fz/+1ufHHNNo5KIbfKqFwM6Sojiq3717sETXQAknjHEy5q+hYGRoKu0f8fjpQLoFXGliRt12w5V4qZ5g40Fl6eg12gDIJk1Eug1b+AwOVH/uFvTcR0KoybWw5c7KOMKVdKa5jQLJsgtjIAxU3xospMlVnxez2EOfaCFhGSSyFaFiZdtxzUzZbRO5dpKZyufLNSuVmoUzSMkYHh/lxFx2A3sq9ZJauh+uOq7Uo6qzDsg083cooTJ/wSLsUBi5+V7yJYcWkcdPtlI0m8qpyvlcjrRwkKk2ilbL8E7D4aQvMp3kjGasoUIlLOA2TFDHAvojjI5VLBf76RoY30Ibke8PY0mybbQsWklR2rTuu4Memnmk/QVkRAlvoDqTKJ42jmHAsmdxnryd48WW8jGLipsJpCDT3MqNba/CkwaltqMQYUd274GfQPdTcNf/jjq2tMwrdxGwatmy8vajjF1li0rG7SVvteFlF1adax94nNlECxXNjNHTn6edQRItC8hZbaSdg+ztL5KhiB9molipMOi0OMiGXf383y1beNP37h71OQejRmqRCTR02eTGcdnkBkKhEq2gErFJP9GMEQoLZ5JCZaBfjS8TFlkKbBXEuPVAjnlNCZa2Z6rcQEEgSbr9lCx1fLIlLPBkJqF5MQFGJZg2MbZQEUIwaDRhOX2qeSOuqucSsfr5cMl2SA+xqIQxKpG1KpFuJp2NSrSPPBH/7o7H+N/El3nvwc8j8/XXnhjsC61r6VaMZBMWAdId2TJ22mf/ymmf/St+v5qMk22LGbAX0Obu54+P7OHcL64ft8DWuOx/HL58Ejw5crErMyzQFRG5LEtjWOAO5pzqSqeDSljt9loQAtozCYyMsuwV+yvi3A8kzyzeg4tFIAUHn76/8hylAQIpSGebKYlUOTA916OsS1vMlbQFB7nwm7eT793PoKkESjImVJLZNjwrWxYZUcB0uqki3j0rgx0U8AOJ4eZxjeHFBn1LWQsBivvVJLtTzmP5wAPgV76Pua7tdMlWbg2OJynU9kzncuxsmCZd6C/XP5GpNkpmE1bo+ikOqO1Gpp2S3UqTHCjXJfnDw3v45S1KFJnZDvoTC2gp7eVPG/bwzZs2A7ArLIkfWVYiglKubNWNyMxfSUaU6NqvPmclz+ftP7yXax4avSNyKRTciWwH85rTbJcqG2u9fyK0Kdet0bej6pxilJUX/u95/sfplD2cbW7g4cRJACwJ9jBIiqZUgh/aF3Js6fusWL6Cpja1kDG236HO7Vbv87/++DgXfuuO8mu4pQJJXOzIdbTquer6Lj2NJaKHQtjnqdnvpZhox29XY+0PWzMk+iqiaTbQQkUzY+T69mMISaptEcVEO1m/l23deVpFDplSN6lEuKpy8n1c+3DlhjC0KFr5OSOhElpARLKZpPAYHBx7ZVuMCkhFVTdTsZoQhoGZjsYxdpO38egPBVFUhlykmmkizyO7+ljbVOT4YCN5xycfCqvegksLg7iJcCKJbl7ZeWAY5MLJ0TdTw0zvI1Ewm0l4/RzMO2HzxuToB0dpy271yloksmTCSSRenjxOfvsD5cf7Nqwfd1xDKYY3SjvbVo7nKYwgEoNAEkgJSLx+NRlnO5ZQSC2gM+jm09c+xuauHLc9VVv9jFF59Go4uIXg3u+PuNt2+8v/C4BkWj0eHBg9tupl//0nnve5v1QyyULXz5fv7KMpaWGbBmZY+2bhrZ+AX70FpKRroMTxPE1P89E8Ilfh7a+Y4Y3iQfrJkLBtHCNdKbUeun56m9eSwuHxrbtoY5AgpdJ9M83t5edINXcol2koVILS8KyewE6Tpchg0SPt9lBMDOshCwnlds2VPIrdqu/sVdnX0OZ3w6NXlQ/ze3eyW3ZypX+u+jvdCckm0uHreYV+8n3q/2dmO/DsbLmjsBMKATPTgZ9opY1cOWPlvVfezy0PqWtjN3UykF5Km3+AD/zkLi6/7glcP2DXwTzHiG3sOJirCli2nF7yZnMl0Byw2lX/2/wBZQH6zX27+Ovj+/jAzx4YsWgbgBP2JEo2t9OWsdkYdou53l+H0aEey4PV/X6c8H9lNoXW0+XP5mBGCYUdybX0quLvDJAhm7Q477iFONicvKydto6o3ktoTezbAYVevnXz09y9pYeB0HLU1aX2p5rC//vaF8O/bUWc+QF1vfq2gFskQwEn2Ulx+fN4KljCD1vfQ485j+b8yD2KZgotVDTTR74Hrv0QdKmbRymsephsWYCb7KA56GdHd442BjHCiTAZujq8gW62H8jxIevXvMH8C3c8PbzCZNH1CcoxKmEKZTTJDY5tCSn3RImsEk0LqvY3tbQBMNh/kMmQj8YRCiI700qTKLC5K8cnC5fzjw+8mVViD91hVP3+gSKt5JBh+fuyUAl/J5rVBBG9z/Hwk20k3H729RdJ4pQzK0bEtCiKNLarxIiIGrql2jCyYT2LwsjWknTPY+XHg5vvGPGYsSgLlUwbVvhaAweHu/we2dnLdYlL+Kr9Vbr3qptnpmMJXtNiFoqesnXqib31d/GN07dFdffu2/rAiPsT7gB5o2LRiqwBo1VC3d/dw1Xee/mm/T90Rameg/vwMThIE89eFf1/1e+OXTeqyf3Ak+zuzXGcsQVv4TPZax1BZrAyaVilXgZEM0IIXDONEQqVoH8veZnEnL8agIWih0WihzWrjwIg01b5vDe1duCkOmmXvUgpy/1/0rE6KUGihVaRY8fBPPPkwWGuAVCLhAxFugcd/J7tlKRF/rjXsCk4AufO/ysfZw7sZq/s4Jbgmbwi+BzmW1VcReSO8vJ95HqVUEk2dRAkWsiERd6cnLq+dlMHItNOmxhkd1+RvOMxn4McZajFTaplHqWmZRhIzjXuZ43YyWO7+zm792quS17Cy/y/0h3GnviBJO32UkpUxBug4kUAGcbUbNq1n2/a/8MHzd/wwLaR7wvF8P/f2j4PIQS/aH0blxrv4/rgNJoXqaw9o7960vd6dxJIgd22qLxt37FvBqCw6sUMpMKgXJElmzB5x9lHctfHzmXlvCzZtopreLNUx+3YeD8L6eFIsZsbN6rvUM8+ZcVJdx5ReeF0O3Sqz0Oq/+lyALaX7uSEo9fwiaXf49SXvYue5FLmOTtZv3E/f9owcyUA4mihopk2tv7t/+C+7+P/9VMAeL1KqIiWxQTpTmw89nbto03kSIQryVSLuoHKfA9y3wY+ZF3Ff9rfZ1/X8EmrO6e6HQOVglOhJWSk1XicKP6i7JNuXVa1v6VT3TSKfZOLe/AHw4krrSbfVFMbzRSw8FhbUhkPLzAeKBdU6hoo0Spy5cJPZaESWkKiarNiHLdPhJ3tIOMPsq+/SFYUy6610cibLaTC7rRWMRQl2XmQalVpokN8/hHzBjfRa3byWLCCRNeGmsYWxwmvU6q5Eyv8DETuizhbNz3EMcZ2LjDvpLlnA32iGRIZjNYjWEAvJmqlu30CPVrimPuUC6G9tKuqd0xE0uunaFb+B6l29Xnx+keuZHpg4x3MF/280HyAfV2htad/D71GBxKDb1+k4oRSkasvxN16G707N9IiChhHnEK+aTnt7t5yq4SE08ugoT7zRbuVjNcLgBzYQxdtrFyhhMrJxlOkhMu85ceo89oqwZQLl67CTS+gSRQp5ftxi4MEiHIfI1AF5ebRxwPbD7JQHESEqbdxjEwrrSLHgVwJc2AXXcY8zjthKX+Vp2HuvheK/SAl2eIeuq0F3PyR5/O//+/NMH8toDJlAPx8H4XQxZNqnYeX7qSDPoquTymsNNvU1ond1Em7GGDXwQIb9/Tx2+SlfNBSlptM+2JKi9U1/d/El/lj4hL+9sBGzgiU2+zvjLvY0aNEXU/OoZ0BvOQQodKqJnV7UImfZVt+xfnmPXzY/g177r6KkfD69lCUNgvnqf/jslVr+WH+TECwZtliBoxW0oPV7eqKB7aznzaWzau8/tF/9wHWv+wOXv4Pr0S2qaDcA3QghEAIwcIW5cJtaa98Xn7jqX69uzfdy68Tn+K6xMXs261eq79LiaPWBUurB9xxJAGCZO/TuGHsEM2LaU3b/Pyfz+DM1fPINa3gCH833711C1/921PMBlqoaKaNLff+GQB/800Q+OVOojQvwmxWX7CdO3fQYeYxMmoibwlNmbne/Szuva/8XNk9QzIHUC3Jmwh9zaHrxw6FSmkMi0re8cj4oQsjEgSdR8GJr4XX/RKApnDl4fdPMpMkNO+TVe8329yOLXxOFJvLh6wzNpaFyr5+JVTsUJDQqSYamhdVjzdbPaGNRqa1k4wo8ej2A7SQx86OYLKP4SZaSbp9OF6AUeghQKjmhobJoGjCHkGo+IFkhfs03c1r2Wyuoq3/iZrGFsfpUSu+tsUrSLWq1brTP1wkJnfdXn78EvMe+mz1eUl0LMUSAW80/8znrG+z+0D9cTJlct00lfZxT6AmULl/+PtJeAP4yYprJBOmB1eVII/hbq0EwDpb1HuQA7vZFbTzmtOWYRjK5bBgycrycb4UdD1xB8XtanLtOOpZiI4jMQkIQvdBwu2jaKtxFFPzaQtC18jgPvqteRx9jEp3/WDqD+pJl65Tv2PtFzrnLcIO67Ds272dIN+j3FoxN0i6fTHzRR9/27CddjFIuiO2Mg+xWo9gHn109Q6SKe6hz17IycvbaTv2+ZgEuNvvgcJBkkGBQnYpyzszLGqNd2AO48IKfRQOqu9de+diRPMSmkWBPfu78A+qibd54UrS81ewkIM8tHU/+zfezdKw3tDdwdEsakvzgjPP4GY/TF0XPvvvv4ZTDWXdPc3YyI2PbkdKyZP7B+gQAxhNscB1gOwCfGGRLe4lCCQnDNxKV2IpO6zlrHvySxAMd/+YA7vZSydtWVUG4JTlFfGxsjNDf2oxrc4Qq0TfDnbLTo6cH4t5Mgyed8qxWKZBer5yAznp4d/5tubKOdcFzyInkyzd+EOWGV0khUf7lmsBys0R5y1aWf0Edoq+xGJa89t47NGH1HuYt7r6mI4j6RT9vGjLF/iU96VhY5gJtFCZixR64eFfVoo7NSDdAwVOlo9TkjYJb4Bg76OIsPAUTYuYt0hZMLZufZpWBssBnalMEwWSdO3bwzpjI6VkBy4Wnd33DXuNvrzLPNFHIKxyp2A7ch0NDrfARBwYcJgf9vWhKTRhCwGv+CasPU/9melUlT1zE7eoBIHEiloGhMIiqndxvqmKORUXreNEY3PZDL39wCAdDJBuDW+aq18Az7sEzv+c+rslXAkPcVWNRkunOv6eDY/TbuYR6dYxjzcy7bQwqBr85bspmM2qNgswaLRglYabvPce7OcosZNix7F0ZdfS4vXAwMiWhdGQvTspyASdnYtonqeuUTRZxWnffw8HRSsDhPV2MurYjuXHAXCp/WNeba3n+O4/1/X6VWPZpXrj/MY/B4D+7dVZK64fkA0GMWLXsqkjLEAWBsji5FX11SjeY/997JYd+FJg7lb/e693N7v8No5dUomPMrPt7F/2Eu6a/ypuD44jsf9hEvsfpoRNcslxZBcr8XRgu8rCSPv9+Mk29XzpBcyXvbieT8bpws0sIDlvFX52EUv9XSqAcuHxlTfy2p/Da34GQjB/sVq179z+NEb+ADm7WtBm5y0lLRz2Pa1qoMxbsmLYdWteuBxTSPbu3k67u6/8v2lfc6YKAt54K/Sq2JWhFkwAEs24wsbr3U3QvYVACtoWH0nrwnBs2zZT6NpCiQTJ1sUk56/GFJK/3HEP/Q9dg4/gvrO+zVfbL2bVvCzLOjJ8a/kXeN2ia+g323lj8DtaRZ7iUS8lLRzuueV6Vl3yR25/qptO0U9rxxB3lmGQyy5jpdzFjRu2cpJ8nF0Ln8/mYz/AsmAXW27+ybC3kMzvocdaUC7KdsGJS5jXlOSdzz0SIQTF7FIWBfurCs4157bSbS8hZY8cc9b5zJcAcOK5rxm2zzQE/8K/8L/eBey1juBJuZQj/J3kjGa6EktZvvd6/vjIHnZs3USAINU+3BKWb1nFKnZx011340vBs04+qWr/4qNOBuCN1l9YaEwuZm+iaKEyF/n9h+Gqd8BfPznbI1Hc9Hm4+j3gVQJen9pwN20ix7flywDY+tB62rwDKpvFTtF+hEq1XWvsVHVPMpUbY85sxSx2s87YhL/yuWxNrGHp4CMMZXPXIIvEQYKmhSqtD0i0hzfA/tGrlB7IlZgn+lTA6mjBpYZBn9GOXZh4UObBvEO77FMlr8P3J9rU+F5q3olsWoh1witYInrYs+NpNbb9e8iIEma7ujljJeF5F5fN0CxRNw3sMWJNYnQsUxPbIn8XbXKg7IIajXRLJ63k+OZNm8l4vTjJyvFBugOj0I0zpBjZ/qceICF8jCXPpNCpJkK556Gaxhdh5fbQZczDMA0WLVLvtaqTK4CUHJl7gKeb1/Fk4lh13oKj1bhXnV516Iu8m8tBlnWx5RaKN36RorTJr30FBZmgsOvRqkO2d/XRQT+J1srEZmfbcbDKVWD566Wq+ur1H4MgYHH/wzyUOIXNYgXpvfdD4CP6drBHdnLqimqXw4K3/Zxnvec7PGGspm3wSZb0P8SuxJFg2ixYoVw3vTsfx3E95gU9ZbEtmxaSFC6PP7mJJcFe/PYjVcr/+Z+FU94IF/6wykrC0S+BZ/wdAIuOOgmAv/3tetq8Lhji2rFa1N+nGKrwmNEyfMJLd6jP7I03r2chPTjtKv7h6BVL2CSX4m+/m31PPQiAOf+o4dfeMCg2LWeRt4sDOzeylw6MRIqFS1Vsx+annsAe2EFvYpF6Hx1q+1qxk2MHbmNb+jhOfeGr+fGH/7E86f/4bafz03eeQ/eiszjGUFa71Is+jo/BcwzlovzFjfcwX/SRWLh22JBSy0/hBGMLP/75T0kIH3fl81ly5oU8GRzBqvUfYMN/nklu/1ae7hrkOzdvpqW4k6Cl4l5J2SZ3f+xcLnmJ+r8lFx3DCrGPb1x3H9u781x7+4O0e10cbD1u+PWILstRz4OLt9O+7lUj7n/VRe/lc95rufb9Z3FroL5/A8e+Dk58NevEJj71079yvNjKQNORI97vgiXreIbYzvniLnZYK1jY3lK1f8Fxzy0/blv7nFHHOZ1ooTLXyHXjP3aNenz/j5XfdzbZuwFu/Cw8+FO457vlzbknVcnoF732X+iSLex8eD2rxB5KLSsBWLD0KHwpONsIBUhYdRVgh5zPGcajLBIHyRx5Bt3tJ3GUu2lY597H9vRzhNmL2Vrxt7eHqy/v4BhCZaDEfNGLP4IpNU6/vYD20s4xjxmL7T155tOLm2irZOi0qpvYYtGDWHoa1vJnAbDnsdsAGNwbuoTC4m7DOPrvlJXlrA/XNIb2I9TN91TxJBZe+fVHI9u+iPmin989uJsl4kDVhCTbV7FK7FHWlhi7Nqj/9YJnPIf2VScB0LPx1prGB3D9wztYMPAoPWGmQyqVYhcLSPdW+8P7djzGfA6SX/xsFjzvnymZWVae/Xq1007By/8XzruMzce8h2cZj7Nz17aRX7BvF+y4e3idlsd/Dz98Kek9d3GNfyavOuNonpRHDBNde7dtwhSSzMLYZCsEu+yVtPQ9AQN7kff9UG1/8Kew+W80BQPsaTuFPS0nsDT/GHRtxPILbDaP5BmLqicG9XSC3rbjsaTHsf4T9LapiWzVihXskR342+5k19aNJIWLEboH0wvV72t/8hVMIVl6TCjeTngVvOyrlTT0EUh1LiPfvJJ/MG/nFOMpOpYfW33AYlVU71+SVyOFAYtPGv4k4Theb6qU7vSK0wBY2Znl/mANTfvv486//JJ+meHkU04ffj6QWnQ0q8VujhXb6UkpUZ9aeiIBBrlN6zlOPkkwT4lTlpyMTHdwuf0djjO20XTKPw17PsNQMR1Lz7wQAK/zaFh4LObSdbyz/T7e0LaBt1nXqYPXvHjY+YlVz2Gx6OEK+1v0yizHnf5i1ixs4bKmi/mZ93yWu09z8Ovn8pX/+SwHrv8880U/rWvOHDaGiCPW/R2WCDjy4f/hq/99Kf51lwCwet2LRrwelQszuiX0zNXz2Hr533PUgmae/47Pc/3Rn2bhP3yK+ae/nkAIvpu4gnOsR2lePfI1X3bWazGEZK2xC3/N+cMPSLfB8a+CpoU0n/nWscc5TWihMoSS59NXcDn/SzeXc+8bieKDv8SUHhe7bwevAI/+dlbHs/+vXyIvkzweLKN//ZfL9RLa9t7OXrGAtUcfxyPiGSzLbeAYcxeZpeqGm06n2Snn8yIjdOmEqyOAthUnVKoiLj0Ne9UZJIXLtkers0ke293PCqunKrAvlWmil2Zk7+jpdE/sHWCF2I/ZNtzPHqe/7Rms8rYMryRZI7c9dYAjjT2IzpjPN7baYvnpsOgEPEyW5R9lf38RcTD8zLUNN62r85fARb+FhaOvwOKI1qXIZAv/3Plg+LzLxz6+fQXtYoA2Blhr7KZlaWXCyiw9gcWih/+66o5yamcQSDp3r6fbnE/nEUdx0tpV3OyfQOd9X4avroP7fzRmwzT3wNMs+80FLBUHaD7jzeXtO5JrWJh7vOrc/XdeCUDzCX/P0jNfTfITuzCWnVp5spNeB2e8F/P4l2MKCQ/+TG2XEtyickfd/X/Ir62D774IvnUOPHYNDOyFvY8gf/deHglW8vzSF7nYewdnr5nH4+lTmH/wAdh5L/Rsga6NpDaocXQc9eyq99LbdhzHOI+S++U/E/gur3cuIQgC+Okr8aSBv/K5FJc+hybyeL99DwD+klMxYxNZnKOedV75cd/qCwBoSSd4PHsaK7pv5cEffQSA9OozwuPPx8fg4/aV+BgsPv65w590DDIvvIRnGqpeRmL12dU7O9dAppOO4CDi6L9TAdZD6TgSr301LzLvp09mOOH0FwJqov6V/1yaRYF/MG/nydYzOHH5yJY9e/VzWW3s4RhjO8c8/7VqY7qNwcWn817rGpaIHhacEYpTK4n4uy/Q3tYGy89kwTlvG/W92cdeAK/8Ltbrf642PO/fsEu9/GfxMt5l/V6JlAXHDD/xmRfiNi9jnujHe+7HyGRVhtX3PnIRq976XX5xzNfJUORLiW9wsf1z+lJHsOYFbxx1HGLZ6Wxqfy5vtP7CF+xv83Lzdu7rvIBTznjBqOfUw3ErFnHeaz+oAqE7VyP//ks8oy3AXn4axvM+OvJJC46BC74Cz34Xq1/+8ZGPeeV34F+eGPf+MV1Y4x9yeHAw5/DC/76pHCsAcPl1T3D5dU8gBNx1ybk867IbuPglz+Bdz12NH0h+etc2zlkzn67BEqetHNukXg+9eYfdvcUq3zXAm793Fx/a+m2SLOfn/vN5u/lHjnzgpxinvmlqXrjYx74/fBbRs5kFL720vIoajQc2PMaxT17Nr/1zuDl4Jt8q/Q/+Y9ewufXZrM3dx6Od57HIENirz2bV5rBo2xGnlM8XK07H2BFahzoqk/mq48+ELT9HIhCLnslSMY/gDsEDf/4Ja05VX+iC47N/1xYWJ3fB0ndWjWtbci2Le+9nW3eOFZ3Ds1we2Pg07zO2Yax63ZjvL7NyHW37fss9v/8yp7X04u+8D2PtixHHXBDGxEg1Ccqg6kfKgO6BAvuefIQTjaexl8X+P1YCjn8lPPEHOO4fwU7Tv+h0XrnnFj56+RW82/objtVMYt5wM/SEMEzEmhfRtOE36u/xbjRhsOU9R1+JvS0PqyoTVuczzoY74M17L+Oq//gKi7MmC5IuZ/j38ujqd9ApBMcuaeEjR3yYnTt/zGl9u1hzzfvx7vgmonkRpgACTzVQ80oM5nMke59mKTYbTvk0x591Yfm1DhxxLqc/fRt9nz2KlqYs0iuxZnAvN3EKZx4Tiicx8gS/8KhTuTU4jrMevYLg8S8jAg9BRfDc7h/H31jH+3pvoP2XF5W350SWD7jvZ4tczC0ffT5CCJwTL6Jw1x9p/s655eNOBfpopnX5CdUvfOpbMK77PdkdN/F590JuC07gv91X8kHrKr7t/z1nn3g8/bmjuGfD9zht7wNc769j2dqTRv1XvOCUY3ntHz7OUnGAj57xd+XtwVkfoff6e3iFeRu3+8dyxolqpZxs6mDg9P+Hfd93MM+9BLN5eArxmJz4GiWee56GVc+r3mcY8PJvwsM/hxd/duTzhcB6+dcIbr4Cc917qvpn/fDS9/L7q0xOS2zj5PMvGX0Mp1wE3U9CphNzXWX13vKa/4O7vgXzj8Y8/uWV4094lfoZDyGqjzvqhfCRzbDnQch3w+pzRz4v2Yz9vjsh18W8mNVXCMHpR3by7FX/yJM7z0L4e2nPJGhtW1GpzTQShsHaD/wOererMSVbODUKkJ8G7NPeBKfVMD+MN4cIMer3bSYQdbcln2WEECuBLVu2bGHlypVT9rz3bz/IP37j9jGOkBhITAJu+tdz+MVdW/nuLU9hEGAgee26I3jLGcu5/al92Ab88u6t5EsO3QMFXn7iYp61opXjFjfx8PZukpYgm4BbN+7nBUfP46n9/Zy2vIWOtAky4B0/uJsg8Pjoi9fwyI6DZGzBg9u6yQ48xQet3/Lv7pv5sf9i3mleyyX2z+D5H1eqOPAg8Nl7cICi45IwJEuaLRWdLn0KxRI7uwfozJp0pEwIPB7YdoAlLTZttkf/fb+ikwEcLBKGZGD13+M2L8dHsDBrUXJKDOTyWPgM5gsUN9/GMtHF5at/xJ0H0nyt990ssAbZ7nVwnLGNR1/6O45b9zyCgS7k10/DIEB84MFKPMqm6+HKC5UZ+Z03VS61k4c//qsq7X6aWiVd8+/n81LjTvpaj6Y5nWDjnj6aybPc6IJ33wELKyv/n37lY7y+5+sMkCXb1KzaxsuAhAme5+N7Ls2iAG/5E6w4Y9T/eFfXXpJfO5kWkackLXbK+aw2JlBH4B03Vgk0Al81pAuvQ2nr3Tjff5kaE5B/zr+RedHH6n+d0eh5Gn7yKhAGvPeusQvF+R58+7mqwuX8tfD2G8AMy8RLycFvX0Bx96O40sTFwsHiaesozvnwj2huVsL6p3dt4+O/3YAg4CLzL5xn3FtOI/cwcaSFg42DxQ65gM2r38Rn3nR+lWVhy/5+/vCV97FS7FXHSosu2kie9X7++fx1477l9//gZjqf/BWLxEFKWJRkgkFSPBEs5x55NBIDE58zjUdZKfbiYfI3/2QOGJ1s/Mz5WKYyNg8UXc775JWcaT6KlAIHNfZ/edOFHH10tXtESsmHvvFrHtvZw7KjT+GyV5zAW39wD4/v6aWzKc3dHzuXkhdw/H/8gZViL1vkYtZ/5FyWd44+sZU8n6Ib0Jq2q7b/9t4t3PbIk7zv75/NygVjB0hrNI3O1q1bWbVqFcAqKeXWofu1UInYeR8H/+9lmASIUJCYBKEQCZQpuQF4qvUMfrj8Mi654Jmc/B/X8l37C5xlPjr+iaPgSPUuPUzuD9bwee/V7JTz+bD1a/7evIt2BjCFLE9MHiYuJh4mB2QrX/Au5F/f+36OW9LCh7/xa16+96ssEQd48sg38vdvvrjyQoWDaqKM+1qlhMevhRVnjmxKjvG7uzay+9rPcLTYQYAo/2deeOazsM7/bJXa379/H3/6yntVyXgEEhE7R/0+68RnsPaVl5aDcEdCSslbvnQVdD3O/cFa+slypNjNKcaTZCiGElWUX8OP/pbqNc4/YQnPX/dMkmvGN8EXB3rY/MidHL18EdYRJ0/96iX6nk/B80op6S96XHX/To5d3MLJy9tJWJXr6PoBb/re3dy+eeTiZ3FecvwiPv+qZ9Kcsoft23ogx5u/fzdbuytl5zf950uqXms0ugdLnPqfw8vfP//o+fzzOavZP1Dkgz9/cNj+hz/5YlqGjOXHd27j369WgZenLG/ja687hSVttQUz9+Vdbn3qAOcfv6gsxHb3Frjq/p287tkr6MgmxnkGjebQRwuVWjm4lf6//Q/3bOtj/6CHMAx6iwF+eQIy8KWBX5YugrPWLuTGTd3hNjU5+eGPRJSPjyax+LnR4/I2aeDHJuDq/ep4B4tbLntLebL5+o1P8YXrn2AJ3bSLQVxM/FB0+Bj40sTDwEf9Dsr71N9ySIjS65+9nE++7DhuebKLt/7g3nEv2XfeuI4XHlsxL9/21AFe/527eMnxi/jfN5w6xpn1EwSSIz/2x6pt13/oHI5eNHKF1q6BEs/9wo3knepaB0fOy/L+c4/iFSePHVQ6lN68w0DR43u3bWHLgRzrN3bxznOOpDllccWfN/HaZy3joR19PLann4tOX8FnXn78+E96mFB0fQaKHpYheGLvAE1Ji339RY5e1MyyjjHM5CGb9g2wtD1NJlGfp3rTvgECKdm4d4CWlM3Za+aVLSWgrBU7evJ0ZpNs6c5V1bzQaDQzhxYqk2B7d54/PLKHV5x8BG/9wT189PyjyZV8bn2qi8tecUI5V74n59Cesbnz6R6OXdJCf8FlfnMSIeDmTQfoL7hs78nz5Rue5HXPXs6F65bx8q/fxvOOns/i1hT/+uKjq1Z/333TOk5Z3s5X//YUvQWHi89/Bq0Ze0QT8H//ZRNfueHJ8t/POaqTt591JEcvauYL12/kpk1d9OQczjiykzue7mZeU4L/uOA4PvAzVRr8My8/nqLjc9EZK6ry+N/4vbtJmILvvOk0fn73di6+6hH+8IGzuP2pbt78nJXY5sir2qLrj1oPYCoouj5Jyyhf+7E4MFiiOWWRtKZvPBqNRqOZHFqoNBCeH2CG6XLxx6DM3G0Zm7bMzJiCN+zqo7MpweLW2kzYrh+MKk40Go1Go5ko4wkVnfUzg8TNztaQSX/lvLF7sEw1xx9RXwCeFikajUajmQ307KPRaDQajaZh0UJFo9FoNBpNw6KFikaj0Wg0moZFCxWNRqPRaDQNixYqGo1Go9FoGpa5mPVjAuzcOfGuthqNRqPRaBqD2Hw+YtGruVhH5Szgltkeh0aj0Wg0minlbCnlrUM3zkWhkgROA/YA/jiHH4osRQm1swFtVpoc+lpOHfpaTh36Wk4d+lpOHdN5LU1gMXCPlLI0dOecc/2Eb2KY4jpciJWO3zlSBT9N7ehrOXXoazl16Gs5dehrOXXMwLXcPNoOHUyr0Wg0Go2mYdFCRaPRaDQaTcOihYpGo9FoNJqGRQuVuUcv8Knwt2Zy9KKv5VTRi76WU0Uv+lpOFb3oazlV9DJL13LOZf1oNBqNRqM5fNAWFY1Go9FoNA2LFioajUaj0WgaFi1UGhghRKcQ4o9CiI1CiEeEEFcJIeaH+04XQjwkhNgkhPizEGLBbI93riCEuFQIIYUQx4d/62tZJ0KIlBDif4UQT4afzW+H29cKIe4Ir+UdQog1sz3WRkcI8VIhxANCiAfDz+E/htv1tRwHIcQVQogt8e9zuH3Ua6ev68iMdC3HmoPC/TNy79RCpbGRwOellEdLKU9AFcS5XAhhAD8B3iulXAvcDFw+i+OcMwghTgFOB7aFf+trOTE+DxSBteFn89/D7d8Evh5ey68D35ql8c0JhKqi9WPgIinlScBFwA/Dz6W+luNzNXAO4fc5xljXTl/Xkbma4ddyxDkIZvbeqYNp5xBCiFcC7wYuAb4vpYxU7zxgq5SyaTbH1+iE7RfWA68Nf78USKOvZV0IIZpQJbSXSikHY9sXAJuATimlL4QwgW5gjZSya3ZG29iEQuUA8DIp5W1CiHOA7wBnoa9lzQghtgIvlVJuGOtzCIjR9unrqohfyxH2vRJ4t5TyhUKI05ihe6e2qMwRQvX6buAaYDkx1SulPAAYQoiOWRreXOHTwE+GlH/W17J+VqNu7pcKIe4VQqwPm4UuA3ZJKX2A8PfucLtmBKRaKV4I/E4IsQ21qn0j+lpOhrGunb6uE2TIHAQzeO/UQmXu8FVgEPjabA9kLiKEOANYB3xjtsdyCGACRwIPSCnXAf8GXAVoK1SdCCEslIX0H6SUK4ALgF+ir6Wm8Zi1OUgLlTmAEOIKlNny1VLKANgOrIjtnwcEUsqeWRriXOC5wDHAltC0uRS4HjgKfS3rZTvgAT8DkFLehXJfFIAjQnM64e8lwI5ZGudc4CRgiZTyNoDwdw4V/6Ov5cTYwejXbqx9mlEYYQ6CGZyHtFBpcIQQlwGnAi+Ptb++D0iH5naAdwG/mo3xzRWklJdLKZdIKVdKKVeiYizOA76AvpZ1EZp4bwReBCqLAojiAh5ExQAR/n5A+/7HZCewVAhxNIAQ4hhgIfAk+lpOCCnlfka5dmPtm+lxzhVGmYNgBuchHUzbwAghjgM2oCaAQrh5i5TyFUKIM1HR6ilgK/AGKeW+WRnoHGRI8J2+lnUihDgS+B7QCbjAx6WU1wkhngH8EGgHDgJvlFJunL2RNj5CiNcDFwPRSvVSKeXV+lqOjxDiK8A/AotQVr1uKeVxY107fV1HZqRriYqfGnEOCs+ZkXunFioajUaj0WgaFu360Wg0Go1G07BooaLRaDQajaZh0UJFo9FoNBpNw6KFikaj0Wg0moZFCxWNRqPRaDQNixYqGo1Go9FoGhYtVDQajUaj0TQsWqhoNBqNRqNpWP4/KeNBrwu3QucAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Initial before fit\n", "y_initial = calculator.fit_func(meas_x)\n", "rmse_initial = compute_rmse(meas_y, y_initial)\n", "print('Initial RMSE:', rmse_initial)\n", "print(y_initial)\n", "fig = plt.figure(figsize=(9, 3.5))\n", "plt.plot(meas_x, meas_y, label='Exp')\n", "plt.plot(meas_x, y_initial, label='Initial')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 7, "id": "9e36b551", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[, , , , , , ]\n" ] } ], "source": [ "# setup fitting\n", "fitter = Fitter(job, calculator.fit_func)\n", "fitter.switch_engine('bumps')\n", "print(job.get_fit_parameters())" ] }, { "cell_type": "code", "execution_count": 8, "id": "8bd59ef1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2201,) (2201,) (2201,)\n", "# steps: 500, # draws: 3500\n" ] } ], "source": [ "# bumps-dream fit\n", "\n", "# parameters\n", "steps = 500\n", "burn = 50\n", "thin = 1\n", "pop = 1\n", "\n", "# weights\n", "weights = np.sqrt(meas_y) # uncertainty in bumps (dy)\n", "\n", "print(meas_x.shape, meas_y.shape, weights.shape)\n", "\n", "# run\n", "kwargs = dict(samples=1000000, steps=steps, burn=burn, thin=thin, pop=pop, alpha=0.0001,\n", " outliers='none', trim=False)\n", "\n", "result = fitter.fit(meas_x, meas_y, weights=weights, method='dream', **kwargs)" ] }, { "cell_type": "code", "execution_count": 9, "id": "c7033740", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] } ], "source": [ "# print refined parameters\n", "print_parameters(job)" ] }, { "cell_type": "code", "execution_count": 10, "id": "53577b33", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refined RMSE: 46.473155516401725\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# refined result\n", "y_refined = calculator.fit_func(meas_x)\n", "rmse_refined = compute_rmse(meas_y, y_refined)\n", "print('Refined RMSE:', rmse_refined)\n", "\n", "fig = plt.figure(figsize=(9, 3.5))\n", "plt.plot(meas_x, meas_y, label='Exp')\n", "plt.plot(meas_x, y_refined, label='Initial')\n", "plt.plot(meas_x, meas_y - y_refined-500, label='Diff')\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 11, "id": "c8805602", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "scale -0.48530 , err 0.05850\n", "zero_shift 0.48496 , err 0.03158\n", "resolution_u 239.99814 , err 3.44376\n", "resolution_v 1.20847 , err 0.00902\n", "resolution_w 196.92294 , err 1.50350\n", "intensity 0.12237 , err 0.00091\n", "intensity 0.19811 , err 0.02655\n" ] } ], "source": [ "# extract MCMC-results\n", "from bumps.dream.stats import var_stats\n", "\n", "steps, samples, logp = result.engine_result.state.chains()\n", "state = result.engine_result.state\n", "\n", "\n", "# analyze\n", "params = state.best()[0]\n", "n_parameters = len(params)\n", "\n", "draw = state.draw()\n", "vstats = var_stats(draw)\n", "stderrs = np.array([(v.p68[1] - v.p68[0]) / 2 for v in vstats], 'd')\n", "\n", "\n", "names = ['scale', 'zero_shift', 'resolution_u', 'resolution_v', 'resolution_w', 'intensity', 'intensity']\n", "\n", "\n", "def print_all_params(names, values, errs):\n", " for n, v, e in zip(names, values, errs):\n", " print(f'{n:15} {v:12.5f} , err {e:8.5f}')\n", "\n", "print_all_params(names, params, stderrs)\n", "\n", "\n", "samples = samples[:, :, :]\n", "samples_flat = samples.reshape(-1, n_parameters)" ] }, { "cell_type": "code", "execution_count": 12, "id": "6f958020", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(511, 7, 7)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD7CAYAAACCEpQdAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAAAggklEQVR4nO3dfZRcdZ3n8fe3qvohSafT5AmSdEIMEBgD4kRifCD4tAhydFbHJ7KDDuxxkNljPOzKmXXnrJrV44wPnIEzYzyAo4MKZjzqyjBMUHlwNCrLgyaKgdDIEPIAJAES8thPVd/9496qrq6u7q5bXdVVt+7ndU6d2/W7t6t+t6r6U7/+3d/9XXN3REQkWVKNroCIiEw/hb+ISAIp/EVEEkjhLyKSQAp/EZEEyjS6ApMxsw5gDfAckG1wdURE4iINLAIedveB0pVNH/4Ewb+10ZUQEYmpdcAvSgvjEP7PAWzdupXe3t5G10VEJBb27t3LunXrIMzQUnEI/yxAb28vy5cvb3BVRERip2x3uQ74iogkkMJfRCSBFP4iIgmk8BcRSSCFv4hIAsVhtI+ISF24O8Wz2qdS1rjKTDOFv4gkUv9Qlou+9FMOHA1Ofs2kjG9cuYaLVi5ocM2mh7p9RCSRnnu5nwNHB7jsvNP46JtWMJxzdr14vNHVmjYKfxFJpJeOBy3+D1ywlP/2pjMBGMom58qGCn8RSaQXjg0CMG9WB+l00NefzeUaWaVppfAXkUR66XgQ/nO72smEB3rV8hcRaXH58J83q522dBCF2ZzCX0Skpb14bJBZ7Wk629LkR3gOZ5PT7aOhniIx9JMdz/PQ0y8B0HvKDK584ysaXKPmsemnf+C+x/dPut0zL55gblc7AGZGW9oYTlDLX+EvEkN/s+Vx9h46ScqMwWyO96zuZc6MtkZXqyl89+E99A9lOfu02RNu98rF3bypaEx/OqXwF5EJ7D/Sz4Nhq7vYG86Yx/yujmmpw5H+YS5/7VLOWzKH//mDRzk2MKzwDx06Mch7V/ey8U9WRfq9tlSKIXX7jGZmK4FvAvOAF4EPu/uT42x7NrAN+Kq7X1f0+7cAPUAH8F133zjVyos0whfu3skPt+0bU/5na5fx+fecV/fnd3eO9g8xu7ONro4g8I/1D9f9eeNgOJvjaH91X4TptCXqgG+lLf+bgE3ufpuZXQHcDLy1dCMzS4fr7ihZ9SXg++7+FTPrAnaY2RZ3f6j6qos0xssnhzj71Nls+rPVhbKPfPNhDp0YnJbnHxjOMZR1ZndmmNWRBuDYgMIfgvcG4JSZ0cM/k0olaqjnpOFvZguB1cDFYdFm4CtmtsDdD5Zs/kngLqArvOU5MCf8eWZ4/0CZ5+oh+O+gmC7cK03l5GCWOTPaOHPhyEf8lFntHJ2m1veR/iDgZne2Mbsz+BNW+AcOh+HfM7M98u9mUqaTvEosBfa5exYgXD4blheY2fnAJcANZR7jWuCDZrYP2AV82d13jbPd0yW3rRXUUWTanBzK0tmeHlXW1ZGZtgDOf8l0d2bU7VPi8Il8+FfR8k8bwwlq+ddknL+ZtRH06V+T/5Io8VHg2+6+BDgD+LiZrS2z3Y3AK0pu62pRR5Fa6R/K0pkZ/afT1ZHh+DSHf3G3z3Q9d7M7HHa9VdPyb0unNNqnxB5giZml3T0b9usvDsvzFhGE+hYzg6Drxsys292vBj4OrABw9+fM7H7gIuDB4idy98PA4eKy8PFEmkb/UJYZ5Vr+09T6Plrc7RO2/I/GOPyfefE433tkLzmfevD27T8GVNfnHwz1TE63z6Th7+4HzGw7sB64LVxuK+7vd/fdwPz8fTPbCHTlR/sQdN9cCnzLzGYTtObvrNE+iEyr/qEcnZmS8O/MTFsAl2v5x7nb56afPcXmh/bQlq5NQ6/3lBmc2t0Z+fcyqWR1+1Q62uca4Jtm9mngEPBhADPbAnza3R+Z5PevBP7BzD4BtAH/7O53V1dlkcY6OU7L//jAMO5e1/9WXzo+WDizt6sjQyadorMtxfHB+Ib/w7sO8dZzFvKNK9c0tB6ZOp/hm8s5//WbD7P7xRMVbT+rI8M/XbWmbueOVBT+7r4TGNNH7+6XjbP9xpL7vwbeUEX9JCY23rmD2x98puLtF87u5N7/8aYxIRoHJ4eydLSN7fPPebBuZnv9zp380o928s8P76E9k2LurPbwudv47Z7DfPfh3XV73vGc2t3Jm89eWHbdwHCWt9/wc549fHLCxxjKOu/54yX1qF4kmVR9+/yPDw7z708cZNXiblYs6Jp424Fh7t95gEd2vcSl5y6qS310hq/UxGPPHWFBVwfvruCPuG//Me59fD/7j/SzfP6saahd7eRyzuBwjhltY7t9IOh+qWf4Hzw6wIoFs7j9I2sLz3P6vJk8+PRLZc86ng6/+dTFhS+iYgeODPDMiyd42zkLJ5xqIZNOcfmapeOuny5Bt0/9+vz7h4LHvnzNUj70+uUTbnticJhXfvrH9O0/xqXn1qc+Cn+pDYfT583iry49Z9JN731sP/c+vr9wQk6c9A8Hg9k6S8O/I/hT+vUzh1jcM6Oix+qZ2cbp86J9+R3pH2Lh7A4WzRl5jts/srYwPfF0um/nAT51x+954dhA2fDPn/R2+WuXcfErT53u6kVW726f/qHgs9PRNvl/uzPbMyydO4Mf/GYvH7hgKafNiX4MYzIKf6mJnDuZCvu654QjMfInK8VJvvVW2vLP98v+5e2/qfixzODB//U2FkY4OHm0f5hlc2eOKutsS1f8hVNLK8L/2g6N88VzKBxzP3dWPOYcakun6jpkNh/+pZ+d8axaNIcf7Xieex/fzxWvO73m9VH4S004kKow/Ls7w/A/Gb+DlCeH8i3/0X3+r18xj+/8xdrCH/hkHnr6EDf97KmgJR8h/I+cHKK7SSZwy59INd60FvkvhWrG3DdCOlXfuX3yDYfS/xrH88X3voor37icV9Spa1ThLzWRc6fSQS7dM4KPXSy7fYbKd/ukUsYbzphf7lfKGhwOgiDqXDJH+ocLUzo02ilhqOdb+MW+/ounC3Pqz41J+Nd7bp+RLsPKzq2dM7ON162YV7f6NMenSGLPvfIT8vIzLsax2+fkYPnwjyqTCgIgyrjybM45NjBc+M+p0UbCf3TLP5dzPnfXYwCkjKb5T2UymTqf5DVew6FRFP5SE+5OpaPbZ7SlyaSsoS3//Uf6+VnfwaC/KoJnXjoOVN5vO550eELTUISwyZ/I1SxhOqM9TWdbakyf/55DI+PY2zMp0ql4nKVf7wO++YbDVD87taLwl5oI+vwr29bM6J7RxpEGhv/GO3dw9++fr+p3zWDRFEdftKWiXzA8/59Sd5N0+0DQ+n9o1yFu/tlThbL/OHi88PPiOdN/ILpa9T7Dt3843+ffHJdOb55PkcRaLuKZrXNmtPHvTxzkY9+pfHRMLd238wCXr1nKhredFfl3Z7Slyw5tjCKTb/lHGFee/0+pWVr+AK9c1M19Ow/w2z2HR5XP72rnxg/+MSsWxOc8jkw6VecDvuFQz4xa/tJC3Ctv+QO849zT+NGO53nsuSP1q9QEVsyfxVVvfAVLGjBEEijMYxOlpXki7DaY2URnRX/twxcUDmQWa0+nyKSbo4Vbqba01fUyjoWhnk3y/in8pSaCBlPl6f9Xl55T0QlhrSqdP+Aboc8/f/ZpexOFaipldT2jeTrVf6hncx3wbZ5PkcSau0dq+SddJpXv9qk8bAbD8I9bizouMnW+gHthnH+mOd6/5qiFxF4w1LPRtYiPtnT0A775LqJmavm3ksw0tPzb0tY0X97NUQuJPccrPsNXqjvgO1Ro+et1rodMOsVQPYd6DmXHXAeikVqjs04aLqeWfyT5bp8oB3zz3T5tTdJybDWZVHDA99sP7KrL4+/Yd6SiSd2mi8JfaqLeFzFpNfl//aMd8FW3Tz0tOWUG7vCpf9lRt+dYvaynbo8dlcJfasI9ylgfacu3/CN0M6jbp77Wv3YZl646jWwNriU8nmaZmgMU/jKJz/7rYzy068Ux5Yax4a1n8vZVpwHRZvWUopZ/hG6ffH+0un3q55QpnrwXJ/oUybjcnc0P7eZY/zCnzu4cddv5/BG2PvlCYdsos3oKhfluIh3wHc73+euFlqlTy1/GdeTkMCeHslzxutP5yLoVo9a95nP34EWzogVn+CqUKlU4wzfKUM+cDvhK7ehTJON67khw4e1yl5AzM4pzKxdhVk8ZmdI5yrjy/AlhCn+pBX2KZFzPvdwPlJ/BMmVBt1BelPn8pfgM3+jj/NXtI7Wg8JeyDh4d4GdPHATgtDLT8ppB8ShFV59/JKmUkbKIB3yzOTIp05es1IT6/KWsz931GHf+9llmtadZOLtjzPqUGbnilj/RZvWU/BmlUVr+rmGeUjNq+UtZL58cYuWpXdx/3ZvL9jGnyvb5K5iiaEsZ2Ygtf/X3S63okyRlDQ7n6JnRzqnd5a9YZcbY0T76NEWSSacin+Sls3ulVir6JJnZSjN7wMz6wuW4lz8ys7PN7ISZXV9SvsHMdprZo2a2fYr1ljobzOZon2Dq2ZQZPqrlDzrHN5r8XDKVGla3j9RQpc2Im4BN7r4S2ATcXG4jM0uH6+4oKf9T4P3AGnc/D7ik2grL9Bgcniz8GdXnD5rPP6pMOto1YwfV7SM1NOknycwWAquBzWHRZmC1mS0os/kngbuAvpLyTwAb3f0ogLvvr7rGMi0GhrMTdjGM7fPXrJ5RZVLRun2Gs67wl5qp5JO0FNjn7lmAcPlsWF5gZucTtOhvKPMYrwReZ2a/MrNHzOwvyj2RmfWY2fLiG9Bb+e5IrUzW8qek5R9cyUvpH0Vb2iLN6hkc8NVrLLVRk6GeZtYG3AJc5e7ZMuOQ0wRfFhcC84FfmtkT7v7zku2uBT5TizrJ1AwO5+iYtM9/JPxzmtUzsnQqWrePRvtILVUS/nuAJWaWDoM9DSwOy/MWAWcAW8Lg7wHMzLrd/WpgN7DZ3XPAATO7B3gtUBr+NwK3lpT1Aluj7JRM3UAFff7FXf6azz+6tnS0a8YG4/wV/lIbk4a/ux8IR+esB24Ll9vc/WDRNrsJWvQAmNlGoMvdrwuLvgNcCvzczGYB64Aflnmuw8Dh4jIFSmNMfsC35CQv9flHlklHu2ZsMNRTL7LURqXdPtcA3zSzTwOHgA8DmNkW4NPu/sgkv38DcIuZ5S+R8y13v6eaCsv0GJhkqGfpxG6azz+6TCrF0YFh9h46MWbdqd2dY7p4hrNemBBOZKoqCn933wmsLVN+2Tjbbyy5fxL4UBX1kwZw96DPf8LRPpT0+WtWz6hmtqf51VMvcuEXfzpm3aWrTuOmD71mVNlgNkd3e/NcCUriTXP7yBj5C4VPdLFpM0a3/D2YrEwq97l3n8uvnzk0pvyex/Zz/84D/OLJF0ad1HXk5BDzu5JzpSmpL4W/jDEYXjFq8nH+avlPxRkLujhjQVfZ8nse288VX39wzLpXN9EFwCXeFP4yRiH8o/T5az7/mnnN6afwrx+7kKMDQ2PWrVo8pwE1klak8Jcx8t0+kw/1LJ7SWfP519J5vQp5qS8NHZAxBoYq6/YpndhNXf4i8aHwlzFGDvhWPrGbaz5/kVhR+MsYlRzwtTEHfNXyF4kThb+MMVDJAV9GhnoW+v7V6S8SGzrgC7x0fJBnD59sdDWaRt/+o8BkB3xHZqTMZ79a/iLxofAH3nfTr/iPg8cbXY2m0905/tmkqRQEk3xTuJij+vxF4kPhD7x8YoiLVi7girXLGl2VptHVmWHV4u5x1xef5JVfquUvEh8Kf4KW67K5M3j7qtMaXZXYKD7JS13+IvGjA77oKlTVKD7JK9/y1xm+IvGh8Cdo+Su2oim9hi+o5S8SJwp/IJfTVaiiCoZ6lvb56zUUiQuFPyOjVaRyVjS9Q6HPv3HVEZGIFP4AugRhZMXTO6jlLxI/Cn/yff4KriiKJ3YrjPPXSygSGwp/wknJFFyRpFIjLX4PTvTVcRORGFH4o9E+1Sie2M3Dtr9eQ5H4UPij689Wwxg50JvT3D4isaPwJ7wKVaMrETMps0Jfv+skL5HYUfgTtlyVW5GMHu0zUiYi8aDwh2Cop9I/klSZPn8dNReJD4U/uvh4NcyMcDp/zecvEkMKf4LwUm5FUzyx28gZvnoVReKiovA3s5Vm9oCZ9YXLsybY9mwzO2Fm15dZ92Yzy5rZx6ZS6Vpz1GMRVfHEbprPXyR+Km353wRscveVwCbg5nIbmVk6XHdHmXWzgS8Cd1dV0zrSlM7RmY309esMX5H4mTT8zWwhsBrYHBZtBlab2YIym38SuAvoK7Pu74AvAy9UV9X60WCf6Iov5pLLaainSNxU0vJfCuxzD67YGi6fDcsLzOx84BLghtIHMLN3AHPc/fsTPZGZ9ZjZ8uIb0FvRnkyBq98nsuI+/zy9giLxUZPLOJpZG3ALcJW7Z4tbgGbWA3wBuLiCh7oW+Ewt6lSpwglK0/mkLaB8n79eRZG4qCT89wBLzCwdBnsaWByW5y0CzgC2hMHfA5iZdQPfCtc/FK6bD7zLzOa6+2dLnutG4NaSsl5ga4R9ikTXn61O8UlehaGeGjsmEhuThr+7HzCz7cB64LZwuc3dDxZts5sg1AEws41Al7tfFxYtLFp3K/CIu3+lzHMdBg4Xl9W7H7lwsFJt/0iCcf4l1/DVaygSG5W21a4BNphZH7AhvI+ZbTGzC+pVuekwMi9NgysSM6Pm9gmXeg1F4qOiPn933wmsLVN+2Tjbb5zgsa6ssG7TYqTlL1GYUXQZR432EYmbxPfSjvRXK7iiKNvnr5dQJDYU/rp8e1WKJ3bLj/pRn79IfCj8NdqnKsUneeW/QNXyF4kPhb9arVUpPskrV7iGbwMrJCKRKPzRaJ9qpMxGDviiA74icaPwL7T8JQorc8BXr6FIfCj8w6UardGM6vMvjPbRiygSFwp/zUtTlfzBXXcfOcNXL6FIbCj8G12BmMp/WeZ85DXUF6hIfCj8CyNVFFxR5Fv+uaKWvzr9ReJD4Z8fqdLgesRN/svSXX3+InGk8NdJXlUZ6fZxXRNBJIYU/uFSwRWNFQ74qs9fJI4U/pqRsiqj+vxzGu0jEjcK/3Cp4IpmVLdPWKbXUCQ+FP6FPn8lVxRWNNRTV/ISiR+Fv0b7VKX4JC98dJmIND+Fv0b7VCVVNNQzp/+eRGJH4a8pnatiRQd8NZ+/SPwo/DWlc1VG9/nnyxpYIRGJROGvmQmqUtznr+GyIvGj8A+Xyq1oRk3spi9QkdhR+KvVWpVU2T5/vYYicaHwV6u1KoWJ3dA1fEXiSOGvYYpVKXT75Fxz+4jEkMJfJ3lVJf96edEZviISHxWFv5mtNLMHzKwvXJ41wbZnm9kJM7u+qGyTme00s9+a2S/N7IJaVL4WdJJXdVLhJyeY0jks04soEhuVtvxvAja5+0pgE3BzuY3MLB2uu6Nk1d3Aee5+PvC3wHerqm0daLRPdcrO56/XUCQ2Jg1/M1sIrAY2h0WbgdVmtqDM5p8E7gL6igvd/S53HwrvPgD0mllTdDm5JiWrSvFJXurzF4mfTAXbLAX2uXsWwN2zZvZsWH4wv5GZnQ9cArwF+NQEj/cx4N/c81fPHWFmPUBPSXFvBXWsmlr+1RmZymHkGr56DUXio5Lwn5SZtQG3AFeFXw7jbXc58F+Ai8Z5qGuBz9SiTpXSaJ/q5Fv5f/6NhxnM5sKyRtZIRKKoJPz3AEvMLB0GexpYHJbnLQLOALaEIdoDmJl1u/vVBHfeA3weeJu77x/nuW4Ebi0p6wW2VrQ3VdFon2qsWT6XD1zQS/9QEPynzGzj9HmzGlwrEanUpOHv7gfMbDuwHrgtXG5z94NF2+wG5ufvm9lGoMvdrwvvvxP4O+Bid981wXMdBg4Xl9W7Ra5JyaqzYHYHX3rf+Y2uhohUqdKDrtcAG8ysD9gQ3sfMtlQ4bPOfgHbg+2a2PbzNq6rGNaYpnUUkiSrq83f3ncDaMuWXjbP9xpL75UYGNQVN6SwiSdQUwy0bSXP7iEgSKfzV5y8iCaTwR1M6i0jyKPzV7SMiCaTw10leIpJACn+d5CUiCaTw1wFfEUkghX+4VPiLSJIo/DWls4gkkMI//4OyX0QSROGvSxCKSAIlPvw1pbOIJFHiw19TOotIEiU+/DWls4gkkcJf158VkQRS+IdLZb+IJInCX+kvIgmk8A/b/hrqKSJJkvjwR1M6i0gCJT78c5rSWUQSKPHhrwu4i0gSKfzV7SMiCaTwD5dq+YtIkij8NdZTRBJI4R8u1fIXkSRJfPijKZ1FJIESH/66gLuIJFFF4W9mK83sATPrC5dnTbDt2WZ2wsyuLyqbaWbfNbM/mNlOM3tnLSpfC7lcsFTDX0SSpNKW/03AJndfCWwCbi63kZmlw3V3lKy6Djji7mcC7wL+0cy6qqpxjY0c7lX6i0hyTBr+ZrYQWA1sDos2A6vNbEGZzT8J3AX0lZR/kPALw92fBB4B3lHmuXrMbHnxDeitcF+qoimdRSSJKmn5LwX2uXsWIFw+G5YXmNn5wCXADWUeYxnwTNH93aW/H7oWeLrktrWCOlbNJ99ERKTlZGrxIGbWBtwCXOXu2SnMk3MjcGtJWS91/AJwXcZRRBKokvDfAywxs3QY7GlgcVietwg4A9gSBn8PYGbW7e5XE7T0TwcOhtsvA35a+kTufhg4XFxW/wnXNKWziCTPpN0+7n4A2A6sD4vWA9vc/WDRNrvdfb67L3f35QQt+K+FwQ/wPeCjAOFIoTXAj2q0D1Oilr+IJFGlo32uATaYWR+wIbyPmW0xswsq+P0vAz1m9geCA8JXu/vRaipcazldwF1EEqiiPn933wmsLVN+2Tjbbyy5fxx4fxX1qztN6SwiSaQzfDWls4gkkMI/XKrlLyJJovDXlM4ikkCJD/88tfxFJEkSH/6uKZ1FJIEU/prSWUQSKPHhrymdRSSJEh/+mtJZRJJI4a8pnUUkgRT+ja6AiEgDJD780cRuIpJAiQ9/15TOIpJACn+1/EUkgRIf/prSWUSSKPHhrymdRSSJFP6a0llEEkjhn/9B6S8iCZL48M83/dXnLyJJkvjw18VcRCSJFP6a0llEEkjh75rSWUSSJ/Hhn9NJXiKSQIkPf03pLCJJpPDXQH8RSaDEh3+eun1EJEkSH/5q+ItIElUU/ma20sweMLO+cHlWmW2uMrPfmdl2M3vUzD5etG6hmf1buP5xM/uqmWVquSPV0pTOIpJElbb8bwI2uftKYBNwc5ltfgCc7+6vBt4AfMLMXhWu+2vgcXd/FfAq4DXAn06l4rWiKZ1FJIkmDX8zWwisBjaHRZuB1Wa2oHg7dz/ihaOnzATaGBlM48BsM0sBHUA7sG/q1Z86TeksIklUSct/KbDP3bMA4fLZsHwUM/sTM9sBPAN82d0fDVd9DlgJPAc8D/zY3X9Z5vd7zGx58Q3orWK/KqYpnUUkiWp6wNfd73T3VQRB/yEzOztc9X7gd8AiYAlwkZm9r8xDXAs8XXLbWss6jq1zPR9dRKQ5VRL+e4AlZpYGCJeLw/Ky3H038BDwzrBoA3C7u+fc/WXgX4C3lPnVG4FXlNzWVbQnU6SWv4gkyaTh7+4HgO3A+rBoPbDN3Q8Wb2dmf1T083yCcM93+zwNXBquawf+E/D7Ms912N13Fd+AvRH3KRLXlM4ikkCVdvtcA2wwsz6CVvw1AGa2xcwuCLe52sx2mNl24D7gK+7+k3DdtcA6M3uU4IukD/haTfZgijTaR0SSqKKx9u6+E1hbpvyyop//+wS//xRwcTUVrLd8l7/G+YtIkugMX53hKyIJlPjwz7mGeopI8jTFFAv18ocDx9j5/JEJt3nywFEATOkvIgnS0uF/3+P7+du7d066Xc/MtmmojYhI82jp8H//BUt56zkLJ91uflfHNNRGRKR5tHT4z53VztxZ7Y2uhohI00n8AV8RkSRS+IuIJJDCX0QkgRT+IiIJpPAXEUkghb+ISALFYahnGmDv3rrO7Cwi0lKKMjNdbr15k1/KyswupM5X8xIRaWHr3P0XpYVxCP8OYA3B9X+zEX+9l+CLYx11vihMk9D+tq4k7Stof2shTXDp3IfdfaB0ZdN3+4SVHvOtVYmiydr2hlcFa2na39aVpH0F7W8NH/qp8VbogK+ISAIp/EVEEkjhLyKSQK0e/oeB/xMuk+Aw2t9WdZjk7Ctof+uu6Uf7iIhI7bV6y19ERMpQ+IuIJFBLh7+ZrTSzB8ysL1ye1eg6TYWZXW9mT5uZm9m5ReXj7mdcXwMzm2dmW8zsCTN71Mz+r5ktCNe9zsx+G+7TT8xsYdHvjbuu2ZnZHWHdt5nZVjN7dVjecu9vnpl9pvjz3MLv7S4z22lm28PbJWF54/bX3Vv2BtwPXBH+fAVwf6PrNMX9uRBYCuwCzq1kP+P6GgBzgTcX3f8y8HWCBssfgAvD8v8NfCP8edx1cbgBc4p+/s/Ab1r1/Q3ruxq4O/95bvH3dtTf7GT7NB372/AXpY4v9kKCI+fp8H46vL+g0XWr5Qdpov1spdcAeC9wL8FUH78vKp8PHAt/Hndd3G7Ah4FHWvX9BTqAB4DlReHfsu/tOOHf0P1t5W6fpcA+d88ChMtnw/JWMtF+tsRrYGYp4C+BO4FlwDP5de7+ApAys7mTrIsFM/tHM9sNfB74c1r3/f0scJuPnsqgpd9b4HYz+52ZfdXMemjw/rZy+Evr+AfgGPCVRlek3tz9I+6+DPhrgq6ulmNmrwcuAL7a6LpMo3Xufj5Bi95ogs9yK4f/HmCJmaUBwuXisLyVTLSfsX8NzOx64Czgg+6eA3YDpxetnw/k3P2lSdbFirt/G3gLwQyPrfb+vgn4I+BpM9tFMKPlj4EzadH31t33hMsBgi+9N9Lgz3LLhr+7HwC2A+vDovXANnc/2LBK1cFE+xn318DM/gZ4DfBuH5mS9tfAjPA6DwDXAN+rYF1TM7MuM1tadP9dwEtAy72/7v4Fd1/s7svdfTnBF9wlBP/ptOJ7O8vM5oQ/G3A5wfvW2M9yow+E1PMGnAM8CPSFy7MbXacp7s/fE/yhDAPPAzsm28+4vgbAKsCBJ8I/lO3AD8N1bwAeBZ4E7gFOLfq9cdc18w04Ffh/Yd23E4ziWd2q72/Jvu9iZABDK763K4BtwO+AHQQhvqjR+6vpHUREEqhlu31ERGR8Cn8RkQRS+IuIJJDCX0QkgRT+IiIJpPAXEUkghb+ISAIp/EVEEuj/A+fBt0Js7C6jAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD7CAYAAABuSzNOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAAAegUlEQVR4nO3dfZQddZ3n8fenu/McoCFPhDQQHhWIopCsosngqJCRUQSFEUaB3Rl2GPe4ORyGc2Z2HEXHBd0xzgFUdtBxfMKzB9mdxVFBRkZlEhcfAoQENMEAIemQkBDS5Dn99N0/bnVy+3K7u6r7PlZ/Xufck9v1q1v9q3s79bm/h6pSRGBmZjagpd4VMDOzxuJgMDOzQRwMZmY2iIPBzMwGcTCYmdkgbfWuwFhImgQsArYCfXWujplZs2gF5gK/johDpYVNHQwUQmFFvSthZtaklgArSxc2ezBsBVixYgUdHR31rouZWVPo7OxkyZIlkBxDSzV7MPQBdHR0MH/+/DpXxcys6ZTtgvfgs5mZDeJgMDOzQRwMZmY2iIPBzMwGcTCYmdkgzT4rqS4igka9WrkEkupdDTNrYg6GjHYf7OHCv/spu/b31LsqZR0zZQI/u/kdHDttYr2rYmZNysGQ0St7u9m1v4c/OOd4zpp7dL2rM8gzL+3hh2u3smPvIQeDmY2agyGjgR6kpQvmcPmbG+ts6x89tZUfrt1KX3+D9nOZWVPw4PMoicbrx29tKXycDgYzGwsHQ0YD98huxPHdtpZCpXodDGY2Bg6GjBr5kNuaBENff3+da2JmzSxVMEhaLul5SSFpwRDrfELS05LWSHpM0tKism9I6pS0Onl8vKhsjqR/lfSMpCclvWXsu1U9A9NUG3FK6JFgqHNFzKyppR18vh+4g+HvffAr4AsRsV/SucAjkuZGxIGk/HMR8aUyr/ss8O8RcbGkxcA9ks6MaNQzBRq0WhwJhl63GMxsDFIFQ0SshOG/JUfEQ0U/rgEEzAA6R9j8HwHzB36PpEPAQuDXaepWa4dbDPWtRllth1sMjRteZtb4qjXGcC3wbEQUh8JNktZKul/SWQCSZgCKiJeL1tsEnFi6QUntkuYXP4CazxcdOOQ2YE9SUYvBwWBmo1fx8xgkXQh8BrioaPHHga0R0S/pWuBHkk7NuOkbgVsqU8vRO9JiaLxkaBuYrtrnYDCz0atoi0HSBcA9wGURsX5geURsiYj+5Pm3gOlAR0TsTF43s2gzJwGby2z+duCUkseSStY/jaBxp6smuUBfow7PmFlTqFgwSFoE3AtcERGPl5TNK3q+lMLt5LYki+4D/jwpWwxMAR4r3X5EdEXExuIHI49fVE0D5sKRFoO7ksxsDFJ1JUm6E/gAcDzwsKSdEXGOpAeAT0bEKuAuCgf1u4sGqa+JiLXANyXNAfqB3cClEdGbrPNXFGYiXQccSF7TsNNqjkxXrW89yvEYg5lVQtpZScuAZWWWX1L0fNEwr3/3MGXbgCHLG82RXprGS4Y2n+BmZhXgM58zauQxhsMtBg8+m9kYOBgyauTzGAaCod+Dz2Y2Bg6GHPFF9MysEhwMGTXHtZIcDGY2eg6GjA6PMdS5HuUMTFf1GIOZjYWDIaOGnq7a6haDmY2dgyGjhr5WUlIpn/lsZmPhYBilRrxWkscYzKwSHAwZRQPPV23zeQxmVgEOhowOdyXVtRbltbQIyWc+m9nYOBgyauTpqlBoNfg8BjMbCwdDZo190G2RPPhsZmPiYMiogYcYgEKLwTfqMbOxqPgd3PKukaerQmFmUrW7kpY/tJ7/+cizQ5YLuOV9Z3PNBfOrWg8zqw4HQ0aNfGtPgLbWlqpPV12z5VVmTZ/EFeeXv+X211Y+z/qX9lS1DmZWPQ6GjAamqzZqi6FF1W8x7DvUy2mzp3Hz0teVLf/uqs0+l8KsiXmMIaNGnq4KhTGG/hoEw9SJQ3+naG2Rg8GsiTkYRqtBk6EWYwz7unuZPmn4YPCUWbPm5WDIqPHHGFT1E9z2H+pj6sTWIctba9BqMbPqSRUMkpZLel5SSFowxDqfkPS0pDWSHpO0tKjsy5LWSXpS0s8lLSwq+5mk5yStTh7/aey7VT2NfGtPqM239b2H3GIwy7O0g8/3A3cAK4ZZ51fAFyJiv6RzgUckzY2IA8CDwI0R0SPpvcC9wGlFr10WET/IXv06aPDzGFpV3f793r5+DvX2Dz/GIPn2omZNLFUwRMRKGP4yEBHxUNGPaygcO2cAnSUH/UeBDkktEdF0F/Vp9MNdtQd+93X3ATBt0vBdSb6Qn1nzqtYYw7XAsxHRWabsY8APS0Lh85LWSrpH0rxyG5TULml+8QMoP5G+ihr+Wkmt1Q2G/d29AEwboSvJLQaz5lXx8xgkXQh8BrioTNlVwB8Dv1e0+JqI2CypFfhvFLqZFpfZ9I3ALZWub1aNP8bQUtX+/X2H0gWDxxjMmldFWwySLgDuAS6LiPUlZZcDtwJLI+KlgeURsTn5t4/COMZbJZWr1+3AKSWPJZWsfxpNca2kqgZD0pU0wqwkn8dg1rwq1mKQtIjCt/0rIuLxkrL3An8PXBQRG4uWtwEzioLiamBtubGHiOgCukq2W6nqp9bw10qSeLKzi6u+8mhVtr/7QIoWQ5UHwM2sulIFg6Q7gQ8AxwMPS9oZEedIegD4ZESsAu4CpgB3Fx2wr4mItcDXgW7gfxeVvQs4CPxQ0kQKX8K3AFdVZM+qrjGT4f1vPgFWQ7WOy9Mnt/Gu18/mrLlHD7mOWwxmzS3trKRlwLIyyy8per5omNfPGmbzC4cpaziNfq2kD7/lZD78lpPrWofWFtHd23QTzsws4TOfM2r0ayU1gtYW3yzIrJk5GLJq8OmqjcBdSWbNzcGQ0eHpqnWuRyOr9swoM6suB0NG7iEZWYtnJZk1NQdDRkfOfK5vPRpZtc++NrPqcjBkdGTw2ckwlBZ58NmsmTkYMmr06aqNwGMMZs3NwZCRD3cja3EwmDU1B8MoucUwNLcYzJqbgyGjRr+1ZyPweQxmzc3BkJnHGEbiYDBrbhW/H0PeebrqyFo9K6khHOzp43/8aB3rtu6p6u+ZffQkll95LhNa/T2zWHdv/+EbW6UxfVIbbQ3yHjoYMvLhbmStLS30+daedfftR1/g6z/fyBs7jmFy29D3zxiLl/ce4tHndvIXF72Ok2ZMrcrvaEb9/cE7v/AzOncdSP2as+cezTf+ZBETWtKHw5SJrUyeUPnP1sGQkccYRtbaglsMDWDVC68wf8ZU/uVj5W6IWBkPrN3Kf/nO4+zvSf/NeDzYuHMfnbsO8MHzOlgwb+hL1A/Yta+bO3+ygf9w679l+j3//bIFfOStlb+asoMho0a/tWcjqPbtRW14T215lbVbXuWxF7p4++kzqvq7piTfVg9091X19zSC3Qd72LHnUKp1f7Z+BwDXLzll2HuXFDt//nE8v2NvpjotnH9spvXTcjBk1Oi39mwErS2FprTVx433rmbD9sIB5m2nVTkYklu8HuipXjDs7+7llX3dFdnWMVMmcNTkCaN67aVfXMnGnftTrz9tYitnzJ6eev0Lz5zFhWcOd+ua2nEwZNTot/ZsBG4x1NeOPYf44Hkd/NV7Xs+soyZV9XfVosXwvi+u5Nkd+yqyrSkTWrnx3WcwdZhb0w44t+MY3tjRDhTe040793Pl+R0sPmNmqt91ysxpDTOYnJWDIaOII1dLsvJak9Ts7w9aWvL7Pm3YvoftJV0L0ya28caOYwbdryMiWLdtDwczfKs+ZsoETp2V/tvmgL7+YPfBHuYdO6XqoQAwtcotht6+fp57eR9Lz5nDu86aM7aNBXx1xXN89sF1qVY/ddY0fvIX7wDgt1t3A3D5efN422npgqGZORhGyS2GoQ18SertDybmNBi2vnqA99yxgp4ys6/+z0cv4PyTjzv888oNL3PN136VafsS/Pwv38kJ7VMyve7VAz1EwLFTR9ddktXAjJj9VWoxvLy3mwj4vTNn8UcLTxzz9i4/bx5d+3tGXO/LP93Ad375An39QWuL+E0SDGenHC9odg6GUcrn4a4yWpPpdv1NOjPpp+u385VHnhu2/jv3ddPTF9x9zfkcM6VwEN53qJc//eYqVm9+dVAwPLGpCwm+cs1C2lpH/stZv20Pn3twHS/s3J85GHbtL/TFHzt1YqbXjdbAGEOW1lAW2/ccBGD2UZMrsr0JrS2pWlJnzJlOT1/w0u6DnNA+hd+8uJt57VNor9H7Wm+pgkHScuCDwHzgDRHxVJl1PgFcBfQBPcBfR8RDSdlU4OvA+UAvcHNE/GCkskZ05AQ3R8NQilsMo/HN/7eRlRtermCNsvnlczuZNqmNk44bel7+jGkTWfr7p7H0nOMHLZ991CTWdHax++CRb6VrOl9l/oxpXHR2uq6QE4+dyuceXMdLuw9mrntXEgztNWoxHO5KytBi+P6TLzJj+sRUXTIDs4Bq0S1W7MRjC5/95lcK4fybrbs5+4Tx0VqA9C2G+4E7gBXDrPMr4AsRsV/SucAjkuZGxAHgZmB3RJwu6QxghaTTI2LvCGUNx7f2HNlAi2Hgshh//+NnuG/V5lSvjYBtuw9y8oypTJ1Ynwbt644/itsufwNnzDkq82vPOeFovrf6Rb63+sVBy9/7xrmpt3H8MYVvx9tGEQy79hUCqVYthoET57J0Jf3X//UEAMdNG7mOA7ORZtc6GJIvBTd990mOnjKBZ3fs5Q/fkP4zbHap/udFxEoY/lvyQOsgsYbCsXMG0Al8CLguWe93klYB7wHuG6Gs4TRp70hNDfSWDATDT9dtp0VKPaf++KMn87F3nsHEtuab0fHxPzybt5++/TXL07YWoHBphOmT2tj2avpgiAj+/Xcv87NnCr+7VsHQ0iImT2hJ3ZV0qPfIemkOtN/+xQsAzJxe22A4+bipXPPWkw+H8ykzp3Lpm06oaR3qqVpfya4Fno2IzuTnk4AXiso3ASemKDtMUjvQXrK4owJ1zcTXShpZa+vgFsMr+7p5y6nH8XdXnFvPatXE6bOnc3qGuetDmXP0JFb8bge3PfDb15TNnD7xNa2pddt2c88vNgGFKZkzj6pdX/iUCa2pWwwvvVroGvr8FW/kyhSDyf/x7fN5bOOumn9JaGkRn7lsQU1/ZyOpeDBIuhD4DHBRhTd9I3BLhbeZmW/tObKB6aoDwbBrf3fNvsHmxeLTZ/LdVZ18+9EXBi0PgoM9/WVfs/ScOfzlH7ye9qmvDY5qmjqxLfV01S1dhWsHzUs5qH7arOmcNoppuzY2Ff3rkXQBcA/w/ohYX1S0CTgZ2JH8fBLw0xRlxW4HvlGyrIPhxz0qzrf2HFlbMkW1L4KDPX3s7+5L1Z9sR3z6/Qv49PvLf2Pt2t9Nd99rw2HW9El1mRQxeUILXfu7Bw2WR8Djm3bx7PbBQ4XrXipc6TXrbCurrYoFg6RFwL3AFRHxeEnxfcANwKpkgHkRcHWKssMiogvoKvmdlap+ah5iGNnASW39/XF4zrhbDJXTaFMmj54ygYd/u52Hf5vuAnBzj5nM3PbKTD+16kg7XfVO4APA8cDDknZGxDmSHgA+GRGrgLuAKcDdRQfsayJiLfB54BuSNlCYzvpnETFwkfjhyhqWWwxDG2gx9PYHew4OzKuvzfRJq73bLn8DT2zqes3yY6dO4J1nzT7ctTigRcr1GfF5kHZW0jJgWZnllxQ9XzTM6/cBV2Yta0g+j2FEA//pX+w6wM5kuuGx7krKrbPmHp36CqLWHHzmc0Y+j2FkU5PLJHz4H395eFmtT1Ays9FzMGTk6aojW3LmTO68+s2H57a3T5nAqTOn1blWZpaWgyEjDz6PbFJbK5eeO35OBjLLm+Y7tbTOfGtPM8s7B0NGvrWnmeWdgyEj39rTzPLOwZDR4TEGJ4OZ5ZSDIauBS2I4GcwspxwMo+QxBjPLKwdDRkeurmpmlk8Ohox8a08zyzsHQ0aHL7td53qYmVWLgyEjn/lsZnnnYMjI10oys7xzMGTkW3uaWd45GDIKn/psZjnnYBgldyWZWV45GDJyg8HM8s7BMEo+j8HM8ipVMEhaLul5SSFpwRDrXCxplaRDkpaXlH1L0uqiR7+kS5OyT0naXlT25bHvVvX41p5mlndp7+B2P3AHsGKYdZ4DrgeuACYXF0TEtQPPJZ0L/AR4qGiVb0XEzSnrUleermpmeZcqGCJiJQzffRIRG5J1Lhthc38KfCciDqWrYmPxdFUzy7ua3vNZ0kTgj4F3lxRdJeliYBtwS0Q8Wua17UB7yeKOKlRzWOFTn80s52oaDMBlwKaIWF207B+AWyOiR9JFwPcknRURO0teeyNwS01qOQzf2tPM8q7Ws5L+BPin4gURsS0iepLnPwY2A+UGuG8HTil5LKlmZctxi8HM8q5mLQZJHRQO5FeXLJ8XEVuS528C5gPrS18fEV1AV8lrq1LXNNxiMLO8Sjtd9U5JnRT69B+W9HSy/AFJC5Pni5N1bgJukNQpaWnRZq4Dvh8Ru0o2f5ukpyQ9CXwVuCYito1xv6omfGtPM8u5tLOSlgHLyiy/pOj5SoYZDI6IW4dYfl2aOjQatxjMLK985nNGviSGmeWdgyGjw+cxuMlgZjnlYMjILQYzyzsHQ0bhm3uaWc45GDLytZLMLO8cDBl5jMHM8s7BkJVPfTaznHMwZBS4G8nM8s3BkFGEZySZWb45GEbB4wtmlmcOhoyCcIvBzHLNwZBRhMcYzCzfHAwZBb6yqpnlm4MhI89WNbO8czBkFHhakpnlm4MhK+eCmeWcgyEjn+BmZnnnYMgoIjz4bGa55mDIyNNVzSzvHAyj4FwwszxLFQySlkt6XlJIWjDEOhdLWiXpkKTlJWWfkrRd0urk8eWisqmS7pW0QdI6Se8d2y5VV2GMwdFgZvnVlnK9+4E7gBXDrPMccD1wBTC5TPm3IuLmMstvBnZHxOmSzgBWSDo9IvamrFtN+SJ6ZpZ3qVoMEbEyIjaPsM6GiFgN9Gasw4eAu5Nt/A5YBbwn4zZqxucxmFnepW0xVMJVki4GtgG3RMSjyfKTgBeK1tsEnFj6YkntQHvJ4o7KV3N4PvPZzPKuVsHwD8CtEdEj6SLge5LOioidGbZxI3BLVWqXkRsMZpZnNZmVFBHbIqInef5jYDMwMIi9CTi5aPWTkvJStwOnlDyWVKnKQ4oIDz6bWa7VpMUgaV5EbEmevwmYD6xPiu8DbgBWJYPPi4CrS7cREV1AV8l2q1XlIfnMZzPLu7TTVe+U1EmhT/9hSU8nyx+QtDB5vjhZ5ybgBkmdkpYmm7hN0lOSngS+ClwTEduSss8D7ZI2AD8A/iwi9lRsDyvMs5LMLO9StRgiYhmwrMzyS4qer2SIweCIuG6Ybe8DrkxTj0bhriQzyzOf+ZyRb+1pZnnnYMjI10oys7xzMGRUOI3ByWBm+eVgyMgnuJlZ3jkYMgt3JZlZrjkYMvJ0VTPLOwdDRh58NrO8czBkVJiu6mQws/xyMGTkFoOZ5Z2DYRScC2aWZw6GjHxrTzPLOwdDRj6PwczyzsGQUfg8BjPLOQdDVm4xmFnOORgy8o16zCzvHAwZRfg8BjPLNwdDRm4xmFneORgy8rWSzCzvHAwZ+TwGM8u7VMEgabmk5yWFpAVDrHOxpFWSDklaXlL2CUlPS1oj6TFJS4vKviGpU9Lq5PHxse1S9TkWzCzP2lKudz9wB7BimHWeA64HrgAml5T9CvhCROyXdC7wiKS5EXEgKf9cRHwpfbXrJ9yXZGY5l6rFEBErI2LzCOtsiIjVQG+ZsociYn/y4xoKh9YZGevaEALngpnlWz3GGK4Fno2IzqJlN0laK+l+SWeVe5Gkdknzix9ARy0qPEh4jMHM8i1tV1JFSLoQ+AxwUdHijwNbI6Jf0rXAjySdGhF9JS+/EbilNjUdWvjUZzPLuZq1GCRdANwDXBYR6weWR8SWiOhPnn8LmE75lsDtwCkljyVVrvZreIjBzPKuJi0GSYuAe4ErIuLxkrJ5EbEleb4U6AO2lG4jIrqArpLXVqnGQ/ONesws79JOV71TUieFb/IPS3o6Wf6ApIXJ88XJOjcBNyRTUAempd4FTAHuLpqW+oak7JvJ+MKTwN8Al0bEawawG4Vv7WlmeZeqxRARy4BlZZZfUvR8JUMMBkfEomG2/e40dWgUbjGYWd75zGczMxvEwZCRL4lhZnnnYMjIs5LMLO8cDJn51p5mlm8OhozC57eZWc45GDLyjXrMLO8cDBn51p5mlncOhozcYjCzvHMwZORZSWaWdw6GjALcZDCzXHMwjIJjwczyzMGQUYTPYzCzfHMwjIJzwczyrKZ3cGsWO/Yc4lPff5qD3aU3kYOnX9zNKTOn1aFWZma14WAo44lNu/jhmq2cNmsaUya2Dio7oX0yF589p041MzOrPgdDGT19hete3PXh83nd8UfVuTZmZrXlMYYyevv7AZjQ6tEEMxt/HAxldPcOBIPfHjMbf3zkK2OgK8nBYGbjkY98ZQx0JbW5K8nMxqERg0HScknPSwpJC4ZY52JJqyQdkrS8pKxV0pclPStpg6Tr05TVk7uSzGw8SzMr6X7gDmDFMOs8B1wPXAFMLin7MHA6cAYwA3hC0sMRsXGEsrrp7S90JU10MJjZODTikS8iVkbE5hHW2RARq4HeMsUfAr4aEf0RsYNC0FyZoqxuenrdlWRm41ctzmM4CXih6OdNwIkpygaR1A60lyzuqEgNS/QkLYa2FgeDmY0/zXSC243ALbX4RT19/UxoFfLV8sxsHKpFJ/om4OSin08CNqcoK3U7cErJY0klKzqgt6/fA89mNm7VosVwH/CfJf0zhQHmyzhyQB+ubJCI6AK6ipdV6xt9T1+4G8nMxq0001XvlNRJoT//YUlPJ8sfkLQweb44Wecm4AZJnZKWJpv4NoVZS78DfgH8bUQ8n6Ksbrr7+pnY5haDmY1PI7YYImIZsKzM8kuKnq9kiIHgiOgDPpq1rJ56+/ppa3EwmNn45KNfGT19wYQ2dyWZ2fjkYCijx4PPZjaO+ehXRk9fPxPclWRm45SPfmX0uivJzMYxB0MZ3R58NrNxzEe/Mnr7whfQM7Nxy0e/Mnr6+n0BPTMbtxwMZXhWkpmNZz76ldHTF0xwi8HMxikHQxluMZjZeOajXxm9/eFgMLNxq5nux1BRG7bvZd223WXLdh/o8eCzmY1b4zYY/u23L/HZB9cNWT5r+qQa1sbMrHGM22C4cuGJvPP1s4csP2XmtBrWxsyscYzbYDhu2kSOmzax3tUwM2s4HmE1M7NBHAxmZjaIg8HMzAZxMJiZ2SAOBjMzG8TBYGZmgzT7dNVWgM7OznrXw8ysaRQdM1vLlSsialebCpO0GFhR73qYmTWpJRGxsnRhswfDJGARsBXoy/jyDgqhsgQYD00O729+jad9Be9vJbQCc4FfR8Sh0sKm7kpKdug1aZeGdPgieZ0RsbFSdWpU3t/8Gk/7Ct7fCm762aEKPPhsZmaDOBjMzGwQB4OZmQ0ynoOhC/h08u940IX3N6+6GD/7Ct7fqmvqWUlmZlZ547nFYGZmZTgYzMxskHEbDJLOlPSopGeSf8+od53GQtJySc9LCkkLipYPuZ/N+h5ImiHpAUnrJa2V9M+SZiVlb5X0ZLJP/yppdtHrhixrdJLuT+r+hKQVkt6ULM/d5ztA0i3Ff885/mw3SlonaXXyWJosr9/+RsS4fAA/AT6SPP8I8JN612mM+7MYOBHYCCxIs5/N+h4AxwHvKPr588DXKHzR2QAsTpb/DfBPyfMhy5rhARxT9Pz9wON5/XyT+p4HPDjw95zzz3bQ/9mR9qkW+1v3N6VOH8RsCiP8rcnPrcnPs+pdtwrs2+E/suH2M0/vAfBB4GEKl0d5qmj5TGBv8nzIsmZ7ANcCq/L6+QKTgEeB+UXBkNvPdohgqOv+jteupBOBLRHRB5D8+2KyPE+G289cvAeSWoCPAv8CnAS8MFAWES8DLZKOG6GsKUj6R0mbgFuB68jv5/u3wD0x+PIPuf5sge9IWiPpLknt1Hl/x2swWH58EdgLfKneFam2iLg+Ik4C/ppC91nuSLoAWAjcVe+61NCSiDiXQktANMDf8ngNhs3APEmtAMm/JyTL82S4/Wz690DScuAM4EMR0Q9sAk4uKp8J9EfEKyOUNZWI+Dbw+xSutJm3z/dC4CzgeUkbKVxZ9CHgdHL62UbE5uTfQxQC8e3U+W95XAZDRGwHVgNXJ4uuBp6IiB11q1QVDLefzf4eSLoNOB+4LI5cNvgxYEpynw6APwfuS1HW0CRNl3Ri0c/vA14Bcvf5RsTnIuKEiJgfEfMphN9SCi2kPH620yQdkzwXcBWFz62+f8v1Hnip1wN4PfBL4Jnk39fVu05j3J87Kfwn6gW2AU+PtJ/N+h4A5wABrE/+E60G/m9S9jZgLfA74MfAnKLXDVnWyA9gDvCLpO6rKcw2Oi+vn2/Jvm/kyGSKPH62pwJPAGuApykc4OfWe399SQwzMxtkXHYlmZnZ0BwMZmY2iIPBzMwGcTCYmdkgDgYzMxvEwWBmZoM4GMzMbBAHg5mZDfL/AQdP0C/aoDzfAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# the second (phase.scale) parameter\n", "print(samples.shape)\n", "walker = 0\n", "for i in range(samples.shape[2]):\n", " plt.figure()\n", " plt.plot(samples[:, walker, i])" ] }, { "cell_type": "code", "execution_count": 13, "id": "9ab94b33", "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:Too few points to create valid contours\n", "WARNING:root:Too few points to create valid contours\n" ] }, { "data": { "text/plain": [ "(3577, 7)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import corner\n", "corner.corner(samples_flat);\n", "\n", "samples_flat.shape" ] }, { "cell_type": "code", "execution_count": 14, "id": "70129c35", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Parameter mean median best [ 68% interval] [ 95% interval]\n", " 1 p103996675068078428256957165594636099134 -0.463(90) -0.476 -0.485 [ -0.50 -0.39] [ -0.74 -0.24]\n", " 2 p115130398186402342168768027308051150371 0.471(43) 0.478 0.485 [ 0.43 0.49] [ 0.36 0.59]\n", " 3 p26851921218028266521610302375394125362 242.2(39) 240.90 240.00 [ 239.2 246.1] [ 238.0 252.0]\n", " 4 p288274559095425807889621236863919536742 1.198(31) 1.204 1.208 [ 1.19 1.21] [ 1.09 1.22]\n", " 5 p28930811549294052832347709268866444026 197.4(16) 197.089 196.923 [ 196.08 199.09] [ 193.57 200.49]\n", " 6 p58761998728139009870481080864610135086 0.1219(21) 0.12192 0.12237 [ 0.1210 0.1228] [ 0.1161 0.1259]\n", " 7 p97628043528038207855652635674368028100 0.190(44) 0.194 0.198 [ 0.16 0.21] [ 0.07 0.34]\n", "\n", "Statistics and plots based on 3577 samples (100.0% of total samples drawn)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAg0AAAGFCAYAAAB+E8C8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8/fFQqAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOyddXgVZ/qw7zl+4u7uAiEEQnCnSCkUWipQatS23m67la1uXXbr1Iu0lAoUqODFJSQQd3d3PzrfHycEggaK/b6e+7reizDvzDvPmUnOPPOoIIoiZsyYMWPGjBkzZ0NyuQUwY8aMGTNmzPzfwKw0mDFjxowZM2YGhFlpMGPGjBkzZswMCLPSYMaMGTNmzJgZEGalwYwZM2bMmDEzIGSXWwAzlxZBEOwAuxM2K4AAIB8wXGKRzJgx838LKeAOJIqiqDnfRQRBcABsBrh7myiKTed7LjMXDrPS8PfjUeDFyy2EGTNm/s8zDth3PgcKguBgbydpbG4xDvSQZkEQgsyKw+VHMNdp+HtxGkuDL7Br6YffMfOaMZdcpvPh6Rs+pKWxg6XbnkYiufK9bPF5ZXy7J4nq5na+vG8+jtaWl1uks/L6c2sIj/Lmz41pvPHhYqxtVJfkvG3NnVQU1FBRWEdFQS0V+TVUFNVhbWuBV5ArXkGueAe74hXohpuvEzK5tO9Yo9HIU9d9wH2vXE/gIO9LIu/5YDAY+eCL7QiCgIuTDXK5hBvmxl5usQbEU4v/y0/7PgYIEkWx8HzWEATBDyj+c507nh7SM+5bWWVgyrxqAH9RFEvO53xmLhxmS8PfDFEUW4CW47cJggBAa6MRPz+/Sy7TudLZ3k1Pk4CrkztSvRrfEPfLLdJZ+Sm1lGsnjqautYO9pc08Ojvycot0RtrbuqmrNvDRV/ORCdbs3FzEw/+adUHPoe3RUZZfQ0l2JcVZlZTkVFGSXUVPlwa/cE/8wz0YMTaGG+72wC/MAytbiwGtu+DOWaTvKGXK7HEXVN4LhSiKfPjlDpDa8PZL13M4pYRf/kj+v/G319ZNS0XP0f/+ZVemh4cEH+8zP4ZEzC+2VxJmpcFMH1kZFZdbhAFRkFZOQIQnbr6O5CSV/J9QGhLyy3n++ik4Wltw8/vfc9fUWKxUysst1mlJPFjAkBhflCo5t987ibtuWsqMOdGEhHmc81pGo5G68iaKsyspya4yKQnZVdSWN+Lh54xfuAd+4R7MuXMi/hGeOHva9ymy58PUG0dy77j/cPfL12FprT7vdS4WP6xLJCm9jI/fuBmlQkZEiDuvvbcRo1FEIjn/z30pSDuYb7LglFyY9YyIGDmzi8JoVhquKMxKg5k+KoobMeiNSGVXtrk/P62MkGgfPPydyUkqYfpNoy63SGekpbObyqZWepp7sLK3ZVSILz8fSOeOycMvt2inJX5fHiPHhgBgbaPmzvun8NHbG/ngqyVnfLC1N3ceUw5yqijOqqQ0txpLGxV+YZ74hXsQNz2Kmx6dgVeQG3LFhf8KcnCxZcjYUHavO8ysW68sa8PWnZms/T2JpW8vwtrK5O6xt7PE2kpFeVUTvl6Ol1nCM5O0O4dBcQHw+4VZzyCKGM7iIj/bvJlLi1lpMNOHTCWjpKiOwBC3yy3KGclLKSNu2iC8g93YtOrA5RbnrCQWVDDUz4OX3/4NhULG9TfEsmxPEovGR6OQXXl/gnq9gSOHCrnv0el926bNGsKmDUls+S2ZmXNj0Gp0VBTUHnMtZFdRnFNFV3sPfmHuve4FTybNj8Uv3BNru4G5Fi4UM28Zy/I3NlxRSkNicgkff7OLD167ERcn635zkaEeZOVWX/FKQ/KeHG59YdoFW09EPKslweyeuLK48r6xzFw+lFJyMiqueKUhP62MxU/Ows3HiZrSBro6erCwujRBeufDoYJyAh0daLFt5JlHZvLGB5sQ7EV+3pfOoolDL7d4J5GeUoaHlwMOjlaIokhdhcm1EOxqzdKnfuCXd3+nrrwRV29H/CNM1oOrbx+Pf7gnLt4Of8m1cKEYOiGMD5/8nvzUMoKH+FxuccgrrOWV//3Bf56ag7+P00nzEaHuZOVWMXPKoMsg3cCoLW+ks70HryDXC7amDiO6s7gnzjZv5tJiVhrM9NFp0JOZWs7V869cs3lrUwetTZ14BrggkUgIiPAkL6WU6LGhl1u005KQX85Vvn5ERXgxONyTbz64jZc+28h/1+3GW2XF+JHBl1vEfsTvzWPUuFBqSht4ZObbyBVS/MI98QvzIHJUEFYOVnyy7RkUKvnlFvW0SCQSZiwaw+ZV+wgesvCyylJd28rTr/zC4/dNJfo0GR0RIe5s2p5xiSU7N5L25DB0fOgFzVYyDsA9YTS7J64ormzntZlLipWzFekpZZdbjDNSkFZO8GDvvi+usBg/cpJKLq9QZ6C+rYPG9k7qy1sZHGkKIlQp5bzx8By8XOx4c8U2XnvvD9o7es6y0qVBFEUO7s1l5NgQUvfnEjMhjO9S3uDV1Q9y14vz+fcHi0nPrqakuP5yi3pWpt00ij2/JtHdefmubWtbN0++tIZF18cxcczpFdugABfKq5rp7tFeQunOjaTdOQwdF3ZB1zQOcJi5cjArDWb6UNiraG5op72t+3KLclryUkr7mZvDYvzJTS69jBKdmYT8CmKDvEjLrOBP2WrKukyyCoLAA1ePxi7UHrVKwe0PLePg4aLLLC2UFtcjGkX8g1zISixCZdk/w8PaRs2S+6fw0TumaP8rGSd3OwbFBbFnw5HLcv4ejY6nX/2FMXFBXDc75oz7KuQyAv2cyC2ovUTSnRsGg5HU/XnEjL+wSoMBcUDDzJWDWWkw00eLUYuFvQW5mZWXW5TTkpdaRkg/pcFkabhSi5QlFJQT6uKEAQOtFtVkt2X1zU2NCqKls5uJ0yN49tFZvPfZdt78cDMdneddmfcvczRrQhAEUvbmsvW7/XS291cip84aglQqYfOvyZdJyoEzY9EYNn23/5KfV28w8vI7v+Phasu9t44f0DHhIR5k5VZdZMnOj4K0MhxcbXF0s72g6xpFMJxlnKtuKghCiSAIOYIgpPSO6b3b7xQEIb1322FBEMYdd8xIQRBSBUHIEwRhqyAILgOZ+ztiVhrM9NEt0dMjEcm5gus1HE23PIqThx1SmYTa8sbLKNXpSSgoR6WT4BwgYK3xJq8tr29OKpFw+6RhfLMjkWFDfFn+4e1IpQJ3PLycxOSSyyJv/N484saF0NOpoaGqGW1jMzvWJPbbRyIReOjJWSz/fCdtrV2XRc6BMnxyBI01LRRnXbrfaVEUef/z7Wg0Op5+eOaAay9EhrqTmVt9kaU7P5L25F5wKwNcVPfE9aIoRveOLYIgOALvA1NFUYwG/gN8DiAIggT4DnhAFMUQYA/w5tnm/q6YlQYzfQwJ8aTDaCAjpfxyi3JKGmta0Wn0uHofS0sTBOGKjWuobGqlS6OjprQJjUstB35z5mBWdT+ryJzhkWSU15Jf3YCFhYInH5jOkw9exVsfbebdpVvp6rp0Pu7mpk5Ki+uJGupLQXo5otEIBj2/fr71pH0DQ9yYMDWSbz7dccnkOx+kMilX3TT6klobVv4UT3ZuNa88Mxe5/Mwlko8nItSDrLyqK9JqdjQI8kKjE4UBjV68BEHwO2HYDfBUQu84mutqBxzVJIcBPaIoHu2j8RlwwwDm/paYlQYzfQwL9ELhqCYns+KK9Ffnp5nS505M6btSlYaEggrigr05klGCTqZA1iZSl2tDTc+xt0mVQsbCsdEs33XM7z5iqD/LP7oDvd7I7Q8v50jqpYnZSDyQT8yIABQKGVmJhRi6TW6S0uQimuraTtr/tnsmEr83j9ysK9edBTB94Wh2rTtMzyVQwDZuT+ePbem89eJ1WFqcW8VPNxcbjAaRuob2iyTd+dHV0UNhejmDRwZd8LWNCBjOMoz0/b3vBYpPGI+eZulVgiCkCYKwVBAEO1EUG4B7gSRBEMqA14H7e/f1Afr+yHr3lfR24TzT3N8Ss9Jgpo+h/h50KoxIZBIqy648c39eSinBUSfn3F+xSkN+GREezrS2d9Fcb4eyyUhXqoKkmqx++904Zgi7MgqpaT72sLCyVPL0wzN47L6pvP7+Rt77bDtd3Rf3oXewN9US4NC2DESdFhAQdTq2rDr5Td3KWmWqFPnOJgyGKzfG3cXLgdChfuz7Peminif+SBFfrNzDuy9dj5OD1TkfLwiCydpwhbko0g8WEDLEB9U5KkED4WwKw9HRyzjA/4Tx/imWHSeK4hAgFpN14WNBEGyAB4FYURR9gMeBdcKVUFTk/xhmpcFMH+72NqisFUgsFVdkXMOJ8QxHCYryoSSnGm2P7jJIdWpEUSShoAK1TkDmqsHQJsPdxRZLaznffN0/H9/WQsW1IyJZuefkh9qo4QEs/+gOurq13PnIclIzL8590Wr0JB8uZsRo09tkYXoZok4PvZHra987dd3gqTOjkMulbP7tyg6KnLn44gZEZudX89p7G3n12Wvx8Tr/l9CIEHey8q6sYMjkvTnETLjw8QwARlEY0OilQhTFkhNGy4lriqJY3vuvBlgKjAGuAlpEUcztnfsJCAScgDJMnX4BEATBCTD2tuE+09zfErPSYKaPpvo2hg3yod2gJ/sKUxpEUSQvpeyUlgaVWoFXoAuFV5DMpfUtSASB7IISDAop0a7uDA7z4OaFMdQV6di6u7+1YfH4GDYkZNLadXJNAWsrFf9+bBYPLpnMy+/8xkdf7aBHc2EVpJQjxQQEu2Jja0FzfRuabh0YjjYxFGitrKfqFLUZJBKBB5+cyYrPd9HacuUGRY6YOpia0gZKL8JbfEVVM8++to5/PTidQWGef2ktU2XIK8vSkLQ7h6EXIQgSztk9cVYEQbAUBMG292cBuAlIweTKiDma+SAIwiSgDWgAjgBqQRDG9i5zH/Bz789nmvtbYlYazPSRnVTK5JhgeiSQeYUFQ9ZVNCFTSHFytzvlvMlFUXxphToDCQVljAj2JiWjnFaNEgujhMgQD26MG0GXs8B7X/9JUemxh7CbvTUTBwXy4/7U0645Ni6IZR/eTnNLF3c+soL07AsXSxC/L7+vQVXOkWKM2uNdISKIIt++uf6UxwYGuzFx2pUdFCmTS5l240g2n8LN8ldobunkyZfWcPtNoxl3ASp7hge7U1Bch17/l7tOXxDqK5tpbeokcJDXRVnfgGRA4xxwBXYJgpAGZAAhwP2iKB4B3gZ2C4KQCryFKcNCFEXRCCwGPhUEIR+YADwNcKa5vytmpcFMH9lHSogL8UFnJaGirJGei+xDPxdOZ2U4SliMHzlXUJGnhIIKBnu50FynY+hgTwqK64kMccdSpcQ7RErwCDuefftXOruO1WS4Y9Iwvt+XQo9Wf9p1bW3UvPDEbO65dRzPv7mBT5ftQnOG/QeCKIrE78tj1DiT0nDgjxTQ9VoyjisZ/OeKHaeN7L/17okc2p9HzhVc42P6ojHsWJNwwdxYXd1anvrPL0wZH87cGdEXZE0LCwVurrYUllwZFTeT9uYQPTbkgpaOPh69KKATJWccenHglgZRFItEURwqimKUKIqRoiguEEWxunfuf6IohouiOEQUxRHHZUQgiuIBURQHi6IYLIriNFEUawcy93fErDSY6SM7qQQbtRJbZ0vUdirysq4c32peaikhQ3xPOx8W43/FBEMajSKJBeV0djZgVAssGBZNY3Mnfr0dDMdFeVCoaWV4lA+vf7y570Ec5ObEIG9Xfj2cedZzTBwdyvIPb6e6tpUlj64gK+/8TdqFeTUolTK8fU2NlJL3ZJviGSQSJEqlSXEQQNTqSdyefso1rKxVLLl/Ch+/e+UGRbr7OhE4yIv9G1P+8lp6vYEX3/6VAF8nliwa89eFO47IUA8yr5AiT8l7Ll48A/RaGsSzDPNj6orCfDfM9GEwGKkua2RwqAcaGVdUXEN+6qmDII/iGeBMd0cPTbWtl1CqU1NQ04iVSsn+lBwEKylqo4zwIDekUtOf29WDo6mp13DT/BHUNbSzesPhvmPvnBzL8p1HMBjP/uC1s7XgP0/P5Y6bx/DMK7/wxco9aHXnbnUwZU2YrAxGo5Gm2jZEnQ5BKkU0GBDk8qPxkLz/jy9Pu87UmVEoFFI2XcGVImfeMpbN3+07+45nQBRF3l26DYAnHrjqgnf1jAi5MuIajEYjyXvziLnA/Sb6nQPJgIaZKwfz3TDTR3iMHykHCpg2IpQOg4Gc9CtDaTAajeSnl5+xxbEgCITG+JFzmSopHk9CQRmxQV4UZXUxLjaArPwqIkM9+uaDbAJx8GpjS3o2rzw5hx9+TSQ50xRDMtTfAwdrC7anFQz4fFPGhfHNh7dRUt7I3Y9/S25BzTnJe7R0NEBlYR1GgwFEESQSRL0ejEaT4gDUF9XQWNNyynUEQeDBJ2ax4oudV2xQ5MgZUZTl1VBReP4W5m++309RST0v/2sOMtnAizcNlIhQ979kObpQFGVWYutgibOn/UU7x4UOhDRz8TErDWb6CI/xJfVgAeOHBKCTC2Skll8R1emqiuqxtrPA9iy571dKvYaEggrsHYwYWiU8cO0kMvOqiQxx75uXSWQMCrPgtyOZuDnb8O+HZvLye3/Q0NSBIAjcOTmWb3YkntO1d7S34rVnr2XRdXE8+fJavvl+Hzrd2YPpGuraqKlqIbI3XuTAH8mIR+MZet+gRZ0OpNK++IYPH/z6tOsFBLsy+arBfLP0zwHLfimRK2RMvSHulHUnBsKGzSls353NWy/Mx0KtuMDSmfD1cqS5pZPWy9w4Lml39kXLmjiKQRTO7p44h5gGMxcfs9Jgpg9bDztSD+ajkMmwcrWkR6ujrubym/vzUk8OgjQYjOhPeCheCUqDwWjkcGEFSdn5KG2luDnYkJ1fQ0Swe7/9xoQGUtvSQVl9C3FD/Zl7VRQv/Pc39HoDEyMC6NbqOZR/bhksgiBw1cQIvnn/NnILarn3iW8pKK474zHx+/OJHRWEVGb6Kti9/nBfPANHXSSCgKjV9lkbDqw7ROcZek7cevcEDh3Iv6LcW8czfdEYtv90CN05BpDuO1TAstUHeOel67G3s7xI0oFUKiEs2O2yWxsuVr+J49EjRXeWoefCW3PMnD9mpcFMHweTS7CwUlGaV0NooBtYysm+AlwUeallhET3D4Jc9cmffP5m/4JDodG+FKSVY7iM6Wo5lXW42FhSkNFJzGAvSisbsbVRY29rgdi9AdHYAUCYTSie/lo2J+cCcNv1o7BQK/j02z1IJAJ3TBrGsp2Hz3Sq0+LkaMWbz89nwZzhPPb8T6z44cBpU/gOHeeaAKgoqEXU98YziCISWxsESwsEhQIkEgSlEkSRn9/77bTnt7RScdcDU6/YSpFega74hLgRvzltwMdk5FTy1kebeeO5eXh5XDxz/VEiQjzIvoxFnnq6teSllDJ41IUvHX08Z7cymIaZKwfz3TDTx+GUEoaMCiLlQAHjYwLpxHBFVIbMTy0lOMq77/+iKLLzj1QObM/CeFzAoJWtBU7udpTkXL43tIT8CpwcZEg6JFwzbiiZudUMCvVA1Jchtv4LtKYgvECrIFRelWxKzgFMRZJeeGQWew7ls/NALlcPC6OgppHsijNbCk6HIAjMnDKIr9+/jfTsSv7xr1X96kIAdHdrSU8uJXZUIADaHh1anQGOZk5YWyFYWiKoVQjWVkhsrZE4OSD19uSHbw5wx7hXeXz+B/zn7q/54OkfWf7OH6z/Zje7NiThaK0EvZ413+6/rErc6Zhxy1g2rRpYQGRZRRPPvb6eZx+dRfgJFqOLRcRl7niZEV9A4GBvLKxUF/U85kDI/3vILrcAZq4cOru1eAS7knqwgEeuu5EPJFtIvcy1Dwx6A0VZlf3cE4XZpjcwCyslBVlVhBxXeOaoi+JiFaM5G4cKyqlobUTWIxAV4cVn3+0hIsQdses7EGwRtUkIqhmopWqCvW3ZHd9FXlUDIR5O2FireeXJOTzxyloCfJxYPH4oy3Ye5u3Fs85bHhcna9556Xr+2JbOI//+kRuvjeWmebHIpBKSE4sJjfDEsvfBkLg9HfS9JntBQFCrQasFg4ixpdnkrpBIEORyRK2OcXeOJW72MFoaOmht6qC1sYPqskayk0ppbWynp7qFFa+s59tX12NprcbW0QpbByvsnKywczQNW0drbB0tsXO0Nm1zssLSRn3R6gIcZcysaD577meqSxtw7001PRUNTR088dIa7rl1PKOGB1xUmY4nIsSd197biNEoDri19oUkaXcOMeMufFfLEzGKnDVm4Qrsnfe3xqw0mOlD2mOgrLWDjIQirC2UKGyVlBbWodXqUSguz69KWV4Njm52WNqo+7bt25LBuOmDMBpEEnblnFJpuPrWsada7qKi0xtILq5E36Eh2MUWWxs1mXnVzJ0WAt3rEa2fReha2bd/sHUwDaF6NiXnEOJhkjcs0I17Fo3j3+/8ynsvX8/XOxKpaGzFy9H2vOUSBIHZV0UxPNqXtz7azN74fJ55ZCYH9+Yyctwx18TGFXtM2RISCchkIBEQ2trAxhZBoUTs6TYpDkYjgkzK+vd/Z/Gz85Cf4Xfj0/e30NWuYcn9k2ltbO9TMFoaTaM4u7Lv59amDlobOuju0mBj36tIOFmdoGxY9yobpv/bOlihtlSec9qjQiVn8vUj2PL9fm5/Zu4p9+ns0vDUy2u5etpgZk0dfE7r/1Xs7SyxtlJRXtWEr5fj2Q+4wCTvzeHRdxde9PMMpOKjuU7DlYVZaTDTh7Vayb4jxbi62VKQWYmfnzPVNd0U5dUQdpne3PNOqM8giiJ7t2Tw1Ls30tOt5cu3NnLLg1P75sNi/Fj/1a7LIClklNegUkhQqIzE+vvR2aWhuq6VQJe9YIzju8pPGaFsJszYhSCxINgqhDy/A2zensvDs8b0PfiumTqYjNwqPlm2m/kjBrFi1xH+fd3kvyyfm4st//vPDWzYlMKDT69GbOnhptuOFSbKOVLcV59BYmUBGi0GQYJcpwELNUa9HlGvM+2jUtHdqWHbyt3MumvKac95610TWHLTUmbNiyF8kBe+IafdtQ+dVm9SLI6zYLQ0dtDS0E5VSUOfcnF0myjST7m44R9TGBwXeNbzzFg0hmdv+JBbnpiNTN4/2E6nM/D8GxsID3Xn1htGnl3oi0Bkb8fLS600NNa00lDTStAZKrBeKIyiBONZYhbONm/m0mJWGsz00W3Uo+/UMHKQJ6kHCoiL8mP14TIy08ovr9JwXCXI4twaDAYjwZGeGA1GaiqaaahtxcnV9CbuG+pOQ3UL7S1dWNtZXFJZE/LL6dJo8MSKqEgvsgtqCPZ3QapdRr3yfiQkktJlTZguFZSjCLYKpkm5Apl0OOllNUT5mvzlgiDwz7uncO8z3zPRx5Gfk9L5x/SROFj99c8jCALXzhqKg5Wa197byGsfbuaZR2fh7WFPV4cGUadHkMlALsfY3IrEyQFtVS1SR3tQyMFoAKOxL5vim2dXM/2OSX2Fq07E0krF3Q9O46O3N/LRsrtOu9/xyBUynNzscHKzG9Bn6unSmCwVjR2k7M9n5X838s5PD531ON9Qd9x8nUjYns7omdF9241GkTc/3IRSKefRe6de8OJNA8UU11DFzCmDLul5k/fmED0mZED36q+iE6VoxTNnR+jOMm/m0mJW4cz0Ye1oBR1auhUSUg4WMGKwL6JSSmJi0WWTKT+1tF9Rp71b0hl71SAEQUAqkzJ8XDCJe/L65qUyKcFRPuSlXPpYjG1p+SDV0VZtJCrCi4zcKiID9SBYsL8wiU0pQ1l9OIoXft7Eltx8mtpF1FILxg72YFNSbr+1lEo5r/1rLmt+S2KEpwer96VcUFkLM6u4YVoUU8aHc/+Tq/j0s20YAQwGBCtLMBgRZDKT6d/KArGrG0GlQpDJTfUbet0UbW3d7Pn54BnPNXn6INSWCv5Yd+SCfoajqCyUuHk7Ehrty3X3TKKyqJ6KwoEFkM68ZQybvu1fs+GLb/dQVdvKi0/ORnYJHpynIyLEnezLEAyZtOfidbU8ESPCAAIhzXUariTMSoOZPoYM9sbBUkV6WT05yaX4eToiSiTkXqYmRFqNjrK8mr6gxqOuiXHTj715xU0M59Cu7H7HhQ279B0vNTo9+TWN+HvrsVApcXW2ISuvmgjvRATLWynvSCa5NIhAl1rqxSbe/Xk7S35ex4ZtHmwoL2RVVhrv7dnP71m55NTVo9Hr8XSz4+kHZlB0pJofdqfQdQHbYZsaVIVy3ewYPn1nEVv+zEAT7o5opUZQKTF294BayRP/W4S9nxvGzi4EqQSkEpPiQG/RJ4mETx5bccZCVEcrRX771W5amjsv2Gc4FTK5lCnXDWfLT/ED2n/s7Bhyk0uoq2gCYO3vSeyLL+DN5+ajUsovpqhnJSjAhfKqZrp7Ll3jOKPRSMreXGLGX/wgSDC5Hs6Wbml2T1xZmO+GmT7CQz1QWCjo7NHj4uVAaU4VDq7WdHdoaGrouOTyFGdX4e7vjKq38l5Jfi06jZ6QwcdcJcPGhpCWUIzmuM6Fl6PI097sYkRRZJC1N0MiPRFFkcy8CiJ9M6ioHEa9UU6osw2jgzoZNyKTEXlGxica+d/8QVw9UsBFbkFlUxubcvN45NeNDH1/KVO+WMbKsgwcA22R1+r5aMt+OjR//QFSU9VCc1MnoRGeAHh52GORWYmkvg3t6HB0ztaI3T0Ieh2pf6bj5G6Pb0wgxo5OJBZqEEWTCwMQtVraWrvZvebMD2n/QBemzBjM15egUuT0G0ayfW3igIo3qSwUTJw3nC3fH2DX/lxWrTnEOy9dj+1xgbeXC4VcRqCfE7kFl66pYkl2FWpLFW4+p88ouZAYe8tEn22YuXIwKw1m+pA6yKnr6kaq0aN0tiT1QAHREV7o1BLSUy+9uT8/tYyQ41wT+7Zk9LkmjmJtqyYowoPUQ4V920KHmtpkGwfQ9OlCsXpfCha2GnRVlkRFeFFZ04JS3oOT+7X8tnkNxQ0uTAqMwM9qIi1GgX99MhwbO0t+eziJpvYCFg4bgrVGxifzrmHLXbeR+tgDfD5/DvMHRRAzPgCZXMLaDUmM/Ogzxi39ijt++oVX/9zFDynpHK6opKW7Z8Cyxu/LI25McD+fdXNdG7KiGlS5tRjsVOhigxDsbfl1bRJ2ztb4xASZ0i8FSW9JaemxqpEGA+/f//VZy14vvnsih+MLyUo/t0qX54pXoAteAS4k7Mga0P4zbxnDr78k8N9Pt/Hm8/Nxdz3/TJULTXiIB1mXsONl0t7ci9rV8kTMxZ3+72G+G2b6yGqsxz/QBZVBoLy9i9SDBUSFeSKzUrJ7f+7ZF7jAnFg+eu+WdMZOPzkobMSEMA7tyun7v4OLDRZWKqqK6k/a92JgNIokF1cRGi6Sm1tPVKQX6TkFRPpX0KWfS71iP6UNHjhbWOGiGoGdzEhO+x88/u7NjJ4cRf6/DPjbyPkzvQBdbyEkuVRKkJMjM0KDeWjsSH58+04sugTu8BjMqoXXszgmGlcrK5Irq3hjxx4mfPY1cR99zqLVP/PC1j9ZeSSFAyVl1HV0nPQwPzHVsqakDlEiAbkciSigLGlB2qmlK8ABnaWUirJG4nfkEHvDOJO1wdrSVDWyN75B1Ono6tSw9sPNZ7xOlpZK7n7w0lSKnH7jSDb/MDAXBVYqGp2tuGFiJCGBrhdVrnMl8hIXeUrancPQS+SagKMNqyRnHOdqaRAEoUQQhBxBEFJ6x/Te7Q6CIKwWBCFPEIRMQRBeOO6YkYIgpPbObRUEwWUgc39HzEqDmT6Sq6qIHeqPi5sNPTKB/IwKArwckShlZKVd3LfDU5Gfdqx8dGlBLd1dWkKjTs7iGDkpjITduf0ejmGXsOPl7qwi9AYj00PC6dHo8fF0ICvrIJHB9mz6sQDHIT00d1jx2rZd/J6qB/SktWciCAKLH59J+C3OLL3vR1zUFhzMPbVFx97WgrtvH8f69UlIukUmBwVwd9xw3rp6OmtvvZmUR+9nw+2L+MfIEQQ6OJDf0MBHB+K5+pvviPngUxZ8+wPPbNrG0r3xHK6txjXMCaMoUpxTzduPrQJrKyQO9qbulrUNyPKrsCmow9LZhhKVBFmUO7ktXeDlCgo5gkKBaNAjyE2uI1Gn5ZsXfqSnU3PGazXpqkFYWiovWlDkUcbOGkJOcin1Vc1n3K+uoZ1/vbyWWaNCKNp76RXjhrZO/kwrwHiaCkYRoR5k5VVdksZxmm4tOUeKGTJ6AHmxFwgdUnTiWcb59Z64XhTF6N6xpXfbcuCQKIohoihGAl8ACIIgAb4DHhBFMQTYA7x5trm/K2alwUwfeQ2NDI70ot1oxEIiw8bVhq7adjSikebKVgz6S2fu7+nSUF1cj1+YKQ1x35YMxkyLPGWlQE8/JxQKGUXHlY++lHEN3+xIRGWtRd3gQVSEJ2AgM7+O8LApbPx5J9U9FnjaqeiRGfjiUBr2ikA0xnbqe0yK2OQFMYx4ypPWg+Ws+OP0b8cLrxqGpZcVj72yhp4TgiIFQcDN2oqx/r7cNnwor0yfyuqFN5D48H1sv+d2npw4lsFuLqQWVNIdoeaGlT8Q/sb7XLvye/a6dNMUJqfDV4lGoUeUSVBbq/ALcEVW3406px7XLgPdLV0YQpzpDnNDHxWA6OKAaDQiyORIBAG9Rse7935xxmslCAIPPjmTb7/aTXPTxQuKVKkVTLhmKFt/TjjtPu0dPTz58hrmzYrmgUdmkHGogIbqlosmE5iCeQtqGvhqewKLPviBOW+t4PkftpJRfup25m4uNhgNInUN7RdVLoDMxCL8wz36FVK72Ii9gY5nGuIFcE8IghAMRAEfHDu3ePSiDwN6RFE8Wlf8M+CGAcz9LTErDWb68LWX0WlppKG7m576DjqkkHGokAB/FwxygdSMsksmS0FGBT6h7ih6I9j3bc1g3PRTV+UTBIG4Sf1dFJdKaahv7SCzvIaAQCjMbSEqwoueti2U1VhTV6AmcGIPBXVu9GgFXC2tEOVQ2eCPu7ybtGZT06dgq1A6I2t548WbOFJew49f7jzt57z/5nF0iDr++8X2Ab99OlpYEOXogluZgfZlObj8UsviJleWT5jJ8vtvRpHThEEObZHWVM/3ovjJQRQu9qcULaELByO3AluVFEVrD5YFjajz65B0adFFeKGdNBjdYD/0dlaIeh0Hfj1C6p7sM8rjF+DC1JlRfP3J9nO72OfIjJvi2PrToVO6QrQ6Pf9+fT0xg324ef4I1JYqxs+JYdsPZ04fPR/0BiOJBeW8vWE3V7++jPu/XE9dWycPzhzF7pfvZW5sBIkFp+7xIgiCydpwCVwUyXtyLmk8A4ABYUCjFy9BEPxOGHanWXqVIAhpgiAs7d0nAqgAvhIEIUkQhI2CIET27usD9Jn4RFFsACSCIDicZe5viVlpMNOHt2MziZWVRA/ywc/XGZ1KRsLuHCKC3VDbq9m2K/OSyXJ8EGR5UR3trd2ER3ufdv8RE8JIOE5pCBzkRUVhHT1dZzaX/1XWJWQik8PkyBDSMisYEulFTtY6/L2t+GPlfkKu6aC80Y3qzh6eGT8edxtr1qcYkQhS0lv3IopGfCx8qNfUEzHUnegAD37alMjn/1l3ykDOmTGhGFwVpGRX8Nv29DPKZjAYSd6fz7v/+pHF415j56/JdOqNfPz7Yzz2xgJGjQnDTSfDOqMVp/gWPDZU4/tpLr7vZRJ8oBWhogsh3I7ihd5s9+km4oFYosYHIensQtrQgbqgEWVWNVKdEf1gf7TThtIV6MrLj66g9SyplbfcNYEjCUVkXkS3V9Agb6ztLEjZn9dvu9Eo8tp7G7GzUfPgkkl9gbUzFo1l86r9FySAtrNHy5aUPJ5ZtYmJL37Ou7/uwVql5L3br2HLc0t4dv4kRoX4IpdJGR7kRWLB6a9DZG+Rp4tN0u4cho67tEqDURTOamkwHutNsRcoPmE8eoplx4miOASIBQTgY0AKjASWi6IYA3wF/HpRP9z/p5iVBjN9ONrmcKC0jGFDfJHaKLF3tKa6tBE/DwdUNmrSLmHBpLzUsr6iTvu2nt41cZRBw/yoLG2gqd5kxlUo5fiFeZB/ER9KBqORn/enodEbmOwdS31jOwFedWQWiHg4eNDa1E6rvJSWTjVSQUCf1sJc50Da9Z50GvSoBR0lnRnIJDL8Lf0p7Cxk7uhBuE8PpjCzktcfWIHmhBx9uVTKbZOH4RjuwBer9pJTcLJZuySvhq/f3shtE97gm3c2EhThyRdbnmDBg1PxDHbDy+dYWeIj29JBJkNQKDF2doEoolQoiAkLYNiYEF6/dgZbFy3CKr6OIkUPP3m3ob01lC4rDcaODoRuDdL6dtSFjahzG5DrJbRYWzD/jk95/s0NbN2VRXvHyZkdlpZK7nloGh+/u+miur1m3DSSLT/2d/ksXbaTxqZO/v341f0ySIKH+GDjYEny7pwTlxkQNc3t/LA/lfs+/4UpL3/JuoRMov08WPPELfz4+CL+MX0koZ7OJ1WYHB7gRUpJNTrDqbuBhoe4k513cS0NzfVt1FU2ETrU9+w7X0CMA7AyHBcIOQ7wP2G8f+KaoiiW9/6rAZYCY4AyoEwUxb29c78A7oIgOPXO9X3w3m1GURSbzjL3t8SsNJjpI8jJksLGRsIi3KlobqelogWslNDWg1YUqS9tviQBWXDU0mD6W927JeOUWRPHI5NLiRkdTOKeY8FsF9tFcSC3FFGix9VNpLqom8hQD6Q935JVNpim/Dpm3x9CUb09Fkojw+zdWPHpTnZ+cBBDchu1jXb4yVtJbzG5IoKtQshvz2NKVBBJJVU8/cUdyGRSnl30KW0nvLXPixtEVl09t940iufe+ZXW9m6a6ttZt2wPD859n+eXfI1EIvDasrv4aP0jXHv7WOydrInfm8vIscH91tq2+qirVkQQRUBAIkhob9cQNy2S9T8coqigAa8OBVEHO7il1QV3pRXN1/hRtsSfpnHOaHStGCqqEJtakTZ3oihrRZFeQ2NyOdt3ZrJgyec8/vxPrNuYTH3jMd/8xGmRWFkp+X3d4Yt2jybOGUbSnlxaGk11Rn5Yl0hCUglvPDcP5Skabc1YNIZN3w2sZbYoiuRU1vHploPc8L9VLPjfd6SVVjN/5CD+fPFuPrtnHjeOGYKbnfUZ17G1VOHlaEtW+amrWIYHu1NQXIdOd/FajCfvzWXwqGCksktbsllnlA1o9FIhimLJCaPl+PUEQbAUBMG292cBuAlIAY4AnUddEoIgjAeagMbeObUgCEe73N0H/Nz785nm/paYe0+Y6cNVEUWws4FqYxeiRMDDxZZKo4GchGJ6RAN0G8gqqiEy0P2iytHR2kVjTQs+wa5UlDTQ0thJxADegOImhrFvWybTrxsOmCpD7v0t6aLJueZAOgorHUMCPUjNrCAq3B6xZyfp+bcjz6gg8HUVq3e70KmDEQYH2kdJuevhaTz06DL2vx9N8D93kWN1kJnG+wiyCub36l+Z76VieJAXe3NL+NcHt7DsrT94/LoPeGX5Pbj3FtyxUMq5cUwU6U31BLrYsXjJ5ygKmxk9NZK7np7N4BEBp+wbEL8vn2f+M7/v/6IokpdcAlbWiD0mN46ISMTIIAozK3EOcaemqgVLKyV6Z3t2pVTh5GJDR1MHnrWNGC0ltPlbUbNkMNKWbqyTG7DKaUaiMWDp5UrJ4RI4UkrIIC+CbC1JSy/j61X78HS3Z1xcEGNHBvPAEzN58v6VjJ8cgb2j1V++J00tnSjkMqwslQBY2aoZOW0QO9cdxjrYlZ9/O8LStxZi3dsO/EQmzo9l+esbaKprxcHl5HoNOr2BxMIKdmYUsiuzCLlUwqRBgTw5ZwJD/T3Ou+x0bJAXiYXlDPE7+W/LwkKBu6sthSX1hAW7ndf6ZyN5Tw4xl6h09PGIAyjeJJ5byqUrsFYQBCkml0QWcL8oiqIgCHcAywRBUAJdwHzR9BYkCoKwGPhcEAQVUALcAiCKovF0c39XzErD34zeoCC7EzZ7AZTuV+EVXkZCWQXDo33pqmpDKxVJOVBAyPQwylq0bNqZftGVhoL0cgIivZDKpL1ZExEDap4zfHwon7z6K1qNDoVSTniMH1+89AuiKF7wpkM1Le0cKaxAp+zimkHDWb70EP+4sYG6rtn0dOmYPSeGKt1mShu8waCgJrWWmdfG4OZhx5tLb+X+l5fy9TPjGXa7hlyPeIKsR1DWVYrOqGPm0DA2JGYyd0QkS565BhdPe564/iNe+HIJwYO9SE8oonVHKb92VzG1yxprRysmzBnGPbeMO6285aUN9HRrCQo99tCpKa7DKEhM5aE1WtAbEJRyAob4I1pbk5ZUwqff/wNLKyWdrV3M932Qe15+iC/f3oiVmx2NDR3YFuqwq+pCFEBn4UTXFDfo1qKpaCEuxBOpTE5VbQfbVx7AqDcSOzYYb18Xqqta+OcLP6FWKXAKceadt37n1TdvRCI5v/tkNIr8ui2VpSv3MD4uiOcentU3N/3Gkbz1ws+0uVjx3is34upsc9p1LK3VjJ4VzfYf47nhoekAtHb1sC+7hJ2ZhRzILSXA1YGJkQF8ds88AlwdLsjvVmyQNz/uT+WuKSNOOX809fJiKA2iKJK0J4ebH5lxwdc+GwZROGvxJoM48OsrimIRMPQ0c4eBU15gURQPAKeMtD7T3N8Rs3vi78ejnBxMtBfgz5Vl+DlVs7+0iOHRfnRipLtdQ0dzJ37u9tg6W5N85OL3dDi+qNPeLemnzZo40VViY2eBf4gbaQkmGV28HBCN4llz9c+HdfEZRAXboetWMMjVh9LyRsI815JSOA6xtZvZt4+grLmI9m4Voxw9yMmoZMQYk2sg0MkR9wnhTPpnMuk/qlj66i4M3RLcVO6UdJYwITKAtJJqmjq6ALjm1rHc+MBU/rVwKTePfIUvXv+dsDBP5sZF4j0vgg9eu4mNuzKJP0O/jfh9eYwcG9LvAZeyKwtBrQKtzlSfQQClhZKcjApKqlp45NlrsLQyvbFb2lrgGeDKju/2cd2tY3F1sUXV2Ii0uBSKq6CwAllKMerESuStOkR3Jw43dHGkpBmNhRKvaF8UTtZkZlZxcGMaB77eS5Rcxcxof8LC3YnPLmfu4o/579KtJCQXn5MpvrKmhUde+ok/dmTw7nPXsf9wUb8URZWzFZVyCXdeO4JAP+ezrjdz8Vg2rInn291HWLJ0DdNf+ZrNKbmMDvHl16du47uHb+KuKSMIdHO8YMroMH9PUs8Q1xAR4n7RMijK8mpQKOW4+12a0tHHYwqEPPswc+VgVhr+frzPycFE4wB8Al3x0LtQ1dZGYLALOWX1CDojEls1XfUdKCwU1BQ3or/I1fzyU8sIifahqrSRpvo2Iof5nbTPLx9uYtkLP520fcTEMBJ6A9kEQSAsxo/cpAsbwKk3GPnlUAZGqyZCfWzIK6ghyFeKUh3Clq3V+LjYgWMZRQ3eKBU6onW2DBsZ2NdDA+CW6KEo3ZQsfvEAXTTzj0VLsa30oqAjDwulnLHh/vy6N531y/fx8LwP+OnL3YyZMQT0OmbdEMv8O8dzz8xRrD2UjspCzkuPXc1rH22ipq71lDLH78vrVwUSYNuqvSCVmVwTEgkIEgaNDqGgqIG4cSEMGxnYb//pi8eRsiuLyfOGUVpYj6ZHi3eYJ8bOTiQqFXT2IKlqQHGoELuUMgwlZagn2JEVYaTUVyTgqiA8wtypaemmR6XgcGYV674/xNYv9+HebURe2Y7cIPLNd/u49ral/Oe/v7NzXy5dXafut2EwGPnxt8Pc89QqRg8L4LPXFxIV7smMCRGs2WhyS9XUtfL0K78wbVgAxYdO363VaBRJL63hw437eWb7XrKjrDmUUsQt44ey8+V7+GjJXOaPHISTjeVAfkXOGVtLFd5OtmSWn7rPRGSYx0XLoEjanc3QcWGXpQW48SzVIA29nS7NXDmY78bfDFEUW04MJsKUv8zMhaNJXSsS6NxJTlsjbi62hAzywtHLnuLUcurau5C1GUgrvbiR3Hm9QZD7tmYwemrkSa4JURT5/csd/PH1TrQnZBfETQzj0M6cPiuEKRjywlpH9mUX42xjSXFDA5PDwk3xDEH5oF5MRm4Vs68dRlXXIXJq7cEooSq1hvFTI/qtMSnAn8waX2wc2/G/XsGkOx3Y/U49v32dxs5fk+jcWMRPT6ynILOCO56YxYrdz/Kv/97Me+seZd3Xu1n21u942FszKsSXnw+kEx3pzcJrY3nunV/RnNCoqa21i8K8WqKH+fe7hlnJZYCIqNWYekjIJKjdHJCoFdz3+PSTPve1901F26MlP6mEuKmRuIR401jVAno9Yk8PEitL6PU/K6SgrO2m58MEpucYCNJLaY9Us3uwhoCnY7j6sTE4W8hxslMz47rh+Aa7oenUsXH5AUr2FmHdqKEiqYKvP97GvOs/4MHHvmXthsM0t5iCQksqGrn/36vZe6iAz95YyM1zY5FKJWzJzidoiDt//JlBTV0rT768lhuvjeW+B67iwOY0OtuPZXL0aPXsySri5Z+2M/U/X/LcD1swGkVevGEqLwwZimdWG5MGBaJWXJpul7FB3hw+Tb0GH08HWlq7aG3rvuDnvdT9Jo7HbGn4v4dZaTDTR3iMHz2lnrjbF3KgtIRhQ3xR2KqQK+TU5NRglAoo1XL+PHh+KWkDoaWxnc62bjz8ndi31dSg6kTyjpg6SgYP9WP/hv7liH0CXZBIBUryTW9sFyOD4ucD6cRF29FRZ8340BBSM7KJCm7g4F4HtFIJM2YNpbxjH+X1DkRaepObWdXnmjiKVCJhkPMMag0yqst1NPkcIDrSg6J1XXz07mYmTBtE+9Ve3PLvqxl6XHMpD18n3l3zMGnxBbzz2CpuGTuU7/YkodXruWnOcNycbfjwm/7FoRIOFBA93A+F8lgIU2VBDSiViFo9glIJOj0SuZRDiSXcfPtYLE8RKKhUK/AN9+THDzYx8+ZR6GUKtD1a3ANcTa2zLdQmiwUirfVtRIwMRBQkZOzKomJ1Cvc4BrHj3jsY7u3JDl0dOdfaIZvtxf6EbAzt3Tz2/BysHCy59x+T8HGxpiazEmWnjlBHW1oKG/nqzU3cNOO/zJr0Onff9gX2BgmLZ8QgM5qsDo2dXby4cRNfJh8iZpA3Dz/3IyOH+XPD3OE4uNgQNSqIjesSWJ+QyaPLfmPSS5/zzY7D+LnYs+yBBWx46jYenT2WaD8Pplwfx5GdWbRcgkqMR4kN9CLhNPUapFIJYcFuZF3g1EutRkdmQhFDxly60tHHcxHLSJu5SJiVBjN9CILAvNum46LtZn9JIbHRflS2tFNf0woGI26O1jh72pGYWHj2xc6T/NQyggZ7U1vZQl11C1Gx/ifts2P1fibdOIrpi8ezZeXukz7DUWsDmHLvCzMrB9QmeSBUNbWRVlqNxqYEg1aOn5M9OQVNDBo8g++/2YOLgxWirInK1g56dAqitXYnuSaOMsYqEq1eyrC6Epo7GvAfbsWgdzVcsySGNT8kMkhhy+akk/sh2Dla8cb396Pt0bHqmV/wd7bnjyM5CILAMw/OICmjjE07M/r2j9+Xx6hx/ZsQffXiGlDIEbs6TQ96iYB1kBcSg8iCO04fUDl7ySSy4vMJjfZBZalEb4SwuGAwGBC7u5FYWQACiCIFSSUIRj1GI3S0tPPuPV+gNkpYHBPNL7cuZPkN8/EOcqF0mj1Hhst4Z802lIKRw0mlvP3tvaze+28WLZmAk4Wc7pIGwoKdsQx2wMbXnsBAV9JSy3j1pXXcf+vnzB3/Bncu+JiA3AocqxIpzKuiqbWTu28ZR3FdE8t2HCbZW+C1I0fYk1XElMGBbPr3nSx/8AZumzgMX2f7fp/T2s6CkdOj+PPnQ+f4G3L+xAR4klpa3de07ERMlSEvrIsi+3AxPsFuWNtZXNB1B4oont3acImyvM0MELPSYKYfY2ZEoc9U0tzVjYuPLYWlDUQO8cHOw46uxk5snayoK2miS3NqP/Nf5WhRp/1bMxg1JeKkvHGD3sDutYeoyKti588HKEwtpaa0fzfL4+MaLKxUePg5UZRVeUHk+yU+gxkxwSSWlBAb5E1eQQZeLq001I+mrK6NEcMDqOqKJ7PaCwullobM+n6uidamTn79dj+PXPcRbyxZQVerI0FTeihv9kY1up5Iv1D8Zip4c+mtdGQ2subjXbS1nmySVqkVPLv0dvzD3OnYXsxX2xIwGkUsLZS89uQcPlmxm/ze3P6khCJGjD5m6eho6eLQ9kwwGE3f2noDWFvSjYQp0wf1WTXqyhv5/q0N/c47beEYRIORPesSmXXLGKw8nMg6mIdCJUfs6kZQH7U2COi0Wpy9nBD1ehCkNNW28PnTq/rWCnF24qlJ49l7/108f80UQudHkDrVgo26Cm6+60NKC2uZfG0MT3+8mCn/nEaWXoOzRIY2qRIXvZFH7prEc69fx9Rb4pAH29OiENHKRBrTbWnOr0Za0sY1V7/F3Y8vJyutnIeuGUtkYhsPxQ3jmuER2FmeucfCjFvGsHnV/ktWm8TWQoWvk/1p4xoiQtwvuKUhaU8OMZewq+WJnL0apGmYuXIw3w0zfRhFA1KZlGGh1+BtX0NyTTVhwe64+TpiZW9FU2kjnQYDVt0ChwtP7Xv9qxwtH713awbjTlHQKXlnJs5eDuxbl0jCxhTGzBnOtm/39ttn8HB/ygrr+gr6hMX4XxAXhc5gYN2hDKIGKdDVuzAmJIC01C1EhduyblkiTiGuDA7zpKB1H8UN9rhLbMjPqu5zTXz0wi8smfoWOSll3ProVXy751nC3a9GK2sg1nEKGS27CbIKpKAjj4BgV774/h/0SETuuWkpKYknx2VIpRLufXEeC2bFUl/WxA+bEwEI8HXm4Tsn89w7vxJ/IA9vX0fsHY4F8K149RdEhQIMBgSVCvR6cHPEWipw1fxhfft9+uR3rHjlF5MroxelWkHgEB/WfbqdqdfFokVKU10rY+fFIRqNiF1dSKxN5zLqDEjlUhCNSAUQJFK2rNxD8gnlyGUSCRMC/fnw2tnsf/gerhkzhCxnHddtWMPMRz/ixge+oqyqiVUfL+HzFffx3YHnmHztMBJ2ZPH2Xcup3lMA1gZGzNPRJLGlyNOJ5rFK/OYpsXI2cl1YKp2HkvngoR+ROVjz4au/kpladtYMjcgRgQiCQEZ8wTn+ppw/pnoNp/7biuitDHm6jpjnw+XoN3E859h7wswVgFlpMNNHvcbUkGr61bPxsq5na2YKsdG+dElEGho6oK6D4roWjO069qVf+NRLURTJSy3Dwc2OmvImomIDTtpnx+oDvamURgRBQCaXsHXlnn79AuQKGdGjAknca+o5EDbswsQ17M4swsvRlipZBk01KkYEOpGWVUNwQCwHt6TTatATEeJCbddhapocCO9w7XNN5KaWcXh3Div3mAIah40LRSqTMtz9OppECVEuVrR3SWnpaCe/Ix8AtVrBlJuHEzE7lLdfXMeXH2xFe4KbRRAErrt7EgtHDub9tbs4ssdkYblqfDgjh/rz8bd7iBt7zF+dl1TMth/jQSpB7OkBuQxcHJDqdCgkAmG9RbQSt6VRkl3JnHunsmlFfxfQnLunUJxRjkQiEDMuBFGuwD3IDUQRsbvbpIhITdaG7vYu5Eo53S3tqNVyROCF6/532hbatioVL98yk6ltToztcKa7RkeRRQc7tWV8G3+Epq5uLKxUTJwzlOc/u51vDzyHJMiW7sP1HPheT6tRwX2Do7DIl6J3LUXl5Mnw2Y/zyVchrPg2nxuu20NhdimfvPUjC6a+zVP3r+T7r/eQkVJ2yms7s9facKmIDTp9XIO9nSU21irKKi9MBePWpg4qi+sJiznZBXipEAcQBCmaAyGvKMxKg5k+yjpN3QnVFkpCFQ4kVFQxbIgvmQU1uHrao5LJEAEXLzviD1/4t6/GGlP77Zz0CkZNiUAm7++a6OnsIX5jMjmJhShUCmRyKfs3HMbawZLknf3fXuMmhnNol+nzXKhgyDUH0rl2ZDiJlTlIRTk+ljtIL3ClKqOT4dMH06PRo7CtoKLZFr1BirGoq8818fMXu5i/ZAIWJwQYWiicUKKioPEXfJWjOFC5C51RR6OmETA1qEpqb2TpqnupLG/i0Tu+pqy4/iTZHrp9Gjaetrz80o9s620H/cBtE2ho7KBBZ3IlGQxGPnpsJQapDHR6RABBABsr3B0tmTB7KIIgoNXo+PTJ77j/nUXMvW8a21ft7xcTMu7a4QjAlu/2ce2dE5HZWrN37SF8wj0QjaIpBdPaVN2xuaaVuQ/NBEGC2kKOlY0F2h4t94954bTXOS27klKdhuLcOr55YzEHX3+Iea6B/LDxEGM/+Jzbv/2ZbXkFJCQX8+xbG9iZUobDPFeMI5Qs8q0i948MXnl2PsXbvBFtq/nht3wEy1uw9V3BrFu/IjJUwfWz81j5zXrmXpNOR0s2n/13o0mJ+MdKVn21m/TkUrRaPVMWxHFoazrtZ2nAdaGICfAk7UxxDSEeF6wPRcreXAaPDDrp7+xSYnZP/N/DfDfM9FHedayl8czhV2MQ9GgFPS0tXQwa5oeDuy3GLi1uXva0VbZT19pxQc+fl1pKyBDv02ZNHPw9Gf9BXtSXN6Lp1qLp0dLW2E70hAi2rtjTb9/YcSGkHCxEp9XjFehCe3MnLY3nHwlf0dBCdkUdbn5dSJt8GBHkTXH+emxtLNn5UyKBowOJCHEnoWYb+XWeOMgMFOXUMGJMMBVFdWQeKWH69bGnXNvTIgS1KofJPrOQWRZjo/WnoMNkJRni506PVk9ddxcvvnMjs68fzj/vXsZvPyf287VLJRLumTES57lhrPpgC6ve30xFaQOugoztB/M4kl7GH9/sRKqQoRMBrQ5BLgdnexRt7bS365hwTTQAaz/cjE+YJ7FXDcEr2A3vEHfi/0juO5fKQknY8AD++GYXUaOCUFurqSpt4LrHZgOiKbZBoYDeeJTN3+zAzsWG6oJqJi6IwyfUk8rcKl6787N+16GrW8v/vtzOi//7nYeXTOKmq6JZs3I/FhZKnr5vNrvffpSn7AdRtqGQ/7ywnsffWkuupA3H8S4Ud3Tyz3k7ibm5k6bWCpQtBkJn+tJYpScps5T8YlNfB0HqxIyF17L196FY+29i1ITh3HXHIT589wu+XVXLvOuldHZ08MV7W1kw9W1e/fdanMK9+PajrWg1FyaY9kzYqFX4OtuTUX5yIzKAiAvY8TJpTw5DL0Pp6OPRiQI6UXKWYbY0XEmYlQYzfdT2FKMzmszGQW5jCHCt45tfdxAT5YPaQY1GZ0TSoaXDYMBJLyM+r+yCnj8/tRyPQDcqSxqIPqGwEMCOHw/Q09GDQq3A2t4StaUKg95IZWENiVvTaGs6psTYOVrhHeBM+uFiJBIJIdG+f6nI09r4DGYPDye1PQltgxMj/HtIy3fC2dKWgAhP6tq7GRTiQWVXPFUt9vg0WPW5JtZ+vYfZi0ahsjg5gwLAw2oS1lYdbMqtwFbiT3lNC3m9SoMgCEwfGsKmpFwEQWDWvGG89/UStv6WwguPr6a58dhnnjM8ksKmFh78fDGH/szkvX/9wOhRwbzw6Cxe+u9vrHz3d+y9nMBgMAUrOthCVzdCZxdWthb4h7lTW9bALx9t5r63FvatO/POiWxavqufzNfcPYn6ikaqi+uZcdNIUKsx6EXkChkIHGdtEGlvbGf+Y1eDICHh98M4ezkQGhvInh/2s/qDzQAkppRw66PL6enRsfL92xkfF8yiO8eTcqSEtORSNBodm3dlsjmpmGBfT2aFBWBX20l1YzOF5Y0YnAw0NtlR2F7FoEXlLH9vPQ9MmYI0ToJc3cWTr62hR6MDYNRVgynOqaK63IhgcSMSh28QnP/E2nEcI4bu5K6bn+eDD1JYtTaC6xYOxSfMg01/pLFg2ts8ed8KvvtyF6lHSi6aEjEiyJvE09RruFAZFKIokrwnl2HnoTQ0XCD3iEmOs1sZRLOl4YrCfDfM9OGo9KSsKwsAmUTFYDcVya3FRIV7Ut7QhkYUkbb2UN7Ujr6xh4N5F7bSYl5qKRqdgZGTwk8ymbbUt5G+L4ei9DL0Wj1zH7iKETOjkSlkJG1PJ3piBDt/PNjvmLiJ4STsMvn4/4qLQqc3sD4hkzlxoWS0plNc3kOs+1bSioZQn1vLvCUTyMqrxs1biVxaT02zNdaVCsZPjaCxtpV9W9K55pbRp13f1Wo27aKR7fnxTPSYhZVNOfGlx2JGZsaEsik5t8+y4OXryHvf3ElAsCv3L/qcQ/tMCoZKIWPh2GjWpeXy1g8PUlXWSN6+XCICXHHVGTEMDyBxby7G7h5ElRzUSqhpQrBQM2X+MARB4POnVzP3H9Nw83VGr9NTklXB2DnDKEgppabkmFtk5MyhIMLG5XuYf89kBLWKTct3MeH6UQgIJmuDXA5yOYiw7N8/EBITQFVhLfPun0ZjVTNu/i4se2E1Dz35HW8u3cIT907j2YdmYtPrwlFbKLj13om89Np6brj7C+KTinn20Zl8/t/FPP3iPGRz/JAqFIwJzmS0dSVHGj15f8skLCOuoamllp78FhwUoUQvbqaptYP7/7WK5pZOFEoZk68dxtafjqVTChJ7BIvrkTh8heC8E0E1BQvZJmJDbufpp3cyd3IRL78+nRsWj6anR8fXH203KRH3LufbL3aRcrgYTY/uvH6/TuRM9RqC/J2pqGqhu+evZS9VFJoyNDwDXc752B/e+e0vnft4zMWd/u9hVhrM9OGjjqC4I7Xv/9NCo2mxsaC9pIGktDLixodhJZHQ1NGFXCrlUGrxBUtHE0WR/NQyivLrGHuKXhN71h7CI9C1LwBy7v3TufmpuWi7tSgtlNi72LD1hJoNcRNDObTLVB3yr1SG3JFegL+LA+3KMhx1gShlAp5WqRxJ16PUGYgaE0xuUS3FwiEqmn2R9EBtYTMjxgSzfvk+plw7DBt7S9q1pw7+U0htsJNZcHVIJWV1Trg4dpKZa6RTb/Kjh3o4o5TJSCs9ZrKWyaTccf8Unn39ej55eyMfv/UHPT06bhwzhF0ZhZTWNWO0t8I/zJ0HrnqTrqQSnF1s6HS1hh6NycpQ24ClgyWiQsnEa4Zy5M90itJLueExU7On7978lYcnvUJLfTuTbxrF5uMCIlWWSgaNCmbr9/uwcbDE09eR4rxabnzqWkSjAQQBY0dHn7VBNIro9HpA4K3bP+HZlQ/QLBHoHhtG+q5MHrluJCOPC8irrW/jo6928NGqvQhyKbPHhPHmc/MZHOEFwEfbDlBc1cyHD0wlcGw3E5yKmGiXygKXBr4/3MnQW9pZ9v5abosbSnFxNJ7D62mXNPCPf62ivLKJ6TeOZPuaRAyniB0QJLYI6vlI7D9HcN6NoJrJjAWdhHrdzrCId1iypJ0Pvrme1Zv+yQ23jUWr0bPskz+54ap3eOKe5az4bCcpieevRAwN8CC9rAat/mRLhkIuI9DPidyCU6dlDpSkPaYqkOdaOrokq4KcxAsXz2Ts7XJ5tmHmysGsNJjpw9uyv9Iw1G08SqWOPzYmoFbL8Qt1RW2pQiKCi6c98nYDhbWNF+TcNWWNSJVyqsubGDrqFK6JHw5QX96ARCJh6JRBWNtbERDli6WdBZ0tXSTtSKetsYOClJK+Y/xC3DAaRMoK6wgb6kdeahmG8+ib8fPBdK4fPZjE5gTkzX7E+rZQ1X4jPV1aFtw+juKyBlydbKjRx1Na7457k5FhIwPR6wxsWZPI/DvHoTcamfL9N6zLzTrlOdyUgQzyqOb71CwG2Y3G1aGN9dmmgEZBEJgxNIRNSSdX4hwc48vSVffR0a7hwcVfUF/ezNwRkXy4bi/DRwZx/8vz6axtxiCTY0irQm+rQgz0NDWpaulAZanC3skKZw87lj7xHfe9fQsKlYKcw4VsWbmHKTeNZvkrvzDz9ols+XYvet2xB9mM28aj7daSdaiQ+fdMApWKwtRSPAJcEYRea4NUCgo5iEaK08oIiPahpbWLD1fvwzDYG8+GdqyKanlz0UdkHimhsKSe1977gzsfWYFEIrDsw9t5742b2Loumcbe6oy7s4r4emsiT86bQIfFQQKt4xg6pBFVkBqnJj90FR1YhEynqbkO2zotzV16ZkyYSEO9jrHTXHjomdW0G404e9hxePeZq5sKEmsE9VysvJdxz7WT0IozEDU7EOsno9Lcz/DoZO58IIYPlt3F6k3/5KY7xmLQG1j+6Q5uuOod/nnPMlZ8uoPkhCJ6BqhE2KhV+Dnbk1F2mnoNoX+9D0XS7hyGjjv3+gzfv7GeGbdP/EvnPh4jA7A0mJWGKwqz0mCmDze1P03aarr0bQBYyd0JcetEOlyCh50V3YJIS4cGtV6kXa/DXVRyMPfCxDXkpZRi52pH3KQwk1/8OKqKainPraK1ziTXomev7ZsbOWsoUrmE7rYeoieGs+W4gEhBEBjRa22wcbDE3sma8vxTB5idjtL6ZvKrGxgb6U1WWyZ1VSIjvBLZdzgCSYeWKfNjycitwtXLFg+7ckqa1NhUyBk/NYKNq+MZMTEMFw979pQVIxUkvB2/ly7dyaZld8vxdFNDTUcHdgwlIrCRFfuz+iw5M2PC2JqSh8F4stJjZa3i6Vfns/DOcTz74Hc4NBiIr6gkKs6ftR9tITw2kNv/fS1VhXUos6tBrcLY0QGiSHunlgnXDGXdx1vwDHJj5Mxoero0vHPvV/zj7UXc/eoNJO/KQtujw93fmYTNx5TKuOlDMOgMbFy5h+k3j0aQSVn/+XZu+NdcEI191gaptbXpAKlAQUMHPZMGkb8vhx8+v5tQbydcvJ2QO1nz0OMrePTfP+Dr5cgPX9zNA3dOwsXJGh8/J2ZcE81XH28nsaCCJ1b+weAwdxbEhZLashMpVlhIuxAlUg76OeCDmi//rGDELUaWf7CGxbHRHCkX8QtVkNS8g8cfnMSzr63Db3QQW36IH9DvgZ2zNeGxUWzf4IjE/mME570I6usQtfsQ66dibLoDtbCOYSPsufPBqbz/zRJ+2PwEC+8cj8EosuKzndww7R0ev3sZyz/dQdKhMysRI4K8T+ui+KsdL3VaPRmHCog+R6WhJKuC1D3ZTF049rzPfSIGowS9UXrGYTCaH1NXEua7YaYPCRJ8LCMo7kzr2xbn44Y2QEFdZiVp2ZWEDPHB2NRFTVsXNGs5eIGCIfPTyunSGE6ZNbHzx4NYWKuQK2TYudgSMfJY3YGFz8xD261DaaGgvamTXT8f7NfE6q/GNaw5mM7c2AhyOjMIsAgiuaiS2KAANm8uInqwNyq1gsy8alrV9cglKhrrLNBU6oge7sf6Ffu4/u6JAKzNzeTB4SMZ5u7BFymHTzqPk9Vs2gw93BLty5asbiyUAgZZA3sLTXEjfi72ONtanbGo1uSZUXy44m4yDxQjr9OSWF3F+qXbuP/thdSW1iOKRqR2dogaDT3h7sjtLTFI5IyeFsmaDzbxj7cXAbDs5bUER/sxfl4sFtZqFj8zly+f/4kZt01g0/JjLgq1lYoh48LY/9sRdBo9YZEeFOTUMPnmsUikptLUYndPb1qnBZqYALQhHlhnlCNNK+Wj+75k1L1TKXO2pc3HCXVLB9LEEsZF+2N9QmrqwjvGczCrhIe/3oBoJfDGddNJbdmBv2UUWk08ZQYPMAwhr7mJijBQK+VkFLrT2NBAYLfAoZJybrv6GsoPunPEehnvvryAXRllxGdX0HSazqAnMuOWMWz6zlQhUpBYIqhnIbH7AMF5H4LFTYjaQ4gNV2FsuhWx63tUylaGjQzkzgem8P43S/hp6xMsums8oijy7Re7uPGqd3j8rm/47svdGPT9lcHYIK/T3uujlobzdQ3mJJXg6e+MrYPVOR33/Rvrmf/QTIQL+NS4GO4JQRBKBEHIEQQhpXdMP2H+G0EQREEQrI7bdk3vMQWCIPwoCILFQOb+jpiVBjPH6PmVAMtoijtS+jZNCRxBQSuodEZSM8qJmxCGhSBBKxhpqGglqaDitDnl50Lm4SLaWruJOaGxkyiK/Ll6P/XljRiMRq5/bFY/P6x3qAfWDlbUlzeSujsL33BPDvx6rIlV1Ah/ivNqaGvpOmelQaPT82tCFtePiuJwUwJuunBsVe3YWi+grLaFGxeNASAjtwqNXRZVTUFYVRmIHR3Mvk3pBA/ywi/EjZaebvaUlzI7KJSnR41neVoSNR390z9lUgecZSom+BWxOb+AMKvxRIQX8f7OY2WMZwwNZdMpelEcj5uHHTfcPgbvHgUb0nIZcm0srj5ObFodj6iUI3Z2IWvqRNrajTbSC2tbFWve38g190zB3d+F1D3Z7P/1CA+8s6hvzemLx9FS34bSUkl2YgF15cdcUlNuHoVSIefQljQW/XMWKJUkbE0jblYMUokEURDQ2sjpGRuOpL0b78IadNXNGLyd2FLdxupfElhy63jsUkuxae+BpmaeuP59qkr7u72Km5qpC1AgavUsHBWNl50NCY2/M8h2Ms5CAXVGBb9kS3l70nRs1WpuHB9DjoUNgRN6WPXRL8yLiiC+oZoAD09yk1spsdjD0rcXIbjZ8OIr6wZUZTF6XChd7d3kpfQPABYkFgiq6Ujs3kNw2Y9gsRhRm4TYMBNj4y2Ind8iGmpRqRUMiwvkjvun8N7Xd/Ljlie45e6J7NySTvoJaw719zxtXIObiw2IInXn2UwreU8OMeeYNVGaXUnqnmzm3DeV/9z4/nmd91RcxEDI60VRjO4dW45uFAThGqDfze5VHr4ErhFFMQhoB54429zfFbPSYKYPY8dy/Cw8KDouriHccTiWym7i7ghHYRSxc7VG7DFglAiorZV4StWk/sVW2UajkcLcWoaPC0FxgmuiILmEtoY2RFFEKpUw/baJJx0/es4wJFIJPuGeOHvas2XlMReFQilnSFwgh/fkEjbs3MpJb08rIMTDCRcHJdntWXRW1TPCr5Ofv21GopQxNMaf1vZu6ps7GB5RS0qFJfbVRsZOCmft17tZcI9J1t8Kchnv7YetUoWXtS0LI4fw9qG9J53PTeVPmy6Bif7+VNV742zbQaeukz/zigCYMTSEP9MKzqqkHdpfQJyfC1Ydeg40NfH8I9/R0tmDaKFGaG6H7h6UFa1oZFLkAQ7kJ5dw4z9n09nWzX8f+IZHPrwN6+PeQqUyKXe/egPfvraeCfPj+l3fuOlD6OnsYfN3e4mZPAiJUc+PH2zhztcXopNL0I4MQefrhCqjCnl5I9VSKYap0Rjd7JFllKDdlMT1N47i9pcWoOvRMXRKFNryGp648SPqqloAyKtq4P4v13PrtOH0WIF7jUBBRzIKiYomrZYQVSeN2jZU0gg6GzQEqRxoMnYhc1LT0hNOQ20zg40S1qVmccPsOJoTBrO//nsM1i385/HZ5BbW8uJbG9BozhxzIJFImL7ozBUiBUGFoJqGxO5dkwJheSeiLh2xYTbGxpsRO1cgGkwuMpVaQUxcABOmRXL4YP/gQmu1kgAXB9LLTnanCYJAeIjHebsozqc+w/dvrGf+gzM4+Othyi9g06xLWRFSEARH4EXg8ROmZgKHRVHM7/3/Z8CNA5j7W2JWGsz0kVgXi1P3p+hFLc1a05eVRJAx2ENGvXszQlsPSemlWDtaoTCKdBoNeEvUf7leQ0VhHchlTO4tLnQ8f67ej06jQxBg9JzhWNqebBlc+Mw8tD06dD06chILyU8upra0oW8+bmIYh3bl4BfmQW15I53tJzeAOhVrDqaxYHQUqS2pBFkFk1xQRGzwEH5bl0B4sDsSiWAKSLMVcLCuprpGiVALhm4tdo5WDBpuygZYm5vJ9WGRfeveHxPHvvJS0ur6PxDcLMZRoylkUfQQfkqpRCmxZmJsBx/uOoBRFHG3tyHA1YEDuadPdRVFkfjdOST9msij88ZjDLYiP70cbK0R6xoQJBJEgxGa21AVNVOq0zP5weko1Qo+f2Y1wyZFEjst6qR1h08djLOnA5Z2FmxeuacvoNTCWk30hHAyDubTUt/OkNgAigrrSSptQDdpMNLmThTxuehtlGjGRCBaqxmmkqA4UoCksYOWmhZWvvwzc+6byqCxoST9mcF1j82mp7iCJxd+SnJOGfd98QtPzhnPpoJ8Hp80hrUrD7C/eh0jHK+hsH0/rQY9eQ2uPBQ9ljd+2UlmZjW/ZGdxZ2wM+hEB+MTq+PG9X4jz86Jc6EBmsERaNZhlxS8yeIQv/gaBjpZuHnv+J1raus74O3HVTaPY91sSXR09Z/39EQQlgmoyEru3TQqE1b2I+hzEhjkYG29E7PwG0VDJ8FFBHD54cufY2CAvEvJP7aKIPM8iT+3NnZTl1xI+fOClo0uzK0nelcm0xeN4/4GvGXXN8HM+7+k4R0uDlyAIficMu9MsvUoQhDRBEJYet88nwIuiKJ7oj/IBjv+jKgO8BzD3t8SsNJjp4+X9LhiNtfirHCg6zkUxxi+QxPJqpk4ZxP6D+YyZFomxpQeUUjQ1XX85riFlfx5GhJNcEwaDkT+/30d3ew8yuYzrH7v6lMe7+7tg62RNSWY5UrmUQaND2fbdsbfh2PGhJB0wvSgEDvIiL+Xs8hbVNlJa18ykwYEcbk5gjI0LyeUWUOWLYGfB6JFBAOxJKUTl3I5R74M2T8ngWG/WL9vbZ2UobG6isr2Ncd5+fWtbKRQ8PmIMr+zf2c8v7WA5kx5jD2HOMtQyOWrjIESLLBRSKZuzTLUYZsac2UWRn1uNrqqBYVMGcf2ckThYW9DQ1Q3dGgQXJ0RrC8SeHmy8nJF2a3Bu6mL5llTWL99N2t4c7n7t1C9RgiBw96s3sPW7/di72HB427G4l4nXx2Fjq2bXLwlMXTKB7jBXVv98kJkRXqBSoBs3GIxGVGnlKHKrSN2QyN1vmopHGQwGNny8mbwjRTz51X1YWKv546sdzHtoJu0Ntdz1yRrumRhLm6jFRqVk8YRhTL3Jj7K2PMKsRyFoD5LbY4OdYiSbDuYgukkZHxuEXmsgpaiSlJoabnzwMbo7dNgdLubbhBRunDOM1sRBCPSwsux/zLwxDrcePVGRXtz/r++prG4+7fV1cLVl8OgQdq8/OS7lTAiCAkE5EYntGwgu+xCsHkTUFyA2zCPY7Ukaaltp6A30PcrwQO8zxjWcT5GnlP15RI4IQKGUD/iY79/cwHUPzWTpYytAhDtfueGcz3s6zlFp2AsUnzAePcWy40RRHALEAgLwsSAINwBaURT/uGDC/00xKw1m+pBV6lmZMR9/IZmi9oS+7VcFjiOvTsLNd42lrUeHX5ArCoOIykZJdVEDBTUNtHWf/c3rdOzbmolvoDNKVf8vspRdmeg0OiRSCU6eDoQMO7mB1VHGzI1FEASCh/qj6dKwdeXeviZWDs7WePg6kXGkZMAdL38+kM7cuEj0aMlpz0ZSn4mbnZJt3yYisbdgSKTpZeNgejHDorpJLnHFqkJHeKAXWo2eEZPCAZOV4drgcGSS/n9qC8IG0aHVsqkor2+bROaBq1RKbedmbokeQlqhG1pjPfdPGMpHu+MxGI1MGxLC3qxiurWnNqVv+vEQ+vpW7nplAYIg4FllQBCkiMXlUFELKiX4e2KUyUCj4cMV/yDc3Z73Vu1j0fPzsbA+fbvogME+jJgehZ2zDRuX7erbHjd9CG1Nnaz65RD//TkeaUc3bZUtHKxqQejSoNyTgSyrDLGxGYmVye1RU1KHe6ArohH0Oh1v3fYxcoWUVzc8QWdrF3lFtVRP9cOtoJWdS/fy4a6D/HvGRNNnmlJPw0E3/kw9RJC0m1ZRwxS3a1iXnkUnOhIqK7hr+HAO1JThrbThl7wypt3uR8GRXKxzO5G7qSgsbmSc5GEqOuOxnaAlcUcWi66NZcGcYTzw9OoztqCesWgMm77dd+ZfoDNgUiDGIbF9HcFlP1K5IzHDZByJ729tiAnwIKO8Bo3u5LiGsCA3Ckvqz9qp80SS9+SeUzxDWU4lyTszCBjiw4FfD3PvO7egVCvP6ZxnwiBK0J9lGI5VhBwH+J8w3j9xTVEUy3v/1QBLgTHARGByb5BkSe+umYIgRGCyHvget4QPcDR15Uxzf0vMSoOZPlzVav6X2IqX1SRKOpMwiqYvJHdrD5ys9KS2p+LhYMWenZlItEY6dTp6urQMcnY6bdnbgVCYW82YqZEnbd+6ci/d7d1IZVKuf/zqMxaiuempOei0eurKGsg9XIjKSkXKrmM1EeImhpGwO2dAwZA9Wj1/HMnmupGDSW1JJsraiyOFlYQ4eNFQ30ZLRw8hga50abU0VLUTFFpARpEKZZNIVnwh1989AYlEgsFoZF1uFteFnfzZpBIJz4+ZxBsH99BzXLCbm8qfms7dzAkPJ7miDb3BCqzTsVer+C0jB0drCwb7urEns+ikNY1GIzuW7WT2fdOwc7JBq9GTsaOADg85GlcLJIIANQ3Q2kFntx6vwd54BLjg0dGDtY2K/33+J9lHznxtbv33PHKOFJO+N4eGKlM54fr2bvSjg2iQCthbqJC52KKv62DFB7czzNMeOZgyKLQ6RIMBwULNr0u38M625wHQaQwICKx48ScCo3xZ8NJ1/C60cXVYIJFGOfk2XVhXavG1sqHH0EF25z7mDF7ELwmbsZY1IMObZVuzEZxkvDV9Ok3d3Yz19kVnJaLWCmzIyGbavMXou6XYVBTx9codzJ81lP1/thFtP4OdXV8QNT6AneuPMG/WUJ584Cqe+s9a9h06dRGjYZMiaGlopyD9rz87BEGOYLGQYUMzSDwhrsFKpSTQ1fGUcQ0WFgrcXW0pLDm5ednpEEWRpD3Z56Q0rHpjA3Pum8p/7/ocF18nZi6ZNOBjB4KRAVgbju1eIYpiyQmj5fj1BEGwFATBtvdnAbgJSBFF8X5RFL1EUfQTRdGvd/dIURSzgM1ArCAIR02d9wE/9f58prm/JWalwUwfxW4GLKt0fLFvGJaCnprWH/vmYrxs2VWUxlVXDSYpvYywMA+6dAZklgrsu6Xn7aJoqGmlq0vHjBtH9Nve06Vh/4YEREzPm8k3jTnjOm5+Ltg625B1MJ+Rs4bi7ufUr2bDiAlhHNqZQ+hQX3KSSs6YrrY1NY9Ibze8HG053JzIdJsWEsoj6UhvIXrGYMKC3ZHLpfx4IBWFhQSpqhl9oQrHYDXVpY1MnB0NwMHKchzUasIcnU95ntFePoQ6OLE8Palvm7vlGKo1hahlMq6NCKexKYD01t08Mmk0H++OR2cwmLIokk92Uaz5ZBs6nYHbn54DwNJ3NmLQ6JCX1NExzMO0k1aPVKMDnQ6dlRWP3voFxdlVLPv0bmSedjz1yAr2b047ae2jOHnYM/feqdg627BpxR6W/3SAu//1HUa5DJko4KeQ8fpDM5BXNfH7N7u5/dWb0Gt0ppsIGNvbTdYGEda+9xsLn5sPiFQWVLNlxW4O7EhjbU8DAT0SDr/wK/PfvYk6FxlBBV28/OC3HK7fSpBVDFMmjEDl30qNQYqjZDyHairwd7JnWlAgE/z9KWxoxsPahrtmj8RDacXdq/7g6rsGIZca6dhSikSnY29CAWMsFmInd6BjTBqbVx9EFEXGjAji7Rev47+fbuWXP5JOugZSqYTpN49m83fnb23oh2IUw2KqST6Uf1Lq5fBALxJPU68h8hyLPFWXNKDXGfAJcRvQ/ketDK11bXS2dfHEl/chkUj6dTz9q1yE7AlXYJcgCGlABhAC3H+mA0RRbAfuAX4XBKEAsAXePdvc3xWz0mDmGBojwz3d+S47D2+L4RQ2f4NoNPlZJwYMIqmihYnjwxHsLbCzVSPp0uHiaUdzYRPx59mH4o8f4lGrZDg42/TbfvD3JAw6AxJBYNJNo89oNj/KuPkjEATwCHKjKL2MhM0pfS2NA8Pd0Wh0aDR6FEoZ1ccFSp7ImgNpLBg9mC59JwVtmTjrDpJarqZqfwkKF2uGRHoCsCE+g8AgCbVNvhjzRezkUubdMbavOJUpAPLkuhPH8+zoCXyenEh9l0lOa9VkBFFLm66MRUOGkJDjQJuuhnBPNV52NqxPzWJyVCAJ+eW0dx8rS93a2M7qt39l2LUjkCtk5GZWsv2PVCz0OtQ5DegdLdA6qBD1egSVCqVBy2vv30xJaikd9nZUljby9nPz0fk78OEr69iwbM/pROb6h2fQpDfw1f4cVvwcT6ivC889PBPL1DIKt2UQNT4cQdPDxlUHiBwVirWjFdLejpfo9Ig6HYKlBes/3syNT85BoVJg0BvxGOTJo99vYnJEIKu+eBhBIuHxFRt4cMJIGlNKMLS382fhz8TYzKS8swo3WSc1WimrthrRWIs8O3ECgiAw0d+fXcXFzA4KZWtJAV8vnk+Vtp2tLVa010oYucSWH9/azPAwL37ZmModAf/BclAV9a0NpqBRIDzYnU/eXMja35P4dNmuk1Iyr7p5FLs3HKGn89Slwc8FQZDg6DkbF1ctOZn9LXaxQV6nteKFh7ifU5vspN3ZDB0XOuDS0d+/uYFx82LZsmI3QycPYtAYUzGoNxZ/POBzno0LrTSIolgkiuJQURSjRFGMFEVxgSiKJ10kURQFURQ7jvv/BlEUQ0VRDOo9pnMgc39HzEqDmWO0G0iwbsG2wcjhTBeK9S6I7W8DMMl/BGVNllg5dqCwUJAWX4C0x4BCLae6qJG2bg1VTW1nOcHJ7N+WSWCI60nbf/10KwadAblSztx/TD/FkSdzwz+vQa83kL4nB2t7S4KG+LDzxwOAKZAvbkIY8TvP7KLIq2qgqrmN8REBpLSkMMtBRkbdEGxEGVfNGUZ2QS1REV6Ut7ZSU9FCQFAj+9LsUTUZqU9pZ8YNcaZLqdWwvaSQOcFnNgUH2DkwLySC/yWY0vgEeQhuMgPVHbsIcHAg2NGVxg4r0pp38cjE0Xyy5xAquYwRwd7sSD9mzv76hZ+x9nJi2nWxaLV6/vufDYitnRhb2xEQscppoiPCwRQWJpcRMz6ET59YxYKFcTz58jzefnEd+zdlsOSmMUijvfjtu/18+eqGvriQo1TXtvL4q7/QGOqO0K3j4Wtj+fiNmxk7JpQh40JRKGRkHMwnenQwrU2dFGZWMvPOKQiIps6aYOpJYWWFKMKXT33HKxuexKiQstdViqdRimxHASpLFTM/W0h7dw8+1Xpe+vmfNBqTMHZI+e7FFN47vIPRHlWIegsy6o2M9/cjys30Bj3W14eEigqm+gawpTgPLztbpocFY7CWoBxuS9meclon2pH1exrrNqegNNgz0/MebKfU88PKTX2f1cPNjqVvLSI9u5L//Pd3NMe9YTt7OhAxPIA9v55siTgv1PMZHl1I4oH+Za1j/D3JKK89ZVxDZNi5WRqS9uYSMyF8QPuW5VZx5M90kranI0gE/vHurQD8/sV2ClLOr4fLKelNqTzTwNyw6orCrDSY6cNZp6Clo5vZ4aGsy+ygUqtH17MXUXMQG5Uab3uBnSV7iRvmj12gMxYSKbXN7Ri79YS5OJ1z6mVrcyfV5U3ETer/Rdba0E5WfD70Wg2ChvqddOzB346wZ03/EsBufs7YOdmQti+LabeMN/V+OK7JUtyks8c1rDmYxry4QcikEg43H2KUuoD4slHoi1qYsXAUBcV1RIZ5sCYjA9seOWr3dLrybJH6GJm9cBRqS1OQ2KbCPEZ6euOoPnvxuEeGj2JrcT45jfUIggQ3pQ81XSa574yJJbvUnZSW7UR7uRPi4sRPSRn9Cj1lHMzjyJ8ZtCqUDIsL5Puv9yATAI0WbWsHRokMy4I2NO4WGJyssbdVobJQ0VzXxs1PzGb4qCA+/f4+Ksoa+XNVAr6eDnjMiCQ3tZSPnv0ZgLKKJp55fR033v8VDc0dLH31JjzKG9n99a6+zzF27nDUFgq2/3iQa/4xHbGjg7Vf7OCmp+di0BuOveHq9IgaDYKlBX98vg33CC/aFwxCUd2B9f4y9q09RPz2VL4vyedaGw8+fng5rn4uRD9lT+1qGTXNLWzOrcTWopW8Mh861QautjsWq2anVhPq5ERVWwde1rYcrCzj7rjhlGvaGDp5Cs3lcsYNbidwbijGpi6+/zmeEY7TGXqNFwmbsmhoO9b62dZGzXuv3IDRYOSJF3+m7bh03ZmLx7J51YVxUQhSD4bFWXP4QEq/7ZYqBcFujv2alR3F18uRltaus6aJAhj0BtIO5A+438T3b6zHP8ILnUbH7Hum4B7gQn15I588toIZd1y4uIazBUEeHWauHMx3w0wf1weHIegkbK8vwrpJhqbdlgr5HYhtzyGK3cR5u7OvpIDh0X6oPe2Qdmtp7NFiZauGmh7i889NaTj4ZxZKuZTI4f2zIjav2IVoNKKyUDLvoRknHdfW2M67Sz5l9ZvrTpobv2AkGMHCRkVZdgXNta19TayGxAVSkFWFd6j7KZWGLo2OjUk5zB85iE59JzpNAmqJkW1HuolwdqRFo8PPxwmFQsaa5Ax0HVos7CQYCowobDXMWXws7mJNbibXhZ4cAHkqbFUqHho2ilf370IURdwsRlHbk49RNDA5MJDaRmfatB3U9BTx8MRRfL4/gREh3qSX1lDb1M7Hj3/LhFvGEz7Eh6qyRjauO0J3VRMO9hamrqAKBYJGj0V2I51DXNC2tJL4ZyZPfH4XMrnJlWJrZ8GL79zINQtiyd+RT3pWJcMXjWL7tnSefOln7vznSg6nl/HPe6fy02d3ExXhxf3vLibncCF1FabqjaNmDaW2tIH4zamEjwqB7m72b05DplQQMjwQpVp+XGxDBxJLS4xSCYvf+JZRI0Kw3l1CdUEt0xaP55lP1zDE3ZVX3rgDV19nnrnjefS2rUwcNIckx0Ym+BZRppGR2xTIVR7+/PzJXvTHFb2aGODPriKTi+L3glwiXF0IcXbCy8+BwXPCqfy9hv3yaubPHMJ3aw9RW9nMXcOfwTZCx5sr3uoX86JUynnpX3MIDXLl/qe+p7rWlOYfOyWSuoomSrIvTLGjyOGzqSrvoKWpv/V7eNCp4xokEoGwYDey887eTyU3uRRXb0fsnKzPum9ZbhWJW1IpSC5G26Pj5qeuRa/T88RVr+Lobs/NT80d+Ic6C2ezMvRZG8xcMZiVBjN97Fp2gFC1AyUqDTO9AsisVJHXZQB5NGL7B0wJHE5GtZEhg10prGzCxc4CI+Af5EJVZh3x+WUDKsd7lD2b0tG0deLfGyNwlA0fb+0r9DphwciTjvvqme8ZO28EdeWNVBf17wQ4/6GZGI0if36/n/HXjcQr2I2tvRUMlSo5USP8aW3ppiyvBk13/8ZRW1JyifbzwN3ehpSWJObYtaKR3kJpazu3L5xAamYFURGe7C0txVYjx9sX0vJcEeqMjAz1xc7RlE5Y3tZCQVMjk31PnyJ6Iosih1Dd0c6O0iIs1ONQCSLNmnxkEgmTQ9yobHAirWUngzxcGeLpzvq0bMZF+PPRKz/j6G5PqxFGjA7i3Zc3cPPtY6kpa6SjvBaZSoEgkYDegGVGPd0+VrT1aLnxn1fjF97/uguCwKx5w3j/6yU46QQ+/XYP7d52pOVWMXKYPz99ehdzrxrSZzEYO2cYDm52fPL4twBY21syaFQwHr5OJG5LJ2JkMOh07P09hVuevx5Nl6ZPaZBKwajV0DI3grbCOp6cOQbPIJOb6vtvttE4yAHn3ZUAvLv138jGVCMe9iDi1tE0B6iZbFNKh1FCVp0Fr1w3HWdXG9b/eCxNeKK/P7tLipkVGMrW4gJ0BgP3xA3nq4TD/PvJJXRWWxMqZNEdboWLkzWP3vs12nZYcMvVlG1qY3PNhn7XRiIReHDJZObOiOaBp74nt6AGqUzKVTePvmDWBpnlVIZE1XP4QEK/7bGB3iT+xXoNSXtyiBk/MCvDqtfXI1fIcHCzZ/Hz12FlZ8mnj39LfVkD/1n3z3Nup30mLmIZaTMXCbPSYKaPuXeMxyqpBZVBxq/7DtNd4Uh85T4Em39Dz6+McOukttWOVkkGzk7WTLxhBNIePT1aHZJuAyqpjNyqgaWAtbd0kZ1SipePIyq1om97VWENDZWNSOVSpi0eh9qyf+OizAO5HNqYRNr+HASFjL2/HOo37xHoiq2TNWl7s5myaCzleVXs+PFAXxOrERPCSDqQj0+wK4UZ/b+Ifz5gqgAJkN28A19ZDWv+9MJKA7FjQ0nLqiAqwouf0zMIk9tj51lN+SF39J5w6/Xz+9ZZm5vFNcFhKKTSAV97uVTKc2Mm8tqB3eglEbhJe6juMsVjLB4yjIQ8R9JbdmMUDTw0YRRfHzhMjIsTR344xH1v3UzCwQJqKppx87Aj/1A+NrZq9BotOqPE9KA2GJCKMuwatGij3Zj/wOnjRLx8HfnPuzchRcAgiqiaewizt6WssB6tpr9v/a5XbiRhSyptTaaYsrFzhyOVSvjzx3hm3zMNTUMLv63cS9ysGFSWKpNlQxDQ6400jfNAMArYbCvk63+t4rHP7gWgcZIXAeUasjelk7glBQtnKR6zYdcz5Ty18Q+mDLbAwbKd+kZHfIoE/vjmAA88PoMfVu7rK5AU7uxMl1aHVm/A39aefRWljPTxxkIhZ09ZGYsemIZ4QGR10l5mzY2my07Fc0u+ZsqESRhqrfgz+SdKO0/23S+YM4xH7pnCEy+t4eDhIqbfPJqdvySepICeD4KgYNhITw7vP9Bv+1B/DzJPF9cwwAyKgfabKM+r5uBvh7F1sgJBZNaSyezfkMi2b/cwc8lkAgb7nnWNc0I8u7WBgb+HmLkEmJUGM31MvS6WYJkVMq2E1kFWSDLUGBQt1LXrEKyfRdn1AsHOCnYVJxAb7YvOQoFcZ6C0ohGFERykygHHNRzckY2HtwNhMf2/hFa8shYEkMmlzL57ar85g97Ahw98hX+ULzXVrbTWtLB9df8vWICJN44Go0hjVTNOng44ezlw4DdTwNqICaEc3ptPSLRvPxdFdkUdDW1djA33o0PfgY+wD0E9j/XbsxgZ4oPBKJKVW4WXvyP7y8owNPdg71WONlfAMlSHp4/pLVkURX45B9dEP7l9/PG0tuG7rDzclG7UdJosJFFOwSgtjGh1lhR2pBDq6kScnzc//7YfzSBniuvbsLJUsWtrBg8/M5uDWzNwcbZErzOATIqxtxCUoFahPFxFZ4QjmjP0rzAaRd75ZCu3LRjJd/+9FUltO91dWr75eDsLpr3NP+9ZxopPd3DkUCGjronB0kbNR4+tBGD01UMpy6kiP62UoGEBoOmhsqiektxqJt08BokERIlA64xgBAnY7yhBamlJ/O+HsbK3QD3aB52rBR3fpTDv4Zm8d88XxFf/QaTTaNRTIykpqsbYmYveUsuhfD9u8vFj96Y0Dm7L5Op5w/jio22mzyoITPD3Y3dxMVcHhfJHYS6CIHBPXCxfxCdy9Q1T6K5wYKxDIZ8mHEZiIcPSy443Hl3F9Plj6NrhyNfFr9NjOLlo2YTRIbzx3Dze+nATh7IqCB7iy/4/ks/5fp+K4WNnk5TYhcFwrHiXpUpBsLsTaafo8RIR4k5Ofs0ZLXydbd0UZ1cROSLwrOf/6pnViEYjPV0a7n37FmpLG3j3rs9RWam46/Wbz+9DnQEjA7A0nGOXSzMXF7PSYKYPo8HIP99ZiEN2NxJbJe0p1TTV2fK/Ld+C6mqQejLGo4tD5dUMG+LLkdRSIkM9adXr0HbraC5u4eAAUy/3bknHQiklOMqnb5soiuz7JQFE8Ivwwn+wT79j1n20CUEQSNubzYKXbsR3qD+lVS3UlfVPn5x9zxQAfv98G1cvmYJEEPoCIp1cbXHzssfa0aaf0rDmQBrzRw5CKpGQ1nyQMZa11NReTZVBw3Uzh1NYXIeLkw1/lhcxNTCA3IIaNEYlhkYjceNc+tZJrK5EJZMx2PnkjJCzIQgCz42ewMdHDmKniKFeU4DBqEUqSBkVaEl6iR2pzTsAGC+xI8vWQOyiUaz+M4mu9h7ufuQqshIK0Wr0lKUUIreyQJBKQa8HuQxBIsG6R8dQX3fWHco4rRzrNibT1a1l0YKR+Aa54ulhR1xcAB8su4sfNj/BwjvHIwKrvtrDTTP+iyrCn737C9iy7jAShZzwEYEED/bhwMYUgob6IzPo2PxDPLe+uACtRkfbtECMShm2v+cgtncgqNXoDSKfPrGStmsCsdtSgmAQWfb8j8ReHcXe8l8YYjuD8gn2uG2sRZHeRaNRxpzgG9m4dCvX3zScP348hJ2Fkqz0ClJ7C1QdTb28OjCEbcWFaAx6pocE0djVRVp9HTf9Yzqt2ySEh4k0ynVUKUUsLJWUFdTTuNMGma6Z5SWfnPIaDQrz5KM3F7L6lwQkwa5s/AsVIo/HzScaG1sj+Wmb+m2PDfQi4RRxDXa2FthYqyirbDpp7iipB/IIH+6PQnXm0tGl2ZUkbE5m2LQoPAPdGDwunJcXvIdCLefhj+5AfUK78guBKA5smLlyMCsNZvr4Y+U+7ByteGrRVejbDSjm+NN2WEmVOo+W1k4Em5cZ77yHwjo7/IJ15BXVct9j0zFYKHBzs8WqRyC5uOqUZtTjaW/tJjOplNbaVkKij1kaDv52BF2PDgsbNXP+cVW/Y+orGln12i9UFtXgOSEKK62GyJgAxPZOfvp8e799fcI8sXawImN/HqOuiaGmpJ68I0V9TaziJobR3NLVpzR09mjZnJLHvDhTTYXOjtVoJBGs/ioXna2CYUFepGZWMDjCk5/SM5jk6otEoaVkjxPdblLmDo/rO/faXivD+fp9Qx2dmREQwuYyW2ylcup70gEY5xNEdZMTeW2Hae1oZt0L6xnj44VoLSXrSCkeXg5MnRXFDx9txSfQBUQRjf7Yt60gl6OQiggGA/fPGcuK3UfQGU62NpSUN7J89QH+/dgsZFLT18PIqYM49GcmAGoLBcNGBnL7Pybzvy/v4KetT/LAM7MRRPjqvS0suvp/lGsEKpp7+G11PJMWjqO1rIad649gaWeJYf5gRFsV9r/nIuhFBETEri4k1lbE61txUVng3SXF3tUWbbeWJptCuitFPtmQSbSbOyNuCyZqRBX6LksWjRnDS2v+yVf/+pZ7HpvGuuX7GDLEh99+MfWFGOPrS3JVNbZKFSEOjuwrL0UqkXDXiGF8Hp/IrBvH01nqiIs+nn8tmUpBST2O0wIwGEWkUhm++ddQ0x3PvoZdp7xX3h72LH17IbWdPWS0d1OcXXle9/xEYkd6cHhf/y6oZ6rXcLa4hqTdA+tq+c6dn+LgZkdWfB73vLWIpY+tQBAgaIgfY66NPbcPMUAMvWWizzbMXDmY74aZPrb9FE9BRjmzpg/DS6+m0E6HuFuKu1MzT372C4LUjeiAW2hsV1PceYCwIDda2nqQAPU1Lfg62GAjU5BcfGYfa/zObAYP96OuognfUPe+7Sv/s7bv5/HX9w+AXPrYcpSWSkQnB266bRyrXl1L6q4M1EoZm39L6eu6eJRJN43BaDCSujubSTeNxiPApa+J1YiJYWQml6Lp1tJQ3cKmpBxig7xwtbOiQ9dOpCwJgTvZmZjHYF83lHIZqZkV2LhbYhRFhBYDTl51NKdZIYQYCLEzKRvdOh2bivKYFxLxV24Dj48Yw5eZBlwknVR3JQIQYh2Kj7uO9g4XVq75nLDYAJ6/YQa7D+eiqNWy+PGpJjN0TjVOtgq0WiMIAqJWhyCTgVLJqCkRRE+MZIifB54OtmxOzut3Xr3ewGvv/cGSRWPw9nTo2x43NbJPaTgRpUrOqInhTJgQgr6wglffvI4Hn5pFS20LrXqRFT8lIwb4YLRUcecrq1AFu2C7IRvBYFJo5HIZYmcXBjtLmka6oVqTxf9j763Dqzi3/v17tu8dd3clJGhwLy6F4pQqlBpUqZy6u1Kj1LDi7u5OIAQixN3dttv8/ggN5SBtz+n7+77nPdzXNVeSmWfkeTJ7z5pnrfVZD380k8aaZuRKObqYXPzMvdhSlc+82G6cbjXh5ddA8QENl8/kEtszkqe+m8M3j//I8+9N5MLhTM6eyMFgMOOkVNLRx5szpaWMi4xhZ15biuqk+I6kVVVT1NLEzLmjqdvlSErDMaaM6craHRcIn5GAUqPk8LelhDt0ZFfFT1QZb5yh4ObqwFcfzMAj0J0X391E65+ofvlHJPYfQvI5M6LtanxQ1zB/LpfVYLyBGmNctN8ta2WkHMum+x8YDRcOppF7oZCEgR3oN6EH2efzuXT0MrXlDTzx1YN/a/Dj7/n/szT2bf4ebhsNt2nH19eZz55cjtlo4elxQ5AaQd2nMwq7jRRZEUUlNSgcp5Pg3crxwpN07xzCuYvFeDmpaTWasLSasDWaOX2L0s0AJ/alExHjS2isX7t6oq7VQEFqMTKFjJEPDkb5u+DIc3sucvFwOnqzjXtfmcgvzy/ntdXPYDZauGN6X8wVdaxbdu2b2cgHBiGRCmxduJexc+6gpqSOvcuOYbfbiYzzR681ERoXQNaFQtadSmNKn7YAyILGX5FLNOxeK+La3Z9+HUIRRZG0zHIuWxuYGh9PSlY2Tq6t2E0SgrvbUUkdANhbmEtXHz+8HRz/rf+Dh1rD1I6DUdskVOnbpr3DHMJRuRVxqdCVEvUFHvlgBn5OjngmG7B0cCSprIJln+7E0UVN2qE0JGolglyOXacHRdu0tNRmpdOANk2M2XcksuTw+WtSC5evO42rs4YJo7tccz2R8YEYdWbKCmpues13PnwHSpWcX95cT8+BMSTE+NA73o8R/cLxltqo85OSU9+I/Gwj0ogwJMF+4O6C2SYilUtoSHTB8XIz2owqJIKAq5czYcNcUQfbWXyknu4GB778cC2CRodOKpK30ot3pn9Fc10rAyb14q4nR7PwiZ957r3J2C02jh9sqzsyOKwt9XJ0eDQHivMxWq2o5DLu69aFX5KSGTW9L/oST8w1+7hzZCdUJoFtSZnEPNyD2vIGzJs74yKDH/M/xmK/cZEwlVLOx29OQlveyLx/rKK69q+LnP2ehG6xFBa70VqzqX2dRqkg2v8mcQ23mGmoKqnDoDMS2sH/puez2+18/OBC4vvHkLzvEgMn9+bnl1fjE+LFxCdH4Rf+111tf5bb7on/PG4bDbdpp6WmGYvRzPJPdjA6IRqVoOSUpBHy3AhybWLOpysRRYGB4X1Jq1TQKU7k/MUi+vSOwqaUUphTjaug4Eha/k3PoWs1knauEIVEuCaeYeX7bZoLUpmEsQ/d0b7eZDDz2ZzvMZusRI/rRdqm0wy5ux8HVx5D7aBE5aBEqtWxeulxWpqvityEdwrGwUXD5dM5BET54Rfhg0QicOloJhKJhJ6DYlA4qjl6LocWg5G+MW1uEgfTRpqlE9jx60n0bnJ6RgZRUt6AUiHjaHUJkzrGkZpdQnO2EnugnB4RV3X8N2ZlMDnm1rLRf5YHO3WjsMmPBlMRZpsOpVRJiKM/piQVmig7Uncza5eeQCEKNIZL2Z6cyeGtF0hIDEWQS7HZxbbiUDIpgkyGzG4l/WQWnQa1zYL0jw0F4ERWEQCXsyvYuvsS/3hq1HVvlYIg0POOuJvONgDE9Y7C0dWBxupmTm6/wIC7EjHpTRzfcg7nCXE0O4iEp7aw4Lv76RrpjsRqRXBzQYiLxNYhErVRiVuWkVaTjcWvruKBt6Yh9iyn9pQ7rWFOeJ9qIMXBTv/YfBwlaua+/yQWi5WPHlyI3W5n6vxxxPaKYvOnm4mJ9mHVL20xLIOuxDV4aRyI8/DmWGlbf+/p2pkDefnUmwzMfHwUZVu92V+yjhEDOzAsOJSLVTV4dA1gz/JkQvPHIxHLWFOy/Kb9D4zwpZOnM7G+rsx9cSW5/5QK/FdQKGUkdPHhwqmj1xh1N4triArzpqyiCf0NMjguHMum64DYW84UrPxgMy0N2ja34GPD+Wrezwy/byC1pfVMe/7Of7kff4bbOg3/edw2Gm7TjsFsw64zsHvFSbLPFTIlPh67p5K6QmeCpVWUeVj5cu1h+od3paQuEEe3T6lv1NGpczB2BwVWs5U+4QGUNTTTpDPc8BxnD2fSqWcYxdkVRHduMxpEUWTHj21R75FdQgn+nX7AktfX0NrQiiI2lE4hrrQ2atE1aTm0+gSlWeVcOJhGcIcAZDUNLFl0uH0/QRC44+5+2Gx2Tm9PZuycoShUcvYsbXuY9BrcgYZGPSfKKpjSJwGJREBrTMNTUkXByV74d/ClWqunY7APqRlluAQ40isoEEepnOoqC825zjT6SxkY0vYQrtS2klpbzYiwP45Q/zMopTKCPe5AZpNQqU9u69NhJ1wzmiir92Xfhd1sWXMWm8XOxC7x1NY1otOZkJqMGI02kEgRDUYEuRzkcmLjA9C3GAiJC2wfn1lDElly6DwGo5n3vtzFs48Nw9P9xrMkvYZ15OyBmxsNgiAwZvZgfAI9WPzmenqO7EzGmVzMib5kWQ14bM6kU0IQ+9cl8cQnM7FV1CAWlmFPzaK2owx5ZRMIEiRRYdS5uLPnyGXsGjfSzOF47aogua4B0QfiPYvxk8XSe0xXeo7uQtHlMtZ+tgNBEHji61nYrDYClFBZ2Uza+UKiPTywiSL5DQ2MjYxhR16bTLOrWsXE+DiWnk9h1Ize6Is8qC/bw/hR8ew/msk3D43HHueOyWZl6wfZ+DZ3I7f1ACmNN5eNHn1ff1oulTLvoSHMf2M9SSn/utxyYt9unE92A0ty+7oekTfWa5DLpUSEepKTf72h0hbPcHN9hpqSOtZ8vI3e47pTlF5K/qViOg+M4/jmJJ74ehYK5fXBk8n7Lv2Lvbqe20bDfx63jYbbtNN3XFd8I32R2628P+dnxsdEo7BJqVT74x5nRGOws2HfWRobDTQbHMjSGugWJ0GnNSFq5MikAi2FDchNcDr7xqmXx/em039EPDkXS9qDINNPZmPUmtA4qRj/2NUAyJKsMrZ8sxtFkA/TZw1k+3d7iesVxa6fD9J3fCJylZzSrHKG3TsQXWEFJw5nkpt1dfp26Mz+yOQytny7h4GTe9FY3cTZXSm0Nuro0juCsooGKpV27uzW5u9tav6WPFsXti0+T8SoDnQN80culXIpo4wKuZ7pCQmk5xbj4tmC1aBEE2skyiUBgM05lxkTEY1KdusI9b9CvP9oguQmjpfvpbVRR8qXBSQ87oyg78C6z3Loe0csnbuHMm9wb2R5zSii3Diz8wKiXAZyeVuimlQKdjtdBkaTMLDDNW+co7pGU97Qwjvf7yYu2o/B/W7+cOnSL4q8jDJam25eq2fYjH7kXizCO9CdE1vPIxsYRrWPkl5VEODrRn1+BQc3n8c7yAufEE+UKjm6Lj5YVQLKtFKEwhKorMOWX0qjmEVLhi+awyLuZk+kHp5Iiy1oW2Wc+UmOKIrM+/x+7CJs/GoXl45lIpPLeGXl01w8lIaXAj57YxN2m71N6KmwiFHhURwuLsRobXMzzO7RjQ1p6RhEGzMfH0n22iDON6+hS8cgjpzM5efX7kPqIEfa2ZMDLxhxsjqwpuQbGsz1N+x/39GdKcosJzbAnfdevov3v9jFrgNp/9L/PrFvFMkXfLHrN1z9H4T6kVlWg8F8vZsk7gZ6DTabnUuncm6qzyCKIh8/uBCJTEJVYTXx/WOpK2/E2cOR2B4RdB+WcN0+uRcK+PmVVf9Sn27EbXGn/zxuGw23aScsIQRti4ExswdhbNGz+sUNhGncyXdTYmmWEV1VTVOIjDcWbaeTrzenK73pFn2C9MwCnDRKbHY7GecKcUXOnvNZ1x1fpzVyKamA+G6hNNa2EHhFAfDnl9u+hCQSCf0mtkVpi6LI63d+jNLVge7je7Lry+30vyuRzV/vpPPgjpTlVLZpFpmtWM1WJIJAfLAL332+uz1nPbp7OGoHJZlJeUikEobeMwCvADcOrz2FSqPAKdEPp1YbrRXNiPYW3G2nqMwfg8lgoV5hp2dkEADJaSU0aSwMCA1l74ljSM1WnKOdCfY34SR3RxTFK66Jv67NcCsEWQRhKjuNpnP88N56+ozrSn1oBUHZfggaCzpVJb0HROMik+OUpaU8SgVyOSICosXS5p5QKRENRmqK6ug88NoATblUysDwYI4UFPP0lTTVm6FUKejUO5JzR67/v/6Gs4cjPUd2JqprKAvXH6HcT8XAeilZhzPpP7k3OWdziIgL4OTeVCY9Mw4jdprvCMJtdyECAiAiarVIVHIi5lZR2l8FLVVIItUYfSFI18TeT3uwY487T838nkP70rn79cnIlHI+emAhDVVNOLs78vrqZ2jNKETbrGP76jPtqZdeGgc6eftwuLhtBsDf2ZkhEeGsSkll1IzeGArdKC3Yx5Rxcazbfh6ZVMLseSOwlLYgGxRC6tueOAmt/JC/AJt4feaJQiln6JRe7Fl5is4dA/n6wxksW3uaxatO3rIU+40ICHJHqXaiMPMsor1NOEujVBDj78mloj8X15B7qQRPXxfcfVxueI79vx6nKKOMbsMSsFlsJO9PZfZ7M9iz5AiPfXrfde0bqpp4c9JnPPjOjL/Ul1thF8FuF2693I5p+F/FbaPhNu2s+HIPc96eys5lx5n30QxST+USXS9BiQxnx1jcA1qQt1hxMNsoLtFSXBtAZEIUyRdz6BQXgAURu1RKjLMr5/LLrvuiTDqSRXz3UCoLa4iID0QqldBc10JWUj5SuZRRDw1pnw799e31VBXXokqIxFpYQUCUL7t+OUhMz0iaqpt5Z9s/iO0VhQjs/OkgnQd1JP9wKjabnYN7UoG2KfPBM/oi2kRObjnH2Dl30FjdxJ5lbb7iGhfwaYas5CKM2hVkmFw5v9rAhFkDOZdfRs+oIKprW2jRG5nUsxMyiYRLl4sx1alpChDpHugFwKWaKmyine6+Nw82+1cQBAEvdXdcVHr2mLJ45K27UVS7k7ovB8UokXLnC/TuF83qr/ejkcvQespoCnBEkMvAYkE0GkGhQC5aST12mU7/ZDQ0txg4tz8XwVFKvf7G7qTf02vorV0UAGNmDWb7+UyaO3sxyupA7uFMugzqgLOvO1aThbguQexedZoxc4bSPDAQdV4TykodNosNqVQGRiOeQyw0NSvQnrUwekwfir0F9AkKxt2bzMznj3Dn0GhKzmaTcbGEbTvTaPX2wuztwXPTvyEro5yA2ABmvDwJbXoBK785QLTKhUuVlWjNZsZGtNWi+I2HeyWyPDkFZAIzHx9ByrIISuUb8PJw4uiZHIZOSMRa0kx4tC/64BDKV/liMeSxtXzTDfs/6t5+HFh7BovZSkigBws/mcnp8/l89PWea2pj/Bl69I3m/KVEMO64uu4mLoq4aD8ysiuv+czdSgWyvrKRH15cgR2RrLO5NNa08NyPj7Dmk63MfPkuPPzdrmlvNpp5a/JnjJ49hF5juv6lftyS21Uu/+O4bTTcph1vXyeWf7Gbh96czIbv9jH75TtJW3gaY7OZ7FYnQkfICUnXUeBjJQINl8vdsHr5olJYCPRrQXBWYLHZaUwuRW8yU1zbdM3xT+xLZ8DIeHIulbQHQW75bi+iKCKTSdsDICsLa1jx/kY0CREM6hFC4aVCLh5MJSg6gNYGLfO+nc1DHZ4hN7kAjZOa6qIaxjw6nKrCah54aCC/LDyITmcCYMi0PsiVbS6K4NgAQjoGUltaz64DKUiVUqzlerIu5CPqfyW3dgCZ54voMiKOuhYdsQFeXEgrwegsMi0hnoriOhoblNgbZJQ52+kf3JaJsCEr/d/SZrgVgqwrqkYJrneYqBONVCx1pO99AYQ5JuLRpQ5XTzV71pym34gE1EWtNPb1BqkUu1aP4KABm43oTsFom/SEdAxsP64oinzx/X6G9o/lnkFdWXrk/B9eS6+hcVw4ltWmNHkTKhwFSsIceKlvIpc2XyAoyo/gCB/O7k3F3c+NvLPZlOXXcD6zBGN3XzxPlF+tRyGXIJPJ8JnYQlpTMN1y7RzWN2LV2AkPqsHRU0/FMUe2LdjJuGk9aL2Yyy8bnmDhikcRW7RoDVZef+JX7h33JSs3XYLoMFrsIo9OXoj/+mbuH/slO186RNanF3l4+kLm3fcj3/9jK16HWnnsoZ+4cKmUlgwNG94tRaE3smDRAZb9cBj3SF/Mp6rwVzpSfDmIgpUe7Fx1lCVrdnJg1yWO7s/g1NEszp3Mpb7JgGugO5uXHKMgtxpds5FX5o2ipqqZ+a+tpa6uBbPZ+qdmHhL7RJJ8IQDRcNVFkRgRyPkbBEP6ejuDKFJT19q+7sKxG+sziKLI108sxivQnYjOIYh2GPPQHehbjLTUa6/TSBFFkQWP/YRXoAf3vDb5D6/7ryD+yeWvIAhCkSAIWYIgXLyyjBQEIVoQhMNX1qcLgrBEEAT17/a588q2PEEQ1gqCoPkz2/4buW003KadvKRcKgpqKC9rJCIhiIrCWvreEY8mpYlzJQJWr3pCVE7IWi005tZgMMs4UXSS7l0iMbeeReauQSoRkFjsOFgkbD6R2n5sg87ExTP59B7SgdzUEqK7BGO329n41S4AYnpEEBDlhyiKvDD0bTSBXvQY3JF9P+ylrqwBdz83TAYT97w2hReGvI0oiuhbDMgUUgRB4OzOZNSOKi5uP0ePPpGs+Lkt4DGuTzRypZysc3lYLVbGzhmKxknFkl1nmDagC17ezkg5TqNVQt7mYEZN701qeTWJEYFIJRJ2n7mMR5Azwa6uLF+2EZtNQkgHX7y89IQ7x2OyWdmZn8PEmH9Pm+FmnNwjEqSyMCraxiufbcTV2RFNvxZc8x1oMWjYe3YXTQ06QkPdcTtRhdlTiUkjgs2G4OiIqDcS1yeKTgM7IJFc/bjvP5pJYUkdj9w3gLv7d2HfpVxqW7S3vBZ3bxf8Qj1JP1dww+2H0vP5cPMRZoWGk38gk7vmDsdqsVFVVEtFYQ3dR3Yh5UAaQycn8s7Og9yXEI/YeEXXQBAwak04xduRBQlod8koLGmkRGbC0UWBr2MFoqNIc3YXBInA+X2pNNe3svvnQ4RE+vDi5/egamlBVlTOyy+NZsep15j3wiiUpeU4GfR0f6gT4Y/G8/miB/G+J5x+j3Tj6ZfH8fDTw7n7oYGUBouMvKsbA8Z3pblESWB8IYJEwKKQEp8YTkFmBd3DA4iK9qf6sg/mcgl7jx/jzMksjh+8zN6tKWxec5aVvxzDqFSy+tdTfPz6Jt5+bg1vPruKqovlFJwo5N6xC7hr0IeM6vkOY/u8y12DPuT+8QuoqWq+bjw7dw8lN9uAvrUO0dI2O9Il1J/M8trr4hoEQbgmrkGvNZKfXkZ878jrjnt0/RmKL5dRU9ZA1tlc/CO8mfzMGH58aSVPfTsLqezaminrP99OYXoJLyyZe8099HfwPxgIOUUUxS5Xlr2AGZgvimIs0AnQAM8DCILgCPwE3CmKYiTQ+me2/bdy22i4TTvPLXqYppIaNv14mL4TupNy9DIDx3cloFrEWCdiMbnywJe98bnQSraflXgnT/LqBJz9PCipDsWIDavBTFhCMC6tdg5dupp6mXQsm7guITi5asi52DbTcH7vJYw6E0q1gvGPDQfgh+eWUVvZiFNCOJnbTmExmlE7qbDb7Yx4YBAf3/8NcpWc4A5XsgCkEuQqOUdWn6D3uEQOrjzO7MeHcmB3KsWFtUgkEgZP64MowpF1Z+g/sSctOgN5Zj1jOkXRb3hH7hh3mT213qTtKmHc/f1Jyi1tj2fIyKxgXJ+ONNVryaq6jNRqRxatxt+jBQ9FAAeL8on18CTQ6cZ+43+H+spGfng9nWgvAzRUUXuskqEP9yRPl0v6yQIEfQc2rNlPUIQ3m7/bi6LRgqLJRkMfTxBEBKUS0WSkqbaFhCv6DADVtS188/MhXps/FqVSjrujhrHdYll57OIfXlObi+J6CeqTWUW8vW4/Cx+ewH0PDuPUjguMvG8ADVVNnN1zif53dkPj4YxRa8AUqqaqRcu8cYNw9XJGIhXaZxvcZ9nJKvPDeXcFTX2DsHtIiRUaCdc34mkTOb+vnpC4QApTi+l6R0d+eXU1VUU19B7TlYT+sXTsG81nj/xIbkoRQ0Z1grAAzBU1ZK64yOm6cnz8XZnYuxNnLdVEx/nTsXMwM8b0wCXKDa2/jKffngRNaqR+ydw9PYZynY4nXxmHi0JKjx6hfPXZfcx58y7MajWR0/NQTC7klQ8n8/YXd/PBN/fy6aIH+H714ygamnnnk2n8svEJlm97htW7n2P78Ve494WRaDp48e3ax9l89GVW7pxP9z6R7N12fe0KlVpBh4RALmaObZ9t0CjlxAZ4cbHoel2GuGg/Lme3xTuknmqrr/L7YnAATbUtfP/ccgJj/HFy1SCVSnlz/Xx+fXcjPUd3Ia539DXtz+68wKavdvH25hdQaZR/eH/8Zf4nphpudBpRLBJFMeXK73YgCfhNjnY0cF4Uxdwrfy8Cpv+Jbf+V3DYabtNOaIwfn+x8EbtWx8dPLOeBVyey6JW1vPrqVBSNdlJL5FQJWfzjibuQ6q2UpVVS1RDDuab9ZOQpCPDSIgp2auq1qEq1lDQ3Y7nixz2+N43+I+NprG3BoDPiH+bF8nc3gghypYw+4xPJOJXNlm/3oOwSjZ/VSH1ZPRKZBKlMSpch8Sx/az0yhYxxjwzjiW8ewsXLmaaqZux2O2ajhajuYdSV12PVGZg5awALP9+DKIoMnNIbpUrB1oV7USjl+E9PxLnWQObhTAaNUOAfquPipo4kDuqAl58rSXml9IwKIrOsGrPOwr0Du7N12QlsznJoEchSt9AtyANBEP5HAiB/48dX1jL8niE4yWI48n0wA2dEsrwoB5vFjtXBwOToidSfFuk2JJS6qjZBIafLzZiCHLH5uoLVhlQQyTiZRecr+gx2u8iHX+1m2vhEoiOuivY8MLg7G86koTWabnlNvYZ25OzBy9dMryfllvLyyj18NWs8HYN8cfVypvvQeE5tS+bBNycjCOAX4snZfWlovJxZnJlB90YV5w9e5s7HRyJeiXSTeYq497bQ+KMVk58Gs4cUSVkrMp8ywkJNtFyUMvLBwfiFeyFXKdjwxU7GPDKUzx76HrvdzuOf3svls3kMv28Ab07+Al2jloQ+0Qx7ZATWi8UYWo3k1NUxIiySE2XFaM1tugZthawS+fHsOZQqOZPmDOLYD9E4Ru8gM7eK4vIGRk7vxd41bRVVJ/dOYPb02dRluVGZkc7Oop3XjJFSrWDIpB7s/adiaoIgcO+UXjz6wECee3M9aZnlODgqGTc5kb3bUq5TNYXfXBRBYNiGKLZdb2LEjSWlfx8MmXI8m26DrndNLHx2Gb3GdiP9ZDZVRbW8tuZp6sobOLr+NA+9d22AY1FGKZ899D1vrJ+Pd5Bn+/rDa07e5O746/xhEOSV5QqBgiCE/tPiepNDrxQEIVUQhIX/3OaKW2I2sO3KqmDg94p0JUDQn9j2X8lto+G/DEEQXP/5gwcEArx77zd4+7vx2Y4XES1WPp+/kjum9GLdl7sZ7hlEVZ0bJ/MO03dEAn1MLjR6QF6VIwN6tGKTC/j4BKJwheL8Gmbe3Q+JVWTHyQyMejMpp/LoMzSO3EslRCYEUVVUS96FIiRSgbEPD8WoM/LGhI+Qh/kTH+5J6oE214ZCKcc/wocDvx5DppDxwpK5OLg48ObET357OcU7yBNBENj01S5cfVxZ/vZ6xk/uQWOjjhOHs+g0IBZBKpCTXIDVYqXISUBzuZY9S48QErCXw1V+lG41cdfsgVQ0tKAzWYj09WDJgSQ8ApzBYmf3ulPUVTkSFuZBpcFI78BYavU6kirLGR0RfePB/jdIPphOdnIBM54fx5ZtnXFQSZhytwpBEKgu9SFqmBPVe8oR5RLO6I8gyGUIchnqjFqkBrD7uSEaDQSEe9NSryU0vu17bsP2ZExmK3dP7nnN+QI9XOgbE8KG07dOEYzoGIDFbKU0v00dMqWwnOeX7+TzB8bSJexqIOjoWYPZteQId0zvg8ZRzekdKSjVCiTjYxFKmnlgQj92rz7NxKfGtKWGiiLuT6soKXJDfaYF7YAQTG7geaIRebiIzVFP1nZnDFoT6ccymfrcOKRyKSc2JWE2Wti2cC9Obg68+us8Tm5NxsnDkZfGfETPnmHU2QQGTuyBkFLLpnOpuKrUJPoGcLD46kzYsKgIWk1mkkrLmTZrENYiNQW5JQwf5s3abecZOqkHp/amomttc6eM7BrDjL4voPAzs2nJDnIac/k9o+7pz77Vp7DdIPhx+KA43nrhTt7+bAd7D2cQEe2Lm4cjyWeuF0VL7BNJ8tkqRFkMGNtqrPSIDOT8DYIhYyN9ySusxWKxceFo5nVBkCe3niP3QiFGvQmzwcyAiT3pNjSBr59YzOz3ZuDs4dTetqW+lTfu+pRHPrn3mtmHrKQ81n++/SZ3x1/nL7onjgOF/7Q8c4PDDhBFsTPQAxCAb3/bIAiCDFgDHBJFcdsN9r3NH3DbaPjv4xmu/+AdB/AYrWb+sPdQqeR8uvEZbHaR7UuPYdCZiBPV1Ne5IPcy8e5Dn/Pxm/ciM4lodTZa7ZV4BziRV2nDKVCJxWyj66AOqBotbDxykXPHsonpFISzq+ZKPEMIm7/Zjd1uRyKTMnr2ED667xt0VhG3EG+S1x1HEEChUqB2UJFxMhtnD0c+3P0qOxbt5+TWc8iVckRAIpVQXViDVCahsaqJuD7RnNyShFQmYd78Ufzw9T4sVjsDJ/dCAH5atBupXEq8vzflOZexGfZxMNUf0SIQ0yWEpLxSekQGYhdFTl8sZEDXCPasSyJ2tAxti4a4XmH4uesJd+rI1txMhodF4CBX3Gys/yXMRgvfPb+Cxz+9h5qaVtavFXnwqWJqTcm80W8IKRUKFJEmti8/gVOUA86D2oLfRLkcSW0LquJWlK0iJkeBuN5RJAxoi2coKqnj13VnePWZq8Wofs+sIYn8eiwFs/XmBcfa1SEPpJNRWsUzS7bz4T2j6BF57ctXl0EdMOqM5F0s4uH3p5NxJpfO4zuT6yPBaXs+oZFeFGVX0tKkJ65PNIKzlKCRBmq/NqPv7ItFY8chowGN0YTqjA4PqRWLsScHVhznzrmjKEwrJqprKOW5lcT0iODXdzZSlltJxz7R/Hj+AwZN7U1dZSNrX1vNhVO5zPn4Xnyrzaw7eh673X5F6OlqFoVUIuGhHt358ew5VBolYx7oy+HvI/DtsosjZ3KwyyR06RfN0e1XxZ0Gx8cwIvAZAkbX8toL39NquhoTEtrBH+9Ad87dREWzW6dgvnp/Oj+vOMHydacZfVc3dm+5XjgqOMwTu12kvPbOdhdFl1B/sspr0ZuujWvQaBT4+7pw7lweLY16wjteFUlrbdTy7dNLuf/NKZzYlIRCKeOl5fPYvfgwMrmUEfcPbG9rtVh5Z9oXDJjUk+H3D2pf31LfynszFjDrvb8v5RKuZEfcarlaGnsAEPZPy4J/PqIoiqVXfpqAhUA/AEEQpMBKoBF46ne7lHDVVQFtswulf2LbfyW3jYb/PhZw/QdvAIBqlEivFzrw0riPsVmsvPbDbKxSGaVZZez94QjdNb5UNbtgi2tl4TPLeXZgP+xAVp4/90/yp7nJQBMuSEQrp48cpneIP5nVdRzfm8aAkW1CMTkXSwjv4M+un9tKPHfsHUXS7hQyTucgRAZTfzINQSIglUux2+xUl9QRnRjOE9/M4d3pX9DaqMNsMDP3ywcx6U0olHJsNjsu3s5YzVbqyutpbdSRc6GAzt1D6RAfyNrlJxgwqRcqBxUbzqYztU8n7nxkGOPurSOjIpDGrV5YbSJ2u73NNREZxIniYmRNdgZ3i2TzkuOYA/UIFpEaLwve7rX4qsLZmJXBlL9JNvr3rP1yJ6FxgSQOS+CLd7Zy78P9iPfNpUqfTLjSGXW9jeO5TdRWNqM91oyjpxFZtNBWAttmw+lyE2ZnGU0D/TDpzXQe2AGLxca7X+zk4fsGEPhP6XS/0SHQm0hfD3Ym31yLAdrUIfcfS2fuT1t5a9pw+l2RpP49EomEUQ8MYvfSowya3BMHZzXbGspwSW/CSZSw6+eDDJvcgz1rznDv61NQPeVIa7UCS7Kdpq6+mD1luO8rRTPCSLhfE+4mBSVZWux2O60NWnLO5TP1uTtRqORs/W4v4x4dxqezFmKz2VGoFMx8cTw/X/wYiVSC+WIuK7/czdcLn6TVRcL3H2xieFgkp8tKaDVfdcdMjO/A5eoasmpqmfXYcMyFMmrLLPTs5cjG3SmMnN6bvWvPXtPPobF96eY+nqCxFTz86GfY7VddDKPu6c/uW5TMDgv25PtP7mHHvlS8gt1ITS6i/nfZD9BmpPXoG8m5ZF+wpCPaylEr5HS4SVxDxxh/Du1Pp+uA6GuCFn94YQX97+rBtkX7sVttvLD4cVobdSx7az1Pfj37mrYLn1mKSqNi9gcz29fZ7XY+uu9bBk7pjcTB4aZ9+qv8xdoTZVdiE36/NP3TeDkIguBy5XcBmAFcFARBAiwFbMBD4rXpK3uAHoIgRF35+zFg3Z/Y9l/JbaPhvwxRFJv++YMHlAFotvpQmJjBjG9H8+7Mr8Fi5YHnx2BRqLGZzDSsSaeu3gNdfBMt9a207s1FLZFyqdALlUcqchu06C1gETl95ALzHxuKRQ4nz+XSZ2gHRFEkN7WE2uIaLGYrMqWUnqO6sPT1NRh9PFEWlmG1WNui1s1WDFojox66g+jECL598hfsVjs9x3TlzseH88XDi1A7qHAPaHsAGnVGJFIJFXlVuPu4sOLt9QA88tRwtm88j29sAFaFQJ2zjDHdYuh7ZyeGTiphzTkHJC1y7FIZeWmlJOWV0isqiDUpqQhaO9XZVQRFeFOUacHTVcHZylI6B7iSWV9Pi8lI74C/171Znl/N9h8P8fjHM9my5ixyuZQ7pw7CQeaDQqLkVPJRhpmCqDksIneQITWJVKa54DyTtuJUgLLZhj5Ag9lbzYWiMjoNjGPp2lN4ujty58hOtzz/rCGJLDmc3C6QdSOcwz1IcrPw7Mi+DIm/uWz2iPsGcGLLOfStBuJn9abMZiTR5kRo5zCObzzLqOm9ObDhHK5dAwgZrqN6kR1tryBscjNuZ2twsAk4TbLj3klL4UEFDi5qIruEsuuXQ0x9fjxbv93Nwx/dg0Il5+DKE8gUMjZ+eVXTwDfYi8Vpn+IZ6MHOb3fzwzO/Ei51YNXWozQVNtA7IIj9hXnt7ZUyGQ8kduWnpPOoNEoGTO/Owe+DCe65j637LtKhZzgNNS0UXL62BPbE6PuJjAlEE17Gw0981b5+4PhuXD5fQG15w03HyNPDkSl3dmf3kcv0v6MD+7dfvK5NYp9Iks8Ug3ocor6tEmxiZNANXRRxMf6kXy6n26Crga/n9l7i0rFMOg/uSMapbGJ6RtBvQg9+fnk1w+7pT/jvasBs+34vqccyeXnlk0h/Nxu16oPNGPVGRj4ynCVf7rlpf/4yf38gpA9wRBCEVCAdiAbm0hbQeC+QACRfScX8DkAUxVbgEWCHIAh5gAvw2R9t+2/lttFwm6s0yWj+RMphn108v+4hvnlmGc4OcvqMSMCmVKEo0VKd74RDSBOxgzuSf6GIwTYXqkVXssr30aVjEJ7ujlg0MooLHQhwW4PGImD0VePq7khdRROiCLt+PIhoF5Er5GxftBe7syOy2gb0TVrsNjtWkxW71c6s92aQcSKLE5uS8Ax056EPZ3J49QmWvLoGdz9XmmpbaK1vRSKToGsyIEgERLuIykFF8v5L2Kw2vLydmTyzD798dxDPCZ1QFTdzctUpZPYD6M1+5Bxxo/fAONzcHVi/4QwADhoFSWnFRIV5s2XxCfrOjKK+xJke3aOo1RnpGRDDxqwMJsV0RPI3ajOIosh3z61g2rNjMNlE1iw5zrOvj0ciEUDRHV+FJ7k1xxnaOw63czqqOsqxWOw0b5Tjn9iM3WQAiQRBrkDEiluJnvwYR/QKGTv3pfLikyP/UEuiV1QQaoWMI5dvnFZZUtvEvKXb6C464lR96zLQ7j6udB7QgYPrTpPkacXrZDUqiYBUqaSurB4HJyWBEd68ffhXXOQ2GpIU6OI9sLrIcDpYijRWxEGrRy3YuXjEh05D4qkrq8dus1NX2UhtWQP+kb5EdgmltrSOgEhf1n6yjaKMq7PHCqWcz/e/hl2QoNQoMJ8oxdrZixdGf8DosKj2ctm/MbNLJ47mF1He3MJTz4xDn2dFaPEgPBL2Hs1gxNSe7F137WyDIEi4J+oloibpaKwtYt5zPyKKIioHJYMmdGff6tO3HKfRQ+M5c76AfkPj2LMt5TqDrUuPMC6nlmIS7gLDJkTRRo+IQM7dQK8hNsqH6hY9XQe0SYLrWvR8Ne8X5n5+H589tAiZQsb8Hx4h9XgmKYfTue/1q7oLKYfSWfHuRt7Z8gIOzlelCJL3p7J90X5eWDKPT15Yx8QH+9+yP3+FvzvlUhTFAlEUu4qi2EkUxY6iKE4VRbFSFMWdoigKoigm/C4Vc97v9tsqimKMKIqRV/bR/Zlt/43cNhpu084j709n9t330rjczkrdUt7Z9izrPt9JcLALnoEeCCoFwhETUomNrWknefD9GWg3ZoEooR41KrEFZ7US9yhPLFaB0tzthCpttDhKMOhN5Fwqxj/QjcrCGkRRxNPPFYWDCqPOhKm+pS2KXgRBIjD9pbtY9cFmasvqGTFrEFKZlG+f/AWVg4rHvngA31Af1I5qbFY74QltLkdXL2d0zXoMWgMWs5WTW88BMPnu3hQV1lLoJMG9qJldPx1A1C8jj74YU+Q0l9TSsWswZ66kWm7NzCIKF3ydNKgcFBQrUtGb1PjEexPooSdI04FtuZlM+puzJo5tOkdDdRN3PnIHX7y7lXvmDMI/0B0AQdENH4kZiyYLbVUTUq2Nxt6OtHrLMSWBYLMju9MRQaNGNBpRFjejcXUCTw1vfLadZx8bjofbH5fsFgSB2Xf0YPGhc9cJEJU3NDNn0QYeH9GbaYO73rLq5W+Mnj2Ynw+cxsPJgQSVC1ln8yjMqkChlrN90X7CJscid81ggMd4WnqHYlVacdtfjsRoR9lbwMukJURlIiPJgR2LjxHZLRz/SB+2fbeXu1+eyJLXVvPi0nnIVQr2LD7MxKdG89bkz2lpuBpf4BPoTqcpfclMyufBcQPRRznRVNvCoac3cbayjGbjVePHWaViSqeOLDl/AQdHFV0nJLBvoTeRfY+zZts5hk7qwZGtFzAZr60o6Sz3ZELQE/R4vZ6CE3k8/cpy7HaR0ff1Z+/qUzfMjPgNJ0cVg/pGk11ai0olJzW56JrtDo4qImP8SEtVg8QNzKfpHOpHdkXddXEN1iYDokyC3LEtPfKXV1bTbWg8u345jFFvYtg9AwiI9OWbJ5fw2Kf3oXFq0zcqz6vig3u+5pWVT+H/u8qtNaV1fPLgd7yy4knWLz1JYLgnd4zr8of/9z+NXUD8gwX732eY3+bf57bRcJtr6D++Owte/RB7sZRPT33G/EVzOLMjhehoL2RqFe4lZqpq3ZAMNLLwtQ28s/5ZnMoNJJdEUF1zjIYGHT4BHiCKfLdqMPcNOYTVQcLyHw6Re6mE5so67DY7ggAmg4niimZoamk/v1KtIGFgBzZ/tZPgDgF06B3F+k+301jdzOAZ/dE26vhq7i8kH0hD32pE32pAKpeCAPUVjQB4B3ui0ijZ8FlbcLRCIWPovYkYDBaklVqUikxEWxPrNphx8Zdzfl8qfe7oQI1gJTE8gHVpaahbofRiKVMfHkzayQIkMoFccwPublXk1ysJcXElzPXGsQH/CroWAz++uoYnv7yfnZsuIEgExk/7XYaDPBEPay5eUQ1s/GEfEruVCEUTNWN9QKWi8pAazykgODggmsyoiluoV0sIr1dh0IgM7BN185P/E8M6RdLQqiel8KrPvLpJy5zvN/LA4O5M6ZNAzyFxpBzPwWK+edAkQHjvCPLClNwfFs2QKb0JiPDB0UWNb3Qgh9acYLckD3/Xeqw1MVginEEQcTrXlpmh7CMhILAVS54US5MZoyihQ99oGisasdvsVBRUgyiSl1LInI9monRQsv37ffQY1Zl3p3+J1XL12kZMTCR0WBd2vb8dV0cNQ98YT97JXFTZLSw7fG1q5APdu7I5/TJNBiPPPTeBxkwtvvIY1E5asirqiYwP5NTe67NM4lz6EeeeSL9vWsjdmckTb/xKcAd/XD2dSD58+ZbjdNeYrmzbm8rI8V1vGBDZo28k50/nIWimIhrWt8U1BHpfF9dw8Xg23k5qMrMruXgkgzO7UgiK9if9ZDZylYzZ705n09e78Qp0Z8CktvtL16znjbs+4f43p9JlyNUYHYvZynszFjDxqdE0aC2kJhXw1NsT/17l0/+fdBr+/0IQBE9BEOYLgnBQEIQ6QRAsV34eFATheUEQvP5fX+O/y22j4TbtvD9zAft/PYaDs5rP7v8I5xgVn274ksHT+9BQVo+vjyOebq40XnbANVJLVV0Dq7/ZxxMTBlNc60XIiFp0zXpK61qQWO1cTJLg52pBooItBy6RkZRPeVZFW9YEIq1mEeqb2vP0nT2dkClkXD6VTXT3CPIuFpGVlI9fuC8NVc0cXHmcxuomHF3VjJo9GEQRuVJO/sVCIruGAaB2UVGQ1lZhMzs5n+a6NoMkrbmBKIUTAb07cNdDNZxPjqdsp4Hp94xEpVbQXNGA0V1ObXUTFpuN0sJ6xFYTkb2DqclQERroxqmSYjr6a9iSnfO3azMsf38z3YfG4xrgwerFx5j/2hW3xG9Ig5BYLUiMrsh9qgkMdkNzsgFRJaExWkPjz3r83FvaZoNMZiRmG46VRnRaK2KkilMFN646eiOkEgkPDunO4kNtMzV1rTrmLNrA1D4J3DOgre6Am5cTAeHepCddnyb4e745foauGjcyN6YwYEIi1SX1mLRGDCYbmR4WAj2LcK6I4ostZ5EHqnHfWYxgE5H6SXD0saB0tJFzwIHQDv6IZjPrv91P37t64ObjwqYFu5j56mSWvr6GsQ8PJaxTEM11LTRWN6NQyvn2qSXtsyV9BkSTV9zA/B8fwXq6HEusEx1Hdkd1uoZfDpzgi8d/pqmm7V7xc3ZiWGQEK1Mu4enuROToGHZ950Bs/wus2HzqimbDmRv2d5TfIzi72Ij7tJmibZk8/vZKht3Tlz0rb61tEBPhg4ebA05+Tpw7lUtzk/6a7Yl92owGVOPAdALR3nBDF0XKsSw6dgjgUkYpXz72ExOfHM2aT7dhNJiZ/sIEzEYL6z7bzrwFDyIIAjabnfdnfkXnwR2584rA2m/8+OIKXDyd6TO5N4s+3MErX87EwVF1y378awh/sPxnIAjCR0AKEAP8AgwHOlz5+QsQBVy40u4/lttGw23aGXbfII6uP809oXNZ9OSvTFPNxPM+BcdzTyKRyXB1VmJo1uFfFYKfaxP2gd4c3nQOMpswi054RTVDs46mJh0+Aa4IOivvHBxEl8AqWlykZJzNxWazgc2KV7gP+oq69rcIF08nWhu0KDVKRDtcPpOLVCrFZrVTkVeJ3WYjvl8MC068x+b6pTz30+M4uTtiMduwWWyEd2pzUZgNFixGC73GdUO0iexbdoT6Vj2nsop5c+44LOpmug1o4YflZnzinRn3wBBEUWTD2mPIRNiamsEd7iEoRJj60ED2pB2mqcGJrl3DaTYa6egdxomyEsZG3ryM9F8l92IxRzcmMeutKXzx7lbunj2AgGCP69plZHrRcBF8ujTz6DvTMZwQ8D1bQ+1gF4xVUqr3OCOE20EUkTkqQCfBo6MHTw3rx4LDp/5SpcXxiR1JL63mXF4ZD3+/kTFdY5h9R49r2vQadusCVplVNezLzOOdmWM4uikJR1cNAZG+DJvRh4ZWHQ13+uPnXICbaiB1NgORfp4457UiSCRo+stwrmnBy2Yl9bQr1UW1CAY9BqtARNdwtI1a7HaRwvRS3P3cOPDrMV5a+gQKtZJjG86gclCScTKLLd+2Be05OKro3D0UrSjhnuF92HD8Ao+8NgHXGgm6IBWis4JHerzM5u/2YrPamNMrkeXJFzFarDz33ASqUuuJ906kobUWTZA7RTlVVBTVXtdnpVTDpKDn8AluIejlFqq2ZrE2O49LZ3NpqL5eKvr3TBzblb1HMuk9IIaDuy5dsy082geDzkxlhRWUQ8CwjR6RgdcUrzLqTeRcKmHg4DgO7blEZJcwtn63F58QT9SOSqY9N45Fzy1nwtyRBES2uSB+eXkVFrOVuV8+cM35jqw9xdmdF3j6+4f56Lm1PPD0CMJj/QBIO37rWZO/xP+tmYYyIFIUxUdFUVwlimKKKIp5V36uEkXxUdoMh+sjWP+DuG003KadZW+sw93XlYc+mImLlxPf3bcM7UcS7PfWEzLIh9xLpQQFulC6uQyzWUFDgo7O/aJY/9FuXEQ52ZVhuERpsRkteIW2PfQG+/ZAIZeAq4jFUd1WE0EqoSq3sj2XSqaU0dygBQQaqppROigRBLCaLcgVUu57cyo7dSv48ti7dOx79WH9wrJ5YBeRSCUcXn0S/whfbGYbCFCSWY4gEdi4YAdbzqYztFMk0ZG+PPlEM4f2B1OTK2P0vb2QydsUJstFM96ijDyZDkWFBVpNDJvYnXMnzyFzlYKbjCAvI5XNzgwKDsVF+fe8cdlsdr6dv5wH35jEsUOZ2G0iE6b3uq5dQV412RkelJx1JHKIhR0/H0ITLMWxSkRRrqdpsA8NBzS4j9Nj1cggIYQAmZRCXQs9gwMwWi0czrlxcOONUClkzOzfhYcXbWBgXBiPjeh9XZveQzty9mDGDY0RURR5b88Rnh7ch/BwP+L7RHFsUxIDJnRH26ynaag3HRWV6LOlrDlTidlTwlhVYJvkt82Gqq8EPxctYRojhVnOtDZq6T40HtFoZMWnO7nzsRGoHZSs/3w797w2mV/fXo+Hvxtzv3gAZw8nTmxOwivIkzUfbSFpd5tE84A74jh6IIOH7xmO2VfNJ0/+zD3P3IlToYEcpY5P97zCmV0pPN77NXQZ1XT292Vjegbh/p74DA5l50KBhP45rNp+jKETE9m3LumGYxeoiaWXxzjiukHU01JadxXQ1M+fLSuP33LMB/eLITu/msQBUezecuGacRUEge59Ijl/Kg9BPRXRsIFOIX7kVNShN7XFV6SdySOyUxBqs4XqVgMtDa10H5ZAYXopj35yLxcPpVOQXsL0F+4EYN+yo5zcksTra59FJpe1n6skq5xvn1rMG+ueZcX3hwmN9mX01DaDsSy3ku+eXnzLfvxl/m8YDIii+O0VbYhbtTGKovjtrdr8b+e20XCb3yFycOVxlry+hnWfbsfZ3YmOnh1RHXAjKewwIfFeVBbW4umkoD7dAf8gHafyC4jpFoL1Ui2VReGEjalDlEhITStuK0JUriXQdyhWBxB81YhyGaLN/rvkawGr2dYuJ41oR9+sJyQuiO/Of8SWxmXc/+Y0FKrrBZT6jO2OXC3HbgeL2cLIWYMBkCtkFKaVkDCwA43VLaw5msKUvgmIooFOcefYdSwaQQ3G1LYAuDGzh2DwccAuWNBUWThzLIf+/aIxY6c+zYTFLqdU1OLmWs6+XD1TYv8+bYY9S48ilUmJHxzHip+OMv/18dekuv3GqaPZnNkmpSbdGafQVi6eTUehlmIzC3huKkbbwxtrq4ywfjWY+vlhVcqZMCCWgR3DOJiax9OD+/L10dPY/8Jsw8wBXXhr2nCeGdv/hn7s0Fg/7HaR4pyq67btzMhGb7YwpWvbWI2eNYRdS47Qf0IiR06m05LoTFRYJZcPOSP3kNHFzYucLRnc98ZUBBU4dhVxDTRRdVaFSW9F5aCivrIRwaBHZ7bjF+mH1WzBbrOTlZRPVPdwti3cx6jZQ5jzwUwcXDQk70/FP9KHT2ctpCijlD4DY0hLKcZisNIvPBSHQaFc2HqWYK0Dp/W1FKYV89GOf3Dfa5P44rGfUe4r5odTSdjsdp54ZizFFyoZFDOAjNwK4ofEsn9D0g0VHwEGeE3DSabBr4+OXnN9cbzQyI+X0qlsbLlhewClQsboofFkltZit4tcTr3W9ZDYJ4Lzp/NB0RNEEyouExfo3R57cuFoFgm9o/jx6aWoZFK0NpHSnAo8/NwYNKU33z6zlCe+moVCpSDjVDY//WMF72x9EWf3qwGyBp2Rd6d9wez376a4tImMC0U89dZdCIKAQWvgpZHvYrtFldO/zB8JO/2HlcYWBCFGEITTgiC0CIJwRBCEsP/X1/R3c9touE07HfvG4OTuiFFvxtndkYLUYg6uPEHeF5VYs6BpfBlS0UJjWT2GQwI+Lg1IxgaTk1yAW6OdgnwlUZElCKKIQS4gWG0kncjhhQlDMFsEbP5qVN4OXOOv/O37QBQRbXZGPzyU7boV/JDyKdHdrtUAEEWR2rJ6zu66wJqPNpN67DLTnh+PaBcRBIHt3+/D0c0Bi8mKaBfxj/DF4O+IqUlPQrAvGLYhKLrQ0qBBHgv7l7UJ73gEumMJcKZcacIly0C9zsj9cwazO+UizZWO+Pu6craihFBvKGs2MyAwhL+Dxppmlr+/mbmf3ctX7+9g+oP9CQr1vGHbnYv2U1TkzB0jqpBpfXHr0EJzjhV1PzOKeiOeRxvR+UqpPuWIVOGMW0kt3YZ0ZFTXGHZfyGZoTAQSQWBfZu4Nj38jHFVK7up585LfgiBcKWB1rYtCZzbz6YHjvDZqMNIrokE9hidQV96ArkVPzRgfJgY7IldDoTKCUnML708aTU5qKTKVEs/hLrg0tKJshEvHHLFbRawWKwUXixk4uReiwcDi97dy9yuTkEglrP1kKzNfncS6T7aga9YxavYQnl44B42TmstncnHzceH1CZ9g0ZvonBjGqWPZDAkPQ9YvACdXB2IaQBeo5suXllGaXcGAu3rwY/KH9AgKpDm3ltc/XU2XYD9UPX3YuUhP576V7Ek+h2+QO+cOZ95wbCSClIlBzyFQTWuvTEY8FI9bcjP3vvcrpXVNNx3zCaM6s+dQBsPHdmb35msDIrv1DCctpQiLxYagnoxoWN/morhShyLleDZV2aW4ejlDg5ZOE3tw+XQu8398hLWfbCO6WziJwztRU1LHO9O+5PnFcwnpcG259K8e+4mo7hF0HBzPjx/v5JUvZ6J2UCKKIs8PeYvGqibmfvPQH947fxbR/ueW/yC+AfJpE5UqB778f3s5fz+3jYbbtDPvq1msKV3E4owveOzz+xn90B14B3liNphpWSBikOgxDmnG1KLFdMaOl0sLpZ5mFK5KpDlNNDgowShF4mvB7qRCNLXFF6z+Yhey7AasThIEL0eQSWifexRF3LydeWHJPHYaVjH/h8dQqZWYjWZykvPZs+QwC59ZwgtD32Ky12we7/YCq97fyIWDaXz1+E/c/dJdCBIJIFBX3sDdL01s78+x9aexJgYhnizEYjQj6pdT03gnhjozlmYZlS1mWhpaySqvxcVJjcVFhqrChBSBwEAPDh86jGMIhId7Y7SakUucmRgd1/4g/Hf5+fV1DLu7H5ezqrBYbEy8+3oXAED2pRIas0oRpXKGjXekKVVP+GALgqBGEW1EESXgWGylsaczBUci8O1RRZ3cRESXUPrGhFBY00BVUytPD+7LN0dPY7P/fd/Cva64KH7PjyfO0SMkkO7BV2WMpTIpI+8fyKI1+zD7q1DbU2gpj8Emt+Kb1Uq4tyeDJ3Rj77qzdHg0BHexlUhnIxdPuGC32xEQkCllSGUy0OvRGW24+rqhUMqw2excOnKZHqO7ttdFGDS1Dy+veBKNo4qSrHLsNjtvT/mcfgOjOXYwg0FhYZwoLuaFJY9hadLjXWVDOjqKd2d8iUFnRKVRcv9rk3ht6igO6Gt4OPEVBvSLJvtsMaO6DOLE2TL6TujCnrU3DogEcFP4MsJ3Nn5KCwX9TtC5WyCaw5XM+nINORV1N9zH39eVDtF+yN01nDqahbb1d+mgrhpCwr1JTykB9UQw7iUx3Itz+WXUVTZRU1zL2R3JlOVWMnZST/ZsOU9IXCDegR5s/2E/j312HwadkTcmfsqU+WPpNabrNefesWg/heklPPLpfXw4fzWz548iLNoXm83G/EFvUJheyudH3ubU5hu7Zf4l/o/NNADdgDmiKO4CHgV6/kH7/zhuGw23aeebJxfzy6urOb/3Em4+Lkx7YTw/pX3G5volvLX2efpXDMVpsgxVfwmGCiO6Ihm+6lYqAiXYGvTIG83kngvFv2MdSNpkjc1GC6u+3Y+ysBGtScQjXsC/mwZBgMiuYSw48S4Lz3+Mg6sDv7y8khdHvMPdwY8y3vk+Xh79Pivf28DZnRcoz6vCarZi1JloqmlG26SjsqCK7HP5JI7ohHjlQXhycxJSmRSAFqsFU4Azysxaknf/AMDyH+pwHmUlUucFfp6s+mwHSbmluHo74pHRgk2lQKK30NKipzq1EQd3VySucoK9zKRUCEyO/XuyJi4dzyL1RDbDHxzErz8eYf4bE27olgB4e8YCZG7OOLmo8QrqhKa1FfdOTdhsNmz1FuRRSgRBwCnLiF6hIrJ/MbJJ3kilEuQyKUMTItmTksPAyFCclEp2ZmTf8Dz/Cgm9IynOraLpivxxSUMTa5JTeWHogOvaDr23P9tlNTzRORaTVyUXi7yxuMsQNuVjt9sZNaM3+9aeodmnDp8wA75YKM2/EjsiiNhtdk5sPsvAKb0R9Xp+ensTD398LzaLldUfbWH6P+5i28K9NFY3AdBzdFfe2vQCaicV9RWNFGeWcW71MdIuluCMHA+NhpzmBt7e8Cwel1vJcTbhHerD13N/bo8nmNy3K26B7gx5504yFh6nJULNzu+r6NitlVxLPhlJBdRVNd10fDq53kGAOoJIjQMuTzVDq5Ggi1oe+WY9l4oqb7jPxNFd2HvsMt16R3B4z7Wpnb9lUQhSH1B0o7NPKrmVdZw8kIa9VYujmwOTnhpDRLAHTTY7Ly55nG+eXsLdL92Fu58rnz64kIjOIUx5dtw1x80+l8fyt9fz+rr5LP5iL5FxAYyY1B1di56n+75KVlIeH+55le/nL7ul5sRfRRD/3PIfhEIURSOAKIpa4H8i3eT/KbeNhtu0o21sJf14Jtu/38sXj/zAo11eZKzDfcxJeI4V722ktVBPr8IBBH7gxFObHiTE3oEA92Ya+3oiWqyoirRcynQjPrStdoHVQQ5SKbg5oyxtxuKsoLDeA61OQ0gPD2qKa5k/6E1mBj/O25M+ZdvCvVQV1BAQ5cfoh4Yy+Zlx3PfGVJ5aOIcPdr3KqpJFbNeuYFnut3yX9BFeQZ4sem4Zs96bgSCRgiBw+UwOo+YMAcAQ5417tR6ZXURhX4NRnM6pXRkMnJ7AiCl9UJmM7NqVxpncEopNzXSSe2JTSnAUBJZtOYmxQoFOr6JaYsDJpRTBFkC0+43dB38Fi9nKd8/9yiMfzGDhF3uZen8/gm/iltj+8yHqy+qRaVQMnZjIoS0W4oO1KL0MKBVazBdtINNgt5iQC040RdhpznLHuWMdla1tD/JR3dpcFIIg8PSQvnx79AzWv2m2QaGU0bVfdPs0/Yf7jvJQn+74OF8vJHVYW4GTXIHddJ76407InJXEV8uQWAV2LT5MWKw/Ln4OyAt1KAwKLh93bAt9EQQsRitKtQKT3kTnwR0R9Xp0OgsShRxXL2dsFhvn9lxk1KwhvDXpU+or2zQ7Og+K46M9r6FxUaFvNnB6WzIeNhOnj2UzOCyMI4WFOHs48e2X8zB4ychr0pGfWsyunw8CIBEE5vTqzhFLPT+ceZ+u3UNIP1WAd4MLB49U0WdcHAc2nrvp+AiCwFj/uZjsNQgOzUQMckUjSOhUYuepn7ZwJrv4un16dgujqdlAx8RQ9my91kWReEWvAUBQT0VhXU/HIB9WrjqMTCYlKNqfac+PY90b6xAcVeSlldJc08Jd80ay4t2N1Fc28vT3D1/jcmqpb+Xd6Qt4auEcMtMryEot5Yk3JlBVWMPcxH9QlF7KM4se5os539NpYAekShl/G/+3sicAlIIgvPPbAqh///eVdf/R3DYabtNOSHwQ0d3Die0VRUL/WLqPSKDToA44uqqpKqji+IYzbHxiH+UftbDWuILjX2USoKnB6iTFGOaMuqiVWsEZ39AW7HI7Jj8HsNtBIkGmdETaZMCCiHusiF9nPXc+MYr3drzM6rIf2G1ezbaWX1me9y2fHXyLp79/hJmvTGLEA4PpPrwzoR2DcHR1aP+yEwSBl359itwLBUikEjwC3Pjt20XXpEcUwBDvi+1YPl0GORPWoZEV30lw6S2hf0Rf+t7ZHbGiFoNMyrm8UiL8PKjPbcbuoECsbeHo6fN4x7XQqrVwqbkKD9dmxoX3uMXo/Xk2frMXnxAvmi0iRoOFyTP73LBda6OWRS+uROLphsVs5Z5nR7Hmmwqi47XUZTjh1bEe4yU71lI15lBPZLmVuB+uIcXgS4egOlaltqXtJUYEUt+qo7CmgT5hwfg6O7Hl0t+XNvebi+JYXhF5tfU82LvbdW2aTUYWnDvFk7GdKHVMJq8khGariXnD+iNTyPn1/c0AhI51wcXQQqyXCynHHOFKJVQAi8mCQiVn45c76Ds+EZtOx49vbOTJ7+ZgNppY9cFm7ntrGj1GdeWJni+RcaptRiUmMYLPD72Fk7sDVouV8tNZbFq0n0FhoRwpLGw7b4Q/AwNCKVG2EtE3jqVvriMnuS3bZHxcLLl1deQ2NvDBi3dj6OxC9lEDrs5N1DgXsG/d2WsKVf0zapkTEwKeQU4l5uEVtNTW4qJS0bdeyT9+3cXB1Lxr2kulEiaM7kxWaS2trUZyM68KOEXF+tHUoKOmqhmUg8BWSrSzjRKDFrlCyotLHuf0zgtUF9QQHuLJDx9s5slvZ3NicxJ7lx7hrY3PoVDK249nt9v56P5vGTC5F8EJofz82W5e/XIm2edyearvK5iNZkbOHsLPL61i6gsTyDiVzelNt90Tt2AVEPS7Zc0//R14813/M7htNNymneyz+Zw/kMqp7ckc23SW45uSSD+RTXVJPUaDBZlChtpJjXm/BON5O4pJShzdTajtFpoTXVCXGzD6qKm44IyzqgW7gwKsNrBYwcMFZbkOi2imIF/D5VPOZLbs5vtnl/LWpE95bdyHvDfjCxY8+gM/vfgrqz7YxNbv9nBw5XHO7Egm/UQmhWnF1JTUomvRY7fb6dAriohOIXx83zdMe348EqkUQRA4uu403sM7IDFYkNW0MnpGBQc3+bB95QU0Y/XEOMXi4ulMh8QIbFY9FruNWJ2aqG4hyOQy9MVVmKpb8Y32IDTEE5tgpdkkZ0JUhz8exD+gqqiWjd/sYerz41i26DDPvTEBqezGH8M3pi1AqVGidtYQERdA9oVCGmtt1FU5YC2V49tTj61Bjs0kBYkNWUUjDlmttOTLkMrk7C86jtlmQyqRMKJLNHsutD1Enx7ch4XHzmK2/T1R8D2GdCD5VA7v7znMKyMHo5Bd/yb69fnTDA+LJHaAjboqJ1oi/fE6VEPf4Z2RKmQ01+tIO5WDMbEKt/BqwlSVXL7ggSCVth/DYrIiCAJl2RXc89pk0BvQ6sxoWwz4hXljNVvZs/gw974+hWd+eJS3Jn7CtoV7EUWRsPhgvjrxLm4+LggC5O8+j7SghcLGJur0bUJKM3t2x3FSNIeXH+XOuaN47+4FtDZqUcpkPJjYjZ/OnsdJpWTo3T1pbjYxqmtPLuWItLTWsnflqev6/HvCHDvRyW0IXbo70EozI2Z0wdxkZKTVjffWH+Bi4bXKjmOHJXD8bB5DRsaz63cKkVKphG69ItpcFIIcUTkeh/KtmP2deHvTczi6OvDNE4vpMaoL0hYD3l1CUShlfPPEL7y96XncfFyvOc/qDzdj0BqZ+eok3n92FXOeH03GkTTenfYFYQnBeAd5cmz9GZ7+/mFWf7CJtGOZSD2c/+otcnNEwP4Hy3/QTIMoirP+YJn9//oa/11uGw23acdsNNFU1URzdSNOrhpiuofRfVg8/Sf0oO+d3QmK8QdERLuIuEKF3E2OvlZGELU0d3RA0GhQVBu4nOJPVEQxgl3AJrO3xTfIpKiabFhd5Fg8XRFEIzHuDVQotRSklVKSXUlVcS0VhTWUZFeQeSaHszsvsGfJIdZ8vIXvnlnCu9O+4Ol+rzEz6DFGK+/m63k/88S3cyjJKsPV27ktlkFoK1rVEu2JOq0KtcZGl7757FwbhN3BSI+4zkiFtgfRgEk9sYc4YlWKZC67SGSfcDpG+2L1VmGrkSEVfVB7KvFy1eMsC8ddrbn1AP4Boijy/T9WMXHucFYuO8WUe/sSEn5jVdmD606TlZRPh1HdMTYbmPnMSNZ9tQe1QsrFc054Wk349TEieLhicVChqihHkEpQyiUMqtZwudKD2MBa9ua2ZUuM6hrD7pRsRFGke3AA4Z7ubEhJ/7f68xuunk7Y+/jgipwh0eHXbc9vbGBT9mXm9+jL4arNFJeGIjXaiNQryEkuYPCkHthFO1+9tpgWoRCNgwxBp6TbiGGINht2q619tsFqsaFUK1j13iYSR3bGptXy41ubePanxzHqjKx4byNmo5leY7qx4OR7bF+0l88eWojZaMY/wpevT76Hd7AnCAKvDX+f7l4+HC8qAmBgcCjVMjNd7u7Fhq/20PWOeD6d/T12u50ZXRI4XlhMaVMzs4f0pCXWgYZsC+5uGiJnSFj4+nq+eWYpLfWt1/X/N4Z43wtY6PKMmqXL1vHWDw9SnlHJQIszb6zZh+l3steuLhr69ohAdFRw7EAGBv3VWheJfa+kXgI7f3VjysgM7N4OBMQFsuPHAzTXtTLpqVFUpRSgDvLgzUmf8fTCh9tVU3/jwoFUtn2/n1dXPcUPH+0iOj6A3KOprP98G2PmDKUwvZT6ykaeXzKXj+//lprSOhKn9qP/g0P/1Vvlev4PuScEQfD5O9v9b+W20XCbdh79/AF+zviSzU3LeHvziwyY0gdtk45jG8+wb+kRcpPz8Qvz5o4ZfYlMCKPpTRtmZxkhPjXITNASLKKptFBU4078yEIEEZojVCCTgVqJU4sFq7sajUaBRO3FrjVBPPhmDXqVhJriOrKTCkg5lM6ZHRc4vz+VrPN5lGZXUl1SR2N1My2NOlqbDZiMFlROao6sPUlLfSt+4T58/+xSel6JBrc7KSm1mPCo1jNyRgPJR52o17rjdKeZitVXyxT3m9CDRj81ykodBq2Finotg+7oiD3UHb+EWnIzrTQqrLi4ljHIv9+/Pb6nd6ZQnl+NY6gveq2JKff2vWG7proWvnpyCT1HdSY9pQilWk5UfCCXz+UT0y2Uy2kexAY0I0okSDRqFK710GwHmQxXdwcGdo8jwqEfLq6lrLzU9pbaKcQXi9VGVnmbiuFTg/uw6HgSRsuta0f8GWpatZQESuhUc2Nf9/unjvBY1x40WHKo12qpEr1x3lJEv3HdOL71PCPv6Y9crUTr10CgzUaooz/nT7rywNvTrx7kiltKxI7VYuPMjmTm//Qook6PttVIVUk9YQnBWIxmfnhhBRazlYBIP74+9T4mvYlnBrxOTUktXoEefHXyPTyCPRBFO5nfHOdAdpt7QCmVMSw0gsjHe6DycuHi8RwaqprY8MUOnJRKpnWOZ/G5CwS5udJhbAdO7E3jrkG9ya1wwCVMwGK1M6fbS2z/6eANgwVlEjkTA59D07mK5uJGjlYdYuhdXUnamIKYXs93u66drbhrTBf2n8yiY+dgjv0urbV7rwguniugIL2UH146QWOVilgfKUnZxfzy2hoGTunN0jfWMf2hO7iUXsqo2UMYMPlawbDasno+fuA7Xv71CZLPFJJ9qZjaC9kUXy5l9gcz2fDFDjz93Znz8b28Mf5jzEYzH+56jVKTwLDRnf+l++SG/N9yTxwSBGGhIAh9BEG45tkqCIJEEITegiAsBA7+P7q+v4XbRsNt2tn1437mD3qDu1wf4JkBr7P41dWY9Gbufukufsn8kmd+eBRRFDm0+gTJ+1MxV1kwLXHBu5MewSLQ2MsddUEzLb5umBplSG0W7I5KkEqQAkqlAmWTGW1LC759YgiJiUBVbiVmviu+HfyITgzH6UolRpvFhrZBj7ZJh0qtxMXTBQdnDaLNjpO7I36hPpiMFhY89iMT5o0GQKmS4+jmiLGTL6qcOvqMSGD87Dq2LPPDLgGHQTZOf3YRo75NtE3lpsGmUeCSqcfNy4HTSXl0iQ9Go5HhFtpAZb2BdEMtPh51jA65cdzBn+X0zhS+enoZ974+iRU/Hb2pW0IURT6atQhEkfFPj8XapGfg2C7s+fUEUtFOfb2ey8mOdEzUcuT7rghyO/acekQDoJBjNVroNKAD8xNH0aDTYBByyKqtRRAERnWLYU9Km4uiU4Av8f4+rElO/bf6BfDFoZOMi4ki52DOdeqQR0sKyW9s4MFO3diSt5ra6igSgwPp5OWDUqPg5LZkYrqHoXJUIfpakOorCHcwUlIUTk5aGd7Bnm1xLKIIgoDNbEeukmG32zmy5hSdB3fE1qrjp7c38cKSuRi0RvJSCnm632uUZJWjdlTz6upnGTK9H0/2foWUQ2m4ebvwzYn3wEGNKqOB/elZ6Axt98S4iBj2FOby6pLHaNaaUTqo2PDlDlKPXebBxK5su5xJg97AQ0N6YuzoTNnJCuxGd2LuMRKRGMmH2//BkfVneLL/G6Sfuj5LxUsVxBCfe0h4S8+S5/aydflRnn5vCqTUsWZnEqcuXa3l0THGH41KQWSngGuKWLl5OOIX4Mar07/C0c2BAztD6B9TyfJVR7AYrUR3a5tRKE0uQCKRMOKxEddcw2+FqO56chQuAZ789P5WTLlFBMX489CH9/DB3Qvo0DuKQdP68P6ML1E7qvg1/1tMKiWuziq2fb7l375n2vkzmRP/ITMNQFfgMvAT0CoIQpogCKcEQUgDWoBFQBptaZn/sdw2Gm7TTmFGGfUVTQyc2pfX185na9Mynlr4MGW5lTze7R98PfcnynMrkUgkhMQF4ujmQMnqVjCIhPlXY/FVQ10jZk8VpUnuuLg0o2oAm9SOzWhBZxcJQobooSIlu4KIaD/2bEnk3RnnUT3QiYBoX0RRZMCUXkx6egzxA9oko8tyKynNLqe+ohGpTEpofBARXUKwW+14B3uRcjgNi9FM0q4UpAopulhP1OlVWHWHaG2Ukp3ngzRCi+kk2Ex2tn7XVo9gVdIlpDIB53orrXnlaPVmsouqoEFAWywi2u3Y5FZcld4oZfJbDd1NMepMfPX0Mha9tJrXV8xj34Es7rq7F6GR3jdsf2jtaS6fyeXh92ZwZG8adpude58bzfbFh3F2VlFcUEd1vsjZjCBaCzUEdK7CViyAAiSCDX2LnqhuYXioNURo+hHiV8mKi20BkaO7thkN9isFwp4a3IefTp5DZzbf8Fr+DBfLKjlZUMyL4+9AIhEoyrqaRmix2Xj35GFe7TeYiuZSWoUCUivd+ceAgYyZNZizu1Jw83Eh82weo+7vj1RnxcHFjLsli7BOE9iz+gwzXpqIaLdjt9qQKdpmMuxWOxKZhA1f7OAfy55A1OvRthjJuVRKp4EdyE3Op/OgOJ4d+Cbbv98HwNTnx/OPX5/iw3u+Yv3n2/H0c6XvnJEEBnghbTIxoeezmI1m+geFktdYj3dHb/rd3Z+6Gi0RXSP44N6vkWmtjIyOYsWFi3QPDkDTx49je1K5c2BXcgqdOX5iN+EJQXy29xWmPjuWDx9YyMezF7VncvxGrHQwlkYZ3j1a8PlQi0otMmXOQEKzjTzz7SYunb2SHSEI3DWmC5mlddRWN1OUV9N+DJnRRIPOwgPvz6Sypgc9AlO5XFPFwKm9WfvpNmJ7RFCaVU73xHAu51yb2vnzSytxdnfkznmjeP3+77EUljD1+fGMfngoz/R/nbi+MXgGuPPLy6sI6RDI+uqfUTup+Wbuj+SsOkTm2T8vEPaH/B9yT4iiaL4iJR1PW6GqfwDfAi8CMaIodhFF8XtRFP/1D9z/Am4bDbdpZ+pzd7K+6ifmLXiQ8rxK5nR8lueHvMnh1SfxCfZEIpXgG+qNUqNA26ijqaYFm8VO41GBIEkNUlGgpZcnzg1mMvOCiOxWgiBIMLtIEWUCdo2aplNFmD2VKKVSNi87hrYZ8tN7cleP43jc14vluV/TZVBHUo9nUVNSz7QXxvP5kbeYMHcUXkEemPQmLh25zMkt55DIpORdLKIsu4K4vjFEdg3FGOKC0mzHUW9lzMwKThyIQ1CqcJ5hxnRYJDQ+iDUfbcZssrDlwmWcDYBWh14qEODpxMKf9uPfqZmqXC9EiQ2NQxPx7l3/cOxuRM6FQuYNfAuz0czCE29RVqOluUnPtPtv7Oqoq2jkm/nL8Q31YuycIZzYfB7vAFfyUoqRCALR3cMRZTJsFivfbuiLvMVIxxkVCBIpEkcJUi87HfvFtOtUzI6bgYtTLbtzL9FqMhHl54lGIefSlXLKsT5e9AgJZGXSxX+pf3ZR5N09h3luaH+cVEp6De3Imd8JPa3MuISPgyPDQyP4NW0ZDfVhjIuJJ8zdjT7julGSVUGn/rEc33KeDpOD8JDokZS7UJqrIr5XZ9KSCug1vgcSiQRBImmvj2A2tmVR1Fc00FjdTGyvKOytWha/v4WP979Ot2EJbFywgzGPDGX3ksO8Pv4TGqub6DY0gW/OfMjhNSf44J6v6D84Fr/BnQkzyGkMUjM98DHsJgvDwyLZmZ/Nwy+OweToSF1lE4HRAXx479fM6t6VFSmXMFiszBrSE6GzB01ptdSV+eI6KJfs1BIEQWDItD78nPIxXoHuPNbrVdZ9sROL2UpZQQ3PTlqAX+5wvIZqEU/Z+eiBH6m6XEqAtyvBBjnzP17HtmXHEUWRYYM6kJZVTt874ti9JRmAvJRCsg5dwjMmkIriehL6JEC5BoubCpPVSodekRxdf5q3Nj1PQlwgl7OvBlkeXX+aU9vO88LSubw8+UsaM/J5a+PzBEb78VTvVwjpGIiuWc+hVScYNLUPnx1+ix+eW8403znU55Qz+8O7+S7pf3eRRkEQigRByBIE4eKVZeSV9b0FQbgkCEKOIAj7BEHw/t0+/9K2myGKYokoiruuFKraLYpi+f9Mb///57bRcJt2lGoF7834kpnBj7HsjTXYLDbi+8eiVCsQJAIIAo6uDhj1ZuoqGpAqpEhkEsyZTqibWtFYLGgH+SAr1lFpcCSyVzlIBFRSoS0KXgSVVYpZArZWHa49IqjLq+DHT5wYGZvFpdx9XKysZfzckSxM+pC3Nz5Pa4OOd6Z+QUF6Cfe/OZWtzUt5Z/MLxPWJwmw0Y7fZcPJwIfNMLnkphTSFu6JOq8YvqJmgSCM71zkjSPTIAwVaThvwCvIEUWTz0oMUVzXgUWYmJMwD0c0RR6MJY4OWsF4V2FVB6F0hwKOOHl5/TdTNZrOz5vOdvD51Afe9fBcv/PAwUoWMxd8dZP7r45HJpNftI4oinz76M9hFnls0h8ryRowtBmY+NZIdS49iatJSWdGM3WjCGh+Mh7YGL08dSiczLpEWkMnQdJbQeVBc+zGdFc74KOMJ9qtmQ3oGgiAwulsse1Jy2ts8Oag3S85coNV4yzo7N2TTxQzkEgnjE9qySn5f9bLRaOCb5NO83m8I2VUVmB3TSC3x5ck+bW4euULG8Hv6Y2g1cGLbecqdiwgepEVe1UpLawIbv9nLwLGdObjxHLF9ohFFO0adEckVw8GkN6PUKPjhxV95cek87AYDuhYDu5cd573tL/PguzNY+9Fm/EK9CO8UzGPd/sHp7cn4hHjx5bF3UKjkrH3lVzIvFPH8vMnQww9to46ZIXMZ5h/KzrxsXN0dmfXcaJSBPtSWN9JY28rxr/fTPcCfDWkZjIqLpi5Ww8ndqYzql0BxcTCHjq9pHx+1o4rZ70xjwaE3SDuRxYNdX+KZCV8y+eEhzHv5HnwuD0LRJZ+EHzxJSUslNs4LSXYTVj8NGzed4fPnViGIMHxwHBa1hEN70jDoTbw05kPiOgVjtNhJOnwZ/0B31nwuEu9Xx5nLhWScyOKN9fPxDvIkLtqPy9ltMw2l2RV888QvvLrqKd695xvyz2Tx7ZkPqSmp482Jn+Ls6URNcR35F4u49/XJuPm6ck/IXHb9fJDgnjFM/WQWAeG+vDbuw798r9wMwS78qeVfYMqVN/suoijuvRJjsAKYJ4piNHAM+Aja4g3+lW237Nc/aTP8bnlVEIQH/pODIW8bDbdp57unl3Bh/yV6je3OwKl90bXqqSyoQbTbiU6MwCvAnfQTWW3qiwK4eDrj6ulM+T4Drj3suByoQSIBwc+AMciB+ksapIINtV2GKJUiUUrAQY2yQotbgCM1ZisdeoRTWdzEqh/78+nEU7y9djcltU0ARHQJZd6CB1lV9B2jZg1h77Ij3Bv+JMn7U5n93t0Mndkf0Q4ZJ7PoNbY7NmcVJi8HlDl13P2Mlj1rfDGixHGwBd1BG3aLnfSTWSAIfL/nKIIJ7p/Uj4GTeoGXM8UpBcha7EgVInYnDYYAOSE+NbgLf77WRE1pPS/d+QnJh9L55sgbDJ7SFoC2Z2sK8V1CiIj2veF+uxYfoSi9hIGTexLTPZxfPtyORCIQ3yOMrPMFePm7UpRXi8VZgahRYig0M2BoOVWnVfj1MSCaZSj72ug0MO6a444IuJPIgBp+OJeEKIqM6hrDvks5WK8E6kV4eTAgMpRlZy/c6LJuSovRyILDJ3l11GAkV4IU43tGUF5QQ2NtKwvOnWJ0eDSxHl78fO5XtDovZiYMwENzNQNl1AODOLMrBWd3R86cOoNPgp54/1Z8o+/kyPqzdBsQzZ41Z3jw7WlXpqnFdoPLZrVht4mkHbuMV5AnYQnB2Fq0LP1oO6IoMvPlSXy09zVObz/Pic1neX7x43z39BIWPP4TdrvI87/MZfzjI7Gm5nJ5bQqil5rYsQm0NuhYNOgTCpsaKWttZvjEbqic1Ax7dAStjXp2Lz5MP5sTi88lIxEE7h3YDYdEX8z5DRRnBmIIPoJeq79mrPwjfOg+LhGTVI7CaubM5jOUZFeQvrSO5iQN3bq7MuDrOHas2E+PEWEEZurR9/bBarfz3KSv6Nc5hCNncomI8eOFKQswGy18uPtl4joFUl2nZeeP+8jLcCLOrRp1vIRHP7ufuN7RAMRG+pJXWEtLs453pn7O3S9NZOGzy8g4k8cXR9/m8KrjLHltNYh2GqubaW3U0ufORDZ8sYN9S4/QdVg83yV/QmWrmbOL97H6w02MfGDIX7pX/pA/75oIFAQh9J8W1z95lu6AURTFE1f+XgRM+ze33Ypo2twTQ4DIKz//QVvcw+NAgSAIo/7ktf+v4rbRcJt2xs8dyV1PjubCwVQuHk4HBPrd1ZP+k3tzcOVx6isbkSllWMxWug3thNVkob6yEUutgKVRYMKYGMQmCYZuTlg9VRQe0eDi3oLg7QyI6FU2RLUKpwYTpQYdThoFuTVaNAopaxbpKcuy8/nUcp5Zsq293C+AQqVgyPS+fLT7Vb47+wHOnk68PfVzzCYL4Z3bHujHNp1F39EHh/xG+owIJXFwDdvX+iMaTWhGg/6gFYlUQN+sp+eYrtRGuyLXWRk7tRfdRnXBIpNiclPhHadDru9Ii8mC6CJiLxe4eKLwT43f4Q1neHLwOyQOS+CjbS/gHdRWHtxqtbFx5WmmPXBjt0RFQQ2L39qAzWrjobfbvo/OH7pMdNcQ9q48iZevM6GdQrAq5VjDfZClFKAzOzF8XCmN6Sp8exnAJiBLsBHU2e+aY0c6dcPTwYpFUs+hggKCvVzxdXXiXN7VCopPDOzNr0kXaTIY+bN8e/QMg6PCSfC/agTJFTK6Dohmy/5zbM/NYn7PfpzOLkbqlUp+RTCzul0b/xUY5UtwrD/eke5QXI2XpgPhkQY2LqxiylOjOLjiOC7uDtgkMhRXZrskMklbCq8IgkRAKpOy/M21PPfLXESjEX2LgY0L9wPQbWgnlud9i7ZJx7vTvuDlFU9g0puYm/gSOckFjJ87knvev5ddX24nSCel/3vjie8Xi7ZOh+RkJZvS0pBIJDz55l3sWH+e+T89is0usOmJlXjIlezOymFa905kBYmc3ZtG/25R5GdEsv/Mz+19tJitfP3yOvauPcu3O59nacqHxPaIYF7/N7GYLPgUDaCsrgB/fyMzfxzO4V+P4uIjRbhUh+e4GEZM78Xnc5fh4aRGkNjJLWzgrQ3PoVIrcHdWo3BWk3+pmOhuEZjSjdjDnRl+38D282s0CgL8XPng8V/wj/Rl2/d7KCtv5ukfH2PjJ1tI3ncJo86IQWtqmwl0UJJ3sRCfEC/e3voiYx4axqvjPkRSVcf0F8bjGeDOkjfW8Lfx12IajgOF/7Q8c5MjrxQEIfVKNoMrEAy0y2+KolgHSARBcP83tt0KCTBDFMUBoijOFEVxAG3Ghk0Uxd7AXP7EjMX/Rm4bDbdpZ+u3uzm8+iQyuYxxjw7n8S/uZ+dP+zm48jiB0X5YzVasZiv3vDqZzDM5tDRokSllCBIJ5kIPLhccxyW9lVadBgdnHVWWECK7V1DfYsDLwxGJWcQuEejZOQZzgCP6vCqUIR6EdgpGlMt4f64vYYpt9A+38Oaa/ddF4gP4hHhx3+tTWHx5AVKZFCd