{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3660710.svg)](http://dx.doi.org/10.5281/zenodo.3660710) [![Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "\n", "# ePSproc: CH3I wavefn test run, orb 21 ioinzation (Iodine 4d, E), 1 - 60 eV\n", "\n", "- *electronic structure input*: CH3I_ref_opt_SPK-AQZP_C3v.molden\n", "- *ePS output file*: CH3I_1-60eV_orb21_E.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb21_E.html\n", "- Dataset: https://zenodo.org/record/3660710\n", "- DOI (dataset): [10.5281/zenodo.3660710](http://dx.doi.org/10.5281/zenodo.3660710)\n", "- Licensed under [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "- [Citation details](#Cite-this-dataset)\n", "\n", "## Job details\n", "\n", "- ePS CH3I, batch CH3I_1-60eV, orbital orb21_E\n", "- CH3I wavefn test run, orb 21 ioinzation (Iodine 4d, E), sph/ grid, AntonJr\n", "- E=1:2.5:60 (24 points)\n", "- Wed Feb 6 14:49:34 EST 2019" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set-up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* pyevtk not found, VTK export not available. \n", "* plotly not found, plotly plots not available. \n" ] } ], "source": [ "import sys\n", "import os\n", "import numpy as np\n", "import epsproc as ep\n", "\n", "from datetime import datetime as dt\n", "timeString = dt.now()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# File path only, from env var DATAFILE\n", "# dataPath = os.getcwd()\n", "dataFile = os.environ.get('DATAFILE', '')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** Job info from file header.\n", "\n", " ePS CH3I, batch CH3I_1-60eV, orbital orb21_E\n", " CH3I wavefn test run, orb 21 ioinzation (Iodine 4d, E), sph/ grid, AntonJr\n", " E=1:2.5:60 (24 points)\n", " Wed Feb 6 14:49:34 EST 2019\n", "\n", "*** Found orbitals\n", "1 1 Ene = -1177.1254 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -180.9096 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -169.6288 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -169.6280 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -169.6280 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -37.8993 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -33.0914 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -33.0881 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -33.0881 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -24.2551 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -24.2539 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -24.2539 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -24.2506 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -24.2506 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -11.2780 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -7.2111 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -5.4461 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -5.4388 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -5.4388 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -2.3765 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -2.3724 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -2.3724 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -2.3631 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -2.3631 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -0.9966 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -0.7971 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -0.6101 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -0.6101 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.4641 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.3629 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.3629 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 53 ZS = 53 r = 0.0000000000 0.0000000000 1.9127440000\n", "Z = 6 ZS = 6 r = 0.0000000000 0.0000000000 -0.2324950000\n", "Z = 1 ZS = 1 r = -0.5117920000 0.8864500000 -0.5600500000\n", "Z = 1 ZS = 1 r = -0.5117920000 -0.8864500000 -0.5600500000\n", "Z = 1 ZS = 1 r = 1.0235850000 0.0000000000 -0.5600500000\n" ] } ], "source": [ "jobInfo = ep.headerFileParse(dataFile)\n", "molInfo = ep.molInfoParse(dataFile)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "*** ePSproc readMatEle(): scanning files for CrossSection segments.\n", "\n", "*** Scanning file(s)\n", "['/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb21_E.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb21_E.inp.out\n", "Expecting 24 energy points.\n", "Expecting 4 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 5 CrossSection segments.\n", "Found 5 CrossSection segments (sets of results).\n", "Processed 5 sets of CrossSection file segments, (0 blank)\n", "*** ePSproc readMatEle(): scanning files for DumpIdy segments.\n", "\n", "*** Scanning file(s)\n", "['/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb21_E.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb21_E.inp.out\n", "Expecting 24 energy points.\n", "Expecting 4 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 96 DumpIdy segments.\n", "Found 96 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 96 sets of DumpIdy file segments, (0 blank)\n" ] } ], "source": [ "# Scan file(s) for various data types...\n", "\n", "# For dir scan\n", "# dataXS = ep.readMatEle(fileBase = dataPath, recordType = 'CrossSection')\n", "# dataMatE = ep.readMatEle(fileBase = dataPath, recordType = 'DumpIdy')\n", "\n", "# For single file\n", "dataXS = ep.readMatEle(fileIn = dataFile, recordType = 'CrossSection')\n", "dataMatE = ep.readMatEle(fileIn = dataFile, recordType = 'DumpIdy')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Job & molecule info" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "*** Job summary data\n", " ePS CH3I, batch CH3I_1-60eV, orbital orb21_E\n", " CH3I wavefn test run, orb 21 ioinzation (Iodine 4d, E), sph/ grid, AntonJr\n", " E=1:2.5:60 (24 points)\n", " Wed Feb 6 14:49:34 EST 2019\n", "\n", "Electronic structure input: '/home/paul/ePS_stuff/CH3I/electronic_structure/CH3I_ref_opt_SPK-AQZP_C3v.molden'\n", "Initial state occ:\t\t [2 2 2 4 2 2 4 2 4 4 2 2 2 4 2 4 4 2 2 4 2 4]\n", "Final state occ:\t\t [2 2 2 4 2 2 4 2 4 4 2 2 2 4 2 3 4 2 2 4 2 4]\n", "IPot (input vertical IP, eV):\t\t 9.54\n", "\n", "*** Additional orbital info (SymProd)\n", "Ionizing orb:\t\t\t [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0]\n", "Ionizing orb sym:\t\t ['E']\n", "Orb energy (eV):\t\t [-64.55629219]\n", "Orb energy (H):\t\t\t [-2.3724]\n", "Orb energy (cm^-1):\t\t [-520681.61547593]\n", "Threshold wavelength (nm):\t 19.20559455678008\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[1.0000000e+00 2.0136460e-02]\n", " [2.0000000e+00 5.8847706e-01]\n", " [3.0000000e+00 3.3933218e-01]\n", " [4.0000000e+00 9.3922660e-02]\n", " [5.0000000e+00 9.3922660e-02]\n", " [6.0000000e+00 7.6662327e-01]\n", " [7.0000000e+00 8.6152457e-01]\n", " [8.0000000e+00 7.6041242e-01]\n", " [9.0000000e+00 7.6041242e-01]\n", " [1.0000000e+01 6.8940314e-01]\n", " [1.1000000e+01 5.8978015e-01]\n", " [1.2000000e+01 5.8978015e-01]\n", " [1.3000000e+01 3.8623257e-01]\n", " [1.4000000e+01 3.8623257e-01]\n", " [1.6000000e+01 9.4364590e-01]\n", " [1.7000000e+01 9.6540337e-01]\n", " [1.8000000e+01 9.2145796e-01]\n", " [1.9000000e+01 9.2145796e-01]\n", " [2.0000000e+01 9.5859657e-01]\n", " [2.1000000e+01 9.3960899e-01]\n", " [2.2000000e+01 9.3960899e-01]\n", " [2.3000000e+01 9.1904483e-01]\n", " [2.4000000e+01 9.1904483e-01]]\n", "\n", "*** Molecular structure\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ep.jobSummary(jobInfo, molInfo);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1-photon ePS Cross-Sections\n", "Plot 1-photon cross-sections and $beta_2$ parameters (for an unaligned ensemble) from ePS calculations. These are taken directly from the ePS output file, `CrossSection` segments. See the [ePS manual, `GetCro` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/GetCro.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross-sections by symmetry & type\n", "\n", "Types correspond to:\n", "\n", "- 'L': length gauge results.\n", "- 'V': velocity gauge results.\n", "- 'M': mixed gauge results.\n", "\n", "Symmetries correspond to allowed ionizing transitions for the molecular point group (IRs typically corresponding to (x,y,z) polarization geometries), see the [ePS manual for a list of symmetries](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/SymmetryLabels.html). Symmetry `All` corresponds to the sum over all allowed sets of symmetries.\n", "\n", "Cross-section units are MBarn." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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EdAbqac/Hyz6Jomu/FpGdzcOyQnqpTSIiotNOwqhwjJ0xCLs35uLg1sK+DoeIzjBdrnYlIu+d6i0AYb4Np0MvAHgUngntjwL4G4Cf/SAYkdsA3AYAgwYN6oWwiM5MvNeIeoc/77VJc4YiP6scn7+2DxGD7QhyBvi0fiKiU9HS8zEVwIvwfOlvf/h9xyKlVKFSyqWUcgP4J4C0U5R7SSk1QSk1wel0+jssojMW7zWi3uHtvVbbVKu5bn3z/A/RCT755x64Gt09CZWIeqi6ulpSU1OTm5qasH//flNaWlrymjVr7HPnzk0AgMWLF4eFhISMSUlJGdFypKenW1rKAkBL+cWLF4ctXLgwprP22tbd4qKLLho2duzYlLbnPvroI9uIESPOMhgM41999dXW0Udt2/3uu++s7evqjJbk41sANUqpL9odnwPYr7Wh7hKR6DYvrwSw+1RliYiIzkQfHP4Ak5dPRuFJ7cOoHOFWXHjTWThxrApfr+b8D6K+9Nxzz4XPnj27zGA49aCkWbNmle3bty+z5fDlpoPFxcX6PXv2BFZWVur37dtnajk/dOjQhldffTV71qxZp1zqNy0trTY/P9908OBB06nKtNVl8qGUukwpteEU703T0ohWIrIcwDcAkkXkuIj8HMBfRWSXiOwEcAGAe33ZJhER0UA3PGQ4Gt2N+CrvK6+uGzrWidEXxGHn+uM4vOOEn6Ijoq6sXLkybN68eeUAoNfrVXBwcJPZbHY7HI5Ol6VrKQsALeWtVqvbZrN1el37upctWxZy8cUXl1955ZWlS5YsCW05n5yc3DBx4sRane77KUPbdgHgsssuK1+yZImmedm+3OG8x5RS13VwurcmtRMREQ1Iw4OHIzIgEpuOb8JVw71bfPK8qxKRf6gC65fuRWSCA4HBZj9FSdT/3fd2RvyBgiqfToJKirLXPHH1mJxTvV9XVyc5OTnm5OTkBgBITExsXLt27SEAmDFjxsmWcu+//35ISkqKreX11q1b97Yv27Z8Z9qXfeutt0IfeuihvJiYmMarr7562F/+8pdOdyNt2y4ATJw48eSiRYuiAXTZ/dplz4eIxIvIChHZJCK/ExFjm/fe6ep6IiIi8i8RwZTYKfgm/xs0uhq9ulZv9Mz/aGpw46u3D/opQiI6lYKCAoPdbm/qqlz7YVc2m80nGw/m5OQYjh49ar7kkkuqR48eXW8wGNSWLVss3tQRHR3dVFhYaOy6pLaej1cArIJn7sfPAXwhIrOUUiUABnsTGBEREfnH1LipWHVwFXac2IHUqFSvrg2ODMC4Hw3Clg+ycdaUUsSnhHZ9EdFpqLMeCn8JDAx0NzQ0+HLjb68sWbIktLKyUh8fHz8KAKqrq/XLli0LTU1NzdNaR21trc5isWhauULLB3Uqpf6hlNqhlLoLwN8BbBSRYfAsf0tERER9bFL0JBh0Bmw6vqlb14/70WA4nFZsXH6Aq18R9SKn0+lyuVxSU1Mjvq576dKlwXfeeWdsZ2Xefvvt0NWrVx/Mzc3dlZubu2vz5s2Z77zzjle/QGRmZpqTk5M1LbmnJfkwikhr14tS6jUACwB8AiD6lFcRERFRrwk0BmJ85Hhsyu1e8mEw6THt2iSUF9Zg+6fHfBwdEXVm2rRpFWvXrrV1VqZ5zkfrUrvr1q0L7KrerKwsc2eT1vfv32/Ky8szXXjhha3zP1JSUhpsNptr/fr1gV988UVAZGTk6A8//DDk3nvvHZyYmDiyo3rWr1/vmDlzZkVX8QDahl39C8BEAF+0nFBKfSoi1wD4q5ZGiIiIyP+mxk7Fk1ufRH51PqJt3v8+OPjsMAw9x4n0D7ORlBoJR7jVD1ESUXsLFiwoeuKJJ6LmzJlT1dH7d999d8ndd999yuVuTyUjIyPghRdeOOVQsuTk5IaioqKd7c9nZmbubXleWFj4g/fbqq2tlYyMjICXX35Z068WWpbafVop9UUH57crpWZoaYSIiIj8b2rsVADodu8HAEy5ZjigE2xaycnnRL1l8uTJtdOnT69saupy3rlX3n333SMxMTG+rbSdrKws02OPPZZrNGqab65p2BUAQESGisj7IlIsIkUi8q6IDOmgXGUXR5WIHPDiMxEREZEGQ4KGINYW26Pkwx5qQerlCcjeWYwjO4t9GB0Rdeaee+4p6WyTwf5q1KhR9TNnzuywx6Yj3sysfwPASgBRAGIAvAVgRQflDimlHJ0cdgCa1iAmIiIi7VqW3N2cvxkNroZu1zPmoniERAdi05sH0NjQ6V5lRERe8Sb5EKXUMqVUU/PxGjpe7Wquhrq0lCEiIiIvTYubhtqmWmwt3NrtOvQGHc6/LglVJXVI/yjbd8ER0RlPyyaDoSISCmCDiDwgIgkiMlhE/gfAB+3LK6UOt7k2SkRmi8gsEYnqqAwRERH5TmpUKkw6U7eX3G0RmxSCpImR2L7uGMoKOGCBiHxDS89HOoCtAK4F8EsAGwB8DuAOAD891UUiciuA7wBcBeBqAN+KyM96GC8RERF1wmqwIjUqFV/mftnjus67KhEGox4bVxyAUtzai4h6TstqV0MAJAK4QSk1pN0xtJNL7wNwjlLqFqXUzQDGA7jfN2ETERHRqUyNm4rsymzkVPZss+bAIDMm/Xgoju8rQ1Z6kY+iI6L2qqurJTU1NbmpqQn79+83paWlJa9Zs8Y+d+7cBABYvHhxWEhIyJi2+3ykp6dbWsoCQEv5xYsXhy1cuDCms/ba1t3ioosuGjZ27NiUtuf+8Ic/RA4bNmxkUlLSiHPPPTfpwIEDJgBo2+53331nbV9XZzTN+VBKuQE8qbXSZscBtJ35XgWg17esJyIiOtP4YsndFiOnxcI5yI4v3zqIhjq/rthJdMZ67rnnwmfPnl3W2WpXs2bNKtu3b19myzF+/Pg6X7VfXFys37NnT2BlZaV+3759ppbz48ePr9mxY8feAwcOZM6ZM6fs3nvvjWt/bVpaWm1+fr7p4MGDpvbvdcSbCedrRWSuiHS69buILBSRhQByAWwWkT+IyMMAvgWQ5UV7RERE1A2DHIMw2DHYJ8mHTieYem0SaioasOvz4z6IjojaW7lyZdi8efPKAUCv16vg4OAms9ns7mx38rZlAaClvNVqddtstk6va1/3smXLQi6++OLyK6+8snTJkiWhLednzZpVZbfb3QAwZcqU6vz8fFP7dgHgsssuK1+yZEmIls/qzWLCCwEEAnCJSC0AAaCUUo525ezNj4eajxbvetEWERER9cCU2Cl4+8DbqGuqg8Vg6VFd0cOCMHhUGLavPYazz4+D2Trw9iIg0uSdO+NRlBng0zojRtRgzv+dcvRPXV2d5OTkmJOTkxsAIDExsXHt2rWHAGDGjBmtqz28//77ISkpKbaW11u3bt3bvmzb8p1pX/att94Kfeihh/JiYmIar7766mF/+ctfCtpf8+KLLzovvvjiivYxAsDEiRNPLlq0KBpAYVdta/7r0bw/h5Zyf9RaJxEREfnH1NipeH3v69hSsAVT46b2uL6Js4Zi5Z+3IOPTY0ib1dmUTyLyRkFBgcFut3c5pnHWrFllS5cuPebr9nNycgxHjx41X3LJJdU6nQ4Gg0Ft2bLFkpqa2jqs6+9//3toRkZGwIsvvri/ozqio6ObCgsLNW1x7tVPFyIyG8C05pefK6XWdFDmvc7qUErN9qZNIiIi8t6EqAmw6C3YlLvJJ8mHc5AdQ89xIuOzHIy+IB4Wm6bvGUQDSyc9FP4SGBjobmho8GYqhE8tWbIktLKyUh8fHz8KAKqrq/XLli0LTU1NzQOAd955x/7kk09Gb9q0ab/Vau1w2bva2lqdxWJxa2lP8wcVkUUAFgDIbD4WNJ9r71wAcQA2wTNJ/W/tDiIiIvIzs96MidETsen4Jp8tk5s2cwga6l3Yvs7nP74SnbGcTqfL5XJJTU1Np/Oqu2Pp0qXBd955Z2xnZd5+++3Q1atXH8zNzd2Vm5u7a/PmzZnvvPNOKAB89dVX1rvuumvwu+++mxUbG3vK3pnMzExzcnJyrZaYvMmyLgcwQyn1ilLqFQCXNp9rLwrA7wCcDeBZADMAFCulvlBKfeFFe0RERNQDU2On4nj1cWRXZvukvrBYG4ZPiMTODTmoqWzwSZ1EBEybNq1i7dq1ts7KNM/5aF1qd926dYFd1ZuVlWXubNL6/v37TXl5eaYLL7ywdf5HSkpKg81mc61fvz7wvvvui6+pqdFfc801w1JSUkZceOGFiR3Vs379esfMmTMruooH8HLYFYBgAKXNz4M6KqCUcgH4GMDHImIGcB2Az0XkEaXUc162R0RERN00JW4KsBnYdHwThgQN8UmdaTOHIGtrIbZ9chRTrhnukzqJznQLFiwoeuKJJ6LmzJlT1dH7d999d8ndd99d4m29GRkZAS+88MIph5IlJyc3FBUV7Wx/PjMzcy8AfP311we6aqO2tlYyMjICXn75ZU1dot70fPwFwHYR+beILIFn5/M/d1RQRMwichWA1wDcCWAxgP940RYRERH1UKwtFkODhvpkt/MWwZEBSD43Gru/yEV1Wb3P6iU6k02ePLl2+vTplU1Nvt1L59133z0SExPj1w16srKyTI899liu0ahtHpjm5EMptRzAJHiSiP8AOFcptaLlfREZ2fy4BMDXAMYB+KNSKlUp9ahSKrerNkTkFREpEpHdbc6Fisg6ETnY/KhpDWEiIiLyDL3aWrgVNY01Pqsz9fIEKLdC+sfZPquT6Ex3zz33lHS2yWB/NWrUqPqZM2d22GPTEa9m1iul8pVS7yml3lVKtV//d1nz440AkuCZnP61iFQ2H1UiUtlFE/+GZy5JWw8A+EwpNRzAZ82viYiISIOpcVPR6G7E5vzNPqvTEW7FWVNikPllHiqLNc0xJSIC4GXy0QUBAKWUTillbz4cbQ57BxsSfo9SaiP+O6ekxY8BLGl+vgTAHB/GTEREdFobFzEOAYYAn+x23taEywZDRLD1w2yf1ktEpzdfJh8KAERkW1cFtZRpI1IplQ94el4ARJyizttEZKuIbD1x4oQX1RORN3ivEfUOX91rRr0Rk6InYVOu75bcBQBbiAUjp8Vg37cFKC/03ZAuIjq9+WNDk7NEZGcnxy4A4b5uVCn1klJqglJqgtPp9HX1RNSM9xpR7/DlvXbhoAtRcLIA139wPb7I+cJnSci4Hw2G3iDY8sERn9RHRKc/XyYfLQt+pwCY1ckxE8B5XtRbKCLRAND8WOSrgImIiM4Es4bNwsPnPoyy+jL8ev2vce2aa7H+2PoeJyGBQWaMmh6HA1sKUZJX7aNoic481dXVkpqamtzU1IT9+/eb0tLSktu+/9Of/jQ+IiJitMv13y07tm/fbhk7dmyKyWQa99BDD0W2LR8bGzuqqzZbyrQ87t+/32SxWMa13Uvk+eefD2tfX2xs7Ki2MX733XfWuXPnJmj9rF1OqReRTACvA1ihlDp0qnJKqUnNj0e1Nq7RewBuBrCo+fFdH9dPRER0WtOJDlcnXY0fJ/4Yaw6twT93/RMLNixAckgyfjnml7ho0EXQSfd+jxx3yWDs3piLLWuO4NLbuvy+Q0QdeO6558Jnz55d1tFqVy6XCx9//HFwdHR0w0cffWRvWVkqIiKi6dlnnz329ttv+2wl2Pj4+Pp9+/ZlenNNWlpabX5+vungwYOm4cOHd7n7qJa/NNcBsAFYKyKbReQeEYnxJiitRGQ5gG8AJIvIcRH5OTxJxwwROQjPbumL/NE2ERHR6c6oM+LK4VfivTnv4c9T/ox6Vz0Wfr4Qc9+bi7XZa7tVp8VmxJiL4nFo2wnkZ5X7OGKiM8PKlSvD5s2bVw4Aer1eBQcHt+7NsWbNGntSUlLtrbfeeuKNN94IbTkfGxvbdP7559cYjcYfdGGGhIR0ubdHSxlvyrY8bx/jZZddVr5kyRJNSVCXPR9KqQwAGQD+V0QmAbgWwLcikgVguVLqn1oa0kIpdd0p3rrIV20QERGd6Qw6A2YNm4XLh1yOT7I/wYs7X8RvvvgNHm16FHMSvV9U8pwZg7Dv63x8/sZ+zPt/qdDr/TGllMj/fv/V7+OzyrICfFlnYkhizaOTHz3lLuN1dXWSk5NjTk5ObgCAxMTExt1W8f0AACAASURBVLVr17aONnrjjTdC582bV3rdddeVP/roo7H19fViNps7HTO5e/fuvV3F1VKmbdmcnBxzSkrKiJbXzzzzzLFLL720um2ZludtY5w4ceLJRYsWRQMo7Kpdb/f5+FYpdS+AmwCEAHjem+uJiIio/9Dr9Lh86OVYNXsV0qLS8Kdv/4T9pfu9rsdkMWDqtUkozTuJjE9P+R2LiDpQUFBgsNvtHfY+1NXVyYYNG4Kuv/768tDQUPfYsWNPrl69utOtK3qiZdhVy3HppZdqmswVHR3dVFhYqGmLc83bKIpIKjxDsOYCyAbwEoC3tF5PRERE/ZNBZ8Dj0x7Hte9fi3s/vxcrZq6Aw+Td95uhY50YMiYcW9YcQeL4CDjCrX6Klsh/Ouuh8JfAwEB3Q0NDhx0Cq1atclRVVenPPvvskQBQW1urs1qt7vnz51f0bpSdq62t1VksFreWsl32fIjIn0XkEIAXAOQBmKyUOl8p9YJSqriHsRIREVE/EG4Nx5PTn0R+dT4e/PLBbq2ENfXaJEAn2LjigE/3FCE6nTmdTpfL5ZKamhpp/96KFStCn3nmmaO5ubm7cnNzd2VnZ+/atGmTo6qqSvPopSFDhoz0bcQ/lJmZaU5OTq7VUlZL4PUALmtea/xJpdTxnoVHRERE/dE5Eedg4YSF2JCzAa/uedXr6+2hFkycNQRHd5fg0DZuQkqk1bRp0yrWrl1ra3uuqqpKt3HjxqBrrrmmdSUHh8PhnjBhQvWKFSuCjh07ZoiMjBz90ksvRT799NPRkZGRo0tLS7/33T4/P9+glPpBUnMqLXM+Wo4//elPHW7u3d769esdM2fO1NQbo2XC+R8BQEQCAPwGwCCl1C9EZDiAZKXUGi0NERERUf93w1k3YEfRDjy77VmMCh+F1KhUr64ffUEc9m8uwJcrD2DQiFCYrJpHeBOdsRYsWFD0xBNPRM2ZM6eq5ZzdbndXVFTsaF+27UTvwsLCnZ3V+/nnnwfeeuutmvbIS05Obqirq9vmTdwAUFtbKxkZGQEvv/zyMS3lvZlw/io8vSDnNr8+DuBPXsZHRERE/ZiI4JHJj2CQfRDu++I+FNV4t7evTq/D9OtTcLKyAd++d9hPURKdXiZPnlw7ffr0yqamLle99cp1111X8eCDD/p1g+6srCzTY489lms0appv7lXyMUwp9VcAjQCglKoFoLkbh4iIiAaGQGMgnp7+NGqaanDfF/eh0d3o1fWRQxwYNS0Wuz4/jqKjlX6Kkuj0cs8995R0tMlgfzdq1Kj6lo0PtfAm+WgQESsABQAiMgyenhAiIiI6zSSGJOLhcx/GtqJteDb9Wa+vnzhnGAIcJnz++n64XZoWwSGiM4A3ycfDAD4GEC8irwP4DMD/+CUqIiIi6nNXDL0C16VchyWZS7zeAd1sNWDKNcNx4lgVdn2e66cIiWig0Zx8KKXWAbgKwC0AlgOYoJT63D9hERERUX9w34T7MDp8NB76+iHkVHm3BULi+AgMGhmKze8dRnVZnZ8iJKKBRFPyISJBInItgJsBJAEIBODbGTFERETULTXbtuPoDTfCVaV52LVmRr0RT57/JASC33/1e7iV9iFUIoJp85PhditsevOgz2MjooFHyyaDNwHYBmA6gAB4Eo8LAKQ3v0dERER9SPQ61GzfjsLH/uyX+qNt0Xgg7QGkF6ZjWeYyr64NclqRekUCDu84gYz1vb55NNGAUF1dLampqclNTU3Yv3+/KS0tLXnNmjX2uXPnJgDA4sWLw0JCQsa03YMjPT3d0lIWAFrKL168OGzhwoUxnbXXUdmFCxfGREREjG7bRnFxsb59HAsXLoxZuHBhzOLFi8MA4Lbbbot777337Fo/q5Yp9f8PwHilVHnbkyISAmAzgKVaGyMiIiLfs44Zg/Bf3obiv78A24UXwHHJJT5vY/aw2fjs2GdYvG0xJsdMRmJIouZrz7lkMAqPVOKrtw4iKNyKhNHhPo+PaCB77rnnwmfPnl3W2WpXs2bNKlu6dOn39tLYv3+/yZdx3H777YWPPPJIoTfX/Pa3vy366U9/Onj27Nmaul61DLsSNK9w1Y4bXGqXiIioXwi/4w5YRo5EwUMPo+mE73cXFxE8fO7DCDQG4ndf/s6r5Xd1OsGMn41EeLwdn7y8BydyfD88jGggW7lyZdi8efPKAUCv16vg4OAms9nsdjgcrs6uaykLAC3lrVar22azdXpdd8oCQEt5m83mslqtbgBISkpqKC8vNxw7dkzTOsGiVEd5RZsCIjcDeAjAWgAt/aWDAMwA8KhS6t9aGupNEyZMUFu3bu3rMIj6PRFJV0pN6O71vNeIutbT+wzQfq/VHz6MI1dehYBJExH/j39AxPe/EX569FPc+/m9uGPMHfjV2F95de3J8nq8/fhWKAVcff8E2ELMPo+PzlzdvdcyMjKyx4wZUwwAeb/7f/H1Bw8G+DIu8/DhNTF/fuyUYw7r6uokLi5udHFxccapyixevDjs4YcfjouMjGzN+rdu3brXZrN1/kXeCwsXLox57bXXwkNDQ5sAICgoqGnz5s0HtFw7f/78wZdeemnFLbfc8r2RUhkZGeFjxoxJaHuuy54PpdQSABMAfAHPvh4NAD6HZ7Wrf2sJiIiIiPzPPHQoIn7zG5z8YiPKV77llzYuHnwxZg6diZd2voQ9xXu8ujYw2Iwr7hyNhtomfPD3DDTUce0aooKCAoPdbu/yZpg1a1bZvn37MlsOXyYeLW6//fbClvq1Jh4A4HQ6m3JzczUNAdPUPaKUKgOwAgBExAFguNZgiIiIqPeE3PATVH++AYWPP47ASRNhGjzY523878T/xXcF3+F3X/4Ob858ExaDRfO14XF2XHLrSHz4951Y90omLrt9FHQ6juKm/qGzHgp/CQwMdDc0NHiz916/U1dXJy3DsLqiZbWr10QkvPn5jwDsAfA4gB0ick2PIiUiIiKfEp0O0X/+M8RgQN79D0A1+b53wWFy4NHzHsXhisN4bvtzXl+fMCocU+YNR/bOYny9Ksvn8RENJE6n0+VyuaSmpsbnWfjSpUuD77zzzlhf19veoUOHLGPGjKnVUlZLljVGKVXc/PxhAFOVUhcDGA/gwW7GSERERH5ijIpC1O9/j9odO1Dyr5f90sZ5sefh2uRrsSxzGbYUbPH6+tEXxGPUBXHI+CwHu7847ocIiQaOadOmVaxdu9bWWZn3338/pO0yuOvWrQvsqt6srCxzV5PW2/rHP/4R2bYNLatp1dfXS3Z2tnnatGkntbShZdiVTkQcSqlKeFa4OgYASqliEdE0bIuIiIh6l2PmFajesB4nnn8egVOnwDpypM/bWDh+Ib7O+xq//+r3WDV7FQKNXX4X+p4p1wxHZXEtNr55EI5wKwaNDPN5jEQDwYIFC4qeeOKJqDlz5nS4FNzdd99dcvfdd5d4W29GRkbACy+8oGko2VNPPZX31FNP5Xnbxptvvhk0a9asMqPRqKm8lp6PPwLYICI/A/AVgLdE5CYR+TeAj70NsLtEJFtEdonIDhHh8jpERESdEBFEPfQQDKGhyLv/frjr633eRoAxAI9NeQx51Xl4YssTXl+v0wku+flIhMYE4uOXduPYHq+/WxGdFiZPnlw7ffr0yiYfD5N89913j8TExPh1ZYempib5/e9/r3lvEC2rXa0EcC2AZABJAEwAzgWwXCn1m+4G2k0XKKXG9nTJQiIiojOBPjgY0Y89hoasQzjx1NN+aeOciHNwy9m3YNXBVXhz35teX2+yGDDzzjFwOK1Y83wGdm7gECw6M91zzz0lnW0y2F/97Gc/KwsPD9c8tEvraldZAO7vdlRERETUJ2xTpyDk+utRumQJ3DUnEXHffdA7HD5t465z7sKR8iN4bPNjsJlsuGLoFd7FGGLGVb8dh3WvZGLTmwdQVnASU+cNh04/oBcAIqIOdOuuFpFtvg5EAwVgrYiki8htHcR0m4hsFZGtJ/ywsysRefBeI+odvrzXIh64H6E//xnKV/0Hh664ApVr1/ooSg+jzognzn8C4yPH48EvH8TG4xu9rsNkMeCy20fhnBmDsPuLXKx5PgP1Ndp3USeigaG7Pyn0xYLck5VS4wBcBuBOEZnW9k2l1EtKqQlKqQlOp7MPwiM6M/BeI+odvrzXdCYTIu+7DwkrV8IQ7kTu3Qtw/K670FhY5KNoAYvBgucufA5JoUlY+PlCpBemex+nTnDe3ERccGMKcveXY9Vf01FxosZnMRJR3+tu8vGBT6PQQCmV1/xYBGA1gLTejoGIiGggs549EkNWvgnnbxaieuMmHL7iCpS9uRLKrWlvsC7ZTDa8cPELiLHF4Nef/Rp7S/Z2q54Rk2Mw+56xqKlqwNuL0pF3sMwn8RFR3+tW8qGU6tX9PUQkUETsLc8BXAJgd2/GQEREdDoQoxHhv/gFhr73LiwjR6Lg4Ydx7KabUX/4iE/qD7WE4qUZL8FusuP2T2/HkYru1RubFIKr758Ai82Id5/Zgcyv8qCU8kmMRP1NdXW1pKamJjc1NWH//v2mtLS05Lbv//SnP42PiIgY7XL9d1734sWLw2666aZBALBw4cKYhx56KBIA5s6dm7BmzRp7Z+0tXLgwZvHixa1rWzc2NiIkJGRM+w0J09LSkjdu3BgAALGxsaPy8/MNLc8BIC8vzzB16tTh3nzWHs3kEpFdPbneC5EAvhSRDADfAfhAKdVry/wSERGdbkyDB2PQv19F9GN/Qt2BAzg8cyaOzL0ahYseR9X6DXBVVna77qjAKLw04yUAwG3rbkPByYJu1RMcEYC5/zMeMcODsWHZPnzw952oLNa0iTLRgPLcc8+Fz549u6yj1a5cLhc+/vjj4Ojo6IaPPvqo06Siu/7zn/8EDRkypP69994LcXvRExoTE9MUGRnZuHbtWs2b/HSZfIjIVac45gKI0hxdDyilDiulxjQfI5VSj/VGu0RERKczEUHw3LkY9sEahN9xB3QBASh74w0c/9WvcGDiJBy+6ioU/mURqtavh6uiwqu6E4IS8OKMF1HdUI1frP0FSutKuxWjJdCIWXeNweSrE5F7oBzLH9mMbZ8chcvlm6FiRP3BypUrw+bNm1cOAHq9XgUHB7fuzbFmzRp7UlJS7a233nrijTfeCO2qLofD4TKbzZ3eIDabzWW1WlvLLF++PPRXv/pVYUxMTMP69eu7TCRCQkJa45szZ0750qVLNe8QqmWp3TcBvA7PalPtWbQ2RERERP2TwemE865fAwDc9fWozchAzXdbULNlC8qWL0fpkiWAwQD7RRch5Lr5CJg4ESJdrz2TEpqC/7vo//DLdb/E7etux9MXPI1YW2yX17Wn0+sw9uJBGDYuApvePIBvVh/Cge8KcP71KYgeFuR1fUSn8tnSvfGludUBvqwzNNZWc9FNZ51yl/G6ujrJyckxJycnNwBAYmJi49q1aw+1vP/GG2+Ezps3r/S6664rf/TRR2Pr6+vFbDafcgziq6++2uWO5o888kjrpoDV1dXy9ddf25ctW3a0vLxc/9prr4VefPHFJzu7fvfu3a0TuiZPnnzykUceiemqzRZako+dAJ5USv1gjoWIXKy1ISIiIur/dGYzAtPSEJjmWdfFXV+Pup07UfXZelSsXo2qTz6BKSEBwfOvRfCcOdAHB3da37jIcXj6gqfx2y9+i7nvzcX9qfdjTuIcTclLe/ZQCy6/YzQO7ziBTW8ewH+eSMeIqTE4d84wWAKN3fq8RH2toKDAYLfbO9yFvK6uTjZs2BD0j3/8IyckJMQ9duzYk6tXr3bMnz/fu67ITqxcuTJ40qRJVXa73X3DDTeUjR07NqapqSlH64aHMTExTUVFRSat7Wmp9R4Apxr4eaXWhoiIiGjg0ZnNCEhNRUBqKpz3LEDVJ5+gbPkKFC16HCeefgaOyy5DyHXzYRk9+pQJxZTYKVg1exUe/PJBPPT1Q1h/bD0ePu9hhFvDuxXT0LFOxKWEYMuaI8hYfxxHdpzAeXMTkZQWBZ2uL3YDoNNFZz0U/hIYGOhuaGjocCrEqlWrHFVVVfqzzz57JADU1tbqrFar25fJx4oVK0LT09NtLZPIKyoq9GvWrLHPmTOnSsv1NTU10tUwr7a6nPOhlNqklDp2ive2tjwXkf/V2igRERENPDqLBUE//jESVizHkHdWI+jKOahauxbZ187HkblzUbHmA6imDn/ARawtFi//6GX8T+r/4Ou8r3Hlu1di3dF13Y7FZDFg8tXDcc3/ToAj3IrP/r0Xy/+4GXu/zoOrifNBaOBwOp0ul8slNTU1P8icV6xYEfrMM88czc3N3ZWbm7srOzt716ZNmxxVVVWaFo268847Y5cuXXrK7snS0lLd1q1bbcePH9/Z0saiRYuOaZlb0mL37t2WpKQkzStB9Gi1q3au8WFdRERE1I9ZUlIQ/Yc/IHHjRkT94WGo+gbk/fa3OHTpZSh9/XW4a3/4XUQnOtw44ka8NestxNpisfDzhXhg0wOoqO/+j7jOeDvm3jceP/rF2TCYdFi/dB9e+/032LkhB00Nrq4rIOoHpk2bVrF27Vpb23NVVVW6jRs3Bl1zzTXlLeccDod7woQJ1StWrNA02SkzM9MaExPTeKr3X3vttZDzzjuvymq1ts4hmT9/fvm6deuCa2trNXUjrlu3zn7ppZdqvonFV2tmi8h2pdQ5PqmshyZMmKC2bt3adUGiM5yIpCulJnT3et5rRF3r6X0GDIx7TbndqN6wASX//Bdqd+yAPjQUoTfegJDrr4c+6IffkxrdjfjXzn/hxZ0vIswahj+e90dMiZ3SsxiUwrE9pUj/KBv5hypgtRsx5qJ4nH1+HMxWbePXaeDq7r2WkZGRPWbMmGJ/xKTVV199ZX3iiSei3nnnHd9suNNsypQpw7/88suDvqyzvQkTJiR/9NFHWU6n8wfZfkZGRviYMWMS2p7zZc8Hd/4hIiI6Q4lOB/tFF2Hw8jcw+LVlsIw6GyeeXYyDF1yIwkWPo7Hg+3t9GHVG3DH2Drx++euwGW2449M78JMPf4KPsz9Gk7vjoVtdxiCCwWeH4ar7xuPK34yDM96Ob985jKW/+xrfrD6EihM1vvioRD43efLk2unTp1c2nWLYYnf5O/HIy8szLFiwoLCjxONU2PNBdAZjzweR/50pPR8dqdu/HyX/ehmVH34IiMBxyQyE/OQnsI4b973J6fWueqw6sAqv7X0NOVU5iA6Mxk/O+gmuGn4V7Kae7alWdLQS6R8fxeEdJwAFxAwPRsq5URg2LgImC3tDTicDuefjdOXvno+3fFgXEZ0GXI1uFByp4GZgRGcoS3IyYp/4K4Z98glCf/ITVH/5FY7+5AYcuWouyt9+u3VeiFlvxvVnXY/357yPZy94FjG2GDy59Ulc/NbFePy7x5FT1f0FiCIGO3DZL0fh5j+fh0lzhqKmsgHrl+7Dq//zJT79dyaO7y+DcnPwxhnO7Xa7uUyajzX/m/7gC0CXPR8i8hw6GVKllLq7x9H52ED9hYiot/m75yPvYDlW/20bDGY9oocFIWZ4MGKHByMiwQG9wZe/fRD1X2dyz0d77poaVKxZg7LXXkf9gQPQBQUheO5chFw3H6b4+O+V3VOyB8syl+GTI5/ADTfOjzsfP0r4EabGTYXD5Oh2DEopFB6pxN5v8pG1pRANdS7YQy1ImhiJoWOdcMbbIVyud0DqQc/He1FRUSOcTmeFTqdjJuoDbrdbTpw4EVRQUJA5ZsyY2W3f05J83NzZ+0qpJT6I0adOlz/SRP7m7+SjvqYROXvLkHegDLkHy1Ga59kw1WDUIXJoEGKTghE9LAhWuwkGkx5Gsx4Gkw5Gk57/86fTBpOPH1JKoXbrVpS+/gaq1q0D3G7Ypk2DY+ZM2C64AHpbYGvZwpOFWL5vOd7JegcldSUwiAGpUam4cNCFmB4/HVGBUd2Oo6nBhcMZJ7DvmwIc31sKpYDAIBMGjw7HkFHhiEsJgcGk98VHpl7Q3XstPT09wmAw/AvA2fDtqKAzmRvA7qamplvHjx9f1PYNn8356E9Otz/SRP7S23M+aqsbkHewHHkHypF7sBwludWn7Fc1GHUwmPUwWfSwh1kRFGFFkNOKYGcAgiKscDitMPJLAQ0AvZF8FFXVYcV3Obhx0mCEBGreaLhfaCwsRPmbb6J81X/QVFgIMZthO/98OC6/DLbzz4fOagUAuJUbO0/sxPqc9Vh/bD2OVh4FAIwMG9maiCQGJ0In3fvuWFvdgKO7S5C9sxjH9pSisd4Fg1GHuLNCMWRMOAafHYbAILPPPjf5ni/uNfI/LT0fUQAegucrwkMA7gJwFYB9ABYopfL9HaS3mHwQadPXE87rTjbixNEq1Nc2oanBhcZ6FxqbH5vqXWhscKOhtgmVxbWoOFGLuurvL1UeGGRCcGQAIoc4EDUsGNFDg2CxGbsdD5E/9Eby8dbWHNz39k5YjXpcmxqPn08ZgvjQgJ402euU243a7dtR+eFHqPzkE7iKiyEBAbBPnw7H5ZchcOpU6MyeL/9KKRypOIL1Oeux4dgG7CzeCQAIMgdhXMQ4jI8cj/GR45ESmgKDzvtJ5a5GN3IPliF7pycZqSqtAwAERwYgJtEzhDQ6MRj2MMspd3Wn3sfkY2DQknx8DOADAIEArgfwOoDlAH4M4GKl1I/9HaS3mHwQadPXyYe36msaUXHCk4hUFNWi4kQNSvNrUJxTBbfL87csJCoA0Yme4VzRiUFwhFv55YD6VG8Nu9pfUIWXNh7GuztyoQDMHB2N26YNxcgYTXuR9SvK5ULNli2o/PAjVK1dC1d5OSQgAAETxiNw4iQEnjsJ5pQUiM7Ty1FUU4Svcr/CtqJtSC9Mb52gbjVYMcY5BuMjx2NcxDikhKV4PV9EKYWS3JM4llmC/KwK5GeVo77GsxyqLcSM6MRgTzIyLAghUQHQ6Tlqp68w+RgYtCQfrUvoisgxpdSgNu/tUEqN9XOMXmPyQaSNv5OP2qZa5FXnIcgchCBzEIw6//RKNDW4UHS0EvmHKpCfVYGCwxWtXw6sDhOihjgQNTQIUUMdcA52cLgW9arenvORX1GLV748gjc2H8PJBhemDg/H7ecPw3nDwgZkIq4aG3Hy282oWv8Zar7djIYjnj3Y9EFBCEhLQ8C5kxA4aRJMQ4a0fr6imiJsK/QkIulF6cgqy4JqHuMZa4vFWaFnISU0BWeFeR6dVqfmfxvlVijJO4n8rHLPMNKD5aipbADgGS4aFmdDeLwdznjPY1hsIAxG/s3pDUw+BgYtyUeGUmpM8/M/KaUebPPeTqXUaD/H6DUmH0Ta+Dv52FG0Azd+dGPra7vJjmBzMELMIQgyByHEEgKHyYEmdxMa3Y1odDeiwdWABleD57m7AW7lRrg1HDGBMYgOjEa0Ldrz3BaNQGNgh+0qt0JpwUlPInKoAgVHKlBR5FnSU3SC8DgbooY4EDk0CJEJDgQ5rZzgTn7TVxPOK2ob8frmo3j1q2ycqKpHSpQd5w4Lw9j4YIyOC0ZCWMCATEYaCwtRs3kzTn7zLU5++y2a8j2jv/Xh4bCOHAnLyBGwjPAchuhoiAgq6iuwq3gX9pXuw96SvdhXug/Hqo611hlqCUVKaAqGBg3FkKAhGBo0FEODhyLUEtplPEopVBTVouBIBYqPVeNEThWKj1ejodbzA4joBCFRAQiPtyEkMgDBkYEIjrQiKCKAP4T4GJOPgUFL8vEIgL8qparbnU8EsEgpdbUf4+sWJh9E2vg7+SitK8V3+d+hrL4M5fXlKK8r9zyvK/e8ri9HZUMlDDoDjDojTDoTTHoTjPr/PhcIimqKUFBT8INdjx0mB2JsMUgMTkRSSFLrEW4N/8GXqtrqBhQerkTBkQoUHK5EUXYlGus9G7IazHqExQQiLCYQobE2hMfaEBZr4/wR8om+Xu2qvsmFd7bn4u3049iVW4G6Rs+y+0FWI0bHBWFMXDDGxAfj7FgHIuwW6AdQIq6UQmNODk5++y1q09NRl5mJ+kOHAbfnM+qDgz2JyMgRMKekwJSQANPgBOhtgahuqMb+sv2tCcmBsgPIrsxGbVNta/3B5uDWhGRI0BDE2mI9hz220+FbSilUFtehOKfKk4zkVKMktxrVZfXfK2cLMSM4MsBzRATAHmqBLdQMe6gFFptxQCaHfYnJx8DA1a6IzmADac6Hy+1CcW0x8k/mtx551Xk4Xn0cWWVZKKwpbC0bYg5BUkgShocMR1JIEhKCEjDYMRgh5pDW/5m73QqleSdRlF2J4txqlOZWoyT3JOpO/ndSe0CQCWExgQiKCIAj3LPaVpDTCke4FUYzf7Ekbfo6+WiryeXGgcJqZBwvx87j5diRU4EDhVVwNW+yp9cJwm0mRDosiLBbEOkwNz83I8JhRnCACaEBJoQEmGC3GKDrh4mKu7YW9QcOoC4z03PsyUTdwYNA43/vbYPT6UlEEhJgShjseRw0CProKBShCocrDuNw+WEcqTzieaw4grL6su+1YzfZEWeLa01IYmwxiAyIRERABCICIhBuDYde9/2/E40NLlQU1aCsoAblhTUoL6pBefPzhjrX98rqjTpPMhJibn0McJgQ4DDD6jAhwGFEgMPMv0VtMPkYGLT0fCzs7H2l1FM+jcgHmHwQaePv5KPh2DEUPf00DE4nDOFOz6PTCYMzHAanE/rg4NYJoz1VUV+BA2UHcKDsAA6WHWx9rHPVtZaxm+wYbB+MwUGDPY+OwRjkGITIgEiEWkKhEx1qKhpQ0pyIlORVozTvJCpO1LYOoWhhdZgQFG6FI7z5S0GQGbZgMwKDzQgIMiEwyMyNFAlA/0o+OlLb4MKevArsza9EYWU9iqrqUFhZj8LKOhRV1aP0ZEOH1+kECA4wITjAiJAAE0ICjHBYjQi2es4FWY0Ibj3nee2wGuGwGGHq5XtDNTSg/kg2Go5moyH7qBrK4gAAEy9JREFUKBqys1sPV2np9z+X3Q5jdDQM0VEwRkXDGB0FQ1QUGsIcKLY2It9ci2OqFLk1nh8/cqtykVedhwb39/+ddKJDuCW8NRlxBjgRZglDqCUUodZQhJhDEGoNRZglDDajDQ0nXaguq0dVaR2qSutQXVqHqtJ6VJd5XtdUdPzfwWDWI8BuhNVugsVmhCXACEugEeZAw/cfA4wwWw0wWvQwWw3QG3WnXc8Kk4+BQcv6c/Y2z38J4EU/xUJEpxlXRQXq9+7DyY2b4D558ocFDAYYQkIgVit0ZhPEaIKYzZ7DZITObIYYjYBOD+jE8z9K0QEintc6HSA66KwWiMWKIVYLhlmtuNwyAjrrOKgIM0pRgwJUIBflOOo+gUNN+dhesA0fHv6wdQIq4PmiEGYJgzPAiQhrBJx2J5xjnQg/LxwJ5mAEuhwwVFshlWa4KnSoKWlCZUkt8rMqcLKivnW1rbasdiMCgsyw2oyw2oyw/P/27j5WsrMu4Pj39zznnHm5d+++1VLKdrslQgVNeBFBg6+gERQVCQqmJMQQSIwmbaIxYAzRP0iQRJE/0MibwQRErRKqISgpJBhjsCCmlVa0bSjddrtlt7v33r3zdl5+/vE8M3Pu7O3tvds7M7szv09y9pzznDMzzzNnfs8+v3POnVkNg4OwPJ5nrYRGOyVr2I8rmtlrZZ5XnDrGK07t/PcN/aLku5t9ntzsc7Ez4MJWzoXOgIud7fPHLvZ44Mwm692cS/1ix+cavWbqWWslrDWHCUnCWivlUDNhtRHmw2m4vtoI00ojYaXhaaV+z4NnyTKat76Q5q0vvGxbub7O4JFHGHznUYonzpA/fob8iSfInzhD7977KC+Mr3gIcCNwY+y7/HXXkRy/AX/8xeSH22y1PZsN5WKz5Fza42y1xeOdTR7tfpuvPXEPG/nmjvXz4jnSOMLhxmHWsrXwJR03HGbt5BprjTUOZ4e5Llmjma+Q9lskvQbSzaDjKTtCb7Oguzmgsz7gqce26HVy8okrKZOcF7JmQtbyZK2ErBkSk6wRfvA1bSZxPi5LGp4089t+FLa+7JPFS2jMwXvG5ENV/3C4LCJvrK/Pkoi8DvgQ4IGPqer7r/S5Bt2C//7KYwyv+mgFoKiCKqBhGcJ9mwzL4z6EIoTwh2RhLCSIE5wDRHBOcF7wicOnISDDJLi4nNTLU8EnPs7DY9xwsGXMNepbR27itlfezpF2xvVZxYmqyw3lFtcPNjnW3+Rwd4OVzjppkZOUBb7I8UWO6/Rw6xtInkM+QIbBWVUxPsfrWpZov0/V7UK583+2R+P0A8OCJMEdOkTVbpK3EnqthG4TLmXKevYUF/wZziVd7vcdOg3oZtDLJM7DetFIWLnxMGun1lhJVljTY6wVR1kdHKU1OESzv0qv2ybvZmysJ+hZT9UVqt4uMS2QNRMarSQmJGGeDgcDk1MzDAR8GgYASRr6jmRi3ScO560/MVemkXhOHG1z4ujefzckLys2ujkXuznr3Zz1Ts7F7oDNXsFGN2cjzte7ORu9nHOXBjx8bovNXsFmLyffIZmf5ARWspCMtBue1UZCK/W0Mk8787TSJMyzkKi0M08z9TRTRzP1NJKw3Eo9zaMnaV5/C1niyBJH0zsOp47MO9K8T3H2LMXZJynOn6M8f57i3PmwfO48xfnz9B96iPL8edxgwGHgMHDzRH0lTXGHDqErbap2g7yVMWh6ek3HVqZcSsswufNs+DNcdD0eki4XfZ9eCoMU+ikMkjilUMWTFVmWsXLDCu20TStp0U7atFybVV2jXa7RLg/RLNpkZYu0aJAUGS5P8XlKlXt6A0+v76gugQ6EcqCUfaUc7PPWfIk/EJvGZKTWF4XkpNYvpY5kNAYK46Pt46XtY6aslXDi1qP7q4+5Ku33l3fm8gciIuKBDwM/A5wG7hGRu1T1/it5vsfPPsm/f/ahZ9wvnBVVEGpnSBUkZh8h/UBUEKZxCVnBK+IAD1KbXCKIj4mPD4mO+Jj0JOBcHGy4UCYxGXJecOLCczgXk6Zw1lec4GISJTKeEEZzh8Qzs7Ht8W0QpPbhCPuiMnoXw3JQxbc1LIeErlJFq2ECWC8L61Wl4/Iq7FtpeLJqWBYHpVqFdTRsGz4vte3D5xommtuSTh0nmaMjoTpaHyaiOx2uuqcb58V3rV6wvWS0LjtuHy3XXkC27w7Am37jJRw52ty5EjNytJ3ylh86Gc6WdgY82mlxX2eVC9Ux1oscUsL/0nvkneBF8E5InOB9WHdO8EBGRbvKaVY5raJPs8ppFgNWih7toke736Gd92gNurQGXZpx3rjQpdnvcH2/w4l+l6zffca6QEmRnKOfPcUgdQxSYZBAP1V6idJLK3pJxSCBPIHcD+eeMlmhcitUfhVkBVwLaCG0cLTx3TZJt40/3ybRFk4zfJXhqhRXZZd/hvZIXb1P0dCvOMCFEynI+IQKbtgXEK80DfuBiX4hLIw/hKPPZW1e36agtQ91PWyUHcomn64eEPW5jPujYZ802h7bIXGZ2KThSaP6OrX9RieY6ttkWB5eQxy8+RcuP5u+7FLvOL7a4Pjqlf0ieC8v2ewVXOqHZORSr2CjV9AZFGz1Cy71SzqDsL3TL7kUy7uDkqe2Bpy+UNIdhH06g5J+UT3L9giNxJP4lNTfSOZPkB4RkuOO1DsyLyTe0ahyDvW3WOl3WB1s0e53WOlt0e5v0epukQ06NPo9sn6H7EKXrL9J1u+y2gt9j6v2V8/SO/LEk6cleXKJPNmi8KG/GSSQe2WQKLmvGPiK3FfkXuk6KHycHBReKDxULqxXDooEylSoXArSGE0iDUSbOGnhpImjiaOB1yZChtMUT+yveimum+I1xWmC0wRRj6sSnHpc5XHqkDjfTbGSc/sf/+yzOYzmKrH/n/2cj1cCD6rqwwAi8hnCjxxeUfKxsf4YP/GVOwDCGdWYZIiO/+u7kv/aFUFFAIeKULkElYTK1SZJ0NF6SrVte7ptPn6sRyUdLY+eQzzqfJiLp3KeUjy5C+sqbjwR5tTLibevyDV8X7pWDC9NCVWcD49nfZtCfXs87mG5iuOVYXlYH13+okJqCYcML31tS7cmMo89pOm7f8aeZuvweYcDPB3neTLxmg//r+flr5rvra83H1/hvclfQee+UNCOEyEtLUqlqJQqJpiljpPJSpUyJpdK/WrkeD3kilorDwuj3LG2z07ro8ePyqGiSbdsoIVCv4IcyBWKKsxzkELDlCtJAWmprJSxrK/QCftQCpQKJUilSAmiBbAep/1ToHIppW+MJ5dR+TSUu5TKZaG/8BmFS0Pf4BIqH/uQ2BcNl4d9wrAvUTfsI3zsN1xMGELfprGPYzSPETRaZsf1MJNRJO2YoNQfv22bq+17FfVZWsHVkHw8eDd8+X0H8ERXx9WxZpy+Z78PdEAjTjXhXFXsT1RHy6MTYBN9zbYTY7F8+NhhX6GlouXwhFqtfNhfedBWnIb91Oif8UnNYd9WapOyAgqgULQAyTWuV0gBlIz6FEqQEtJCScsSygIqkCru19XaenxMPGlHxWiSqlapHZVAb5ftB0ORON6ZGBfFMc+FVQUs+VgEz5h8iMh9jD+V3ysi99a3z+h3Pp4HPFpbPw28qr6DiLwLeBfAyZMn2c2tz38RF371+/Ebp0NB7TYrtDYYkdr4k/rVj6cPU63321qbaUHoQRiNkkadkCqhbwidWznq/GLHB7UOc9wJDus67PAYnuWvxvWevF1sXBbbM6qHhMGFuphEuYkrFkIVz7fq5KBh2/shk+PyODquD9B1+4bhtO2BCjJOJLYlC3FSUdwux6JudCFmsnCCyrhWk5cSRq8jlz9m1+fd6fEa5js/p1z+vJOvOVk28RpV2ubkLX/HNOwn1nZ9HoTUC9fib29NJj+7JjqTiVOlaFWhOVSlhr8ViYMYraoQv6WiZRggaBkfHwcMGq/8hY6hRKstVLdiJ8E4XOLVwKoKY4xR/6Hj/mVYFvpAoar1FaM2TvQhowgddTwToTsuHiWDtTduW7xe1lds2337hsk4D+eHZRQoGq+s1PunUZIkw95jeGVmuB8huYrPNXysjq7euFGvM0r4h31j3F99Avw007CvWPMZtJ7lLSkL+O2XQ0K4Z/sa7G6mTrXW11Q6mtf7m1F/FPuZ+ry+77YxVL1Pmtg2Gr+M/kuvjV1icqgKpVaoDijpc8OhQ7u2w1w79nLl403Ac9g++IdwO+PjB16jne10KmZbL6mqHwE+AuFbQXZ7ssahVW74g78+uNoZs0T2E2sAvP6K/zzrqlVPv42Zln3F2i0/FiZj9umyOxuNmbK9XLv+ILChqo/UJ6ATt83CaeCm2voJZpf4GGOMMcYYYw7AXpKPU6p672Shqn4NOHXgNdrZPcALROQWEcmAtwJ3zei1jTHGGGOMMQdgL7dd7fZ1Oa2DqshuVLUQkd8C/plwy+YnVPWbs3htY4wxxhhjzMHYS/Jxj4i8U1U/Wi8UkXcAX59OtS6nqp8HPj+r1zPGGGOMMcYcrL0kH3cAnxWR2xgnG68AMuCXp1UxY4wxxhhjzGIR3eNX64nITzH+geBvquqXplarZ0lEvgs8ssOm64BzM67O1cTab+2fbP/Nqrrvr9Ifslh7WtZ+a3+9/c8qzsBibRfWfmv/gcaamb49Jx+LQES+pqrz/dW1ObL2W/tn1X57r6391n6LtVmw9lv7l7n916qr6GdijTHGGGOMMYvMkg9jjDHGGGPMTCxb8vGReVdgzqz9y22W7bf3erlZ+xfzta5G1v7ltuztvyYt1d98GGOMMcYYY+Zn2a58GGOMMcYYY+bEkg9jjDHGGGPMTCxN8iEirxORb4nIgyLy7nnXZ9pE5CYR+bKIPCAi3xSR22P5MRH5ooj8X5wfnXddp0VEvIh8Q0T+Ka7fIiJfjW3/GxHJ5l3HaRKRIyJyp4j8T/wc/Mgsjr/FmsXaMsXavOIsvrbFGhZrFmvLcewXyVIkHyLigQ8DrwdeDPyaiLx4vrWaugL4bVV9EfDDwG/GNr8buFtVXwDcHdcX1e3AA7X1PwI+GNt+AXjHXGo1Ox8CvqCq3we8hPBeTPX4W6xZrEXLFGszjzOwWMNibchibXmO/cJYiuQDeCXwoKo+rKoD4DPAL825TlOlqmdU9T/j8iYhSJ9HaPcn426fBN44nxpOl4icAH4e+FhcF+A1wJ1xl4VtO4CIrAE/DnwcQFUHqnqR6R9/izWLtaWJtTnGGVisWaxZrM0q1swBW5bk43nAo7X107FsKYjIKeBlwFeB56jqGQgdOXD9/Go2VX8K/C5QxfXjwEVVLeL6on8Gng98F/jLeIn+YyKywvSPv8Waxdoyxdq84gws1k5hsWaxtjzHfqEsS/IhO5QtxXcMi8gq8PfAHaq6Me/6zIKIvAF4UlW/Xi/eYddF/gwkwMuBP1fVlwFbzOZy9LK9zyMWa+PiHXZd1M/AvOIMlut93sZibVy8w66L+hmYZ6yZA7Ysycdp4Kba+gng8TnVZWZEJCV00J9S1X+IxWdF5Llx+3OBJ+dVvyl6NfCLIvJtwq0IryGcMToiIkncZ9E/A6eB06r61bh+J6Hjnvbxt1izWFumWJtXnA1f22ItsFgLFvkzMM9YMwdsWZKPe4AXxG+FyIC3AnfNuU5TFe8F/TjwgKr+SW3TXcDb4/Lbgc/Num7TpqrvUdUTqnqKcKy/pKq3AV8G3hx3W8i2D6nqE8CjInJrLHotcD/TP/4Wa2MWa8FCth3mGmdgsWaxZrE2q1gzB2xpfuFcRH6OcJbAA59Q1ffNuUpTJSI/CvwrcB/j+0N/j3B/7N8CJ4HvAL+iqk/NpZIzICI/CfyOqr5BRJ5POGN0DPgG8DZV7c+zftMkIi8l/GFiBjwM/DrhhMNUj7/FGmCxtjSxNq84i69tsWaxZrG2RMd+USxN8mGMMcYYY4yZr2W57coYY4wxxhgzZ5Z8GGOMMcYYY2bCkg9jjDHGGGPMTFjyYYwxxhhjjJkJSz6MMcYYY4wxM2HJhzkQIlKKyH/VpnfH8m+LyHXzrp8xi8JizZjZsFgzZjqSZ97FmD3pqupL510JY5aAxZoxs2GxZswU2JUPMxMi0hKRL4jIO+P620TkP+LZpL8QET/vOhqzCCzWjJkNizVjrowlH+agtCYuT7+ltm0V+Efg06r6URF5EfAW4NXxrFIJ3DaHOhtzLbJYM2Y2LNaMmQK77coclN0uT38O+ICqfiquvxb4QeAeEQFoAU9Ov4rGLASLNWNmw2LNmCmw5MPMwr8BrxeRT6uqAgJ8UlXfM+d6GbNoLNaMmQ2LNWOukN12ZWbhvcB54M/i+t3Am0XkegAROSYiN8+rcsYsEIs1Y2bDYs2YK2TJhzkok/fGvn9i+x1AU0Q+oKr3A78P/IuI3At8EXjurCtszDXKYs2Y2bBYM2YKJFwtNMYYY4wxxpjpsisfxhhjjDHGmJmw5MMYY4wxxhgzE5Z8GGOMMcYYY2bCkg9jjDHGGGPMTFjyYYwxxhhjjJkJSz6MMcYYY4wxM2HJhzHGGGOMMWYm/h/CWIyIpesdgwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot cross sections using Xarray functionality\n", "# Set here to plot per file - should add some logic to combine files.\n", "for data in dataXS:\n", " daPlot = data.sel(XC='SIGMA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### $\\beta_{2}$ by symmetry & type\n", "\n", "Types & symmetries as per cross-sections. Normalized $\\beta_{2}$ paramters, dimensionless." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Repeat for betas\n", "for data in dataXS:\n", " daPlot = data.sel(XC='BETA')\n", " daPlot.plot.line(x='Eke', col='Type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dipole matrix elements\n", "For 1-photon ionization. These are taken directly from ePS `DumpIdy` segments. See the [ePS manual, `DumpIdy` command, for further details](https://www.chem.tamu.edu/rgroup/lucchese/ePolyScat.E3.manual/DumpIdy.html)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Set threshold for significance, only matrix elements with abs values > thres % will be plotted\n", "thres = 0.1" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data CH3I_1-60eV_orb21_E.inp.out, pType=a, thres=1.005884272700621, with Seaborn\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1520: RuntimeWarning: invalid value encountered in greater\n", " _nx.copyto(ddmod, pi, where=(ddmod == -pi) & (dd > 0))\n", "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/numpy/lib/function_base.py:1522: RuntimeWarning: invalid value encountered in less\n", " _nx.copyto(ph_correct, 0, where=abs(dd) < discont)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data CH3I_1-60eV_orb21_E.inp.out, pType=phaseUW, thres=1.005884272700621, with Seaborn\n" ] }, { "data": { "image/png": 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U9qcMLi4uOHXqFFavXg0vLy8MHz4cf/zxBxYuXIgXL15g9erVStkOERHRp87DwwOWlpaVnY0qYc2aNbC0tERsbGxlZ+VfydHREY6OjpWdDVKyjIwMWFpaYt68eZWdFYWEhobC0tISoaGhlZ0VhXyM+1Z5tsFny8f1qZ23VHXExsbC0tISa9asqeys/Cu5ubnB1ta2srPx2QkICIClpSWioqIqOytUDmyJQSolUGJ3Um/evFFoOV1d3RLntW7dWu70fv364aeffsLNmzfLlTciIlVKTU3Fzp07ERsbi4cPHyI/Px+GhoZo0aIFnJ2dMXDgQGhpaUmWFxcOlHZPc3R0RGZmJqKjo2FmZiaZ/vfffyM2NhapqanIzs6GmpoaTE1N0alTJ4wbNw7169eXSicjIwO9evWCqakpjh8/Xq7fFxERgYsXL+LGjRtISUlBbm4uBgwYgOXLl5crPbH4+Hhs27YNSUlJePHiBQwNDdGsWTOMHTsW3bt3l1k+MTER69evx+XLl5Gfn4+GDRtiyJAh8PDwgIaGRrnzMWvWLISHh2PhwoUYNWpUqcuOGzcO586dw9q1a+Hk5FTubVaGN2/eICoqCidPnsT169fx6NEjqKmpoXHjxujfvz/GjBkDTU1NmfWCg4Nx9epV3LhxA7du3UJeXh6+/vprzJw5s0L5iY2Nhaen5weX47O/ZOJ96O3tjenTp1d2dipEfK9ydXXFkiVLyrSuOIBS3nscfRo+p/OdFJOamopDhw7hxo0buHHjBh4+fAgAuH79OqpVK3tRiVAoxPbt2xESEoK0tDRoa2vDxsYGU6ZMgZ2dnczyV65cwbFjxyTbf/bsGerVq4dTp05V+LcRfUhFnosfm6LvdMW9/41Ditu5cyeSk5ORnJyM27dvo6CgALNmzcKkSZNKXS8yMhIBAQG4efMmRCIRLC0t4enpib59+yq87Vu3bmHAgAGlLrNv374Sy/bo88YgBqmUQKS8IIaiUejyFEY8fvwYAGBsbFzmdYmIVMnPzw9r165FUVER2rRpA1dXV+jq6uLZs2eIi4vDDz/8gF27dimtht2ePXugq6sLe3t7GBsbo7CwEDdu3EBAQICkS74WLVooZVti69evR0pKCnR1dVG/fn3cuXOnwmmuW7cOq1atgpGREXr27Ik6deogOzsbycnJiI2NlQliREVF4ZtvvoGWlhb69OkDAwMDxMTE4I8//kBiYmKFWuq5u7sjPDwcwcHBpQYxMjIycP78edSpUwc9evQo9/YqS3x8PGbPng1DQ0N06NABTk5OePnyJWJiYrB06VIcPXoU27Ztkwq4AcDSpUvx+vVrGBgYoG7durh//75S82VqagpXV9cKpTF69Gj07dsXX3zxhZJyRUREle306dNYu3YtNDQ0YG5uDi0tLeTn55crLZFIhJkzZyIyMhKNGzfG6NGj8fLlSxw5cgRjxozB6tWrZSonhIWFITAwENWrV4eFhQWePXumjJ8lxdnZGTY2Nhz7kcrM2toahw8fhpGRUWVnBaampvD29paa9urVKwQGBkJfXx9jx46VWadmzZofK3ufnUWLFkEoFMLIyAh169ZFRkbGB9fZtGkTfH19YWxsDFdXV6ipqSEiIgIzZ85EampqmSsH1KpVq8TvJt7P/r0YxCCVUmZLDFX666+/AABDhgyp5JwQEf3Phg0bsGbNGpiYmGDVqlWwsbGRWSYmJgZbt25V2jbDw8NlCpkBYO/evfjxxx+xcuVKbN68WWnbA4D58+ejfv36MDc3R1xcXJlrWr3vyJEjWLVqFTp16oQ1a9agRo0aUvMFAoHUv3NycvDjjz9CXV0dgYGBkpo9Pj4+GDt2LCIjI3Ho0CH069evXPnp0KEDGjVqhOTkZFy/fh0tW7aUu9y+ffsgEokwZMiQctUArWx16tTBn3/+id69e0u1uMjJyYGnpyeSkpKwY8cOjB8/Xmq9FStWoEmTJjA1NUVoaCjmz5+v1HyZmppWuFZ1rVq1UKtWLSXliIiIqoJu3brB1tYWlpaW0NbWlrRSLY9Dhw4hMjIStra2UgH7ESNGYNSoUfjxxx/h4OAg9U7i5uYGV1dXNG3aFJqamirpZktfXx/6+vpKT5c+fzo6OlVmvFAzMzOZd7mMjAwEBgaiZs2abD2nZOvWrYOlpSVMTEwQFBSE3377rdTlU1NTsWrVKtSuXRuhoaGoV68eAGDKlClwdXXFunXr4OzsDCsrK4XzYGxszONKMjgmBqmUUCRS2l9SUpJCf2W1YcMGHD16FE5OThWuqUlEpCwZGRnw8/ND9erVsWnTJrkBDADo2bMntmzZorTtygtgAECfPn0AAGlpaUrblpiDgwMaNWoENTW1CqdVVFSE5cuXQ0dHB76+vjIBDACoXr261L8jIiKQlZWFfv36STVN1tLSwowZMwAAu3btkkmnsLAQO3bsgLu7O+zs7GBjY4PBgwcjKCgIRUXSQXx3d3cA74JB8giFQoSGhkJNTQ1Dhw4t24/+fwUFBdi0aRMGDBgAGxsb2NnZYdSoUTh8+LDMssX7or979y58fHzQsWNHWFlZyfRtXlBQgJUrV8LR0RGtWrWCk5MT/Pz8UFBQILVc8+bNMXDgQJkuo2rUqIFx48YBAOLi4mTy0q1bN5iampbrN38sJfX7bmlpCQ8PD2RlZeHHH39Ely5d0KpVK/Tr1w8hISEy6RTvXzopKQleXl5o27YtbG1t8dVXX+Hq1atlyldRURF27dqFIUOGwNbWFm3atMGQIUOwc+dOmXPwQ+MPvN9P/bx58yQBRT8/P1haWkr+KtLH/rx582BpaYn09HT4+/ujd+/eaN26Nbp164bff/8dOTk5Cqel6Dm/Zs0a9OrVCwCwf/9+qd9SWis28fHKzMxEZmam1Hrz5s3Dy5cvYWNjAycnJ4hEIrlpTJ48GZaWlrh27RoA6eOQmpqKqVOnon379mjTpg1GjhyJM2fOlJif8PBweHh4wN7eHq1bt0afPn2wbt06mWuxsjx+/Bh+fn4YMWIEOnfujFatWqFLly6YNWsWUlNTS11X0X1RUFCAwMBAuLq6wt7eHjY2NnB0dMSUKVNw7ty5cue9rOf7hQsX4OHhAVtbW9jZ2WHSpElyf2Px83379u0YMGAArK2t4eHhIbXc6dOnMXHiRHTo0EFyn126dClevXolk2ZKSgq+/fZbyT3ZwcEBrq6uWLx4sUyQXiwiIgJDhw6FjY0N2rdvj5kzZ0paor/v3r17mDNnDrp27So5hnPmzMG9e/c+tBulHDp0CG5ubrC2tkbHjh0xe/bsErdZWSwsLGBjYwNtbe0KpyV+T/Dx8ZF6l7K2tkbfvn2RlZWFyMhIqXWaN2+OFi1ayO1qUVlKGhNDPNbQ27dvsXTpUvTo0QOtWrWCs7MzNm3aVOI97cqVK/Dx8ZE6P8aPHy/3XaOshEIhdu3ahREjRqBt27awtraGs7Mzvv/+e6nzr/gzOSwsDMOGDYOtra3M2EmHDx/G6NGjJWkNGDAAGzdulHvPVPS6ysnJwdq1a9G/f3/Y2dnB1tYWTk5O8PHxkdznFVGW67gs75tiHzpOijwXSxsToyz3ieLHqyz3ImXIzc2FpaUlJk+ejIcPH2Lu3Lno0qULmjdvjoiICACljz0RFBQES0tLybLFZWRk4KeffpIcww4dOsDb2xs3btxQ2e8B3l0n4udgmzZtYGtrC3d3d+zbt6/EdYKDgzFw4EC0bt0anTt3xvz585GVlVXib+/RowdMTEwUztPevXtRWFiIcePGSQIYwLtAxIQJE1BUVIQ9e/aU7YcqKDExET///DP69++Pdu3aoXXr1ujduzd8fX2Rm5urcDpXrlzB9OnTJffCjh07YsiQIVi2bJnMsgUFBQgICJDsP/H7d3BwsDJ/Gsnx6VXzo09KoUiotLRKG+uivLZt24aVK1eiffv2WL58uVIK0IiIlCE0NBQCgQD9+vVDs2bNSl1WlR+/YuK+4Kv6YJyJiYnIyMiAi4sLatasiRMnTuDWrVvQ0tKCtbW13Bf1CxcuAAC6du0qM8/e3h46OjpISkpCQUGBZF8LBAJ8/fXXOHPmjGTMBy0tLcTGxuK3337D5cuX8eeff0rScXV1xcqVKxEeHo558+ZBR0dHajunTp3C48eP0blzZzRo0KDMv7ugoABfffUV4uLiYGFhgVGjRiEvLw+RkZGYOXOm5GP5fffv34e7uzsaNWqEAQMGIC8vTybwM2PGDFy9ehW9e/dGtWrVEB0djTVr1uDatWtYv369Qs9OccuSiowtUlW9evUKI0eOhKamJlxcXJCfn4/IyEgsWLAA6urqcitIXL58GRs3bkSnTp0wevRopKWl4dixY7h48SK2bt2Kdu3aKbTt2bNnIzw8HCYmJhg6dCjU1NQQFRWFX375BQkJCfD19S337xJ3e7J//360b98e7du3l8xTRtDp999/R3x8PPr06QN9fX2cOXMG27ZtQ3x8PHbt2lViQFWsLOd8+/bt4enpicDAQFhZWUl16dK8efMStyHuvmLbtm0AINVdRfPmzWFgYIC+ffsiNDQU586dQ+fOnaXWf/ToEU6fPo2WLVuiVatWUvMyMjIwYsQIfPnllxg+fDiePn2Kw4cPY+LEifD19ZXpP3rBggUICQlB/fr14ezsjJo1a+LSpUtYtWoVzp8/D39//0pvwRUfH4/NmzejQ4cO+M9//gNdXV2kpaUhMjISx48fx65du+TWwizLvpg/fz7Cw8PRrFkzDBo0CNra2njy5AkSEhJw+vRpdOrUqVx5L8v5fuLECURHR6Nr164YMWIEUlNTcfLkSVy9ehWHDh2S22pr8eLFiI+PR/fu3dG9e3epe6Gfnx/WrFkDQ0ND9OjRA7Vq1cKtW7ewdetWnDp1Cnv27JHcl1NSUuDu7g41NTU4OjrCzMwMOTk5uH//Pnbt2gUfHx+ZQP3OnTtx/PhxODo6wt7eHleuXMHhw4eRkpKCgwcPSr1DXLlyBePGjUNubi4cHR3RtGlT3LlzB2FhYYiOjkZAQIBC/ZAHBATgjz/+QM2aNTF48GDJNT5y5Ei5lQs+dQUFBUhKSoKOjo7c+3e3bt1w8OBBXLhwoUq1/BcIBBg/fjyePHmCbt26QUNDA1FRUfD19UVBQYFM9z179+7Fzz//DHV1dTg6OqJRo0Z4/vw5rl27hl27dpWp3/v3FRQUYPLkyTh37hxMTEzQv39/1KhRA5mZmYiKikLbtm3RqFEjqXX8/f1x9uxZ9OzZEx06dMDr168l81asWIGNGzfCyMgI/fv3h66uLk6fPo0VK1bgzJkz2Lp1q+RaUfS6EolEmDBhApKSkmBra4thw4ZBQ0MDjx49QlxcHNq1aydzr5enLNdxWd83FT1O5X0uAuW/T5TlXqRsT58+xbBhw2BsbIzevXujqKgIhoaG5U4vMTERkyZNQm5uLrp16wYXFxc8f/4cx44dw6lTpyTPQmUrKirC9OnTJeN9DB8+HEKhEMeOHcP333+Py5cvy7SaWLVqFdatW4datWphyJAhkmth9OjRSstXad9S3bp1w+LFiyXLKNv27duRkJCAtm3bomvXrhAIBLhy5Qo2bdqEc+fOYdeuXR88txISEuDp6QlNTU306tULJiYmePXqFe7du4egoCDMmTNHsuzbt28xfvx4JCYmSt5FqlWrhnPnzuGHH37AjRs38NNPP6nktxKDGKRiAiUGMZTN398fS5YsQceOHbF+/XqZAiUiosqUkJAAAOjYsWO505BXc0pMXu3O4oKDg/Ho0SO8efMGt27dwrlz52BqaopZs2aVOz8fg7gWXO3ateHq6opbt25Jzbe3t8fq1aulCpnu3r0LADIfx8C7wnczMzPcvn0b6enpkmb1GzZswJkzZzBmzBgsWLBAUiAlFArx448/IiQkBC4uLpKPwlq1asHJyQlHjhzBkSNH4ObmJrUdcQsNcYuNsvL390dcXBy6deuG9evXSwozvb29MWzYMGzcuBE9evSQGVg0ISEBkydPlhvgELtz5w4OHToEAwMDAMDMmTPh6emJmJgYHDx4EIMHD/5g/sStEuR93KhaZmZmideChYVFubsJE0tJScHQoUPx66+/Ss4DLy8vDBw4EJs3b5f5iroAACAASURBVJYbxDh9+jR+/PFHjBkzRjItKioK06ZNw4IFCxAREQF19dIbTIeHhyM8PBwtWrRAUFAQ9PT0ALyrBTxmzBiEh4ejR48eHxwcsSROTk7Q19eXFOoqu0l/YmIiDhw4ICkgnjVrFmbMmIGjR4/i77//xrRp00pdvyznfIcOHWBqaorAwEA0b95c4d8i7r5i//79ACB3vVGjRiE0NBR79uyRCWIEBwdDKBRixIgRMutdvHgR48ePx9y5cyXTRo8ejREjRmDhwoXo1q2bpLA3NDQUISEhcHZ2xvLly6Vqja9ZswZ+fn7YsWOH3D7B33fjxg1ERUUp9PvFxo4dq1Df4g4ODjh79qxMIXVKSgpGjhyJ5cuX4++//5ZZT9F98fr1axw6dAgtW7ZEcHCwTFA0Ozu7TL+ruLKc71FRUdiyZYvU89nX1xebNm1CSEgIJk6cKLPO9evXsX//fpkg9YULF7BmzRrY2tpi06ZNUvtZ3L3e6tWrsWDBAgDAgQMHkJ+fj7Vr18qMr/Dy5Uu53zOnT5/Gvn37pCohzJo1C+Hh4YiKipIUPItEIsydOxc5OTn4888/MXDgQMnyhw8fxsyZMzF79mwcPny41PtTRkYGli9fDgMDA4SGhkoG1i1+jZdFVFRUmWo26+vrw8vLq0zbqKi0tDQIhUI0aNBAbjDR3NwcAMrcmkXVnjx5AisrK/j7+0vuK97e3nBxcUFAQAAmT54sKUz/73//i19++QU1atTAjh078OWXX0ql9ejRowrlxc/PD+fOnUPPnj2xevVqqULHgoICua30Lly4gD179siM1ZaUlISNGzfCxMQEwcHBqFOnDoB356C3tzdiYmKwZcsWfP311wAUv65u3bqFpKQkODk5Ye3atVLLFRUVSQVRSlOW67is75uKHqfyPhcrcp9Q9F6kCtevX8fw4cMlwZ2KyM/Ph4+PD4RCIfbs2QNra2vJvIyMDAwdOhTz58/H0aNHlV65YN++fYiOjoatrS0CAgIk162Pjw9GjBiBvXv3okePHpJWNrdu3cKGDRtQt25dhIaGylwLx48fV0pl4dK+pRo0aAANDQ3cv38fIpFI4YrDz58/l/v+bm1tLTW24bfffgtTU1OZ47p161YsXboUoaGhct/DigsJCUFhYSH8/f2lKjEAQFZWltS/V6xYgcTERHz99deYMWOGZLsCgQCzZs3Cjh070Lt3b5l0SDkYxCCVqqpjYmzevBnLly9H165dsXbt2g/W9iMi+tiePn0KAFJNcsvKz8+v3OsGBwfj8uXLkn+3bt0avr6+kg/xqur58+cAgN27d8PMzAwBAQGwtrbGgwcPsGTJEpw5cwYzZszA9u3bJeuIP4xL6jNaXCAnDvwUFRUhKCgIderUwfz586UK0jQ0NDBv3jyEhoYiLCxM6uN0+PDhOHLkCIKDg6WCGE+ePMGpU6dQu3ZtyUdHWYWEhEBNTQ3z5s2T+mAyNjbGlClT8MMPPyA4OFgmiFG7dm2ZmpbvmzJliiSAAbzrZuvbb7+Fp6cnQkJCPhjECAoKwunTp9G8efNKqYGamZlZ4rXQq1evCgcxdHR0ZM6Dpk2bws7ODhcvXkROTo5Moa65ubnMYIVOTk5o37494uLiEB8f/8GPH3FgaNasWZIABvCu5ers2bPh5eWF4ODgcgcxVM3T01Oqhru6ujrmzJmDqKgohISEfDCIUd5zXtlat26NVq1aITo6Gk+fPpUUEAiFQuzbtw96enpyzzF9fX2Z39i6dWsMGDAA+/fvx7FjxyQBsMDAQFSrVg2///67TLc3U6dORVBQEMLCwhQOYpT12eDq6qpQEMPY2FjudCsrK3To0AFnz56FQCCQaSmg6L5QU1ODSCSCpqam3EKojzX4bN++fWUqGLi7u2PTpk0ldgk3YcIEua3sxM+i3377TWYfu7m5ITAwEGFhYZIghpi87o+K36eLe7+rOAAYNmwYwsPDcfXqVUnBYWJiIu7cuQNbW1upgkng3W8OCgpCQkICEhISYG9vL3dbwLvBqgUCAcaMGSMJYADS13hJXeDIExUVJQkkKsLU1PSjBzHEhdcltTIRv198qAJJZfjhhx+kzidjY2P06tULBw4cwN27dyWtgXft2oXCwkJMnTpVpmAcAOrXr1/uPAiFQuzcuRPa2tr45ZdfZGpNa2pqym3h5O7uLhPAAP73fJwyZYrkngy8q5gyd+5cnDx5EsHBwZIghpii15W85dTV1Uu8Bkvyoe2V531TlccJqNh9QtF7kSqI340qGsAAgMjISDx+/BjTp0+XCmAA7yo/jB07Fn/99ReSkpJKvVeWh/jcnjNnjtT5U6NGDfj4+GDatGkIDg6WfE/8888/KCoqwvjx46WuBQ0NDXz33XeSlvYVIRAIkJ+fD01NTbnlahoaGtDR0UFOTg5yc3MVbo2XlZUl931l9OjRUkGMklqwjxkzBr6+vjhz5swHgxhi8q7J4vee/Px87N27F40aNYKPj49UQKZ69eqYO3cuIiMjERYWxiCGijCIQSolFFW9IMbGjRuxYsUKubU8iIiqCnFfxBXp5u7mzZslzvvQ4JXilgHZ2dlITk7GypUr4ebmhpUrV6Jbt27lzlNFZWRkyC3MENcgEwrftQAUiURYvXq1pOuSL7/8EmvXroWLiwvi4uIkXQGUhfhY3L17Fy9evECjRo2wfv16uctqa2vjzp07UtMcHBzQsGFDJCYmIjU1VdKqIzQ0FIWFhXB1dZUp3FNETk4O0tLSUK9ePbkDMDo4OACA3JqsVlZWH3wOynsJb9euHapVq/bB2rFHjx7F77//jjp16mDNmjXl+n0V1b59e6mglbKZm5vL/SATFxS8fv1aZn7btm3lfkiLgxjJyckf/PhJTk6Gurq63OXs7e2hoaGh8n6ZK0Jevhs0aAATExNkZmbi1atXJRacV+ScV4VRo0ZJunsSF4qdPHkSjx49wsiRI6WCTGItWrSQe960b98e+/fvR3JyMlxdXfH27VukpKTAyMhI0q3V+zQ1NT845oSYm5ubTEswZTpx4gR2796Na9euITs7G4WFhVLzs7OzUbduXalpiu6LGjVqoGfPnoiJicGgQYPwn//8B+3atYONjc1HbVEtr7sYcd/hL1++lLvO+wVdYpcuXUL16tUREREht891gUCArKwsZGdnw8jICH379kVgYCCmTZsGFxcXdOrUCXZ2dmjYsGGJ+ZXXrYu8/CYnJwNAiV2gODg4ICEhAcnJyaUWzInTkbdM8WtcUUuWLMGSJUsUXr4qUsY7nSro6+vLrZwifn4VD7pcunQJgGpaVN65cwevX7+GjY1NmSrvlHRdic9B8bOguMaNG6N+/frIyMiQPGcUva6aNm2K5s2bIzw8HJmZmejVqxfatm2LVq1aybxLyatB7urqCjMzM4W3V573TVUeJ6Bi9wlF70Wq0LhxY6UNcC/ex/fu3ZN7nG/fvg3g3VhPyg5iJCcnQ0tLS+43jLx3H/H/t23bVmb5Jk2awMjICPn5+RXKU0nj58hbpiz3wC+//BLh4eEfXK6goABBQUGIiIjAnTt3kJOTI5UnRcZc6d+/P0JCQjB27Fj06dMHHTt2hK2trVQgHni3P/Py8qCpqVlihRB1dXWF38mo7BjEIJVS5pgYyrBjxw6sWLECtWvXhrOzM44cOSI1X09PT6ZJJxFRZahbty7u3LlT4eb5FWVkZITOnTtLBpGdO3cuYmJilDIIZnmUVKteHMQQ12Br0KCBTN/r2tra6NKlC/bt24crV65IPgDEhWcldQPwfkuNFy9eAHj38VJajeb3B5NTU1PDsGHD4Ovri+DgYMybNw8ikUhSo3zYsGGl//gSiPNXvIZVceICQ3k1QGvXrv3B9OUto6GhAUNDQ0nLF3mioqLw7bffolatWggMDCzXWB+fgpIK2sWtA8SBteJK2u/i6YoMbv369WsYGBjIDUJVq1YNRkZGpR6fylZSrf3atWsjMzMTr1+/LjWIAZTvnFeFfv36YenSpdi7dy8mTZoEdXV1yQCWJdX+U/QcePXqFUQiUYk1EquSwMBALF68GAYGBujUqRNMTEygo6MjGaslJSVF7oC6Zbke/vrrL2zevBnh4eGSwiMtLS24uLhg7ty5Ct3TKkreeSm+3ktqYVBSvl68eIHCwsIPHts3b97AyMgI1tbW2LFjBzZs2IDIyEgcPHgQwLsCOm9vb/Tv319mXXkFd+Ia3cXzK34Gvh9kEhNfbx/qMkc8v7TjWpYgxqdAvI9Lund/qMVnZSnL80t8XCvSQrgk4nt1WdMu6RwT57WkZ0SdOnXw4MEDyXNG0etKQ0MD27Ztw9q1axEZGYnly5cDeFeG4Orqim+//VYStJZ3Tbdv3x5mZmYKb68875uqPE7F0y/PfULRe5EqKPPZID4uYWFhpS735s0bpW0TeNcKoKCgAKampnKDATVq1ICurq7Uu4/4OHzonasixC0w8vPzkZ+fL9MaQygUIi8vDxoaGkof51YkEmHixIm4cOECGjduDBcXFxgbG0sqTW3atEnue8f7OnXqhICAAPz9998ICwuTtHhp1qwZZsyYISkjFB/7W7duyXRZXJyyjz39D4MYpFJVLYghbuL97NkzmWbZwLvmxwxiEFFV0LZtW1y4cAEXLlwod+G2MtWsWRNt2rRBVFQUbt++rdDAnqrQoUOHUluYNG7cGEDJBQXiD/bitY4aN26Ma9eu4d69ezI1bAsLC5GRkYFq1apJCuHFaTs7O5e5UNHNzQ2rV6/GgQMH8O233yIhIQH379+Hg4NDubvqEgdhnj17Jnf+kydPpPJdnCI1op49e4YvvvhCappQKMSLFy9KbBJ+5MgRfPfdd6hduza2bdsmt4/cf7OSjpV4uiJN7fX19fHy5Uu53fMUFhYiOztbKh1xy4/3a8aLfexuTp4/fw4LCwuZ6eJ9UFphX0XOeVXQ1taGq6srAgICcObMGTRr1gynT5+GjY2N3IGsAcXPAfF/W7RoUaYudUqiqjExCgsLsWbNGtSpUwehoaEyBVzimqvylOV60NbWxvTp0zF9+nQ8fPgQFy9exP79+/HPP/8gMzMTO3fuVPRnfVQl3Wtr1KgBkUiEuLg4hdOytbXFxo0bUVBQgGvXruH06dMICgrCrFmzUKtWrXIPbi6+XsTdWb5PPP1D9ydxOs+ePZPbnU1Jx7skn8KYGObm5tDQ0EB6ejoKCwtl+sFPS0sDIL+/+E+F+Lg+fvxY6YOzi+8vitSYLq6k66r4OSivlZL4XC7+jFD0ujIwMMCCBQuwYMECpKWlIS4uDnv27EFQUBBevXolGWS7tHdVRbdXnvdNVR6n4ulX9D7xsZX2vquurl6mdyPxbwsICKjQ2IVlpaWlBU1NzRIrqOTm5uLNmzdSASxxXp8/fy7VhadYWe/HJWncuDFSUlJw7949mS7D0tPTIRQKYWFhofTWaOfPn8eFCxfg7OyM1atXS7Vyfvv2rczYNaXp2LEjOnbsiLy8PFy9ehUnT57Ejh078M0332D37t2wtraW7E83Nzf88ccfSv0tpBgGMUilBEVVK4jxOTRHJqJ/Bzc3N2zatAmRkZGYMmUKmjZtWuKyBQUFH6VrPPHHpbIHqVMmcTdHaWlpcveLuIl38Rd5BwcHhIWF4fTp0zK1WC9evIi3b9/C3t5ekpaFhQVq1qyJS5cuyS1ALk3t2rXh6OiIyMhIREVFSQoThw8fXq7fC7z7QGnYsCHS09Nx7949mUKS2NhYAJDbb7Qi4uLiZMa9iI+PR2FhIZo3by6zfFhYGObOnYt69ep91i0wKiIxMRFFRUUyXUqJCzIVOVbNmzfH+fPnER8fL/MRffHiRQiFQql0xIVE8lp35eTkyB1wtvgAosoWFxcn081Ceno6Hj58CFNT01ILzctzzlfkt6irq0MgEJS6zMiRI7Ft2zbs2bMHVlZWEAqFpV7XycnJcsdLef8c0NPTw5dffonbt2/jxYsXMDQ0LHP+i1PVmBjZ2dl49eoV/vOf/8gEMHJzc3H9+vUS11V0X7zPxMQEAwcORP/+/dGnTx8kJCRIul0qD1We7yVp06YNTpw4gdu3b8st8C+NpqYm7OzsYGdnB3Nzc8ydOxfR0dHlDmKI7+clBVTE01u2bFlqOi1atMDRo0dx8eJFmXuT+Bovi09hTAxNTU3Y2toiPj4e8fHxMt0YnTp1CoD87o0+FW3atJEUtsvrxq8ixO9VN2/exOPHjyvciqB58+a4fv06YmNjZYIYaWlpePToEczMzOTe18pyXZmbm8Pc3BwDBgxAx44dER0dXea8lra98rxvluU4leeep6z7RFViYGCAgoICZGVlyYy9cu3aNZnl27Rpgz179iAhIeGjBjGAd/v/8uXLuHz5MmxsbKTmXbhwAYD0M7N58+Y4e/YsEhISZLpfS01NRXZ2tlJaRzg4OCAlJQWnT5+WCWKo8v4nDhA7OTnJvFNfvHhRoa6u3qetrQ17e3vY29ujXr16WLRoEY4fPw5ra2u0aNECmpqaSExMLNMg5aQ8FR/VhqgUQlGR0v6IiP5NzMzM4O3tDYFAgEmTJpU4WOipU6cwYcIEpWwzMzMT6enpcuft3r0bV69ehYmJiWSQx6qoVq1a6NOnD16/fi1T++bs2bM4c+YM9PX1pfoK7t27N4yMjHDo0CGp/Zyfn49Vq1YBeFdAKVatWjWMGTMGT58+xaJFi5CXlyeTjydPnuC///2v3DyKW9b4+/vj2LFjMDIyqnArwCFDhkAkEmHZsmVSH6NZWVlYt26dZJnyWL9+vVRfxfn5+VixYoXcNPfv3485c+bAxMQEQUFBn1wAIysrC6mpqcjKylLpdu7duydTYzwqKgpxcXEwNzdHu3btJNPfvn2L1NRUPHjwQGp58b739fXF27dvpZb39fUFAAwdOlQyvUaNGrCwsEBiYqLUuSkUCvHHH3/IPY/FBealFTo6OjrC0tISGRkZH/zdxQUGBkp1YVBUVIRly5ahqKhIoTEbynrO16xZE2pqamUuQAXe7YesrCy5+0isUaNG6Nixo2RMCHE/6yWRd4+6evUqwsLCoK+vD2dnZ8l0Ly8vCAQCLFiwQG6t0JcvX5YaJCjOzc0NN2/eLNPf+31Cy2NsbAwdHR1cv35dqmsTgUCAxYsXIzs7u8R1Fd0XWVlZuHz5ssz6b968QW5uLqpVqyZVyLdmzRpYWlrK7bNcHkXOd2UTF7b/+OOPcmuhv3nzRqoVS3x8vNxuWsQ1cyvS1WPbtm3RuHFjJCQkyIzPERERgYsXL6JRo0Zy+1YvbsCAAahevTqCgoKk7gvFr/GyWLJkSZnOV2UMVFuaBw8eIDU1Veq+C/zvPeGvv/6Sau155coVHD58GLVq1YKLi0uFtz9v3jxYWloiNDS0wmmVxciRI1GtWjWsW7dO7vvN+wHy+/fvIzU19YMBYOBdYfqoUaOQl5eHhQsXynT/Ii5gVpT43r9+/Xqp9YRCIZYuXYqioiKp56Oi11V6erqkMkxx4laRil5/im6vPO+bZTlO5XkuKus+UZWIW5eLxwMUO378uNz7Sd++fVGvXj1s3boV58+fl5kvEokQHx8vde7n5ubC0tKyzOPxvU98bv/5559S10lOTg7++usvANLvfgMHDoS6ujq2bt0q1eqiqKhI0h2aMri7u0NDQwMBAQGS1rDAu3N6y5YtUFdXr1CFrZKIK6W9H1R7/PhxmVpKxMbGynQDDPyvpYp43C1dXV0MHz4c9+7dkzkGYg8ePJBbMYiUo+pWpaTPQlXrToqI6FPy9ddfo7CwEGvXrsXQoUNha2uLVq1aQU9PD8+ePUN8fLzcLpDK68aNG/D29oatrS0aNWqE2rVr48WLF7h06RJu3boFXV1dLFu2TFJzS1mKt0gQN0O/dOkS5s2bB+DduBxz585VOL358+fjypUr2LBhA+Lj42FtbY3MzExERUVBQ0MDv/32m1Ttuxo1amDRokX45ptv4Onpib59+8LAwADHjx/H3bt34eLiIlMYOXXqVKSkpGD37t2IiYmBg4MD6tWrh+fPnyMtLQ2JiYmYOXOm3BY0Xbp0gZmZGa5cuQIAGDNmTIVb0owfPx6nTp1CdHQ0Bg0ahG7duiEvLw8RERF4/vw5JkyYIFUwXhYWFhbo168fevfujWrVqiE6Ohr3799Hjx49MGjQIMlyFy5cwIIFC1BUVIQOHTrILWCR181HcHAwEhISAPyvRlVMTIykQM/CwgKTJk0qV96Bd8G50goxi3eVs2PHDvj5+cHb21syzooqdO3aFUuWLMGpU6dgZWWFtLQ0HDt2DFpaWli8eLFUbbIrV67A09NTZoDyAQMGIDo6GkeOHEG/fv3g5OQkGXsgIyMDffr0wcCBA6W2+9VXX+H777/HyJEj0bt3b2hpaSE2NhYCgQBWVlZISUmRWr5x48aoV68eDh06hOrVq8PExARqamoYNGiQ5MNRXCBZ1hZadnZ2GDx4MPr06QN9fX2cOXMGKSkpaNmyJSZOnPjB9ct6zuvp6cHGxgbx8fGYNWsWGjduDHV1dTg6OpbY5ZNYx44dcfXqVUmampqasLKygqOjo9Ryo0aNwrlz5/Ds2TN4eHiUOti0vb29ZHweOzs7PH36FIcPH0ZRURF+/fVXqVYJQ4cOxfXr17Fz5044OzujS5cuMDExwcuXL5GRkYGLFy/Czc0Nv/766wf3m6qoq6vDw8MDmzZtwoABA9CrVy8IBALExsbi5cuX6NChg6SFzPsU3RePHz+Gu7s7mjRpghYtWsDExAQ5OTk4ceIEnj59Cg8PD6n9Jj43FX1mKXK+K1vHjh0xa9YsrFixAi4uLujWrRvMzMzw5s0bPHjwABcvXoSdnR22bNkCANi6dSvOnj2L9u3bo0GDBtDV1cV///tfnDp1CgYGBhUqJFJTU8PSpUsxbtw4zJw5E+Hh4bCwsMDdu3cRFRUFPT09LFu2TKa26/vMzMwwa9YsLFmyBK6urlLX+OvXr2FpafnBrnY+lqysLCxbtkzyb3Gw7fvvv5fUsJ04caJUjfa5c+ciLi4OgYGBUoMb9+vXD0ePHkVkZCQGDx6Mnj174sWLFzhy5AiKiorw22+/ybQ2Sk1NxebNm6WmvXr1SvL+AwBz5syRqh1e1vNaWZo2bYqFCxdi4cKFGDx4MHr16oVGjRohOzsb165dg56entQzysvLC5mZmYiOjlYoEDpt2jRcvnwZMTExcHFxQY8ePaCnp4eHDx/i7NmzmDNnjkIBbuDd82XChAn4+++/0b9/f7i4uEBHRwenT5/GrVu30LZtW3z11VeS5RW9rm7evIlp06ahZcuWaNasGerWrYusrCxER0dDIBAo9Owqy/aAsr9vluU4lee5qKz7RFUyYsQIbN++HStXrsSVK1dgbm6O1NRUnDt3Dk5OTjh27JjU8tra2vDz88PEiRPh5eUFe3t7WFpaQlNTEw8ePMDVq1eRmZmJxMRESWBd3CKgotftsGHDEBMTg5iYGPTv3x+Ojo4QCoU4duwYHj58iCFDhkhVjLK0tMSkSZOwYcMGDBgwAL1794auri5OnToFgUAACwsLuQH0HTt2SCp2iQeOFw+cDQBWVlZS7/NNmjTBjBkzsGLFCgwePFjy3RQREYGnT5/C29v7g+9a5eHg4AArKyuEhIQgPT0drVu3xpMnT3Dy5Em0adNG4S7q/Pz8cO3aNXTo0AFmZmbQ0tJCSkoKzp49i9q1a8PV1VWy7HfffYfbt29jy5YtiIiIQPv27VGnTh08e/YMd+/exaVLl7Bw4cJPuvvAqoxBDFKpwiL5fQsSEZFivL290adPH+zcuROxsbEIDQ1FQUEBDA0NYWVlhQkTJkgVJFdEixYt4OXlhfj4eJw8eRIvX76EpqYmGjRogPHjx8PT0xMmJiZK2VZxN27ckOkqIj09XdIqxNTUtExBDGNjY+zduxfr16/HsWPHcPnyZejp6aF79+6YPHky2rRpI7OOk5MTtm/fjg0bNuDo0aPIz8+Hubk55s+fDw8PD5nmwtWrV8e6detw8OBB7N+/HydOnJAMvGpmZoYZM2ZgwIABcvOnpqaGoUOHSmpMKWPME01NTfj7+8Pf3x/h4eEICgqChoYGrKyssGDBArmDvSpq1apVWLt2LcLCwvDkyRPUq1cP06dPx6RJk6T2y4MHDySFK+IB8d4nr5uPhIQEmeMvrlELvBsIs6JBjNK6z1Gkqxxls7GxwbRp07Bq1SoEBQVBJBLBwcEBPj4+Ms39S7NixQrY29sjJCREMpB0kyZNMH78eKnWQ2JDhw6FSCRCQEAA9u/fDwMDA/Tq1QszZ87EN998I7O8hoYG/Pz84OvriyNHjiA3NxcikQht27aFqakpXr58icePH8POzg7169cv0z5YsGABjh07hr179yIzMxOGhobw9PTEjBkzZAaFlKc85/yyZcvwxx9/4MyZMzh06BBEIhHq16//wQ/rKVOm4NWrV4iJiUFiYiKEQiFcXV1lghiOjo4wMjJCdnb2BwuTzczM8Msvv2D58uXYvXs3CgoK0KJFC0ybNk2qpZjYwoUL0a1bN+zevRvnzp2TDOxuYmKCr776SiZgVRlmzJiBWrVqITg4GHv27IG+vj46deoEHx+fUgOJiu4LU1NTTJ8+HXFxcYiNjUV2djYMDQ3RuHFjzJo1C/369ZNK99atW1BXV0efPn0Uyv+HzndVmTRpEuzs7LB9+3YkJCTg+PHjqFGjBurVqwd3d3epc3nUqFEwMDDA5cuXJedivXr1MGrUKIwbN67C+bSxscG+ffuwfv16nD9/HjExMTAyMkK/fv0wdepUuePYyDNu3DjUqVMHW7Zswf79+6Gnp4cuXbpg9uzZ+O677yqUR2V68+aN3K6qDhw4IPl/V1dXhbpPUlNTw4oVKxAUFISQkBAEBQVBS0sL7dq1w5QpU2BnZyezzrNnZFDJiAAAIABJREFUz2S2//btW6lp3t7eUkGMW7duQU9PDz169FDkJyqVu7s7vvzyS2zduhVxcXGIjo6GoaEhLC0tK/wuo6mpib///hu7d+/GgQMHcODAAYhEItStWxfOzs5lrtk/e/ZstGjRAkFBQThw4AAKCwvRsGFD+Pj4YPz48VKVRxS9rlq1aoXJkycjLi4Op0+fxsuXL1GrVi20bNkSHh4e6N69u0J5K8t1XJ73zbIcp/I8F5V1n6gq6tevj+3bt2P58uU4f/48zp8/DxsbGwQFBeHatWsyQQwAsLa2RlhYGPz9/XHixAkEBwdDQ0MDdevWhY2NDWbNmiVVkUH8TltaC01FqKurw8/PT3Je79q1C2pqamjatCmmTZsm1QpDbObMmTA1NcX27duxb98+6Ovro3v37pg9ezaGDh0qd/yS2NhYREZGSk27fv26pNVnjx49ZN7nJ0+eDHNzcwQEBEgNjD1//nyZ57OyaGpqYsuWLfD19cW5c+dw6dIlfPHFFxg7diwmTZqkcPeKXl5eiIiIwJUrVyQVLurXr49x48bBy8tLqptMbW1tbN26FaGhoTh48CCioqKQl5cHY2NjNGjQAN999x3H2VUhNVF5OgkjUpCJYfn635bn4YtkpaVFRERE9LHFxsbC09NT5S09Ppbo6GhMnToVmzZtUrjwZt68edi/f7/CtXM/Jenp6XB2doadnV2JA0xnZGSgV69ecHV15ThtKiQODDo4OEi6BST61L169QodOnTAuHHjMGfOnMrODhEpaMOGDVi9ejUiIyOrTFerWVlZ6Ny5MxwcHODv71/Z2SFSCFtikEoVcSwLIiIios/SxYsXYWVlpXAA43O3ZcsWiEQijBkzprKz8q9369YtvHjxApMnT67srBApTXx8PKpVq4Zx48ZVdlaIqAwuXryIvn37VkoA4/nz5zA0NJTqyqqgoACLFy9GUVERWw3QJ4VBDFIpQRHHxCAiIiL6HBXvt/3f6sGDBwgPD8e9e/cQGhoKKysr9O7du7Kz9a9XlcZdIFIWR0dHST/1RPTpEI9rVBkOHDgAf39/ODg4oH79+sjKykJcXBzS09Nha2sLd3f3SssbUVkxiEEqVcggBhHRv0pGRobc/qXlKT6gMkmLjY1FXFzcB5eTN1D254r7hKqi9PR0+Pr6QkdHB507d8bPP//8SQ1oSkRERJ+vtm3bIj4+HrGxsXjx4gXU1NRgbm6O6dOn46uvvpIMPk70KeCYGKRSOjrmSkvr7ds0paVFRESqIe7zXxGfY5/4yrJmzZpSB6MWMzU1xfHjxz9Cjiof9wkREREREdG/E4MYpFKaWsornCrIz1BaWkRERERERERERERU9TGIQUREREREREREREREVRI7bCUiIiIiIiIiIiIioiqJQQwiIiIiIiIiIiIiIqqSqlV2Bojo43mABypJNy/1rUrSBYCEp41VlrbthlEqS/uH7xapLG1V29MnqLKzUC6i9J+l/t3TzLlyMlIBNdS1KjsL5ZIvKqzsLJTbK2FeZWehXN4WFVR2FsqloOj/2Lv3OC3rOn/873tmGBABFzmIx1JB82we+YWCkGaABFmurNlWpqJfy2q0tm1dN1vcDou4mSmoeV43ynYFFNPykKc8ZB5T0ckzKAiKyAzM4b7v3x8lu4iic81cc10X83w+Hj4e3Nd13+/rxeXFPffMaz73Xcxrpb1azjpCIuVqJesIiVQLmjuiuOe8qLkrBX1n5EpBz3dRr5NypaC5C3q+I4qbvajXSjWK+Vzo3e27V6lUyjpCYqUoZvainvPVq1/IOsK7shIDAAAAAADIJSUGAAAAAACQS0oMAAAAAAAgl5QYAAAAAABALikxAAAAAACAXFJiAAAAAAAAuaTEAAAAAAAAcqku6wAA5Mvc4TNTmz25sSG12QAAAABsfKzEAAAAAAAAckmJAQAAAAAA5JISAwAAAAAAyCUlBgAAAAAAkEtKDAAAAAAAIJeUGAAAAAAAQC4pMQAAAAAAgFyqyzoAwIZMevOy1Ga/nNrkYpvc2JB1BAAAAACICCsxAAAAAACAnFJiAAAAAAAAuaTEAAAAAAAAckmJAQAAAAAA5JISAwAAAAAAyCUlBgAAAAAAkEtKDAAAAAAAIJfqsg4AQL7MHT4ztdmTGxtSmw0AAADAxsdKDAAAAAAAIJeUGAAAAAAAQC4pMQAAAAAAgFxSYgAAAAAAALmkxAAAAAAAAHJJiQEAAAAAAOSSEgMAAAAAAMiluqwDAN3n+defT2XusNgilbkREfM3+1Jqsz8av0ltdpFNbmzIOkKX2K1u86wjdNi1Kx7NOkIi9TXFfTmxRZ+BWUdIZPO6TbOOkEhNlLKOkEg5KllHSKSlWs46QiJtlfasIyS2ptKWdYREWoqau9yadYREVpeL+m+zmLlby8V9TimqXjW1WUdIpHevXllHSKS2ppi/n1zU14WlUjFzF1m1Ws06QiKVKGbuvCrmMx0AAAAAALDRU2IAAAAAAAC5pMQAAAAAAABySYkBAAAAAADkkhIDAAAAAADIJSUGAAAAAACQS0oMAAAAAAAgl+qyDgBAvswdPjO12ZMbG1KbTXZaK+1RX+MlBQAAAND1rMQAADpFgQEAAACkRYkBAAAAAADkkhIDAAAAAADIJSUGAAAAAACQS0oMAAAAAAAgl5QYAAAAAABALikxAAAAAACAXKrLOgDAhkx687LUZr+c2uRim9zYkHUECqa10h71NV5SAAAAAF3PSgwAoFMUGAAAAEBalBgAAAAAAEAuKTEAAAAAAIBcUmIAAAAAAAC5pMQAAAAAAABySYkBAAAAAADkkhIDAAAAAADIpbqsAwCQL3OHz0xt9uTGhtRmk53WSnvU13hJAQAAAHQ9KzEAgE5RYAAAAABpUWIAAAAAAAC5pMQAAAAAAABySYkBAAAAAADkkhIDAAAAAAD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\n", 