3R5QOCkxGC40hznC6iLufNnFylzM60QO5uxHBRcR0yY7d1la/oFxmAVGKc7kOuUJKrdGC2mpDUKqJ6F1Ih/ARWJQibmot2gtSti49dstx0zXr+eSRn1jx4Vbe2/As0+ePvaaOxJF96fgFuhHbMeC6fW02O589/jMOzmpmvTUVF08n8jLKsBjMzH1rIvtWnqS2oIqy0gZMgS5IC6qQ2kA0magqkuFhs+PTzYAgWlDWqCkxXytLLBGkdHEfTK9ILR8cOwrA6N9lUQAEu7syokMki0+d/1P3SV5tPdvSsph/x/VGUM874vi5JJV53XvjqlTz46n1IJHwQPx41PLrg0nHzBpMaXEZHs4thDoEUZDlztFNF7nr8eHkpZaQ0COcPWvO0H9yb0RRxNhqQHblOHabDVEU2fXLIWISI/CP9MWm1bL43c28dueHnNh8FhcvJ1aVLCKyWxjzB71JlzvieeCtabw27iNWfrCJCQ8NRtY5GuFCFYtW7+Pd7S8S3jkE9Zkavt9xiMaaZkKifBg1uQdHDlzmhZ8fRRQliBuz+eHMOVxUSsb0iMOrbzCyai356eFUabZhtRtpqtfyyr3f01Sn5fONT+Eb5IFCpSC0YxAuns4ERfuSfjCLS/PcQYTm4BPc8/lQSpPzMBfUsmLNCRJGd+TV72dRf6mM06lFyF0c8IlqMwxbqxppNVixWu1knsnGXBBOhV5Fi672mjF2sNnJzK0k42QWTiF+9JnSl10LtmK326kqrkHXbECQCITGB6FQybn75UnMev9ufnx+OcveWovV3QX/MC8+m72QzKQ8Bk6+cWG1f4W/WHtiABD2T8uCGxx2gCiKnYEetNXR/fZvu+A/z0hg2z+t2wGMvvL7CuB6UZP/AG4bDbdpR+2k5u5XJvHh7lc5uu4UCx77Cf8IX1y8nKksqMFut/Pi0nls+Hw7hlYDSgclNouNDkO60HRegXsvG5pT5cgNEuwtdvTDnAkKFpDKBSwWCwodWNwlXDqci5eXCxKrmTqTmbLieroPiqVR78qvXwYxzv1HiiprWHYk+abXKlfIeGn5kwRF++Mf7ospzBXqdUT4OOPuuodzZxPBZkc1wIL+kA2p5EocgQAnTQ3I9OBWp+PklnOkZpQRHuSO3Awu3vVUVtqxeEgIdq9HUeXB5YulNzRgANJP5zC3/1uoNEq+O/YWUV1Dr9lut4usW3aS6Q/0v+H+m7/bR0tdC87uDox6cBAA37y2AYVaQXluFe4+zgRG+ZLTZEC02ZAWViM4OCDqdGQkORDTQY+uSo53BwOBBJPbmnPdOTq5DiHCr5qixkaSKyoY0SWaQ2n5mK1XNRoeH9CLtRfSqNfpr9v/94iiyHt7DjN3QC/cHa4XuzLGOFJnMzEjqiPbz1/GJTSHmrooJsbF3eBo0G98d+qKGvDr1YJDYzVSTX90egsmg4lZb0zm4oFULp7K5c65o9reOAVw9nAEQcBqtqF2VKFr1nF2ZzJPLXwY0WhEkMkQpfK2ktnBj/PzP1bw9HdzmPTMOD5/aCEpB9P4NukDLh5K57UxH9CpczBTJw6jyk3CE31e4YUlcwm1KDG7yJnR8znqKhq4+/EhZF0qReHmxOx3p2FNqqS6rJ4TRSXc37Mrl/wspBzIJC4ygEsHItmb9BXPTPiSjonhvP7jLDSObXWLassb+OqpZby85DHeXP00k58cSW1WNT91Scdy2o+KjrsY8WIMckGPQ0o1/1i8jejOQTg3NCGqFbi4qtm2rs3VdHH/JQSbDZmzBo2TmldWvEa8v5WU7KvPquzz+eTuv4ReJmXYo6MwiVJSN58gKMaf09uTaanT4uzphJOrA50GxjHv64fYs/gQS19fQ5c7EjAaLDReyKW5spGHP7mX4NgAci8U3PIe+Uv8tZmGMlEUi/5pabrukKJYeuWnCVgI9ANKgHY/oyAInoBdFMWGf2PbrcinzQ3xex67sh7AE7j1h+1/KbeNhtu08962f5B/sZBn+r9GRX414x4ZRmlWOU01zbj5uPDKiqf57KHvMZssqJ3UWI0WBk/vS2FZE1V7tWhiTGia9CgabLTK1DQY1DgGqNuUYB0USOQy9C5g08hQVBsZ8MQdCCYrjXoDWRdLUbo4kHy6IwatjWHNm1m8L4kzOSU3vV6pVMJT3z1E73HdMHfxR51WQ2hUNmX5CrKynEGnw2G4HOMROzbrFclkpRRtBzeQSQiQyVn1/kZSL5chdVHjGKyj/oKao6cyMThAaFg17uoO2C1Wkg5dW6vBarGy7L1NvH//Qh77+G6eWnA/KgflddeYdCIHuVxKt17Xv1QUZZaz7oudtNRreeKL+5FKJdjtdnIvlZA4PJ6dS4+hUctxivDD5O2EPKWg7c1LrULUG8g470h8YitV5x3x7amlS2AX8rTXp8P5qsLRyDT0iZDy8oF9+Lo6EennwcnMq7MS/i7OjIuP5aeTNy++BHAgO586rZ67Eztdt81ss/FF6mkSS5SknMzjp2P7cHRt4MG4mTctJ26X2/B/wIC1RY2DJYWY3jMRpFKWvLWeQZN7IpVKiIj1IyO5GNcrEsjNdS1IrwREGrRGFEo5i19bQ7ehCfhH+mLX6cjNKKe8oBbPIE/yU4t5YejbZJzMZMycYexdepi3Jn7Km5ueo99dPUhbfYTDvxwnxt+H7s8M5eUR73L/q5Nxy2qlPtaRB2OeobW+lcdfHc9372xlxAODGPvQEFT7ivlo8z7CPd1JiAwgdFAYrjoreRmRlEu3c+9LA3nwxbFIrvTdZrXx8ZwfueuxYXTsHUV2cgEbFuzi3Y3z8Y/wZce8HM4/rKC543liHzTj6iyl6VAus99dQF1xLeOGxiNx17BtXRIHNiRhqG1CbNGitwl8fuhNHJw19IiM5FxuWzBqQ3UTLwx9GyfsOEb4sm/TeWrOX0apUbJv2REsRguOrhqiuoUx64OZZJ7JYfmba/EO9qSxupmdP+6nrrKRIY+OotOgODZ8tp077u7P+ztfueU98pf4m1MuBUFwEATB5crvAjADuAgk01Y86jfr/TFg/ZXf/9Vtt2IO8LwgCKWCIJwRBKEMeAF46Mr2GOD1P9+z/z3cNhpu087zQ97m4IrjDJjSm55jurH7l0MAJAzowMMf38M7075AtIuonVRIJAJBsYF0HtsTfX4Z8b06YciXEj/dD8cTlUilUowGObkWCc4eeqR+LtiBcEGDXZCgy6gjp7WVKB9n5L4u6Bu1SGVSBt07mK0rBjD9/jyCzlzg+Z+3UdHQctNrFgSB4c+MRgxwRlPYwMSHa9iyzI/GOi3uHZVInMCQYm2bpARaOnuiqrGhqTdQkl6G0WQmO7eK8uJ6InuWU3FKQ2FVEypPKc42By5lNCG1Wln+2c72c1bkV/PcyA/JuVDEdyfeps+Ym6dkrl12kmkP9L+mqiC0GR2fPfozYfGB9BnbldgeEQDsXXMG0S4yZnpPyvKqyEsuIKlOi6KoFsFgRtBoEE0msNvJuuREeJyeujQnvLq1MqBzPwp0BVjt16o8CoJAJ9chjIizUFjfyJmyEkZfkZX+PY/278GmixlUt2pv2BejxcqH+47y6sjByKXXZ4AsT08hyNmFu7omsHj/WUITytC3xDAoLOqm45PRkkHCnVLqkpTIZU1IFHH4BrpxdFMSEomER96fTklaMbtXn2b0Q3cAYDNbUTu1vbnbLDYkUikFqUU01bbw9qYXCYvyplVrxtndgbvmjcI/wg87Eloa9GScykaulFGUUcrMoMfpMaozH+15ldIzWXCuiqYQB97b+QrL31rHQDd/tN3dsRjNPBjzNCGh7kR08GftT0d45KOZDPQJJL++gb0nLvFgr25k+NtJ3pmKpdXKpe0dcEy81t2z6pPtyBUyps0fQ2lOJW9NW8D8hQ/Rc2Rnfj73AY9/ei8tGQLpj7pjUNXh/0gOznojBTlGohdEcv+sgTRgx9ffjS9f34jUUY29oQWvuGBC4trqIPWI6cP5YkdaapN4OH4+zh5OfLP/TRoadWgLy5DJJZRkliGK4OThyKSnx6Ft0rPq/Y1YzFaaalsoyihFFGHaSxPBw5Xz607gFejBkuyv6TM+kR9eWHbT/+df5X8ge8IHOCIIQiqQTltA4lxRFO3AfcD3giDkAoOAlwD+1W23QhTFC0AUMBP48srPqCvrEUXxmCiKP/2Vjv1v4bbRcJt21M4qnl8yl+xz+ZzYdAaZUsb/x95bh1dxrn2498xyjbt7ICFACO7eUlpogZa2UHd3d3cqVKnSUqMUKBRrcfcEjRF3T5bbzPlj0bSU0sL+9jnf2d/mvq65yFoz886seRdrnnnk90y6bhzDpw3khcvfRhQFtHo14bGhyMCcLc/y3l2fEZoeQ+mOItp2CBj7ujAeaUchKVAKAj0UM4lIaqSxrYuQUCOdh1rxmhVogEM1jdz64AXY9Gp65yXQ1Wph0bwN3PHu06xfnsVD9x1F2FLBrGe/wOk+tdzxou0HmTGyLyMv0BMU6mPXjhgkqw1xoBtxvxZRELufViyDIlG3eKC4mdxxOYTlJKGwO7HWWcgcXYu3KwmfEnokKEgJ7IXg8RKdHUt5aTM+n49V8zdx9/jnGX3xIJ794S6CIwJOeV6H8qtob7MybMzJja6+eXU5Gp2K8kPVXP3UjN/ff+cXtAF6dq3IJ6t/Mup+yXgtTihvQKEUEYx65OMhBJdTRfUxLWanj9BebgwaDaGaUKodJ3tnegWOpNGbT3KwmYfWrmFMTipbj1Zgd3m6twk3GZnWJ5sPt/x1F8NPtu8hOyqcwcnxJ61rddh5b+9OHhsyivTBKRzwtRAYXsGsjNmnvD4ABzoKCAnpJF5n4kh+KEX7qrj0vslYrW4cdifZQ9LJ7JuAx+UhOS/Nb3wJwvEyYP/Pl9fjRaVW8dH9X5KYFcd7u14id2QmnVY3b1z/PkqlwNcVc7nz/evpNTILrcmAKcSEy+7i+ux7WTRnGXlXjCGkxcd3G3Zh67Tz7u6XEAtakIK0EG/C6/FxdY+7mHrpAH7+dic15c089c2dJBxz8sini8kwBtBmsSGGaMhNjKC8MINjHSuwePzl+QWbjrLi843c/9H1tDd28uiFr3HVU9MZ9AeDc+pN45h/5DX0SjNH7jWhbY6ix/NlxLoa2LdXyUfH3ianVxTxPSPxiQJepZqAiEBsLh9dHf7vRK+EKMpaA/ll/sMo1UpumnMF1/e6B6HdQtq4HLparciSTEb/VCLiQ1kydyW1JfWERAcTGuNP3B0+bRBXPDWD715eQniQng/2v8KVz1zCd68s4YqU2yjY8O/rkPrv9jTIslwmy3JfWZZzZFnOkmV5hizL9cfXbZNluZcsy2myLI+XZbnxD/v9S+tO49MJ/H6f/Q+Rqfp7zhoNZ+lm1uPTee2a92iubkWlVXPjq1egM2mZe/unqDQqVFoVfcflUFVYy1tbnuelGz/G4/ZiUgmERAdBWTCOsDr0opKeshm3XuZAbRfJKQEodC5i0sOQRRG9QYknVIPS4mHZz3sICzXRZHMxYmIWHqeHOQ98w9irP8Jo9nDfxVZsx1qYfN3rOOwnawl4vD6W7DrC9MG9uPFpibWLE0CjQ7LYUAzx0bLYis6oRRAFfHFGvEEaJLWIurqTjuYuSmtakR0eDEkSYdpMarVq3EaBUE0tWdH9kVu7aHF4kQSRO8c8x9IPf+Xl5Q8w9abx3W7nU/HdF1uYMXvICUmRAEV7y1n+yXq8Lg+zH7mQwDB/18DWxk6a6zsYNjWXdQt30thlo12rRlPVhuD24pNA0GiQbTb/QILAkX1mMjM7UVgjaXIUkGZM/8u8BrMqlEhtMrMHmGi1ONhUV0FOYhQbDh87Ybvrh+bx86EiajtO9O7UdXYxf+d+Hhg/gr/ijV1buSAtk7TgUJYWlZLYswHJHkNuZOYpr48kSxR37UAhSIwarqHoQDibl+xmwqzhCILAvEf8WfrXPjMDW3MnG5bnE5sRA8i01rT+rhAp+fBJPjYu3Nbdovqaxy7EGBHCTW9cyarP1jMj4jpaalq4/e2r+bb6fR7/7h7Ov+UcVBo1G7/bxu4Pf6Z5UxkE63j2tg/57pWfePanh8j2GLD0CSIg3IzPJ3HfyCc4d2pf3nl6KUqVgi/n3oU13sBlo54gy67FfHkmldvLEDUajvyUQ37LB3S0dPHqjR9z73vXolIreWTKa5x37Rgmzj75WoZFB/Ppvpe48NZz2PWohdLnjaTfU0tqSAVr7+2kcP8mth85hqxRI3d2kdQ7CaUss/m4PsaBdYdR1XehzVISGqXnxcvexitJhBk03XoNhgA9lUeqqSlpYOTFg5lyy0QaK5owhxq5/Z1r2bl8L+u/3Yq6Zwq3vXkl376ylAvMV/D9qz/R/9y+9Br21/kp/woCp5EI+W872v93CIKQCRwFFgB34G+ZXSgIwv+8Ve7/MmeNhrN0M/f2TwkIM6M1qHn6x/s5tLWQr1/4Eb1Ri0IhMvnGCWxbupv7Pr2ZY0dq2bV4J+a4cNQqBdXF9WQnDUAT62Pc9QOJqfOhlhVsKq9gdK9hIAtUeGvRBeoJ6ZSgU0JjcbFqRyFjhmfSoRTJGZRGZu84dq07yq/f7yEg6R1GTtzCfeNS6FTKnHfOkxTtPTEJa93BUlIig0kMdRMcdIi1a5LIzIlFnSIgayQcB7z0Hp2NLMl0DIjCdNiCz6hG1WTlyNZCLKIChUpFXGYdKZEjsUcb8RhAF1xKoimb9Ow40qIDoLWN2vJm3lr7OInHXcF/R1lJI6VH6xl/Xp8T3nc53Lx208cMn5KH1+Nj0rW/17x//vJyRKVImElLSt8EDtrcRNg9yF02EEDQ65Cdzu4+DCBweH8AWbkWInV5NDj2+I2Gv8hrAMgJHIWoK0IjKnlxyybG9E45oYoCINigZ2a/HN7bvPOE91/+ZROz+vchNvBkz8rRlmZWlRVzV/8hHGtoZfWhIpKy64gsPjnv4Y9U2isIUzuIMwwnOvoYO9fq2LjI7+WIig9m42J/fkVsaiRjLuzH3o2FjLtyFMLx20hMWhQIApJXRqfXdLfGBkjJjiUiLpjQpCh+bP2M3HE5vHbte1yVcQf71x4ke2gGt711NcttXzL1zvMAcLR0oTzYTGO4go3fb+Pmfg9x5YhBiBMSsbVZiUz0e9i+fWwBHfVt/Lp0P+21nYSXu2nOMpLS7uWYvYsBk7JJNRvZtT6Meute5j73KqNnDKLX0HSevPhNcsdkcfHdk/722libOwkK0eM4aODQjUGE9uug121NJEdF47J5EXARN6QHz315Exk9ovjolRW8/+ACnpnxOnJJF5uOJNEzrxKvUolCkmg9WIUUZAQBAsPM3PLW1Tzw2a0UbDjM4W1F3D73Ojqbu/jiye+YevskorITcJdW88TEZ1nz+XrOuWo0468YScH6Q+hNJ+fu/Mv8H5KR/hPvAR8B8bIsD5ZlORa/xsN7/7un9T/nrNFwlm4SsmJRqZXM2fgs3768hF+/2kRAqAmfT2LWE9NZ/NbPTLhyFHkT+vLqNe8RN7QnrupGknMSUKqUFO0ow1KgJPuycCx76jGjpsvlIjy0N16vQFeHiFPyMmh4Jkq7hLFHCM5QNbu+24UrQM8Xzy/msY+uRaNTM+/FZfz6QyuC/hLiwj7iobGD6eodzi2XvcGXLy7pfqL8fttBpg/OQbZ/g091Hl0OPUqvm8kfj8C+zofsg+3L9hCcEIo1JwhtjRV1bReCBD5ZxqPX4LV5yBhegqUkAp+oQqn2IVg9OBpkXJ1WitcdRJ0YgV2rxeU4PeXEhfO3MvXSgag1J3Z+/PzZH4lNi2Dbsj3cejz58Tc2ryhAFWhgz+oCmvRqwtRK2oub8FltqHVqRIMe+XifCEGhRACOHggms08nPZPG0WDfQ5opjVLryY2jADLNg6m2H2FW33QMoppyuYM9pTV02U/UZ7hmcD9+LSylsq0DgB3l1RysbeS6oXknjSnLMs9uXc8deYMJ1Op446fNpPaxoxf1lC7u/NtrdKCjgHCVg1hdOoKgoOeQsbhdHor3lXPp/edjtbiwWfxu9ysfuxDB46G909XdJru5trU7IdJpd6NQinzz4o/d40+5ZhQ/fboRjVbNkz/cx+vrn8ZpdfLsjNe5a+hjHNh0BFEUuXXOVby85nFEScZY2oV6WAJ2m5O60nrmjnqVVquNG3+8jZaadqKSwhBFgcoN+bz76Pc8ftWHPDJjIp6Bkaxbupu+soG2LAM128uQjFoOfduD4PF7ufyh83nhyneJTAjl+hdmnpTj8kfWzN/I7lX5qLUqvil9k+FjRnDwRhO+KlBduBedrxEpUU1Nm52rcu4jJlSLW5JZ+vVOvCo1feOj2FkRzeAJVUgWO26nB7HDihxo4JW1T/D4wntZ/81WPnv8Wy59+CJiM2KYc+OHaA1awuJC+ej++Wz9cSeSw8nQKQMYNLkf67/bisvmouewHmxbdmZCYH/HGZZc/ifRB3hDPvE/4pvH3/+P5qzRcJZu9EYtr659ihcue5OCDYcJiw3GaXNx3Uuz+OrZRUSnRnLXBzdwzzkvEJwaTePRGoZdNIAtS/cwdGp/ygqq8BSZ6TBW0tli5aq8fogKgUVHjhET7wVJhayQ2b3vKDk5cbTVduELUNNQ34FWIdL7wv589Mi33PHiJYhqJZ+9soIl81PpM0xD+Zq3uWNYP+yT0ljw7kruGvscy5fsoLCqkfAuG97Or1n8VQzxaRGU7i+nRFFEVGs8KERkRKy9I1C3uvHo1Khru0AUkQOMCDY3cpgPU6CS1+duR+mAAEU7tkNq7hzzLD63l5R+yVx117nIBh0fPLiAzlYLljYrlnYbtk47ti4HDqsTp92Fy+GmuqKZ3dtKOXdKXyRJ6r6BH9hSxMZFOwkKM5M7NpueA1O7r/3WlQW4XR56D0qlzuqkps1Gv7gQJK8XvD7cLh+oVMi/JSmKIrLko71Nj8etJkJvpstTiUGhQi2qaXQ1nDS/GoWedFMevRI6aLc6WHC4gJy0KNYeLD1huwCdltkD+jJ343a8ksTzq9fz4IQRf6mzsKa8lGa7jcuz+rCjqJLClibMoUeZGHcx9RWttDae2nA41LkbgVYiRQtoBnPeNWPwujxsWrybCZcPR5AlPnnse/85hZg4Z+Zgflm0m8yB/twGW5uV0OggwJ8QqTVoaShvorrIn0cw+Jwc6itbKTtcA0D20Ew+L3mHcbNHUF1Ux3OXvMGDE5/l6M4S+o7pxW2f346h1Eqt3sv1r83i3V0vMejcvmh2NfHUO98RGGamobyZoMhAxAATzk4bCWmRnDs5jym9ehB/33CKXl7Hmopyhp/fh0iFki2/mIhI1zNv7gt4PT7uef/avw1rlR2o4qMHF+D1+rhv3k3ojTruffdqXvrxAcpe01PzZTB9HqtHVgQQlKxHmCmz7NPlSG4PJr0ChdlE2aZjtEk6QhJ8RCW4iMuMxmzUEBJiYsmnG3n4nOcYNLkfI2cM4u1b5rF71X58Hr/mxaDJ/QhNCMVtd5GZl8LetQewdTrQGnXs33CYop3FBIaZTnn+Z4x0mst/HnX4kyb/yPDj7/9Ho/znTc7y38JNb1zFXcMeo6O5k9i0KBrKm7j+1dl89/ISQOal1Y/zyZMLqa9oZtYT0/nqsW8YdF4u677eilanRqFS0D91FMcsG0jJ7su03Gze3LWd5YXFjE8JwW2zYBJDqDtYw7nXDqLwwyYaQgRcYRqk0iac6VFU/3KQsTOHEBIRQFebjW/f24xOM4rbn1vOTed+xdQHprPFoKPik728Of8XDKLAwTWvorTq+OrtQkICtGjTtbTVdKAuMqDQapEliap4FQH57diSQzCu7UDUapHCgxC9MhGJTVRv0lGsldB6ZcJD22jfr6CjxYIsQ+fBamqPVCO2WllbUceuNYeQZZBlCVmSkWUZSZK7//YGBiDLEjOT7ujuKAmgVCm44YVL+Or5JXy0+4UTrv3Xb69BG6DH1tKJJToQ1d5SKmwesDt+D03YHeDzl44KAkiCiOz10dmZRpingDBtDo2OfaQez2uI1J6oDgnQK3A0G5oWMCJxNJ1eJ51eNyv3FXHhwOwTtrtqUF/Gv/MZL6zeQLBez4TM1JPGcvm8vLBtI8+OGIcAvPbTJsyJLiKDHAwIH0vuiGZ2rTvCuZee3Fa8w92B11dGtL4/Cs9uBO05JGXHEREfytpvt3PdsxcTFRvMhiV7uOOtqwC49smLWPH9TiIz4yjeXYrH7cUYbKSpuhXZ58NhcaLWqbk59wGyh/dk0vVjOXfWEH76bBN3vXYZADqDltvnXsfQqQN4/br38Tg9PDPtNVJzk7j0kWnoeqZhtsm8+vpCpg7ty5OL7uX8xnpu+u572tbtwydJtNh8CEolQmsb+Yu2sPTjLK69qB8zikoZN6IHv+Y30XZOIq3f1ODtGUbRN5mEjtzGo7cs7W669VfYOu08O/NNEnrGkZQdS87w38PfwRFm5I5OWtaE0VkfS0jfJhzFAp5fNcR+q4WvTFSt7kJqbkcwmVC3uflySRqPz4/k6Ss95IzMYuuxBuxZsQy7aCCfPvoNXreX7KEZnHPtWPqMzmLha8tY8NwiZJUSJTKWdhsuu5vyg5U4LE5GXzqUCVeNRhehYlHyv6eC4nQ8Cf+hnoZHgJ8EQViOX1EyATgPmPW/elb/Bs56Gs7SzUMTn8VucZDSJ4n68iaufekyfpm/EUu7lUe/voumqlZ+fPNnrn1tNotfXcrQS4bx7UtLSeubxOYluxEUAhMnnYfL6yB5cBBhRgN54dHUd1jITMnAJ9gQNBrM4SZ+bfwZ0SZhV/nQ50YgdLrYsusY171wCe/d9xXTbxxDSGQACdnxfP5mA/k743nha4n9Ty4jJiKIxIfGYUkwMTQinHNmVLD512xEUUAlyrjqPTTcLFN9tA6Q8UUYcIar0RS1I2mUKBotyF4vPrMO0Qs9+pXTfDQI2ajHbRZI7N2GoiYIhezjiQW3EpoS9R6ujwABAABJREFUyaurHmby3RcgpcZxxztX8UPlOyyqepcfa95jce37LK3/gJ8aP+TLwjno40JZsP0pVrR/wqrOT1nZ8Qkr2j9mScMHbP5xN5c/PIXAcHP3dbd22ik/WodboyS/oZ3s2GD69kmkqqwZr8WGKcjgD034jlc6iCIgIChEBNmHLmgosmcfkfo8f4jCmHbKvIZkY2+6PK1M7RVBfbuFEmsb++vraOmynbCdUaPh6sH9+HbPAR49Z9RfutM/O7CP1KBgRsQnsnzPUZxKHxERxxgUNgmlqGbQ+Cx2/qHr5R852FlAvFYmzjAc3DtB7VcZnHrzeBw2JyX7K7j4nknYrS5aGzoAf0O10Rf0Y8/mYmRRBFmm/GAlquMhIJ/XhygKnHvdWNrq23h+5hzmP/gFa77Zzgf3f0nl0Zpur0/uuBw+KniNyORwlBolkUnhPD3tVfRNLeSERBI6NZu1CzZz59DHSFYY0IQaufKrG1DHRGIK0iO3tuE9LnU+98YP2fzuegbExpD2wGjiK+wsLDxKXEwAJrfEhtUKYuOTqfWtPeX/PVmWef36D4lJj6KpqplrnpvZvc5hc3LfmKcJjQvB19iMp1BJ41YRi2QGhY6QhTF0xJWj6GlAULqRWttQ11nZXJZOYMAGOls6sLRZiTBp2bOnjF+/2sT5N0/g+/p5vLruKUSFyI197mftN5uRZBlbuw2lQkFtSR09BqZx42tX8l39R1zy4FRa69pZ8PyiU36Os/iRZfknIBd/2afp+L/9ZFle+r96Yv8GznoaztKNRqehR980CjYc5qpnZ3JoSyFNVc2cd/04sof34PLUO8g8tx++ti6cbh+Trx7JQ+M3ce0LM/n44W/oMSidyMQwfLuDCcz1x8mvG5THziW1FLp9WC0anJ1dBKl1BFfGYkmzMlAfw157C31CTFS7vGzcUkx6bhJNpQ04bC604WZGzxjIqw9v44PFu7hrztW888h2Oi/Npnd6HE9cE4PcFUhjR29ufq4PE2YM4LFDD6OeH0RmeCah0UE8/vN6TIc7cIdo0dR1gc+HLAoIBh0unUR0bwurlmag1XrxmCS0eh9NBxxIEjwy5VVcDg/X9XkQrUGD4PTwwlXvk9E7Hp1Ri96kQ2/W+f816ThS1kJibBAH1h3yv2/Udq8/sLkQa6edydeNOeG6z39jJRq9GnWYEVktojpWT2BiJPKuSpAkHA4P6JXIbr/RIIgKZEBUqcDrIzx1AtjuJNJ0FVs6nyQv4lJWN676yzkWBQXZASNAOIpCFLkopSeL3UdYk1/MZSNO1Ju4cmBfesdEkh4eetI4zXYbH+7fzaKLLsXh9vD2iq0IcT7iIuoZEOJP8ssb1YN3Hl2Iy+lGo1WfsP+Bjn0ECo3EqIPAE4mgCANg1PRBvHvfV6xZsIWbX7mMN++czxfP/sg9714DwPVPXci6n/YRn5VA+b4SJI+PrFFZ7P/1IMgyokJk9efryZvYh5kPXYgsy3zy/E/89MkGlrz9Mxqdht6jshg5YzC543N44LPb2LZ0N2/dMo+RFw+m0+Zmzftb6Lq6B3c/MJXvXlnKjb3vI/PZUczdsoU7HphM1d4Stnd0oVCIeN1eLO025j/1HZ4EE5uv6sms3AyOtTZQJTig3IcjLZRkxTUcaHueRNN4VKLupOv549sraahopqvNwt0f3IDe5N9GkiSenvY6HU2dyD4JtV5DRKiWumoXDjUIaieNQR3I61vx2SMJf1+PYw5cMnM472/Pp7lRS+9xLvb+WoFg1hI0Iosf9r2EKIpUHq3m3jFPUVtcj6gQ8Xp8iEoRtU7F+CtHEJUUQVNlMz9/9Atv3vQRgiggiAKtXS1/9zNyZpxOouN/pqcBWZaLgef+t8/j381ZT8NZuskYkELB+sNc+vBFdDR2UrirlNDYEK554TKeuuRNfHoddzw7g29fWkJYdjKrPl6LOcTI1iV7MAYYmHC8hKxhq4g32l/KPDw1EZWo4KfKEgRJjTYYOjoddB2A6H5alG3NyEoRa7CIyuZm/dYixlw2lF8WbGb4pN5ExYewd0sJM++ZzttPZZCS/CnnXzmAkJ9LuXfCYGT7F7TbLqT0UA2jL8ilxlGNT/Yy85Lp/PT+GoKSI2lN13FhShruGDOq6k6QZSS1EoVLIiC0hfYSNc09w1F5lKSmqlE1hmAwaFGKEBxq5vpXZjP5tnP48ujrmNPi8EWFMvrKkUy741xGThtI1qA0IhJCkWSZI0VNBKtktv+8n+Xz1vHZ04t49YZ5PDj5ZeY/9yO3zbkCxZ9aY69fvBdjXDCNssQ1U/Mo2lFC0cFaZIc/NOFTHS+zdDj8O4giyBKCSkV4TCAqXSZIHQQpg3H62glQKrF5bXS4O/5ynnMCR3OocyOX9+lFTVsXOq2KL/P3n7SdRqlkYGLcX47x+s4tTMvoSXJgMPM37CUoykBGQhOZAf0xqfz1/qYAPalZseRvPdHr4ZE81Dv2EKhORus7DOoh3eu0Bg0DJvZmww87EUWRqLhgNv30u5y4OdBA32HpNDZZ0Zn8MtYN5c3dCZEuh5upt51LXEY0Kz9Zy9u3zCMuMRhTdCjPLHuI4RcN4NDWo7x504dcnnAzV2bcwcEthdw85yoaK5sp3XoUY2AkHrXIt1/8Qs6IHrhQUP7pQexZeqbfOIb7Pr6Zuz+4AbvFgd6so/cofwmiqtKCXGdh6YGjmHc2UNfDiAkZgyzw9UdVhGlzKOw4udnT4W1FfPfqTyT0jCV3bC/6jesFQEdzJ/eOepJ9vxRgDjEhKxRIPpm6/FIEyY2y2Y7VoaVuZRhpj/jQGK1Yv9YT8DIsX/EVHpOarRvSOGd6I4GJUQQa9bRZnCz9eB0PnfMs12XfS8XhaiRJwufxEpEQiqxUgMfHnlX57Ft7gJrSBjpaLKAQCI0JwWV3/20S55nyfykRUhCELwVBmP9Py//2ef5POWs0nKWb3asKmHrHJMwhJtZ/uxWHxcHj393Dz/PWcmh7CQ99djNfPv4tif3SGDWlH1t+3MXkG8dTuKsUj9fH8IsG0NbURfteDQ1yIbIsoRBFRiYk0OVwERNvICDKgilQT211G9eMnEFdvpWICA3N2UZCVEo8Jh3vPPw9M++fTOHWoxRsK+GyOyawauEuxs6+l/xdgQQHfkFuXirLnn8P3Pv4/jMDky4bglqrYnfbLvKCB5CRl0JEQhivfrAck6jC2OzCEx+ApsavPyCHBSB6ZdJ7VFF1MAClWoUkS+QOFaleYyV3TE9i0iLpaO7EHKClOL8KU5CRsRf2R+Hx8c2CnfQdncWIiwZwzpUjuejWiZhTohk0MpNHP76RR764hWcX3cMbvzzKBzueY/7h11lQ/CZZg05URyzYVoLV4qBGkAmyutA43eSMyqKuqhWfxU5ITAiiwQBe9/EnLgFBwN+eHMgb3wtBEEHdB8G7n0h9Ho2OvaQaU/9SUhogUpeEVmGgXwLsqKnmngFDKaad8uZ/ktP3c6i5kV8rjnF73mBaumzM37iPKl8XSdGVDAyZfMK2A8dlsfPXE0MUxZYiYjReEoyjkN3bENQn5jzMvG8ydouT4v0VXHDjOJx2FxVHa7vXX3rHBASdBo8ECAL1pfUkZsWCIODz+KgqrGXHsr0c2VaEKchIR10b9g4bT138Ji11bdz65tW8uPoxpt09Ga/by4p5v/D+3Z+ze1UBiAKew8cIrnczad5sLD4FkkaHqaQZq83BQ7e8g8vhYtiFA/jk8Bs4rC4qD9fQY2QWAIHbW7CPicFQ60RSCjT7rPjKWtmwvwzHtgEcafuGqvISNv+4i08f+5aHz3uRx6a8ykV3TKJg4xFuePlyWuvb+eDeL5idfCvFe8vQmLR0tnSBz4vP4/EbnfXNKGwuJJMOySWTf1M4gTkW1MFKDJ8HE3ilCoPezlFrfwaNdjB6Rhq6iBBULg9zn1zIvk3FCAoFggyh0cGMvnQY/S7oT0ifNC599CKMwSYKd5VhCjISGh2E2+amsaKJqbefw8eH3jit78lp83+n3LIUf2+Jf1r+ozlrNJylm1EXDyFrSAbzn/4en1finnk347S5+Oihrxl6zTiUdiflh6pp84hI7Z1IkoTL5kKlVtJvbC/MwUZKCqpIik3BoAygwVkOwA2DByB5wG7QIKssSBqB8PgQOmqsRIaFoNfV06mQ8CglRJ9Em8tDeXETggypPaJpqm2nZ24S+duPEZj4HLlDamir20jvAfsoOprLusWHOW/WUGRZZk/7bvKCBgAw4tJhHDU4uHpIHmtX7kVl0JAWG+b/IQoNwhWoIKF3K0WWCEwHrLhNIj75AH1ShmLrtOO0utCbdJTtL6eqpBGnw83AUZmYAg10NXexatnvT+dut5cfvz51++tTMf+1FWjTwhEliVmXDGLjwh0YIoKRHH49BofDDaKAJBz3TvyWzyD6kyBHTvffcAVVLrJ7H1G63/IaMiixnizy9Bu9AkdTatvC+RmZVLR1EKM38dz69f94vrIs88zW9dw9YCgBGi3vrdpObEoQIzMlAjXBxOpPFHMaODaLXeuOnFACmt+xH7OijVjDQPAcBHX/E/ZJ65OIOdjAordXMfnGccguN9+8trx7fc9+SQSHByBqNSjUChAgJCYY8Xj56sFNR+k5JIPXNzzN8yseYdZj0xgwugfGyFDKD1bz8pVzuWfEE/z65UYy+6dw6cMXMmL6IOLSo2itaSMgMgj31mreX7iehupWZt06hhFT+mPY18r65mpu6f8Q9eWNRMSH8XnRmwgKkfI9pWhCAtCVduKyuel181DuumA0zpExiC1d4JV4/eG1FMyHeV/dztcvLkaWZS64eQLv7nyeVZ+tZ/ZjF/Hpo99wffbd1JU1IEn+rqySx4fsk/yfT5LpO64XSrUCuaYBZZcLr0aBVzYibQjEUm7GMLsM1XwlcYkKClM72Ls7FLFlAdX7SvB1uSDESPbAZAadn4cxIpjEPsmoDVrWfb0Fy6FyWmramHbXeWQNSWPdN1sp2lPGVc9ewk9d87nh5dmo/iaZ84yRQPiH5T+lekKW5af/agEG/On1fzRnjYazdDNs2kBev/Y94jOiGT5tIP0m9OaRC17BkBHHrY9ewNw7P+PCey5ArVWx9qtNDDinD798tQlTsIkxM/0u5uKCStJ7x5Nk6E2ZNR+AvrFRaBUKDns68DpCaHe6UOjUFGwrYejwHvR1pCO4fARdnYHK4kKTEMrGpXsZN2sYpbtKWPXtdmbfey4HdpTidBtotd3OdQ8eYOCYSl67z03O4BSCw81UO6qQkUjQ+5vSHS5vxharYYA2hLAxGcQpNXS1WtEEmBCVKgSDDX2Yj9KIRIROGZVawq1sZ8bsyzi05SidLRY6WyxsXLid+PQISg9Wk52XiE8S8FbV8+m7a+nq9IcM1q86SEJyOGmZJ1csnAq3082ho7V06VRoSxrIG5PFsfwKjuRXITscCAI4faI/NOH054gICn8+g6BSgc9H5sDjngt1Hnj2+pMhHbtJNab+vdEQMIJCyw4u6d2D7w4e5M5+Q9jYXEGL3XbKfQBWlhXT5XRySY9elNS3sOZQCSX2NtLjak7yMgDEJoejNagpPeQve5RlmZKubWhEA2a5GZQZCKLxpP3OmT2cXasLUKlVhEcHsW1lPj6f/+4hCAKTrxhGUFwYKoMBZDi4+Qhag78fhbXTxpovNnD7oEe4sc99LHh+EbFJIYhqFS+ueYKf7Qt4ff1TDDi3L8V7j/H549+x+rP1VB2tJSDUjMGoxdAi4ozV0l5WxYoP17B9+V4S6mW6+gRRebSG67LuZtOi7ZiCjLy1+RlElRKf24sgQMCWOla0VvPjjA+whGqQVB7UTTY8SZEUfx5C4iQrisBOFs9dxedPfc8t41+is8vBe/d8RnVRHTHp0exYtpe4zGhUGhVuhz/h0hQaQPqAVHavzMdpdSG4PcgNLXhDDIjBZtytVnxdMqWvBxJxXwua4jqai9X8GqxnwpXNhARpOWdSDqqYMBIH9CC1TwKhYUYObTnKhh924XRJXHTXeVQV1vDCZW9TuPMYd394PT82f8Il90/pDku0Ox1/+x05I/7vijv9keH/2yfw7+Ss0XCWbt684UOGTBmAw+rk+ldm8+YtH9Pp8vHkJzey5M2fychLodXqoUdWFC21bYy7fCidLRacTjcDj2volxRUkdY7nmRjb8qtBd1j94uNAb2C+hoNIfESLW028reXMnB4Oo37bQSbNGytr2H4xEzaZYnAUCOfv7KCUdMGYNCr2bB0Lw+8OYv3nlhEcPwMVPoeFOwKpbkzkPrDVfh8kj80ETQAQRBoaehkdVUZvVRm1ry3BlV2NLa91XR1uckYlYnolUmIKaPqsAllswvBoMeosmE5KHBkSzHjZo0gNDqQ2LRIfF6J8IgACvdVoFIryR2aRmh0KBq3iy8+Wu9vfz1/KxdfcWZehi/fWo07Pghtu528YZns++UAvcfm0NLQic/qIColCsGg96tAHhd1QhAQkBDUKgKC9Kg1x7UTVL3AW4JRGQqIBKsUNDobcPj++gfepAohWpeGpColKSgItVaJwa7i6Y3rTnm+Tq+/xPKJYWNQiiJzlm0mOiWQ6X0isfjq6Wn+688/cOzvIYp6Zz1GRQuJptHg2Q7qk8sxAWbcPQmXw83+jUeYeMVwvC4PBZsLu9ePvSgPu9OLxyuDKOLodDB0Sp7fK+OT/Ddawa/fUH6wiq+fX0RbRT03D3uSK1Ju49uXlxAYEch1L83mse/u5sI7J5Gel0RLq5VGm4RZIWJs9yJnhdJY2Yyl1QJFbQgKEbFHKG6nh2cvnsN5xlncMfwJXB4Zn8cLkoTxQCveIC02s4LAQ2109Q9HrG3DqxSxK4Ip/iqIqKlFuO0uKkqacDo9uBQavBo9R3eVUrK/AqVaRdmBKhw2F4giGqOWzqZOSvaWIR1XBJVlUFU1IXi8+CQJp1aHVvYSpuzJoRvMRA6vx6NWc+SVCNRhSmauCEfvcuFSwJrvtvPrsgKueelyFjXMY+Dlw9GpBBY8v5gjeyoYNmMw7+x4nnOuHnNCDoNPknhi06+n/I6cKf+Xchr+hv9EJexTctZoOEs3gy7IY9vSXTz67d1sXbKLrcv2csG952PWKPj5o1+56fXZbFl9kLJtR4lNj2bpe78QFBHIsCn90ejUyLJMcUEV6b3jSTD0osZRhFfy3+wu6tUTjyzjESAktR6n00Nrs4XwcDOtTV0MT0olWitysFczKvw5B26Hi9rqNjxdNhZ+sI6kHjFceM1IXrlrASEZH/PJOwPxujwogMXvrGJP+y76B/tDEz9+vglXnwDuvGAMe345wP7qBuRjHQyZlEOjU8JjVJCS0UJxVxTmna0IChVmfRVibRAf3Duf6feeT2N5I3arA61Bg7Wlg8K9FQAMHJ1JaGo07fmlbF53hMXf7kBv0NA7L/GMrvei1QUEm3XIZU1ccsdENi7cjjrQiM/qV0H0yDJIMqJWfbz1jYAgCEhev05A9uDftRMEQet/avceIkqXR4tzPwn6RMqspw6h5gSO4kDHBmb16cPXBwqYltyTtZVlFLY2/+X2nxTsoWdoOENi49leVElJSyvltg4y42vpF3wOCvFk8Sc4bjQcL7080JlPhNrpL7V0bUfQDPnLfQxmPQk9Yvj21eVceMckfA4ni9//pXu9OcjAwHHZhCdHoDIZQIDa0gZUahWiqEClUfpj/wJIPglkkO0OBK2Wlrp2dq3M5+sXfuS5mXN45uI3+PblpRQeacBnMOFpaMFSVodyfyNt8Xp/7F+hwN7pQL+rmeY0/fEwEbgdbro6nUiSD5VSRKUQ0QSbCd3TQtfIWDSbq7H0CEKt9KBqsmGPC8PQOIyE4Qpu/+YcjDHhhJqUjBqXQcbgDHRxkehMWjxON7JPAklCq1fjc/sNkt8+i0KpwBweAIJISHsXngANDp0Oe10rpceasZd6OHStFrPKgmqqlyVfhBFoWUd+zgaUGgWX3D6WpB4xvHb/d1yafBvr3lqOOUDPq2se4ZP8VwiPC+WWIY/zzKVvsW35Xvb+UsB3ry5l5oNvUrK/4pTfqTPmv8PTcOP/9gn8OzlrNPyXIQhCoCAIiX9cgFiAfWsKuH3udQiCwJybPyZ0UE+uvnU879z2CZc9ehEdnU4kn8SxfWXMevRCDm0tQqNTd4cmmmrbEUWB0KhAtAoD4ZoEquxHARiWmIAoijiNAjqjErQicRlRHNpVRv8haRjtEEUUB2tcZI8OocZiZ/T0ARzcXsqoaQNwWR38+sNOpt04BoVC4IcPtyBqzBhNOpQaJV+/uhTnMR9xungsnXaWbMhHa9YS2i7jCTUhe31ce8e5eB1uGtrtGJPMRA92clRMQFfjxqsViM/pwFdmwtJupXBHCSMuHkxzVQtt9R0U7yzl6F5/jkbe8HRqaztQiCI9EoL48sMNXHzl0DPKKl++dA82jZLsqGCMZh3BYSZqSuo5tLfCf3MToLXdiWS3/abn1H2jAn8i5LjL/+T1VOWC2x+iqLfvJtWY9rchCr+s9FGGJIZQ0d5B37QYAqxqntu64SQZ6kablXn5e3h0yCh8ksTrP21CH6PlxoG9KLVup1/wxFMeJysvicaaNloaOjjUsQMFdkI1CeArB1XvU+534a3jObyjBK1BQ2i4mX0bj2K3/C55fe6lg0GjRkYAUUHhzhKGXJBHcHQQhiATCrUKhUqF1qRDa9QhKhQIHg/qQDMqjQpBEBBFEVmSwWxG0OnxNTQhO53IkoTuaDu2zEAknw/Z50OWJIx7W7H0DQIkBGR/mEgQ/KqdFhsumxNXYzuazdXY443IagFNcRudWUGYOuz4AnTs21GDvmosbVHLiU4K5aWfHiA5K5Zj6/fTVdeKQ2MAjRpBFFBoVBgD9b9fFFkmODIQQ4AOh0di8Pl5uEvqkZSAUoGo0yIY9KT1SyE4KBDVXg/1+RHUjdZiCvHSQ0xAnWRlzYHd7Fm0la7KBiyyClVwAJ0tXTw44Tlu7f8Qv85fj8/hYtvS3Tx98RwemfIa7320jH2hLgK/LTtprv5l/guMBlmWv/7fPod/J2eNhv8+7gLK/7RsBsgamsmQqQN4avobEBnKE2/NZssPO7C025hyy0Q2rzqESXKjNWqpLq5HqVbi9UjkjPAr1/lDEwndN88kY2/Kj+c1hBj0xJjNePUCrZ1BeEQZpUFD/rZSBgxLo+1IC0W1LUzN7MHB4FqEYD0bVh6iZ79Efl6wncSUML54dQWCAPe+cTlLPtvkb74TrKe9xULMqBCannfj8/r4+esdiEPDyOhQ8tzsd+lzzVA0NRbGXDqU/E1HEX0CaRleRE0Ivn1uvDGBSLIbc4aPoz/65Zc/fmgBl9w/BSQfkclhmIIMODqsNNe1ExhsJDEtgh7Dsziy/jBerw+n89Stu/+M1ebirU83EO2VObzhCKNmDGTTop30Gt0LW6cDn91JXI9YBL0e2WZDcPk9D4Lof3IWVErw+rpL835DUPdDdu8lUt+fRsd+0v4hr0EtaskwD6DQsoWZOb3Y1VRLoFNNZUc76ytPvDG8smMzl/TsRUJAIMt2H8Wjkun0uEiPrSfdPACjMuiUx1EoFfQbmcnmX/Zj9xwh1jAU0bMHVP0QBPUp9xt/2TAEQWD1/M2MnD4IvF62/vx734PsAclodGrUOhWiVoMkSaT2TeblVY/x/u6X+KF+HisdC1jWOZ9lXfNZYfuSG5+/GHWgGbXJQK+R2fQel4M+IQZBocDX1AySP+EwMDwAgw1kpUjs6HRGzBhCzqieRHhVCJKMM9YASiWCWg1eL7LnePjo+B1O9MqYdzbQOSwa8/Y6WnNCsFXVomy10x5s4MMZBXTZWrHL27im5118eP+XOK1OBJuVEKMSVUQYQSmxCMi01rV353No9GrUOjVWqxtPWxe7V+7DZXcR3GXHq1MghwQguNxE9Erg6R/v5/V5t2OK78FQ+438agnF69qJN99KR5ybxEdDuHPOZRgDtSjMRjwaHbIk4XF5sLTbsLbbkDxetFol5igTDVckE7W8gYSo8FPO2ZnyXxKe+D/FWaPhv483gaQ/LcMBLn98GvMeWkBrp4PLH55KWKiRDx/4ijvevRZRIbJ59UGq8suZcMVIVny8juiUCEZdPKi76VJxQSXpfeK7D5Rs7E257fe8hpHJiegDdRwrUxOS7KC5zUbB9hLyBqdSuL+a9KhQRkSk0uIIQhHuwqNX4ZEFVCoRp8uLtcPGii+3EhYVyCNzr+SWp6dx2b3noQ0yUbq+htDAEL56YQk/fLmJEqUNw95W5m5+Cnu4noxAM9uW7iFueDY+rYIAYTdlXdFEHrHgCzWjka3YSgR8NhmfV8JudXB4axE9BqXT3tCBSqtCqxQo3FcBwICRmUT0jKdLUDJ2Qjafvr8Wu+30mlm99dGvSK02Jk/OxdrYweV3ncuG77Yh6HW4OiwAKI068HpR6jTIruMGiSD4BYzUarQ6Jeo/CSahygVPPjpFMDplCMEqmQpbOV7p1AZNTuBoDnZs4JJevVheWMSYnFT6aiJ5bttGPMddHAWN9WyqruC2foOwuzy8s3IrdpOP+4YNZn/HKgaEnP+Pn3ng2CzWr95NrNZLgnEksms7guav8xl+QxRFsgansfi9NUy/7wLcVjsrPt/YvV4QBM65dDDhqTGoNSoEhZKf3l9NfI8YQmOC/S3RBQFZlqk71siWxbtpqWhGFPy39rLDNRw60ojH7qRv/wRueu0KZj0+jZjUSCxtVnC60Re2c1SysuXHHRTvPoal1UJ4iR15TByiRgs+HwPOyWHAubmExYdiDjERlRIGCJh3NODMjeChudejtniwZwSjqu3AFx0EZhP7P4ih750tiDoVolaLymQgfUhP2hs6kTu76LS6kQODUQeYQKVG1GnxoqSpvgtBqURpNIBGg0Knw1FUj8+oBpUKAZk9Oyv44JFvmX/zfEqrm5h32y90vaQgKNNJwuQWrDv1dIZ28I33a6xtjbib2vAhIkaEozQbCYgOJTIzjsjMOMxRoVSdE4m50UN0jfS3/UTOGJl/7jvxLxoNgiA8KQiCLAhC9vHX1wiCcFAQhHxBEPYIgjD8D9sOEgShQBCEYkEQ1giCEH466/4bOWs0/Jchy3KHLMsVf1yAGoAjW4v55avNxIzoxfTLBvPZ498xeHIuPQelU1ZYj62xDbfDxYjp/Wlr7MDW6egOTcBxT0PO70ZDrC6DVlcdDq//RjgoIQ5TmA5fu5Lo3rU0NXTicvqNgbQe0cTrjBypbOTi7ByMCYEoe6mprmpj9PSB1BxrJik9gs9eXoYkSfQekkbeqB4MPz8Xp8dFQJ6B4JAgFn28gYYgLxk6M69/ezdB4QHsLq1m9uVjWDx3Jc0SeEwiAT2aOVQfwjOPXYWgVhMS1ELXvuPljAJYOxx89OBXXPvi5XQ0dtBY2UxnQxuHd/lzBAaOzmT/znJEg47mfcXk9k9mwaeb/vH6b9xWzI6dxzA02yg+UElkRjSW5k5a69s5uKsc2WYHAaoq2pBsdiT18TbEong8n8GLoFKRmBF90tiCIgTEEPCWEKnLo911kHBNOFX2ylOeT6KhF1ZvB6KqnaEJ8YhmBUcLG4kxmlhwuKC7xPK+AcMwqTXM37CXsGgTZp2G5KiO4wmVJ/el+DN5I3tQfbQWNW1E6QeBe9sJok6n4pK7J1FT0ogoCAQGGyk9UEVz7e96EuOm9aelxYrOoEbQaGiuaiZ/w2E2LtzBvIe+5oGJzzMt4nruG/8s677ditao4dzLhxDRIwFlRAhTrhjGlNlDaK1p4ZOHF/DVs4voarPSZ3QWg6f0x1DlxJEZhEavRpZkgqOCyFME05iqRxAF8HnZuSKfA1uLaGuyYLN76Gh3YQgLRC2r0Re08vhnyzHtbcE6NAY6rSg7XHgSw2jcrMPRoiLlgk7UagXT7zoPa5sFr9OFz+ZAam1FkHx4df7whFarQqVWIPt8KEVQKsDndNNrSCqPf34LeTnxmMIMSEolbqWS1oYOSrYXoqjppBEXu5fruUBRh77NimzS4PlORijVEf+Vmoc3X8sHax9myrWj0EeHcfMbV/DK8gd4ZfmDnPfppagGRLDogZv4YMdzvL76kX+ct9Pl/y1PgyAIucAg/H0fEAQhBP8D0zhZlvsAzwAfHl8nAl8Bt8qynA5sAl76p3X/rZw1Gs7SzQcPfAXJMTz8wgxK95ezedEOrnnB3+hny5pDeJvbyR6eyVfPLSE8LgS9WUdKb395oyRJlByoJr3370aDQlQRp+9Jue0AAAPiYqh1WJHU4DXrkEVI6R1HwbZSBg5Lg3o7O0qquD4vj0q1hN2uwa3wsP7nAoad15uywnpcLi/zX1r2+zEUIplXhaPqMrFn/RF8Gi2WLCO3ThyBKIqU1LcQoNcyanwf1AYd7Y1WdEYf5iQnupIIwvsmIiCS0KuZzn3+sIrb4SY8LgiX3c23Ly0hNOZ43kFkEHtW+z0nCakRWF0ecnJiKVh3iKtuHMXq5flUVZxaYre13cqcD35BX9fJgJEZ7P/1IBMuG8aGhdvpOSIL2efD53STlB2PrNYg223gOl5qKYr+HGxJQhZFxs48xVO6Ohc8e4nS96fBsYc0U/rfhihEQUGvwJEc6FjPrD59WFNeikGr5qKEnryzdztfHc7H6fUyPTOL5k4rCzbvo1Lq4uERI9nVuoyBp+FlANCbNcSe04bKloSKTpC7QJnxj/v1HZ2FWqdi4VsrGHx+PwSvj3U/7OxeHxBsZODYLGSVCoVCQFCreXzKy3z17A+U7isjKMzE8Iv607N/MtbWLtZ9tYmlH6+lqqQBW2U9v85bxaZFO3C7vESmRBKRHIlXEsjfXMz2FQUYjlmwxxlwq9V4FWpa210cXXwYweXDFq0GhRJBqcTl9CLLIHl9OLts2Fo78TkdmDbUYMkNxlDRjk8r4gwEdUMXnnATsttF0Sex5N7ZxVM/X8vhTYeoPlSJ7HYje73Ibi/e5lakzi4UocE4veBxuRkzcwhBIQY8Ngd3vXcNE2ePYv3Xm6n8aRdtDieSSoEkCNRVtuK0uzG1OAgZnsrNr16JIewy3nigH1ERJqJvklDZ20jfmsdSFlIUdIAbn7yQ+964nI+e/4md64/iC1bx2pGdvHPOBcTHRxAcEUBAqPnUE3amnFlOQ+yf87EEQQj885CCIGiAd4Gb//j28eW3Fp2BHH9YAvoBTlmWtxx//QFw8Wms+6/krNFwlm5UEcHc8MhUwiMCePvWj7nuxcsxBxuRZZl1S/Zgaenk2udmUrDhMFEpkYy59Pfkv/qKFgwmLYGhJ7bN/WPppVmrJTU0mOAIE8V1AaAHhV5N/rZSBg3PoHxnDbWtnShkkQv6ZaE16zFPUKGLUFN0uI6IyADUSpFF89bT0XJc2VGWqRRLaD3YTnhKNN5gJb4gNRXz/dLDO0urGZAahyAIpI3JwaMVGTtGT2V7CJYFRfy09SCiDgL7+ugqUHC8TIHm2nbS85LYtSqfiMRw2hra0enV1BbW4PX4qK9tRxIgOzcRBIEtC7dz6VXDeX/OqpOSCAHKKpt58uWfGDkgla6qNnIGpeCRYfKlg9i4cDtepQp7UzsAgfHh4PEgKkU43hQJUYGgEEGhAJ+PsX9OgjzObyJPEbq+NDsOkWxI+lujAY7LSndsZEBMNIIgkJ0exdHSRs5JTufxTWt5ctgYFKLIu6u2k5AaQp+oKGJDXLS7G8g0/32I4TeOWY+RMLKLtvxocG0H9SC/kuU/IAgCA8/pzZoFW5h+z/k4OiysWbD1hGt87qWDURgNxKaEIajVRCZF4PX5KDtczZaf9rDmqy3s3XCUqvIWWpwgqzWoRRB0OmxucHrAJypRmwxEpkTRZ1wO464YwaDJ/YiMCUfb7CFwTDLXPD2d6Xecg0IhMsgQjmlKKloVqBUyouRBr1Oi16uYfMNYjAE69Ho1qlY72uIOXENjyLYq8Y5LQuF0I9o9OMLMVG9xc/SLYPYpH6LTsO/Ez648PudOFymJgSiCAzBEh7Phmy00VLTgk2DODR/x8lVz2bxoJ666dr+8uFdCFsGUlUBwbBiPPDsLRUY4U287F2PkbHAspW9WMurDE4ierKQ6aDWO+w1srdjOe8fm0mNoHHMW38WaH3Yz48PPmZWZQ9+I09cfORPO0NOwmZPzse76i2GfAb467kUFQJblFvxVDPsEQagCXgBuOb46nuMeiT9sKwqCEPwP6/4rOduw6izdJA3uwTnn92HZB2vQ6NSMv8LfS6KipJG2wmrCYkI4sOkoCqWC8kPV3PvRDd37Fh9PgjxpTGNvdrf93P16UHwcR5tqKKwKIiGhiYY2K5aiRh6ID0anU5EZEcbOkipu7N+fFSsP0Csgh8P2HaQlx2JS6Nn96yFQKnn77i956OMbePvJz6hZ6ODCWyeyYvF+hLFhZDu1bPh2G0Mn92N3aTXn9fOrFB5rsiCpFYT1reJQcQhJ5kA2bi8iJSMId6OAt13wP4vIMj63j6M7Sskd14uKQ9XIMlQX1SLJcHhnCRu3lDJkZCb5O46RNz6Hxe+s4tPDr7Pqp/1s21TE0JH+YxaWNPDlwu0cLqxjxpQ8jq0+SHh0EL98t52orDhaq1uxdzk5vLscyWZHEOBofrX/b4MRqbW9+9pJXh+iWoVSBL1R+9eTqO4H1vdQK0wEqBMJUXkptZYgy/IpqzvCtQnolWYq7Ye4vHdv1h8ro6ygmYUPzSI7LIIB0bEU17Ww9vAx7BESP1xwKbtavyQv+FwUwun9hBzo2E94Qicb3vBy45Rtpyy1/Cum3DiO7cv3097YidGso72pi5L8StL7JgKQMzgVtU5DZ70F2e2msb6LwBAj0RkxRMSHEh4filKjYsOKAyRGBTHrrgkoVUqevOpDPt32Cuagk8WlfsPj8TH6ljcQBoXy64ItVBU30GNACucM6s+T5TvZ0voZ5QWVbF++l03fb6O6qI5l769GqVJiDNQTGhuKZ3sDdZemY/qyiPZZGei1IupGC87UaJS1HRz8Koi6PRqGvVBH9FAde14Lx+sUQRBQqRV4XF6Kd/vDYlazCSE0BK3TSUZuAr2GZ2Iw61k57xfqy5sxtHahTYomwKilpqiRGdeMZsEdC6g5J44Om4NAQzyyKoMeia28u6aJNy9+iUNJi8hP38zRO42orzLz7LCnuTnlVno8NYT8zXsofHobdR9mEp1wcuOy/zGnUx3x+/rh/O4d+I2OP74QBGEwkAc89Kf3zcBtQH9ZlosEQbgYWCwIQs6/dN7/xZz1NJylm+tuG0t7Yyfzn1rIHe9e132T2bAiH3d7F5fcfz5L31tDWm4S8RkxRCaEde9bUlBFeu+TmxuFaxJwS07a3f6qhEHxcXRqvKi6VAT06KSuuhWNTkVVaSMDh6UT6BLYUVxFpMnEqMHp7NpdzYzbR1HWUENNdTOjL+yP5PGyd0sJNw95guKiY1y+dBx9xmbj8floTFTjWFLMtDsn8eoNH7HnWA39U+LoaLdRUdyEOliNS3OAkLYeGAP0NDVbyeqtwnFE43+k+cMPmM8rYQw04LI70Zt1+Lw+jCEmlny0jo2/HObaO8dTUdLIxQ9cQFNVC/Vljdxyz0Q+eHMNu/eVc++TC3n0xSXk5iTw7bwbuPTC/uzZUMiYqblUHKll3IxBbPh+G6mDM9BqlPhcHhJz4vGISmS7HY5nzCMq/HPh8yFq1ITHnLpSAUUSyHZkXwNR+v5Y3YVoRR31zvq/nfucwNEc6FjP1J492N9QT2iQnpLqFi7t6f9NnbNsM/FpwZyfmUG4WaSwazu5f1Nm+WeKLRsxqiNQeoLw2recUtTpr+gxIAW1VsUPb6+i3/gcZLebX7/f0b3+N4VIr0pFXGY0XpuNPsMzuPPNK3n4s5sZftFAfl1WwLmXDeWVhbfTe1gmWQNT6T8mi7ULd/3tsVUqBSMTkyj0WaitaCF3bBZ5Y7P59pYFWKo6eGXOQswhZq54YgYfH5rDwsaPufvDmwgMN9PZbKG6qBZVZReqJjutsXoiGnwYzktC02VHkEGKCUZyuWner2DZ9FhEtcSkrysJSnWCT8Lr9oEAolpFav9UgoN06LQq5EAzFZUdfPvOL3z87BJqG+1gMqFxSbR4PNSUNiMrFfzw3U6/vkd1F08+8hUfPvY9W35JJlBejFvyUXOghshjIxigu4jsd6wUbdpL850KHvplDh8d2MV3185m8uVDuHfaW+xaf+S05+x0OUNPQ82f87FkWe7405AjgR5AuSAIFfjLyVcD5wAdsiwXAciy/D2QAoQCVUD3E48gCKGAJMty2z+s+6/krNFwlm4Cggx8dP+XTLx6NIlZvxsAKz9ai0KpIGtYBq11bRiDDIz+U0y9uKDyLz0NgiCQbPg9RJEXG0OpswPRIeGOV+Kye8nMTSR/WykDh6XTWdjG9uIqZFnmznHDcWokImKSMSnMKMda2b25iJQeUbhlOPfqUQQ85WZ4ynAWfbKZxOk90LR6uO3+aaz/fjsRQ1JQObyEmPRsW1+I16ykb14YHgQuGzCJQ0fKEZwQFFNBeljucYPBH57wqwHJrP92G31G9yJ7cDqiQsDebmHvngpGT+xFeEQAfQalUN9gISQ6iE8f+w6PQqBTA0+/sozRQzP49sPrmTY5F61Gxa8LdyH5ZDx2J2KgkWFjerDx+204vQIdNX5BpdheycguF8gyCt9vrbD9+Qyy1wsKJf3HZp9yDgVB8Oc1HC+99Oc1pFH6DyGK7IARFHXtRKuC8zMzMUfqWbW/CIBthZUca2ulsKuF2wcPZl/bajLNgzEoA/7+C3WcVlcrSrmWZNNYJk4PxWEXEZR/3T3zrxBFkREXDSB/4xHOvXYMtuYO1v+wE4/796qQCTMG4BFEsgZncMlDF7Fh8W7uHvkkFyffwQOXzOWCWYOZcfOJ6oYXXD2Snz7f3F3OeCpGZiVi77SjzwzlqW/v5PKHp/LpwVe5KDub3a4Wbhv6OPdPeJ7VX2xEoVQy6bqxfFP1IY9+exemIAORSeEEbqqlbWgk4vZGirVuAsONaFvtiJnR4PGC14u308fWB0Owbslmwsd1jHlMBV4voiBy7TMzGDO1H0Y1TL9mGMquLmwOD4ZAA499fD0rmz9kafVcPt/1HOedm0NobBAhIUa8IVoMKVGEewRKOzsIiQqkrjaH7LRiUMCOdYdZt3AnO+Y00fVeFgnXeFGfU8beg6GYv6ni+vQH+eTx7/F12Xjqsne4LPt+nrvmg9Oeu3/k36zTIMvyS7IsR8uynCjLciJ+z8RE/I2icn+rfBAEYTTQBbQAewGdIAjDjg9zE7Dw+N9/t+6/krPhibN0c3hbEQe3FPLxode736ssaaSzspHR0wfy2WPfER4fyqFtJdz/8U3d2/i8Po4dqiEt569vBEnGPpRa9pIbPBG9WkXP6HC8YV1UVESiNfiQdEoKtpcy6bLBtFd04IsLorK5g8TwINJ6RTF/xW7ufPBiXn36S5Kv0NO2HBSiwCevrYI3ZG4U3sAnyXgOKwmw+3hXbsDj8mANaMKjEpiW9RAOnQaPWUVL/Q5UuwJ4ac4XdPWIRhYlNr5ejVgVgTIyApk/ehv8f2/bcsyvjxAUhCSDS6vj8PpDPLy/nLYWK59sL0ZOjGR9q40dz/5IvE5DdUENexfupmjVQb9Ij0Jk+y+HyBmUwuoFWzGnx+Bs6UJCoOhAFb4uK4IA+7eVIlvtCCYDXovVfxqiiEKlQHIJyMCFt03423kU1P2QPfsINz5Ah6uMZPN0SqzFjAgbdcp9jKogYvWZFHbt4PI+vbli4Q8U1TTwsHs0r/+0iYBYA1PTexGoU7OnaiWXJjx+Gt8oPwc6C4hQ24kzjiB81AoO7A1jeNo/7/dHxs4czKbFu6g4WodGp0arU7Fn7SEGn9sHgMBQE70HpbL553x+KHuLqTeP5+HL3qOiuIFe6aGsfn8li1/+kaFTBzDsooH0Gt6DzH6JmAL17Fl3hIHj/9oQ62yx8OUj32DoraPX3SO7ZbsFQeDq0UO4pLOaTSVvsnf1AdZ+vZUPHlhAv3G9GDV9IL1HZvHyL0/y+o0fYS5voV0W8ZhktOWdHNPYMZd7cUQYUQUbULRa6DexL+ZQE9vf2UPI6hQGv1zPqHkCkQ2z2PDtNkrzKxAF+PrFJST2jGXmIxex+se9LP1mFz2HZhAcHoBKrWTmjMFs2FBEgCDQr38qB9YdZeqto/l05z6UosDAaSPYsSWVnJ4iYy8azeD+Kd2f1+Wz81zQo1zgOELxlwrCRkYQereCKyKvRmpW8v6Ti3D4us5s8v4GgX+ujvh3aDDLsrxXEIRXgI2CILgBFzBd9ifHyIIgzAY+FARBC1QAs47vJ51q3X8rZ42Gs3Tz+RPfcdecm9EZfo+XL/rgV2SPl2tfuJQr0+9k1MVDsFkcmEN+T3isLm0kJCIAY4D+r4Yl2dibXxo+RZYlBEFkUHwcu4tKifEm447Lp7yxmfZ9DYiiQO7AZI4ZvGwvriQxPIi7p4/ktvu/JuHBGOIjY7CKdWgTjQzN6EOtuxxvp0xbiQ+fTqAkT0v8skacDjtavQZboJLwBheO9i58hggkg5qEMfXYDqTg6bIhxkeibLVjynCQEpbJ5sqdOG0u/BaC0O10kH0CCpX/xu3RaJCdLqoOtaHsnYBNI1IfpEWjVqIqaya4y4UQaMCsVZG/vYSQUBOSJCFLMkazzq8mWVrP0Ik5bFi4ncTcFKrKWrB5fSTlJFDV7kV22FGFBuPptPjPA/B6/f0mBEkiMjHi7ydS1Q8cz6AQNYRqexKsdLHa8tdtsv9ITuAoCjrWcXniSJKDg7C6nTz81UpkDdQ7rFydm0th13aC1JFE6pL/cbzfONS5iVBBIFiTgRTxBt9tDyJjePvfh1n+RM+BqSgUIss+WkuvET04driWtQt3dBsNABfdMJoD24qZ/8wi9uwsx2l3M+H83uxcfQC9UUffgRlUHqlh06Id2DrtRCVHoDAaefver+jdLx6P24vP48Pr8eH1eHE5PZQeqMLjkQiI1fLjzgIqnvwFn/f4Nm4v1qtiOH/YfWiKu/B5/BUUWxbvZMuiHchKJYJGjSgKKJQigXvbaesXRMjKKlouSsV4oBB1owWpZzz3Xzua9+6Zj8fuxBxq4vaXb+PzD9cS2G8rjJ5H12ITIiaCIoNwWF1EpUYRGGrmqU+v57u5v3DH+XN44K1Z5AxKJS46iIxeMZRtLqOhuIXEi3ry89z1yOMjWDB3FfkHa+g7bApZSds4XFR7gtGwrqKGTYU9eXb8cLZ9v5DDjzVTdJmOt195m2vGXcFby+7j5fs/hn9X+4kzy2k48+H93obf/n4D+Mu+3rIsbwN6nem6/0bOhifO0k1kYhhDpuSd8N76+RuIyYhm86IdIAi0NXYy+pITk9iKC6pI63NyaOI3zKrQE1plD06Ip03pJgwt6iQPNZVtBIebKTtSx8Bh6SganWwvrgKgd3IM5mA9ry/dyDX3TaLjBy3MauBQwTEs4Z1ccvskRLWKoS9N5MILBrGkeA6RcSHc/eZspCgjMT4FkenRuAMVaPUKopObcW43IUsSVpcXk6EdldlNRUE5kdGBKGUfst2BbLEgdXUhtXcgtbbiaWzF1dCCYNYj1TQgB6o57HWjSwknKcDEi49cSG5iMCqbjQ9+eYj5257EnBHDTS/P5NNNj/PZlif4eMOjbF+RjxxgZMCQVDYu3E6X1UNrmT/fIGlABrLD6e8x4DjeaOq4PoPg9aLQaDAF6P55IlVZ4CtHlqxE6vvj9h7DKTlod7f/7W4Z5kHU2ouxeNqY1acPDr2PtQdLcZpl7h46BJ1Kxc4zKLMEcPlcdDkPEGccAXgRPHtRGYexa93h0x4D/CGKkdMGYrc46Te+N+01zexbfwRLx+9dOXsPScMQaOCn73fjtDjIzopAKcgMn9SboDATW1YUIOq0TLltEtPuPp/Y9Ggcze20NVsoO1RFULiZIRfkce41o5l843hcLi/GYBP9xmVz06wJ2ENV3P/17byw/CHmrH+S93a9wPUTRpD38nn82DSPn21f8nXFu8x8dBoBiZH0GZfDmIv6ExyoR9DryfKo8QWokQQZhd1L9PmZqNoceAP0fDtvLfYOC2l5yXx5bC6bVh/i2K8H2fmYgg33mhk5p53792Tz1bE3WXDsbXoN78Gbt3zMHcOeJDRIx23PTeOl2+bz/ftrkWWZCyf1RR2so63Vyp0Xj8KeaETX5WPsw+ex47ttxCcMoUeyl8NHf28CVm+18PimX3lz/GRGRFzEZamP0/cVgZ53iVTcYOPth+bzff3XXHzHmDOau7/lv0BG+v8aZ42Gs3RzxVMzToj5Ht1XjqvTxq1vXMGPb60kZ3gmJfvLGXRe3xP2KymoIv0UoYnf+GOr7D7RkTQIdhpqOyHBiNcikZmbQP62EvoPSaWxoJHdpdV4j8eap4zNYdO2EmJ6RpLaI4bswuHo72vGV69kzg0/IooCC3bvZ3hgFAqlyKV3n8uC7zaTGhOG0u1FDjTiDFQSnORDkmJ466cnufXDK1G6RPLGCYhVZvRaJUMm56JUKUH01/srDHpEkxExKBBFUABEh+OVJFyD0nAEGMlQq2j7YTsJRjW/LtrNRXdMoqGimZqSetQaJTfdNYH33liFx+NXVqwqrqequB6rJCDaXWiMWqrLmvwqkL+FJmw2RIMOFcfbQIsiiCB5PKBUkJF7auPsNwRBDcqe4CkgSp9HvWPPP/ahAFCJGjLNgzjUuYnxqalYvW5GDE1FVAhM7dGDOkcJFk8rGeaB/3gOv1FoOUqkxkWSaTR4DoIilt5D+nd3vTwTRlzYH6VGybFD1ShVCiLjQti0ZE/3elEUueGJC7n20al8vPVJ7vngBm5762pumXMlr616hI92PYcmyMymX44w4Pw8nlp0H/NL32Hq9aMxx4RReaSad26dx6pPf+X7N5bj80roDFoe/fwWpl02DH27zAFHBzGpkYTHhxISFcS0nBx+rS6jvLCW12/7jBuHP4Xd4uSNnx/g5SX3cu/71zJwSj+8bg8Vu4oJ3NGEZXwS5h317Ne7SU0JQ13ZRqlOQ2zPOC55YAo35T3E8teX4O60ERgeQJQuj8tzlyAHNrK65kZ82nam3Dyeefkvc82zF7NlyW7euPZ9hoxMY9Oy/Txz/afkpEfj1Snx+SQK91Zz58PnIzXbWb2nmJRhPXj71k9JTh5C4bF2JEnGJ0ncs3YFV/bq211eGW/oyQ1pc8iYEsS5K81YfnHw/YQtvLXtrTOeu1NxVkb6P4+zRsNZugmLPbGkau7dX6DWawiLCaa5to3kPokMnpyLVq85Ybvigsq/9TTAiXoNGqWSXinRNLZ0MTxlAgqVRJ3soGB7KYFBBlLiwwjSaDlU7a+4mDK2N7oWmU937+HKe85h/eeHuTx3Jlc9OAmNXsuIe4ej9gl8cftCrh/zIlVlLRyzWUkxmrju5cuorevArNehjKkgVtkfgNZQDaJHxpjdQv16B0XbirjolvHo1QrU+JCsNjR4kDot+LosuIK0yBEheFWgO1KNpqAcjcNNYk4iu5btYcPXW3j11s9Ar+PW0c9x18QXWTNvLZ7qZp689iNWfrmZr15eRtqAVAYMTWPzoh1E9UwgNMyI7JNI6pOIxeJCdjhQmow4Lcc9DYKI6ngcXRYVnHf1qNObTHUusnsvwZpMHN5mkvXR/5gMCdDreBWFWqFgZk4OqypLeWjECBSiyK7W5eQFT0IUFKd3DsCBju1oBCuRun7dKpC5IzI5vLfc3/b5DOg5KA3JJ7Nt+T7S+qVga+5g7R+qKABGXZDL5Nl/3TwsMj6Up+ffxKx7J/HSLV8w594FdLXZmHbzOMpLmnjih/uYXzYXtxeqiuooP1yDQa9g7YJNWFot9AkMY/HeQ93j+XwSNVvK8TXYuP+RT0jqGctne57nlpcuJTIxlJWfrGVG9PWs+HoHCYkhzC+Zy6plzyGnmNFrzXgDNBw+Woa6y4ngk6g36HjlqveoPFJL3rl9UQUYMJi1PLHwPnSqEMZEv0GCcRwrq6+l3LIGURTJG5/Ds4vvY866J1AAdfmlVB6u4pZzXmH4wBR0Rg2//FzA5LyexPWNpcLWxXmzhzFkci4fPFhPgMFGZXUZH+XvxifJ3JJ7okFoVAYxK/EZspP6M/JniOtn5OAtDWc0b3+LBMI/LPx9nupZ/j/mrNFwlr9ElmVKd5Uy8pIhfPr4d4REBXJgUyGjZ54YmvC4vVQW1pOaHfu34/25VfagpHj0ITrS9dFoIt0U19ZwZF8FHreXgcPTCfYq2V7kD1FEhJlJjAvhm7X7CEkIIndYOrVL3VT95GDMlFwOa2zcOmEY87c9wYNvz0ajU2EL0bBr/k6++XgzUpgaZ4ebXr2rKPigC1mW2ZB/jMAgNQ5vF7k5g4hICGHj99sZOrU/qX2TERUiNrsbb0Y07jE5CGYjelFGXXAMqb4dn91JY3Etr614kKe+vAWps4trn7iQaTeMxmuxcfXjFzF2xkDGT+3HwX0V5G8uRJIl3HotA4eksmnRDlpa7NQf9X/GlAEZSHYHICN1Czr5/3v6fJJf1EmW6T+h92nNn6DqB559iIKCCF0uwSoHJaeR15BoyMbhs9DoLGdWn97cN2wYwxITsHraKe7aRW7Q3ydh/hFZlqm2biVU1xeFqOnuN2Ewacnsk8C+zUWnPRb41T+HTelHZGI4cT3iaDhWR+2xRurKmk57DEEQGD65Lx9ueASdQcNNY55n/6ZC+g7P4Nfvd7Lys420NXQSkRjBjS/O5KI7JpG/4TBXZ96JZ8UR8lsbKD9czZIP13LdwMdY+PYqxscmk3X/MGbcPhG9ScuaLzYwM+ZG3r7tE8JTY4hKjWTuhieITAwj0Gzg+uEDUUyIZ3BgFJahEUgOF/qyZqxhJsS4cKY/eSm9R2cj2ew8vfgB9Cbd8XMX6Rl0KWOj51DQOo9tjc/hkfzNzGJSI7n59dl8WTiHKbOHIlusrHnnFzrxUVbcgNcrce2IPLwGJV9/vJ7LH56CIJqJDXaydc9PfFywhznjJqEQT74liIKCsZFXcF7sTSQ81sSEl/5ZNvy0ORue+I/jrNFwlr/k2zd+RvZJ3PDSpexeXcDIi4fQWtdGn1FZJ2xXUVhHVGLoSd6HP6NVGAjTxFN9vFX24Pg4HFqJ2uo2glLUOBq8RCaEUFRQzcBh6dhK2tlRUtW9/zkjs4i16/lifz6z7hjP0vlbWfX9LsZc3p/NlZVckJnpV33sFceM28cjhekIc0Fds4WuMAWS0kdwoIVDP3ey8rMNFJU2kNUnEMsBkcHn96ejqYtVn61n2IUDsDrduNNjcI/ujS7UjGrbEZQOCXtRJbe+eRW/ZUi2N7ZTsq+cAef2ZfDlo/jg7s+JS49C8kk0lNYz7Px+XPHA+Uy9ZQJidCj3vnsNxcWNaH0ezBFBdLZZcbZ2gQAFO8v9oQm1CpXsD2cIgoggCkguD6JGjVqtQKE8zad8dV/wFCDLXiL1efh8lTS5mrB77X+7myCI9AoYxYGODYQaDNw8cAAAe9tX0TNgGDql6W/3/yM1jmoClB2kmsYhS3bwHgaVP2dm4Ngsdq498xDF8Kn9cTs9lORXgiCQkhVzkrfhdDCYdNz0zHSenn8Tyz7fRG1ZEwteX8HPn64nc2Aa0ckRTL1lAiNnDObRr+/i+/p5XH7lRHB5uWbGy3z5wmL6DE7l3rev4PYp41hTcYw1X23isvibefOmj4hKjeLtbc9hiApl9r2Tupu6AczK7U1jsEzzphqkPpHEZYZiMhmI8Am0RgZy3mUDWfDUd4y/Zhyx6Sf3GAnRZnJe/BcArKi6ilbn73kJBrOOKbdM4KvDr3L7o1PA7cHnk3j6ho/ZuHAvEQYDdSaZz15byQPzbsBWD4WFJTw1bAwxpr+Xh84wD+Sa5FdwxJ26l8mZcjY88Z/HWaPhLH/JD68vIyI1ivVfb0WWZBQqJaNmDD7hxw9OblL1dyQb+3TnNfSKiqBT7eFAUR3jRg0CO8hxOgq2lZCUGo7OJnO0uhGb0//UPXJIOo5qO/P37sMYYWTs1FwGjenJto4GxiYnY9b+XvGRX1FHRnQo068fQ1uHnejYEAyJDpr3mgnPjOe1x77G1eJEbagmQpHOwc1HCY0Jpqa6laXbSigJCyI4NgTNlsP4dhQhiv48Bzqs/Pjmcsxh/h9Xn0fim1cWA3DurOHEDcnmiye/IywmiO9eX959PpddNZyCfZV8OW8DGT1j2PHTHkJTooiMMiNLMom9k2hvtSE7HIgmIx7770mQCAKSx4OoUhGTePqKfIIYCIoo8BYRpc+j0bGXREMCZbbSf9z3N1lp6bjx4pM87G07vW6Wf6SgYy9mRRexhqHg2QPKbATRX2EzcFwWu9cfQZLOzPecPSQdu8WBzeIgJi2atqpm1i7c8ZfS3adDWk48c5bfR2qPKLrarARGh7J//WHueueq7g6ZR3Yd45VbPuWzF38isktB0nWDeOyzGxFlifvGPMUD2Q/gLGnl2VcXEBQZxKvrnuLtLc9itXvpbLcxYvKJOUBBOh0X9epJ2AXJRLQJ9Hh8Ijc8NQ3r0UY0GiU3X/k+6gAjF952zinPWyXqGRLxGDkh17G27i6OtH9zwjUQRZFJV47ghTdmIagV7D1Qx84v1hPeYMeXYmbtz/s5ml+FZ0wu5ZWBpDYXnvJYf0RhM3HgkcB/5VKfmrNehv8ozhoNZzmJysJaLC0Wrnr2Eha9uYJeIzLZ8uOuEzpa/kZxQdUJTar+jj+2ylaKIllpURwqqWPa6LEIXpkyXxP520sRBIHBQ9OJ0OjYW+ZXjY0IM5MUF0KOMoQv8/O54ZHzueP5aXx/6CAzep1YY7+7tIb+qXFogk24TQKedhcZPdsxtKXTMzuaXjcPQWmVESKPcXC5jeXLDtCaEElH7yTqiusYF27knL4J4HAh+SQ0idHIDS0gQG1JI7l/EFfa8sMuPB4vfQYlU9do5akfH8BpdVJXUk9VUR0AOr2a628fxw9f76D/4BS2LNlNbU0HVfllAKQMzECy2fyywRoVku/4L6UgoDGoQZaRFQqGTDrx5vOPqPqBey9mVSKS7CVFH0aJ9Z9DFGHaOIzK4O5GY0e6thKmiSdce3rz/BslXesxqBLQKoOQXdtOaIUdGRdCQLCRovyqvxnhZBQKkaHn9yOhRwzm8EAqDlWi1qg4vPOfjaFTcWRHCduX7mbizEGU7i1DUqs4uq+cDT/u4q6JL/LqLZ+QPSiNL/a9yOxJwzhgbaX3qCx6j8pCqVbR2WIh6HAXzgFh2DqsbFm0g8Pbivj6rdVcetv4kwxtgKv751IgdRBa6+Wr7ft5YfE6Rtw2HLGkmY4gPb6QQBIz/7nfQ5JpAufGfUKl9VfW1d2Dw3uiUGH/3CQCEoKQRBF1VChJpgBs7TZqU7Q8fed8ipxtNLUGcmzf+1QX/71qKMC8pxczaOzphchOi7Phif84zhoNZzmJt279FFGjJjEtguaaVoZfNBCFSkHqca3/P1KcX0naaRoNsboMWly13a2yh2clY7e7cTg96MNAdHopPliN0+Fm4PB0lK2e7rwGgFFDMwjv0vDZ3n3YPB4ONTfh8voYGHtiPsXOkmoGpsWxZX0htlQtXY12MnqWccnlt/Hr11tpC1CjRMat8JA4YDSunlHILi/ao41Ury9CFtXs21RERGI46HV4BQW0d4IsgyCw+YcdKDS/NbeCW/o9hFqjoveAZGrrOnln+/PIssSzl8zpfvobNS6L6ZcNIlAJoQnhiKKItakDBDi4p6K7Jba7w4rkk47nMxwXihAAhYJxlw09o3kU1LnInr0IgkCkPo9glYsSyz8nQwLkBI3mQPt6ZFlmZ+syBoRMPqNjWzxd+KQyUk3j/G/8RSvs/0mIoq2xk6qiemSfRFpOHGu/O/MQBUDZoSqemzWX+z++keojNahNOjL6JPLU5XN5/9HvmHTVKD7e+RxTbxiL3qTlkpG5dKo9zOxxB69e/R6iUsnj39/L9wsexzs4kkd/uBetQcPL137A4Z2lHPwln31rD+L1eE84bmxAACOSE8mY0RPTpjZie0Wx19dGe5YOZauVtnAjl7//NY8t+4WPtu5mzdESChubcXg8J30GkyqGibEfEqxJ5+eqK6mz/d4FVBAEZswchAyMvmww1btrkI1qRgxNoylNhXFuGUFaJWGZ8PwVr2Nps57yWu3fVMjBHaVox5y+muc/8U9JkN3JkGf5/w1njYaznIDb5ebw1kJyJvZhwfOLMQYZqDhcw9hLh5yUke50uKkrbyapZ8xpja0QVcTre1JhOwjAkMR4JJPI0dIGsvtG4WlQo4jRc2RPBX3yknCWd7KlsKJ7/1FDMzhYUM2gmDgW5Ofz/cFDzMjOPuG8bE43JfUtJAYEcPRQDSHJQQiij9AAPZGRSVzzzMUcOVyP3qBmz8c9iAoy8foD56M+Wsn5F2RjFL3+zpnVnTi0RsS4KKSWdv8TP4As4fNIaHX+1wqVSMXhauY9uIABozLZtbGQiPhQJl49mqqjNcy58SN8PglBELjhjgnsW7kfc3QoUb+FJnKS6GixIjtdiAYDWpX/swiiAkEUcXbZEdRqRGSiksLPbDKPexpkWSZKn4csVVFpr8AjnXzj+TPZAcMptuym3FaAw2shzZT3j/v8kYOdBwhT2UgwjUKW2sBXC6oT9XEGjvvXjIZeQ9Npa+ikx4AUAqNCqCuqZvOyvbgc7jMap6GimccveoObX53FrlUFNNW0IQFVJQ28+tP9nHPFSD59cRkrv9yC1+tj29Ld3NbnfrTlFpoSjNzzyc18UfQmgyf3I8YUQHJgMPXBcOXTlxDdJ5Ur7j2XyIRQPn1kAZdE38Cr17zLjuV7cR8PuV0/MI+VdeW89/KVPDJ6MMKrW/j2yWtJ1WoRFSJsaqFHZBhtNjuLC45wz6IVDHz1fYbP+YjZXyzk0eMGxeqjJRQ3tpNhvo6hkU+yvek59rXMxSf759msVCGrRA4dqGXu8nsJcsHapkq0gyIxhgYi2yRWbowjZVQLt1wxh61lFawtPcbSw0f5en8BH+3czavrNnPngiX4rs3g3R07/+aqnhmCLJ/Wcpb//3BWEfIsJ/DVsz+CIDDttok8M/lFpt19Hqu+2MhbG586aduyQzXEp0d2S+ueDr/lNfQIGEJmeBhuA+w+XMXoYQPZvW0JLSESuzYXkjs8nf6ZCazuaKWp00p4gJHwUBPxMcGMNMXwyt6deHw+Vl115Qnj7y2rpVd8JHu3lGJMCcApKdDHOWnYaSLfV83SozXommWC4h0MGumhZO42bljzKKExwcSkRuPq2IizoZXBQ5IITonip1VHEDotSMGhiBoHssOBTiVia7ej0qsRBQGf28X3r/3EzW9exd4tJXg9PmY+MIVfF2zhyPZiXpz1Ng9+cRuyJLH9532oY6OQWv1u5MT+6VQt2gmCjCHUjLXyuIv4eD4DXg8Kg57AYMOZT6YiDpDBV0ukrj97W+YSoR1Apb2CVOPf6zgblIHEG3qwuPp1hoZNP6MyS4BDHesxiwYC1AnIjp9B3R/hTx0xM/ok0N5sobG6jYi40+80rFAqGDI5F8knUXawmuJdpfSa0I+dqw8wYurpGTcdTV08POUVhk7tz5J56yjaVcoFN41j7MVDeHTWeyT1jCFrQAqjpvbjhas/4IM7PkZARmfUMTQxmcOhnYy++ETPyXkpGfx8rIiwRpnGmjam33wTSpWCmQ9dSFNVM1sW7+L715by0uy36X9OH4ZdOJCUoGD22pv5ZdZn3Pn+DcRlRNNe38HgoWlsaWpHebCTh64Z2X0MnyTR0GXlWHMrJS2tlLW0s+lYBbWdnTRZbGjVKsJMk4kOK0HmIURvLkUH2zHE6qitaOWarxfRHqnA6ZSw2ezUTjKga/JRW9sDVV8XrR6RW9/6msSkSBISwjHrtRjUakp2lRNrNtOh9jE8KYGy056tf+D/ZUXIs/z7OetpOMsJLPvwV1TBATQcqUKSZBKz4ohOjvjLp9ySA6efBPkbScbelNnyARAFgdSkMPYcqSIrJxHRDcZgH1s2+p8+Bw1PJ0RSsqP49xDF6GGZlBxsYGBsLP1jYogwntjWeFdpNf1TY9m09jB1gV6aajqICLezcmkCz762nNDUQDQmNUHpRxmYPRxRFPjx7ZVcdOckNizcTnpeCoe2HCVnRE+2bSklLT4QqaEZT009stOFYNDjNgcihoXgFZW4nB4MQQYEUeCDe74gQK/gyP5KopMjiE2PRkLA6/Hx5IWvsmnRTiLTowmLCqCjrg1BFDi8vwrJagMZXJ1WxN+MBcAQoEeWZGRRQc8Bpy/b/BuCIPi9DZ59GFQRaEQzqfrg0yq9BMgJHINbdtEnaOwZHdcreWlz7SXe6L/Zye7tCOqT82EUCpH+o3qwY+2hk9b9E8On5lF+uBqFQsTr8ZHeJ55fv9t+Wvt2tli4Y+yzOFwSe9YfofpoLU8suI2bX7yU9L4J9B6Szq8Ld7JzxT5enPkGTUVV/v4hAWbGXDueu2afQ5PBQ0116wnjTkpJ55fyY3w5dzWX3Doepep3Qys8PoyL7jyPNzY8w2eFb9F3TC9WfbaOupfW8erydQRdkUtxnIqnflxN26gw5KnxCGaR977dwrQ5nzP50y8Z9cEnDJr7IePmfcaNS37ig9172FZbRafPRUSwiUFp8fRLjCE2OByfaxAedwRK3To04fU0JgjIMnTua8Gq9xAoaLgxM4eYfAfRVRLaFpm1M35m56MXkLO2nbAvS2i4ayWpOzqYqAjDuqCQKTMG40XikTGjzni+TsXZ6on/PM4aDWfpZv/6w9i67IyaNYJFb60go38yO1fm/2UCJEBxfhXp/yDq9GfCNQm4fY7uVtnDeqdQXd1GWIQZtUqJ4BJoqWzH2uVgwNA0XBUWthX9XuI1ckg6W3aW8vToMbw48WTNgF0l1fSMDOPIoVokgwKx2ktloZ4RvTPI8sm0mrxILonwQVaWPrKTez+6ge9fX05sejStdW30n9gHrVFDbVULLVY3Nz18vt9VLEkEB2qQmlvx1tTRo3cMgkaDIioCj96IYDSg0muo3nqQdYv9KoXT7jyXpqpmZj8xneDIQF679n00wQFERJhBlonvlYil3QpuN4JWg8Lnw+f1+b0Msox4/KYjqJQMnZx7Rtf5N4TjIk8Akfo8QlTO0xJ5AuhhHsx1ya+jVRj/eeM/UGotIUxlI8U83v+Ge9spW2H/qyGK3sMzaaxsYcS0AWgDjJTtO8bhnaW0N526mVJHi4X5L/3E5b0ewCfDXW9dSXR8COddM4rBx5NMZVkmIzuaeU8u4oVZb9NU285lj0xjYd1HfJ7/EtYuJy9c+C46Qcl3a/acMH6k0USc2shhZxtjLzq1xyMoIpBJ14/jxZWPsXjjK5ybmY5hYBwNFiv1la2kxITRJyaKW28fD1ol7mU1vDhxPPNnTmP1dVeRf/etHL3/TnbfcRPrb7qWZVfP4tvLL+GTGRfy0fQpfDzjQr64dDpfzXyA7JohXDXiIHPvtaDSKaHQyoWZPXC6vBS6LeiHRlPRU4FXkvjy5yR2V8yl1wvnUh0kMP7x82ltt/LYzLkERht4dcc2nh8/DrXizLxOf8vZRMj/OM4aDWfpZuHry9EGmcjMjqWlpo0Lbz+X3asLGDHtr2WD/Z6GM0uKEgSBJGMfyq3+zPxx2al4JYnGFgs9c2JwNmhxRalYvmYvoeFmEvQmth4p704oDA81kRgXQtHRekL0JzbI6rQ5qWrpYNvqo9iC1QiVbpRKuPNpC/c8eCGlB6rZfaiS+AQTkaY42qvtHNlRwtVPz+D1G+dx/k0TKM2vABlWLysgzKiipaKZtNwkANrqj/dukGXc7RaEri58NfWITjuCUgHBQYhhoaya9ysHd5Yy/KIBIIgsmbuae+bdyC1vXUVNRStHNvhzOuL6pOBp7wJkDBFB+Ny/t8IWFCKWFgsoFMiCyODJ/c7oOnej9nsaACJ1eSDVUmotQZL/ObtMFBSEac886a2gYzMawUuYNhvZWwWyC5R/LQiUOzyDwn2V2CzOMzqGQqlg8Hm5aA0afJJMwfrDDDqnNxt+3HXSthWFdbx513yuG/g4677bRlZeMvMLXqa2uA5rp4MrHp2KLMvsWVPArQMeYsEz3+H1eBkybQgLjs3lkvsvQKvXEBhi4r63ZnPvm7MwVjpYtCOfptoTqxV0By3oxseiUp9e5NcUZOTVKy/kpUkTeXTsSAK3tXDT0IHM7JPDJQN68/wDU+kwqvn+mZXEBwYSrNehUZ7e2FaLk/U/tjIx5hMUgprQ7BZEGaYakxiSHs+0rCxW3n4VS6+fjc8gsmphNLlBO1HoBcKnZfPOoQI+De6g6toUdo414Wqw8vhDX/D+gjWndfzT4bcul3+7/NuOdpZ/B2eNhrN0U11cizI8hP0r96DWqXE53WQNSScw7GTRF5vFQVNtOwkZ/1wW9meSjX26Sy9TQoKRzQq2FJTRu28aBpUXVaTMijX+G92oIRlIXonSht9dwaOHZbB+64lqgh6Pjw9+3IJg87F5ZylilIquFEhK9xJnHoRGp2bETcORWzzEpcgkGLK4691rmPfItwy5II/AMDOWDjt7fznAiEuH4tRqyesTy9Ylu7jiqUv83S4lGb3JrwdRsreMm9/051M42ywobDbkpibioo3IkszDM+dyw9iXiOiZwPrFu7F1OTBHhZKaHUtLdTOCIHD0QA0+iw0EUP2xLE8QQRSQPW4UGhUataI78fKMUWaCrwZZ6iJS349292H0Sh31zn8ur/tXqbZuJkyXhygowb0d1IP/UtYZQG/U0rNfEvs2n55OwB8ZNiWPfeuOkD0kHbfLS2afhO4QhSRJ7Fl7iEdmvMnDF71BaEwQQyb2IiwygGcX3klpfiXfv7mShz6+gQObjnLH4Ed44bI3qSlp5NzrxnPD09Oxu2UMf9G5tffQdJ69Zzpd4QpuOedVfvhgLV6Pj6L8SsTd7RQJFpxe70n7/RM2i4Oyw7VkDfy96+SwYRmMGZjG5pIaVnx9euGX3/hlRQH9B6cSHhpGp3U6rh56kGXmf7mU/qmx7C6tBiAzLpy8vkm0B0ZRWaxhsKuAL266lCdS+xD31mFuHdAPtVHDA1PG02NEBpuO/RvFnc5WT/zHcdZoOEs3WqOOIZP6smPZPiZeMZIN3+9gzCV/HZo4drCG5J4xp69Q+AeSDDmUWwuOt8oWiIsPZnNBGT2yY1FLSoJCBWoL6nF4PAwclo62w3dCXsPIIels3XUMt8eLy+Vh0fJ9XHrjPDYeKmN83zSUzQ5akgWinDrCk6qI1g8CQN03HFWrFzGohnhDTzL6JTNqxiDmPfINd793LavnbyJ3fG9KqzoRLFbaa1rZvbqAnJE90B5vF+52/X4zOLKlyC/6JIOoFNHqtfTMTUKNF3dtI5GBGnJHZyFptMwe9DQfv/ATYWEGkCG2VyJuuws8HhAVdNW34nV7/QYDMuZgI7LXhywqiUv5h1bYf4MgqPxVC579aBQBmFRxpBsCTjtEcaY0OhvRiU1kBPiFiWT3tr/MZ/gjA8dl/UsNrPqMzKSurInRlwxBoVVzeMthOlssfPXKMm4a9jSfPPMjoy4awBf7X0SUJEr2V/DUt3ficXl56ZoPmHzNSF68/E2eu+QNKovqGX3pcD47MocbX76cc2cPo3BfBXUVzX957CHJifiClAy9eij7NhzljnNf4aNnlzDr6jH0DA1nY1X5GX+eg9tLyeibcJKB+Mh9kzFEBvDmaz9TXlh3WmNJksxPP+zmgml5NFgtPLbpV+6ZehNKUUHZYTtW+Xt2lf5+8599bn98SpH9hbkovYt5/d6vOZJfTUpeEu8V7OH5cWOZPTCX16+fxjdPXH/Gn+2UnA1P/Mdx1mj4f9g76/A4rquN/86CmC222JJtGWVmtuOQgw5z0gYbhialpJA2TeFLm4axbZjjoOOAmZltybYsyQySLYbd8/1xZ6WVLNuyI8lKs+/zzKOde2funL2anTn3wHt8qEdIQicCbS5UlXGXjWDj4i0MO7t5QqHNq7bTNefEgiA9CPeLIdAeWl8qe0CPFHK37qFrj0SqipWqCieOwy7eW7qKrOxE/Ipr+W51A3lPTKdQ0lM68Zd/fcUlN77AslXb+f1D5+IX5U+SLZCYbp0IivIjoKSO5MwKwvyMiX3pzp34qQNXzCaSg3oAcM1vLmTN3E1s37iTmx+/ktxVBWzadpCemdEsnb6C1B6dWfXdeqbcbOInXLUubA7zs5n17nyyR2UDSlV5DaUHSvnu7blc8cgliE1Y/e1q/N01dAqyEeWnXP/zs1n5hbGgJPZKpWp/MaD4dwonMMCJ2+U2VS0V/IMNLbfd30nfkd1Oap7r4RzQOK7BUc3mFvI1nChWlSwi1F5B5+ChqLqheiH4Nx/P4MHg8T1YMnODqbFxAnA4HQw9M4fS4nKc/k4WfLqc826aSO6q7dz62GU8PfPXnHbZcGa8NpevXpvDox/dS1BYIL+9/J9Ullbw0ROfkr9hJ0PPGcTzyx/n9ievp1NiJAABgX6cdulQPn11TrPX9nc4yImOY1b+dh598zZGn9ufDcu3s2VNIZM6p/PZlhOrqwGwfPZG+o/JPvJa/k7++OsLqE2L4J5Ln6bscOXxx1qyFf8AJ917J3HPN19wde9+DE5Opu+ANNTh4PCKOHYd2s/aPbMA6NE1AalSXtubRfdeB9i7czOLZ24k5Ma+RJcLm547OR6M46EtAyFF5GERURHpZe1HicibIrJZRNaJyG+8jh0qIqusvq9EJLYlfT9G+JQGH+pR7efPwvcXkpLdmQ2L8hh6Vr/6FXZTbF554pkT3vCuenn24GwO76vA4bSTnBpD+T4H7kQHb386H5tNGNUrg9Xbd1Nb56o//4Kz+6Oq/O23F/HHX55PTHwYew+Xs2VxAftilJLKSkoPVNO3m6mV4VZlyaZCwsL8kbpa9ueaGgyBIQHc/sQ1PHnnqwyb0p+glFj81E1WryTsdhvRnaOY+9FiLr7/HOOiUDXlswFXnZuw8CBsTodF/GQjJDyEwzv245+cSFBoIO/8ZRrZgzPYX3SAmJgQdm/bg4iwee1Oag+ZktgRseFUljVQR4vdRvGeEhBBxcaYCwed9DyDCYakxigrCYGDEd3RZpaGzYe/IdSZhdMWDHUbwRaB2I/twopLiqJTbDgbV+Sf8PVGnTeQ+Z8sZ8JlI6iqrGXQhB789vWfkTPa1CKZ+/FSXvvTR/zx4/vZmbuLG/rez5p5m6k6XE7OxL48Of8PPPDyrcQ3kx109jWj+PrdRUetxnl2Tg92+FWxo/Agm1cXcc39psbEl3dOY0ZeLhU1J8YbsXzWRvqNbl5B7JudxNmT+1IWE8R9U5+krtbV7HEefPLeEs6dOogXVi2l1u3iNqt65cix2YSFBrHsCzc5aXG8v+o/LN33D/z9ITkxklFde7B0e0+ye6yk18V9+HDDBn6WM4jVczfxyQvfntD3aRFUW7adIESkPzAU8PalvAosUtWuqtoTeN461ga8Btymql2B2cBjx+v7scKnNPhQj649OlO8q5iL7jmLb9+af9SsCTBBkCdraQCLr8GKa8hOikP8bMxbn092nySiw5XOXZyUrD9AXvEBxozOJqBOWLW9wQ8/fmR3fnXPWXRJiwEMdXTf5Hg2rdtBXnglQ/0TSEitJCXMuCY27t1HcKWN1C5OYujCG3//on6sQZP70m1gBv/9w4eU2p3Yiw8z94PFhEQGk7sin4WfLCM0MoS0Xub7esh5AFbOWIUbmyFuFNhbuJ8vXvya3qO6M3DKICLjIpj59gLqaup47Jp/gULn3qnYRcFiCSzdU0ygRzkTAZtQW1aFzelEbEJWTtpJzzMAzn5QtxbVGmID+1JWu506dyUHaw4c/9wTQJWrkpq6zXQNt7JaahYc18rgwcm7KHpQuHkXk64YCXYHH/7j8/q+VbM38M87X+Xa31zAEzc9x6/P+ws7tx8ke2Aaf/36N/z6zTtJ6X50YrK4pCh6Dc3km/eODK4EGJeRQUW8gw9en8fGlds57/rR3P7YJfzuyRsI2l3Ljfc8y85tzbs3mmJP0UHKDlWQcQyitFuuHkNwciT5+0v5y92vH7Xexu6dJaxbXUjMgFheWLmkUfXKAcO64KqspbKmlrSAeLRkKqW1O/iy6KdkZYXSLSKKt5dlMfm8ImYE7uf2/oOY9uRMskdm8/rj01j+3Yn/j46JllgZGr5mkoikNdkimg4pIv7AU8AtXm1ZQB/gH/WXVvXU+B4AVKnqXGv/WeDiFvT9KOFTGnyoR/meA4hN6NInlX1FB+g3rmezxx06WMbh4nI6Z5y8lS41uDdFFRvrS2VHJ4QyY9kmsnslESxBOELdBOZX8+a61fQbnIHsqWL22qNTyizKLSCy1kF8diy2cDudq/3plFZIfJDJOlhYUESsK4Dw5MMM6zWWdYu2kL+hwT9885+v4PP3lxAaGsD9T15D8b4yBkzO4UDRAcKiQ1k7bxOXP3QBYCL3nf7G2lBXW0dgaABxaXGo221cC0F+2MvLcMZ2oveobDolRFJXXcO+AvOSju2aTMUe45qwhwTjrqqm/HBlPXV0REwYWlcHDjsRUcFHDSJsKcQWAvYUqN2AwxZAp4BudA0OazFfQ0ux9tBqOjnKSQsZD2DqTRwl1bIpTpZS2ulnXBSblm0jKi6MWe8ZM/qW1dv53eX/JCYulBfu+w/b1hXhdji55J4z+fvXvyGzhYrYudeP4ZNXZzf7gk4MCyUuJJjPv1vB1JvG4x9gYhGyB6Rzz9TTKO0RxN1T/sYb//clNdXHZuH0lOe2NVOa2oOgQD9+eeeZSPcY5n+3gXef+abZ4z77cCmjz+jFA7On8/DICSSFhtf3xSVEENUpBEeoHwWLi1i+dS9jE/5MZtgUajp9ytxlC9j9MZQ5nAyM3klsoZsnP72HkuIKIpJjeOyG59h1lDiPk8KJxTTMAbY12e5qZtTfAa+par5XWw+gCHhRRJaLyOci4nnApeBlkVDV/YBNRKKO0/ejhE9p8KEeeQs3M/bi4cz5cAljpg49apBj3upCMnslH/MBdzw0LZXdu1siazbvpHuvJCoPwI49Thx1yvsLV+IIcJAd04mZq45elGhxbiElmw6wL9aNn9POzm276dY9xJjJgYUFhdQV12KL30qXyL6cf9N43vy/hlVpRGwYwRmJVG7bxZAzcug2MINlM9aiKAFBfsz9cDFjLxmOw9+Bq9ZlghYxLorasgoqyqux2W3YHDYO7Chh1VcrWDprA3c/91PCokMICgtE3Sbwc8vG3VTsM6l60WmxqMtt+ix+htAoU37aEeBPZu9W4vn3GwC1VlxD4CCindWt7qJYWzIDf3s0wc5YVGtMqqff0Bad27VvMqXFFewq2H/C1x157kDmfLyUc26aREVFLR8//SV3jv0tdRVVHNxziISsRLoPz2bY2f259jcXntDYfYZnYbMJK+c2P1dDYhM52EnpM7Jro/Yzs7qx1a+Sxz+7m9zVBdw26TFWzTv6fK+YvZH+o7sfV55BfVMZPaIr/j3ieOuZb5nz+cpG/TXVdXz56UryMmvJiU3gnKwjxxw0PJNumfEUrNjFvsNlHCitoFvEVM4beBt5+Qe58K/7+KCgG1f3y+f9l2azZ0cJD794A+MuHEKdw8mff/L8ceVsKcQN4jrO1hDqMgpIb7I90Wg8kWHAQODpJpeyY9wVr6pqf+BFYFqrfZEfEXxKgw/1sNmEc289jW/enHdM18TmlScfBOmNjJC+bLXiGib078q+nYdJSI6iuqoOm9rp3COUoPxqvs7P47Rh2RSWHOZw5ZH5/LuKD3O4spqda/ewLqSUCzN7kL+9lIE9+wBQ53azZFsRJQfLCY0rI8ovkbOvG83q+bls32RcHkvn5xESGUxMRCAfPf0Vv37rTg7uPUyXnHTy1xUy90PDtz9gYh+cfg78Av2w2Y0FwOG0U3monE7JMajbFLWqra7DUVnJtty9/P6jn+P0dyA2IalvOiEhfuBygQg2txu7hznQZkfsdor3HjLWBbudARN6HfF9TwbSJBhSdCebW1FpcKubA1VLSQkZaxpqV4E9HbGFH/M8D2w2G4PG9zgpF0W/sT3YvmEnYy8ZCjbhmQfeJCDASXxaLHf86wam3juForw93P73q0/YaiMiTLl2NNNentVsf/m8ndRlh7NofmOFNjIgkH5xCaypLebhV27k+l+ey9/ueo2/3vlfSg6UNjrW5XKzYs4m+rVAaQD42bVjqQ31xx0WwBMPvsOG5fn1fTO/XkfAgEhWluzht6ObZ/IcODyTqpIqNMBOvCOQpVtMJdmtMw9TWRJEXpmNxLS9dI7LZex1PXn83jepqa7jktsm8ptXb6ai6sTTSY+GEwyELFLV/CZbSZMhxwDZwDYRyQeSgOlAJlCgqnMAVPUDIEFEooECoJ6lzmpzq+rB4/T9KOFTGnyoR2RcOHU1ddhsNroOSD/qcSdDH90cvPkahvRMxVbhZv3uPXTvmURyjD+hiW6cWyr4z+oVjBzdHf8yN4s2Fx4xzuK8QlKCQkjqGYcrBAb6xxEVX0Z6pFnlrt+zl2iXP0nJAaSGZyMiBAYHWNYGE9vwzn/mccnVI7jzX9fz1l8/obqihgmXDiN/wy5cLjfuOjebl23lil9dSG1NHdUVNXj4karKq6mrrSUxI47opE6gbmqraynJLWT+jLXEpkTz8Dv3YrfbiEiJp2LPQRPc5bCzb8suozR4XmY2oXRvCdhsuBHGXDD4e88zUE/ypKpEB/Sgxr2fkprdlNeVt8rw28vziXAconuElWpZPR/8j51q2RQn66Lw83cy5PQ+LJm+hl7DuhIaEcTPnriWZ5b+ibSeyTx9/+s89PJNBIcFnvDYAOMvHMT6JVvZ3cQKsj13N7tnbacuzMGMWUfKfXZmNz7NM1kUwyb34bmZvyQ8Kphbxv+J6W8uwO02N9CWtUVExoYRnRDRInlCgwO4/+ZJaNdo7P5OfvvTl+otNO9MW8TqlHKemHgWoX7+zZ7fOyeVwvx99B6czuHcYhbnFbJ3x0He/udXxKREsHjZAEYl3s/CulAk+3WSMmN4+XFjlcsZnsWfP7y7RXK2CK0cCKmqj6lqoqqmqWoaxiUxGfgLUO5xSYjIaOAgcABYBgSKyEhrmJuBd63Px+r7UcKnNPhQj8nXjLECII9OxgOwedX3C4L0wJTKLqKyrpTAAD+CwwP4YulGsnt3JsIZyb66SsJ3u1i1Zxe1oTaiXQ6mL9pwxDiLcwvRXZXsiq2jc0gYBVsLScg4SJS/MRkvLCikM0F0SqkmxUq1BDj7ujGsnLOR7z5byZ7dhxgzqRedu8Qx9Y4z+Oedr3LDHy/D7XLhHxyI2+1m3kdL6D44i5CIYJwBTvyDGvLpxWYjf20Brjo3NrsNp7+Tuto6Zrw6E4BeI7vz5MI/sn3LXoq37wEgKi0O/wAnpQdKTdaEKlFx4WhdHeKw4/SzExEd+r3nGbAyGPzAtR2bOIgNyCEzKJAtZUd3+ZwIVhR/g584iPSzCmG1gJ+hKfqP6sqmVQUmvuMEMeq8Qcz5aAmPf/kL3i54irEXD8NV5+axG57j0nvPomv/oyvBx0NAkD8TLx7Cp/+e26j9rX/N4MLrxjAqI40iZyUF+Y2VisnpWcwr2k6ZlUURGOzPTx++gD+8fitfvD6PBy78B9s37WL5rA30G9UyK4MHIwdn0q9PCmH9k4lOjOI31z7P0oV5LE0u5bqcgfSPTzzquX7+DnrlpNK/VzIcqGbu2m08/ct3GX/9SAqd5YyOSCY9bDxnJT5I5857iL76c1YsW87imea3F9kM2dvJor1qT6gJSrkOeEVEVgF/Bi5QAzdwFfCMiORirBUPWucdte/HCp/S4EM9hpyRw6z3FzHu0hFHPebA7kPUVtcRl9zpe1+vaanszPRYlqwvoHuvJKqLhd27QwkKsBO4R3lnwxpGZKezeEtjS4OqsnBzAYc3F7M2tJQrevZl2drN9MyOxWRLwYLthdgOu/FP3ElKcIPSEBQSwHk3jufFJ75i6hXDsFv8CxfeeQbFew6x8rv1jL5wMIhw+EAps95dgIgw+qJhqMtNbU1dA8etujm8/xABIYH0HdeT2upaQCjJK2R7nlESCvIPEJcQDm4XYhOiYsOpLq8yEeRiQ4FOSZ1AFUdQAPGtMMeN4DegIfUyaBAxfjXktpKLorB8DrGBgxAR1F0GdZvB78TqZQQE+dNzYAbLZp84O2T/8T3ZtraIkn2H62Nt/v37D4iICeO8Wyad8HhNcfY1o5jx9kKqKkz6ZdGWvSyfs4mzrx7J2PR0nNlhzP52faNzwgMCGBjfmW/ytzRq79Irib99fA9jzxvIA1P/yccvzaL/mBNTGgDuumE8e2trKHW5iE3qxG/vfZWIqGBuH3j8OJKBw7qwc+t+YqJC2XuojPyi/azpogzvk8G+okMABAedyelhDg4VBzDqsfm88c5TlBwoO2E5j4k2JneyLA5rrc9LVXWwqvZV1WGqutjruPmq2ltVs1R1kqruaUnfjxE+pcGHemxbW0R8agydj8FAmLu6gKy+Kd87ot8D76qXw/ukU1hwkC7d49mWu4dOMTYSuvsTu0t5fd0qzhjXi7LqGnYebChKVLj/EFVVtWRkxVAXoFyU3Yu83HKG9s4BoNblYnnRTnYXleCfsIv4gMbVInPG9+RAcQU9ezaszBxOB3c9dT3PP/QmZ14/HqfDBnYHB3YepGDjDkP0ZBPUrfVlwdWl+AX6Y7dBUrckRCAgyPT9bupfKTlQxmevL6BizwGwLK77tu0mMj7CXNTiZyjZdxhEsPv50WPgiVe2PBbE2R+tNUWW4oMGYtNd5JV9/wyKkpoSnOygR8TZpqFmMTj7INI8x8ex8H1cFIMm92H+J0YpWvr1Gma+v4h7nr6+Ve7VhNRosgem8+0HZv7eemoG5103muDQAEanp7HTUcnMZuQ+O7M7nzZD9GS32zj7mlE8881DnHHlCPoOP3ap8uYQERbEndePpzI5jA1rCjlkq2P0Gie2FnzfgcOzWLogj3PPH4ijuJZOF/Vg/f593D9lDBtyd+F2KyI2HMEXcV12LF9+N4Z+N27mvzPuos7VPG/FyUBUEfdxtpPgafCh7eBTGnyox/xPlh8zABJMEGRrxDN4kBGSU0/yNLBHCv4VQn5FKdGxYWQlR1MVUkbqISfuOuVApIuAQ25mLG14CC/KKyC0UtgR66JbRDS7ig4SHFFOVpyxlqzZtYfOfiHY7G66xKdhk8YZIZ9+sJycvkl88MzXjdq7DchgzNQhTP/vHLr0TSU6IYLaWmXOBwvpkpNGSHgIQaEBOPwaxqtzudi5ZReLPl9B/0l9cbsUm91GUUEJN4z7ExnZiexaXwAooQmdqDpUQUVZlYlnUEXsNvZtN3Up6lzK8CnNs3GeNLxIniL8ugC17K7MpdZ9YiRETbGyeB4h9hoSg0xlR1MKu2Wplk0xZEIPls7caKp9niBGnzeIOR8v5cCuYv5268s88PyNhHdqHfcOWOmXr8xix7a9LPluA+dcMwqAuJAQUqIi2SOVbG/CyzApPZOFOwo4XN38izYqNoyr7z8L/5OsLTJ+RDdSU6PZmx1KZI2T4qIS3nxyxnHP65wchX+Aky2zN+NXrsxau41HJ00kPjqciLAgCoosDo/AC4n1n0WfhIFs3XArbmcJn22646RkbQ6+0tg/PPiUBh/qsXLWesZMbb6ipQffl9SpKWL9U6l2V1JSs4cuqdFIpZvZefl075VEXGA8e6vg4KZ91JW6eG39KnrGxfDV0gbz9dx126gtLGNd2GGu6dOPBauWkpJZQ6DDpFEvKCgk3R5GQhqkhjTmndi7+xALZm/k7t9dyNJv11O0pbHV8dqHp7J6zkb6jO1JUEgAivLx018hIky4chTVVbVUllZht4pNuaqMS6KqvIoJV46m1j8AW0ICOOzUFO1k2JhM3C43CCRkJYAq5cXliM2OCHSKj0Cra4wVwyb0G9ODVoWjG7j3ou6DiAgJgQNJCbCTX57/vYbdfPgrQv16YLdZL76aEw+C9CAmMZLohAjWLztxmQZM6MWW1dv5/VVPc9b1Y+nzfem3myBnVDdcLuWZhz9kytUjGwVWjk1PJ7RfNLO/aeyiCPP3Z0hiMl/nt07sSFOICLW9/NBaO/HJMfQeksn0txfy7UfLjntuly6xLFuYR1RcCC6XMjTZpPf26JbAOiurSOyJ4OzFXROrWJi7n9SwX7BuWssyYlqENnZP+ND68CkNPtQjq18qEbFHfyCoKptXFtC1b+pRjzlRiAjpwSb10uGwk5AYztzVW8ju3ZnK4loOlUQQFG5jtF88C3YUMnJAFzbuO4Dbragqi3MLSU+MwuUULszuyfK1W+ndo8HVsLCgkIAKIbjzgUZBkAAfvLGAyVP6Edc5knNuGMvb/5jeqD8wJICf/d81fPX6XGpqaomMDeXQ/nI2LMpl3CXDCQjyJzg8mFCvYMWI2HAq6+CpRz8jqFM4AVWluPcfoOpQBb857y9WNDi4K6vrCaKw2VBVErsmoG43fsGBhIYFtri8csvn2g7OHKhZARgXxfeNa6h111JZt5FuYVbWhGsvuPaCo3lisJZgyMSTdFEEOBl8Wl+c/g4uu3/KSV//aBARxpzTn1ULcjn3+tGN+samp7M3pPYIpQFMFsVneSdei6Il+HJrLvP3FJAUEEhl51C++2QlV95zBs///iPWLt5y1PPqal3kLc4jOLUT+9PBZRdmzzPKeI9uiazf1EB8JoFT8av7kN9cPJFnFixnUPYlrSa/z9Lww4NPafChHsPPHnDM/r1FB3H42ekU34orDaw6FFbqZb/uyWzL30+X7AQ2r99JRmYgIakuulUF4l9npyRe0WoXa/J3sWXPAVw1LvbFuugTFYfdZiNvcxXD+xgzeXVdHat27ubArsM4EwpICmpYeR4uqWDGZ6u44HITNHbuT8ay+Os1R1Q1HHx6X7oP6EJClwRikzrhdtXx+A3PkjUgA79Af2prajm8vxSxCRISTIkEQEAAUlzMtXedBnV1+AX5gSjVFTWA4hcaxPY124lKMMWREEFsdkqLK0AE/9AgUrLiW3WOPRC/AaiH5ClokBXXcPJKw8bDa4iwl9MlzLBAUrMQ/AYbBeUkMWTCyVFKA/zsb1fy+3fuqrf+tDZ27yjGhlJR2pgvJCchnuK6aoprq8jfurdR38S0TBbvKuJQ1ZEcI99LlrJSfjVrBn3zAvjJZSOJ7hRK7wv78doTX3H7oxfxx1v/TVETWTz44LlviE+OYO/uwzw4cSxhbjvPvmWKc/XolsD6zV6l0wMmQu0mhmfaGJKVwiZn68U04NaWbT50GPiUBh/q0X9C72P2t7aVwYP04L71pbL7dOtMeI2TAwF17N97mP7ZXSgPKGf/hr1ESiBvbllLvD2QD79bxcxVW3AeqGV9RBnX9e1P7vZ87H41dE82BZ5W7NxFl8hICooOkJneCaetIW992rtLGDG2O9GxJn0sJDyIs68dw1tPfHmEfDc/fgVb1xZSlLsLh0PYs30/n734LWMvHk5UQhS24CCcyZ2xhYTg2rcfKS6m8sAhErPicbkwRb/ciofYIblXKk6nnT0F+00AJIo4bBRtLDLmZpeScxLR9C2CsyGuIdSZiL89mB0Va3Cr+zgnNo/VxZ/jZ0/E324USa2Zj5yka8KDrN5JVJRVsaOFdRu8ERweREBw8/wE3xd7ig6y6Jt1TLxgEJ/9p3H1S7vNxsjUVGKHJxxhbQjx82N451S+akUXhVuVe7/9gnOTu3FodTFjJvbkgZsnMX99Id2GdWHuF2u46t4zePj6Fzh0sHHGw878fbz/7LeEXdmdwKRgYkvsjOuXxbbiEirKq8lMi2XHrhIqKkysi4gfBJ6LVr7PfeeNZsHm7c2JdHLwuSd+cPApDT7U43gP282tROrUFN6lsrOz4rGXuVlStIOs7ETiQ2I5WBnOuqVbuLJXHypqaslM7sTCzQV8vXQT8eEhYBPOyu7OvFULyMiyYReTtbBweyFd/SOJibeTEdlgLq+qrGHau4uZelXj1NLzbhzPwumr2bW9cb59ZFw4N/z+EvxDgkjsEk9tRRWvPvIefpGhHKxzYgsPx11cjGv3HqiuxuG0ExQWxLSnvqTXyO7EdI7CEWjNrQgRMaHUVNVQXVZlqKMxvvzqUmNpqK11M/q871fZ8qhw9oW6jaia1WJi0BBinDXsrNxxwkOpKvurlpJqsUCqKlQvgJMMgvTAZrMxeEKPk3JRtCXeefprzrhsGBfePIHpby6kurJxAOnYjHQOxwizv1l/RK0KQ/R04qmkR8MLK5dQXeciak0tp5+Tg5+fg/jYcK67ZDj54iJvww78AvwYeUZffvfTl6ipMrUvVJV/PfQOo24ZyUfbcjl3cn+WLMjj8skDqI6w89Zr83E67XRJj2Fj3u7660ngVKj8gNAAB/dOGdVq38OXPfHDg09p8KHFyG0l+ujm4CmVnZIYhavaxbzcfLJ7daZ0fzm1tcGExtnoZQ/DVeamNE7ZVV3Opv0HKY1y069TIjYRVq7bTp8eSfVjLiooIqzKQURyOSlB2fXtX368gl45qaSkRTeSITQiiLOvHc3b/zjS2nDaVaOIT49lT1Ex+DkhIoKP/7sAZ10VgTVlaGUVYVZsQ8XhCkI7hbJ0+kpGXziEkMgwbILlhrCxfWU+cVZ1Tk88Q1qfVHC5cAb5Y3PYSW4r94QtCOwZUGu4MRKCBhLjV3tScQ07K3cQajtAT0+qpSsfULCfPJGSB9/HRdEW2LezmNmfreKCn44lMT2G7v1Smdkk2HBUWhprD+2nvKqa/K2NrSTj0zJYvnsnxVUnTlzVFGv37eH5lUt4bMQkvv1iDWefP7C+7/zJOTiddvpfMpDnH53GaZcMITo+gr/d9yZut5vvPlxKyf5SZkaUctfw4UwY14tlC/LomhiDPcDBx5+Y79SziYtCnF3BHgfVc+jfJekImU4aLYln8OkMHQo+pcGHFsHtdpO7ppCsvm2jNKRbpbJtNiG7Szx52/aRnp3AxrU76NM7Br/EKratKGJMUhoLKncRWCNIlYutnSq4pm8/VN3kbaplRI7J/qisrWXdnr2U7ivHmVBIshUEWVfn4v3XF3DxNc0TWJ1/43jmf7GKPQWNy0aLCBfddw6u0DAcsTHUHiwmKyWM1IxYuvRJJTgi2CJ0Mtidvweb3cbu/D3krcqnz9ieYLPRuVcqh/aV4PR3YpihjCJhiKKEkKhQouPCWo0Ho1n4Dax3UcQHDsTBXnJLTzxQb0XxlzhtIYT7W/eElTXRGrLnjOhK7tpCSg9VfO+xWgPvPvstp186hPCoEADOuX4M016e1ciiEB0UREZkJOljUpndxEoS7PRjVHIa07d+P16Mitoa7pjxGb8ZOZ6N87fTu18KsV4xRjab8OCtk/l09gZOv2YEf7vvLe7888Xs21nMi49O48Xff0TGHYOw2YTL+vYhJT0at1vZUXiQId1SOCg1rF65/YhgSAAJvAitfO97yX8EfO6JHxx8SsOPDCIS0bQmPaaoyzGxc+s+QiOC6h+arY00r1LZPbISSNAgKiNtbFxXxPCc3pQ7lRXzN3LFgBwC1UlsSCBRTj9samdS1y5s3rmGuloH2WnGorCsaCfZsTGs37yDlAw/ghwmdmHmV2tJSIqke8/OzcoRGhnMmVeP5K1/Nlgbtufu5g+3/Jtnfj+NHv1SoaSYyr0H+eljl1GwaSe78w9QYzEF2ixWSXeti9TeqUx7+isGTOhN39E9QN0kd0vEJlC0eadXPIOdLSvzDZuizU5WTuvHjXhD/PrXB0MGOCIJcsSzs3LFCY9TUDabmMCG2hhaffL8DE0REOhH7yFdWDaz9Uz6J4v9u0v47uPlXPCTcfVt/UZ3o7qqlrWLGmcojElPozbFn9nfbGjWRfF9syh+P28mfWPjOSezO5+8t4RzLjzSjZWcGMkV5w9mxb5iAoL8+ODF2fzmhRv48q2FxHaP462CTfzxtEnYRBARBg7LZOn8PIZnp+GXEsrLz35Hj64JrN+0s/F3CDgLahahrtar1WSsCXqcrdUu50MrwKc0/PhwF0fWpJ9zrBPAqjfRBkGQHniXys7OjCekysbaw/sJDgkgNb4TB0tj2LSqkP6JCQTUOTjUXajp5Uf/6AT8HA7mr1xIZldn/Sp3YUEhfSJjqa6tJTvJsO253co7/57HJdeMPJYoXHDTBOZ9tpI1i/L4671v8vPLn6F7vxRe/PZB/vz+nTgddsTp4M1HP+CGP1zK3h0H6T26B65aF0GhDbn75SXl1FTWEN05gmUz1vDEvEepKj6MX4AfddV1iM2GCMR0juTQrgMgQnl5NUNO69Nm8wxYwZArUCv4MSloKIFykAPVLS9LXV5Xjk0L6B15DgCqLqhZ9L3jGbxxsuyQrY33nv2WSVMHERnTkFprs9mYct2R1S/HpqezunQf1dW15G9pnLkwLiWDlXt3c6Dy5KwnX27NZW7Rdn43egJrVxVQW+ei36DmXUEXTxlAZVUtvc/N4fM3FjL7kxX4O+3kriniLGcimZ0aKMoHDc9k6YI8BnVJRqP82LiygNDgABBhz74G9lWxhZhMiurjk0e1GO4Wbj50GPiUhh8fnuDImvTHjWzavKqgzVwTHnhKZWdnxlO6v5L5+QVk90pi344SQsMDCU9SNi7fzpV9cjhQV81uVwWX9jIv2FXri8jpmVY/1oLthUTX+RGbWltP6rR47mbj7x1ybHrm2loXselx/PKaF4hPjuKlbx5k6o3jCAj0w+F0cOn9ZyMOJ4u+WMGZN4yjU3wEhw6W4xfoh7uu4Qm3K3cX/iEBzP94CVtWb6dTXATr520mubtl5bDZcLuVboMyUZcbh58DN8KQyW2rNIg9Fmyh4NoKQELwIGL96k4ormFl8SwC7UpCUI5pqFsP9hgzdithyISeLJ21kbraE2eHbC0c3HuIbz5cxtSbxh3RN/Giwayct5l9O4rr23rHx3OwopK+47owq0kWRaDTydiUdL48CReFJ73SU71y2rvGynA0V5DDbuOh2ybz+idLufz+03n+0Wnk3D0c19RUNj27lO1e8Qo5g9JZv7qQpIgw6lDskQG89u859PQiefJAAqeilZ+dsPxHw/GtDL5AyI4Gn9LwI4OqljStSY8pH3tM5K7aTtc2VhrSrVLZcTFh2BHydx8krXscG9YWMTgnA4mpZOX8zVzYrydSptgrhfHdMqh1V7AtVxje15hqy6pryN1/gMr91QQm7qkndXrnP/O46OoRR33QHjpYzot/+oRbzvgb2QMz8FMXp00ddERJ5UvuOwd/fwcuN6yevZ6fPHop29YWERgaRF2tqVDpQVJWInW1Lrr0Tua5+1/DZhdKS8obUUfbLZKnyIRI/AOchLWRC6gRnP2hxrgo4gJzcFJMbumRxERHw6ZD0wl19mqg5a6eDydY1fJ46BQXTkJKFOuXbmvVcU8E7z8/kwnnDyCqGdKz4NBAxl8wiM/+21D90ibC6PQ07F1Dm82iOOskXBSe9MqreuUwID6RA/tLWb5kK5POPLZymZEaw4Vn9uONL1cQER/G9HeX8qcbz+fGX5/Hw9e/yMG9xooQHBJAZrcE1q3YzsAunUkfkcJX01aQ3fXIuAacx+ZyOWFoCzgafEpDh4JPafDhuHDVudi6fgeZvZPb9DrJVqnsKnc5PbISyHRGUBvtZOOaHQztn02VPYxl89cQHxbKiIRUhsUmExYQQO6ehVSUBNOti1FqlhbtoHdCHGtzC4hOqSbcGcvalQUcPFDGqPFHUjOXl1bx+j++4sZJf6ayvIanP7+X2353AWdcOYJ3npx+xPF2h51L7j0bsdv5yw3PMvKCwTgcNurqlIAQ/0Y/qsINhdidTnZt3c3cjxZTW11L4cYdYLNhsxlSp01LtiIiOIIC6Jwe01bT2wjiNwC1lAanLZhQv3R2lC9t0bludVNZt55u4WfUt2nN/FaLZ/DGqXRRFO8r5at3FzP15vFHPWbKtaP58o359SmNYFwUG6qKqa2pY2teY2rysSnprN2/h30V5S2W48WVS6muc3HbAENE9vlHyxkzsRfBIccvCDa2Tyo7d5fgPjuV8INuihfvZvz5A5k0dRC//elLVFlpowOHdWHJgjwGdkkmLC2cspJKnEJjkidMQLAEntli2Y8HHyPkDw8+pcGH46Jg826iEyKOWHG3NupLZZetpntmPJ3q/MiXcooKDpCdGc/BsnAKNx+gvLSKByaN5r4JxquycPUyumQG4LA3lMIe1LkzW/MP0qdrGiLC2/+ey0VXDa8vfw1QXVXLey/M5Ibxf2JXwQGe+PBObv/DhURb0egX3jKRWR8vY9/O4iNkPefW07CJsndHMeWHKxl9wWAi4sKpKKslICQAp1WAqPRgGdVVNQQEBxAQ6CSpawK4FbHZQSA2KZKdmw1HQkVZNT2HZLbpHNfDOQBql9fvpgQPR3QnZXXHL328uXQNIbYKuoZPAEC1CmpXg9/g45x54jhZSunWwAcvfse4c/sT7alE2gySusSS1SeZWR83pF+OSk1lcVERw8d3P4LoKcDhYHxKBl9ubZkraO2+PTy7YjH/N/FMHDYbdXUuPvtoGedMHXjcc91uN0//4l1GjOlCwYp93Pf4ZTz/6MfsLjzA5XdOJrlLLH+56zVcLjeDrKqXgzKTWLl9Fxm9OzPzi7Vs2baPmtq6xgMHTm2R7C2Cass2HzoMfEqDD8fF5tVtH8/ggadUdnZmPHUltSzauYOMrDh2bj9AanoEoSl1rF28lYzoKHokGP/5mg276NerS/0YCwsKSbGHEBbtpktUD7bl7SFvwy4mnZUDQG1NHZ++Np8bxv2Jjcu38+fXb+G+v11GQkqnRrJERIcy+bLhvPvkV0fIGRoZwtipQ0GVX5//V0ZPHYrTacMZ4Ed1ZQ11NQ0P2pCwQLL6Z1BVVklsimVJEMHtctNrZDZaW4vdaaestJqR5/Rv5Rk9ChxdwH0IdRk+gcTgwcT41bSoVPbqg5/gtKfitFlKZM1ycHRFbK1XUdKDLj2TqKqsoWhL83TIbYWSA2V8+dYiLjqGlcGDKdeN4WOv9MuIwEC6RkcTkRPdPNFTVnc+aYGLwpNe+fDI8SSHGUV23syNJCV3Ii3j+LEjX721kMq6OuZFHWbUiCy+XLiZi24ax1/ueRO3y80df7qE0pIKXn7sEzK6xlFZXkNgrVBWVcN5Vwxh69odJMSFk9eEmVOk9WqiiLtl20mNLfKwiKiI9GrS/rLVHuLVNkVENopInoi8LSJBLen7McKnNPhwXLQVfXRz8JA8dc+Mp6iwmJ2HDpPWzcQ1DOvXHSLdLJ23uv740poiivKCGdLH+HcPVVWRX1xMTXENYUmHSAnuwbv/mc95lw7B7rDx9QdLuXHS4yyYsZZfP3stv3rmGlK7Hp1I6cJbJ/Ldh0vYv6vkiL4rfnkB4naxadk2wmPD2ZW3m4vvOQs3drDZ8As0zJRFm3ewdW0hE68aTcEG45pA3YjdRlhsOCh0SoxEHHa6Dzh2kGZrQcQGfv3qrQ3RAb1wSgW5pauPcyaGBTJ0TP2+1nx/FsijyykMGd+Dhe1sbfjopVmMPqsvMYmRxz124LhsKsuqG8VejE1PJ891GJfLzdbcxi6KUcmpbDqwnz3lx7bqeNIrz+3aQEw27f0lnHPR8dlCi/cd5tXHPiH02mxyEuJ55MYzyMvfR1SPBPwDnLz19Df4+Tv49XPXsfib9Xz22nwGDO3CikVbGZiZRE2IjaDwQMTlZkMTF0Wroo0sDSLSHxgKbG/SPoUmzA+W8vACMEVVM4FS4L7j9f1Y4VMafDguctvR0hDrn0a1uxIJLCU02J8+EbForD8b1+5gUL8MKolmxfwN9cdvPTif4j2hZHc1lS0XFxSRk5jAuk2FhCUV4z4QxuJ5uURHBHHrmX/jizcXcvfjl/Dov2+kWwu+U2RMGKddMox3/3WktSGpayJxabG4a2t5/IZnGXxmP0IigwkJDwTEvJgBFPZs38tlD17A7m17EJsNh8OG2OxsWJRrSJ1iIgiLCMLP39kq89gSiLMhrsEuTsL8ulJUvviY5+yr2kOgbR99I89raGyFehPHwpCJ7csOebi4nM/fmM/Ft0xs0fHNpV+OTU9n1rZ8Ro/vwawmCo+/3cGEtAw+33J0F4V3eqUH2/L2sKuomOGjj1/y+/lHPqD3JTl8s6eQX40bh7+/k4duO50nXvqWG397Hp+9toANy/MJjQjmt6/8lDf+OZ2I8ACWzM9jUJckluQVMfHsvuzJP8i6psGQrYjjUkhb2wmNKeIPPAXc0qS9E/AwcE+TU84Alqqqx8z2LHBJC/p+lPApDT4cEzXVtRRs3k2XXq1IHXsMeEplbytbRXZWPEkEsyuwmo1risjOiqesLpB9O8opOWBWaUvWrSQ1NRh/q4z0woJChqUms2ZzEd2zYnn2L1/idLn58KVZ/OShs/nrO7fRZ0iXY4lwBC68bSLfvr+Yg3sOHdF32YPnIaoc3FWMMyiAOe8v4vrfXYzYbPgFBxjSR8BVXccLD71hfUkbiuFn2LJ8KwLU1LjI6Nk+c1wPv/5Q2+CLTwsZSZ0rnxp3zVFPWXpwGjaJJMQZB4C6D0HdVlNyu43Qd3gWWzfsMFkn7YCPXp7FiNP7EJcc1eJzJl08hOWzN9ZbpHrExlBeU0PmsORmXRRTMrsfNYtiT3mZSa+ccCahfl5F1t5fypnn9cfhOHYF0aXfrWf9inzmJ1Xz4OjRRAcZa3qf7M6MG9aV1z5dxs/+cCGP3/0G5aVVJKZG86tnr+Or1+axauk2clITWLKliOuuH0Pd4SqWrypo8TycOFpiZaifu6SmxHQiEtHMoL8DXrMyw7zxFPCwqjb9IafQ2CJRACS3oO9HCZ/S4MMxsW3DThLTogmwAvvaAxkhfdlabvganOXK8kPGn31wfxl9eycTnFLFqgWbcGkt6zccYEDvrvXnLiwookdENIcPVbPij8ri+blcdcs4/vnxnQwam31SFMdRseFMvHgo7z51JKnN5GvHYrPbKD9YyvxPl5O7YhsDJ/fFJkp5aTWBIcbvX1VexcJPlpiTRHDVuek3vifVpRWI3cb+3YfpP+7IzI42hbMP1G1B3YZsKDl4GJ2cVeSXHz3Fsah8DrFeLJDULAJnf1MJsY3gH+BHnyGZLGkHdsjSQxV8+t95XHzrhOMf7IXgsEDGnjuAz630SxFhdFoa26UcVdiyeXej40ckpZJXfICdpYcbtbtVueebz7myVw4DEhpYS8vLqpj9zTrOPO/YKY9VlTU89Yt3SLl9INHBwZzfI7tR/41XjGLV+iIkOoh+I7vyzCMfAtBjQDo/++0FuKpr2b1uDxXVNRyqqaZbz0RKDlVQ0lZ03idG7jSHI4np7vIeTkSGAQOBp5u0XwzUqGrrkUz8SOFTGnw4JnLbgdSpKTyWhu5d4ti1o4RD1TWGr2FNEUP6ZWEPD2Hh3EXsr1zD3vwE+ltBkAcqKtiTu483/vAllFYTnRzH5HP6ceYlQ7DZvt+tPvXWiXz9zkIO7m28SLHZbPSbYOKsUrslEBQRwuIvVjDxilFoXR3i8AoaUwWbHdxuU4eiWxKoEhUfQZ1LGXp63+8l44lCxB8c3UzmAxDpn4VTXGw63HzqZVVdFbjzyYk6r76tNUphtwRDJvZk0Yy1bX6dj1+ezdCJvUhIiT7+wU0w5Tor/dKqQTI2I52Z2/IZPaHHEURPfnY7p6Vn8nmTLApPeuXPrPRKD776bBUDhnQhqtOxOTxe//sXxA9K4ouDBfx+4oQjlOSgQD8euGUyf312BlfcPZlNqwqYOc1QiI8+ux+9+ibz7B8/oV9qIkvyivjJzROhuo6lK/NPeD5aghMkdxrFkcR0TzQZcgyQDWwTkXwMRf504BFgvIjkW+0A60SkB8Z64B20lQIUWp+P1fejhE9p8OGYaGv66ObgKZUd2bmKrdv3MySpM86EIDauLWJgTiolNRGsWbid7YcXsKcgmF7dO1O4ZS+P3PwqcZ/vJ6hzGEnj9rN102EuOg5ldEvRKT6C8RcO5v2nvj6i77KfnwcCeUvycPo5+OS5r7n05+eiLhduNzgDG0zMYrPh9Ldjs9vYuGQLiBCfEYfNYadzCyLiWx1+DamXIjbC/LIpLF/Y7KGrSr7FIXbiA3s3NLZCKeyWYPD4Hiyfs8kU9mojlB+u5JP/zOXSn7UslqEpUrLiScvuzJxPzEt4ZGoqy3fuZMjYri0iemqaXumB26188v7SZutMeGPruiK+ensh24aEcPOQwaRERDR73KC+qQzqm8Yr7y/k509cwbO//4g9O0w9iWvvPI06m439SwpZnFtITv9UAux23np30clMyfGhtCAQsv7ooqbEdKpa0mg41cdUNVFV01Q1DUNcN1lVe6hqklc7QE9VXQ98CQwSkSyr/WbgHevzsfp+lPApDT4cE+0ZBOmNjJC+7HKvJy46lK6BkewPcbFx7Q5SOkdhDw6itLiWBfPXEhsWwPOPfMj9lz5FVYyDKU+ey2F7FUElYeQMzKDzCfilj4eLfnYaX729gOJ9jU3KvUZ2xy/Aj6rKas7+yTi2W6bosJhwXNVVuNVrtWezgUJ0YiRrZq1DBLDbiUuKbNvKlkeBOPvXB0MCpIeMorouD7cemee2+fB0Qv1618uprl3gLgZH9zaXMyo2jM7pMaxdsrXNrjHt33MYNC6bxLSTJ9g657rR9emXof7+9IyNZZ9/LSKQ24SSeXjnFLYfKqGo9BCVtbVHpFd6sGLJVvz8HfTse3RXusvl5p8/f4tutw+hUl1c2//Yqbu3XTuGeUu2cBg3U386lr/c/SYul5us7ERsDjshpS6+XbYJVWXI4C5s3bbvCKWnVdABeBpUtRS4EfhURPKAcOCvx+v7scKnNPhwVFRVVLNr2z7Suie0+7XTQ3LYWraS7pnxBFfZWesqZmvuHmprXQzul0lwsovZT/hTOn8n0YkRvPTNg2zv7sewLils3VrC3iXOo5a/PllEJ0Qw7vxBvP90Y2uDzWZjzEXDQIRZb88jIS2av974AkPOGYy6leSu8YjTWU8dXVvrYtCkPhzaUwwIe3YU061/84WH2hx+/aF2pSk4BaSFjiTcUU5RRWMLrKpSXrOO7l4skFQvAP9hDVkibYy2zKKoKKvio1dmc+ltk77XOIMm9KS0uJyNy/MBGJOezqz8bYye0IM5TVwUTrudyRlZfJ63md/Pm0mfmLhG6ZUeTLOsDMdSKj/7zxzqgmx8UbuLP502qZGlojmEBgdw702T+PPTX3HmVcNxOO2888y32O02+g/twulnD6aqto5Xn5nBLTeNp07gu1mtH1MibkVcx9lOMHvCG5Zl4Qi/lqqKqpZ57X+sqt1UNVNVL1LV8pb0/RjhUxp8OCq2rNtBSreEdk0D9CAtuBdFFRvp1iWG/bsO47JDbOcItm7ezaB+aTjjo7GFBnPz3y7h6rtPp0xcHKioIKDahn9dNcnpkWS1gbJz0e2nMf3N+ZTsK23UPuHykfgH+rFldQFnXj+WvJX5pPdMQhWcTjEVLR1OUwrbZiNzcCa43YR1CqFkfxnDzmjfeAYPxBYFtmioM771UGcyDnGy4fD8RsdtKVtDgK2K7uENAYJtRR19NHgopdtixfvJv+fSf2Q3krp8PxeR3W5jyrWjmfbKbADGpqeZuIbxJq6huXLZz65YzJyifH43+ki3yJ5dJaxbVcC4yb2O6PNg/64SXv/bF1Sen8LFvXvRI7Zl32HkoC70yErgpbfmc9/fLmPav+eyceV2Bg7LZPWKAob3SOfdz5ewdVUh/k47L784s+UT0VJ0AEuDDycGn9Lgw1GxeWXbF6k6GgLsIcT4pxCZVMXGLXsYmppMcHIIG9YUMbBvKnvLQikPj2HoUONqXFRYxODkJNZuLIIDNVxx3fGZ/E4GMYmRjDl3AO8/29ja0Gd0NjabDVXYmbcLrXMx7dkZSFAg+WsL6Tc2G0TwD/JD7Da2r98BIqT3SgGHg97Dux7liu2ARnENQqhfD4rKFzQ6ZHXxxzjs6ThsJktCVaFmQasXqToW0rMTcdW5KGhSz+H7orK8mg9fnsWlt38/K4MHp106lKXfruPgnkN0jY6m1uVCov2w223kbmzsohiSmEx8SChPTDiTMH//I8b69MNlTDyjD4HHyF565tfvknlNP7ZVHOb2oUOPelxzuPOGcXw9ZyO7D5Xzs9+bNMyevZNYuWQrI3qkkXlmNv946G26pESza0cxe5u45r43fErDDw4+pcGHo+JUxTN4kBHSF3enbRTsOMjA+M4cCoONa3cQGRFMQlwEEWEhREUGA6bexNCUZL75ejn+wTBocNv52S++fTJfvj6PQwcaGP0cTgcjzhtMQLA/M/49m37jehAZG0ZIZAjqhtikTlBXi9vtJjohgoWfLUMEQqJDCQj0IyK69SmYWwpD8tRQhyI9ZBQVtbmNVsX7K5eSGjK24STXFhB/xNF+94eIGGtDK7soPnttHn2HZpKadXRm0BNBSHgQo6f05/PX5iEijM1IZ1a+lUXRRHaHzcbnF1/dKL3Sg5rqOqZ/spIpFxy9zsSC6avZsmU3M8MO8eikiQQ4T8wqGBEWxB03jOOxp75k0IRs+g7N5M0nZ5CQFEVUrYPNB4u567FL2LWqEFugg5demnlC4x8XPqXhBwef0uDDUdGe9NHNIT0kh4LqVaQldyKOADbZStmwxlTxHpSTRl8vMqSFBYUMTUli2/I9DJgS0aZBhbFJUYw+pz8fNLE2jDx/MBEx4dTVueiUGElQkB9VhyuITo1l1rvzueeFm6ipqmPg5L7s2bILFPbtPERyZlybydoi+DWUyQbIChtHiP0w+6rNir64eh9+so/+Uec3nFM9v12yJpqitateVlXW8MELM1vNyuDBlOtG8/lr86itqWNsejozt5q4huayKI6GWd+sI7NbPJ2b1ETxoKKsimd+9R7BN/RgdHoaw1JOToEbP7wbyYlR/Pvdhdz4q3PYsCyf2OgQdm7cS1VtHSkDUzj97H64RJnz1TrqXCdZDKI5nBhPgw8dAD6lwYdmUXaoggO7S0jJOnUvtCSrVHZWRif27y4loFMApWWVHNxfxjWXDufW68YCsOPQYcprajiw8QCuGjfnXHBsApzWwMW3T+aL1+Zx+GCDtWHApD4U7y1BRFg2YxUbFmxm5PmDKSutorbWxabFeWC30X9iX9w1dQSGBFC0dS99R7V99sExYU8Dqkw2BBDsjMEmIaw79B0Ayw5+iEoMwc6GTJT2jmfwoM/QTPI37eLQweNX42wJPn99Pj0GppPePbFVxvMgrXsiKVnxzP1sJcNSUli5axdxKZE4/Rxs3tAyWuZp7y3hnKlHT7P8z+OfEjc+jeVl+3lw9OiTllVEuPfGiXz81SqK9h7igSeuYM3cTSyYvameUvqGOyajDjt15TXMmtOKAZEt4WjwWRo6FHxKgw/NIm9NIRk9k7Afh7K2LeGwSmV3SqpmY95uhqWmEJESzsZ1RQQF+hEaEgAYK8OQ5CRef2k2zjQXGRFHDxprLcQld2LEWTl88Nw39W3+gX4MmpxDas8k9hYeJKNPKmnZCdS5FL9Afz59/mtsNht7ig6CCBk5adTUuhl8Wu9jXKntISLgbGxtCPXLprDMxDUUlM0mJqDh5aVaBzVLTomlwS/ASc7wLJZ8t+H4Bx8H1VU1vPfct1x2+2mtINmROOf60Xz80ixC/Pzom5DAgsLCZomemsOm9TsoKa5g0LDmS6VvWrmdmZ8uZ0UW/Gb8OMIDAr6XrNFRIdx69Rj+9K8vyeiRyNRrR1OUv5/s6E4s2VKEn5+D7l0T8A/z5w0ryLNV4FZwuY+9fY/sCR9aHz6lwYdmYUidTl08gwfpIX1xJuxkQ95uhqUmUxllY6PlovBgYUEhXSWUwu37SRhUS6iz9bgZjoVL7zidz/8zl9LihgyskecNJjQiBHUrtdU1bFywGWdYCG4E7HY6xUcw6535CJCS3Rmx28nqc+rnWfwGoLUNcQ1pISOpqMul1lUD7nz6RV3QcHDtGrB3RuzNm83bGq3lovjyzYV0z0mlS88j4wlaA0Mm9aZ432E2rdxeX8BqTAtdFNPeW8qUCwZgtx/5iHbVufjnA28Rd2s/ukR34vSsrGZGOHGcMa4nEeFBvPnxUi66eRwhQX5s+mITS/PM761n9wRGnN6bmsPVrXI9wBfT8AOET2nwoVmcCvro5pAR0pfDIavZf7CM3p1iyXdW1sc1gIniX7i9iN1zdhDQ2Z/s7idPzHOiiEvpxPAz+vLh89/Wtw05qz+5y7cRkxRF3qp8ls1YTVa/NIZOGYjN6WDIGTlsXbEVBA6XVBDeKQT/dqzrcVQ4BzSyNPQIn0SAHGLBgfdQCaBzsFddjDYshd0SDB7fgxXfkx2ypqqWd5/9lsvuaBsrA3jSL0fxycuzTFzDtm2kZsTg7+9k47odRz3vUEkFC+Zs4vRz+jXb/+GLMyExkHk1+/nthPGtFr8jIjxw8yTe/mQphbuKmXrNSNYt3EZFVQ1FBw7Ro1sih6tqCA75flaNRvApDT84+JQGH5rFqaCPbg6x/qnUagUZaZHs211KeEoYmzbsxFVnoqO2lxzCfaiGzSuLOOByM7B7+6YuXnLn6Xz66mxKS0xBn+DwIHoO78bAyTm43aauREigg4SszvQdnc1p146jtqIah9PBtnU7yOrdQQrmOXuAazvqNrECAY5w3ESwsfhVQpyN3T1a3T71Jo6GiOhQkjPjWLNoy0mPMf2dRXTp1bnN53/ypcNY9PVaIl12HDYbuQcPMnpCNrOP4aKY/skKho/uRlh40BF9ewoP8M5TMygcE8E9I4YTH9q6WTfxseFcf8lwHntqOmMm98IR5I9tRxnz12+jZ7dE1m/ayVnnHptt8oTgUxp+cPApDT4cgZIDpZQfriQx/cSL9rQ2RGykh+QQm+w2cQ1d0/AL9yd/q6l8uXB7IcnbhRGTeuIIrqVXYk67ypeQGs3QyX34+IUGa8OI8wZRVlKO3W7j4K5iiov2sXnVdh7/4hfs3VEMAmk9k9m7s4RBk05tPIMHIn7g6Am1K+vbQv26E2g7THbEmfVt6q6AurXgPHoaYHtgyMSTd1HUVNfxzjPfcHkbxTJ4IzQymJFn5fDl6wsYk5ZmZVH0ZPa3zbsoXC63qTPRTACkqvKvX7xD4g19CQz059I+fdpE5vMm5+Cw25i1bAtxCRGk+YXw5kcLiY0OBRGGjOnWehdza8s2HzoMfEqDD0cgd1UBmb2Tv3dlyNZCRkhfAhP3mbiGlGRcMU42rjUuinnrt1K+oZiorGAik8uJ8mvdKPiW4NK7TueTV2ZRZpUPHn7uQJbPWMOI8wZTXVnLpsW5bFqRj8vlZsZrJogse1hXbP5+p5bUqSn8mtahGE2tOukZ7kWUVbsMHD0QW/ApELABHr6Gk2GH/Pq9xaR1jadbTvtY0s65bgyfvzaXUSmpzNq2jbSMGAID/Zp1USyen0tkpxC6Zh95H8+etpyig8XMcRbzx0mTsLVRWrHNJvz81sn8+92FdO+TRE5WMgXVFcz5fBU9uyWQu21f611MXeA+zmZRnPvQMdAx3go+dCjkrirsEPEMHqQH96U2eiMb83YxOCWJXYG1rF9diKqy+utchk/IZn1hPl0yw05J0afEtBgGT+zNxxbNbmRcBGm9kuk7picIOJx2AhxCYe5u1sxch4hgdzpAhORTmNLaFOI3wCgFFvpHncPkpJew2xrKexvXxKmLZ/AgrVsCqlpfHKylqK2p4+2nv+byOya3kWRHIr1HZxLTY3CtO8i6vXspq6lplugJOKqVobSkgud++wGVU9O4bkB/unRq22Df5MRIrjh/MGuL9rFt3W6CwwP5x2MfkxoXQe7WVmTkdNMCS0PrXc6H7w+f0uDDEdi86tTRRzeHcL8YOkX7UVldg6vSRXR6JKtWFrC2YBf+myu59voxbMo9QN/uaadMxkvvOp1pL82k/HAlYIiecpdvJS41hsqyamx1taxdmEd5cSkisG1dEQkpnTqMNQcAZz+oXWNSKjGFuDoHNbGEtDN19NEgIidVwOqbD5bSOSOG7AFpbSPYUXDOdWP46tW59E9MZN727Ybo6dsNuL1M70UFB8jbtJvR43sccf4rf5xGpymZHLLVcuOgY5fIbi1cMmUAEuxkW94eBqZ2JuvMHqz8eGXrKg2+mIYfHDrQE8uHjgBVNUGQ7WS6bSm6hPYlIdXOxrzdDM/pQvH+Ul55cSZRXSMJ7xTCwX0uhnbLOWXydc6IZeD4HkyzaHZHnDeIBdOWMvXeKdhswr78PXzy6mxQJT4tlq3rd9BzSPM5+KcKYgsHe2eoa568R90HwVUAzrbxpZ8ohk7sxcKvjyhgeFTU1bp4+6kZ7Wpl8GDY5N7s21lCT/8IZm7bRlpGLMHB/mxY25AJ9MkHSzn9nBz8/B2Nzl27eAvz5qxncVw1f5w0CT97+3Cn2O02fnH7GdT62Qg77EaSQwgMcFK4oqD1LuJTGn5w8CkNPjTCgd2HcNW5ie0ceapFaYT0kBxCE0vYkLeb4ekpSGwA66bnMmFqf1Zs2kJYQjlJIaf2JXzZXWfw0QvfUV5aSXxaLJ06RxGfGo1Yhay2Lc0FDHNkZVUdgya2PQnVCaMJyVMjVC8Ev4GItH/V0+bQe0gXCvP2ULK/9PgHA99+uJS4pCh6DcpoY8mOhN1h5+xrRnJ4ZgEzt+Wjqpa1wWRRVFbW8M0Xqzn7/MYBprU1dTz587cIuL47Z3XvRr/E9o3ZyUiJpv+QDNbO3caSLUU88PfLsR+sbL0L+JSGHxx8SoMPjbB51Xa65qScktiAYyEtuBcSW8D6vJ0MTOrMwTA3NQl+nDWyN4vWrSU53Q+bnDr2SoCkzDj6j83mk5dnAcZFseyr1Yy6YAgAWlGJiBCVGInN6SB7YPu/vI6HpiRP3tCaBUgHcE144PRz0G9UNxZ/e3yGRVedi7ee+prL72x/K4MHky8fzvrP1hNot7N+7z5GT+jBnG/W43Yr305fQ8++KcTGhzc6572nv0Z7RLJVy7ln5IhTIvctN02gfG8ZdQeqqAmw0XVMKwbvut0t204CIvKwiKiI9BKRriLynYhsFJG1IvKKiAR6HTvF6ssTkbdFJKglfT9G+JQGHxohd1Vhh2AobIoAewhdMsLZkLuLYD8niaOTsE2KJTEslLWbdtKza8KpFhGAy+46nY+e/5aKsipGnDeIuR8uZsrNk/ALcILNKGJ7Cg/gF+BHVFz4cUY7BbAsDc1mJdScmiJVx0JL2SFnTltOp7hw+gw9ddao8KgQhp/Rl6QyB7Pyt5GaHkNIWCDrVxfyyXtLObdJAGTRlr28/8pMNvZ28vtJEwnxOzUkYMlp0URHh2Irqmbmqi0MbSbm4qShLVAY9MSVBhHpDwwFtltNNcA9qtod6AMEAfdZx4YALwBTVDUTKG1J348VPqXBh0boaEGQ3uiV2Aebn4udew4xMiuNEVlpJoJ+WzVDe3YMU39K1wRyRnXn01dmkdYzGae/E/8gP8KjTWZHREwYG5ZsJb2ZlLoOAbtVOdTVmKpb6wpBK8DRgVJEgUHjslk5P5eaqtqjHuNyuXnzXzO4/M6252U4Hs65fjQl32znuy1bARg9oQfPPzmDmto6+g1Krz9OVfnXg28RdkNPBiR3Zmx6+tGGbBcMH92NxPAQ3v9oGaOGtg5tNdAm2RMi4g88BdziaVPVfFVdYX12A4sBT+DWGcBSVc219p8FLmlB348SPqXBh3qoKrkdpOZEc0gPySGicwUb83Zzy7DBPDR+NNt37UPsdfRJ6nuqxavHZXefwYfPfUtVRTUjzhvEvI+WMOWW07A7bAw/ZxC7th+g/9jsUy1msxARaJJ6CdRnTXQ0t1V4VAhp3RJYvTDvqMfM/nQF4ZHB5AxvxZfdSSKzVzKZfqGs37OXkspKRo/vwcZ1O5hywcBGc/v1u4vZSRXrnOX8atzYUyavBwOHZRLmtnFgfxlLV28//gkthbrR42xeloYkEUlrskU0M+rvgNdUNb+5S1puieuBaVZTCg0WCYACILkFfT9K+JQGH+qxb0dxxzWbY0plByXsZ/XmAvwdDgKdTuauXUFcqhunzf9Ui1eP1G4J9BmexaevzGbk+YOZ99ESJl01GrdLScyMwx7QwUidmkCc/dGaxnENJp6hY7kmPDiWi8LlcvPmkzO4/M7JHUbhOf/asUTsdzFn+3ZS0qK55saxnHZ2Tn3/oYNlvPjHj9k9KZoHx4ymU9Cpd6H3GZDGzvwDOBL8ef6Nea038IkxQs4BtjXZ7vIeTkSGAQOBp5u7nIg4gLeAb1V1WnPH+HBs+JQGH+qxbcNOuvbtuEq0w+Ykq0snVm/Or29buXErXbPap6rlieCyu8/kw+e+JbVnEmUl5VQcruT+l28FEVxKhyLPOgJNLA2qbmNpOIX1Jo4FD6V0c3EY875YRVBIAP1HtSL18ffE8DP6EphXzqcrjKJzxfWjCQ5uUHpf+O2HhFycRUJUOOdldwyLlH+Akx59kukWFkFSWitmVp1Y9sQoIL3J9kSTEccA2cA2EckHkoDpInKaiNiB14Fi4A6vcwpocFWAsS4UtqDvRwmf0uBDPbZt2ElWByhSdSwM6t6D7dsP43IZk+WWvMMMyO5YfAcAadmJ9BzShc//M5fh5w5i3keLmXjlKFbP3URkdCiBwa1YKbC14egOrp2o+5DZr9sEEorYO2YcRkpmHHaHnW0bdjZqd7s9VobTOoyVAQxD6AXDcphXWIC7iaKzYs4mFq/ZwsrwSv4waWKHknvgsEz8i+sISmxFCnG3C1zH2dz1NNJFVmyC91biPZyqPqaqiaqapqppQBEwGfgaeBVwATdoYw3zS2CQiHj8VzcD77Sg70cJn9LgQz3yN+yga04HXgEDPWP74x9aw/aiA1RUVXFgD4zIPrXFk46Gy+89kw+e/YbBZ/Zj3kdLANi8cjvd+qedWsGOAxGHIXDyuCg6CAvk0SAizboo5k9fg9PfwaAOGD9y+ZVj0cM1LPKymlVX1vDPB9+i8uJUbh0yhOTwjuUmHDQ8kz2b97N6+87jH9xCqFtRt/s4W6vwNJwBXAn0BpaJyEoReQpAVUuBG4FPRSQPCAf+ery+Hyscxz/Ehx8L8jfvIqt3x1YaYv1TiehczrJNuXQqthMRV0dkUMdzTwCkZ3emx6AMivIPsCNvN1tW5VNeVk3/cT1PtWjHh7M/WrscCRhn6k0EXXSqJTomhkzsyb8f/4zLrMqVbrebN/7xFVffd0aHWq17EBEdSjd7GK98OY9h3UxmxJv/mI57WCz2ED+u6d/vFEt4JJJSO+HndCCVrVgMoiXkTd+D3MmyNgCsBY56I6jqx8DHJ9r3Y4TP0uBDPULCgwiLOrXVC48HERtdMiJZtnETi9dvIC3j1AeJHQuX32NiGwad0Y+XHnoTR5A/PQae2vS5lkD8BkLNclRrTHyD35BTLdIx0WtQBju27ePg3sMALPp6HWIzFoiOisvGDWLRnp246lzkb9zJtA8WsC5N+dNpp+HoSDVJLIgIA4d3IdHVikHHvtLYPzh0vDvTh1OGjI7KHdAE/btnsXnLfjZs3kvf7h3bMpLRM4lu/dMIiAhhyVercLsNl0OHh7Mv1K2DmqVgT0dsEadaomPC6eeg/6huLPluParK6/+YzuV3dKxYhqY4d1Q/qsIdfPnpUp78+VvIVVlc2rcP2bExp1q0o2LgsEzYX92KI1oplcfafGUuOxR8SoMP9Ujr0flUi9AijOg+mAO7laItLkb0zDnV4hwXl99zJktnbcIvJJDO6THYHaeW7rolEFsI2NPQ8hehA5TCbgk8VS8Xf7set0sZdlrHIPw6GvzsdvqEd+JvL33GzigoCVJ+NrRjW3RyBqZzaHfLan20BCam4fibDx0HPqXBh3qkd/9hWBriQhMIja4FhK6dO76pP7N3Ml1zUolIiaNfBwzKOyr8+kPN3A5Vb+JYGDg2m5ULcvnv37/gsjsmdayy40fB+UP6Ut0ngm0DA/njaZMIcHaMYmBHQ1CwP+mZsa02nrrcqMt1nM1naehI8AVC/shgMahFNGlOBXCEuMnPz29niU4OUeHVlNnrKChoxTK9bYjRl/Tm28/nEpky8gczx1qVhJYqUtkJk/Le8RGdGsjBQ/vo3D3sBzHPWU4HhRzkrNCuxLlcPwiZE9Pq44i+t8msWsuPW1uimlasqunD94Y0W5jGh/9ZiMgjwMOnWg4ffPDhB48zVPXLkzlRRKKAPKClTFHFQKaqHjyZ6/nQevApDT8yHMXSkAF8g2FT+2Es3Q3T2xwMS1zRcY7tKPihyfxDkxd8MrcHUoBZQDdV3Xyyg1iKQ1gLDz/sUxg6BnzuiR8ZLAa1Eu82rwjzgqMVeelo8JK5yCdz2+CHJi/4ZG4PeMlb833GsZQAnyLwA0PHjxTywQcffPDBBx86BHxKgw8++OCDDz740CL4lAYffPDBBx988KFF8CkNPoCJcfgtTWIdOjhK8Mnc1ijhhyUv+GRuD5Tww5LXh1aEL3vCBx988MEHH3xoEXyWBh988MEHH3zwoUXwKQ0++OCDDz744EOL4FMafPDBBx986FAQEbv1t+OWKf2Rwqc0+ODD/xjE4Gzrs+833ooQkTNFJOtUy/F90ZFfxiLyG+BZAP2BBN2JSKyIjD7VcrQHfA8UH3z4H4K1QnsFmCYifVTV3dEVBxH5qYjkisjAUy3L0SAiF4rIfOAW4GMRud9q77AvX2+IyFUi8qWI/E1EunbEl7GIZIrIUqA78NKplqelEJFfA3OBCSLif6rlaQlE5DoROV9E/E703A79MPHBBx9aDhERVXUBa4FlwIsAqscpI3gK4HnZishPgKmYgkS3i0iHqw0tImcCNwIPqeoU4A7gbhHx64gvX2+ISGcRmQZcCTwOBANvn1qpjorhwDxVvVxVF4pIwKkW6HgQkYnAQGC8qj6sqtVWe4dUJkUkW0RWA1OAO4EnRGTciYzhUxp88OEHjKYPJxEJB4ZgHsCpInKZ1f69yxi3FkQkFhhk7c4DbsIUSxsJnH6q5PKGiISJyGnW7lrgd6o6y7LazMFUaEw9ZQIeB173RTowV1Unq+q3qnozECkiA06heEDje9Ka13hgq4iEishzwD9E5D4RiTtlQh4fE4DVqlokIr1F5AIRSaQVyoa3EcZiFLMLgMuBbcDPrOJhLYJPafDBhx8oROQ+4O8icgEY/6+qHgLcqlqLMaX/U0R+AfQ9haLWQ0TuATYBTwGo6gZMoaZK4AXgPhGJOJUuFRG5F1gEnCEigapaoKrzLHndQC/MC65DVYT1st78ArgfQFXnAm9a7XbrhZYP5J7K1bCI3AV8KCJ/FZFIa16Tgd7APcA+4N/AWcAtItLSEtptBkuRfEBELvFSZMqAIhF5APgvcAFG7p+cKjm9ISL+IhLq1VQH+ImIv6ruBD4HDgE3t3RMn9Lggw8/MFirmblADrABuEdErrX6OnsdeggIAG4DVp7il8RFIjIH6AP8DVgkIoGWS6UOQFUfw5RKvuZUuVREZChm9ThFVe+2lBlPn2f+egGzvEzRHcKloqoqIiHArcCZIjLSai+0/rqAQMAPcJ0K14plHp8NjAAeBXoAr1vdTwGXAr1V9VeqOh/4B6Zk+CmFiFyPiVvoAvwMYx0DqAYuAVJUNUdVrwTeA4aKSPIpEdaCV6zFv0VknGXZqcAoDh4r2WZgBpAlItEtGdenNPjgww8PfYC/quqVqvo8sB5YZfXVAsEisgH4A/BzIAEIPlX+dxEJwnpJqOq1wIeYB22dRyYRcViHPwRcLSJTRGS6iKS0s7ijgXxVzRORLBGZKiIpIuL0mr9MzCo5Q0Q+BM5sZxmPhX7AcuBL4Hov64Nnfi/CmNPLRaSXiPRqZ/kygDdV9SJVXQRcB/QVkWRV3Qg8AySLSJJ1fD6Grrq6neWsh6UUngU8qKo3YWKFEqzufwBOoLuX9WEVEAXsbm9ZPRCRqzDK1unAfOAGzOLhIyAFGC4iIZZF8gDQGaNQHBc+pcEHHzo4pCFn3Q9AVR9R1Y8s3+8rwIXA5SLyE1XdC+wFHlfVYar6NPAaJl6gPWUOFZHhIhKlqhWqepeqfmm5HXYC6zAreqzv5LE2fIlZfT4DfKOqbeYCsEy314jIGC//ejWQJyK3AR9gAsb+g3H1eHAxcC/wBrBQVT9uKxmPBWuOb2/y4j+IWT2uwFhtJoGZX2vu04DvROQPmBdIAm0Ia44vF5FhVtMMzLx6LDexGKV3l9X/S2Aj8AsReRmzav9AVVv0QmtFuYO97onuGOtMZxHpirHkhIvIjRiF4WGgFKPsZmHcK/lAu1v2vNx6mcBGVT0APImZxzMx/+9XMPfFVOvYPZjFRov0AZ/S4IMPHRiWiXEhgKrWNOkehFEQegKfAI+JyDBVvV5VX/EcpKpXq+oX7Sjzz4DZmIfrFyKSbbU7LLeDP1CF8Qd7n5cuIp9hfMKZqvp4G8p4IyYIcwzmoXqP1VUOnI9xQQxX1WsseQZblocMoBMmO+V0Vf2zNV67viAspWYxZqVb69U1GHCq6nRMwOZfRGSemOBTz4r5/wAHxg0wow1lPA3jPpsC/MeKZ0lU1T0iYrMsN1FADaBQf4/fCbwMrAYGqerrzV6gbWT2E5EXgPeBZ0QkTFXXAN9iAoy/tvpeAcYDf1DVb4E/AhHA08BKVb2jmd9rW8nstJQZb+wHDlpKezUmRmc5cIuqvoOJZbhVRN7HKHLvqGoZLYGq+jbf5ts62IZR6P8OfIUJCvuDp/0Y57wK3NvccVjF6dpYZjvmYf8hkGW1vQ3c1FQOzMP3T01lBWK9x2sjOc/CBAcOtvavsR6anv7pwAKMnxqgm/V/CLb2M5v8n9p8br2u1x/4DrNyjLW+x/1e/adhXD+nYVbsBRirE0A4xrTepa3n2Br7X8DPrM9jMDELv2tyzHPAfdbnoUBGc/dVO82t05LnJYxi+JG1P9rqHwU86XX8pRirSaRXW4D3vdEOMv8E4wb5Cgj3ap9q3SNDvNousv7/gdZ+KkZBjjqRa/osDT740AGhZkX+PiYaeyzwcxGJU0PWdMSqVkQygUTMy9hzvvd4bRbP4JFHTaDdY6p6vqrmikhvTODYTq/YBI9v/T0gzIoVqJdVVfeKgc0ar7VkTLDmCGC+ql6mqostuW4CSkTkPKv/txgLzpXWOQ8BhdZXFTXxDh4Z3W05t17yB1kfY4Dfq+pUNa6oPYDN654YilEkfg/8GrgPGCAi2ap6SFV/oqpbRMRmfZfWnOMYEUmwPgdjrAdVAKo6C5gJpIjhvUAMEVIUsFZEnsEonOFNxmxVGY8DN0ZZeEuNWf9nmPm9WEwGQhpQJw0ETnagWlWLvWSt8prbNg3mFZFUYBjwT4xL6gZPn6q+B1QCp4tIF6t5O5CFseygqttV9UNVPSgnkJLtUxp88KEDwPL9PiIiD4mJ4EdNml+Fqq4DPsWi1sV68VrnJInIP4F3gE9UdVVz47ehzH8F/k9ELrFk3mz1nYmxfCzFcEZ8JSJBagKvALpizLlHvHDVoNUeuGJSEL/ErNLxesgnAA9gzPyfYFL77lMTtf97zDw/BexQ1RtUtcyjILS2jMeQ3d/6/z5pmcqnq+q3XkpCLTDQS3H5E3Cjqg5R1XcxJulH1aS2esZsdWVHDJtnAUbhQlXLMZkaCV4v2VnADqCXmMDMYOAcjEViu6r2UNUV3uO2sbLbWUSeF5FJVlMEJqZFLFdaEUbR8QTyzgcmA38Tkbcxaa31zJVe90abKZIiEu1RzDDz/WuMu2k5MFpEunkd/hQmwPHvItIXE4ezmgbFvR4npJi1tfnEt/k233bsDZObvgajFPwC42u/wepzWn8jMS+IkU3OvQITNBjZzjLHYF62L2BIYtYAD3j1RwEhXvtrgF967UfiZU5tw3ndhglkjG6m30Fjc/IdGOXM6dUW7PW5zc3NTeRLtV4GLwCdveXwyILJ9lh+lO/XbvJiglo/xKRPTrXaxmIyCXIAh9X2a+B163OGdc/HeI3TXq6IP2BihR5p0v4UxiXhcUUFYeJGbrb2BwE/Be5qz3vBS+aVGJfIHZ45tfqyMBaHvzQ5pzNGkfsEk3H1veU4QuPwwQcf2h0TgWmq+kuoz5b4m4h8osZc76+qxSLyMIb29XYMrfEtwBtqBYpZ57WLuRxDxLNOVX9qXXsrJthttqouVNWDTY7/GhMl70GJqqpn1dtGMkZhiKTeUtX9lrukCmM5qFCTsVHndfxuzIq3PrBQTWqizXxsd+6IYcBMVb0HjPlfVfc1kcMBFDV3cnvIKyJ2NavUzpjUvZVY/nRVnSkiCzCpfi9igvG2ATHWSn4rFqmQ173bpq4Iy8JxNcb1MFFVl3rarfvhz8BnwDgR+c76/5di0pxR1SXAkma+f1vL/BwmgHg45nc/BHjReEHUpcYdOBOTwdFXVVeJSLyq7gAeFpEAVa2yxvtevzmfe8IHH9oZYiriefMP2LEeShYOYPyrj1r7nofSCxgT+38x6YhVHgXBEwPQVgqD5Qa5xfKjgjE9T/T0q+pCjAvgVut4Dz9Aspho9IGYFbHn+HpTbivKGC0i14uIhwxoESaY7XbLnPwihljqHbHSFEUkSETiLZ/6LzFxJI2g7Re3EO4VuwAmZTJIROJE5D/AyyLyqIiM9zpmPmZF3+ZEQlYcR4hl0veQG3ncJIGYKPyvgAoR+aXloroHcz//WUyk/p8xKZR1XuO26b1rXSPOijOow9wXrwP9RaSniLwKPCQiE9Sk+D4FXIshTesNjMO4KZqO2V7xFg7MM+IjNamnuzHKbhCNXQ3TMVlLf7eUtQtFxNHasRY+pcEHH9oRIvJHzKr7LyLyTxEJxLxsI0TkOTFlgcdhVmCni0gnNTn2ozBpX39U1UxVfc173LZcVYrIr4AvgFBV3W5dbx6mTsB9Xoc+DJwtIt0sK8LVmIftNlUd5Tm3jWR8AOMzH4RZgd2FUbxmY1I7CzGrtKsxZEFnWaf2xKTPHQIGqEmfa3eIyG8xc/yMl4/dhrGM/BETG/IQ5uVxjzSw99mBaZgAvjaF9VLPwqRQ3mitZD0v/xigUk1MS5Ql6xnWS+4PGP//NCBNVWc2Gbct791OIvISJjj0aRHJURMjNA/4FSYWaC7mBfywiExU1WcxLr80jALxlpo0xUZoQwXdo/x6uFWcmHv2OjEpyf/E/N9fwcyzBw5M5kwG8B9VfUpV6wnUWk35bQ0fh2/zbb7t+BtwGfAWJgAsE7My8Ph3e2Hy0/8GJGFWjp9i8trBkMt08hrL0Q7yBmHyuedjHvZN+y/EkAhFebW9AVxsfY6jfVIoJ1vX7WbtX2HNrWeFltzk+LswLwLPflRby3gM2XtgOB9exQTiPYuV/ompF/IdJv3Tz2rrg/Fp97b2BSuFrp3kvQRTLfOvwPOeexHDT/B3jHLzDcYa9rujjNFecQunYdxTj2Lo1Gd5ZMLEi1wBBHkd/663zNZvzjsduD3Slh/AEJ89Y8l+tzW/EcAZwHSvY8/CLDiyrf2bMdZIR1vK7LM0+OBD+2EssFNVy1U1D7Paucwyi64FnlLVe9VEbffHrH53gSG9UdUDXibGuqNdpLWgZpW4CBPMVigiAyyz8yQx6Z/vY7gAXhdTZGoIZpWzzDp/j5qYDHsbm3LzMEGWm6z99zHVHRPVmL0LPQeKSA8Mte5nXt/zoGV6b8/0Pg9cmGyHa1W1BBNcWiSmUNYqzIvsIA1U1dEY3/YWS3ZV1UqPO6g1ISLdxaJzFouNFMN86Idx++SISKZ1L67CpAf/XFUnYBSbKBGJaDJme87xfuBMVf2lGn/+UoyrBDVWrze1MdNkAcYi5UGtmhRnu3VOW1kWPJiMoQG/QFVvAX6HuVcd1r2xG2Pd86SlFmGon3dY+8+r6k/VWCbbTub20Ph8m2/7sW0Yc+0TGJ/uMKvtSswKuDtmBfwI5uW1zOu8bpho/83A2VZbu5AHWTJfiVckPhCKcYsswCgDnkCxxVZ/AMY//BGG/e/6NpYxBGOefeAYx0zAuCW8syBSMFac1cDtp/C+6IRZhd/QpN1pzW0lRlF4Gzgbs8q8zvofvGXN8YXtIOcAjHvn2ybtfwCutj7/FUMJPqOZ88NOwdwm05hoyZNhEmndn7uAj637Z6LVZ8e4qN7HuCnS21nmOKwMHoz1w5t4K8B6DnhIxs7AuLCut54TH2K4LQKajNmmWTM+S4MPPrQyrOCpRZiHbjDwgoiMVROHsBXz0FqFWWXeAxyShop48ZhVZA9V/RTaNlfdS+YLaShZPcxrpVJqtX2nqgNU9eeqehaQKiLnqlnBeaLRe6vqy20oYwZGGRiMsdB0s9o9tTk8z7McYK5aWRBiKj/WArkYBe5Jq729qZ9/hfHr78ZQU3vDDnymqoGqehHmBXYpEKGGEvxGTA2R3mosPG0lo2cOKzE+83QRuczrkK1AqYjcjanBUYNRcLCsYA4AVT3cZLw2gxguixcwrrIHPO3aECuhwD9UNQET4FiMqQLqwFBBP4HJUhmpqtvaWl5L5kAruPUTTAzO2WrIlrZ4HTYCc6/ssb7PF5hA00kYxXOmGsr4Ku+xta2zZtpbG/Rtvu1/fcOsBLx9ozdj2Njs1n4yDbEKQzDsiEesDmhH/zqGTW4IhifiZZqsuGjsJ7VjAst6tafMGKvHmRiLyF8xwV7e/R6K6qcwL4ORmIfsRadqXr2uORxDHHSeV5v/MY4/HbP6bZf7wnM/eu1fCTyGIV/a4tX+Iual+ynGGnENxnoT0NoytVBuGyZ24U1M5s7bNFj2mp0nTPDgX63PIVjxIu11b2DiUDzEUHbMwuED4Far3xO/ci8m8Ln+/veS2b89ZfbefJYGH3z4nhBTYvgXIpJuNQVj4hc8PtxnMfUjHrb6d6rqTssi8QdM4JM2GbNNfb9iKiR6//4/UFOq+HlMPMA4EQnwdKoVQyGm+NQ7GNOpt//Xc1yryGz5eDuJyDQRud5qrgK+VNV9mJdDloicbh3vUFW1slEuwrzwfgc8p4YZsX7ctpzXJt8h1isWYDVmRTtBTGGu14E/icgVIhLV5LxszAtwNc0zZrYm9XOGiEwDHhSRRK+ufcABVZ2GoQF/TkQuxTBlXqaqZ6vqMkzQ40+0yWq3rSEiMVC/ql6C4S74CFNd8lqr74h5EpGxmADClVZTuarWeH4L7XFvqHnTj8G4JV0YDobXgZvEZEt5Cl1lAF+LyEgR+QqYbFnHylW12ssa2L5xOKdCO/Rtvu2HvmFWCw4MbW8ecDtWFD4mZmEGMMnr+OGYegYeZrzrMS+Fu9tZ7kCMaXMWVtR1M8fchDGj92/Sfrf1XW9pJ1lHYALXttDAjOnxUwcBP8fLn45ZtWVhzNR3NxmrPYtKBWKi2OdjVpOTrfZemGC7fIy74UaMj9pTsCkL+AuwFqvQUxvLmWPN1S+a6XsEuMr6/B6GF+Dv3vPZnnPqdd00jPVoujVXGU36J1nyXuTVZsOk4r6Bic05v51lzsBkl9yMVUAKY9F7hAarQjjGZeUp4hZsPS8WY+JZ2jyOpaWbz9Lggw8nATW/7GRMQNJgVX1SG1gQ92DKEl/ndcp6TLZEd2v/A8wD5P+g3Xy/IRgaX48FYZyYwkKefo+P/3lMPMYwMWV3x1nt7wB9VfUZ6/gWF7k5ScRgKHCXYuoTQAO3TCUmEKxcRK4VkSlYpnQM1bZnXts08r0pLMvCkxhuiDGY7JI7ReRKNRkytwJDVfV5VX0eE7vQ0zq9CvMSH6Kq/7LGa8v7YhAm5feP1rXSve6Bg5hCTbnWd/kQkwrssdZoe82pB1Ymxl8xaYZXYeJ/fiMi/b0OW4qxPFzo1eYEDgMfq+owVf3QGq/NYlo8Y4uIh5r8MCZd9nbrntyNKTA3yDqlkga+lhBMUGQhJsNjvFpxLO0dh9McfEqDDz6cPM4A9qpJ2TtXRP5qBY1VY1bz4SLyF+vYyZjVQy6AqpaoSZXzvNTakuCmi/WgL8Owyl2E4dM/F8MTgCWDesz8GDP03Rja30css/9ONbS6rW4WtczkTZWQYMyL6lHgfBEJw3pmWe+szZjo8pcxK7f1aghsyqUNqji2EA5MRPwHagIx/2vt3yMiEar6qaru9jq+ioa02kJVfaPJHLcmY+YIS8EKs5oyMIGOKSIyA6OYvWG9hPMxiuOlqnot5l4IsF5opwqKkfkDNRU+H8Fkb9xaf4ApRvYOJlhzuojMBfqp6iZV9QRstrkiaf2WPKypl6nqgxiisyLrnvwUM78TxZBk1WBSWR3W73QrpiT3KVF+jwWf0uCDDy2AtQp7TkR+JiIe+uSNmMpyd9MQ7Hgd8L6aKOyfA6NEZDpmhf+EqlZ7j9uWLzVL5rcwzHcxVvNS67ofYEz/53n8w9ZLts7ysd+HMfffqqpjVLXS88BqZWUhVkTewaQTPuUVvwBmBT5XVVdjzNGFwPvSkC3xV8x8X26tID08DWj7UT8nSUPmC5j0vv00rCBdmFTV3ZgME8TwVnSx4houo3nq6tac4zAReQXjKvHmJZiHSQH9O6ZS4nUYi9gbqjpNVc9V1WViaJ6LVPUc9ar02dYQkSxpqJAJJgBwFaZCKmoyDb4EIsVwHHjQA5OuGgDcr4bivB5t/JsbISJnWnKHYJTIa0VkNOZ3OEJEHsEE9T6Lcbe8JIbx9acYHgYBak6x8ntU+JQGH3w4CsTAZr2c3sW4HUKBx6wX7TpMpbyLMSyIT2KsD6NFZJhljp4A3KOqvVT183aU/X6ML3Sxql5nrcxQL7IaTOrnSIxv23sVk4JJ/0tXEwjXJq4IayX2KCa2YwTGpXO7NKT47QXiReTXGFN/NYbAxvMAfU5VY1T1rbaS8Riye+6LXBpKlqOmQNAMjOvnEwyj42LMC9pTCKs3hhp6jaoOVBNQ2JYYDrhUtbuqvqNWOiSGHEiA7qr6uXWP/A3YKw21Oeze1o72mGMRiRKRDzH3g7cVYQfG2jDYo+hiLE07MIyJWC/ri4GHLWV3QXuY9EUkUkwNi5cxyopgXDx/t2R+FXOv346xoD2rqisxiuQqjCXnP6r6J8uK5ra+c3sVoGsxfFUuffDhKLBMjDGYoLuzVXW3iAzAUCrvExEnJqDwEsyKYY2qukTkIwxXPKpajlEu2qUinnWdUMyL4m1V/bvV1h2TOldryWhT1YUi8h1wrpio8p6qep71MFtpnedQw1/fFnLbMH7e51S1VkyE+H2YjJI3MZUTr8KYdQdgqic+hcltR1Vz20HGo6EbkIApC36TiFzqUV4s2adhUlhXW/fKX2lQGtYC12hD1cG2vi+uwvBbICJXYFw+C1V1loi8AdwnIheq8ZtfhcmcWA9Hrsrbeo6tF/xkTBzF7zDK1zRt4C94HUMDvkpEPrV+k3GY4l5YlrxrvMZrl98cZrFQqqrdmrR/LSJ1GMI0j3sEoJeIpKvqNhH5pbdiIG1b+fV7w6c0+OBDE4jICMwK/GVr9XWrV/szgFtMYanPVPXfIpIDPCki/8C4KUoxropGaGOz6DDMimaL9ZL6L6Z41G+s71KDMeP+Q03xHc9DaiMmqnwOpspjU5lbja5aRPphska+wShS+RjT/cUYt0kMxjpyuoj8FJOi+I6acsRYK7mFTcdtTRmPBRFJVNWd1u5GTH59MeYlfKuIvGfJYrf80t9Y543ClLn+hZe8ddJQcrs1XRH9MG6xhcAqVf0OM8djxJBj9cJYPv4qIl+q6q/FkBzda825H4aSu11fWiJyFrBBVbeKyNcYpSvRkvcnWIWZVPUbERmM4ZHoJSIed8VzTcbzBGu2lyJ5DSaAGBG5GGP5WGwp4E4MgVtXNXE4E4CDahFJeRQGj7LQkRUGaCBD8cGHHzWsFU4wxrc7AmM+/sh6+HuOeQRD4zsf44u+VVXTrL6LMS+Gpar6ejvK7ZF5AuZF0ROTUrZNRP6FYU98DBN4dR1GMchQE7swARNr8aqqvmqNJ61tDrUsH3/HWBU+xwSz1ajqT8WUef4VZmWZiXmxdsGsHH9ruVMEk2rpaisZjyN/HCZIMBbjSvnAehl7+lMwgaVLVfVRr3Z/TFrgJAxJz3/bUEYb5sV6CcbSEYapX3ImZuV+NWYOL7aO74/5X/RRUx8kBkhV1aVtJeNR5O6FKYAVjyEYW6sWk6fVf4El+xNqVccUUz68P0aZSAD+pqpftaPM/YHzMUphrqruEFOl1I6JEUnHpCb3xMTqfIJx+8Rggh+dGBr0Je0lc6tCO0Dep2/zbR1hw5iT32qm/Yh8dMzDYSHNsCJa/e1Vya8f8LXX/jMYE34GpkRx5ybHb8REZYPFMNfWMmPiEf4Pi8UO48d92Ks/DON+8PT/C7j3aHPfzvdEBCY99iEM/8IjeHFwYHzXNkyK31Ia+CSSrL+9j3cvtZKckRjOh1hr/zzgEa979V8YhTfMauuOoYkOPlX3rnWtfwB3NNPu4ePojIkF8FTUdAIh1mfvCpVtzhuBiWd63vo//wkThPmANtzTrwMveB1/DmaBEWjdRxfQgfgWTnbzBUL68KNGk8CuKcAaq/1aEfmDiFymnqdS44CqSzFBcOuajCfQ5q6IOK/ddKDAWn2ByWP3w7w0ytUEj3nOuxazAlpuyVhqtbc6G56ITBSrNgQwR1XvVsNiNxVDjztYRK4Tkc6qelhVl1n9ZwBDacjyONWm0ADMA/8dVa3ErBwzgAehPvXTrSYeYC6wSESWAKOtfs/91OopcyIyRETirNiaEow5/5fW6vxxTDzAs5iX3Z8xcSpPWq6AFzGBehVNx23Le9dLdhGT+nkWJqsDEblKRE633ECeQMAdGMtJqJgspM8wHAaoVaHSilvQtrxXrP/faRjX4whVfQhjdfJYRb7ExD6lSwP3SRUmyLFaTYr1B9rAt9BuQbutDZ/S4MOPEmIitOcCd0kDgU4uMEVEHsQE3RVigsRetPpDRGS8iHyKMU8+2fRB1cYPrhwx+fQvi4iHkno3JujRz7r+FkyxrB5AJ+vhPNmS+XIM41yZ97jaulwA3cWkEnqUl6bjnwfchnmJDcS4LTwvkbcxZE6PqOqs1pLpRCAi/UXk9yIyVkzqqT9mjidZh/hhzNI2EbnO67xhGDdAHfCgqr7hPW4rK2TdxGQXPIuJ+/iNdd/djHHzPI6Z4yswsSuvqykPfj0mvuESjLvk3vZUykTkNBF5TwxVsmJi6mZhAnGnY5T2m4B/ishwr1OHYl7YNRirRCNFvY0V9FFe15huzZlH+b0YGGQpugUYUq/dwB/FEKI9DOxu7vfVHopZm+FUmzp8m287FRsmzbAE89BKs9q6YXLmp3sdl4R5WMVh8q7/Dtx0CuQ9F7OyuRwTHFYBdLX6ZmIUGM+x0Zh0ukxr/3ZMfYC2lvECjM/2mmb6HM20TbHmu55+u0l/e1I/N2d69tA7/xTjkpiGWTlehPFRX+N1/p8xnAD1sreF/Bi/+IdYVN6YOJUXaHCLTAFe8jo+DWMiTznKeG1aRrnJtV7EZGb82WvOX8dU77zdakvBuCM8x4Rb3/f89pbZ+r+7MUoZNBSc64SxfkzBxDa9BDxq9cVhXFjvYpW2/1/bfNkTPvxYUYVhPRyDqTh3GyaafxHwCxGJUkMLfQBTCEfVrNDv8Qwg7ZfOBcYk/qpaK1jLcuAxg94IzBGRD1X1W1XdLyLLMatk1CoF3VYyiyn7PRPzonVhuAkQU+CoBFinZqXbNIhxDCZN9aAl50ZvGb2Oaw+cToPpuVpEHre+C5jc+w8xiuYcq/8SDEcAluw/93wWKwW0NYWz3Dg7MMF2PYA7rK7BGOtCBqa0eRngEJEuaqxO1wEbVbWgyXjtFqlvWfKcGKvHvcDNIjJSVeeKKZb1W0y8BapaYLlb8q39QxirnmesNv/Nef3/ijHKwc0i8pKagEeHqh7AKAue4+MxxdOCVHWPiPxOG3NbdOgUyhOFzz3hw/88RGSwiIRLYx7/EZhAwbswKX5dMauENzAviGfFkAzNwCgOB7zGa4+4hQki0s8rViHGkvOPIpKHiWV4TkQeVJPG9WvgZyLymqUwVGLiFxqhNWUWkXEiMgtDPdxTjY/5N8AmS6m5AmMyf9byo4PxTZ8tIt9gUuX+3ZYyHkf+yZYbQoBPtHnT8+lAhKruV9Wvrf6zMQF6c5uM57kvWjNNdaLlRrvQuhf2YdJjXxKRIiAbowC/LyZmZRXm5fwfEZkH9MW4KxqhrV9iInKJmFRkLOWkGvO+KcJY926x+t7GWBu6i8hl1m9uPJbS4DVem1ehFJGB1jU8/7+RGIvBWxjXAzQokt7IBDZb93/93HrJ/D+jMAA+94Rv+9/dMKl7H2GKAL0C/NOr70oaqvi9jVllvkcDm9ulGJ/xGe0scyzGZL8Wo7x8jTGH+mF8u18CP7WOPR3Dsz/O2k/CuCImtrGMSdacfYMhYvoMiPHqnwFcbX2OBh4AXrH2+2LM0VO9jm/XDAlMIN2HGHfPWCDAq6+p6fl54HGrL8S6RxYDZ7WDnNdgglanes8TZtU+tcn9PBWjJIrVfwYwob3nGKOMz8LwbfSgoYpjJ2Cm9TkOE3C8H5MSGoxJGX4Wk6nSt53vh3EYBXCh9fvzzPNvMAGt0RjWyV8A53ndC6dbv89pQHJ7ynwqN597wof/SVha/i0Yc/J5YuoDbBaRdar6HCbNr7eIdMHUCSgF/qsWSx9mdfGW93jaPiuGQRj/v4fG9z+Yl+6LmBfIDqxaBar6pYg8RAMbXhENK6K2ckUEYl5Qa1X191bbToxC84l12Nlq1dhQ4yoJpMHqsUFVr2xLGVuAizBMjec37dDmTc+ZIhKgqmUi8qiqrmhL4bzM4/2Bu1R1thgCpmgR2aeGPdNBg3sKTCbEt5iXdDUm/dIzXnvO8RUYBfFV70ZVPSAiS60AxwcwGSm7tIFa/RsRWaANGREe4qu2DCxOxlhhOmEsNL3Uolu30BdjeazBuCr+gAl2BcPJ8lPgGbUyIn4s8LknfPifgogkWR+dmMC8OWAqCGICBu8WkVSMkjAFk0+fgaGsfVhEwpuM1+YmRjHllD1IAfKslwIYJSAWGKWmEt5Y4ArL3XIlxgKxrcl4re4+EZPeF6imcNUTXgqDE2PNyfAcq15FuSxT/7kYfgis79Au5uZj4ErMihYxaZ9XiUhvT6dn/ixkAnkeZdKjMEjb1OLwFGLymMdzgAQxJFzzMVwXr4lJVdwPJIrIHSJyPoZEKk+bFESzxmsvd08CcLo2EIXdISJTxBTnisUoY//FBJsOA3aLyANectYrDNrGNRfEVOu8BaP8nqaqt2HSJUda/YEYVtenMKmqH2HuYU9xsvmq6qHe/kGnUJ4ofJYGH/4nICbF6dfAWyLyqhrf8wfA7y2/9BiMObonhojnOUwFxW0AqvqsiMxQE3hVjzZWFsZh2BA3i8g3qvoecBhjEnVZ118iIhsx6YkvY/gBrra2IuBmNVUgvWVuTS6AoZjUsWBgm4gsVtWnpCFYsVZMamKodbwd41NPx5ibXRjmzKaVBtvFz2vN8dUYF8oqNfUq5gFnisjPMcQ7u4GfisjTaupHhIlJobwPk6XyWNNxW1khG45RWp1iaJG/UNUvMCye52G4AK4DyjFFxv6hqtdZ834hxlR+q6ouai2ZWij3FZjf1ceYl+guEVkkIrdjFPJdGMXnl5hgxuswga+7rPN/iVcwqQdt/Ju7CKhS1U9E5DceBc2yKM3BZGugpmy9E2Mhu0oNa+Y6TOApamrKeCs4P9wUyhPFqfaP+Dbf9n02jGnxNYyf+cImfREY68I7GB9qX4z5dJrXMTa8GPBoh3QujDvhWYwP9VxMkSA3Df7fzcDdXsf3AnZiMeBhSGSy21pmTF7/RuASa/8hjI/fw9bnsP7eiOHZb/p/GeG13+aMfU2uH4xRDBdhfNNvY7FQYhS1tzGcFWCsUjdiXtZgAvE+aHo/teEcr8UoB/GYdM9nMFkSZ1r3yL+9jh+KKRPuYUUMaTLH7XH/JmHcH19gFPXPMKnAIRhryEfAtV73+hM0jr9wNBmvze8L6zf0DUYxGEoD+6h4HbMIuM1r3zvWxd6e929H3nyWBh9+6OiJITe6WlXnQv2qYZ+qllhR+2HasLo5G8tl0VycQtP91oRIfbphFDBPVW+22iMwwXcxmJiFO4DnRWS2GqbEtWIyIsKBCjVm3A3WuW3pr/4QU2ehxNrPwZhq4zFKjOe6W4EtIhKtqvuhPjZgXjvIeDR0wdTYGGLJ8Eca4io+ASZiFDXUWEuqsCp7AotU9VvPQG0lv+UG2YC5d5dbbZsxwXYuK2viQ0zWTLIaF9sVGAWtzJK9rImM7ZGmOggoU9WLrGu/DGxSE/PxFYbDIt2S77CIHMYq4Gb95hpll1i/ibbGORi69T81vbaIONXUu/gAYzl5yurzVCG1ef//2zG+qUPCF9Pgww8OInKxiNwEoKqzMSueKSJyn5g0s/8D3hbDtVCOMT9jxQBcgslnb1MFoRmZrwJyRSRTVfMx1hFE5EwME2Ui8KaIjFPVLzGuiIdE5D/WiyQP2NN03NZ8mYnI+SLypIicISKxqlqMqc6XJCILMPUNooH3RGSy18NeMaviqubGbS+FwZJ/iLXrAOJF5EoRuR4Tx3CumMDRDZiaBwEi8gsrJuAOGrgB6k3PrS2/iFwgIs+JKdQVqaoLgLVePvFSoNJSAg5jrA6zgKdEZAVm5f5U03Hbeo6lIVbIgxwRGSkif8CwNd4oIrercav8CxgpIlNF5A7gbBrmtj1/cw7rrz/GjfOWtX+viFwvFtsjhsUTjGvwoIjYxCs9uz0XFj8E+Kpc+vCDgfVCeASj7N6vli/fCiD7GNiC8Z9WYGiMUdVzRSQA45fuDvxeVee1s8wPW7vdMCbxF60+O8bXu0VVV4jIPZjUs4swq/gEzMNutrZhRTwxGSRPYoIqv8O4cQ56LCHWMT3Vou+1YgHOVdXhXv0DVHVZW8l4LIgpB/04xiVxu6ouExPQejaG/nkwZoUehSkstElVHxSRbIxZPRtTKXFBG8oYCDyNWYF/gbkX41T1TKvfpqai55PAHlX9Q5PzE4FO2lDLol0qfVpxC/dhAi8/w6ScHsC4c8ZjrF/XYQqn3Y9xQ7wpIqdh7uUk4CFtQi7VxjJPxZC13YYhtnKLyCvAXgy/Bhjr2NUYZs0vvM57SVXDmxnWBw9OtX/Et/m2lmyYrIE8rJz5ZvqHYsUEWPvDgdlAuLWf4tXXLv51TKzCShpiAh6lgWPhCN8z5qW9Fchqpq/N/NWYVfhjXvtnYXz+MUc5/ic0VFD09gmfEp8vJnPgZ0fpux+TtujZvxpDKOWJD/GOZ2mz+wKjmMzw2u+KUQxv9MhhbV9iMjaCMcrm4GbGai8a5WxMTFBvDNHRvzDuKk//C1gcIdb+o577wtp3eH1uj1iLXph4j2nAmV7tTgzJ2HQsSmir/W6Mm9CzbwcGtee9+0PcfO4JHzo0RMRTKGgdxke+WkTCROR2EfmZFQ2Nqi5UK53PwpXAt2plQ6i10pH2qYjnSdn7GOinhvUODKnQyGOceh8m8G1n0/EskVuzsNQoaWCbnIZVOMrTjWFB3NfMeTdiCKRWQ2N/dFvO6dEgIqEYa81/rP1bLRdAL49YQLA0pLCOx3BFeNj7XNZ5tta+L0RkgNduGSZ9crCXXAuAR7185imYF9xNGLIhPwwxWSO05n3QjMze6aapmLoga9TEC/0FM5f3Wf1lGOXH48oZiFVB1ZLTk5nQXjEA52NKlp+jqp+LSKBXvMJszNzmeB2/E8Nt4ZHXpSZbSfDhqPApDT50SIjIpSKyCLhdREKsF9inmGjzFRjLghNDpXy9dU6giNxiBZCFYvzBjaBtS0M7VUy1vr9Y5vrDqqqWTxUMXW6SiIRqA9VsmPWiW4hxXzyglk/dS+bWfJFNEJHFGHfN6yLyU0tOb1KbNEzVPs85/mIorRdhAggvUtUPWkumE4EVt/AbMRU/w9SU954P3CAin2CUsjOAF0SkD4a0ZziGZnkJ5pn3ctNxW1khO8Oa4ydF5AUROU9NEOPnwL/FxNY8h1HU8jEkQWBcFuMwJv+LVfWX1guvXSAitwFPiClPbcfwf6zxUn4KLbmnWvf0VuBiEXkXk520Ai9SKQ/aWMkZYrl+UMMdsk8MHfVPMEr7v0TkJ6q6HlNrJl5E7hSRWzEMjxubkdfnsz8WTrWpw7f5tqYbxj/6HTCsSbtg0v686XGvBPKtz3ZMSuB473PaQd5YTFrntxhq2ccxaZPS5LipmFV9KI3N+g8BY7z228yUi6nI53GRnImpZdDP2vekUP4Xq5InZrUZiCl+NcBbxvaYW6/r9bLm7ltMRcnpmHRVP2v/fSw3BMa0/1vgRWs/AbiBJimgbSSnH8a1cz6Gkvw6TIBdtNV/Iyat8kJr/99en7thSLzadY4xGUjzMHUWHrbmdqz1v38RExvgqaKZbt3rAzBKeyaGJCnLa7z2kPl0TIDoVxhl/FKr/WpMVsx/rO91J0ZZ81DG98EUnXsNq0qsbzvBuT/VAvg23+bZaMj/vxR4zfocgVndZlj7TXO8x1gvQv+jjdcOcg8AftGkbTMNNSE8AcdxmICylOa+S1vITGPlJB6zKk/2ansCoyQEW/t+1sujD4bfYAUw9FTMq9f1AjGK1Z1ebR9gKYfW/bEceMKr/wG8uC7aeI79sWIPrJfqViDQq/9d4N2jnDsdL2XMq93emjIeR/7bMHTInv3Xgc7W5xut39cZXv0zgW7NzWs7KQwPW//vidY1/w+rNLXVf7rXZwcmyPfe5mRrL5n/lzafe8KHUw4xFLNogxkzAdggIpMxPv5rgGlWJLfdOsdPTNrlvzDBTN7Uxe1B/XyxiIyxrrOMBp+6Q0Q6Ydga11v9avlJD2FiAUZa7XVe43mon1vTTP4TTAXK28Wkn+4GqjE+cw9+a8kz0NrvjyEaeg2j5IzVU8fmmGhdrxKjEPzDan/EkvNsERmqql9j0hC7i6GFvgFDWby1yXhtMcfXY1I4/yKGZnsbJqX3eq/DbrZk7WmdEyIiD4hhGNyIFR/iDW1bN5pTROK8mlzAaBHpKyLPYe6H+0XkGkywYy7wJzGU0H/GxGNUNBlTtA2pny2Z063dlzCK7NeWLD0wPCGezIjpnvOs31gGptaINhmzzemq/xfhUxp8OGUQkTNFZAvwoIhEe3Vtwqx+JmFMt1dhGBQnY/j2IzEPholWfyMfdRsrC71EZCnmpfBnEfmniPRSUyzK85Dyw7Dj1QdmWg8mB8bn+2XTcVvzwSWmFPjXNGRBnIGVgooxjZ/pecCq4WJ4nwZFogpjqr5UVW9T1UPSzrz6InKWGL6Nl0TkIRHpYikOiEh/jBXkXIxidr+ITFXVlzA