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ffXSzGX7mmWfiO9/5TjzxxBPxxBNPxJo1a+KjH/1oXH755Q0f543ueSO5//3f/z1uvfXWePLJJ+Pll1+Otra22HPPPeNDH/pQnHPOObHjjjsO6hjN2PNt5X7VY489FjfccEP87Gc/i7Vr18bOO+8c+++/f8yaNSv22muvQR1nwYIFcc0118Svf/3rKIoiDjjggJgxY0YccsghDWceTO5FixbFDTfcEI8++mi8+OKLseuuu8b+++8fn/zkJ+Nd73rXoI5xzDHHxMqVK7d43V133RWdnZ2DWmfKlClbve7nP/95jB07NiJab74Hm7vV5nuwuV/VKvPdSO5Wmu9Wp+AA2IIFCxbEvvvuG7vssssWr+/q6oolS5Y0/ERtzZo127y+UqnE6NGjY9SoUYNa74c//GFDx39V2Sf0zbR69er4yle+Ej/5yU/ipZdeiuuvvz4OPfTQ6Orqii9/+ctx6qmnxv777z/kx/3iF78Y48ePj2nTpkV3d3d0dXU1vEatVovzzz8/5s+fH9OnT49DDjkknnzyybj55pvj0Ucfja9//evR3t4+pLnXrVsXS5cujfe+972x5557xpgxY2LlypVxxx13xEc/+tG44YYb4ogjjhjUWhdccEG8/e1vf81lkyZNGtK8v2/VqlVxzjnnxMsvvxwnnXRSTJ48OXp6emLZsmXx/PPPv+7Pr1+/Ps4666xYunRpfPzjH48pU6bEI488El/84hfj6aefjiuuuGLIMw8MDMQnPvGJePzxx2P69Olx5plnRl9fX3z/+9+Pz3/+8/GLX/wirrzyykGt9bnPfS523nnn11w2efLkN5yxkVleunRpXH/99bH77rvHO9/5zvjxj39c6pgvvPBCnHbaabFu3br4xCc+EXvttVfcf//98dd//dfx/PPPx3/5L/9lSHMvW7YsNmzYEMcff3zstttu0dbWFk8++WR861vfirvuuiu+973vbfEPr1vzD//wD5td9gd/8AeD+tlGzx0PP/xw/MVf/EVMmDAhTjvttJg4cWKsXbs2HnvssXjxxRcHdcxFixbFGWecESNHjoxzzz03dtlll7jzzjtjxowZMXv27Dj11FOHNPeKFSvi5JNPjqIo4mMf+1i87W1vi9WrV8d3vvOdOP/88wd9zIiInXfeeYuF6n777Teon7/99tvjG9/4Rhx55JHxoQ99KMaMGRO//OUv45vf/Gbcdddd8c1vfjP23XffiGit+W4kdyvNdyO5I1pnvhvJ3Urz3chjeivNd6PZW2nGG30e1Soz3kjuVprxLZk7d248/fTTW7zul7/8Zdx8882x1157xTvf+c74yU9+UuoYQ7HnjeR+9fKTTz45JkyYENVqNX71q1/FddddF/fcc0/cfvvtg37h01Dv+bZyR0T867/+a3z2s5+NKVOmxCc+8YnYZZddoqurK371q1/F2rVrB/UH4AcffDAuuOCC2H333eOiiy6KUaNGxW233RZ/+qd/Gtdff328//3vH9LcCxcujDPPPDPe9KY3xcc+9rHYY489YuXKlfHtb387zjzzzPinf/qneN/73jeo47z97W+PCy64YLPL99hjj4byvuc979liSfz7v9+34nwPJncrzvdgcke03nwPJncrzndLK4Dt0h133FHqnzeiu7u7ePrpp4sFCxYU8+fP3+yfVjJ16tTizjvv3Or1d999dzF16tSG150yZUoxderU1/3n8MMPLz7zmc8Uzz777KDWmzJlyuv+8+rtyuR+1THHHFPce++9W73+/vvvL4455piG1/3Nb35TvP/97y8OPPDA4swzzyymTp1a/O///b83Xv+hD32o+Ju/+ZtSmV/P8uXLN/7vs846q5g2bVrDa3znO98pOjs7i7/7u797zeVf//rXi87OzuI73/nOG845WC+88EIxbdq04uyzz37d2373u98tOjs7i4cffngYkv1f55xzTnHEEUcUzz//fKmfv/rqq4vOzs7i5ptvfs3ll19+edHZ2fma2RkqDz30UNHZ2Vn8/d///WsuHxgYKD7ykY8UU6dOLdatW7fNNb785S8XnZ2dxXPPPTfk+YqisVlet25dsXr16o3/3tnZWXziE59o+Jif/vSni87OzuIHP/jBay6/6KKLimnTphVLly4d0txbc/fddxednZ3FNddcM6jbf/azny06OzsbPs7vayR3V1dXcdhhhxXnnHNO0dvbW/qYH//4x4spU6YUCxcu3HhZtVotTjnllOJd73pXsXbt2iHNfdVVVxWdnZ3Ffffd95rLf/vb3xb77bdfcfLJJw8q91lnnVUcffTRg7rt1ixcuLBYs2bNZpffeuutRWdnZ3HxxRdvvKyV5ruR3FuTYr4byd1K891I7laa763Z0mN6K833tjTyfCTFjG/NlnK30ow3kruVZ/zZZ58tDjzwwI3PlTed4a6uro335eeee67o7Ows/ut//a8NH2eo9/z1cm/NDTfcUHR2dg769+mh3vPXy/3MM88UBxxwQPHpT3+6qNVqpY4xMDBQHH300cVBBx1UrFy5cuPl69atK4466qji6KOPLgYGBoY096c+9amis7OzWLRo0Wsu/9WvflV0dnYWM2bMGNRxjj766OKss85qKNuWdHZ2Fp/97Gdf93atNt+Dzb01qeZ7sLlbbb4Hm7vV5rvVeQcHbKcuu+yyqFQqURTFoH+mUqnEiSee2PCxenp64gtf+EJ873vfi4GBgc2uL4oiKpVKPPHEEw2vvbWP1/l9lUol5syZ09C6r7cvtVot2toa/xqjc889N+bPnx+PPfZYHHzwwRtfRbh48eL45S9/Ge985ztjv/32i6VLl8a8efPigQceiNtuuy322WefLa53/fXXN5zhjVi5cmV0d3dv9fqenp5BvQJ/U1/60peiv78/7rzzzhg3bly8973vfc31Rx99dPzHf/xHw+sOxlve8pY3vMa8efMi4nf/fX/f6aefHldffXXMmzcvPvrRj77h4wzGm9/85hg9enSsW7euoZ/bsGFDjBgxIkaOHNmkZL/zs5/9LB5++OH43Oc+F3vssUfUarXo7e3d7C3E2zJv3rwYPXp0nHHGGa+5/Lzzzou5c+fGvHnz4vDDDx/S3K/u5+677/6ay9vb22O33XaLJUuWNLR369evj1GjRr3ux1o1opFZHjduXIwbN+4NHa+npyd+8IMfxF577bXZu8L+9E//NH70ox/FXXfdFTNmzNjmOkNxH3z1VVeNzn1RFLFhw4YYM2ZMw++yaiT3rbfeGl1dXXHZZZfFqFGjoq+vLyqVSkMzs2LFinjkkUfi0EMPjQMOOGDj5R0dHXH22WfHZz7zmbj33nvj5JNPHrLc69evj4jN536XXXaJkSNHNvzxe/V6Pbq7u2OHHXZo+DH09/8//77jjz8+/vt//+/x5JNPbryslea7kdxbk2K+G8ndSvPdSO5Wmu+t2dJjeivN97Y08nwkxYxvzZZyt9KMN5K7lWd81qxZMXny5Dj77LO3+Hvapu90LaMZe/56ubfm1Rl/5ZVXBv9/IIZuz18v91e/+tWo1Wpx2WWXRVtbW/T09ER7e3tDM/7II4/EypUr4+STT44999xz4+Xjxo2LU089Nb70pS/FI488En/4h384ZLm3NuMTJ06MiGh4xgcGBjb+XlKpVBr62d/X398f/f39Wz1Xt+p8v17urUk936+Xu1Xn+/Vyt+p8tyoFB2ynbrnllmE71uc///m444474thjj41DDjkk3vSmNw3Z2lv7/N3fV6bgePXntuYXv/hFqScmhx12WNx2223xz//8z/Ge97znNdctWLAg/vN//s/xV3/1V/H+978/FixYEOedd1585Stf2epH7hx11FENZ2im1atXx+jRoxv+uQcffDA+/vGPx1ve8pZ4+eWXN7t+0qRJsWrVqqGIOOSKoohf//rXMWHChM0+1mnUqFGx3377bfyMzmY8kahWq7Fu3bqo1Wrxm9/8Jm6++ebYsGFDQ7Nx4YUXbnwCte+++8ZZZ50VZ5xxRlPy/vu//3tE/O6PrDNmzIgf//jHUa1WY8KECXHmmWfG+eefv80nuKtXr46VK1fGwQcfvNmsTZw4MfbYY49YuHDhkOd+17veFWPGjIkbb7wxdt999zjooIOir68v/u3f/i1+8pOfxMUXXzzoJ8nTp0+P9evXR1tbW0ybNi3+7M/+LI477rghz9xsTz31VPT29sZBBx202XUHHnhgtLe3N+W/RcTv/jjX09MTfX19sXjx4vjiF78YEY2fE9/znvfE+vXro6OjIw4++OC46KKLhrwci/jd3I8dOzZ6e3vjox/9aPzqV7+KiIjOzs64+OKL4z/9p//0umu8updb+rzdVy9buHBh6T+ObckRRxwR//zP/xz/43/8j/j0pz8d++yzT6xevTpuuummqNVqceGFFw56rVWrVsXBBx8cvb29MWrUqDjssMPir/7qr97wRw+++tiw6667vqF1NtXs+d5W7lae7y3lzmG+t5S7Fed7KB7TB6MZ891I9laa8cHkbsUZH0zuVpzxiIhvf/vb8cgjj8R3v/vdISsDt2So97yR3Bs2bIi+vr7o7u6Oxx9/PK688soYMWLEoD8+NmLo9nwwuR944IF4+9vfHo8++mhcccUVsWTJkmhra4sDDzwwPvWpTw3qY5kfffTRiIg4+OCDN7vu1csWLlw46D8ADyb3EUccET/+8Y/jU5/6VFx88cUxceLEeP755+NLX/pSvOlNb4rzzjtvUMd6Nf9BBx0U1Wo1xo4dG3/0R38Ul1xySbz1rW8d9BoRET/4wQ/izjvvjFqtFjvttFP88R//cVxyySXx5je/uaF1Xs9Qz3cjuVtpvgeTuxXnezC5W3G+W5mCA7ZThx566LAd6957742TTjop/v7v/37I1160aNFml9VqtXjuuefipptuisWLF8dNN900qLXmzp37muJnzpw58Y//+I+b3e6VV16J9evXxymnnNJw3uuuuy7OOOOMzcqNiIhDDjkkTjvttLjmmmvi/e9/fxxyyCFx8sknx3333dfwcYbSggUL4qc//enGf//Rj34Uy5cv3+x2a9eujXvuuSemTZvW8DHWrFnzup//2N/f3/C6w2HNmjXR3d291e9QmDhxYjzyyCOxdu3a2GmnnYb8+D//+c/jnHPO2fjvO+64Y/z5n/95XHTRRa/7s6NHj47jjz8+Dj/88Hjzm98czz//fNx6663xt3/7t7Fo0aL4/Oc/P+R5lyxZEhER/+2//bd4y1veErNnz46I37068h//8R/j+eef3+ZxX3jhhYj4v69c2dTEiRPjqaeeGuLUEbvttltce+218bd/+7dxySWXbLx81KhRMXv27EG9Q2fHHXeMU089Nd71rnfFTjvtFMuXL49vfOMbcckll8SKFSvi/PPPH/LczbSt/xYjRoyIXXbZZeNthtpNN930mi9snzRpUvzP//k/B/2HrV133TXOPvvsOOCAA2Ls2LHx9NNPx9y5c+Pcc8+NK664Ik444YQhzbtkyZKo1+tx3nnnxR//8R/Hn//5n8fq1avj+uuvj7/8y7+ML37xi/Enf/In21zj1b3c9FVcv3/ZUO/3McccE5/5zGfihhtueM15ZuLEifGNb3wjDjzwwEGtM2nSpDj44INjypQpMWLEiPj1r38d3/jGN+L000+Pr371q2/oOcnVV18dEVHqMXlbmj3f28rdyvO9pdw5zPeWcrfifL+Rx/RGNGO+G8neSjM+mNytOOODyd2KM75q1ar4h3/4hzj33HO3+EXuQ2ko97zR3H/3d3/3mhfiveMd74jrrrvuNd9dtC1DteeDyb1u3bp48cUXo1qtxowZM+L000+PSy65JJYvXx7XX399nHvuufH1r399i7+/bnqsiC3v96vnmsG+YG2w+/3xj388fvOb38S3vvWt13yfwTve8Y647bbb4m1ve9ugjjd58uQ45ZRTYt999416vR4///nP49Zbb42HHnoobr311kH/dzvggAPigx/8YLztbf9fe3cfV+P9/wH8dXVPkptkSkmMkJsmYcQomUjaioaUu9zG5m622ZZ7xtpGaiJRVCqUvu7lO2Na+BItN9vcJDeFpX50o+j8/midr6NTnSvn1Om71/Px2GPOua7zOW+f83bOdV3v6/P5tEV+fj7OnDmDPXv2IDk5GTExMUotcigzv8XGrS75rUjc6pjfiva3uuW3umOBg4hUTiKRyK10q4qmpiYsLCywYsUKTJkyBQEBAfjqq6+qfV3jxo2lww3v37+PJk2aVLizUhAEvP322+jRowe8vb1Fx3b9+vUqp/kyNzdHVFSU9LGVlRX27Nkj+n2ePXuGq1evIi8vD6WlpRW2i1lkPCUlRXoSKggCjh49Wuni5m3atFFo2rDXGRsbyy2alPvtt99khoKqk6KiIgCo9O798ufL91M2KysrhIWFobi4GLdv30ZCQgLy8/NRXFwMLa2qf+adnZ0rjBwYM2YMxo8fj927d+PDDz9U+ORXUfn5+QAAfX19RERESPtn+PDhGD58OGJiYuDj41Nh0fNyivS3qvra0NAQ7dq1Q58+fdCvXz8UFRUhISFB+v1SXZHDx8enwnMeHh4YNWoUNmzYgJEjR1ZauFFHhYWFACr/LHR1dVX2WYwaNQo9e/bEs2fPkJ6ejhMnTiA3N1fh1y9cuFDmsaOjIz744AO4uLhgxYoVGDJkSI1Go1UmPz8fL1++hIuLi8yIvH79+mH48OFYt24dhg8fXuWoqar6W0dHB4IgqKS/33rrLbz99tvo27cvOnXqhOzsbGzfvh2+vr4IDQ2FtbV1tW2sWbNG5rGTkxOGDRsGDw8P+Pv74+DBgzWK7ccff8TRo0fh6OgINze3GrVRGVXmd3Vxq2t+Vxa3uud3Vf2tbvn9Jr/pYqgiv8XErk45rkjc6pjjiva3uuX40qVL0aRJE8yePVvh19SUMvtcbNxTpkzByJEjkZubiwsXLuD8+fOiclxZfa5I3OXH5rm5uZg+fbrMjTzW1tbw9vbG+vXrER0dXeV7VdXf5Qsnl++jjLiBsvN+U1NTWFlZwdHRERYWFrhz5w5CQ0MxZcoUbN++HWZmZtW+X0hIiMxjZ2dn2Nvbw9fXF2vWrMGWLVsUijsuLk7msaurK7p164Zly5YhMDAQ/v7+CrWjCGXmt9i41SW/FYlbHfNb0f5Wt/xWdyxwEJHK2draKjTHtCq89957CA4OVqjA4ebmJj3xtbKywowZM5R+F2/Dhg1x8eLFCmsHlLtw4QIaNmwofVxQUCBqbQIACAgIwI4dO6oc8SBmvRNvb2+4ublBIpHA0dERn3/+ORwcHGT2EQQBDRs2rPEIhQEDBiAuLg5eXl4VDhouXryIxMREuReH1UH5CXRl/V3+vDIvlr7K0NBQZs0SNzc3uLq6SkcxiaWlpYXp06dj2rRpOHnypNILHOX9MHz4cJnPWltbGyNGjMCmTZuQkpJSaYFDkf5WRV9fu3YNY8eOhbe3NxYsWCB93tXVFePGjcPy5cvx3nvvib4zq1GjRpg4cSKWLVuGX375Rel3oatS+byvlX0Wz58/V8ocw/KYmZlJD+idnJzg4OAAT09PFBcX13gkTMuWLfHhhx9i27ZtSE1NRZ8+fZQWr66uLgoKCipME2BhYQEbGxucO3cON2/erPIOqqr6u7i4GBKJROm5HxUVBX9/f2zZsgUDBgyQd3yOjAAAIABJREFUPj906FAMGzYMX375pUJTRcrTqVMnDB48GEeOHEFmZqZCJ2iv2rFjB7777jvY2dlh/fr1Sp9ST1X5rUjc6pjfVcWtzvldVdzqmN/K/k2vjCryW0zs6pTjisStjjmuSNzqluMHDhxAUlISwsLCVHZc/Cpl9XlN4m7fvr10dLezszOOHDmCOXPmQEtLq8bTkortc0XjLr84C6BCjvfp0wcmJia4dOkSCgsLq5zzv6r+fv78ucw+yogbANavX4+wsDDs27cPHTp0kD5vb2+PUaNGYe3atTKjxcQYOHAgrK2tkZycjOLi4hqvUzh27FgEBgZKp+lVFlUfF1YVtzrkt6Jxq1t+Kxo3UD/yW52obsJDIqK/LViwAAcPHsSRI0dq/b0LCwtFL1gIlF3MVHZxAwAcHByQmJiI4OBgmQp/YWEhgoKC8K9//QuOjo7S51NTUytdYFyeXbt2ISQkBP3798fXX38NiUSCWbNmYf78+XjrrbfQtWtXBAUFiYrZwMAApqamaN26NVavXo3BgwfD1NRU5j8TE5M3mn5p5syZ0NLSgpubGwICAiAIAuLj4/HJJ5/Ay8sLLVq0wJQpU2rcvio1adIEDRo0qHQIcFZWFho2bKjUtWeqYmhoiMGDB+PUqVO4e/dujdooX0skJydHmaEB+O8Q3hYtWlTYVv5cXl5eta+vqr9VMQqivGj4/vvvyzwvCAKGDh2KoqIipKam1qhtVfa3KlX1WZSUlCAnJ6fWRqR069YNlpaW1d59VZ3yRRKV/VmUT8EnrwCmSN4DVQ9/L39O2f29detW6Ty9r2revDl69eqFK1eu1Og3tlx57stbe6kqYWFhWLVqFfr27YuQkJA3OqGsjCryu6Zx13V+Vxe3uuZ3dXGra36/Shm/6fLUxve3mNjrOsdfJS9udc3x6uJWpxwvLi7GihUr0L9/f5iamiIjI0P6H1A2QjcjIwOPHz+ucTyvU0afKytuJycn6Ovry4zUrwlF+1xM3E2aNJHeYFdZjpeWlla7gHT51D3y+ruq6ZRqGndJSQm2b98OS0tLmYu/wH8vwJ89e7bK96uOqampdL2bmhIEASYmJko/tlT1d4qYuGs7v6vyetzqlN9i4q4v+a1OOIKDiFSuffv2WLlyJWbPno0WLVrAzMyswkJhgiBgx44dSn3ftLQ0hIeHV/hBqEsLFixAWloafvjhBwQFBaFly5YQBAFZWVkoKSlBx44dMX/+fABlB3CCIMjMt1id2NhY9OrVC5s2bcKTJ0/g7++Pnj17om/fvvDw8ICLiwvu37+vcHvx8fEAyu5SFwQBgiDg/PnzOH/+fJWvq2oaLnmMjY0RHR0Nf39/xMXFQSKRICEhAQDw7rvvYvny5SpZv0IZBEGAtbU1zp07h3v37sksNF5cXIwrV67A2tpaJQt2V6Z8OHJ1B2qVKT+JUPZieADQo0cPREVF4cGDBxW2lT9X1WLBRkZGMDExwbVr11BUVCRzZ1JWVhYePHig9KlqAODhw4cAIHfKtxcvXgAoW/+nJm7fvg1AftFHnXXo0AF6enpyCzuXLl3Cy5cv0a1bt1qLp6ioqNoLTNVR1WfRvXt33LhxAw8ePKjwm1Se99X9e+vatSuAslFtr7tw4QIAKL2/s7Ozoa2tDYlEUuE7rDzvy/9fEzX5rtmyZQvWr18Pe3t7bNq0SebOPGVSdn6/adx1ld+KxK2O+a1I3OqY3/K86W+6PLX1/S0mdnX6Dn89bnXMcUXiVqccLyoqQk5ODk6fPi13qtyLFy/CyckJLi4uWL9+fY1jepUy+lxZcb98+RIlJSVvnOOK9rnYuLt27YqUlBRkZWVVGIn04MEDaGlpVXsuVt6XFy9erHD+Wv4ZKLO/Fy1ahJKSkkqPv1+8eIGSkpIq3686GRkZ0NbWRuPGjWvcRmlpKe7evav08ypVf6eIibu287sqr8ctCILa5LeYuJ88eVIv8ludsMBBRCr3888/Y+7cuSgtLUV+fr6oC+zVeX2qpHJ5eXnIz8+HlpYW1q5dW6O2Dx48iIiICNy+fVvunJKCIODKlSui2jQ0NERMTAwiIyNx/PhxZGZmAig7cXJ0dMTYsWOlwwP19PSwYcMGUe3fvn0bH3/8sTQ+4L8XXQ0NDeHu7o7o6GiMGzdOofYWL14MQRDg7OwMHR0d6WOJRFLpawRBEF3gAMruutu6dStycnJw8+ZNSCQStGnTBsbGxqLbUpXCwkLcv38fBgYGMnG5urri3LlzCAsLw5IlS6TPR0dHo6CgACNHjlR6LI8fP5Z78Hf37l0kJSXBwMBAegBXWdxPnjypMAVFYWGhdKjr4MGDlR63g4MDGjdujISEBMyYMQONGjUCUDb/b3x8PLS1tdG/f38AZYsePnz4EE2bNkWzZs2kbYwcORI//vgjoqKiMHHiROnzYWFhAMo+D2Vr3749Tp8+jb1798ocvJaUlGD//v3Q0NCQnmjIi/vFixcoLCyEgYGBTLs5OTnYtm0bdHV1ZaaaUDc5OTl48uQJjI2NpX+HBg0aYMiQIUhMTMTRo0dlTkS3b98OTU1NDB8+XKlxPHr0SO6Fq6SkJGRmZkpzp6q4CwoKoKmpWeGC561btxAXF4fmzZsrfWo2Nzc37N27F1FRURgwYID0+zk9PR2pqamwtLSEubm5dP+HDx/i6dOnMDExkd51bmZmhnfeeQdnz57Fb7/9Jp03/cWLF4iIiIC+vn6lv4k19fbbb+PKlSs4dOiQzJQDmZmZOHv2LMzNzWW+Q+TF/fTpUzRs2BCampoybZ8/fx4//fQTrKysFF5jafPmzQgICMCgQYOwYcMGpQ2nV3V+Kxq3uuW3onGrW34rGrc65beY33SxVJ3fYmJXpxwXE7c65biYuNUpxxs0aIAffvhB7ra5c+eiQ4cOmDVrVo3X3FNVn4uNu7Icj4qKQnFxMXr06FFt3Mroc7Fxu7m5ISUlBbt27ZKZ2vnYsWN4+PAh7O3tZf7N3b9/H4WFhTA3N4e2tjYAoFevXjA1NcXhw4cxZ84c6cinZ8+eITY2FqamptUu5CwmbiMjIzRt2hS3bt1CamqqTN+mpqbixo0b6N27t0wb8uLOzc2Ve3E7MTER165dg4ODg3Tfqsg7rwLK1j/Izc19o/NBVX6niIlbXfJbbNzqkt9i4la3/K4PWOAgIpX79ttv0aJFCwQFBcHKykqpbcv78RMEAV26dEHbtm0xZsyYGh0ob9++HWvXroWhoSF69Oih1HnkdXR04OPjo5I1JTQ0NKQHD+VDMV+9k6JVq1a4c+eOwu2Fh4cD+O9iWuWPValZs2YyF7NVLT4+Xlp0u3fvHiQSicw0XjNnzpT++fLly5gwYQLc3NxkFkf74IMPEB8fj4iICDx9+lS67kxkZCRsbW0rzPepDJs3b8aZM2cwYMAA6ZQMN2/eRHx8PAoKCrBmzRrpgVplcbu4uMDW1hYdO3aEkZER7t+/L+2PyZMno3PnzkqP28DAAF988QU+/fRTuLu7w8PDAwCwZ88eZGdn45NPPpEeMB47dgyfffYZZs+eDT8/P2kbU6dOxZEjR7Bu3Trcu3cPHTt2xH/+8x/s27cPI0aMQN++fZUet7e3NxISEhAVFYWsrCzY29ujsLAQ+/fvx/Xr1+Hl5SX9rpEXd0FBARwcHODg4ABLS0s0adIEGRkZiIuLQ15eHr788ss3LuaJyWUAFaaru3fvnvQ5ExMTmULlrl27EBgYiNWrV8vk87x585CcnIxFixYhPT0drVu3RlJSEv79739j2rRpla6lUtO4fX190bhxY9jY2MDExAQFBQW4dOkSjhw5giZNmuDTTz+VaVte3BkZGZg6dSoGDx4MCwsLNGzYEH/++Sf27NmD4uJirFu3TqEL52LitrOzg7u7O+Li4jB58mQ4ODjg8ePHiIiIgJaWFr7++muZtgMCArBv3z6Eh4fLnLwsWbIE48ePx+TJk+Hj44OmTZsiMTERaWlpWLZsmUJT4YmJ28/PD7NmzcKiRYtw9uxZdOrUCVlZWYiKikJhYaHMejSVxZ2SkoLVq1dj0KBBMDMzg7a2NtLT05GQkABdXV0sX7682piBss8yICAARkZGGDJkCA4dOiSzXV9fX2aKR3XJbzFxq1N+i4lbnfJbTNzqlN9iftMB9clvsbGrU46LiVudclxM3OqU49ra2hWm+XxV8+bNZbY/ffoUERER0j8DZWsIlue5lZWVzI04qupzsXGPGDECNjY2sLa2RsuWLZGXl4ezZ8/i5MmTMDU1rbBotqr6XGzcrq6uSExMxK5du5CTkwM7OztkZmZi586dMDAwwOLFi2Ve/+mnn+Ls2bNISkqS5qGmpia+/vprzJgxA+PGjYOXlxe0tbWxe/duZGdnIzg4uMJF7TeN28/PD8uWLcPEiRPh6ekJCwsL3L59G9HR0dDS0sLcuXOrjTs+Ph5xcXGwt7dH69atUVpaigsXLuDQoUMwMjLCZ599VmXM5YKDg5GamorevXvDxMQERUVF+OWXX3Dq1ClYWlpi1qxZ0n3VJb/Fxq0u+S02bnXJbzFxa2hoqFV+1wcscBCRyt26dQvz5s1TenEDgPTAQNl27twJa2trhIeHK21u78LCQvTv3x++vr6YNm2aUtp8XatWrXDv3j0AZUWJVq1a4eLFi9K78K5cuSJqLQg7O7sqHytbeno6jh49ioyMDAiCAHNzcwwZMkR6R4oq7Nmzp8L8la/eOfT6RWF5NDU1ERISgk2bNuHQoUM4cOAAWrRoAR8fH8yaNUuhgx2xBg0ahOzsbBw5cgQ5OTl48eIFjI2N8d5778Hb21uhIbIjRozA2bNnkZycjGfPnkFfXx9dunTB4sWLMXToUKXHXG7UqFFo2rQptmzZgsDAQJSWlqJDhw4ICAhQ6I7RRo0aITIyEt9//z0OHz6M6OhomJqaYt68eZg0aZJKYjYxMUFcXByCgoJw5swZnDp1Ctra2mjfvj2WL18uLdRURk9PD05OTrh8+TKSkpJQUFAgvcjj4+OjlAWtxeby63fI3blzR/qcnZ2dQiOxTExMEB0dje+++046YsnCwgJLly7FmDFjlB63h4cHjh07hri4OOTm5kJTUxOmpqbSkztF5r41MjJC3759ce7cORw4cABFRUVo1qwZBg0ahMmTJ6NLly5KjxsAli1bhg4dOiAuLk56Aapnz56YNWuWwkPau3TpgqioKHz33XcIDQ1FSUkJOnTogB9++KHKCwI1jXvw4MEIDw9HaGgoDh8+jJiYGDRq1AjdunXDlClTFMrbtm3bwtraGidPnpTOmW1sbAxXV1f4+vqiTZs2CsWdlpYGoOzu5c8//7zCdlNTU5kCh7rkt5i41Sm/xfa3uuS3mLjVKb/F/qarS36LjV2dclxsn6tLjouJW51yXKy8vLwKeZ6eno709HQAZXdkKzLSWBl9LsaECRNw5swZREVFITc3Fzo6OmjTpg1mzpwJHx8fhc7D6qLPNTQ0EBwcjC1btmD//v04fvy4tCA8Z84ctG3bVqF2Bg4ciG3btmHTpk3SmQisra2xbds2pRzrvm7cuHFo2bIlIiIiEBcXh/z8fBgaGqJ///6YMWOGQjdrlU9fdPjwYeTk5KC0tBQmJibw8vKCr6+vwlPe9e7dGzdu3EBCQgKePHkCDQ0NmJubY8aMGZgyZYp01DqgXvktJm51ym8xcatTfouJW53yuz4QJFXNM0JEpATlUy+p6sIjUFY8uHfvHnJzc+VOn9SrVy9R7XXt2hWLFy9WeConRdna2mLRokWi1tUQ46uvvsLly5ela2esWbMGERER8PT0RGlpKWJiYjBq1CisXLlSJe9fUxKJBEuXLsXu3bsrfH6CIMDDwwNLly6t1XUsiIiIiIiIiIhIvXEEBxGpnLu7O/bv348JEyZAS0u5XzuFhYVYs2YN9u7dK3eRvPJF9a5evSqqXRMTE+Tn5ysrTKnu3btL78xQhfHjx+P06dPSxZf9/Pxw/fp17Nq1C0BZgaV8EXN1EhISgujoaPTr1w9Tp05F+/btAQB//PEHtm7dKp3XUlUjX4iIiIiIiIiIqP7hCA4iUrnk5GQEBASgpKQE48ePR+vWreVO2SN2lAUAfPbZZ9i3bx8cHBzQq1evSodFurm5iWp3+/bt2LNnD/bt26fUosxvv/2GiRMnYunSpTKL/anaw4cPoaWlVatrW4jh6OiIVq1aITw8vMIojdLSUnh5eSErKwtJSUl1FCEREREREREREakbFjiISOVeX3vj9QvYNR1lAZQVRRwdHbF69eo3ivF1Z8+eRUBAAIqKipRalJk+fTpu376NjIwMvPXWW2jTpg309PRk9hEEAcHBwTWKOz09HWZmZmjcuLHc7U+fPsWdO3cUnp+4tnTr1g0LFy6El5eX3O3h4eFYv349Ll++XMuRERERERERERGRuuIUVUSkcsouPrxKIpHAxsZG6e1OmDBB+uclS5YorShz8eJFCIIAQ0NDFBYW4tq1axX2eZN1Jtzd3fHNN9/AxcVF7vZTp05h/vz5NSomqZKJiQn+7//+r9LtT58+hYmJSS1GRERERERERERE6o4FDiJSObHTQ4lha2uL69evK71dVRVlUlJSVNJuueoG5b18+VItF+oeO3YsQkNDMWbMGBgZGclse/jwIXbv3g1fX986io6IiIiIiIiIiNQRCxxEVK8tWLAAXl5esLOzw9ChQ5XWriqLMqpWVQEjPT290nVK6pKRkRGMjIwwbNgwfPDBB2jXrh0A4M8//8S+ffvQpk0bNGvWDAcPHpR5XW2uY0JEREREREREROqFa3AQUb134sQJzJ49Gy1atICZmRk0NDRktguCgB07dtRRdKoXGRmJqKgoAMAff/yBVq1aoVGjRhX2y8vLw6NHjzBy5EisXbu2tsOs0uvrtMgjCILMCJWarttCRERERERERET/GziCg4jqtZ9//hlz585FaWkp8vPzcf/+faW1/fz5c4SFheHo0aO4c+cOAMDMzAxDhw7FxIkToaurW6N2Hz58iJ07dyI1NRV5eXkoLS2V2S4IAvbv369we1paWtDR0ZG+VlNTU/r41TYtLCwwatQotZzqacuWLXUdAhERERERERER1TMcwUFE9ZqrqyuePn2KoKAghUYBKOrZs2fw8vLC1atX0aBBA5ibmwMAMjMzUVBQgM6dOyM8PFzuSImqZGRkwNPTE3l5eTA1NUVmZibMzMyQk5OD/Px8mJiYoGnTptizZ0+N4rayssK6desqXWSciIiIiIiIiIjof4VG9bsQEamvW7duYcKECUotbgDApk2bcPXqVfj5+SE5ORkJCQlISEhAcnIy5syZgytXriAoKEh0uxs2bEBJSQni4uKwe/duAMCyZctw/vx5LFy4EMXFxfj+++9rHPeFCxfq5boU8fHxeP78eV2HQURERERERERE9QgLHERUrxkbG1eY4kkZjh07hhEjRmDWrFnQ09OTPq+rq4uZM2di+PDhOHLkiOh2U1JS4OHhgc6dO8ssBi4IAiZPnox33nkH69evr3HcDRs2hKamJkpKSvDrr78iNjYWsbGxSE5ORklJSY3bVbXFixfD3t4eK1aswPXr1+s6HCIiIiKl2bhxIzp27IiUlJS6DoWIiIjofw7X4CCies3d3R379+/HhAkToKWlvK+07Oxs9OzZs9Lttra2OHr0qOh2c3NzYWlpCQDQ1tYGABQWFkq39+7dGxs3bhTd7quOHz8Of39//PXXX9JFuQVBQPPmzeHv7w9HR8c3al8VVq9ejdjYWOzcuRO7du1C9+7dMXr0aDg7O8sUmIiIiIjqWseOHavdJzw8HL17966FaIiIiIj+2VjgIKJ6rXv37khKSoK7uzvGjx+P1q1bQ1NTs8J+vXr1EtVu48aNcffu3Uq3Z2ZmwsDAQHS8zZo1Q15eHgBAX18furq6Mgujl5SUvNFUTefPn8fcuXOhr6+PSZMmoUOHDgCA33//HbGxsfj444+xfft22Nra1vg9VMHNzQ1ubm64efMmYmJikJCQgM8//xyrVq2Ci4sLRo8ejU6dOtV1mERERERSs2fPrnSbqalpLUZCRERE9M/FAgcR1WsTJ06U/nnJkiUy0z4BgEQigSAIuHr1qqh27ezsEBkZiaFDh6Jbt24y29LS0hAVFYVBgwaJjrddu3bSKZgEQUC3bt2we/duODs7QyKRIC4uDm3bthXdbrng4GA0b94ccXFxMDY2ltnm7e0Nd3d3BAcHIzQ0tMbvoUqWlpZYvHgx5s+fj2PHjiEmJgbR0dGIjo6GtbU1Ro8ejREjRqBBgwZ1HSoRERH9w/n5+dV1CERERET/eCxwEFG9tnr1apW06+fnh5MnT8LT0xP29vZo164dBEHAH3/8gdOnT6Nhw4ZV3rVXmYEDB2LLli0oKiqCnp4epk+fjqlTp6J///4Aygoyb7LI+OXLl+Ht7V2huAGUrVcyevRo7Nixo8bt1xZtbW04OzvDxsYG33//PRISEpCWloa0tDR888038PHxwbRp05Q6LRkRERFRbbp//z6mTp2KjIwMrFy5Eq6urtJtWVlZCAkJwcmTJ5GdnQ19fX3Y2Nhg5syZFW6+ISIiIvon45UhIqrX3NzcVNKupaUldu3ahRUrVuDkyZM4efKkdFvPnj3x5ZdfStfSEMPHxwc+Pj7Sx/369cOOHTuQmJgITU1NODk5oW/fvjWO+/nz5zA0NKx0u6Gh4RtNgVUbXr58iRMnTiA2Nha//PILXr58id69e8PT0xPa2toIDw9HYGAgHj16BH9//7oOl4iIiEi0a9euYerUqcjPz0dISAjeffdd6bb09HRMmjQJeXl56N+/P5ycnPDkyRMcP34cY8eOxaZNmzBw4MA6jJ6IiIhIfQiS8hVoiYhIrpycHNy9excSiQRmZmZo1qyZqNefO3cO7dq1E/26mnBxcUGLFi2wbds2udsnTpyIx48fIzExUeWxiJWRkYHY2FjEx8fjr7/+gqGhIdzc3DBmzBhYWFjI7Ovv749Dhw4hJSWlboIlIiKif6zyRcYrG82rq6sLX19f6eONGzciMDBQuvD4mTNn4OfnhwYNGmDr1q2wsrKS7vvixQsMGzYMWVlZCA0NhZ2dnXRbdnY23N3dIZFIcOLECejo6Kjob0hERERUf3AEBxFRNZo1a/ZGxYkJEybgm2++gYuLixKjks/V1RXr16/H/PnzMXPmTOl6Hrdu3UJQUBB+/fVXLFiwQOVxiOXl5YXz589DIpHAxsYGCxcuxLBhwyo9cbe1tUV0dHQtR0lERET0X4GBgXKfNzAwkClwvCohIQFffPEFzM3NsXXrVpiYmMhs/+mnn3Dnzh1MmjRJprgBAC1btsSUKVOwatUqJCcncxQHEREREVjgICKSys/Px5w5c9CjR48qF43cuHEj0tLSsGHDBujp6VXbbm0OlJs4cSIuXbqEAwcO4ODBg9DU1ARQNu2TRCKBk5OTzMLs6uLq1av46KOP4OnpiQ4dOlS7f58+fbBly5ZaiIyIiIhIvuvXr4vaPzw8HElJSXjnnXcQHBwsd1rR1NRUAGXrc2zcuLHC9tu3bwMAbty4wQIHEREREVjgICKSio2NRUpKCpYtW1blfm5ubti8eTP27NmDcePG1VJ0itHU1MTGjRuRlJSEY8eOITMzExKJBObm5hgyZAgcHBzqOkSpV6fuOnXqFBo0aKDwa42MjGBvb6/C6IiIiIiUq3y0at++fStdMy03NxcAcPjw4SrbKigoUHp8RERERPURCxxERH9LSkrCoEGDYGpqWuV+rVu3hoODA44ePaoWBQ55a3w4ODioVTFDnlen7hJT3CAiIiKqj1auXImQkBAEBgbi5cuX+PjjjyvsY2BgAAAICgpS+2M5IiIiInXAAgcR0d9+//13zJgxQ6F9bWxs8OOPPyrcdkxMDM6cOaPQvoIgYNWqVQq3XZtrfChTbU7dRURERFTXDAwMsG3bNkybNg3BwcEoLi7GokWLZPbp3r07gLLRHixwEBEREVWPBQ4ior/l5+dXOl3A6wwNDfHs2TOF2z537hzOnTun0L5iCxwsFBARERHVD40aNcLWrVsxY8YMhIaGori4GEuWLJFud3BwgLm5OSIjI9GnTx+562xcvHgRVlZWHAFLREREBBY4iIikDAwM8OjRI4X2ffz4MRo1aqRw29OnT8e7775b09CIiIiISM3IWwS8nKOjIzp16iR3W4MGDbB582b4+fkhIiICxcXFWLp0KQRBgLa2NjZu3IgpU6bA19cXNjY26NSpE/T09JCVlYW0tDRkZmbi9OnTLHAQERERgQUOIiKpjh074tSpU/D19a12359//hkdO3ZUuO127drBzs7uTcL7n6TKqbuIiIiIVCkwMLDSbaamppUWOABAV1cXgYGBmDdvHnbv3o3i4mKsWrUKGhoasLKyQkJCAsLCwvDTTz9h79690NDQQIsWLdC5c2f4+fmhadOmqvgrEREREdU7goRzmxARAQAiIyOxfPlyfPvtt3B2dq50vwMHDmDBggX46quv8NFHH1XbrpWVFdatW6eyNTKsrKzQq1cvtG7dWqH91aVQYGVlJWp/QRBw9epVFUVDRERERERERET1DUdwEBH9zd3dHZGRkVi0aBHS09Ph6ekJMzMz6fbMzExERUUhPDwc7du3x4cffliH0cpS5RofqsSpu4iIiIiIiIiIqKZY4CAi+puOjg42b96MadOmITQ0FNu2bYO+vj4aNWqEZ8+eIT8/HxKJBO3bt8fmzZuho6NT1yFL1ddCAafuIiIiIiIiIiKimmKBg4joFaampti7dy9iY2Nx+PBh/P7773j8+DH09fVha2uL999/Hx4eHqKKG9euXVNhxGVYKCAiIiIiIiIion8aFjiIiF6jo6ODcePGYdy4cXUdChEREREREREREVVCo64DICIiIiIiIiIiIiIiEosjOIimO9M1AAAAuElEQVSIqE7UxtRdRERERERERET0v0uQSCSSug6CiIiIiIiIiIiIiIhIDE5RRURERERERERERERE9Q4LHEREREREREREREREVO+wwEFERERERERERERERPUOCxxERERERERERERERFTvsMBBRERERERERERERET1DgscRERERERERERERERU77DAQURERERERERERERE9Q4LHEREREREREREREREVO+wwEFERERERERERERERPXO/wP0OhlEJTUBmwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot for each fie\n", "for data in dataMatE:\n", " # Plot with sensible defaults - all dims with lmPlot()\n", " \n", " # Plot only values > theshold\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10))\n", "\n", " # Plot phases, with unwrap\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(data, thres = thres, thresType = 'pc', figsize = (15,10), pType='phaseUW')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MFPADs\n", "\n", "Calculated MF $\\beta$ parameters, using ePS dipole matrix elements. These are calculated by `ep.mfblm()`, as a function of energy and polarization geometry. See [the ePSproc docs on `ep.mfblm()`](https://epsproc.readthedocs.io/en/latest/modules/epsproc.MFBLM.html) for further details, and [this demo notebook](https://epsproc.readthedocs.io/en/latest/ePSproc_BLM_calc_demo_Sept2019_rst/ePSproc_BLM_calc_demo_Sept2019.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Set pol geoms - these correspond to (z,x,y) in molecular frame (relative to principle/symmetry axis)\n", "eAngs = ep.setPolGeoms()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Drop threshold for MF calcs\n", "thres = 1e-3\n", "# Calculate for each fie & pol geom\n", "# TODO - file logic, and parallelize\n", "BLM = []\n", "for data in dataMatE:\n", " BLM.append(ep.mfblmEuler(data, selDims = {'Type':'L'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb21_E.inp.out_BLM-L_2020-02-10_09-07-55.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLM:\n", " fileName = dataFile + '_BLM-L_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data CH3I_1-60eV_orb21_E.inp.out, pType=a, thres=0.0014657983544135115, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLM:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Error & consistency checks" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check SF values\n", "for data in dataMatE:\n", " # Plot values, single plot\n", " data.SF.pipe(np.abs).plot.line(x='Eke')\n", " data.SF.real.plot.line(x='Eke')\n", " data.SF.imag.plot.line(x='Eke')\n", " \n", " # Plot values, facet plot\n", "# data.SF.pipe(np.abs).plot.line(x='Eke', col='Sym')\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Compare calculated BLMs for L and V types (dafault above for L)\n", "\n", "# Calculate for each fie & pol geom, and compare.\n", "BLMv = []\n", "BLMdiff = []\n", "for n, data in enumerate(dataMatE):\n", " BLMv.append(ep.mfblmEuler(data, selDims = {'Type':'V'}, eAngs = eAngs, thres = thres, \n", " SFflag = True, verbose = 0)) # Run for all Eke, selected gauge only\n", " \n", " BLMdiff.append(BLM[n] - BLMv[n])\n", " BLMdiff[n]['dXS'] = BLM[n].XS - BLMv[n].XS # Set XS too, dropped in calc above\n", "\n", " BLMdiff[n].attrs['dataType'] = 'matE'" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Written to h5netcdf format', '/home/paul/ePS_results/CH3I/CH3I_1-60eV/CH3I_1-60eV_orb21_E.inp.out_BLM-V_2020-02-10_09-07-55.nc']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/h5netcdf/core.py:481: H5pyDeprecationWarning: other_ds.dims.create_scale(ds, name) is deprecated. Use ds.make_scale(name) instead.\n", " h5ds.dims.create_scale(h5ds, scale_name)\n" ] } ], "source": [ "# Save BLM data - defaults to working dir and 'ep_timestamp' file\n", "# TODO - testing for array/multiple file case\n", "for data in BLMv:\n", " fileName = dataFile + '_BLM-V_' + timeString.strftime('%Y-%m-%d_%H-%M-%S')\n", " ep.writeXarray(data, fileName = fileName)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Plotting data CH3I_1-60eV_orb21_E.inp.out, pType=a, thres=0.001, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize and plot results\n", "for BLMplot in BLMv:\n", " # Plot unnormalized B00 only, real part\n", " # This is/should be in units of MBarn (TBC).\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.XS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Differences, L vs. V gauge BLMs\n", "Max difference in BLMs (L-V): 0 (1.6568988825472826-6.469023510136515e-17j)\n", "Plotting data (No filename), pType=a, thres=0.0016568988825472826, with Seaborn\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Difference between 'L' and 'V' results\n", "# NOTE - this currently drops XS\n", "\n", "print('Differences, L vs. V gauge BLMs')\n", "\n", "for BLMplot in BLMdiff:\n", " maxDiff = BLMplot.max()\n", " print(f'Max difference in BLMs (L-V): {0}', maxDiff.data)\n", " \n", " if np.abs(maxDiff) > thres:\n", " # Plot B00 only, real part\n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).real.squeeze().sel({'l':0, 'm':0}).plot.line(x='Eke', col='Euler');\n", " BLMplot.dXS.real.squeeze().plot.line(x='Eke', col='Euler');\n", "\n", " # Plot values normalised by B00 - now set in calculation function\n", " # Plot results with lmPlot(), ordering by Euler sets\n", " # Version with (semi-manual) Euler grouping\n", " daPlot, daPlotpd, legendList, gFig = ep.lmPlot(BLMplot.swap_dims({'Euler':'Labels'}), SFflag = False, eulerGroup = True,\n", " thresType = 'pc', thres = thres,\n", " plotDims = ('Labels','l','m'), \n", " figsize = (15,10))\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Machine tolerance: 2.220446049250313e-16\n", "Max imaginary value: 0 0.4982700737784119\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/paul/anaconda3/envs/ePSproc-v1.2/lib/python3.7/site-packages/xarray/core/nputils.py:223: RuntimeWarning: All-NaN slice encountered\n", " result = getattr(npmodule, name)(values, axis=axis, **kwargs)\n" ] }, { "data": { "image/png": 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dSkxM9Blzu90qLCzUhg0blJqaGvKeb7zxhsaPH6/IyEg988wz2rdvn+Li4nxqkpKSRvTgV3aKAAAAAAAwQsaOHauSkpJR6x0ol8ulyMhIn7Hi4mJlZGRowYIFQd/D1q1b9eCDD3o/V1VVaebMmZKkO+64Q0eOHFF7e7tefPFFffe731VdXZ0SEhK89RaLRb29vUH3HwyhCAAAAAAAI8QwjIBfYRlNcXFxfgea7t+/X42NjdqxY4ckec8oiYuL05o1a7Ru3bpB173nnnt08803ez8nJSV5//vKK6/U5MmTNXnyZN1yyy2aMmWKKioqVFxc7K3p7OxUfHz8sJ7tUghFAAAAAAAwOavVqsrKSp+xnTt3yuVyeT/X19dr8eLFcjgcmjRpUkDrRkVFKSoqKqBaj8cjt9vtM9bU1KRZs2YFdH0wCEUAAAAAADC5vLw8FRcXq6urSzExMZLkF3y0t7dLkjIyMhQdHR10rzNnzujnP/+57rnnHl177bXq6OjQ888/r48++kj333+/t663t1cNDQ0jelAtB60CAAAAAGBymZmZstls2r59+5CuczqdMgxDNTU1AV8zZswY/e///q/+9V//VVOnTtW3vvUtffLJJ3I4HLr++uu9da+99ppSU1O9Z5CMBHaKAAAAAAAArV27Vna7XUuXLlVYmP8eilmzZnnPFTnP6XQqOjra76d0LyUyMlK7du0atO6ZZ57RE088EfC6wSAUAQAAAAAAys/PV0tLi9ra2pSSkhLQNdXV1SopKfG+chMqp06d0rx581RYWBjSdS9keC6MeQAAAAAAwJD19fWptbVV6enpfj9vi9Ex2HfCmSIAAAAAAMCUCEUAAAAAAIApEYoAAAAAAABTIhQBAAAAAACmRCgCAAAAAABMiVAEAAAAAACYEqEIAAAAAABQR0eHEhIS5HQ6R/tWdOrUKcXHx6utrW1E+xCKAAAAAAAAlZWVqaCgQGlpaX5zHR0dSk5OlmEY6u7uHlafs2fPavXq1crMzNSVV16pxMRE/fu//7s+/vhjb01CQoIWLlyon/70p8PqNRhCEQAAAAAATM7lcqmiokJFRUUDzi9ZskRZWVkh6dXb26tDhw5p7dq1OnTokHbt2qU///nPuueee3zqFi1apK1bt6qrqyskfQdCKAIAAAAAgMlVVVUpPDxcubm5fnPl5eXq7u6W3W4PSa+rr75a+/bt03e/+11NmzZNt9xyi/77v/9bDQ0NOn78uLcuMzNTEydO1O7du0PSdyDhI7YyAAAAAAAm5/F41N/vGpXeYWEWGYYRUG1tba1sNpvfeHNzs0pLS1VXV6djx46F+ha9enp6ZBiGoqOjfcZzcnLkcDi0ePHiEelLKAIAAAAAwAjp73ep5u3MUek96/ZGjRlzRUC1TqdTiYmJPmNut1uFhYXasGGDUlNTRywU6evr02OPPabvf//7uuqqq3zmkpKSdPjw4RHpK/H6DAAAAAAApudyuRQZGekzVlxcrIyMDC1YsCDodbdu3arx48d7/xwOh8/82bNn9b3vfU/9/f16/vnn/a63WCzq7e0Nuv9g2CkCAAAAAMAICQuzaNbtjaPWO1BxcXF+B5ru379fjY2N2rFjh6TPXwU6X7tmzRqtW7du0HXvuece3Xzzzd7PSUlJ3v8+e/asvvvd76q1tVX79+/32yUiSZ2dnYqPjw/4OYaKUAQAAAAAgBFiGEbAr7CMJqvVqsrKSp+xnTt3yuX6/+eh1NfXa/HixXI4HJo0aVJA60ZFRSkqKspv/Hwg0tLSorfeekuxsbEDXt/U1KRZs2YF/iBDRCgCAAAAAIDJ5eXlqbi4WF1dXYqJiZEkv+Cjvb1dkpSRkeF3IOpQfPbZZ5o3b54OHTqkN954Q+fOndOJEyckSddcc43GjRsn6fOf7m1oaNBTTz0VdK/BcKYIAAAAAAAml5mZKZvNpu3btw/pOqfTKcMwVFNTE/A1H330kfbs2aOPPvpIN954o6699lrv3zvvvOOte+2115SamqqZM2cO6Z6GglAEAAAAAABo7dq12rhxo/r7+wecnzVrljwej88uEafTqejoaGVnZwfcJy0tTR6PZ8C/L74q88wzz+iJJ54I+nkCweszAAAAAABA+fn5amlpUVtbm1JSUgK6prq6WiUlJd5XbkLl1KlTmjdvngoLC0O67oUMz/njYwEAAAAAQND6+vrU2tqq9PR0v5+3xegY7Dvh9RkAAAAAAGBKhCIAAAAAAMCUCEUAAAAAAIApEYoAAAAAAABTIhQBAAAAAACmRCgCAAAAAABMiVAEAAAAAACYEqEIAAAAAABQR0eHEhIS5HQ6R/tW5Ha7lZqaqoaGhhHtQygCAAAAAABUVlamgoICpaWl+c11dHQoOTlZhmGou7t72L127dqlvLw8xcXFyTAMHTlyxGc+IiJCdrtdq1evHnavSyEUAQAAAADA5FwulyoqKlRUVDTg/JIlS5SVlRWyfmfOnNHXv/51/eIXv7hozfz58+VwOHT06NGQ9b0QoQgAAAAAACZXVVWl8PBw5ebm+s2Vl5eru7tbdrs9ZP0WLlyoJ554QnfeeedFa2JjYzVjxgxt27YtZH0vFD5iKwMAAAAAYHIej0e9/f2j0vuKsDAZhhFQbW1trWw2m994c3OzSktLVVdXp2PHjoX6FgeVk5Mjh8MxYusTigAAAAAAMEJ6+/s1qbZxVHp/eFumrhwzJqBap9OpxMREnzG3263CwkJt2LBBqampoxKKJCUljejBr7w+AwAAAACAyblcLkVGRvqMFRcXKyMjQwsWLAh63a1bt2r8+PHev6Hu+rBYLOrt7Q26/2DYKQIAAAAAwAi5IixMH96WOWq9AxUXF6euri6fsf3796uxsVE7duyQ9PmrQOdr16xZo3Xr1g267j333KObb77Z+zkpKSnge5Kkzs5OxcfHD+maoSAUAQAAAABghBiGEfArLKPJarWqsrLSZ2znzp1yuVzez/X19Vq8eLEcDocmTZoU0LpRUVGKiooK+r6amppktVqDvn4whCIAAAAAAJhcXl6eiouL1dXVpZiYGEnyCz7a29slSRkZGYqOjh5Wv87OTh0/flwff/yxJOmDDz6QJE2cOFETJ0701jkcDq1fv35YvS6FM0UAAAAAADC5zMxM2Ww2bd++fUjXOZ1OGYahmpqaIV23Z88eWa1W3X333ZKk733ve7Jardq0aZO35sCBA+rp6dG8efOGtPZQGJ7zLwUBAAAAAICg9fX1qbW1Venp6X6Hln4Z7N27V3a7XU1NTQoL8DySmpoa3XfffTp27Jh3h0mo3H///bJarSopKQl6jcG+E16fAQAAAAAAys/PV0tLi9ra2pSSkhLQNdXV1SopKQl5IOJ2u5Wdna2VK1eGdN0LsVMEAAAAAIAQ+LLvFPlnNNh3wpkiAAAAAADAlAhFAAAAAACAKRGKAAAAAAAAUyIUAQAAAAAApkQoAgAAAAAATIlQBAAAAAAAmBKhCAAAAAAAMCVCEQAAAAAAoI6ODiUkJMjpdF7Wvm63W6mpqWpoaLisfSVCEQAAAAAAIKmsrEwFBQVKS0vzm+vo6FBycrIMw1B3d/eQ137++eeVnp6uyMhI3XTTTXI4HN65iIgI2e12rV69eji3HxRCEQAAAAAATM7lcqmiokJFRUUDzi9ZskRZWVlBrf3b3/5WDz/8sNasWaPDhw9r5syZmjt3ro4fP+6tmT9/vhwOh44ePRpUj2ARigAAAAAAYHJVVVUKDw9Xbm6u31x5ebm6u7tlt9uDWvvpp5/WkiVLVFRUpIyMDD377LNKSUlReXm5tyY2NlYzZszQtm3bgn6GYIRf1m4AAAAAAJiIx+OR6+y5UeltGTtGhmEEVFtbWyubzeY33tzcrNLSUtXV1enYsWNDvodPP/1UDQ0Neuyxx3zG58yZo3feecdnLCcnx+e1msuBUAQAAAAAgBHiOntOX33i96PSu7k0T1eMC+x/+51OpxITE33G3G63CgsLtWHDBqWmpgYVirS3t+vcuXOaMGGCz/iECRN04sQJn7GkpKTLfsgrr88AAAAAAGByLpdLkZGRPmPFxcXKyMjQggULhr3+hTtWPB6P35jFYlFvb++wew0FO0UAAAAAABghlrFj1FyaN2q9AxUXF6euri6fsf3796uxsVE7duyQ9HmQcb52zZo1WrduXUDrjhkzxm9XyKlTp/x2j3R2dio+Pj7gew4FQhEAAAAAAEaIYRgBv8IymqxWqyorK33Gdu7cKZfL5f1cX1+vxYsXy+FwaNKkSQGtO27cON10003at2+f7rvvPu/4vn37dO+99/rUNjU1yWq1DuMphu4f/5sBAAAAAAAjKi8vT8XFxerq6lJMTIwk+QUf7e3tkqSMjAxFR0cHvPaqVau0cOFC2Ww25ebm6oUXXtDx48f1wx/+0KfO4XBo/fr1w3ySoeFMEQAAAAAATC4zM1M2m03bt28f0nVOp1OGYaimpuaiNf/2b/+mZ599VqWlpbrxxhtVW1urvXv36itf+Yq35sCBA+rp6dG8efOCfYSgGJ7zLwUBAAAAAICg9fX1qbW1Venp6X6Hln4Z7N27V3a7XU1NTQoLC2wPRU1Nje677z4dO3bMu8MkGPfff7+sVqtKSkqCXmMgg30nvD4DAAAAAACUn5+vlpYWtbW1KSUlJaBrqqurVVJSMqxAxO12Kzs7WytXrgx6jWCxUwQAAAAAgBD4su8U+Wc02HfCmSIAAAAAAMCUCEUAAAAAAIApEYoAAAAAAABTIhQBAAAAAACmRCgCAAAAAABMiVAEAAAAAACYEqEIAAAAAAAwJUIRAAAAAACgjo4OJSQkyOl0Xvbe06dP165duy57X0IRAAAAAACgsrIyFRQUKC0tzW+uo6NDycnJMgxD3d3dQ1q3trZWBQUFSkxMlGEYevXVV/1q1q5dq8cee0z9/f3B3n5QCEUAAAAAADA5l8uliooKFRUVDTi/ZMkSZWVlBbX2mTNnlJ2dreeee+6iNXfffbd6enr0+9//PqgewSIUAQAAAADA5KqqqhQeHq7c3Fy/ufLycnV3d8tutwe19ty5c/Xkk0/qO9/5zkVrxowZo/z8fG3bti2oHsEKv6zdAAAAAAAwE49HOts7Or3HXiEZRkCltbW1stlsfuPNzc0qLS1VXV2djh07Fuo79JGTk6P/+q//GtEeFyIUAQAAAABgpJztlZ5KHJ3eJR9L464MqNTpdCox0fc+3W63CgsLtWHDBqWmpo54KJKUlKTjx4+rv79fYWGX58UWXp8BAAAAAMDkXC6XIiMjfcaKi4uVkZGhBQsWXJZ7sFgs6u/vl9vtviz9JHaKAAAAAAAwcsZe8fmOjdHqHaC4uDh1dXX5jO3fv1+NjY3asWOHJMnj8Xhr16xZo3Xr1oXuXiV1dnbqiiuukMViCem6l0IoAgAAAADASDGMgF9hGU1Wq1WVlZU+Yzt37pTL5fJ+rq+v1+LFi+VwODRp0qSQ30NTU5O+9rWvhXzdSyEUAQAAAADA5PLy8lRcXKyuri7FxMRIkl/w0d7eLknKyMhQdHR0wGv//e9/1//93/95P7e2turIkSO65pprlJqa6h13OByaM2fOcB5jyDhTBAAAAAAAk8vMzJTNZtP27duHdJ3T6ZRhGKqpqblozbvvviur1Sqr1SpJWrVqlaxWq5544glvTVtbm9555x0tWrQoqPsPFjtFAAAAAACA1q5dK7vdrqVLlw746y+zZs3ynityntPpVHR0tLKzsy+67kDXXejZZ5/VD37wAyUnJwd380EiFAEAAAAAAMrPz1dLS4va2tqUkpIS0DXV1dUqKSnxvnITrISEBNnt9mGtEQzDM1hcAwAAAAAABtXX16fW1lalp6f7/bwtRsdg3wlnigAAAAAAAFMiFAEAAAAAAKZEKAIAAAAAAEyJUAQAAAAAAJgSoQgAAAAAADAlQhEAAAAAAGBKhCIAAAAAAMCUCEUAAAAAAIA6OjqUkJAgp9N5Wfu63W6lpqaqoaHhsvaVCEUAAAAAAICksrIyFRQUKC0tzW+uo6NDycnJMgxD3d3dQ153+vTpioqKUkJCgr797W/rgw8+8M5HRETIbrdr9erVw32EISMUAQAAAADA5FwulyoqKlRUVDTg/JIlS5SVlRXU2m+//baWL1+ugwcPat++ffrss880Z84cnTlzxlszf/58ORwOHT16NKgewSIUAQAAAADA5KqqqhQeHq7c3Fy/ufLycnV3d8tutwe1dnV1tX7wgx/o+uuvV3Z2trZs2aLjx4/7vC4TGxurGTNmaNu2bUE/QzDCL2s3AAAAAABMxOPxyPWZa1R6W8ItMgwjoNra2lrZbDa/8ebmZpWWlqqurk7Hjh0LyX319PRIkq655hqf8ZycHDkcjpD0CBShCAAAAAAAI8T1mUs3/+bmUeld9/06XTH2ioBqnU6nEhMTfcbcbrcKCwu1YcMGpaamhiQU8Xg8WrVqlW699VbdcMMNPnNJSUmX/ZBXQhEAAAAAAEzO5XIpMjLSZ6y4uFgZGRlasGBByPqsWLFC7733nv70pz/5zVksFvX29oasVyAIRQAAAAAAGCGWcIvqvl83ar0DFRcXp66uLp+x/fv3q7GxUTt27JD0+S6P87Vr1qzRunXrhnQ/Dz30kPbs2aPa2lolJyf7zXd2dio+Pn5Iaw4XoQgAAAAAACPEMIyAX2EZTVarVZWVlT5jO3fulMv1/89Dqa+v1+LFi+VwODRp0qSA1/Z4PHrooYe0e/du1dTUKD09fcC6pqYmWa3W4B4gSIQiAAAAAACYXF5enoqLi9XV1aWYmBhJ8gs+2tvbJUkZGRmKjo4OeO3ly5frN7/5jV577TVFRUXpxIkTkqSrr75aFsv/383icDi0fv364T7KkPCTvAAAAAAAmFxmZqZsNpu2b98+pOucTqcMw1BNTc1Fa8rLy9XT06NZs2bp2muv9f799re/9dYcOHBAPT09mjdvXrCPEBR2igAAAAAAAK1du1Z2u11Lly5VWJj/HopZs2Z5zxU5z+l0Kjo6WtnZ2Rdd98JrBvL000/r0Ucf9dk5cjkQigAAAAAAAOXn56ulpUVtbW1KSUkJ6Jrq6mqVlJR4X7kJhtvtVnZ2tlauXBn0GsEyPIFENgAAAAAA4JL6+vrU2tqq9PR0v5+3xegY7DvhTBEAAAAAAGBKhCIAAAAAAMCUCEUAAAAAAIApEYoAAAAAAABTIhQBAAAAAACmRCgCAAAAAABMiVAEAAAAAACYEqEIAAAAAABQR0eHEhIS5HQ6L2tft9ut1NRUNTQ0XNa+EqEIAAAAAACQVFZWpoKCAqWlpfnNdXR0KDk5WYZhqLu7e0jrlpeXKysrS1dddZWuuuoq5ebmqqqqyjsfEREhu92u1atXD/cRhoxQBAAAAAAAk3O5XKqoqFBRUdGA80uWLFFWVlZQaycnJ+sXv/iF3n33Xb377rv6xje+oXvvvVfvv/++t2b+/PlyOBw6evRoUD2CRSgCAAAAAIDJVVVVKTw8XLm5uX5z5eXl6u7ult1uD2rtgoIC5efna+rUqZo6dap+/vOfa/z48Tp48KC3JjY2VjNmzNC2bduCfoZghF/WbgAAAAAAmIjH45HH5RqV3obFIsMwAqqtra2VzWbzG29ublZpaanq6up07NixYd/TuXPn9Lvf/U5nzpzxC2BycnLkcDiG3WMoCEUAAAAAABghHpdLH3ztplHpPe1Qg4wrrgio1ul0KjEx0WfM7XarsLBQGzZsUGpq6rBCkcbGRuXm5qqvr0/jx4/X7t279dWvftWnJikp6bIf8srrMwAAAAAAmJzL5VJkZKTPWHFxsTIyMrRgwYJhrz9t2jQdOXJEBw8e1I9+9CM98MADam5u9qmxWCzq7e0ddq+hYKcIAAAAAAAjxLBYNO3Q5f+p2fO9AxUXF6euri6fsf3796uxsVE7duyQ9PmrQOdr16xZo3Xr1gW8/rhx4zR58mRJks1mU319vTZu3KjNmzdPyCp2AAAgAElEQVR7azo7OxUfHx/wmqFAKAIAAAAAwAgxDCPgV1hGk9VqVWVlpc/Yzp075frCeSj19fVavHixHA6HJk2aNKx+Ho9HbrfbZ6ypqUlWq3VY6w4VoQgAAAAAACaXl5en4uJidXV1KSYmRpL8go/29nZJUkZGhqKjowNeu6SkRHPnzlVKSor+9re/6ZVXXlFNTY2qq6t96hwOh9avXz/MJxkazhQBAAAAAMDkMjMzZbPZtH379iFd53Q6ZRiGampqLlpz8uRJLVy4UNOmTdPs2bNVV1en6upqffOb3/TWHDhwQD09PZo3b16wjxAUdooAAAAAAACtXbtWdrtdS5cuVViY/x6KWbNmec8VOc/pdCo6OlrZ2dkXXbeiomLQ3k8//bQeffRRWYZwDkooEIoAAAAAAADl5+erpaVFbW1tSklJCeia6upqlZSUeF+5CYbb7VZ2drZWrlwZ9BrBMjwXxjwAAAAAAGDI+vr61NraqvT0dL+ft8XoGOw74UwRAAAAAABgSoQiAAAAAADAlAhFAAAAAACAKRGKAAAAAAAAUyIUAQAAAAAApkQoAgAAAAAATIlQBAAAAAAAmBKhCAAAAAAAUEdHhxISEuR0Oi9rX7fbrdTUVDU0NFzWvhKhCAAAAAAAkFRWVqaCggKlpaX5zXV0dCg5OVmGYai7u3tYPQzD0MMPP+wdi4iIkN1u1+rVq4NeN1iEIgAAAAAAmJzL5VJFRYWKiooGnF+yZImysrKG1aO+vl4vvPDCgOvMnz9fDodDR48eHVaPoSIUAQAAAADA5KqqqhQeHq7c3Fy/ufLycnV3d8tutwe9/t///nfNnz9fL774omJiYvzmY2NjNWPGDG3bti3oHsEIv6zdAAAAAAAwEY/Ho88+7R+V3uHjwmQYRkC1tbW1stlsfuPNzc0qLS1VXV2djh07FvS9LF++XHfffbfuvPNOPfnkkwPW5OTkyOFwBN0jGIQiAAAAAACMkM8+7dcLP3l7VHov23i7xkaMCajW6XQqMTHRZ8ztdquwsFAbNmxQampq0KHIK6+8okOHDqm+vv6SdUlJSZf9kFdCEQAAAAAATM7lcikyMtJnrLi4WBkZGVqwYEHQ6/7lL3/RT37yE/3hD3/wW/9CFotFvb29QfcKBqEIAAAAAAAjJHxcmJZtvH3UegcqLi5OXV1dPmP79+9XY2OjduzYIenzV4HO165Zs0br1q0bdN2GhgadOnVKN910k3fs3Llzqq2t1XPPPSe3260xYz7fzdLZ2an4+PiA7zkUCEUAAAAAABghhmEE/ArLaLJaraqsrPQZ27lzp1wul/dzfX29Fi9eLIfDoUmTJgW07uzZs9XY2OgztmjRIl133XVavXq1NxCRpKamJlmt1mE8xdARigAAAAAAYHJ5eXkqLi5WV1eX99dhLgw+2tvbJUkZGRmKjo4OaN2oqCjdcMMNPmNXXnmlYmNj/cYdDofWr18f7CMEhZ/kBQAAAADA5DIzM2Wz2bR9+/YhXed0OmUYhmpqaobV/8CBA+rp6dG8efOGtc5QsVMEAAAAAABo7dq1stvtWrp0qcLC/PdQzJo1y3uuyHlOp1PR0dHKzs4OuM9AAcrTTz+tRx99VBaLZcj3PRyEIgAAAAAAQPn5+WppaVFbW5tSUlICuqa6ulolJSXeV26C4Xa7lZ2drZUrVwa9RrAMz4UxDwAAAAAAGLK+vj61trYqPT190J+fxeUx2HfCmSIAAAAAAMCUCEUAAAAAAIApEYoAAAAAAABTIhQBAAAAAACmRCgCAAAAAABMiVAEAAAAAACYEqEIAAAAAAAwJUIRAAAAAACgjo4OJSQkyOl0jvatSJKmT5+uXbt2jWgPQhEAAAAAAKCysjIVFBQoLS3NO2YYht/fpk2bht3rZz/7md+6EydO9KlZu3atHnvsMfX39w+738UQigAAAAAAYHIul0sVFRUqKirym9uyZYv++te/ev8eeOCBkPS8/vrrfdZtbGz0mb/77rvV09Oj3//+9yHpN5DwEVsZAAAAAAB8KVRVVSk8PFy5ubl+c9HR0X67OEIhPDz8kuuOGTNG+fn52rZtm+bOnRvy/hI7RQAAAAAAGDEej0dn+/pG5c/j8QR8n7W1tbLZbAPOrVixQnFxcZo+fbo2bdoUstdZWlpalJiYqPT0dH3ve9/TsWPH/GpycnLkcDhC0m8g7BQBAAAAAGCEfOZ261cPzBuV3j9+eYfGRkYGVOt0OpWYmOg3vn79es2ePVsWi0VvvvmmHnnkEbW3t+vxxx8f1r3dfPPN+p//+R9NnTpVJ0+e1JNPPqkZM2bo/fffV2xsrLcuKSlJx48fV39/v8LCQr+vg1AEAAAAAACTc7lcihwgQPli+HHjjTdKkkpLSwMORRwOh8+rL5s3b9b8+fN9xjIzM5Wbm6tJkybp5Zdf1qpVq7xzFotF/f39crvdslgsQ36uwRCKAAAAAAAwQsIjIvTjl3eMWu9AxcXFqaura9C6W265RadPn9bJkyc1YcKEQettNpuOHDni/Xyxa6688kplZmaqpaXFZ7yzs1NXXHHFiAQiEqEIAAAAAAAjxjCMgF9hGU1Wq1WVlZWD1h0+fFiRkZGKjo4OaF2LxaLJkycPWud2u3X06FHNnDnTZ7ypqUlf+9rXAuoVDEIRAAAAAABMLi8vT8XFxerq6lJMTIwk6fXXX9eJEyeUm5sri8Wit956S2vWrNGyZcsUMYRdKAOx2+0qKChQamqqTp06pSeffFKnT5/2+7lfh8OhOXPmDKvXpfDrMwAAAAAAmFxmZqZsNpu2b9/uHRs7dqyef/555ebmKisrSxs3blRpaal++ctf+lxrGIZeeumlIfX76KOPVFhYqGnTpuk73/mOxo0bp4MHD+orX/mKt6atrU3vvPOOFi1aNKxnuxTDM5Tf6AEAAAAAAAPq6+tTa2ur0tPTBzy09B/d3r17Zbfb1dTUFPAvvTidTk2ZMkXNzc2aMmVKSO/n0UcfVU9Pj1544YWg1xjsO+H1GQAAAAAAoPz8fLW0tKitrU0pKSkBXVNdXa1ly5aFPBCRpISEBNnt9pCv+0XsFAEAAAAAIAS+7DtF/hkN9p1wpggAAAAAADAlQhEAAAAAAGBKhCIAAAAAAMCUCEUAAAAAAIApEYoAAAAAAABTIhQBAAAAAACmRCgCAAAAAABMiVAEAAAAAACoo6NDCQkJcjqdo30rcrvdSk1NVUNDw4j2IRQBAAAAAAAqKytTQUGB0tLSvGOGYfj9bdq0KeR9DcPQww8/7B2LiIiQ3W7X6tWrQ9rrQuEjujoAAAAAAPiH53K5VFFRob179/rNbdmyRXfddZf389VXXx2yvvX19XrhhReUlZXlNzd//nw9+uijOnr0qDIyMkLW84vYKQIAAAAAgMlVVVUpPDxcubm5fnPR0dGaOHGi989isYSk59///nfNnz9fL774omJiYvzmY2NjNWPGDG3bti0k/QZCKAIAAAAAwAjxeDzq//TcqPx5PJ6A77O2tlY2m23AuRUrViguLk7Tp0/Xpk2b1N/fH5J/m+XLl+vuu+/WnXfeedGanJwcORyOkPQbCK/PAAAAAAAwQjxn+/XxE++MSu/E0hkyxo0JqNbpdCoxMdFvfP369Zo9e7YsFovefPNNPfLII2pvb9fjjz8+rHt75ZVXdOjQIdXX11+yLikpaUQPfiUUAQAAAADA5FwulyIjI/3Gvxh+3HjjjZKk0tLSgEMRh8OhuXPnej9v3rxZt912m37yk5/oD3/4w4A9v8hisai3tzegXsEgFAEAAAAAYIQYY8OUWDpj1HoHKi4uTl1dXYPW3XLLLTp9+rROnjypCRMmDFpvs9l05MgR7+cJEybozTff1KlTp3TTTTd5x8+dO6fa2lo999xzcrvdGjPm8x0unZ2dio+PD/g5hopQBAAAAACAEWIYRsCvsIwmq9WqysrKQesOHz6syMhIRUdHB7SuxWLR5MmTfcZmz56txsZGn7FFixbpuuuu0+rVq72BiCQ1NTXJarUG1CsYhCIAAAAAAJhcXl6eiouL1dXV5f0lmNdff10nTpxQbm6uLBaL3nrrLa1Zs0bLli1TRERE0L2ioqJ0ww03+IxdeeWVio2N9Rt3OBxav3590L0Gw6/PAAAAAABgcpmZmbLZbNq+fbt3bOzYsXr++eeVm5urrKwsbdy4UaWlpfrlL3/pc61hGHrppZdCfk8HDhxQT0+P5s2bF/K1zzM8Q/mNHgAAAAAAMKC+vj61trYqPT190ANE/xHt3btXdrtdTU1NCgsLbA+F0+nUlClT1NzcrClTpoT0fu6//35ZrVaVlJQEvcZg3wmvzwAAAAAAAOXn56ulpUVtbW1KSUkJ6Jrq6motW7Ys5IGI2+1Wdna2Vq5cGdJ1L8ROEQAAAAAAQuDLvlPkn9Fg3wlnigAAAAAAAFMiFAEAAAAAAKZEKAIAAAAAAEyJUAQAAAAAAJgSoQgAAAAAADAlQhEAAAAAAGBKhCIAAAAAAMCUCEUAAAAAAIA6OjqUkJAgp9M52rcit9ut1NRUNTQ0jGgfQhEAAAAAAKCysjIVFBQoLS3NO2YYht/fpk2bht2rvLxcWVlZuuqqq3TVVVcpNzdXVVVV3vmIiAjZ7XatXr162L0uxfB4PJ4R7QAAAAAAgAn09fWptbVV6enpioyMHO3bGRKXy6XExETt3btXubm53nHDMLRlyxbddddd3rGrr75aFotlWP1ef/11jRkzRpMnT5Ykvfzyy9qwYYMOHz6s66+/XtLnO1cSExN15MgRZWRkBNVnsO+EnSIAAAAAAJhcVVWVwsPDfQKR86KjozVx4kTv33ADEUkqKChQfn6+pk6dqqlTp+rnP/+5xo8fr4MHD3prYmNjNWPGDG3btm3Y/S4mfMRWBgAAAADA5Dwej86ePTsqvceOHSvDMAKqra2tlc1mG3BuxYoVKioqUnp6upYsWaJly5YpLCx0eyzOnTun3/3udzpz5oxfKJOTkyOHwxGyXhciFAEAAAAAYIScPXtWTz311Kj0Likp0bhx4wKqdTqdSkxM9Btfv369Zs+eLYvFojfffFOPPPKI2tvb9fjjjw/7/hobG5Wbm6u+vj6NHz9eu3fv1le/+lWfmqSkpBE9+JVQBAAAAAAAk3O5XAOeufHF8OPGG2+UJJWWlgYcijgcDs2dO9f7efPmzZo/f74kadq0aTpy5Ii6u7u1c+dOPfDAA3r77bd9ghGLxaLe3t6gnikQhCIAAAAAAIyQsWPHqqSkZNR6ByouLk5dXV2D1t1yyy06ffq0Tp48qQkTJgxab7PZdOTIEe/nL14zbtw470GrNptN9fX12rhxozZv3uyt6ezsVHx8fMDPMVSEIgAAAAAAjBDDMAJ+hWU0Wa1WVVZWDlp3+PBhRUZGKjo6OqB1LRaLN/gYjMfjkdvt9hlramqS1WoN6PpgEIoAAAAAAGByeXl5Ki4uVldXl2JiYiR9/rO5J06cUG5uriwWi9566y2tWbNGy5YtU0RExLD6lZSUaO7cuUpJSdHf/vY3vfLKK6qpqVF1dbVPncPh0Pr164fV61L4SV4AAAAAAEwuMzNTNptN27dv946NHTtWzz//vHJzc5WVlaWNGzeqtLRUv/zlL32uNQxDL7300pD6nTx5UgsXLtS0adM0e/Zs1dXVqbq6Wt/85je9NQcOHFBPT4/mzZs3rGe7FMPj8XhGbHUAAAAAAEyir69Pra2tSk9PH/DQ0n90e/fuld1uV1NTU8A/uet0OjVlyhQ1NzdrypQpIb2f+++/X1ardVhnsgz2nfD6DAAAAAAAUH5+vlpaWtTW1qaUlJSArqmurtayZctCHoi43W5lZ2dr5cqVIV33QuwUAQAAAAAgBL7sO0X+GQ32nXCmCAAAAAAAMCVCEQAAAAAAYEqEIgAAAAAAwJQIRQAAAAAAgCkRigAAAAAAAFMiFAEAAAAAAKZEKAIAAAAAAEyJUAQAAAAAAKijo0MJCQlyOp2jfStyu91KTU1VQ0PDiPYhFAEAAAAAACorK1NBQYHS0tK8Y4Zh+P1t2rQpJL2mT5+uqKgoJSQk6Nvf/rY++OAD73xERITsdrtWr1497F6XQigCAAAAAIDJuVwuVVRUqKioyG9uy5Yt+utf/+r9e+CBB4bd7+2339by5ct18OBB7du3T5999pnmzJmjM2fOeGvmz58vh8Oho0ePDrvfxYSP2MoAAAAAAOBLoaqqSuHh4crNzfWbi46O1sSJE0Par7q62ufzli1blJCQoIaGBt12222SpNjYWM2YMUPbtm1TaWlpSPufx04RAAAAAABGiMfj0blzvaPy5/F4Ar7P2tpa2Wy2AedWrFihuLg4TZ8+XZs2bVJ/f3+o/nm8enp6JEnXXHONz3hOTo4cDkfI+53HThEAAAAAAEZIf79LNW9njkrvWbc3asyYKwKqdTqdSkxM9Btfv369Zs+eLYvFojfffFOPPPKI2tvb9fjjj4fsPj0ej1atWqVbb71VN9xwg89cUlLSiB78SigCAAAAAIDJuVwuRUZG+o1/Mfy48cYbJUmlpaUBhyIOh0Nz5871ft68ebPmz5/vU7NixQq99957+tOf/uR3vcViUW9vb0C9gkEoAgAAAADACAkLs2jW7Y2j1jtQcXFx6urqGrTulltu0enTp3Xy5ElNmDBh0HqbzaYjR454P194zUMPPaQ9e/aotrZWycnJftd3dnYqPj4+gCcIDqEIAAAAAAAjxDCMgF9hGU1Wq1WVlZWD1h0+fFiRkZGKjo4OaF2LxaLJkyf7jXs8Hj300EPavXu3ampqlJ6ePuD1TU1NslqtAfUKBgetAgAAAABgcnl5eXr//fd9dou8/vrrevHFF9XU1KQPP/xQv/71r7VmzRotW7ZMERERw+q3fPlyVVZW6je/+Y2ioqJ04sQJnThxQi6Xy6fO4XBozpw5w+p1KYQiAAAAAACYXGZmpv4fe/cfHXV153/8NfkBMxFL0JCEhEhSGQQ0kWEnPwZWkRPJlOSk9GzR/qCWcsS4relSdTjyI3i2oSVVG46hLVI8OUQ2GGUttmU3BJETzXSDtnVJdYjLpiWz6c4aKmQaVCYRnfn+4el8HRPJJJkhwjwf53zOMe/P/bzf98PnL9/n3jtWq1X79+8PxhITE7Vz507ZbDbl5eWprq5O1dXVqq2tDXnWYDCooaFhVPWeeOIJ9ff367bbbtOMGTOC17PPPhscc+zYMfX392vlypXjereLMQRG8xs9AAAAAABgWAMDA+ru7lZOTs6wh5Z+1jU3N8vhcMjlcikuLrw1FG63W2azWZ2dnTKbzRGdzx133CGLxaJNmzaNOcdI34QzRQAAAAAAgEpLS9XV1SWPx6OsrKywnmlpaVFFRUXEGyKDg4O6+eabdf/990c07yexUgQAAAAAgAi43FeKXIlG+iacKQIAAAAAAGISTREAAAAAABCTaIoAAAAAAICYRFMEAAAAAADEJJoiAAAAAAAgJtEUAQAAAAAAMYmmCAAAAAAAiEk0RQAAAAAAgM6ePavU1FS53e6JnookKT8/XwcOHIhqDZoiAAAAAABANTU1Ki8vV3Z2djBmMBiGXLt27Rp3rba2NpWXlysjI0MGg0G//OUvh4zZsmWLNmzYIL/fP+56n4amCAAAAAAAMc7n86m+vl5r164dcm/Pnj166623gtfq1avHXe+9997TzTffrJ/+9KefOqasrEz9/f06fPjwuOt9moSoZQYAAAAAAJeFQ4cOKSEhQTabbci95ORkpaenR7Te8uXLtXz58ouOiY+PV2lpqZqamkYcO1asFAEAAAAAIEoCgYDe+/DDCbkCgUDY82xra5PVah32XmVlpVJSUpSfn69du3ZFdTvLJxUUFMjpdEYtPytFAAAAAACIkvN+v65ve2NCav/p1lxdFR8f1li3262MjIwh8a1bt6q4uFgmk0lHjx7Vgw8+qDNnzqiqqirS0x1WZmamenp65Pf7FRcX+XUdNEUAAAAAAIhxPp9PRqNxSPzjzY8FCxZIkqqrq8NuijidzpCtLz//+c+1atWqsOdlMpnk9/s1ODgok8kU9nPhoikCAAAAAECUJMXF6U+35k5Y7XClpKTI6/WOOK6oqEjnzp3T6dOnlZaWNuJ4q9Wqjo6O4N/hPPNxfX19SkpKikpDRKIpAgAAAABA1BgMhrC3sEwki8WixsbGEccdP35cRqNRycnJYeU1mUyaPXv2mOflcrm0cOHCMT8/EpoiAAAAAADEOLvdro0bN8rr9WratGmSpIMHD6q3t1c2m00mk0mtra3avHmzKioqNHny5HHVe/fdd/XHP/4x+Hd3d7c6Ojp0zTXX6LrrrgvGnU6nSkpKxlXrYvj1GQAAAAAAYlxubq6sVqv2798fjCUmJmrnzp2y2WzKy8tTXV2dqqurVVtbG/KswWBQQ0PDqOr9/ve/l8VikcVikSQ98MADslgsevjhh4NjPB6P2tvbtWbNmrG/2AgMgdH8Rg8AAAAAABjWwMCAuru7lZOTM+yhpZ91zc3NcjgccrlcYf/Si9vtltlsVmdnp8xmc0Tns379evX392v37t1jzjHSN2H7DAAAAAAAUGlpqbq6uuTxeJSVlRXWMy0tLaqoqIh4Q0SSUlNT5XA4Ip7341gpAgAAAABABFzuK0WuRCN9E84UAQAAAAAAMYmmCAAAAAAAiEk0RQAAAAAAQEyiKQIAAAAAAGISTREAAAAAABCTaIoAAAAAAICYRFMEAAAAAADEJJoiAAAAAABAZ8+eVWpqqtxu9yWvnZ+frwMHDlzyujRFAAAAAACAampqVF5eruzs7GDMYDAMuXbt2jXq3L/4xS80f/58TZ48WfPnz9fzzz8fcn/Lli3asGGD/H7/eF9jVGiKAAAAAAAQ43w+n+rr67V27doh9/bs2aO33noreK1evXpUuY8dO6avfOUruuuuu/SHP/xBd911l+688069+uqrwTFlZWXq7+/X4cOHx/0uo0FTBAAAAACAGHfo0CElJCTIZrMNuZecnKz09PTgZTKZRpX78ccf17Jly7Rx40bNnTtXGzduVHFxsR5//PHgmPj4eJWWlqqpqWnc7zIaNEUAAAAAAIiSQCCg8+9/MCFXIBAIe55tbW2yWq3D3qusrFRKSory8/O1a9euUW9xOXbsmEpKSkJidrtd7e3tIbGCggI5nc5R5R6vhEtaDQAAAACAGOK78KHmP3xpt4T8TWe1XUmTwvvffrfbrYyMjCHxrVu3qri4WCaTSUePHtWDDz6oM2fOqKqqKux59Pb2Ki0tLSSWlpam3t7ekFhmZqZ6enrk9/sVF3dp1nDQFAEAAAAAIMb5fD4ZjcYh8Y83PxYsWCBJqq6uHlVTRProwNaPCwQCQ2Imk0l+v1+Dg4Oj3qIzVjRFAAAAAACIElNivDqr7RNWO1wpKSnyer0jjisqKtK5c+d0+vTpIas/Pk16evqQVSF/+ctfhjzf19enpKSkS9YQkWiKAAAAAAAQNQaDIewtLBPJYrGosbFxxHHHjx+X0WhUcnJy2LltNpuOHDmi+++/Pxh74YUXtGjRopBxLpdLCxcuDH/SEfDZ/zIAAAAAACCq7Ha7Nm7cKK/Xq2nTpkmSDh48qN7eXtlsNplMJrW2tmrz5s2qqKjQ5MmTw869bt063XrrrXrkkUe0YsUK/epXv9KLL76o3/zmNyHjnE7nkANZo41fnwEAAAAAIMbl5ubKarVq//79wVhiYqJ27twpm82mvLw81dXVqbq6WrW1tSHPGgwGNTQ0fGruRYsW6ZlnntGePXuUl5enhoYGPfvssyosLAyO8Xg8am9v15o1ayL+bhdjCIzmN3oAAAAAAMCwBgYG1N3drZycnGEPLf2sa25ulsPhkMvlCvvXX9xut8xmszo7O2U2m8dce/369erv79fu3bvHnGM4I30Tts8AAAAAAACVlpaqq6tLHo9HWVlZYT3T0tKiioqKcTVEJCk1NVUOh2NcOcaClSIAAAAAAETA5b5S5Eo00jfhTBEAAAAAABCTaIoAAAAAAICYRFMEAAAAAADEJJoiAAAAAAAgJtEUAQAAAAAAMYmmCAAAAAAAiEk0RQAAAAAAQEyiKQIAAAAAAHT27FmlpqbK7XZf8torV67U9u3bL3ldmiIAAAAAAEA1NTUqLy9XdnZ2MGYwGIZcu3btGlXeEydO6Mtf/rKys7NlMBj0+OOPDxnz8MMP64c//KHOnTs33tcYFZoiAAAAAADEOJ/Pp/r6eq1du3bIvT179uitt94KXqtXrx5V7vPnz+vzn/+8fvSjHyk9PX3YMXl5ecrOzta+ffvGNP+xoikCAAAAAECMO3TokBISEmSz2YbcS05OVnp6evAymUyjyp2fn6/HHntMX/3qVzV58uRPHffFL35RTU1No577eNAUAQAAAAAgWgIB6f33JuYKBMKeZltbm6xW67D3KisrlZKSovz8fO3atUt+vz9S/zohCgoK9Nvf/laDg4NRyT+chEtWCQAAAACAWHPhvLQtY2Jqb/o/adJVYQ11u93KyBg6z61bt6q4uFgmk0lHjx7Vgw8+qDNnzqiqqirSs1VmZqYGBwfV29urWbNmRTz/cGiKAAAAAAAQ43w+n4xG45D4x5sfCxYskCRVV1dHpSnyt20558+fj3juT0NTBAAAAACAaElM+mjFxkTVDlNKSoq8Xu+I44qKinTu3DmdPn1aaWlp45ndEH19fZKk6dOnRzTvxdAUAQAAAAAgWgyGsLewTCSLxaLGxsYRxx0/flxGo1HJyckRn4PL5dLMmTOVkpIS8dyfhqYIAAAAAAAxzm63a+PGjfJ6vZo2bZok6eDBg+rt7ZXNZpPJZFJra6s2b96sioqKi/6KzCe9//776uzsDP63x+NRR0eHpkyZotmzZwfHOZ1OlZSURPbFRmAIBEZxHC0AAAAAABjWwMCAuj5TUpQAACAASURBVLu7lZOTM+z5HJ91NptN3/rWt3TvvfdKklpaWrRx40b98Y9/lN/v1+c//3mtXbtW9913nxIS/v8aC4PBoD179uhb3/rWsHndbrdycnKGxJcsWaKXXnpJ0kf/dmlpaTp8+LCKiooi9k4jfROaIgAAAAAARMDl3hRpbm6Ww+GQy+VSXFxcWM+43W6ZzWZ1dnbKbDaPufbPfvYz/epXv9ILL7ww5hzDGembsH0GAAAAAACotLRUXV1d8ng8ysrKCuuZlpYWVVRUjKshIkmJiYn6yU9+Mq4cY8FKEQAAAAAAIuByXylyJRrpm4S3HgYAAAAAAOAKQ1MEAAAAAADEJJoiAAAAAAAgJtEUAQAAAAAAMYmmCAAAAAAAiEk0RQAAAAAAQEyiKQIAAAAAAGISTREAAAAAAKCzZ88qNTVVbrf7ktfOz8/XgQMHLnldmiIAAAAAAEA1NTUqLy9XdnZ2MGYwGIZcu3btGlXeJ598UrfccoumTZumadOm6fbbb9dvf/vbkDFbtmzRhg0b5Pf7I/EqYaMpAgAAAABAjPP5fKqvr9fatWuH3NuzZ4/eeuut4LV69epR5X7ppZf0ta99Ta2trTp27Jiuu+46lZSUyOPxBMeUlZWpv79fhw8fHve7jEbCJa0GAAAAAAA+cw4dOqSEhATZbLYh95KTk5Wenj7m3Pv27Qv5+8knn9Rzzz2no0eP6pvf/KYkKT4+XqWlpWpqatLy5cvHXGu0aIoAAAAAABAlgUBAvg98E1LblGCSwWAIa2xbW5usVuuw9yorK7V27Vrl5OTo7rvvVkVFheLixr7x5Pz587pw4YKuueaakHhBQYEeffTRMecdC5oiAAAAAABEie8DnwqfLpyQ2q9+/VUlJSaFNdbtdisjI2NIfOvWrSouLpbJZNLRo0f14IMP6syZM6qqqhrzvDZs2KDMzEzdfvvtIfHMzEz19PTI7/ePq+kyGjRFAAAAAACIcT6fT0ajcUj8482PBQsWSJKqq6vH3BR59NFH1dTUpJdeemlIPZPJJL/fr8HBQZlMpjHlHy2aIgAAAAAARIkpwaRXv/7qhNUOV0pKirxe74jjioqKdO7cOZ0+fVppaWmjms+Pf/xjbdu2TS+++KLy8vKG3O/r61NSUtIla4hINEUAAAAAAIgag8EQ9haWiWSxWNTY2DjiuOPHj8toNCo5OXlU+R977DH94Ac/0OHDhz/17BKXy6WFCxeOKu940RQBAAAAACDG2e12bdy4UV6vV9OmTZMkHTx4UL29vbLZbDKZTGptbdXmzZtVUVGhyZMnh5370Ucf1ZYtW/T0008rOztbvb29kqQpU6ZoypQpwXFOp1MlJSWRfbERXJqTSwAAAAAAwGdWbm6urFar9u/fH4wlJiZq586dstlsysvLU11dnaqrq1VbWxvyrMFgUENDw6fm3rlzp95//32tXLlSM2bMCF4//vGPg2M8Ho/a29u1Zs2aiL/bxRgCgUDgklYEAAAAAOAKNDAwoO7ubuXk5Ax7aOlnXXNzsxwOh1wuV9i//uJ2u2U2m9XZ2Smz2Tzm2uvXr1d/f79279495hzDGembsH0GAAAAAACotLRUXV1d8ng8ysrKCuuZlpYWVVRUjKshIkmpqalyOBzjyjEWrBQBAAAAACACLveVIleikb4JZ4oAAAAAAICYRFMEAAAAAADEJJoiAAAAAAAgJtEUAQAAAAAAMYmmCAAAAAAAiEk0RQAAAAAAQEyiKQIAAAAAAGISTREAAAAAAKCzZ88qNTVVbrf7ktfOz8/XgQMHLnldmiIAAAAAAEA1NTUqLy9XdnZ2MGYwGIZcu3btGlXeAwcOyGq1Kjk5WVdddZUWLFigf/mXfwkZs2XLFm3YsEF+vz8SrxK2hEtaDQAAAAAAfOb4fD7V19erubl5yL09e/boC1/4QvDvqVOnjir3Nddco82bN2vu3LmaNGmS/u3f/k1r1qxRamqq7Ha7JKmsrEz33HOPDh8+rOXLl4/vZUaBpggAAAAAADHu0KFDSkhIkM1mG3IvOTlZ6enpY8592223hfy9bt06PfXUU/rNb34TbIrEx8ertLRUTU1Nl7QpwvYZAAAAAACiJBAIyH/+/IRcgUAg7Hm2tbXJarUOe6+yslIpKSnKz8/Xrl27xrXFJRAI6OjRozp58qRuvfXWkHsFBQVyOp1jzj0WrBQBAAAAACBKAj6fTi78uwmpfcN/viZDUlJYY91utzIyMobEt27dquLiYplMJh09elQPPvigzpw5o6qqqlHNpb+/X5mZmRocHFR8fLx27typZcuWhYzJzMxUT0+P/H6/4uIuzRoOmiIAAAAAAMQ4n88no9E4JP7x5seCBQskSdXV1aNuilx99dXq6OjQu+++q6NHj+qBBx7Q5z//+ZCtNSaTSX6/X4ODgzKZTGN7kVGiKQIAAAAAQJQYTCbd8J+vTVjtcKWkpMjr9Y44rqioSOfOndPp06eVlpYWdv64uDjNnj1b0kfNlTfffFM1NTUhTZG+vj4lJSVdsoaIRFMEAAAAAICoMRgMYW9hmUgWi0WNjY0jjjt+/LiMRqOSk5PHVS8QCGhwcDAk5nK5tHDhwnHlHS2aIgAAAAAAxDi73a6NGzfK6/Vq2rRpkqSDBw+qt7dXNptNJpNJra2t2rx5syoqKjR58uSwc9fU1Mhqter666/X+++/r+bmZu3du1dPPPFEyDin06mSkpKIvtdI+PUZAAAAAABiXG5urqxWq/bv3x+MJSYmaufOnbLZbMrLy1NdXZ2qq6tVW1sb8qzBYFBDQ8On5n7vvff0ne98RzfeeKMWLVqk5557To2NjVq7dm1wjMfjUXt7u9asWRPxd7sYQ2A0v9EDAAAAAACGNTAwoO7ubuXk5Ax7aOlnXXNzsxwOh1wuV9i//uJ2u2U2m9XZ2Smz2Tzm2uvXr1d/f79279495hzDGembsH0GAAAAAACotLRUXV1d8ng8ysrKCuuZlpYWVVRUjKshIkmpqalyOBzjyjEWrBQBAAAAACACLveVIleikb4JZ4oAAAAAAICYRFMEAAAAAADEJJoiAAAAAAAgJtEUAQAAAAAAMYmmCAAAAAAAiEk0RQAAAAAAQEyiKQIAAAAAAGISTREAAAAAAKCzZ88qNTVVbrf7ktfOz8/XgQMHLnldmiIAAAAAAEA1NTUqLy9XdnZ2MGYwGIZcu3btGnONZ555RgaDQV/60pdC4lu2bNGGDRvk9/vHnHssaIoAAAAAABDjfD6f6uvrtXbt2iH39uzZo7feeit4rV69ekw1/ud//kcOh0O33HLLkHtlZWXq7+/X4cOHx5R7rBIuaTUAAAAAAGJIIBDQB+9f2tUPf5MwKU4GgyGssYcOHVJCQoJsNtuQe8nJyUpPTx/XXD788EOtWrVK3//+9+V0OvXXv/415H58fLxKS0vV1NSk5cuXj6vWaNAUAQAAAAAgSj5436/d616ekNoVdUuUODk+rLFtbW2yWq3D3qusrNTatWuVk5Oju+++WxUVFYqLG93Gk+rqak2fPl133323nE7nsGMKCgr06KOPjirveNEUAQAAAAAgxrndbmVkZAyJb926VcXFxTKZTDp69KgefPBBnTlzRlVVVWHn/o//+A/V19ero6PjouMyMzPV09Mjv98/6qbLWNEUAQAAAAAgShImxamibsmE1Q6Xz+eT0WgcEv9482PBggWSPlr1EW5T5J133tE3vvENPfnkk0pJSbnoWJPJJL/fr8HBQZlMprDnPh40RQAAAAAAiBKDwRD2FpaJlJKSIq/XO+K4oqIinTt3TqdPn1ZaWtqI4//0pz/J7XarvLw8GPvbL8wkJCTo5MmTuv766yVJfX19SkpKumQNEYmmCAAAAAAAMc9isaixsXHEccePH5fRaFRycnJYeefOnas33ngjJFZVVaV33nlHdXV1ysrKCsZdLpcWLlw4uomPE00RAAAAAABinN1u18aNG+X1ejVt2jRJ0sGDB9Xb2yubzSaTyaTW1lZt3rxZFRUVmjx5clh5jUajbrrpppDY3xoqn4w7nU6VlJRE4G3Cd2lOLgEAAAAAAJ9Zubm5slqt2r9/fzCWmJionTt3ymazKS8vT3V1daqurlZtbW3IswaDQQ0NDeOq7/F41N7erjVr1owrz2gZAoFA4JJWBAAAAADgCjQwMKDu7m7l5OQMe2jpZ11zc7McDodcLlfYv/7idrtlNpvV2dkps9k85trr169Xf3+/du/ePeYcwxnpm7B9BgAAAAAAqLS0VF1dXfJ4PCFnfVxMS0uLKioqxtUQkaTU1FQ5HI5x5RgLVooAAAAAABABl/tKkSvRSN+EM0UAAAAAAEBMoikCAAAAAABiEk0RAAAAAAAQk2iKAAAAAACAmERTBAAAAAAAxCSaIgAAAAAAICbRFAEAAAAAADGJpggAAAAAANDZs2eVmpoqt9t9yWuvXLlS27dvv+R1aYoAAAAAAADV1NSovLxc2dnZwZjBYBhy7dq1a1R5Gxoahs0zMDAQHPPwww/rhz/8oc6dOxep1wlLwiWtBgAAAAAAPnN8Pp/q6+vV3Nw85N6ePXv0hS98Ifj31KlTR53/c5/7nE6ePBkSMxqNwf/Oy8tTdna29u3bp29/+9ujzj9WNEUAAAAAAIiSQCCgDwYHJ6R2wuTJMhgMYY09dOiQEhISZLPZhtxLTk5Wenr6uOZiMBhGzPHFL35RTU1NNEUAAAAAALgSfDA4qB2rV05I7X966jklfmw1xsW0tbXJarUOe6+yslJr165VTk6O7r77blVUVCgubnSncbz77ruaNWuWPvzwQy1YsEBbt26VxWIJGVNQUKCamhoNDg5q8uTJo8o/VjRFAAAAAACIcW63WxkZGUPiW7duVXFxsUwmk44ePaoHH3xQZ86cUVVVVdi5586dq4aGBuXm5urcuXOqq6vT4sWL9Yc//EFmszk4LjMzU4ODg+rt7dWsWbMi8l4joSkCAAAAAECUJEyerH966rkJqx0un88XcsbH33y8+bFgwQJJUnV19aiaIkVFRSoqKgr+vXjxYi1cuFA/+clPtGPHjmDcZDJJks6fPx927vGiKQIAAAAAQJQYDIawt7BMpJSUFHm93hHHFRUV6dy5czp9+rTS0tLGVCsuLk75+fnq6uoKiff19UmSpk+fPqa8Y5rLJasEAAAAAAA+kywWizo7O0ccd/z4cRmNRiUnJ4+5ViAQUEdHh2bMmBESd7lcmjlzplJSUsace7RYKQIAAAAAQIyz2+3auHGjvF6vpk2bJkk6ePCgent7ZbPZZDKZ1Nraqs2bN6uiomJUB6F+//vfV1FRkcxms86dO6cdO3aoo6NDP/vZz0LGOZ1OlZSURPS9RsJKEQAAAAAAYlxubq6sVqv2798fjCUmJmrnzp2y2WzKy8tTXV2dqqurVVtbG/KswWBQQ0PDp+b+61//qoqKCs2bN08lJSXyeDxqa2tTQUFBcMzAwICef/553XPPPRF/t4sxBAKBwCWtCAAAAADAFWhgYEDd3d3KyckZ9tDSz7rm5mY5HA65XK6wf3LX7XbLbDars7Mz5JdkRutnP/uZfvWrX+mFF14Yc47hjPRN2D4DAAAAAABUWlqqrq4ueTweZWVlhfVMS0uLKioqxtUQkT5alfKTn/xkXDnGgpUiAAAAAABEwOW+UuRKNNI34UwRAAAAAAAQk2iKAAAAAACAmERTBAAAAAAAxCSaIgAAAAAAICbRFAEAAAAAADGJpggAAAAAAIhJNEUAAAAAAEBMoikCAAAAAAB09uxZpaamyu12T/RUJEn5+fk6cOBAVGvQFAEAAAAAAKqpqVF5ebmys7ND4g0NDcrLy5PRaFR6eroqKysjUs/j8egb3/iGrr32WiUlJWnBggV67bXXgve3bNmiDRs2yO/3R6TecBKilhkAAAAAAFwWfD6f6uvr1dzcHBLfvn27amtr9dhjj6mwsFADAwM6derUuOt5vV4tXrxYS5cu1aFDh5Samqo//elPSk5ODo4pKyvTPffco8OHD2v58uXjrjkcmiIAAAAAAERJIBBQ4EL0VjpcjCExTgaDIayxhw4dUkJCgmw2WzDm9XpVVVWlgwcPqri4OBi/8cYbxz23Rx55RFlZWdqzZ08w9skVKvHx8SotLVVTUxNNEQAAAAAALjeBC37938PtE1I7o3qRDJPiwxrb1tYmq9UaEjty5Ij8fr88Ho/mzZund955R4sWLVJtba2ysrLGNbdf//rXstvtuuOOO/Tyyy8rMzNT3/nOd3TPPfeEjCsoKNCjjz46rloXw5kiAAAAAADEOLfbrYyMjJDYqVOn5Pf7tW3bNj3++ON67rnn1NfXp2XLlun9998fV71Tp07piSeekNls1uHDh/WP//iP+qd/+ift3bs3ZFxmZqZ6enqidq4IK0UAAAAAAIgSQ2KcMqoXTVjtcPl8PhmNxpCY3+/XhQsXtGPHDpWUlEiSmpqalJ6ertbWVtnt9hHzOp3OkK0vP//5z7Vq1Sr5/X5ZrVZt27ZNkmSxWHTixAk98cQT+uY3vxkcbzKZ5Pf7NTg4KJPJFPb7hIumCAAAAAAAUWIwGMLewjKRUlJS5PV6Q2IzZsyQJM2fPz8Ymz59ulJSUtTT0xNWXqvVqo6OjuDfaWlpwdwfzytJ8+bN0y9+8YuQWF9fn5KSkqLSEJFoigAAAAAAEPMsFosaGxtDYosXL5YknTx5UjNnzpT0UZPizJkzmjVrVlh5TSaTZs+ePSS+ePFinTx5MiT23//930PyulwuLVy4MOz3GC3OFAEAAAAAIMbZ7XadOHEiZLXInDlztGLFCq1bt07t7e1yuVxavXq15s6dq6VLl46r3v33369XXnlF27Zt0x//+Ec9/fTT2r17t+67776QcU6nM7h1JxpoigAAAAAAEONyc3NltVq1f//+kPjevXtVWFiosrIyLVmyRImJiWppaVFiYmJwjMFgUENDw6jq5efn6/nnn1dTU5Nuuukmbd26VY8//rhWrVoVHOPxeNTe3q41a9aM690uxhAIBAJRyw4AAAAAQIwYGBhQd3e3cnJyhhxaejlobm6Ww+GQy+VSXFx4ayjcbrfMZrM6OztlNpsjOp/169erv79fu3fvHnOOkb4JZ4oAAAAAAACVlpaqq6tLHo9HWVlZYT3T0tKiioqKiDdEJCk1NVUOhyPieT+OlSIAAAAAAETA5b5S5Eo00jfhTBEAAAAAABCTaIoAAAAAAICYRFMEAAAAAADEJJoiAAAAAAAgJtEUAQAAAAAAMYmmCAAAAAAAiEk0RQAAAAAAgM6ePavU1FS53e6JnookKT8/XwcOHIhqDZoiAAAAAABANTU1Ki8vV3Z2dki8oaFBeXl5MhqNSk9PV2Vl5bhr/fM//7MMBkPIlZ6eHjJmy5Yt2rBhg/x+/7jrfZqEqGUGAAAAAACXBZ/Pp/r6ejU3N4fEt2/frtraWj322GMqLCzUwMCATp06FZGaN954o1588cXg3/Hx8SH3y8rKdM899+jw4cNavnx5RGp+Ek0RAAAAAABi3KFDh5SQkCCbzRaMeb1eVVVV6eDBgyouLg7Gb7zxxojUTEhIGLI65OPi4+NVWlqqpqamqDVF2D4DAAAAAECUBAIBvf/++xNyBQKBsOfZ1tYmq9UaEjty5Ij8fr88Ho/mzZunmTNn6s4779Sf//zniPzbdHV1KSMjQzk5OfrqV7867AqUgoICOZ3OiNQbDitFAAAAAACIkgsXLmjbtm0TUnvTpk2aNGlSWGPdbrcyMjJCYqdOnZLf79e2bdtUV1enqVOnqqqqSsuWLdPrr78edu7hFBYWau/evZozZ45Onz6tH/zgB1q0aJFOnDiha6+9NjguMzNTPT098vv9iouL/LoOVooAAAAAABDjfD6fjEZjSMzv9+vChQvasWOH7Ha7ioqK1NTUpK6uLrW2toaV1+l0asqUKcFr3759kqTly5fry1/+snJzc3X77bfr3//93yVJTz31VMjzJpNJfr9fg4ODEXjLoVgpAgAAAABAlCQmJmrTpk0TVjtcKSkp8nq9IbEZM2ZIkubPnx+MTZ8+XSkpKerp6Qkrr9VqVUdHR/DvtLS0YcddddVVys3NVVdXV0i8r69PSUlJMplMYdUbLZoiAAAAAABEicFgGNc2k0vFYrGosbExJLZ48WJJ0smTJzVz5kxJHzUpzpw5o1mzZoWV12Qyafbs2SOOGxwc1JtvvqlbbrklJO5yubRw4cKwao0F22cAAAAAAIhxdrtdJ06cCFktMmfOHK1YsULr1q1Te3u7XC6XVq9erblz52rp0qXjqudwOPTyyy+ru7tbr776qlauXKlz585p9erVIeOcTqdKSkrGVetiaIoAAAAAABDjcnNzZbVatX///pD43r17VVhYqLKyMi1ZskSJiYlqaWkJ2ZpjMBjU0NAwqnr/+7//q6997Wu64YYb9A//8A+aNGmSXnnllZAVKB6PR+3t7VqzZs243u1iDIHR/EYPAAAAAAAY1sDAgLq7u5WTkzPk0NLLQXNzsxwOh1wuV9i/9OJ2u2U2m9XZ2Smz2RzR+axfv179/f3avXv3mHOM9E04UwQAAAAAAKi0tFRdXV3yeDzKysoK65mWlhZVVFREvCEiSampqXI4HBHP+3GsFAEAAAAAIAIu95UiV6KRvglnigAAAAAAgJhEUwQAAAAAAMQkmiIAAAAAACAm0RQBAAAAAAAxiaYIAAAAAACISTRFAAAAAABATKIpAgAAAAAAYhJNEQAAAAAAoLNnzyo1NVVut3uip6LBwUFdd911eu2116Jah6YIAAAAAABQTU2NysvLlZ2dHRJvaGhQXl6ejEaj0tPTVVlZGfG6BoNB3/ve94KxyZMny+Fw6KGHHoporU9KiGp2AAAAAADwmefz+VRfX6/m5uaQ+Pbt21VbW6vHHntMhYWFGhgY0KlTpyJW93e/+512796tvLy8IfdWrVql9evX680339S8efMiVvPjWCkCAAAAAECMO3TokBISEmSz2YIxr9erqqoq7d27V1//+td1/fXX68Ybb1R5eXlEar777rtatWqVnnzySU2bNm3I/WuvvVaLFi1SU1NTROoNh6YIAAAAAABREggE9OGH5yfkCgQCYc+zra1NVqs1JHbkyBH5/X55PB7NmzdPM2fO1J133qk///nPEfm3ue+++1RWVqbbb7/9U8cUFBTI6XRGpN5w2D4DAAAAAECU+P0+vfRy7oTUvm3JG4qPTwprrNvtVkZGRkjs1KlT8vv92rZtm+rq6jR16lRVVVVp2bJlev311zVp0qQxz+2ZZ57Rf/7nf+p3v/vdRcdlZmZG9eBXVooAAAAAABDjfD6fjEZjSMzv9+vChQvasWOH7Ha7ioqK1NTUpK6uLrW2toaV1+l0asqUKcFr3759+vOf/6x169apsbFxSM1PMplMOn/+/JjfaySsFAEAAAAAIEri4ky6bckbE1Y7XCkpKfJ6vSGxGTNmSJLmz58fjE2fPl0pKSnq6ekJK6/ValVHR0fw77S0NB09elR/+ctf9Hd/93fB+Icffqi2tjb99Kc/1eDgoOLj4yVJfX19mj59etjvMVo0RQAAAAAAiBKDwRD2FpaJZLFY1NjYGBJbvHixJOnkyZOaOXOmpI+aFGfOnNGsWbPCymsymTR79uyQWHFxsd54I7RRtGbNGs2dO1cPPfRQsCEiSS6XSxaLZdTvEy62zwAAAAAAEOPsdrtOnDgRslpkzpw5WrFihdatW6f29na5XC6tXr1ac+fO1dKlS8dc6+qrr9ZNN90Ucl111VW69tprddNNN4WMdTqdKikpGXOtkdAUAQAAAAAgxuXm5spqtWr//v0h8b1796qwsFBlZWVasmSJEhMT1dLSosTExOAYg8GghoaGiM/p2LFj6u/v18qVKyOe+28MgdH8Rg8AAAAAABjWwMCAuru7lZOTM+IBop9Fzc3NcjgccrlciosLbw2F2+2W2WxWZ2enzGZzROdzxx13yGKxaNOmTWPOMdI34UwRAAAAAACg0tJSdXV1yePxKCsrK6xnWlpaVFFREfGGyODgoG6++Wbdf//9Ec37SawUAQAAAAAgAi73lSJXopG+CWeKAAAAAACAmERTBAAAAAAAxCSaIgAAAAAAICbRFAEAAAAAADGJpggAAAAAAIhJNEUAAAAAAEBMoikCAAAAAABiEk0RAAAAAACgs2fPKjU1VW63e6KnosHBQV133XV67bXXolqHpggAAAAAAFBNTY3Ky8uVnZ0dEm9oaFBeXp6MRqPS09NVWVk57lpPPPGE8vLy9LnPfU6f+9znZLPZdOjQoeD9yZMny+Fw6KGHHhp3rYtJiGp2AAAAAADwmefz+VRfX6/m5uaQ+Pbt21VbW6vHHntMhYWFGhgY0KlTp8Zdb+bMmfrRj36k2bNnS5KeeuoprVixQsePH9eNN94oSVq1apXWr1+vN998U/PmzRt3zeEYAoFAICqZAQAAAACIIQMDA+ru7lZOTo6MRuNET2dUDhw4oHvvvVdvv/12MOb1epWZmamDBw+quLg46nO45ppr9Nhjj+nuu+8OxpYuXapbbrlF1dXVY8o50jdhpQgAAAAAAFESCAR03u+fkNpJcXEyGAxhjW1ra5PVag2JHTlyRH6/Xx6PR/PmzdM777yjRYsWqba2VllZWRGb54cffqh//dd/1XvvvSebzRZyr6CgQE6nM2K1PommCAAAAAAAUXLe79f1bW9MSO0/3Zqrq+LjwxrrdruVkZEREjt16pT8fr+2bdumuro6TZ06VVVVVVq2bJlef/11TZo0aVzze+ONN2Sz2TQwMKApU6bo+eef1/z580PGZGZmRvXgVw5aBQAAAAAgxvl8viHbS/x+vy5cuKAdO3bIbrerqKhITU1N6urqUmtra1h5nU6npkyZErz27dsXvHfDDTeoo6NDr7zydnDuCgAAIABJREFUir797W9r9erV6uzsDHneZDLp/Pnz43/BT8FKEQAAAAAAoiQpLk5/ujV3wmqHKyUlRV6vNyQ2Y8YMSQpZvTF9+nSlpKSop6cnrLxWq1UdHR3Bv9PS0oL/PWnSpOBBq1arVb/73e9UV1enn//858ExfX19mj59etjvMVo0RQAAAAAAiBKDwRD2FpaJZLFY1NjYGBJbvHixJOnkyZOaOXOmpI+aFGfOnNGsWbPCymsymYKNj5EEAgENDg6GxFwulywWS1jPjwXbZwAAAAAAiHF2u10nTpwIWS0yZ84crVixQuvWrVN7e7tcLpdWr16tuXPnaunSpeOqt2nTJjmdTrndbr3xxhvavHmzXnrpJa1atSpknNPpVElJybhqXQxNEQAAAAAAYlxubq6sVqv2798fEt+7d68KCwtVVlamJUuWKDExUS0tLUpMTAyOMRgMamhoGFW906dP66677tINN9yg4uJivfrqq2ppadGyZcuCY44dO6b+/n6tXLlyXO92MYZAIBCIWnYAAAAAAGLEwMCAuru7lZOTM+TQ0stBc3OzHA6HXC6X4sI8j8TtdstsNquzs1Nmszmi87njjjtksVi0adOmMecY6ZtwpggAAAAAAFBpaam6urrk8XiUlZUV1jMtLS2qqKiIeENkcHBQN998s+6///6I5v0kVooAAAAAABABl/tKkSvRSN+EM0UAAAAAAEBMoikCAAAAAABiEk0RAAAAAAAQk2iKAAAAAACAmERTBAAAAAAAxCSaIgAAAAAAICbRFAEAAAAAADGJpggAAAAAANDZs2eVmpoqt9s90VPR4OCgrrvuOr322mtRrUNTBAAAAAAAqKamRuXl5crOzg6JNzQ0KC8vT0ajUenp6aqsrIxIrfz8fF199dVKTU3Vl770JZ08eTJ4f/LkyXI4HHrooYfGXetiaIoAAAAAABDjfD6f6uvrtXbt2pD49u3btXnzZm3YsEEnTpzQ0aNHZbfbx13v5Zdf1n333adXXnlFR44c0QcffKCSkhK99957wTGrVq2S0+nUm2++Oe56n8YQCAQCUcsOAAAAAECMGBgYUHd3t3JycmQ0Gid6OqNy4MAB3XvvvXr77beDMa/Xq8zMTB08eFDFxcVRrf/2228rNTVVL7/8sm699dZgfOnSpbrllltUXV09prwjfZOEMc8YAAAAAABcVCAQkO/ChxNS25QYL4PBENbYtrY2Wa3WkNiRI0fk9/vl8Xg0b948vfPOO1q0aJFqa2uVlZUV0bn29/dLkq655pqQeEFBgZxOZ0RrfRxNEQAAAAAAosR34UPNf/jwhNTurLYraVJ4/9vvdruVkZEREjt16pT8fr+2bdumuro6TZ06VVVVVVq2bJlef/11TZo0KSLzDAQCeuCBB/T3f//3uummm0LuZWZmRvXgV84UAQAAAAAgxvl8viHbS/x+vy5cuKAdO3bIbrerqKhITU1N6urqUmtra1h5nU6npkyZErz27ds3ZExlZaVef/11NTU1DblnMpl0/vz5sb1UGFgpAgAAAABAlJgS49VZPf6DScdaO1wpKSnyer0hsRkzZkiS5s+fH4xNnz5dKSkp6unpCSuv1WpVR0dH8O+0tLSQ+9/97nf161//Wm1tbZo5c+aQ5/v6+jR9+vSw32O0aIoAAAAAABAlBoMh7C0sE8lisaixsTEktnjxYknSyZMngw2Lvr4+nTlzRrNmzQorr8lk0uzZs4fEA4GAvvvd7+r555/XSy+9pJycnGGfd7lcslgso3mVUWH7DAAAAAAAMc5ut+vEiRMhq0XmzJmjFStWaN26dWpvb5fL5dLq1as1d+5cLV26dFz17rvvPjU2Nurpp5/W1Vdfrd7eXvX29srn84WMczqdKikpGVeti6EpAgAAAABAjMvNzZXVatX+/ftD4nv37lVhYaHKysq0ZMkSJSYmqqWlRYmJicExBoNBDQ0No6r3xBNPqL+/X7fddptmzJgRvJ599tngmGPHjqm/v18rV64c17tdjCEQCASilh0AAAAAgBgxMDCg7u5u5eTkDDm09HLQ3Nwsh8Mhl8uluLjw1lC43W6ZzWZ1dnbKbDZHdD533HGHLBaLNm3aNOYcI32Tz/7GJgAAAAAAEHWlpaXq6uqSx+NRVlZWWM+0tLSooqIi4g2RwcFB3Xzzzbr//vsjmveTWCkCAAAAAEAEXO4rRa5EI30TzhQBAAAAAAAxiaYIAAAAAACISTRFAAAAAABATKIpAgAAAAAAYhJNEQAAAAAAEJNoigAAAAAAgJhEUwQAAAAAAMQkmiIAAAAAAEBnz55Vamqq3G73RE9FkpSfn68DBw5EtQZNEQAAAAAAoJqaGpWXlys7Ozsk3tDQoLy8PBmNRqWnp6uysnLctdra2lReXq6MjAwZDAb98pe/HDJmy5Yt2rBhg/x+/7jrfRqaIgAAAAAAxDifz6f6+nqtXbs2JL59+3Zt3rxZGzZs0IkTJ3T06FHZ7fZx13vvvfd0880366c//emnjikrK1N/f78OHz487nqfJiFqmQEAAAAAwGXh0KFDSkhIkM1mC8a8Xq+qqqp08OBBFRcXB+M33njjuOstX75cy5cvv+iY+Ph4lZaWqqmpacSxY0VTBAAAAACAaAkEpAvnJ6Z2YpJkMIQ1tK2tTVarNSR25MgR+f1+eTwezZs3T++8844WLVqk2tpaZWVlRWPGQxQUFOjRRx+NWn6aIgAAAAAARMuF89K2jImpven/pElXhTXU7XYrIyN0nqdOnZLf79e2bdtUV1enqVOnqqqqSsuWLdPrr7+uSZMmRWPWITIzM9XT0yO/36+4uMifAMKZIgAAAAAAxDifzyej0RgS8/v9unDhgnbs2CG73a6ioiI1NTWpq6tLra2tYeV1Op2aMmVK8Nq3b9+o5mUymeT3+zU4ODiq58LFShEAAAAAAKIlMemjFRsTVTtMKSkp8nq9IbEZM2ZIkubPnx+MTZ8+XSkpKerp6Qkrr9VqVUdHR/DvtLS0sOckSX19fUpKSpLJZBrVc+GiKQIAAAAAQLQYDGFvYZlIFotFjY2NIbHFixdLkk6ePKmZM2dK+qhJcebMGc2aNSusvCaTSbNnzx7zvFwulxYuXDjm50fC9hkAAAAAAGKc3W7XiRMnQlaLzJkzRytWrNC6devU3t4ul8ul1atXa+7cuVq6dOm46r377rvq6OgIriLp7u5WR0fHkBUoTqdTJSUl46p1MTRFAAAAAACIcbm5ubJardq/f39IfO/evSosLFRZWZmWLFmixMREtbS0KDExMTjGYDCooaFhVPV+//vfy2KxyGKxSJIeeOABWSwWPfzww8ExHo9H7e3tWrNmzdhfbASGQCAQiFp2AAAAAABixMDAgLq7u5WTkzPk0NLLQXNzsxwOh1wuV9i/9OJ2u2U2m9XZ2Smz2RzR+axfv179/f3avXv3mHOM9E04UwQAAAAAAKi0tFRdXV3yeDzKysoK65mWlhZVVFREvCEiSampqXI4HBHP+3GsFAEAAAAAIAIu95UiV6KRvglnigAAAAAAgJhEUwQAAAAAAMQkmiIAAAAAACAm0RQBAAAAAAAxiaYIAAAAAACISTRFAAAAAABATKIpAgAAAAAAYhJNEQAAAAAAoLNnzyo1NVVut/uS187Pz9eBAwcueV2aIgAAAAAAQDU1NSovL1d2dnZIvKGhQXl5eTIajUpPT1dlZeWoc//iF7/Q/PnzNXnyZM2fP1/PP/98yP0tW7Zow4YN8vv943mFUaMpAgAAAABAjPP5fKqvr9fatWtD4tu3b9fmzZu1YcMGnThxQkePHpXdbh9V7mPHjukrX/mK7rrrLv3hD3/QXXfdpTvvvFOvvvpqcExZWZn6+/t1+PDhiLxPuAyBQCBwSSsCAAAAAHAFGhgYUHd3t3JycmQ0Gid6OqNy4MAB3XvvvXr77beDMa/Xq8zMTB08eFDFxcVjzv2Vr3xF586d06FDh4KxL3zhC5o2bZqampqCsTVr1ujDDz/U3r17x1zrk0b6JgkRqwQAAAAAAEIEAgH5PvBNSG1TgkkGgyGssW1tbbJarSGxI0eOyO/3y+PxaN68eXrnnXe0aNEi1dbWKisrK+x5HDt2TPfff39IzG636/HHHw+JFRQU6NFHHw07byTQFAEAAAAAIEp8H/hU+HThhNR+9euvKikxKayxbrdbGRkZIbFTp07J7/dr27Ztqqur09SpU1VVVaVly5bp9ddf16RJk8LK3dvbq7S0tJBYWlqaent7Q2KZmZnq6emR3+9XXNylOe2DM0UAAAAAAIhxPp9vyPYSv9+vCxcuaMeOHbLb7SoqKlJTU5O6urrU2to6qvyfXLESCASGxEwmk/x+vwYHB8f2EmPAShEAAAAAAKLElGDSq19/deSBUaodrpSUFHm93pDYjBkzJEnz588PxqZPn66UlBT19PSEnTs9PX3IqpC//OUvQ1aP9PX1KSkpSSZT+PMeL5oiAAAAAABEicFgCHsLy0SyWCxqbGwMiS1evFiSdPLkSc2cOVPSR42LM2fOaNasWWHnttlsOnLkSMi5Ii+88IIWLVoUMs7lcmnhwoVjfYUxYfsMAAAAAAAxzm6368SJEyGrRebMmaMVK1Zo3bp1am9vl8vl0urVqzV37lwtXbo07Nzr1q3TCy+8oEceeUT/9V//pUceeUQvvviivve974WMczqdKikpidg7hYOmCAAAAAAAMS43N1dWq1X79+8Pie/du1eFhYUqKyvTkiVLlJiYqJaWFiUmJgbHGAwGNTQ0fGruRYsW6ZlnntGePXuUl5enhoYGPfvssyos/P8H0Ho8HrW3t2vNmjURf7eLMQQCgcAlrQgAAAAAwBVoYGBA3d3dysnJGXJo6eWgublZDodDLpcr7F9/cbvdMpvN6uzslNlsHnPt9evXq7+/X7t37x5zjuGM9E04UwQAAAAAAKi0tFRdXV3yeDzKysoK65mWlhZVVFSMqyEiSampqXI4HOPKMRasFAEAAAAAIAIu95UiV6KRvglnigAAAAD4f+zdf1RU953/8dflhzIkVKkwRX4oZKsVLSpxhKCbr3GNsMGiG0uSRmuj8UeaxlM3XXJiiJpttpE2NiaaNtsm4lJWS6VdrbUBjBtlYRc23dqyBkgNKUxNx7ooUBLDDIoz3z9yOu0EhBmYgSTzfJwz5zif+76f973cv3ydz/0MAAQlQhEAAAAAABCUCEUAAAAAAEBQIhQBAAAAAABBiVAEAAAAAAAEJUIRAAAAAAAQlAhFAAAAAABAUCIUAQAAAAAA6ujokNlsltVqHfXe+fn52r1796j3JRQBAAAAAAAqKipSXl6ekpOTPcZLSko0e/ZsRUREKC4uTps3b/Zp3qamJn3+859XcnKyDMPQc889169mx44deuqpp/TOO++M5BZ8RigCAAAAAECQs9vtKi4u1oYNGzzGd+/erccff1xbt25VU1OTXn31VeXk5Pg0d09Pj2666SZ985vfVFxc3IA1s2fPVnJysg4ePDjsexiOsFHtBgAAAAAAPnQqKysVFhamrKws91hXV5e2bdumY8eOacmSJe7xWbNm+TT3/PnzNX/+fEnS1q1br1u3fPlylZWV6cEHH/Tx6oePUAQAAAAAgABxuVxy2e1j0tswmWQYhle1NTU1slgsHmMnTpyQ0+mUzWZTamqq3n33XS1YsEDPPPOMkpKS/H69GRkZKioqUm9vr8aPH+/3+QdCKAIAAAAAQIC47HadvXnemPT+zK9Oy4iM9KrWarUqPj7eY6y1tVVOp1M7d+7Unj17NGHCBG3btk1Lly7VmTNnNG7cOL9eb0JCgnp7e3XhwgVNnTrVr3NfD3uKAAAAAAAQ5Ox2uyIiIjzGnE6nrl69qr179yonJ0e33HKLysrK1NLSolOnTvn9Gkwmk6T39yAZLawUAQAAAAAgQAyTSZ/51ekx6+2tmJgYdXV1eYxNnjxZkjRz5kz3WGxsrGJiYnTu3Dn/XORf6OzsdPcYLYQiAAAAAAAEiGEYXr/CMpbS09N14MABj7GFCxdKks6ePavExERJ7wcXly5dCsjrLY2NjUpMTFRMTIzf574eXp8BAAAAACDI5eTkqKmpyWO1yPTp07VixQpt2bJFdXV1amxs1H333acZM2Zo8eLFXs995coVNTQ0qKGhQVeuXJHNZlNDQ4Peeustj7ra2lplZ2f77Z68QSgCAAAAAECQS0tLk8ViUXl5ucd4aWmpMjMztWzZMi1atEjh4eGqqqpSeHi4u8YwDJWUlFx37vPnzys9PV3p6en6wx/+oG9/+9tKT0/Xhg0b3DUOh0NHjhzRxo0b/X5vgzFcLpdrVDsCAAAAAPAx5HA41NbWppSUlH6bln4UVFRUqKCgQI2NjQoJ8W4NhdVq1bRp09Tc3Kxp06YNu/d3v/tdHT16VK+88sqw5xjIUM+EPUUAAAAAAIByc3PV0tIim82mpKQkr86pqqrSpk2bRhSISFJ4eLief/75Ec0xHKwUAQAAAADADz7qK0U+joZ6JuwpAgAAAAAAghKhCAAAAAAACEqEIgAAAAAAICgRigAAAAAAgKBEKAIAAAAAAIISoQgAAAAAAAhKhCIAAAAAACAoEYoAAAAAAAB1dHTIbDbLarWOeu/58+fr8OHDo96XUAQAAAAAAKioqEh5eXlKTk72GC8pKdHs2bMVERGhuLg4bd682ad5X3rpJd16662Kjo5WdHS0br/9dv3iF7/wqNm+fbu2bt0qp9M50tvwCaEIAAAAAABBzm63q7i4WBs2bPAY3717tx5//HFt3bpVTU1NevXVV5WTk+PT3NXV1br33nt16tQp1dfXa8qUKcrOzpbNZnPXLFu2TN3d3Tp+/Lhf7sdbhsvlco1qRwAAAAAAPoYcDofa2tqUkpKiiIiIsb4cnxw+fFgPPPCALl686B7r6upSQkKCjh07piVLlvit17Vr1xQdHa3vfOc7+tKXvuQeX7duna5du6bS0lK/9RrqmYT5rRMAAAAAAPDgcrnUd2V0Xwn5k7BxITIMw6vampoaWSwWj7ETJ07I6XTKZrMpNTVV7777rhYsWKBnnnlGSUlJw76unp4eXb16VZ/85Cc9xjMyMvT0008Pe97hIBQBAAAAACBA+q449eKW/xiT3pv2LFL4+FCvaq1Wq+Lj4z3GWltb5XQ6tXPnTu3Zs0cTJkzQtm3btHTpUp05c0bjxo0b1nVt3bpVCQkJuv322z3GExISdO7cOTmdToWEjM5uH4QiAAAAAAAEObvd3u/1EqfTqatXr2rv3r3Kzs6WJJWVlSkuLk6nTp3yeW8RSXr66adVVlam6urqfv1MJpOcTqd6e3tlMpmGfzM+IBQBAAAAACBAwsaFaNOeRWPW21sxMTHq6uryGJs8ebIkaebMme6x2NhYxcTE6Ny5cz5fz7e//W3t3LlT//7v/67Zs2f3O97Z2anIyMhRC0QkQhEAAAAAAALGMAyvX2EZS+np6Tpw4IDH2MKFCyVJZ8+eVWJioqT3g4tLly5p6tSpPs2/a9cufeMb39Dx48f77V3yJ42Njbr55puHcfXDx0/yAgAAAAAQ5HJyctTU1OSxWmT69OlasWKFtmzZorq6OjU2Nuq+++7TjBkztHjxYq/nfvrpp7Vt2zbt379fycnJunDhgi5cuKDLly971NXW1rpf0xkthCIAAAAAAAS5tLQ0WSwWlZeXe4yXlpYqMzNTy5Yt06JFixQeHq6qqiqFh4e7awzDUElJyXXnfuGFF3TlyhXl5+dr8uTJ7s+3v/1td43NZlNdXZ3WrVvn93sbjOFyuVyj2hEAAAAAgI8hh8OhtrY2paSk9NtE9KOgoqJCBQUFamxs9PrXX6xWq6ZNm6bm5mZNmzZt2L0feeQRdXd368UXXxz2HAMZ6pmwpwgAAAAAAFBubq5aWlpks9mUlJTk1TlVVVXatGnTiAIRSTKbzSooKBjRHMPBShEAAAAAAPzgo75S5ONoqGfCniIAAAAAACAoEYoAAAAAAICgRCgCAAAAAACCEqEIAAAAAAAISoQiAAAAAAAgKBGKAAAAAACAoEQoAgAAAAAAghKhCAAAAAAAUEdHh8xms6xW66j3nj9/vg4fPjzqfQlFAAAAAACAioqKlJeXp+TkZI/xkpISzZ49WxEREYqLi9PmzZt9mvfw4cOyWCyaOHGibrjhBs2dO1f/+q//6lGzfft2bd26VU6nc6S34ZOwUe0GAAAAAAA+dOx2u4qLi1VRUeExvnv3bj3zzDPatWuXMjMz5XA41Nra6tPcn/zkJ/X4449rxowZGjdunH7+859r3bp1MpvNysnJkSQtW7ZMGzdu1PHjx3XHHXf47b6GYrhcLteodQMAAAAA4GPK4XCora1NKSkpioiIGOvL8cnhw4f1wAMP6OLFi+6xrq4uJSQk6NixY1qyZIlf+918881atmyZ/umf/sk9tm7dOl27dk2lpaV+6zPUM2GlCAAAAAAAAeJyudTX2zsmvcPGj5dhGF7V1tTUyGKxeIydOHFCTqdTNptNqampevfdd7VgwQI988wzSkpKGtY1uVwunTx5UmfPntW3vvUtj2MZGRl6+umnhzXvcBGKAAAAAAAQIH29vdp7X/6Y9P7qD36icC9XrFitVsXHx3uMtba2yul0aufOndqzZ48mTJigbdu2aenSpTpz5ozGjRvn9bV0d3crISFBvb29Cg0N1QsvvKClS5d61CQkJOjcuXNyOp0KCRmdLVAJRQAAAAAACHJ2u73f6yVOp1NXr17V3r17lZ2dLUkqKytTXFycTp065d4PxBtRUVFqaGjQ5cuX9eqrr+prX/uabrrpJt12223uGpPJJKfTqd7eXplMJr/c11AIRQAAAAAACJCw8eP11R/8ZMx6eysmJkZdXV0eY5MnT5YkzZw50z0WGxurmJgYnTt3zqdrCQkJ0ac//WlJ0ty5c/XGG2+oqKjIIxTp7OxUZGTkqAUiEqEIAAAAAAABYxiG16+wjKX09HQdOHDAY2zhwoWSpLNnzyoxMVHS+8HFpUuXNHXq1BH1c7lc6v3AXiuNjY26+eabRzSvr0bnJR0AAAAAAPChlZOTo6amJo/VItOnT9eKFSu0ZcsW1dXVqbGxUffdd59mzJihxYsXez13UVGRTpw4odbWVv3mN7/R7t27VVpaqi9+8YsedbW1te7XdEYLoQgAAAAAAEEuLS1NFotF5eXlHuOlpaXKzMzUsmXLtGjRIoWHh6uqqkrh4eHuGsMwVFJSct2533vvPX3lK1/RrFmztGDBAv3kJz/RgQMHtGHDBneNzWZTXV2d1q1b5/d7G4zhcrlco9oRAAAAAICPIYfDoba2NqWkpPTbtPSjoKKiQgUFBWpsbPT611+sVqumTZum5uZmTZs2bdi9H3nkEXV3d+vFF18c9hwDGeqZsKcIAAAAAABQbm6uWlpaZLPZlJSU5NU5VVVV2rRp04gCEUkym80qKCgY0RzDwUoRAAAAAAD84KO+UuTjaKhnwp4iAAAAAAAgKBGKAAAAAACAoEQoAgAAAAAAghKhCAAAAAAACEqEIgAAAAAAICgRigAAAAAAgKBEKAIAAAAAAIISoQgAAAAAAFBHR4fMZrOsVuuo954/f74OHz486n0JRQAAAAAAgIqKipSXl6fk5GSP8ZKSEs2ePVsRERGKi4vT5s2bh93jRz/6kQzD0N/93d95jG/fvl1bt26V0+kc9tzDQSgCAAAAAECQs9vtKi4u1oYNGzzGd+/erccff1xbt25VU1OTXn31VeXk5Ayrx+9+9zsVFBTo1ltv7Xds2bJl6u7u1vHjx4c193CFjWo3AAAAAADwoVNZWamwsDBlZWW5x7q6urRt2zYdO3ZMS5YscY/PmjXL5/mvXbum1atX6+tf/7pqa2v1xz/+0eN4aGiocnNzVVZWpjvuuGP4N+IjVooAAAAAABAgLpdLzivXxuTjcrm8vs6amhpZLBaPsRMnTsjpdMpmsyk1NVWJiYm6++679fbbb/v8d3jyyScVGxur9evXX7cmIyNDtbW1Ps89EqwUAQAAAAAgQFxXnTq/o25Mesc/uUDGuFCvaq1Wq+Lj4z3GWltb5XQ6tXPnTu3Zs0cTJkzQtm3btHTpUp05c0bjxo3zau7/+q//UnFxsRoaGgatS0hI0Llz5+R0OhUSMjprOFgpAgAAAABAkLPb7YqIiPAYczqdunr1qvbu3aucnBzdcsstKisrU0tLi06dOuXVvO+++66++MUv6qWXXlJMTMygtSaTSU6nU729vcO+D1+xUgQAAAAAgAAxwkMU/+SCMevtrZiYGHV1dXmMTZ48WZI0c+ZM91hsbKxiYmJ07tw5r+b97W9/K6vVqry8PPfYn35hJiwsTGfPntVf/dVfSZI6OzsVGRkpk8nk9XWPFKEIAAAAAAABYhiG16+wjKX09HQdOHDAY2zhwoWSpLNnzyoxMVHS+8HFpUuXNHXqVK/mnTFjhl5//XWPsW3btundd9/Vnj17lJSU5B5vbGzUzTffPJLb8BmhCAAAAAAAQS4nJ0ePPfaYurq6FB0dLUmaPn26VqxYoS1btujFF1/UJz7xCT322GOaMWOGFi9e7NW8ERER+uxnP+sxNnHiREnqN15bW6vs7Gw/3I332FMEAAAAAIAgl5aWJovFovLyco/x0tJSZWZmatmyZVq0aJHCw8NVVVWl8PBwd41hGCopKRlRf5vNprq6Oq1bt25E8/jKcPnyGz0AAAAAAGBADodDbW1tSklJ6bdp6UdBRUWFCgoK1NjY6PWvv1itVk2bNk3Nzc2aNm3asHs/8sgj6u7u1osvvjjsOQYy1DPh9RkAAAAAAKDc3Fy1tLTIZrN57PUxmKqqKm3atGlEgYgkmc1mFRQUjGiO4WClCAAAAAAAfvBRXynycTTUM2FPEQAAAAAAEJQIRQAAAAAAQFAiFAEAAAAAAEGW4VQJAAAgAElEQVSJUAQAAAAAAAQlQhEAAAAAABCUCEUAAAAAAEBQIhQBAAAAAABBiVAEAAAAAACoo6NDZrNZVqt11Hvn5+dr9+7do96XUAQAAAAAAKioqEh5eXlKTk72GC8pKdHs2bMVERGhuLg4bd682ad5S0pKZBhGv4/D4XDX7NixQ0899ZTeeecdf9yK18JGtRsAAAAAAPjQsdvtKi4uVkVFhcf47t279cwzz2jXrl3KzMyUw+FQa2urz/N/4hOf0NmzZz3GIiIi3P+ePXu2kpOTdfDgQT344IPDu4lhIBQBAAAAACDIVVZWKiwsTFlZWe6xrq4ubdu2TceOHdOSJUvc47NmzfJ5fsMwFBcXN2jN8uXLVVZWNqqhCK/PAAAAAAAQIC6XS1euXBmTj8vl8vo6a2pqZLFYPMZOnDghp9Mpm82m1NRUJSYm6u6779bbb7/t89/h8uXLmjp1qhITE/W5z31Ov/71r/vVZGRk6Be/+IV6e3t9nn+4WCkCAAAAAECAXL16VTt37hyT3oWFhRo3bpxXtVarVfHx8R5jra2tcjqd2rlzp/bs2aMJEyZo27ZtWrp0qc6cOeP13DNmzFBJSYnS0tL0zjvvaM+ePVq4cKH+93//V9OmTXPXJSQkqLe3VxcuXNDUqVO9v9ERIBQBAAAAACDI2e12jz0+JMnpdOrq1avau3evsrOzJUllZWWKi4vTqVOnlJOT49Xct9xyi2655Rb394ULF+rmm2/W888/r71797rHTSaTJKmnp2ekt+M1QhEAAAAAAAIkPDxchYWFY9bbWzExMerq6vIYmzx5siRp5syZ7rHY2FjFxMTo3Llzw76ukJAQzZ8/Xy0tLR7jnZ2d7h6jhVAEAAAAAIAAMQzD69dMxlJ6eroOHDjgMbZw4UJJ0tmzZ5WYmCjp/eDi0qVLI3q9xeVyqaGhQWlpaR7jjY2NSkxMVExMzLDn9hUbrQIAAAAAEORycnLU1NTksVpk+vTpWrFihbZs2aK6ujo1Njbqvvvu04wZM7R48WKv5/7617+u48ePq7W1VQ0NDVq/fr0aGhr05S9/2aOutrbW/ZrOaCEUAQAAAAAgyKWlpclisai8vNxjvLS0VJmZmVq2bJkWLVqk8PBwVVVVebyaYxiGSkpKrjv3H//4R23atEmpqanKzs6WzWZTTU2NMjIy3DUOh0NHjhzRxo0b/X5vgzFcvvxGDwAAAAAAGJDD4VBbW5tSUlL6bVr6UVBRUaGCggI1NjYqJMS7NRRWq1XTpk1Tc3Ozxy/J+Oq73/2ujh49qldeeWXYcwxkqGfCniIAAAAAAEC5ublqaWmRzWZTUlKSV+dUVVVp06ZNIwpEpPc3hX3++edHNMdwsFIEAAAAAAA/+KivFPk4GuqZsKcIAAAAAAAISoQiAAAAAAAgKBGKAAAAAACAoEQoAgAAAAAAghKhCAAAAAAACEqEIgAAAAAAICgRigAAAAAAgKBEKAIAAAAAANTR0SGz2Syr1TrqvfPz87V79+5R70soAgAAAAAAVFRUpLy8PCUnJ3uMl5SUaPbs2YqIiFBcXJw2b97s89x//OMf9dBDD2ny5MmKiIhQamqqKioq3Md37Nihp556Su+8885Ib8MnYaPaDQAAAAAAfOjY7XYVFxd7BBWStHv3bj3zzDPatWuXMjMz5XA41Nra6tPcV65c0dKlS2U2m/WTn/xEiYmJevvttxUVFeWumT17tpKTk3Xw4EE9+OCDfrknbxCKAAAAAAAQ5CorKxUWFqasrCz3WFdXl7Zt26Zjx45pyZIl7vFZs2b5NPf+/fvV2dmpuro6hYeHS5KmTp3ar2758uUqKysb1VCE12cAAAAAAAgQl8ula9d6xuTjcrm8vs6amhpZLBaPsRMnTsjpdMpmsyk1NVWJiYm6++679fbbb/v0N/jZz36mrKwsPfTQQ/rUpz6lz372s9q5c6euXbvmUZeRkaFf/OIX6u3t9Wn+kWClCAAAAAAAAeJ02lX9H2lj0vu2Ra8rNDTSq1qr1ar4+HiPsdbWVjmdTu3cuVN79uzRhAkTtG3bNi1dulRnzpzRuHHjvJq7tbVVJ0+e1OrVq1VRUaGWlhY99NBD6uvr044dO9x1CQkJ6u3t1YULFwZcSRIIhCIAAAAAAAQ5u92uiIgIjzGn06mrV69q7969ys7OliSVlZUpLi5Op06dUk5OjldzO51Omc1mvfjiiwoNDdW8efN0/vx57dq1yyMUMZlMkqSenh4/3dXQCEUAAAAAAAiQkBCTblv0+pj19lZMTIy6uro8xiZPnixJmjlzpnssNjZWMTExOnfunNdzT548WeHh4QoNDXWPpaam6sKFC7py5Yp7xUlnZ6e7x2ghFAEAAAAAIEAMw/D6FZaxlJ6ergMHDniMLVy4UJJ09uxZJSYmSno/uLh06ZJPr7csXLhQP/zhD+V0OhUS8v7Wpm+++aYmT57s8QpOY2OjEhMTFRMTM9Lb8RobrQIAAAAAEORycnLU1NTksVpk+vTpWrFihbZs2aK6ujo1Njbqvvvu04wZM7R48WKv537wwQfV0dGhLVu26M0339TLL7+snTt36qGHHvKoq62tdb+mM1oIRQAAAAAACHJpaWmyWCwqLy/3GC8tLVVmZqaWLVumRYsWKTw8XFVVVe6f1pXeXw1TUlJy3bmTkpL0yiuv6H/+5380e/ZsffWrX9WWLVu0detWd43D4dCRI0e0ceNGv9/bYAyXL7/RAwAAAAAABuRwONTW1qaUlJR+m5Z+FFRUVKigoECNjY3u11yGYrVaNW3aNDU3N2vatGnD7v3d735XR48e1SuvvDLsOQYy1DNhTxEAAAAAAKDc3Fy1tLTIZrMpKSnJq3Oqqqq0adOmEQUikhQeHq7nn39+RHMMBytFAAAAAADwg4/6SpGPo6GeCXuKAAAAAACAoEQoAgAAAAAAghKhCAAAAAAACEqEIgAAAAAAICgRigAAAAAAgKBEKAIAAAAAAIISoQgAAAAAAAhKhCIAAAAAAEAdHR0ym82yWq1jfSlqb29XbGysbDZbQPsQigAAAAAAABUVFSkvL0/JycmSpJKSEhmGMeCnvb19RL2uN++uXbskSWazWWvWrNETTzwx0tsa/DpcLpcroB0AAAAAAAgCDodDbW1tSklJUURExFhfjk/sdrvi4+NVUVGhrKws91h3d7dH3dq1a+VwOFRdXT2ifhcuXPD4XllZqfXr1+utt97STTfdJEl6/fXXlZGRofPnzys6OnpYfYZ6JmHDmhUAAAAAAHxsVFZWKiwszB2ISJLJZJLJZHJ/v3jxok6ePKni4uIR94uLi/P4fvToUS1evNgdiEhSWlqa4uLidOTIEd1///0j7jkQQhEAAAAAAALE5XKpx+kck96RISEyDMOr2pqaGlkslkFrSktLFRkZqfz8fH9cntv//d//6eWXX9YPfvCDfscyMjJUW1tLKAIAAAAAwEdNj9Opv6p5fUx6//b/pemG0FCvaq1Wq+Lj4wet2b9/v1atWuWxesQffvCDHygqKkorV67sdywhIUG//vWv/drvL7HRKgAAAAAAQc5utw+6D0p9fb2am5u1fv16n+Y9ePCgbrzxRventra2X83+/fu1evXqAfubTCb19PT41NMXrBQBAAAAACBAIkNC9Nv/lzZmvb0VExOjrq6u6x7ft2+f5s6dq3nz5vl0DcuXL1dmZqb7e0JCgsfx2tpanT17VocOHRrw/M7OTsXGxvrU0xeEIgAAAAAABIhhGF6/wjKW0tPTdeDAgQGPXb58WeXl5SoqKvJ53qioKEVFRV33eHFxsebNm6c5c+YMeLyxsVG33Xabz329xeszAAAAAAAEuZycHDU1NQ24WuTQoUPq6+vT6tWr/drznXfe0Y9//GNt2LBhwOM9PT06ffq0srOz/dr3LxGKAAAAAAAQ5NLS0mSxWFReXt7vWHFxsVauXKno6Oh+x6xWqwzDUHV1tc89f/SjH8nlcunee+8d8PjRo0c1ZcoU3XrrrT7P7S1CEQAAAAAAoO3bt2vPnj1yfuAnhOvq6nTw4MEBz7FarZo4ceJ1X38ZzKZNm9TT06MJEyYMePzZZ5/Vjh07fJ7XF+wpAgAAAAAAlJubq5aWFtlsNiUlJXl1TlVVlQoLCwdcRTIS7e3tys/Pv+4qEn8xXC6XK6AdAAAAAAAIAg6HQ21tbUpJSRn0520xeoZ6Jrw+AwAAAAAAghKhCAAAAAAACEqEIgAAAAAAICgRigAAAAAAgKBEKAIAAAAAAIISoQgAAAAAAAhKhCIAAAAAACAoEYoAAAAAAAB1dHTIbDbLarWO9aWot7dXU6ZM0enTpwPah1AEAAAAAACoqKhIeXl5Sk5OliSVlJTIMIwBP+3t7SPu98Ybb2j58uWaMGGCoqKidMstt+jcuXOSpPHjx6ugoECPPvroiPsMxnC5XK6AdgAAAAAAIAg4HA61tbUpJSVFERERY305PrHb7YqPj1dFRYWysrLcY93d3R51a9eulcPhUHV19Yj6/fa3v1VGRobWr1+ve++9VxMmTNAbb7yh+fPny2w2S3p/5Up8fLwaGhqUmpo6rD5DPZOwEd0FAAAAAAD4yKusrFRYWJg7EJEkk8kkk8nk/n7x4kWdPHlSxcXFI+73+OOPKzc3V08//bR77KabbvKomTRpkhYsWKCysjI9+eSTI+45EF6fAQAAAAAgQFwul3qu9I3Jx5cXQ2pqamSxWAatKS0tVWRkpPLz80f0N3E6nXr55Zc1ffp05eTkyGw2KzMzUz/96U/71WZkZKi2tnZE/QbDShEAAAAAAALEfvWaZu44Pia9m5/MUeQ47/7bb7VaFR8fP2jN/v37tWrVKo/VI8PR3t6uy5cv65vf/Ka+8Y1v6Fvf+paqqqq0cuVKnTp1SosWLXLXJiQkBHTjV1aKAAAAAAAQ5Ox2+6D7oNTX16u5uVnr16/3ad6DBw/qxhtvdH9qa2vldDolSStWrNDDDz+suXPnauvWrfrc5z6n733vex7nm0wm9fT0+H5DXmKlCAAAAAAAAWIKD1Xzkzlj1ttbMTEx6urquu7xffv2ae7cuZo3b55P17B8+XJlZma6vyckJCg0NFRhYWGaOXOmR21qaqr+8z//02Oss7NTsbGxPvX0BaEIAAAAAAABYhiG16+wjKX09HQdOHBgwGOXL19WeXm5ioqKfJ43KipKUVFR/cbnz5+vs2fPeoy9+eabmjp1qsdYY2Oj0tPTfe7rLV6fAQAAAAAgyOXk5KipqWnA1SKHDh1SX1+fVq9e7bd+jzzyiA4dOqSXXnpJb731lr7zne/o2LFj+spXvuJRV1tbq+zsbL/1/SBCEQAAAAAAglxaWposFovKy8v7HSsuLtbKlSsVHR3d75jVapVhGKqurvap35133qnvfe97evrpp5WWlqZ9+/bp3/7t3/TXf/3X7pr6+np1d3eP+NduBmO4fPmNHgAAAAAAMCCHw6G2tjalpKQMumnph1VFRYUKCgrU2NiokBDv1lBUV1frzjvvVGtr64ChyUjcddddSk9PV2Fh4bDnGOqZfPhfbAIAAAAAAAGXm5urlpYW2Ww2JSUleXVOVVWVCgsL/R6I9Pb2as6cOXr44Yf9Ou8HsVIEAAAAAAA/+KivFPk4GuqZsKcIAAAAAAAISoQiAAAAAAAgKBGKAAAAAACAoEQoAgAAAAAAghKhCAAAAAAACEqEIgAAAAAAICgRigAAAAAAgKBEKAIAAAAAANTR0SGz2Syr1TrWl6Le3l5NmTJFp0+fDmgfQhEAAAAAAKCioiLl5eUpOTlZklRSUiLDMAb8tLe3j6jX2rVr+815yy23uI+PHz9eBQUFevTRR0fUZyiGy+VyBbQDAAAAAABBwOFwqK2tTSkpKYqIiBjry/GJ3W5XfHy8KioqlJWV5R7r7u72qFu7dq0cDoeqq6tH1G/t2rX6v//7P/3Lv/yLe2zcuHH65Cc/6f7e0dGh+Ph4NTQ0KDU1dVh9hnomrBQBAAAAACDIVVZWKiwszB2ISJLJZFJcXJz7ExoaqpMnT2r9+vV+6Tl+/HiP+f8yEJGkSZMmacGCBSorK/NLv4GEBWxmAAAAAACCncslXe0Zm97hkZJheFVaU1Mji8UyaE1paakiIyOVn5/vj6tTdXW1zGazJk6cqEWLFumpp56S2Wz2qMnIyFBtba1f+g2EUAQAAAAAgEC52iPtjB+b3oXnpXE3eFVqtVoVHz/4de7fv1+rVq2SyWQa8aXdcccduuuuuzR16lS1tbVp+/bt+pu/+RudPn1a48ePd9clJCQEdONXXp8BAAAAACDI2e32QfdBqa+vV3Nzs8+vzhw8eFA33nij+/OnVR/33HOPli1bps9+9rPKy8tTZWWl3nzzTb388sse55tMJvX0BG6lDStFAAAAAAAIlPDI91dsjFVvL8XExKirq+u6x/ft26e5c+dq3rx5Pl3C8uXLlZmZ6f6ekJAwYN3kyZM1depUtbS0eIx3dnYqNjbWp56+IBQBAAAAACBQDMPrV1jGUnp6ug4cODDgscuXL6u8vFxFRUU+zxsVFaWoqKgh6zo6OvT2229r8uTJHuONjY1KT0/3ua+3eH0GAAAAAIAgl5OTo6ampgFXixw6dEh9fX1avXq1X3pdvnxZBQUFqq+vl9VqVXV1tfLy8hQTE6M777zTo7a2tlbZ2dl+6TsQQhEAAAAAAIJcWlqaLBaLysvL+x0rLi7WypUrFR0d3e+Y1WqVYRiqrq72uldoaKhef/11rVixQtOnT9d9992n6dOnq76+3mNVSX19vbq7u/32azcD4fUZAAAAAACg7du3q6CgQBs3blRIyJ/XUNTV1V33HKvVqokTJ2rOnDle9zGZTDp+/PiQdbt379Yjjzzil1+7uR5CEQAAAAAAoNzcXLW0tMhmsykpKcmrc6qqqlRYWDjgKpKR6O3t1Zw5c/Twww/7dd4PMlwulyugHQAAAAAACAIOh0NtbW1KSUkZ9OdtMXqGeibsKQIAAAAAAIISoQgAAAAAAAhKhCIAAAAAACAoEYoAAAAAAICgRCgCAAAAAACCEqEIAAAAAAAISoQiAAAAAAAgKBGKAAAAAAAAdXR0yGw2y2q1jvWlqL29XbGxsbLZbAHtQygCAAAAAABUVFSkvLw8JScnS5JKSkpkGMaAn/b2dr/1feCBB2QYhp577jn3mNls1po1a/TEE0/4rc9AwgI6OwAAAAAA+NCz2+0qLi5WRUWFe+yee+7R3/7t33rUrV27Vg6HQ2az2S99f/rTn+q1115TfHx8v2Pr1q1TRkaGdu3apejoaL/0+yBCEQAAAAAAAsTlcsneZx+T3qYwkwzD8Kq2srJSYWFhysrK+vP5JpNMJpP7+8WLF3Xy5EkVFxf75fpsNps2b96s48ePa9myZf2Op6WlKS4uTkeOHNH999/vl54fRCgCAAAAAECA2Pvsyvxh5pj0fm3Va4oMj/SqtqamRhaLZdCa0tJSRUZGKj8/f8TX5nQ6tWbNGj3yyCOaNWvWdesyMjJUW1sbsFCEPUUAAAAAAAhyVqt1wFdY/tL+/fu1atUqj9Ujw/Wtb31LYWFh+upXvzpoXUJCQkA3fmWlCAAAAAAAAWIKM+m1Va+NWW9v2e12RUREXPd4fX29mpubVVpa6tM1HDx4UA888ID7e2VlpSIjI7Vnzx796le/GvL1HpPJpJ6eHp96+oJQBAAAAACAADEMw+tXWMZSTEyMurq6rnt83759mjt3rubNm+fTvMuXL1dm5p9fH0pISND3v/99tbe3a8qUKe7xa9eu6R/+4R/03HPPeawM6ezsVGxsrE89fUEoAgAAAABAkEtPT9eBAwcGPHb58mWVl5erqKjI53mjoqIUFRXlMbZmzRrdfvvtHmM5OTlas2aN1q1b5zHe2Nio2267zee+3iIUAQAAAAAgyOXk5Oixxx5TV1dXv5+/PXTokPr6+rR69Wq/9Jo0aZImTZrkMRYeHq64uDh95jOfcY/19PTo9OnT2rlzp1/6DoSNVgEAAAAACHJpaWmyWCwqLy/vd6y4uFgrV67sF5ZI72/QahiGqqur/X5NR48e1ZQpU3Trrbf6fe4/YaUIAAAAAADQ9u3bVVBQoI0bNyok5M9rKOrq6q57jtVq1cSJEzVnzpwR9R7oF2aeffZZ7dixY0TzDoVQBAAAAAAAKDc3Vy0tLbLZbEpKSvLqnKqqKhUWFg64imQk2tvblZ+fr3vvvdev836Q4XK5XAHtAAAAAABAEHA4HGpra1NKSsqgP2+L0TPUM2FPEQAAAAAAEJQIRQAAAAAAQFAiFAEAAAAAAEGJUAQAAAAAAAQlQhEAAAAAABCUCEUAAAAAAEBQIhQBAAAAAABBiVAEAAAAAACoo6NDZrNZVqt1rC9F7e3tio2Nlc1mC2gfQhEAAAAAAKCioiLl5eUpOTlZklRSUiLDMAb8tLe3j6jXP/7jP2rGjBm64YYbFB0drdtvv12vvfaa+7jZbNaaNWv0xBNPjKjPUAyXy+UKaAcAAAAAAIKAw+FQW1ubUlJSFBERMdaX4xO73a74+HhVVFQoKyvLPdbd3e1Rt3btWjkcDlVXV4+o3w9/+EOZzWbddNNNstvtevbZZ/XjH/9Yb731lmJjYyVJr7/+ujIyMnT+/HlFR0cPq89QzyRsRHcBAAAAAACuy+VyyWW3j0lvw2SSYRhe1VZWViosLMwdiEiSyWSSyWRyf7948aJOnjyp4uLiEV/bqlWrPL7v3r1bxcXFOnPmjJYsWSJJSktLU1xcnI4cOaL7779/xD0HQigCAAAAAECAuOx2nb153pj0/syvTsuIjPSqtqamRhaLZdCa0tJSRUZGKj8/3x+X53blyhW9+OKLmjBhgubMmeNxLCMjQ7W1tQELRdhTBAAAAACAIGe1WhUfHz9ozf79+7Vq1SqP1SMj8fOf/1w33nijIiIi9Oyzz+rEiROKiYnxqElISAjoxq+sFAEAAAAAIEAMk0mf+dXpMevtLbvdPug+KPX19WpublZpaalP13Dw4EE98MAD7u+VlZW69dZbJUmLFy9WQ0ODLl26pJdeekl33323XnvtNZnNZne9yWRST0+PTz19QSgCAAAAAECAGIbh9SssYykmJkZdXV3XPb5v3z7NnTtX8+b59irQ8uXLlZmZ6f6ekJDg/vcNN9ygT3/60/r0pz+tW265RdOmTVNxcbEee+wxd01nZ6d749VAIBQBAAAAACDIpaen68CBAwMeu3z5ssrLy1VUVOTzvFFRUYqKivKq1uVyqbe312OssbFRt912m899vcWeIgAAAAAABLmcnBw1NTUNuFrk0KFD6uvr0+rVq/3S67333lNhYaH++7//W7/73e/0q1/9Shs2bNDvf/973XXXXe66np4enT59WtnZ2X7pOxBCEQAAAAAAglxaWposFovKy8v7HSsuLtbKlSsVHR3d75jVapVhGKqurva6V2hoqH7zm9/o85//vKZPn67Pfe5zunjxomprazVr1ix33dGjRzVlyhT3HiSBwOszAAAAAABA27dvV0FBgTZu3KiQkD+voairq7vuOVarVRMnTuz3U7qDiYiI0OHDh4ese/bZZ7Vjxw6v5x0OQhEAAAAAAKDc3Fy1tLTIZrMpKSnJq3OqqqpUWFg44CqSkWhvb1d+fr7uvfdev877QYbL5XIFtAMAAAAAAEHA4XCora1NKSkpg/68LUbPUM+EPUUAAAAAAEBQIhQBAAAAAABBiVAEAAAAAAAEJUIRAAAAAAAQlAhFAAAAAABAUCIUAQAAAAAAQYlQBAAAAAAAqKOjQ2azWVardawvRe3t7YqNjZXNZgtoH0IRAAAAAACgoqIi5eXlKTk5WZJUUlIiwzAG/LS3tw+7z9WrV/Xoo48qLS1NN9xwg+Lj4/WlL31J58+fd9eYzWatWbNGTzzxxEhva1CGy+VyBbQDAAAAAABBwOFwqK2tTSkpKYqIiBjry/GJ3W5XfHy8KioqlJWV5R7r7u72qFu7dq0cDoeqq6uH3au7u1v5+fnauHGj5syZo66uLv393/+9+vr69Mtf/tJd9/rrrysjI0Pnz59XdHT0sHoN9UzChn0XAAAAAADgY6GyslJhYWHuQESSTCaTTCaT+/vFixd18uRJFRcXj6jXhAkTdOLECY+x559/XhkZGTp37pymTJkiSUpLS1NcXJyOHDmi+++/f0Q9r4dQBAAAAACAAHG5XOq74hyT3mHjQmQYhle1NTU1slgsg9aUlpYqMjJS+fn5/rg8D93d3TIMQxMnTvQYz8jIUG1tLaEIAAAAAAAfNX1XnHpxy3+MSe9NexYpfHyoV7VWq1Xx8fGD1uzfv1+rVq3yWD3iDw6HQ1u3btWqVav0iU98wuNYQkKCfv3rX/u1319io1UAAAAAAIKc3W4fdB+U+vp6NTc3a/369T7Ne/DgQd14443uT21trcfxq1ev6gtf+IKcTqdeeOGFfuebTCb19PT41NMXrBQBAAAAACBAwsaFaNOeRWPW21sxMTHq6uq67vF9+/Zp7ty5mjdvnk/XsHz5cmVmZrq/JyQkuP999epV3X333Wpra9PJkyf7rRKRpM7OTsXGxvrU0xeEIgAAAAAABIhhGF6/wjKW0tPTdeDAgQGPXb58WeXl5SoqKvJ53qioKEVFRfUb/1Mg0tLSolOnTmnSpEkDnt/Y2KjbbrvN577e4vUZAAAAAACCXE5OjpqamgZcLXLo0CH19fVp9erVfunV19en/Px8/fKXv9TBgwd17do1XbhwQRcuXNCVK1fcdT09PTp9+rSys7P90ncghCIAAAAAAAS5tLQ0WSwWlZeX9ztWXFyslStXKjo6ut8xq9UqwzBUXV3tda/f//73+tnPfqbf//73mjt3riZPnuz+1NXVueuOHj2qKVOm6NZbbx3WPXmD12cAAAAAAIC2b9+ugoICbQtInMwAACAASURBVNy4USEhf15D8ZdBxQdZrVZNnDhRc+bM8bpPcnKyXC7XkHXPPvusduzY4fW8w0EoAgAAAAAAlJubq5aWFtlsNiUlJXl1TlVVlQoLCwdcRTIS7e3tys/P17333uvXeT/IcHkTzwAAAAAAgEE5HA61tbUpJSVl0J+3xegZ6pmwpwgAAAAAAAhKhCIAAAAAACAoEYoAAAAAAICgRCgCAAAAAACCEqEIAAAAAAAISoQiAAAAAAAgKBGKAAAAAACAoEQoAgAAAAAA1NHRIbPZLKvVOtaXot7eXk2ZMkWnT58OaB9CEQAAAAAAoKKiIuXl5Sk5OVmSVFJSIsMwBvy0t7ePqNfhw4eVk5OjmJgYGYahhoYGj+Pjx49XQUGBHn300RH1GQqhCAAAAAAAQc5ut6u4uFgbNmxwj91zzz36wx/+4PHJycnRokWLZDabR9Tvvffe08KFC/XNb37zujWrV69WbW2t3njjjRH1GkxYwGYGAAAAAAAfCZWVlQoLC1NWVpZ7zGQyyWQyub9fvHhRJ0+eVHFx8Yj7rVmzRpIGfVVn0qRJWrBggcrKyvTkk0+OuOdACEUAAAAAAAgQl8ulvt7eMekdNn68DMPwqrampkYWi2XQmtLSUkVGRio/P98fl+eVjIwM1dbWBmx+QhEAAAAAAAKkr7dXe+8bvRDhL331Bz9ReESEV7VWq1Xx8fGD1uzfv1+rVq3yWD0SaAkJCQHd+JU9RQAAAAAACHJ2u10RgwQo9fX1am5u1vr1632a9+DBg7rxxhvdH19XfZhMJvX09Ph0ji9YKQIAAAAAQICEjR+vr/7gJ2PW21sxMTHq6uq67vF9+/Zp7ty5mjdvnk/XsHz5cmVmZrq/JyQk+HR+Z2enYmNjfTrHF4QiAAAAAAAEiGEYXr/CMpbS09N14MCBAY9dvnxZ5eXlKioq8nneqKgoRUVFDfu6GhsblZ6ePuzzh8LrMwAAAAAABLmcnBw1NTUNuFrk0KFD6uvr0+rVq/3Wr7OzUw0NDWpubpYknT17Vg0NDbpw4YJHXW1trbKzs/3W94MIRQAAAAAACHJpaWmyWCwqLy/vd6y4uFgrV65UdHR0v2NWq1WGYai6utqnfj/72c+Unp6uZcuWSZK+8IUvKD09Xd/73vfcNfX19eru7g7or90YLpfLFbDZAQAAAAAIEg6HQ21tbUpJSRl009IPq4qKChUUFKixsVEhId6toaiurtadd96p1tbWAUOTkbjrrruUnp6uwsLCYc8x1DNhTxEAAAAAAKDc3Fy1tLTIZrMpKSnJq3OqqqpUWFjo90Ckt7dXc+bM0cMPP+zXeT+IlSIAAAAAAPjBR32lyMfRUM+EPUUAAAAAAEBQIhQBAAAAAABBiVAEAAAAAAAEJUIRAAAAAAAQlAhFAAAAAABAUCIUAQAAAAAAQYlQBAAAAAAABCVCEQAAAAAAoI6ODpnNZlmt1lHt29vbqylTpuj06dOj2lciFAEAAAAAAJKKioqUl5en5ORkSVJJSYkMwxjw097e7tPcL7zwglJSUhQREaF58+aptrbWfWz8+PEqKCjQo48+6s/b8Yrhcrlco94VAAAAAICPGYfDoba2Nvd//j9K7Ha74uPjVVFRoaysLPdYd3e3R93atWvlcDhUXV3t9dyHDh3SmjVr9MILL2jhwoX6/ve/r3379qm5uVlTpkyR9P4qlfj4eDU0NCg1NdVv9zXUM2GlCAAAAAAAQa6yslJhYWHuQESSTCaT4uLi3J/Q0FCdPHlS69ev92nu3bt3a/369dqwYYNSU1P13HPPKSkpSf/8z//srpk0aZIWLFigsrIyv92TN8JGtRsAAAAAAEHE5XLJddU5Jr2N8BAZhuFVbU1NjSwWy6A1paWlioyMVH5+vtfXcOXKFZ0+fVpbt271GM/OzlZdXZ3HWEZGhsdrNaOBUAQAAAAAgABxXXXq/I66oQsDIP7JBTLGhXpVa7VaFR8fP2jN/v37tWrVKplMJq+v4dKlS7p27Zo+9alPeYx/6lOf0oULFzzGEhISRn2TV0IRAAAAAACCnN1uH3QflPr6ejU3N6u0tHRY839wxYrL5eo3ZjKZ1NPTM6z5h4tQBAAAAACAADHCQxT/5IIx6+2tmJgYdXV1Xff4vn37NHfuXM2bN8+na4iJiVFoaGi/VSHt7e39Vo90dnYqNjbWp/lHio1WAQAAAAAIEMMwFDIudEw+3u4nIknp6elqbm4e8Njly5dVXl7u8warkjRu3DjNmzdPJ06c8Bg/ceKEFizwDIsaGxuVnp7uc4+RIBQBAAAAACDI5eTkqKmpacDVIocOHVJfX59Wr149rLm/9rWvad++fdq/f7/eeOMNPfzwwzp37py+/OUve9TV1tYqOzt7WD2Gi1AEAAAAAIAgl5aWJovFovLy8n7HiouLtXLlSkVHR/c7ZrVaZRiGqqurrzv3Pffco+eee05PPvmk5s6dq5qaGlVUVGjq1Knumvr6enV3d/v0yzb+YLhcLteodgQAAAAA4GPI4XCora1NKSkpg25a+mFVUVGhgoICNTY2KiTEuzUU1dXVuvPOO9Xa2jpgaOKtu+66S+np6SosLBz2HAMZ6pmw0SoAAAAAAFBubq5aWlpks9mUlJTk1TlVVVUqLCwcUSDS29urOXPm6OGHHx72HMPFShEAAAAAAPzgo75S5ONoqGfCniIAAAAAACAoEYoAAAAAAICgRCgCAAAAAACCEqEIAAAAAAAISoQiAAAAAAAgKBGKAAAAAACAoEQoAgAAAAAAghKhCAAAAAAAUEdHh8xms6xW66j3nj9/vg4fPjzqfQlFAAAAAACAioqKlJeXp+TkZElSSUmJDMMY8NPe3u71vDU1NcrLy1N8fLwMw9BPf/rTfjXbt2/X1q1b5XQ6/XU7XiEUAQAAAAAgyNntdhUXF2vDhg3usXvuuUd/+MMfPD45OTlatGiRzGaz13O/9957mjNnjr7zne9ct2bZsmXq7u7W8ePHR3Qfvgob1W4AAAAAAOBDp7KyUmFhYcrKynKPmUwmmUwm9/eLFy/q5MmTKi4u9mnuO+64Q3fcccegNaGhocrNzVVZWdmQtf5EKAIAAAAAQIC4XC5dvXp1THqHh4fLMAyvamtqamT5/+zdeVzU1f4/8NcwbMOO4IiA4pb7AoILes2lFCXNrlkZZNpi11+WpmGlN7O0sLRrVvfmzRwXrklSanlLsLqKUpB6UZJFDZXRIlc2QYYRmPfvD6/zdZwBBhAw5/V8POaRc875nGWGzsy858w5YWG1lomLi4OLiwsmT558K7pnZuDAgVi+fHmT1F0TBkWIiIiIiIiImkhlZSViY2NbpO2FCxfC0dHRqrJarRb+/v61llm3bh2ioqJMVo/cSgEBAThz5gwMBgPs7Jpntw/uKUJERERERERk43Q6HZydnWvMT0tLQ05ODp566qkm64NKpYLBYIBer2+yNm7GlSJERERERERETcTBwQELFy5ssbat5evri6Kiohrz165di+DgYISGht6KrllUWFgIFxeXJluJYgmDIkRERERERERNRKFQWP0TlpYUEhKCTZs2WcwrKytDQkICli1b1qR9yMrKQv/+/Zu0jZvx5zNERERERERENi4iIgLZ2dkWV4ts2bIFVVVViI6OblDdZWVlyMjIQEZGBgAgLy8PGRkZOHPmjEm5lJQUjBkzpkFtNBSDIkREREREREQ2rk+fPggLC0NCQoJZnkajwaRJk+Dt7W2Wp9VqoVAokJycXGPd//3vfxESEoKQkBAAwLx58xASEoLXXnvNWCY/Px+pqal44oknGj+YeuDPZ4iIiIiIiIgIixYtQkxMDGbMmGFy+ktqamqN12i1Wnh5eaFfv341lhkxYgREpNa2V61ahenTpyMwMLD+HW8EBkWIiIiIiIiICJGRkcjNzUV+fj7atWtn1TVJSUlYuHChxVUk9aFWqxETE9OoOhpCIXWFa4iIiIiIiIioThUVFcjLy0PHjh1rPd6Wmk9dzwn3FCEiIiIiIiIim8SgCBERERERERHZJAZFiIiIiIiIiMgmMShCRERERERERDaJQREiIiIiIiIiskkMihARERERERGRTWJQhIiIiIiIiIhsEoMiRERERERERISCggKo1WpotdpmbVev16N9+/ZIT09v1nYBBkWIiIiIiIiICMCyZcswYcIEdOjQAQCwYcMGKBQKi7cLFy7Uq94BAwbA3d0darUaDzzwAI4fP27Md3JyQkxMDF5++eVbPaQ6KUREmr1VIiIiIiIiojtMRUUF8vLy0LFjRzg7O7d0d+pFp9PB398fO3fuRHh4uDGtpKTEpNz06dNRUVGB5ORkq+seO3YspkyZggEDBqCqqgp//etfkZmZiZycHLi6ugK4tkrF398fGRkZ6NGjxy0bV13Pif0ta4mIiIiIiIiI/pASExNhb29vDIgAgEqlgkqlMt6/ePEidu/eDY1GU6+6k5KSTO6vX78earUa6enpuPvuuwEAPj4+GDJkCOLj47FkyZJGjKR+GBQhIiIiIiIiaiIiAoNB1yJt29mpoFAorCq7b98+hIWF1VomLi4OLi4umDx5cqP6dX31SatWrUzSBw4ciJSUlEbVXV8MihARERERERE1EYNBh+S9fVqk7RHDM6FUulhVVqvVwt/fv9Yy69atQ1RUlMnqkfoSEcybNw9/+tOf0Lt3b5O8gICAZt/klUERIiIiIiIiIhun0+lq3QclLS0NOTk5iIuLa1Q7zz33HI4cOYIffvjBLE+lUqG8vLxR9dcXgyJERERERERETcTOToURwzNbrG1r+fr6oqioqMb8tWvXIjg4GKGhoQ3uz/PPP48dO3Zg3759CAwMNMsvLCxE69atG1x/QzAoQkRERERERNREFAqF1T9haUkhISHYtGmTxbyysjIkJCRg2bJlDapbRPD8889j+/btSE5ORseOHS2Wy8rKQkhISIPaaCi7Zm2NiIiIiIiIiG47ERERyM7OtrhaZMuWLaiqqkJ0dHSD6p41axY2bdqEzZs3w93dHefOncO5c+eg05luQJuSkoIxY8Y0qI2GYlCEiIiIiIiIyMb16dMHYWFhSEhIMMvTaDSYNGkSvL29zfK0Wi0UCgWSk5NrrHv16tUoKSnBiBEj0LZtW+Nty5YtxjJpaWkoKSlp9Mk29cWfzxARERERERERFi1ahJiYGMyYMQN2dv+3hiI1NbXGa7RaLby8vNCvX78ay4hInW2vXLkS8+fPb9TJNg3BoAgRERERERERITIyErm5ucjPz0e7du2suiYpKQkLFy60uIrEWnq9Hv369cPcuXMbXEdDKcSakA0RERERERER1aqiogJ5eXno2LFjrcfbUvOp6znhniJEREREREREZJMYFCEiIiIiIiIim8SgCBERERERERHZJAZFiIiIiIiIiMgmMShCRERERERERDaJQREiIiIiIiIiskkMihARERERERGRTWJQhIiIiIiIiIhQUFAAtVoNrVbbrO3q9Xq0b98e6enpzdouwKAIEREREREREQFYtmwZJkyYgA4dOgAANmzYAIVCYfF24cIFq+tdvXo1+vbtCw8PD3h4eCA8PByJiYnGfCcnJ8TExODll1++1UOqk0JEpNlbJSIiIiIiIrrDVFRUIC8vDx07doSzs3NLd6dedDod/P39sXPnToSHhxvTSkpKTMpNnz4dFRUVSE5Otrruf//731AqlejSpQsAYOPGjVixYgUOHz6MXr16Abi2SsXf3x8ZGRno0aPHrRkU6n5OuFKEiIiIiIiIyMYlJibC3t7eGBABAJVKBT8/P+NNqVRi9+7deOqpp+pV94QJExAZGYmuXbuia9eueOutt+Dm5oaffvrJWMbHxwdDhgxBfHz8LRuTNeybtTUiIiIiIiIiGyIiKDcYWqRtFzs7KBQKq8ru27cPYWFhtZaJi4uDi4sLJk+e3OA+VVdX4/PPP8eVK1dMAjAAMHDgQKSkpDS47oZgUISIiIiIiIioiZQbDOi8L7NF2j55dx+4KpVWldVqtfD396+1zLp16xAVFQWVSlXvvmRmZiI8PBwVFRVwc3PD9u3b0bNnT5MyAQEBzb7JK4MiRERERERERDZOp9PVug9KWloacnJyEBcX16D6u3XrhoyMDBQXF2Pr1q2YNm0a9u7daxIYUalUKC8vb1D9DcWgCBEREREREVETcbGzw8m7+7RY29by9fVFUVFRjflr165FcHAwQkNDG9QXR0dH40arYWFhOHjwIN5//318/PHHxjKFhYVo3bp1g+pvKAZFiIiIiIiIiJqIQqGw+icsLSkkJASbNm2ymFdWVoaEhAQsW7bslrUnItDr9SZpWVlZCAkJuWVtWIOnzxARERERERHZuIiICGRnZ1tcLbJlyxZUVVUhOjq6QXUvXLgQKSkp0Gq1yMzMxF//+lckJyeb1ZeSkoIxY8Y0qI2GYlCEiIiIiIiIyMb16dMHYWFhSEhIMMvTaDSYNGkSvL29zfK0Wi0UCgWSk5NrrPv8+fOYOnUqunXrhnvuuQf79+9HUlISRo8ebSyTlpaGkpKSRp1s0xD8+QwRERERERERYdGiRYiJicGMGTNgd8N+JKmpqTVeo9Vq4eXlhX79+tVYRqPR1Nn2ypUrMX/+/AadbNMYDIoQERERERERESIjI5Gbm4v8/Hy0a9fOqmuSkpKwcOFCi6tIrKXX69GvXz/MnTu3wXU0lEJEpNlbJSIiIiIiIrrDVFRUIC8vDx07dqz1eFtqPnU9J9xThIiIiIiIiIhsEoMiRERERERERGSTGBQhIiIiIiIiIpvEoAgRERERERER2SQGRYiIiIiIiIjIJjEoQkREREREREQ2iUERIiIiIiIiIrJJDIoQEREREREREQoKCqBWq6HVapu1Xb1ej/bt2yM9Pb1Z2wUYFCEiIiIiIiIiAMuWLcOECRPQoUMHAMCGDRugUCgs3i5cuNDgNhQKBV544QVjmpOTE2JiYvDyyy/fimHUC4MiRERERERERDZOp9NBo9Hg6aefNqY98sgjOHv2rMktIiICw4cPh1qtrncbBw8exJo1a9C3b1+zvOjoaKSkpODo0aONGkd9MShCREREREREZOMSExNhb2+P8PBwY5pKpYKfn5/xplQqsXv3bjz11FP1rr+srAzR0dH45JNP4O3tbZbv4+ODIUOGID4+vlHjqC/7Zm2NiIiIiIiIyIaICHSV1S3StspBCYVCYVXZffv2ISwsrNYycXFxcHFxweTJk+vdl1mzZuG+++7DvffeizfffNNimYEDByIlJaXedTcGgyJERERERERETURXWY2er+1qkbZzlkTAxdG6j/1arRb+/v61llm3bh2ioqKgUqnq1Y/PPvsMhw4dwsGDB2stFxAQ0OybvDIoQkRERERERGTjdDodnJ2da8xPS0tDTk4O4uLi6lXvr7/+ijlz5uDbb7+ttX7g2s91ysvL61V/YzEoQkRERERERNREVA5K5CyJaLG2reXr64uioqIa89euXYvg4GCEhobWqw/p6em4cOGCyXXV1dXYt28f/v73v0Ov10OpvNbPwsJCtG7dul71NxaDIkRERERERERNRKFQWP0TlpYUEhKCTZs2WcwrKytDQkICli1bVu9677nnHmRmZpqkPfHEE+jevTtefvllY0AEALKyshASElLvNhqDp88QERERERER2biIiAhkZ2dbXC2yZcsWVFVVITo6ut71uru7o3fv3iY3V1dX+Pj4oHfv3iZlU1JSMGbMmAaPoSEYFCEiIiIiIiKycX369EFYWBgSEhLM8jQaDSZNmmTxKF2tVguFQoHk5ORGtZ+WloaSkpIGnWzTGLf/Gh4iIiIiIiIianKLFi1CTEwMZsyYATu7/1tDkZqaWuM1Wq0WXl5e6Nevn9XtWAqgrFy5EvPnz6/3yTaNxaAIERERERERESEyMhK5ubnIz89Hu3btrLomKSkJCxcutLiKxFp6vR79+vXD3LlzG1xHQylERJq9VSIiIiIiIqI7TEVFBfLy8tCxY8c6j5+l5lHXc8I9RYiIiIiIiIjIJjEoQkREREREREQ2iUERIiIiIiIiIrJJDIoQERERERERkU1iUISIiIiIiIiIbBKDIkRERERERERkkxgUISIiIiIiIiKbxKAIEREREREREaGgoABqtRparbbZ2x4wYAC2bdvW7O0yKEJEREREREREWLZsGSZMmIAOHToAADZs2ACFQmHxduHCBavrff31182u9/PzMymzaNEivPLKKzAYDLdySHViUISIiIiIiIjIxul0Omg0Gjz99NPGtEceeQRnz541uUVERGD48OFQq9X1qr9Xr14m9WRmZprk33fffSgpKcGuXbtuyXisZd+srRERERERERHRbScxMRH29vYIDw83pqlUKqhUKuP9ixcvYvfu3dBoNPWu397e3mx1yI2USiUiIyMRHx+PcePG1bv+hmJQhIiIiIiIiKipiACV5S3TtoMLoFBYVXTfvn0ICwurtUxcXBxcXFwwefLkenclNzcX/v7+cHJywqBBgxAbG4tOnTqZlBk4cCCWL19e77obg0ERIiIiIiIioqZSWQ7E+rdM2wt/BxxdrSqq1Wrh7197P9etW4eoqCiT1SPWGDRoEOLi4tC1a1ecP38eb775JoYMGYLs7Gz4+PgYywUEBODMmTMwGAyws2ue3T4YFCEiIiIiIiKycTqdDs7OzjXmp6WlIScnB3FxcfWu+8afw/Tp0wfh4eHo3LkzNm7ciHnz5hnzVCoVDAYD9Hp9vQMvDcWgCBEREREREVFTcXC5tmKjpdq2kq+vL4qKimrMX7t2LYKDgxEaGtrobrm6uqJPnz7Izc01SS8sLISLi0uzBUQABkWIiIiIiIiImo5CYfVPWFpSSEgINm3aZDGvrKwMCQkJWLZs2S1pS6/X4+jRoxg2bJhJelZWFvr3739L2rAWj+QlIiIiIiIisnERERHIzs62uFpky5YtqKqqQnR0dIPqjomJwd69e5GXl4f9+/dj8uTJuHz5MqZNm2ZSLiUlBWPGjGlQGw3FoAgRERERERGRjevTpw/CwsKQkJBglqfRaDBp0iR4e3ub5Wm1WigUCiQnJ9dY92+//YZHH30U3bp1w6RJk+Do6IiffvoJQUFBxjL5+flITU3FE088cUvGYy3+fIaIiIiIiIiIsGjRIsTExGDGjBkmp7+kpqbWeI1Wq4WXlxf69etXY5nPPvuszrZXrVqF6dOnIzAwsH6dbiQGRYiIiIiIiIgIkZGRyM3NRX5+Ptq1a2fVNUlJSVi4cKHFVST1oVarERMT06g6GkIhItLsrRIRERERERHdYSoqKpCXl4eOHTvWerwtNZ+6nhPuKUJERERERERENolBESIiIiIiIiKySQyKEBEREREREZFNYlCEiIiIiIiIiGwSgyJEREREREREZJMYFCEiIiIiIiIim8SgCBERERERERHZJAZFiIiIiIiIiAgFBQVQq9XQarXN3vaAAQOwbdu2Zm+XQREiIiIiIiIiwrJlyzBhwgR06NABALBhwwYoFAqLtwsXLtSr7vz8fDz22GPw8fGBi4sLgoODkZ6ebsxftGgRXnnlFRgMhls5pDoxKEJERERERERk43Q6HTQaDZ5++mlj2iOPPIKzZ8+a3CIiIjB8+HCo1Wqr6y4qKsLQoUPh4OCAxMRE5OTk4G9/+xu8vLyMZe677z6UlJRg165dt3RcdbFv1taIiIiIiIiI6LaTmJgIe3t7hIeHG9NUKhVUKpXx/sWLF7F7925oNJp61f3OO++gXbt2WL9+vTHt+mqU65RKJSIjIxEfH49x48Y1bBANwKAIERERERERURMREeiqdC3StspeBYVCYVXZffv2ISwsrNYycXFxcHFxweTJk+vVjx07diAiIgIPPfQQ9u7di4CAADz77LOYMWOGSbmBAwdi+fLl9aq7sRgUISIiIiIiImoiuiodBm0e1CJt74/aDxcHF6vKarVa+Pv711pm3bp1iIqKMlk9Yo1Tp05h9erVmDdvHhYuXIgDBw5g9uzZcHJywuOPP24sFxAQgDNnzsBgMMDOrnl2+2BQhIiIiIiIiMjG6XQ6ODs715iflpaGnJwcxMXF1btug8GAsLAwxMbGAgBCQkKQnZ2N1atXmwRFVCoVDAYD9Hp9vQMvDcWgCBEREREREVETUdmrsD9qf4u1bS1fX18UFRXVmL927VoEBwcjNDS03v1o27YtevbsaZLWo0cPbN261SStsLAQLi4uzRYQARgUISIiIiIiImoyCoXC6p+wtKSQkBBs2rTJYl5ZWRkSEhKwbNmyBtU9dOhQHD9+3CTtl19+QVBQkElaVlYW+vfv36A2GopH8hIRERERERHZuIiICGRnZ1tcLbJlyxZUVVUhOjq6QXXPnTsXP/30E2JjY3HixAls3rwZa9aswaxZs0zKpaSkYMyYMQ1qo6EYFCEiIiIiIiKycX369EFYWBgSEhLM8jQaDSZNmgRvb2+zPK1WC4VCgeTk5BrrHjBgALZv3474+Hj07t0bS5cuxapVq0yCLPn5+UhNTcUTTzxxS8ZjLYWISLO2SERERERERHQHqqioQF5eHjp27FjrpqW3q507dyImJgZZWVlWn/6SnJyMP//5zzh16pTFoIm15s+fj5KSEqxZs6bBdVhS13PCPUWIiIiIiIiICJGRkcjNzUV+fj7atWtn1TVJSUlYuHBhowIiAKBWqxETE9OoOhqCK0WIiIiIiIiIboE/+kqRO1Fdzwn3FCEiIiIiIiIim8SgCBERERERERHZJAZFiIiIiIiIiMgmMShCRERERERERDaJQREiIiIiIiIiskkMihARERERERGRTWJQhIiIiIiIiIhsEoMiRERERERERISCggKo1WpotdpmbVev16N9+/ZIT09v1nYBBkWIiIiIiIiICMCyZcswYcIEdOjQAQCwYcMGKBQKA8qNCgAAIABJREFUi7cLFy5YXW+HDh0s1jFr1iwAgJOTE2JiYvDyyy83xbBqpRARafZWiYiIiIiIiO4wFRUVyMvLQ8eOHeHs7NzS3akXnU4Hf39/7Ny5E+Hh4ca0kpISk3LTp09HRUUFkpOTra774sWLqK6uNt7PysrC6NGjsWfPHowYMQLAtVUq/v7+yMjIQI8ePRo9nuvqek64UoSIiIiIiIjIxiUmJsLe3t4YEAEAlUoFPz8/402pVGL37t146qmn6lV369atTer5+uuv0blzZwwfPtxYxsfHB0OGDEF8fPwtG5M17Ju1NSIiIiIiIiIbIiIQna5F2laoVFAoFFaV3bdvH8LCwmotExcXBxcXF0yePLnBfbp69So2bdqEefPmmfVt4MCBSElJaXDdDcGgCBEREREREVETEZ0Ox/uHtkjb3Q6lQ+HiYlVZrVYLf3//WsusW7cOUVFRUKlUDe7Tl19+ieLiYkyfPt0sLyAgoNk3eWVQhIiIiIiIiMjG6XS6WvdBSUtLQ05ODuLi4hrVjkajwbhx4ywGYFQqFcrLyxtVf30xKEJERERERETURBQqFbodav6jZq+3bS1fX18UFRXVmL927VoEBwcjNLThq15Onz6N77//Htu2bbOYX1hYiNatWze4/obgRqtUb8nJyVAoFCguLm7prlh09epVdOnSBT/++GNLd+WO05Lnh9Odj3MLERER3YkUCgXsXFxa5GbtfiIAEBISgpycHIt5ZWVlSEhIqPcGqzdbv3491Go17rvvPov5WVlZCAkJaVQb9cWgiI2ZPn26xfOhx44d29Jdu2XWrFmDoKAgDB061JhWVFSEqVOnwtPTE56enpg6dWqdH7z0ej2ef/55+Pr6wtXVFffffz9+++23evdn7969CA0NhbOzMzp16oR//vOfdV6TmZmJ4cOHQ6VSISAgAEuWLEF9T88WEbz++uvw9/eHSqXCiBEjkJ2dXed1H330kfG4qtDQUJONjlry/HC6vXFuad655ezZs4iKikK3bt1gZ2eHF154warrLD1HN85Jr7/+usUyrq6uJvVs3boVPXv2hJOTE3r27Int27fX2Y5CocCKFSuMZQ4dOoTRo0fDy8sLPj4+eOaZZ1BWVmbW5w0bNqBv375wdnaGn58fnnvuOWPe8ePHMXLkSLRp08Y4x7766quorKw0lvnkk08wbNgweHt7w9vbG/feey8OHDhg1s7Ro0dx//33w9PTE+7u7hg8eDDOnDkD4NpvrGsa0+eff26s4z//+Q+GDBkCd3d3tG3bFi+//DKqqqqsem7ozsDgLhH9kUVERCA7O9viapEtW7agqqoK0dHRDa7fYDBg/fr1mDZtGuztLf9oJSUlBWPGjGlwGw0iZFOmTZsmY8eOlbNnz5rcCgsLra5jz549AkCKiooa3A+9Xt/ga+vStWtX2bx5s0na2LFjpXfv3pKamiqpqanSu3dvGT9+fK31zJw5UwICAuS7776TQ4cOyciRI6Vfv35SVVVldV9OnTolLi4uMmfOHMnJyZFPPvlEHBwc5IsvvqjxmpKSEmnTpo1MmTJFMjMzZevWreLu7i7vvvuu1e2KiLz99tvi7u4uW7dulczMTHnkkUekbdu2cvny5Rqv+eyzz8TBwUE++eQTycnJkTlz5oirq6ucPn3aWObSpUvi6OgoOTk59eoP3dk4tzTv3JKXlyezZ8+WjRs3SnBwsMyZM8eq6wDI+vXrTZ6j8vJyY35paanZc9izZ0+ZNm2asUxqaqoolUqJjY2Vo0ePSmxsrNjb28tPP/1kLHNzHevWrROFQiEnT54UEZH8/Hzx9vaWmTNnyrFjx+TAgQMyZMgQefDBB036+7e//U38/f3l008/lRMnTkhWVpbs2LHDmH/y5ElZt26dZGRkiFarla+++krUarUsWLDAWCYqKkr+8Y9/yOHDh+Xo0aPyxBNPiKenp/z222/GMidOnJBWrVrJ/Pnz5dChQ3Ly5En5+uuv5fz58yIiUlVVZTamN954Q1xdXaW0tFRERH7++WdxdHSUN954Q3JzcyU5OVm6d+8uL774olXPDbW8adOmCQCzW0REhNV13Ip5rCl9+OGHMmrUKJO0N998U8LDw0WlUomnp6dV9Vh6rAYNGmTMz8vLs/hYApCEhARjudOnT8v48ePFxcVFfHx85PnnnzeZx2t6Tnr27Gksc/nyZZkzZ460b99enJ2dJTw8XA4cOGDW55ycHJkwYYJ4eHiIm5ubDBo0yOT9zTPPPCOdOnUSZ2dn8fX1lfvvv1+OHj1qzM/IyJApU6ZIYGCgODs7S/fu3WXVqlVm7VRUVMjChQulffv24ujoKJ06dRKNRmPMHz58uMUxRUZGGsucO3dOpk2bJm3bthWVSiURERHyyy+/WHwuDAaDjB07VgDI9u3bTfIOHDggo0aNEk9PT/Hy8pLRo0fL4cOHTcps2bJF+vXrJyqVStq3by/Lly+v95hERIqKiuTZZ58VPz8/cXJyku7du8s333xjsc93Op1OJzk5OaLT6Vq6Kw0yePBg+ec//2mWHh4eLlFRURavuf7//J49e2qte9euXQJAjh8/bjE/NTVVvLy8TN6b3Ap1PScMitiYadOmycSJE2vMv/4HfeOEWVRUZPJHbukF/8cff5Rhw4aJs7OzBAYGyvPPPy9lZWXG/KCgIFm6dKlMmzZNPDw85PHHH7/1gxOR9PR0sbOzk5KSEmNaTk6OADB5w56WliYA5NixYxbrKS4uFgcHB/nss8+Mafn5+WJnZydJSUlW9+ell16S7t27m6T95S9/kcGDB9d4zUcffSSenp5SUVFhTFu2bJn4+/uLwWCwql2DwSB+fn7y9ttvG9MqKirE09PT4iR33cCBA2XmzJkmad27d5dXXnnFJG3EiBGyaNEiq/pCtoFzyzXNNbfcaPjw4fUKitz8prk2GRkZAkD27dtnTHv44Ydl7NixJuUiIiJkypQpNdYzceJEkw9iH3/8sajVaqmurjamHT58WABIbm6uiIgUFhaKSqWS77//3ur+iojMnTtX/vSnP9WYX1VVJe7u7rJx40Zj2iOPPCKPPfZYvdoJDg6WJ5980nh/wYIFEhYWZlJm+/bt4uzsXGswmm4fthrcfe2112TlypUyb968egVFbn6sCgoKjPnWBBKrqqqkd+/eMnLkSDl06JB899134u/vL88995yxnuLiYpM6fv31V2nVqpUsXrzYWObhhx+Wnj17yt69eyU3N1cWL14sHh4e9Qp8ilybl/bu3St5eXmSnp4uEyZMkHbt2hkD1hqNRp5//nlJTk6WkydPyr/+9S9RqVTy4Ycfmjw2999/vwwaNEi+++47ycvLk/3798uPP/5ozC8oKDAZU1ZWliiVSlm/fr2IXHsPN3jwYBk2bJgcOHBAjh07Js8884y0b9/e5PXvupUrV8q4cePM5vfLly+Lt7e3TJ8+XY4dOyZZWVny4IMPilqtlqtXr4qIyM6dO8Xe3l5Wr15tfEz8/PzqPSa9Xi9hYWESGRkpP/zwg2i1WklJSZGMjIwa/oLubH/0oMg333wjPXr0MHmNrsuePXvEy8urXvOlJZMnT5a33nqrUXVYwqAImWiKDy5HjhwRNzc3ee+99+SXX36RH3/8UUJCQmT69OnGOoKCgsTDw0NWrFghubm5xje9N3vrrbfE1dW11tuNb85v9t5775kFITQajcUXeU9PT1m3bp3Fev7zn/8IALP/sfv27SuvvfZaje3fbNiwYTJ79myTtG3btom9vb3xBelmU6dOlfvvv98k7dChQwJATp06ZVW7J0+eFABy6NAhk/T777+/xg+Ner1elEqlbNu2zSR99uzZcvfdd5ukvfTSSzJixAir+kK2gXPL/2mOueVG9Q2KBAQEiI+Pj4SFhcnq1atrfdPz3HPPSdeuXU3S2rVrJytXrjRJW7lypbRv395iHefOnRN7e3v59NNPjWkffPCBBAYGmpQ7duyYcSWLyLVvL52cnGTjxo3SvXt3CQgIkIceekjOnDlTY39zc3OlR48e8te//rXGMpcvXxZnZ2f597//LSIi1dXV4ubmJkuWLJExY8ZI69atZeDAgbUGj/773/8KAJMPBfPmzTMLxiQlJVn1zRndHmwxuHuj9evX1ysoUttjZcnNgcSdO3eKnZ2d5OfnG9Pi4+PFycmpxj5u375dFAqFaLVaEREpLy8XpVIpX3/9tUm5fv36mcwDDQl8/vzzzwJATpw4UWOZZ599VkaOHGm8n5iYKJ6eniYBorq899574u7ubvybOH78uACQrKwsY5mqqipp1aqVfPLJJybXZmRkSGBgoJw9e9YsKHLw4EEBYDJnHjlyxGRMjz76qEyePNmsP4GBgcYv4qwZ0+rVq6VTp041vre1NX/0oIiIyKpVq2p9vb3Zyy+/bHGVUX1UVFTI0qVLb/kqEZG6nxPuKWKDvv76a7i5uZncli5d2uD6VqxYgaioKLzwwgu46667MGTIEHzwwQeIi4tDRUWFsdyoUaMQExODLl26oEuXLhbrmjlzJjIyMmq9hYWF1dgXS2drnzt3Dmq12qysWq3GuXPnLNZz7tw5ODo6wtvb2yS9TZs2NV5TUz1t2rQxq6OqqgqXLl2q1zXX86xt98brbqynpjouXbqE6upqq65pifPD6fbHueWa5phbGmrp0qX4/PPP8f3332PKlCl48cUXERsba7GsXq/Hp59+arahWk1zVE3937hxI9zd3TFp0iRj2qhRo3Du3DmsWLECV69eRVFRERYuXAjg2n4pAHDq1CkYDAbExsZi1apV+OKLL1BYWIjRo0fj6tWrJm0MGTIEzs7OuOuuuzBs2DAsWbKkxsfglVdeQUBAAO69914AwIULF1BWVoa3334bY8eOxbfffos///nPmDRpEvbu3WuxDo1Ggx49emDIkCHGtIiICKSmpiI+Ph7V1dXIz8/Hm2++aTImsj2ZmZmIiIjApEmTcOTIEWzZsgU//PCDyd44wLX5rnfv3khPT8eiRYss1hUbG2s2x958u3EfsJvt27cPXbt2hYeHxy0ZW3JyMtRqNbp27YoZM2bgwoULNZZNT09HRkaGyXySlpaG3r17m8ytERER0Ov1NW7ortFocO+99yIoKAgAUFVVherqarMjRFUqFX744QcA1/Yw+Oabb9C1a1dERERArVZj0KBB+PLLL2vs75UrV7B+/Xp07NgR7dq1q7FcSUkJWrVqZby/Y8cOhIWFYfny5QgICEDXrl0RExMDnU5XYx0ajQZTpkwx7t2k1+sBwGRMSqUSjo6OxjEBQHl5OR599FH8/e9/h5+fn1m93bp1g6+vLzQaDa5evQqdTgeNRoNevXoZHz+9Xm/xsfvtt99w+vRpq8e0Y8cOhIeHY9asWWjTpg169+6N2NhYVFdX1zhuur3NmTOn1r/9m7399tuYP39+o9p0cnLCq6++ClU9Tsu5VXgkrw0aOXIkVq9ebZJ244ReX+np6Thx4gQ+/fRTY5qIwGAwIC8vDz169ACAWj9w3NiPxvSlprO1Le26LCL12o25odfcXF7+t2FqbfU05Bpr66mrDmuuaYnzw+n2x7nl//rYHHNLQ7z66qvGfwcHBwMAlixZYpJ+3bZt21BaWorHH3/cLK8+c8u6desQHR1t8vj16tULGzduxLx587BgwQIolUrMnj0bbdq0gVKpBHDtg0xlZSU++OAD44Zr8fHx8PPzw549exAREWGsb8uWLSgtLcXPP/+M+fPn491338VLL71k1pfly5cjPj4eycnJxv4YDAYAwMSJEzF37lzjY5Oamop//vOfGD58uEkdOp0OmzdvNvvgOmbMGKxYsQIzZ87E1KlT4eTkhEWLFuGHH34wjoluf9eDuzd6+eWXawxU1OXG4C4A3HXXXfjggw8wfPhwrF692vh3eD24W5uZM2fi4YcfrrVMQEBAjXmWgrsNNW7cODz00EMICgpCXl4eFi1ahFGjRiE9PR1OTk5m5S0FEi0FWL29veHo6GgxyHr27FkkJiZi8+bNxjR3d3eEh4dj6dKl6NGjB9q0aYP4+Hjs378fd911FwDTwOebb76Jd955B0lJSZg0aRL27Nlj8v/4Rx99hJdeeglXrlxB9+7d8d1338HR0dHiY5CWloaEhAR88803xrRTp07hhx9+gLOzM7Zv345Lly7h2WefRWFhIdatW2dWx4EDB5CVlQWNRmNM6969O4KCgrBgwQJ8/PHHcHV1xcqVK3Hu3DmTAOvcuXMxZMgQTJw40WL/3N3dkZycjIkTJxq/oOjatSt27dpl3OAyIiICc+fOxfTp0zFy5EicOHECq1atMj7eHTp0sGpMp06dwu7duxEdHY2dO3ciNzcXs2bNQlVVFV577TWL/SO6nTAoYoNcXV1r/DbVzu7a4qHrH8IBmOzib4nBYMBf/vIXzJ492yyvffv2Ju3WJTY2tsZvLa9LTEzEsGHDLOb5+voiMzPTJM3Pzw/nz583K3vx4kWzF+Mbr7n+7eWN3+heuHDB5AW9Ln5+fmYv7BcuXIC9vT18fHzqdQ1gvvKjtnaBa2842rZta1JPTXX4+vpCqVRabPvma1ri/HC6/XFuuaY55pZbZfDgwbh8+TLOnz9v1ue1a9di/PjxZt9A1jRHWRpzSkoKjh8/ji1btpjlRUVFISoqCufPn4erqysUCgVWrlyJjh07AoBx7urZs6fxmtatW8PX19d4Ksx117/N6tmzJ6qrq/HMM8/gxRdfNAlGvPvuu4iNjcX333+Pvn37GtN9fX1hb29v0g4A9OjRw+Rb2eu++OILlJeXWwwWzZs3D3PnzsXZs2fh7e0NrVaLBQsWGMdEtz9bDO42xCOPPGL8d+/evREWFoagoCB88803JqvCrrdrKZAI1C+wvGHDBnh5eeGBBx4wSf/Xv/6FJ598EgEBAVAqlejfvz+ioqJw6NAhAPULfEZHR2P06NE4e/Ys3n33XTz88MP48ccfzR637OxsTJw4Ea+99hpGjx5tTDcYDFAoFPj000/h6ekJAFi5ciUmT56Mf/zjH2bfgGs0GvTu3RsDBw40pjk4OGDr1q146qmn0KpVKyiVStx7770YN26cscyOHTuwe/duHD582Oxxuk6n0+HJJ5/E0KFDjSvY3n33XURGRuLgwYNQqVSYMWMGTp48ifHjx6OyshIeHh6YM2cOXn/9dZMAdV1jMhgMUKvVWLNmDZRKJUJDQ/H7779jxYoVDIrQHwJ/PkMmrn/QvTESnZGRUes1/fv3R3Z2tnHp+o23mqLrNWnsEveQkBAcO3bM5INXeHg4SkpKTI5g3L9/P0pKSmr8EBIaGgoHBwd89913xrSzZ88iKyurXh9cwsPDTeoAgG+//RZhYWFwcHCo8Zp9+/aZLA//9ttv4e/vjw4dOljVbseOHeHn52fS9tWrV7F3794a++/o6IjQ0FCz/n733Xdm17TE+eH0x8a55ZpbNbfcKocPH4azszO8vLxM0vPy8rBnzx6zn84ANc9rlvqv0WgQGhqKfv361diHNm3awM3NDVu2bIGzs7PxA8b1o4+PHz9uLFtYWIhLly4Zl35bIiKorKw0ea5WrFiBpUuXIikpyex5dnR0xIABA0zaAYBffvnFYjsajQb3339/jYFhhUJhPAo9Pj4e7dq1Q//+/WvsL91ergd3b7xdD0Q0Jrh741zz888/Izc3F507dzZpty6N/fmMr6+vxWM2b4W2bdsiKCgIubm5Znk1BRItBViLiopQWVlpFmQVEaxbtw5Tp041m/87d+6MvXv3oqysDL/++isOHDiAyspKYzCytsDnzQFWT09P3HXXXbj77rvxxRdf4NixY2ZHjufk5GDUqFGYMWOG2Sq7tm3bIiAgwBg8uN6OiJgdvV5eXo7PPvsMTz/9tNljFhoaioyMDBQXF+Ps2bNISkpCQUGBcUy7d+/GyZMn4eXlBXt7e+PKjwcffBAjRowAAGzevBlarRbr16/HgAEDMHjwYGzevBl5eXn46quvAFybr9555x2UlZXh9OnTOHfunDFAc/09pzVjatu2Lbp27WoSiO7RowfOnTtn9nNHotvSLd/FhG5rNe2sfvHiRWOZ6zteZ2dny969e2XgwIG1biL2888/i0qlkmeffVYOHz4sv/zyi3z11Vcmu4cHBQXJe++91+Tju35cbGZmpkn62LFjpW/fvpKWliZpaWnSp08fk2Mzf/vtN+nWrZvs37/fmDZz5kwJDAyU77//Xg4dOiSjRo1q8JG8c+fOlZycHNFoNGZH8t58PF5xcbG0adNGHn30UcnMzJRt27aJh4dHg47k9fT0lG3btklmZqY8+uijZkfyjho1ymSH8etH8mo0GsnJyZEXXnhBXF1djRuaXRcUFCRxcXH16g/d2Ti3NO/cInLttJbDhw9LaGioREVFyeHDhyU7O9uYv23bNunWrZvx/o4dO2TNmjWSmZkpJ06ckE8++UQ8PDzMNoMWEXn11VfF39/fYp9+/PFHUSqV8vbbb8vRo0fl7bffNjuSV+Ta8eIuLi6yevVqi/3/8MMPJT09XY4fPy5///vfRaVSyfvvv29SZuLEidKrVy/58ccfJTMzU8aPHy89e/Y0bua3adMm2bJli+Tk5MjJkyclISFBAgICJDo62ljHO++8I46OjvLFF1+Y/G1ePwHj+mPl4OAga9askdzcXPnwww9FqVRKSkqKSX9yc3NFoVBIYmKixTEtX75cjhw5IllZWbJkyRJxcHAw2fjQ0t/D1KlTTU74uvl5o+ZT1+ah5eXlAsDkmNFvv/221nksKirK7Ajcm1k7jxUUFBg3lK7pVtsGhZ9//rl4e3vXeJJdfTZavdmlS5eMGyPfbPjw4WbHbYv830arv//+uzHts88+s7jR6vXH9eY52JLCwkLx9PSUjz/+2JgWHh5uttHqAw88II8++miN9ej1elGpVMbNn0VEsrKyRK1Wy/z58y1e8/HHH4tKpTKZX7788kuxs7Mze27Wr18vTk5OcunSpTrH9Msvv4idnZ3s2rVLRK4de56ZmWlyAyDvv/++cVP+Dz74QPz8/Eye78rKSnF1dTXZ+PpmU6dOlfDw8HqNacGCBRIUFGSycfeqVaukbdu2dY7tTnQnbLR6p+HpM2SipvPeb3wDlpOTI4MHDxaVSiXBwcF1vuCLXDsHffTo0eLm5iaurq7St29fk+OUmuuDi4jIlClTzI6QLSgokOjoaHF3dxd3d3eJjo426b+ls7V1Op0899xz0qpVK1GpVDJ+/HizXZiDgoJMjoWzJDk5WUJCQsTR0VE6dOhg9gFh8eLFEhQUZJJ25MgRGTZsmDg5OYmfn5+8/vrrJi9q15+DvLy8Gts1GAyyePFi43nxd999t9mbCUv9/8c//iFBQUHi6Ogo/fv3l71795rkN9X54fTHxrml+ecWS4/3jXPJ+vXr5cbvPhITEyU4OFjc3NzExcVFevfuLatWrZLKykqTequrqyUwMFAWLlxYY9uff/65dOvWTRwcHKR79+6ydetWszLX30gXFxdbrGPq1KnSqlUrcXR0lL59+1oMtJaUlMiTTz4pXl5e0qpVK/nzn/9s8lh99tln0r9/f+PfR8+ePSU2NtbkTU9QUJDFx+rmx1ej0UiXLl3E2dlZ+vXrJ19++aVZfxYsWCCBgYE1ntgzcuRI8fT0FGdnZxk0aJDs3LnTJN/S38Pw4cNl2rRpxvs3P2/UfGw1uHv69Gk5fPiwvPHGG+Lm5mYMuN74Ibhbt27G0+lKS0vlxRdflNTUVMnLy5M9e/ZIeHi4BAQEmB0/XVsg8fqRvPfcc48cOnRIvv/+ewkMDDR5bK577LHHZNCgQRbHlZSUJImJiXLq1Cn59ttvpV+/fjJw4ECTk1DqCnyePHlSYmNj5b///a+cPn1aUlNTZeLEidKqVSvjsb1ZWVnSunVriY6ONvn7uHDhgrGd0tJSCQwMlMmTJxv/Ru666y55+umnzfr9pz/9SR555BGLY0pISJA9e/bIyZMn5csvv5SgoCCZNGmSxbLX4abTZ44ePSpOTk7y//7f/5OcnBzJysqSxx57TDw9PY2BqIsXL8rq1avl6NGjcvjwYZk9e7Y4OzubBG6tGdOZM2fEzc1NnnvuOTl+/Lh8/fXXolar5c033zSWuflLQGuCxH9UDIrcfhgUIZtz5MgRUavVZi/Mt1p5ebk4OzvL7t27m7QdS9avXy9dunRpkaPPmur8cKLbnS3MLUS2zFaDuzWN+8bgHW44Lru8vNx4fLWDg4O0b99epk2bZvH4zroCiadPn5b77rtPVCqVtGrVSp577jmpqKgwKVNcXCwqlUrWrFljsY4tW7ZIp06dxNHRUfz8/GTWrFkWg7G1BT7z8/Nl3LhxolarxcHBQQIDAyUqKkqOHTtmLLN48eI6g9Ei14IR9957r6hUKgkMDJR58+aZfZF0/djdb7/91uKY3n//fQkMDDQ+vq+++qro9XqLZa+7OSgicm0l09ChQ8XT01O8vb1l1KhRkpaWZsy/ePGiDB48WFxdXcXFxUXuueces1V/1o4pNTVVBg0aJE5OTtKpUyd56623TFYb3vwloDVB4j8qBkVuP3U9JwqRG34YSXSH2LhxI/r3748+ffo0WRtJSUn48MMPTXYdby5TpkzBgw8+iIceeqhZ29Xr9VixYgVefPHFFjkui6il3elzCxHd2TIzM3HvvffixIkTcHd3b+nuEN2RKioqkJeXh44dO96yzY2pcep6ThgUISIiIiKyEc0R3CWyZX/0oEhBQQF69OiBAwcOWH3IQ1MaMGAAFixYYHayVX3U9Zzw9BkiIiIiIhsxbdo0BkSIqEbLli3DhAkTTAIiBw8exD333AMvLy94e3tjzJgxdZ4iaK38/Hw89thj8PHxgYuLC4KDg5Genm7MX7RoEV555RXj8dpNgUERIiIiIiIiIhun0+mg0WhMjop5EMUpAAAgAElEQVQuLS1FREQE2rdvj/379+OHH36Ah4cHIiIi6jyWvC5FRUUYOnQoHBwckJiYiJycHPztb3+Dl5eXscx9992HkpIS7Nq1q1Ft1ca+yWomIiIiIiIioj+ExMRE2NvbIzw83Jh2/PhxFBUVYcmSJWjXrh0AYPHixejbty/OnDmDzp07N7i9d955B+3atcP69euNaTf/ZEepVCIyMhLx8fEYN25cg9uqDVeKEBERERERETUREUGlvrpFbvXZQnTfvn0ICwszSevWrRt8fX2h0Whw9epV42qSXr16ISgoqFGPy44dOxAWFoaHHnoIarUaISEh+OSTT8zKDRw4ECkpKY1qqzZ33EoRg8GA33//He7u7lAoFC3dHSKyMSKC0tJS+Pv7w87u1sedOccRUUtqyjmO8xsRtaSmnN+qrhqwZs7eW1qntZ55fzgcnJRWldVqtfD39zdJc3d3R3JyMiZOnIilS5cCALp27Ypdu3bB3r5x4YRTp05h9erVmDdvHhYuXIgDBw5g9uzZcHJywuOPP24sFxAQgDNnzsBgMDTJ++s7Lijy+++/G5f1EBG1lF9//RWBgYG3vF7OcUR0O2iKOY7zGxHdDprqPdwfgU6nMzudRafT4cknn8TQoUMRHx+P6upqvPvuu4iMjMTBgwehUqnqrDclJcXkpy8ff/wxoqOjYTAYEBYWhtjYWABASEgIsrOzsXr1apOgiEqlgsFggF6vt6q9+rrjgiLXz1z/9ddf4eHh0cK9ISJbc/nyZbRr1844F91qnOOIqCU15RzH+Y2IWlJTzm/2jnZ45v3ht7xea9u2lq+vL4qKikzSNm/eDK1Wi7S0NOMqjc2bN8Pb2xtfffUVpkyZUme9YWFhJqfVtGnTBgDQtm1b9OzZ06Rsjx49sHXrVpO0wsJCuLi4NElABLgDgyLXl1t6eHjwBZWIWkxTLf3mHEdEt4OmmOM4vxHR7aCp5jdrf8LSkkJCQrBp0yaTtPLyctjZ2Zk8LtfvW3tMrkqlQpcuXczShw4diuPHj5uk/fLLL2Z7lWRlZaF///7WDqPeuNEqERERERERkY2LiIhAdna2yWqR0aNHo6ioCLNmzcLRo0eRnZ2NJ554Avb29hg5cmSj2ps7dy5++uknxMbG4sSJE9i8eTPWrFmDWbNmmZRLSUnBmDFjGtVWbRgUISIiIiIiIrJxffr0QVhYGBISEoxp3bt3x7///W8cOXIE4eHhGDZsGH7//XckJSWhbdu2xnIKhQIbNmyoV3sDBgzA9u3bER8fj969e2Pp0qVYtWoVoqOjjWXy8/ORmpqKJ554otHjq8kd9/MZIiIiIiIiIqq/RYsWISYmBjNmzDDuITJ69GiMHj26xmu0Wi3s7e0xdOjQerc3fvx4jB8/vsb8VatWYfr06U26+S2DIkRERERERESEyMhI5ObmIj8/3+oTwZKSkvDMM8/grrvuuuX9UavViImJueX13ohBESIiIiIiIiICAMyZM6de5WfOnNlEPQHmz5/fZHVfx6AI2RyRapSX56G0NAci1XBxCYJKFQQHh1ZNdmIIERERERER3X4YFKE7WnW1HleuHEdpaQ5Ky3JQWpqDsrJjMBh0ZmWVSjdjgESlCoLL//6rcmkPJ0c1FAruS0xERERERHQnYVCE7gjV1eXQ6y+gQn8WZWXHUFqajbLSHFwpPwmRKrPydnYquLt1h8LOETrdGej1Z1FdXYbS0myUlmZbKO8MF1UQ3D36wtOjHzw8Q+DmehcUitv/vHEiIiIiIiKyjEERuq0ZDFdRUZEPvf489PoLuHr14rV/X72Iq/oL0F+9AL3+Aqqry2qsw8HBG+5uPeHm3hPubj3h7t4LLi4dTAIa1dV6VFT8inLdaejKT1/77//+XaHPh8FQgbIrx1F25TjOnv0cAKBUusLdvTc8PUPg6REMD49gODm1bvLHhIiIiIiIiG4NBkXotlJZWYySkkMoLklHSXE6LpcegcGgt+paOztnODmp4eraFe7uvf4XAOkJJ6e2de4VolQ6wdW1C1xdu5jlGQyVqKjIx5Urubh8+WeUXM7A5ctHUF19BcXF+1FcvN9Y1tk5AB4ewfD0CIa39yC4ufXkPiVERERERES3KQZFqMWICHQ6LYqL01FSko7iknSUl580K6dUusDJqQ0cHdVwclLDyVENR6fW//vvtftOTmoolW5NEoCws3OAi0sHuLh0QOvWo//X92pcuXLiWoCkJAMllzNw5UouKiryUVGRjwsXvgEAODqq4eMzHL4+I9Cq1VDY27vf8v4RERERERFRwzAoQs2mulqHy6VZuFxyCMUlh1BScgiVlYVm5VxcOsPLMxSenv3h6RkKF5eOt91qC4VCCTe3bnBz64YA/0cAAFVVpbh8+QguX/4ZxSWHUFy8H1evXsDZs5/j7NnPoVDYw8szDD6+I+DjMwKuLl1uu3ERERERERHZEgZFqElcWwVyBpcvZ6Ck5DBKLh9GWdkxs01P7ewc4e7e91oQxCsUnh4hcHRs1UK9bhx7e3e0ajUUrVoNBQAYDHoUFR9EQUEyCgqSUV6eh6Lin1BU/BNOnHgbzs6B8PEZAV+fEfD2HgylUtXCIyAiIiIiIltWUFCAHj164MCBA+jQoUNLdwcDBgzAggULMGnSpCZrg0ERuiWqqq7gcumR//2U5DBKSg5bXAXi6Ki+tjGpZ394eYbC3b0X7OwcW6DHTc/Ozgk+rf4En1Z/Au56FeXlWhQU7EVBQTKKin9CRcVvyM/fhPz8TVAqXREU9Be0b/cUlErnlu46ERERERHZoGXLlmHChAkmAZGDBw/ilVdeQXp6OhQKBQYMGIDly5cjODi4UW29/vrreOONN0zS2rRpg3PnzhnvL1q0CDExMXjggQdgZ2fXqPZqwqAINYhINS6XZqGgYB8KCvbi8uWfARhMyigUDnB37/W/01lC4OkZYtWmp3eq6/uStGs3DdXV5Sgq+gmXCpJRcGkPKvS/49Splfj99y3o0uUVqFuPs9nHiYiIiIiImp9Op4NGo8HOnTuNaaWlpYiIiMDEiRPx0UcfoaqqCosXL0ZERAR+++03ODg4NKrNXr164fvvvzfeVyqVJvn33XcfZsyYgV27dmHcuHGNaqsmDIqQ1fRXL6GwIAUFhXtRWPgDKiuLTPKdnPyu7QPiEQJPz2C4ufWCUulksS4RwdVqAyquGlBeWQXd1WroKquN/y2/Wo2K/91X2inQ0dcVnVq7oZXrnbGqRKl0ga/vKPj6joJ0FZw//2+cOPkOKirykZX1PLw8B6Br10Vwd+/V0l0lIiIiIiIbkJiYCHt7e4SHhxvTjh8/jqKiIixZsgTt2rUDACxevBh9+/bFmTNn0Llz50a1aW9vDz8/vxrzlUolIiMjER8fz6AINT+DoQollw+jsGAvCgr3obQ02yRfqXSDu+fdcHAdBqVzGHTVXjhXXoljF66i5HQlisu1KNZdRXF5JUp0lSgurzTeL79ajWqD1LtPXi4O6OTrio6+bujU2hWdW1/7d5CPC5wdlHVXcBtSKBTw87sfrVvfi9On1+D0mTUoLjmIAwcnwr/tQ+jU+UU4Ofq2dDeJiIiIiKgBRARVen2LtG3v5GT1CvR9+/YhLCzMJK1bt27w9fWFRqPBwoULUV1dDY1Gg169eiEoKKjR/cvNzYW/vz+cnJwwaNAgxMbGolOnTiZlBg4ciOXLlze6rZowKEImDAYDcn/bjx9zvseZS2dQqrfDlUoXXKnsiyuVg6EXX+iqfXCl0gWlegXKr1b/78qjDW7TQamAs4MSLo5KqByUUDnaQ+VgBxdHezg7KFFRWY28S1eQX6xDcXklDp0pxqEzxSZ1KBRAoLcKnXzdEN7ZB/f2UKNz66Y5orepKJUu6NTpBfj7P4wTJ5fj/Pl/4/ezCTh/Yef/Z+/Ow6Mqz4ePf8/sM8lMMtn3hIRAQtgCAQQEREUFa1FrrbgvrUuta9Gir9aKWtxq0bb6Q0tdK+4KtlbcIQqyBAIEAgRC9j2ZZCazL+f9Y+JoDEtCEgj4fK5rrpnznJ0JJzn3eZ77ZljGb0lNvRqF4uA9bwRBEARBEARBGJp8bjfPXHXRcdn3rS+/g1rXu5yFFRUVJCUldWszGo189dVXzJ8/n4ceegiAESNGsHr1alSq/oUTpkyZwiuvvMKIESNobGzk4YcfZtq0aezcuZPo6OjQcsnJyVRVVREIBAYlr4gIivyEBQIyVW0OSuo6KKlpY2vFfkobPVjdBmBC1+uQa4c+SRKYdGrMBjURBg2RejWRBjWR+uC02fDdtIYIg5oIvRqjVoWuKwiiVvbuB9vpCQZHDrTYKW/upLzFHnw1d2Jz+ahuc1Ld5mTN3mYe/d9u0qMNnJkbzxm5cUzKiOr1fo43nS6J0XlLSUm+nL1lD2GzlbBv/+PU1r1B9vB7iImZc0IFewRBEARBEARBGPqcTie6HwVQnE4n1157LdOnT2fFihX4/X6efPJJ5s2bx6ZNm9Drj1xBs7CwsNvQl2XLlnHZZZd1axszZgxTp04lKyuLl19+mTvvvDM0T6/XEwgEcLvdvdpfX4mgyE+EPyBT1mSjpNbKzroOdtZa2VVvpdP9wxK5KkCFQvKTFuEiIzaaGFM0kXoNkV0Bjwi9OhT0CH7WYNSpUCgG/yZdr1EyKsnEqCRTt3ZZlmnp9HCgxU5pvZUvdjexfn8rla0Oln99gOVfH8CkU3HayDjOyI3jtJFxROj7lxDoWIiMLGBSwfvUN7zH/v1P4nRWsX3HTZjN0xiW8TsiIychSSdGoEcQBEEQBEEQfqpUWi23vvzOcdt3b8XExGCxdM8b+frrr1NRUcH69etDvTRef/11zGYzK1eu5JJLLjnidgsKCiguLg5Nx8fHH3S5sLAwxowZQ1lZWbf2trY2DAbDoAREQARFTlour5/tNR1sqmhj44E2tlRasHULgASpFF5Sw+tIM1WTFeVgcvYEpuedh9EQdRyO+uhIkkSsUUusUcvkYVFcNS2DTrePr8ua+XRXE1/uaaLN7mHVtjpWbatDpZCYlBHFGblxnDUqgbRow/E+hUOSJAVJiRcRF3sOFZX/R3X1ciyWdVgs69BqE4iPP4+E+J8THp4reo8IgiAIgiAIwhAkSVKvh7AcT/n5+bz22mvd2hwOBwqFotu9xnfTgUDgx5s4KL1ez/Dhw4+4nNvtprS0lBkzZnRrLykpYcKEw41i6J9BD4o8++yzPPHEE9TX15OXl8fSpUt7nOTBvPHGGyxYsID58+fzwQcfDPZhnvCsLi9FlRY2HWhjU0Ub22o68Pi6/5CGaZQMj3GRqCsh2VBCmrGGhLBG4mKmk5JyBTHRpyFJJ2ay0h8L16o4Z3Qi54xOxB+QKa628OmuJj4vbaSsqZP15a2sL2/l4f+WkpNg5Ky8BM7Oi2dUomlIBhdUqnCGZy0kOelXVFQ8S2PTR7jdDVRVvUBV1QuEhWV3BUjOQ69PO96HKwiCIAiCIAjCCebss8/mnnvuwWKxYDabAZgzZw533XUXN998M7fccguBQIBHH30UlUrF7Nmz+7W/hQsXct5555GWlkZTUxMPP/wwVquVq666qttyhYWFnHXWWf3a1+EMalDkzTff5Pbbb+fZZ59l+vTpLFu2jLlz57Jr1y7S0g5941ZZWcnChQt7FTz5Kdt4oI2PdtSz8UAbuxus/LiYS0y4hkkZURSkR5Cq+wpl5z9AtgKgVIaRmHghKclXEBbWvzJKQ51SITExPYqJ6VEsmptDZaudz0qb+GxXIxsr2tjdYGN3g41nPi8jNUrP2aMSOHt0AhPSzCiPwbCgvtDrU8nNXcKIEX+itfUrGhpX0dr6BXZ7GeXlT1Fe/hQRpnziE35OfNw8NKJqjSAIgiAIgiAIvTBmzBgKCgp46623uOGGGwDIycnhww8/5MEHH2Tq1KkoFAry8/P5+OOPSUxMDK0rSRIvvvgiV199da/3V1NTw4IFC2hpaSE2NpZTTjmFb7/9tltVm9raWtatW9ejB8tAkmRZ7ntd1F6aMmUKEyZM4Lnnngu15ebmcv7557NkyZKDruP3+5k1axbXXHMNhYWFtLe396mniNVqJSIigo6ODkwm05FXOAF5fAGeWL2bFwoPdGtPizIwKSOKycPMTMqIYlhMGO3tG9i95wEcjn0AGAzDSEm+gsTEC1GpjMfj8IcUi93D57ubWL2zgbV7m3H/oHdNTLiGOaPiOSsvgWlZ0WhVQ7MXjddrpbn5ExoaV2KxrAeC/6UlSUmUeToJCecTF3eOqFxzjAz2NeincI0TBGHoGsxrkLi+CYJwPA3UNcjlcnHgwAGGDRvWI2npieCjjz5i4cKFlJSU9LrSS0VFBdnZ2ezatYvs7OwBPZ677rqLjo4Onn/++aPexpG+k0HrKeLxeCgqKmLRokXd2s866yzWrVt3yPUWL15MbGws1113HYWFhUfcj9vtxv2Dms9Wq/XoD/oEUNXq4JY3trKtOliS9oL8ZE7PiWPysCjiTd9/wR5PC7tK/0RDw/sAqNXRZGffS0L8z0Vyzh8wh2m4aGIKF01MweHxsXZvM6t3NvJ5aSMtnR5WbKxmxcZqwrUqTs+J47Yzs8mKDT/eh92NWm0iKekikpIuwu1uorHpvzQ0rMRm20Fr21pa29ayt+wRkpMvITlpATpd4pE3KgwZP7VrnCAIPx3i+iYIgjD0zJs3j7KyMmpra0lNTe3VOh9//DHXX3/9gAdEAOLi4li4cOGAb/eHBi0o0tLSgt/v75FZNj4+noaGhoOu880337B8+fJumWmPZMmSJTz44IP9OtYTxX+317Po3e3Y3D4i9Goev2gsZ+cldFtGlgPU1b3Jvv1P4PN1ABLJyQvIylyIWh1xfA78BGHQfJ+HxOsP8G15K6t3NvDJzkaabG5Wbatj9c4G7j4nh2umZRyTijt9pdXGkZZ6DWmp1+BwHKChYRV19W/hdjdQUfEPKiv/j9jYs0lJvqKres3QOwehu5/SNU4QhJ8WcX0TBEEYmm677bY+LX/jjTcO0pEEe4oMtkEbPlNXV0dycjLr1q1j6tSpofZHHnmEV199ld27d3db3mazMXbsWJ599tlQveKrr776iMNnDvaUITU19aTqeuny+ln8n128vqEKgInpZp5ZkE9yZPeSRDZbKbv33I/VuhWA8PBR5Ix8iIiI8cf8mE8mgYBMcU07f/10L4VlLQBMHhbFkxeNG9KVa74TCHhpbvmUmppXaW/fGGoPD88hJfkKEhLmo1QOTnmr3vK4fLTV27HU22mrd9DeYEcGNDoVWr0KjV6FRq/8wefg67tpXbgatWZoDG8a6O7fP4VrnCAIJ46BvMaJ65sgCEOJGD5z8jpuw2diYmJQKpU9eoU0NTUdtC7x/v37qaio4Lzzzgu1fVfiR6VSsWfPHrKyeiYE1Wq1aPtQe/lgrC1O7B0ePC4fHmfXy+Xvev/RtNOHzxtg+MQ4CuZlDPqT9rJGG797fSt7Gm1IEvz2tCxuP3MEauX3Q2B8vk7KDzxNTc3LyLIfpTKMzMw7SEm+AoVCVF3uL4VCYkKamVeuncy/N1Tx549K2XigjXOeXsu983K5bErakO5xoVCoiY+bR3zcPGydu6mpeYWGhpV0du5m957/x779j5GU+EtSUi4f9Mo1Hmcw+PHdy1Jvp63OTqfFfeSVjyA8Sos5IQxzgqHbu96oHtLfz5EMxDVOEARhKBLXN0EQBGEoGLQ7Zo1Gw8SJE/n000+54IILQu2ffvop8+fP77F8Tk4OO3bs6NZ23333YbPZePrpp3s9nulorH1jL5UlrX1aZ2PdAeztbmYtGIk0CMMoZFnm7c01/HFVCS5vgJhwLX/91ThmZMd2W6a5+RP2li3G7Q4Gn+Ji55I94j502oRDbVo4SpIkcfkp6czMjmXhO9vYeKCN+z4oYfXOBh77xViSIo9vb4veMIbnkJvzZ4Zn/YG6+repqXkNl6uaqurlVFX/i5jo2SQnX0pU1Ix+BdQCAZmOJgctNZ201HTSWtNJa23nYYMfBpOGqKQwzIlhRCWGoVBKeJw+3M4fBCudftxOb9f79+0Bv0xnm5vONjfVu9q6bVdrUGFOMBCZEIY53oA5MYzo5DCMUboTOlgiCIIgCIIgCEL/DWo3gjvvvJMrrriCgoICpk6dyvPPP09VVVVozNGVV15JcnIyS5YsQafTMXr06G7rR0ZGAvRoH2jhZi2mWD0anRKN7gdd9XUq1HoVGl2w2766qyt/e5ODde/uY2dhHX5vgNlX5g5ofgmby8t9H5SwsrgOgBnZMfzl4nHEGb/v6hMIuNm58/c0Nf8PAJ0ulZEj/0RM9GkDdhzCwaVFG3jjN6fw0roKHvt4N4VlLZz917Xcf94ofjkx5YS40VarI0hP+zVpqdfQ2rqG6ppXaGsrpKX1C1pav0CrTSAx8RckJf4Svf7wAUmPy0dbnZ2Watv3QZDaTnyewEGXN0RoiOoKfPwwCKILUx/VuciyjMvupb3BgaXBgaXBHnq3trpwO3w0lFtpKO+ewE8bpiImxUhsajgxqUZiU41EJhiGZK4YQRAEQRAEQRAGx6AGRX71q1/R2trK4sWLqa+vZ/To0Xz00UehusNVVVW9LvMzmE67LKfP6xgiNHz2Yim7v23A7wtwxjWjUCr7fy47ajq4ZcUWKlodKBUSd84ZwU2zsrrdqAUCPkp23kFz82okSU16+vVkpP8WpVKMWTtWFAqJa08dxqyRsSx8extbq9q5+53trC5pYMmFY4gznRjfhSQpiYk5nZiY07Hby6mtW0FDw/uhxKwVFf8gyjydpKSLiY2dg0Khxe8NUFXaxv4tTTSUd9DR7PyuCnA3KrWCqORwYlKCr+iU8H4FPw59DhL6cA364RoSh0d2m+fz+GlvcoYCJe0NwZwllno7bruP2j0WavdYuh1zdEowSBKTEk5sqpHo5DBUQyRfiSAIgiAIgiAIA2vQEq0eL8eyxv3+rU188s+dBPwymeNjOevXeShVRx8YWbu3mV+/vBmPP0BShI5nFuRTkBHVbRlZDlBa+gfqG95DkjSMG/cC0VGn9vdUhH7wB2SeX1vOXz/di8cfIEKvZvH8PH4+LumE6DXyY4GAm+bmz6ire4s2y9ehdoVkItBxGtVbJmFv6j48yxChISbFGAqAxKSGExE3dHtd+L0B2urtNFfbaKmy0VzdSUttJz63v8eykkLiV/9vEtHJvSvFPNjXoGN5jRMEQfixwbwGieubIAjHk0i0evI6bolWfwqy8uOYe6OCj5eVUF7czP+W7eCc60ejUvf9qXKTzcUdbxbj8Qc4IyeOv1w8jkiDptsysiyzt+yhroCIkjGjnxYBkSFAqZC46bQsTs+J4/dvF1NSa+W2N4p5a3M1V03N4PScOFQD0IvoWFEotMTHn0tszFwqdu7kQPkb+NSrUektYFpF6mmrcLdnYVD+jPSs+cSnJWIwaY684SFEqVYQm2YkNs0I04NtoTwo1Z3BYEl1MFjicfiIiBv6+WIEQRAEQRAEQeg70VNkAFTtauV/z+3A5w2QkmNm3m/H9qk8aCAgc9WLGyksayEnwcgHN09Hd5DAyv7yp6io+AcAo3KfJDHxgh7LCMeX1x/g2S/387cvyvAFgv+1EiN0XDIpjUsmpxI/xIfVBAIydWXt7NvcyP6tzbg6vcEZUgDzsD0kjP4WWbcB+K5HhYTBkInJNAaTaRwm41jCw3NRKk+OagKyLOO0efsU9BE9RQRBOJmJniKCIJysRE+RoNbWVnJzc9m4cSMZGRnH9VjcbjfZ2dm8//77TJw48ai3c6TvRARFBkjtXgv/+cd2fG4/SdmRnHvzWDS63nXEWbZmP0v+txudWsGHvzuV7Hhjj2Uqq15g375HARg54kFSUi4f0OMXBlZVq4N/b6zk7c01tNk9QLBHyZzceC4/JZ1pWdFDZmiJLMs0V9nYs6GBss1NOK2e0DxduJqs/FiGT4wjaYQZhULC7Wmhof496urfweHY32N7kqQmPHwkJtNYTMaxmExjCQsbjiT9NPJyiKCIIAgnMxEUEQThZCWCIkELFy7EYrGwfPnyUNumTZtYtGgRRUVFSJLEpEmTePzxxxk/fvyA7XfJkiXce++93HbbbSxdujTU/swzz7Bq1So+++yzo962CIocQ/X7O/jP34rxuPzEDzNx3i3j0BoOn1RyW3U7v3huHb6AzJILx7BgclqPZWprV7B7z30AZGXeRUbGjYNy/MLAc/v8fFzSwGvfVrKp4vuEnsNiwrh0choXTUzBHHZ8hp5YW5zs3djAng2NtDc6Qu1ag4rMrkBIykgzisMM/fF4WrBad2C1bsdq247Vuh2vt63HcgqFHqMxD6Mxl/DwXIzhuYSFZaNUnnzDUkRQRBCEk5kIigiCcLISQRFwOp0kJSXx0UcfMXXqVABsNhvp6enMnz+fRYsW4fP5eOCBBygsLKSmpga1uv9FFDZt2sTFF1+MyWRi9uzZ3YIira2tJCUlUVxcTG5u7lFtX+QUOYYSsyKYf0c+q54upvGAlZVLi/n5rePRhR/8B6XT7ePWN7biC8jMHZ3AJZN6lj5taFjF7j33A5CefqMIiJxgtCol88cnM398MrsbrLy+oYr3ttRyoMXOIx+V8sQne/jZ2ESunJrB+NTII2+wn1ydXvZtaWLvhgbq93eE2pVqBZnjYhgxOYHUUVG9This0cQQEzObmJjZQFd5XFdtKEBitW7HZtuJ399JR8dmOjo2/2BtBQZDBuHhORjDg8GS8PActNqEEzJBrSAIgiAIgiCcyP73v/+hUqlCARGAPXv2YLFYWLx4MampwfvVBx54gLFjx1JVVUVWVla/9tnZ2clll13GCy+8wMMPP9xjfnR0NNOmTWPFihUsXry4X/s6FBEUGWBx6SbOvzOflUuLaa6y8cFft/Lz28YfNCfBHz8oofVKEMsAACAASURBVLLVQVKEjkcvHNvjRrC55XN2lS4EZJKTLycrc+ExOgthMOQkmFg8fzR/OCeHlcV1vPZtJbvqrby3pZb3ttRyx5kjuPWM4QMeEPB5/VTuaGXPhgYqS1oJ+Ls6h0mQMtLMyCkJZI6PRaPv/+VAkiT0+hT0+hTi4+YBwYpJDkc5VusOOjtL6ezcg62zFK+3FYejHIejnKamj0LbUKkiCQ8fSZghE50uBZ0+Gb0uBZ0+FY06WgRMBEEQBEEQhBOKLMvI3sBx2bekVvT67+e1a9dSUFDQrW3kyJHExMSwfPly7r33Xvx+P8uXLycvL4/09PR+H9/NN9/Mueeey5lnnnnQoAjA5MmTKSws7Pe+DkUERQZBTIqRC+6cwMqlW2mt7eSDp7Yw59q8YKWLLu9tqeG9rbUoJHh6QT4RPxpm09a2jpKS3yHLfhLiz2fkiAfEzeBJIkyr4tIpaSyYnEpxdTsvratgZXEdf/1sL7XtDh65YAzqflar8Xn91JRa2F/cTPnWZjxOX2heTGo4IyYnkF0QT7h58BOiSpKCsLDhhIUNB75PDux2N3cFSUqxde6ms7MUh6Mcn6+d9vYNtLdv6LEthUKLTpeCXpeMTp8S+qzWRIMcQJZ9BGQfsuxDlv3Ige8/B2RvsE32EfA78fsd+EPvDvyBH7c58fvt+P1OTp3+NWr14PfkEQRBEARBEE4+sjdA3R/XHZd9Jy2ehtTLIiAVFRUkJSV1azMajXz11VfMnz+fhx56CIARI0awevVqVKr+hRPeeOMNtmzZwqZNmw67XHJyMhUVFf3a1+GIoMggiUoK44LfBwMjlgYHby/ZxJjZKUw5L5M6u5v7PygB4LYzRjApI6rbuh0dxWzfcQOBgIeYmDPJzX0MSTpxSroKvSNJEvlpZvLTzBRkRPHAyhLe2lxDfYeLZy+bgFHXt/F5HpePypJWyrc2U1nSitftD80LN2sZMTmBEZPjiU4OH+hTOSpabSxabSzR0TNDbX6/G7ujjM7O3Tid1bhcNTidNbhcNbjdjQQCbhyO/QdN8DqY/H6HCIoIgiAIgiAIJzWn09kj54bT6eTaa69l+vTprFixAr/fz5NPPsm8efPYtGkTev2RcwQWFhYyd+7c0PSyZcuYOXMmt912G5988skRc6/o9XocDsdhl+kPERQZRJHxBi5aVMA3b5dRtrmJ7V/UsKeokbejfNg9fiYPi+J3pw8PLe/xtNHQ+CHl5Uvx+x1EmaczOu8ZFArxNZ3srjglnaQIHb97fSuFZS1cvOxbXrx6EgkRh79AODs9HNjWQnlxM9WlbQR83+dNDovUkpkfS9b4WJKyI5GGSLWbw1EqtZiMozEZR/eYFwh4cLnqcblqcLlqcbpqcDmD716vBYWkQpJUSAoVkqQMfpa+//zD+QqFDqXS0PXSB98V+u7TP5iv0cQdh38NQRAEQRAE4WQgqRUkLZ523PbdWzExMVgslm5tr7/+OhUVFaxfvx6FQhFqM5vNrFy5kksuueSI2y0oKKC4uDg0HR8fz+eff05TU1O3Urt+v5+1a9fy97//HbfbjVIZ7OHS1tZGbGxsr8+jr8Td9iALi9By1q9HkzO1lTVv7GWVzcoeiw+DJPHwnBzcrkqaWz6jpfkz2juKgOBYM2P4aMaO/T+UysEf3iAMDWfkxvPmDadw7UubKK23csGz3/DiNZPISeie/brT4qK8uJny4mbq9rbzw/pREXF6svLjyBwfS1y68YQIhPSWQqHBYEjHYOj/2EVBEARBEARBOFYkSer1EJbjKT8/n9dee61bm8PhQKHonpfku+lAoHd5UvR6PcOHD+/WdsYZZ7Bjx45ubddccw05OTn84Q9/CAVEAEpKSsjPz+/r6fSaCIocI2l50aQsyGTzKxsZFlHFxZG72Ld9CdUVdQdd3u+34/PZUSoNx/hIheNpbEok7/92Ole9uJHyZju/fG49y66YSH68iX1FTZRtbqR+X0e3dWJSw8kcH0tmfixRiWEi94wgCIIgCIIgCH129tlnc88992CxWDCbzQDMmTOHu+66i5tvvplbbrmFQCDAo48+ikqlYvbs2Ue9L6PRyOjR3XuHh4WFER0d3aO9sLAwlM9kMIigyDHg97uprF/D+uLXeXLmNiJ11tA8OaDEa80hOjERm/MzFAodKpURh/MAW7ZexoT819BqRdf9n5LUKAPv3TSNX7+0mc1VFq745wbOcWoY5e6KlkqQmBlBZn4smeNjMcUceRyfIAiCIAiCIAjC4YwZM4aCggLeeustbrjhBgBycnL48MMPefDBB5k6dSoKhYL8/Hw+/vhjEhMTQ+tKksSLL77I1VdfPaDHtH79ejo6OrjooosGdLs/JIIifeT2tFC89UqQFJgjp2A2TyEycvIhkzBWV7/E/vKn8PvtTEkItimVYURHz8LbXsC2/8Tj9XagOutBFGrISF1IfOLpbNl6GQ7H/q7AyL9FYOQnwufxU1nSyt5NjZy2y02nRslujZ//6j34IsO48dRhXVVjDp9rRBAEQRAEQRAEoa/uv/9+Fi5cyG9+85tQDpE5c+YwZ86cQ65TUVGBSqVi+vTp/dr3V1991aPtqaee4q677upVQtejJYIifdRQ/y6d9j0AdHaWUl3zEiARHp7TI0jidFZRtm8JsuyjzRXBjpaxXDjtEsZmzkahCOYKyR3vZl3hJaB242gawRf/zSS7wIU5dSkW1e04HOVs2XppV2Ak/viduDBo/P4ANbstlG1qpLy4Ga8rWDVGAi6PjmBTrMTKmlZWu+2YrR08ZEo9vgcsCIIgCIIgCMJJad68eZSVlVFbW0tqau/uOz7++GOuv/56srOzB/RY3G4348aN44477hjQ7f6YCIr0UWPTfwFITloAkpL29g3Y7WV0dpb2CJLIAR+y7GNnaw5PFd3EQ/NHM354RrfttXa8C9rtSJIWZ9VNuOx+dqypBUAddgtps/+CgwN8vfaXJIb/g8RhmUTGGY4qgaYckPG4fLjsPtwOLy67F7fdF3x3+HA5vLjt3tB8ZFBplag1SlRaBSpN8LNaq0Sl6Zrumq8xqIiI1WOK1qFQivLBR+J2eKna2caB7S1U7WzF7fCF5oVHackuiCd7UjwxKeFcLkkUrK/ggVU7eWNTNfUdLv5x2QTCteK/L0CH00uT1YXT68flDeDy+nH7gu8urx+XL4D7u8/eAB5/ALVSQq9Woteout4V6NVKdGpl17QSg+b76UiDBuVJlLRWEARBEARBEA7ltttu69PyN95446Ach1ar5b777huUbf+QuKvqA4ejApttJ5KkJDPzTjSaKCA4pKa9fSMWy4ZuQRJZBkmClfvmctpwNZef0r1qhtNZy759jwKQPfxuZs38GQeKW2g80EFTpY3mKiVVXywkbfaTqMNqqWy6nsK3fo8kxxKbaiQu3UhYpBav24/H5cfr9uN1+bo++/C6urd73f5ulUoGg0IlERGjJzLegDnBQGS8gcj4MMzxBnTh6sHd+RBnbXFyYHsLFdtbqNvbTiDw/ZehN6oZPiGO7EnxJGRG9Ah6XTE1g8QIPbes2Mqavc2c+0whj/1iLKdkRh/r0zguOpxeKlrsVLTaqWhxBN9b7VS02LE4vIO+/3WLTicpUuRuEQRBEARBEISTjQiK9EFT00cAmM3TQgERAK0mhvi4ecTHzQOCQZKdO2/HYllPSUsO1bZkbp34R9o7ojBHTgJAlmV2774Hv99OREQBKSlXIkkKhk+MY/jEYP4QOSDT3uSg7sAIGjp/i8bYSNrsv1D15e+pK/NTV9Z+VOeh0irRGVRoDWp0YSq0YergdJgaXZgabdc8SQKvx4/P7cfrDgQ/fzftCbb5vMFpZ6eXjmYnfm8AS4MDS4ODA9u671cXpg4GSRIMmKJ1GKN0hEfpCDdrCTdrUamHfpmqvpADMk2VNg5sb6ZiewuttfZu880JBoaNiyFjbCzxw0wojtAT4cxR8bxx/Snc+FoRla0OLnn+W644JZ1Fc3MIO0l6jdjdPrZVt7O1up19TZ29DnxE6NWhnh1alQKdWolO3fWu+sFntRKNSoGnqyeJ0+vH6fnRu9ePy+PH0dXm9gUwnAAl1E50sizjdFZhtW4LvRzOCgz6DEymcZhMYzGZxqLXZ4gKS4IgnHACbh+emk481TY81Ta8NZ2glNCkhKNJMaJJNaJODkchft8IgiAccyfHndQx0tgVFImPO/ewywX8LtrbNwGwav85zB5WTbiqhW3briN//CtERIynru5N2izfoFBoGZX7KJLUc8iJpJAwJ4RhThhPlusdirZcClQz6sK/EalYiqXKgMvhQ61TotEqUetUaHRdQ1p0SjRaVfBdpwq16QxqlOrBGd4iB2RsbS7aGx1YGh20/+DVaXHjsntpKO+gobzjoOvrTRqMZi3hUTqMZh3hUVrCzd8FT7QYjJqjGjY0WGRZxuv24+jwYO9w4+jw4LAGP3da3NTuseCwekLLSwqJxKyIYCBkTAyR8X0vtzwuNZLVd8xkyUelrNhYzavfVvLF7iYe+8VYTs2OGcjTG3SyLFPd5qSoqo0tle0UVVrY3WAlcIjeTHFGLRnRYWTEGEiPDmNYTBjp0QYyosMGNSgUCMiIe/CB5/W2Y7VuoyMUBNmO19vWY7kOr4UO69bQtEoVgck4pitIEgyWiETUgiAMJbJfxttoDwVAPNU2fE0OOMjvN2ebC+f2luCEBOp4A+quIIkmxYg6wYAkhiULgiAMKhEU6SW7vZzOzlIkSUVs7KEz7wJUVD7blUtkJPs7MvnbVVNwNW7EYllP8baryRv1V8r2LQEgK3MhBsOwI+5fp0ti4oTX2bLlMpyuKqy6O5h0/r/R65MH5PwGgqSQMMXoMcXoScvrPqzD6/bT3vR9kMTW5qKzzUWnxY2tzYXPE8Bp9eC0emiqtB10+wqVRHhk90BJ6LNZizFKh0Z/dD/S3wU43A4fbocPjzOYW8Xj9HW1eXE5fDg63F2BDw+ODjc+T+Cw21XrlKTnRZMxNob00dHowvo/hMikU7PkwrGcOyaJRe9tp8bi5PLlG7hkUir3npuLSTc0hym5vH5KajsoqrRQVGlhS1U7LZ3uHsslR+rJT4skN9F0zAIfh3OkHjxC77W0fElj44d0WItxOit7zJckDUZjLibTOCJM4zEYMnE4yrFat2O1bsPWuROfr4M2y9e0Wb4OrafVJmAyjSMu9hzi488TPUkEQTjm/DYPnV/X4q604q3tRPb2/PtAGakNBju6Ah5yQMZT09VzpNqG3+rB2+DA2+DAsbkxuJJKgSYpDE2GCeOMFJRGzTE+M0EQhJOfCIr0UlNXgtWoqOmHLL8L4HTWUF//LgCr9s9lWlY0o5Ji8Mc/z9bia+jo2Mz2HTciyz4iTPmkpl7V62PQ6ZKYMOF1tmy9FKezKlSVRq9P6d/JHQNqrZLYVCOxqcYe82RZxm33YWtzBYMlFjedbS5slmDgxNbmxtHhJuCTsba4sLa4DrsfpVqBpJCQpGC9bEnR9R6a7vqskPB5A3gcPtxOH/Khuigc6dx0SgwmDWERWgwmDYYIDQaThtg0I8kjzChVg/OE59TsGFbfPpPHPt7NK+sreWNTNWv2NvPnC8cwe+TQeHLu8QX4Yncj7xTVsGZvM15/939jtVJidHIEE9LMTEw3MyHNTELE0Co3HAh4USiGZqDpRFJV9S/K9j3SrU2vzyDCND7Y6yNiPMbwnFBlru+YTGNISJgPBL+LTvueriBJMFBit5fhdjfQ3NxAc/Nqmpo+Iifnz92GOAqCIAwmX5uL5uU78Ld+//eJpFV+HwDpeh0soKEb/v3flH6rG091ZyhQ4qmxIbv8eKpseKpsOIqaMP8iG/2on0Y+MUEQhGNFBEV6qbdDZyoqn0OWfey15LCvPZO7z8sAQKk0MH7cP9mw8TxcrmoAMjJ+hyT1beyoTpfIhAkrgj1GnBVs2XoZkyd9iFpt6vtJDRGSJKELV6MLVxOb1jNoAsGytfZ2dyhg8l0Pk+/fXbjtwWSyXrf/qI9FoZRCOVWC7yq0+u+ngwEPLYYIDWFdn9Xa4HcYCPjwetvweFrweBrQaGJRKA8dQBsIYVoVi+eP5twxidz97nYqWx1c8+ImLpyQzAM/yyPCcHxu5nfWdfD25hpWFtd2ywcSE65lYnpkKAAyOjkC3RDLJePzddLRsQVL+0ba2zficJRz6vRvUShO3MvlP3f8k9PTTiczIvOY71uWZcoPLKWi4u8AJCb+kvi4eZhMYw8bYD4YhUKNyTgak3E0JF8KgM9nx2bbSVvbWiqr/klzy6d0bCxmVO5jREfPGvDzEQRhaClqLOLdve/y4LQHUSuP/e88b6Od5uUlBKwelFE6TKenoUkzoorR93nIr9KkRZ+nRd/V21YOyPhanXiqbXSurcHb4KD1lV2ETUkg4txMkX9EEARhgJy4f+UfQ532Muz2vUiSmpiYQw+dcTprqa9/B4B3y84mxaznjNz40HyfrxOv1xKa3r37XiZMWIHBkN5jW4ej0yYwccLrbC76FS5XNWX7/syo3Ef7eFYnFqVSgSlajyn60BVAvG4/9nY3fn8A5GAuCOTgTVnoc0BGlmXkQLBdoVJ0BT7UaMNUqNSKg3a99/vddHQU4fY04fG0YPc0Y2luwVPTgsfTjNvT0pUPoXtPCKUyLDgUICKfCFM+ERH5fb4R7I0pmdF8fNtMnvxkD//65gDvbamlsKyFR84fzVl5CQO+v4Nps3tYWVzL25tr2FVvDbXHGbVcMCGZX0xIITsufMgNbfB6rbR3bKK9fSPtlo3YOnciy90Da52dpZhMY47TEfbPh/s/5OktT/OvHf/iyVlPMi152jHbtywH2Fu2mJqaVwHIyvw96ek3DejPgEoVhtk8GbN5MnFx89i5607s9jKKt11LSsoVDM9ahFI5tHofCYIwMBxeB3d8eQcWtwWbx8ZfTvsLGuWxG17iqbbR8mIJAYcPVbyB2OtGozRpj7xiL0kKCXWsAXWsAcOYWDo+qaCzsBb7hgbc+zuI+tVINAfpgSsIgiD0jQiK9EJTY7CXSHTUjMP2yKjs6iVSaRvFvvYs7p2XjrLrKYEsy+zecx9+fyfh4aORZTd2exlbt17OhAlv9Dk3iFYbT96oJynacgn19W8THzf3J/9UVK1VHlXy0sPxeFqpqf03NTWvHjQJZE8KNJoo1OooXK46/P5OLJZ1WCzrQksYDFk/CJJMICxs+EET7faVXqPk/p+NYt6YRO5+Zxv7m+1c/2oR541L4r5zc4k3DfyNoc8fYM3eZt7eXMPnuxtDw2M0SgVzRsVz0cQUZmTHoBpCSeI8njba2zdhad9Ae/smOjtL+XEwS6dLwRw5mcjIKURGTkKvTzs+BzsApidPZ0LcBLY0beGmz2/i7kl3c2nOpQMSmJBlmWZnMzH6GBQ/+hkOBLyUli6iofEDQGLkiAdJSbms3/s8HKNxFJMKPmDf/sepqXmZmppXaWtbz+i8pzAa8wZ134IgHHsGtYElM5Zw25e38VXNV9z6xa0snb0UnWpgft85vA78sh+jpmfgwbW/ndaXdyF7/GhSjcRck4diEHtnSmoFkedmohtpxvLWXnwtTpqe24bpjDSMp6UiKYfWAwdBEE5cra2t5ObmsnHjRjIyMo7rsbjdbrKzs3n//feZOHHioO1HkmX56BIpDFFWq5WIiAg6Ojowmfo/pESWZb7dcA4Oxz5GjfoLiQnnH3Q5p7OW9d+egSx7eXTjbdTYR/DtPWeEhi/U17/LrtK7USg0TJ70ISp1JFu2LMDhKEevS2PCxBXotH1/or+37GGqq19Eq03glCkfo1KJJwYDwW7fT1X1v2hoeJ9AIJgMVKOJIyxsOBpNDFpNLBpNTNer67M2Fo3aHBoSJct+7PZ9dHRsCb6sW3E4DvTYl0plJDJyMhnpvyUiYvyAHL/L62fpZ2U8v3Y/ARnCNEpuPSOba6YPQzMAOU4aOly8vL6Cd4pqaLZ9nyx1THIEvyxI4byxSZjDhkYyOFkOYLXtoLXlK1pav8Rm29FjGYNhGJERk4g0T8EcORmdLumo9zfQ16CB2L7H7+Ghbx/ig30fAHDRiIu4d8q9qI8iV4rH72Fzw2bW1KxhTc0aajtrmZkyk7+e9tfQE1q/303JzltoafkcSVIxKvcJEhJ+3ud99Udr61p2ld6Nx9OMJKnJzLyD9LRf93nIoiAI3Q3mNe5ot72hfgO3fHELTp+TyQmT+dvpf8OgPrqHJFXWqtD1raixCK1Sy3NnPkd+XH5oGefOVlpXlIJPRjs8kugrRqHQHrtrS8DhxfLBvlDVGk26iaiLR6A6TG9aQRCObKCuby6XiwMHDjBs2DB0uhOvt+rChQuxWCwsX7481LZp0yYWLVpEUVERkiQxadIkHn/8ccaP79+9y3PPPcdzzz1HRUUFAHl5efzxj39k7ty5oWWeeeYZVq1axWeffXbU+znSdyKCIgSfHFdX/4thw27vkTegs3MPGzbOQ6HQMOPUjYcMOuzefR+1dStoco/mnjXXc+mUNP58QbC7vdvdyLcbzsHns5KVdTcZ6TcA4HI3sKVoAU5XFQZDJhMmrECr6VtZVb/fyYaN83A6q0hKvJjc3CV9Wl/4nizLWNq/papqOa2tX4bajcYxpKVdR1zs3H7nlfB42rBai7sCJVvpsG4jEHCG5sfFncvwrLvQ61P7tZ/v7Kjp4P6VJRRXtwOQGRvGn87LY+aI2KPaXmm9lRcKy1lVXIevKzFtdJiGC/KTuagghZyEoZHbxuu10tZWSEvrl7S2runRyycsLJvIyMldvUEmH7akqyzLfepVMRSDIhA8j5d3vsxTRU8hIzM5YTJ/mfUXInVHHs7V4myhsKaQNTVrWFe3DqfP2WOZ2amz+ctpf0EKuNi2/Qba2zegUGgZM/ofxMTM7tM5DhSPp43de/4fzc2fABAZOZlRuU8OqapdgnCiGYpBEQjmFvntZ7/F4XMwIW4C/zjjH4Rrwo+4njfgpbipmDXVwUBIhbWixzJh6jBemPMCY2LHYC9qxPLuXgiALi+a6AU5SIOUUP1wZFnGUdxM+wf7kN1+JK2SyJ9nYZgQN+SGqQrCiUIERcDpdJKUlMRHH33E1KlTAbDZbKSnpzN//nwWLVqEz+fjgQceoLCwkJqaGtTqo+8l9+GHH6JUKhk+fDgAL7/8Mk888QRbt24lLy/Yy7e1tZWkpCSKi4vJzc09qv2IoMgRyLKfbzfMxeHYT+aw2xk27JZu8/eXP0VFxT+IiTmTcWOXHXQbLlcd69afjix7eXzTreyxDGf17TMZmWBElmW2b7+eltYvMBnHMnHi291urJ3OWrZsuQSXu46wsBFMyP93n6smWNo3sWXLAkBm/LiXiI6e0af1f+oCAS9NTR9RVb0cm21nV6tETMwZpKX9msiIgkH7AyMQ8NFp301NzatdVYtkJElDasoVZGTcjFodMQD7kHl3Sw2Pfbyblk4PAGfnxXPfuaNIjTrykzRZlvl6XwvPry2nsKwl1H5KZhTXTB/G6TlxqI/z8BhZlrHb99LS+hWtLV/SYd3SLS+IUhlOVNSpxESfRnT0TLTa+MNsLbi9klorb22uZkdtB+//dlqvfwaGalDkO2uq13D32rtx+BykGlP5+xl/75GANSAHKG0rZW3NWtZWr6WktaTb/Fh9LDNTZjIzZSYKScHvv/o9noCHc9NmcWF4NTZbCUplOOPGPo/ZPKVf59tfsixTX/8ue8sW4/fbUSrDyRm5mPj4n4sbB0E4CkM1KAKwrXkbN316EzavjbExY3luznOYND23Y3FZ+Lr2a9bWrOWb2m+weW2heSpJxcT4icxMmckpSafw2MbH2NiwEaPGyMsxf0P/uQMAw8R4zBdmH/dhK742F21v7cFTEczlpR8dTeQF2SjDRNU0QegrERSB9957jxtuuIHm5uZQ2+bNm5k0aRJVVVWkpgYf3O7YsYOxY8eyb98+srKyBvQYoqKieOKJJ7juuutCbbNnz2bGjBksXrz4qLZ5pO/kJ59TRJKUDMu4mZ277uRAxd+JjpkdrGxA8I/ppl5UnQlWnPFiDYxlj2U407KiGZkQ7FHS0LiSltYvkCQNubmP9uhpoNcnk5//KkVbFtBQpuP1Dz9m9KkTmXj2iF7/wW6OnERKypXU1LxM6e57OGXK/8Qwml7weq3U1b1Bdc3LuN0NACgUOhITf0Fa6jUYDMMG/RgUChUm42hG5T5GasrV7Nu3hDbLN1RVL6eu/h2GZfyOlJTLepQp7ds+JH5ZkMrZoxNY+mkZL6+vYPXORr7a08xNp2Vx46ysg1aA8fgC/Gd7Hc+vLWd3Q/APRoUE88Ykcv3MTMamDG5lncORZRmns4L29iLaOzbR1vYNbnd9t2UMhuHExJxGdPRpREZMRKE48nCeNruHD7bW8tbm6tA5AxRVWijIODlKvM5KncWr817l1i9updpWzeX/vbxbAtaV+1by9JanaXY2d1tvdPRoZqbOZFbKLHKicrrlEFk6eyl/XHMLYzwfY7PJqNVmxo97cUgkp5UkiaSki4iMnMSuXb+nw7qVnbvupKXlC3JyHkGlOvKTZEEQTgzjYsfxwtkvcMOnN7C9ZTu/Xv1rnp/zfKhHXIuzhXsK72Fjw0YCciC0nllrZkbKDGalzGJq0tRuOUT+dvrfuPHTG8ndlYB+WzAgEj49iYhzM/tcXWYwqKJ0xF4/FtvaGqyfVOIsacVdaSPqVyO7lfsVBOH4kmUZr9d75AUHgVqt7vV95dq1aykoKOjWNnLkSGJiYli+fDn33nsvfr+f5cuXk5eXR3p63wqGHI7f7+ftt9/GbreHeql8Z/LkyRQWFg7Yvn5s0IMizz77LE888QT19fXk5eWxdOlSZsw4eE+GF154gVdeeYWSkuBTyYkTJ/LnP/+ZyZMnD+oxxsf/AvwqvAAAIABJREFUnKbmT2hu/phduxYyqWAlSqWWzs5SHI4DKBRaYmJOP+i6LlcddXVvA/BqyRkAXD0tAwCH4wB79jwAQOawWwgPH3nQbWi1afir/0bt18Eo/4YPammqcHPmVaPQ6Hv3FQ3PWkhry5c4XVWU7XuU3JxHen3+PzXfPTku27cEny84rESjiSEl5UpSki9FrTYfl+MyGnMZP/5l2trWUrbvUez2vZTte4SamlfJGn4XcbFz+/Vk26RT88fzRvGrSan8adVO1pe3svSzMt4pquG+c0dxdl48kiRhdXlZsaGKF7+poMHqAsCgUfKrSalcO31Yr3qXDDRZ9mPrLKW9fRMd7UW0d2zG4+l+065QaDGbpxIdfRox0af1egiSPyCztqyZtzdX8+muHySLVSk4Jy+BiwtSmZB2fH4mBssI8wj+Pe/f3PHVHWxt2hpKwHpK4in8af2f8AV86FV6piVNY1bKLGakzCBGf+ihfROjUrkvVQM+GYtPokw9jVOHWGJTgyGdCRPeoLLyOQ5U/I3Gpv/gdFYxbtzyPvfOEwRh6MqLzmP5Wcu5/tPrKW0r5bpPruP5Oc8TrY/m8U2P8239twCMNI9kZspMZqXOYnT0aJSKg+cE0Sv1POm5F09L8HfOOwmf8/NTryByCAREviMpJEynpaLLNtP2xm58zU5aXiwh6uIRGMYdenioIAjHjtfr5c9//vNx2fe9996LRtO7XH8VFRUkJXXPrWc0Gvnqq6+YP38+Dz30EAAjRoxg9erVqFT9Dyfs2LGDqVOn4nK5CA8P5/3332fUqFHdlklOTg7lHRkMgxoUefPNN7n99tt59tlnmT59OsuWLWPu3Lns2rWLtLSe1Ry++uorFixYwLRp09DpdDz++OOcddZZ7Ny5k+TkwRsDLkkSOSMX096+Cbu9jPIDT5E9/B4au3qJREefdsiniRWV/4cse/Eo89nSMCxUhtfvd7Kj5Hf4/Z1ERBSQlvabg65vbXXyyT930nggGBAxpmyjs24UB4pbeLt+M3NvGENUUtgRz0GpNJCb+yhbtl5KXd0bxMfNIypq+lH+i5y87Pb97N5zP+3tG4Bgb4L0tN+QkHBev3pjDBRJkoiOnkVU1KnU17/L/vKncLqqKCm5hQhTPsOz7yEyon+Zl0cmGHn9N1P47456HvlvKTUWJze+VsSUYVGkmvV8vLORTrcPgFijlmumZ3DZ5PRQ0uBjwe93YbVuo719E+0dm+no2Irf39ltGUnSYDKNJTKygMjISZgjT+lT6dWKFjtvF1XzblFtKPgDwWSxFxek8PNxycf0nI+1aH00/zzrnyxev5iV+1fy6MZHidPH4Qv4mJE8g6Wzl/aqtKXNVkrxtqvB14qsjuMf9XZafF/iUz3CfafcN6SGqCgUKoYNu4WoqOls2349Vtt2irZcQv74l/qVXFcQhKFlZNRI/nX2v/j1J79mr2Uv166+ljsm3MH/DvwPCYlX573KuNhxR9yO7JexvFeGpygYEHl/2BqW695l1adrefGcF0k3DdwT0oGgSQ4n7pZ8LO/sxbm9hbY39hBw+gg/RVzfBEHoHafT2WN4idPp5Nprr2X69OmsWLECv9/Pk08+ybx589i0aRN6/ZGTPBcWFnZLnrps2TIuuyxYlXDkyJEUFxfT3t7Ou+++y1VXXcWaNWu6BUb0ej0Oh2OAzrKnQc0pMmXKFCZMmMBzzz0XasvNzeX8889nyZIjJwT1+/2YzWb+/ve/c+WVV/Zqn/0ZC9bc/Bnbd9wASOTnv87u0j/gdFUxOu8Z4uN7Dp8J5hI5A1n2sGL/H/hsfzL3zsvhNzMyKS29m/qG99BoYpg8adVBcxgc2N7C5y/twu3woTWoOP3KXHRxX7Llm2XUrrsJnzMKtVbJ6VfmMnxi7yL9e/b+iZqaV9Fpk5gy5SMxjKaL3++msvL/uoJYHhQKPZmZt5OacnW/k6cOJp/PTlX1ciornw8lZI2Lncvw4YvQ61P6vX2Hx8dfPtnLi98cIPCDK0GKWc8tpw/n/PxktKrBz6gvy35stp20tX1DW9vXtHdsQZY93ZZRKsOJjJxIZMQkIiILMBnHolT2LZBlsXv4rLSRt4tq2Hjg++SrZoOa8/OT+eXEVEYl9W+M/FDPKfJjsizz0s6X+GvRX5GRkZB482dvkht95ERWHR3FFG+7Bp/PSnh4LuPHv8RnNRu4p/AeZGQuy72MP0z6w5AKjHzHbt/P1uIrcbsb0GoTyR//MmFhAzsmVhBORkM5p8iPVXRUcN0n19HkaEKj0OAJePhF9i/407Q/HXFd2RegdcVuXDtbQQHmX4zAm6fluk+uY69lL/GGeF465yVSjP3/XTzQ5IBM+6r92L8NDis1zUnHeHrqkLwWC8JQMpg5RU6U4TOXXXYZsizz+uuvh9q+GzZTX1+PQhEcPu3xeDCbzSxfvpxLLrnkiNt1Op3U1taGpuPj4zEaD36feuaZZ5KVlcWyZd/n83zsscd49dVXQyNK+uq45RTxeDwUFRWxaNGibu1nnXUW69at69U2HA4HXq+XqKhDd212u9243d+XBLVarUd3wEBs7JkkJl5Eff077Nx5Ox5PIwqF7pCVEyoqlyHLHpS6iXy2Pxm9WsmvCtKoq3uT+ob3AAWj857uERDx+wN8+0E5xZ9WARCXbuTs34zGFKNHln9Jeu7XqMMepmHjLXQ2DGP1CyU0VaRxyvmZKI6Q0DIr8y5aWr7C5apm377HyMl5+Kj/PU4WbZb17Nlzf6gcbnT0aYwc8eCABBUGm0oVRuawW0lOuoTy8r9SV/8OTc3/o83yDaNGPUlszBlHvW2ry8s/Cw/w5qbqbgERgBqLk1fWVxKQYf74JAyagb9UOByVtFm+oa3tGyyW9fh8Hd3mazXxREQWBHuCREwiPHxEn8upyrLM3sZOPt/dyBelTWypsoTOVSHBrBGxXFyQyum5ccck+HM0BvIadzCSJHHRiIt4YccL2Dw2ZGR+v+b3LJq8iBnJMw75S7S9fTPF267r6g03kXFj/4labeLczHPxBrzc/839/Lv032gUGu6YeMeQ+2M8LCyLgolvs7X4KhyOcoq2XML4ccsxmcYe70MThJ+Mwb6+ZURk8NI5L3Hpfy+l3d2ORPB6dySyN0Drv0tx7W4DlUT0glz0edEAPD/nea5bfR37O/Zz3erreOmcl0gMTxzQ4+4vSSEROT8LRZga2+dVWD+tJGD3EvGzoZEHRRB+iiRJ6vUQluMpPz+f1157rVubw+FAoVB0+1vuu+lAIPDjTRyUXq8PVZg5ElmWu/1uACgpKSE/P/8Qa/TfoAVFWlpa8Pv9xMd3DwjEx8fT0NDQq20sWrSI5ORkzjzzzEMus2TJEh588MF+HesPjci+D0vbOlzuOgBiYk5HqeyZQ8Hlqqeu7i0Avqj5GQDn5ycj+fewtyx4PFmZv8dsPqXberY2F6tfKAkNlxl3eipTL8xC2VXOTZIkcnMewWo9j+RTH8W+fyE1W7PZ+mkVTVVWzrpuNAbTof9DqVRh5OYuYevWy6mtW0Fc3Nyf7DAaj6eNffuWdAWoQKOJY8SIPxIXe86Qu0E7Eq02jtzcJaSmXk3p7v+H1bqV7duvJz39RjKH3dGn3i4Oj4+X1lWwbE05/5+9M4+Porz/+Htm781md7PZ3CckgXDfICIIKgoe9UY861lt1VqtrUerVavVoq2/ar2qFut9VesFgiAgcl+BEEg4Qu5rs/d9zfz+2JAQCRAoarR5v155zWbnmWee2Z195nk+z/dwBxOK9bBsI3eePhiTTsUb6+r4ZFsTFU0e7vmgnD8t2MmFY3O54oQCitOPPShlNOrE4VjdIYSsJhSq77ZfoTBgSZlMimUKqZaT0OkKj+l7CkXjrK2282VlG0t3ttHo6p4+tjQzmXNGZXPh2FwyTX0/Ivjx7uN64tmyZ/FGvGQlJQb29d56bl56M+MzxnP7uNsZmdZdKHA617J12w3E4wFSzCcwatSL3frJ84rPIypFeWjNQ8yvmI9KoeLWMd0ze/UFtNpsxo19m7Kt1+H1lrN5yxWMHPE8FsuJ33fT+unnf4Lvon9L1aai6BDUZWRuX347L5z2AgPNA3ssL0fjtL+2k/AuJyhFrD8dirakK65Uqi6VF09/kWsWXUOtp5brFl/H/DPmk5F0+Kxm3zWCIGCaWYCoV+L+pBrf6iakYIyUi0oQvueMcf3000/f5YwzzuCee+7B6XSSkpLo+2bOnMlvfvMbbr75Zm699VYkSeKxxx5DqVQyY0bPxgO95d5772X27Nnk5eXh9Xp5++23Wb58OZ9//nm3citXruyMZ/Jt8K25zzQ1NZGTk8Pq1au7RY995JFHeO2116isrDzs8fPmzeOxxx5j+fLljBx56JW7nlYZ8vLyjtrsSXLbEU2JVQC7YzVlZVcCUFDwc4qL7jyofFXVAzQ0vobOMJ4rPrwKSYbPbhmNq+4yQqEGrNbTGDniOYQDMjTUbGtnSYe7jFqn5NSfDmHg6LQe2+N2l7Fp8yXIcoxk6Qm2fGIhFo5jSNEw62cjyBhw+GurrPoDjY2vo9XmMGnigv+pDAuyLNPS8gG79zxKNOoEBHJyLqe46M4fhTuRJEXYs+fP1De8AoDZPKnDIqnne2k/oWict9bX8cyyvbT7Er+Z4nQDd8wcxKxhmYgHrB45/RHe21TPG+vqqLV3+e9NHpjKlZMLmDk044hpeCUphse7Fbv9Kxz2r/B4y4Gu7kYQlJhMY7GknIjFchLJySOO2ZWp1RPqFEFW7WknGO1Kx6tRikwptjKjNJ1TStPJMR/Z7/G/4Xibfx+vPu5QVDoqueTTS5BkiRdmvpAIUlj+Mm/sfIOIlHBhmlkwk1vH3MoA0wDsjq/Ztu1GJCmExTKVkSOeQ6Ho+TN9c+ebPLr+UZRxNT8z3cEA+ygEAcacnk96wfF3LTpWYjEf28pvwulcgyCoGT7s/0hPP+P7blY//fRJjmcf9233b5AQfZ/b+hyZ+kw0Sg21nlqUopK5g+dy06ibMGlMnWWlSBz7vyoI73UjqERSrx6GtqjnDC4t/hau+fwaGrwNjBAmcL3+dryNMQpHWBk+LQeFqu8ID4EtbTje2wWSjLbUguWyUkR137SO7Kef75P+lLwJJk+ezNVXX82NN97Y+d4XX3zBgw8+yPbt2xFFkTFjxvDII49wwgldBgCCIDB//nyuvvrqXp/ruuuuY+nSpTQ3N2MymRg5ciR33XUXM2fO7CyzZs0azjzzTJqamnoVv6QnjvSdfGuiSCQSQa/X895773H++ed3vn/bbbdRVlbGihUrDnnsE088wcMPP8ySJUsOSgl0JI7lZnb9329p+9fHFM7/B+rR03B7trJx4wUAqFRpTD7hc1SqrodiKNTM6jWnIMsRqqJ/Yt4yAycWpfLbiS9hty9Dp81nwoSPUKkS5z+cu8zhqKl9gb175yGKWkry3mPFqx5crQFEpcC0SwYxbOqhg8/GYn7WrT+TUKiBnJzLKR18bDmdf2gEAvuorPw9TlciurwhaTClpY9gMn175lbfF62tn7Gz8h7icT9qdTrDhz9FinnCQeWicYn3NzXw9NLdNLkTAUXzLDp+deogzhuTg+IwprSSJLNyTzuvr61l6c7WTteT9GQNcyfmc8awDHLMOky6hK9iKNyCw74Su+MrHI6vicW6m0InJZVgsZyEJWUKZvNElMojBxH+5rXsa/dT1eJlV6uXyo7tgcINQKZRyylD0jm1NJ0Ti6zovsPBX1+LKSLLcbZX/IqszPMPyqIlyRJXLbyKrbatnFF4Bk+c/ETnvhZ/C8+UPcPHez9GkiUUgoJrB05keHQlshwhNXUGI4Y/c8i4LrFInNoKO0uWridYrUAldS9XNDadST8ZQErm0d0D3xaSFGZ7xe3YbIsAkSGlj5CdPef7blY//fQ5+lpMkUBZG5E6L8aZBYjfyNjX4m/hnA/PIRQP8ZeT/8LYjLH8ftXvWdW4CoBkdTI3jryRS0svRRkTaX+lgsg+D4JagfWaYWgGmHo6JQCOJj+bV+9h0+pdGAKp3fYZLBomnj2QwSd0X3D4PglWOrC/vhNiEupCI9afDjvo8+qnn/91+kWRBAsWLODOO+/sFEB6Q01NDSUlJezYsYOSkpLj2p6LL76YMWPGcO+99x5zHd+bKAKJQKvjxo3j2Wef7Xxv6NChnHvuuYcMtPr444/z8MMPs2jRom7KU2856glDOETNrImEmqOoUwQKP/6Cate/qKt/GYUiiXjcT0b62Qwf/rfOY/YHMzUaJ3DDgmtwBWL88Yw2suWHEUU148e9T3JHOkqvI8Til7bTUp2YHI48JZcTLyjudJc5bNtkibKya3A4v8aQNJiRw95l2WvV7NvaDsCQKVlMmzsIparnCZ/DsZotHRYvY0a/9qM2CZflOHV1L1O970kkKYIoahk44Jfk5V2LKP54M4j4/Xsp334zfv9uBEFBUdFvyM+7HkEQCEbifLKtiWeX7aGmQzTINGq59dRi5ozPO6KlxzdpdAV5a10db2+o77Q02Y9WGcei9WBWt5KidWHROrFoXaQlRRiQUcSg3HHkZ03tMeBwT0iSTIMzSFWrl6oWD1WtPna1eKlu93WmzD0QQYBRuWZOLU3nlCHpDM0yfm8uUn1NFGlqepedlfcAYE09hUGD7kOnS2T/+nD3h9y/+n70Sj0fn/cxGUkZSKEY0RY/iAKCUmRvoJq/73keu3sZ11gjKAXwKIs4ZfzbmPTd4z3FYxL1Oxzs3tTKvq3tRENdFjtuTTt7rVuYlDyFaJUe5ITf+5DJmUw4ewCGlO9/0CDLcSorf09Tc8I1srjotxQU3HiEo/rp54eHJMUIh5sJhhrQajLR6wf0+ti+JIrI0TjN8zYieSOIBhWm2QPQj0nvjJtxz8p7+LT6U8amj+WVWa8AYG/0saZlLS/WPMM+/14AitQDeKzpdgw2JYJGgeWnQ9EOMB30HHG1BtizqZXdG9twNPk734+LMWrNFWANMqx1KkF3wjU1JSuJE84dyIBR1j7hthuucdP+SgVyKI4qMwnrdcNRJPf9GAf99HM0yLJMLOYmGKwnGnWQmnpyr4/tF0W6+Nvf/sYFF1xAXl5er8o///zzlJeX88wzzxzXdoTDYR5//HF+/etfH7OVCHzPosg777zDlVdeyfPPP8/kyZP5xz/+wYsvvkhFRQUFBQVcddVV5OTkdAok8+bN47777uPNN99kypSuOBgGgwGDoXfuH8dyM0f3VVBz0UXE/JBUZKDuLhXhWCtFRXdRXf0EshzvzEATDreyavV0ZDmCW/cX7vhIRZZR4KFJv0IU4gwpfbRzdVGWZd55eAP2Rl/CXeaqIQwcc3gXh28SDttYt/4solE7OTlXMLjkATYvrmXdR9XIMmQMMHL+HWMPaaZZWXUfjY1votXmdrjR9I1V2eNJMFhHxY7f4HZvBCDVMo3Bgx9Cp+vdj/iHTjweoLLy97S0fgSANnkGS5tu4L0tLryhRGrd1CQ1P59exBUnFKA9hIjWWzy+Rj7csJp/l/nZ59Dhjfbut6lTKRCFhAONLIMkywlnGjnh5y3LiX2SnHh9KAwaJYMyDAzOTGZQRjKDM5IpzTJiSeobA7u+JorEYj721fyd+vr5yHIMUVRTkH8j5oy5nPvJxbjCLu4cfydX5M3F+3UT/nXNyOF4tzq86RtoHPkcgiixJaDgNbsaQyyZS+2zmO2Zhgc1jRGJJn+sm2il1ykoLEhmQImZ/yj+zcutrwLweO5fiZalUrfbBYBCKTB8chajZ+SgM6gTgowogCAgxyTkqIQcjSe2nf8f/FpQiShMGhRGNQqTBlGvPOqJiCzL7N37OLV1iYjn+fk3UFzUNzPo9NPPoZBliXC4lWCogVCwIbENNRAM1hMKNRAOtyDLid95YcEvKCr6da/r7kuiCEBotxPXx3uJ2RLxo9QFRsw/KaJSXc3lCy5HQODNM99EW5fO5kW12Oq8AEhI7EpbT0XOl9zbchWloQH4hRCLoq0ofIkUtqJSQKkUQRSIRyXi0a6AgoIApnQdGYVGVDlRnt/9LHapjeGW4ZyrvJJda1qIdAjD1lwDY8/IJ6vYjCAKiAoBURSQJJlYJFFvLBonFpWIRyRi+/8/YJ8sgd6kxmDWkJSiIcmk6dUC2zeJNPtpf7kcyRdFYdGSdt1wlKnfrltpP/0cb2Ix3wH9W/03+rkG4nEfAKKoYfrJFb1+hveLIj9evldRBODZZ59l3rx5NDc3M3z4cJ588kmmTZsGwPTp0yksLOSVV14BoLCwkNra2oPq+MMf/sADDzzQq/Md680c/PJ9am/9PXJcQDk+ROMNyUw9aQM1tc9SU/N3lEozJ0xaSHPzB+ytfhyjcQz3r/olO5u9zC1dzMz8T8lKP49BlluQnK1IThv1u/0sXpeOUikx9w9TMKUd20PHbl9J2darARgx4lnS086gfoeDRS9tJxyIMeGsQiae03PAsFjMx7p1swmFm8jNuZLBgx84pjb0RWRZpqn5XXbvfoR43I9CYWBQyX1kZV34PzeBCYRjLNn0AtrAUyjEGK0BK8+WXYegLuayiQVcNbmAJM2xmcnKchyPZxvt7V/Sbl+Oz7ejewFFFpLmFMKKCfjlQbR5RZrcIZrdQZpdia2nQ5w5GtQKkaJ0A6X7xY9MA4Mykskx6/r099vXRJH9+P172bXrQRzOhNl4SDDwhi1CUDGIf8iPEd5ihw5BQzSqEUQBOS7jTllF0+DnQJBIbj6BfTUTeSXtExo0raQEsvjJjl+gi3a1QyNAjkokRy2QohA6vysZmb9nvs2ClJWYYgae3fc75FAyO4ISjo7zKoESrchAjYjyeHzHShGFSY3CqElsTRqUHYKJIkWLKjMJQdHzeWrrXmTPnscAyMq6mNLBD/fp9N39/O8Sj4fxestxuzfjdm/G599FKNSELB8+9aMgqNHpcsjKupjCo7CI6muiCCTS5/pWNeJZWocckUCA1Znb+VvSq5ypuJKCfWNwtyVEE6VKRG9SI8VlxJjEGFHCLIh4RB/3FjzFXm0DA+2jmVRzDqaI9bhe3/FGZ+wQScwaDCndt9ZcQ0Jk7oGYPYjt5e3EHSHEZBXWa0egzvrxLZr188NHlmVCoQbc7s243JvxerYRCNYRi7mOeKxabUWrzWPM6Pm9jinYL4r8ePneRZHvmv/mZva88ACNT74DgHZuOgMeWIEkRdi48SK8vgoslpMJBeoIhPYRXprLL+K/RS1EeHz6/aS0BrA+rkKIdg2wt474BfbUYeQ2fMmpl6ViuOz2Y76u3Xseo67uRZRKI5MmfoZWm83uja0sfqkCUSlwye8mYjnEA83hWMWWsqsAGDXqZayp04+5HX2FcNhGZeW9tNu/BMBsnsjQIY//INLsHk+qWry8tb6ODzY34AnFKDDW8YtR/8SqcwAaSgc/SE7OxUddbyzmxW7/inb7Muz2FUSjjgP2CpiMo7FaTyE1dToGw5AjihS+cAx7h8uNgMD+4oKQCMokCl3vC4lCWPRqlD/ACPl9VRSBxOCizfY5O6oeQIom3PAkRxFFO25AHchEXWgkeXoe2sEpCIJAc/OH7Nj5W0AiM/N8hpQ+hiCJRKMRPtz9ETvfCJDmLiCk9FNSamV4STZpKRqIxJGCMeRQDCnY8ReKEQ4GucXwINWqBsaEh/An268Q4tASlNjhjeKJJR5HGgEGa0UK1CJihxuPoOr463iNSnHQ+3I4TtwTJu6OIPkPPyEEEDQKNANNaIvNaIrNKNP13e7lpqb3O1yPJKyppzBs2JP/U0Gr++mbhMO2DgFkE273ZjzeCmQ5clA5QVCg0WSj0+Wi1eai0+ai1SW2Ol0eanVat2DwvaUviiL7ibnDuD+rJrgt0b+FZImdQYm6iIwmScnI6bmMmJGLzqAm7ovQ/tJ2oi1+xCQViityeLbpJf6z9z9IskSJfRyn7kqMndLyk8ksMpGalZRIFRmMEQ7ECAdjRDq2YX8Uu8eFM+BEkEVSNVYUKIjHJGIRCakH10/osEZRKVCqRBQqEaVKRKk+4P+O1wB+dxi/K4zPFUaKHXn4bs0zkDs4hdwhFrKLzag0XZaicU+E9n+WE20JIGiVpF5e2i3LTj/9fB9IUhivd0enCOJ2byYSaeuxrFJp7urfdLnotHlotTnodIntoYLAH45+UeTHS78ochTIssTe60qJrlYgiDL5T96P/ozL8Pl2sWHjuUgdmRiIwOvvXsmy9AmcnLuKnxa+Q9pjKpTticG0oJAJGjNYPeoPIEucsO5BTOp2Bi5djZh8bA8cSYqwadMleLzbMJnGMXbMmwiCgs+e3UZtuZ2sYhPn3zH2kPnnKyt/T2PTW4iihlEjX/xBp+lta/ucyqrfE406EQQ1RUW/Jj/v2mMa3P0QCUXjfLqtmbfW17Gp1tn5fm6Kjksn5nP+KANt9b/Dbl8OQHbWHAYPfgBR7Dkg5n4CgRps7Utob/8St3sTstxl3aFUJmOxTMOaOoPU1Gmo1amHqel/m74uigR227lmzU8ZaNrDqYY4oigjyEpyUq6ieNTtnal1m5re6xAEZLKz5lBa+ki331h1mY2Fz5cjiTHeGP1HsjKsvHHmG+hVB6cwP5BqdzVzP51LMBbktrG3cf2I6xNtk2R2b2xl3cfVeNoTAYGNVi3jZhcy+IRMFEcpkMkxibgnQtwd7hRKEq8T22hbEPkbFkxisjohkBR1iCRmDTbbYrZX3IYkRUhKKmHUyH90xmTpp59vG1mW8PmqOkUQl3vzQenMAVSqVMzmcZhMY0k2DEOny0ejyfxWrJv6sigS8ETYtGQfdStqGKPWYeywBIua1KTPGUxSRyaZuDeC7cVyYm0BxGQVadePQJWRWFja5dzFk2v/RuHCUzBEUtheuJzf/vwaBpiOHHdFlmXuXHEni2sXk2PI4b1z3iO5TD+8AAAgAElEQVRZnVihdtsCrPt4H7s3tAIgigKlJ2YxblbBEQPv93SekC+Kz9klkvhdYXzOEH5XGI891GkZsx9RIZAxwEjeEAu5g1NIH2BECMdp/9cOIrUeEMF8dhFJk7P6tDVmPz8uIhFHp8Drcm/C6y3vmm91IAgqkpOHYTKNxWQcjT6pCJ0251vJKNkvivx46RdFjgKnawObN1xC4ZMCkWo1Cp3MgHfeRDVobDdTarZruKHxMSRBwYOTH+U0y9mkW09FtKQjmjMQNFqWv1nFnpWVTEj/lILaT2jbbCTltDGk/fWdQ56/zRNiU60Ts15NUVoSacmabg+mYLCOdevPIR73UVh4C0UDb8djD/LWg+uIRSSmXz74kBlpJCnMtvKbsduXIYpaRo16CUvK5B7L9lWiUQ+7dj9IS8t/ADAYhjJs6BMYDIO/55Z9N/jDMV5ZXcM/vqrGHUysgitEgZlDMrh0Uj5Ti62dUe5lWaKm9jmqq/8PkDAZxzBixHPd0vbKsozPt4M222JstsX4/bu6nU+vL8JqnYE19RRMprE/6oC1x5O+KIrIkkywoh3v8gY+CHzGs5nvYIjrmJ/8OwL5/8bpT7jUaDRZDCr5PZGog6qq+wDIybmcwYMe6CaIxOMSbz+0HldrgNLT0vhj/FbsITuzC2fz52l/PuKAen+AV4Wg4JVZrzA6fXRX3TGJHV83sWFBDUFPYmCUnKpl7BkFDJmcddzSXMqSTLTJR2iPi/AeF+EaD8SkbmWUVh2aYjPRgkaqvHcRidlQqVIYMfwZUlImHZd29NPPgUhSDJ9vB07Xelyu9bhcGw7K4gUCBsPgjgnCWEymseh0+d/ZRLYviiJuW5CyJXXsXN3cGffDp2/n/NFDSdrrScRJEiBpYiaGydnY39hJzBZEYVRjvWEEqrTuYu7aj/ayaWEtAZ2bN0b8kUxTOq+f+TpW3ZHdaTwRD3M+mUOjr5FZhbOYN21et+/GVu9l3UfV1G63A4mA04MnZTBuViHmjMOLykdDwBOhocpBQ6WThp1OvI5Qt/0qjYLsQWZyi82kN3qRdiUWWZImZmL+SRHCMcQr6aefIxEO23C51nX2cX7/7oPKqFSWRP/W8WdMHoFC8d0IC/2iyI+XflGkl8iyTNWuB2hsfJ3spFlofr2CcHscbbqSgk+WIxv0rPhqNLIcY9WuSfyz5nJKLVX8/YIoxcV3dasr1FpP1V9/z1DN56jExEMo4lVQv9JC3ovzUY+amngvJrGp1smKXTZW7LKxs7n7wMegUTLAmsQAaxID0xLbHM0q3M33AAJjxryGJWUyZUvqWPX+HjR6JZf+YRJJpp4tAhLCyC+w25cjilpGj/rnD2Zg73CsYsfOuwiHmwGRwoIbGTDgl4hi3wiu+W0SjsV5c10dzyzbQ7svMUncbxVy8bhc0o2H7mztjq/Zvv1WYjEPGk0WI0c8R1wKYbMtwmb7glCoobOsICgwmyeRZj2V1NQZ6PUF3/q1/Rjpa6JIaK8L14d7iLUHcSo83FD0IH5FkHtG3MVlY69AlmXa279g1+6HCYUaux2bl3s1JSW/P2iyVb68ga/e3oUuWcUVD02m3LOV6xddT0yO8Zvxv+GqYVcdtk2yLHP3yrtZsG8B2UnZvHvOu5g03VNfRsNxylc0UPZFHUFvQgQ0pGgYc3o+Q6dkozzOaZblqES41kN4r4vQHhfRBm8i8u/+9micNI15ipBxH8gK8mO3kmW+CKVVh9KqQ5GsPqSlXj/9HApJiuL1bu+YIKzD5drUGSBwPwpFEibjmMQEwTwOk3HUt7JC2lv6kigSj0ks/ddO9mxs7QzQbUuuY1P2Yn5x7lXMHjiLuCeCe+E+Alu6m+ArzBrSbhhxUJBRty3Amw+uQ4rJnHRtIfc23Eqdt46hqUOZf8b8I1rDAWy1beXqhVcTk2M8eOKDXFBywUFlmva42PjZPup3JsQIQYDi8RmMn12IJfv4xveQZRlPe5D6nU4aKp00VjkJfcPFsFgjMlSrQBAgoFfiH5OBMdeAOV2PKU133Pvcfv43CIWacbnW43Stw+VaTyCw76AySUklnQKI2TQOna7wB59BsF8U6Xv0iyK9oLr6/2hq/jfxeIBYzMWokS9hbNNTc9lPiYcEjMNTUT1zH+UVv0CW4I6v/ognYuK3U1Zw01l/6jJPddbAqr8hbXodscO/t1m2ohPCmPESCws07Uxj+Z2fs7Layeo97fgjXVkeBAFKM40EIjHqHQGkQ3wzVw99k6m5a/HHUtgefpoTigbS9mEt9nofxePTOeP64Ye81ng8THn5TdgdXyGKug5hZGKvPqfvg3g8xJ6982ho+BcAOl0+Q4c+gdk07ntu2bdPLC7xweZG/rZ0N42uhBlsQaqeO2YO4uyR2Sh6OQHz+aoo23ot4XDLQftEUUuqZSppaadjtZ6CSmU+rtfwv0hfE0UiTT7antqCoFPy5JC3WBRcxrDUYbxx5hsoxAP8y+NBamtfoLbuBSQpcsisK+FgjNfvW0PIF+XkSwcx/OREHJ83dr7BY+sfQyEoePH0F5mQOeGw7fJFfMz5dA713npmFszkLyf/pcdBUDQSZ8fKJrYsrsXvTvSreqOa0TPzGT4tp5uP/PFECsYIVycEknC1m1h7kBg+Woa/hD9jS6Id7cMx2EYRV/mJa33IhgBxbQCFRkta3mlkFMxGq8k8Pu2RJXbad9IebEev0qNX6tGpdOiV+s7/lf2BYPs8sizj9VVgt6/A5VyP27OZeDzQrYxSmYzZNAFzykRSzJMwGIb2qSC/fUkUAfjPk5tprHKRP8zC5uwveN/7KqPTR/Pq7Fe79SnhfW5cH+0h2hJAkaIh7YaRKC0HD4w/e3YbNdvayRuSwjm/HE29t54rF16JI+RgSs4Unj7laVS9sJz85/Z/8uSmJ9EqtLx99tsUmYt6LNeyz82mBTXUlCcsRxCgaHQa484sJC3v2xG/ZEmmvcGXsCKpdNBW6yXkD5OpCzLcHERU+/ArveyR3URVPhQaH9rkABpDEKUuhMk0goGDzyElZTyCcHz6YEfIwfb27SgFJXqVHp1SR5IqqbN/0yg0/W49PwCiURft7ctwutbicq4nGKr7RgkBg2EIKeaJmFMmYjZNQK22fC9t7Yl+UeTHS78o0gvKy2+hzbYQAKXSyNST1iGKagKfvkLtbx8DScB/fxLuTCf2qjR+W3sfqToXK387E70uHdoq4eu/Qvn70JHirjlSynrlaEZqvyI95sAtJZGNHSkOC+wTucX4KwCsBjXTStI4eXAaJxVbSTUkrDzCsTj1jgB7bX72tfuptvk6tn68IS/3TXqCbEMrW23DeGrLz8iRlVzqViMAw+cWM3VaXqcrxTeJx8NsK78Rh2MlCoWe0aPmYzaP/y8/+eOPy72JnTvvJhCoBiAn5zKKi+7+UaYVPhBJklmwvZm/Lt5FdbsfgEyjll+eWsLF43NR9SK2QjBYh93xNQ7HKhyOrw9aeTQYSiksvAVr6vRjCkTVz6Hpa6IIgHNDC1VpNdyw4oZEesqz3mS4tWfxNBRqIhisx2ye2OMAdM2He9m8qBZzhp6590/sjPUhyzL3fH0Pn1V/hkVr4Z2z3yEz6fCCQEV7BVcsvIKYFOO+E+5jzuA5hywbi8apXN3MpkW1+ByJoL1ag4rRp+Ux4uRc1LrjN2lMBHrbicdThtuzFa+3nHC4jXjcf9R1GVTDSM+dRXr66ej1RUc1qA/Hw6xvXs+y+mUsr1+OLWg7bHm1qO6cQOhVeixaC9cNv44Tc0486nb3c/yQZRmPdxttbQtpa/v8oJggSqWZFPMEzCmTSDFPxGAoPW4TzSMRDkSRZdAm9d49si+JItFInE+eKqN1n4dR15m5sTxhpfbWWW/12MfJcZnwXheqHAOKHq65prydz57ZhigKzL1/IimZifFGua2c6xZfRzAW5Lzi83joxIeO+FuWZImfL/k5q5tWU2wu5q2z3kKrPPTkyFbnZePCGqq3dP3OC0daGX9mIRmFx+9zlmWZcLgZt6cMjzvRxwUC1USjLkA64vEHIsgmrNZTyco+A4vlpKN2cahx17CsfhnL6pdR1laGzKGnJKIgJvq2jv5Np9QxKWsSvxj9C3TK/nHM90kk4sDW/gVtbQtxOtd0i0kHIsnJwzpEkEmYTeNRqUyHrOt4IkkyfleY5B7Ez0PRL4r8eOkXRXpBa9sCtm+/FYDMzAsZNnRe5z7nE3fQ9NYCWh6NghKWvns6b5rP5rIJqfzpBBWs/CtUftpZ3p82lUWVZ2CT8rneei0KIdExBAQNjnAyuepERPT3I9ORJv+Si8465ZDixaFwB6LsatyMu/5qBCIsrJ3D+1UnMT2oZEJYhVuQ+DhL5oRBVqaWpDG1xHqQi0U8HmLbthtxOL9GoUhi9Kh/dhNGwgE/PqcDURQRBBFBTPyJYtfrA/9XqtSIiuMziIvHg+yt/iv19fMBGbU6nSFDHv1RZM05HLIss7zKxuOLqtjR4UqVoldx84xirjihAK3q0J9vNOrC4VyDw/E1Tsfqg5R5jTqDVOupRKN2bLZFAKSnzWbo0HmdgTX7OT70NVHE2eLn02e2skO7kU9zXmTO4DncN/m+Yzq31xHijfvXEo9JnPnzEQwYldZtfzAW5MoFV1LlrGKkdSTzZ81HrTi8i9u/Kv7FExufQKPQ8OZZbzIoZdBhy8djElXrWti0sKYzIKtGr2TkjFxGnpJ3VJM7SPzugsFaPJ6tiUmCZyte784es3lAws1MqTQjimrC4VZAQqEwkGaajTaWi+jXE2irxyWuJmTeC0LXI1anLSQ9/XTS0mZiNI7uMTi0O+zmq4avWFa/jFWNqwjEuqwI9Eo9haZCQrEQgViAQDTxF5MPn/L6stLLuH3c7YedkPVzfJFlCY+njLa2z2lrW0go3NS5TxS1pKZOIyVlMinmSSQllXwngcIlScbZ7Kel2k3rPg8t1W6cLQEmX1DE2NN77y7Zl0QRSZL5/IVy9m1tJ6oO8u6weUwfOoU/Tf3TUZ87HpV466F1uG1BRp+Wx5SLSrrtX1G/gl8u+yWSLHHTqJu4efTNR6yzPdjORR9fhD1kZ86g3vW99kYfmxbWsHtTW6cLX/5QC+PPLCSr+OitOWMxHx7Ptm59XCRyaIFVoTCgUpoR3FpErx5F1IAmIwtSM4kG9Hjb47jca9Gnl6HQdPVPgqDFmjqNtLSZh7Q8lWSJbbZtnULIPnd3V4qBpoGoRFVX/xYLEIwFD6rnQAqNhTw69dFDCv39fDuEI+3YbItpa1uIy7UOWe6yfDckDSY1dXqHJci478zdL+iLdPZtrfs8tNZ4UKoVXPPnKb1ekOgXRRLY7XaGDBnC+vXrKSws/F7bEg6HKSkp4cMPP2TcuGP3FOgXRXpBNOrlq5WJQH8lJfeRn3d1t/0V8ybTMr4NVT18suw8arKyeS5vKda2VV2FhpyDd+x1vPtcK6FAOhMMbzE6+QNeNJzLMLmW6b6NeEUdrvYk8iwJYWSzPIzKjLnM+dnPUSqPPohlfcNr7Nr1AIKgIrvoVdbus+L4oBZNWGaDJspyXddAuTQzmZOKrYzKMzMs20hhahKyHGbbtp/hcK5KCCOj52MyjmXbks9Z/upLxCLhXrdFqdYw7ORTGHf2+aRkZh/1tezH6drAzp13EQzWApCVeQElJb//zlTl74t11XYeX1TFxo5sMgaNkhumDuTakwpJ1h58b0hSGJd7Mw7HKpyOVXi85RwYAEEQlJiMY7BYpmCxTMVoHNk56G5qeo/KqvuQ5SjJhmGMHPk8Wu2xf2f9dKeviSKJlc+tgEBZ8SKeuPXeg+J39JYv5lewa10r2SVmzrtjTI+DjHpvPZd8egneiLdXkwBJlrhl6S2sbFzJQNNA3jrrrV757Etxid0bWtm4sBZXa2Jgrk1SceKFRZQeIXuC17sTW/sXeDxleDzbiEadB5VRqVIwGkdhNI7GZByJTpePSmVBqUzu/C15fZVs2/YzQqFGFAoDw4f/rVO8jdoCuNZV0NbwBd6UDQRSdyCLXX2yWm3Faj2NtLSZBJQFLG9YyfKG5Wxu3Uz8gMFlui6d6XnTmZE/g4mZE3sUmaLxaLdJxP7tktolvF31NpCYbDw69VGGpg494mfbz7EhyxIu9yba2hZisy3q5rKoUOixpp5CevpsUlOnfSdi9P4JQuckocZDNBQ/qNywqdlMv7y01/X2JVEEEvGHXvnTMiKtIi59K1fdO408a89B5w/Hps9rWPufavRGNZc/eEKP1mfv7XqPh9Y8BMADkx/gwkEXHrHe1U2rufGLGwH46/S/MrNgZq/a42zxs+nzWnatb0Xu8KcuHpfOSXNKDhk7DiAW89JmW4TLtRGPpwy/fw98wwJDEBQYkkoxmkZhNI4i2TAEtdqKSmXuzFQnxyVcn1TjX9sMgH50GikXDkJQicQicXZvbKKqbClRcTXJOVtQJTkOOIOCFPOEhACccjJbnLWdFm+OUFc5paBkQuaERB+XN4MsQ9ZB1xOX4oTioYP6t2Z/M09uepK2QBtKQclNo27iuhHX9bsRfouEw2202RZ1CCEbONCyKDl5GOlps0lPn4Vef+RMTf8tUlzC3thd5HXbDhbQVBoFV/xxMnpj72IQ9osiCe68806cTicvv/xy53sbNmzg7rvvZtOmTQiCwIQJE5g3bx6jR48+TE1H5tFHH+WDDz6gsrISnU7HiSeeyJ///GcGD+5KpPHUU0/x8ccfs2TJkmM+T78o0gvabF+xbdvVCIJAXu7VDBrUfRC/Yf15eHzlGN9TkFUbIXdixwBaUMDIOcROuIUN25dg/eo/LLbdj0iUgQOe4+HQebRGMnjlp8MxLrqK4fbNuJTJ2KqTKc5tQhChmjw+5SzmXH8Lmbl5R3WtsixTvv1mbLZF6LT5TJz4MQ07w3z2zDYQIDjdylc2D+WNbr75LevVCoZkGRmRrWGS+VHU8S3IUQPusjOo2bwDALVOBwjIsowsSchSHEmSkKXDmFcKAoMmnsiEn1xIZvHhV3wPJB4PsGfvEzQ0vArIaDSZlA5+GKt1xlF9Jj8kZFlm5e52nl+xl9V7E77EGqXI1ScWctPJRaQkqQ8q73Supq5+Pk7nWiSpe+eflFSCJWUKFssUzOaJKJWGQ57b5drItvKfE406UKutjBzxPCbTmON/kf+D9DVRpMXfwt3PzGNC9dmAzJm/GMWAkUfOoPBN2mo9vPfoRgAuvmc86QWHPvfKhpXcvPRmZGQeOvEhzi85/7B1O0IOLvr4ImxBGxeWXMgDJz7Q63ZJkszezW1s+KwGZ3PCvSW7xMzJlw7uFqwwFvPS2vopjU3v4PWWd6tDENQkJw/FaByFyTgao3FUr7N5RCLtbCu/Gbd7IyBSUnw3eXnXdh4rReIEt9lwb9iHO7Qab/pm/NatSKqu3683Duv8Stb6lbTHREpSSpiRN4MZeTMYmjoU8SitCGRZIhCoIRxupsIf4v41D9MebEcpKrl59M1cM+yabvFk+jl2JCmKy7Uem+0L2myLiES6gnkqFAbSrKeSnj4Li2Xat5Y9QZZkvM4QrpYAzpYAtjovLfvcB6VkBVBqFGQUJpM5wETGQBMZhcZeTxb209dEkVAsxCVvX86UdZeTFDWTNySFs24ZdVRpvH3OMG88sJZYOM5pVw9h8AkHT8738/SWp/nHtn+gEBQ8dcpTTMuddsT6n9z0JP/c/k+SVcm895P3yDH0XrRx24Js/ryGnaubkWVQaxWccF4Rw6blHJBxTsbj2UJj07u0tn560PhAq8nGaBrd2cclJw/rteusb00Trk/2ggSqvGSsVw5FccA9Y6vzUv5VA7VV69Gnb8aQU4bW3BXEXZKhMiSyxq+kIqhAr0pmas5UZuTP4KSckzpTFh8N0agbn6+SCFoe3/Yai2oSFrCj0kbx6EmPkmc8uvF0P4cmGGzE1r4YW9siXO6NHCiwGZNHkp4+i7S0Wd9qcP5IMIazNYCzxY+j0U9rjYe2Wg+xyMHzkZRMPRkDjGQONJExwIQlO+moLPL7RREIBoNkZ2ezYMECJk9OZCr1er0UFBRw7rnncvfddxOLxfjDH/7AypUraWhoQKU69gyVs2bNYu7cuUyYMIFYLMbvfvc7ysvL2bFjB0lJiXGc3W4nOzubsrIyhgwZckzn6RdFesHq50+nMLaNnUOTUIYhe2cKYVUyUZWBUJKCQE45yAL582QGjrWj0Mg4M8fhOuE2mgNB0lbNo8S/l0WuO9gTmkrA0MQzyhQAnrxkFOePycXnd1H/0tkMcZZjV5poqTAxpLgeUSHThoW34ucw/qTZTDlj9lFdbzTqYf2GswmFGklPP4vhw/7GFy9XsHtjG2n5yVx01zhcoRir9rSzptpORZOHymYP4QNST6rFCLfkvwAbZKI+FbIgoDvxXMbMPpch2aaDJucAsiQlBBJZRpbitOzdzcZPPqB684bOMnlDRzDh3IsoHDX2sJMLp3MdO3fe3enykZV1MSXF96JSHf8JZV8gFpdYsL2FF1bspaIp4SajFAXmTszj1lNKyPiGq5MsyzgcX7Fv39O4PVs631er0zpEkBNJsUw56oCOwWAj28p/hs9XiSCoGVL6CFlZB0fI7+fo6GuiyOKaxdzz1T2c3Xg96bWDUWkUXPCbcVhzDy2afRNZlvnoyS007nIxaGIGM68ddsRjnt/6PM+UPYNaVPPq7FcZZj38Meua13HD4huQkXl82uPMGjCr1+2DRJrgrUvr2fDpPmIRCVEhMHpmHoNOctFqe5+2ts86A1oKggqr9RRSzJMwmkaTbCjtXB09FiQpQlXVH2hqfheArMwLGTz4jygU3euMNHjxr2uhfOd6Psl9haSUOkbpYxgP0Cd0utEMHHAN6ekzD2rTTvtO9rr3IskScSnesY0ixNoRI/UoI42ook2oYs2dwb4lQUNMP5YvnCG+aK0CYEz6GB6d+uhRTcz66SIeD+JwrKTNtpj29i+Jxdyd+5TKZKzW08hIPxOLZcp/dV8ddN6ohKstIXw4W/ydW1droMfJAXRNEDIGmMgcePQThJ7oa6LIi9te5KktTzEoNpLTt95ALCIxbFoOJ186qNcm84tfrmD3hlYyB5q44DeHH7PIssx9q+7jo70foVPq+OcZ/zyi60ZUinL1wqvZ1r6NUWmjmD9rfq+CtR6Irc7L8jcqaav1ApBekMxJczOJKpfQ1PROt9Smen0RaWmnY+qwdtNo0g5Vba8I7XFhf2MncjCGaFRjvXIo6m8EgQ0HY1StbaFsZQ0btW/BwOUMT4pQpOm6N2XBRG7WJRQUXIZO11248EQ8rG1aSzgeJi539G9yHOIBhEg9ykgDikgT6mgTSqnLui+uGUCDMICX95XhiYXQK/XcNeEuzi85vz8w6zEgyzJ+/+7OLIVeX0W3/UbjGDLSZ5OWdgY6Xe5xPW/AHcHR4u8UePf3c35Xz5brap2SzAHGRB/XIfIerQvtN+kXReCDDz7gxhtvxGbrcrPbuHEjEyZMoK6ujry8xG+3vLyckSNHsmfPHoqKeg4kfSzYbDbS09NZsWIF06Z1ic4zZsxg6tSpPPTQQ8dUb78o0gvW/e0kxrvKWTnZQlwpMq7MhdmTMHPeW6inJl+PtT2MdauKHJWDoF2Fc4+erIluBAHiiNQLA1jQ/GdkFBgL3sWuljCn5zJi0CDSc0eRlzMEt9dO24uzKfFU0aq00LzRxPDRLSgJ4kPPm5yLMmUQV9x0M2pN7wdSbvcWNm2eiyzHKB38CCnJF/DmA2sJB2JMuaiY0afldysfi0vsa/dT0eShosGJY81CMvd+hYiM2hgh82Qbz9bdwD5PQvXNMGoozTRSmpVMaWYypZlGitIMqHvIYW+rq2HjJx9QuWoFUjxhpmvNL2TCTy5k8OSpKJRdZo2xmJ+9ex+nofE1ADSaLIaU/onU1COvuvwQCUXjvLexnhdX7qPOkZic6VQK5k7M4/qpA8kxd1+1kWUZu305+2qexuPZCoAoasjOnktO9iUkJfV+wHcoYjE/O3b8Glv7FwAdGUd+850F+fshEI15UCl7/2Dsa6IIQJ2njmgsRvm/3DRWOTFYNFx01/jDmmAfSM22dj57dhsKpchlD07CmHrkFUZJlrjty9tY3rCcrKQs3jn7HVK0KYc9Zv8KrEFl4N1z3iUv+ehX+zz2ICvf24TbvwDzwJVoTF2xHPT6IrKz55CZcR5yzIRGpzxuaXRlWaa+4RV27/4TIJGcPIwRw5/pNvB3hVz8vezvvLfrPSRZQi2ruLj9VE5XpBLJXoffWt4Zg0QRM5IqnU6m+QJ2JYWY3/Qa61vWYlXK5KklclUS+WqJHLWErocF8YgEQVnApOh6xNdHBNb4lGwOKAnJAlatlRxDDim6FFI0KYxJH8NZA886YhyYHyuSFMfvcuJtb8drb8fvchANhYiGQ4QDHrzuanyeBkL+duJRGSkmIsUE5JgSOa5FFFQoVDpEhaLjT4koil2vFV2vlWo1hhQLSSmWjm0qho7XepMZUaHA0x6kdrud+p0OHE1+PO3Bg6w+9yMqBEzpeiyZeizZScdtgtATfUkUCcfDnP7+6ThCDh6b+hhDPBNZ+EI5yHDSxSWMOvXIfUjTbicf/mULCDDnngmk5R/ZciEqRbll6S2sblqNRWvh9dmvH9E6ocHbwJxP5uCNerl+xPXcNva2I57nm0iSzPYV9WxdtQBD7nIMOVsQFYnxqihqyUg/k+zsS9DrRiMIAqrjmEY31h6k/dUKYm1BUAiYzykiaVJm5zhElmWW1i3l8Y2P0+RL9LtZ3oFMbzuJosx9mAtXo9R6O8oKyMFRGFTnkpx2Il8GF/FW7evEY15y1RK56kT/lquSSFP1fNM7Yon+TdHRhQcl2BRQssanpDEqolFoyE/Ox6qzYtaayUrK4vzi8yk0FR63z+SHRjgQwHtIzCMAACAASURBVGu34bUn+riw30c0HCISCuH3NuBz1xLwNRMNBTv6NxEpKiLHNSCrUCq1iEo1oqhAoVQgiIoD+rsD+zklumRjZ5+WZEn0b0lmCwaLBbVWRywSp3GXi9rtdlprPLha/ER6cO/bj96oJiVLT0pGEumFyWQMMJGSoT9uz/D9fJuiiCzLB1lxfVeIoq7Xc4Zf/epXVFVVsXDhws73vF4vAwcO5Oabb+bee+8lHo9zzz33sGTJEsrKylAqj5/b2p49eygpKaG8vJzhw7sE57vuuov169ezbNmyY6q3XxQ5ArG4xM2vrmRv407OKV7A8PQKNOqpaMSZxEIugvILyIKfgVtVDHA3E5ZU1C8wE/WpSC4JkjXWiUKA1d4r2eK/gBx1OedZ7u92DgmBtRPvZvKs3+L02HC9NIuBvmoaVWm0rTMw8lQlCuduoij5N7Np1wzhlnt+d1TXXVv7Anv2zkMUNUwY/yF1Zckse70SpVrk0vsnYbQePInxOtpZ+PRfqN+RMCXPnzAZ45hNKIWtRCQ9r++6hVV1PavASlGgON3A4A6RpDQrmaFZRtKTEynTPO02Ni/4iG1LFxENJTqA5NQ0xp11HiNOPR1fYAs7K+8hFEqYWGZnz6Wk+O7vLBjTd4krEOG1NbW8sroGuz+xemtJUvPTyYVcNbmgRzeZ9vYl7Kt5Gq83odCLopbcnMvJz78ejSb9uLZPliWqq5+kpvZZAAyGIRQX302q5aTjep4fEtGon9raZ2hqfp9YzMXJ07aj6OVEsS+KIvsJ+aP8e94mXK0BMgYYOe/2MSiPMGiW4hJv/3E9zpYAY8/IZ/L5xb0+nzfi5dLPLqXWU8ukrEk8f9rzh/X3jkkxrl10LVvatjDCOoJ/zfoXKkXvJnWyLOF0rqWp6R3abIuQ5Wii/TE13vpxJKl/wpRzfoLXHubrd3fRVutFoRIxpem6/tL1mNITrw0p2mNaUbc7vqai4ldEo06USiPDhv4Fs2Ua7+16j79v+TueSMI67PSC07lj3B2keUxEGr1Em/z426ppV36OO3MFMa2rs87qkIBHEhmgljApD35kxxHxYMIjWPCJFnxCKiHRjCSDKlpNdryafNGOskNwCUtQFlSwxqekJiICXddp1Vm5YsgVzBk855jM2vsy4UAAV0sTHrutQ/jomhx47Tb8TkenmP+9IgiIiiRkOQlBTEIQDAjKNERlNpqkDCxZBlIy9aRkJnVujVYt4lG4i/w39CVRBKDJ18S/d/+bW0bfgiAIbPmijtX/3gMCnPXzkRQexl1Qiku8+6eN2Bt9Rx1bxR/1c83n17DTsZP85HxeO/M1LNrDpxZdVLOIO1fciYDA8zOf58Ts3meGCofbaG7+N03N7xIMdgVTDznzCbbMYPTkK8krzWXTwlq2flmPFJdJMms6+rb9/VxXH6fWHv0kRgrFcLy7i9COhMuvfkw65vOL2euv5s/r/8y6lnUAZOgz+PX4X3Ny6im0VHtor/diq3fiD3+FNuNLkjJ3dNYZCyYTaC9B0DkxpO6jp3lbAD0eUvCIKfiEVPxiKrJCTzxixxKtZIDQiFHsCo5dFxFZ61OwKaAkLHdVKCBwav6pXDv8WkakjTjq6+/LyJKEq60Fj62ts0/r7N/aE68jwcCRK/oOEBUaZJIQhCQQkxBEM6IyC4UyG1OGuVvfltjq0eiPv8DbE9+mKBKPB1i+4vu576afXN7rWFbnnXceqamp3eKJAFRUVHDuueeyb18iQPKgQYNYtGgR+fn5PVVzTMiyzLnnnovT6WTlypXd9j311FM8+eSTnec/WvpFkV4Ql2SeWFzFqu0fcdvYfxCImZk2dRXx4Ga2lF2Jxadi9KZmBAFuj9zE7xpfw7bOCAgox6Tw9uDpmNtORpRUtGWVkZW6j5GmMJpgG0ZfEyWehMnymkGXMfGSp3G4mgm+PJv8QD21qkzCLcUMmqSFPUuQZfiPcAYpE65g+lk/6fV1y7JE2dZrcThWotcXM2HcB3zyVBVNu10UDE/lrJtHdlMI925az+fP/R8hrweVRsup1/2codNOIR4PULb12g7/eNDpByFrT6M+eCIVrclUtniobPHiDfWc7cCSpGZIVjJDMo0MzTZSbBLxln3FtkWfEnAnBvkqrQLLkFaswx0kWzIZUvooFsuUXl/rD4UmV5CXv97HW+vrCEQSA+3cFB03TB3InPF56L4xGZVlCZttMftq/o7PtxNIBOfLzbmC/PzrUKuPPg7E0dDS+glVVfcRiyVWciyWqRQX302yofeDxB8yshynte1zamtfwOfbwYF+s4MHPURu7uW9qqcviyIArtYA7/95I+FAjOLx6Zx+3bDDrh5s/6qRFW9WoU1SccXDk9EcZerb3c7dXL7gcoKxINcOv5bbx91+2PLNvmYu+uQiPBEP1wy7hjvG3wEkvp9wxEY41Ewo1EQonNiGO7ahUGO3gKnJhmGkp19E/cYRlC91IsuJ1XQp3rtHnqgUMFm7JhIZA43kD7X0amAWCjVRvv1WPJ4yADaG03mjzYuMwKCUQdw98W4mZE7o8dhYNMai7R+ztOZphmnrKVDL3ScJkog6kIEhNpKU7PGklk4myViCeITggpGIg5aW/9DY9DaBwN7O95ujApuDSehTZrC2bTutgVYAklRJzBk0h8uHXE5GUsYRr7kv4nPYaaisoLFyB41VO2ivrUGWD59yVBBFdEYNyv9n772j5DjrdP9Ppa7OYbp7cpZGWbIkS7LkbGNb2GCCjcFgDLaXaPDduySvuSwczAbSXpZLhvUCa+ACNtgG55ywLMvK0mgkjTSaHDrn6q70+6PHMxrNSBoblp/3Hj/n1Hl7aip1V9X3fd/nGx6PhqhmEB0WolxdnJ4a/MHFhMIr8QU6UZwuFFVFUZ0oTicCYFkWlmlimcZke8JimViGUfXMppOkx2PEBsbIxGOUixkwSwinkCWVnCrhzg4aFy+lY9lqmhctw+H868qRvt5IkRNh2zZP//Ig3c+PIKsSV392LZHmuQm+PU8N8dxvDqG6Zd5/+yac3leZ0lKM8f4H389IYYRVkVX8++Z/P6087Je3fJm7D91N2Bnm7rfdTcRV7dsNIz/Tpr1i47RRtHLVxr2i8CFJXurr345Y2szWu4UpJa5XY+PcfscUQRJq8NC2PExNo+e03mTbtsk/O0zmkT6wIOUr8Pe1/5sBxygO0cGNK27kphU3nbRgdu/oMe7d8nOcpedYGB1CkfUZ/zfKHiqZhfi9Z9Kx7CwaWs5EUU4dZVglxbcwPPIbYrFHpiRhyxbsLEoklGWU5HqeH5kWSFhfv54bl9/IuU3n/rdMszF0nfEjhxnq2c/IwaqNKxdOLxvvcKmofhCdGUSHhqjYiLKF7JDxBToI1CwnFF6J6g5UbdukjZMUpZo6P8OmGVimVW2t6fWmYVDKZsglEsQGxkiOjVPIJLH0PMKp1NIE8DXUU9e1iNalq2hfegbBuvq/6v15gxSBzZs3s3DhQr73ve9NrSuVSlx44YUsWbKET37yk5imyTe/+U16enrYtm0bLtfp+6HnnnuOyy+fLhPxox/9iOuumzm2/sQnPsEDDzzA888/T3PzTMf8T37yE77whS8wPj4+r+9xIt4gReaBnhdHObYnQX6hjKq/C7dS4s5Dn+PjZ/WgTdzL2bsrKMU8vzPP46f2Fdwv38ahxCrMx6oqMkfXXsIx/ztJiRYPNgvce8s51PomQ6Usiy0PfY2zt30VgB0NF7D4A78gl0tg3bGZxvI4RxzNeNbdSn15B2z/KWUUfmBexw1/+w8EI/OfCFcqcba+dCWVygQNDdfQEPoHfv2PL2EaFsvf6qFA9XrHDx9g/PBBBMvCXxPmzMuvpKauHofDgcPhQJIMBga/RTb7MDDNvPv9Z1BX+1Zqa68goQXoGa0SJD1jOQ6MZjkay2Od8DSFnQnOqO1hXe1hgqNDJPd6KWeqIfuiLLDknHNZffll+Gq9mEYew8hjmLnjPufBtlHVWlS1HlWtQ1VrUZSav4qE4auBbdsMJIts7Uvy3OE4D+0dxZj8QZbU+/j4hQt4y8oG5BO8ebZtMjHxMH3HvkuhcAioDnhamq+npeUmHI5Te57+ktD1FH3HvsfQ0C8mPe0CDfVX0dn5dzidJy8893qFbdvYmoaVz2Pm81j5AlahgF3WsMplrEqFgnGEcesJMu6DWI7pzlooCnhGwtSMLaHzU99D8s6vBsfrkRQp92WQfA7kyYix4YMp/vDtXViWzfq3tLPhys4596uUDH7xxS2UcjrnvWcRqy56bfnDDx97mM8+81lgfuoLT/Tdz50vf5YlTpP14U6clCiXx6YGuidDdaLwNhob34PfVw25NComz999mP3PjUzxXE6vwsXXL8UXVimkymQTGpmJEplYkUysRCZewjJmd42CKNCwIED7yghtK8OE6t0nHawNZY/x8MsfooOqR+NoxUGg5dNctfSGOaNldEvn/iP386v9P6bB6uNsjzEjbFwQlKnoFwDBcOJJLMeXOZNoyyUENyxFiZ5+wGPbNpnMdkZGfsPo+P0wWXvEsGGcWiaEBp5LpjhaqPYXsihzZeeV3LD8BjqDcz8nrwfYtk1yeIjhg/sZPrCf4YPdZCZmD5zcgSD+SBRfOIovHMEbjqB4KujCQUrmVioc5Piuxe9fQ230UqLRy+alqGDbNkWjSLwUJ1FKVFstMePv8cwEiUKKgp6nLGiYx6kSCTY4KyIuTcatSbjLEp6STDTtIJpWUcyZ/Ycl2OSDUKp1YDX6UFoj1EQbaPI20exrptnbTKO38S8qx/x6I0X0skn/vgQLz5yOojRNi/u/s5uhnhTekMq7/n52umApV+GXX6qmGp9/7SJWXvja7NvRzFE+8NAHyJQzXNhyId+68FunjIgr6kX+7uF3UmMeY6nXT5cvQqU8OuWQOBUCgTNpanwPtbWXT01whg4keeyn3RSz0+O1JZvqWXd5O/lMmVxCIxvXqvZtokQmVkLL63Me3xtSp+xb8+LQSSMJTcvk0Wf/QPPjDkKGn6JY4olVe3jbW9970lpFvale/n3vT+gdvZ+zPTorXOZU6osgyLPsu5ZqIT+6CrdyLkvXnU/H6tp5Fc+tEsD3MDT8a0qlo1Pr46aDjNzJAU3h6Yk+jEnllK5QFzcuv5E3d7z5Vdd5+WtCK+QZOXSgSvL27GfsyGFMfeZ9lB1q1b5FqvbNF47gDnqxlEE0ezdFYwuCNJ2+oSg1RCftW01o07xqIOmWTkpLzWnfEqUEE/kY49kY2XKWklVCF8szpOllQ5iybS5Nwl2WCeUUalMq/uLs319z2uSjInq9G7E5hLuplsZA85SNa/I2EXaG/2LEyRvpM3Dddddh2za/+tWvptbdcccdfP7zn2d0dBRRrL6HlUqFUCjEHXfcwbXXXnva45ZKJYaHh6f+rqurw+ebJqxvueUW7r33Xp599lk6Omb3t1/72te488472bdv37y+x4l4gxSZB372re3sOZLk+rcvohD6FuXsH3l6cBObGraz7lCc2niFsUqQN1n/yoflB/iEch+xj73MsU/dSHB7jK0bvkDRXc+zXoMvfWojyxpnn3fbC79k5eP/E6dV4WBgGeEP3o2m5VB+ejl1epJDaht1H3sU713XIY28TA+dPK5ezSdv+8Kr+v7J1BZ27rwesOns+DpbHpfpHejGkuYvr/sKvF4PS5a4CYdfplh6nmnpLYFgcAN1dW+lNvrmqUm7ppscHB3nyPBzFDJ/ws12go6xGccs6zKZfh/JPUG02PQD6W/LUbs6gbd+fsZCEBRUR3SSJKnHodbiVOtQ1QZCobNQ1f96z6Zl2fTG8mztS/JSX5KX+hKMZ2f+zhs7a/jYBQu4YFF0hjEyzTKp1AvE4o8Rjz9BpTI5AZF9tDTfQEvLDShK8L/8O5wMxWI/R45+k4mJB4Fq+k5ry420tX30r57iZFsWZiaDmU4ftxz3dyqFmctWCY98vkqAFKYJEOYIhzeiNqV1FqX1JsZx9WmFIrh2iLi2iTh6BYTJsNuu555Fjs6vUN3rjRQp7o4R/3UPYtRF0y1rEJTqILf7TyM8dWcPAJfetIxFG2YX6n3xviNsf6ifQK2L937prFel5nAivrntm/y8++e4ZBc/vvTHrK6dKeFmGDni8ScZn3iQZPJZLKsy6xiCIKE66lCdDTidjTjVBtTJ1ulswO1eMKXwYds2vdsneOH3veST1ffSH3VSyuro5ZnPhKSIyA4RxSGhqBKSIiJKAtjV99zULbSCTik3cwDqjzhpWxmhfWWYpq4QkiJS1Ivcse8OfrbvZ1SsCme6Ld4XNpAwUB11rFjxfwgG100dQzM07jn8ex49+EMWS2Osdpsok6ZClDw01l9FU9N78XgWkkg8S2yyuGdFj09fiC3gzHQSMM+ibsHlhFeehaicvpaArmcZHP0d+458H4+dnPG//rJItyazryQyrAuAwPq69dy8+mbW1a+b+4B/Rdi2Tay/j/69uxju2c/wwQNoueyMbQRBJNreQfOS5TQtWUbj4mV4QzXYtkUmu5PYRLWQ4CtFvqv7SISCG4lGLyMavfSkfYlt2wzlh9gf38+++D66k92M5EdIlBJopvaavpNDdOB1ePEonhmLS3ZR1ItkSmmMiQyOsRL+mE1tSsWrzZ58550GsVCZiWCZiVCZpL9C2BOZJEgaqHeFCDuceAUTl1BiQWQDixo2z/s6X0+kiF42uftrL5McKXDFx1fScca0ndYKOr//xnZSY0Vq23y849NrZ9TYeOoXPXQ/P0K42cu7P7/+zypAu3NiJx965ENUrApvX/B2bj/n9hmqUbZtk8vtZXziQSYmHppKHT4RshzA6WzAqTZW7ZxatXWq2oDL1TLDOZFLamz5fS+HX64qHikOEZffMRU18goEUZiyb7IqoThEJFkEAWyrmkJU0UwK6fKMKBNZEWleEqJtZYS2FWF8NVXbum1sG1996ascSh0ipPv58vgn6cpVCSXvOY0EruhAOK6v2J/Yz892fw8t/SRnewxqjyN7A4F1NDddR23tZsrlGOPjfyAWf3Iyym56O0PzocVXEw5fxPL1byFUe3qH4SsE8K7e76Bl/oRy3MQ8Z8IBTaa7JHFAEynbAjXOGt6/9P1ct/S6ecnC/1ejlM8xsHcXg937GO7ZT3ywnxOLCrkDQZqWLKNp8XKaly4n2taBKEmUyzFi8ceIxR4lldoyg3ByOpsm7dtmgoG1J60hV9ALdCe6qzYusY8j6SMkSgnS5TT2KaLZTgYRsWrTHB488nGtUlUXSZfTFNIppNEC7gmdSFIhnHEg2TPfS0O0iAcqVRsXKhMLlhE8Kk3eJhq9jTQ5G2mQ6ghZfgJlD0HDx5pL51+r8I1Cq/DNb36TX/ziF+zatWtq3Xe+8x3++Z//mZGRkan5jGEYBINBfvzjH/O+973vNZ/Ptm1uueUW7rnnHp5++mm6urrm3O76668H4M4773xN53mDFJkHrv+Xp3kuU2Cpw8GX3itRGP0wZdNJ53iKJb0FLCTel/t7XlSWc5fjywitbewtnk1/MsOqwyOM+q5FMkqc5/kty7/985Oep7v7KRru+SAhPcOwqwH9vb/FHO0j+NgthI0M3Z5FtL/7ezh/djmibfAb3krDxvdx/pvfMu/vb9s2W7f+K9u37yUeb8O2qx2TYIoo2QkwK0iqi6blq1B9fiqVykmXVx4NURRZsmQBnQsK2PZjZLM7ps4nCDI1Nefg951BOv0S6cz2Gd5MEJGVKLpRRLBzx10nFMZcTOwOk+2fnmTLEQPnMgFPuxe3K4CTCg49gaToCGIJ285h2Xk4jUEO+NcQrX0ztdHNsyqcv1YYpsWB0Rxb+xK81Jdk27EkqeLMSZJDElnVHGBDRw2XLa9ndcs0saHrKeLxp4jFHyeZfG5KCQOqA6GWlhtpaf7g60p1J5PZxeHef5lKp1KUGjo6/gdNjdcivkaPim3bWJkMRjKJEY9jJpMYiQRmIoGRSGIk4piJZJXsSKcxs1k4lQz0fCAIEHFROkugsLpApfG4CbcBjn4R70gdoeIqnJ56BIeKoKoIqgNRVQm+5z3/bSNFtu0dw/nLg4QQ6Yk6WHrTSppC1QHfC7/rZedjA0iyyDs+tYb6zsDUfvmUxi+++CKmbnH5x1bSufrPUy8wLINPPPEJXhh5AY/i4ceX/phloU7i8SeZmHiQRPKZGUSILDfzUrzCXiNNyhDZZF/EKvEsFIeK4nDgcKgoigOH6kBRnaiqE9XlxOXxUEzZbLt/mPGjeaDq/Tz76oUsPLOWYrbCn+7upXf7BPaJoW3zgCSLKE6JclHn+EwMWZWQl+b4jf+7jOpVT8hZ9Wdx64ZbaXDA3r2fpFjsRRBkFi64FTF0Gfcevoujg79ktZqmyTF9LW7PElqbr6eu7kpk2XPiJWDbFrncPmKxJ4kNP0bB6Jnxf7kcJiSfQ13XFdS2XXzawsm2bbN76I/0jdwLxb34TyBI0oZAtyayvyRxuCwhSW5WRVbxprY3cU7jObT4Wv4q4c3FbIb+PTs5tnsHx3bvmErJfAWyQ6Wha3F1krBkOY1di3G4qs+6ZRmk0i9OKSpUKtNV9UVRpabmPGqjm4lELp6TkI6X4uyL75ta9if2ky6nZ233CpySCz9B1JIHOefGrftx6T7cFT8+IUB7cyMdCxtYuLSJSCiIW3G/Ki+1aZlkyhmGR3ro795JrPcI2WMj6OP5452ywNyTCO04RZDV/iB3vvM55ovXEykC8LPv7qCwL43ilHjP/9pAIDodxp2JFbn7q9vRCjqda6K8+cMrEEShKjH+1ZfBhnd+Zi2NC/98J8QT/U/w6Wc+jWmbXN11Nf+w8R8o5LuZmHiQ8YmH0LTBqW0lyY3gOYPfDuxhQjdoCq7k9gu+i995ejurV0x2PjrAzkf6MXQLBFh2TiNnva0Tl0+hZ8sYL953hGJmNrE8Hzg9MqZhzyKPg01Oti38I09U7gfA7/DzyTWf5F0L3kXh8SHyz1SJHkebH/97FvJ09jmeOPRTwuWdM8heQXTR1PAumprei9e7eM5rqFQSJBLPMDryOKn0c1WPxSQsU8YuraC27k0sXnUVLtfplfeSxWFePPwjipkX8ejHcAjT382w4UhZpLsksV+TSBgSrb5Wzm0+l4tbLmZVdNVfNNLqZLBMk9HeQxzbvYP+3TsYO3J4VrpfqKFpkgRZRtPS5QTrGqZsb6k0TCz2MBOxR8hkdnD8ONnj6ZokQi7D552dMlsxKxxKHWJffB9743vZH9/P0czRk5IfIiJ+OYhH9yPn3aglL27dV7Vxuo+GUB0dnY10Lm6gva0ej+rBKTnn3U/Ytk3JKBFPj9N/YA+jBw+S7OujMDwG2uwop6xbJzZJAsdCZVJeHfs4H87z736egCswa7+58AYpUlWVWbt2LRMTE4RC1dS1np4eVq9ezU033cQtt9yCZVl89atf5Y9//CMHDhygoeG1R5PffPPN/OpXv+K+++5j8eJpmxAIBGak5bS3t/OVr3xlihx5tXiDFDkNTNPii195ht9qRarJAnB+88t8uOXnbNqdQLLg6fhKbvDehguN3eqHeWDJF9h9MMugGaAmtYJ2Q6Jl8Am6jvyeuvdfSM0XfnDS8w0MHUD41dW0FIfJyF4G3/FzjAd+Q3vlQYJmnr01a1iy5HyUF75NDg/fN6/jY5+6jUDo1CkUlUqFvXv3sm3bNsbGpqMzgsECS9svYe9v7kCwitR1LuMdn70Vb034lMczDIPu7m5eeuklhoamPRr19fWsXt1FNHqYROLBWVJdAA5HHQ5HmEoldsLA00UkchG1tVcgObroT8KhmM3hQ4MUtj9JeGwP0mQHkHd46WrIcI3zRRRxZqdgCVBxiJQdImVVJK86yDtVNKeM5hLR3TMNpte7nGh0M4HQJQhKB2XDpKxblA2LQsUgU9LJlnSymjHZ6mRLxmRbXZ8r6YxnNQqVmYMElyJxZluIDR01bOioYXVLEOdxHtpSaZBY/HFiscfIZF6eygcGUNV6opFLiUQvIRTcgCi+PhUfqoVfH6P3yNcpFqupAC5XOwsXfI5o9LI5Ozkzk6HS10e57xiVY8eo9PVRGRrEjCcwkkkwTp0GMRdEjwcpGKwuodD052AQye9H9PkQvR4krxfR60X0eBDcTpKVFxkc/yXZ3B6mo52qcDpbaG35EI2NV8071/J0eL2RInuHMvz67n18ZMxEQuAbgoZ3Qz03X7SQBr+Th3+0l77dcVw+hXfdum6qKPMTP+um58UxGhYGeOenTy1ROV+UjBJ/+8TH0DIvsd4rsMxlwXEkqtvdiUPawI4Xygwn3diCwPbIdvp9/WDD2vhaOvKnT2GYgmUh2DYCNiIgCiAKApIgoCoK69afzRkbz8HUbYyyhV4xMSometnEqFhTnyuawXhflpHDacrFmc+uKAkIAoyox/hTx91MeAfxVoK81/chPvzWa3H5qu+1YRTo7vl7YpPRV72aiF+yp7ymNjJ1dVfS2nI9ft+qV/V7a+UxYgOPMd7/CFl7O7Y0PRlSiy00lW6iJnwharMPpcmLdBpFknJ5gvHY4wyMPYCW24FgTx9Pt+GwJrK3JPNSQcJEQJVUOgOdbKjfwKXtl7I8vPyU6QPzhWkYjB7q4dieKgky3ndkhqdUUZ20LF9Jy7KVNC1ZTm3HghkKZ5ZlkE5vZXziAWKxx9D1abJHkrxEIhdTG91MOHz+rPf/cOowzww9M0WCvFJr5XgoosLi0GKWR5azJLAMVzJE4ahAuttET828fzWNHtpWhGlfGaauMzBn1JVt2xhGlnJ5jHJ5DK08RlmrftaNLIaRRdczaHoKQ89iW4VZ9UdMXaA44aIw7qI4Xm3N8ux7UfLoxINlRoJl6tqDfOcDD83a5mR4PZEiFcPiTd94mvOGTJpMCSug8L7b1hMOTg94zxCEDQAAIABJREFUR3rT3PdvO7EMm7Wb29j49k5+943tjPdl5y0xPl88eOQBvvvSrZzh0jk34MJ5nDOoOga6mLraKwiHL0CSXOyc2MnHH/84Bb3AGdEz+MElPzhpgeOp6Lff9ZJPVaPfGruCnHtN15yKOaZpYUzaMr1sTtq36roTbV0mVmL4UIrkyOyaFLJDpGQW2db8MAdqX0CXy6zNX8it53+KZSun7XFpf5z4b3sQyjYp5wTPrvw6i4JxXgnAcbgW0tl640nJ3pPBsiokEy9x9OCDZHLPIKrTY1zLVNBjl+NV3k9tSyPRVh+h+lPLTluWTjq9jYGxB0gkngJ95rs9rgvsL0lsLciMGyICAlF3lFWRVVzcejHnNZ1H0PmXieTNxiemSN6Bfbtn1QSJtLTRunI1zUuW07h4KZ7gzNoqpdIwE7GHmJh4cEql8BX4fauIRjcTjV6GxzMz9bGgF3h68Gl2TuxkX3wfB1MHMazZ47J6Tz0rwitYHl5Oo91GZUAhe8gm22siHMc6OJwSLcvCtK2oLm7/3ONZ27AwsxXMbBkzU8HMlKtLQccuGViagV4sYxR1KFtIxsz7aNs2OT1JvDxMojxCXBsme3zU5CRMCTJ+i7FQkZQffnbz7/EH5peK/gYpUsWmTZu44YYb+OhHPzq17rHHHuPLX/4y+/btQxRF1qxZwz/90z+xcePGqW0EQeCnP/0pN9xww7zPdbLxzvHH2bJlC1dccQUjIyPzql8yF94gReYB7ViGZ76/i9+IGk9iUK+O85jnM/iKJoM1Z/KTl5bxn82Xc4G4iy+Ffst/5q4kiY+t2nI+kHVjA29Rf4H2yBYA6m+6jNDnvn3S8yVSY0z857tYmtpLWVDYfeHXKN9xJ6sX9uCzSmxvvIg1pX7E1FG2sYptriu4+dbb5jxWPB5n27Zt7Nq1i3K52knKssyyZQtxqD/B6TzG6NMbmTiUQZCiRDtu4tovno2izl+mbWRkhG3btrF3716Mycms0+lkzZo1LF9eR6XyDNlsdcJZKPbN8IaIoko4fBF1tVcQiVx0yolnPpXkibt+Sd8zj2JO5vO7pAqBOpFIRCesFPBbBXxmAb9ZwGPNHaKsOURiYQexqINUQOH4KoWlkoejqYVsGV/HS/FlmPari3bwOWU2tNdMkSArmgIoJwxuNW2UkdG7iE08TL5wcMb/vN4lRCKXEI1cgs+34r9VcS/L0hkZ+Q1H+75dnVxUwFNowpdrxRn3IY3b2EMZ9P4BzGTytMcT/X7kmhqkSBi5JowUrkGuCSNHwkihGqSaKvEhh0JIgQCCY/6kUSz+BAMDd5DJ7DghcgkEwUFt9M20tt6E3/+XL3j1eiNFXsG+3x0kuG2CMjY3U+CoZHPNuhY+sqmdrXccID6Yp6bRw9WfPZNMrMRv/2Ub2PCuW9dR1/Hnfw/T1Dh8+B8ZGfs9tjWdZiapTbQ0vAO9sITH799BXNOn3lmPYOFSVZ71beOAt1ocdEP8DLqyHVi2jW1XaS7btsHQsQUBW3GAeGr7ptsiOVvFIZj47TIXbNrAeZsvn8qTfQW2bVMuFtByOVx+P4rTTWIoz9DBFMOHUowcTqOfICFYkUtIpoJkyzhcMusubye4zuK+vnu5t/ceVitjvCVgTE0UbNHDgo7/QXPjNSjK/DxZp4JRKTK+5zFiQ4+Scj2LpUzKfycXEz30HlzZTqSAitLkxdHknWol39zvl2mWSae3Ek88STz+1Iyw/1Fd4LdJB32Vmb+3KIjUuetYGVnJJa2XcEHLBfMKRzcNg9TIEMMHu+nbtYPB/buplGamVEbbOmhffSbtq9bSuHgpsjLThk8TIQ8Siz06gwhRlBDRyKXU1r6ZUGjjrPz5scIYD/Y9yANHH+BQ6tCM/wkILAguYHl4OSsiK1gRXkGt0ErfnjT9u2LEj2Sxj0s9EGUBb5sXX4cfT5sLxVvGNlPVxUohWCkUEoh2DKwJLH0CQx9/Tfnmpg1FC0qWQAUZS3ChTy5lnJRTCsKwA2lERIzrUJiZ5ulv7eTD3/g/8z7f64kUsSybR7vH+eFDBznnqIHbFjjgslhwRSs3ndtBwFV9Pg5uHePxn1YVTzrXRDm6M4aiSlz35Y14gvOTJj8d4omnOXTodkql/ql1JjINtZdRW3sFkfCFSNLswfy++D4++thHyVayLAsv40eX/GjGpNu2bQa6R3jxnv3EBnQQVHxhF+dc3cWCtdFZ4wjLsulPFrFsm6BLIeBSZtUyewWGrlPKZbAtC19NhFLeYPhQiuFDaYYPpkiPz1QrsTDR5TKqUX2f21aGOfNtLezQt/C7w79jaOAot1XOQuh8FFOtprP5ai5mcecnXzXZOxds22Z8sJuDe/5AofwkaqhaM8Qsu0n0XEHq8MVIskqk2Uu01U+0tdrWNLhPqs5ULPYRTzxNPP4k6fRLU6kmhg1PZGUeyyoYzLxur+JlYXAhGxs38paOt9Dmb5tXgdpiJs14Xy/9u6sRb8mRmWlUTo+XtlVraD9jLW1nrMFXMztNSNNGmJh4iPGJB6eKeVchEAyupzb6ZqLRS3E6G2fsp5s6fxr5Ew8cfYCnB5+eleYXVIMsjyxnZWQlK8IrWBxYSnZA5MjOCYb3JSmfEHnkDKv4Ov34Orx4Ii7EiolYNpFKBqJm4tJMVM3EUTKQCgZCTscuzF3L5nQoiCXyYpGipKE7TDRVR3PqlBwVcmKWfCZBOZ6BZB5HtoB4QnTxzf/+f3H55pf6/QYpUsWDDz7IZz7zmSkCZD44duwYXV1ddHd3nzQF5rXimmuuYc2aNXz+859/zcd4gxSZJx7+8V6Su+N4GlXqlf/JWcWDFGWFq8vfxZkusdNTy+flXzIaamIw3cgWvY1zil7OqMh0rI5w+UdWMHHLO0k+cQiwafj42wn+7ddOer6SVmD/nR9g3fDjADzbei2VR3s4f+k+HLbB/mUfYHn3fwLwH7ybxZuu4pzN0xV7C4UCf/zjH+npmQ6brqmpYd26daxevRq32008/hRP/PozDD3XUM0xbHwzVKJs3LSMC9+77FX+slAsFtm5cyfbtm0jnZ4OG66v1wlHniUUGkEQQBQdhGsuoLbuLUTCF8/LI1DSCux87F9ZueuHqHqJfel6tmQWoL1iswWBcNcKXCs2katbwmjeYCSVJ5lNkMunsfQsPrFEUCrQKY/SxTCLjEHazEEKNTYTEZVkUME+znvgLJkoKSfxTCeDwiLiaieaeyEObwsBtxO/UybgVvA7FfwuhZDbQUfEgzSHB8K2bdLpbQwN3zlZ+dycvGyJYGA9kWiVCPlLpfL8pWGbJrlDB0nt2oVsGKg22Pk8ViZbreeRrbZWNoORTmNmUlA5tXSlEPWhtLXiWrAM54KFKK2tyNEocjiMVFOD+CpIjtPBsirE408yOHTnJBEys/OW5QCR8EU0Nl5DIHDmvFN/KpUE+cIhakKb5n0tr0dS5GjmKJIt4bkvj3YgSVKG64wsOUCRBN6zvJH2nTnKOZ3GriBaQSc5UqBrXS2XfWjFaY9/OmjlMfbs+Ri5XFX+2+lsZWve4pF4nJzlY/PoOQg5H27Bict2EEZl9ZIzaKxvRQqq2H6Bnxz4EY/0/AGPJvOmwNm0UU8mNkFyeIxyIc3xocKSrOD0+VBcbhSni7KokLYcxAwHI7qTMdNJRVBQrTIus4TLKuE1i/iECn7BQDU1FKOIWC4iHBe+7AnVUNPQRE1TMzWNzegBlZ/uu5dCXKUpu4iWwmIwpgcPJTnP3vpn2NH8GIJgcZbH5O1BA9dx0W+CoNJQ/3YCgbUEAmtwuzv/YkWky9k4fQe/x0ju19iTRbN9Y+uJ9F6Nozgz5Fz0O1Bq3cg1TqSQihxyIoWcyCEnoldBEAVs26ZQ7CUee4KBwf9A16uynEPiQu5NCvTlxzDtue2CT/HRHmjnzLozuajlItqoIzM8QmzgGPGBY8QH+0kOD2GZM72VLp9/apLQfsbaWZ5SmCZCJiYeYiL2yGwiJHoZdbVvIRg8a5ZKT0bLcP/RR3jgyAPsS+6cChcXkalXVuNjEbLRiqU1USxLVPI6kbROe8mmoaIgHjdZqqh59NAAYrQXV+QgflcGnyOPRykinpjTcgoUTEibAmlTIGOKZEyB/CTpUbIEdNuBQ6rHqzbidoRRHU7AxNJKVBJ5xIxFgxahuVJLU6WO5kotbmt6Ml4xNRLlERLlYeLaCIGFC7jyH06tCnU8Xk+kCIBuWvzpcJzk0SwjfxhAAB52VegPCPzNuZ3ceG47fqfC1j8c5eUHj03tt+mdC1i7ue3PvmbbthkY/Hd6e78G2Iiik7K6iF8OHqRbE3n3kuv57LrPUi4aFDMVipkKhWyZYqYyKQvuZKxyiK9t+QfMbIE2oZ7NofOppLIkR8bIxmPYx9dYEgRcXh8unx+XP4Ds9lIQncR1hWFN4EgO0qaCZFs4rRIuU8NPGb9QwWNrOE0Nh1FCrhQRjOMIasVBTUMjoaYWahqbCTU28lT8ZZ46uI/6Qhft+eW4itPErYXFcOAQz7ffTcYdIypbXBPSWeSs2gBHvoG6Ax8g6D8L56IQjjYfjhYfovrnR5EBmIZJ/9FHGBz+3xh2NYpVL4aJ7X0b2YGNHJ8/ISki4UYP/ogLX9g53Yad+GqcUwVlDSNHIvk8o6N3k0g8DUBFrOFJrZHnkxPk9fyc1yKLMvXuepaFl3Fe03lsiKxDSBSI9R8jPniM+EA/8YFjlOaoe9TQtXjKvtUtWIg4B6k/TYQ8RDa78/gjEAxuoLb2cmqjm1HV2hn7WbbF9rEd3HP4fp4aeoy8Pn1+v9RIRFqD02xHqLRQ1gIUSgautEFb3mZxRSSEiCqAQwRZgLIElgSiCD5BIIBAEAEn8ye7dEEnLqeri1Jt03KWvFQkL5YoShq2Q8XhCuD2+FE8CrJsYxgauVSBdLyIkvUQLEUJanUESlF8lekoENu2sK0EljGKZYyAXeKD3/tHagJvpM+8Wnz729/mqquuoqVlfnOXH/7wh+zdu3eGas1fAuVymW984xt8+tOffs1RIvAGKTKvfYYPpdj/3DCHt02wrmMvZ5W+CMC/hTbzb6MfBKARgU/I9/DP9mYKpguXBR/PuZCOy0e1LYvxj7yV1PN9INg0/u27CXzs9pOe17JMXrzr7zj7QLUOyXOuDeQnRC73vUhFkCl2XEzw6KPEqOEn5rV88lOfwx8KMTAwwF133UUul0MQBBYtWsT69evp7Oycrgis6zz91BPs+en3ESwLyXU+irNaHM8UDIquDAQruMIi4QYfTc1RutpbaYzUnZYRtCyL3t5etm59gSNHjk2t9/l11p25gI0br0JV5xdaaFkmLz//M1pf+Br1WjWE8bB/Mdolt7N8+aUcevF59jz+MIPde6f2cXq8LDn3AlZceCm1HQsQBAFNNxnLaIxlNWRRQJUlVEVEEW3y2QHyEwfQY7sRtZcR5AHKPg37lbLntk04pdM0ohFJVihKLgZ9naRrFmNFl+FrXEFD6xlEQo2zrt80S4yN3cfQ8J3k89MEVTB4Fo0N7zppfvr/XzBzOSp9feS6u8ns2kmptxdreBglnUV8DaZAcKnQ7MeoAy2coxzOY9TZmFEbe9LeCIKMx9OFz7tssmBc3aSSUC2qWjdvJSHLqqBpo2jaMJo2TEkbolQaJJ/vplA4CsycjClKmEjkTbS2/A1e78LTHt+2TfL5Q2SyO8lkdpDJ7Jj0+IlccP5OZPm/Z02RR489ym3P3cay8DL+44KfEP/eXsykhtbi5UuKxp+OVieQTZbItTkVcfIxEER4/+2bptJpXisymV3s2fsxKpUYnuJKOpRPo5pNJAZHOTTag6Mi4NIkJN2kZObRzDwls0DJyFMy8xSNLJV5ec+lSTnKV5+adTrogoxyCuUbQ7Lx19XR3LoYXXHRP1pGjHUgCSEEQaBcu5umNb8mEqiG+Xq9y1i44LMMDNxBMvX8jGPJsp+AfzX+wFqCgbX4/av+7OLGmjbC0aPfYnTsHsBGQCIqXknt+LuwhxSMeOnUZZpkATnoRKpxIodUpJATO1hm0Poh4+l7AFAddXQt+iJZxwKe7H+SF0ZeoDfdS7GYoybrIJRTCOWmW4cx9zvvcLmo7VhA+6rqJKG2vRNhjj5J19Ok0ltJJp47KRFSW3sFoeBGLFtkz3CGLUcS9CcKxPIFBrTtJIUX0dX9CMfVF6DUQqDSSjN+6lwFfI4cfgu86WbEiYWYqVZg+nrUwCC+5h34mnfg8I9wKmdx0YK8KZC3BPJTpMfstmI6sPUAlhGYbH3YlgOXLdFgyzQKAg0CNFhO6vUa6vUIdXrNDOLjRFjY5Fw6ml9AirgINoSJtkRQ6z1Ifser8uC/nkiRUsXk6n97nANJg99+bBN0Z3jpD32YAvzCozEh2wRcCh8+r4O3tkd4+Fu7MPXqw965Jsray9r+rEg40yzTc/DzjI3di6k7kQsfw6NcRikHh4eOMjjWj1tTcOsCGEVsu4BtTS52Hqw8tpXjxNTOuSBKKpb56ovmnw4WwqRVOPk1WF4Hbe1L8IUbGcoWyQ4FUPV2BEHBlIpIa/6TrvadSKKFKKq0t3+CyMTbyPxhAIzjjiuAUu/B0erD0erH0eZHDs+/1sRcsG2T0dF7ONr3LcrlamqNIi7EznyQZO9iYoP5WRF9J8Ltd0yTJGEXvrCKHNjCRPZf0fVqGnhjw7upbb2Zlye6eWLwCfbG9jKaH8VdEGbZOF9RRpiLKBAEQvUNNC9bSfsZa2ldcQZOz+yxhW2b5HLd1YL8scfIzCJC1lNbe8UUETKW0XjhSJw9Qxli+TLDhT7GjBcoOLaBPC1Vbxs+PJnVtGTPZKHWQgSRkC3QYItEEfEj4BRAeg33oyLoZKQ8WSlPRs6TmEF8pEi8QoCIBWzTi20EsPRAtTVcCLaEz1QI2AIB2yJoyvgqPvzlML5yGE/Fj8DJx4qmYkDAwh1WiTYE6GirpbElQLDWfVIVpbnwBiny/y7eIEXmgfu/t5v+vQm8Ypxro3+LKhQ51uzmQJufZ/Z/kPvGzuCVIfkqIIlAR1lkY8lBtNXHNbetmzLotmUxdsNlpF8aBsGm6XMfxH/j3Kkvr+CFR/6VjVu+gojNdmUJBVycr+9kTI0SFU2kUpIn2USP6wJWn3cBjz/+OJZlEQ6Hefe7301dXbU6fu9APy+8tIfRnizyqA8hdR+2OY4ot6J4r6akZnDoHuRTpIxUJI2yN4sYNKjt9HHFZedSG5pdf6RSSbJ7998wPtHH2OhyxseXoOvVTsfv97Np0ybWrl2Lqp48LHXvnodxPv4lurJVMmFMraX/nFtZf+6Ns5jy9Ngo+595nP3PPEkuMV2nJNrazoqLLmXJuRfi9s8/9FzXcxzpu4vxsbswjOkwaVWzaBor0TimoVZmvhpxRw1HGs5GXHwF7YtXkU7dz8jIXRhGBqgqtNTXv4Pm5uvxeZfM+1r+ErBNsxrRkUphplIYk62ZSlPqP0axpwdjcBAxN7eXA8AUBDS3k7IoUBYFdElElyR0ebKVxKl1FVlECdXgbWggWN9IoK6eYF0D7pCK6E5gCEfJ5feRze6ZMVmZC4KgVAkSx7TsskOtxTRyaNoIJW0ITRumXB7ndAV2ZTlINHopHe0343K1nnJbXc8cR4DsJJvdjWnOzqd2uxewcsX350WswOuPFBnNj/LOP7yTgl7gc+s/x3uC72Ti+7vBsPBf2sbBBV6+/fhhnj8c5wM5B3VW9d0TBLj2i2dR0zD/3O9Z5x69hwM9n6cy7kXpvozCqExeT1Ey85SMPGWrePqDTEIRHLjlAB7Zj1sO4Jb9k5/9uJUAmttHj2WwtZznkFkgZhVRzWkvaavHpk41CQhlnKYGehmn14fD60NH4tjQKPGKTVlyUZJUSoITV7gef/tS4mWBbYdG8GhJgpUkEWUnNdYIgYJCoOhAPMlcwpQkPAEZf+sInroizpCF1b+ezkqIhQ0TKIWjWNkhbEvHwsC0DWzBxhYELAFsAWxRQJBdSEoASQ0iBRciL3kHQtdmcLy6Oji5fA9HjnydROIZACTJQ2vrh2iu/SB2DIyEhpHUMFMaRqqMmdIwM+VTvnbFSA/jy39GRR3DMsGRPwc3l5EYSzB+9DCJwX7mGmZYgk3Go5Py6aR8lWrrr6C7JRaGFrI0vJTFNYtZFFpEV6gLtyiSzrxMKrWFVGoLuVw3x1/Y8URIwH8WB8byvNAzzI4jYxwZiYOh4XGMo6gj4BzHEitYWFiChVMUaHHYLHYXCToqiIKFpbspTSyhMr6CSnLmu++s6cPbtANv6wEEf56SJZM1LeKVCrFKkZxZJT8K1jQBUrCqk09JkGjwNNDka6LeXU+9p56gGkQWZCqmSalUppwoYcc11AwE8irRkp8GPULAPD05lhAqjNgWwwgkgAw2RWwMwIdA0LapL6aI5sYI5sbw5sZIrN7ERV//yHweIeD1RYoAfOKjX+GB0FqaS3F+afyBXYH3M5QMIPkU7qs1OZCo2vWuisg7irPHJPWdflZd3ELnmuirUtgqlyfYs/fjJCf2Et+/ltThlejFBLaVB7tQbTn1ZHwaAog+BNGHIPonl+nPojtIWpHpNUqMUSBFEcnWcFkaTrNEo2rS5LIIyzpeu4xYLiA7HDi9fmSPD5weTIcbQ3FTll0URSd5VDK2g5QusWcoRWp8nJCepsbuI6rsJlC0CBQUnJW5J5Q2ILk8+BsTeBtTuKMagt6Ct3cpq1o0guIAQrIfWytiWwK2KWBbIiADEjYSIGOLCoJTRXC5EL1ehAUbEVe+A8IL5n0voJqiOTj0c/r7fzAlbxwKbmRB563Y5YUkRwpkE6WqRHFCI5cokY1rswrKHg9RKdK47l68LU8BYBQiuPVrsUshJo4dYezIYcqFucdVJYc5bdsm27RPJ+KtZVl4GUvCS1gUWsSi0CKavE2Uir2kUi9WbVx6K4ZxfFTJTCIkV/HzwqFxth4apntgglQmi1vK41KHEZ1jWEoaS6jaN8EWadKaWVVawNJyMwoSEiKiLeJBxWs75yRwTNGm7DIoOjQycp64kGTUniAupMhI+eoi56aIkJJYBgECaoAWbwsN3gbq3HXUumtxSk5sG4q6TjZVIjVeoBQ3sNMSjrwbX7EGbyWEZJ86ikgXTDKiSUqEnCBQFKGMjS6AbIPLFghTpF0cok0cpkkawiMW6Lr9blzzJEbeIEX+38UbpMg88NCP9zLcPcEV7i/Q6Ogm45PZ0rYJpeYAuu7g6099nWYsnkfGAhQbugyJRl3kyiUR3rSxCUetGznqQlRlbMNg9Po3kdk5AaJN8//6CL7rPnXKa9ix9S6WPvIJXFaZ/WonkmCyROunL7CEjkwPeVx8m5vQqaYcrFixgovedDFbdu3h8N4RKv0OvIXp8DG99AKm9iK2pBC67K34wz+nxjNMjf8anrvnHBKlBJ76qjxbJWkjZl24S7NZWEPQKbfGWHlOK4uiYcYGBhiPHcRVcycOZxq94mDf3ovI56NItoUtSbwi6OB0Olm/fj1nnXUWquIiMZwnNpDj2MEBCn27CJaSWEhUUMn62vAEWsEWsUyrKoNp2FimhSSLeEMq3hon3qCDcmGCscM7GOrZillJAyaiJLNg3QZWXHQpbSvXzCi2dzoUi8cYHvk1o6N3o+uvMOoiot6Ia0KhYXSUluIwAjbJkMJQo5N4jWOq7oGiNNDediMNDe86aU0Aq1LBmJjAGB9HHxvDGJ/8PD6OMT6OmckgSBIoMoKsIMjy1GJLIhZgWhaWbWFaFmY+j53LIeQLCIUigqbNO3hRkyUKqoJeE0JubcW7ZDE1Z66nbv0GnD5/tep3Lks2NkE2Nk42NkHmhM+6dmrPvexQCdTWEaxrwBv2ogYMZG8ONVBCdKWo6BOUy+NUKglOR3TMhIQgCDPk5WTZTzh8MW2tH8LnWzrnXrZtUSj0ksnuJJ3eQTq9HU3rm2M7Fb3STLHYQCYTJh73UyzCbbfddkqC73i83kgRgLsO3cXtW27HKTn53dt+R/iQg9Tdh0GAyE0rcHaF+L8/3k1yRwITm7IAbltAVkXe9IFldK6Jzkuu0rZtcok4Y0cOcuDlXzDWe4jShGeqRtCc+whQdtgUVYO8U6ekmhSdZrVVTQoug3C0kTPFC2jatYianJ9CoB/blaa5Ukur3ohizR7slCXIR5x4OoM0rojgag0gKKee8GRSSR74za85PDyCLVVtiGgaLOts5/y3Xc2DvUP8qPt28mKVyK0kz8aMn8vihi1Q2okvLxLIySws+ZHSNvYcZIlXLlPnzFPvylHvzFHnzOOSX310iw3YsoLlb0Bs3IDYdSksvgKcp38mkqktHOn9+mTx4WpUVWfH/6Ch4SpE0TXDa2ubFmamgpGaSZZUYgWSA4Mk8sMkKsPE6CGXL01OembC7QkQaWwn0thKpKUNu97LLukwf4q/yP7kfjLlzKx9FMGm3WHRpZp0OS3aHBbHP4K67kDTmigWo+i6H01TKZYkymUJveLANBR4FSHdp4JoOhAEibIzw6inj1HXGDE5iyZW5jyFU3LS7GumxddCo6eRgBpAlVREQUQzNWKFGJlMChIVnCmJaClIc6WO5nId9XoE6RTeUE2uUHYZCE4Jp+rGI7mrNnGyqKZVNKBkgK5jFWJYudETljGwZub1V1Zs4Iy7T66cdyJeb6TIngvXcdOqvyPuDnJV7zPc0PM42878ezRXhBAj7HCFeEEUeHtRxWsLjDhsGivVGyeITL2n3pDKiguaWH5uE07v3M4jvVJmou8ox/Y/zeGdvyc7oqDnT21XKoKDouwhL7nJS24Ksoei5KYgucnLXiqyg7OUQ7R7nThHV6PbNoOhA7grfmq0BlyV2WSYDdgBhXC7j6Uro3QtD+MNvfaJl23b7BpM862tP2Nn4ecgmFiVMKWh99HoTRJSn0bOpgkUFJryLmrY1DiMAAAgAElEQVSzKoY2265LgkWtmqfOlafemaPelSfkKPJa1I5tJGw1DNHFCAvPQ1h6JdSdPvVb11McO/YDBofunEqlra29gs6Ov8PtbpuhxlWtG2VMEiVVkiSX0MjGS8SHYmRj/djGOIJ0BNsaxSjNvteCJBOIthBqbCXc3EqwuYlRf4YthW3siG1nIDeANaszsInINl2qRZfTZJFq4ZWmf0/bFtAKdeipFZj5FsxCLfmKRcHQKNkaZSpYwp+pyjcJ0RZRLRe2ZJNQ4wx4jjLunCDpSGOfJO2vzl1Hi6+FZm8zEVcEj+JBlmRM2ySjZRjLjpOJFSklLIS0k0ApSrBUS7BUh2qePKLNFixMVwXZDS6Xis/hRRZkLNtGr5iUCgaVooGhmTiF/4+9N4++LKvqPD/nnDu9++bfPMSYERmZkRE5SpIkkFIgKBYgJIo4IJZdqN29SmyrQbGr1FpYyCqxWl1tQ6ugVtkUUEyiLVACopDJmJHkQGbG8IvxF795ePN7dzrn9B/3xS/mzCBJy2w791pn7XPv7/3uve++c/c957v3/u4WI848decsI85Z6s48I848RdW46JgGiXn7PM4VInKuJM+BIv905TlQ5BrkA2//IgfNh7mr/GES6/M3tdewvPJCpp//nwhqC/z+gz/P7a0e3/+KH+Pdnz7Gt7l4Al5FcAuK21DcFgbcNFnGH/Xpf+ZP6c+dxPaXmXrL91P9+X/7pNdx+Mh9TH30x6hlHR4N9jKTrjCqOxwu3c5nu7fTpArW8rKXvpSVfsyZz8YEyfmH3KDp1dcpjW0Sf/O/gTW86q1v58YXvYS1tb/h0W//K6zVePG/5JFP5UzBP/TWW3DHuizPP8zm/MNsLJyh24zpD6p0endRHsxuHb/rNdisHeHAgc8yO75AHIc8+sjLGQwuBgKEcXDSEk5WHOoyTlbgmZqgXipCROi0gTUdrOkglWZ02wTTe3Yxu38vlbEqQejihw5e6FzVE6R1zNraZzm78EFarUNb+31/hiDYSaczhzHno1RGNhO2Lw4Y3Uw5Hu5hrXI3teJNjGch6ZkzZItLpEMg5FLiUSEt0jOoYRMSdCLRcd6seXr3KrkgkiNxFIlSxK7CTk4S7ttH7dbbmDxwkInde/DDpxcBYK0l6nVpr67QWl2mubJMa2WZ5soSzZVlOutrl5WRu1Ac16M+M7uVs1yZrFAcdQlqBm3XieNV4mQFpUp4bp0oWqLdeZhe79jWMZQKGR//AaamXsdI/e7LSo72++ssLN7H5uYD9HuPos0cQlxOzNvvV+i0x2h3xmm3xun3q3CFBckv/MIvMDr65BWbzsmzERSx1vKzn/tZvr70de6YuIM/feWf0vrEcXrfXEYUHL5V9Dg9ly9MGx58rBDxprZPwQoslup4yK0v286Nd0/hBRdW99DMf/tRFo89wfLcUZaPH7usTCqAEg4Fv87RsTVO1jfo+xmDIAc9Is9cZBqUUNwwcgMzxRm01ty/8BUSzoeMT0e7+IHtPwij8GeH34ewgurGS3leei8/tWuC6XaGOdvFXsp5owTetjL+rgre7irethKy4CCuYA967Taf/uhHeOLUacwQHNlwVzi07Vt06FFwQl5c/x/45sIRGs7fIWTK9iTh7Wspd4oWx/cUWK0HRJs+yYKPc9Kh2SqyEYfYK9jBsaLkwA6Xm3Y6hG4GOgGdgk4x2QCdtjFZH5v1UUmEk13pKEN4UXnYyjRi5nmIPS+Dm38E3ABjkvzZipeJ4iWiaIlm42s0mt/EXBSxIxDCQUoPKQMcVUQ5JVy3iqRK44Ri+bEeq3MbZPHlYI7yLOFEj3A8olqssXvtR6klOeGaFRqjorw5MdrtkpU3aZcWWSuepu0vk6gmJSehpixS5MVm4qhEt1en163T7Y3Q69aJ46ee4FoMsYqJVEykIhI1YMTLGFOSQLgkxiHWiiRxoV/FTcpIq7DCgDBkMkZcLQwI0EpjixZZkqiyQpQEWZAR6T5xq49tpQR9xVhWZyytM5bVGEvrjKc1Cvbqk+REpnSdAYnMEBoC7VI2ReQVbJPVCaa7cjn40V2Fq/C7CGnxKhl+JcWrZIgbXsrYu/7vp7yf5+TZBooAfP5z9/GWL7QQ1vJ7h/6Asa7HQ7e+NUc9AKETrPJoyZQ/KWe8NHK5LXYIKx43vGCSw19dZtDJwSLHlex7wRS3vnQ7jtvj1CMPbtm39fnT2CuUiBeySsMb5fHCJE23PAQ9ivRUiD7HYyNShOoxGjrcOLGdsVKBrx1dYLl//mmu0eFguck/v+cO3jf/6zSzBVQ0RunMW/iRnfvZZR26Cz1aq5c7JsqjAdN7q8zsrTG9p0Z5LMBxJOIaEIl+2uedX3snf33irwG4deTFmM4tPNL9JMJfQhrDTzdjfrLTJ53UzO0KGcQe/dUA56RLsuSzMigRm8vBJE/B3kmXW/Z4TNctUidbNs7qFBvHeUsSRNpH2ubFKW0XiEVCMAIT+xA774Zb3gjjN2CtxfSz89VMWgn91hnO6vfT8L/IhXWqpS6gKKIo4cgSjiqhnDKOW2HQdlk+0mHp8Bqdtc7lFyAgqMeEEwOCkZSk9UI6i69EkH9vRc694QhQwhIU+njVTdLqGbLiIsZfxQk2qRQ3cP08ginLXHq9Gr3OONHmTnrdEdqZwlyDw0iLjL4aEDkRkYoIjc+2ZIoRUyWThoGIGIiYTINMfaT28mhEDEZmGBVfOc0HsMKiA40oCVRJIcsSExoGTkSr3aPTiEhahiAqUUxqFJMapbhOMakSpuWrprpYLJkbo1WKxSIyhZv5KK7kzLQU5cYW6FF3zm61ULav8PlcFvxxjoa7OBbuZK6wk9/6kX+NEzwHivz/XZ4DRZ5Csizl47/8bt5Q/l2kMHyu+b9wNHrJ1t+dcJ1+oU22uYuqL9iUp2imE8xLj2ZNcTxNiMzFt7AA3IziNhxuRbEfhYcA+rjbJnICu5qPU/NRtSGpXc1HFBzmjn+diQ/9MFXd5aHCPnqDEn/Li9A41GhRsE0WB3cz0c7Deft+G7mzx3UHJ7nn+XdQCQr8+a+8lebyEje+6CW86q1v37quE6c/zsPf+n1E1yPYHGEiWuK65CS17AqGHzAWviH2cX/8A8j2C/B0HqptMWzWjuFNtHn+/oOMlnawedZw5oklupsWsit71LWMMapFVZ6mVIkYu+2VTExsQyqBVBKpBGqoBQapI0QWoaVPL3LpbkZ0GjHdzYhuI6azGaHT7xwpd32FHzr4oUttosCOYQmxYjW/7jRtsLDwEZaWPkZ/cEE0gQa1IRnp7aPQ2EU6d4xg5Qxeb4DNBNIB6Rika5GORboG5RuUa1GeQXoG6ed9pZ78sUsySZw5xKlDkiqSzCEzAdoGGEJSt0pSGCMtTWNrk1ApY30PbSxZlpBGMcmgT9TrIoSgVB+lUKkQVmuElWreqrV8X6WG8wySnuoso72+Sms5B0maq8u0VpZoLC3SXF5EX60crxBUxycY2TZJ7boIb/QkMY9xPvxYMjryYqam7mV8/OUIEdBoNFheXmJt7RG63UfQ+ijKOUOh0Ljs8Fo7dDqjtNvjdDoTpMk2HDmC5wa4wsufUu1C6qBjhe5L0q7AxIqf+99fhl+4NnLWZyMoArDQXeDeT93LIBvwjue/gzds/1HO/u4hZDfhb9sZA5tPqt/wjufx5TOb/O6fPMSre14+aRlOmvzQ4cA9Mxz83hkWjjzAVz/+ITbPzl98IgGqVMMPduEWp/Hq2/jbkaN8tfooFrjN2car9x9gvDBCPahT9+uMFkax1vLzn/95jjWOMR5M8Ev+O1m739DqdTg18ignZx7kVPEwdpj3bq3AxONIfxUh4DXX/RC/+aJ3oqTCaku63CM+1SI51SY+2cJ0r8J6L0G4CuFKhDfUrkS4CqssKysLnEwWOFY6xby/zKZoUy5XOOR+m37S5Q3dHm9pDxgzMWd2FJifLWCkQBjL9JLluu40/ug+mLqZdOp2VpIRDn/9MY5+41Gi9llUuomWAisE4OCF+xjZfifT+w4wMlWiNhlSnwopjxaQUmBMQqf9KNGRj6KO/R3+6in8foT7JEBJ7Ck2aw5nZwM65e+s4pbRgs58kcbxCu1TZcwFXCDSMRTGIsKJAeF4RDg+wKukeRCdzcdC7tKWeUc+9XSj3y/Tbk9cBIBofWX7ZLwukd8kdfukTkQsI9oqYp2YloyJVR7O7WAJpcUXEFlBx4A0ip2Nm9m/cjfbWzdsTeAjp8uZ8UdYmXocG0YUdIEwCXESF5kq3NjDS30c7V51MeFYRc2G1GyRmilSt0VqtkjZBhcBG7HIU3gc6+BecUFwXmzax3SWMZ0ldGcB2z2Tb/euvjAQjsGvZPiVDK+agyB+JcMtahAKbcfJ7ATmutcQ/swvP9VPsyXPRlAE4G0ffZiPHTrLtpLPT25ItqiIrAUhkCbl9gd/hz/e92K+tP15/HTbo24Ve6+XvPyt38uxB1Z4+G/nWZ/vYnQTHX2d1MxhtqIE899bugIYBzGKUHXSkscXZYG+EEyqFjftGWd6epZd09uYrpUZLfqMljw+euyD/MdDvwPAa90f59ZjL2ZlKWVZGY7UVjhuHDbt+aiQouyTVL6NW7+fkUrCn7zy/eyr7wOg14pZPt5ica7J0lyL9fkOV5vNO67E8RSOd4F2z29Hos83G1/jjJyjXVjjrv2381j0EI81HmNnkvDLjQ539we06oq564r0ivlYLXY0exZCxop7ERM3YWfvoBnewOmTazz29w+xeuoYNl5B2gQtBQiBUOOUx29n+vo7Gds+QX2qSH0qpDYZbgHuWTMmOXwY8e1PIVa/ihPPodgEsss4eyxg8UnNHvrZP6NnXg5cbC+i0hnW932U3tijXEmipkfzeIXGXIW4efH81a/GhOMRhfEB4VhCueri4KO9NsbNB5iK6pSW70QAOmiS+Q2yoEHmN7Hy4vmO1g6t1gTdzii97gi9zgSD5GoLZotRGZk89+5SRCJmKVziTHiGnttDS40yDnua+7m+eQuVeIQOCZnQKO1STkYoxfWttHmLpRs0aFaW6FY2sG6GJUVYDVqjMvBTjyDzrx6xZkHqACcLUTpEZWHez0LkBekv9hJQ52r2Mv+bpqJWtgCPineWmnuWUXmWAleOTDYI5oMpjoa7OBru5Ggx18fCnXSdImFkqPYNtZ7hL3/8DsrutUWQPweK/NOV50CRpxKj6b77RkrpKscLs3yrdjfNUy8ibuy6aDFwTvyoQb15lMwJSGf3IUfHGPiCDaE5G6cc6Q5oaE0kYSAsKXn25E4h2YtiL+d1/RKDIzyFqvtEqouz+nnukzGHZQ5EXMc8iTZ0N96AawK0yHC+p8nPvOmHKFzww37uj/6AR77wWUqjY/z0b/8BQalEFPd58ONv466jH7oikVaG4ky4jZNqmkU5wYap048CpqsZ+/RjPK95iNRK/trcw8n+yyh3z6coWMwV0eBCTYHXpZeu0tUNUm+AcS4pjZollNpNRhsbzKytsG15BZnZ3LllL77vTgn8iSLetkn8PXvwb7od95YXktZ20muldDYjNpdaHHvkKHE3Ju2lpIMMnUqE8EEGuX4SKVZalIJvMSG/xFh8ijDKKGiNjyZwNW6gkY59UiK970SMhcR6pMLHoPBFgscA+R2lk0BqJJ3Up5t5W7qb+XRSn07m0U4DIv3kCyGvUKAwBEpGprcxtj0Pcx/dvpPSyOgzVjrYGE1rdYXNhbNsLp7N9cI8zdWT+OMrVHe3qWzvIZ3z92CwHpI29+O4L0SWpohFm0F8BGOOExZXKZU2cZzLF7yDQYV+Z4aou4O4dR1pewfERWzfxSZXIUG7ivzkO19AbeLa+BueraAIwIcPf5h3ff1d+CLgTcf+DdWNCqNKMJ9aAk/yE7/1QgqlfEL54W+c4b4/P8z+1EEHknrJo7U2wKRHyaKvYXVeeSTyAk7svIGl8VmWJ7axOjpF5j45yFZUkrtrJe6pl7inXubGYoC1hke/fYxfOvSvWJcrhFmBV6+/gNH4pXzv993J/hfM8ODCPL/y2T9n2XwFVZi/7LgHRg/wWy/+La6rXXfRfmsteiMiPtUiPtUmOdXOyUW/C0nlBiFncORpNrc/yOKueTI3H7enm7v548feSBLVuTEY8NIJxU1uSnlhAbmwjFxZQ2xuYpsbEA+9hVIRO2IY6aVIHJ/MnyDzt5N5Y2gvQAUZxXCFkbHjWL+McGq4bgVPSJy0BWvHYWUetzdAxiANhOMx5dk4XwiTcwf1S2Va268nOvgSZFCn0/k2G5v3Y20eTWUNdBaKNI9XaJ4sYy7gFPDKCbU9bWrXdSiMRny3hXKsFXTa02xubmdjfYb+4HJvnkRQEiHSKhLVpxVscKpwhmPhaQbq2ognXeNQ1nnFgh0bt7Fr/XaC7Py5zlaPcGb8QbrFBWqmRD2rMJJVGc/qTKQjjKU1JtIRyiaPsMvQtESfpujRlEMterREH3OVkHNpBdUhWFI3RcZshVFTpkj+brJGY/tr2P5J6J/GdhfR3fW8+lc/ueIxAaRntgAP7xwIUrOo0QkobscWZ7HFbdjy9q0mSlN5uqYUqLKHql57WdpnKygyP9/iVe/7Cm1jeH7kcO9IjaDosHgsj4K7ZfoU15/+CK3DC/xvN/wMi6P7+Ymuj0Rw2+kPcP2ePvqe7+drJ9vMPfZNktFJ0uooT2eQj1dK7PAFI70Bcs2w0SqxZif40o5HeWDHp/PrWXg++5dvYvvyGgdP/j2e2+M/vfTVtJXPV5Kb6HL+nSP9JUq1x3n7972Enzj4atQlvGtJlLFyop2DJMebrJxokz0Np9E5sSKm5iwwoeYJwyUG29ZIp9dxS6sYK/mvc6/hS2fuZsYZcFvNcHtNMtFcwzmziLe8ir+xgd/axO81kNZghMgjWR1FoiSJ45B6NTJ/hsyfJXPL4INbGDBWfxyvpLFuDeVU8WWZQhTgbnawS4cRvUXI2qATvGJKaTYiHE/yVCgLWowRB88jnf1xxOxt9MRhVvt/TSd9FJUFSF0g7risz1vWF1O67fPAhZAwMuEyth0qsxGU2kMA5Nr5ry6VrDdBY/06NhpTbHRKGHv53EPho7VPn4SO22I9XGaxeIp2uH7V4worKSRlatEEpbhONRqjFNcoR6PU4gnC9Pzzk8mEtrfBwOkihMTVLo7xcI2Poz0c4yJtPi8S5BGiRsZop0/mDNBOH+30yJwBVl69rK7U3gUgSREnLeNk4dY6wRdtyv4iYWmZsr9MTS0wZheYyM7i2SsfNxWKk4VZjoU7t6I/joY7WQt3UnOKTEuHaaWYcRxmHJdZ12HWcyk5asvhOra9dM3z2OdAkX+68hwocg1ilh7h9B+/mZPP72A9mPvs23nZG+7l9z/xYe6+8ctU5gq4D5YZWTlGuXtxTfHIr9Ou7KJV3kW7sotOeQdGnV8QaCw9YWlJS1MNtbQ0pUE6gu2OkwMlmWAvkm1I2qLHF9xHack+wgp26kkW+kVq/TyVpV08yfZA88q7XkIwXkaWXFTJ4/TJR/irP8zLAL/h197FjoO3cuL0t7Afewt7OnMArPpjLFR2s+JDW1ZZmnsBHb1JVhhOiIxmz9QE977pzZSGxKUnTn2Ch+//vxif91Br23kiegkDfXHZL4BERqyWTtEuPMTe1iFuP9tkbFXgbCq6ToHD1+9hftdu4rDIFZEFo/G7XaqNTSbW1tixsER5cHnKw4WifIs76pOWHDaCgI3qKF2/SN8t0HdD+jikUYzTa6N6HQQernaZTBK2ux2KZQe34lAo9Kg6y1TUCo546jrq1kKmJalWJEYRW0VsHRKjSI0iEwplDRKDFBYlLJvlKeKZ51Oq30iz0efsyXnWTp/E6AvDRC2+zAidlILKKKiUgkqH28PmpJSchLITXzMXQeJU6bqTNBllPSmx2vNZbgk6re5TVuvwwyKj23cytm1HrrfvpD69DeWWSOMMnVl0ZjCZRWtzvp+d6xu0tue1zrliMt0klfeTyi9jnG+ByPJQ+bhIe2OWzaVpel2XoBpRGmlTLm1QKq/jeZcvgnTm0G/N0t/YxWB9L/HaPmw8coVvc14cXxGWXcKKR1jxKVS8y7crLoWyd1HKyFPJsxkUWT7V5Gc/97Oc8g4z09rLj87/ElEn//3vLip2vH4vXzvSYGWhy6v+xQE+/tginU+dpWTAnVpArN9PZ30ByMGQB255IY/d9AImXVCRQhgHAQhf0gkGLMZLQL4YLMgAqwQ9UUHLi1O3pG7jRo/jRo/jxY8hs9XLICtH+KSph9U+wgbM1or4XsLyoEHHFjDOGFZ4gGEiGOV1e1/DreO3EDo+SggcIZBDVn0FhAh2KAeRGWxiMKnBphqbGNbaK/w/R/+KoyuH8a1HyRaZTsc40Kszm0whbB2LoTP1Ndau/zhZIQeIvO4sY0dfR+F0EdtsYdprmPYCur2A7a3xnfHnPLPi1jxKMxnVbesE9QgxTE2JRJE1f5QzE0XWvZj2qTqN4wWywQXly8sus7fMULhhHwvubp5Y9VjrWvaMwQ0Thn1jGSOFDlq3SdMmWdYmyzqkaYc4WiCK57fKlEPuLW1sTrO5sZONjRkyfX5BLoDJ4hi1Qg2dFdjoODR6CjlMW3WlYNdokX3jJdb9E3ww+jjfst/eyn0PTcBUMoaf+TRFyqaFWm8v493rKQ6mKekyZQRVIagKQ+gkjAqYtSHVnH7wKe+lRmOwyCFxKkoiHIFwJcYTdN2YlurTsF0aukMj6bAZt8iMBmsJoohSp0ul06bU6VLvtqh12vidPsJcfYw4BX0+7aUm8WZHMNt3E03splfaQS+YoRtMMPDGiNwakbbEqSFKNVE21MPtODPEqSbKNK+4aZJ7b992zWPp2QaK/OWffYDlxTa9pSKn7DSfKuW/4of/5fOZ+y/HaSzlC9qJnSV+4OXbWbnvKGa0xy89vkl9MM4LYxcRL1Nf+ABnJ6rEYzNk1dGteYonArApJj3HhWDRwtKSGTEuQiSEqocyEVpCaC6+boOh4TdYDVZZK6yx4W9gLk3LsgKMj9EFrPEZFxE1ndJOa+isxnRmGNUarQsoOeB2J+O1t38vY3uel5eZlgqEyrXMSUzTcJZMFMkSTZYYsjTXcZzwpVP38bnjnyeJMxzjUTdjVDtldnXH0ekkhqs5UgxFlghbq/idJsXeEqXeIsXeEo5+8vnaP6RYV+FNSarbOtSnGzhe/hxp69BQdRarI8xPaHrrPo25Ct3l8+90IWF87wiTN++iO7mfY60a8ysO9UCxb0yxdxy2V1OkaZPqJmnWJNMt0qxNkq3RjZ8gM8O0UZvb1f6gxsb6dtbXd9LrXVxGPHALVMIxDCU2ei7zTUWSqXP/zkQ5YO94kYma5X79Gb5qv0hX5cCesJJdzYMcXPxeJtrX0ReCrrD0pKUvLLHMeQ99K/AtBFbgW0HBQAA412DfLhIBUgqUI1CuxPUdZJBhvIhM9UnpMtAdBmmbKBuQKIfMlRTdPhXZYZQGk3aDWb3G9niJWnb1yLaB9JgLd3A03MVcuJPVynX0atfjlncypQpMCcW4FYwOncquhiw16FSTpeb8GE8NOjW5TjTGWF75czdf81d+DhT5pyvPgSLXKHNH/4jTZ/8D3W6dJ77wfdzpzbDwyBc5uH6CQu/8ItkiaJd3oExKsbeEuGSSa5D0SjO0yztpV3KgpBdOXdXTkDAESZSlJQ3SW2VbeBIpDNq4ZFmB6cZBlHVIZERt9CO8WX6KRvrrRObOreNEusdnz/4Jsemzr3ont237fo6NfJYXbr6XwCSsu3WO3/hODmx/BbLgcPTUF/nc179MzxnyJFjDdLnE63/yTYxPny89e/iRj/Hw399Pe/57SNrn90uRsNN7gH6wzAm7A697M6652NPU8Rax6RFmVp7g4KmjhMUBnSmXU9tHmStcR+LsPH9frLniPVJZQi1wuKnsc3CwCqdOEM8vk6x2STvn4rOfTCxuMSMYTfHreQhxoZriFa/ONq6toq2naGVTtPQ0rWySVuTSjiK6JiGxGuOkOIUWfq1JONrFK6V45QS3lNFP62xu7GBzY5Iw7jHbPoXT6rM4KNO7QmqRFxYpVmtIJUHI/BudA43ElUMOSyOjjO/czcx1u5gYCSmIHk5/FdqLmNYCprEA7UVEZwE1WL3ynRGKtLSLqLiXrredtpphNauyuhHT3lym21wh6jcBO7yeYYj/uSZ9ECWE8BAEIHyEKCBEgBABUECKACG8/ItYgeP1KE8/RnXbIQpjx4ii8jBEvkoSlxFCUwjbhGGLUnmDILi8GowxgkEzpL8a0F/2GKwFRA0fgYPyinhBCa9Qxi9WCEoVCuUqYbVKsVajNFKnPFKjPj1GsVZ+cs+BTmHtCKwfhYOvv/rnLpFnGyjS67c5+79+H6f3voQjS8+nm8J/vfU/4GcF3vz4v8NGkhv3VLBnuxyLzVYsWSwtlVdMsfzYIcLHv3BRZMihW17IEzfdzfecNPxC8yzjvXHOeMvMhSd4pLTOodIDtLmcPBNyG6rd7STBAdLgAIl/A8iLX04yW8OLHseNHsON57DSR6sxjDOGdsYwKtfaGcOqa686dalUHcXzKkXurIY8r1pkX2D5L4//Cf/58f9MOiSj3Jdo3txq8IregHD4ulyvlvMw8nIOKDlLJUbv249/RJKtHYX08nELYP0CWXWM/sgo2cwMpf37qBy4CdW12MUmZrmJXm5Bs027e5pOf54k2sTNMjxt8DKDg8oJrVVetSFzHGLPI3YdYtchciSxEsTSkmHwk5jCoEchzQiSjCDVOEISFYu0KgVaJYcYTaIhtedtcKAk20YnGaldT+Zdz+agjGcUNQRlLJKMtkhpk9IVKZHUWNeAp5GuRTgabVOiJCbKImLaJDZFawdrJXboLX0mgtCshQRFYhUxTg5Qo0isM9xWxMIhUS6JUA7orRwAACAASURBVFgExgq0FRgrMRa0FbmX2QqslTD0mCopCZSi4ChKvqJS9KiXfEZKHuNVn8lywHRJMusPmFFtKukaevUU6ekTpPPzJEurpKtNko0BUduiexJ0Hvo9cHy6boGeGwx1gbYfslmq0SyWGYQhcbFIGpbQYZnYKdI1Dr1M0kssvSTjSTCUa5a3vHg3//bVT01geU6eTaBImmh++9d+hSwsYK0Ca7kv2cWcnWBUxLyxuUatsJtRPPZUFmH2AQbVOcLGfubT/fxBK+N7j8zh2OMkY1NklZGtQTm1uMhI6rIevgqrA8BQTZ7ggclFPlfL0OFZ3PAEOBdHEXjaYzwaZ2IwwcRgglJ2cfSTFpp1f53VwiobwSquWmdGZ8ykmpksG7a8P51lPN3kViskYvIAbL9r2J7PV/oLvOeB32GumTvKSihe02rwY50uu9MMAUTK4fHJncwHu4g706SNMYLjlsrZVaqbc5R7C1c8nxGSfnmEdnWU3tg4cvduRm8/gFOdoH+mQbTUIlpqkq21kf1VnOg0TryMl8W4mcbTGlcLjFRo6aCVQyZdItchcj1iTxFvcaZBJi2OzigNeoRJQpBmBGmGn2oiv0i3XGCz6hO7oI0mNvlzfU6qxRJhbQe94EaWkknakUvBSgJjKWDQKiURKanMyFSG4xlcz+L7Bs8zKKVJ04QkjclMH8MAY8FcYN/gmbFxmRUkQ1t23q7ldi62DjGKRDnE0s2JRS1oKzFWbF2TRmB0vk6xwzLMEoEjFYEjCT1FteBSK3mMlnzGKz4TlYCJsk+57OOXXDJXsJEk9BrzmM1TyNYpCq15qt15xnuLbB8sMj4sWJBZl9gUSWyR2BSJbZHEFFlWU6zKKZpijIEcQYsqUlZwZZingSa5oyKNNDp7Zshk/+f3vfS5SJHn5DlQ5Fqk1Wrx8Od/BnHoCPJQkep8D3UBkZYJLMlNksfEi+j7r8aEFW57+Q46Sw2SJx5DnDxCsXGCavsUfnL5QiD2Kszd+EY2p7+HMF5EtFr0g3ESr0ZJwUjYJhw9RWP0YdLyWaTUFHAYJUQKixV6SPymsXKohcEKg0xK2M3riVem2Fyw9KI2N03fjRz9Q+7sfgWAB4t34nd+kWpSo6mb/J19gPUi570gnZSwd5A9/hS31Hz6AhYSw3y8Sb93/mUuBKhqG80j3NB4As+mxNMDbvKOUE8a3M/NPJ7dQXdwC5X+tovSarTI6I+uU9vrcevte7nzwEFOrZ/ii1/+ImcPL2CMIJOKgUpJTYaQIdovkUmFFeAYjZsmjDiSm3bvJu60WDjyGLO9Vabaq4y0NqmmAzwV4RQSVDnDraS4NY3wLUaK3BFzTgtBlCoGkUucOCSpREsX7VbIylMkzgQ9U6c3CImi/EVqrcBmDkYrbKYwmcRxfVxPgeiRJqdJk1XSKCYbpNj4v8+jJd0yTjiFdccwooIWZazysFJjZYoQMZ5q48ouUg4QMsEKTSYkCR4JLgkuhmuv4/50RQhDEHQoFpuEYZOw2CIMmxQKbeQV+AasBZ1N4Mi9lIo3U63eRr2+n2izwdrJOZaOH2N57gjttSsDP08mynHylKFKjVK5wHhhQN2uUcmWKKdLlPUqashnkv3SMZzq5dFRV5JnGyjywP/5iwzEX+MdF0x9Q+Pssvz5C3bRPv1GZtv7KNQc0DAYRoyI2jwYyNYHpNFXYQiGxJ7PAze/kKO3vZifu2EXb/JCPv/B9/PB8t9wyl+8KhN+KS0zbRUH0hYv6K0zm6WkwmfFn6ThjNIS45wJDrI2eTOn6zMcSeU1F7E8J66JCLMNhE2IpCQzBoTISz4KCcicoG/YRyiMCEFestywGjc5zf7u4/zg5sM878wJVhc8FgcVtJUIxyILGtdqyu2ESiuj3EoIEp2X0c1RTFIp6RZ8uoWQbrFEv1xhUK6zIQtsDgxKp3gmxbcpZWWpF31qxQApHQQKiyTpG+K2xmQWY1OM1fnxMVgzADvA2j7Ya0sfuZIobfCzDGksWkoyxyUMximFMwSFETJHkSpIJMRKE0nNQKREIr00w/EZlXMLfcEzs6D4bsUgMGLYLkhwtCZfrGRGorVAa7CZRRuRL1pwiYVLJByirf759ox9OWtxyXDtsKFRVuOgcaxG2QwHjbTDbTIUGpeYCn0maxn//t/9x2s+3bMJFNG9Np/4P15LeNM6Dz/wChJZIbaKT8Y3E+Hwo9VHedXECcTE46TF5a3/SzoOa1/fzfLZEsno9EVgyJ5KwK0nvsXJzRs4W/lnAMTlkzxS+Rsemj2GVhdHkyrjMNHZxUxnDxOtnZRlmetunmLvzVOMFRNO/sUHWZmbp6cqiLLLpL/JdpbYxhIjNK+Y1nyhGGBTevSlIRaSBElu3fK3tsIi7bDIrc2pwj1rqV+BEHZVKU66DkVjGIksc2uzHG2P08tyAk7lG4RvCPsp1WZCuZVR6iUIm8+drMhdgX3fpVPw6JUC+hWfqBrSDD02M4gig6fB03lEXsX1GCvV8BwfhEIIRZYKeq2MpG+GUWTZ8JtKrI3BnLNvg+H+pyHW4mcaN8vtc+JIUqcC/hT4k1g3wDgC44BVFqM0WmmMSrlqnfVnQJ5t9s2SA1rm3DsMEFikNShrcYzAMwJ32ByjENYF64Lx8mZdrPHAeljjYY0Pz+Cc0qLJCQky7LDlsfjntN7attZg0Rg0SqQokfBz7/nXhKVrKy7wHCiSy8bGBvv37+cb3/gGu3bt+se+HO68805+9Vd/lde//tqdlJfKPzoo8t73vpf3vOc9LC0tceDAAX7v936Pe+6556qf//jHP86v/dqvcfz4cfbs2cO73vUu7r333ms+39MZzF979T+nOndxec5uscjCzAzzs7N0pqvganQaQlIkKHqURwKMMWitc51pskzjtNrU1taor68ysr5OvdHAzTIscGb/i+jcup9apUNYWUFUFkgqZ9DelYlOv2MxkqCzC3/zBljfg2mMc9Y6PJBUWRQZfbmK9AYUVUpRJIxFXe7Re6mLXdzfzZchVQWtC1ckIqNWWWd3OsO0K3GvYMENhpO1hxH+37A9PkHDrXDcneaL/l0s2+vJGCFzCvQ9ycAX9D3QborjDPCcGEdG+EQUGBAwoECfAtFWPyDCJ8YnIjR9qqZN0fQoEOGKBHUOLHo6Nd+eQbEGTCYxmch1KvOKMonEJGrYv1AXMFkRkxYxWREdB2TaRxsXq1ReildJrBJYCVblfIVGgRUZVlmslCC/y6T+SySf9hvUltZIBFI5SMdHegHSy3OdTZaiswytM7Isw+gY5XRx/T6eP8APBvhBH9/vERR6Q/DjypONLHPp96t569XodkfodkeuSrJYKBQIwzBvhQJhEOA7Ck8KHKMhich6XfrNBoN2k367TdRpY/oNRlWDiaA7bD1GrlIyMNaK1aiI8yN/xPRdP3hN9+/ZBoo89MF/wcb0l8HA6O86+MclJ/a9hOWD30PaH0NHeaSFEy5S2fEJ4Awbh0eIG/l9jz2fQze/kEM33sWu03Dj6Yif/7HtfOCr7+a+0kP42sexDn7qgpA41mEmK7F/4HEgbVPPItIh8JbikOHgkCExbAZV5irbOFbZwdHqTuaLU9grRIwJO6RsEwKsZiZa5kDvJLe1j/DTS3/BaNa+KJ7qdLiDj+68nU/pEzTTi4Hq8cI4M6UZznQWWMtKuGY3pWyGUlLFiaHUa1PutXPdbVPqtXAvSzGz+FITqJRAZcM27MsMX2U4wuBIk2thUBf0t/ZLgxJm6M0TaCvRW/p8/1xUg7aS1CgG2mWgnaF2iTOPJCuSpUUyU0ESokQRZGFYhcpiGGxV6LKmDTbGKAddKKHDErpQwno+1rlGIlZrscaQWskAj54IiHGGXszz3szEKhIcMitzcGHYNMMoDc5xslokBo8UR2hkAShITMElDRz6BZfY97GBj/Z8UO7W2PB0ip+mBFmCl6X4WUKQ5trPUvx0qLMEV2dIaxHaYK1AG9BGoI3MtZUkVpEOI0/ORZwkW9vO1v4UxXdbVS3/zhpPZEOt8ciG+vx+V2hcDO5WX+MKg0dGSEQoIgLi4bsz15e2i/fH+OQ8JffFB3nxu++/5mt+NoEiWdTi7z55F0wkFB6SyA8WWbl7jLXbRtg2cxpvmNpmLcStgPWT07QXQqINj3h0hqxcP+8gikYJ+jt48y9/H9/4qzlOPLyBkTEPzv43jo99C4XEMQ5S+4T9KjNtQ63vUYzzks1WyHwekpeBwrWaumlTVQPKXkwQJDjOMK122EIiarRRZEQENKnQNgGhW6VSmqC8tEr6xBmShR66L1Chxi+n6Cp8bPY2PjF6B6vOOMLpIJ0Ojtug6qzj+iu4zhK39zMOtC03dg2lyKGX5pxj3cyjO+QdG1zhHauEucimFS6wdb7KcKW+3J5dYNMu3CeEvcS2XWDXTB7B4AiDK/Mxra0gNg6pkcTGIdYOkQ2JTZnYVEkpY0QZQ5nIBHRSh15qsKaLtV2s6YDp5rwYQQEdlnM7F4S5fbvGOZM1Bm0gxqEnAiK8i6IzzkejKVKrhrZNXmDfhvbOXhyZIS1ITyAKEgoSW1BoX6IDhQkc0sAh8xzOMVY7RuOn6ZYNu9CmBUPtZbn987MEaXJAQ2pwtcDR4GiJ0hJlZM4dYlSurZOnvVqFNOe35bn932m6zaX3EJvPV6XGiAwrs+F2dtG2ETp35Amd//2CbSViAjGgQEwwtF3BBXbsyvYt31YYUhTi36zguP99yfL/vw6KvO1tb6PRaPCBD3xga983v/lN3vGOd3Do0CGEENx555389m//Nrfddtt3da4vfelLvOc97+HQoUMsLS3xyU9+kte97nUXfeYv//Ivedvb3sbhw4eRT3Pd848KinzkIx/hp37qp3jve9/Li170Iv7wD/+Q97///Tz++OPs2LHjss9/9atf5Z577uE3f/M3uffee/nkJz/Jr//6r3Pfffdx1113XdM5n85g/rsf/yHGH5pjfWyMxdkZFmdm6JTL3wWEayl4A7Z5irEgplhcx1YXSctnsZd4GAyS2Pq0BqO0+pMM+pOkmQc2N6D5angYirelz/dLXkKlso5XWUAU8lSH4X8irMXvzlBoXUfQ3I1u7GI5g5POOuv00MJF6BA/qxBkRRAyPzSggxZZfY1YaLJ+BeMLrKuxvsH6Fu2nGCfDOglCDpAyIqBH0fQIbY/Q9nOQQwxyUEPG+DLGkwmuSlH/gCg8ADoHKazOPXjWSIwWWCOwmlxbuTWd3fL8DT2950SIC/4iLVLZvMKMY7b63y3R4KVijCTLXLLMJ8u8K7ZBv8Lm5vbz/2TJc9G1RugEoTOEyXKtNRiDMPlNEUYicHGQFMioZ13G0xalZEA5jZiYkBSmXPxyhrKbiN7iZWliqSNY2DVBt+DRVxmR0mQuGNc85WNjtEvSrxA3C3RXJf2Gz6AVEkeFPBdaylwrJ2+Os9U3ygXn2vk9sJbADijZLlU6jIoWddmmTosRmtRp4Q7jEnqZy2pUYjWpsJbUWctGaZs6Uga8/hf/J2ZvPnhNp3y2gSKf/4uP02z/LvVtS5BAfHYPy6deS29lDJOtgD0D6jhpL0VYqBU1uA6RG7IwtYtGdZqxtsH2E7rSUFIDrExQxtviebgWiYSiWSzRKJVolCtsliuknouyZujN1jg2oxz1mOg2mOg0qPdaeHGK1bnnvS0LNJ0SLRXSIaArAnrGxWoBmcEYkNrmocJW5RNTBH42IMz6FLI+BR1RMDG+iVE2AwRGDCe0QiKFYUx1mXBaTDptJlWTSadJVQwoyQFlGVEUEeoqZJr/2GLN+fLeWSxJe4qk4zAY+KzJKeaL17Fcn6RVKxAVrvL7GYNIM0SWItIEmSaoNEZkCSKL8/06uwgOyFNYQnpOhfVggmZhlKIz4A5zhAPJccZsA98mKKuRxiKsZUCBBhVaokKHEh1RpEdIJILhuyi3x3YYqXEuXx/ykHDH5hE32BxaMWIYKs75xVdqcyAutg6x8OiqkLYq0vZKDByfWLnD5qHl0/NsSmGQ0iIdQAmkAqUsjrAodX6x6AqTAxpDMMMlxU00Kk4J0wGVtEs561HSPUp2QIk+JTmgKCJCMSAUEUUZUxARBRFTkDGBSJDf5Vh8pLmbW37voWv+/LMJFAG4//0/zuz6gzw6uR2qm4S1FtlA0V8L6C+X6CyO0e14aOnTroyyOT6DDQoIm8+TAr9DwU3odUYQSQFEAkKDyBDYfEGqn5xrzGKxRiNMirKgjEANx7mwFjFcqG5tawMWMiSpdEhRxEIxkB4RHn3h0hcefXxiozBWkSoXYXPukHyxKpEIfJNRygaU9YBSNqCoI4o6pmBSlLU51wgi/7yAUBlCNyOQBk9ZXAlK2jypQlgUFsS5alb52Lp4DmCRIo84kiK7TEsylDi/zxUDimqTomzgisE/SHSEtpKWrXNG72aOXSyLURqqgL7KyZROcU1MYAYUbZcKHeq0GREtxmWTMdXEGkvvHIl95rGuq5xSU8wFu3istI91VWNPssDt0RFm41XKpkdRDyjoGE+nSG3oE9KxRXoU6YoiXYr0CdDCuSDyJk9NtkIBLqBAODgWijbBw+IIkfNhCYUUEiEcBA7gYK2HxUNbH01AZgtkNkQ/7cSrS8VgVYpWmtgV9FxFz1ckDsQOJK7N+64lcSypC7FjSVxLag1CZ6gsppa2KWcdKlmHim5TNn0q9CjbARXbp2wGlG3eKma4bQb4VyFgvVaJhMvgf3yQ+uTl684ryXOgCAwGA2ZmZvj0pz/N3XffDUCn02Hnzp289rWv5R3veAdZlvEbv/EbfPnLX+bs2bO41wg6XUk+85nPcP/993PHHXfwwz/8w1cERbTWzMzM8Gd/9mf84A9em5PyUvlHBUXuuusu7rjjDt73vvdt7du/fz+ve93rePe7333Z59/4xjfSbrf5zGc+s7Xvla98JfV6nQ996EPXdM7vdDCfPHGC9/3pF/CSIJ94DUNjjRAYOYQYLjBcMMCrtMikQCuDUBlCaITMg86ssCDYylOePnsWJ87AWITNJ+zCWpQ2CGNRRqO0QRoDRgNyOGE0CGvA5GGRGJP///CFis23z+l8nx2+uIb9cz/t/8veewdZltV3np9zzvXPpM+szCxvupo20B5aLI1bgUazqGVXaGAEQjOBYhWKkbRSrMRKo0ATPWJYZEIrIYGWRWIwI4swMtAymKYB0UBD++6q6nJZ6c2z155z9o9705TryqrqhlYsv6hfHfNuvvfue/f97jk/8/1aiz2Qo3YkJRWOa7EOoCzCseCstyAcW56LYxGOQboG4ZrynvociMnKjIoyq0JhCoHOVTmXKXSVcWG3trr6m/WMjA0V2EKWDg8EVgqMlJj12lSlyB2P3HHQrk/hKArlIpQhcBNqbo+G02bIWcMzDtbWMZlPnrnkmUuaCXR14zJSkUsXLR2MlOBYpNIoqVGqqDTHUTnK2dpmyGpczmU464+72RYnzDNLZ3WCEw+9lPXKd5AV22Xl1cpTRN6HJIY8KfExivXNwzbEdcF3UZEgDAvGwi4jssWw7jCSr+F6MV968YWBTIWxeGmpfmZwq75IFCp2MKlLgUdabgnIccitS24khZXkRqKNKlM3hUFZXaUJl9F3icEISSHKzY4WDoVwyaRLKgJ6IqJDnS7RpUuCqrRzgcUKhZRl5FYWBSJPEGmOyDJGG1P85D2/tq2P7vnmFHnfr7+OlWgSp0ixPYVODCpuIc35RSqx66AmSmBgRzvIwsHokFxHZCYgtz4ZHqlVJMJlr/MwL/AfRWFwRJWuj8ahwBWmygupxlYzc2R/hdfAOpfi2VqJtZavRIc4445RCIHBQQuBRlKIModJixLQ2FyhV9KRmnoUs0stslMssFssslsusIOVbW8yY+vRokbL1mnZGi1qrNkaXSISHBLrlZ8Xblk+Ydf7Hqkt2wwHxeYmuWYTmsTUSIhERiRSQpHhCYMrXAIMkU2IiKs2JSAlIsUT2wNe7hOwIgZZoUnL1mhnIborIDVIo5HbWBZYCyYBL8sJspwgywjSvKrpL3CLs68vZTKcIkHp9Dwn6/NFtJBk0qGQkkIqtFQUQmKqgAGUm8PSkWdwdVmuoqwGSUXFbkv69cDgVPdP5VYU7U5Jza7c8t6qPItyNdK7eue60WLjfqpzsZGlqHOF2chYlOjqXqvz9bHgyQOHedGvv51rr79+W6/1fHKKHDvyJB/86/eQGcFgvEiYdMmMRy59tOthXR/jeRvZAcf0IDp3cKTFlaUDYN1uuaa0V8pqhDHYwjC6egyE2XDkYcsSFYFBmPJ+JwFh4cj4QU6M7UdLRS4dCsehUC6Zcsgdh9xxyaUid1yCWPO/fMMijURagbASacRmv2qFlZfFlPZ8FyEyHNlBqQ5S9VCqi1Q9pOphZAIyJqzsX2hjapV9KyP/+bbY+QoUqzRYFQOs0qCPR54LVFLaWMcWXBL02oIuJDZVqMzipAYv1rhJQdDP8eMcuQXQx0qHQgVoJ6BQAYUToFVI4ZzTr47RykdLD608jPLR0r0ilqPtiNIpqohxigRpUqRJwWZgc6zI0UJTKE2mLKlrSdwyq7vrO3RDh27gkfku1hMIzyJci+NqPJUxYPrUix5N3aNR9GgWXRq6R7Po0Sw6DBVdmkWHur46tjeDoO3UaDsNWqrOmtug5TRoOTXW3CYt1aDt1FndmK+OUU0S5fFxJ+eOl1+8SmGrfMcpAn/1V3/FW9/6VhYXFzfmHnjgAW6//XZOnjzJrl1lUPahhx7ihS98IUeOHOHAgQPPymsLIS7oFAH4iZ/4CbTWfOADH7ii577Ud3IZIdfLkyzL+OpXv8ov/dIvnTX/mte8hvvvv/+Cf/PFL36Rn/u5nztr7rWvfS2/8zu/c9HXSdOUNN2sqW63L45sfCH5m49+jA+86pXbPv7HH/g4r731T7Z1bGrA/5DH1Mr2nvvLN9/E8cOHLnmcsOUtcp06S25RgUBaudmnxOr4zV23oWb7ZZaJLvEx0JXmZXlGRc2AlWKjjyOwSpbz1bjsl3MocXVlK36l35HLk2H4fN4hfCbwBQc4n93y8iWrtJICaOeanxSDFz6+pPaA7THY/quQn/7HP/22vfbV2riWP8hv3vq/bevYHaszfOiRt3G9Pr45qbhoafDbJm7nl6KtUZz1g8+PUPnGI77pXRghykgpbERNJVsiqpS77Td88oO8fKaONEWlednaArHeX1e7+bjYGG+q2DLeuiE3ApaaMDckeHgI/mEwYH5oivlBwdwQpN7l2LZepZchFqRVhHmDWjZAlDdxswH6WROyHZA3IWtCPgB5jRxJH9jmLeXy5XJXBAHkXPZZl94UEqyNsTbBigRDpSLBkGLJKryUFGsrI2TTjdbaDGnLvtJ5mSJuwNHgaqqU8XW1G/NuAV4Bfl6ql7ORIK6sIdQZlw1qsy4bP9OyOKKroO9DPyjbni82+wH0AkE3gK6lbANBL4BuCLFfBmO+NfIE/+4Tf8cvb9Mp8mzK1dq3T3zys7z71n+/7ePv+cI9/KT+9La+40U7xPfe3CRR23Pi7Up+iK9dc/ulDwRuPPE4A73t4VRtFWF1aePOsn3F5txWW2c1WmhSV5O4htgrtRdoer4h8Qxalhh1BnOe82V9pQmU2agbeBOlw0YZhbRlGYayCmm29Kuxsg5eERLlTXwdYq1HrkfI9chFz/HCEN3fJnEqjYChSxz7LIm1GZbS1tnKxgmbIGyKMClSl84NpVOULh3NTpHgFAlukeJnMUGaEKYxUZLi6ecmM9tQ2qleZdNKFcwH8HQ13w1cuuFwZdcqexeUjxXOldq3pNLFs6eLSrdIo9K/f/IHtu0UeS7FWkv/Alg/3wqJpNw22OznPvc5brvttrPmDh8+zOjoKO973/t429vehtaa973vfVx//fXs2bPnuXjL58kdd9zBO9/5zufs+Z8zp8jS0hJaayYmJs6an5iYYG5u7oJ/Mzc3d1nHA/zGb/wGb3/726/+DW9TlL681dKJcUHPt2gJRoKWYkt/U42E9jYdklZU9fUX83Sfc83nUiESjexuL4p4uWIloCTWEeBUDpSqv9Gq6jGnemzr8Y7YfPzbjAvyLRdjoTCIfL01kBtEYcs2N1vmLaIoH7dDHlyUMu+5l9xI/M/MYgOFDZyyDVU1LhVPPj9QxJ4FOY8+8VsoV23jLjPNq2tC1uwFAMnElk7Vb8khPL3EZqL1Znte0rXxWY0aZWbVpcQk4Bzk9M5XXdZ7344IoysnSY6wBmk1whrq1nCoq7mmoxEnyjkjDbnUZI6hUBatRGWzz26NFJgtl7pEVhuEapNQbRaklSjrbGwWlL28W7AWmkKm2HNsf+lgqvScvjRUWYaXfv7LBU9dL7c061WdlW6MN96fwDHe5vnKAAgQDG5cVleTjGgw5Cqlp1JylZDLlFylZKpsc5WUrUzJnIRMlZqrhEz10SQIm4BNcIoMT687TSxhBkEKYVZqkNktfQjTs+dqSTknKYEmvT4MbpCTnPslXPxLMQJ6fukg6W1xmKzr1nG3crCs92OffzW296rt22VuMCKRsiaqaIHd+O+CX0WHGoOmoH/+QxeUyZVZrps9uZHRKyizeznH8SutZWJphgNPfXLDiSu2OnzPGq/bqgJpyoLA7YiwULsEBnPmwPwgzA8KFgegEwq6YeWgC8trbH3cCygDZlchjvaIsia1fKBsK0dwlFXjvEmQ1xHnGKINm8ambVs/R1np1vmLyWXbNy5i17bYvc3nNmfZlk37UvXPsTu5yshlSiEzcpVVbUoh80ufyGVJmYHk5ZvO4K1O4SCzpR3batOys+3exlwKUVpeV26ZHEctPfc6276NS9zNa2urk/j8fmXvwk17p9XlfZlGPmfb3cuSvjEc+NxD35bXPnrXjdTU9u60x48fZ2pq6qy5RqPBZz7zGe6++27+y3/5K4VX1wAAIABJREFULwBcc801fOpTn8K5nLL2q5Dp6WlOnjyJMeaKcUWeSZ7zszjXK2WtfUZP1eUe/8u//Mv8/M///Ma43W5vpPVsR/7tD9zNvk/8AW59jZoJK+ChEs1SVHgeWIUwJVBSKqB7/xsRcYDJQnppRsIaOS20zSm0S1F4GOuW9e1jHbrjabnwFnlZBqAKHJnjkOOjUdIgpWFYLuB0lku2UyxCWcqkDVumb0qBxIC0SFmmb5Z3XbHJ4CqAs/z9ZfnPNWuPsFxrlEwj1qlYRxwy61ZgeC65dchwyG2p2bpWf5Ovg8vZsv51fQMkDFUNOlx5iK0UuQEkV7ZOBS7nCINTJtHj2ApkjrKswqGs05bCokSJaSGFQdlK0WVKOAWOMShbIHWBNAYHB1/6+CIickKUjEiVZKkmmA8UC3WXJT8ili5OUaDyApHlyKxkwwnjLmHax8lznLTAFFBYVdYJW4dMuJsqvVKFSyo9MumixZX9BHf1T/I57kNJheMolOPguA5SOhvo9H0DPV1mLG132egi8K1LTYeENiRIBY3lNYKVBfy1WaLWGfy0x2w0jHj1LyBSA60L13s6pmAkaTOSdRnO+4wVCVNFzM4iZofO0K5LJ/RZC0JaUchKFLBSj1iqhSw1QjIl8YoCJ8/ws5wo7RPEfYIkxs8SvCzFyxLcPMctErw0QRiNEXZbEValDQpJ4XpkQUSvVicNIlxRGUYhNsp1vvvlr9n2d/Nsy9XauOD623jF1x7C5WuM50cZTT18PYS2Q6TUyfExEozMMSbnZ8f+DxYHhpGitL0eOcpkeEWKZzp4uoVDG892GV1Z5VWrTdwiJ9AaL0/xco1XlL9NqcuSQWUEsoBTE3+MKgxBniJsWa5QSEUuVVnephxypciVZL4xSmCOl5lvdjMDTlYp5eW4tNHruXKlA6hknFlPQVfnrIStVCVvg7q8FLX1gCGGKyZDuJhYq5Gmj2daRGaVRrGEp1u4eRuVt3GyDk7WxqYZVoOXa5xC42TlZ7xd0QL6vkfPd+n5Hv3Apec7OHVNczhlMIwZkCkDKqGhMgKVbwNH1FIIia7YC7YklONajWezjafQ1iE3EZktNTchedVmNiK3YfV4SGEDCuuf1ebrY+NTWB9dpRlKJL4O8XV4WZ/7RT4lpExBZaAyjMoonJyiUUbcU8fS9iw9V9DzJR3PYc13WPM9Wr5H6pa7pjDLqSUJtTijlmTU44RaklKLE2pJQqOfUI/7NHp9mv0+9X6PZr9Ho9cjyDOkhUZS6vrnee7nftEzEIJuVKNdq9ENy7YT1ehEEZ1anXZUoxtFtGt1OlENoZ7mB153ZTXaVytXa9/u/oHv5sk/fRdtOoymgwwku/DSXdTTswNshchJoqcJe4f4y/GXEuYhrvYRmUuhJbEs6IqMFVXQkoKusLSt4DWnH8UnIyTDtxk+eaUZrihKpcAjw+/+Jf7pv0SassRKbsHPUdYgjClXTtbSJuAD172cVHjlukpUay0cMuFQoEiFW84Lh1w45LikQpFV87koeYQuBE4N4BcZk72VSpeZ7K0wVbXj/TW8wrBrCXYtbWKnPZN03ICuF9Fxww0snqwqD8qkS6qczbFySWXZN0IQmISoiGnkMQNJQi1fI9ALBDrFr9i4lC1AWFxtcAuNqw2ONpcF9Zm4il5l4/qVnUtdhZACT2mC1OL1DUGq8XRZ1p46Lonvk3oeseeTej69KOT49E4Wdg6TDbnsyJaYTBaZSBeZyJeZShYZz5cZpIu6lBG2lCl1VweNcVmSWpeYEp8mtn5ZvolHbMvSzXKdL8hNta5XCu2XTDzGBXxDERh6hSbOCjppgZfkRDrB1RpHW9RGdp5FGVCmdMIra0tnvCmdgnLDYWU3HVpAkJc6usE1cTZuzTPJxhUrNjPqbLX/Wb/lb84Lst+7OiDQ/79JHMfnlZfEccxb3vIWXvrSl/KRj3wErTXvete7+N7v/V6+8pWvEIaXvv9+/vOfPwsP5D3veQ9veMMbtv2+wjDEGEOaptt6vcuV58wpMjo6ilLqvCyPhYWF87JB1mXHjh2XdTyA7/v4/pXXX+zbv59PruxjeXUBZRVjZogRM0qTUazwiRUkUtB3oK8EPaf0YD6yx+GLU04JCnmx95Zp9s+3uf3YacbaFievo4o6yjpkW21o1feTFRabguOT41XksYw+GknVluPxpRn2Pf04WipO7LmOa+dP0LcWrbpoJ0E7BuMKrONcNFrkaI2jcyKnz/DkGXbvPEajtrTxuMxDojO3Epy5CbWyi1zndHWHllyg758ijY6QyZg4C0iygDgLiLOQJPeJdUAmfDK5xREgPTLpk6lNx0AuXXLhkglnwzlgkKRI0u3do69cFAhlNhbrFqoPGWwhtqRBn/NHz1TrcxWlQJ7N8G1CYFI8neEVGUEFBumbFF+nZ40j3WetuDhrkRWyYrBxcKUq66kdgXIMSoESEgcft4jw8ia+iAi1S5D28bqLuN15nO4CKl6rIlubpQ4ZMOR6vOvIZ5hrTDLjhMwqxaJSrDkeLTegq0IK6TAfDTMfnY89IrAEIsVzczy3IJIxDdujGc8SdhIOnMoIkj5h0idKeoRJjNwmHoqkvAnmYR3tB1jh4BiLn2Q0un1G19bYOz+HX+jz9nvdMOLIzj2cnJ6iM9EgGVE0Gin77njR9r/MZ1mu1sa9dHIfI586zQl7F70hwcm93+QYp5mVXfbmBTekKTemGdclObVskJctfZmTC7tYS4fx0xQ/TRnKNDjHOVA7jl1zES0PJ0lRsUH1QKSVXiIU9+KHjl7ROeS+pFuv064P0qk36DbqdOt1elFELW6zd+U0XjxP0W7TXAlIPZee59Ot+8xMjvJA/YU8VruOrNZAhApZ96hHGX6gyYVPboKy3NBUkUdjafZ77FqdZ3J1kbFWizCN8dMML83w8hwvzXBzjZOWG9izcDLWM1BMUW2MiirtXVfRX12luZdZK06RXB3OhrAoz6B8s9n6Bsc32AbYIYsZNegRQ2ZqtDpjLLTqdJZ86FgwsLB0fq2dkZIsDLCBi/IFvmeou6XTpOamtMJBlsIR5mtjzIbjzPljzPqjLHpDGzbdMQU70uVqI5RTy3JqWUY9zxhKOwxnLQbjZWpxCz9bReUziCLFmBxpclwrNhYq5bp685My6250W6OwDYyoIWQEIgAZIPCxwsMIt8SWqhAkDAprXSwuxvoYG2BsQGk9FMZEYKKNTcy6Q2w7VeEWgyXBWFNyeFlRsmBYi8VgrMFiAE3qGLIBy/KgBOmU711FKFuW+bi5wClsWfaTW9zC4uQWLze4ebVxzDVeVuDlpTq6pNEc6HUZ6HW3dfnc/6IbuPYn//O2jn225Wrt2959+/nZ//nX+MT7H+Dk0CPM3nmcM09/hRtPfTduBZRaS6aI8gH89jXMcBDOWHKd4WUd3LyHm7cYyDuM6RYvYA6fJXzdws16OEmGjC0iE1wKsscCM8OjPLL/Gh7Zfw0PHzjE0ek9mHOis0GacO3xo1x/7EkOnj7B2Noyrk5Zqw9wcnwnM+M7ODM6wcz4BI6b8bLO1zlUnELJDgdbC0ytLhD2u/S0y5r2uK/h8ZmxgCNDE2g1iRXTuHYngRpg0d3P0+JGMuGVWHOGEhelKBhfW2ZqeYHp5XnG2qs0kh6NuNRmvNmvZaVnrpEnNPKEySv+tq5cDGwt5tkQK8CEoIcsxbghHoYztZAlmvR7HqwahN5iWx1gSyJkL6jRrTfp1Abo1Jp0a0061TgOIpIgJPFDRpM17lz6Bjtbi0x9c4n6N3t084guIW6joHlNgTchsaFPTkBufFJC+sInti6pEWS5QescW2RYnWFMTgnruGnTLJTl7VVfC0WOSyIiMiJSEZGJcANpJcUjxiOWLn0c+sKlI1wS6ZLKylklPVLpUciLZBcLzt4NXmKvqWyObxI8m+CZFM+m1TjFM0npPLRxuaa1FZOkjanZGF+UGExebsvslQ17Bm5uSntXWJzC4hSmdLgUtmoNjlnPQa3eevmBbb0iLviex6/7rmc+qW+RRFJy9K4bv22vvV0ZHR1ldXX1rLkPf/jDHD9+nC9+8YsbWRof/vCHGRoa4mMf+xivf/3rL/m8t912Gw8+uAnq/Uz7+wvJysoKURQ9Jw4ReA6dIp7nceutt3LvvfeeRal77733cvfdd1/wb+68807uvffes3BFPv3pT/Nd3/XcXswnDo8gjq9RyzLm1BJzqnQOrAUDLDcmWAhDOpFLs7bMYG2BRjDB4dFXccBa8sKQpwVZnGPaHdTKIu7yHGHcIUxaqGoj1x6QZHqAXQslg0UrWGV1uE4tDWh2CvxMkAbDNDN44YlLuZNHIHwpLnB4Diw3EmIYFU+jgSXdY8b7PEV/AT+GqGjg0EC4DfJwgCKoUe6MFRCwMn+YlfnD+O4akxNPMDF1Ai+I6e65j+6e+zBpCHPXImZfQLC8m0jvgM7tZBgSt03emEE3niTXbZKkRj+rkeU1dOFUzC+UN2NdILKKEcWYEiTWGDCmpDU2gtwqChxyqUiVTya8ynniUCgHIxUFAZYAa0vAxQJJThltzkQVdRYOhVRVFLp8PnMOs4DdFmTX+SI2ltWbGSzrGStqy9itKBXdDWrFMrtlg2KxmgtljO9kZUaL0NW70hvMMUIXoA3aGGwF/lYkDnk2VH2WW46twDOFNWWpTXH+tbQe6M6BC0JfrTt3RprAM9V0PQb9xxgFRs95RCPpOTU6qk7XqdNx6rSdJiveECvuMKnyiW3pTCvxSspiXWk1A3mLkXyV0XSJibSgka1tOES8MCJqDhA2moTNJmFjgDBQRDKhEQgaXk5DxdRFGxkvQW8OeovQX4K4NPC5UMzIcWZ7I7RbNfQKRAt9RhbWqMd9bnrqMW566rGNc0ldl+L6u+GOlz/zhfE8lXR+kKUspCkTfsp8nObJRf55723cc/InOKy62OgYH6o/xYnRWVxrOZwd4wc7D/F9HZ8vhC/mEa5hAQFMsTSyi+sWH+bWkQU+nv8anWQ3wmszecuHaOz8GlnssnBmlN5cA7UEbssgOhaZlYDSyhikLTN5jCgjOqGTM+zHDAd9RoMeA36ClBYhQCiLG2mUV/5Su0R0ZQMa0/jjh2juvgY5dggxtAcGd2FlQP/T/525z/0Z/zTg8HBzD/2ixh7/FDd5jzDqLrOTeQa9Dk5YMNAuGGzl1NcMXdlk1htjttrYz/ljzO4c5aGDExz39tNTZcaXFRU7ALI8DwR+llGPe9T7fZq9LrUkxs9K56af5Xh5hpdn+HletZVjpWq1UhQbYIylrcscl8LZnFNCM16s4KuCdr1Gu1anVWuyVm/Qihqkjo8UOTXRpS7bNOQagYxZliOsMMIyI6wwSlc0zro+on6X6bkTTM+dZLC9QqPXotFtU4u7SGMIev0N0BALdIBOGeejrOueYYQZhoHroQQndRyMchDKoZAB/TDCzwsacZeG2yEabBFNthENjaizweyVi1JNoSgSl7wbkLZqpO0aWSdCJz7WVtbLZmATNtN2+pVejbggfITwzmn9s1sZXGA+qBghJIIIKSpQpcvJ8jZgdQomxdoUQ0qqElKZYp3ynEuslVKtrebWx2RIneIWKY7O8apou6s1njY4hcHTm3NuUbaDxeXheDyfJE81n/3IY/g65Mfu+GFe/H376aarvPsfXsP8kRuYOPo6wrxJy1tipTaDYxzGu3txpE/ujoAdLTPOLiqWXMW0hh/Hbxzh1Z0vM9VepJP6tNKQE2aMfk8heyVgvmMsIwtHeNnCUf6nL/8dsedzcmo3J6b2cXznPk5M7SUJQh48fD0PHj4fw0Vaw5CyTJoed7Sf5Oalr3Bz6yF2JvNMZMsILKmjeGJHwN8PNXi07uM5gkNKc7OaZdzrMOrPYO3nOGEmeJJreUpczzG7GyOcLQ5FmJ0I6RTDPMb15EKhKy+gtCW7TcmIIhBGU4/71PoxzV6PRr9LkKV4eUkN62UVFXZ2vm3z8wxh7YZdWwecLRynzAzcYvNyxyV3HdpRnVa9Udq4eoN2rUHuuihbMGyWGTFLjLLECEsUSrEiRllhmGVGWWX4rAxcqQsmlmaZnjvBxNIs9W6LRq+zQbVeS3rUkh4TS7PPeJ2tuy6WsXxBjOPeMEItzwg7BW5qcU4a5AmLiDRmypDvSSkm04q8oFJV1fpoickcTOxRdGsUazWKvkumYwqRbJIJJD662LpKTStdxaUsoL4c2DiNPCtQmW60fuU48c8bp1VAc72PEGjh0lcufRqXftFzRJkC32R4JsU32UagzzM5rs3K1uR45/Rdk1fjlFqeEhbZpi3bsHOVrSsMTmXzXK2RBvbVLlAS/G0QIcS2S1i+nXLzzTfzwQ9+8Ky5fr+PPAeXZH1stlnGGIYhBw8evOL39fDDD3PLLbdc8d9fSr4llLx/+Id/yJ133sl73/te/uiP/ohHHnmEPXv28OM//uNMT09vMNHcf//93HXXXdxzzz3cfffdfOxjH+NXfuVXnnNKXoA3/vn3c2J1mVtXDlD0r2NUnrO4MhbHy7jm8BcYHFjk8Kn3sDDfZa6/xKJosyjbxCI773k96xAQkLWmaSQTZe3z0DG+3xzC22K4U2NYOf0ga/OPY4TCejXiPTfSqfv0ZEIsUuqyg7/YZS2vIVyByHtYN6Q7rHip/2leLr9Amjuc+JsRdKJQkUYOaBgx6FFLtgNWbpOkrmRtYYzV+Qna3WGyfJBc1bdwt1sGBhYYGzvO6OgJXG8zbSJLQ5aWdrO4uJd2e4zLWvFZW5axGA1FQpR3mJqZY8/ROZrdHsKx9F9iWHu1oC12Mj3X4+bVJxHWsprfwWLxekKxH2+Lt7PtSYKbxtn1PXtxIxdrDOnDD9L+8z+h+5UH6Cz2INN4eYFGVKjwm86S1HcwTQ93pEl9Ypj6RAM1Dt2RFmvRLF07hxXrNMcWT2WlIyQ1JbNKAl4icDOQqeBx5zBf827miLqGeXeMviMI8pQwS4nyhDBLqWUJzbRXLRaurkY3sj0Gwz6Dw5rBSUVtOIZihbTXJul0KBZS7LKCZQmrCtuS0JMli4eUaCVLJiVZjgtXYJwqhVJKCiGxRmIrlP3LWt9XCyo2Wgk4YAWxCFh1Gqy4TZYrR8myN0wuL0whN+HHvGDCctMuhxeFy9ykj9JYfgI1+yii88yLmbNESAiHoTYGtVGIRjb61hskXTWsne6wcmyB9OhJnKNHkWnKtV99ALVNz/TzjX1mdenr/OMffQSx4ySuXOJ7jn+de7I38Cf6tQwHK7xr/39n730/Qn9smkeiIzxQexSN5k3Lt7Pb/j2J+gZfELfzMIdZ/70HvS4vTJ5gVfwAa9leAMKxx9hxy0fwB87/PkQMK+kEcadB0g0xxsFYhTGSvAjI8hpZEVHoAJ+caebYxSxTzDFIm0Fa+OciqD3LYi30Q5+VYUGr6bJa85g8k3FgtrNx3feF4E8GGrx/oIkxIePJOC/ojjOQ7MDYoCLRKX9PmVKkSpE40HctsWPJHImhhjBDIJooZagNu+werhF2lmFtnkTMUzQ6yFqKq7KKwadA2RxXG4rCZ4URVuQIi2KURTnOghwrnUXbFEcX1JOYetpnR7rEwfQk16dPMZ0vYLOQ5f5hFnuHSDouTraMm68iihbW9MD2sTYBm1OmOX778HaeHRHVv9JWCSEQ1UJPSIFQCpRT0oRXzp6SzUyCMFibI8hRNsO3mpq21LQm1AJhPYwIMURoG6JFhCZE2whNREFIQYQm4ELgxFcnZTaKEKUiSqY8WbVKFAhRIKSmscfnh/7Tm7b9zM8n9hlrLX/9u2+lP3MdE9d9idrOO+kMjvPbT72D/zTexRQe86d+js7X9qBMGSlfDeYZTkY5HH6Wm5ofZkQsYyzMu8P8wfSPcu/wi3nj3Cd50cpTrKlb8GTMHcnfMFhlZ645de6fvBYzvUToldk4uXZZWRuntzKEzl0wFdiurHOstofj9T0cb+xmzT8boLzENTJooZ5zHJhhkXBAP8gh8TjX8Di3LD7FC4+tEKSbv+GvBD6/NTzII17AcDrMnt44+/rTUDQ3sKKskGW5o3RJZEhfevQch1i55NIHW0PaJjiKaFgyNgxjooVaXaDonyGvrWEaMcpLcUSBQ17aOFOgckHbDrIiRlgSYyzKURblGEtyFLNNfCxhLVGWUE9jBtM2e9MzHE6Ocm32NI0ixS32QXIteX8SHbcokhWybJWk6JDoHqmOyU2KtgXmKkvCnx9S2rUN+1bZNoRASomSEqkkSlJpFfizRUXJHqPyDJFpMu3RtRFdG9K3IbET0FcBsVOpCug7IX0nIFb+lnn/omVeVypVCLUqYStbTxS4IscTBX41FhI+9Lafx3O3lwfwHfaZklXmlltuYWFhgaGhMmj5+OOPc9NNN/GWt7yFn/mZn8EYwzve8Q4+8YlP8NhjjzE5eeU5ZN1ulyNHjgClQ+a3fuu3eOUrX8nw8DC7d29SKb/iFa/g1a9+Nb/6q796Ra/zbaXkBXj3u9/NO9/5TmZnZ7nhhhv47d/+be666y6gPLm9e/fyx3/8xxvH/8Vf/AW/8iu/wrFjxzhw4AD33HMPP/iDP7jt17uSi/kT//QZvnzfR/ns2CN0vR6rT72NHzvyTxw4+AIWSMm81bJQrhKJxVxgeyisYMTWGTNNBk2NWdHjTAGN1j4kkp63wrWNnFv0Tgo08+4yc94Sc+4Ss94Sq+4qw6uLvPbvTjCwqjESnn4dxK/KcRb2csPXj/HxmetAWF7YmOcbtRfTHRwDoNmZ46eCvyByc9Zcj5M7PTxlcXI4M3gLO296I0OD+3HdARx3gA898Vf8ztd/n58ay7g2MNSiFzHgv42jjz/BzMwMq50OeVEuepuDy4ztOMnw+Ayuu+n4SZOQpYVdLM3vodcextHgaYFvHSLrEhHQIKJJg1A2caVD5ncp8kXUfI5My9p/KwVmWKKHJMqNUCKCVg/bBWscoto4g1vq/xOjyeyjTHofxEYzHJ24g3zsJoYePUH4j/9CPJOch6jlNCE/MEaLkGQlI1rp0eh0nnGTbyJLMWYphiS2pnBcQYOEIbqETg6uJfM8Os4Qq2qateQAxt/PwOEXMHnLDYwf3kMKPNSNeaDV44F2j6+2+sxlVfaGtXg6J8xSBvIEXwh8KXAQuFgca1GAs963GpVnqDylXmswHdWY7vcZb60wtLJMbXkJf3kJOz9PPj+PXl4+J61wy7UaBLB/L9n+/XT37WFx9x7O7NzD6TDiyX7Kk/2C+fwC17gxKFMwaZfZaWcYsws0RIsmKzTkKk1WGRRrNEQbR5y/WbIW0tZOOqdupTNzC2lrEmvWsHoRrefpu/MsCsEigyz4Yyz447TcgQv81gx77Cw3imPc7jzFddHT7IvmIXDRfoQOa5iwiQkHsdEQRKOI+hgimsBxm7jeMJ43Wqo7hLjIYssaQzE7izs9/QxXytnyvHOK/F8/y+z/+/fEdxq6PyL4l8Wb+P1HfxyAX77+dzk4fYT06b30vv5/ckMADafcOMw1VvF/bA8z9/4+N9q/xp2LuI87eIhrsVVkVWhNvTuKF1+LQJVlAYOPY0bvI54smG7MMREtVhS35bUYx03W1nawtraD1toOiuLs1HnXjRkcnNvQIOyCLdNpw6SsBQ+2tGGiCVKDW1z6VmZFiZBnDZgCkiWP/pJHvOQRr7iYQpDeaGn9YIGusjp16hHO1rFxQDsIsOIAxdI432zFLMoBBpMJBuJxPCSZt0rurZF7bay8iBPHSDwdEhWCwW6baLVLLBv0oyZJWCNzXXxnhdCZRzodesonJiTT/sbnvi5SlvTfUhZoF3phQNcP6foRba9GT9Zw+oIoTqlnMfUkplm0mWycYHToFCODp3HcEjfEivUSuXUAw/WMHomWFS3tOvIgAoRByAIsJfVrqtCpokgVOq1oX1OFTj2KJKCXG+KORrUEUUcSZmxkCxkhKKRL4fgUjldufsS5yfJb+sKivD7K65VZJp5GSBedjlMkk1jTJJc+mfQxIsAhIBIBSoSwJdPnmfDKpATHV3iBQ1BzCeou0YBH1PSpD/k0RwLChofrK1xf4XgK5Us6WBbygvkkY7U9R750HLNyDG/pCPXOKYbjOXakc0yli6gtDiVtHTIbkZoaqa0xK6c47e5kWU3RdyfIvXFwR3BljUgLvNyicoNJq2zVRJMnGl1cvpPqpu/ezUt/aPvRu+eTU0TrhM/+3uvYH59i1WlyY/cJ3jQ5wTcDnzd6CbdNGDCSHV94O08v7+B4ZhEIDIao/s/8r833cHpvwO4zfWpJuQFedIf4/V0/xt+MvoyfPPNR3jD7SXyTcdqf5EnntQzkj/G7+04z7BYc8DXXhgZXAFgSAh7nOh7hRh7hhZwSZ7MyKFtwgKe4noe4noc4yJO4FOQ4LDPKEmOVjrPEKIuMs8QYK4xc0ikgKNcMJTGgYG8YcPtAbUN3Bx5ZtsiTX/p5Foovlr97I2C1QX3Op+OHFP4YI81X8ISwfLDzUc6YeQD2xFN8/8J3U88GmJWrtEX/osClkQkYsj6jacLgWgs3gSwaIosaZEFIKlNyeYZMLNNXlp4ISWyANmeXdwihN+ybUJo4cOkFIV0/pOPV6HgNdObh9wtqaUw9jamnCRPODONDJxkdPkkUrSHW7ZuogjsbQNS2tG+qtG8btm39xFRelr4VYsO+rdu2ohqb1MFkAUmqaMc5tiXwWoJmX4K1G8EhIwXWCUqKaOUiNhwE4vz/hcDIFO11sSpDOhbla3zqRNkUtWwaKYPSvikPT4YMy4hhGeFKHylUpZdwQrgC6Stk6CIjB1n3UA0PNeChBn1Uw0eGDsKTSE8hfIUQGaI3D505zPIp8uNPkZ04TnL0FMnJZbKlPkVXY3LOWocbBLHj0XNDem5I1w2IQ5+4EZIONUhHR0gGRkiao/SdAboiomdXahV+AAAgAElEQVQ8elrRzTS9tKCXanpZcbFl7UVFCDj2X79328wr33GKlHLnnXfy5je/mbe+9a0bc/feey9vf/vbefjhh5FScvPNN3PPPffwkpe8ZOMYIQTvf//7efOb37zt1/rMZz7DK1/5yvPm3/SmN234CGZmZti3bx/Hjh1j586dV3RO33anyLdariTK8I6f/XW8+cfwGj9KNyo4Xpvj4NJp7ph8FdmaT8MxGK/FKbXEKbVMV1T1lSZgzA4wZpqMmyaudXhAzTKXW6LuFK7ZXOyfGX6YeORRFsMlZt1FRNRj0i+YVAlTnmHaNQyqKmU8hsEPKcKvlTfAzgsCbjx8kg+cuoVu4eMOR6yMHQapwFqu3TnKD//Ef8RZPgbvfQXolKeCXXTcGrd0Hi8/F6fOwy/8jziDu/jY8n18vP0AL6kVvH44AytR87dBt0BmPZwiJtAx1/SPU9cxK8VOPr7ya/QYZGD66+z6rm9g5SNovVmvLISPzEYR7WnU8j68pWsIe1NExsd/FrzDxlo6NZf8Gug17iM69TkOLX7lPO7zGXeMrogwSIS0hCIlkAkBPawy5I6kcAQtJ+IMo9i0wE96uEugFgXOoijbtSuI2EiLdC3KMUjHIn1QkYeqR6hGAzk4iBoaZW1oiqPNKR6ujfM1r8HXcYkdl2a3w2C3w0C3zUC3w0C3w+B6v9NmoNdhsFPO1ePtpYlrx6EzPsHczj2c3LmbJyZ38dCOaY4Oj22LBWTadzlcC7i2FpZtPeBQFBCpC/+ttbqqk80xpsQFMCarxhnWFlhbYEyBtTlr8wWnHso4/ZBmbXEzUmpNlyHxVQbFg3RNm0fsHp4Su5jzJ1jwx+k556dCujZjWs2yNzzJgcGnOTR+lJHhVeQlg0sSb91J4laOEn/0rPHg4G0o9a8zU8SsLjD3M6+n9cAs/ZrLT7/mf2fOjvKy+jd4t/8u/uXmYZCW+a/+KAf+7GsMjEzi3nQjozd4fGG+jnvjO5BOzrT7RoYf+wc4M8P93M43eMF5m/QrEccxDA93GBiYodE8urGILUUCoySJIomhKFwK7ZIXHitFg/l8iLl8gLgIEblA5w47Gi1ec+O1/Jvbvw/XDUCWUX7EJhtS3MlYPt0mffop4mNPks7Mki6ukrZTsr4gMy7pbpd0t4MRHqYIyFujZPEEVl88ot/xVsjcLmGh8IyLFgLtJBRuD+30KZzes8wssD3xvB4jo6cYGTnNwMA88tlkU7KAdaBoYNMRdH+KfG0f8eJhOt1BPjf2t3xt7J+xwqKMy61nXsVtZ15NFCcMLj3M2NpDDCw/jtRbSv08H7nnAPnEXlacKWaSYdbcHRvguH7dYXQ6ojExh6l9AhF+GeGUUXxrIVk5QOv4S+icvgmdNikQnFaGGcdw2tEoBDUjqFnBDi3YUUgaVpxHSXq5ooqYWm+OejJPPZ6j1p8j6s3i9ZY5G4IW2s0a/Ykaxe4B3AmPKEoZYonx9AyD+dpFX6MvA56KdvNktIenoj2cbuyjO3QQMbyPyajGTsdhWikmlcOEVDSR6NxQ5AadGYpcl/1qrsg043saTB3aPt/o88kpkqR91n7rRnakZdnzfx07yEfqGTVj+OjpWeavHWR5ROB1p3jBv9yFtB/lK/HruMa/nx3h4/zTdYcJhmchGyN4+BDXdz/LYEUKu+gO8Xu7fowPTN1NrK58U7PbPs31PMQNPMRhHiVkAz0XIRrkeZ04tmSZQmuXonDpYVhSXRbdDh1b0LeSLg0UhltGDvAjN/4Se0ZuQCFwhECJTaICqy35XA/Ty7G5xuYGmxlsrjG5weaGpDvH2qnPUlAgtIeTNPHiSZxsM5Mlp+Bvhz7Ph0f/jrZTrvcO9ffwusVXcU2+n6Iw9Mnoyh5rsseq7NK/QMb0cy1CaAYH5xgeOc3IyCl8/4KFwVcuVmCth80b6HSUvDdJurqf/tJBjqrT/MPEx2j7JVH6ZHc3Lzv9bxjvTTCwcpKRhScYW3kMv7t01lM6O6Zwdh8kqe9k2YyzVIyi/SEcKfCUYHy6xuB0TjL0j6ypfyZRJzb9wkYhrINVZRa3tbDQH+OJxes4Pn8ra60DjCAYQTIpMw6HK+xyE6IiwskGUFmjBCa/1GljsRWQjrCqDCj0FjHdWXR3DtudxXTm0K0zUFyE6kgpnIE60hNgC0ycUnTzZ0wwdGsFXrPAbxZ4AwZ/cgh/zxRqx15McxdxYxdJbRdJbZo0HCcxDkmhSXJNmpuyLco2yTWFsfyHl+2/5Pmuy3ecIqX87d/+Lb/wC7+w4QDZjhw/fpxDhw7x6KOPcujQoWf1/fziL/4irVaL9773vVf8HN9xilxCjNH89n/4d9DrgdqB3/jRjaixFgXd2iwNL+NGRtivR+iJDmsTX0dEy8yf2YsaH+fB7inSpSZj3QNnUSx2vTWOD32TlYmvMjj+FNOeZco1TLkGf8v1JaVPEEwT+FMEwRReFtD7f/4HPGhwliTCQhEIvrRrmrWBBr39N4CU+J0Wr3ba3PHf3rf5ZF/8ffjU27BOyKeC25iyc0Qm4WB8Cgv83uAA7x0aYEgZfnUiRirBoaNdds9s3qS3ypw3yrG9r8Xf98M89nchrYWYoO7yb3/6WlT9QeYX/oalpX9E6/M36a47Sm+5RnHEMHyiidM+hOQanPo4ql5H1utlanL1WdgsJj8zgykMAoO7YwQ1PoVqeky/Zi/1qRqm36H7Z7/H6qc/xsrKGisvHMDstdSbXWpuh8wT5I6gcKpSkG1SyAWJpr4GSW+Ik/EOTuYBaQvCFcnYostwKyfst3F0ilNkOEWBUxS4eY76NnGO50FAZ2SMlaFh5geGOd0c5MzAEItDwywNDrM4OEyr3rgoGLAnBCOew6jrMOo5jFTtwSjg2lrANbWApvMs1j4mbVh+ChafhKV1fQpWjoHJaRU7OJq+hGPJS5jPD2/8mRIFe6fXOPSiOrV9Y6ysdHjiyAkePLnCEysFM2KAeW+c7AJsIgN5i2mzyD5/hYONFfaOrhI1M2TQwbqr4KwgXX3JrOXvuvNzhOH2skWeb06RdWn9wX/m1z6T8tf77mI0W+U37/oTZuanoTvFxM1/WlKTfG0fk+8/BQiePPwjOP/+PsLhE8gn6+z4v2NUAN5wzvDBPsW4z33idh7kOsxlEKoqIdi1Zw/79+9n3759TE1Noaoa25WVL/GNb74FYzYXWEI4TE7+EFM7f4qPfmGR/3H/MZ5KA/SWRd2o6LJfLXNdfZWp4VGGh0cYHx9nenqa6elpsq7lzJE1Zp9aY/Zoi9W5K8eeECJHRiskaDIytBOzHM3y9bEvsVAro6pBXuPOE9/PNYu30+jOMH36swytPUHuhrSHR2nvGKU1PMxSFKBVQkSXEbFMTcSExPg25YQd5wF9iK/bA/hhjcmRAfaMD/KSg+N8zwtGyfOcLMtIVnv0T63RP9Omu3CGTjxD6q6ROSXw9oifMegYpHXBuEjjIayHckOcIEL5NbLcZX6+IO5rjMkQaFzVYUQ9zph4nKY4DXITC2aNcebtXhZWbmFu8c4KpPRsOTn4KJ/b9+d0g3KzsH/pJu48cTeN7HzgZalTRlYfZ2L5mwwtPYybnw8QaoGs2SSZdCl2Z5iDLfTuAnN+ItlZonOPZG0nWWsneXeMLA94shjggWScJ/OhDRa1SOTcHM1yR3SKcZViCw+d1SiyBiato/MIkweY3MNJU2r/H3vvHR3Jdd3rfpWrM7rRDaCBQRqkwSROIofDHCQxmEGmIpVMS/Y1HaRrWX6yZV/ZlnxtSVdykq8syUpPyUpUIClRJMU0TMM0mJyBAQYZ6EbnWPH+0SAwIAYcUNbz5dLjXqvWKaC7T1dXdZ86+zt7/3ZhtgY9StP4SjP4ilNoRnbF4zBkHyVfE0VvE0VfnKI3Tj6wBktZrgqgCXlC8hRefRKfNkVIniAmjtPoTKCskEZmCDLDnjWc8rZz0tvOCV8Hp7ztjHlaCbo6DY5IgyvSiEiTINIkyMRFiYgk0tAaJN5dd85+z2WvJigCkM3PceS+vyU2+B/c3hyjKoq8zfDTVx9k09B7mN7wj9h6Bu+cn/4Tc9RZeQZ8F3BYvpiWC36IIMjs2H4XweAmzEqC7BMfwbf3bjyVmoNfFD0cDPSyP7COfYF17A/0M6o3rZju0uFRuTwc4LKwn0tCfnz2OJnsXjLp55lN/BzbLi55vs/XS2fnB0jZ7fzbw//O3vJz5NVFIXXVVmkpttBRaaZL66E+0kh9fT3xeJzW1lZCviDWeAFjJEd1JIcxmsM1fvl5iaGmyQglEpZNRiiTENM8FdnLsdBx7PlKK93JbewaeSPBskbTzLO0Tj+Dz6lgBMIU4jHysXqmAiFSkoUrlAmSIijk8VLGS5mio3HQ6WCP009KjBCrC9DaUEdXU5jbd7QQ0kVM06RSKZLJHCWTOUYmc4Js7gyWWcF2ZBxbRtMLhMNTyPJS/TRB1FHkOhQljEgd+Vkv6ckArjOvwSOYRNwkjdY4jdYUCsZ8mi+UBZ1ZcQ0zxY1Mz1xOsby8GlJZLrCn4yecjD1fu4bVELvOvJGuua3L4arr4itO0ZB5gWjyEIHM5DnPu6srOA0+zBaBameBamcJq8l9+XrlLjVIYmtItgfR0pkpR9g9u4nHE5vImosLSOtDp7mi+Xm2RQ+hoiCbfpRKBLlSP99GUCr1SMUg4lwVNz+Lk5vEKUzj5KdwCjO1EMtzmSAh+hsQA/HFLdSK6G88Kypm/pAdC7c0h1MYg8IwTmECpzCLnc/iVFfWVJR0G20Blpi1NmgjBiK4WjOO3oyjt+B6mnE8a3C9a3B9zQiKhm9nvJYytAp7DYos2r/8y79w2223rboi2Be+8AUOHTrE5z73uV/5sXz605/mPe95zysWZz3bXoMi5zHXcXjobz/F0RNPYNkiIy0KdmArHekN+IylKydFLQ3NeVzfozimD2tyO+F8+xLimtZnmIoeQI7vo69xmE7dxqvW4fG8CD1a5rfmhU1R6peFdTnpWZ742HvY6uxj8ok63LKILQjs37Se0719bBaK9PzgAWTVZe1d/4HSOy884zjwzTfC8G6shs18Lr+FN5v3Mept4h5PkZ96bQRc/jpiUuezEAsq6lAUF4mK5KGq+nH0EKK3nnjPFWy54HrE+aX2ct7g3n89QGI0j6JJ3PgHm1nTF8a2y2SzA+QLR8nnj5LPH6FUHDqn3Ijk6ARCm1A9MQRBRhRkBEHGPjNIcc9+XKOW0xh6/etQOjYiCjK2VaZwajelxEmqcgW7DtxXIlbvgoiKK/gQqFUkwNVqjoHcSF3sdaxZcxV1oVoqklGxeP7JExzaPY6dWAznTHrHGYzuReooc13X1fTpfeTSOVKJBNmpKfKJBFahgGKaC8CkVqliXojsrE03qmhGFcUwkMza5MWVBGxNxNEkbE3C1mSs+c3UFCxdwVQVTF1H9CvoHgGvKuLVJLyqgtej4XoC5Pz1ZDxhZpU6pkQ/lhogGllDvS9IVFWIKjL1qkxAevnw8VdsrguFGUiPQGoY0sPz7Uhtv5hY+bWKF6I9EO2DaC95rYeTk22cOGSQnlp0YHWfQs+OBnp3NtHYWft9l7IZZkdHOHJ6mn1jGY7MmQyVVRLCco0FxTFpqM7SVJ0hXpmmqTqDX7LQA350n4bqk1G8AorHQdINRK2MoOa45pbvovvO433N26sVijw/kuKtX9iDC/zt019iU2aa5y/9CIbrZ+3V/xM1NoqvaCEOtjN7cCeFrSaxjfdCWaLx4yJSdul3RfFZRDfk8XUY2OJiiW4AxxXJWHESZhcJq4NxIcDnpI3kRZnupjo6GwJE/RoRn0rEpxL1q+jCJNNnPoJHmiJev56OtvcxOv5NXhie5pmpHTw/s5XiWRO8iCDQq52mTZrFa5+VauGCZPlQjBCKGUQxQkjO8gFDCwioHglVU1A9CrpHXUiDkFURWZVQ5lvDHGNq7itMJFWS2Xocd3FcEASbSHiSoB3gyFwLe1oeIOOtwZG+aZ0/OS7T29iF1t+P3h7FsHNMHH0K39whWli6enhM7GJf5DdIdNxES7yFtTEfXVE/IW/t/VzLwZgsYIzmMc7UnB87u3xlVvQp2HEv4zJEZImwDW7ewM4aOAVjiUB/0XY5XrEZN1eeCnjFNF36Hrr1J2hWjy95zHJV5qxOUlY3WaeXabGZu5qe5kBkb+06GRHeNvY2+nPrsVwXyxUwXBfDharjUnFZrDYG4Dp4ywn8hXH8hXHq5lvZOLcYqOvRcX1+HI8Xx+PF9ktYjWnM5inssIETdLH9EkKhG2Y2YlfCVKQiVSVPyhV5vtjK84VWMra3pnvlOnSrM1zsHWKrd5pQroqeqqDMFVASBZTZAmJpZX0bQ/dR9DdS1FsoeFoWQIiprqT54tSih1yofYdXXpETsAlJ04TlccLyOHXKGCFlnHppAo1zL2zYiJzxxDnp7VgAJid9HZzytlGSvMiWy02myhduXC76uZK92qAIgO3YvOPet3E0c4Jd5TJfnE5QkLw8572dBnENsxfUJuk9HZ/l6e8Hyc7MsPb6jyEqJdZ2/jGxhusZH/s6Z8Z+Rnm2nu6pJBsLw/MCm8vNdINU6KHs9lLw9vK5yBHu9xzFL3u5qHE9ET1CWAvXWj1MWKsjPfk1jMzjBGSZro47se0ix8e+xwv5KntLEqPGoveroNCaX0O74yOcXotw1pijuwqNTh1NTohGp46oG1gmFmvLLq5fQlQlJF1B8ahImoygSAiKiKCKC/uuZDGd+TEnEwOcnG0iX/Gd9aldPJ4cjYEE2amLeDJwmBMNz+AKLroh8Z6DCm8yGvD29aP3tqFEdCaHD1AafpZ2cwRdWHRyc3jZ472aweY3orVtp6shQFfMT0vYgzTvsFYqk2SzA2Sz+8jm9pHPH60JCp9lgiDj968na/XhoFPvySA6CSrVaarVaRxn8bfgOiLZ4UtJHrkFq3Ju8Cdg06Iepkd/krX6HnRxKbTK2TGSTjtJcQ0puZFnQjl+HnqBklgrLX+Z3cINzhpE04th6hhVL6bhw6wEMCt1WOW6JRGGslkgUJjAXxgnUBwlWD6NJ5dGOIc75souVj04IRc75OIEwQ7Ot/N/O0EX5+xLNm+WI3IwsZHHJ3ZxOFmL7BRchzopy6UNz3F54wBtZRN1WkOeBnHaRJwqIySrKwc0ShKEokj+ZiRfK2KgBTHQhOiLIYjLNTtcXFypiis4CI6E4KgvG5HnVPM4+Wmc/CROfgq3MFb7u7xytUVRddCC85AkZM2DExPZ6yAIYLsRxI/sR9D/a+dwvw5Q5NfNXoMi5zHLMhn/zFaqs2V+OtGPi8sDO2d4e/mtJGc6yGppVEcnUooviQI52+a8E+T1UaLxI7z+yhBBXxc+byde71q83k4UZfUrMC/akSOPsPaHb0e1Db48tJO+k0kaczXn0HP9dbR+7G8YveVyKjMWepNC+31PIXrnJ13ZCfj8LqhkSa67g8+f8FGMPcLPfLWB/sOKQ3NTBVyJoP+DxFuvJt7YjSSdX4TIKFvc94WDTJzIIMoCb3jfBrq2Niw8fvgnP2Lii1+ieeoMTtzGbHWp9GqIF0SoyDPLbm7/GVMcD7ojo2fT6GUTvWqjGQJKdANK6xXIna9HiW1Ckvyrcv7nJgocfnyCE89OY87nFkuKyNptUYT1GXYb9/PzkZ9jODUnJKyFeVPvm3hb39to8jUBNXXmVCrF3Nwc2WyWfD5PLpcjl8uRz+cpFJavgApOTbXeln+VxaBcPFTwUiZAgShp6nWIxmJE13QT6tyK2LINfPWvrNtqHjJjkBmtbS8Cj/RIbTPPswLvb4RoL3Z9F7lgEwlfmAndxygWs+Uks6VZZkuzJMtJvIqXZm8za4xu6s60Y5/yYRcXr2Mo5qF3ZxN9OxsJxbzL3ipbMnjm+DjPnphi/0SO42mLkr3c4agzMzRVZohXp2mqTBMx08vqEv3u575KMNqw7LXnslcjFCkbNjd+9gmGk0XesqWJDz31CR5KvIFsXTf+ygQ73vkckzyAKNmsmSijz6mc2iQjCC64As3e19EkXoaek7FmJ7ET09hzSex0CqeUJ3TJBpSAg/ncPchSHsW7fJXSdmWGnXb2uq3MUMesG2bWrbUzbpgkIcz5gmiSCBFfDWQk8otRI0E1x0VN+7lpo5+O4CSJ2ceo5pqY2fcW8oU4iqTgVjQE56WVphwspYCpZjGV7Mtqfggvis9JErIsoygKgiCQyWSW9KgqDkHHQ3v//XgjEwA4ph+teD2HqfLC3C/oKRfZZJhcgk7kJeHTL1pSrcPuvobI5R9CiW9ces5yVapn8hijuRoImcjDS7VTBFDiPtS2IGp7EK0tgBTRVxzzXNvBzhsUp4oMPDrO8cMpnPkyhyGfjDavo6F6ZDSvjOZX0AIqWlBFD2l4mSEw/XP06SeQEwcQzwEr8oLAMU1lxuxGSL2eVLWfvFMT5pY1Cc0z378uovlK6IFTIIxjW0msikgl00oh1U6hEOFFSKBWs/iLE9QXxwkXJ/Dkx5GKM6y2brvjcbGDIEgKUkVHNFRwHFzHBMfCtS2wl5fpPuc5FFzserDiAqwJILVFEdsbkdobEQM+BARsu0K5kCWXKlLMGFRyMmY5jFUOY5bCmMUoZjEG7koQxEHxlJA1A0F0sS0Vo+DFdc61bOzgF+eIyGMLwCQsjxGRx5Y5eGfbmNbIKW87E75rePfvfGQ1pxF4dUKRbx39Fp96/lN4ZS+fXPchmh/7B/rm04cntAb2b6hD96ewqz6GH/wrWi7+Bp7YEbyeTmSlmbEzZ4hOO1w0dxx9/h5vIXGo8RL0ddfRXxeGiQGYHMCdPozgLJ/LlIUwezWH06pDQpJIyLVS9S/uF+bFLgH8ip86rY7J4iTOfHU1AZc+3WFXOMobOm4mMf5NxLKOO7md/PEbqPOKRB2dgL0c8haoMC1mmBEzTIsZ0kLxnDTnRaFNSZKQJAlFUVAUhUKhgGEYZz3PwS95idefoqHnCYT5CBEKOzAqG7jPfgotdYoNhsFOW6GvWkYyl6etFAWNfP1afBf/IYEL3gLKoiPiOFXy+SM1ADIPQarV6WV9qGqUUHArodBWQqHtBAIbkVZIZ3JdF8vKUq5McXrfFAcesCjM1e4riqeCJ1RB0YX5MUhB92noXg8efwCPP4DukQmmn8Y3eT/K7F6k7Oll7+EAw4rMiFxHS/kqItVdGG4noIIkIOoSgi4j6jJoFoXgSbLqMTLOCPlqEbMQoZTspTS7Drtam7eLtom3NEWwfJo66yiB4hieZB6xurrxzZVcnAA4/lqJdcESwKq1gi3UCnZZIDmrHy+tJhenRUdoDSN1NCC1NyE21SNKEq5jYVULGNkcTraKk3eRyoH5aJNa1IlaakKyls/NFt5DruLoJVzZAldArPgQq/o5oYlrVhYjVuY3Oz+FW0yw0j1AkF20oIkadGn8jwHkyOp8sdegyK+vvQZFVmEHv3IfzdN/wMBoPYcycYqaxcntGruO/XdcwWTCf5rn1v4QTyVGW6af5lw3jpZFbd5HrHyG8fwO3Hlxwkavzu3v+x3q6l9apHT1duLk08S/92aCdpHv5S5ifELDFQQuOTVJuFQCF9SuLho/8F4mP/wX2FWBul2txL/24GInh+6CH74PBIm7u9/L/zAfAAGuzvVwy/pjCIJBb89HaW294xUfn2Xa/OIrRzm9P4EgwFXvWkewcJDTn/kHYmPjC8/LtTTT9ad/Sv3118+XbDIoFgcpFI5j2QUcq0L+J1+jNDKHK7locQ/aRRdjDB6hOpPANl1cGQQL5Bz4AxHqNu0kGNLRD92HlBlbPKhYP2x9F2x+G/hjr+izDA0kOPL4BFNDi6HPdY1eNlzezLpdcXTf4gpNqpLiR6d+xPdOfI/pYu3mLQkS17Rdw+3rbmdH446XBTC2bZPP55fBknK5jCiKC87YuVpRFJFcE8EsUS0VKBcLlMolSqUKpUqVUtWiZDpUVlGkQ8YiQpqoUiUa9BJtjFPfvo76zi3oTnERemRGIXvWfjn98h0LIgTXQKQDN9xJ1hthWHI54pTYa6Y4Y6SZLc2Sra4cZr5i165IS7aX3sQO1qYuQHbOWnmJG6zftYaLLutD8yrnfL3juAwlCuw9k2ZgNM3AaIbB2eWQyiO5rNUN2qU8LdYcDaVJ7vj436GoqwtPejVCkb/72VG+9MQwjUGNBz94JYd+NsKBh8aQrTI79n4K3cyQuONq7G0/BSBf9RHQinhTMlrHx9i2Y+X689WB3cx9+q/I7p8BV6DqVVDfIhHOy0waG4gqIzQqg+jiyis9L1rGDTDr1jE1D0xmCDMnNtAa72JNJIhdGiKVNDHyjRj5Jqzy8lSMF01WRUIxD3VtEmpDhZKVYS5Vg5WlYhHHKGG4Iq+sZqqAX63Su/F+fP4sxkw74uDNdLafxOM8gpZP4SvbeMv2OVfaxglxwO5jXI0QXlPh0qvfQXP7WxAEEdd2MCeLVF8EIGdy2JnledqiV54HIIFauyaAqK0+fck0bA4+MsbA/Wcw5uHvmnVhLrmtm1jbYjSD67iUcga5uQr5uTK55Hw7VyE/vzlOLXLB7x3AiTxIB7P0Gwaec614aiFoXI9d30HWYzAnzpCQJqm4K5eDtU2dcqIXI30hpdl1FBIhzr5eol0lLs4R91SIyiXEQppqMomVSeEW0gjVHGI1i7BSyPd5zBUkqv4GioEmMoEGrMY6tDaHUMckrncUW81jqzkcqXLOr5GiRPB42vF62tC0ZhQliDjvzFlmnnJxmkyiQHbWojCnUMlGMPJNGPkmHHNlZwJA9RroflA9GrLkA0Qc28U2HQyjJrpqVi00O0V4HpZEpPlWHsMrLY7B+5W3seUvV5+n/WqDIqO5Ud50z5uo2BU+evFH+c3wTUz/7wFOBR5hg/l1Go0kjgCPb2vC9lk4RhBRzf9gGf8AACAASURBVOG6AuZ4M1smJ4hXF6HlsL+Tqf630nvxe4jWn0PQz6pSGd7HiR/+DD19iDXqIF5xvAaRX8aqiKQkhRlZYEYWSUgiM5KML9TLuvAVNDs+KskkcqEetdiEWmpEPEeUG0Decan4FNy4TqXRpKjnSGXmSKfTFAoFzHIB0z53UYCXM0WUiTcfoLVjAMFWKO//DVoCUepDv0DOH8FXsvCV7HMKW5eQOOys5ajbiRU2uGD7Wjbv/AiaXltQqFSnyWb3kcvuI5MdIJ8/UktlOcsEQcLvX0couG0egmxD19e8oqjWqcEMT/9oiOnTte+47lPYcWMHG69oQVIWIaRTtbHTFax0BTtdrbWpClamipWq4JYtBArI4klO+e7HUA7QX60Qt5dXpHEFCeq7cBv6KQd8zCkpkuIkGWZwV6hg47oC1WwzleQWqnNbyU+3YFXPWhxzHQLCLA2BcepD03iZwUrksGcLuOkyYsFALhjIlV++Qk5KCzAaaGQ00ECpwUeos0zbujEiDSO4vPwipiiq6HorHk8but6KpsaQJA+CIOO6BtVqgmpmDidh4KRFxKwPtRhHLTWhlKMvq2viShb4LQSPjKh6QdBwHBfbcnEMG7dqIxg2QqWCkJ9ZAksWUn3mYSOiRO/eASTP6ip8vQZFfn3tNSiyCkvddZLdx57hMvcv+clgD7mql7FYmbjwB6QaDnBf248B8AhwRXUT7QfeQbh1L/ELv4GUgq7yndw7aTFbrk1gRdti17YtXHvrbasWp3nR9jx5L32P/QERK8fj0iaeOxJGcF0ui3oIPnwYoBbuaDoIHg91r7uI9L2PAQLxO2+m7o//12Jnd70PDt/FuKpxWzxGQ7Gd327OUFc3QzbTwOzQrVxy5VVs3HHRKz5Ox3Z48N9foPjAw7RMPE4oPwLUeO1s2xo6P/hB2m+4ccXX26lpJn/rFgqnao5SaJOHasKgMr04uAuii78/QvDG6/Fvbkc8+kMY3r3YiRaETW+uwZDmbasuZ+c6LtOnswwNJDjx7DSVYm3gF0WBzi1RNl7RQktf+GVvwpZj8djYY3zn+Hd4bvq5hf9313Vz+7rbuWntTXiVl5/U/n9ltm1TLpcplUoUi0VyuRzJ6XGSkyMkkylSJQv7ZUoBS1h4qMxvVTxU0Bf+ruCRRTy+AHogTDDSQCTejhztZEb3ctjMcjh9kiNzRzg6d5TcCiHvAJqk0eBtWNw8862vgZgnRtEsMlmYZLIwyURhgqniFBOFCVKVFLKt0pnaTG9iBy3ZvoXQYVu0cDtyrL+khSsu3o4mv/xNMFsyGRhLs+9MDZLsG01TNJZPMO77wOWsb17dePJqgyJ7z6R58xeexnXhq3fsoK0o8MCXamPJNW+MMPX/fotB7+WYagBz+3fZ1PUwAOWqh+v2jqNYLvsbL8V/0ftpnpymengv1aEhqmMzVGdL2OXF75K0KYJxCWzMHqYgeTl65Xc4dr9CIVUhrM7QqA7hcyfxSSl8YhqvmMYnpfCKGSRhdY5rxfGTtxvI2zHydoyiEMT01mHpfTi2CqU5KCbRxRweMbfQeqQ8frWAR8wh21kEHFxJw1bDmHIdFcFP2fVSdLwUbJ28rVGwVXKORtGSCRgOTZZJRJ4kFjhJnTiKZq48GS1KCgfdTp6liePhMxzzWaQkiS7Zz0cvfCtbuv4AKiKFJyeoDmcxxgvw0sohAiiNvkUA0hZAjnp+qbQ3x3Y4vmea5+49TXE+5Sba6mf7DR1oXpnEaJ5sokw+OQ8+UhWc81T0kTwCx3t2s9t3DxYmmqhx5/r/xh3NO5GnDuCMP4c9+iTy3Mg5Q8MByppI0SdR8MmUA36cWB9K80X4gxsI+PvxeruR5vWCKgWTiVNpJk5kGD+RJj21NAoi0uyje3sDXdsaCDV4SJzJM348xdShCVInxlGr0/gix/HET6DFxkGugXdXFBGzfWjJHQQzW/AJHgRJAUFa1bl2RRdXN3C0EpaSw5STmPJcDZoo+Xl4cta+UkSUdFS1EVVuQhIbEIkiEMQxJSzTplqwKWQtylmLSkHGKCoLESaOdb4J9nxlIMB1FF5KbERZwK8VqFcmqJPGUdduZcf73nTez/mivZqgiOM6vPeB97J3Zi87m3byhSs/T/LfDmLNlij7FR5KZIg238NN1btwNZNnt4VxpNr56D1VoHWqlmqRlf0c7byJyIW/RW/3xQirmBPZtsOT3zvF4ccnqJPKXN4wRtAYRBLmEIU0EnNIQhpJSCEKK0fsnG2uK2O7MSw3hu02YFGPoflw/O3k3TXkylnSqVlEJ4tHzKKL+YVxzq8W8Mo5NDeH6JRrJXTVEJYapioGKeOj5Hgo2h7yjk7B0sjbKjlHxTUhbkC9kCSijtIQPIq3WkRcYQhwBBiVojxtruOwP8/xuhlOKwoyGr/V2skdF/0dgUAfs7P3MzP7M7LZfVSry8u1K0qkBj/mI0GCwc1I0i83d0pNFXnmJ0MMH6gBLlkRueDaVjZticJcBXOmuAg/0hWc4nnuOQKcbpzhn8JfZ5ARAC6q38Ffb/0j2goJ3Im92GNPwuR+5Oq5o2QtSaDolSj4JAo+FTPcjBTfgTe6Bb+/H79/HaoanV84dEmO5Rk/nmbiZJrJUxmss7RhFF2iY1OU7u0NtG2I1MbDE2nGj8wye3AUMzGL3zOIp+kknvgJRE8FVwZkF8v1YFkBXNlFDmQRdIOs5WcguYW9MxdwIt2N4y7C9bhvmm0NB9jeeIC2wDiSqCOItflUTTi/wstH6QmoagxFbkSRGpHEGKJbj+to2BbYFQMh7yLmLaSigFxWUCp+lHIUuVp3XiHYKiZF1yZviRQtiYrjYuFiuwKaCF4VAmYSvTCNbObp+/KfIaurWzx4DYr8+tprUGQVZibLfOHpYX5x6FH+tfhpvj+8HtERmYrH2dszTso3yfrpy9g58waUcgBRsHEFh66bPoysF9i48V9pbLiR5x57hAcffgRrPg0lIMLb3vlu1nR1LXm/fCbN2NAQk+OjJGZmyGQyFEplLKXMe7mLRjPFQU83jwyuw85l6diyndv+/G/IfOaDTH/1fnAFJK+EXapNyEVNxqlaILh0fP4TeK76TQCcUorMP28gYpT4eX2chkvuIJP9ErYtMbD3ZiqV2qqgalv0drZz1W/cTLSxacXzZFQrHHhmD4NPPYX3uRdoGx5Br9ZAkCPITDXtoHz5dWx713XEu+sQVxA1Mo89z9jv3EF1zkGQXLQ6g8rc/GqI4OLr8BG87loCN78J6cQP4cB34ezIgs4rYeu7of8mbEGjkK5SSFXIpysUM1UEUUBWRCRZrLWKhCgJZGZKTJ/OMjWYXQAhAP6wxobLm+m/tBlf6JWIldTsVPoU3z3+Xe49fS9lqxY+GlAC3NB5A9e0XcOFTReiSqsj1P8V5jgOmUyG5OQZkiNHSE6NMZfOkiwLFF+RWEvNXFwqSoWsnKWgFMgr+YXWUizW1a9jff161kXWEffFFyBIUA3+Us5d2SozVZxaBCazMyQOVPEMxYmUF+ukl9QcRleC/l1xrt58KWH9/NUVbMfl5EyegdE0e8+k2TeaYSpb5uBfX4cqrw4cvhqhyAe/t58dHWE+ekUPP/jEC5hVm+aeOlJTRSqF2m9h0E1xb0Tmzy/6F9oC43x233/jN42jvMe6G8W1sRF5ki14HsoTSC6d4Pt7Aujv/wCJY19kffogOdnP5Ju/y7p1l1PKGdz/74eYGqz9hvsvbSbeHaJUmOH0yR9QLSpgNOOjHbEwi1hJ4BVSNWAizhGQkgTkBEE5gcrqHIv/SquoIiWPhNS4lULkBvaVonz9JDyfiQACkmBxYfwZPA0PMlA1cACf4uP3O36Xa3dvgOziWCR4ZLS2RQCitgZqIdj/CXNdl+EDSZ75ydCCwKzmlQnFPJQLBvm5FaoGAIIoLJSfDdTrBOo9BKM6wXqdMWmITx36e05lTgGwK34xf7L5Xajlg6RST1IsnsSyalBUcFx8JRt/0cJXrLWBkotWXcEpUbzQcTl0Xwtd10J91zmhdzFbZexoiqGBWUaPpnDsxenMi4Cke3sD4SYflmkzczpHNlmmnDcoFSap8DCu5zEkz8jC62xTpzC+DWNsJ2KyH00QUUWwRDAkECTwCVCTbxTw/hIVa1wcbDWPpaUx9RSWlsbS01jz+6aextJS2Li1dJtyGLNQj1UJ4djzoMYVQLQBAbtch1mMYhSjWKXIPAg5t8mahb/eIRRTCccDROP1NLbWUde8ctTVS+3VBEWqdpVPPPsJfj78c+66+S7Un+Qwj6aoOC6P5S2qLsS7Q3RfKZM++A/8tOjj+o0PcizRy1uPHmaycQPmlneyafub0LVfzhk/vHucJ753CsdxaVvjY/vlLQR9EjPDP6WYOINs1BESN6JWDCjMIFrJeVCSQhKSyMIskphAYg7h5cpy/F8wW4SSR8IIRpDX3MYgPTw4rfCNwRBltzavafFPckHb3RyTzpCc/0lf1nwpb49pWKmfntWbiN/fRyi0bQGCeDzt/2lts2KmynP3nubY01O4bm2o6Grxsy4gIyfLuObK51TwyMhhDTmsI4V15LCGFNYxgy5fnPgq3zrxbRzXIagG+ZNtf8gloQBzyYfI5vZTqUwBNrgumuEsjG3+oo2/5NQ0ulZysWL98+PbNdB+CSjLq9vZlsPMSI7h/QkG985SSC+O1You0bk5Ste2GiCRZJFcsszsSJ5SzqCUL1Eyn8FWHkH0PYcgLUbklOc6yE9uoZpegyhZSHqeilzhhB3gULmBk6U49lmAJOZJsq3hANsaD7A2dAbxV1hBzSoHa2mFpXqMQj2OrSIi4BEk/JKDVwLd0VHKMZRyFKUcQzZX0mcCV3AgYCHWC8hRD2pjGE80gNYdR/gvnsO9BkVeffYaFFmlvevLe3hyaJa3dnyDvqEhMmfWYAsuAzuz9E/8FtFCDWzEmwXW/ujPOLzud1AuPUJ0w08J+Ldy0UV3AVApl/n+V7/E6ZkkiCI4Ds0hP1XDoFipYjguzjm0O+oCKd5X+gEBu8RJTztDjb/P0Z//DFnTuOMznyPUUIMVua99gslPfx3XEVBCMo4UxE6lFvoRZGj51Cfw33grXz/ydZ548u/4yvQsAAc3RklEoKf7r5g41czzzz5DqmLWjhPAdahTJLbt2MEl174BUZIYOnKEAy88y+joGPrkFD1Dp2memFwY6EseD9NdO5iO3EBFXBQx8oZUurbVJqTxtaEF1ef0//ojEt/+BXZVRNJsJM3ByCnoTQqha3YRePcHUNQqPP1ZOHr3Qvib6WlhruFWxrXrSRbqKaRrK5mlnPHysHqVJiki2nwO/UIuvUdG8yqo8/u6X6GxM0ikyXdOFeuckePuwbv5zvHvMJZfTO3xKT4ua7mMq1uv5vI1lxNUf/WO8q/KquUSpUqVSqVCuVxe2M7+ezY7y2BikEqlVuJNdVYGPoqiEIlEiEajRCIR/H4/Pp9vofX5fOi6/oojlc5luWqOR/ft4fieaZSherSzclln/CMUOyfpvbCJq7ovpzfcu+qJWL5iEtBXdjKWHcerDIoAlAyLcsnk/n8+QGa6hCAKuPO5xcGYB+/OKH/+1AlMV+Dtpx+gGpT5cfRa+udG+Msz30K+QuRiqxZdUhR1ntMvZp3WS93GC9G2XUVBUZj4ys30pw+Rlf1Mv/UH9PVesvD+tuXw+HdPcvTJmuq+IIC3YQh/yx6a+nLsvORLKEoNWjmOS6VgUsxWqZYsAhENT8jh8OHfI5d8Gq+h0B+/k4AdgMwoRvIQZuIAcrGm+WEqElKwHT2yEcEbA18U1xOhaAaYS+vMJhQmJiRSSQh4ygQ9Rfx6EZ+Sx6vUIkl0IYvq5lDtNLKVQTIyCIEoQrQHor0Q7cWJ9HDcDPOTfT/juZEiJ9JdlM/6znnkCleueZLXte2m3lvBcaqMGwI/SKucmRdU7Cm38d8rd7Dj0stR24O1KJBVKuSfzyzT5tBjExx8dIxCamXwARCM6sTaAoTjPoL1ngUI4g9riGeV354tzfLE+BM8Nv4Yu8d24+ISkBXeHNXYLM8hCOeOnJHlID5vN3Xhi2iI3UAgsL5WkaCchpmjMHsUZo7U2tljUH1JhFldWw2OdF9bg+L68u99tWQyfDDJ4N5Zxs4DSF5qhcJJpmfuYXr6bqrVxcoQohBBYSOi1Ydb7cYqdmEUVYZzZfbmiuyvlEk7NmEE6hAII9JuC3Q4Ei2OSAQBTRTQhFq1L1UA9RVcX1suzoOSTC3CRC7hyCVspdYKuoriC6EEfAiahKtWMIQ0hWyFfMKhkFIwcjGMQi3dzCxGUIUyjcpJmtQTNCnHaVROcSJ4I5v/9CvnP6B5ezVBkRdtdHaC9F0J6kfzOK7LUwUbtT3IRTd3smZdGMeF3/vmXh46NkPMkyBVCXPL5hj/dPsl5+98FTZxIs39/354YcFF81fxxh8n2DrA9sv+kHjzLQvPdao2Tt7AzhsIsogc8zCbuY9jRz6EWjWJe3bSEb4FMTuJkx6iMvs8ZM4gGxaWIuB66tAim5ADreCNgrceQw6TyeskkhrT0zITYyKiYBDylPB7igTUQm18k/LoYhbdzaK6WWQrjWxmELARYz3zgue9EO0h4+3kweFhHjz4OEeTbUwW40s+87rwSa7veJhNsSHAwHDgobzCwzkFG1AEl+uCFu/ufydNsWsJBjcjy8urLf2yVhzNsfenwxw9nMKev581KQLrdYmAtPg7E1QJpdmH2uxHiug1ABKpAZCzobNpmwzMDrB7fDcPjDzAbKk2d94ZCnJrMI93BSgvCDK63kIwuJlo/TXU11+NogTANmFuCGaPLB3nMmeWdiDr0H7pIgSO9S2DwK7rMjOcY3BglqHzABJZWRoRYVkFEolfMD1zN6nUUyzWw5VQxfVITi8YvdilLsxiA9mixUCmwL5CmRNWdUkSjReLXjVNv2+a/sAZAt40klZA0vJIWh5ZLSBIv3w6z9LzqqGqDXg8cWS5DklUcbGximWctAtpASlfh1pqmk83a0K0FWRhDE08jioeQxWOIwgGzodfQPW9piny/3d7DYqcx1zXZXD4q9z83Wmk2IOIaoq3zVzL3NhB1sx6ETygaH+EKKh4gyo3up8nde8Ackc9z13yFzTu+mMEyWbblrsIR7Yu9Hvq0CF+dNf3KQvnDtcSbAtNEPBoCi2hYW5L/hgRl0PhLYTf+O/c/bG/plIscOW73suOm29b8tri3V9m/H98BscUUCMCdW9/N/mn9lE+cGjxc7U18/W+WR7d6PLNYB99Jx7CUASOX30tm3b9YKFEViaZ5NH77uX44BDVs5SjRbuG+0XHpWNkhO5Tg4RyixPVckc73tvfxPGLI9w/+guGs8P0aP20pPrwHlmDnFucePrqNDpbytQ98GmUwTEEXNSAiaCLBC7eTuidv4+88VKKe3+G9Nz/xjv37MJrR6tb2F+8lTFjMyup8kuKSCBSm8B7AgrFjEFurkwxYyw4flCTu5BVCUkWcF2wLRfLsF8xVNF9CvHuEM09dTT31BFd41/iODiuwzOTz/DQ6EM8NvYYifJi1RVZkNnetJ2rW6/mmtZriPvj53qLV6VNFib5133/yk9P11Z+FFHh+vbr2RDcQLPYjM/wkUllmJubI5lMkk6ncVZRrlgURbxe7wIkeRGYeL1ePB4PXq93yb7H40E+jyitUTV5Ys8+ju2ZhFE/wryYoSWYjEQOUeiY4KpdF3JL780EVqwK8cvZqxGKVMsmP/6HAebGFyd1oZiHHb/RgacrwG1f2MNc0eANvXX8zVN/y9hght/a+WdURJVP1x3lpos6GQooyE99inWZIwDMalGGd32Y3q2/yexXb6Uve5SMHCDx9rvo6b542TG4rsuJZ6Y58OhpkqNnl9yF5t5wLe1hawxPYClks6w8+w+8j2x2L5Lk54ILvky47sJl/WcyL3Dy1P8kn6+Ngx5PB709f0l9/dW/kipLrutyarbAnqE59gzN8ezwHOnS0pxrj1ymt26IDdFjXNL8PI2RdfR0f4RgcAtzqd1MjtyF9GQnT1VMvtZwN0WpjABcs+Yy3rH+t7mw6cL/1LG6jsvQwCz7HhojMZpbSKk+20INHmJtAWJtARraAkRbA0t0k842x3U4OneU3eO7eXxsN0dTx5Y8fqHX4tY6A/+S25yIpjURCm4hFns90ei1yPJyELHyh3BrjsPgQzD0MIw+A/ZZugOCBK07ofuamgMR37II9uetWjIZPjAPSI4tByRrt8ZYuyVGdM1SEW7Xdchk9zIzfTczs/dhWcu1j7zeToKBzQSDtS1RaeOBoxkeODzNwYmlz4/4VK7ojnJFd5TLu6OEdAXHsnGKVk2voGTiFEzsbBU7a8y3tX33HGl8qzVbKmNreRytiKyNoTGIxxlGr46hVZPLYlumQluJf/CxVff/aoIitunwzD2nGX98nF26iCgIjHgU2t7SQ2t/ZOH6vqirpMoiH3p9L5/4+XEEAe79o8vY2LK6qhTnPfZkmWfvPc3QvglsY/Ee5Q9rC4tEjZ3LIyQnJ+/i2PE/B1ziTbfR3/9JBOGljm2ekZF/Y3Tsa7iuiSDIrFnzbjo73o+i/GqOP1syeXZ4jj2na2Pc8enlOlCtgXHWhU9xcfwFuiIpOtrvpLX1tzGMBJOT32d84ttMlPP8IK0yWK19hhZvPe9Y/9vc2v1GQtp/7liLc2VOPXCGkf0JpnPmglpHRBJY7xGJ+hXUZj9Kix+1pdbK9SvD5lQlxZMTT7J7bDdPTT5F0Vy8R4Ylh7eEDdZ7lg6kkuTH5+uhPnIZjY034fV2vbJxu5SC04/VxrfBRyD/khK9wTWL49vaK8GzNMrVdVxmRnIM7p1laGA5IOnYFGXtlhhtGyKoL4k0rFYTzMz+lJnpe8jlDy47NFkOEAxsJhDcTDC4CUXfwJ5hkZ8fmeHR47MUzoruEwXY1hrmyp4oV/REWdcQwAVsK49hzmE7SUxrBsOYWagMVK1MU6lOYxgrC6Su1gRBRrVkQkWHUM4kmK0QyJSQzqX58qETCIGVI+HPttegyK+vvQZFzmOO63DLd6/hjDEHQH1J4y0HP8ET6/6Z9QM2voqMv96L5dyJIAq8/uj/gzVdJP67N+K84+M8/uCdBFqfxi1ewbU3fXXJwOjYNvff9X1GR88QDASJNTYQX9NKa3cPoXCEYjnHsW+/jx3jNYHUPT23s+Otn+WBf/tnTjz9OA2dXbzz7/4RUVoOVipP3MPoBz6MXRYQRJfYWy5DXnchkx//J1x3UbvZ1CR8r9tCWHmQiF7F9TcgvOkr0HnFkv5cw+D4s3t4/pFHmJtLo1g2bWOjdAyPoFjzucm6TuDWmzh59VrucfbzxMQTmOdQYAfo0NfSWd5AaLCN6Fwn8nw5Oa2Soql6EP+2bdixHkrZItHU/fTZPyAijwJguxKDlcvYV7yVOasTT0AhENHx1WloPgVFlZAkARcXy3SoFi2K2SrFTJVCprokD94bUunaEmPttgaau0NL4AXUbi5GxaJasqiWLYz5tlqyMMoW1ZK58P98usLM6RzWS0IxFV0i3jUPSbrraGgPLoh5Oa7DkeQRHhl7hEdHH2UoO7Tktf2Rfq5uvZpr26+lN9x7znP5f9tyRo4vH/wy3z727YXKOzd23sj7t76fNYFziNDNm23btTSdZJK5uUUBuGKxuLBVKucuI3k+U1V1GSjRNG3JpqoqmqaBJXPmWJozBzI46UWHuyIXORM9ROMFOrde9gY2xja+zDuu3l5tUGTkYJIHvnx4ITfZV6ey641d9FzYSNG0edPnn+bkTIGNLUG+/3u78Kq1SdQ//eIk//LwKdoiXh76kytRZRHXcXhhz7dofvLvaSnX8sPLoobHqZJWQsy9/S66uy5a8VjK5XEGBm4nl6pSnbkOY/ZGEqOLFQsEAVr6aoBk7ZYYsl5i//7fJpc/iCwH2XLB1wiFtqzYv+s6TE3/iKGhT2MYtbzySORyenv+Bz5f98LzDMvh6FSOQsWibNq1SBrDpmTYlE37JfsW+YrFgfEMycJSUUBdtumrH6cnuJ91kVPzude181xffw0b1v8DilK7RuZsiblvHcWaLeMKLiPrfsxXvPezt7Q4aW3zN/P2/ndxS9ctq3YejLLFmcNzHH5igumh7BIAABCMeujd2ciavjDR1gCa5+WBYtEs8tT4ozwych9PT+8lbSzNlW9TbTboNps8Ns2qiyhqeL1dRMKXEItdRzC4CVFcfWTV+T9gEUaehMGHa07E3ODSx731tfDztl3QdjE0XQBnRWNWijVAMjQwH0FyFigPRnU6t8To2hKj6ayIRgDHMWqikPmD5HK1rVIZ56UmCDI+Xy/B4CYcsZVTSZX9EyJPDztMFXwUDB8uIqIA29vDXNXXwDXrGljXFHhZR8qpWIuwJFfFKVs4ZQu3YmOXTexSBbtUxC4ZuBUbDBHRtFHFk6jCsdoqqXgcSVguJl1WVbIhmUxIIBtUkNwr2HHrN1d9SV5NUMR1Xe7+5AtsSJfxiAJuW4CWOzcviT78j2dH+Ysf12DpZ2/fyi0XNPP+7+zj3gOTbG8Pc9edu3514HTw7zkz8g2K0xsQc7/L9CnvQjU7AH/kLEDSEWRi4tucOPnXALQ0305f38cXFq3OZaXSMKcGP0ky+RBQ0+RYu/aDtDS/bQlIGUuVmMiUKc+PYyWjNpYt7ttL9s+kihyZzPFSj6AtlKMndIi+8DH6woP41dLC+/b3f5JY9FoAHMfi9Ol/5MzoFwGQpADP5ErcnVEpOLVzq4oy13fewNv7bmdjdOPq9Hpcl+RYgdPPTDE8MMtcZukYHNQltmyuZ+32BrSW+cpbLxON5bouJ1LHeXjkHnaPPc7x7OgS19wvuqzXbTZ4bPp1G1UU0LQGgsELiEXfQH39FajqK6za9/IfEBLHF8e3kafAPiuyawtv/QAAIABJREFUTxCheev8+Da/nVU1cAGQvDDL0L6lgESSRVrXR1i7JUbn5ii6f+m4XC6PkskOkMsdJJ87SL5wBMdZXuJdVWMEg5vxetcxXQxweFri2RE4PC2TqwYw5qOFm4I6V6+LcVVfA5d1R/FpK99rHMfEMBJUqy9CkiSWlceyclhmDtPKYFQTGGYKy8ph2yUcu4K3bBPKWYRyJqFcTfT3pVfbkgRyAZlsUCYbVMgGZC6+6gU0bXXX7TUo8utrr0GRVdhbv/chjpYepXm4hz99UuNU7x2MhY+xN/Y1rnu2EQGB+q44xdTtbD74b0RTh+l54CfI7es4deBpRufejetIBM1vc9ENy1cwz2UTUyep/MftdOUHMQSZgcs+zsXX/iGn9z3Pjz/5MQRB5J1//480ru1esQ9z+AhT77+D4mBt0uNt0/Ffvp2/yjyNxxS4cQDiyUUHXou5SIKBYwk4ahQHL065jFMqgbmyyrTS2cHcjTu5pzfLL5JPLehmAHSFurih8wY2Rjeyd2YvT08+zdG5o7hn3WYUS6Ql00FzfjOt2X7qyo1oQokN3gfZ7P0pfqmW/mM4OkfLb+BA6WYqUgOqLqP7FAQRCpkq1fOJYs1bIKKzdluMrq0NNHUGf2Xh6FBLA0iM5pk8lWFyMMPUYBajvPS4JEWksSPI2i0x+i+NLyH1o7lRHh17lEdGH2Hf7L4l5+nS5ku584I72dKwstP3X2mmbfLdE9/liwe/uFAt5sKmC/nQ9g+xIbrhV/IelmVRKpWWwZJCobAgFvtiWyqVqFQq/NJDlguy5UMrN6JVYkhnqfpbUpmybwYhnMMfUtFUFVmWF7abb74Zn291q92vNigyuHeGB75Ui+7oubCR193RjyiJWLbD73zjBR47kaAxqHH3H15GU2jxJlGsWlz1mcdI5Kt89Kb1vO+yzoXHKtUSAw/9Mxv3fY6gVWBOqSP7jh//H/bOO76N+vzj79NetmRL3nsmdhJnbxIIpGzIKIUCLWWUQhm/Ag0tUKCs0JbdMktZpYyyS6DMMEIW2cMZ3ntLtizJ2rq73x9y7DhObCcEmlJ/Xq97nXy6+/ruJD33fT7P83wecnOmHPI8wuFuNm1egt/fgMGQy5TJr6DVJuB2+PtSgjvq+yOTggJMSQ2oTBVoYwIUFl9IQmo+pjgdBrPmkJpFsC+q+mRvVDWEIChJS/sJuTm/YmN9mFv/tYtax+Hrk2hVMkW2LvJjt1JgKSU7tgGVQkIQlJjNU4mzzMHl2kyXcw0AarWV/LwbMdvn0/1WFXJIQhGjwXrhWDRZJjq7VrO24kk+aN7BZp+KUK8Aslap4bSc0zm38NyDOg8uu5+60mgmRHuNa5AjYzBrKJiWxORTMjHGDq8T1O3v5NUdy1ndspm9Pc4BXX+1gsxYnUixXqRYJxKjVBBjKiIpeREJthPR67OPikM5Yjjreh2Iz6FmFYQOiGarjZA+rZcomQVp00AbTdkPeMPUlzqo2e6gYXfnAILbEKshZ6KN3MkJpBXGoTxI/Xko1InbU4rbXYrHvROXewfhcOeQpyvLCryRGLr8JlyhGNzBWNyhGFDEkZ2QwJjkJIrSUjDqYlGpjCiVpr61QqEdGGiRIkQiLsLhbsJhJ6KzGqFpK6rWXWjaqtE62wYJ2ooKcJt6nYNeJyGs6b82VcBCrDiNyWf9daSfwLFFikgyzY9vh+YeVAl6Eq+eNKAkYk2lg589vxFRkrl+YSG/WlgAQKvLz0kPrsIXEnno3IksnXJogn+kqKl5hNq6RwEYO2Y5aWk/JhIWadgd1b2p3eEgHOwnSPTmCJq4DagMXSSljSV37DnEWnWY4nSoh+ko1dm5msqq5Xi9UU0fk2kshQW3IWin8KePynh1Y+OQxx8KGeYgY+OryIvZyJi4SmK10fmlVpuCzbYApdJEc/MriGJ0e1LS2WRmXEZl1b10d0ezfDPSLyY//7cEg3aqG1/iXxWv8pU7TGu4/3tXFD+Wc8ecx+k5pw8SpQ+HRJrLnNTusFO33Y7vgLmfRaMgs8BCwcJMksbEDTvHk2WZVTWvs6LiZTZ3NeKMDBwvXS312bdMjYRWE4/NuoCk5MVYzJOOWPj1iBD2Q/3aaAZJ9WdRwuRA2Aqjti2z18bFZYMg9BEkNdvsVG+347bvF3BQCKQWWMibnEDOxARMcYOfC5IUxuut6COB3Z6deL2VyPLQWWthSU9XwIQrGLVvrlAM3rCZRLOVvKRExqWlkBZvQ6k0olKZ9lsbBhB5siwjit4++xb2d0DrNpTNO1G3laPtqEcVHNz22adTDLBvPUbloPKj+fO29QUohsMoKRJFZ2cnRUVFbNy4kezs7O/0f0+fPp2bb76ZpUuXDr/zYWCUFBkBFj/5GTua2/jVpk+ITzoJjyEdCZF/TL2dsXVKJlZZ0CgimArHY92spcT/Ptmf7+g7/qvPlxJmB469pzF11u3kT00c8v+V7vyI9Pd+QVzYhUMTT8fi5yguXkAo4Ofvy67Gbe9g6plLOOGnlw177rIk0f3A9bS/+DFyRODTaQJ/+4ESpShzz6si2T8uJPTZXnQ7lByi3HsABI0GhcGAoNfjy0thzUwTLxt34gn3R5vSTGmcnnM6p+acSoGlAEEQCPrCOJp6cNR2UfnZh2yRG6hMsNMYV4FP0192kxSJcElXmKXebvS9lYpeKZ5dgbPY2fMDQtLQjqdSrcBo0WI0azBZtNHX+y0mi5YYq+47m6RLkkxXS0+UJOld/J5+gklrUDHhhHRKFqQPKgvoCnSxqnEVnzd+zuqm1Yi9D56ZKTO5suRKpiVP+06u4UDIsszH9R/z5y1/pqknGhnNNedyw9QbmJ8+/7t1gA6AJEl9+ib7EyZ+v59QKEQwGBx2kSQJZFCHLGgDiWgDNhRy/yQ6ovIS0HUQ1HUgqaJRl2XLlmEyjawW+lgjRVqruvn3kztJK4zj1F/0O9h3rNjNC+vq0KkVvHHFHCakD85M+OfGBm56uxSzXs1XNy7AfEC7Y6erg7INL5E54QzSUsYc8hxkWWTHjp/T2fUVOl0G06a+hlabNGg/l91P9dYOqra0Y28YHOHeB4VCiP7e47WY4nTE9K6TcmJJyOyPwPt8dVRW/QGHYyWuYAxvVp7LupaJAMTqVKSY9eg1SgwaJXq1Er1GiU4loRa8qAQ3KrpRyF0opHbilFvItdSh7u3qoVJZsFlPwGo7AWv8/AEp7A7HF1RWLcfX00BixY+Ja/gBANpcM/Hnj0V5gC1we3axt/oxPmr4grU9qgOchyLOG3Mex8UuoHaDk5pt9j7B1P2h0ijInZzA9DOysSQOT+DJsszm9s28vvfvrGz8ish+UwGbSmK8XkGxPkSuJoJKiEaGMzMuIz39QlSqo1tydsQQw9C8FRrW9y5fQ6B74D6CElIm9meSpJRATCphUUnDnk5qttup29k5gNzW6FVkl1ijKejF1kM6qLIsEwy29joQpQQDrQRDdkIhB6GQg3C466DHjRSCoEKpNKJU6hEjXnQuJxZ3GLMrGinVBwfXRwU0imgWSK+TEDDHoTNkodOno9dnoNdloNOnR1toyknIXgFBA+q4kZc4HVOkSFik681KAns6SbxmEuqk/uuo6vCw5Il1eAIRFk9K5eHzJg14fj3xZRX3fVROQoyWz399/GFpRx2I5uZXKSu/FYAxhXeSnv6TQftEQiINe7qo2tJB7Y42IqFDP0u1RlXUtsVpMfWWB5sTDANKIiQpTHPzK9TUPkI47GZ963TerDwXVzDq8ObajBi0SgxqFTqNEoNaiV4joFYEUAseVLhRyl0ocKCRKsmN2UGcbt98TcBsnozNugCr7URMxjF99y4UclBd/SAtrW+wfwmEUmmgaOwfSUo6Y+B1R3poan6FLyv/xipnD9t9SiK98X2T2siZuWdxTt6PUNSbqdjQRuPeLsT9mFklkKAWSM8wkX9SJvGTE0cU7HL4Hbxb9S9e3/sCLf7+0ja1IDNGJzNer2Cs1o9FFf1fNttCsrOvwhw7cdixvzO4mqB+XdS+1a8H+97B+5iSo7Ytaw6kT4f4HGStma5WHzXb7VRvs9PZNPB5mpQTDdzlTkrAknRo0kcU/Xg8u3F7SvF6KwmFOnvtm51QyH7QzJLDgVJpQKns/c16u4h1+bD0ZoLEeiKDuh+JCvCYVHSboxkgbrMOZUzGIPum12Wg0SQhyyLhcCdm88g/01FSJIply5bhdDp59tl+valNmzZx0003sWXLFgRBYPr06dx3331MmnR4wdy33nqL2267jerqavLy8li+fDlLlizpe3/FihUsW7aMsrKyo6I5uA+jpMgIUN7m4aOHH8FcocSbFK2Ft2Vpec3wEFWxFfxwQwYmp4IUvZtwxmzOlNqxLn+h73i7/RN2lv4SMWik9uP7WXzdbJKyB/9vWZJY/+nDzFi/HBUi5eYizBf+k+TEbHyubv513920VpUTm5DIxQ88gfowfkShHatZe9fV/Pp0ibBK4JJ1YRa0y3T9XwQQmJL1DEJpN4JKjcKxHcW2v6GQe1AYjChOvxvFpMUo9HoEtZp6dz1Xfnpln0MMkKBP4JTsUzgl61TSI7k4W3w4mnvo7F0OJeSnEP1EEpuQc6socX/IXFcj+6YdjToT6uOuJ3nWtaDSIksy4ZBIyC8S8kcIBaILMn2kh9ag+o865cNBlmW623007u1i5+dNuHqZepVaQdGcFCb9IJNY22CV8UZPI8+WPsu7Ve8SkaOT82lJ0/jlxF9+Y52Bw8HW9q08uPlBdjqitaY2vY2rJ13N4vzFqBTfrAvGsYJIJEI4HCYSiSCKIgF/iIqdLZRuqkdqNqDYT3XdF+PAnCPwo/NPIS7uv7MlL0S7dKg1SjS9pRP/WF/Hbe9Gs0ee+skUTh1/cG0bUZI5/c+rKW/3cPm8HH53RvERnXN1zcPU1T2GQqFj2tQ3iYkpGnL/uron2LvzRXztk7DFXkawx0CPM0BPV7REbn+toANhTTdRPDeVwhlJ6IxqJEnm2S+/4JEvnHjDOgQkTs7dxW9Om4hBFcTvr8fnr4+uffVEIt2HHNtkGovVugCbbQHm2EmD6v73R9jpoe2F9Qjt0d97Z857qOZI5BfeeFBCCMDrraK27kk2NL7PGo9igPOgiegotE+nwDENmzcdZS+Rl5wby6SFmWRPtKFUDj956PR3sqJ6BW9VvkW9u1/wL00DJ6VMYrxeROPdCr2ktcGQS1bm5SQnL0KhOPzuVN8pJAkc5b1OxNfRxdVwkB0FMCVCbBqY05Bi0nAF42lpN1FTp6XTbcYnWZBRolL3pqBPTiB7gu2Q+isHP50w4XAXoZCjnywJOvAF7LQ5W3F4nLh9bpB9GBR+LJIXs+QnRgygDUpoQxKakIQuIBHbE0F1QGmUDPjNZvwJaQQTcwinFqGwZKPVJPQ5BkdLb2J/HEukCESfuxGHH3VCv3PX5Q2x+PG1NHT5mJYVx0s/n4nuAAHKYETk1EdWU+vw8ov5udxy+tB26VBwOD5nx84rAIns7GvIy71+yP0DwTa+XreY7qZUdJyBVjE3atucAXq6AoQCh45gqXVKCqYnUTw3lcSsKAFc3tLMb99YxfbW6GedamrjxhOCHDd2DH5fv33z++oJBJsPGflXqWKIj5+PzXYi1vj5aDSH7kgkyzIVlffQ1PRC3zaNJpkxY24nwXbyQecsohiktfUNdtc+xepOO2u9KhyRfpuV4s6jqH0O6a5CrJFYktQKUmLVZB+XSuysVFSW4e2PKIl83fo1b1W+xecNn/cFm7SCzOz4JGZbs0kRK5FCzQAoFBqSk5eSlflzDIacoYY+NuDrgsaN0NBr45q3wsHK2NVGMKf12biAKol2ZywNjToamg30iDYictTHiE819hEktgzTiOeb0cyOnqh9C9oJhR2EgnaCIQed7lbaux04vS6CIQ8aRQCz4MMsejGLfvRhEU0oauO0QQmTN4IhMJjkDWu1+KyJBBIzCSUXICWNRa1LQKdLQ6/LQKtNRnGU56ajpAj4/X5SU1P54IMPmD17NgAej4esrCwWLVrETTfdRCQS4fe//z2rV6+mqakJtXpkz8b169czb9487r77bpYsWcI777zD7bffzpo1a5g5cyYQLb9PTU3lhRde4LTTTjtq1zVKiowAgZ4w7177Ag5ttMOMPkZN1nEO3t/1FSvTV2IOaPnhVylIEZnp1kbUC3/K7KXL+o6XZZF1608iEGikbfNPCDl+wDk3TSMmvv+GB0N+tr36S2bVvgPAxqwzmXD+0+h1RjqbGnnnT3fg6mhHZzSx5KY7SC0ce1jX7Qv7OO+9c6nz1DO5SuKmj0J03Cgh2iCu1MTka7ch7M+2OevgzcugeXP076kXwyl/oCHg4JKPL6HD10Gs2sxcy3wmiXOwdWbjbPbR1eodoNmxP3RBB7H+JgzdLZh6mklKcJJ/08Woqt+Bio/69rMnjuFPaj+fqGWUSjVXlFzBZRMuQ30069CPAUiSTM02O9s+qe8rCxAUAvlTE5lySia29MHR1paeFp4pfYZ3qt4hIkXJkSmJU7hi4hXMTjk6dc8HQ0SK8ODmB3lp70sA6FV6Lhl3CT8b97NBqa3fZ/i9QVZ+uYGyDa3oO6wIveK+U66xMHv8oUtD9sexSIrsj68q7FzywiZESeY3p47hqhMOXaIH8EV5B5c8vwmNUsHKG44n03p43we7fSU7S68AoLj4QVKSFw+5f7drC1u3no8sixQV/YnUlHMGvC9JMj5XkB5nEE9XlCjxOAO4HX6a9joRI9GJlVKtwFZk4YMeD593ukGAwoQIFxT8jQzTQaJt+0GrSUJvyEKvz8Kgz0Kvz8RsnoxOlzqiaw5UOun6ZxmSN4KgU+Cd8zWNqiei56U0kJ11FRkZl6JUDpzki2GJzpYeqnfUULGpDnu3RLltK3uS1+LWOfr2U0hK0lVZTEybwKS0EsZZx1EQV3DI1t+iFGFt02e8VfE2X7VsINLrKGgEmSkGkfkWE2MtWbjd29kX+Y2NnUx21i+w2RYOqXFwzMPV1EuQ9GaSOCoH1uwfAhJK/LKFoKgnLOuIyFoisg6VKQa91YIpyYrGFAMaY7SFsMYACCBFQBKjjooUATHSuy3c/54Yjmql9LQhe1qRXK0oA8NnlURUBoLJU9HmHocqe2Bp0HeJY40UORDBiMiFf9vA5nonmfEG3rlqDlbTwR3qL8o6uOSFTagUAh9dN4/8xMPLgnK5d7B164VIkp+UlHMoGvvHIZ/TsiyyddtP6e7eQIxpHNOmvTGIbAz6I/R0BfptXC8h3Fbj6gu0AMSnGemwqXmmoR2PLKFVCZxTtJ35SS+gUhyaWFEodFG7ZsjCoM9Gr8/CaMwnNnbiiPSAIhEPe/b+Brs9qodnNk/F728kFIp2a4mLm0NhwW2YTAN10mRZRnSF8NZ3UbrlCypr/FSEQ+xOWkNd/K5oO9Ve2OQ4ii1FjM+ayLiE8RRbi7HpbYc8pxZ3HW9Vvs6Kmg9p8/XbyiyNyGyTzPzEQuRQO+FwVPhepYohLe0nZKT/DK02YdhrPmYR9u+XLfc1tGwF39AlffsQEmLwh42EZV3vogW1AV2cGWNCPAZbHILGGLVtaiOotAexb+GBf++zeWIIfA7wtCG5W8HTiuIQGoT7ICPgt+SjyJqNLmcOZM6EuJyDtmP/NvFtkiKyLOMPH53uPIcLvVo5Yh/i7bff5oorrsBu728UsXnzZqZPn05DQwMZGRkAlJaWUlJSQlVVFXl5eSMa+7zzzsPtdvPhhx/2bTv11FOJi4vj1Vdf7dt2ySWXIIoiL7744ojGHQlGSZFhIIkSLy9fxw7/ZrK7ihAENTPOyqGs7n2q7Z18mf4ZnepurmksoqfUB8gsyiqjY95FqOOy0cUmEWNJxedfR0vTfYj+NKre/z3W9FiWLpuCRqfC3tmI46XzKXKWIqJgw4zfMvvU3yAoFDTu3sm7Dy4n6PViTkpm6U13EJ96+LWtv1vzO1ZUryBRn8jLCZfSuOpO3PNFFE5IvEtN8pK5WO84oOWeGIYvliOveQQBGa8xm6vidGxV+4gPpHBW6dXoI4MnCGqVTKzcgaGzCn1HIyZvMzZtHWJnBFlUoFBLpF80EUNcF0LTpt6jBCg6C+b+CtKnYffZuevru/iy8UsgmiJ+99y7GRN/6BT8/1bIskxzuZOtnzTQuKd/4ptZHM/kU7JIK7QMMlRt3jaeLX2Wtyrf6hOzLUko4cqSKzku7bijSo64gi5uXHUj61vXA3BO4TlcPenqIScg/wuob23m35+uprspwM03/2zE9/xYJkUq2z0sfWIdnmCEH05J54EflQx7XbIs89NnN7KmysGZJSk8dsHIyCGIigJu3LQYUewhPf1njCm8fcj9w2EXGzeeSSDYQnLSIoqLHzys73rAG6ZiYxu7VrfgbOnXDOlWythK4jn/3CL0Jj81tX+hq2t1H/kRJT6ye19nHnENuSzLeL5oxP1pfbREK9WI9cIiVFY9bvdOyivuwu3eBoBel0lm2o101UzA3uCho8GDs8U7SB8EQBZCtKeuZ2/S1zRq2/ExeFKlBNK0SjK1KrJ0GrL1GoxKgXXObta5Q3SJ/cRGpkZktjHCZIOI7gC+w2pdQFbWFVjM047prLwjhiyD1wHuJnA1g7s5Spy4m/v/drfAMHX03woUaiRTMi6VjaZILHt6jNQFY2mXLeyRs6mQ05FQoFQIZMUbyEs0kZdgIi/BSH6iibxEE7HfoARkpDiWSBFZlnE4VtLY9CITS/6GQqHlhtd38M62ZmJ0Kt65as6wRMdlL2zis7IO5hXYePHSGSP+3vt8dWze8iPC4S6s8fMpKXl6WFKhpvZRamsfQak0MmP6u4eVnSDLMi0V3exZ20Lllg7k3syhMDIuq5qzlxQycUoinZ0rqat7ElkWDyB3szAYstBoEo/4t93TU8HO0ivx++sRBA2FBbeSlnYBouijvv4pGhqfQZJ6dZxSLyRNvphIrUS4pYfOejd1rjANIYlwn52TiU2oRC78N6XGSrb7lbRHFAftS2JRCmTqVGTp1GTpNGTqtNR4Pax2ednjjzrVAHpBZpoxwmxjhFTNwJG02mQyMi4hLfXHR7U98DGFkC9qw4aycQe2Pf+OIOvjCeoTaZfjqPKb2NtjpE2Oo1FOZJuUj5toKU28UdNv1xKiti0/wUSaRT+kntjRwLdJivhCEYpv//honephYc9dp/QJ6Q+H6667jvLy8gHEhcfjITc3l6uvvppbbrkFURS5+eabWblyJdu3bx+2K+Q+ZGZmcv3113P99f0ZdQ8//DCPPPII9fX92atPPvkk9913H7W1tSO8wuExSoqMAGe/dAYtAQcXb7oHQVBywR0z+fszD9AdkXFntvOpcg1jnUp+8FUJHnUXRlWQi3K2YlANFGsKCmq6NGacyjicWPHrrOhT08mvfJukoB2XykTdGU8xcfJZAOxe9Rmf/PVRJDFCamERi268FUPs4ae6vlf9HresuQWFoODZk59ljNHIpk2LkBFJfkVCsUYHCpmUS3+A6VeP0NXixdHYg73Rg6PRg7Z9LScYH8SkcBEQBB4zZSLX3YkxYsacaCA+SUOsay+6qnWo9u5A3dWFgIygltBZwogBJSGPKtoFZ0qY+Mk6BE9v6Y1SC5MugDnXgnUgiyjLMh/UfsAfNv4BV9CFSlBxecnlXD7hctTK71fWyD7YGzxs+6Seqi0dfc5PYlYMU07NIndiwqA62XZvOy/sfoE3Kt4g2BvdHGcdx9KCpcxOnU1GTMY3Op9aVy3Xfn4t9e569Co99x53LwuzFn6jMf/XcayRIrIs02H/kJ5QDBe/Eqaxy8+M7Hj+8fMZaFVDi/ntw+4WF2c+ugZZhneumsPkzLhhj4lEvGze8kO83krM5mlMmfzSkA6DLMuU7roau/1j9PosZkxfcUST1pV72vn9u7sROwOUhFSMj6hQ9gYgFQqB7Ik2io9LJaMo/qhOrqSQiPPNCvw7o1FK4/RkLGfnIaj7WQdZlmhre5eK8j8SkaL7ddfMoXPPmYR9NthPRz/WqiNnko2iOSkYrSGaW16kqelFwmE3TlGgMaSILmEFTSEFXmnoa4k6ChKzjCHSNDJKpZE4y2wMxmzU6ng06jhizZMxGQuO2j35r4UkQk87eNqiGR1hH4S8+DqddNZ10N3kIOB0oRYCqIUgKiGAQR/GaNZijDeiMeoQFCpQqEGhBIUKlOroWqGMblfrICYlqgcQkxx9bYgfEBWVZZndLW7WVDmoaPdQ3dFDtd07oC3mgUiM0TImOYbJGRYmZ8UxOcOCxXDwDKIjxbFEiohikPVfn0Qw2Epu7g28V30yD31agVIh8PdLZnBcwfDkfp3Dy8kPf0VIlHjqJ1M5dfzwrTtDoU42b/kRfn89MTHjmDL51WFbTzudG9m67UJAGlHW3MFg9wRZ/u89fLS1haKwkikRNfHh/u+MJclA0dwUxs5KwRB7dD93u+Mzdu++HlH0otOmMmHC48TGlgzYx+9voKJsOQ5ntDuO4I9D3P4z7G1jcIb7nSaDVknBGAtFc1KxjLHg9K6hru5xXO5tBCVoDiv6bFxTSEF7ROgjPQ6FPK3EbGOEEn0EjULAaByDxTwVjcaKWhOHTpuK1TofheLo3pf/SgTcUXIk4OqzcRGfB2eDne4GO+62ToSwH1WvjdOqAphiBQwWI4Y4AwqV+hD2bb/FaOu3bTHJYEqKZpvsB6c3xFeVdnY0uqiy91Dd0UNz92Ax1X3QqhTkJZgoSTczOdPClMw48hJMR/VZPkqKwOLFi7FarQP0RAB2797NokWL+oiKwsJCPv74YzIzM0d8HhqNhhdeeIELLrigb9srr7zCJZdcQjDYn8W5YsUKlixZQjgcPmq6IqOkyAhw/9/PZ2O7iRNqzseabuLHt87gnttuJaJUMWfuRH7Teifi0SA+AAAgAElEQVSiLHLba9k0WSzIohODUaAgw0+esYP4UCfmyKFFAQFqTTmozn+VjLQiZFlm/ZuvsP7NaJpQ4ex5nHbV9ag0h2+oa121nPf+efgjfq6adBVXlvyCzVt+hNu9g4SEU8kom0TFs/+mTTWB7rgCvIZkZGHgj8Kt7WT12Ie42V3DPH+0RaovZiqBcDbBbVsJNHiibX4FGQQZbWwEhVYg2K0AWQAB9NYQtpIwCnpbrOrMMP3nMPPKaO32EHD4HSz/ejkrG6IP0cK4Qu6eezfF1iPTL/hvgMvuZ/vKBvaua0Xs7YBgyzAx8+xcssZbB0VxHH4HL+x6gdfKXyMg9rexTTelMyt1FrNTZjMzZeaI23gCrGtex7JVy/CEPaQYU/jLiX9hbPzhlW2NYjCONVKkufmflO79PQ9vvYHyrnQy4w386+q5xBsPz94se2MHb25pYnp2HK9fMXQplyzL7Nr9f3R0fIBGk8iM6e+i1Q5tB5qaXqa84nYEQc20qW8QGzvhsM6v1eXnjhW7+Xh3OwBpFj13Lx7HcdlWqjZ3sGdtC+21/dExo0VLar6ZpBwzSTmx2DJMqNQjI4kORMQVpPPFPYSbe0AhYFmUh2nmQJ2WoD9C+ddt7PqqCWeHE4O1GjEYQ9DVT2xqDH5ypymYfNJU4pMG3y9RDBAK2ZFlEVmWkBFBlpCkCK3edsq6qynvrqHMWUt5dx3usJdJtiJOTZtKmvdDxGAjIJCZeRl5uTcc+xohxzC8riC1OxzUbrfTVO4c0ArZnKiPtl2dknhYNfojgSzLtLuDVNt7qOroGbBudx+8LCjXZmRSrwMxOdPCmKQYVCPQnzkUjiVSBKCtbQW791zP5o5ZPLk9OtG+d8kELpg58on6Ax+X89gXVaTH6Vl5w/GD9Ef2hyj62brtQtzuHeh06Uyb+uawJRjhsJMNG88kGGwjJXkpxcX3j/jcIFo2+M9Njfzxw724AxEEAS6alcUNJxcSaAuwZ00zFZs7iPR2t1EoBFLyo7YtMTuWpGzzQTuOjASyLFPf8DTV1fcDMhbLTCaMf2yA5ogsy4Tq3PR83Yprp50GVSNNyk7cjjzkSK/zIUgk5nkYPz+bwqkTB2kgybJMKNSBKAYAqdfORW2dN+Kl0llLWXc1Zc4ayrvraOhpw6yJ4YzsBUzXdkN3NKptNBYwrvghYmK+v3PIbxuiKNFa2U3NNjs1Oxx4u/tti0qtIGu8lbwpiWRNsA7osHg04AtFqLF7qe4lSartXqo6eqh1eAmJg3VHYrQqJmVajhoRPFo+A6eccgr5+fk8/vjjfdv8fj8nnHACY8eO5ZprrkEURR544AHKysrYtGkTev1gvcSDQaPR8Pe//53zzz+/b9vLL7/MZZddRiDQ7998+umnnHzyyfh8vhGPPRxGSZERYN0tZ7FCPI0M11imnJXOhHlJPPDgQyAIXHPlFdy68nLWivUs2SSQGPodQffrIEcNRFxKGjMWnUPOjJnYO3exbeuNyGENBul4XHUOjEI32oREZp97OyajhUg4zKd//Qt7Vn8BwIxF53Dcjy8aqPcxQgTFIBf8+wIqnBXMSJ7B0z94muaml6isugtkIz27H6KlXDlgsgagDvcQ62/AHGogJFfz8AlVdMZKpDoknvraTfZYN0PoBw6N2DSYfTVMuQi0I6/N3dfx5N6v78UZdKIUlFw24TKuKLnikHXy3wf43CFKv2xix+eNhHvF1VLyzMxanEtqweBofKe/k7cq32Jt81p22nf2ibICCAiMs47rI0kmJU466L2TZZmX977M/ZvvR5IlJidO5uETHsaqH1kP91EMjWONFAmHe7jkr4+xpmkCRo3Iu9csOOy6eYiSDgse+JJAePhoan3DM1RV/QFBUDNlystYzFOHHNvTU8bmzUuQpBAF+b8jM/PSEZ9XuzvAX1fV8MrGegJhCZVC4Ofzcvm/k/IHRUUcTT3sXdtC+YY2gr6B0XaFUsCWbiIpO5aknFiScsyYE/XDTiKCDW46/7EHyRNGYVRhvbAYbW4/OWlv8FD6ZSMVG9sHdFTogyATk1pGbPZnmFJKERQSgqDCYplOgm0hNttC9PrDL6mUZRlvyENH8/PU1T+OLItotSkUF99PfNzswx5vFIdG0BemrrSTmm126nd39hHdALE2HXmTE8mbmtgnjPltwRMIU233sqvZxbaGbrY1OKk5SOtpg0bZG2mNOhBTsuKwHUJz42A41kgRWZZ5+ZOruGPVKUQkNT8/Lodbzzw8h9gXirDwwVW0uAJct7CA6xYWHnQ/SYpQuusqHI7PUKksTJv6BkZj7rDnt7P0ShyOlRgMOUyf9u6wWSX7IEoyH5S28vgXVZS1RbXJxqfFcu+SCZSkWwbsGwpEqNrcwe41LXTUDS6PMFq0UdvWa+MSs2KHbf0rikHKym6hrf1fAKSlXUBhwe19WX9SIIJvWwcdq5tpavXSFpZxROQB5S8ak4fY7M8wZ69FbYgKWet0adhsJ5FgW4jFMmNEWiYHIhAJ4PeWUbZ3GT5fNHKdkXEJebk3DtJrGsWRQ5ZkOuo91GzvoGpLB25Hv+OqVCnIHBdP3pREsktsaPXfniC/KMk0dvkob/ewvTFq33Y0ug5KMuTajFH7lmlhcqaFscmxKEeYTTIqtAoXXnghsizzyiuv9G179tlnueWWW2htbe3L3AiFQsTFxfHss8/y4x//eERjj7R85rXXXuPSSy/F6x38DDtSjJIiI0DFmfP5OP02FChJvdxPdtDMu5+sRCFGuP3ue3jtt/O5p9hJQkDBL7v/Rnu1nYyxTTTt+oKAN5ohEmNLYPpZSyHhfbpcK0lLPR931WVsej9qqONTjaTma6nf/hL2+jIEhYKFP7+KkpNOPeJrvefre3it/DXiNHH8Ie0JvDUOhNSrUagCtG25kO7qE6LnZtWRnioRs+Ef6Cp3onR2IwD2WLjjQiV2i0Bqt8R9X4SJDygQhDC2MS7URhFBISCLMpIIyCDLAsig0KpQxMYhmCzRDgx6S5QIGf/DaBrdEaLT38m9G+7lk/qogFe+JZ975t7DONu4Ix7zvwGBnjBbP65n55dNfRPqzOJ4Zi7KJTHr4N9jb9jL5rbNfN36Netb1lPtqh7wvl6lZ0rSFOamzuXEzBNJM6URFsPcs+Ee3q58G4DF+Yu5bdZt32vi6bvGsUaKvLqxgZvfLkUhiFw35Vl+fsYjR6yy/+An5Tz6eRXZVgOfXH88GtVgMrerax3btv8MkCgsvIOM9J8OOaYo+ti4aQk+XxVW6wImlvxtRI5jk9PHU6uqeX1TU1/0aHp2HHcvHs/Y5KHvSyQk0lrlor3ORXutm/Y694BW2vugNahIyo4lMScWs02PzqRGZ1KjN6nRmTSE93bS/XYlRGRUSQZsPxuHKl5HJCRS9nUb21c24OoYnAqsVCvILI4nd1ICWROs6Iwq3O6dOBwrsTtW4vVWDtjfZBqLzbaQBNtCTKaxiKIfUfQiir791j4i+70WI14cnZ/jdkfbxyclnc2YwjtRq4/+d3IU/QgFItTv6qR6awf1pZ1E9iNITPHavgySpOzYEbUV/aZwekNsb+pmW72TbY3dbG/oxnNA+c3SKWk8dO7IWyoea6RIY5ePsx9bhdMnMSmhlOcvO504S8nwBx6A93e2cM0r29CqoqLSGfEDtYVkWaa8/DaaW15FodAyefI/hiV8ARob/05F5V0Igobp094kJmb4+UxElFixo4XHv6ii2h51CmK0Kq7/QSEXzc4aNtPH2ealtbrXvtW66WrpGaRXJAgQn2qKZsqlm9DHaHptW3RRqLvZtecq3O7tCIKSwoLb+1oNB5s9tHzWSO0OO60Bie4Dgm/xqUZyJtrInZRAQmYM4XAnDscX2B0r6epagyT1O9YqVSxW6wkk2E7Caj0eQVD12bVIxDvAxomil0jv62CgleaWV5HlCFptMsVF9xEfP3fYezuKI4csyzgae6je2kHV1o4BzzeFSiCzqJ8gOZxOXUeKiChR3u5hW0M3WxucbG/oPigRvOXWhYcUWz4Qo6QIPPDAA7z00kts3769b9ujjz7KvffeS0tLS98cLRKJYLFYePrppweUwwyF8847D4/HwwcffNC37bTTTsNisQwQWr3tttv48ssvWb169VG6qlFSZETHbP7Ts2yozaHD2EDXGVtY2DKNbVW1mASZX9/2e/bMGsellynx6QR+ZbiD4GdxxE1QcM6lM9jx6Ydsfv8dfK5e9jvGSFxRLYnjfcxf8BXr37Kz+6tmxEg34Z53kCUnCBrSx19I0dyZZI6Lx5I4MlE/SZRwdwbobvfxad2n/KXrXgBO33slmd1jSZv7ODFpO/B35iPY/0RmsY2M4njMCQOjnaE9G6j99B9co1lNm0EiuUvmjpdF4nsrgASFjD5NT9DuRwz0H2fI0GE5+1RiLlqGwvztZhV8UvcJyzcspyvQhVJQcnnJ5fyi5Bffuw41B8LbHWTzB3XsWdOC1Nt2NG9yAjPOziU+ZejIUru3na9bv+4jSToDAxXI8y35eMNeWr2tKAQFN0y9gYuKL/p+iin+B3GskSI9wQi/+uc28o0fMyP+eeLj5zFp4vNH9Ln3BCOccP8XOHpC3HFWMRfPHUiuBAItbNy0iHC4i+TkJRQX3T/s/9m792ZaWl9Hq0lixoz30GiGti31nV6e+KKat7Y2Een9jUzPjuPaEwuYV2A7ouuSZRlPZ6DPgWivc2Fv6OnrZHMoCIBGAI1WiTJWAwoBKSLT4wwMztDTKfvaHmYUx6PWHDpC6/PV9xEk3d2bgaHPYyioVDGMKbyL5OSzj3iMURwZwkExSpBs66CutLOvtAHAYNaQVhhHaoGFtEILliTDd2KLJUmmyt7DtgYnW+u72dbo5OI5OYdVanIskSK+UITFj6+lor2H3DgPv558J8nWiUyZ8uph309ZlrngbxtYX9PJqeOSeeqnAwmP2rrHqal5CBCYMOFxEhNOGXZMj2c3mzafgyyHKCy4nYyMnw25fygi8c62Jp74spr6Th8AZr2aS+fmcPGcbMyGI5sDhQIR7A2ePhK4vdY9oCTiUFCofai0PoyGeAyqGDTICP4I7a4Q3gPMUnJOLLlTEsmZaBtyXiuKfrq61mJ3rMTh+IxwePjOS0MhMfF0xo65G7XaMvzOozhqkGWZrhYvVVs6qN7agbPN1/eeQimQlBPbZ+OSc83DZiUdLTi9ob5Mkm2N3Th9Id6/dt6Ijx8lRaJdZaZMmUJHRwdxcdGs9bKyMiZNmsSll17KtddeiyRJ/PGPf+S9995j7969pKSkDDNqFOvWrWP+/PksX76cRYsW8e6773LrrbcOaMkLcMIJJ3DSSSdx2223HbXrGiVFRoB/PbSV5opu1me+y56M1VzcsYQuj0hmXCznT8yh7spbePo0gZWTlORpxvCDVVcRVPpZ+LssSlLHEwmF2PXlSjateAu3PVrPrtCIFB43hgXn30lHbQPvPbyckL8HhTIWlXERCmV//Wlsgp6s4ngyx1lJLbQQCUl0t/vo7vDR3da7bvfhsvuRRBmPpos3Jt5HSOVnYvOJzG5cRNqkvcQUPASomD5tBbGxh+7i0uZt45KPLqGpp4mMmAz+mnElpi8/x7dpC95KO6K/fyKh1MtY5hZhvvQ6tFOOP7IP5QjhDDi5d8O9fFQXbedbbC3mD8f9gVzL0Kmq3we47H42vV9L+cY2kKMRnTEzk5l+Zg6xtuFr62RZprK7kvUt61nVtIrNbZvZP6HVprdxZu6ZnJR5EiUJJSj+m1tuHmM41kgRWZZZ82YlWSUy1a2LkaQQ48c/RlLi4N7vsiwT2NNJ2O4nZm4qwkHq6l/eUM/v3tlFnEHNlzcuwKyPTtJFMcjWrT/G7dmJyVTMtKlvoFQOPRFoa3+P3buvAwQmT/7HkGUdVR09PPFFFe/uaEHsJUPm5lu59sQCZuUefZJWjEh0NvfQXuumtcaFq8OP3xMi6A0TCYpII3hyavQq8qcmUjg9iZR8M4oj0HEIh537RVhXI4rRiacgqFAqjSiVBpRKIyqlIfpatW+bAY3aSlra+SNuJTyKbw+RkEjDni6qt3ZQu9PRVy65D/pYDan5UYIktcBCfIrxO8kkgejv/nAIhGOJFJFlmQf/uZPXy9t57Rf51FWchSQFDmnjAoFWWlpex2ZbMEgkFKC8zcPpf1mNKMn847IZzCuIztVaW99iz97fAFBY+Hsy0i8a9twiES8bN52N31+HzbaQkglPHfI+B8Iib2xu5KlVNX1Ck/FGDT+fl8NPZ2UR8y10FepxBqPZcjVuuho9+N0hAj1h/H4/4bAADG2vFAKk5cSSNzuFnIkJRyTsKssiLte2XoJkZV8ZDNBn2/ZfqwZsMxAXN5uEhJNHgzvHALpavFRtjRIkXS0DszUUCoHE7BhSC+JILbSQkmc+6lokh8J/yr79N5MiALNnz+biiy/miiuu6Nv26aefcuedd7Jr1y4UCgWTJ09m+fLlzJo1q28fQRB4/vnnufjiiw859ptvvsmtt95KTU0NeXl5LF++nKVLl/a939zcTE5ODjU1NaSnH3758KEwSoqMADXb7VRuauc54x/ZE97BnI4ppHhzmDluLNPWv4Pjg500zDGx7PgAyPCjnb/B6ktj59hPuO+XN/eJW4qRCOXrvmLtm8/hbo9mjqg0mmhv9nCYxJw8Ft94G0G/jobdnTTs6aS1yjUoojgUBLXMe+Mfo0lXRbaygD8V/oXMQgPbd51JMNROdtZV5OX9+pDHt3vbueTjS2j0NJJuSuf5U58n2divDSBLEqGtX+Jf9W+UiSmYfnQVgu7I2lMeLXxU+xF3f3037pAbrVLLdVOu44KiC/4nHPnOlh42rqilZnu0V7hCKTDuuFQmn5JFTPzIjOznDZ9z0+qb8Ef86FV6ImKEsNxfKmDT21iQsYCTMk9iRvKM723nn+8KxxopUr+rk/cfi5ZQWLM8GLKfJi6jm9mzPh7Q3SXc4aN7RTXBqqjt0uZbsF5UjOKAjIaIKHHqn1dT1dHDFcfncvNpRQDsLbuFlpbXUKkszJj+L/T6oTsj+f0NbNh4FqLYQ3b2NeTlXn/Q/cra3Dz6eRUflLb2pX+fMCaBa08sYGrW8F1wjgThkEhrVTdNZU6aypzYGz0gg0EBM40qYpUCIUliq0+kPUK0pCZGg1avRKVVYrLomHBCGgmZR1dDQpJCiKIXpdI42kHhvxiRsEhbjZuWCictld201bgHZSXpjGpSC6IESWqhBWva0e2w8E1wTJEikkz7n7fS3e4l1qTBNecTWvg7Ol06s2Z+0qctIUkhGhufp7buMUTRh0KhY2LJ0wctt7hjxW5eWFdHXoKRD381H49rLTt2/hxZjpCV+Qvy8387omvZs+dGWtveRqtNZuaM91GrB9srf0jklY0NPP1VdZ9QbkKMlivm53LBzMwRd4s4HMiyTMTuJ1jdTaCqm2C1CzkQQUaiM+9fdOatQJYEdK3Tidt9MSJGIjFqIjoVYY0SUaUgucRG9tTEo+7YhsPdCIIapVKP8D8wx/u+orvDR0tFN82VTloquulxDsxKEhQCCRkmUnszSVLzzWiPMAvqaGOUFInigw8+YNmyZX0EyEhQV1dHQUEBe/bsoaDgyDvZ3XjjjbhcLp5++ukjHuNgGCVFDgNPbH+CJ3c8SbI3ibkdx/HjxYvQXPNTgg6R2F+exhlxnyPKIjMiJzJl0yK69G20nbGWR096dICDLkb8vP/SyTRv0uB3RKP6uVNncOb//Qb1AR9CKBChudxJw+4u6nd34ukMgAAx8TosSYbokmggLsmAOUnPi/XP8tfSv2JUG3njrDfIiMmgrPz3NDe/hF6fzcwZHxxSYKrd285ln1xGvbueNFMaz5/yPCmmkaU7/afR4evg9rW3s7ZlLQAzk2dy99y7/2vO/5uivc7NhneradzrBKKZI5njrYybl0bWuPiDRqAlWeKZ0md4dNujAMxMmcmDxz+IWqFmdfNqPmv4jNVNq+kJ93dOilHHMDdtLvPT53Nc2nHE6b4dp/P7jGONFHG2edn8YR2VmzqQe9MbdHF1jJkXYs6pV0BYxP1ZIz1rmkGSQSUgCAJyWEKTY8Z28TgUB6S9fl7WzqUvbEajUvDZDcej8K+grPx3gMCkic9jtQ6dqipJIbZsOQ+3Z2dvu96XUSgGTq73trp5+NMKPtnT3rft5OIkrjkxf5DA4DeFJEp01HtoKuuiqcxJa40L6QBR1HSzmhIFqGUQNUqk+enEFkXLE1VDlMKMYhTDIRIW6ajz0FLppLmim7YaF5HQQJJEo1OSlGsmOddMSm60q4jmWxQ1HArHFCkiSng3tOH5qgmxO4ikDFJ73E1EtE5y0q4nd8w1dHatoaLiTny+GgDU6jjCYScKhZaSCU9itQ7MgnX5w5z4wJd0ekMsOymO8ZorEUUvSUlnM674wRE5662t77Bn7zJAwZQprxBnmT7gfX9I5MX1dfxtdQ2OnhAAqWYdV56Qx7nTMobsfnMkEN3BKAHSu4ju0ID3ZV2ItonP4DZvBCBFfT65aTegTjChMKlHMzFGccTYV57aXNFNS2WUCN5frBUAAeJTjCTnRe1bcu7IhM6/DYySIv3485//zNKlS8nIGDrItQ9PPfUUpaWlA7rWHAnuv/9+LrroIpKSkr7ROAdilBQ5DFR3V7P43cUIssCZ9adzy+IzaTzvchBkXv3L6bzT8ikAUxOmMeujixBDMu8VPc4PF5zK5SWXDxirpvZRamoeQXKOJ9V6DcXHn4hCMfRDTpZlfO4QWr3qoJPsTW2buOzjy5CRuW/+fZyWcxou11Y2bzkXkJk86R/Ex8856Nh2n51LP76UOncdaaY0njvlOVJN/10p1bIs83r56zy45UH8ET8mtYmbZ97MWbln/c88sJvKnWz+oJbm8u6+bUaLlqK5KRTPTe3LHnEFXfxuze9Y1bQKgPPHns+N028cpMkSFsNsaNvAZw2f8UXDFwN0SBSCghJbCcdnHM+8tHkUxhX+z9znb4JjjRTpO87hZ/vKRvasbULsTRTKj1dSpFaj6NU60BXFYzkzF7EnjOO5XchBEU1WLLZLxqHYLyK4f+396eP0nJN+NbIcIi/312RnXzXsuVRW/YGGhmdQqczMnPH+gPKOhk4fD31azrs7WpB7S8dOn5DCNQvyKUo5OvdTEiWc7b6+TJCWCiehA8oZTHFa0sfGkT42ngRfGN+n9SDJqNNN2H5ajNI82t1gFN8OxIiEvcFDc28mSWuVi3DwgA4LAlhTTb1ORCzJeRZibbrvxEYfS6TIPsiihG+nA8+XjXQqVtI24WmEiJYYeSJuddTRV6utFOT/lsTEM9m1+/9wOFYiCBomTHiMBNtJA8Z7dUMVN79Tjk4ZYPlx95CTVMykSc+NqI21z1fLxk1nI4o+cnKuIzfn2r73wqLEG5ub+PNnFX2ZIRnxeq46IZ8fTkk/qHj14UKWZSRfhFCdq48IidgPEHxWCmizY9HmW5AzfZQ5ltHj3YsgaCgaew8pKT/8xucxilEcCp6uAC2V3bRUOGmu7D6oILnOpI6SwHlRkiQxK+Y7CUCMkiLfX4ySIoeJk19aSKvYzsyOSdwXMNL+8ip2z9Jw54L+qI2AwN2av9K0yk9tXCmfFj3HX3/wV2al9NdUhUIO1q6bhySFmDb1DczmKd/oupwBJ+esOIcOfwdL8pdw19y7kKQQGzctwuutICX5hxQX33fQYyVZ4vJPLmdj20ZSjak8d+pzpJnSvtH5/CdR767nljW3sNO+E4CFmQu5bfZtxOvi/8Nn9t2hu93H7jUtlK1vJdAT9XAFAbLGW9FM7eGBprto8bagUWj43azfsbRg6TAjgiiJlDpK+arpK75q+opyZ/mA95ONycxPm8/xGcczI3kGOtWokT8YjlVSZB/8nhCrX/w7iXV52HpLpXwyhCcmULA0vy8dOtTowf5sKXJARJMRg+3S8Sj2i0zvanZx5qNrALhx2qPMK8xmwoQnDhlFlWWZSEiivf0rdpf+GllWMKbwD8SZ5yJJMnZPkGc21vP2ntY+zZATc6xcPi2LgiQTKrUSpVqBSq2IrjXKg5YTREIiPd1BvM5gdN0d7P/bGcDbHcTnDg3qxKA1qEgbE0dGLxFiToxm+bk/rsfzZSMA+okJxJ9TcFCtlVGM4tuCJMl0tfTQWuWirSa6DIq0EtUlSck1k5AZQ6xNR6xNT4xVhyFWc1TJkmORFNkHWZLx7m1hS9NiIupeAU9Jgc1/JgUlyzBkRec+khRi1+7rsds/QhBUjB/3FxITT0GWRVpb36Ky+mHuWP0Tat3ZzM2o4+nLfoJRZx7iP0eJmYjPz9bd59Hj24vZNJ2Juc+ArEASJT4s6+CR9XXUuaIOYFqMlmumZnJ2URIanQpBrURQKRDU0QWlMOhzkyUZyRtGdAURXSFEd+/aFex/7Q4iH5BphADqNBO6PAvafAva7FgEtZKennK2bf8ZoZAdtdpKScmTI+qoM4pRHE343KGobauO2reOes+gkkKFUiAhM4bkHDOWZAMxVh2xVh0xVh2qo/hMHiVFvr8YJUUOE1f97VJWazaREUjmybc7ae/wc+M1erpUYX5a/FN2O3aztWMrVxRchfDiGGRkXpl8N2qLzOtnvk6SsT/VZ8/em2htfYPExNOZMP7RI74mWZa59vNrWdW0ihxzDv88458Y1Abq6p6guuZB1Op4Zs/65KD1qgCvlb3GPRvuQafU8cZZb5Btzj7iczlWEJEiPLfrOZ7c/iQROYJVZ+XOOXdyfMZ3Kwb7n4YYlqjZbmf36maaKpzsTVzHmpy3kBQiCYpk7j/uAabmTDyisdu8bX0EyYbWDQTE/km4VqllZspM5qXNY27aXDJiDp5aFwpE6Ol1Rv2eMPtC/4IACFGCkd45377Jn6CIbjdatMSlGL4zMTsbXk0AACAASURBVK6jhWOZFJECEdwrG+hZ2wwySEKEahHK3DISUWJg/PFpFM9NRan6f/bOOz6KMv/j79m+m2Q3m+ymd0JCAoTeREBEiIrlOHs5sYL97J7e2X+eDU89zzs9Rc/G2RsWQBEOQUoooSWhJiQk2SSbsrvJ9p35/bEhGAkQIEDAeb/Y12xmnnnmmd3l2Z3PfL+frwJ/tYu2j7eCN4Rg1SOcmYmkUuD11WB3vcaLq80srx0JQHqEmtFmE0MNBkxBAb8ngM8dxOcJ4nMH8buDHRWVfokPiVW6IGu0QQLtn4WMgILxXjXxoYMY/SmFsEiiUaJSK/B7g/jaggfcZw9KtYKkbBMp/WJI6WfGkhrVSWSRRImWL7bTtsoGgHFyOlGnp8rRUjK9gjaHD9tOB7U7whcSDZWu/fqTKdWK9osHfXhp0WGM1YeFk1g92gjVCWu0+msaG//Hlq2P4/FUhFdIkLjhJox14aoG2r7RRE1IQR0fgRgMULrzfhoc3wFKUqKn09S2BHdgOwC7ncN5ZEXYUDVSpWCiJYpCcxQjtFqU3hCiN4joCSLtWfpF6nPn0Jy+AKU/kvTlT6DyRVNEiFfxsrW9ilQ0Alej5TzUaDjA6y7QWSRBINTqh2760KkserTZ0eiyo9FmmVD8yrOhxbGG9euvJxh0EhGRw+BBs2VTZpleQSgg0lDl6pjjanc48Pwq5euXGEyajjktKjYsCO+Z8yJjtCgPweRcFkVOXmRR5BB57Jl7+SRhHgpJ4PWX/LwxRcnyfAVZpiw+POdDvtn5DY8uf5TUqFRm7H6C6hIHlZnFfJvwFoOtg3nzzDc7UhRcrWWsWjUVQVBSMPBVLJbTD+uc3it5j2eKnkGj0DBn6hxyzH2pqPgnO8tfBCTy858nMeF3Xe5b3VrNtC+n4Ql6+NPIP3FF3hWHNYbeSmljKQ/89AA7HDsAuKDvBdwz/B4iNZEH2fPkwh1w8/DiR5lf8x0AGU0Dmbj9cnSigYwCCyOmZmJNizrs/r1BL6tsqzpEktq2WhSikihfDBH+aDIUfcnV9CdRSsPgM+JuCdDa7MPv6d4F6oEwWnTEJEUSmxRBTHIEsUmRRMcbUPZAmPHRoDeKIpIk4S5uwPHtTkRXOLJIynSyM+VxpAgFsYr32LCwgZY69z77GhVwSqQKrULAIYbYkvoFUf2+Q6EM4vJHMnv1jWx2pSL+4qIqISjQL6Ak16/EKHXxPgkiolLBOm2I5So/ewpeJaNksqCnj0qDQhEWz0JBkaBfJBgQCQZC+3h9dIVKoyDSrCMiWktktJYIc/syWkukObw0RGn2W91DCoo0fbgFz0Y7CBA9LZvIkb8N/yKZE5NgIETDLhe1Oxw01bbhavTitHtobfHBQf7L9B+XxGlX9Ov2sXqjKOLx7Gbrtiew238AQKOxotMl43QWYzIMJ7PiUTwb7PtUt5YQqR78Em1x6zvWKQIRxO44j+iq0/lKkngbHw2/eBGNCExAxSTUDEaJql3YcMWvombQPwFILr6TysaBvCp6WSuFvwcNCFyh1XOJwUCkUhm+ISCBFAghBcTwIyge9P1CAEWUBqVRg9Kk7ViqTFoURk3H8tcm2b/E3riYjRtvQRS9mExDGVTwBmr1gSNhZGSOF3t8SWp3OKivcOK0e3A2enE2ejuVOu8KQYDr/jYebTc9mGRR5OTlYO/JiXUL9higbNVi8plwaB3MmRAWRJSCkr+e+ld0Kh1nZZ7FS2tfospVRVNBGZQkklU7lOikLyluKOZvq//G/SPDzuRRkf2wWqfQ0LCA9RtuIC3tBvpk3Y1C0X2H5dLGUv625m8A3D38bvoYk9iw8aaOL/7k5CtJiD+/y30lSeKRZY/gCXoYGjeUy/pddoSvTu8jLzaPD8/9kL+v/TvvlrzLp9s+5afqn3hw1INMSpt08A5OAsod5dy1+C62t2xHKSi5ddBtjPOdTalUS/XWFsrX2ylfb6fPUCsjz80iJjHikI+hU+kYnzKe8SnjaaptZdn3JVSuc4C/84+uJkSaaOm0TqNXEWnWtodw05G2EF5K4X9S+PNK+ypRlHA2evE4/TjtXpx2LxUb7B19KhQC0QkGYpIiiE2KwJIaRXKOGbVWTmv4NQFbG81fbMdf4QTCdw+jz81C0zeS3av+jtu9HXXiO1z+yKOUr7ezdsEu6sqdCAIoVQq8KgVrhCDDlSImtAxqGUVV8H9425IRaq7k+shc/GaBzUEfq1vdbHa5sakkbKogi/VBBsZFUZhrIVv3JsrgtwhqNdWaN/nXkhZs7Xd+suMiubcwlyn58Qe9Yy2KEqF2gSToFzs9V2uVRJq1aPSHdue7U/++EI3vloSr8CgFYi7NxTDQevAdZWSOIyq1ksTsaBKzO5sQh4Iirc3hOXSPUOJs9OJq9OC0e3E7/UREn7j+OKLop2LXa+za9S9E0YcgqEhNmU5m5m0EAk5WrJyMw72a0KRKEqZMwPXTbtyr65ACIkF9C/bsz2mz7hVEkCCu/hIsobMR0hRcohS4WCWwQQzyvcvN900umgIh5hJgLgFidWoK+1oYn2FD5XsjrHNE3cQL1tHMrw+bRGuUCq4ak87NE7OJiThw1ShJkiAk7RVJAiGkYPg5UrsYEqVGOIzy3nuw2b6ipPReJClIbOwEBg74B0rl8a0yKCNzIARBCEd/WPTkjvpFxUxJwtsWaP+d6AnPcb+Y31yNXpRqRbcFEZnfNkc1UqS5uZnbb7+dr776CoDzzjuPl19+mejorisHNDU18cgjj7BgwQKqqqqwWCz87ne/44knnsBk6p6CfSQKn7vVxbPPzaIsegubYzajCEmISoGbBt3EzYP3mgfO3jibF9e+SFpUGpesewBXg5+EM+FRxx8BmDVhFoUZhQCIoo9t259h9+63ATAZhzBgwN+7FaLoDri5+OuL2eXcxcTUiTw54hY2broZj6cChUJDbs5jJCVdvN/9P9ryEU+seAKdUscn531CujH9kF6PE40iWxEPL3uY3a27AZiYOpEHRz3YqeTwycaCigU8/PPDtAXasOgtPDv+WUYk7HW5b6ptY/W3FWxbXQftppU5oxIYMTUTk1Xf7eOEQiLlxXY2Lammektzx3qVRoEhWkPQ4KFJVU9FaBs2oYpWbQttmmZatS3EGs2MTRrLqcmnMjJxJEbNIdz9c/lpqmmjsaaVxpo2mqrbaKpp3ccUE8IX8Mm5ZjIGxpI+MBZjbPfPryfpbZEi3q3N2N/chKBWEHV6GlHjkhHao2yam1ewdt0VgMCI4Z9jNA4EwsKDQiEgikFsts/ZWf4iYhOkrr4ftc+MECMRP3MkKtO+SnuDy8e8TbXM3VBLUUVThwgmIJIbU46XvlQ0hW/XJpl03Dk5h98PTUHZC8qNhtoC2P+zmUCVC0GjIPYP+ej6yhWYZE5egv4QoigdUppib4oUkaQQq4p+R2trCebo0eTkPkpkxN5SkDt2/o2KilfQ69IYPXoeCoWWYKCNyqo32FX5OqIY9vewWs9CIaioq58LQL/c/yM5ed8bSSFRYuXORuZuqOG7TTZa3HvL25u1LWRbAqypsSJKoBDggqEp3DE5h+To4/N99Guqdr/D1q2PAxLx8eeRn/fsId2ok5E5kZBECa87gD6y+yXs5UiRk5fjmj5z1llnsXv37o46wzNmzCAjI4O5c+d22X7Tpk088sgjXH311eTn57Nr1y5uvPFGCgoK+OSTT7p1zCP5MG9YtYLPvp1Hm6KZeek/ApCtiuOjy+Z1qtrhDrgp/LSQFl8LN5rvhm/TMCdGYJu6jLc2v4VBZeCDcz4g05TZsU99/XxKy+4nGHShUkXTP38WFsvEA47nz0v/zFc7viLeEM/rY2ZQsf1xRNGDTpvEwIGvYDQW7HffmtYapn05DXfQzX0j7uMP+X84pNfiRMUb9PLvDf/mrU1vEZSCGFQGbhtyG5f1uwzlQar/nEgEQgH+tuZvvFf6HgDD4ofx3PjnsBq6vqPdWN3Kyq92Ur4+HG2hUAjkjU1k+NmZRJr3f5ewtdnL5qU1lCytwe0I39UXBEgfaGHghGRS82I6pSBIkkS5s5xl1ctYVr2MIlsRfnFvHqhCUDAgdgCjEkcxJmkMg6yD0Ci7/2W15xitzb6wWFLdSmO7AaGrsbPxYGxyBOkDLWQMtBCfaezSlPNo0NtEEQDXT9XoB8aiit73S2Dz5ruw1X2JMaqA4cM/QRCUSJKE3b6QHTtn0da2DQCdNonMmLsRvkgk5PCjitVhuaEA1QHuMtc0t/LWwldZuE3HTsfe+dBsUHPLxGyuHJ3e46UnD5egw4d99kaC9R4UBhWWawagST38lDMZmZOV3iSKADgcxXi9u4mLm7pPhFgw2MbyFWfg99eT3ed+os2j2LjhJnz+cBSHyTiE7L4PEG0ahiRJbN32RMdNrJycR0lN2f9vp0BIZN66n/hw+SLW1PXHE9wbbVHYP557puTSN753zCGSJFFe8TLl5S8BkJLyB3L6Ptyt8sIyMr8lZFHk5OW4iSKlpaXk5+ezYsUKRo0KG1ytWLGCMWPGUFZWRm5ubrf6+fjjj7nyyitpa2tDpTr4nYwj+TDPnfMua7buYLe+jJUJmwG4ceAMbhl62z5t39j4Bi+tfYm0yDTOXXI3IR9MvX0gj1Xex+q61WRHZ/P+2e9jUO/9kvR4Ktm46XZcro0ApKfNICvrri5V+rk75vLg0gdRCQIvDzoNX+M3AMSYx9K//4toNPuvtCJJEjO+n8GK2hUMiRvCW4VvnVSCQHfY3rydx5Y/RnFDMQD5sfk8MuYR8mPzj/PIjhxbm417/ncP6xvCIb/XDriW24bchkpx8P8fdRVOVn61k6qSsCu/UqVgwIRkhhamYzCGxQlJkthd1symJdWUr7cjtZtj6qPU5J+aRP9xyR2lfw+GJ+hhTd2asEhSs4xyR3mn7XqVnmHxwxidOJoxSWPoG933sNIeJEmiqbaNXRsbqdhox7bD0am6iC5CTfqAcARJWn4MWsPRuzPWG0WRA+HzNbB8xRmEQq3k5j6B0VjA1q1P4HCsBkCliiYz42aSk69EqdQSbPLS8PoGQs0+lDE6rNcPRNXF50GSQpSU3ofN9gWCoMaa9gorazJRCAIXDU8hStd77k4GGtzYZ28i1OJDadJguW4g6jg5nFxGpit6myhyMGpqP6G09H4UCj2CIBAKudHpUsnOvo8461mdvnMkSWL79qeorJoNQN/sP5OWdm2X/Ta3FFFcfA2i6MFknkyT5i9sqm7jtH5xDE3rPRFmkiSyddvj7N79LgCZmX8kM+M22TRaRqYLZFHk5OW4iSJvvvkmd911Fy0tnf0FoqOjeeGFF7jmmmu61c8bb7zBAw88QENDQ5fbfT4fPp+v42+n00lqauphfZj//fyzbPXUszDpe4LKcHj3qIRRvFH4xj5t2wJtnPnpmbT4WpiuvB390j5kFFgYdU0SF829CLvHztSsqTx16lOdvnj2SacxDWVA/5c6pdPscu7i4rkXoxDbeDA9FkMwnA6Snn4jfbLuQhAOLHB8svUTHlv+GFqllk/O/eSkqDZzOIiSyKfbPuWFNS/g8rtQCAquyLuCWwff2kmsOlEIiSG+3PElL655kWZfM1HqKJ489Ukmph044qgrarY1s+LLndRudwCg0ioZMD4JnUFN2QpbJ8PNpL7RDJiQTNZg6xGbm9rabKyoXcHymuWsqF1Bk7ep0/ZYXSyjk0YzOnE0IxNGkhR5eE743rYAlZsbqdjYSOXmRnzuvYavCoVAWv8Y8k5JIn1gbI8btva8aNFzc9z+qKp6m63bHkeh0CNJISTJj0KhJTX1GtLTZqJWdz5OsMVLw+sbCTV6UUZrsd4wENUv0pUkSaSs7M/U1H6EICgZMOBl4qyFPTLWnsa/24X9rU2IbUFUVj2W6wZ0GVEjIyMTpifnuGMxv0mSyPIVkzsq0pijR1NQ8G9Uqq79tSRJYsfO59m1618A9OlzHxnpMzu1cTjWsa54OqFQGzEx4xhU8BoKRe/zZhHFACWl91JXF47Qzsl5hNSUq47zqGRkei+yKBKmsbGRvLw8Vq1aRUZGxjE99oUXXsgpp5zCXXfd1aP9Huw9OWpxczabjbi4uH3Wx8XFYbPZutVHY2MjTzzxBDNnztxvm6eeegqTydTxSE3tujRod2hyuVhtXU1QKZJdHdaKiuqKsHvs+7SNUEcwvf90AH7UfoGISMVGO+rWCJ4b/xxKQck3O7/hoy0fddpPodCSm/MwAwf8E5UqCodjLStXnYvdvggIp0Xct+Q+rAoXDyaFMAR3o1RGMHDAP8nuc+9BBZHa1lpmrZ4FwG1DbvvNCiIQTtW4KOcivvrdV5yVeRaiJPJuybuc/+X5LKpcdLyHd0gsq17GRV9fxCM/P0Kzr5l+Mf348JwPD0sQAUjqa2ba3UM557ZBWFIjCfpCFH9fxYovd9JS50atVTJwQjKXPjSSaXcPpe/w+B4RDxIiEvhd9u94ZvwzLL54MZ+e9yn3DL+HU5NPRa/S0+ht5Jud3/DQsoco/LSQyZ9M5r4l9/Fh2Ydsbd6KKIkHPwjhyJCckQlMua4/1z53KtPuHsKQKeE0N1GUqNjYyHevbeTtB5ax9JNtNFa3HvG5HS16co7bH0lJl6FWWxBFD5LkxxJ7OmPG/Eh2n3v3EUQAVNE64mYUoLLoCbX4qH91AwFbGxC+oNiy9VFqaj8CFPTPf6HXCiLeHS00vL4RsS2IOjkS68wCWRCRkTmGHIv5ralpKV5vdcffWX3u3a8gAmFTxz5Zd5OZcTsAO3Y8y44dz3eYgTudGylefw2hUBtm8xgKBr7aKwWRUMjDho0zqaubiyCo6J//giyIyMjIdIunnnqKc889t5MgUlRUxKRJk4iOjsZsNjNlyhSKi4sPqd/NmzdzwQUXkJGRgSAIvPjii/u0efjhh3nyySdxOp1HehqHxCFf5Tz66KMIgnDAx+rV4bDrrkLzJEnqVsie0+lk6tSp5Ofn88gjj+y33QMPPIDD4eh4VFVVHeopASCKIhuittGoa0QbgDu/CTIgJh9REvlh1w9d7nNZv8swaU1UuStpGbQFJNj0v90MTxjOHUPvAOCZomfYZN+0z75xcYWMHPEVUVEDCAZbWL/herZvf5YX1zyP2bue2+J8GAQ/BkMfRgz/nLi4g19USJLEo8sfpS3QxiDrIK7Mu/KwXouTjT0GpK+e8SrJkcnY2mzcvuh27lx0J7a27gl0x4stTVuY+f1MbvzhRrY1b8OoMXLP8Ht4/+z3STUe2Y9HQRCIjNZ26codCoqEguJ+S5b2BIIgkGPOYXr/6fzrjH+x9NKlvFn4JjcMvIECSwEqQYWtzcZ35d/xfyv/jwu+uoBxH4zj1oW3MnvjbIrri/GH9l+3fg8KpYKkvmZO+X02lz8yissfHRVOFzJp8LgCrP+hig+eWMXHTxWxaUk1vl8Y5/UGemqO2x+hkJvNJXcQCOwVf9PSbkCnPbBBsdKkDYsI8QZEl5/61zbg2+Vk2/Ynqa5+HxDIz3+O+PipPTrensKzyY79zU1IvhDaLBPWGQNRHoIZm4yMzJFztOc3u/1H1m+YiSQF0GjCnls7d+4VOPaHIAhkZf2RPln3AlCx659s2fooTudm1hVPJxh0EW0awaCCf6NU9j4hNRBwsK74Khob/4dCoaOg4DUSEs473sOSkZE5AfB4PMyePZvrr7++Y53L5aKwsJC0tDRWrlzJ0qVLMRqNFBYWEgh0/3ez2+0mKyuLp59+moSErn9nFhQUkJGRwfvvv3/E53IoHHL6jN1ux27fN3Lil2RkZDBnzpzDTp/Z88IbDAa+/vrrQwo7Otywp59L/sdNq25HFESumydyod/EwsdnMmv1LIbHD+etM9/qcr893iLJ2lSmLr4LnV7D9KdOQa1VcufiO1lYuZDEiEQ+PvdjTNp9K+iE02meZvfudwBoDgqYVeG3xGo9k/y8Z1CpIrt1Dp9t+4xHfn4EjULDJ+d90snoVSaMJ+jhtfWv8fbmtwlKQTQKDef2OZer8q8iKzrreA+vg7q2Ol4pfoUvtn+BhIRKoeLyfpczo2BGl5+jQ8XnCVI0t5wNi3cjiRJKtYIhU9KIjjOwcfFu6sr3qrMZA2MZMiWNxOzoY5qD7A642WjfyNq6taytX8v6hvV4gp5ObbRKLQMsAxgeP5xTk09loGVgt/1zxJBIZUkTpT/XUrHejtjunaJUK+gzxEreKYkk55gPWRg6kTxFvN4aNmy4EVfrZgRBg8k4mBbHKiIicsjPe4aoqAEHNeIT3eGKLf5KF5IqxO5Bs3DHlpLX72mSki46ovEdDSRJovXnGhxf7wQJdP1jib20H4JaNhyUkekOJ4qnSH39fDZt/iOSFMBqnUKfrHtZVTQVUfTTN/vPJCZe2GUk3K/ZXT2HLVseBiQEQYMk+TEahzBk8H+6/fvsWOJ2l7Nh4820tW1FpTIyaNAbRJuGHe9hycicEBzV9BlJgoD7wDseLdSGcKWEbvDZZ58xc+bMTtYVq1evZsSIEVRWVnZE9G3cuJGCggK2b99Onz59DnlIGRkZ3HHHHdxxxx37bHvsscdYuHAhS5YsOeR+98dxN1pduXIlI0eOBGDlypWMHj36gEarTqeTwsJCtFot3377LQbDoXk/HM6HORAKcP4H51AVrCHRZeXFf9SSfOs03FffxpRPpyAgsPCihV1W9mgLtFH4aSEOn4NzbNeRUl7AhMtzGTA+GZffxaVfX0qlq5Lz+pzHk6c+ud8x/FgyC3fNv9ArQEKgb5/7SEu7odsXobY2G9O+nEZroJW7h93N1QOu7tZ+v1W2Nm/lyRVPsrZ+bce6U5NPZXr/6YxKGHXcDMjaAm28tekt3t78Nt5QuJpKYUYhfxz6R1KjjjysWBIlylbUsvzzHXhcYWU3a7CVsRdmY7SEPSEkScK2w8G67ysp32CH9hkiLj2KwZPT6DPEikJ57C8gA2KALU1bOkSSdfXr9vEkMWlNjE0ay/iU8YxNGku0ruvy37/G7fSzdZWN0p9raapp61gfFasj75RE+o9L7jCiPRgniijicBSzYeON+P0NqNUxFAz8FxERfVi+YjKBQLjsskZjxRI7EYtlImbz2P2GnIu+ELv/PQ9FtRFRCKA4s4WUCb8/7LEdLUIuP82fbMXbXlbaMDwe87S+CErZcFBGprucCKKIrW4uJSV3I0kh4uPOIT9/FgqFmu07ZnV4hQiCimjTcCyW07FYTsdg2P+NpF273mD7jqcAUCqjGD1qATrdvinixxNJkqip+YCt255EFD1oNHEMGfwfIiO7V9hARkbmKIsi/jb46+F55R0xD9aAZv9pg7/kjjvuYMuWLXz33Xcd61wuF1lZWdxyyy08+OCDhEIhHnjgAX744QeKi4u7VQzl1xxIFPnuu++YNm0aDocDrbZn0hMPJooc+hl0k7y8PM4880xuuOEGXnvtNSBckvecc87pEESqq6uZNGkS77zzDiNHjsTlcjFlyhTcbjfvvfceTqezI5/IarWiVB6dCiqvbniVqmANmpCGcdszEYQaIi+YgSkykUHWQaxvWM+CXQu4Iu+KffaNUEcwPX86f1/3d9akzCepfAAbFu2m/7gkojRhI8yrvruKr3Z8RWFGIeNTxu/Tx7LqZdyzZg5GQcdVySmcP+hRYmPGdHv8e9JmWgOtFFgLfjPld4+EHHMO/znzP6yrX8c7Je/wY+WPLK1eytLqpfSL6cdV+VdxZsaZqJXHpkJGUAzy+fbPeWXdKzR6GwEYEjeEu4ffzSDroB45Rv0uJ0s+2NoRBRIdb2DcJX1Jy4/t1E4QBBKzo0nMjqalzk3xD5WUrbBRv8vFgjc2ExWrY9CkVPJOSUSjO2pTyD6oFWoGWAYwwDKAq/pfhSRJVDgrWFu3lhW1K1hWswyHz8G35d/ybfm3KAQFBZYCxqWMY3zKeHLNufsVuwxGDYPPSGPQpFTqd7ko/bmWbatsuBq9rJpbTvawuG6LIicCNttXlJbdjyj6iYzIpaDg3+j1KQAMHvQmFbtepalpKX5/AzW1H7Ubpmowm0eFLyBiJ6LX7xXpKmtfY2feSyQGbiSqfjjMs9IWWUfEsPjjdYr74Nlsp/mzbYhtQVAJmM7KJPKUJLkCg4zMSUZt7WeUlN4PiCQkTCM/75kOP7aszNsQBCX19d/hdu+guWUFzS0r2Lb9r+j1GR3zW3T0cBSK8Jzvdu+iqurN9t4FQiEXm0vuYFDBa6hUvaPkrt9vp7TsQez2hQCYzWPIz3sOnS7xOI9MRkbmRKOiooKkpM7iTVRUFIsXL+b888/niSeeACAnJ4f58+cfliByMJKTk/H5fNhsNtLT03u8/644apEiAE1NTdx+++189dVXAJx33nn84x//IDo6fPe2oqKCzMxMFi1axGmnncbixYuZOLFr48jy8vJuud8eqsIXEkPM/GEmK2tXMqp+FKPWu5lSX0r6gnUAvFvyLs8WPcvQuKG8fdbbXfbR6m+l8NNCnH4nU8qvJss2hPPuGExqv3DZ3OeKnuOdkneIM8Tx+fmfY9TsHdeq2lXcvPBmfCEfk9Mn8+z4Z7tVWvWXfL7tcx7++WE0Cg0fn/cxWabekwZyolDprOTdknf5cseXHSkacfo4Ls+7nAtzLuyRlJVfExSDbGveRnFDMR+WfcgOxw4A0qLSuHPYnUxKm9QjF2wel58VX+yg5OdakECtVTJiaiYFp6d02zzV7fSz6X+72bi4Gm9bOMJEa1CRPzaJvLGJmBO6pz4fTYJikPUN61myewk/Vf/EtuZtnbbH6eMYlzKOccnjGJE4otP/w64I+EPsXNdA/S4n4y7O6fY4enOkiCSJ7Cx/kYqKVwCwWM6gf/7zXYaAi6KP5pYiGu2LsNt/xOOt7LQ9IqIvltiJICg77rxmZ95H1OqJuNfUAWA6J4uo/EobeAAAIABJREFUU5MP5zR7DNEXwvH1TtqKwv5B6sQIYi7NRR1//D+zMjInIr05UqS65kPKyv4MSCQlXky/fk/uNwXQ7d5FY+Mi7PZFNLesRJL25sUrlZHExowjJmYsFRX/xOurISKiL32y7mFzyd2EQq1ERfVn8KC30Ghiu+z/WGG3L6Kk9H4CgUYEQUN2n3tITb3moKmPMjIy+yKnz0BhYSHZ2dm88sorHes8Hg+nnXYa/fr149ZbbyUUCjFr1izKysooKipCr9cfoMeuOVCkyLZt28jJyaGkpIS8vLxD7rsrjlv6zPHicD7MoiRy69MziPOlULBqJaeNTiPm4XB0S11bHWd8cgYAP1z4A/ERXd/5/PeGf/PyupeJJ5nzl99DVkEcU28uAMI+FhfNvYhdzl1My57G42MfB2Bt3Vpu/OFGPEEPp6Wcxt9O+9shRybY2mz8/svf4wq4uGvYXVwzoHuljmW6xuFz8NGWj5hTNqej6pBepWda9jSuzLuSlKiUwxYqmr3NbGjYQHFDMesb1rPJvqmTR4ZJa+KmQTdxcc7FPRKhIokSm3+qZsWXOztK0uaMiueUadlERB9eKFrAH2LLChvF31fiaNg79vhMI/3GJNJ3RHyXxq3HA1ubrUMgWVm7stNrLSCQG5PL8PjhDI8fztD4oZh15h45bm8VRcKGqvfS0DAPgPS0GfTpc89BK1pBOBrN7d6JvfFH7PZFOByrkaRQpzZZmXeQmXkbkijh+Lac1qXhag9Rk9IwnpF2XCIyfJVOmj7cQqjRCwJEjk/BNDkdoYfLMMvI/JboraJI1e532br1UQBSkv9ATs7D3RYGgsFWmpqWdcxxgUBjp+0GQyZDh/wXrdaK07WJ4uJrCASaMBj6MGTwf9Dpjn1IfCjkYdv2p9qNrSEiIof+/V8gKrLfMR+LjMzJglySF6644gokSWLOnDkd62bPns2DDz5IbW0tCkV4XvX7/ZjNZmbPns2ll156yMc5kCiyx3KjoaEBi8Vy+CfzC45b+syJhN/rI86bDAIk1DcQeeGjHdviI+IZGjeUtfVrWbBrwX5TUy7vdzlvb36bOn81O2LXodg4DKfdg9GiR6/S8/gpj3P1vKv5fPvnTMmYgklj4uaFN+MJejgl6RRmnTbrkC+EJUni8eWP4wq4KLAUcFW+XGrtSDFpTdxQcAPT+0/nu/LveLvkbbY1b2NO2RzmlM1Bp9QRq48lVh+LRWcJL/UWYnXty/ZtsbpYqlxVrG9Y3/HY5dy1z/Gi1FEUWAsYnjCci3MvPmj0QndpqXez6N0yaraFjY5jUyIZf2kOSdnd89jYH2qNkgHjk8k/NYmKDXZKf65l16ZG6sqd1JU7WfrxNrIGW8kbk0hyPzOKo1i95mAkRCRwce7FXJx7Mb6QjzW2NfxU/RNLq5dS4aygrKmMsqYy3it9D4Ds6GyGxQ9jePxwhsUP69JD6ETF661lw4aZHYaqef3+j8TEC7q9vyAIRET0ISKiD+lpNxAIOGhsWkKjfREtLUUkJV9KZsYt4bYKAdPUTBR6Fc7vd+FaWInkCWI6J+uoVjP6JVJIwrWoEuePlSCGK+WYL85B1+fIPv8yMjK9k8rK2Wzb/lcA0lKvIzv7gUMSYlWqSOLiComLK0SSRJyujdjtP9LYuAhBUDNw4CtoteHvBGPUAIYN/ZB1xVfhdu9gzZpLGDLknQN6kvQ0TucGNpfcjdu9E4DU1Gvpk3UPSmXvKw0sIyNzYjFkyBDee++9TuvcbjcKhaLTvLrnb1EUe3wMmzZtIiUlpccEke4gR4oAm1YX8cnX3yAEA1yx+Euyl3Yuoft+6fs8veppBlkH8d7Z7+2nF3ht/Wv8o/gfWENJTFt1L0PPSGfshX07tj+z6hneK32PGF0MgVAAV8DFiIQRvDLpFfSqQw87+nL7l/xl2V/CaTPnftyrqqecLEiSxPLa5byz+R2W1Sw74v6yTFkMsg7qeGRFZ6HowRBXUZTYuGg3K77YQTAgotIqGX1+FgNPSzlqAkWbw8fWVXWULe9sUhpp1pI7OoF+YxKJjjs0w+SjTYO7gTV1a1hdt5o1dWvY3rJ9nzbpxvQOgWRC6oRuC1a9LVLE6dzA+g0zOhmqRkcP7/FxdUXrzzW0fBVOCzMMjcN8Qc5RNzUN2j00fbgFf5ULAP1gK+bzs1H0kggmGZkTnd4WKVJR8S927JwFQEb6TWRl3X1MItO83pp2YaQctTqWIYPfJiqqZ8K894ckhdi16zV2lr+EJAXRauLJz3+OmJixR/W4MjK/FeRIkXBVmaFDh1JfX4/ZHI6iLisrY/DgwVx77bXcdtttiKLI008/zdy5cyktLSUxsXv+RX6/n5KSEgDOPvtsrrjiCq644goiIyPJzs7uaHf11VejVCqZPXt2j52XnD7TDb75YA5FZVvROVu4TqrB+sJHnbY3uBuY9PEkJCQWXLCAxMiu33iX38WZn56J0+/kjK3T6e8ZyfSnxqLWhsPT3QE3539xPjZ3OLd9sHUwr01+DYP60C8Y19Wv48bvb8QddHPH0Du4buB1h9zHyUIo5MHrrcXrq8Hvq0MUA0iIIIl7l796DuGlQqFGpTKhUhtRq0yoVFGoVCbUaiMqlbFTaoEn6MHusdPoaQw/vI3YPfaOdXZv+9JjxxfyYVAZGGgdyGDrYAZZB1FgLTgq3iR7aLa18eM7Zdh2OgBIzjVz+h/6dVSVOdpIkkT9Lhdly2vZVlTXkbIDkJhtot/oRJJzzRgtul5nbtnkbWJd3TpW161mdd1qtjRtQWLv1Dj3d3PJMGV0q6/eJoo0txSxbt0fiDBkdTJUPVa0raun+eMtIIIuP5bYy45O+VtJknCvrqNl7g4kv4igU2L+XTaGwb2rQoSMzIlObxJFgsE2VhWdh8dTQWbmHWRm3HpMv1/8fjvriq+htbUElSqKQQVvHDXR2eOpYnPJ3TgcawCIs55Fv37/h1otR8DJyPQUsigSZsyYMVx99dXMnDmzY93333/PY489xqZNm1AoFAwZMoQnn3yS0aNHd7QRBIG33nqLq6++ust+9/iJ/poJEyawePFiIPzaxcfHM3/+/E59Hyly+kw3qN1dBUCE00nklZfss91qsDIsfhir61azYNcCpvef3mU/UZoo/pD/B14pfoV16QvIWjuYLSttDBgfNhqsd9fjDu412Lm6/9WHJYisrVvLTT/chDvoZnTi6P2O52RAFIP4/fV4vTV4vTX4fLXtAkhtx997yoceDZTKSNQqIyq1CZXKiFZjxaC1YtZYyTfGobEWoNVY0WrjUKmiEQQhfHEWdKNT6lAqjk7FpF8ihkSKf6hi1dxyQkERtU7J2AuyyT/12FbWEASB+Awj8RlGxl6YTfl6O2XLa6kqaaJ2u4Pa7WGxRm/UkJhlIj7LSGKWCWt6FCr10X+dDkSMLoZJ6ZOYlD4JAKffybq6daypW8PWlq2kG4+N8/XRwBw9gkGD3sBkHNyloerRJmJIHAqtksY5pXhLGqn/VzG6vFg0qVFoUqNQRhy+f47oDeLf7cK/uxXf1mZ87YKgJtNEzCU5qKJPvB8iMjIy3UelimDokHex2xeRkrJvhcCjjUZjYdjQORSvvx6HYzXriqeTkHA+JuNgjMZBRERkd8u3qSskKURb2w6crg04nRuw2b4kFGpFqYwkN+cREhKm9bobDDIyMicHDz30EPfccw833HBDh4fI5MmTmTx58n73qaioQKVSMXbs/iPXMjIyOFg8xuzZsxk1alSPCiLdQRZFgKamRtAYiGltQTd+WpdtCjMKWV23mvkV8w8oQlyRdwXvlLxDI7XsjC0mdlEU/cclsbt1N9ctuA6n30m0NpoWXwvPFD3D6KTRRKi7XwVhTd0abvrhJjxBD6MTR/P30/9+yNVqeguSJBEMOsOCh69d9PDWdAgeYdGjDjh4rppSGYlOl4hWm4BCoW03V1MgCAoEFNCxFBAEZcdzUfQRDLoIBBwEg86ORygUFq9CoVZCoVbw1Rx0DIKgRqOxoNXGodFYiYrqj9UyicjI/KP2w6WxupUf3ymlflc4VSAtP4bTruxHVMzxvRhUqZX0HR5P3+HxtDb72LKylp3FduxVLjxOPzuLG9hZ3ACAQilgTYsiIcvU8Yg0H9+8aKPGyITUCUxInXBcx9FTxMacelyPr8+PxXLNABrfLiFQ00bgF2lWyhhdh0CiSY1CkxTZZSSJFBQJ1Lbhr3KFhZAqF8FfmP2GOxMwTckgclzyMfMvkZGROb7odEnHRRDZg0oVxZDB/2HjpltobPwfNTUfUlPzIQBKZQRRUQM6RBKjaRA6bcI+fUiShM9Xi8O5HpdzQ3jp2kQo1Napnck0jP75z3cqiS4jIyPT05x99tls27aN6upqUlO7N9/MmzePGTNm0Ldv34M3PgBqtZqXX375iPo4HOT0GeB/1/2Ona1qBhn9DH39yy7b2D12Jn08CVESmXfBPJIj919m8l/r/8U/i/9JjCeBi4rvZ9zMDO7feSvVrdX0MfXhlUmvcN2C66hurebinIt5aMxD3Rpnka2IWxbegifoYUziGP5++t/RqXr3ndDwF70Nt3snbnc5be6deNzleLw1+Hw1HeLDgRAENVptAjpdIjptElpdIjpdEjpt+1KXhEoV1aPjFkU/waCLYNBJIOgkGHAQCLTg9zfg8zfg9zW0P6/H52sgGGzZb19abQIWyxlYLZMwm0ehUBz5BX8oJLJu/i6KvqlADElo9CpOvagv/cYk9Oo7R0F/iPpKF7YdDmw7ww+PK7BPu8gYLZbkSExxBqLj9JisBkxxeiJjdMfVvLU79Lb0md5EsMWLt7QpLGx0JWoAKATUiRFoUqNQxxkI1Lvx73YRqG2D0L5fV0qzNiympEShy4tBbe1d/jUyMicbvSl9pjchikEaGxfjcKzF4SzuUtSA8G8Co7EAo3EwkhhojwRZj99v36etQqHHaByIMWogJtMwrNYzDjvyREZG5uDI6TMnL3L6TDfo42ggbnMjqU/ctt82Fr2FEfEjWGlbyfyK+Vw74Nr9tr0i7wreLXmXJmzsiF1P3Wc7qc6uJt2YzutTXsdqsPL4KY9z3YLr+GjrR0zOmMzoxAOHCBXZirj5h5vxhrwMi83ilhQzG9ZeTCDoQKk0oFJGoFRFolRGtD83oFRGtj+P6NiuVplQqaNRq0yo1SYUCn2PXEQHg224PeW428Lixx4RxO0pP6jwoVbHdIgbnUWPJHS6RDQayzH/EaBQaNBoYtFoYrvVXhR9+P2N7YJJPV5fLc3Ny2ls/Amfz0Z19XtUV7+HUhlBTMw4rJZJxMaehkYTc8hja6hy8eM7pdirWgHIKLBw2uW5h11m91ii0ihJyo7uqIIjSRJOu7dDILHtdNC4u5XWJh+tTT6gc1lEhUrAZNFjiguLJNHW8POoGB0qjQKVWolSo0ClUhxypIAkSYSCIkG/SNAfIuALdTyPzzSiUMplXI8UVbSOyDFJMCb8t+gJdkR97HmIrQEC1a0Eqlv32V8RoUKTEoU6pT2qJCUSZaTmGJ+FjIyMzL4oFCqs1jOwWs8A9qS/bMfpXI/DuR6ncz2trVvw+Ww0NNhoaFjQaX9BUBEZkdsumAzCaCzAYOiD4gSNBpaRkZE5kZBnWiDlk2UEa8pRxsQfsF1hZuFBRRGHz8GaujVkGjPZYN/AmpR5XLT+XnKzC/jHlOc7ynyOTBzJJbmX8OGWD3n050f57LzPOvmLiGKQNvd2XM6NLNv9I0+XLcMvSfTThbhUvwm7bVOXxz9UBEGDWm1CrY5uNxiNbvfQiEZAIBRyEwp5CImejuei6Amv+8Xfoug/wDFU6PWpGAxZGAyZGPSZ6PWp6HRJaLWJKJUnvoKqUGg7hJ09pKZcRSjko7n5Z+z2hTTYF+L319PQMI+GhnmAgmjTMCzWSVgtZ3SrnF/J0hr+N2cLoiihjVAx7uIcckbG9+rokAMhCAImqx6TVU/uqHBIsd8bpH6XixZbGy0NHhz1Hhz1bhx2D2JQotnmptl28AgjhUpApVaiUitQaRQo9zxXKwgFRQLtgkf4EX6+v7i5a587FX2UfPHd0yj0KnR9zej6ht3NJUki1OLrFEmisuo7IkGUZu0J+1mXkZH5bSEISiIjc4mMzCUp6WIAQiE3TtdmnM5inM4NKAQ1UcaBmIyDiIzMPyl+D8nIyMiciMiiSDuqpINfkE5Km8STK56kpLGEKmcVqcbUDhGkyFbUZdWKZoON8piNnF9+ExaNtVN/dw27i592/0R1azUvrHmBuwdfQ2XVWzgd63C1liKKXrZ4Fbxh1xKQBPJ1IW6I1xJrGkFUezilVhtHKOQmGGolFHQTCrURDLURCraGl6G2sHgRbCUYaiUQcBIMthAIOJCkAJLkx+8Pp4IcKWp1DAZDFhF7xA9DFgZDFnp9KgrF4ZspnsgolVoslolYLBPJlR7H5dpEg30hdvtCWltLaXEU0eIoYvv2p4mK7E98/DnEx5/TSVyB8MXiqrnlrP62AoCswVYmXJ6LwXjyXahrdCpScs2k5Jo7rRdFidYmb1gkaXDTskcsafDQ1uIjGBARf5FeIQYl/MEg/i4yNA6GQimg1u4RVJSd+pU5egiCgMqsQ2XWYSiwHnwHGRkZmRMIpdKAOXoE5ugRx3soMjIyMjK/QBZFDoEYXQwjE0ayvHY5f1n2F9xB9z4iCECmKZMR8SNo9jbzfeX3rE2fT9zmdH7+bAfjL8npaGdQG3hs7GPcsOAGPtjyAXEtH5Cl2XsHfJs/gjfsEJAkRln78fz4pzFGZPXInVJJksJiSjDslREIOjp8M8LPW5CQUCoNKJV6lAoDSqUOxa/+Dm83tJey7Vlfj5MNQVC0h8UW0CfrTjyeauyNC7E3LKS5ZQWu1s24WjezfcczmEzDSYg/l7i4s1AqzCx6t4wtK8OlnIdPzWDkOZm/uTvmCoWA0aLHaNGTStdpR6IoEfSHOtJgQgGRYKA9EiQgdmxTqsJih1qjDKfdtC/VmnD6jVJOlZGRkZGRkZGRkZH5TSCLIofImZlnsrx2OWvr13as2yOCjEgYwfCE4Vj0FiBc1nNF7QoaqeX9YY8xrzGZyfMnMW34VPJi8hAEgTyDlgnRkfyvpZX37SJP5g6hT+ofKHEHeX3ZXwlIfk5LOY3nT3sejbLnogIEQUClikClitgnKkHm2KDXJ5OachWpKVfh9zdR3zCPurq5tLQU4XCsxuFYTenm56hbdR+O6kQEBZx2RT/yx8rv1/5QKAQ0Onlak5GRkZGRkZGRkZHpHvLVwyFydubZbLRvRIFiHxHk1xg1Rl46/SVeKX6FtXXraIyo5gPbO3zw9TskGOIYFBVBlljGZEOIDS4DjSEFS8RhSKFY7l32R/yin4mpE3l+wvOolb/N9JPfChpNDCnJl5OSfDleby119d9QuWMRZQvPxO9MRKHykjL2DYLGBOrqz8USO1HOPZaRkZGRkZGRkZGRkTlCZFHkENGpdDwy5pFutx+RMIL/nPkf7K5G/vbGO2ySVrPbXIbNXU/YK1KLXqkiL6Y/zQ3rmVM2h4+2fERQCnJ66unMmjBLFkR+Y+h0iRiES9gxrx9+px9tZIDMiXNAv56GhvU0NMxHodATGzuBOGshFstEOXVJRkZGRkZGRkZGRuaIaWxsJC8vj1WrVpGRkXFMjz1ixAgeeOABfv/73x/T48qJ88cIS1Qst02bylk7r2J60ZNc4h7AqSY9MVojnlCQtQ3rO9oGpSCjE0cz6zRZEPktUrm5kc9nraXN4ScmKYJLHpzA6We/y8gRc0lPm4FOm4QoemhomMfmkjtZ8tMIiouvobr6A/x++/EevoyMjIyMjIyMjIzMCcpTTz3Fueee20kQKSoqYtKkSURHR2M2m5kyZQrFxcWH1O/rr7/OuHHjMJvNmM1mzjjjDFatWtWpzUMPPcSf/vQnRFHsiVPpNrIocgwIhXzsLP87peXnEzfkPVSihpgN1/PQgG9ZdMlPvHvWu1w74FrSjekd+2xv3o6tzXYcRy1zPChZVsPXr2wg4AuRnBvN7+8ZSlSMDkEQiIrKJzv7fk45ZQkjhn9BRvrNGAzZSFKAxqYllG35Mz8tHcOatZdRWfUWHk/18T6dY0JIDOH0O3EH3PhCPkJiCGl/tXVlZGRkZGRkZGRkZLrE4/Ewe/Zsrr/++o51LpeLwsJC0tLSWLlyJUuXLsVoNFJYWEggEOh234sXL+ayyy5j0aJFLF++nLS0NKZMmUJ19d5rlqlTp+JwOJg/f36PntfBEKST7OrB6XRiMplwOBwYjcbjPRxaWlZTUno/Hk8FAGbzOGyrbqZ8XStRsTou+ctItPq9WUwVjgruWHQHOxw7SI5M5u0z3yY+Iv44jV7mWCFJEqu+Lmf1NxUA5IyK5/Q/5KFUHVy3bGvbTkPDAuobFuBybey0LSpqAHHWM4mPPw+9PvloDP2oExJDNHgaqG6tpqa1pmO557mtzUZQCu6zn0pQoVKoUCqUKAUlKoWqY51WpcWgMqBX6fd9qPX7bJuUNgmD2tCt8R7tOai3zXEyMjK/LY7mHCTPbzIyMseTnpqDvF4v5eXlZGZmotOdWB6An332GTNnzqShoaFj3erVqxkxYgSVlZWkpqYCsHHjRgoKCti+fTt9+vQ5rGOFQiHMZjP/+Mc/uOqqqzrWX3PNNYRCId55550jO5lfcLD3RPYUOYrY7T+yYeMtSJIfjcZKTt+HiIs7G3+/EB9WrsLV6GXx+2VMua5/R3nVDFMGr095nenzplPlqmLG9zP4z5n/wawzH+ezkTlahIIii94rY8uK9pK7Z2cw8tzul9yNiMgmIiKbjIyb8XiqabAvoKFhAS0tq3G5NuFybWLHzllER48kIf584uLOQq02Hc1TOixcfhdbm7eypWkLW5u3srt1N9Wu/YseByMoBQmGghA68rEtvGhht0URGRkZGRkZGRkZmV8iSRKeoOe4HFuv0nf7umLJkiUMHz6807rc3FwsFguzZ8/mwQcfJBQKMXv2bPr37096evp+ejo4brebQCBATExMp/UjR47k2WefPex+DwdZFDlK1NfPY9PmPyJJQayWyeTnP9dhhqnVq5hyXX8+m7WW7avrScuPIe+UvWVWrQZrWBj5bjo7HTuZ+f1MZhfOJkojm2meTHjbAmxZYWPTkmpa6twICoEJl+XQf9zhR3To9cmkpV5DWuo1+P12Ghp+oK7+a5qbV9DSsoqWllVs2foYFstEEhLOxxJ7GgqFtgfP6uCIkki1q5otzVvCj3YRpLp1/+k+KkFFQkQCyZHJJEUmkRSZ1PE8OTIZs86MKImExBBBMUhQCoaf/2IZFIMd270hL56gB3fQjSfQvgx69nm4A+H1EeqIY/gKycjIyMjIyMjInEx4gh5GzRl1XI698vKV3b65V1FRQVJSUqd1UVFRLF68mPPPP58nnngCgJycHObPn49Kdfhywp/+9CeSk5M544wzOq1PTk6msrISURRRKI6N24csihwFbLavKCm9B0kKER93Dvn5s1AoOhumJmSZGHVeJiu+2MmSD7aSkGXCnLD3wis5Mpl/T/k318y7htKmUm5deCuvTn4VvUp/rE9HpgeRJIn6Chebluxm2+p6QoGwiZCmXShLHxDbY8fSaCwkJ19KcvKl4TK/dXOx2b6gtW0LDQ3zaWiYj0plJC7ubBITpmEyDUUQenbiCYpBdrTsYHPjZkoaSyhrKmNb8zbcQXeX7RMiEsgx55BrziXDlEFSRFj0sBqsqBTydCUjIyMjIyMjIyNztPB4PPukl3g8Hq699lrGjh3Lf//7X0KhELNmzeLss8+mqKgIvf7Qr0+fffZZ/vvf/7J48eJ9jqfX6xFFEZ/Pd1h9Hw7yVUYPU1P7CaWlfwIkEhN+T17e0wiCssu2Q6akU1XaTPWWZhbM3syF9w1Hqd57UZplyuLVM17luvnXsbZ+LXcuvpOXJ74sV6Q5AfF7g2wrqmPTkmrsVa0d62NTIhkwPpmckfFodEfvv6NOl0h6+gzS02fgai3DZvuCurq5+Hw2amo+oKbmA3S6FBLizyM+/hwiI3MP+RiSJFHlqmKjfSOb7JvY3LiZ0sZSvCHvPm01Cg19ovuQG5NLrjmX3Jhccsw5mLS9L61HRkZGRkZGRkZG5kjQq/SsvHzlcTt2d7FYLDQ3N3daN2fOHCoqKli+fHlH5MacOXMwm818+eWXXHrppYc0nlmzZvHXv/6VH374gYKCgn22NzU1YTAYjpkgArIo0qPsrp7Dli0PAZCUdCn9cp844J13hUJg8jX5fPDEKuxVrSz/fAenXty3U5u82DxeOeMVZn4/k2XVy7j/p/t5dvyz8l3zE4TG6lY2L6lmy0obfm/Y3EKpUpA9PI4B45OJzzR2O8evp4iK7EdU9p/I7nMvzc0rsdV9SX39PLze3VTs+icVu/5JRERf4uLOJj5uKhERXZsnNXmbWFe/js32zR0iiNPv3KddhDqC/rH96W/pTz9zP3Jjckk3psufYRkZGRmZ/2fv3uOirvL/gb8+M8NluCkw3C+CioIKiqIFRGkmGKzpttVmdtEyta+Vl8X10lqmJm7uxa5u9uOh26q4bqtpiZjZqngnlbh5QWVCCQQBAWFmgJnP7w9qakJjgBkGmNfz8ZgHcD7nc875fEbeOm/P5xwiIqsgCEKPWJ8uMjISW7ZsMShraGiARCIx+Mzy48/t3Tp33bp1WL16Nfbv399q7ZIf5eXlYeTIke0ffCfwU4mJFF/bhMLC1QAAf//nMChkuVEfdh372uHB58KQ/mEOvv36GvzDXBEUrjCoE+kZifVj1+Plr1/Gge8OYMXxFVgZuxISEz/qQKYhiiKunK1Azv+uofRyjb68j4ccQ+/3Q1i0D+ydLD/bRxCkcHOLgZtbDAYPehM3bx5E2Y09qKw8gvr6QhQVvYOionfgIAvqAAAgAElEQVTg5BSqT5DY2vvj+PfH8d9L/8Xh64ehFQ1XMbWV2CLULRTDFMMwTDEMQxVDEeQSxD+rRERERETdXEJCApYuXYrq6mq4urZs9DFhwgQsWrQIc+fOxSuvvAKdToe1a9dCJpNh3LhxRrf99ttvY/ny5di2bRuCgoJQVtayyYSTkxOcnJz09TIzMxEfH2/aC2sDt+Q1AeV3H+HKlZYVcvsFzsKAAX9s9//+H/n3JeT+7zrkzjb4/Z/GwLFP68UvD353EH84/AdoRS2mhU3D4tGLu3yWAf2629Vq/G/LBRTnVwEABImA4OEKDLvfD/6DXSFIuv/71dxch4qKA7hRvhdVVUchis2obBZwql6GrAZ7VDf/lAgZ2HcgwhXh+iRISN+QXvN4lyjqoFJ9h4aGIigUDxp9HrfkJaLejFvyElFvxS15W0RHR2P69OmYPXu2vuzAgQN48803kZeXB4lEgsjISLz11lu499579XUEQcCmTZswffr0O7YbFBSE7777rlX5G2+8gRUrVgAASkpKEBwcjKtXr8Lf399k18Qtec1IFEUUKd9DUdE7AIDgoFcRHPxqhxIVMY8OwPeXbqGy5DZ2/uUsEmYOhWc/w1/G8f3GY2XsSrx29DVsPb8VTjZOeDnyZZNcC3WOKIq4eKoMmf8uRKOqGVKZBJHxgRga5wcn167d3aWzZDJn+Pg8CjfPJBy4+jl2XPgE56qKfjiqhaNERJRDMx7y7I8Iv7Fwdh4CJ6cw2Nv79dgknU7XiPr6y6irK0Dd7XzU1RXg9u0L0Gpb1n954P5s/e5RRERERES91fLly5GcnIwXX3xRv4bIhAkTMGHChLueo1QqIZPJEBsb+6t12rJ+/XpMnz7dpAkRYzAp0kGiKOLK1b/gu+/+AQAY0D8ZQUEvdbg9mY0UE2cNw+53zqG2QoX/vn0GMY8ORMSD/gYfNB8Z8Ajqm+qx5tQafJTzEexl9nhh2As99sNob1Bfo8HhbRdR9O1NAIBnP2eMnz4Ebj49cxvXwupC7Czcic+vfo4aTcvjPwIE3OMdhQc9/NFfvILbNaeBposoUl7UnyeTOcPJKQxOTmFwdgqDk3MYnBxDunzL37Y0N9fjdv2FlsTHD0mQ27cLIYqNrepKJLZwdByMxsabTIoQERERUa+XmJiIwsJClJSUICAgwKhzMjIyMGvWLISEhLRd+Vd4enoiOTm5U210BB+fAdDY2PJhVip1hkRi22aCQRRFFF5+C9eubQIAhIT8CYEBMzo38B+o65vw9Sfn9R+wgyIUGP9sWKs1KD7O+RjvnnsXAHCP9z147d7XENwn2CRjIOMVfnMDR9IuQV3fBIlUwOjfBGNkfCAk0p61hoZGq0FGUQZ2XNyBnJs5+nIvBy/8NuS3mDJwCvyc/H6q33gTFRVforbmHOpun0d9/WWIYlOrdgVBBgeH/nB2GgIn51A4OobA0SEE9va+Zk3kiaKIpqZK1NdfQX3DFTQ0XEV9/WU0NFyFWl1yx3NakjpD4Ow8FM5OQ+DsPAQODv1bbafdFj4+Q0S9GR+fIaLeio/P9F4WfXymuroar776Kvbs2QMAeOSRR/Dee++hb9++bZ4riiISExORkZGBXbt2YcqUKWYb58VLb6K8PB0AIAg2kMmcIZM6QSZzhlTmBJnMCTLpj987Q6X6Tl9/8KCV8PefZrKx2Dva4OE54cg9VIJj/y2EMucm/v3WaUx4fih8Q366bzPDZ8JWaov3zr2HU2Wn8Ls9v8Pzw57HzPCZsJfxl8/cVLcbcSTtEi6fKQcAKAKcMP65IVD4O7VxZvdSVl+GHRd34NNLn6Ja07L9lkyQYWzAWDwa8ihifGMglbTeUtrOVgF/v6cAv6cA/Pj4yRXcvn0edbfPt3ytO4/m5luor7+E+vpLwI2fzpdKHeHoMACOjgNbEiU/vFqSJW0nlHS6RjQ31+lfjY0VqG+4gvr6K2j44Wtzc81dz7ez9YKTc0viw9lpKJydh8De3p8zroiIiIiIrIxZkyJPPfUUrl+/joyMDADArFmz8Mwzz+Dzzz9v89z169d32QcUUdcEQAAgQhSb0NRUhaamqjbOEhAWmgJf38dNPh5BEBAxzh8+A/vgy/+Xj1s3GvDZ385izKRgjJwYBIlEgCAIeG7oc3gw8EGsObUGR0uO4qOcj5BelI7X7nkNsX53f56LOudqdgUObb0AVV0TBImAUQ/3Q9TDQZDKesbsEFEU8c2Nb5B2IQ1fF3+t30HG29EbTwx6Ar8N+S0UckUbrRiSSGzh7BwGZ+cw+PysH42m7GeJkgs/zNYoglZbj9q6HNTW5fyiHTkcHVuSJYJgg+bmOmh/TH5of0qC6HQaI0YlQG4fAAfH/nB0GAAHxwEtXx36w9bWrV3XR0REREREvZPZkiLnz59HRkYGTp48iXvuuQcA8PHHHyM6OhoXL17E4MGD73rut99+i7/97W/IysqCj4/PXeuZSkTEPyCKOmi19T986LoNrfa2/vuWD2S3f/iAdhtabQM8PSfC3f0Bs47LI8AZjy+NwpG0S7h4qgyn9hTh+sVbmPD8EP3uNAHOAfhw/If4qvgrrD21FtfqrmHOV3OQEJSAP47+IzwdPM06Rmuirm/C0R2FuHiqZfsoVx9HPDQ9rNWCuN1VQ1MDvrj6BdIupOHyrcv68jHeYzA1dCrGBoyFTGK6kCAIAuztfWBv72Owe4tO1wSVqhj19YWory/E7fpCNNRfRn1DEXQ6Ferq8lBXl2dUH1KpI2QyZ9jYuMHRof9PiQ/HAXCQB0Eq5awpIiIiIiK6O7MlRU6cOIE+ffroEyIAcO+996JPnz44fvz4XZMiDQ0NmDp1Kt5//314e3uba3itCIKk5bGZbraYoq29DA/NGAL/MFccTruEkovV+Pfq03ho+hAEDnUH0PLhc0K/CYjxjcH7597HtgvbsF+5H0dLjuKVyFfw+8G/N+mHXWtTe1OFq9kVyD5QjPqaRggCMGJCIMZMCobMpvWjJd3Ntdpr2H5xO3Zd3oW6xjoAgFwmx6T+k/Bk6JMIce3cgkjtJZHY/DAbZACAifpyna65JVnSUIiG+isAAOkPv5Mtj7T97HuZM2QyJwhC97//RERERETUfZntk3JZWRk8PVvPUvD09ERZWdldz1uwYAFiYmIwefJko/rRaDTQaH6aSl9bW9v+wfYAoff6wCvIBfs/zkdlyW18/t63iIwPxD2T+0P6w6KejjaOWDxmMR4Z8AhWn1yNnJs5WHt6LXZf3o3l9y5HuEe4ha+iZxBFEZUl9biaXYGr2RWovH5bf6yPpxwPTR8C7/59LDjCtt1uvI2vr32NvVf34sT3JyCiZT3lAOcATA2diskDJ8PFtnvNcJFIZHB07A9Hx/6Ah6VH031YS4wjIuvD+EZERN1Bu5MiK1aswJtvvvmrdbKysgDgjmuCiKJ417VC9uzZg6+//hrnzp0zejwpKSltjqe3cPV2xGNLRuHYp5eRd7gE574sRtG3NxE4xA0+A/vCN6QvHFxsEeYehn8l/gufXvoU68+ux/mq85iWPg1PDH4CsyNmw8OBnzh/SdSJKLtao0+E1N5U648JAuAb0hf9Iz0QFusLG9vuOTuhUduIoyVHsffqXhy+fhga7U//0LzP7z5MDZ2K+/zug8SIhUyp+7CmGEdE1oXxjYiIuoN2b8l78+ZN3Lx581frBAUFYdu2bVi4cCFu3bplcKxv3774+9//jhkzWm9hO3/+fLz77ruQSH760KbVaiGRSBAXF4dDhw61OudO/8sQEBDQ67dzu3KuHP/71wVoGpoNyvt4yuE7sO8PSZI+aHSsx9/O/A1fXP0CQMvOIhOCJuCp0Kcw3GO4Ve+2oW3W4frFalzNrkDRtzehqm3UH5PKJAgY4ob+IxQIilBA7mRrwZHenU7U4cyNM9h7dS++/O5L/eMxABDkEoSk/klICk5CgItxe4xT55l6S0lrjXFE1D2ZMsYxvhFRd8IteXsvk2/Jq1AooFC0vTNFdHQ0ampqcPr0aYwZMwYAcOrUKdTU1CAmJuaO5yxZsgQzZ840KAsPD8ff//53TJo06Y7n2NnZwc7Orp1X0fMNiPSEX4grrp2vwveXb6H08i1Ufl+PmnIVaspVOH+8FADg0McWYwdOQ4xnEvaq/oPj6kPYV7QP+4r2IcwtDE+FPYWHgx+GndQ67qH6dhO+y7uJopxKFBdUokmt1R+zlcvQb5g7+o/wQOBQN9jad891WERRxIWqC9h7dS/2KfehvKFcf8xT7omHgx9GYv9EhLmFWXXSq7ew1hhHRL0f4xsRUfdTWVmJsLAwnD59GkFBQV3a9+jRo7F06VI8+uijXdqv2T71hYWFYeLEiXjxxRfx0UcfAWjZkvc3v/mNfpHVkpISjB8/Hp988gnGjBkDb2/vOy6uGhgYiODgYHMNtceyd7JByGgvhIz2AtCyO0rZlRp9kqT8uzo01DTi8pmWD83hmIzhsslQ96nFVVk+btwoxrvFH2N933fx27DJ+P3g38PbsesWt+0q1WX1UOZUoiinAmVXavDzuVEOLrYIHq5A/xEe8Bvs2q231RVFEV8Vf4UPzn2AKzVX9OXOts6I7xePxOBEjPIaBamkez7eQ0RERERE3VtKSgomTZpkkBDJysrCkiVLcObMGQiCgNGjR+Ptt9/GiBEjjG53586dWLNmDS5fvoympiaEhITgD3/4A5555hl9neXLlyM5ORlTpkwxeHrE3Mz6X+Fbt27Fq6++ivj4eADAI488gvfff19/vKmpCRcvXkRDQ4M5h2E17B1tEBTR8rgHADQ3anGjqLYlSXKlBmVXa9Ck1sK20gWhiEYoogEAOmhRfeYGUhz/CTd/B9w3PAr3RUTBzsHGkpfTYTqtDqVXaqDMuYminJuoKVcZHHf3c0JQhDuCIhTw6ucCQdL9Z1NcqLqAP5/+M7658Q0AwFZiiwcCHkBS/yTE+cXBVto9H+8hIiIiIqKeQaVSITU1Fenp6fqyuro6JCQkYPLkyfjwww/R3NyMN954AwkJCbh+/TpsbIz7zOjm5obXXnsNoaGhsLW1xRdffIEZM2bA09MTCQkJAICkpCS8+OKL2L9/Px5++GGzXOOdtHtNke7O1M/z9yaiTkRNhQoV1+pw81odKq7dRkVxHdS3m+5YX5Br4eBoDydnOewdbWDnKIOdgw3sHWSwc/zZV0cb2DnI9F8l0q7L6mmbdKipUOHWjQbcKm/Azeu3UZxfabDWikQqwG+wK4LCFQiKcIeLu7zLxtdZlapKvHfuPews3AkRIuykdnhu6HOYPnQ6nG271/bR1MLcMYgxjogsyZwxiPGNiCyJa4q0zOaYPXs2Kioq9GXffPMNRo8ejeLiYgQEtKxTmJubi4iICFy+fBkDBgzocH8jR45EUlISVq1apS+bMWMGtFotPvnkk45fyC+YfE0R6rkEiYC+Xg7o6+WAkKiWR25EUUT9LQ0qiutw8dJ3OH+pCI3lUjhp+kJUSVGvakL9zTsnTe7G1l6qT5bYO/6YQGlJqrQkTmxgay+FzFYKGzsJZLZSyGykkNlJYGMrhcxOCplMop/B0TLGRty6Ud+S/LihQvWNBty6UY+6SjXulNazd7RBv2Ets0ECh7jBVt6z/qg3aZuw9fxWfJTzEW43tWwJnBCUgIWjFsLXydfCoyMiIiIiImOJoghRpWq7ohkIcrnR6wweOXIEUVFRBmWDBw+GQqFAamoqli1bBq1Wi9TUVAwdOhT9+vXr0JhEUcTXX3+Nixcv4s9//rPBsTFjxuDtt9/uULsd1bM+KZLJCYIAJ1d7OLnaI3i4ByYiCrWNtdid9wWyrpzD5RtFkDbZwq7ZAfbNDpBrneBnEwhvqR/6wA3SRltoGpqgrm9Go6pldkajWotGtRZ1leo2ev91MtuWhElzkw7NGu1d69nYS+H6Q7Knr5cD/Aa7wrt/H0h6wGMxvySKIg5fP4x1WetQXFcMAAhzC8PiMYsxymuUhUdHRERERETtJapUuDjSMv+WH3z2DAQHB6PqKpVK+Poa/gess7MzDh06hMmTJ+tndAwaNAj79++HTNa+dEJNTQ38/Pyg0WgglUrx4YcfYsKECQZ1/Pz8UFxcDJ1O12XrijApQq242LrgmZFP4ZmRT6GhqQHf3PgGR0uO4ljJMXz7wwf1H3nKPRHrF4sY3xhEuA+Hq8QdmvpmqOuboK5vgqah5XtNfRPUDc0tX+ub0KTRorlRh+ZGrf77pkYttE06fdstx1t+FiQCXBT2BsmPH18OLra9YpeVy9WX8XbW2zhRegIA4G7vjnkj52HywMmQCN13AVgiIiIiIur5VCpVq8dLVCoVnn/+ecTGxiItLQ1arRZ/+ctfkJiYiKysLMjlxi9N4OzsjOzsbNy+fRsHDx7EwoUL0b9/f4wdO1ZfRy6XQ6fTQaPRtKvtzmBShH6Vg40D7ve/H/f73w8AKK4tbkmQfH8Mp0tPo1xVjl2Xd2HX5V0AAC8HL0R4RGC4x3AM9xqOMPewdm33K+pENDX+LGHSqIVEIsBFIe/WO8N0Rll9GVJzU/GfS/+BVtTCRmKDZ4Y8gxfDX4STrZOlh0dERERERJ0gyOUYfPaMxfo2lkKhQHV1tUHZtm3boFQqceLECf3MjW3btsHV1RW7d+/Gk08+aXT7EokEAwcOBACMGDEC58+fR0pKikFSpKqqCg4ODl2WEAGYFKF2CnQJxFMuT+GpsKeg0Wpw9sZZHC05iqyyLFyqvoQbDTdw4LsDOPDdAQCATCLDELch+kRJhEcEfBx97jqzQ5AIsLWXwbZnrUnULs26ZuRU5CCzJBOZ1zNxsfqi/tj4wPH4w6g/IMAlwIIjJCIiIiIiUxEEwehHWCwpMjISW7ZsMShraGiARCIx+Pz24886ne6XTbSLKIrQaDQGZXl5eRg5cmSn2m0vJkWow+ykdoj2jUa0b8vWvg1NDcivzMe3Fd8ipyIH31Z8iyp1FXJu5iDnZg62nG/5BfOQe2C4x3CM8ByBSM9IhLmFwUbaM7f/NVaVugrHSo4h83omjn1/DLWNtfpjAgSM8ByBuSPm4h6feyw4SiIiIiIislYJCQlYunQpqqur4erqCgCYMGECFi1ahLlz5+KVV16BTqfD2rVrIZPJMG7cOKPbTklJQVRUFAYMGIDGxkakp6fjk08+wYYNGwzqZWZmIj4+3qTX1RYmRchkHGwcMNp7NEZ7jwbQkvkruV1ikCS5WHURFaoKfFX8Fb4q/gpAS3JlqPtQRHpGItIzEiM8R6CPXR9LXkqn6UQdCioLkHk9E5klmci7mQcRP22T42Lrgli/WMT5xSHWLxZu9m4WHC0REREREVm78PBwREVFYceOHZg9ezYAIDQ0FJ9//jnefPNNREdHQyKRIDIyEhkZGfDx8dGfKwgCNm3ahOnTp9+x7fr6evzf//0frl+/DrlcjtDQUGzZsgW///3v9XVKSkpw/PjxVrNVzE0QxTttaNpzcY/77k3drEZBZQHOlZ9Ddnk2siuycUtzq1W94D7BLQkSjxEY4j4EXg5e6GPXp9suqFrXWIfcm7nIqcjRf/3ldYW6hSLOLw5x/nEIV4RDJmFOsjcydwxijCMiSzJnDGJ8IyJLMlUMUqvVKCoqQnBwcKtFS3uC9PR0JCcnIy8vz+jdX5RKJUJCQlBQUICQkJAO971o0SLU1NRg48aNHW7jTtp6T/ipjLqUvcweI71GYqRXy3NioihCWatEdnl2S6KkIhtFNUX6187CnfpzbSQ28JB7QOGgaPkqV8DTwVP/vYeDBzwdPOFq52rW5EmzrhlXbl1peSyoouVVVFNkMBMEABxtHBHtE404/zjE+sbCy9HLbGMiIiIiIiLqrMTERBQWFqKkpAQBAcatc5iRkYFZs2Z1KiECAJ6enkhOTu5UGx3BpAhZlCAICO4TjOA+wfhtyG8BANXqanxb8a1+NsmVmiuo0dSgSdeE7+u/x/f13/9qm272bgh1C0WoWyjC3MIQ6haKQJfAdm9rK4oiKtWVuF53HcV1xbhy6wpyb+Yi72YeVM2qVvX9nPz0C8qGK8KtYq0UIiIiIiLqXebNm9eu+nPmzDFJv4sWLTJJO+3FpAh1O672rhgbMBZjA8bqyxq1jbipuokKVQUqGioMv6oqcLOh5ViVugpV6ioc//44jn9/XH++g8wBg90GGyRKBvYdCKlEivKGclyru4ZrdddQXFuM4rpi/fcNzQ13HKOjjSOGKYYhQhGBCI8IhCvC4S53N/etISIiIiIiIhNiUoR6BFupLXydfOHr5Pur9dTNahRWF+J81XlcqLqAC1UXcKn6EhqaG3Cu/BzOlZ/T15VJZJAKUmi0mru2J0CAt6M3Ap0DEegSiGGKYQhXhKN/n/6QSqQmuz4iIiIiIiLqekyKUK9iL7NHuEc4wj3C9WXNumYoa5QGiZLzVedR11iHZjRDKkjh5+SHAJcABDoHIsD5h68uAfB38oet1NaCV0RERERERETmwqQI9XoyiQwDXQdioOtATBowCUDLeiGl9aXQ6rTwdvKGjYRrfxAREREREVkbJkXIKgmC0OajOERERERERNS7tW87DiIiIiIiIiKiXoJJESIiIiIiIiKySkyKEBEREREREREqKyvh6ekJpVLZ5X2PHj0aO3fu7PJ+mRQhIiIiIiIiIqSkpGDSpEkICgrSl2VlZWH8+PHo27cvXF1dER8fj+zs7A73sX37dgiCgClTphiUL1++HEuWLIFOp+tw2x3BpAgRERERERGRlVOpVEhNTcXMmTP1ZXV1dUhISEBgYCBOnTqFo0ePwsXFBQkJCWhqamp3H9999x2Sk5MRFxfX6lhSUhJqamqwf//+Tl1HezEpQkRERERERGTl9u3bB5lMhujoaH3ZxYsXUV1djZUrV2Lw4MEYOnQo3njjDZSXl6O4uLhd7Wu1WkybNg1vvvkm+vfv3+q4VCpFYmIi0tLSOn0t7dHrtuQVRREAUFtba+GREJE1+jH2/BiLTI0xjogsyZwxjvGNiCzJ3PGtubFrHwn5kcxWAkEQjKp75MgRREVFGZQNHjwYCoUCqampWLZsGbRaLVJTUzF06FD069evXWNZuXIlPDw88MILLyAzM/OOdcaMGYO33367Xe12Vq9LitTV1QEAAgICLDwSIrJmdXV16NOnj1naBRjjiMiyzBHjGN+IqDswR3xrbtRh47zDJm3TWLPeeQA2dlKj6iqVSvj6+hqUOTs749ChQ5g8eTJWrVoFABg0aBD2798Pmcz4dMKxY8eQmpra5lokfn5+KC4uhk6ng0TSNQ+29LqkiK+vL65duwZnZ+e7ZsRqa2sREBCAa9euwcXFpYtHaF14r7sW73fXudu9FkURdXV1rf5CMZW2Yhz/DHQt3u+uw3vddX7tXpszxvHfcN0L73XX4b3uWpb6N1xPoFKpYG9v36rs+eefR2xsLNLS0qDVavGXv/wFiYmJyMrKglwub7Pduro6PP300/j444+hUCh+ta5cLodOp4NGozGqbVPodUkRiUQCf39/o+q6uLgw8HQR3uuuxfvdde50r80xQ+RHxsY4/hnoWrzfXYf3uuvc7V6bK8bx33DdE+911+G97lpd+W84ma0Es955wCxtG9O3sRQKBaqrqw3Ktm3bBqVSiRMnTuhnbmzbtg2urq7YvXs3nnzyyTbbvXLlCpRKJSZNmqQv+3GHGZlMhosXL2LAgAEAgKqqKjg4OHRZQgTohUkRIiIiIiIiou5CEASjH2GxpMjISGzZssWgrKGhARKJ4bokP/5s7Na5oaGhyM3NNSj705/+hLq6OrzzzjsGj03m5eVh5MiRnbiK9uPuM0RERERERERWLiEhAfn5+QazRSZMmIDq6mrMnTsX58+fR35+PmbMmAGZTIZx48YZ1a69vT2GDRtm8Orbty+cnZ0xbNgw2Nra6utmZmYiPj7e5Nf2a6QrVqxY0aU9dhNSqRRjx45t1+Iw1DG8112L97vrdNd73V3H1Vvxfncd3uuu053vdXceW2/De911eK+7ljnvd3NzM27dugVXV9ce9356eXlh3759sLGx0e9Co1AocM8992DHjh1ISUnB5s2b4eTkhE2bNiEsLEx/riAICAoKwogRI4zq67PPPoNarTZ4/KakpATJycnYvHmzSR8la+s9EURz7RtJREREREREZEXUajWKiooQHBzcatHSniA9PR3JycnIy8szevcXpVKJkJAQFBQUICQkpMN9L1q0CDU1Ndi4cWOH27iTtt6TnpW6IiIiIiIiIiKzSExMRGFhIUpKSozeIj0jIwOzZs3qVEIEADw9PZGcnNypNjqCM0WIiIiIiIiITKCnzxTpjdp6T7jQKhERERERERFZJSZFiIiIiIiIiMgqWV1S5MMPP9RPmxk1ahQyMzMtPaQeLyUlBaNHj4azszM8PT0xZcoUXLx40aCORqPBK6+8AoVCAUdHRzzyyCO4fv26hUbce6SkpEAQBMyfP19fxnttWiUlJXj66afh7u4OBwcHjBgxAmfOnNEfF0URK1asgK+vL+RyOcaOHYv8/HyLjZcxzvQY4yyHMc78elKMY3wzPcY3y2F8M7+eFN/IsqwqKfLvf/8b8+fPx2uvvYZz584hLi4ODz/8MIqLiy09tB7t8OHDmDt3Lk6ePIkDBw6gubkZ8fHxqK+v19eZP38+du3ahe3bt+Po0aO4ffs2fvOb30Cr1Vpw5D1bVlYWNm7ciIiICINy3mvTqa6uRmxsLGxsbLBv3z4UFBTgr3/9K/r27auv8/bbb+Nvf/sb3n//fWRlZcHb2xsTJkxAXV1dl4+XMc48GOMsgzHO/HpSjGN8Mw/GN8tgfDO/nhTfqBsQrciYMWPEOXPmGJSFhoaKS5YssdCIeqfy8nIRgHj48GFRFEXx1q1boo2Njbh9+3Z9nZKSElEikYgZGRmWGmaPVldXJ9IrpU4AACAASURBVIaEhIgHDhwQH3jgAXHevHmiKPJem9rixYvF++67767HdTqd6O3tLa5du1ZfplarxT59+oj/+Mc/umKIBhjjugZjnPkxxnWNnhTjGN+6BuOb+TG+dQ1LxjeVSiUWFBSIKpWqU+2Q6bT1nljNTJHGxkacOXMG8fHxBuXx8fE4fvy4hUbVO9XU1AAA3NzcAABnzpxBU1OTwb339fXFsGHDeO87aO7cuUhKSsJDDz1kUM57bVp79uxBVFQUHn/8cXh6eiIyMhIff/yx/nhRURHKysoM7rednR0eeOCBLr/fjHFdhzHO/BjjukZPiXGMb12H8c38GN+6Rk+Jb9Q9WE1S5ObNm9BqtfDy8jIo9/LyQllZmYVG1fuIooiFCxfivvvuw7BhwwAAZWVlsLW1haurq0Fd3vuO2b59O86ePYuUlJRWx3ivTevq1avYsGEDQkJCsH//fsyZMwevvvoqPvnkEwDQ39PuEFcY47oGY5z5McZ1nZ4S4xjfugbjm/kxvnWdnhLfqHuQWXoAXU0QBIOfRVFsVUYd9/LLLyMnJwdHjx5tsy7vfftdu3YN8+bNw5dfftmufc95rztGp9MhKioKa9asAQBERkYiPz8fGzZswLPPPquv153iSncaS2/EGGdejHFdq6fFuO4yjt6K8c28GN+6Vk+Lb91JZWUlwsLCcPr0aQQFBXVp34899hhiYmKwcOHCLu3XamaKKBQKSKXSVpm/8vLyVhlC6phXXnkFe/bswf/+9z/4+/vry729vdHY2Ijq6mqD+rz37XfmzBmUl5dj1KhRkMlkkMlkOHz4MN59913IZDJ4eXnxXpuQj48PhgwZYlAWFhamX9jP29sbALpFXGGMMz/GOPNjjOtaPSXGMb6ZH+Ob+TG+da2eEt+6o5SUFEyaNMkgIZKVlYXx48ejb9++cHV1RXx8PLKzs9vV7ubNmyEIQquXWq3W13n99dfx1ltvoba21lSXYxSrSYrY2tpi1KhROHDggEH5gQMHEBMTY6FR9Q6iKOLll1/Gzp078fXXXyM4ONjg+KhRo2BjY2Nw70tLS5GXl8d7307jx49Hbm4usrOz9a+oqChMmzZN/z3vtenExsa22prw0qVL6NevHwAgODgY3t7eBve7sbERhw8f7vL7zRhnPoxxXYcxrmv1lBjH+GY+jG9dh/Gta/WU+NbdqFQqpKamYubMmfqyuro6JCQkIDAwEKdOncLRo0fh4uKChIQENDU1tat9FxcXlJaWGrx+PnMqIiICQUFB2Lp1q8muyShmXea1m9m+fbtoY2MjpqamigUFBeL8+fNFR0dHUalUWnpoPdpLL70k9unTRzx06JBYWlqqfzU0NOjrzJkzR/T39xe/+uor8ezZs+KDDz4oDh8+XGxubrbgyHuHn69cLoq816Z0+vRpUSaTiW+99ZZYWFgobt26VXRwcBC3bNmir7N27VqxT58+4s6dO8Xc3Fxx6tSpoo+Pj1hbW9vl42WMMw/GOMtijDOfnhTjGN/Mg/HNshjfzMeS8a0n7z7z3//+V1QoFAZlWVlZIgCxuLhYX5aTkyMCEC9fvmx025s2bRL79OnTZr0VK1aIcXFxxg/aCG29J1aVFBFFUfzggw/Efv36iba2tuLIkSP1W45RxwG442vTpk36OiqVSnz55ZdFNzc3US6Xi7/5zW8MfrGo4375FyrvtWl9/vnn4rBhw0Q7OzsxNDRU3Lhxo8FxnU4nvvHGG6K3t7doZ2cn3n///WJubq6FRssYZw6McZbFGGdePSnGMb6ZHuObZTG+mZel4tudPoDrdDqxUaWyyEun0xk99nnz5okTJ040KKutrRUVCoX4xhtviBqNRmxoaBDnzZsnDh06VGxqajK67U2bNolSqVQMDAwU/fz8xKSkJPHs2bOt6qWnp4t2dnaiWq02uu22tJUUEURRFLt2bgoRERERERFR76NWq1FUVITg4GD9oyFNajXefe4xi4zn1X9+ChsjF/edMmUK3N3dkZqaalCen5+PyZMno6ioCAAwaNAg7N+/H4GBgUaP4+TJk7h8+TLCw8NRW1uLd955B+np6fj2228REhKir5eTk4Phw4dDqVTqH3fqrDu9Jz9nNWuKEBEREREREdGdqVSqVkkDlUqF559/HrGxsTh58iSOHTuGoUOHIjExESqVyui27733Xjz99NMYPnw44uLisGPHDgwaNAjvvfeeQT25XA4AaGho6PwFGcnqtuQlIiIiIiIi6ioyOzu8+s9PLda3sRQKRasdkLZt2walUokTJ05AIpHoy1xdXbF79248+eSTHRqXRCLB6NGjUVhYaFBeVVUFAPDw8OhQux3BpAgRERERERGRmQiCYPQjLJYUGRmJLVu2GJQ1NDRAIpFAEAR92Y8/63S6DvcliiKys7MRHh5uUJ6Xlwd/f38oFIoOt91efHyGiIiIiIiIyMolJCQgPz/fYLbIhAkTUF1djblz5+L8+fPIz8/HjBkzIJPJMG7cOKPbfvPNN7F//35cvXoV2dnZeOGFF5CdnY05c+YY1MvMzER8fLzJrskYTIoQERERERERWbnw8HBERUVhx44d+rLQ0FB8/vnnyMnJQXR0NOLi4vD9998jIyMDPj4++nqCIGDz5s13bfvWrVuYNWsWwsLCEB8fj5KSEhw5cgRjxozR11Gr1di1axdefPFFs1zf3XD3GSIiIiIiIiITaGunk+4uPT0dycnJyMvL068h0halUomQkBAUFBQY7CTTXh988AF2796NL7/8ssNt3Elb7wnXFCEiIiIiIiIiJCYmorCwECUlJQgICDDqnIyMDMyaNatTCREAsLGxabUbTVfgTBEitEz32rVrF6ZMmWLpoRARmRxjHBH1Voxv1N309JkivVFb7wnXFCGrMH36dAiC0Oo1ceJESw+NiKjTGOOIqLdifCMic+PjM2Q1Jk6ciE2bNhmU2bVj324iou6MMY6IeivGNyIyJ84UIathZ2cHb29vg5erq+sd665cuRJeXl7Izs4GADQ2NuKPf/wj/Pz84OjoiHvuuQeHDh3qwtETEf06xjgi6q0Y34jInDhThOhnRFHE/Pnz8dlnn+Ho0aP6xYJmzJgBpVKJ7du3w9fXF7t27cLEiRORm5vb6QWFiIi6CmMcEfVWjG9E1FGcKUJW44svvoCTk5PBa9WqVfrjzc3NePbZZ/Hll1/i2LFj+r8or1y5grS0NPznP/9BXFwcBgwYgOTkZNx3332tpnISEVkKYxwR9VaMb0RkTpwpQlZj3Lhx2LBhg0GZm5ub/vsFCxbAzs4OJ0+ehEKh0JefPXsWoihi0KBBBudqNBq4u7ubd9BEREZijCOi3orxjYjMiUkRshqOjo4YOHDgXY9PmDABaWlp2L9/P6ZNm6Yv1+l0kEqlOHPmDKRSqcE5Tk5OZhsvEVF7MMYRUW/F+EZE5sSkCNEPHnnkEUyaNAlPPfUUpFIpnnzySQBAZGQktFotysvLERcXZ+FREhF1DGMcEfVWjG9EplNZWYmwsDCcPn0aQUFBXdr3Y489hpiYGCxcuLBL++WaImQ1NBoNysrKDF43b940qPPb3/4W//rXvzBjxgx8+umnAIBBgwZh2rRpePbZZ7Fz504UFRUhKysLf/7zn5Genm6JSyEiaoUxjoh6K8Y3oq6TkpKCSZMmGSREsrKyMH78ePTt2xeurq6Ij4/X7/DUHrdu3cLcuXPh4+MDe3t7hIWFGfwuvv7663jrrbdQW1triksxGmeKkNXIyMiAj4+PQdngwYNx4cIFg7LHHnsMOp0OzzzzDCQSCR599FFs2rQJq1evxh/+8AeUlJTA3d0d0dHRSExM7MpLICK6K8Y4IuqtGN+IuoZKpUJqaqpBoqKurg4JCQmYPHkyPvzwQzQ3N+ONN95AQkICrl+/DhsbG6PabmxsxIQJE+Dp6YlPP/0U/v7+uHbtGpydnfV1IiIiEBQUhK1bt+Kll14y+fXdjSCKothlvRERERERERH1Umq1GkVFRQgODoa9vb2lh9MuO3fuxOzZs1FRUaEv++abbzB69GgUFxcjICAAAJCbm4uIiAhcvnwZAwYMMKrtf/zjH1i3bh0uXLjwq4mUN998EwcPHsSRI0c6dzE/09Z7wsdniIiIiIiIiMxEFEXoGrUWebVnDsSRI0cQFRVlUDZ48GAoFAqkpqaisbFRP5tk6NCh6Nevn9Ft79mzB9HR0Zg7dy68vLwwbNgwrFmzBlqt1qDemDFjcPr0aWg0GqPb7iw+PkNERERERERkJmKTDt+/ftwiffuujIFgK227IgClUglfX1+DMmdnZxw6dAiTJ0/GqlWrALSs17N//37IZManE65evYqvv/4a06ZNQ3p6OgoLCzF37lw0Nzfj9ddf19fz8/PTryPUnqRLZ3CmCBEREREREZGVU6lUrR4vUalUeP755xEbG4uTJ0/i2LFjGDp0KBITE6FSqYxuW6fTwdPTExs3bsSoUaPw5JNP4rXXXsOGDRsM6snlcgBAQ0ND5y/ISJwpQkRERERERGQmgo0EvitjLNa3sRQKBaqrqw3Ktm3bBqVSiRMnTkAikejLXF1dsXv3bv0W2G3x8fGBjY0NpNKfZq2EhYWhrKwMjY2NsLW1BQBUVVUBADw8PIwed2cxKUJERERERERkJoIgGP0IiyVFRkZiy5YtBmUNDQ2QSCQQBEFf9uPPOp3O6LZjY2Oxbds26HQ6fXLl0qVL8PHx0SdEACAvLw/+/v5QKBSdvBrj8fEZIiIiIiIiIiuXkJCA/Px8g9kiEyZMQHV1NebOnYvz588jPz8fM2bMgEwmw7hx44xu+6WXXkJlZSXmzZuHS5cuYe/evVizZg3mzp1rUC8zMxPx8fEmuyZjMClCREREREREZOXCw8MRFRWFHTt26MtCQ0Px+eefIycnB9HR0YiLi8P333+PjIwM+Pj46OsJgoDNmzffte2AgAB8+eWXyMrKQkREBF599VXMmzcPS5Ys0ddRq9XYtWsXXnzxRbNc390IYnv26CEiIiIiIiKiO1Kr1SgqKkJwcHCrRUt7gvT0dCQnJyMvL0//mEtblEolQkJCUFBQgJCQkA73/cEHH2D37t348ssvO9zGnbT1nnBNESIiIiIiIiJCYmIiCgsLUVJSgoCAAKPOycjIwKxZszqVEAEAGxsbvPfee51qoyM4U4SIiIiIiIjIBHr6TJHeqK33hGuKEBEREREREZFVYlKEiIiIiIiIiKwSkyJEREREREREZJWYFCEiIiIiIiIiq8SkCBERERERERFZJSZFiIiIiIiIiMgqMSlCRERERERERFaJSREiIiIiIiIiQmVlJTw9PaFUKi09FADA6NGjsXPnTrP2waQIERERERERESElJQWTJk1CUFCQvuzgwYOIiYmBs7MzfHx8sHjxYjQ3N5ukv5KSEjz99NNwd3eHg4MDRowYgTNnzuiPL1++HEuWLIFOpzNJf3fCpAgRERERERGRlVOpVEhNTcXMmTP1ZTk5OUhMTMTEiRNx7tw5bN++HXv27MGSJUs63V91dTViY2NhY2ODffv2oaCgAH/961/Rt29ffZ2kpCTU1NRg//79ne7vbgRRFEWztU5ERERERERkJdRqNYqKihAcHAx7e3tLD6dddu7cidmzZ6OiokJftmzZMhw4cABZWVn6ss8++wxTp05FeXk5nJ2dO9zfkiVLcOzYMWRmZv5qvRkzZkCr1eKTTz7pUD9tvSecKUJERERERERkJqIoorGx0SKv9syBOHLkCKKiogzKNBpNq0SCXC6HWq02eMylI/bs2YOoqCg8/vjj8PT0RGRkJD7++ONW9caMGdNm4qQzZGZrmYiIiIiIiMjKNTU1Yc2aNRbpe9myZbC1tTWqrlKphK+vr0FZQkIC1q9fj7S0NDzxxBMoKyvD6tWrAQClpaWdGtvVq1exYcMGLFy4EMuWLcPp06fx6quvws7ODs8++6y+np+fH4qLi6HT6SCRmH5eB2eKEBEREREREVk5lUrValZIfHw81q1bhzlz5sDOzg6DBg1CUlISAEAqlRrVbmZmJpycnPSvrVu3AgB0Oh1GjhyJNWvWIDIyErNnz8aLL76IDRs2GJwvl8uh0+mg0WhMcJWtcaYIERERERERkZnY2Nhg2bJlFuvbWAqFAtXV1a3KFy5ciAULFqC0tBSurq5QKpVYunQpgoODjWo3KioK2dnZ+p+9vLwAAD4+PhgyZIhB3bCwMPz3v/81KKuqqoKDgwPkcrnR19IeTIoQERERERERmYkgCEY/wmJJkZGR2LJlyx2PCYKgf7QmLS0NAQEBGDlypFHtyuVyDBw4sFV5bGwsLl68aFB26dIl9OvXz6AsLy/P6L46go/PEBEREREREVm5hIQE5Ofnt5otsm7dOuTm5iI/Px+rVq3C2rVr8e677xr9+MzdLFiwACdPnsSaNWtw+fJlbNu2DRs3bsTcuXMN6mVmZiI+Pr5Tff0aJkWIiIiIiIiIrFx4eDiioqKwY8cOg/J9+/YhLi4OUVFR2Lt3L3bv3o0pU6YY1BEEAZs3b25Xf6NHj8auXbuQlpaGYcOGYdWqVVi/fj2mTZumr1NSUoLjx49jxowZHb6utghie/boISIiIiIiIqI7UqvVKCoqQnBwcKtFS3uC9PR0JCcnIy8vz+idXpRKJUJCQlBQUICQkBCTjmfRokWoqanBxo0bO9xGW+8J1xQhIiIiIiIiIiQmJqKwsBAlJSUICAgw6pyMjAzMmjXL5AkRAPD09ERycrLJ2/05zhQhIiIiIiIiMoGePlOkN2rrPeGaIkRERERERERklZgUISIiIiIiIiKrxKQIEREREREREVklJkWIiIiIiIiIyCoxKUJEREREREREVolJESIiIiIiIiKySkyKEBEREREREZFVYlKEiIiIiIiIiFBZWQlPT08olUpLDwUAMHr0aOzcudOsfTApQkRERERERERISUnBpEmTEBQUpC87ePAgYmJi4OzsDB8fHyxevBjNzc2d7mvFihUQBMHg5e3tbVBn+fLlWLJkCXQ6Xaf7uxsmRYiIiIiIiIisnEqlQmpqKmbOnKkvy8nJQWJiIiZOnIhz585h+/bt2LNnD5YsWWKSPocOHYrS0lL9Kzc31+B4UlISampqsH//fpP0dydMihARERERERFZuX379kEmkyE6Olpftn37dkREROD111/HwIED8cADDyAlJQUffPAB6urqOt2nTCaDt7e3/uXh4WFwXCqVIjExEWlpaZ3u626YFCEiIiIiIiIyE1EUodU2WOQliqLR4zxy5AiioqIMyjQaDezt7Q3K5HI51Go1zpw50+l7U1hYCF9fXwQHB+PJJ5/E1atXW9UZM2YMMjMzO93X3cjM1jIRERERERGRldPpVDh0ONwifY99IBdSqYNRdZVKJXx9fQ3KEhISsH79eqSlpeGJJ55AWVkZVq9eDQAoLS3t1NjuuecefPLJJxg0aBBu3LiB1atXIyYmBvn5+XB3d9fX8/PzQ3FxMXQ6HSQS08/r4EwRIiIiIiIiIiunUqlazQqJj4/HunXrMGfOHNjZ2WHQoEFISkoC0PJoizEyMzPh5OSkf23duhUA8PDDD+N3v/sdwsPD8dBDD2Hv3r0AgH/+858G58vlcuh0Omg0ms5e4h1xpggRERERERGRmUgkcox9ILftimbq21gKhQLV1dWtyhcuXIgFCxagtLQUrq6uUCqVWLp0KYKDg41qNyoqCtnZ2fqfvby87ljP0dER4eHhKCwsNCivqqqCg4MD5HLjr6U9mBQhIiIiIiIiMhNBEIx+hMWSIiMjsWXLljseEwRB/2hNWloaAgICMHLkSKPalcvlGDhwYJv1NBoNzp8/j7i4OIPyvLw8o/vqCD4+Q0RERERERGTlEhISkJ+f32q2yLp165Cbm4v8/HysWrUKa9euxbvvvmv04zN3k5ycjMOHD6OoqAinTp3CY489htraWjz33HMG9TIzMxEfH9+pvn4NkyJEREREREREVi48PBxRUVHYsWOHQfm+ffsQFxeHqKgo7N27F7t378aUKVMM6giCgM2bN7erv+vXr2Pq1KkYPHgwHn30Udja2uLkyZPo16+fvk5JSQmOHz+OGTNmdPi62iKI7dmjh4iIiIiIiIjuSK1Wo6ioCMHBwa0WLe0J0tPTkZycjLy8PKN3elEqlQgJCUFBQQFCQkJMOp5FixahpqYGGzdu7HAbbb0nXFOEiIiIiIiIiJCYmIjCwkKUlJQgICDAqHMyMjIwa9YskydEAMDT0xPJyckmb/fnOFOEiIiIiIiIyAR6+kyR3qit94RrihARERERERGRVWJShIiIiIiIiIisEpMiRERERERERGSVmBQhIiIiIiIiIqvEpAgRERERERERWSUmRYiIiIiIiIjIKjEpQkRERERERERWiUkRIiIiIiIiIkJlZSU8PT2hVCotPRRoNBoEBgbizJkzZu2HSREiIiIiIiIiQkpKCiZNmoSgoCB92cGDBxETEwNnZ2f4+Phg8eLFaG5uNnm/giBg/vz5+jI7OzskJydj8eLFJu3rl5gUISIiIiIiIrJyKpUKqampmDlzpr4sJycHiYmJmDhxIs6dO4ft27djz549WLJkicn6zcrKwsaNGxEREdHq2LRp05CZmYnz58+brL9fYlKEiIiIiIiIyMrt27cPMpkM0dHR+rLt27cjIiICr7/+OgYOHIgHHngAKSkp+OCDD1BXV9fpPm/fvo1p06bh448/hqura6vj7u7uiImJQVpaWqf7uhsmRYiIiIiIiIjMRBRF1Gu1FnmJomj0OI8cOYKoqCiDMo1GA3t7e4MyuVwOtVptkrU+5s6di6SkJDz00EN3rTNmzBhkZmZ2uq+7kZmtZSIiIiIiIiIr16DTYcCRXIv0feX+cDhKpUbVVSqV8PX1NShLSEjA+vXrkZaWhieeeAJlZWVYvXo1AKC0tLRTY9u+fTvOnj2LrKysX63n5+dn1oVfOVOEiIiIiIiIyMqpVKpWs0Li4+Oxbt06zJkzB3Z2dhg0aBCSkpIAAFIjky2ZmZlwcnLSv7Zu3Ypr165h3rx52LJlS6s+f0kul6OhoaFjF2UEzhQhIiIiIiIiMhMHiQRX7g+3WN/GUigUqK6ublW+cOFCLFiwAKWlpXB1dYVSqcTSpUsRHBxsVLtRUVHIzs7W/+zl5YWDBw+ivLwco0aN0pdrtVocOXIE77//PjQajT7pUlVVBQ8PD6Ovo72YFCEiIiIiIiIyE0EQjH6ExZIiIyOxZcuWOx4TBEH/aE1aWhoCAgIwcuRIo9qVy+UYOHCgQdn48eORm2v4SNGMGTMQGhqKxYsXG8xCycvLQ2RkZHsupV2YFCEiIiIiIiKycgkJCVi6dCmqq6sNdoJZt24dJk6cCIlEgp07d2Lt2rXYsWOH0Y/P3ImzszOGDRtmUObo6Ah3d/dW5ZmZmVi1alWH+2oL1xQhIiIiIiIisnLh4eGIiorCjh07DMr37duHuLg4REVFYe/evdi9ezemTJliUEcQBGzevNnkYzpx4gRqamrw2GOPmbztHwlie/boISIiIiIiIqI7UqvVKCoqQnBwcJsLiHZH6enpSE5ORl5eHiRGrkeiVCoREhKCgoIChISEmHQ8jz/+OCIjI7Fs2bIOt9HWe8LHZ4iIiIiIiIgIiYmJKCwsRElJCQICAow6JyMjA7NmzTJ5QkSj0WD48OFYsGCBSdv9Jc4UISIiIiIiIjKBnj5TpDdq6z3hmiJEREREREREZJWYFCEiIiIiIiIiq8SkCBERERERERFZJSZFiIiIiIiIiMgqMSlCRERERERERFaJSREiIiIiIiIiskpMihARERERERGRVWJShIiIiIiIiIhQWVkJT09PKJVKSw8FGo0GgYGBOHPmjFn7YVKEiIiIiIiIiJCSkoJJkyYhKChIX3bw4EHExMTA2dkZPj4+WLx4MZqbmzvd14YNGxAREQEXFxe4uLggOjoa+/bt0x+3s7NDcnIyFi9e3Om+fg2TIkRERERERERWTqVSITU1FTNnztSX5eTkIDExERMnTsS5c+ewfft27NmzB0uWLOl0f/7+/li7di2++eYbfPPNN3jwwQcxefJk5Ofn6+tMmzYNmZmZOH/+fKf7uxtBFEXRbK0TERERERERWQm1Wo2ioiIEBwfD3t7e0sNpl507d2L27NmoqKjQly1btgwHDhxAVlaWvuyzzz7D1KlTUV5eDmdnZ5OOwc3NDevWrcMLL7ygLxs3bhzi4uKwcuXKDrXZ1nsi6/BoiYiIiIiIiOhXiaIIVZPWIn3LbaQQBMGoukeOHEFUVJRBmUajaZVIkMvlUKvVOHPmDMaOHWuScWq1WvznP/9BfX09oqOjDY6NGTMGmZmZJunnTpgUISIiIiIiIjITVZMWQ17fb5G+C1YmwMHWuI/9SqUSvr6+BmUJCQlYv3490tLS8MQTT6CsrAyrV68GAJSWlnZ6fLm5uYiOjoZarYaTkxN27dqFIUOGGNTx8/Mz68KvXFOEiIiIiIiIyMqpVKpWs0Li4+Oxbt06zJkzB3Z2dhg0aBCSkpIAAFKp1Kh2MzMz4eTkpH9t3bpVf2zw4MHIzs7GyZMn8dJLL+G5555DQUGBwflyuRwNDQ2dvLq740wRIiIiIiIiIjOR20hRsDLBYn0bS6FQoLq6ulX5woULsWDBApSWlsLV1RVKpRJLly5FcHCwUe1GRUUhOztb/7OXl5f+e1tbWwwcOFBfLysrC++88w4++ugjfZ2qqip4eHgYfR3txaQIERERERERkZkIgmD0IyyWFBkZiS1bttzxmCAI+kdr0v4/e/cfFeV55///dSM6jJGmeBAFJGGqJP0hJoMjDbpE200YgofGc2pJNc1+Y4rGJtu4smQFU82pUXCDa1zTNKfpYcsnqx3KSTF4joBaswpd3ay1UkS6kaRMPEVmdYFiqjNDlPn+eF/vkQAAIABJREFUkZPZTtAwM4CsmefjnDknvO/rfr+v2/uvvM91XbfDoZSUFGVkZASV12w2+xsfw/H5fPJ6vQGxtrY2Wa3WoO4Px//9NwMAAAAAAMaU3W5XaWmp+vr6FBcX549XVFQoNzdXUVFRqq2t1bZt21RTUxP09pkb2bBhgx566CGlpKTogw8+UHV1tY4cOaLGxsaAcc3NzXrhhRdGVOvTcKYIAAAAAAARLj09XTabTTU1NQHxhoYGZWdny2azaf/+/aqrq9PSpUsDxhiGoaqqqpDq/fd//7cee+wx3X333frrv/5rvf3222psbNSDDz7oH3P8+HH19/dr2bJlYT/XcAyfz+cbs+wAAAAAAEQIj8ejzs5OWSyWIYeW3grq6+tVXFystrY2RUUFt4bC6XQqLS1N7e3tSktLG9X5fOtb35LVatWGDRvCzjHcO2H7DAAAAAAAUF5enjo6OtTV1aWUlJSg7mlsbNTq1atHvSHi9Xp1zz33aN26daOa95NYKQIAAAAAwCi41VeKfBYN9044UwQAAAAAAEQkmiIAAAAAACAi0RQBAAAAAAARiaYIAAAAAACISDRFAAAAAABARKIpAgAAAAAAIhJNEQAAAAAAEJFoigAAAAAAAPX09CghIUFOp3O8pyKv16s77rhDJ0+eHNM6NEUAAAAAAIDKy8uVn5+v1NRUf+zw4cNasGCBYmNjlZiYqPXr1+vq1aujUmv+/PmKjY1VQkKCli5dqnfeecd/3WQyqbi4WOvXrx9xrU9DUwQAAAAAgAjndrtVWVmpwsJCf6y1tVV5eXnKzc3VqVOnVF1drX379qmkpGTE9Y4ePaqnn35a//Ef/6FDhw7p6tWrysnJ0eXLl/1jHn30UTU3N+v3v//9iOvdiOHz+Xxjlh0AAAAAgAjh8XjU2dkpi8WimJiY8Z5OSGpra/Xkk0/q4sWL/tiGDRt06NAhnThxwh978803tXz5cl24cEGxsbGjVv/ixYtKSEjQ0aNHdf/99/vjX/va15Sdna3NmzeHlXe4dxId9owBAAAAAMCn8/mkD6+MT+2JkyXDCGpoU1OTbDZbQMzr9Q5pJJjNZnk8Hp08eVKLFy8erZmqv79fkjR16tSAeGZmppqbm0etzifRFAEAAAAAYKx8eEUqSxqf2hvOS5NuC2qo0+lUUlLgPO12u3bu3CmHw6GCggK5XC5t2bJFktTd3T1q0/T5fCoqKtJf/dVfac6cOQHXkpOTx/TgV84UAQAAAAAgwrnd7iGrQnJyclRRUaE1a9bIZDLprrvu0pIlSyRJEyZMCCpvc3OzpkyZ4v/t2bNnyJi//du/VWtrqxwOx5BrZrNZV66M3UobVooAAAAAADBWJk7+aMXGeNUOUnx8vPr6+obEi4qKtG7dOnV3dysuLk5Op1OlpaWyWCxB5bXZbGppafH/PX369IDr3//+97Vv3z41NTVp5syZQ+7v7e3VtGnTgn6OUNEUAQAAAABgrBhG0FtYxpPVatXu3buve80wDP/WGofDoZSUFGVkZASV12w2a/bs2UPiPp9P3//+97V3714dOXLkhk2WtrY2Wa3WIJ8idGyfAQAAAAAgwtntdp05c2bIapGKigqdPn1aZ86c0QsvvKBt27Zp165dQW+fuZGnn35au3fv1s9//nPFxsbK5XLJ5XLJ7XYHjGtublZOTs6Ian0amiIAAAAAAES49PR02Ww21dTUBMQbGhqUnZ0tm82m/fv3q66uTkuXLg0YYxiGqqqqQqr36quvqr+/X4sXL1ZiYqL/94tf/MI/5vjx4+rv79eyZcvCfq7hsH0GAAAAAABo48aNKi4u1qpVqxQV9dEairfeeutT73E6nYqOjtbChQtDquXz+YYds2PHDj377LMym80h5Q4FTREAAAAAAKC8vDx1dHSoq6tLKSkpQd3T2Nio1atXKy0tbVTn4vV6dc8992jdunWjmveTDF8w7RkAAAAAAPCpPB6POjs7ZbFYhnzeFuNjuHfCmSIAAAAAACAi0RQBAAAAAAARiaYIAAAAAACISDRFAAAAAABARKIpAgAAAAAAIhJNEQAAAAAAEJFoigAAAAAAgIhEUwQAAAAAAKinp0cJCQlyOp3jPRVJ0vz581VbWzumNWiKAAAAAAAAlZeXKz8/X6mpqf7Y4cOHtWDBAsXGxioxMVHr16/X1atXR1yrqalJ+fn5SkpKkmEYevPNN4eM2bhxo0pKSjQ4ODjiejdCUwQAAAAAgAjndrtVWVmpwsJCf6y1tVV5eXnKzc3VqVOnVF1drX379qmkpGTE9S5fvqx77rlHP/rRj244ZsmSJerv79eBAwdGXO9GoscsMwAAAAAAuCU0NDQoOjpaWVlZ/lh1dbXmzp2rTZs2SZJmz56t8vJyLV++XM8//7xiY2PDrvfQQw/poYce+tQxEyZMUF5enhwOx7Bjw0VTBAAAAACAMeLz+eS+6h6X2uZoswzDCGpsU1OTbDZbQMzr9SomJiYwp9ksj8ejkydPavHixaM11RvKzMzUiy++OGb5aYoAAAAAADBG3Ffd+urPvzoutd9e8bYmT5wc1Fin06mkpKSAmN1u186dO+VwOFRQUCCXy6UtW7ZIkrq7u0d9vteTnJysc+fOaXBwUFFRo38CCGeKAAAAAAAQ4dxu95BVITk5OaqoqNCaNWtkMpl01113acmSJZI+2toSjObmZk2ZMsX/27NnT0jzMpvNGhwclNfrDem+YLFSBAAAAACAMWKONuvtFW+PW+1gxcfHq6+vb0i8qKhI69atU3d3t+Li4uR0OlVaWiqLxRJUXpvNppaWFv/f06dPD3pOktTb26vJkyfLbA7+WUJBUwQAAAAAgDFiGEbQW1jGk9Vq1e7du697zTAM/9Yah8OhlJQUZWRkBJXXbDZr9uzZYc+rra0t6FrhoCkCAAAAAECEs9vtKi0tVV9fn+Li4vzxiooK5ebmKioqSrW1tdq2bZtqamqC3j5zI3/+85/17rvv+v/u7OxUS0uLpk6dqjvuuMMfb25uVk5OzohqfRrOFAEAAAAAIMKlp6fLZrOppqYmIN7Q0KDs7GzZbDbt379fdXV1Wrp0acAYwzBUVVUVUr3f/OY3slqtslqtkj7apmO1Wv2f/5Wkrq4uHTt2TCtXrgzvoYJg+Hw+35hlBwAAAAAgQng8HnV2dspisQw5tPRWUF9fr+LiYrW1tQX9pRen06m0tDS1t7crLS1tVOfz7LPPqr+/X6+99lrYOYZ7J2yfAQAAAAAAysvLU0dHh7q6upSSkhLUPY2NjVq9evWoN0QkKSEhQcXFxaOe9y+xUgQAAAAAgFFwq68U+Swa7p1wpggAAAAAAIhINEUAAAAAAEBEoikCAAAAAAAiEk0RAAAAAAAQkWiKAAAAAACAiERTBAAAAAAARCSaIgAAAAAAICLRFAEAAAAAAOrp6VFCQoKcTudNrz1//nzV1tbe9Lo0RQAAAAAAgMrLy5Wfn6/U1FR/7PDhw1qwYIFiY2OVmJio9evX6+rVqyHn/uUvf6kvf/nLMplM+vKXv6y9e/cGXN+4caNKSko0ODg40scICU0RAAAAAAAinNvtVmVlpQoLC/2x1tZW5eXlKTc3V6dOnVJ1dbX27dunkpKSkHIfP35cjzzyiB577DH97ne/02OPPaaCggK9/fbb/jFLlixRf3+/Dhw4MGrPFAzD5/P5bmpFAAAAAAA+gzwejzo7O2WxWBQTEzPe0wlJbW2tnnzySV28eNEf27Bhgw4dOqQTJ074Y2+++aaWL1+uCxcuKDY2NqjcjzzyiC5duqSGhgZ/LDc3V3FxcXI4HP7YypUrde3aNb3++uuj8EQfGe6dsFIEAAAAAIAx4vP5NHjlyrj8QlkD0dTUJJvNFhDzer1DGglms1kej0cnT54MOvfx48eVk5MTELPb7Tp27FhALDMzU83NzUHnHQ3RN7UaAAAAAAARxOd2652MeeNS++7fnpQxeXJQY51Op5KSkgJidrtdO3fulMPhUEFBgVwul7Zs2SJJ6u7uDnoeLpdL06dPD4hNnz5dLpcrIJacnKxz585pcHBQUVE3Zw0HK0UAAAAAAIhwbrd7yKqQnJwcVVRUaM2aNTKZTLrrrru0ZMkSSdKECRNCym8YRsDfPp9vSMxsNmtwcFBerzeMJwgPK0UAAAAAABgjhtmsu38b/FaT0a4drPj4ePX19Q2JFxUVad26deru7lZcXJycTqdKS0tlsViCzj1jxowhq0IuXLgwZPVIb2+vJk+eLHMI8x4pmiIAAAAAAIwRwzCC3sIynqxWq3bv3n3da4Zh+LfWOBwOpaSkKCMjI+jcWVlZOnTokNatW+ePHTx4UAsWLAgY19bWFlLe0UBTBAAAAACACGe321VaWqq+vj7FxcX54xUVFcrNzVVUVJRqa2u1bds21dTUhLR9Zu3atbr//vv1j//4j3r44YdVV1enX/3qV/r1r38dMK65uXnIgaxjjTNFAAAAAACIcOnp6bLZbKqpqQmINzQ0KDs7WzabTfv371ddXZ2WLl0aMMYwDFVVVd0w94IFC1RdXa2f/exnmjt3rqqqqvSLX/xCX/3qV/1jurq6dOzYMa1cuXJUn2s4hi+Ub/QAAAAAAIDr8ng86uzslMViGXJo6a2gvr5excXFamtrC/rrL06nU2lpaWpvb1daWlrYtZ999ln19/frtddeCzvH9Qz3Ttg+AwAAAAAAlJeXp46ODnV1dSklJSWoexobG7V69eoRNUQkKSEhQcXFxSPKEQ5WigAAAAAAMApu9ZUin0XDvRPOFAEAAAAAABGJpggAAAAAAIhINEUAAAAAAEBEoikCAAAAAAAiEk0RAAAAAAAQkWiKAAAAAACAiERTBAAAAAAARCSaIgAAAAAAQD09PUpISJDT6bzptZctW6YdO3bc9Lo0RQAAAAAAgMrLy5Wfn6/U1FR/7PDhw1qwYIFiY2OVmJio9evX6+rVqyHlPXPmjL75zW8qNTVVhmFo586dQ8Zs2rRJW7du1aVLl0b6GCGhKQIAAAAAQIRzu92qrKxUYWGhP9ba2qq8vDzl5ubq1KlTqq6u1r59+1RSUhJS7itXrugLX/iCtm3bphkzZlx3zNy5c5Wamqo9e/aM6DlCRVMEAAAAAIAI19DQoOjoaGVlZflj1dXVmjt3rjZt2qTZs2dr0aJFKi8v1yuvvKIPPvgg6Nzz589XRUWFvv3tb8tkMt1w3De+8Q05HI4RPUeoom9qNQAAAAAAIojP59PVgcFxqR09KUqGYQQ1tqmpSTabLSDm9XoVExMTEDObzfJ4PDp58qQWL148WlOVJGVmZqq8vFxer/dTmyejiaYIAAAAAABj5OrAoF5be3Rcaq/+50WaaJoQ1Fin06mkpKSAmN1u186dO+VwOFRQUCCXy6UtW7ZIkrq7u0d9vsnJyfJ6vXK5XLrzzjtHPf/1sH0GAAAAAIAI53a7h6wKycnJUUVFhdasWSOTyaS77rpLS5YskSRNmBBcsyUUZrNZ0kdnkNwsrBQBAAAAAGCMRE+K0up/XjRutYMVHx+vvr6+IfGioiKtW7dO3d3diouLk9PpVGlpqSwWy2hOVZLU29srSZo2bdqo574RmiIAAAAAAIwRwzCC3sIynqxWq3bv3n3da4Zh+LfWOBwOpaSkKCMjY9Tn0NbWppkzZyo+Pn7Uc98ITREAAAAAACKc3W5XaWmp+vr6FBcX549XVFQoNzdXUVFRqq2t1bZt21RTUxPS9pmBgQG1t7f7/7urq0stLS2aMmWKZs+e7R/X3NysnJyc0XuoIHCmCAAAAAAAES49PV02m001NTUB8YaGBmVnZ8tms2n//v2qq6vT0qVLA8YYhqGqqqob5j5//rysVqusVqu6u7u1fft2Wa1WFRYW+sd4PB7t3btXq1atGtXnGg4rRQAAAAAAgDZu3Kji4mKtWrVKUVEfraF46623PvUep9Op6OhoLVy48IZjUlNT5fP5PjVPZWWlvvrVr+q+++4LfeIjQFMEAAAAAAAoLy9PHR0d6urqUkpKSlD3NDY2avXq1UpLSxtR7YkTJ+rll18eUY5wGL7h2jUAAAAAAGBYHo9HnZ2dslgsQz5vi/Ex3DvhTBEAAAAAABCRaIoAAAAAAICIRFMEAAAAAABEJJoiAAAAAAAgItEUAQAAAAAAEYmmCAAAAAAAiEg0RQAAAAAAQESiKQIAAAAAANTT06OEhAQ5nc6bXnv+/Pmqra296XVpigAAAAAAAJWXlys/P1+pqan+2OHDh7VgwQLFxsYqMTFR69ev19WrV0PK+9Of/lTZ2dmKi4tTXFycHnjgAf3nf/5nwJiNGzeqpKREg4ODo/EoQaMpAgAAAABAhHO73aqsrFRhYaE/1traqry8POXm5urUqVOqrq7Wvn37VFJSElLuI0eOaPny5fq3f/s3HT9+XHfccYdycnLU1dXlH7NkyRL19/frwIEDo/ZMwTB8Pp/vplYEAAAAAOAzyOPxqLOzUxaLRTExMeM9nZDU1tbqySef1MWLF/2xDRs26NChQzpx4oQ/9uabb2r58uW6cOGCYmNjw6p17do1xcXF6Uc/+pH+5m/+xh9fuXKlrl27ptdffz38B/mE4d5J9KhVAgAAAAAAAXw+n656veNSO9pkkmEYQY1tamqSzWYLiHm93iGNBLPZLI/Ho5MnT2rx4sVhzevKlSv68MMPNXXq1IB4ZmamXnzxxbByhoumCAAAAAAAY+Sq16td/9+ycan9zP97QxODXLHidDqVlJQUELPb7dq5c6ccDocKCgrkcrm0ZcsWSVJ3d3fY8yopKVFycrIeeOCBgHhycrLOnTunwcFBRUXdnNM+OFMEAAAAAIAI53a7h6wKycnJUUVFhdasWSOTyaS77rpLS5YskSRNmDAhrDovvviiHA6Hamtrr7sKZXBwUN6buLKGlSIAAAAAAIyRaJNJz/y/N8atdrDi4+PV19c3JF5UVKR169apu7tbcXFxcjqdKi0tlcViCXk+27dvV1lZmX71q19p7ty5Q6739vZq8uTJMpvNIecOF00RAAAAAADGiGEYQW9hGU9Wq1W7d+++7jXDMPxbaxwOh1JSUpSRkRFS/oqKCm3ZskUHDhwYcnbJx9ra2kLOO1I0RQAAAAAAiHB2u12lpaXq6+tTXFycP15RUaHc3FxFRUWptrZW27ZtU01NTUjbZ1588UVt3LhRP//5z5WamiqXyyVJmjJliqZMmeIf19zcrJycnNF7qCBwpggAAAAAABEuPT1dNptNNTU1AfGGhgZlZ2fLZrNp//79qqur09KlSwPGGIahqqqqG+b+8Y9/rIGBAS1btkyJiYn+3/bt2/1jurq6dOzYMa1cuXJUn2s4rBQBAAAAAADauHGjiouLtWrVKv/XX956661PvcfpdCo6OloLFy781DHD2blzpx5//HHNnDkzpDmPFE0RAAAAAACgvLw8dXR0qKurSykpKUHd09jYqNWrVystLW1EtRMSElRcXDyiHOEwfD6f76ZXBQAAAADgM8bj8aizs1MWi2XI52YxPoZ7J5wpAgAAAAAAIhJNEQAAAAAAEJFoigAAAAAAgIhEUwQAAAAAAEQkmiIAAAAAACAi0RQBAAAAAAARiaYIAAAAAACISDRFAAAAAACAenp6lJCQIKfTedNrz58/X7W1tTe9Lk0RAAAAAACg8vJy5efnKzU11R87fPiwFixYoNjYWCUmJmr9+vW6evVqSHlra2tls9n0+c9/Xrfddpvuvfde/eu//mvAmI0bN6qkpESDg4Oj8ShBoykCAAAAAECEc7vdqqysVGFhoT/W2tqqvLw85ebm6tSpU6qurta+fftUUlISUu6pU6fqueee0/Hjx9Xa2qqVK1dq5cqVOnDggH/MkiVL1N/fHxC7GQyfz+e7qRUBAAAAAPgM8ng86uzslMViUUxMzHhPJyS1tbV68skndfHiRX9sw4YNOnTokE6cOOGPvfnmm1q+fLkuXLig2NjYsOtlZGRoyZIleuGFF/yxlStX6tq1a3r99dfDzvtJw70TVooAAAAAADBGfD6fBgeujcsvlDUQTU1NstlsATGv1zukkWA2m+XxeHTy5Mmw/z0OHz6sd955R/fff3/AtczMTDU3N4eVN1zRN7UaAAAAAAARxPfhoM5vOjYutZM2L5AxaUJQY51Op5KSkgJidrtdO3fulMPhUEFBgVwul7Zs2SJJ6u7uDmku/f39Sk5Oltfr1YQJE/TjH/9YDz74YMCY5ORknTt3ToODg4qKujlrOFgpAgAAAABAhHO73UNWheTk5KiiokJr1qyRyWTSXXfdpSVLlkiSJkwIrtnysdjYWLW0tOjEiRPaunWrioqKdOTIkYAxZrNZg4OD8nq9I3qWULBSBAAAAACAMWJMjFLS5gXjVjtY8fHx6uvrGxIvKirSunXr1N3drbi4ODmdTpWWlspisYQ0l6ioKM2ePVuSdO+99+r3v/+9ysvLtXjxYv+Y3t5eTZ48WWazOaTcI0FTBAAAAACAMWIYRtBbWMaT1WrV7t27r3vNMAz/1hqHw6GUlBRlZGSMqJ7P5xuyIqStrW3EeUNFUwQAAAAAgAhnt9tVWlqqvr4+xcXF+eMVFRXKzc1VVFSUamtrtW3bNtXU1IS0faa8vFw2m02zZs3SwMCA6uvr9frrr+vVV18NGNfc3KycnJxRe6ZgcKYIAAAAAAARLj09XTabTTU1NQHxhoYGZWdny2azaf/+/aqrq9PSpUsDxhiGoaqqqhvmvnz5sp566il95Stf0YIFC/TGG29o9+7dKiws9I/p6urSsWPHtHLlylF9ruEYvlC+0QMAAAAAAK7L4/Gos7NTFotlyKGlt4L6+noVFxerra0t6K+/OJ1OpaWlqb29XWlpaWHXfvbZZ9Xf36/XXnst7BzXM9w7YfsMAAAAAABQXl6eOjo61NXVpZSUlKDuaWxs1OrVq0fUEJGkhIQEFRcXjyhHOFgpAgAAAADAKLjVV4p8Fg33TjhTBAAAAAAARCSaIgAAAAAAICLRFAEAAAAAABGJpggAAAAAAIhINEUAAAAAAEBEoikCAAAAAAAiEk0RAAAAAAAQkWiKAAAAAAAA9fT0KCEhQU6n86bXnj9/vmpra296XZoiAAAAAABA5eXlys/PV2pqqj92+PBhLViwQLGxsUpMTNT69et19erVsGtUV1fLMAwtXbo0IL5x40aVlJRocHAw7NzhoCkCAAAAAECEc7vdqqysVGFhoT/W2tqqvLw85ebm6tSpU6qurta+fftUUlISVo33339fxcXFys7OHnJtyZIl6u/v14EDB8J+hnDQFAEAAAAAIMI1NDQoOjpaWVlZ/lh1dbXmzp2rTZs2afbs2Vq0aJHKy8v1yiuv6IMPPggp/7Vr1/Too4/qhz/8ob7whS8MuT5hwgTl5eXJ4XCM+FlCQVMEAAAAAIAx4vP5NDAwMC4/n88X9Dybmppks9kCYl6vVzExMQExs9ksj8ejkydPhvTvsHnzZk2bNk3f/e53bzgmMzNTzc3NIeUdqeibWg0AAAAAgAjy4YcfqqysbFxqb9iwQZMmTQpqrNPpVFJSUkDMbrdr586dcjgcKigokMvl0pYtWyRJ3d3dQc/j3//931VZWamWlpZPHZecnKxz585pcHBQUVE3Zw0HK0UAAAAAAIhwbrd7yKqQnJwcVVRUaM2aNTKZTLrrrru0ZMkSSR9tdwnGBx98oO985zv66U9/qvj4+E8dazabNTg4KK/XG95DhIGVIgAAAAAAjJGJEydqw4YN41Y7WPHx8err6xsSLyoq0rp169Td3a24uDg5nU6VlpbKYrEElfe9996T0+lUfn6+P/bxF2aio6P1zjvvaNasWZKk3t5eTZ48WWazOeh5jxRNEQAAAAAAxohhGEFvYRlPVqtVu3fvvu41wzD8W2scDodSUlKUkZERVN4vfvGLOn36dEDsBz/4gT744AP98z//s1JSUvzxtra2oPOOFpoiAAAAAABEOLvdrtLSUvX19SkuLs4fr6ioUG5urqKiolRbW6tt27appqYm6O0zMTExmjNnTkDs85//vCQNiTc3NysnJ2eETxIazhQBAAAAACDCpaeny2azqaamJiDe0NCg7Oxs2Ww27d+/X3V1dVq6dGnAGMMwVFVVNaL6XV1dOnbsmFauXDmiPKEyfKF8owcAAAAAAFyXx+NRZ2enLBbLkENLbwX19fUqLi5WW1tb0F9/cTqdSktLU3t7u9LS0sKu/eyzz6q/v1+vvfZa2DmuZ7h3wvYZAAAAAACgvLw8dXR0qKurK+Csj0/T2Nio1atXj6ghIkkJCQkqLi4eUY5wsFIEAAAAAIBRcKuvFPksGu6dcKYIAAAAAACISDRFAAAAAABARKIpAgAAAAAAIhJNEQAAAAAAEJFoigAAAAAAgIhEUwQAAAAAAEQkmiIAAAAAACAi0RQBAAAAAADq6elRQkKCnE7nTa+9bNky7dix46bXpSkCAAAAAABUXl6u/Px8paam+mOHDx/WggULFBsbq8TERK1fv15Xr14NKW9VVZUMwxjy83g8/jGbNm3S1q1bdenSpdF6nKDQFAEAAAAAIMK53W5VVlaqsLDQH2ttbVVeXp5yc3N16tQpVVdXa9++fSopKQk5/+c+9zl1d3cH/GJiYvzX586dq9TUVO3Zs2dUnidY0Te1GgAAAAAAEcTn82lw0D0utaOizDIMI6ixDQ0Nio6OVlZWlj9WXV2tuXPnatOmTZKk2bNnq7y8XMuXL9fzzz+v2NjYoOdiGIZmzJjxqWO+8Y1vyOFw6Hvf+17QeUeKpggAAAAAAGNkcNCtI0fTx6X24kWnNWHC5KDGNjU1yWazBcS8Xm/Aag5JMpvN8ng8OnnypBYvXhz0XP785z/rzjvv1LVr13TvvffqhRdekNVqDRiTmZmp8vJyeb1emUymoHOPBNtnAAAAAABh8EALAAAgAElEQVSIcE6nU0lJSQExu92uY8eOyeFw6Nq1a+rq6tKWLVskSd3d3UHn/uIXv6iqqirt27dPDodDMTExWrhwoTo6OgLGJScny+v1yuVyjfyBgsRKEQAAAAAAxkhUlFmLF50et9rBcrvdQ1aF5OTkqKKiQmvWrNFjjz0mk8mkjRs36te//rUmTJgQdO777rtP9913n//vhQsXKiMjQy+//LJ27drlj5vNH833ypUrQeceKVaKAAAAAAAwRgzD0IQJk8flF+x5IpIUHx+vvr6+IfGioiL96U9/0rlz5/Q///M/evjhhyVJFosl7H+TqKgozZ8/f8hKkd7eXknStGnTws4d8lxuWiUAAAAAAPB/ktVqVXt7+3WvGYahpKQkmc1mORwOpaSkKCMjI+xaPp9PLS0tSkxMDIi3tbVp5syZio+PDzt3qNg+AwAAAABAhLPb7SotLVVfX5/i4uL88YqKCuXm5ioqKkq1tbXatm2bampqQto+88Mf/lD33Xef0tLSdOnSJe3atUstLS165ZVXAsY1NzcrJydn1J4pGKwUAQAAAAAgwqWnp8tms6mmpiYg3tDQoOzsbNlsNu3fv191dXVaunRpwBjDMFRVVXXD3H/605+0evVqfelLX1JOTo66urrU1NSkzMxM/xiPx6O9e/dq1apVo/pcwzF8Pp/vplYEAAAAAOAzyOPxqLOzUxaLZcihpbeC+vp6FRcXq62tTVFRwa2hcDqdSktLU3t7u9LS0sKu/corr6iurk4HDx4MO8f1DPdO2D4DAAAAAACUl5enjo4OdXV1KSUlJah7GhsbtXr16hE1RCRp4sSJevnll0eUIxysFAEAAAAAYBTc6itFPouGeyecKQIAAAAAACISTREAAAAAABCRaIoAAAAAAICIRFMEAAAAAABEJJoiAAAAAAAgItEUAQAAAAAAEYmmCAAAAAAAiEg0RQAAAAAAgHp6epSQkCCn03nTay9btkw7duy46XVpigAAAAAAAJWXlys/P1+pqan+2OHDh7VgwQLFxsYqMTFR69ev19WrV0PO/ac//UlPP/20EhMTFRMToy996Uuqr6/3X9+0aZO2bt2qS5cujcajBI2mCAAAAAAAEc7tdquyslKFhYX+WGtrq/Ly8pSbm6tTp06purpa+/btU0lJSUi5BwYG9OCDD8rpdOqNN97QO++8o5/+9KdKTk72j5k7d65SU1O1Z8+eUXumYETf1GoAAAAAAEQQn8+nK4OD41J7clSUDMMIamxDQ4Oio6OVlZXlj1VXV2vu3LnatGmTJGn27NkqLy/X8uXL9fzzzys2Njao3P/yL/+i3t5eHTt2TBMnTpQk3XnnnUPGfeMb35DD4dD3vve9oPKOBpoiAAAAAACMkSuDg5rVdHpcar93f7pumzAhqLFNTU2y2WwBMa/Xq5iYmICY2WyWx+PRyZMntXjx4qBy79u3T1lZWXr66adVV1enadOmacWKFVq/fr0m/MX8MjMzVV5eLq/XK5PJFFTukWL7DAAAAAAAEc7pdCopKSkgZrfbdezYMTkcDl27dk1dXV3asmWLJKm7uzvo3H/4wx/0xhtv6Nq1a6qvr9cPfvAD/dM//ZO2bt0aMC45OVler1cul2vkDxQkVooAAAAAADBGJkdF6b3708etdrDcbveQVSE5OTmqqKjQmjVr9Nhjj8lkMmnjxo369a9/HbDCYziDg4NKSEjQa6+9pgkTJmjevHk6f/68Kioq/FtzpI9WoUjSlStXgs49UjRFAAAAAAAYI4ZhBL2FZTzFx8err69vSLyoqEjr1q1Td3e34uLi5HQ6VVpaKovFEnTuxMRETZw4MaCR8qUvfUkul0sDAwOaNGmSJKm3t1eSNG3atBE+TfDYPgMAAAAAQISzWq1qb2+/7jXDMJSUlCSz2SyHw6GUlBRlZGQEnXvhwoV69913NfgXB86ePXtWiYmJ/oaIJLW1tWnmzJmKj48P/0FCRFMEAAAAAIAIZ7fbdebMmSGrRSoqKnT69GmdOXNGL7zwgrZt26Zdu3aFtH3me9/7nnp6erR27VqdPXtW+/fvV1lZmZ5++umAcc3NzcrJyRmV5wkWTREAAAAAACJcenq6bDabampqAuINDQ3Kzs6WzWbT/v37VVdXp6VLlwaMMQxDVVVVN8ydkpKigwcP6sSJE5o7d66eeeYZrV27ViUlJf4xHo9He/fu1apVq0b1uYZj+Hw+302tCAAAAADAZ5DH41FnZ6csFsuQQ0tvBfX19SouLlZbW5uigjyk1el0Ki0tTe3t7UpLSwu79iuvvKK6ujodPHgw7BzXM9w74aBVAAAAAACgvLw8dXR0qKurSykpKUHd09jYqNWrV4+oISJJEydO1MsvvzyiHOFgpQgAAAAAAKPgVl8p8lk03DvhTBEAAAAAABCRaIoAAAAAAICIRFMEAAAAAABEJJoiAAAAAAAgItEUAQAAAAAAEYmmCAAAAAAAiEg0RQAAAAAAgHp6epSQkCCn0zneUwnKhQsXNG3aNHV1dYWdg6YIAAAAAABQeXm58vPzlZqa6o+tXbtW8+bNk8lk0r333nvd+06fPq1FixbJbDYrOTlZmzdvls/nG/F8Fi9eLMMwAn7f/va3/dcTEhL02GOP6fnnnw+7RvSIZwkAAAAAAG5pbrdblZWVqq+vD4j7fD498cQTevvtt9Xa2jrkvkuXLunBBx/U1772NZ04cUJnz57V448/rttuu01///d/P+J5rVq1Sps3b/b/bTabA66vXLlSmZmZqqioUFxcXMj5aYoAAAAAABDhGhoaFB0draysrID4rl27JEkXL168blNkz5498ng8qqqqkslk0pw5c3T27Fnt2LFDRUVFMgxjRPOaPHmyZsyYccPr6enpmjFjhvbu3asnnngi5PxsnwEAAAAAYIz4fD5dGbg6Lr9QtrA0NTXJZrOF/HzHjx/XokWLZDKZ/DG73a7z58+Pytkke/bsUXx8vL7yla+ouLhYH3zwwZAxmZmZam5uDis/K0UAAAAAABgj7g+v6cubDoxL7fbNdk2eFNz/9judTiUlJYVcw+VyBZxBIknTp0/3X7NYLCHn/Nijjz4qi8WiGTNmqK2tTaWlpfrd736nQ4cOBYxLTk7WqVOnwqpBUwQAAAAAgAjndrsVExMT1r2f3CLz8QqVYLfOlJWVqayszP93e3u77rjjDq1atcofmzNnjtLS0mSz2fTb3/5WGRkZ/mtms1lXrlwJa+40RQAAAAAAGCPmiRPUvtk+brWDFR8fr76+vpBrzJgxQy6XKyB24cIFSf+7YmQ4a9asUUFBgf/vG61YycjI0MSJE9XR0RHQFOnt7dW0adNCnbokmiIAAAAAAIwZwzCC3sIynqxWq3bv3h3yfVlZWdqwYYMGBgY0adIkSdLBgweVlJQ0ZFvNjUydOlVTp04ddtyZM2f04YcfKjExMSDe1tamxYsXhzp1SRy0CgAAAABAxLPb7Tpz5syQ1SLvvvuuWlpa5HK55Ha71dLSopaWFg0MDEiSVqxYIZPJpMcff1xtbW3au3evysrKRvzlmffee0+bN2/Wb37zGzmdTtXX1+tb3/qWrFarFi5c6B935coVnTx5Ujk5OWHVoSkCAAAAAECES09Pl81mU01NTUC8sLBQVqtVP/nJT3T27FlZrVZZrVadP39eknT77bfr0KFD+uMf/yibzaannnpKRUVFKioq8uc4cuSIDMMI6Ws0kyZN0uHDh2W323X33XfrmWeeUU5Ojn71q19pwoT/3RZUV1enO+64Q9nZ2WE9t+EL5Rs9AAAAAADgujwejzo7O2WxWMI+tHQ81dfXq7i4WG1tbYqKGr01FFVVVdq6dava29s1ceLEUcsrffQ53r/7u7/TihUrrnt9uHfyf39jEwAAAAAAGHN5eXnq6OhQV1eXUlJSRi1vY2OjysrKRr0hcuHCBS1btkzLly8POwcrRQAAAAAAGAW3+kqRz6Lh3glnigAAAAAAgIhEUwQAAAAAAEQkmiIAAAAAACAi0RQBAAAAAAARiaYIAAAAAACISDRFAAAAAABARKIpAgAAAAAAIhJNEQAAAAAAoJ6eHiUkJMjpdI73VIJy+vRpzZw5U5cvXw47B00RAAAAAACg8vJy5efnKzU11R9bu3at5s2bJ5PJpHvvvfe6950+fVqLFi2S2WxWcnKyNm/eLJ/PN2rz8vl8euihh2QYht58801/PD09XZmZmXrppZfCzk1TBAAAAACACOd2u1VZWanCwsKAuM/n0xNPPKFHHnnkuvddunRJDz74oJKSknTixAm9/PLL2r59u3bs2DFqc9u5c6cMw7jutZUrV+rVV1/VtWvXwsodPZKJAQAAAACAW19DQ4Oio6OVlZUVEN+1a5ck6eLFi2ptbR1y3549e+TxeFRVVSWTyaQ5c+bo7Nmz2rFjh4qKim7YzAjW7373O+3YsUMnTpxQYmLikOt2u109PT06evSovv71r4ecn5UiAAAAAACMFZ9PGrg8Pr8QtrA0NTXJZrOF/HjHjx/XokWLZDKZ/DG73a7z58+P+GySK1euaPny5frRj36kGTNmXHfMpEmTdM8996i5uTmsGqwUAQAAAABgrHx4RSpLGp/aG85Lk24LaqjT6VRSUujzdLlcAWeQSNL06dP91ywWS8g5P7Zu3TotWLBADz/88KeOS05ODrsBw0oRAAAAAAAinNvtVkxMTFj3fnKLzMeHrAa7daasrExTpkzx/86dO6d9+/bprbfe0s6dO4e932w268qVK6FPXKwUAQAAAABg7Eyc/NGKjfGqHaT4+Hj19fWFXGLGjBlyuVwBsQsXLkj63xUjw1mzZo0KCgr8fyclJWnHjh1677339PnPfz5g7De/+U1lZ2fryJEj/lhvb69mzZoV8twlmiIAAAAAAIwdwwh6C8t4slqt2r17d8j3ZWVlacOGDRoYGNCkSZMkSQcPHlRSUtKQbTU3MnXqVE2dOjUgVlJSMuRLOOnp6XrppZeUn58fEG9ra9OyZctCnrvE9hkAAAAAACKe3W7XmTNnhqwWeffdd9XS0iKXyyW3262Wlha1tLRoYGBAkrRixQqZTCY9/vjjamtr0969e1VWVjbiL8/MmDFDc+bMCfhJ0h133BFwTonT6VRXV5ceeOCBsOrQFAEAAAAAIMKlp6fLZrOppqYmIF5YWCir1aqf/OQnOnv2rKxWq6xWq86f/2hL0O23365Dhw7pj3/8o2w2m5566ikVFRWpqKjIn+PIkSMyDGPEX6O5HofDoZycHN15551h3c/2GQAAAAAAoI0bN6q4uFirVq1SVNRHayj+8uyOG0lPT1dTU9MNrzudTs2ePVvJyckjmp/vE58Y9nq9evXVV+VwOMLOSVMEAAAAAAAoLy9PHR0d6urqUkpKyqjlbWxsVFlZmSZOnDhqOSXp/fff13PPPaeFCxeGncPwfbLVAgAAAAAAQubxeNTZ2SmLxRL2520xuoZ7J5wpAgAAAAAAIhJNEQAAAAAAEJFoigAAAAAAgIhEUwQAAAAAAEQkmiIAAAAAACAi0RQBAAAAAAARiaYIAAAAAACISDRFAAAAAACAenp6lJCQIKfTOd5TCcrp06c1c+ZMXb58OewcNEUAAAAAAIDKy8uVn5+v1NRUf2zt2rWaN2+eTCaT7r333uved/r0aS1atEhms1nJycnavHmzfD7fiOfz5JNPatasWTKbzZo2bZoefvhh/dd//Zf/enp6ujIzM/XSSy+FXYOmCAAAAAAAEc7tdquyslKFhYUBcZ/PpyeeeEKPPPLIde+7dOmSHnzwQSUlJenEiRN6+eWXtX37du3YsWPEc5o3b55+9rOf6fe//70OHDggn8+nnJwcXbt2zT9m5cqVevXVVwNioYge8SwBAAAAAMAtraGhQdHR0crKygqI79q1S5J08eJFtba2Drlvz5498ng8qqqqkslk0pw5c3T27Fnt2LFDRUVFMgwj7DmtXr3a/9+pqanasmWL7rnnHjmdTs2aNUuSZLfb1dPTo6NHj+rrX/96yDVoigAAAAAAMEZ8Pp/cV93jUtscbQ66KdHU1CSbzRZyjePHj2vRokUymUz+mN1uV2lpqZxOpywWS8g5r+fy5cv62c9+JovFopSUFH980qRJuueee9Tc3ExTBAAAAACA/0vcV9366s+/Oi61317xtiZPnBzUWKfTqaSkpJBruFyugDNIJGn69On+ayNtivz4xz/WP/zDP+jy5cv64he/qEOHDmnSpEkBY5KTk8M+HJYzRQAAAAAAiHBut1sxMTFh3fvJ1SgfH7Ia7CqVsrIyTZkyxf87d+6c/9qjjz6qU6dO6ejRo0pLS1NBQYE8Hk/A/WazWVeuXAlr7qwUAQAAAABgjJijzXp7xdvjVjtY8fHx6uvrC7nGjBkz5HK5AmIXLlyQ9L8rRoazZs0aFRQU+P/+yxUrt99+u26//XalpaXpvvvuU1xcnPbu3avly5f7x/T29vrPGAkVTREAAAAAAMaIYRhBb2EZT1arVbt37w75vqysLG3YsEEDAwP+bS0HDx5UUlLSkG01NzJ16lRNnTo1qLE+n09erzcg1tbWpmXLloU074+xfQYAAAAAgAhnt9t15syZIatF3n33XbW0tMjlcsntdqulpUUtLS0aGBiQJK1YsUImk0mPP/642tratHfvXpWVlY34yzN/+MMfVF5erpMnT+rcuXM6fvy4CgoKZDablZeX5x/ndDrV1dWlBx54IKw6NEUAAAAAAIhw6enpstlsqqmpCYgXFhbKarXqJz/5ic6ePSur1Sqr1arz589L+mh7y6FDh/THP/5RNptNTz31lIqKilRUVOTPceTIERmGEdJhqDExMWpublZeXp5mz56tgoIC3XbbbTp27JgSEhL84xwOh3JycnTnnXeG9dyG7+MTUAAAAAAAQNg8Ho86OztlsVjCPrR0PNXX16u4uFhtbW2Kihq9NRRVVVXaunWr2tvbNXHixFHL6/V6lZaWJofDoYULF153zHDvhDNFAAAAAACA8vLy1NHRoa6uLqWkpIxa3sbGRpWVlY1qQ0SS3n//fT333HM3bIgEg5UiAAAAAACMglt9pchn0XDvhDNFAAAAAABARKIpAgAAAAAAIhJNEQAAAAAAEJFoigAAAAAAgIhEUwQAAAAAAEQkmiIAAAAAACAi0RQBAAAAAAARiaYIAAAAAABQT0+PEhIS5HQ6x3sqQTl9+rRmzpypy5cvh52DpggAAAAAAFB5ebny8/OVmprqj61du1bz5s2TyWTSvffee937Tp8+rUWLFslsNis5OVmbN2+Wz+cb0Vx6e3v1/e9/X3fffbcmT56sO+64Q88884z6+/v9Y9LT05WZmamXXnop7Do0RQAAAAAAiHBut1uVlZUqLCwMiPt8Pj3xxBN65JFHrnvfpUuX9OCDDyopKUknTpzQyy+/rO3bt2vHjh0jms/58+d1/vx5bd++XadPn1ZVVZUaGxv13e9+N2DcypUr9eqrr+ratWth1Yke0SwBAAAAAMAtr6GhQdHR0crKygqI79q1S5J08eJFtba2Drlvz5498ng8qqqqkslk0pw5c3T27Fnt2LFDRUVFMgwjrPnMmTNHv/zlL/1/z5o1S1u3btV3vvMdXb16VdHRH7Uz7Ha7enp6dPToUX39618PuQ5NEQAAAAAAxojP55PP7R6X2obZHHRToqmpSTabLeQax48f16JFi2Qymfwxu92u0tJSOZ1OWSyWkHPeSH9/vz73uc/5GyKSNGnSJN1zzz1qbm6mKQIAAAAAwP8lPrdb72TMG5fad//2pIzJk4Ma63Q6lZSUFHINl8sVcAaJJE2fPt1/bbSaIj09PXrhhRf05JNPDrmWnJwc9uGwnCkCAAAAAECEc7vdiomJCeveT65G+fiQ1WBXqZSVlWnKlCn+37lz5wKuX7p0SUuWLNGXv/xlPf/880PuN5vNunLlSlhzZ6UIAAAAAABjxDCbdfdvT45b7WDFx8err68v5BozZsyQy+UKiF24cEHS/64YGc6aNWtUUFDg//svV6x88MEHys3N1ZQpU7R3715NnDhxyP29vb2aNWtWyHOXaIoAAAAAADBmDMMIegvLeLJardq9e3fI92VlZWnDhg0aGBjQpEmTJEkHDx5UUlLSkG01NzJ16lRNnTp1SPzSpUuy2+0ymUzat2/fDVeytLW1admyZSHPXWL7DAAAAAAAEc9ut+vMmTNDVou8++67amlpkcvlktvtVktLi1paWjQwMCBJWrFihUwmkx5//HG1tbVp7969KisrG9GXZ6SPVojk5OTo8uXLqqys1KVLl+RyueRyuQI+v+t0OtXV1aUHHnggrDqsFAEAAAAAIMKlp6fLZrOppqYm4DDTwsJCHT161P+31WqVJHV2dio1NVW33367Dh06pKefflo2m01xcXEqKipSUVGR/54jR47oa1/7mv+eYJw8eVJvv/22JGn27NkB1/4yj8PhUE5Oju68885wHluG7+MTUAAAAAAAQNg8Ho86OztlsVjCPrR0PNXX16u4uFhtbW2Kihq9jSVVVVXaunWr2tvbr3smSLi8Xq/S0tLkcDi0cOHC644Z7p2wUgQAAAAAACgvL08dHR3q6upSSkrKqOVtbGxUWVnZqDZEJOn999/Xc889d8OGSDBYKQIAAAAAwCi41VeKfBYN9044aBUAAAAAAEQkmiIAAAAAACAi0RQBAAAAAAARiaYIAAAAAACISDRFAAAAAABARKIpAgAAAAAAIhJNEQAAAAAAEJFoigAAAAAAAPX09CghIUFOp3O8pxKUCxcuaNq0aerq6go7B00RAAAAAACg8vJy5efnKzU11R9bu3at5s37/9m7/5i2z3P//y8nJsZNszQLEGIO1O636340VvDBoyVTDnRLoGWHnrSHlIaKjXDIydROoWX0pGVK0xOpZJsq2pFqWavDOdlRONWio7JOW8hJpIXgtazKSKzEoRvwKU4XmEUGNF2LDSnx949+4s0Biu2Yj0/q50OyFK73fd/X/a7/6qXrvp0nk8mk3NzcWeedPXtWhYWFMpvNysrK0p49exQMBq97P6+88oqKior0mc98RgaDQe+9917Y84yMDFVVVWn37t0x56AoAgAAAABAkvP7/WptbVVtbW1YPBgMqqamRhUVFbPOe//997Vx40ZZLBadPHlS+/bt0/PPP6/m5ubr3tPExITuvfdeNTY2zjlm69atamtr0/j4eEw5jLFuDgAAAAAAfDp0dHTIaDSqoKAgLN7S0iJJunjxos6cOTNjXltbmwKBgA4cOCCTyaQ1a9aor69Pzc3Nqq+vl8FgiHlPjz/+uCSps7NzzjF2u12ZmZlqb29XTU1N1DnoFAEAAAAAYIEEg0FdnpxOyCeaIyxdXV1yOp1Rv193d7cKCwtlMplCsZKSEg0PD/8/u5skPz9fLpcrprl0igAAAAAAsEA+mrqiV+pOJCT3P/+wUCmmxRGN9Xq9slgsUefw+Xxhd5BI0qpVq0LPbDZb1GtGKysrS6dPn45pLp0iAAAAAAAkOb/fr9TU1JjmXntE5mqHSqRHZ5qamnTzzTeHPu+++25U+c1msyYmJqKacxWdIgAAAAAALBDjkkX65x8WJix3pNLS0mK6rDQzM1M+ny8sNjIyIukvHSPz+da3vqWHHnoo9He0HStjY2NKT0+Pas5VFEUAAAAAAFggBoMh4iMsieRwOHTw4MGo5xUUFKixsVFTU1NasmSJJOno0aOyWCwzjtXM5bOf/aw++9nPRp37Ko/Ho6KiopjmcnwGAAAAAIAkV1JSonPnzs3oFhkYGJDb7ZbP55Pf75fb7Zbb7dbU1JQkqbKyUiaTSdXV1fJ4PGpvb1dTU9N1//KM9PGdJG63WwMDA5Kks2fPyu12a2xsLDRmYmJCPT09Ki4ujikHRREAAAAAAJKc3W6X0+nUoUOHwuK1tbVyOBx6+eWX1dfXJ4fDIYfDoeHhYUnS8uXLdezYMV24cEFOp1OPPvqo6uvrVV9fH1qjs7NTBoMh6l+j+fGPfyyHw6Ft27ZJkv7u7/5ODodDP//5z0NjXn/9deXk5Gj9+vUxvbchGM1v9AAAAAAAgFkFAgENDg7KZrPFfGlpIh0+fFgNDQ3yeDxatCh+PRQHDhzQc889p97eXqWkpMRtXenjn+N9/PHHVVlZOevz+b4T7hQBAAAAAAAqLS1Vf3+/hoaGlJ2dHbd1jxw5oqamprgXREZGRlReXq4tW7bEvAadIgAAAAAAxMGN3inyaTTfd8KdIgAAAAAAIClRFAEAAAAAAEmJoggAAAAAAEhKFEUAAAAAAEBSoigCAAAAAACSEkURAAAAAACQlCiKAAAAAACApERRBAAAAAAAaHR0VBkZGfJ6vYneygwjIyNKT0/X0NBQXNelKAIAAAAAALR3716VlZXJarWGYnV1dcrLy5PJZFJubu6s886ePavCwkKZzWZlZWVpz549CgaDUeUOBoN69tlnZbFYZDabVVRUpHPnzoWeZ2RkqKqqSrt3747p3eZCUQQAAAAAgCTn9/vV2tqq2trasHgwGFRNTY0qKipmnff+++9r48aNslgsOnnypPbt26fnn39ezc3NUeX/wQ9+oObmZr300ks6efKkMjMztXHjRv35z38Ojdm6dava2to0Pj4e/QvOgaIIAAAAAABJrqOjQ0ajUQUFBWHxlpYWPfbYY7rttttmndfW1qZAIKADBw5ozZo1evDBB9XY2Kjm5uaIu0WCwaBefPFFffe739WDDz6oNWvW6Cc/+YkmJib0X//1X6FxdrtdmZmZam9vj/1Fr0FRBAAAAACABRIMBnU5EEjIJ5ojLF1dXXI6nVG/X3d3twoLC2UymUKxkpISDQ8PR3w3yeDgoHw+n4qLi0Mxk8mkwsJCvfnmm2Fj8/Pz5XK5ot7nXIxxWwkAAAAAAIT5aHJSLd8sT7yCGmQAACAASURBVEjuHT/5b6WkpkY01uv1ymKxRJ3D5/OF3UEiSatWrQo9s9lsEa3x1/P+ep3z58+HxbKysnT69Omo9zkXOkUAAAAAAEhyfr9fqREWUK5lMBjC/r7aoXJtPJZ1ro2ZzWZNTEzEsMvZ0SkCAAAAAMACMZpM2vGT/05Y7kilpaXFdIFpZmZmqNPjqpGREUkzOz8+aQ3p446R1atXh61z7RpjY2NKT0+Pep9zoVMEAAAAAIAFYjAYlJKampBPNJ0aDodDvb29Ub9fQUGBurq6NDU1FYodPXpUFotlxrGaudhsNmVmZurYsWOh2NTUlE6cOKF169aFjfV4PHI4HFHvcy4URQAAAAAASHIlJSU6d+7cjG6RgYEBud1u+Xw++f1+ud1uud3uUBGksrJSJpNJ1dXV8ng8am9vV1NTk+rr6yMuyhgMBj3++ONqampSe3u7PB6PqqurddNNN6mysjI0bmJiQj09PWEXsl4vjs8AAAAAAJDk7Ha7nE6nDh06pO3bt4fitbW1OnHiROjvq10ag4ODslqtWr58uY4dO6bHHntMTqdTK1asUH19verr60NzOjs7dc8994TmzOZf/uVf5Pf79eijj2p8fFx33XWXjh49qmXLloXGvP7668rJydH69evj9t6GYDS/0QMAAAAAAGYVCAQ0ODgom80W86WliXT48GE1NDTI4/Fo0aL4HSw5cOCAnnvuOfX29iolJSXmdfLz8/X444+HdY/MZ77vhE4RAAAAAACg0tJS9ff3a2hoSNnZ2XFb98iRI2pqarqugsjIyIjKy8u1ZcuWuO1LolMEAAAAAIC4uNE7RT6N5vtOuGgVAAAAAAAkJYoiAAAAAAAgKVEUAQAAAAAASYmiCAAAAAAASEoURQAAAAAAQFKiKAIAAAAAAJISRREAAAAAAJCUKIoAAAAAAACNjo4qIyNDXq830VuZYXJyUjk5Oerp6YnruhRFAAAAAACA9u7dq7KyMlmt1lCsrq5OeXl5MplMys3NnXXe2bNnVVhYKLPZrKysLO3Zs0fBYDCq3K+99ppKSkqUlpYmg8Egt9sd9txkMqmhoUE7d+6M+r0+CUURAAAAAACSnN/vV2trq2pra8PiwWBQNTU1qqiomHXe+++/r40bN8pisejkyZPat2+fnn/+eTU3N0eV/8MPP9RXvvIVfe9735tzzCOPPCKXy6W33347qrU/iTFuKwEAAAAAgBtSR0eHjEajCgoKwuItLS2SpIsXL+rMmTMz5rW1tSkQCOjAgQMymUxas2aN+vr61NzcrPr6ehkMhojyV1VVSdInHt1ZuXKl1q1bp1dffVV79uyJ8M0+GZ0iAAAAAAAskGAwqCtT0wn5RHOEpaurS06nM+r36+7uVmFhoUwmUyhWUlKi4eHhBbmbJD8/Xy6XK27r0SkCAAAAAMACCV6+ouFn3kxIbsuedTIsWRzRWK/XK4vFEnUOn88XdgeJJK1atSr0zGazRb3mJ8nKyoprsYVOEQAAAAAAkpzf71dqampMc689InO1QyXSozPRMJvNmpiYiNt6dIoAAAAAALBADCmLZNmzLmG5I5WWlqbx8fGoc2RmZsrn84XFRkZGJP2lYySexsbGlJ6eHrf16BQBAAAAAGCBGAwGLVqyOCGfaDo1HA6Hent7o36/goICdXV1aWpqKhQ7evSoLBbLjGM18eDxeORwOOK2HkURAAAAAACSXElJic6dOzejW2RgYEBut1s+n09+v19ut1tutztUBKmsrJTJZFJ1dbU8Ho/a29vV1NQU1S/PSB93gLjd7lBh5ve//30o719zuVwqLi6+zrf9C4oiAAAAAAAkObvdLqfTqUOHDoXFa2tr5XA49PLLL6uvr08Oh0MOh0PDw8OSpOXLl+vYsWO6cOGCnE6nHn30UdXX16u+vj60RmdnpwwGwydekPrzn/9cDodDX//61yVJDz/8sBwOh3784x+HxnR3d+vSpUsqLy+P23sbgtH8Rg8AAAAAAJhVIBDQ4OCgbDZbzJeWJtLhw4fV0NAgj8ejRYvi10Nx4MABPffcc+rt7VVKSkrM62zevFkOh0ONjY0Rz5nvO+GiVQAAAAAAoNLSUvX392toaEjZ2dlxW/fIkSNqamq6roLI5OSk1q5dqyeeeCJu+5LoFAEAAAAAIC5u9E6RT6P5vhPuFAEAAAAAAEmJoggAAAAAAEhKFEUAAAAAAEBSoigCAAAAAACSEkURAAAAAACQlCiKAAAAAACApERRBAAAAAAAJCWKIgAAAAAAQKOjo8rIyJDX6030VmYYGRlRenq6hoaG4rouRREAAAAAAKC9e/eqrKxMVqs1FKurq1NeXp5MJpNyc3NnnXf27FkVFhbKbDYrKytLe/bsUTAYjDjv5cuXtXPnTtntdi1dulQWi0Xf+MY3NDw8HBqTkZGhqqoq7d69O+b3mw1FEQAAAAAAkpzf71dra6tqa2vD4sFgUDU1NaqoqJh13vvvv6+NGzfKYrHo5MmT2rdvn55//nk1NzdHnHtiYkKnTp3Srl27dOrUKb322mvq6+vT/fffHzZu69atamtr0/j4ePQvOAdj3FYCAAAAAAA3pI6ODhmNRhUUFITFW1paJEkXL17UmTNnZsxra2tTIBDQgQMHZDKZtGbNGvX19am5uVn19fUyGAzz5l6+fLmOHTsWFtu3b5/y8/P17rvvKicnR5Jkt9uVmZmp9vZ21dTUxPqqYegUAQAAAABggQSDQU1NTSXkE80Rlq6uLjmdzqjfr7u7W4WFhTKZTKFYSUmJhoeHr+tukkuXLslgMOiWW24Ji+fn58vlcsW87rXoFAEAAAAAYIFcvnxZTU1NCcnd2NioJUuWRDTW6/XKYrFEncPn84XdQSJJq1atCj2z2WxRrxkIBPTUU0+psrJSn/nMZ8KeZWVl6fTp01GvORc6RQAAAAAASHJ+v1+pqakxzb32iMzVDpVIjs5c6/Lly3r44Yd15coV/ehHP5rx3Gw2a2JiIqZ9zoZOEQAAAAAAFkhKSooaGxsTljtSaWlpMV1gmpmZKZ/PFxYbGRmR9JeOkUhdvnxZDz30kAYHB/WrX/1qRpeIJI2NjSk9PT3qfc6FoggAAAAAAAvEYDBEfIQlkRwOhw4ePBj1vIKCAjU2Nmpqair0nkePHpXFYplxrOaTXC2I9Pf36/jx41q5cuWs4zwej4qKiqLe51w4PgMAAAAAQJIrKSnRuXPnZnSLDAwMyO12y+fzye/3y+12y+12a2pqSpJUWVkpk8mk6upqeTwetbe3q6mpKeJfnpGkjz76SOXl5frtb3+rtrY2TU9Py+fzyefzhfJIH/90b09Pj4qLi+P23hRFAAAAAABIcna7XU6nU4cOHQqL19bWyuFw6OWXX1ZfX58cDoccDoeGh4cl/eXndC9cuCCn06lHH31U9fX1qq+vD63R2dkpg8Ew56/RXLhwQT//+c914cIF5ebmavXq1aHPm2++GRr3+uuvKycnR+vXr4/be3N8BgAAAAAAaNeuXWpoaNC2bdu0aNHHPRSdnZ3zzrPb7erq6przudfr1e23366srKxZn1ut1oh+PviFF17QM888M++4aFAUAQAAAAAAKi0tVX9/v4aGhpSdnR23dY8cOaKmpqaoLn691sjIiMrLy7Vly5a47UuSDMFIyjEAAAAAAOATBQIBDQ4Oymazxfzztoiv+b4T7hQBAAAAAABJiaIIAAAAAABIShRFAAAAAABAUqIoAgAAAAAAkhJFEQAAAAAAkJQoigAAAAAAgKREUQQAAAAAACQliiIAAAAAAECjo6PKyMiQ1+tN9FZmGBkZUXp6uoaGhuK6LkURAAAAAACgvXv3qqysTFarNRSrq6tTXl6eTCaTcnNzZ5139uxZFRYWymw2KysrS3v27FEwGIwq97PPPqsvfOELWrp0qVasWKENGzborbfeCj3PyMhQVVWVdu/eHdO7zYWiCAAAAAAASc7v96u1tVW1tbVh8WAwqJqaGlVUVMw67/3339fGjRtlsVh08uRJ7du3T88//7yam5ujyn/HHXfopZde0tmzZ/XrX/9aVqtVxcXFunjxYmjM1q1b1dbWpvHx8ehfcA7GuK0EAAAAAABuSB0dHTIajSooKAiLt7S0SJIuXryoM2fOzJjX1tamQCCgAwcOyGQyac2aNerr61Nzc7Pq6+tlMBgiyl9ZWRn2d3Nzs1pbW3XmzBl97WtfkyTZ7XZlZmaqvb1dNTU1sbzmDHSKAAAAAACwQILBoKanJxLyieYIS1dXl5xOZ9Tv193drcLCQplMplCspKREw8PDMd9NMjU1pVdeeUXLly/X2rVrw57l5+fL5XLFtO5s6BQBAAAAAGCBXLniV+cJe0JyFxWe1eLFN0U01uv1ymKxRJ3D5/OF3UEiSatWrQo9s9lsEa/1i1/8Qg8//LAmJia0evVqHTt2TGlpaWFjsrKydPr06aj3ORc6RQAAAAAASHJ+v1+pqakxzb32iMzVDpVIj85cdc8998jtduvNN9/Uvffeq4ceekgjIyNhY8xmsyYmJmLa52zoFAEAAAAAYIEsWmRWUeHZhOWOVFpaWkwXmGZmZsrn84XFrhYyrnaMRGrp0qW6/fbbdfvtt+vuu+/W5z73ObW2turpp58OjRkbG1N6enrU+5wLRREAAAAAABaIwWCI+AhLIjkcDh08eDDqeQUFBWpsbNTU1JSWLFkiSTp69KgsFsuMYzXRCgaDmpycDIt5PB4VFRVd17p/jeMzAAAAAAAkuZKSEp07d25Gt8jAwIDcbrd8Pp/8fr/cbrfcbrempqYkffyrMSaTSdXV1fJ4PGpvb1dTU1NUvzzz4YcfqrGxUb/5zW90/vx5nTp1SrW1tbpw4YI2b94cGjcxMaGenh4VFxfH7b0pigAAAAAAkOTsdrucTqcOHToUFq+trZXD4dDLL7+svr4+ORwOORwODQ8PS5KWL1+uY8eO6cKFC3I6nXr00UdVX1+v+vr60BqdnZ0yGAxz/hrN4sWL9bvf/U7/+I//qDvuuEN///d/r4sXL8rlcunOO+8MjXv99deVk5Oj9evXx+29DcFofqMHAAAAAADMKhAIaHBwUDabLeZLSxPp8OHDamhokMfj0aJF8euhOHDggJ577jn19vYqJSUl5nXy8/P1+OOPq7KyMuI5830n3CkCAAAAAABUWlqq/v5+DQ0NKTs7O27rHjlyRE1NTddVEBkZGVF5ebm2bNkSt31JdIoAAAAAABAXN3qnyKfRfN8Jd4oAAAAAAICkRFEEAAAAAAAkJYoiAAAAAAAgKVEUAQAAAAAASYmiCAAAAAAASEoURQAAAAAAQFKiKAIAAAAAAJISRREAAAAAAKDR0VFlZGTI6/UmeiszjIyMKD09XUNDQ3Fdl6IIAAAAAADQ3r17VVZWJqvVGorV1dUpLy9PJpNJubm5s847e/asCgsLZTablZWVpT179igYDMa8j+3bt8tgMOjFF18MxTIyMlRVVaXdu3fHvO5sKIoAAAAAAJDk/H6/WltbVVtbGxYPBoOqqalRRUXFrPPef/99bdy4URaLRSdPntS+ffv0/PPPq7m5OaZ9/OxnP9Nbb70li8Uy49nWrVvV1tam8fHxmNaeDUURAAAAAACSXEdHh4xGowoKCsLiLS0teuyxx3TbbbfNOq+trU2BQEAHDhzQmjVr9OCDD6qxsVHNzc1Rd4sMDQ3p29/+ttra2pSSkjLjud1uV2Zmptrb26Na95NQFAEAAAAAYIEEg0F9OD2dkE80RYmuri45nc6o36+7u1uFhYUymUyhWElJiYaHh6O6m+TKlSuqqqrSk08+qTvvvHPOcfn5+XK5XFHvcy7GuK0EAAAAAADCTFy5ov+v62xCcv+fv7Nr6eLFEY31er2zHlmZj8/nC7uDRJJWrVoVemaz2SJa5/vf/76MRqN27NjxieOysrJ0+vTpqPc5F4oiAAAAAAAkOb/fr9TU1JjmGgyGsL+vdqhcG59LT0+PfvjDH+rUqVPzzjGbzZqYmIhpn7OhKAIAAAAAwAK5adEi/Z+/sycsd6TS0tJiusA0MzNTPp8vLDYyMiLpLx0j83G5XBoZGVFOTk4oNj09re985zt68cUXw47hjI2NKT09Pep9zoWiCAAAAAAAC8RgMER8hCWRHA6HDh48GPW8goICNTY2ampqSkuWLJEkHT16VBaLZcaxmrlUVVVpw4YNYbGSkhJVVVVp69atYXGPx6OioqKo9zkXLloFAAAAACDJlZSU6Ny5czO6RQYGBuR2u+Xz+eT3++V2u+V2uzU1NSVJqqyslMlkUnV1tTwej9rb29XU1KT6+vqIj8+sXLlSa9asCfukpKQoMzNTn//850PjJiYm1NPTo+Li4ri9N0URAAAAAACSnN1ul9Pp1KFDh8LitbW1cjgcevnll9XX1yeHwyGHw6Hh4WFJ0vLly3Xs2DFduHBBTqdTjz76qOrr61VfXx9ao7OzUwaDIapfo5nN66+/rpycHK1fv/661vlrHJ8BAAAAAADatWuXGhoatG3bNi36v/eRdHZ2zjvPbrerq6trzuder1e33367srKyIt7LbAWUF154Qc8880zEa0SCoggAAAAAAFBpaan6+/s1NDSk7OzsuK175MgRNTU1KSUlJeY1RkZGVF5eri1btsRtX5JkCF79rRwAAAAAABCzQCCgwcFB2Wy2mH/eFvE133fCnSIAAAAAACApURQBAAAAAABJiaIIAAAAAABIShRFAAAAAABAUqIoAgAAAAAAkhJFEQAAAAAAkJQoigAAAAAAgKREUQQAAAAAAGh0dFQZGRnyer2J3soMk5OTysnJUU9PT1zXpSgCAAAAAAC0d+9elZWVyWq1hmJ1dXXKy8uTyWRSbm7urPPOnj2rwsJCmc1mZWVlac+ePQoGg1Hlrq6ulsFgCPvcfffdoecmk0kNDQ3auXNnTO82F2NcVwMAAAAAADccv9+v1tZWHT58OCweDAZVU1Ojt956S2fOnJkx7/3339fGjRt1zz336OTJk+rr61N1dbWWLl2q73znO1Ht4d5779V//Md/hP5esmRJ2PNHHnlETz75pN5++2198YtfjGrtuVAUAQAAAAAgyXV0dMhoNKqgoCAs3tLSIkm6ePHirEWRtrY2BQIBHThwQCaTSWvWrFFfX5+am5tVX18vg8EQ8R5MJpMyMzPnfL5y5UqtW7dOr776qvbs2RPxup+E4zMAAAAAACyQYDCoiamPEvKJ5ghLV1eXnE5n1O/X3d2twsJCmUymUKykpETDw8NR303S2dmpjIwM3XHHHdq2bZtGRkZmjMnPz5fL5Yp6n3OhUwQAAAAAgAXivzytLz3zPwnJ3bunRDctiex/+71erywWS9Q5fD5f2B0kkrRq1arQM5vNFtE69913nzZv3qxbb71Vg4OD2rVrl7761a+qp6cnrOCSlZUV14tgKYoAAAAAAJDk/H6/UlNTY5p77RGZqx0q0RydqaioCP17zZo1cjqduvXWW/XLX/5SDz74YOiZ2WzWxMRETPucDUURAAAAAAAWiDllsXr3lCQsd6TS0tI0Pj4edY7MzEz5fL6w2NVjL1c7RmKxevVq3Xrrrerv7w+Lj42NKT09PeZ1r0VRBAAAAACABWIwGCI+wpJIDodDBw8ejHpeQUGBGhsbNTU1Ffq1mKNHj8piscw4VhON0dFR/eEPf9Dq1avD4h6PRw6HI+Z1r8VFqwAAAAAAJLmSkhKdO3duRrfIwMCA3G63fD6f/H6/3G633G63pqamJEmVlZUymUyqrq6Wx+NRe3u7mpqaovrlmQ8++EANDQ3q7u6W1+tVZ2enysrKlJaWpgceeCBsrMvlUnFxcXxeWhRFAAAAAABIena7XU6nU4cOHQqL19bWyuFw6OWXX1ZfX58cDoccDoeGh4clScuXL9exY8d04cIFOZ1OPfroo6qvr1d9fX1ojc7OThkMhjkvSF28eLHOnj2rf/iHf9Add9yhb37zm7rjjjvU3d2tZcuWhcZ1d3fr0qVLKi8vj9t7G4LR/EYPAAAAAACYVSAQ0ODgoGw2W8yXlibS4cOH1dDQII/Ho0WL4tdDceDAAT333HPq7e1VSkpKzOts3rxZDodDjY2NEc+Z7zv533+wCQAAAAAALLjS0lL19/draGhI2dnZcVv3yJEjampquq6CyOTkpNauXasnnngibvuS6BQBAAAAACAubvROkU+j+b4T7hQBAAAAAABJiaIIAAAAAABIShRFAAAAAABAUqIoAgAAAAAAkhJFEQAAAAAAkJQoigAAAAAAgKREUQQAAAAAACQliiIAAAAAAECjo6PKyMiQ1+tN9FYiMjk5qZycHPX09MS8BkURAAAAAACgvXv3qqysTFarNRSrq6tTXl6eTCaTcnNzZ8wJBAKqrq6W3W6X0WjUpk2b4raf6upqGQyGsM/dd98dem4ymdTQ0KCdO3fGnIOiCAAAAAAASc7v96u1tVW1tbVh8WAwqJqaGlVUVMw6b3p6WmazWTt27NCGDRvivq97771Xf/zjH0Ofw4cPhz1/5JFH5HK59Pbbb8e0vjEemwQAAAAAADeujo4OGY1GFRQUhMVbWlokSRcvXtSZM2dmzFu6dKn2798vSXrjjTf03nvvxXVfJpNJmZmZcz5fuXKl1q1bp1dffVV79uyJen2KIgAAAAAALJRgULo8kZjcKTdJBkNEQ7u6uuR0Ohd4Q9Hr7OxURkaGbrnlFhUWFuq5555TRkZG2Jj8/Hy5XK6Y1qcoAgAAAADAQrk8ITVZEpO7cVhasjSioV6vVxZLgvY5h/vuu0+bN2/WrbfeqsHBQe3atUtf/epX1dPTI5PJFBqXlZUV8+Ww3CkCAAAAAECS8/v9Sk1NTUjutrY23XzzzaHP1a6PiooKff3rX9eaNWtUVlamjo4O9fX16Ze//GXYfLPZrImJ2Lpx6BQBAAAAAGChpNz0ccdGonJHKC0tTePj4wu4mbndf//9uuuuu0J/Z2VlzTpu9erVuvXWW9Xf3x8WHxsbU3p6eky5KYoAAAAAALBQDIaIj7AkksPh0MGDBxOSe9myZVq2bNm840ZHR/WHP/xBq1evDot7PB45HI6YcnN8BgAAAACAJFdSUqJz587N6BYZGBiQ2+2Wz+eT3++X2+2W2+3W1NRUaExvb6/cbrfGxsZ06dKl0Jjr8cEHH6ihoUHd3d3yer3q7OxUWVmZ0tLS9MADD4SNdblcKi4ujikPnSIAAAAAACQ5u90up9OpQ4cOafv27aF4bW2tTpw4Efr7akfG4OCgrFarJKm0tFTnz5+fMSYYDEr6+BJXm82m48ePq6ioKKL9LF68WGfPntV//ud/6r333tPq1at1zz336Kc//WlYV0l3d7cuXbqk8vLymN7bELy6SwAAAAAAELNAIKDBwUHZbLaEXVp6PQ4fPqyGhgZ5PB4tWhS/gyWdnZ164IEH9M4772jFihVxW1eSNm/eLIfDocbGxlmfz/ed0CkCAAAAAABUWlqq/v5+DQ0NKTs7O27rHjlyRI2NjXEviExOTmrt2rV64oknYl6DThEAAAAAAOLgRu8U+TSa7zvholUAAAAAAJCUKIoAAAAAAICkRFEEAAAAAAAkJYoiAAAAAAAgKVEUAQAAAAAASYmiCAAAAAAASEoURQAAAAAAQFKiKAIAAAAAADQ6OqqMjAx5vd5EbyUiIyMjSk9P19DQUMxrUBQBAAAAAADau3evysrKZLVaQ7G6ujrl5eXJZDIpNzd3xpxAIKDq6mrZ7XYZjUZt2rRpQfa2fft2GQwGvfjii6FYRkaGqqqqtHv37pjXpSgCAAAAAECS8/v9am1tVW1tbVg8GAyqpqZGFRUVs86bnp6W2WzWjh07tGHDhgXZ289+9jO99dZbslgsM55t3bpVbW1tGh8fj2ltiiIAAAAAACS5jo4OGY1GFRQUhMVbWlr02GOP6bbbbpt13tKlS7V//35t27ZNmZmZcd/X0NCQvv3tb6utrU0pKSkzntvtdmVmZqq9vT2m9Y3Xu0EAAAAAADC7YDAo/0f+hOQ2G80yGAwRje3q6pLT6VzgHUXnypUrqqqq0pNPPqk777xzznH5+flyuVyqqamJOgdFEQAAAAAAFoj/I7/u+q+7EpL7rcq3dFPKTRGN9Xq9sx5PSaTvf//7MhqN2rFjxyeOy8rK0unTp2PKQVEEAAAAAIAk5/f7lZqampDcbW1t2r59e+jvjo4O3XTTTfrhD3+oU6dOzdvtYjabNTExEVNuiiIAAAAAACwQs9GstyrfSljuSKWlpcV8Wen1uv/++3XXXX/ppsnKytLLL7+skZER5eTkhOLT09P6zne+oxdffDHsZ4PHxsaUnp4eU26KIgAAAAAALBCDwRDxEZZEcjgcOnjwYEJyL1u2TMuWLQuLVVVVzfg1m5KSElVVVWnr1q1hcY/Ho6KiophyUxQBAAAAACDJlZSU6Omnn9b4+LhWrFgRig8MDOiDDz6Qz+eT3++X2+2WJH3pS1/SkiVLJEm9vb2amprS2NiY/vznP4fG5ObmxryflStXauXKlWGxlJQUZWZm6vOf/3woNjExoZ6eHjU1NcWUh6IIAAAAAABJzm63y+l06tChQ2H3e9TW1urEiROhvx0OhyRpcHBQVqtVklRaWqrz58/PGBMMBiV9fImrzWbT8ePHY+7omMvrr7+unJwcrV+/Pqb5FEUAAAAAAIB27dqlhoYGbdu2TYsWLZIkdXZ2zjvvr+/3mOv5LbfcorVr117X/mbL88ILL+iZZ56JeU2KIgAAAAAAQKWlperv79fQ0JCys7Pjtu6RI0fU2NgYdiwnHkZGRlReXq4tW7bEvIYheLWfBQAAAAAAxCwQCGhwcFA2my1hP2+LcPN9J4sSsCcAAAAAAICEoygCAAAAAACSEkURAAAAAACQlCiKAAAAAACApERRBAAAAAAAJCWKIgAAkrcOlAAAIABJREFUAAAAIClRFAEAAAAAAEmJoggAAAAAANDo6KgyMjLk9XoTvZWIjIyMKD09XUNDQzGvQVEEAAAAAABo7969Kisrk9VqDcXq6uqUl5cnk8mk3NzcGXMCgYCqq6tlt9tlNBq1adOmuO3n2Wef1Re+8AUtXbpUK1as0IYNG/TWW2+FnmdkZKiqqkq7d++OOQdFEQAAAAAAkpzf71dra6tqa2vD4sFgUDU1NaqoqJh13vT0tMxms3bs2KENGzbEdU933HGHXnrpJZ09e1a//vWvZbVaVVxcrIsXL4bGbN26VW1tbRofH48phzFemwUAAAAAADemjo4OGY1GFRQUhMVbWlokSRcvXtSZM2dmzFu6dKn2798vSXrjjTf03nvvxW1PlZWVYX83NzertbVVZ86c0de+9jVJkt1uV2Zmptrb21VTUxN1DooiAAAAAAAskGAwqKDfn5DcBrNZBoMhorFdXV1yOp0LvKPYTU1N6ZVXXtHy5cu1du3asGf5+flyuVwURQAAAAAA+N8k6Pfr93+bl5Dcnz/VI8NNN0U01uv1ymKxLPCOoveLX/xCDz/8sCYmJrR69WodO3ZMaWlpYWOysrJ0+vTpmNbnThEAAAAAAJKc3+9XampqQnK3tbXp5ptvDn1cLlfo2T333CO3260333xT9957rx566CGNjIyEzTebzZqYmIgpN50iAAAAAAAsEIPZrM+f6klY7kilpaXFfFnp9br//vt11113hf7OysoK/Xvp0qW6/fbbdfvtt+vuu+/W5z73ObW2turpp58OjRkbG1N6enpMuSmKAAAAAACwQAwGQ8RHWBLJ4XDo4MGDCcm9bNkyLVu2LKKxwWBQk5OTYTGPx6OioqKYcnN8BgAAAACAJFdSUqJz587N6BYZGBiQ2+2Wz+eT3++X2+2W2+3W1NRUaExvb6/cbrfGxsZ06dKl0Jjr8eGHH6qxsVG/+c1vdP78eZ06dUq1tbW6cOGCNm/eHBo3MTGhnp4eFRcXx5SHThEAAAAAAJKc3W6X0+nUoUOHtH379lC8trZWJ06cCP3tcDgkSYODg7JarZKk0tJSnT9/fsaYYDAo6eNLXG02m44fPx5xR8fixYv1u9/9Tj/5yU/0pz/9SStXrtSXv/xluVwu3XnnnaFxr7/+unJycrR+/fqY3tsQvLpLAAAAAAAQs0AgoMHBQdlstoRdWno9Dh8+rIaGBnk8Hi1aFL+DJZ2dnXrggQf0zjvvaMWKFXFbV/r453gff/xxVVZWzvp8vu+EThEAAAAAAKDS0lL19/draGhI2dnZcVv3yJEjamxsjHtBZGRkROXl5dqyZUvMa9ApAgAAAABAHNzonSKfRvN9J1y0CgAAAAAAkhJFEQAAAAAAkJQoigAAAAAAgKREUQQAAAAAACQliiIAAAAAACApURQBAAAAAABJiaIIAAAAAABIShRFAAAAAACARkdHlZGRIa/Xm+itRGRkZETp6ekaGhqKeQ2KIgAAAAAAQHv37lVZWZmsVmsoVldXp7y8PJlMJuXm5s6YEwgEVF1dLbvdLqPRqE2bNsVlL5cvX9bOnTtlt9u1dOlSWSwWfeMb39Dw8HBoTEZGhqqqqrR79+6Y81AUAQAAAAAgyfn9frW2tqq2tjYsHgwGVVNTo4qKilnnTU9Py2w2a8eOHdqwYUPc9jMxMaFTp05p165dOnXqlF577TX19fXp/vvvDxu3detWtbW1aXx8PKY8xnhsFgAAAAAA3Lg6OjpkNBpVUFAQFm9paZEkXbx4UWfOnJkxb+nSpdq/f78k6Y033tB7770Xl/0sX75cx44dC4vt27dP+fn5evfdd5WTkyNJstvtyszMVHt7u2pqaqLOQ1EEAAAAAIAFEgwG9dHUlYTkNi5ZJIPBENHYrq4uOZ3OBd7R9bl06ZIMBoNuueWWsHh+fr5cLhdFEQAAAAAA/jf5aOqKXqk7kZDc//zDQqWYFkc01uv1ymKxLPCOYhcIBPTUU0+psrJSn/nMZ8KeZWVl6fTp0zGty50iAAAAAAAkOb/fr9TU1ITkbmtr08033xz6uFyusOeXL1/Www8/rCtXruhHP/rRjPlms1kTExMx5aZTBAAAAACABWJcskj//MPChOWOVFpaWsyXlV6v+++/X3fddVfo76ysrNC/L1++rIceekiDg4P61a9+NaNLRJLGxsaUnp4eU26KIgAAAAAALBCDwRDxEZZEcjgcOnjwYEJyL1u2TMuWLZsRv1oQ6e/v1/Hjx7Vy5cpZ53s8HhUVFcWUm+MzAAAAAAAkuZKSEp07d25Gt8jAwIDcbrd8Pp/8fr/cbrfcbrempqZCY3p7e+V2uzU2NqZLly6FxlyPjz76SOXl5frtb3+rtrY2TU9Py+fzyefzheWemJhQT0+PiouLY8pjCAaDwevaKQAAAAAAUCAQ0ODgoGw2W8Lu57geBQUFqq6u1vbt20OxoqIinTgx86LYwcFBWa1WSZLVatX58+dnjLlabvB6vbLZbDp+/HjEHR1X58zmr9d59dVX9a//+q/63e9+N+vY+b4Tjs8AAAAAAADt2rVLDQ0N2rZtmxYt+vhgSWdn57zzvF7vvM9vueUWrV27NuK9WK1WRdLD8cILL+iZZ56JeN1rURQBAAAAAAAqLS1Vf3+/hoaGlJ2dHbd1jxw5osbGRq1YsSJua0rSyMiIysvLtWXLlpjX4PgMAAAAAABxcKMfn/k0mu874aJVAAAAAACQlCiKAAAAAACApERRBAAAAAAAJCWKIgAAAAAAIClRFAEAAAAAAEmJoggAAAAAAEhKFEUAAAAAAEBSoigCAAAAAAA0OjqqjIwMeb3eRG8lIpOTk8rJyVFPT0/Ma1AUAQAAAAAA2rt3r8rKymS1WkOxuro65eXlyWQyKTc3d8acQCCg6upq2e12GY1Gbdq0KW77ee2111RSUqK0tDQZDAa53e6w5yaTSQ0NDdq5c2fMOSiKAAAAAACQ5Px+v1pbW1VbWxsWDwaDqqmpUUVFxazzpqenZTabtWPHDm3YsCGue/rwww/1la98Rd/73vfmHPPII4/I5XLp7bffjimHMdbNAQAAAACAT4eOjg4ZjUYVFBSExVtaWiRJFy9e1JkzZ2bMW7p0qfbv3y9JeuONN/Tee+/FbU9VVVWS9InHeVauXKl169bp1Vdf1Z49e6LOQVEEAAAAAIAFEgwG9dHkZEJyG00mGQyGiMZ2dXXJ6XQu8I4WRn5+vlwuV0xzKYoAAAAAALBAPpqcVMs3yxOSe8dP/lspqakRjfV6vbJYLAu8o4WRlZUV8+Ww3CkCAAAAAECS8/v9So2wgBJvbW1tuvnmm0OfaLs+zGazJiYmYspNpwgAAAAAAAvEaDJpx0/+O2G5I5WWlqbx8fEF3M3c7r//ft11112hv7OysqKaPzY2pvT09JhyUxQBAAAAAGCBGAyGiI+wJJLD4dDBgwcTknvZsmVatmxZzPM9Ho8cDkdMczk+AwAAAABAkispKdG5c+dmdIsMDAzI7XbL5/PJ7/fL7XbL7XZramoqNKa3t1dut1tjY2O6dOlSaMz1Ghsbk9vtVm9vryTp97//fWgvf83lcqm4uDimHIZgMBi87p0CAAAAAJDkAoGABgcHZbPZEnY/x/UoKChQdXW1tm/fHooVFRXpxIkTM8YODg7KarVKkqxWq86fPz9jzNVyg9frlc1m0/Hjx1VUVBTxfg4cOKCtW7fOiO/evVvPPvusJKm7u1ulpaUaHh6W2WyeMXa+74SiCAAAAAAAcXCjF0UOHz6shoYGeTweLVoUv4MlnZ2deuCBB/TOO+9oxYoVcVtXkjZv3iyHw6HGxsZZn8/3nXCnCAAAAAAAUGlpqfr7+zU0NKTs7Oy4rXvkyBE1NjbGvSAyOTmptWvX6oknnoh5DTpFAAAAAACIgxu9U+TTaL7vhItWAQAAAABAUqIoAgAAAAAAkhJFEQAAAAAAkJQoigAAAAAAgKREUQQAAAAAACQliiIAAAAAACApURQBAAAAAABJiaIIAAAAAADQ6OioMjIy5PV6E72VGSYnJ5WTk6Oenp64rktRBAAAAAAAaO/evSorK5PVag3F6urqlJeXJ5PJpNzc3BlzAoGAqqurZbfbZTQatWnTppjz/+hHP5LNZlNqaqry8vLkcrlCz0wmkxoaGrRz586Y158NRREAAAAAAJKc3+9Xa2uramtrw+LBYFA1NTWqqKiYdd709LTMZrN27NihDRs2xJz/pz/9qR5//HF997vf1enTp7V+/Xrdd999evfdd0NjHnnkEblcLr399tsx57kWRREAAAAAABZIMBjUlanphHyCwWDE++zo6JDRaFRBQUFYvKWlRY899phuu+22WectXbpU+/fv17Zt25SZmRnzf6fm5mb90z/9k2pra/XFL35RL774orKzs7V///7QmJUrV2rdunV69dVXY85zLWPcVgIAAAAAAGGCl69o+Jk3E5LbsmedDEsWRzS2q6tLTqdzgXc0u6mpKfX09Oipp54KixcXF+vNN8P/2+Xn54cdq7ledIoAAAAAAJDkvF6vLBZLQnL/6U9/0vT0tFatWhUWX7VqlXw+X1gsKysrrhfB0ikCAAAAAMACMaQskmXPuoTljpTf71dqauoC7mZ+BoMh7O9gMDgjZjabNTExEbecFEUAAAAAAFggBoMh4iMsiZSWlqbx8fGE5V68ePGMrpCRkZEZ3SNjY2NKT0+PW26OzwAAAAAAkOQcDod6e3sTknvJkiXKy8vTsWPHwuLHjh3TunXhXTYej0cOhyNuuSmKAAAAAACQ5EpKSnTu3LkZ3SIDAwNyu93y+Xzy+/1yu91yu92ampoKjent7ZXb7dbY2JguXboUGhON+vp6/du//Zv+/d//XW+//baeeOIJvfvuu/rWt74VNs7lcqm4uDj2F70Gx2cAAAAAAEhydrtdTqdThw4d0vbt20Px2tpanThxIvT31S6NwcFBWa1WSVJpaanOnz8/Y8zVnwT2er2y2Ww6fvy4ioqKZs1fUVGh0dFR7dmzR3/84x+1Zs0aHT58WLfeemtoTHd3ty5duqTy8vK4vLMkGYLR/HAxAAAAAACYVSAQ0ODgoGw2W8IvLY3F4cOH1dDQII/Ho0WL4newpLOzUw888IDeeecdrVixIuZ1Nm/eLIfDocbGxojnzPed0CkCAAAAAABUWlqq/v5+DQ0NKTs7O27rHjlyRI2NjddVEJmcnNTatWv1xBNPxG1fEp0iAAAAAADExY3eKfJpNN93wkWrAAAAAAAgKVEUAQAAAAAASYmiCAAAAAAASEoURQAAAAAAQFKiKAIAAAAAAJISRREAAAAAAJCUKIoAAAAAAICkRFEEAAAAAABodHRUGRkZ8nq9id7KrL785S/rtddei+uaFEUAAAAAAID27t2rsrIyWa3WUKyurk55eXkymUzKzc2dMScQCKi6ulp2u11Go1GbNm2KKXdXV5fKyspksVhkMBj0s5/9bMaYXbt26amnntKVK1diyjEbiiIAAAAAACQ5v9+v1tZW1dbWhsWDwaBqampUUVEx67zp6WmZzWbt2LFDGzZsiDn/hx9+qLVr1+qll16ac8zXv/51Xbp0Sf/zP/8Tc55rGeO2EgAAAAAACBMMBnX58uWE5E5JSZHBYIhobEdHh4xGowoKCsLiLS0tkqSLFy/qzJkzM+YtXbpU+/fvlyS98cYbeu+992La63333af77rvvE8csXrxYpaWlevXVV+cdGymKIgAAAAAALJDLly+rqakpIbkbGxu1ZMmSiMZ2dXXJ6XQu8I6uX35+vn7wgx/EbT2OzwAAAAAAkOS8Xq8sFkuitzGvrKwsvfvuu3G7V4ROEQAAAAAAFkhKSooaGxsTljtSfr9fqampC7ib+DCbzbpy5YomJydlNpuvez2KIgAAAAAALBCDwRDxEZZESktL0/j4eKK3Ma+xsTHddNNNcSmISByfAQAAAAAg6TkcDvX29iZ6G/PyeDz627/927itR6cIAAAAAABJrqSkRE8//bTGx8e1YsWKUHxgYEAffPCBfD6f/H6/3G63JOlLX/pSqAOmt7dXU1NTGhsb05///OfQmNzc3Ijzf/DBBxoYGAj9PTg4KLfbrc9+9rPKyckJxV0ul4qLi6/rXf+aIRgMBuO2GgAAAAAASSoQCGhwcFA2m+2GuJ/jWgUFBaqurtb27dtDsaKiIp04cWLG2MHBQVmtVkmS1WrV+fPnZ4y5Wm7wer2y2Ww6fvy4ioqKZs3d2dmpe+65Z0b8m9/8pg4cOCBJGhoaks1m0zvvvKO/+Zu/ieid5vtOKIoAAAAAABAHN3pR5PDhw2poaJDH49GiRfG7baOzs1MPPPCA3nnnnbAulGg9+eSTunTpkl555ZWI58z3nXB8BgAAAAAAqLS0VP39/RoaGlJ2dnbc1j1y5IgaGxuvqyAiSRkZGWpoaIjTrj5GpwgAAAAAAHFwo3eKfBrN953w6zMAAAAAACApURQBAAAAAABJiaIIAAAAAABIShRFAAAAAABAUqIoAgAAAAAAkhJFEQAAAAAAkJQoigAAAAAAAI2OjiojI0NerzfRW5lhcnJSOTk56unpieu6FEUAAAAAAID27t2rsrIyWa3WUKyurk55eXkymUzKzc2dMScQCKi6ulp2u11Go1GbNm2KOfeXv/xlLVu2TBkZGdq0aZN+//vfh56bTCY1NDRo586dMa0/F4oiAAAAAAAkOb/fr9bWVtXW1obFg8GgampqVFFRMeu86elpmc1m7dixQxs2bIg5/4kTJ/TYY4/pN7/5jY4dO6aPPvpIxcXF+vDDD0NjHnnkEblcLr399tsx57mWMW4rAQAAAACAG1JHR4eMRqP+f/buPyrO8s7//2sIP4NVkwAJRJCpWqspCVNmaRM3LWtTaCGzaZOYmLihZBYTd9tC7GKt9Ljm2Aaanj1oczxNMQdl94RNT5ofavYQUrt1gBb1IDolBLuBlokVOiULiJoZIE3u7x85ztcRIsMwfGZ1no9z7j+47ut6v9/3uf/ifa77mpUrV/qN79u3T5J0/vx5dXZ2TlqXmJio/fv3S5J++9vf6q233goqf1NTk9/fTz/9tFJSUtTR0aEvfOELkqRFixZp1apVOnTokB599NGg8nwQTREAAAAAAOaIYRi6fNkbltxRUQkymUwBzW1paZHVap3jigI3OjoqSVq4cKHfeG5urlpbW0OWh6YIAAAAAABz5PJlrxzNWWHJnffF05o3b35Ac10ul9LS0ua4osAYhqHvfOc7+tu//Vt95jOf8bu3dOnSkB4ES1MEAAAAAIAI5/V6FR8fH+4yJEnf+ta31NnZqd/85jeT7iUkJMjj8YQsF00RAAAAAADmSFRUgvK+eDpsuQOVlJSkkZGROawmMN/+9rf13HPPqaWlRTfccMOk+8PDw0pOTg5ZPpoiAAAAAADMEZPJFPAnLOFksVh08ODBsOU3DEPf/va3dfz4cTkcDpnN5inndXV1yWKxhCwvP8kLAAAAAECEKygo0JkzZybtFunt7ZXT6ZTb7ZbX65XT6ZTT6dTExIRvTnd3t5xOp4aHhzU6OuqbMxPf/OY3dfDgQf3nf/6nPvGJT8jtdvtyvl9ra6vy8/ODf9APMBmGYYQsGgAAAAAAEWpsbEx9fX0ym83/Z87nmImVK1eqpKREO3fu9I3l5eWpubl50ty+vj5lZmZKkjIzM3Xu3LlJc95rN7hcLpnNZr3wwgvKy8ubMvfVfiXn6aefVklJiSTpxRdfVGFhoQYGBpSQENinQdO9Ez6fAQAAAAAAevjhh1VRUaF7771XUVFXPixxOBzTrpvu12BcLpeuv/56rVix4qpzAtmvUVNTowceeCDghkggaIoAAAAAAAAVFhaqp6dH/f39Sk9PD1ncpqYmVVZWasGCBUHHGB8f14oVK3T//feHrC6Jz2cAAAAAAAiJj/rnMx9H070TDloFAAAAAAARiaYIAAAAAACISDRFAAAAAABARKIpAgAAAAAAIhJNEQAAAAAAEJFoigAAAAAAgIhEUwQAAAAAAEQkmiIAAAAAAEBDQ0NKSUmRy+UKdymTjI+PKyMjQx0dHSGNS1MEAAAAAACourpaNptNmZmZvrHy8nLl5OQoLi5O2dnZk9aMjY2ppKREWVlZio6O1te+9rWgcu/fv1/Lly/Xtddeq2uvvVYrV67UyZMnfffj4uJUUVGhBx98MKj4V0NTBAAAAACACOf1elVXV6fS0lK/ccMwZLfbtXnz5inXXbp0SQkJCSorK9OaNWuCzn/DDTfoRz/6kV555RW98soruvPOO7Vu3TqdOXPGN+eee+5Ra2urXn/99aDzfFB0yCIBAAAAAICPpJMnTyo6OlorV670G9+3b58k6fz58+rs7Jy0LjExUfv375ck/fa3v9Vbb70VVH6bzeb39549e7R//3699NJLWrZsmSRp0aJFWrVqlQ4dOqRHH300qDwfRFMEAAAAAIA5YhiGPJcvhyX3/KgomUymgOa2tLTIarXOcUWBuXTpkn7xi1/owoULk5o0ubm5am1tDVkumiIAAAAAAMwRz+XLuqnldFhy/+ELWUqcNy+guS6XS2lpaXNc0Yc7ffq0Vq5cqbGxMV1zzTU6fvy4br/9dr85S5cuDelBsJwpAgAAAABAhPN6vYqPjw9rDbfeequcTqdeeukl/dM//ZO+8Y1vqLu7229OQkKCPB5PyHKyUwQAAAAAgDkyPypKf/hCVthyByopKUkjIyNzWM30YmNjdfPNN0uSrFar2tvb9ZOf/ES1tbW+OcPDw0pOTg5ZTpoiAAAAAADMEZPJFPAnLOFksVh08ODBcJfhxzAMjY+P+411dXXJYrGELAdNEQAAAAAAIlxBQYEeeughjYyMaMGCBb7x3t5evfvuu3K73fJ6vXI6nZKk22+/XbGxsZKk7u5uTUxMaHh4WO+8845vTnZ2dsD5Kysr9dWvflXp6el655139POf/1wOh0NNTU1+81pbW/WDH/xgto/rQ1MEAAAAAIAIl5WVJavVqsOHD2vnzp2+8dLSUjU3N/v+fm+XRl9fnzIzMyVJhYWFOnfu3KQ5hmFIunKIq9ls1gsvvKC8vLwp8//lL3/Rtm3b9Oc//1nXXXedli9frqamJn35y1/2zXnxxRc1OjqqjRs3huSZJclkvFclAAAAAAAI2tjYmPr6+mQ2m8N+aGkwGhsbVVFRoa6uLkXN4DyS6TgcDn3961/XH//4R79dKDN11113yWKxqLKyMuA1070TdooAAAAAAAAVFhaqp6dH/f39Sk9PD1ncpqYmVVZWzqohMj4+rhUrVuj+++8PWV0SO0UAAAAAAAiJj/pOkY+j6d5J6PbDAAAAAAAAfITQFAEAAAAAABGJpggAAAAAAIhINEUAAAAAAEBEoikCAAAAAAAiEk0RAAAAAAAQkWiKAAAAAACAiERTBAAAAAAAaGhoSCkpKXK5XOEuZZLx8XFlZGSoo6MjpHFpigAAAAAAAFVXV8tmsykzM9M3Vl5erpycHMXFxSk7O3vSmrGxMZWUlCgrK0vR0dH62te+FpI6TCaTdu3a5RuLi4tTRUWFHnzwwVnHfz+aIgAAAAAARDiv16u6ujqVlpb6jRuGIbvdrs2bN0+57tKlS0pISFBZWZnWrFkz6zra29v15JNPavny5ZPu3XPPPWptbdXrr78+6zzvoSkCAAAAAECEO3nypKKjo7Vy5Uq/8X379umb3/ymPvnJT065LjExUfv379e9996rJUuWzKqGd999V/fcc48OHDigBQsWTLq/aNEirVq1SocOHZpVnveLDlkkAAAAAADgxzAMeS9eCkvuhJh5MplMAc1taWmR1Wqd44o+3De/+U0VFRVpzZo1+uEPfzjlnNzcXLW2toYsJ00RAAAAAADmiPfiJd3+r6fCkrv70QLNjw3s336Xy6W0tLQ5rujqfv7zn+vVV19Ve3v7h85bunRpSA+CpSkCAAAAAECE83q9io+PD0vuP/3pTyovL9cvf/nLaWtISEiQx+MJWW6aIgAAAAAAzJGEmHnqfrQgbLkDlZSUpJGRkTms5uo6Ojo0ODionJwc39ilS5fU0tKiJ554QuPj45o378qzDA8PKzk5OWS5aYoAAAAAADBHTCZTwJ+whJPFYtHBgwfDkvtLX/qSTp8+7Te2fft2ffrTn9aDDz7oa4hIUldXlywWS8hy/99/MwAAAAAAYE4VFBTooYce0sjIiN8vv/T29urdd9+V2+2W1+uV0+mUJN1+++2KjY2VJHV3d2tiYkLDw8N65513fHOys7MDyv2JT3xCn/nMZ/zGEhMTtWjRoknjra2t+sEPfhD0c34QTREAAAAAACJcVlaWrFarDh8+rJ07d/rGS0tL1dzc7Pv7vV0afX19yszMlCQVFhbq3Llzk+YYhiHpyiGuZrNZL7zwgvLy8oKu8cUXX9To6Kg2btwYdIwPoikCAAAAAAD08MMPq6KiQvfee6+ioqIkSQ6HY9p10/0ajMvl0vXXX68VK1YEXMtUeWtqavTAAw8oISEh4DjToSkCAAAAAABUWFionp4e9ff3Kz09PWRxm5qaVFlZ6fdZzkyNj49rxYoVuv/++0NWlySZjPf2swAAAAAAgKCNjY2pr69PZrM5bD9vC3/TvZOoMNQEAAAAAAAQdjRFAAAAAABARKIpAgAAAAAAIhJNEQAAAAAAEJFoigAAAAAAgIhEUwQAAAAAAEQkmiIAAAAAACAi0RQBAAAAAAAaGhpSSkqKXC5XuEuZ0t/8zd/o2LFjIY1JUwQAAAAAAKi6ulo2m02ZmZm+sfLycuXk5CguLk7Z2dmT1oyNjamkpERZWVmKjo7W1772taBy7969WyaTye9asmSJ35yHH35Y3/ve93T58uWgckyFpggAAAAAABHO6/Wqrq5OpaWlfuOGYchut2vz5s1Trrt06ZISEhJFiyNQAAAgAElEQVRUVlamNWvWzKqGZcuW6c9//rPvOn36tN/9oqIijY6O6tSpU7PK837RIYsEAAAAAAA+kk6ePKno6GitXLnSb3zfvn2SpPPnz6uzs3PSusTERO3fv1+S9Nvf/lZvvfVW0DVER0dP2h3yfvPmzVNhYaEOHTqkr371q0Hn8csZkigAAAAAAGAyw5AuesKTO2a+ZDIFNLWlpUVWq3WOC/pwPT09SktLU1xcnD73uc+pqqpKn/zkJ/3m5Obm6sc//nHIctIUAQAAAABgrlz0SFVp4cldOSDFJgY01eVyKS0tTHVK+tznPqf/+I//0Kc+9Sn95S9/0Q9/+EOtWrVKZ86c0aJFi3zzli5dqjfeeEOXL19WVNTsTwShKQIAAAAAQITzer2Kj48PW/73fw6TlZWllStX6qabbtK///u/6zvf+Y7vXkJCgi5fvqzx8XElJCTMOi9NEQAAAAAA5krM/Cs7NsKVO0BJSUkaGRmZw2JmJjExUVlZWerp6fEbHx4e1vz580PSEJFoigAAAAAAMHdMpoA/YQkni8WigwcPhrsMn/Hxcb3++utavXq133hXV5c++9nPhiwPP8kLAAAAAECEKygo0JkzZybtFunt7ZXT6ZTb7ZbX65XT6ZTT6dTExIRvTnd3t5xOp4aHhzU6OuqbMxMVFRVqbm5WX1+fXn75ZW3cuFFvv/22vvGNb/jNa21tVX5+fvAP+gHsFAEAAAAAIMJlZWXJarXq8OHD2rlzp2+8tLRUzc3Nvr8tFoskqa+vT5mZmZKkwsJCnTt3btIcwzAkXTnE1Ww264UXXlBeXt6U+d98801t2bJF//u//6vk5GR9/vOf10svvaQbb7zRN6e/v19tbW0h3dFiMt6rEgAAAAAABG1sbEx9fX0ym81hPbQ0WI2NjaqoqFBXV1dIftnlPQ6HQ1//+tf1xz/+UQsWLAg6zgMPPKDR0VE9+eSTAa+Z7p2wUwQAAAAAAKiwsFA9PT3q7+9Xenp6yOI2NTWpsrJyVg0RSUpJSVFFRUWIqrqCnSIAAAAAAITAR32nyMfRdO+Eg1YBAAAAAEBEoikCAAAAAAAiEk0RAAAAAAAQkWiKAAAAAACAiERTBAAAAAAARCSaIgAAAAAAICLRFAEAAAAAABGJpggAAAAAANDQ0JBSUlLkcrnCXUpABgcHlZycrP7+/qBj0BQBAAAAAACqrq6WzWZTZmamb6y8vFw5OTmKi4tTdnb2pDUOh0Pr1q1TamqqEhMTlZ2drYaGhpDUk5eXJ5PJ5HfdfffdvvspKSnatm2bHnnkkaBz0BQBAAAAACDCeb1e1dXVqbS01G/cMAzZ7XZt3rx5ynVtbW1avny5jh49qs7OTtntdhUXF+vEiRMhqevee+/Vn//8Z99VW1vrd3/79u1qaGjQyMhIUPGjQ1EkAAAAAAD46Dp58qSio6O1cuVKv/F9+/ZJks6fP6/Ozs5J6yorK/3+Lisr06lTp3T8+HHZbLZZ1zV//nwtWbLkqvezsrK0ZMkSHT9+XHa7fcbx2SkCAAAAAMAcMQxDnouesFyGYQRcZ0tLi6xWa0ieeXR0VAsXLgxJrIaGBiUlJWnZsmWqqKjQO++8M2lObm6uWltbg4rPThEAAAAAAOaI969efe4/PxeW3C9vfVnzY+YHNNflciktLW3WOY8cOaL29vZJn7kE45577pHZbNaSJUvU1dWlhx56SL/73e/0/PPP+81bunSpXnvttaBy0BQBAAAAACDCeb1excfHzyqGw+FQSUmJDhw4oGXLlgW8rqqqSlVVVb6/u7u7lZGRoXvvvdc39pnPfEa33HKLrFarXn31VX32s5/13UtISJDH4wmqZpoiAAAAAADMkYToBL289eWw5Q5UUlJS0IeVSlJzc7NsNptqampUXFw8o7X33XefNm3a5Pv7ajtWPvvZzyomJkY9PT1+TZHh4WElJycHVTdNEQAAAAAA5ojJZAr4E5ZwslgsOnjwYFBrHQ6H1q5dq71792rHjh0zXr9w4cKAziA5c+aMLl68qNTUVL/xrq4u5eXlzTivxEGrAAAAAABEvIKCAp05c2bSbpHe3l45nU653W55vV45nU45nU5NTExIutIQKSoqUllZmTZs2CC32y23263h4eFZ1fOHP/xBjz76qF555RW5XC41NjbqrrvuksVi0R133OGb5/F41NHRofz8/KDy0BQBAAAAACDCZWVlyWq16vDhw37jpaWlslgsqq2t1dmzZ2WxWGSxWDQwMCBJqq+vl8fjUXV1tVJTU33X+vXrfTEcDodMJpNcLlfA9cTGxuq///u/VVBQoFtvvVVlZWXKz8/Xr371K82bN88379lnn1VGRoZWr14d1HObjJn8Rg8AAAAAAJjS2NiY+vr6ZDabZ31oaTg0NjaqoqJCXV1diooK3R6K+vp67dmzR93d3YqJiQlZXOnKz/Hu2rVLW7dunfL+dO+EM0UAAAAAAIAKCwvV09Oj/v5+paenhyxuU1OTqqqqQt4QGRwc1MaNG7Vly5agY7BTBAAAAACAEPio7xT5OJrunXCmCAAAAAAAiEg0RQAAAAAAQESiKQIAAAAAACISTREAAAAAABCRaIoAAAAAAICIRFMEAAAAAABEJJoiAAAAAAAgItEUAQAAAAAAGhoaUkpKilwuV7hLCcjp06d1ww036MKFC0HHoCkCAAAAAABUXV0tm82mzMxM31h5eblycnIUFxen7OzsSWscDofWrVun1NRUJSYmKjs7Ww0NDSGtyzAMffWrX5XJZNIzzzzjG8/KylJubq4ee+yxoGPTFAEAAAAAIMJ5vV7V1dWptLTUb9wwDNntdm3evHnKdW1tbVq+fLmOHj2qzs5O2e12FRcX68SJEyGr7fHHH5fJZJry3vbt27V//35dunQpqNjRsykMAAAAAAB89J08eVLR0dFauXKl3/i+ffskSefPn1dnZ+ekdZWVlX5/l5WV6dSpUzp+/LhsNtus6/rd736nmpoatbe3KzU1ddL9goICDQ0Nqbm5WXfeeeeM49MUAQAAAABgjhiGIcPrDUtuU0LCVXdYfFBLS4usVmtI8o6Ojuq2226bdRyPx6MtW7boiSee0JIlS6acExsbqxUrVqi1tZWmCAAAAAAA/5cYXq/+57M5Ycl966sdMs2fH9Bcl8ultLS0Wec8cuSI2tvbVVtbO+tY999/v1atWqV169Z96LylS5cGfTgsZ4oAAAAAABDhvF6v4uPjZxXD4XCopKREBw4c0LJlywJeV1VVpWuuucZ3vfHGG3ruuef061//Wo8//vi06xMSEuTxeIKqmZ0iAAAAAADMEVNCgm59tSNsuQOVlJSkkZGRoHM1NzfLZrOppqZGxcXFM1p73333adOmTb6/09LSVFNToz/84Q+6/vrr/eZu2LBBq1evlsPh8I0NDw/rpptuCqpumiIAAAAAAMwRk8kU8Ccs4WSxWHTw4MGg1jocDq1du1Z79+7Vjh07Zrx+4cKFWrhwod/Y9773vUm/hJOVlaXHHnts0gGuXV1d2rhx48wLF00RAAAAAAAiXkFBgR566CGNjIxowYIFvvHe3l69++67crvd8nq9cjqdkqTbb79dsbGxcjgcKioqUnl5uTZs2CC32y3pygGoH2x0zMSSJUumPFw1IyNDZrPZ97fL5VJ/f7/WrFkTVB7OFAEAAAAAIMJlZWXJarXq8OHDfuOlpaWyWCyqra3V2bNnZbFYZLFYNDAwIEmqr6+Xx+NRdXW1UlNTfdf69et9MRwOh0wmU9CHoX6YQ4cOKT8/XzfeeGNQ602GYRghrgkAAAAAgIgzNjamvr4+mc3mWR9aGg6NjY2qqKhQV1eXoqJCt4eivr5ee/bsUXd3t2JiYkIWd3x8XLfccosOHTqkO+64Y8o5070TPp8BAAAAAAAqLCxUT0+P+vv7lZ6eHrK4TU1NqqqqCmlDRJLOnTun73//+1dtiASCnSIAAAAAAITAR32nyMfRdO+EM0UAAAAAAEBEoikCAAAAAAAiEk0RAAAAAAAQkWiKAAAAAACAiERTBAAAAAAARCSaIgAAAAAAICLRFAEAAAAAABGJpggAAAAAANDQ0JBSUlLkcrnCXUpATp8+rRtuuEEXLlwIOgZNEQAAAAAAoOrqatlsNmVmZvrGysvLlZOTo7i4OGVnZ09a43A4tG7dOqWmpioxMVHZ2dlqaGgIST07d+7UTTfdpISEBCUnJ2vdunX6/e9/77uflZWl3NxcPfbYY0HnoCkCAAAAAECE83q9qqurU2lpqd+4YRiy2+3avHnzlOva2tq0fPlyHT16VJ2dnbLb7SouLtaJEydmXVNOTo6efvppvf766zp16pQMw1B+fr4uXbrkm7N9+3bt37/fb2wmTIZhGLOuFAAAAACACDc2Nqa+vj6ZzWbFx8eHu5wZOXbsmHbu3Knz589PeX/37t165pln5HQ6p41VVFSkxYsX66mnngppjZ2dnVqxYoV6e3t10003SZImJiZ07bXXqrGxUXfeeeekNdO9k+iQVggAAAAAAHwMw9BfJy6HJXd0bJRMJlNAc1taWmS1WkOSd3R0VLfddltIYr3nwoULevrpp2U2m5Wenu4bj42N1YoVK9Ta2jplU2Q6NEUAAAAAAJgjf524rCfLm8OSe8dPvqiYuHkBzXW5XEpLS5t1ziNHjqi9vV21tbWzjiVJP/3pT/Xd735XFy5c0Kc//Wk9//zzio2N9ZuzdOnSoA+H5UwRAAAAAAAinNfrnfUnPw6HQyUlJTpw4ICWLVsW8Lqqqipdc801vuuNN97w3bvnnnv02muvqbm5Wbfccos2bdqksbExv/UJCQnyeDxB1cxOEQAAAAAA5kh0bJR2/OSLYcsdqKSkJI2MjASdq7m5WTabTTU1NSouLp7R2vvuu0+bNm3y/f3+HSvXXXedrrvuOt1yyy36/Oc/rwULFuj48ePasmWLb87w8LDvjJGZoikCAAAAAMAcMZlMAX/CEk4Wi0UHDx4Maq3D4dDatWu1d+9e7dixY8brFy5cqIULFwY01zAMjY+P+411dXVp48aNM84r8fkMAAAAAAARr6CgQGfOnJm0W6S3t1dOp1Nut1ter1dOp1NOp1MTExOSrjREioqKVFZWpg0bNsjtdsvtdmt4eHhW9fzxj39UdXW1Ojo69MYbb+jFF1/Upk2blJCQoMLCQt88l8ul/v5+rVmzJqg8NEUAAAAAAIhwWVlZslqtOnz4sN94aWmpLBaLamtrdfbsWVksFlksFg0MDEiS6uvr5fF4VF1drdTUVN+1fv16XwyHwyGTyTSjw1Dj4+PV2tqqwsJC3Xzzzdq0aZMSExPV1tamlJQU37xDhw4pPz9fN954Y1DPbTIMwwhqJQAAAAAA8BkbG1NfX5/MZvOsDy0Nh8bGRlVUVKirq0tRUaHbQ1FfX689e/aou7tbMTExIYs7Pj6uW265RYcOHdIdd9wx5Zzp3glnigAAAAAAABUWFqqnp0f9/f1KT08PWdympiZVVVWFtCEiSefOndP3v//9qzZEAsFOEQAAAAAAQuCjvlPk42i6d8KZIgAAAAAAICLRFAEAAAAAABGJpggAAAAAAIhINEUAAAAAAEBEoikCAAAAAAAiEk0RAAAAAAAQkWiKAAAAAACAiERTBAAAAAAAaGhoSCkpKXK5XOEuJSCnT5/WDTfcoAsXLgQdg6YIAAAAAABQdXW1bDabMjMzfWPl5eXKyclRXFycsrOzJ61xOBxat26dUlNTlZiYqOzsbDU0NMy6luHhYX3729/Wrbfeqvnz5ysjI0NlZWUaHR31zcnKylJubq4ee+yxoPPQFAEAAAAAIMJ5vV7V1dWptLTUb9wwDNntdm3evHnKdW1tbVq+fLmOHj2qzs5O2e12FRcX68SJE7OqZ2BgQAMDA/q3f/s3nT59WvX19WpqatI//uM/+s3bvn279u/fr0uXLgWVx2QYhjGrSgEAAAAAgMbGxtTX1yez2az4+PhwlzMjx44d086dO3X+/Pkp7+/evVvPPPOMnE7ntLGKioq0ePFiPfXUUyGt8Re/+IX+4R/+QRcuXFB0dLQkaWJiQtdee60aGxt15513Tloz3TuJDmmFAAAAAADAxzAM/XV8PCy5o+PiZDKZAprb0tIiq9Uakryjo6O67bbbQhLrg3GvvfZaX0NEkmJjY7VixQq1trZO2RSZDk0RAAAAAADmyF/Hx7XvGxvDkrvs348oJsAdKy6XS2lpabPOeeTIEbW3t6u2tnbWsd5vaGhIP/jBD7Rz585J95YuXRr04bCcKQIAAAAAQITzer2z/uTH4XCopKREBw4c0LJlywJeV1VVpWuuucZ3vfHGG3733377bRUVFen222/XI488Mml9QkKCPB5PUDWzUwQAAAAAgDkSHRensn8/ErbcgUpKStLIyEjQuZqbm2Wz2VRTU6Pi4uIZrb3vvvu0adMm39/v37Hyzjvv6Ctf+YquueYaHT9+XDExMZPWDw8P66abbgqqbpoiAAAAAADMEZPJFPAnLOFksVh08ODBoNY6HA6tXbtWe/fu1Y4dO2a8fuHChVq4cOGk8bffflsFBQWKi4vTc889d9WdLF1dXdq4MbhPlPh8BgAAAACACFdQUKAzZ85M2i3S29srp9Mpt9str9crp9Mpp9OpiYkJSVcaIkVFRSorK9OGDRvkdrvldrs1PDw8q3reeecd5efn68KFC6qrq9Pbb7/ti/3+n991uVzq7+/XmjVrgspDUwQAAAAAgAiXlZUlq9Wqw4cP+42XlpbKYrGotrZWZ8+elcVikcVi0cDAgCSpvr5eHo9H1dXVSk1N9V3r16/3xXA4HDKZTDM6DLWjo0Mvv/yyTp8+rZtvvtkv9p/+9CffvEOHDik/P1833nhjUM9tMgzDCGolAAAAAADwGRsbU19fn8xm86wPLQ2HxsZGVVRUqKurS1FRodtDUV9frz179qi7u3vKM0GCNT4+rltuuUWHDh3SHXfcMeWc6d4JZ4oAAAAAAAAVFhaqp6dH/f39Sk9PD1ncpqYmVVVVhbQhIknnzp3T97///as2RALBThEAAAAAAELgo75T5ONounfCmSIAAAAAACAi0RQBAAAAAAARiaYIAAAAAACISDRFAAAAAABARKIpAgAAAAAAIhJNEQAAAAAAEJFoigAAAAAAgIhEUwQAAAAAAGhoaEgpKSlyuVzhLiUgg4ODSk5OVn9/f9AxaIoAAAAAAABVV1fLZrMpMzPTN1ZeXq6cnBzFxcUpOzt70hqHw6F169YpNTVViYmJys7OVkNDQ0jqefLJJ5WXl6drr71WJpNJb731lt/9lJQUbdu2TY888kjQOWiKAAAAAAAQ4bxer+rq6lRaWuo3bhiG7Ha7Nm/ePOW6trY2LV++XEePHlVnZ6fsdruKi4t14sSJWdfk8Xj0la98RZWVlVeds337djU0NGhkZCSoHNHBFgcAAAAAAD4eTp48qejoaK1cudJvfN++fZKk8+fPq7Ozc9K6DzYsysrKdOrUKR0/flw2m21WNe3atUvSld0oV5OVlaUlS5bo+PHjstvtM87BThEAAAAAAOaIYRi6PHEpLJdhGAHX2dLSIqvVGpJnHh0d1cKFC0MSKxC5ublqbW0Nai07RQAAAAAAmCPGxcsa+Ne2sOROe3SVTLHzAprrcrmUlpY265xHjhxRe3u7amtrZx0rUEuXLtVrr70W1Fp2igAAAAAAEOG8Xq/i4+NnFcPhcKikpEQHDhzQsmXLAl5XVVWla665xne98cYbM8qbkJAgj8cz03IlsVMEAAAAAIA5Y4qJUtqjq8KWO1BJSUlBH1YqSc3NzbLZbKqpqVFxcfGM1t53333atGmT7++Z7lgZHh5WcnLyjNa8h6YIAAAAAABzxGQyBfwJSzhZLBYdPHgwqLUOh0Nr167V3r17tWPHjhmvX7hw4azOIOnq6lJeXl5Qa/l8BgAAAACACFdQUKAzZ85M2i3S29srp9Mpt9str9crp9Mpp9OpiYkJSVcaIkVFRSorK9OGDRvkdrvldrs1PDw865rcbrecTqd6e3slSadPn5bT6fSL7fF41NHRofz8/KBy0BQBAAAAACDCZWVlyWq16vDhw37jpaWlslgsqq2t1dmzZ2WxWGSxWDQwMCBJqq+vl8fjUXV1tVJTU33X+vXrfTEcDodMJpNcLteMavrZz34mi8Wie++9V5L0hS98QRaLRc8995xvzrPPPquMjAytXr06qOc2GTP5jR4AAAAAADClsbEx9fX1yWw2z/rQ0nBobGxURUWFurq6FBUVuj0U9fX12rNnj7q7uxUTExOyuNKVn+PdtWuXtm7dOuX96d4JZ4oAAAAAAAAVFhaqp6dH/f39Sk9PD1ncpqYmVVVVhbwhMjg4qI0bN2rLli1Bx2CnCAAAAAAAIfBR3ynycTTdO+FMEQAAAAAAEJFoigAAAAAAgIhEUwQAAAAAAEQkmiIAAAAAACAi0RQBAAAAAAARiaYIAAAAAACISDRFAAAAAABARKIpAgAAAAAANDQ0pJSUFLlcrnCXMsng4KCSk5PV398f0rg0RQAAAAAAgKqrq2Wz2ZSZmekbKy8vV05OjuLi4pSdnT1pjcPh0Lp165SamqrExERlZ2eroaFhxrkNw9Du3buVlpamhIQE5eXl6cyZM777KSkp2rZtmx555JGgnu1qaIoAAAAAABDhvF6v6urqVFpa6jduGIbsdrs2b9485bq2tjYtX75cR48eVWdnp+x2u4qLi3XixIkZ5f/xj3+smpoaPfHEE2pvb9eSJUv05S9/We+8845vzvbt29XQ0KCRkZGZP+BVmAzDMEIWDQAAAACACDU2Nqa+vj6ZzWbFx8eHu5wZOXbsmHbu3Knz589PeX/37t165pln5HQ6p41VVFSkxYsX66mnngoot2EYSktL065du/Tggw9KksbHx7V48WLt3btXO3fu9M01m816+OGHZbfbA4o93TthpwgAAAAAAHPEMAxNTEyE5ZrJHoiWlhZZrdaQPPPo6KgWLlwY8Py+vj653W7l5+f7xuLi4vTFL35RbW1tfnNzc3PV2toakjolKTpkkQAAAAAAgJ+LFy+qqqoqLLkrKysVGxsb0FyXy6W0tLRZ5zxy5Ija29tVW1sb8Bq32y1JWrx4sd/44sWLde7cOb+xpUuX6rXXXpt1ne9hpwgAAAAAABHO6/XO+pMfh8OhkpISHThwQMuWLZvxepPJ5Pe3YRiTxhISEuTxeGZV5/uxUwQAAAAAgDkSExOjysrKsOUOVFJS0qwOMG1ubpbNZlNNTY2Ki4tntHbJkiWSruwYSU1N9Y0PDg5O2j0yPDys5OTkoOv8IHaKAAAAAAAwR0wmk2JjY8NyfXCXxYexWCzq7u4O6hkdDoeKior0ox/9SDt27JjxerPZrCVLluj555/3jU1MTKi5uVmrVq3ym9vV1SWLxRJUnVOhKQIAAAAAQIQrKCjQmTNnJu0W6e3tldPplNvtltfrldPplNPp1MTEhKT/vyFSVlamDRs2yO12y+12a3h4OODcJpNJu3btUlVVlY4fP66uri6VlJRo/vz52rp1q2+ex+NRR0eH34Gss0VTBAAAAACACJeVlSWr1arDhw/7jZeWlspisai2tlZnz56VxWKRxWLRwMCAJKm+vl4ej0fV1dVKTU31XevXr/fFcDgcMplMcrlcV83/3e9+V7t27dI///M/y2q1qr+/X7/85S/1iU98wjfn2WefVUZGhlavXh2y5zYZM/mNHgAAAAAAMKWxsTH19fXJbDbP+tDScGhsbFRFRYW6uroUFRW6PRT19fXas2ePuru7Z3TOyQfl5uZq165dfrtHpjPdO+GgVQAAAAAAoMLCQvX09Ki/v1/p6ekhi9vU1KSqqqpZNUQGBwe1ceNGbdmyJWR1SewUAQAAAAAgJD7qO0U+jqZ7J5wpAgAAAAAAIhJNEQAAAAAAEJFoigAAAAAAgIhEUwQAAAAAAEQkmiIAAAAAACAi0RQBAAAAAAARiaYIAAAAAACISDRFAAAAAACAhoaGlJKSIpfLFe5SJhkfH1dGRoY6OjpCGpemCAAAAAAAUHV1tWw2mzIzM31j5eXlysnJUVxcnLKzsyetcTgcWrdunVJTU5WYmKjs7Gw1NDTMOPexY8dUUFCgpKQkmUwmOZ1Ov/txcXGqqKjQgw8+OOPYH4amCAAAAAAAEc7r9aqurk6lpaV+44ZhyG63a/PmzVOua2tr0/Lly3X06FF1dnbKbreruLhYJ06cmFH+Cxcu6I477tCPfvSjq86555571Nraqtdff31GsT9MdMgiAQAAAACAj6STJ08qOjpaK1eu9Bvft2+fJOn8+fPq7OyctK6ystLv77KyMp06dUrHjx+XzWYLOP+2bdsk6UM/3Vm0aJFWrVqlQ4cO6dFHHw049oehKQIAAAAAwBwxDEOXL3vDkjsqKkEmkymguS0tLbJarSHJOzo6qttuuy0ksT4oNzdXra2tIYtHUwQAAAAAgDly+bJXjuassOTO++JpzZs3P6C5LpdLaWlps8555MgRtbe3q7a2dtaxprJ06dKQHgTLmSIAAAAAAEQ4r9er+Pj4WcVwOBwqKSnRgQMHtGzZshBV5i8hIUEejydk8dgpAgAAAADAHImKSlDeF0+HLXegkpKSNDIyEnSu5uZm2Ww21dTUqLi4OOg40xkeHlZycnLI4tEUAQAAAABgjphMpoA/YQkni8WigwcPBrXW4XBo7dq12rt3r3bs2BHiyvx1dXXJYrGELB6fzwAAAAAAEOEKCgp05syZSbtFent75XQ65Xa75fV65XQ65XQ6NTExIelKQ6SoqEhlZWXasGGD3G633G63hoeHZ5R/eHhYTqdT3d3dkqT/+Z//8eV9v9bWVuXn58/iSf3RFAEAAAAAIMJlZWXJarXq8OHDfuOlpaWyWCyqra3V2bNnZdkSAekAACAASURBVLFYZLFYNDAwIEmqr6+Xx+NRdXW1UlNTfdf69et9MRwOh0wm04cekPrcc8/JYrGoqKhIknT33XfLYrHoZz/7mW/Oiy++qNHRUW3cuDFkz20yDMMIWTQAAAAAACLU2NiY+vr6ZDabZ31oaTg0NjaqoqJCXV1diooK3R6K+vp67dmzR93d3YqJiQk6zl133SWLxaLKysqA10z3TjhTBAAAAAAAqLCwUD09Perv71d6enrI4jY1NamqqmpWDZHx8XGtWLFC999/f8jqktgpAgAAAABASHzUd4p8HE33TjhTBAAAAAAARCSaIgAAAAAAICLRFAEAAAAAABGJpggAAAAAAIhINEUAAAAAAEBEoikCAAAAAAAiEk0RAAAAAAAQkWiKAAAAAAAADQ0NKSUlRS6XK9ylTDI4OKjk5GT19/eHNC5NEQAAAAAAoOrqatlsNmVmZvrGysvLlZOTo7i4OGVnZ09a43A4tG7dOqWmpioxMVHZ2dlqaGiYUd6LFy/qwQcfVFZWlhITE5WWlqbi4mINDAz45qSkpGjbtm165JFHgn6+qdAUAQAAAAAgwnm9XtXV1am0tNRv3DAM2e12bd68ecp1bW1tWr58uY4eParOzk7Z7XYVFxfrxIkTAef2eDx69dVX9fDDD+vVV1/VsWPHdPbsWf393/+937zt27eroaFBIyMjM3/AqzAZhmGELBoAAAAAABFqbGxMfX19MpvNio+PD3c5M3Ls2DHt3LlT58+fn/L+7t279cwzz8jpdE4bq6ioSIsXL9ZTTz0VdD3t7e3Kzc3VuXPnlJGR4Rs3m816+OGHZbfbA4oz3TuJDrpCAAAAAADwoQzDkOfy5bDknh8VJZPJFNDclpYWWa3WkOQdHR3VbbfdNusYJpNJ119/vd94bm6uWltbA26KTIemCAAAAAAAc8Rz+bJuajkdltx/+EKWEufNC2iuy+VSWlrarHMeOXJE7e3tqq2tDTrG2NiYvve972nr1q269tpr/e4tXbpUr7322mzL9OFMEQAAAAAAIpzX6531Jz8Oh0MlJSU6cOCAli1bFlSMixcv6u6779bly5f105/+dNL9hIQEeTyeWdX5fuwUAQAAAABgjsyPitIfvpAVttyBSkpKmtUBps3NzbLZbKqpqVFxcXFQMS5evKhNmzapr69Pv/71ryftEpGk4eFhJScnB13nB9EUAQAAAABgjphMpoA/YQkni8WigwcPBrXW4XBo7dq12rt3r3bs2BFUjPcaIj09PXrhhRe0aNGiKed1dXUpLy8vqBxT4fMZAAAAAAAiXEFBgc6cOTNpt0hvb6+cTqfcbre8Xq+cTqecTqcmJiYkXWmIFBUVqaysTBs2bJDb7Zbb7dbw8HDAuf/6179q48aNeuWVV9TQ0KBLly754ryXR7ry070dHR3Kz88PzUOLpggAAAAAABEvKytLVqtVhw8f9hsvLS2VxWJRbW2tzp49K4vFIovFooGBAUlSfX29PB6PqqurlZqa6rvWr1/vi+FwOGQymeRyuabM/eabb+q5557Tm2++qezsbL84bW1tvnnPPvusMjIytHr16pA9t8kwDCNk0QAAAAAAiFBjY2Pq6+uT2Wye9aGl4dDY2KiKigp1dXUpagbnkUynvr5ee/bsUXd3t2JiYoKOk5ubq127dmnr1q0Br5nunXCmCAAAAAAAUGFhoXp6etTf36/09PSQxW1qalJVVdWsGiKDg4PauHGjtmzZErK6JHaKAAAAAAAQEh/1nSIfR9O9E84UAQAAAAAAEYmmCAAAAAAAiEg0RQAAAAAAQESiKQIAAAAAACISTREAAAAAABCRaIoAAAAAAICIRFMEAAAAAABEJJoiAAAAAABAQ0NDSklJkcvlCncpkwwODio5OVn9/f0hjUtTBAAAAAAAqLq6WjabTZmZmb6x8vJy5eTkKC4uTtnZ2ZPWOBwOrVu3TqmpqUpMTFR2drYaGhpmnHv37t369Kc/rcTERC1YsEBr1qzRyy+/7LufkpKibdu26ZFHHgnq2a6GpggAAAAAABHO6/Wqrq5OpaWlfuOGYchut2vz5s1Trmtra9Py5ct19OhRdXZ2ym63q7i4WCdOnJhR/k996lN64okndPr0af3mN79RZmam8vPzdf78ed+c7du3q6GhQSMjIzN/wKswGYZhhCwaAAAAAAARamxsTH19fTKbzYqPjw93OTNy7Ngx7dy5068J8X67d+/WM888I6fTOW2soqIiLV68WE899VTQ9bz99tu67rrr9Ktf/Upf+tKXfONms1kPP/yw7HZ7QHGmeyfRQVcIAAAAAAA+lGEY8l68FJbcCTHzZDKZAprb0tIiq9Uakryjo6O67bbbgl4/MTGhJ598Utddd51WrFjhdy83N1etra0BN0WmQ1MEAAAAAIA54r14Sbf/66mw5O5+tEDzYwP7t9/lciktLW3WOY8cOaL29nbV1tbOeO1//dd/6e6775bH41Fqaqqef/55JSUl+c1ZunSpXnvttVnX+R7OFAEAAAAAIMJ5vd5Zf/LjcDhUUlKiAwcOaNmyZTNe/3d/93dyOp1qa2vTV77yFW3atEmDg4N+cxISEuTxeGZV5/uxUwQAAAAAgDmSEDNP3Y8WhC13oJKSkmZ1gGlzc7NsNptqampUXFwcVIzExETdfPPNuvnmm/X5z39et9xyi+rq6vTQQw/55gwPDys5OTnoOj+IpggAAAAAAHPEZDIF/AlLOFksFh08eDCotQ6HQ2vXrtXevXu1Y8eOkNVkGIbGx8f9xrq6upSXlxeyHHw+AwAAAABAhCsoKNCZM2cm7Rbp7e2V0+mU2+2W1+uV0+mU0+nUxMSEpCsNkaKiIpWVlWnDhg1yu91yu90aHh4OOPeFCxdUWVmpl156SefOndOrr76q0tJSvfnmm7rrrrt88zwejzo6OpSfnx+ahxZNEQAAAAAAIl5WVpasVqsOHz7sN15aWiqLxaLa2lqdPXtWFotFFotFAwMDkqT6+np5PB5VV1crNTXVd61fv94Xw+FwyGQyyeVyTZl73rx5+v3vf68NGzboU5/6lNauXavz58+rtbXV72ySZ599VhkZGVq9enXInttkGIYRsmgAAAAAAESosbEx9fX1yWw2z/rQ0nBobGxURUWFurq6FBUVuj0U9fX12rNnj7q7uxUTExN0nNzcXO3atUtbt24NeM107+T//odNAAAAAABgzhUWFqqnp0f9/f1KT08PWdympiZVVVXNqiEyODiojRs3asuWLSGrS2KnCAAAAAAAIfFR3ynycTTdO+FMEQAAAAAAEJFoigAAAAAAgIhEUwQAAAAAAEQkmiIAAAAAACAi0RQBAAAAAAARiaYIAAAAAACISDRFAAAAAABARKIpAgAAAAAANDQ0pJSUFLlcrnCXMsng4KCSk5PV398f0rg0RQAAAAAAgKqrq2Wz2ZSZmekbKy8vV05OjuLi4pSdnT1pjcPh0Lp165SamqrExERlZ2eroaFhVnXs3LlTJpNJjz/+uG8sJSVF27Zt0yOPPDKr2B9EUwQAAAAAgAjn9XpVV1en0tJSv3HDMGS327V58+Yp17W1tWn58uU6evSoOjs7ZbfbVVxcrBMnTgRVxzPPPKOXX35ZaWlpk+5t375dDQ0NGhkZCSr2VKJDFgkAAAAAAHwknTx5UtHR0Vq5cqXf+L59+yRJ58+fV2dn56R1lZWVfn+XlZXp1KlTOn78uGw224xq6O/v17e+9S2dOnVKRUVFk+5nZWVpyZIlOn78uOx2+4xiXw1NEQAAAAAA5ophSBc94ckdM18ymQKa2tLSIqvVGpK0o6Ojuu2222a05vLly9q2bZseeOABLVu27KrzcnNz1draSlMEAAAAAID/8y56pKrJn4L8P1E5IMUmBjTV5XJN+cnKTB05ckTt7e2qra2d0bq9e/cqOjpaZWVlHzpv6dKleu2112ZToh+aIgAAAAAARDiv16v4+PhZxXA4HCopKdGBAwc+dLfHB3V0dOgnP/mJXn31VZmm2dmSkJAgjyd0O29oigAAAAAAMFdi5l/ZsRGu3AFKSkqa1QGmzc3NstlsqqmpUXFx8YzWtra2anBwUBkZGb6xS5cu6V/+5V/0+OOP+/1E8PDwsJKTk4Ou84NoigAAAAAAMFdMpoA/YQkni8WigwcPBrXW4XBo7dq12rt3r3bs2DHj9du2bdOaNWv8xgoKCrRt2zZt377db7yrq0t5eXlB1TkVmiIAAAAAAES4goICPfTQQxoZGdGCBQt84729vXr33Xfldrvl9XrldDolSbfffrtiY2PlcDhUVFSk8vJybdiwQW63W5IUGxurhQsXBpR70aJFWrRokd9YTEyMlixZoltvvdU35vF41NHRoaqqqtk+rk9UyCIBAAAAAICPpKysLFmtVh0+fNhvvLS0VBaLRbW1tTp79qwsFossFosGBq58ElRfXy+Px6Pq6mqlpqb6rvXr1/tiOBwOmUwmv89ggvHss88qIyNDq1evnlWc9zMZhmGELBoAAAAAABFqbGxMfX19MpvNsz60NBwaGxtVUVGhrq4uRUWFbg9FfX299uzZo+7ubsXExAQdJzc3V7t27dLWrVsDXjPdO+HzGQAAAAAAoMLCQvX09Ki/v1/p6ekhi9vU1KSqqqpZNUQGBwe1ceNGbdmyJWR1SewUAQAAAAAgJD7qO0U+jqZ7J5wpAgAAAAAAIhJNEQAAAAAAEJFoigAAAAAAgIhEUwQAAAAAAEQkmiIAAAAAACAi0RQBAAAAAAARiaYIAAAAAACISDRFAAAAAACAhoaGlJKSIpfLFe5SJhkfH1dGRoY6OjpCGpemCAAAAAAAUHV1tWz/H3t3HxT1ee///7W4y4KJxjsQIXJnbBLiHtnCodUMiaRWUnNI5lgqlVaPcBCd2kYdzQ2JqR17WIceRonNpJNkOKUzoKNpNXoapMkZC3KOjpNAiFJahR7WnGAZPMDxJiwE4fP7w1/3mxXU3WUZavb5mGHGvfa63u9rZ//yNdfn2qwsxcfHu8c2bdqklJQUWa1WJScnj1hTW1urZ555RnPmzNE999yj5ORkVVVV+dx77dq1MplMHn9f//rX3e9brVZt27ZNL7zwgl+f7VYIRQAAAAAACHIul0vl5eUqKCjwGDcMQ/n5+crJyRl13cmTJ/V3f/d3+s1vfqMzZ84oPz9fa9as0b//+7/7vIcnn3xSf/nLX9x/1dXVHu9/73vfU319vf74xz/6XPtWzAGrBAAAAAAA7krHjh2T2WzWokWLPMb37t0rSbp06ZLOnDkzYt1LL73k8frZZ5/V7373Ox0+fFhZWVk+7cFqtSoqKuqW78+cOVOLFy/W/v37tXPnTp9q3wqhCAAAAAAA48QwDLmuuyakd7g5XCaTyau5J06cUGpqakD6Xr58WQ8//LDP62praxUZGalp06bp8ccfV3FxsSIjIz3mpKWlqb6+PiD7lAhFAAAAAAAYN67rLn1t39cmpPfp3NOabJns1Vyn06no6Ogx9/z1r3+tDz74QG+88YZP6771rW/pO9/5juLi4tTe3q5XXnlFTzzxhBoaGmS1Wt3zYmJiAnoRLKEIAAAAAABBzuVyKSwsbEw1amtrtXbtWr311lt65JFHfFr7xTtLFixYoNTUVMXFxendd9/VihUr3O+Fh4err69vTPv8IkIRAAAAAADGSbg5XKdzT09Yb2/NmjVLvb29fveqq6tTVlaWdu/erTVr1vhd56/mzJmjuLg4tba2eoz39PQoIiJizPX/ilAEAAAAAIBxYjKZvH6EZSLZ7XZVVlb6tba2tlb/8A//oJKSEhUWFgZkP93d3fqf//kfzZkzx2O8ublZdrs9ID0kfpIXAAAAAICgl5mZqT/84Q8jTou0tbWpqalJnZ2dcrlcampqUlNTkz7//HNJNwKRp556Ss8++6y+/e1vq7OzU52dnerp6fG697Vr17Rt2zadOnVKTqdTtbW1ysrK0qxZs/SP//iPHnPr6+u1bNmysX/g/x+hCAAAAAAAQc5msyk1NVUHDx70GC8oKJDdbtcbb7yh8+fPy263y2636+LFi5KkiooK9fX1adeuXZozZ47774v3gNTW1spkMt3ygtRJkybp7NmzeuaZZ/SVr3xF//RP/6SvfOUrOnXqlKZMmeKed+rUKV2+fFnZ2dkB+9wmwzCMgFUDAAAAACBI9ff3q729XQkJCWO+tHQiVFdXa9u2bWpublZISODOUFRUVKi4uFgtLS2yWCx+1/nOd74ju92ul156yes1d/pOuFMEAAAAAABo+fLlam1tVUdHh+bOnRuwujU1NXI4HGMKRAYGBrRw4UJt2bIlYPuSOCkCAAAAAEBA3O0nRb6M7vSdcKcIAAAAAAAISoQiAAAAAAAgKBGKAAAAAACAoEQoAgAAAAAAghKhCAAAAAAACEqEIgAAAAAAICgRigAAAAAAgKBEKAIAAAAAANTd3a3IyEg5nc6J3opXzp49q/vvv1+fffaZ3zUIRQAAAAAAgHbt2qWsrCzFx8e7xzZt2qSUlBRZrVYlJyePWHPu3DllZGRo9uzZCgsLU2JiorZv367BwcGA7cswDH3rW9+SyWTSO++84x632WxKS0vTnj17/K5tDsQGAQAAAADA3cvlcqm8vFzV1dUe44ZhKD8/X6dPn9aZM2dGrLNYLFqzZo2++tWvatq0afr444+1bt06DQ8Py+FwBGRvZWVlMplMo76Xl5enDRs2qKioSJMmTfK5NqEIAAAAAABB7tixYzKbzVq0aJHH+N69eyVJly5dGjUUSUxMVGJiovt1XFycamtrVV9fH5B9ffzxx9q9e7c++OADzZkzZ8T7mZmZ6u7uVl1dnZ544gmf6xOKAAAAAAAwTgzDkOFyTUhvU3j4LU9Y3OzEiRNKTU0dc8+2tjbV1NRoxYoVY67V19enVatW6bXXXlNUVNSoc0JDQ7Vw4ULV19cTigAAAAAA8LfEcLl07qspE9L7wcYGmSZP9mqu0+lUdHS0370WL16sxsZGDQwMqLCwUDt37vS71l9t2bJFixcv1jPPPHPbeTExMX5fDstFqwAAAAAABDmXy6WwsDC/1x84cECNjY3at2+f3n33XZWWlnq91uFw6N5773X/ffLJJzp69KiOHz+usrKyO64PDw9XX1+fX/vmpAgAAAAAAOPEFB6uBxsbJqy3t2bNmqXe3l6/e82dO1eSlJSUpKGhIRUWFmrr1q1eXX66YcMGrVy50v06Ojpau3fv1p///GdNmzbNY+63v/1tpaenq7a21j3W09OjefPm+bVvQhEAAAAAAMaJyWTy+hGWiWS321VZWRmQWoZhaHBwUIZheDV/xowZmjFjhsfYiy++qIKCAo8xm82mPXv2KCsry2O8ublZ2dnZfu2VUAQAAAAAgCCXmZmpoqIi9fb2avr06e7xtrY2Xbt2TZ2dnXK5XGpqapJ040RIaGioqqqqZLFYZLPZZLVa1dDQoKKiIuXk5Mhs9j9yiIqKGvVy1djYWCUkJLhfO51OdXR0aOnSpX71IRQBAAAAACDI2Ww2paam6uDBg1q/fr17vKCgQHV1de7XdrtdktTe3q74+HiZzWaVlJTo/PnzMgxDcXFx2rhxo7Zs2eJeU1tbq4yMDPeaQNq/f7+WLVumuLg4v9abDG/PswAAAAAAgFvq7+9Xe3u7EhISxnRp6USprq7Wtm3b1NzcrJCQwP0uS0VFhYqLi9XS0iKLxRKwugMDA5o/f77279+vRx99dNQ5d/pOOCkCAAAAAAC0fPlytba2qqOjw31xaiDU1NTI4XAENBCRpAsXLujll1++ZSDiDU6KAAAAAAAQAHf7SZEvozt9J4E7DwMAAAAAAHAXIRQBAAAAAABBiVAEAAAAAAAEJUIRAAAAAAAQlAhFAAAAAABAUCIUAQAAAAAAQYlQBAAAAAAABCVCEQAAAAAAoO7ubkVGRsrpdE70Vrxy9uxZ3X///frss8/8rkEoAgAAAAAAtGvXLmVlZSk+Pt49tmnTJqWkpMhqtSo5OXnEmnPnzikjI0OzZ89WWFiYEhMTtX37dg0ODo55P+vXr9e8efMUHh6uiIgIPfPMM/rTn/7kft9msyktLU179uzxuwehCAAAAAAAQc7lcqm8vFwFBQUe44ZhKD8/Xzk5OaOus1gsWrNmjd577z2dO3dOZWVleuutt7Rjx44x7yklJUW//OUv9cc//lG/+93vZBiGli1bpqGhIfecvLw8/eIXv/AY84V5zLsEAAAAAACjMgxD1z8fnpDe5tAQmUwmr+YeO3ZMZrNZixYt8hjfu3evJOnSpUs6c+bMiHWJiYlKTEx0v46Li1Ntba3q6+vHsPMbCgsL3f+Oj4/Xv/zLv2jhwoVyOp2aN2+eJCkzM1Pd3d2qq6vTE0884XMPQhEAAAAAAMbJ9c+H9eamugnpXfjq47JYJ3k198SJE0pNTR1zz7a2NtXU1GjFihVjrvVFn332mX75y18qISFBc+fOdY+HhoZq4cKFqq+v9ysU4fEZAAAAAACCnNPpVHR0tN/rFy9erLCwMM2fP1/p6enauXNnQPb1+uuv695779W9996rmpoavf/++woNDfWYExMT4/flsJwUAQAAAABgnJhDQ1T46uMT1ttbLpdLYWFhfvc6cOCArl69qo8//ljPPfecSktL9fzzz3u11uFwyOFwuF+3tLQoNjZWkvS9731P3/zmN/WXv/xFpaWlWrlypf7rv/7LY6/h4eHq6+vza9+EIgAAAAAAjBOTyeT1IywTadasWert7fV7/V8faUlKStLQ0JAKCwu1detWTZp058++YcMGrVy50v36iydW7rvvPt13332aP3++vv71r2v69Ok6fPiwVq1a5Z7T09PjvmPEV4QiAAAAAAAEObvdrsrKyoDUMgxDg4ODMgzDq/kzZszQjBkzvK49MDDgMdbc3Kzs7Gyf9ykRigAAAAAAEPQyMzNVVFSk3t5eTZ8+3T3e1tama9euqbOzUy6XS01NTZJunAgJDQ1VVVWVLBaLbDabrFarGhoaVFRUpJycHJnN/kcO//3f/60DBw5o2bJlioiIUEdHh0pKShQeHq7ly5e75zmdTnV0dGjp0qV+9SEUAQAAAAAgyNlsNqWmpurgwYNav369e7ygoEB1df/v13Psdrskqb29XfHx8TKbzSopKdH58+dlGIbi4uK0ceNGbdmyxb2mtrZWGRkZ7jXeCAsLU319vcrKytTb26vZs2frscce08mTJxUZGemet3//fi1btkxxcXF+fW6T4e15FgAAAAAAcEv9/f1qb29XQkLCmC4tnSjV1dXatm2bmpubFRISuB+rraioUHFxsVpaWmSxWAJWd2BgQPPnz9f+/fv16KOPjjrnTt8JJ0UAAAAAAICWL1+u1tZWdXR0uC9ODYSamho5HI6ABiKSdOHCBb388su3DES8wUkRAAAAAAAC4G4/KfJldKfvJHDnYQAAAAAAAO4ihCIAAAAAACAoEYoAAAAAAICgRCgCAAAAAACCEqEIAAAAAAAISoQiAAAAAAAgKBGKAAAAAACAoEQoAgAAAAAA1N3drcjISDmdzoneilfOnj2r+++/X5999pnfNQhFAAAAAACAdu3apaysLMXHx7vHNm3apJSUFFmtViUnJ49Yc+7cOWVkZGj27NkKCwtTYmKitm/frsHBwTHtpaenRz/60Y/04IMPavLkyYqNjdWzzz6ry5cvu+fYbDalpaVpz549fvcxj2mXAAAAAADgrudyuVReXq7q6mqPccMwlJ+fr9OnT+vMmTMj1lksFq1Zs0Zf/epXNW3aNH388cdat26dhoeH5XA4/N7PxYsXdfHiRZWWliopKUkXLlzQhg0bdPHiRf361792z8vLy9OGDRtUVFSkSZMm+dyHUAQAAAAAgHFiGIauDwxMSG+z1SqTyeTV3GPHjslsNmvRokUe43v37pUkXbp0adRQJDExUYmJie7XcXFxqq2tVX19/Rh2Li1YsEC/+c1v3K/nzZun4uJiff/739f169dlNt+IMzIzM9Xd3a26ujo98cQTPvchFAEAAAAAYJxcHxjQ3n/KnpDez/7q17KEhXk198SJE0pNTR1zz7a2NtXU1GjFihVjrnWzy5cva+rUqe5ARJJCQ0O1cOFC1dfX+xWKcKcIAAAAAABBzul0Kjo62u/1ixcvVlhYmObPn6/09HTt3LkzgLu7cQnsT3/6U61fv37EezExMX5fDstJEQAAAAAAxonZatWzv/r1nSeOU29vuVwuhXl5qmQ0Bw4c0NWrV/Xxxx/rueeeU2lpqZ5//nmv1jocDo/7R1paWhQbG+t+feXKFT311FNKSkrSjh07RqwPDw9XX1+fX/smFAEAAAAAYJyYTCavH2GZSLNmzVJvb6/f6+fOnStJSkpK0tDQkAoLC7V161avLj/dsGGDVq5c6X79xRMrV69e1ZNPPql7771Xhw8flsViGbG+p6dH8+bN82vfhCIAAAAAAAQ5u92uysrKgNQyDEODg4MyDMOr+TNmzNCMGTNGjF+5ckWZmZmyWq06evToLU+yNDc3Kzvbv3tbCEUAAAAAAAhymZmZKioqUm9vr6ZPn+4eb2tr07Vr19TZ2SmXy6WmpiZJN06EhIaGqqqqShaLRTabTVarVQ0NDSoqKlJOTo7Hhai+unr1qpYtW6a+vj5VVlbqypUrunLliiQpIiLCfQLF6XSqo6NDS5cu9asPoQgAAAAAAEHOZrMpNTVVBw8e9LjMtKCgQHV1de7XdrtdktTe3q74+HiZzWaVlJTo/PnzMgxDcXFx2rhxo7Zs2eJeU1tbq4yMDPcabzQ0NOj06dOSpAceeMDjvS/W2b9/v5YtW6a4uDh/PrZMhrfnWQAAAAAAwC319/ervb1dCQkJY7q0dKJUV1dr27Ztam5uVkhI4H6stqKiQsXFxWppaRn1ThB/DQwM3RcpsgAAIABJREFUaP78+dq/f78effTRUefc6TvhpAgAAAAAANDy5cvV2tqqjo4O98WpgVBTUyOHwxHQQESSLly4oJdffvmWgYg3OCkCAAAAAEAA3O0nRb6M7vSdBO48DAAAAAAAwF2EUAQAAAAAAAQlQhEAAAAAABCUCEUAAAAAAEBQIhQBAAAAAABBiVAEAAAAAAAEJUIRAAAAAACg7u5uRUZGyul0TvRWRujq6lJERIQ6OjoCWpdQBAAAAAAAaNeuXcrKylJ8fLx7bNOmTUpJSZHValVycvKINefOnVNGRoZmz56tsLAwJSYmavv27RocHPSpt2EY+slPfqLo6GiFh4dryZIl+sMf/uB+PzIyUqtXr9aOHTv8/nyjIRQBAAAAACDIuVwulZeXq6CgwGPcMAzl5+crJydn1HUWi0Vr1qzRe++9p3PnzqmsrExvvfWWz+HFz372M+3evVuvvfaaPvjgA0VFRemb3/ymrl696p6Tl5enqqoq9fb2+v4Bb8EcsEoAAAAAAOCudOzYMZnNZi1atMhjfO/evZKkS5cu6cyZMyPWJSYmKjEx0f06Li5OtbW1qq+v97q3YRgqKyvTyy+/rBUrVkiSfvWrX2n27Nnat2+f1q9fL0my2WyKiorS4cOHlZ+f7/NnHA0nRQAAAAAAGCeGYWj486EJ+TMMw+t9njhxQqmpqWP+vG1tbaqpqdHjjz/u9Zr29nZ1dnZq2bJl7jGr1arHH39cJ0+e9JiblpbmU+ByJ5wUAQAAAABgnBiDw7r445N3njgOonculil0kldznU6noqOj/e61ePFiNTY2amBgQIWFhdq5c6fXazs7OyVJs2fP9hifPXu2Lly44DEWExOjjz76yO993oyTIgAAAAAABDmXy6WwsDC/1x84cECNjY3at2+f3n33XZWWlvpcw2Qyebw2DGPEWHh4uPr6+vze5804KQIAAAAAwDgxWUIUvXPxhPX21qxZs8Z0gencuXMlSUlJSRoaGlJhYaG2bt2qSZPufFIlKipK0o0TI3PmzHGPd3V1jTg90tPTo4iICL/3eTNOigAAAAAAME5MJpNCQidNyN/Npyxux263q6WlJSCf2TAMDQ4Oen2nSUJCgqKiovT++++7xz7//HPV1dVp8WLPQKm5uVl2uz0g+5Q4KQIAAAAAQNDLzMxUUVGRent7NX36dPd4W1ubrl27ps7OTrlcLjU1NUm6cSIkNDRUVVVVslgsstlsslqtamhoUFFRkXJycmQ2exc5mEwmbd68WQ6HQ/Pnz9f8+fPlcDg0efJk5ebmuuf19fWpoaFBDocjYJ+bUAQAAAAAgCBns9mUmpqqgwcPun8CV5IKCgpUV1fnfv3XUxrt7e2Kj4+X2WxWSUmJzp8/L8MwFBcXp40bN2rLli3uNbW1tcrIyHCvGc3zzz8vl8ulH/zgB+rt7dXXvvY1vffee5oyZYp7zpEjRxQbG6v09PSAfW6T4ctv9AAAAAAAgFH19/ervb1dCQkJY7q0dKJUV1dr27Ztam5uVkhI4G7bqKioUHFxsVpaWmSxWPyuk5aWps2bN3ucHrmTO30nnBQBAAAAAABavny5Wltb1dHR4b44NRBqamrkcDjGFIh0dXUpOztbq1atCti+JE6KAAAAAAAQEHf7SZEvozt9J/z6DAAAAAAACEqEIgAAAAAAICgRigAAAAAAgKBEKAIAAAAAAIISoQgAAAAAAAhKhCIAAAAAACAoEYoAAAAAAICgRCgCAAAAAADU3d2tyMhIOZ3Oid7KCF1dXYqIiFBHR0dA6xKKAAAAAAAA7dq1S1lZWYqPj3ePbdq0SSkpKbJarUpOTh6x5ty5c8rIyNDs2bMVFhamxMREbd++XYODg173HRwc1AsvvCCbzaZ77rlH0dHRWrNmjS5evOieExkZqdWrV2vHjh1j+ow3IxQBAAAAACDIuVwulZeXq6CgwGPcMAzl5+crJydn1HUWi0Vr1qzRe++9p3PnzqmsrExvvfWWT+FFX1+fGhsb9corr6ixsVGHDh3S+fPn9fTTT3vMy8vLU1VVlXp7e33/gLdgDlglAAAAAABwVzp27JjMZrMWLVrkMb53715J0qVLl3TmzJkR6xITE5WYmOh+HRcXp9raWtXX13vd+7777tP777/vMfbzn/9caWlp+uSTTxQbGytJstlsioqK0uHDh5Wfn+91/dshFAEAAAAAYJwYhuHToySBZLFYZDKZvJp74sQJpaamjrlnW1ubampqtGLFijHVuXz5skwmk6ZNm+YxnpaWpvr6ekIRAAAAAAD+1g0ODsrhcExI75deekmhoaFezXU6nYqOjva71+LFi9XY2KiBgQEVFhZq586dftfq7+/Xiy++qNzcXE2dOtXjvZiYGH300Ud+174Zd4oAAAAAABDkXC6XwsLC/F5/4MABNTY2at++fXr33XdVWlrqV53BwUF997vf1fDwsF5//fUR74eHh6uvr8/vfd6MkyIAAAAAAIwTi8Wil156acJ6e2vWrFljusB07ty5kqSkpCQNDQ2psLBQW7du1aRJk7yuMTg4qJUrV6q9vV3Hjx8fcUpEknp6ehQREeH3Pm9GKAIAAAAAwDgxmUxeP8Iykex2uyorKwNS66/3qBiG4fWavwYira2t+v3vf6+ZM2eOOq+5uVlLliwJyD4lQhEAAAAAAIJeZmamioqK1Nvbq+nTp7vH29radO3aNXV2dsrlcqmpqUnSjRMhoaGhqqqqksVikc1mk9VqVUNDg4qKipSTkyOz2bvI4fr168rOzlZjY6N++9vfamhoSJ2dnZKkGTNmuEOlvr4+NTQ0BPSOFkIRAAAAAACCnM1mU2pqqg4ePKj169e7xwsKClRXV+d+bbfbJUnt7e2Kj4+X2WxWSUmJzp8/L8MwFBcXp40bN2rLli3uNbW1tcrIyHCvudmnn36qo0ePSpKSk5M93vv973/vPhly5MgRxcbGKj09PVAfWybDl/MsAAAAAABgVP39/Wpvb1dCQsKYLi2dKNXV1dq2bZuam5sVEhK432WpqKhQcXGxWlpafLrn5GZpaWnavHmzcnNzvV5zp++EkyIAAAAAAEDLly9Xa2urOjo63BenBkJNTY0cDseYApGuri5lZ2dr1apVAduXxEkRAAAAAAAC4m4/KfJldKfvJHDnYQAAAAAAAO4ihCIAAAAAACAoEYoAAAAAAICgRCgCAAAAAACCEqEIAAAAAAAISoQiAAAAAAAgKBGKAAAAAACAoEQoAgAAAAAA1N3drcjISDmdzoneyghdXV2KiIhQR0dHQOsSigAAAAAAAO3atUtZWVmKj493j23atEkpKSmyWq1KTk4esebcuXPKyMjQ7NmzFRYWpsTERG3fvl2Dg4M+9f7JT36ihx56SPfcc4+mT5+upUuX6vTp0+73IyMjtXr1au3YscPvzzcaQhEAAAAAAIKcy+VSeXm5CgoKPMYNw1B+fr5ycnJGXWexWLRmzRq99957OnfunMrKyvTWW2/5HF585Stf0WuvvaazZ8/qP//zPxUfH69ly5bp0qVL7jl5eXmqqqpSb2+v7x/wFswBqwQAAAAAAO5Kx44dk9ls1qJFizzG9+7dK0m6dOmSzpw5M2JdYmKiEhMT3a/j4uJUW1ur+vp6n/rn5uZ6vN69e7fKy8t15swZfeMb35Ak2Ww2RUVF6fDhw8rPz/ep/q0QigAAAAAAME4Mw9DwsGtCeoeEhMtkMnk198SJE0pNTR1zz7a2NtXU1GjFihV+1/j888/15ptv6r777tPChQs93ktLS1N9fT2hCAAAAAAAf+uGh12qrbNNSO8lj5/VpEmTvZrrdDoVHR3td6/FixersbFRAwMDKiws1M6dO32u8dvf/lbf/e531dfXpzlz5uj999/XrFmzPObExMToo48+8nufN+NOEQAAAAAAgpzL5VJYWJjf6w8cOKDGxkbt27dP7777rkpLS32ukZGRoaamJp08eVJPPvmkVq5cqa6uLo854eHh6uvr83ufN+OkCAAAAAAA4yQkJFxLHj87Yb29NWvWrDFdYDp37lxJUlJSkoaGhlRYWKitW7dq0qRJXte455579MADD+iBBx7Q17/+dc2fP1/l5eUqKipyz+np6VFERITf+7wZoQgAAAAAAOPEZDJ5/QjLRLLb7aqsrAxILcMwNDg4KMMwxlxnYGDAY6y5uVlLliwZU90vIhQBAAAAACDIZWZmqqioSL29vZo+fbp7vK2tTdeuXVNnZ6dcLpeampok3TgREhoaqqqqKlksFtlsNlmtVjU0NKioqEg5OTkym72LHD777DMVFxfr6aef1pw5c9Td3a3XX39dn376qb7zne+45/X19amhoUEOhyNgn5tQBAAAAACAIGez2ZSamqqDBw9q/fr17vGCggLV1dW5X9vtdklSe3u74uPjZTabVVJSovPnz8swDMXFxWnjxo3asmWLe01tba0yMjLca242adIk/elPf9KvfvUr/e///q9mzpypv//7v1d9fb0eeeQR97wjR44oNjZW6enpAfvcJmOs51kAAAAAAID6+/vV3t6uhISEMV1aOlGqq6u1bds2NTc3KyQkcL/LUlFRoeLiYrW0tMhisfhdJy0tTZs3b1Zubq7Xa+70nXBSBAAAAAAAaPny5WptbVVHR4f74tRAqKmpkcPhGFMg0tXVpezsbK1atSpg+5I4KQIAAAAAQEDc7SdFvozu9J0E7jwMAAAAAADAXYRQBAAAAAAABCVCEQAAAAAAEJQIRQAAAAAAQFAiFAEAAAAAAEGJUAQAAAAAAAQlQhEAAAAAABCUCEUAAAAAAIC6u7sVGRkpp9M50VsZoaurSxEREero6AhoXUIRAAAAAACgXbt2KSsrS/Hx8e6xTZs2KSUlRVarVcnJySPWnDt3ThkZGZo9e7bCwsKUmJio7du3a3Bw0O99rF+/XiaTSWVlZe6xyMhIrV69Wjt27PC77mjMAa0GAAAAAADuOi6XS+Xl5aqurvYYNwxD+fn5On36tM6cOTNincVi0Zo1a/TVr35V06ZN08cff6x169ZpeHhYDofD53288847On36tKKjo0e8l5eXp7S0NP3rv/6rpk+f7nPt0RCKAAAAAAAQ5I4dOyaz2axFixZ5jO/du1eSdOnSpVFDkcTERCUmJrpfx8XFqba2VvX19T7voaOjQz/84Q/1u9/9Tk899dSI9202m6KionT48GHl5+f7XH80hCIAAAAAAIwTwzDUNzw8Ib0nh4TIZDJ5NffEiRNKTU0dc8+2tjbV1NRoxYoVPq0bHh7W6tWr9dxzz+mRRx655by0tDTV19cTigAAAAAA8Leub3hY806cnZDef37MpnsmTfJqrtPpHPWRFW8tXrxYjY2NGhgYUGFhoXbu3OnT+pKSEpnNZj377LO3nRcTE6OPPvrI733ejItWAQAAAAAIci6XS2FhYX6vP3DggBobG7Vv3z69++67Ki0t9XptQ0ODXn31VVVUVNzxZEt4eLj6+vr83ufNOCkCAAAAAMA4mRwSoj8/Zpuw3t6aNWuWent7/e41d+5cSVJSUpKGhoZUWFiorVu3apIXJ1Xq6+vV1dWl2NhY99jQ0JC2bt2qsrIyj58I7unpUUREhN/7vBmhCAAAAAAA48RkMnn9CMtEstvtqqysDEgtwzA0ODgowzC8mr969WotXbrUYywzM1OrV69WXl6ex3hzc7OWLFkSkH1KhCIAAAAAAAS9zMxMFRUVqbe31+Pnbtva2nTt2jV1dnbK5XKpqalJ0o0TIaGhoaqqqpLFYpHNZpPValVDQ4OKioqUk5Mjs9m7yGHmzJmaOXOmx5jFYlFUVJQefPBB91hfX58aGhr8+qnfWyEUAQAAAAAgyNlsNqWmpurgwYNav369e7ygoEB1dXXu13a7XZLU3t6u+Ph4mc1mlZSU6Pz58zIMQ3Fxcdq4caO2bNniXlNbW6uMjAz3Gn8dOXJEsbGxSk9P97vGzUyGt+dZAAAAAADALfX396u9vV0JCQljurR0olRXV2vbtm1qbm5WiA/3kdxJRUWFiouL1dLSIovF4nedtLQ0bd68Wbm5uV6vudN3wkkRAAAAAACg5cuXq7W1VR0dHe6LUwOhpqZGDodjTIFIV1eXsrOztWrVqoDtS+KkCAAAAAAAAXG3nxT5MrrTdxK48zAAAAAAAAB3EUIRAAAAAAAQlAhFAAAAAABAUCIUAQAAAAAAQYlQBAAAAAAABCVCEQAAAAAAEJQIRQAAAAAAQFAiFAEAAAAAAOru7lZkZKScTudEb8UrZ8+e1f3336/PPvvM7xqEIgAAAAAAQLt27VJWVpbi4+PdY5s2bVJKSoqsVquSk5Nvu76trU1TpkzRtGnTArovwzD0rW99SyaTSe+884573GazKS0tTXv27PG7NqEIAAAAAABBzuVyqby8XAUFBR7jhmEoPz9fOTk5t10/ODioVatWKT09PeB7Kysrk8lkGvW9vLw8/eIXv9DQ0JBftQlFAAAAAAAIcseOHZPZbNaiRYs8xvfu3auNGzcqMTHxtuu3b9+uhx56SCtXrgzovj7++GPt3r1b//Zv/zbq+5mZmeru7lZdXZ1f9c1j2RwAAAAAALg1wzDkGvTvFMNYhVsm3fKExc1OnDih1NRUv/ocP35cb7/9tpqamnTo0CG/aoymr69Pq1at0muvvaaoqKhR54SGhmrhwoWqr6/XE0884XMPQhEAAAAAAMaJa3BIST/+3YT0btmZqcmh3v233+l0Kjo62uce3d3dWrt2rSorKzV16lSf19/Oli1btHjxYj3zzDO3nRcTE+P35bA8PgMAAAAAQJBzuVwKCwvzed26deuUm5urxx57zO/eDodD9957r/vvk08+0dGjR3X8+HGVlZXdcX14eLj6+vr86s1JEQAAAAAAxkm4ZZJadmZOWG9vzZo1S729vT73OH78uI4eParS0lJJNx4XGh4eltls1ptvvqn8/Pw71tiwYYPHXSTR0dHavXu3/vznP4/4JZtvf/vbSk9PV21trXusp6dH8+bN83nvEqEIAAAAAADjxmQyef0Iy0Sy2+2qrKz0ed2pU6c8fvnlyJEjKikp0cmTJxUTE+NVjRkzZmjGjBkeYy+++OKIX8Kx2Wzas2ePsrKyPMabm5uVnZ3t894lQhEAAAAAAIJeZmamioqK1Nvbq+nTp7vH29radO3aNXV2dsrlcqmpqUmSlJSUpNDQUD388MMedT788EOFhIRowYIFY9pPVFTUqJerxsbGKiEhwf3a6XSqo6NDS5cu9asPd4oAAAAAABDkbDabUlNTdfDgQY/xgoIC2e12vfHGGzp//rzsdrvsdrsuXrzode3a2lqZTCa/L0O9nf3792vZsmWKi4vza73JMAwjwHsCAAAAACDo9Pf3q729XQkJCX5dWjrRqqurtW3bNjU3NyskJHBnKCoqKlRcXKyWlhZZLJaA1R0YGND8+fO1f/9+Pfroo6POudN3wuMzAAAAAABAy5cvV2trqzo6OjR37tyA1a2pqZHD4QhoICJJFy5c0Msvv3zLQMQbnBQBAAAAACAA7vaTIl9Gd/pOuFMEAAAAAAAEJUIRAAAAAAAQlAhFAAAAAABAUCIUAQAAAAAAQYlQBAAAAAAABCVCEQAAAAAAEJQIRQAAAAAAQFAiFAEAAAAAAOru7lZkZKScTudEb8UrZ8+e1f3336/PPvvM7xqEIgAAAAAAQLt27VJWVpbi4+PdY5s2bVJKSoqsVquSk5Nvu76trU1TpkzRtGnTxryXnp4e/ehHP9KDDz6oyZMnKzY2Vs8++6wuX77snmOz2ZSWlqY9e/b43YdQBAAAAACAIOdyuVReXq6CggKPccMwlJ+fr5ycnNuuHxwc1KpVq5Senh6Q/Vy8eFEXL15UaWmpzp49q4qKCtXU1Oif//mfPebl5eXpF7/4hYaGhvzqYw7EZgEAAAAAwN3r2LFjMpvNWrRokcf43r17JUmXLl3SmTNnbrl++/bteuihh/SNb3xDJ0+eHPN+FixYoN/85jfu1/PmzVNxcbG+//3v6/r16zKbb8QZmZmZ6u7uVl1dnZ544gmf+xCKAAAAAAAwXgxDGuybmN6WyZLJ5NXUEydOKDU11a82x48f19tvv62mpiYdOnTIrxreuHz5sqZOneoORCQpNDRUCxcuVH19PaEIAAAAAAB/Uwb7JEf0xPR+6aIUeo9XU51Op6Kjfd9nd3e31q5dq8rKSk2dOtXn9b70+elPf6r169ePeC8mJsbvy2G5UwQAAAAAgCDncrkUFhbm87p169YpNzdXjz32mN+9HQ6H7r33XvffJ5984vH+lStX9NRTTykpKUk7duwYsT48PFx9ff6dxuGkCAAAAAAA48Uy+caJjYnq7aVZs2apt7fX5xbHjx/X0aNHVVpaKunGxazDw8Mym8168803lZ+ff8caGzZs0MqVK92vv3hi5erVq3ryySd177336vDhw7JYLCPW9/T0aN68eT7vXSIUAQAAAABg/JhMXj/CMpHsdrsqKyt9Xnfq1CmPX345cuSISkpKdPLkScXExHhVY8aMGZoxY8aI8StXrigzM1NWq1VHjx695UmW5uZmZWdn+7x3iVAEAAAAAICgl5mZqaKiIvX29mr69Onu8ba2Nl27dk2dnZ1yuVxqamqSJCUlJSk0NFQPP/ywR50PP/xQISEhWrBgwZj2c/XqVS1btkx9fX2qrKzUlStXdOXKFUlSRESEJk2aJOnGXSgdHR1aunSpX30IRQAAAAAACHI2m02pqak6ePCgx2WmBQUFqqurc7+22+2SpPb2dsXHx3tVu7a2VhkZGT6taWho0OnTpyVJDzzwgMd7X6yzf/9+LVu2THFxcV7VvZnJMAzDr5UAAAAAAMCtv79f7e3tSkhI8OvS0olWXV2tbdu2qbm5WSEhgftdloqKChUXF6ulpWXUO0H8NTAwoPnz52v//v169NFHR51zp++EkyIAAAAAAEDLly9Xa2urOjo6NHfu3IDVrampkcPhCGggIkkXLlzQyy+/fMtAxBucFAEAAAAAIADu9pMiX0Z3+k4Cdx4GAAAAAADgLkIoAgAAAAAAghKhCAAAAAAACEqEIgAAAAAAICgRigAAAAAAgKBEKAIAAAAAAIISoQgAAAAAAAhKhCIAAAAAAEDd3d2KjIyU0+mc6K2M0NXVpYiICHV0dAS0LqEIAAAAAADQrl27lJWVpfj4ePfYpk2blJKSIqvVquTk5Nuub2tr05QpUzRt2jSfexuGoZ/85CeKjo5WeHi4lixZoj/84Q/u9yMjI7V69Wrt2LHD59q3QygCAAAAAECQc7lcKi8vV0FBgce4YRjKz89XTk7ObdcPDg5q1apVSk9P96v/z372M+3evVuvvfaaPvjgA0VFRemb3/ymrl696p6Tl5enqqoq9fb2+tVjNIQiAAAAAAAEuWPHjslsNmvRokUe43v37tXGjRuVmJh42/Xbt2/XQw89pJUrV/rc2zAMlZWV6eWXX9aKFSu0YMEC/epXv1JfX5/27dvnnmez2RQVFaXDhw/73ONWzAGrBAAAAAAAPBiGIdd114T0DjeHy2QyeTX3xIkTSk1N9avP8ePH9fbbb6upqUmHDh3yeX17e7s6Ozu1bNky95jVatXjjz+ukydPav369e7xtLQ01dfXKz8/36+93oxQBAAAAACAceK67tLX9n1tQnqfzj2tyZbJXs11Op2Kjo72uUd3d7fWrl2ryspKTZ061ef1ktTZ2SlJmj17tsf47NmzdeHCBY+xmJgYffTRR371GQ2PzwAAAAAAEORcLpfCwsJ8Xrdu3Trl5ubqscceG/Mebj7VYhjGiLHw8HD19fWNuddfcVIEAAAAAIBxEm4O1+nc0xPW21uzZs3y6wLT48eP6+jRoyotLZV0I8gYHh6W2WzWm2++6dVjLlFRUZJunBiZM2eOe7yrq2vE6ZGenh5FRET4vM9bIRQBAAAAAGCcmEwmrx9hmUh2u12VlZU+rzt16pSGhobcr48cOaKSkhKdPHlSMTExXtVISEhQVFSU3n//fdntdknS559/rrq6OpWUlHjMbW5u1pIlS3ze560QigAAAAAAEOQyMzNVVFSk3t5eTZ8+3T3e1tama9euqbOzUy6XS01NTZKkpKQkhYaG6uGHH/ao8+GHHyokJEQLFizwurfJZNLmzZvlcDg0f/58zZ8/Xw6HQ5MnT1Zubq57Xl9fnxoaGuRwOMb4af8fQhEAAAAAAIKczWZTamqqDh486PFrLwUFBaqrq3O//utJjvb2dsXHx3tVu7a2VhkZGbdd8/zzz8vlcukHP/iBent79bWvfU3vvfeepkyZ4p5z5MgRxcbGKj093fcPeAsmwzCMgFUDAAAAACBI9ff3q729XQkJCX5dWjrRqqurtW3bNjU3NyskJHC/y1JRUaHi4mK1tLTIYrH4XSctLU2bN2/2OD1yJ3f6TjgpAgAAAAAAtHz5crW2tqqjo0Nz584NWN2amho5HI4xBSJdXV3Kzs7WqlWrArYviZMiAAAAAAAExN1+UuTL6E7fSeDOwwAAAAAAANxFCEUAAAAAAEBQIhQBAAAAAABBiVAEAAAAAAAEJUIRAAAAAAAQlAhFAAAAAABAUCIUAQAAAAAAQYlQBAAAAAAAqLu7W5GRkXI6nRO9lRG6uroUERGhjo6OgNYlFAEAAAAAANq1a5eysrIUHx/vHtu0aZNSUlJktVqVnJx82/VtbW2aMmWKpk2b5lPfwcFBvfDCC7LZbLrnnnsUHR2tNWvW6OLFi+45kZGRWr16tXbs2OFT7TshFAEAAAAAIMi5XC6Vl5eroKDAY9wwDOXn5ysnJ+e26wcHB7Vq1Sqlp6f73Luvr0+NjY165ZVX1NjYqEOHDun8+fN6+umnPebl5eWpqqpKvb29Pve4FXPAKgEAAAAAgLvSsWPHZDabtWjRIo/xvXsVb7eBAAAgAElEQVT3SpIuXbqkM2fO3HL99u3b9dBDD+kb3/iGTp486VPv++67T++//77H2M9//nOlpaXpk08+UWxsrCTJZrMpKipKhw8fVn5+vk89boVQBAAAAACAcWIYhgyXa0J6m8LDZTKZvJp74sQJpaam+tXn+PHjevvtt9XU1KRDhw75VeNmly9flslkGvEoTlpamurr6wlFAAAAAAD4W2e4XDr31ZQJ6f1gY4NMkyd7NdfpdCo6OtrnHt3d3Vq7dq0qKys1depUn9ePpr+/Xy+++KJyc3NH1IyJidFHH30UkD4Sd4oAAAAAABD0XC6XwsLCfF63bt065ebm6rHHHgvIPgYHB/Xd735Xw8PDev3110e8Hx4err6+voD0kjgpAgAAAADAuDGFh+vBxoYJ6+2tWbNm+XWB6fHjx3X06FGVlpZKuvG40PDwsMxms958802fHnMZHBzUypUr1d7eruPHj4968qSnp0cRERE+7/NWCEUAAAAAABgnJpPJ60dYJpLdbldlZaXP606dOqWhoSH36yNHjqikpEQnT55UTEyM13X+Goi0trbq97//vWbOnDnqvObmZi1ZssTnfd4KoQgAAAAAAEEuMzNTRUVF6u3t1fTp093jbW1tunbtmjo7O+VyudTU1CRJSkpKUmhoqB5++GGPOh9++KFCQkK0YMECr3tfv35d2dnZamxs1G9/+1sNDQ2ps7NTkjRjxgyFhoZKuvHTvQ0NDXI4HGP9uG7cKQIAAAAAQJCz2WxKTU3VwYMHPcYLCgpkt9v1xhtv6Pz587Lb7bLb7bp48aLXtWtra2UymeR0Okd9/9NPP9XRo0f16aefKjk5WXPmzHH/ffHnfY8cOaLY2Filp6f79RlHQygCAAAAAAD0yiuv6NVXX9Xw8LB7rLa29sbPCt/0Fx8fP2qNtWvX6v/+7/88xpxOpx544IFbPk4THx8/ag/DMDweldmzZ49+/OMfj/lzfhGPzwAAAAAAAC1fvlytra3q6OjQ3LlzA1a3pqZGDodDFovF7xpdXV3Kzs7WqlWrArYvSTIZhmEEtCIAAAAAAEGov79f7e3tSkhI8OvnbRF4d/pOeHwGAAAAAAAEJUIRAAAAAAAQlAhFAAAAAABAUCIUAQAAAAAAQYlQBAAAAAAABCVCEQAAAAAAEJQIRQAAAAAAQFAiFAEAAAAAAOru7lZkZKScTudEb2WErq4uRUREqKOjI6B1CUUAAAAAAIB27dqlrKwsxcfHu8c2bdqklJQUWa1WJScn33Z9W1ubpkyZomnTpo1pH+vXr5fJZFJZWZl7LDIyUqtXr9aOHTvGVPtmhCIAAAAAAAQ5l8ul8vJyFRQUeIwbhqH8/Hzl5OTcdv3g4KBWrVql9PT0Me3jnXfe0enTpxUdHT3ivby8PFVVVam3t3dMPb6IUAQAAAAAgCB37Ngxmc1mLVq0yGN879692rhxoxITE2+7fvv27XrooYe0cuVKv/fQ0dGhH/7wh6qqqpLFYhnxvs1mU1RUlA4fPux3j5uZA1YJAAAAAAB4MAxD1z8fnpDe5tAQmUwmr+aeOHFCqampfvU5fvy43n77bTU1NenQoUN+1RgeHtbq1av13HPP6ZFHHrnlvLS0NNXX1ys/P9+vPjcjFAEAAAAAYJxc/3xYb26qm5Deha8+Lot1kldznU7nqI+s3El3d7fWrl2ryspKTZ061ef1f1VSUiKz2axnn332tvNiYmL00Ucf+d3nZoQiAAAAAAAEOZfLpbCwMJ/XrVu3Trm5uXrsscf87t3Q0KBXX31VjY2NdzzZEh4err6+Pr973YxQBAAAAACAcWIODVHhq49PWG9vzZo1y68LTI8fP66jR4+qtLRU0o3HhYaHh2U2m/Xmm2969ZhLfX29urq6FBsb6x4bGhrS1q1bVVZW5vETwT09PYqIiPB5n7dCKAIAAAAAwDgxmUxeP8Iykex2uyorK31ed+rUKQ0NDblfHzlyRCUlJTp58qRiYmK8qrF69WotXbrUYywzM1OrV69WXl6ex3hzc7OWLFni8z5vhVAEAAAAAIAgl5mZqaKiIvX29mr69Onu8ba2Nl27dk2dnZ1yuVxqamqSJCUlJSk0NFQPP/ywR50PP/xQISEhWrBggde9Z86cqZkzZ3qMWSwWRUVF6cEHH3SP9fX1qaGhQQ6Hw5+POCp+khcAAAAAgCBns9mUmpqqgwcPeowXFBTIbrfrjTfe0Pnz52W322W323Xx4kWva9fW1spkMnk8BuOPI0eOKDY2Vunp6WOq80UmwzCMgFUDAAAAACBI9ff3q729XQkJCX5dWjrRqqurtW3bNjU3NyskJHBnKCoqKlRcXKyWlhZZLBa/66SlpWnz5s3Kzc31es2dvhMenwEAAAAAAFq+fLlaW1vV0dGhuXPnBqxuTU2NHA7HmAKRrq4uZWdna9WqVQHbl8RJEQAAAAAAAuJuPynyZXSn74Q7RQAAAAAAQFAiFAEAAAAAAEGJUAQAAAAAAAQlQhEAAAAAABCUCEUAAAAAAEBQIhQBAAAAAABBiVAEAAAAAAAEJUIRAAAAAACg7u5uRUZGyul0TvRWvNLV1aWIiAh1dHT4XYNQBAAAAAAAaNeuXcrKylJ8fLx7bNOmTUpJSZHValVycvKINU6nUyaTacRfTU3NmPYyODioF154QTabTffcc4+io6O1Zs0aXbx40T0nMjJSq1ev1o4dO/zuQygCAAAAAECQc7lcKi8vV0FBgce4YRjKz89XTk7Obdf/x3/8h/7yl7+4/5544okx7aevr0+NjY165ZVX1NjYqEOHDun8+fN6+umnPebl5eWpqqpKvb29fvUxj2mXAAAAAADgrnfs2DGZzWYtWrTIY3zv3r2SpEuXLunMmTO3XD9z5kxFRUUFbD/33Xef3n//fY+xn//850pLS9Mnn3yi2NhYSZLNZlNUVJQOHz6s/Px8n/sQigAAAAAAME4Mw9D1gYEJ6W22WmUymbyae+LECaWmpvrd6+mnn1Z/f7/+v/buPybOKt/j+GeG31q0PwZaQChTI4ZGtkwZ0Rbby5oKimljExRtda/LssGk9lIaNlWMdzfVtGnTNIZN2rgBDU3rj+rqCg3lBtNSxrT+sQjpjmKhhSmRSloLIVEGyo/n/uE6caSUmekQts77lUzCnOec7zlPnr/45Mx57rnnHpWXl6uwsDDgWtMZGhqSyWTS/Pnzvdqzs7PlcDgIRQAAAAAA+E8yPjqqqv8OfkDgi/+p/VAR0dE+9XW5XEpMTPR7jnnz5mn//v3KycmR2WxWXV2dioqKVFtbq2effdbvetMZGRnRSy+9pE2bNumOO+7wupaUlKS2traA6hKKAAAAAAAQ4txut6J9DFB+zmKxqLy83PPdbrdrcHBQe/fu9TkUOXLkiEpLSz3fjx8/rjVr1ni+j42N6emnn9bk5KQOHDgwZXxMTIyGh4f9XrtEKAIAAAAAwKwJj4rS/9R+OGdz+8pisQR8WOkvPfjgg6qurva5/4YNG/TAAw94viclJXn+Hhsb01NPPaWenh6dOHFiyi4RSRoYGFBcXFxAayUUAQAAAABglphMJp9/wjKXbDabDh8+HJRabW1tSkhI8Ll/bGysYmNjp7T/FIh0dXXp5MmTWrRo0XXHO51O5ebmBrRWQhEAAAAAAEJcfn6+Xn75ZQ0ODmrBggWe9vPnz+v7779Xf3+/3G632tvbJUnLly9XZGSkamtrFRERIZvNJrPZrPr6elVVVWnPnj03tZ7x8XEVFhbqiy++0LFjxzQxMaH+/n5J0sKFCxUZGSnpx1f3tra2ateuXQHNQygCAAAAAECIy8jIkN1u19GjR73O9ygpKdGpU6c83202mySpp6dHqampkqTXX39dFy9eVFhYmNLS0vTWW295nSficrlktVp18uRJn3d0fPPNN6qrq5MkZWZmel37eZ1PPvlEKSkpXmeQ+MNkGIYR0EgAAAAAAOAxMjKinp4eWa3WgA4tnWsNDQ2qqKiQ0+mU2WwOWt3m5mZt3LhR3d3dXrtQgiE7O1vbtm3Tpk2brnt9pmfCThEAAAAAAKCCggJ1dXWpr69PycnJQavb2NioysrKoAcily9fVmFhoZ555pmAa7BTBAAAAACAILjVd4r8Gs30TIK3HwYAAAAAAOAWQigCAAAAAABCEqEIAAAAAAAISYQiAAAAAAAgJBGKAAAAAACAkEQoAgAAAAAAQhKhCAAAAAAACEmEIgAAAAAAQFevXlV8fLxcLtdcL2WK0dFRpaSkqLW1Nah1CUUAAAAAAIB2796t9evXKzU11dNWVlamrKwsRUVFKTMzc8oYl8slk8k05dPY2Oj3/AcOHJDValV0dLSysrLkcDg816KiolRRUaEdO3YEdG/TIRQBAAAAACDEud1u1dTUqKSkxKvdMAwVFxerqKjohuM//fRTffvtt57Pww8/7Nf877//vrZt26ZXXnlFbW1tWrNmjR577DH19vZ6+mzevFkOh0MdHR1+1b4RQhEAAAAAAELc8ePHFR4erlWrVnm1V1VVacuWLVq2bNkNxy9atEhLlizxfCIjI/2af//+/frDH/6gkpISpaen64033lBycrIOHjzoNcfq1av17rvv+lX7RghFAAAAAACYJYZhaPLaxJx8DMPweZ0tLS2y2+0B3+eGDRsUHx+vnJwcffjhh36NvXbtmlpbW5WXl+fVnpeXp9OnT3u1ZWdne/2s5maFB60SAAAAAADwYoxN6tL/np654yxI3Llapsgwn/q6XC4lJib6Pce8efO0f/9+5eTkyGw2q66uTkVFRaqtrdWzzz7rU43vvvtOExMTWrx4sVf74sWL1d/f79WWlJQU1INgCUUAAAAAAAhxbrdb0dHRfo+zWCwqLy/3fLfb7RocHNTevXt9DkV+YjKZvL4bhjGlLSYmRsPDw36vczqEIgAAAAAAzBJThFmJO1fP2dy+slgsGhwcDMq8Dz74oKqrq/2aOywsbMqukMuXL0/ZPTIwMKC4uLigrFPiTBEAAAAAAGaNyWSSOTJsTj6/3GVxIzabTV999VVQ7rmtrU0JCQk+94+MjFRWVpaampq82puamrR6tXeg5HQ6ZbPZgrJOiZ0iAAAAAACEvPz8fL388ssaHBzUggULPO3nz5/X999/r/7+frndbrW3t0uSli9frsjISNXW1ioiIkI2m01ms1n19fWqqqrSnj17/Jp/+/bteu6552S327Vq1Sr97W9/U29vr1544QWvfg6HQ6+99trN3/C/EYoAAAAAABDiMjIyZLfbdfToUZWWlnraS0pKdOrUKc/3n3Zp9PT0KDU1VZL0+uuv6+LFiwoLC1NaWpreeustr/NEXC6XrFarTp48qdzc3OvOX1RUpKtXr2rnzp369ttvdd9996mhoUFLly719Dlz5oyGhoZUWFgYtPs2Gf68owcAAAAAAFzXyMiIenp6ZLVaAzq0dK41NDSooqJCTqdTZnPwTttobm7Wxo0b1d3d7bULxV9PPvmkbDabKisrfR4z0zNhpwgAAAAAAFBBQYG6urrU19en5OTkoNVtbGxUZWXlTQUio6OjWrFihdebboKBnSIAAAAAAATBrb5T5NdopmfC22cAAAAAAEBIIhQBAAAAAAAhiVAEAAAAAACEJEIRAAAAAAAQkghFAAAAAABASCIUAQAAAAAAIYlQBAAAAAAAhCRCEQAAAAAAoKtXryo+Pl4ul2uulzLF6OioUlJS1NraGtS6hCIAAAAAAEC7d+/W+vXrlZqa6mkrKytTVlaWoqKilJmZOWWMy+WSyWSa8mlsbPR77vvvv1+xsbGKj4/XE088oXPnznmuR0VFqaKiQjt27Aj4/q6HUAQAAAAAgBDndrtVU1OjkpISr3bDMFRcXKyioqIbjv/000/17bffej4PP/ywX/OfOnVKW7Zs0eeff66mpiaNj48rLy9PP/zwg6fP5s2b5XA41NHR4VftGwkPWiUAAAAAAHBLOn78uMLDw7Vq1Sqv9qqqKknSlStXdPbs2WnHL1q0SEuWLAl4/l/uLHn77bcVHx+v1tZWrV271jPH6tWr9e6772rnzp0Bz/VzhCIAAAAAAMwSwzA0NjY2J3NHRETIZDL51LelpUV2uz3guTZs2KCRkRHdc889Ki8vV2FhYcC1JGloaEiStHDhQq/27OxsORyOm6r9c4QiAAAAAADMkrGxMe3atWtO5q6srFRkZKRPfV0ulxITE/2eY968edq/f79ycnJkNptVV1enoqIi1dbW6tlnn/W7nvRjkLR9+3Y99NBDuu+++7yuJSUlBfUgWEIRAAAAAABCnNvtVnR0tN/jLBaLysvLPd/tdrsGBwe1d+/egEORF198UWfPntVnn3025VpMTIyGh4cDqns9hCIAAAAAAMySiIgIVVZWztncvrJYLBocHAzKvA8++KCqq6sDGrt161bV1dWppaVFd91115TrAwMDiouLu9klehCKAAAAAAAwS0wmk88/YZlLNptNhw8fDkqttrY2JSQk+DXGMAxt3bpVH3/8sZqbm2W1Wq/bz+l0ymazBWOZkghFAAAAAAAIefn5+Xr55Zc1ODioBQsWeNrPnz+v77//Xv39/XK73Wpvb5ckLV++XJGRkaqtrVVERIRsNpvMZrPq6+tVVVWlPXv2+DX/li1b9M477+iTTz5RbGys+vv7JUl33nmnYmJiPP0cDodee+21INzxj0yGYRhBqwYAAAAAQIgaGRlRT0+PrFZrQOdzzLVVq1bp+eefV2lpqactNzdXp06dmtK3p6dHqampqq2t1Z49e3Tx4kWFhYUpLS1N27Zt8zpPxOVyyWq16uTJk8rNzb3u3NO9Jeftt9/W888/L0k6c+aMCgoKdOnSJa+g5EZmeiaEIgAAAAAABMGtHoo0NDSooqJCTqdTZrM5aHWbm5u1ceNGdXd3e+1C8deTTz4pm83m1xktMz0Tfj4DAAAAAABUUFCgrq4u9fX1KTk5OWh1GxsbVVlZeVOByOjoqFasWOH1pptgYKcIAAAAAABBcKvvFPk1mumZBG8/DAAAAAAAwC2EUAQAAAAAAIQkQhEAAAAAABCSCEUAAAAAAEBIIhQBAAAAAAAhiVAEAAAAAACEJEIRAAAAAAAQkghFAAAAAACArl69qvj4eLlcrrleik8uX76suLg49fX1BVyDUAQAAAAAAGj37t1av369UlNTPW1lZWXKyspSVFSUMjMzrzvOMAzt27dPaWlpioqKUnJysnbt2nVTaxkbG9OOHTuUkZGh22+/XYmJifrd736nS5cuefrEx8frueee05///OeA5yEUAQAAAAAgxLndbtXU1KikpMSr3TAMFRcXq6ioaNqxZWVlqq6u1r59+/T111+rvr5e2dnZN7We4eFhffHFF3r11Vf1xRdf6KOPPlJnZ6c2bNjg1e/3v/+9jhw5osHBwYDmCb+pVQIAAAAAgFve8ePHFR4erlWrVnm1V1VVSZKuXLmis2fPThnX0dGhgwcPyul06t577w3aeu688041NTV5tf31r39Vdna2ent7lZKSIknKyMjQkiVL9PHHH6u4uNjvedgpAgAAAADALDEMQxMTw3PyMQzD53W2tLTIbrf7fX/19fVatmyZjh07JqvVqtTUVJWUlGhgYMDvWjMZGhqSyWTS/Pnzvdqzs7PlcDgCqslOEQAAAAAAZsnkpFvNpzLmZO7c//qXwsJu86mvy+VSYmKi33N0d3fr4sWL+uCDD3To0CFNTEyovLxchYWFOnHihN/1pjMyMqKXXnpJmzZt0h133OF1LSkpSW1tbQHVZacIAAAAAAAhzu12Kzo62u9xk5OTGh0d1aFDh7RmzRrl5uaqpqZGJ0+e1Llz53yqceTIEc2bN8/z+eWuj7GxMT399NOanJzUgQMHpoyPiYnR8PCw32uX2CkCAAAAAMCsMZtjlPtf/5qzuX1lsVgCOqw0ISFB4eHhSktL87Slp6dLknp7e306Z2TDhg164IEHPN+TkpI8f4+Njempp55ST0+PTpw4MWWXiCQNDAwoLi7O77VLhCIAAAAAAMwak8nk809Y5pLNZtPhw4f9HpeTk6Px8XFduHBBd999tySps7NTkrR06VKfasTGxio2NnZK+0+BSFdXl06ePKlFixZdd7zT6VRubq7fa5f4+QwAAAAAACEvPz9fX3755ZTdIufPn1d7e7v6+/vldrvV3t6u9vZ2Xbt2TZK0bt06rVy5UsXFxWpra1Nra6tKS0v1yCOPeO0e8df4+LgKCwv1z3/+U0eOHNHExIT6+/vV39/vmVv68dW9ra2tysvLC2geQhEAAAAAAEJcRkaG7Ha7jh496tVeUlIim82mN998U52dnbLZbLLZbLp06ZIkyWw2q76+XhaLRWvXrtXjjz+u9PR0vffee54aLpdLJpNJzc3NPq/nm2++UV1dnb755htlZmYqISHB8zl9+rSn3yeffKKUlBStWbMmoPs2Gf68owcAAAAAAFzXyMiIenp6ZLVaAzq0dK41NDSooqJCTqdTZnPw9lA0Nzdr48aN6u7u1oIFC4JWV/rxdbzbtm3Tpk2brnt9pmfCmSIAAAAAAEAFBQXq6upSX1+fkpOTg1a3sbFRlZWVQQ9ELl++rMLCQj3zzDMB12CnCAAAAAAAQXCr7xT5NZrpmXCmCAAAAAAACEmEIgAAAAAAICQRigAAAAAAgJBEKAIAAAAAAEISoQgAAAAAAAhJhCIAAAAAACAkEYoAAAAAAICQRCgCAAAAAAB09epVxcfHy+VyzfVSphgdHVVKSopaW1uDWpdQBAAAAAAAaPfu3Vq/fr1SU1M9bWVlZcrKylJUVJQyMzOvO84wDO3bt09paWmKiopScnKydu3a5ff8Bw4ckNVqVXR0tLKysuRwODzXoqKiVFFRoR07dvhd90YIRQAAAAAACHFut1s1NTUqKSnxajcMQ8XFxSoqKpp2bFlZmaqrq7Vv3z59/fXXqq+vV3Z2tl/zv//++9q2bZteeeUVtbW1ac2aNXrsscfU29vr6bN582Y5HA51dHT4d3M3YDIMwwhaNQAAAAAAQtTIyIh6eno8ux1uJR999JFKS0t15cqV617/y1/+on/84x9qb2/3au/o6NBvfvMbOZ1O3XvvvQHP/8ADD2jlypU6ePCgpy09PV1PPPGEdu/e7Wn77W9/qzVr1mjnzp0+1Z3pmYQHvGIAAAAAAHBDhmFoeHJyTua+zWyWyWTyqW9LS4vsdrvfc9TX12vZsmU6duyYHn30URmGoXXr1mnv3r1auHChTzWuXbum1tZWvfTSS17teXl5On36tFdbdna2189qbhahCAAAAAAAs2R4clJ3t/xrTua+sDZDt4eF+dTX5XIpMTHR7zm6u7t18eJFffDBBzp06JAmJiZUXl6uwsJCnThxwqca3333nSYmJrR48WKv9sWLF6u/v9+rLSkpKagHwRKKAAAAAAAQ4txud0A/+ZmcnNTo6KgOHTqktLQ0SVJNTY2ysrJ07tw5v35S88tdLYZhTGmLiYnR8PCw3+ucDqEIAAAAAACz5DazWRfWZszZ3L6yWCwaHBz0e46EhASFh4d7AhHpx7NAJKm3t9enUMRisSgsLGzKrpDLly9P2T0yMDCguLg4v9c5Hd4+AwAAAADALDGZTLo9LGxOPr6eJyJJNptNX331ld/3l5OTo/HxcV24cMHT1tnZKUlaunSpTzUiIyOVlZWlpqYmr/ampiatXr3aq83pdMpms/m9zukQigAAAAAAEOLy8/P15ZdfTtktcv78ebW3t6u/v19ut1vt7e1qb2/XtWvXJEnr1q3TypUrVVxcrLa2NrW2tqq0tFSPPPKI1+6RmWzfvl3V1dV666231NHRofLycvX29uqFF17w6udwOJSXl3fzN/xvhCIAAAAAAIS4jIwM2e12HT161Ku9pKRENptNb775pjo7O2Wz2WSz2XTp0iVJktlsVn19vSwWi9auXavHH39c6enpeu+99zw1XC6XTCaTmpubp52/qKhIb7zxhnbu3KnMzEy1tLSooaHBa7fJmTNnNDQ0pMLCwqDdt8kwDCNo1QAAAAAACFEjIyPq6emR1WoN6NDSudbQ0KCKigo5nU6Z/TiPZCbNzc3auHGjuru7tWDBgoDrPPnkk7LZbKqsrPR5zEzPhINWAQAAAACACgoK1NXVpb6+PiUnJwetbmNjoyorK28qEBkdHdWKFStUXl4etHVJ7BQBAAAAACAobvWdIr9GMz0TzhQBAAAAAAAhiVAEAAAAAACEJEIRAAAAAAAQkghFAAAAAABASCIUAQAAAAAAIYlQBAAAAAAAhCRCEQAAAAAAEJIIRQAAAAAAgK5evar4+Hi5XK65XsoUo6OjSklJUWtra1DrEooAAAAAAADt3r1b69evV2pqqqetrKxMWVlZioqKUmZm5nXHGYahffv2KS0tTVFRUUpOTtauXbv8nvv+++9XbGys4uPj9cQTT+jcuXOe61FRUaqoqNCOHTsCurfpEIoAAAAAABDi3G63ampqVFJS4tVuGIaKi4tVVFQ07diysjJVV1dr3759+vrrr1VfX6/s7Gy/5j916pS2bNmizz//XE1NTRofH1deXp5++OEHT5/NmzfL4XCoo6PDv5u7gfCgVQIAAAAAALek48ePKzw8XKtWrfJqr6qqkiRduXJFZ8+enTKuo6NDBw8elNPp1L333hvw/I2NjV7f3377bcXHx6u1tVVr166VJC1atEirV6/Wu+++q507dwY8188RigAAAAAAMEsMw5B7bGJO5o6JCJPJZPKpb0tLi+x2u99z1NfXa9myZTp27JgeffRRGYahdevWae/evVq4cKHf9X4yNDQkSVNqZGdny+FwBFz3lwhFAAAAAACYJe6xCS3/3/+bk7m/2pmv2yJ9+7ff5XIpMTHR7zm6u7t18eJFffDBBzp06JAmJiZUXl6uwsJCnThxwhRKaMgAAAN3SURBVO960o9B0vbt2/XQQw/pvvvu87qWlJQU1INgCUUAAAAAAAhxbrdb0dHRfo+bnJzU6OioDh06pLS0NElSTU2NsrKydO7cuYB+UvPiiy/q7Nmz+uyzz6Zci4mJ0fDwsN81p0MoAgAAAADALImJCNNXO/PnbG5fWSwWDQ4O+j1HQkKCwsPDPYGIJKWnp0uSent7/Q5Ftm7dqrq6OrW0tOiuu+6acn1gYEBxcXF+r3M6hCIAAAAAAMwSk8nk809Y5pLNZtPhw4f9HpeTk6Px8XFduHBBd999tySps7NTkrR06VKf6xiGoa1bt+rjjz9Wc3OzrFbrdfs5nU7ZbDa/1zkdXskLAAAAAECIy8/P15dffjllt8j58+fV3t6u/v5+ud1utbe3q729XdeuXZMkrVu3TitXrlRxcbHa2trU2tqq0tJSPfLII167R2ayZcsWHT58WO+8845iY2PV39/vmfPnHA6H8vLybv6G/41QBAAAAACAEJeRkSG73a6jR496tZeUlMhms+nNN99UZ2enbDabbDabLl26JEkym82qr6+XxWLR2rVr9fjjjys9PV3vvfeep4bL5ZLJZFJzc/O08x88eFBDQ0PKzc1VQkKC5/P+++97+pw5c0ZDQ0MqLCwM2n3/5+/hAQAAAAAAs+7VV19VRUWF/vjHP8ps/nEPxY2CjJ8kJibq73//+7TXXS6X5s+frxUrVkzbxzCMGefZv3+//vSnPykmJmbGvr4iFAEAAAAAACooKFBXV5f6+vqUnJwctLqNjY2qrKzUggULAq4xOjqqFStWqLy8PGjrkiST4UscAwAAAAAAbmhkZEQ9PT2yWq0Bvd4WwTfTM+FMEQAAAAAAEJIIRQAAAAAAQEgiFAEAAAAAIIg4peI/x0zPglAEAAAAAIAgiIiIkCQNDw/P8Urwk2vXrkmSwsLCrnudt88AAAAAABAEYWFhmj9/vi5fvixJuu2222QymeZ4VaFrcnJSV65c0W233abw8OvHH4QiAAAAAAAEyZIlSyTJE4xgbpnNZqWkpEwbTvFKXgAAAAAAgmxiYkJjY2NzvYyQFxkZKbN5+pNDCEUAAAAAAEBI4qBVAAAAAAAQkghFAAAAAABASCIUAQAAAAAAIYlQBAAAAAAAhCRCEQAAAAAAEJIIRQAAAAAAQEgiFAEAAAAAACHp/wFs4FJQf9ghlwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Check imaginary components - should be around machine tolerance.\n", "print('Machine tolerance: ', np.finfo(float).eps)\n", "for BLMplot in BLM:\n", " maxImag = BLMplot.imag.max()\n", " print(f'Max imaginary value: {0}', maxImag.data)\n", " \n", "# BLMplot.where(np.abs(BLMplot) > thres, drop = True).imag.squeeze().plot.line(x='Eke', col='Euler');\n", " \n", " BLMplot = ep.matEleSelector(BLMplot, thres=thres, dims = 'Eke')\n", " BLMplot.imag.squeeze().plot.line(x='Eke', col='Euler');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Version info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Original job details" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ePolyScat Version E3\n", "Run: 2019-02-11 12:14:15.125 (GMT -0500)\n" ] } ], "source": [ "print(jobInfo['ePolyScat'][0])\n", "print('Run: ' + jobInfo['Starting'][0].split('at')[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ePSproc details" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "templateVersion = '0.0.6'\n", "templateDate = '12/01/20'" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "%load_ext version_information" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/json": { "Software versions": [ { "module": "Python", "version": "3.7.5 64bit [GCC 7.3.0]" }, { "module": "IPython", "version": "7.9.0" }, { "module": "OS", "version": "Linux 5.0.0 36 generic x86_64 with debian buster sid" }, { "module": "epsproc", "version": "1.2.4" }, { "module": "xarray", "version": "0.14.0" } ] }, "text/html": [ "
SoftwareVersion
Python3.7.5 64bit [GCC 7.3.0]
IPython7.9.0
OSLinux 5.0.0 36 generic x86_64 with debian buster sid
epsproc1.2.4
xarray0.14.0
Tue Feb 11 03:44:38 2020 EST
" ], "text/latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 3.7.5 64bit [GCC 7.3.0] \\\\ \\hline\n", "IPython & 7.9.0 \\\\ \\hline\n", "OS & Linux 5.0.0 36 generic x86\\_64 with debian buster sid \\\\ \\hline\n", "epsproc & 1.2.4 \\\\ \\hline\n", "xarray & 0.14.0 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Tue Feb 11 03:44:38 2020 EST} \\\\ \\hline\n", "\\end{tabular}\n" ], "text/plain": [ "Software versions\n", "Python 3.7.5 64bit [GCC