+6ywMb8Clqvqx97itPMdjxZT3noxxm+SpoR72x5jvJ4pIjHXdAxil8irr9GqM1edyVb1T2zdu4R5gCfCqiPzE+i29h7E2/R8mLXWkdcy9wHBVfczqO9uS+3w1MRr1aMsXr4j8DEPINtZ60Repao2YYNc1mHu2F/CxiHS3lPRAEbnLimPJs85vhPZSfv/ncKpNHb7tx7lh0rj+i1nRvgic06T/U4yJP8HaD8GYJD2m/W5ex7abiRHjI33a+pyKCWb7B5bP2mq/GXjb+twVE6PRbiZ9jGXmSq/9B2jw6TqBV4H3vPrvwDL9e8tJO9ESe13PiakkuATz4hqOYcq86SjHB2FWwrfR4AJqlObX2veFNWaQ9T+/3GqLw2QSeOIWeln39N+8znscE9zY3Hjt5UYbiYkVSsQwJL4AvOzV/x5WbAJGwX0Bw2NQ///x+twu7hOMJewbTAXK5vozvT4/D7xlfR6FUZj7ttf9+2PZfJYGH9oNVhT+JdZuIYZo6UrMA3e0iGR4HX4PUImh0E3HFGrKtY5FVTdZY7apidEyiyZ4NflhWOP8VHU7hpI4EBP45kEWMF1MQZ4vgFT1WtV4zOStKKOIyHAR8ZRK/o+qviaG2e53mAfvBBH5p5pV7T0YRr/HxZAJ3YlVOEgbsjo8qantuRpzYhTDc1R1rqrOxzAkdvF8T++D1aRNxgPrPP9/bZLm15r3hYj8FkPOVaHGQvCGJZMNmIFRDsG4pZ7GZBk8aJn0p2Axk3qN5zHpt+kcSwO7YQ+gTlV3Yoia/g7/395Zh19VLW/8MzQq0ikiKopiK3a32N2iXrvba4uKhXXtzmt3o9iKF7C9it11xe6W+f3xzuas7+GA6O/s/QXc8zzrOWfnmbPOOnvNmnnnHfqZ2cZx/AtEEQ2iNJ8dVaQERLed3c/zZ6Bsaqr+2h0Rdr1oZt3MrIOpkBSmEuJvJJe9S8WjMNLdN3H35+P/Uc51dZKyI0spRMxsW0R0dI2JovgrKiWdr0HMcUtnDwR3fw2tkLujlXFnRITzRXrfPB+4ZrYzwlRcFLHrTLohQwHkyn8VmM1UshiUlTAEUS4v6O63Vulcz4lsE5RWeDRwvZmtntx/FhTznRW5mlc2s0OiD9cFnkZI8yU9WPESHYuifl4++cwfgEdc1RKzNNUvicnWXemrZjatme0WYaI3EN9BA6nnuDCl8I0CtgE6ZLrF5OnIuJ2RSjjKXLUkNkJGbkcEin20SsdcY+lWSZXMjK3XgfdNVOa/x/YViKwLFO7Z0cyyTKA7vQYTac7/ubniM35H89MyQFMTfmkYqvJ5W5yTGYgtzewglJ2U8YekBk7Rxu/ULY3t6ijb1N2AJYH7UeGdlVA4Yu0a5x2G3ItZlkTK1NcleV+UK/dU9JCaEVEPPxr7u6I46lpU0tDWR6WBQZ6IC4F+yb1yceUiF/LNwBqxvSMyxGaewPm7A7dM4FhhaP34vIWRV2EsFcbMBuyM8foADdn9mqE0xpvI2fWM6jxchybQvghHMbzqnCzj5zpUsnqc7o3Vx6i+yofICEiZUBcBLiVCVbFv3ujLmZAhPA9Koexa8HjYGlWqHUYF6AjCUtyHjPCuiMPiVWD/OL4CIn67sGid/66t9DSUkosk7sC5gQvcfT0X2nlmAnltDQvDXIhQ3Nub2cPAZpk72lXL3ixnZrnE7dkcTU6XuABfI4G3zayXu49BBDc7onRPkGv/f2bW1t1/cfcd3P2l7Pt5fqv2Pig+fR+Au1+AyvvubhUGxOy7tUPEQddW36QId3MNWRhNVtug8Amuyo7Zb+5m1hul0t5tZr3MbB+Ugnutu2/gObmeEy/HWOAkd1/BFQ4bBXSyCtskyXj8D/BzFtapcc9C+jhCVEsg8q5rEYFRpusTyDOzqJktGbs/Rp6Q79z9Rxf747nuPiZCBLmyI8ZnHI8Irgai/9XnyIgAGRFzAp+7+xgXw+txaDECKiu+cfznxpRhiPyl7OBS6irxED8QrQZx9/Pd/frkz/wusHEcGxfPjcl4AfTQGOnuV6YPX5fkYjCEziegSoKGXPptgPXM7HJEQdsaMSju6u5noUnin2Z2HVoN3x0PtOyeTbzO8Woz2yDBLeDuryCA6JbJaYNQ/84U1/SIh/L9aEV2ffV98zTEUrFKyhxoNXkucDXwpSmNEho+k+YAxgSWYCjwu7t/5pVMirq7nk1sjc+aWQ93/87dn4r9hqp8vol4GaqlG1od1zQMcjZ225tZ3zBYvkeT6gXIu7egmS2TnH414go525QyfDwKAY2tuqe5aJXzwgpNZ0oD/h1lQm3v7q+4KsB+SiXUMxKFJ7My3B1QFsetoAWFu48uYlFRSkhjuzrKNvU0lFI2Ak0InaqOZe7m3RDZSqvkWGtUWOgmEhcjE3Dz1lnnmRGB0WVoksr07IXCKY8B3WLfloioZ3YUJ54NMQ12y1nHxVBIZCwwsOrY1ghXkSLbbyTIblDFygsRGLOwfq3ScSBapQ9DRY36Vh1fCZX97la1/+j4zidTkOsZ8T38DOxZq78QJ0PG4DguOwNlVPQqQscqfQ9HmJZb43/VNjk2LSLourPGdXsgOu0zKT40dVCMhYyJtEXV65FEhlJyzb/jufIKSq0tlGCsbMlv0dgKlG3qaKiE83vAzhM4nj1c9wAeiPdpel+b5H3ToiY2ZOiclmy3S973Q+RRWUXEGRAb3ngTWJ46x6S7YbyOpKFh1QVlcJya7DuWwAlU3ado6ueWMSk9hjABiyK+jQNrnHsdcFm8z9L+VgX6F9THTeN1X2BXRAw1b9p38TqEhHkyOW7peQX175EI09IWGV43oboh6f9qLoTJWC+20xTFQlMoUansJ5G3o/dE+vAWYP2qY80RGLpH9fllK7aV4YlS/rIEarl5bL6K/uy/mll3MzvJVBhmXWiAFL8Z6GNms3jiSnQVHhoX+03Or7fOnUysgR1i1/TAD7H/YuA8MzvUzGYFfkMPuuXNrBeKD3+GVqLpPevqyjWzNmZ2lJltELtuAO5x9yuAX0kYHV2Fpg5A6X2D4jtsiGLX6T0LY78zFeHq5mLpvBfFnF9191Fxyrjsg+SyfwDrmNljqNjUDO5+r7s/lbie69nH05nSVNtDg2yRDRGN8oMIX9M2dMnGanOEvWkgmV5erHu8E/C8V8JibZBhOD2M+81HI8PtBFMht12sUuDp1+hb82IwLesAX7v75u7+jpnNkOIm3N3NrBvCE91hwVBpZt3d/Vd3/9TdPzJhhayIsVzK+FIaDaX8JTGzI1Gu99kR/30Rxfm3Ryjo35EL/2wzWz25tAcKB7Sqdd88H7omIN3TyM2ZVZLsgh62h6IUtJNRmOKfrrTPyxEl8Z2o8NAmrnTRVOe6PbxMOfPPoNXjk3H/H939uzjlUGArM5sn+fxXUAbHu1QKUD1dpWNRuIUjEf5g0dj1sDdMofwFGT64+9jEcMjKLT+OCpJ9mN3TJfXELeyGvB+7AUPNrF/sn57KJHwwsAWqQjlvouezVBmNeUvM683N7FwzOzn2tULphWuY2Z0Iq/I+Kl99AYzr32lQCG06ROi1nwcmJM7xHA30NmZ2qqmcOqHb7yYmygsQUPOS2J9Jb5R+fWYce8bd/5fetyjjt5QJSGO7Oso2ZTW0CrgcuRi7oQn4RoTMb43S+mZNzj8ZuC3ZNqBjwTqvDAxHcdHZkbGzfhybB3lJ7qFS5XEFVBmvCxUGwM7J/XJz5UZ/jpeSGscyF/nVVFgpl5jAuYXGqeMzz0Pepp4TOedhVM8i3dcd8QXMkqf+KLxxceiYhUCuJVgP0Qr9dsTo+RjCLzxedD9OQPduMU6/IdJ5EWZhgdC5Vezrg4z2FWN7FeQ5maZ6HOWs7xrICD+dJGSCjMN3UAitK2Ju/BZYNY7vh3Ash6Q6l23yaQ3SskopZUJiZs1dhClt0UQ62N0/NrN/oofUzsArrsyCVEaTrMxcT4bPC0Y69wKOcPcHk3DK96HPC2Z2DUpTWwgB9n5Cq+FvQ8cfUAijSXyFXFy5JkbMbu5+u5nNgR6go4Hn3P3h7Dx339zMPjWzxYHpzWxZj9oXcZ+i3M3Z5zVB46I1sK27f2VKl/wM+MErLJNzAD+5+8NmNh8KBZzpWkkOjHOaUuc+zlzZrpTOE10eJEypk31QUa9eiNegFcI0HO7ut5nZR2a2mbtfU/2d8xy/NdzvMyBjsTlK+V3a3b83sw/ReO2JQlJfoEn5PQB3H4ZAhxnL5+8F/e9WRf+5a7LPjv2nIQKvjDRqTPz/FkahrBsQcDNjfG1a5Fgu5Y+lDE+UMlEJF+OFCIUN8jTMgx5SoJzq51A4YuXkug5mdgqa+MZVncsk5wduG1MVwc3NrL27XxwGQ5MwfMYi4Fgmp6Csj/3M7Eq06r3aVYBoXJ6619EtaqrSub4lfAru/hYwnyll9XC0UpsGuNRUFGusmbUys4MRLuDf7j5rajDEfYrALUxrZn3j88aiEM9SQAtT+uQtKGvj8uSy2RC7379QH7/pwmRk92xSz0kt+vhoVKExS/PNDIYBodvTyGAcilbuB7j7vF4pdrVytcGQfOdcJOL6Hap2/4q8CmcAM1gljXK6eN3JzOZEbv1p0P8yvWeuPBFm1iXDh5iqvHYGRpjZ7GZ2BXCEma0Xv++TyXWzIubSYQDu/p67v5phHUqDYfKT0mgoZYJioqF9Eq1kzgmrfwxaDexrZlfH8UcQaLBDXDc/AjwasLBX0efmrPO2KC4+K2K22z3iwSlJzZ2oWmZLGAfCHIxIhu5FqPnr4ljdJ2AzWwOh828kCKKSmPnJqIDU7e4+xN2PQ7HrbeJ4FzSB9Hb3U+PaQj2GZrY/6uMhZnaWiZb4PYRpuRwZZUsjGvBVzWyjuHQ5BCz9BFjc3S9L71vPidhEr/00GpPvAIebSj1nMhJY1t13cveDQuc93f35uL5Z6DQ6tnMlOYrPaGpm5yKyrvPMbP9kXCwAPB1G1pnA3Wb2EsIxXI1CKxcCL7j7ml4Q3Xr8t05ATK8zxWd9HvpuAuyN6lf8DxkOawVGo4eZnY2wGHe6iKdSfXMDQ5fy/5MyPFHKxGRF4EJ3PwVEIoOIYI5DLv+lUQGfF8zsCJRWh7s/Z2abuvvHcV0hLsYIPawJHORiERyICHey0sPZQ6g5wi9kDH6/xzmjo+Wt88yIX2ERYH8zG+UVoOPNqIDUvCgNETRBZ+GU94gy1+HyHevBwV+EmNkKaPJfBVFmH4m8BksgHMh5iEnzO+C7ALwtiwzNG4Dzk9V+nn3cHxjk7jfFZ02DPCGXw7iS4KnchzAMxPEGfVrQBLYuYmdcCP33dkVhiX2Q56CHme2KjOEvgTti3N5qZrchXENGfJX7f87M1kReugdRhsxXyeeejDgvDnH3M+L8eYA13f2OCF81AVbKfosaIZlSJkMpPQ2ljBMzm8nMZkx2tQV+NLPeZnYtcJYpA2F2d3/Xxdr4Qripl0SFpwBw4R0sbxejmfWxSmGe2ZBB0NPMZkMP3famFMveyWVDgQGmwlnj6VZvnc2sq5nNYWaZK/ka9KA9ARlfWZXBzCjYDtjEzLaLcMkWCEA4no4FhSLSxcViqFLiJxEWGQ4sZmZbhhv/5tA/cz33R0A93H2ku7+Wh+s5Vq7LmtlMsetUVGk0e8bNQMT5q67rGYbNIihrpVAxs35WySxZFfjA3X9BwNxDge1MeIv2yAO1PhovGyKDc1wYI8JpTerdtxORZRCN875hMMyO/n+4+0XICOubnP8S8FEc/4+77+LuXybjoTQYpgApjYZSstjvMejhPndyqD1Cth+KaIgvRaugneOaNqb4+v3AfdVhCA/JSedmJszEMMSl38TdX0Ko9/6I2vmW0HkVYO/k4dwarYo71bp3PXU2USAPQyx2N5rqU3yO0OSODIc9k8kOd38QsU82Re7m+TI3eR46TkT3FqayzhdGSAIEFG0dHgfQZHxVfA9Qyu1vZnYJCgPd5wLjpbrX1dgJL9cwYHNglJl1dvf/Jd4bkPv+w+Sa5ma2FQqtvePuS7kojAuRMHIuRf+d5WL3fQiv0Cb+Ov9FoYfByNDcyt1XcvfnXJwXS2dhiKw/Pd8y8T3M7EQzWyp2XYKyOfaPRcVFwA1mdnoc3waY28wON4Edd0FjIr1nrrwspeQgPhmkcJSt8RrKp/8fcA4wfezLmNlWQ1z71ybnb4Lc5tMjwNWyQPvkeFFMjluiOGrbGseWAM6q0vlGIm0SgQhb56zftNFPVyOPTefQYXB1PyGvw8HxfukJ3K9oqt95EHX1uajU91vx2hJVJH0UxarPRoblQ8BCcW0LZEy0Te5X93GBjL9zEQX4DLHvAeAfVeO4HQLr9ojtrIJiVxpWUC2qCuUxyPg6KfTK6JSXQymhW2X6IxrwYSRprEWPhfjMo+P3Prxq/17IQ/PP+D0WQVwhS8bx2ZFnZK+idS5bPq3ENJTSDsXxr3T3b8xsAeAbM/vA3e8xs2FARxN6/0X0IPvZ3b+J6x+BBvH1olYMKyM66q9NqYedgRHu/ikKU/xmZq3c/Se0Yv8tjuFiKswlbS5cyZ+70uH+DTzlwdhnZqOJCp+x3cwVO/8HKpK0OaqUuELSv4WnUIYsD9zlAgliZvcAL0XfDQ5PQit3f8vMMnDmawAu9/qHcV3dx4WZtQG+d7njh7j727F/GQQU/d7Menolq2RWlIkyrZndAbQxs7WBT9zdEx3zxgA0QwZsV2BDd3/fzK5H4adnEai4P7CimT3l7i+bSJw+Q4Y90IC9MncxsxbIINgGWMsDKJrIxcAwd8/wIE+Y2UNo/Dzuwq+8ltyvTKGcwqU0Gv5mYmY90YT7iruPQCC7ORG6/FuUSvkNevDuhjIK9gSONDNHXPZ7xr3GxSHzfBCYAJhN3P3zeMAbepD+aGZDkLfjXZR2dg5auR8ENDOzziiuekD1fetpMERs+XhkvByAPDR3xaSUcVz0QStLot9+iwlwHzTpnurul9bQs4hQRA+U+vamizfhe+BAMxuKEPBLAdOZ2f/c/Z/A/+K7zYTqMbxNpTJhqns9cQsdEPCuA8In7JEYDGuh9N7bEHJ/dzPbwoURWQTVRukOXOTjZ23kbSz0Q1wl77r7VSick03ILwJNwoD8PoyaLsA1Jg6UA9Gk24Qa9NU56jwDMqp+MbORqO+6mMCMOyO8wnB3f44EQGpmC6Ow32017lmmUE4N0tiujrIV11DZ5JeQS/kNVIa6KbAgwjMcFef1QKlQe8R2C/Tg3awRdD4Rke4cWrX/ZMTseGpsGyo2dGFsL4Di63vnqFvm/t4GTZqDCVbJ9Hi8b41c+n2q7rEAmpQLLR5UpcNgNHldjSomto/9O6OH/5koLDEf8B0Vd/oacd3RBeiYhUuORRPYr8A6yfFOVf09Gtg93u+EqJWbJseLKNDUDq3Es769NDmWsY8eiVbq1dfujTADuxc8FjogHNBIlGnSP54Rh6AKky+gRcP5iNRtzrhuzrhuFLBNkTqXrdjW6AqUrYAfWX/69RAGoFfs2wmlbGVGQc+qa45B6XE171eAzgYMQLiAExHmYqnkeLd4gF1NBYuxIQqzFKZz6HkpWsFm++ZMjYDY1w9x/4NivFfXuFezPHT8A/03QwZix/gutxM0z2Eo3ENSshoB8g5Jxk2n5Fhu9MQIw3Jssn0OgU2YwPnnUIOOu4ixm/TN2cgL0xSlUN6IwMVGparmPDTEW9TUr6D/XE/keRwcv/1DiOwKZNzuQkPjdgRhlCPq9aMbYwyXrdhWZk9MxWJiY8vSCp9Cq/Us7ewmYLZAmv/iDWmIF0Bgwntq3dfzDUVME5/hiNRoJ1Se+jdgdasQMn2MHsqOCjj1Q56FV2vcs97pff3MbKiZLR96XoSYDg8z5ctn5Dv7JZfNASwUKPMdUR2McaRBoWMhfAtmNneSqrcEWqF/jh78PeO7zOjCL3yIUlcz1/MMxLiIcfOZVdL86hnuma1Kz5bA5ma2u5k9gFIPB5nZKSYGxSwjYs7ACcyBVsLpPXNlRayS35FB8GR85vzIWOiMjKtMj9YotJalKjbQzyJlNOf/XOd42wGF1U6O3/5pxLXR3N2fBc7zCucJCAD5Qej3oLsf4e6/WYUyupSpURrbailb/RtazVyCJt2rqXLtxzkbIL6C1KU7K1qhPQNsV7DOHUPn61COffVKfWO0ol+/av+yiM/+fqLwUM567oFiuAcDbZL9x6KH7PZolbkWQpH3jOOXImbNrRpxXHRABs2PKLcelGL7DkLofxjf49IYO01RCOJt5IH4L6otkaeO0yCq5BdQ7P+F5NgA5C07Lbb7hd5rJb/Nq0WMgxp6z43STlel4jU4CIEbn4vvMwThbc5PrpsOGRgLNYLOc4Q+58b20sggPA+lLr8P3Bq/w+rJdXMioq5Hsu+aHCske6psjdcaXYGy1fkH1UPoOgTKaxoP0vNRIZ4mVGKpg4EDk+umQdXodmACcfkcdV4rJuLBiOzoZWC/OJbp2w4xUZ6ZXNc6XluQuMbJyU2OVrs3IHKrcfvitTNJdc/Y9ziV9LmZaWhkFI1bOBStvE9CBEybJse6o5h/Gmr4ODsHGZOr5D0ukLF7FfIsZb/tk4jZkRjDlwIzJddcSaQBIsMzreZYVBhtT2SsHI9wALcSlVyRUXt1cn5fxO7YK9m3dF59OgGdp0WG+XCEWXklOTYbSqm9PLbbIdzFacgbsgHCO+xW5Pgt2+TTyvDE1CeGHr53uVyabZGxMD00oMftCTxsZiub2X0ojv2Ou1/oiYvRXU+OnKUtsJO7H+YKnxxF1FoIXczdv0IxYczsSjMbjty/AL+6ijllrtx6usmXTtytHVBffmNmA8zsJuBEM1se+Mbd30yuG4A8Cw+GTm+7+7dWqWlQJBJ+MWS0bOnuB6D0w4HZcVe2xBxowsjkbpShgru/6e7D8hoXZjZXhA6+RKWq/+lBh4wMnF/jM39C6YpHxnVLx/caHud+4e4/JDoW0cetkUG1prsfjDw1MyPjDOArVIm0XWz/jLwj41Jv3f2xAvQEVFgK9THIK7IL8KKJvRN3fx0ZNQ/H9leodHUzV2jifmB5dz877leGIv5mUhoNU7jEA/cAM1vSzKZFD9jRKN77DAKQOVoBHR7XdEXAyNNRStcp7n53et88H7hmNrOZXW9mWaXJB4Ans9g4cp+PinNTellHYYq5gCEeRW6y43U2FmaK2PglqGxvJn0Q6dXWyI37LbA7cuNjZoua2Q0IbX66u3+Y3teLwy3MHGmUuOibt/eo+YBWil9neAEza4tAbaeb2eJmdiOa+F6ovm89x0XoeBXyIGVVU+9ypR5mk9HiqM5CJnsDi5v4Q4agsftQ6JaNg7xTKGe3Cj11k2jZGHkDEWFtYmb90Vj+EaU0L4WIqL5BxkQDydNAt6AwdxW82t7d93X37xGguD8ax5nMgmjWFzCzLF01wwp96+LHKNIwK2VyksZ2dZTtrzXkKj8dpXOdiioMHoxciC2QUZAyOa6EsApdERL6WWDHqnsW5R7dGq1i75zA8SOBY6r2tUWAw0MK0K81coMfkuzL0ivPCd23To5dA+wT7zcnEOeNOC4uQOlx19IwnNM8XjdEOfbpdZ3Q5H0jOaapJp+3KzCGiTAFonLbwwnWRiqhqo7AfFXnFhFGmxF5YJ5BFSUHxv5DUBhlc1S866gYJ0Pi+PLIaB9GFSanAJ1njs+9AaVcZ+G0NFT5n6rx3CnG0D3R/xsUqXPZJu9WkjtNgRJW/gAUm1zSxYq4LXKTtnT378zsc+BbM5vG3X9ArvLR7j7GzL5H6WoZM2JW6bGIUAQIgX8CsIiZ7evup1qFAAlU7W9g6LYO8F93f9vMdvJY2ViFTTEPmRbF8XeOz1oRrXafQVwQqyNWwYzd7mu0evaShAMAADjeSURBVMTdr85uYo3DfrcCCk/Nj/Ahl5nZme6+Byr/DJoM/mVmC7n70+HN+Qw4JNU5L/3NrDWazO5199Nj3wLAWx7smSHdgA/d/RMz2wVYwsy2cWV6fJ7qWNDY3RllIR2DmB0PNJFdHWdmY9CK/ZXYPgGNC9z9ITP7T/Z/C73rzkZaLWbWHRk3dyMg6yVASzO7xN1fN7PMA/Eikb0R/fkZsGNk0LxfpM6lTP5ShiemIDFV8WsbD/IX0Uo4e8g+jMh3MrduF4Rj2MHMFkWryDHhVv3eoyx0TBh5hiJmqbH7JxTbvRmteiHKVpuqbH4EzGpmDyJsQzYh/24h9TQYzKx/tI6xa0bgk9BhKLA/cK6ZnYZYVPdAZFdnmNn9KGRxT9U9C2O/S1zlIFDp++7+kyscMRDY2kQD/nucm+Xgd4aGbvHkHOqpv5ktYWZrmVkvF17hJmTUnm9m9yIQ7ENmtotVCostAixrYkkcAJxdrVPBRtlayEPzq7tficJTF4QeFyMsxnFxbmeUlZLJL1DBABQ0+TZDz4NL3f0NNI6nQwYPruJW3yHP2kLVF2cGQ8E6lzK5S2O7Oso2aQ2Rw4wFrojtZlXHt0QuyIw0Zlo0YdyIDIrGcItej1K3zqBhytYNwBzx/jaU6nd2bC8W33M4ApflqWNXFGPOUlNfTY69gpD8O8b2Qgipv2Fsd4n+XacRx8TMofdJVIo0rY3wCa2S886jinUQ5dfnyvCJQLmtUJrnW8hF/zwC0oGKHT0ObBzbGyE3f+/YvhpxGKyT3rOgvl0K+BcKLWRps0OAE6rOe5IKwVGT+A4PIqOse8HjYVHkbcz0XTD+/32TcwYij0P/ZN+WKESRaxG3sk0drfQ0TOYSwEAQcOpaBLBa1IVkb2JmzeP4fMDTrpViCzRpXIH4FpZz95vjfrn/5ma2LoqjjkJ1LrqjUES2gnwR8difjABkv6C0UNBkvIerVPGdcb+6I7QDDHoi8IG7z+vumwO/mNm+cUrmgv4SwN2fRi7cTrH9ibtf4e635aXjH+i/MeLZeAXxABxrIjl6HhH07JicfhQqudw72be2u1+Tp47u7gjgOK+7z+LuWyNDYKCpuNS5yAi7Ps6/Aa2OF4hbHOHuM6V9HPfMVczsQGRMfo9SkLNSz6OAHqYCaZmcC8wX4bKxyLi83N2Xd2Wl5C5m1sXMLkdej82BB81sZnd/BuE/VkrG53/QgsKSW3yGcDg/UkopfyCl0TCZS/KQXBqt3A9GfPbEQypz03cFHjGz9YF7EdMfhGu/KBdjGDmjgWXc/RRXmtwXwNeukEgTVAL4BpTCuDTilTg29Lvdq9K5vM6I/bjnGARgPDI5fB3CA+AqLDQUWNSUEbEKwgi8WOu+9dTxjyT6ZTUEIjwaZZ/cjoCF76Hff30zmyMuaYOIp8Yk+j4T96r7M8DM5ko22wOfZ/2OvA3vobBUy3RiNbNNEVZhZOx6M/YXkqYaka9p0H9nRXc/FGFY2prZMcgr9hmwWaYTcve/5xEuc/eD3P3yuF/uhqSpmNsBwMfuPp+7b4MKXG0dp5yLvAtzRsjsDfSsGBc2dPd73P3xvHUtZSqRxnZ1lK1hQylmd6LV4UrJ/n+gVCnQg+tkBMwyFIP/Gk0MdwALF6zzEqjC4IIkLk60Kh+OJtpb0EpoIZQyuXByXl/ChUpO7me0eh2GWOxOBmZMjmWZEQ8CWyT7eyEa6xvRRLxCI4+L1amg369DrvE14/VlRCq0Zhw/GXkgtorvfAlVLJs56XkZKuO8emzPh1z1CyTnrIYAegvH9nKo+NgwZGwW3bd9q7b/Q4R7krHzDZps5wpdr0J1O56nioEyrzFc9RlzJe+XzMZFbO9IkDPF9nkoq2NrhA15EpinscZy2abs1ugKlC1+CHl9jkAI/V2QR+HF5Pi/gFXi/QgU98/YBvuj1dlGyflFPLg6opXjM6Hfo0RlzOQ7LR7v2wH/jEklS/VqmuqZl84oo+C5eMj3QiuxcSx80dpGH2bFr1ok13dJdSyib5PP64ZCNy8Cqyb72yEmwmcJamfkSv84OWcrxK64TQF6ZliaC0PffxPsjPH+HIIRE3k+ngMWje3NaQR6bZRh8gAybE8mUgvjv3cWMG1y7oVUUig7I4ro60kM+4J0XgCBbkciL8IS6diM1xur/ocdkWfnZkTOtErRfV22qaeV4YnJRzqi1eSK7n4uepDdkmAaPgKGmNnbKIXqefTQAwH4FnPFhAuJ/QZuYl3gK3df0N33Ri7yfpYUMHL3ETCOWa4J8LYHHsOrUuVy1Lkr8LC7X+NinPwv0Dzrp/jcTsAb7v6NmR0MnGVmGYvmJ/Gd0/NzFzObG7E3fuvuc7v7vdmx6M97gU/c/dLYdyEKBSwX2/92993d/bJM/5z0TDNFOiAj8ldgu9g3CGFX1jezlu7+Lapr0CL0vNrdswJehWBDIh3xGGQMrInqaxwfYZQHkGGzfnLJCwjz0tzdP3X3E9x9Y3e/P8IaRWCF+iNv3WXI69QbGcFZWLBphE06o2cEZtYKsZXeiLwnK7n7sOS5Ukopf0pKo6ERxczWN7PbzKyVu3+KqHyPN7PtkDtxaWBoANg+RSv55d39GBSn7BEP2e/ifrmztJmqSeLuv6CsjEHJ4aeBeeO4V123NiKceiWO54atMLMVzWz5JIVyOhTTPTuMrp6IHXNITMygh/AqkUI5L3CSu3+T3jfPfq0l7v4iYuLL8AfrmNk2ZjZ/nPIx8FsATzGzgSgT5bn0PjmlUK5qZpuZWbfstzZRFI9B6ZSPAkua+EO+R160lYGbzOw5hMV5tsZ3LqqP2wIzofLwX4W+nYBTXUyjzwCbmlmWirgQMpDTKo8Zd4HnOZ4TaYfwE9e6+xeoXzFxsbgLV9EGpQt/ZGb7I/xTNxhnaBYGKC1lKpXGdnX8HRvyENyKKGdHAbPF/nkQqOkVVOjGUDzywarrWzSCzvOh2PgTyHW7Xo1zDqOKgRDl2t+JVm/L5qzjbMgFOwq5jkeilW9zZJBdRTAQIvzFuUThnTg2ikgHjH2FVuxDrufLUXgqS0tcHWEEHgDuQ67/xxEnACjk8yrCYzxAhF1y1LFz0leXIlf5ZsnxofG6NgI8fkwU+EIT2qaozknR43cNlPq5cnyHntHXByT6noxSUZeLfUcgfMPo+L/2KFjnAYg5M3s+LI88CJeHno+FXtcikjdQSOo7hCO5Nru2bGWrV2t0Bf5OLYyArHzvZmhl8zINq/atAVycbLdBKPIZYrtJ1T2LqOTXDFE474xW7TvGd5gvjmex66sIIGGc1xqt5lar6oM8KiRmlRr/mewbR4+LCI1OJuLose9qKvwG1WC4XCplTkD3VojL4tkwAo5GBuV0cfwsEmpnlIv/AtAutudDYa0idF0NuCnZPgoZZ0vFb3BXTM5vIm/ZrUwAdFfQ2O2DQLgPIbrnWwh6cFRT4Ulk1D6JOELOIsFXIOMiBXEWgRWaHXlrhkdfjkALjSZAD4QfOjjOnRERt50a24Pj91ghuV9hY7lsU38rwxPFSlPkBp3HFV//DK0Y1krO+QTl1GcVB/dDK4qPYHy3vhfjzm2BJqr73f07d78ATQbnhQ4/JOc9ZWY7x/H53P1dd78H8sEEmFnnePsxcI27n5gcfhTRQeOi8F0QFeKZ1cw2QVkbb8fxV+N+WXpfkex3PZC7fKnQfwgyJleL4/u4+7+S8w2t9L8HcPfn3f0ByI3Ton2y2Rf4IAn9jEbMo9u60id7EeEgBMx8gwhZVUtBY3dJ4EkXb8Jx6Pd+Pz7/JvTfO8rdF3b3kVRKV2c6fuDuz0JhWKF2yFswysVVsgfiMZnOhRH6CHG2ZOP2feRJy+ieL3Lhmx6M+5XUz6XUVcraEzmLma2FVjQ3AM+5+/OxvylaYb5HhWsB5Ip+C7gqznkNODTvh1WVzv2R12Bdd3/ZVW74HmAd4JQ4bRAw2szWcffbgvBmLTRpvAPs7MoJHyf1nCTMbFW0qvrYREN8jUe1w0SWAY5PtgcDWyBmxzHIy/B8lY5FVaFcB5Hs3Ozub5nZUa6qgyCjoAOBTfAkjm6qDHoUcJtXxdfj3Hr28Qrodx5jZsNddSJGo5LKe5rKk2+BQkJzmMilFsu+R4DtBrmoiguVZLK8KvtNTaRNmwHtzczRmPkYGZyY2Y7oN3mt1j3zNHLMrLMLYPmVmY3D05jZQcioXNnMPnFRg3cDOpvZO+j/tjLBN+Lu78R1WU2O0mAopb7S2K6OqbmhCetZVH76IpLKglTSo85CD6/0OkOu0sWqzy9I7x1RSucdsd0CxVYvoiEl7WEIMAhaFY+gALco0A95X1ZAbvGrkdcjc+c3R6Cxkcm+aZLrZ011LLJvk/58D5EFLVvjeC/kJemejIf2yJAbQRLuyVG/wQgMOABRmD8GrBXH10NsmrcjLEBnFI7olPRp06p7FuHWXzV+84yivElyrBMKTcyHjNtbgSPjWHtUiOoOYP6Cx8KqKDRyB7Ab0C32N0MYhltjjA9B4Z4lkDfkhBgjt1FV8bNsZcuzNboCU2tDLtrrCSxC7HsJUeNChatgVRRv7RDb4020eU2+NT4n02lLBMD7Etg89i2E4qvHJeefQAVI2L4onePB+WSy3T8eqAck+/oi5Hir0PMcoGPVfXKPqVd9XmYodkNpnxchToCs9HOLeN0AeCTeT0OF+GrhqvvlZZR1QIXCOib7rgZOnsD57WJy61Bkf1bpsA1KT30ChdEm2k8IcHxm0ufzVv9OBej8R8ZvSpTWPvo4BZ2mz5bCjd+y/T1biWmoo5jZKmY2E4DLJTsP4l7IZAdgX1OlyswN3hKtKr6L68ZzJ9baV0edB0ZaHIlOqyAGvP3RihIUcrgVVR08KXALa1HBWnwZ96s7XbWZbW5mQ0x0zq1QhcwXk3TJFxCKfwkz6xX7Ng797kOrzCNdJZXHiRdXhXKB+DwPl31HlGs/FGVMzBHHf4lL5kSpieug1f66cfzJuF8efbyJme1uZjO40vluA760Sr2QMSQU2mbWzMTHsQfKqnmZqNPRSPII4oVYBlUnXR/Guelr9dNCwIisz939v8n5RYUC26EaMQ+6+3DgVGQk7hI6jasFEf+vplSwC7j7h4nOYwvUu5S/sZRGQx3EzFYwsweQu/4SEzkQiLp3o+w8F7/7yDgvkxHAt0Q9+6LEzOaLmPTmwEvZJBCHf0KEURcDTczsB5QV8QB6MH+JVkdbuvst6X3rOREHYPFuxEnRHGUVzINwHx2BeYPj4mcUa/+eKCiFuPWfQ1kH27v7p0UQ8FTpv3yMi4Fm1jLL6Ucr+aVcQLw3ED7gajObx0SatQaKUW+NCjql4M569/EMptLTOyDX/Wlmtru7fxmTbWbILIhCKpkOvyFK5RURjfLBRU5aZralmV1vZtsHHuBtZAT8hLJkjg89s3LqLcxsOjPbycxGIdr1O6rvm6ch+VeMXzOb1sy2NrMnUP8/VaTOpZRSLaXR8P8UM+uBitqc5u7LIBdj7zj8KJp0t00uuTGuaxorhE/dfXWvgOCKklWRG3c1dx/l7r8lK7JfUDXNi4EfkdvzDAB3f8Xdj3Ox4T0bq8282OWWAT4NHfdBLIPfuBDkD6DJNVvFP49W6JkMdvdV3P3pmDQKQ5HHg/48xDZ4qrvv4+4/J5/fHNH5gtzSq6Dv+UKsfD9FQNL13f3FnPt4UeAHF1PgDsiI3TPAsNn3mQ1RQD9oqqi4dUzUL7j7uu7+n6yPc9JxnJhZpzBytkBhvTUQFgCvAEMvAL4ys8Njv0e/LgqshLg6dnL3b3Ps11Tnv2L8tjdVsN0BLTz2cPfdwigqpZRGk9Jo+AsSD8isal87tGq8M7bXRGxsC7n7KJS3vq+ZZRPaaohK+fd0hWAFllY2s+mQp+Dq2D46XNNrxyntUGjiA3fvAzxpZlfXuE+TPNyiYVAZSuXrZmbzmtmxKH99JzPLiHo+Bg4zs7XNbD/0sP0SwN2zColZmmeRKPKuKIXySne/K/SYy5ROB0Lon2Vmb6GV5RBgGgv2QXdf2yuU4HXvY1NWRDbmOgLfmEqFg9INfwEODV0ceRSeM7MDUBigo4vBNLtfkayI84ReA1x06y8hPoNMl2ZhPBwMbG9m/czsGDObw90fcPeN3H1kYkgW4R35K8Zv0/geV7r7mu4+qijDrJRSJiblAPyTYqJ4HgGsZuKhfwkYZWa3mNnX6IHwFappP8DF+38PcKKZvYlCEeNNwDm7Rbcys7vM7DAzm9GFt/gRGTPno5Su34FrzCxLU1zY3Y+MW6yHiiNV61zvmPppZtbaKzUpHkdU1Weh2gVrIkNhN8SYuT8qb70ZAkcODDd1qmNRuIW1zWzpGBNvIaT+DGZ2gZmNQLTVT5jZEsgNvQ9i8TsOMfw9iybA7H4Z9XM9+9jM7GbgfjObL/rmM2TEDDKz9RAI9jxUmyPjV1gMAQ1nQcWOTk3vm7exYGazJptfofTDtcxsMFqJb2lmZ4UuWYnqB9Hz7RlU3fOV5H65GzkWdUvid2wLdP+Lxu9nRelcSimTJD4ZoDGnlIYQ148C/WO7Sby2RO7SA6vOHZ1st6NhumIRKWhtELPcPajK3Q3AZXFsPYQ0P6pK52eT7abowZt9z7qj9aPvhqAV7kNENkbVORcTrHzoAXwxsF1yPK1GWCj7HcrSuAutwO9C1L1zIDbMs1FRqWy8nIDSFJsl1zcrSM+sCuXRodOjybGlEKvg1ahMdXdkxHSM49vSsJpiIUh9BGYdgUI5JxLMkgjrcTHyMPRCnpDRwP5xPMtOuRnoWfB42Agxkd5ApQrtPMhz8ygq/z07SsO+G6VVGjLWron/a+8idS5b2f5MK8mdJkFMLIFjESXyAe7+lJl1QniFb9z9J1PWxAzJZS8AD8e1v7uKxXwVbnfzYlYMs6EJdbX4Ht2osN09BuyEimJl8hyaMKorFwK5rSibogyHq9Bku6mZ3e3ub8cqrSN6qHYKHb42FfC6ItErIxNqDPa7NYDX3H0fE7jtOgRi3B2RMH3nFcbM49C46A68H308jkwqtusZhmgO/OaS3yM8sgji4bjbzDZ3VZgcbmaPZ59twumkoMdLM/0oYOzGf2YwMmB2ARx5FNYHXnD3y00ZKae5qpZiZmcDC8cY+NjMNnP30XGsKZBrdkGE/E5DY3hvZExubWZvuzIjXjCzWYCz3P218PD1BWZxkZJdaWa3NPJYLqWUP5QyPDERMbMFQS7P+AMvi8rPZiCsU4gStMgNuqypCuF+cezxuHbcwyoe4Hk/dDN8xHuocuPWZnYcKgW8rpnd5nJ77o3cpnua2WGI0/6JTM8c9ds83MvTxYT6qCuW+18EDts+dBjrip3/BOxlZleY2QuIQvnx6vsW9ZA1s9bx2gplFTwbD/mfEJvgXGiV+UliMIAowR8gGAir+7jOBsN+CHTbObabhuE6BqXJHgMcbWb7mVlvd3cza2Vmx6CV/X98/BTVXMeumbUxswXCkHoU2MTdn3X354AfUBglk48RsDEb76ui8udjQ9dxBoNXlWCvs87Zwmt65GFYyd2fcJX6bo7GAibMSAPjFwGmx7GmlgZDKVOClEZDDTGzjczsGeD0iEkPiEO3oxVQf8SUtxNCOR/pqq9wPFq5L4hY+8bDLuSo85Zm9oqZ9YpVZbMwDNZFwKrlUdGbbYEZzewEV5x3U8TJ0Ct0vjZHHVc1s8eATZDBcqaZze5CjUOlWuPcga3I5CC0an8Z2MDdD/GC6J5TiT5+ArjIzFYJI+FZFO/f0MzWRAWSRgCzmFnraANNaX69EbnXePTPddRxDTN7BPEQHO7un8C41MMuiITrV4St6Yj69r2Y/HqhlfL6XpXmmbeY2e6ouusx4dF4xN3ftQpPxM9U0j9BY2VhM7sdeW9eRu79BlLtLauzzgcA14Zh8hGq8PlzGJMg4+zt0GMMk5nxW0opf0nqEeOYmhqKRd+GUrOmQ1UpP4v9yyK63BOS89dGK7OM7a9Vcqyo2O9u6OEzGrgr++zk+GAaYgDWQzH4muyTeeiMQHRXABvHdk+06l481RdNrINQrv3sKNY7fRE6/oH+6yGOjfmjv+8Gdopj+yB2x3vi+DLAK8m1+5HQRdfq9zrqeQ/wfLLdPnnfB7GUjkDGziGIr2CaGvcpauyujsCu/0YYkLOqxkP2vxoKrF11bTdkgM6W7CtC5zVC56uYCIUz8DQwV7I9PQL0HkyUCy9b2aa01ugKTA4NgfGy8s5zAW9UHX8AODPeH45WNs2Qu/RKYNca98wVkEdCgYw8CXPG+5+RixSEGgfFsG9Mvus1JKWWi9AZgTIXSj8nJoIta5y7BnKjfwvsUHWsUahyUUz9omR7YEx0y8d2CsZcEjifGiDHevdxMqm2jNeeiF10EWQs3gWcjjxOrZGxs0dy/SVETYmixm7yOd3CUFgvtvuhrIFWVef1Au6L933je81YrXNBBkNTBMB8KNnXpsZ5ywMPxPvZEVC6bWPoXLay1bP97cMTZrYvokeeEcbFQt83sy2T03YAdjSzHu5+DIr7X4DY2T5Cq8wG4vnGfvcCbjCzQ82spbu/jCpjgtz458b7zDU7ElXFG4pwA++jWgy56Wxmu5rZ5cm9v0W4D9x9bOACeqEVb3aNBY7kOuTtmdHdL6zSMTesRZX+G5rZYsmu6YDPzKxNbN8HvItSb1sBP5pZczM7FJE6PeFVIMfQv559vA/CU7R0ucWbu/sHwKXoN2+O0lI/RQRkfVxEYmcmOm3n7g2YEXMeuy3NbGUz6+buH7sIi24JXX5EAN0FEv1A5c2bmtmpKCvhA1dJ6Oye5jnSKJvYJPvCuHDHgUBvM+sbGJALzexYM1syuWwu4L9mdhQKa5oLx1CIzqWUkps0ttVSdKOyMlsRrRiuo6ELsSVCvt9AFI6J/dcBh8X7JogKeKbq++ase1fkFr0B1VV4FJUebvD5wAdUeRJQwZvl0cSRm86oQNSFqHjQU1QKWqWekabIO/JAsq9zvLYD5k7PLXh8LEYlfXI4yqPvjnAsTwP9knM3QxwLzWLcbIwM0DkL0PNohP94Hzgn9jVPjqfVRtsjUGS2om+wwi1i7Mbn7Bxj4hZkLC4W+7NCaT1QBs/86W+Pwihj4zu3K3g8/CN+91tQdsTMsf/fodPJCD9yEfLgzR3Hb4zjJxatc9nKlmdrdAUK/8IV1/gVNKyU2Dl5P0c8AAYl+84CVo/36QO3MBcjAl/ekGwPomGsvFW8roxSK+dHq84+VffJVWfENjkbsA4Ce41XwRNhBAYhF/VVyOU8XZWOhXIuxOcOAQ6K971RaCqblC+OcdA1trsiQF772E6rEuaFDckm0oWALlSIufrE/lohkRkR7mbWeuvzJ/ReHPFDZBU7zwW2T/srXodSZQgjg22e6j7IWd9WVDhO+gLzotDOKnG8G7BMcn7f+H6LxG+/C41o/JatbHm1v014IlyMZ6OwAsA/gWnNbB0zOxmhoC8ws31dWQVnAzub2V5mdjrKGR8vVc7zd4vOlez6H7BBIOTPQxkI21lQPHvw0rv7fQhD8ADiEHgjvW89dY6Qwq6RRtkldj/s7q8jg+E1tFIEpZxlsgXKOrgZFcc6zMVUmeqYO4o83OULxfsOyAPydOjwDnLt9zezdRFBT2/gKDObD7mpRyIcCR5VCa3O1M/Rx6ul+9z9aeBzF2r/MuTdSa9pFimMJwJ3And7UGs3kvRD4aZXTXwF/YGvrVKsyUy8HI8BY5PQBO7+lLu/YKrB0cTzzYhoFp/5EyI+W83dX0WZGy1RiGpad/84dM0ky4j5IH77c71SNyRXnUsppUj5WxgNpoJRwxHzXVsz6+Du/0Psfdci8pjtkOt/RzNb1UXIshma6FoCS7v7MwXqvCuakIaY2VlmNq8rX31bFJrohdDw+wFLm+itMbPZzOxxxO43i7sfn6OOm6IJdjGU5XC8mc2fTPafoAltOTNb0CsVB5sgl/5DwDrufnTcr+gqlNui3PpVI8b8BfAhovhdM75fK4QDWTgmisMRluEUxIGwlzfkYqCexo6JavhdRMa0SPRh1k/Z5+wELGpma3mFRvk35OnpCqzqVdTPeUr8xgeb2SAzy0rDXwG0MrObUGhiFKqq+YiZdXFxKYxFRtmCHpLeNy9DMjNQTNVphyWfl5XL3hR4Eo3nvQkDzd3dzKY3caDcBtzp7h8l97O8dC6llEaTxnZ15NlQdsMdyOXZB7nth1Wds3TV9sXAnhO4XyEuRjQJD0WGQXfgVBpSUl9KZEjE9oHA1cn2TKnO1NFNTsVl3Bsh7wfEdh8Ux1266ryOiEjoIkSnuzcyxLom9ywURY5cy49F61t1rD3iLrgSTQQzINri4dXnpfrnqOvBKCx1OAnFd3I8y5DZGYVK+iOcxfQ0DAcVlV3QBwFeLwndH0IsqiBio2PT/xzCZfwr2e6Qjo0Cx0TT+L3HIlIpqGAtxukU4+FhZCQ3ifF8OdCtaJ3LVrbGaI2uQC5fSrHenvE+jSt2RC7+mkA1FB++n6hzUHUs7xTKFCexKypbnW1vEA+zjFv/GODSROe7Cf6D9H711pkovBPvWxOgQCrx6OGIfKn6upWA31B4Z9OqY4XFeqngAeZBwNasP2eIfZ2Sc6dP3m8MHFc9DnLq406IDyQbvx0Sw+BzYOta/Qa0iDHyHrBjkWO36rO2I9KTY3t3RGqUAQhvBLZJjh9B8F1kfdoIOjdBRtZ+yPj6iorBMB5oFOGdsvThahxOmUJZtqm6TXXhiYjh3oGAV7j7i7G/KXI1D0c1JLLzm5hZu8A13A3c6+7PVt/X801DOwxVwVw/dj0D/GZm68T2rMgDcnBs3wIsZGLDewitgq+v0tfrqbOZHYmyCs4ys/0RL0BWldFNVf1aIVa/9LoVkNfkZGAGr2Kc9OKqUJ6AkOwALyKjYWkzuxatMA9B1R+XiHO+N7PpYlwcRZRfTvs0hz4+FK28d0HhiJ6ukEnWR3sBp5hSK9Oy6v2Ru/80NDlfkN4357Hb3hpWoTSgn1WozL9F3AsnxfZw4GAzW9bMzkGA2BGJrl6QzrMnnzkWGbWbuPt5iMAt+6+1yHQKzM5ZyBv1UVz7XRzLpUx8KaVMdtLYVku9GnpYnYEwCp2qjyXnPANsWLV/ReROLdTFiFycI+Kzd0L8D2ugeP/eKN4+AuECuqAJZZG4titawadu/lxWOYin4iYErlweTbiXxbGsEuaCBAFP7J8pXpuRVO2joKqOyedtjSaqi5HRku3vhcCuV1FxPZ+OJoXmKLS1M1pVdi9Az7VRuma32L6ByNapOu954Mh4v3Ayrrsl5xRVOfNwhPe4CaWmdkTMn8OiXw9EHAXrokm2R4yHfyLMzUkUn1J7OKKcvgMRcHWJ/XMDF8b7+ZHX5mME4OyCUi/fQFk+ZSZE2f62rdEVqNsXEfnOFQRTHEqb7ELFJZ25G0/MJrwJ3KfIFMoTiBSu2L6EhF4W4RmyVLpWyGjoXOM+dcUtpH0Rr2cAg5P9p8ZDNY1Nb4WqO/aKye84YJrkHrno+Af6z4JAhCcm+9K0yJ5V5y+FAG8ta5yb60QRk9G98X4xBBZclYpbP0un7RF9PxJlx7RP+rjIsbsW8ni1Q/iWG6hQmPcB9oxxMhsKsdyTfZc4p2VRfZt8TpYW2SPa5USJcOTNuwyFV55AZGkPxbHmCCvSq2idy1a2ya1NsaWxzawz4vx/2N2HoVXOosDPZnY8Ao+9C/xkZgO9UhTpW2B6M2vh7r9U3TPX6nJm1h4h7t90uZcPdaHhOyKGxuWBMWb2losJcYyLPbEHKob1Iar210C8ji5+U4nfOd39SVT625C7dh4z6+NK3/wZTRhHh86guP+CyPtxg7ufkZeOf6B/J+TleBqh3Y9H2RE9EcBxrJm9jYCjH1RdtwMKpfwaOqcplPXs4zZoxfsF8Ji7P44Q+QPN7E6U638Zyn5YzVTU66e4bu+47t/ufnZ63zzHbqJ7Vr57SeBLr5R8Hw6cZmYbuPtNZnZ21mdmthzwPRq/ma4/Z1kGeY4NU+G2jJlzufi8j2J7azP72Mw2Qh6chZFn4UB3f9jMxprZ4u4+ApFSZRk+XtR4LqWUyU2mSEyDmW2DVlpNUJ36Ju7+LvASKsjzjbvPjyaBvsj1m8nbqLZEA4MBco+jHo7CDacA52RpZnF4ccRnMA/yJgzJUhfjgXsvqsWwjUf53Jx03Bk92Iebylb/FjrejwyFC8zs+Tj9DOBTM+tqZi2QMXYL8pycEfcrOoWyK0oBHQrj4s33oJXuaMS5cA8KAe0Z6XLTB0bjEcSkeVT1OKjnuDCzPqHjNMj7cpaZbRbjd1Fk6C7q7ge6+64Iz7BTXN4HGTQzZQZDgh3ITUx8D8vFZvZ5I4AZAk8BAsnejIw0whjubWYXosyZG9z9l8xQiHM8DJA8dJ7OxK9ytoluGzSOu1lQQoccARzr7q8BO7v7Iu7+cBxbLAyGceIlbqGUv7s0tqvjrzQUL122xv5V0Ep8y2TfYODcRta3llv04Ymcfz2BgGf8eHUuqHJkgJ2LJtQrgQtqnDMXwSqISoDflRxrm7xvFNctQsCfg1z7Q2JfCxR2SBkFN0Jx9+nimp1piLvIM4VyI+DUZHtjZMy0ie0HgZWT42cjLovq+xQS7kEEXF+jkEj3ZH9HZCA8gKifhyCA8cNEiA259I+lRhXNnHVeFC0gTgfWRFTbyyKcymnAKenvHPovn1zfrOp+ZUZE2coWrdEV+NMKi871znifcb7vBfSPfRej/PsmyNV4L7BajfsUyQuwExGvTvaNSz9MH1KI8GYYBVA/o5XrSlRS+jolOnySTbQIQZ5e1xexDB6c6kQOKYh/oP/MQMdkexEEhJ0rJuKMvrp6ElgFGUbV3yuPPp4Rxctbx/ZAgm8h+yyUAXNGvD8WucqXQMbx44xf0bHIsXsCcttfBtxW/fnICO4V72ePcdGyxn2KTK09jKACj+3zqdQ2WREVG1srtrOqrzMVpV/ZyjYlt0ZXYKLKaSV4CuIlWDv2tQY+Q0Cr6+P1BISI7h3nXIKMieeZAFFTzjqfiGLW68S+WUOXvsl5OwDvxvsWMQGeh1zXO+SsY3MEWnwd+McEzjkVeLDG/u2RG/+gPHWchD4+FYVsUq/SzFRKmJ8fE9i+hDGDQIOno5TLdeM8S1/r3MeDUXbBpShboGlMsvcSxaPi3H6IG2C6GN+DEbDw4Ebo2z4o/TTj4MgMyXYoNLJMbFcbYn1RRsIpNY7lauREn3anAnY+AJUHXw6Fqv4X/Z/xcuyIwnBbopDafYSBWbaylW3irdEVmKBiWi2+iNyJW6KY/55x7FDkclw9Of8R4Ih43wRlTqTo9yJcuXsj9P0ZwG7ITb5ITAa13KLPAMvF+22Bf5GzKzf65SfkkWlTdSxdQXZF+I8VY3veeG1LQWyIE+njjJPgCRLXPUrtOzHeHxPf88HY7oNc/WcW0Med47c9D4U/5kPx9H6xvT8iOWoR57dCeID+yT1S71PemRsW7XAEej2AxIOTnHcU8FKN/ZvEf/WQgsdCc5S2+RxaQJxJJVtqd+SxOz7OWwqBMWdJdD4WgZEL07lsZZvSW6MrMEHFNOkek2zvi2Kr88UE8ClJ+ed4AGxV4z5FukXPpMIU1xZhFzIX+cpMxC1KVenoHHRL7z8Sgb9A2ITNkTckS+vLwhWboRXwSGTQtKARUiiTSW0AcpNnYZMTgOuT89ZB6Z4vIKKuU9NJjgJxFzQsob0piv3PHhNYzzASzo3jAxAWYPqqexSZQtk1dJqxxrF07HwMbBbvM86QNjRk0MzdkERU4PehrJNWYRTckj0DQqf7gWmTa+4mSrVP7DuWrWxlm3CbbFIuzWwmNCl94Ep1a4Hi7YfHKZ8hhP6O7r6bme0GDDKzb4l8drR6biCebzpXUxdKvIW7/+Lue8T+WdAqcw5gbzN7yt1vD+T8eWbWFlFDT4fcqOP0jJS2eqb39UCcCV+a2evufg7huTGzeVFmwZsI8DYKONzdfzWzbmiy+xI4y92vTO+bZ79W6d8V+MXdvzSze919aOxvCrwDTGdm07iKRn2Pxs1B7n5XnDdH/B5vu/vXgd6vdx/PgFbno4FnXOmeL8exwxCO4UE0lpu7+6Zmti9wjZndhYzgQ939m/S+nnMKpZktCLwc/7dVgB/c/X0zWwVYDaUZ3u/un5hZK1flx80Rc+Z+wJtmtjXwvSvTpymQa4EmM5sD/ZYfB6PkXa6sjGdQpknWhz+isMSuwEmR/ZEZEun9ck/7LKWUqUoa22pBK9aT0QM3KxI0LVr5PIvwCaci9+PGaJLtGNcuAexB4nEoSOfmCDNxc2xb1fHtEI99t9D5ayqx4Y0pyC2KkOOvohj5hmiVOGccOw44Jzl3NbQazsiENiAhRYp9RYIcm8e4eArF9/eh4uXIPCEDgf828vhdA2FDTgAGUamImR3vk7zvgOpHLBXb0wBzNILO3dEK/Udg+9g3f3yPvRAOYB/E9Dgyua4L8vS8B2zeCDpfgyb9+WNfFt7JyLjup6EnbyMUYrsThYs2LVLnspVtamyNr4BcyleFodAsJq7b49jMaFV8TBgRzZGLcfYJ3Ct3FyOKSd+IXKG/EoA2JuJKjofZ2kXqjNz5ZxGFrELv86nCMSTnL4HooVvXOFY09fNMKAPmAuR6HhgTxvLZd4vXTghgukDV/upiTnmmUJ5DFOlCBvDNyNsw3meH0VATqV/E2I3PGYywICcgiufVY3+3+C5P0ZCa/AuCtRSF2A4tWu/4nYcCgyZyTo/4Xq2r9vcjYV0tW9nK9v9rkwO50zrAZ+7+vYu57WZgFTNb393fdvcr3f1wdx+Ditt84yJiaSD1duvXuH+HIJH6BnHUr4cKC50BEyZ9MbNVgV+IgkepvjmEIvqb2cFmNkPo0gw4JnQYisI9l4RLOb1uPkRy817o2kBPrzDq5SoJGdQ3iMtgR5dLfCiiKq4mtmqHVpJNoEGxowZ96vUlZ5rXzOYPFk9QtsNSyee+BsxrZrtkl8R18wP/Rv07pvq+eY7d+HwzFQ/rDKzv7gehtNot4pQvUAhlDoS9yOR25B3B3e9z92Pjfs2K0DukC/CVuw+Kz17AxK6ayqLAc+7+o5kNNBWuw91fcjHGFkKEVUopU70UaaEgF+NFiH54YOxbExGxzIMIYwajSeKp5Lo5UejiVSoro6IAYt1RutZxVAh40tXj68Bh8T5zm7dCBXCuRDiB9XLUz5Ar9vTonx0IwB+a0PYIHfaIczdGOIVWyLtzPAoNbVfkWKj6Dj2Q2/tfmR5EyWEq4MxHEFNi9bWfUoDbGXlqLkRZAldRqVkwAFX2PBit1P+FsiOeiuMdUDhqNLBtI/TtvMACVIEs49jA6PdsXE+DcBdPIBbVO4C7qq/N+7+HQiWjqKR3boD4KlqjUMP9CJy7L5U0y4OAR1Eo617E5tgo47lsZZuaW3EfpNzvZ1CoYSO0sukbx85AqPcXERagPULAZ+yDSwG7F6hr5uYehHgTjqo+njyslkMUy+2S403iIXZUQfrOjUImtUh1ZkJgtnTf0wg82hRRWDdPdS90ANbGXcxWdU5fRFs8nm5FTA7xex6O0jybIVf+Q0CPOL5SjNvBKIS2MvIqtIzz56/q46LCaOMZOennI+zNfdmYTo5viLhGti94LHRAGUjPIkNst9jfDBldNwJbx77V4rv1ju0RCPi4cZE6l61sf7dWzIdoVXsslfTCaVFFys7JOe2oABznQ7Hf8WLpRTxw43OmQSvyXZJ9ParOyTwLNyMCn3WA02Jf6o3IO73vn1RokzdF8erNUSZBcwQuzVLRNowJr0tj9GsN3WvhLqapOmcP4KR4vzmwT4375GrsIIzFXvF+F+TKXyoZA+nvfShwXI17FDV2mzK+kfMAFebGzGjoHhNtn4npV4TeiHXyLeSFbIqyjzIypubIq/ATSWVS5FnI0j8Xo2DDrGxl+zu23DANZjaXmc0U6XA/oVS+d81sHuReXBo4ysw2jEu+cffPowDO6Sidbrx4qeeLW2gVr01dKXyDgHXMbOVIjTvHzM40s6yyY4ZhuATYGk0WN4eeY+Ne9cYtzGlmZ5jZFma2UOx+HeFA9kMu5/fQxHaFu/+K8tkHmdkwhI4/3t0/Se+bZ79W6V+NCWjF+LiLy6twF71RcaQbEAnWI9X39friFtI+XjB2XwRsb2bPor4dhrxm11Qus6XM7A5kmF1fQ8e8cQsdks9ZGXjHhUdZD3nHeplZ80QPQ33ZvZZ+BacjvozqyRwRn/c6UWguxvCFKDV4p9BtAKqH8Z84Z6QrVbhIrEUppfz9pN5WCPIiXIT+9FcRaYnJ8e0RaVBL9HD9mkrK1FYodrlrkZYTCofcgiaA6noE/0Wu0o1RfHgQ8HxyfGuEySiC+vkUFLY5CsXPHwzds3S0R6iETaZHYZPZYnseYKUi+7VK/2p3+WOxvyWiAq+Fu8jGxevIiNykkfo4I+iaE7i86jv9RiXMtk3RYzc+dw6EP9ibCgZki/gez8YYPgh5mG5MrmuBwoSrNoLOc6IQzu4EdiH2N0XhoHVRHZE0k2MO5NG7DXkZBjTWeC5b2f6urf43FEnMLfEAniYmgyHJw6ya0+C57KEVE2DKPlcEs1wnBFi8KSam1WJ/5sKdnYYVEHvHRNIvuT53yt94yF6WTGCzoRjvkjHx7oLIr2bK+hmlUPauca9CXbfUxgQ8SCUePSHcxYCY2AZQgOt5An18A5VUz55oZdsltpsjz9J4KcBF9HF8/hkIuFgrZNOX2kbO7Mm+hfPWs4ZemyDPwsGI+fVTgnshOWc5ZCyOYyBNjs1StM5lK1vZ1PIITywDvO7uv7pc/P9ArtKFoZIWB2BmG6PiRyPi2JcuhsWmsZ0rI158xmfAJe6+AapNcJCZtfVwb7r7a+7+TnLJKgis93J2vbv/luhcz1CEJZuvoxDPF7H9ITAL8LG7/4w8DVcA50bI5wGU3vdRje9cqOs2fsdVaOguB+hpZi1QXP17M9sKIPT/BnjaxbQ51HNyPU9CH88KvBvbTVGK5zlmthJC6f+QHE+/cxF93AMZi4e7+2kAweSZyY/AbGbWJdm+nSTs5+5PxnVpP+Qm8T9ZGYEcj3f3sxFA+mwz65zo9TAichsQu8Ymx95K7lVKKaUUKP8vo8HM+pnZ0vE+e+g8jsIPALj7aOQ23zvOa21mK5jZrcDOCDhYTZ+bJ25hnM6JPBqfexICZG6RnJ/JomZ2CwqhnJMaP3noHJwQ4z7D3X9z9/eTU3qj0M43cfwrd98NGQ7LIernrdy9Ae9CEfInMQFXhI6TgruoK1/En+jjb2P7PVQd9H8opHK2u28ZRlshkv3PAnfzLso22MLM1jKz+4AzzOx0M5sLUa9/wPhGzgfV960ezznpnOF7OgJrJac8g7w8q8Z5TQLzMoYqDo4qnUvcQimlFCz2V54VYeEfguK+bwGLu/uncawVcumOcPfjYl9nFFtdzN0/MLMDgZ/d/fT6fI3/n85xvFl4DDaMc1Z19w+S48ciEqrTCtZ5MHp4jnT3kfHg9ViVb+zua5lZc5Se+kqtexT1cA09TkBehZsRkdAcwIbu/oWZzYnqQmwd57dFxEFzuvvrAZLt6u731/6EXHSe1D5ugSi2Xw0w4a/pPYro4zByxqbvzaw1Gs/vIyDuN4hFta+7r2Kqd7IXCgFd7u435a3nRHTO+nUp5PE4CXFIvIZAxWu6+wLJtZcA/3L3/xapcymllDJh+auehjYoNt0HuWu3T479jABkO5kKBYEeCI8QjH7uPiQzGAp0MU5MZ8JgaOLuNxI54mZ2iJmdFacclriAc9fZzJZAq8ieyPtxjanoTvab9QVuN7PVENHN6lXXZyu0IldjfdAqcll3PxJhGD5HKbSgFXvqLv8BTR6Eri9kBsNk2McjUJ0JEC6g8D4OI6GpmR0P7GlmS7uKTQ1AE+597j4KAQwxsx7u/gaqzbJ2ZjAU6dav0nkvM1vM3YcjoOPniATrMJQ5M9rMpg3jE3f/R2kwlFLK5CWTXOUyWSWYu39lZue7+0dmdgKKo9/s7q+GG3Gomd0IXGZmQ1Hq1GtERcdUcg5FTJLOiS5Z3PRRNOE9iKoXktzH854kzKw7op0e5O67xr6mKNvkv2b2E5rAuiLA4M5ZbLrGd8lVsj6JzT+DCTgPeX4+Qm7/BjI593H2fYvq40TnJZAXoQ0yzq80paY+UuW+HwC84u4fhZ5ZBdUmLrrzwgzJGjpfl+j8aHLqBsCr7v591fVNiu7nUkopZSLik4CW5A+yGFBq1IVEhkSyf2XkgtxgUj6nnu3P6kwlVPMPhEbfMDm3EMrqKv3OBa5KtnsjF/pMsX0nsGWqY9F6TkIf90Npfp0THfug1f3tjTEuprQ+Tj67OwIDHpHsOwaRY3VC3pHVgHsQdmGuxuzbSdC5Y+i8coyRx6hiAi1b2co2+bVJxjRUxX5HuPuoZCU/C0Lrr43oXudz92dr3cOLXeX8aZ3NrJu7f9xYOiefOy3Koe/n7m/GvqGITvvNqnMbRcfss5lCMAE1dJ8i+jjR4VxUB2KL2O6NUpr7o/4/BXjS3a9oNCWrZCI6L+zu75nZQOB7LxhrUUoppfw1mSRMQ43Y77UR+7WYIN4CLkbFbT4kyT6I64tklvt/6ZwZDJZDCuWfEZebdi/gUTPbzcyeR6j9ca78RsItjJMpDRNQLVNCH1fJ/sCGZjYrgCsV+BlESPaLu++RGQxF4hb+QGrp/DTiFsHdr/BGwFqUUkopf03+ENPwB7HfF1zUz33Riv0DBLp6Ir2HT6o7o05SJ50nh0nifMTF3xm58t9ID3ojxnqnREzABGSy7eNqcffvzSwzco4DdgSeoqGRUwjuZlJlIjq/U+PcyULnUkopZcIySeGJSXAxbgLg7tfF8Sz225iT2hSncy0xs8WBC9197lj11rWWxf9HJtLHi7jqjNwJXOvuV8bxzONUqBH5RzI593G1RB+OQRlKV1YbOZOjTIk6l1JKKbVlUo2GWrHfu1HVv9erzm302G/oMcXpPCExs2dQtc1Rja1LKlMaJmBiMrn2cS2ZkoycTKZEnUsppZTxZZIwDROJ/b5T49zJ4kEwJeo8EVl4cpzMpkBMwMRksuzjWuLuI4BfzGxRLziF8q/KlKhzKaWUMr78meyJKc7FOCXqPKVJ2ceNI5O756aWTIk6l1JKKQ1lkhkhIw69DuIveMPEDz9Zo52nRJ2nNCn7uHFkSpx8p0SdSymllIbyp2ikp0QX45So85QmZR+XUkoppfw95E8XrJoSXYxTos5TmpR9XEoppZQy9ctfqnJZSimllFJKKaX8/eSvVrkspZRSSimllFL+ZlIaDaWUUkoppZRSyiRJaTSUUkoppZRSSimTJKXRUEoppZRSSimlTJKURkMppZRSSimllDJJ8n8Nor2iSFaJdAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "state.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "8e970127", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }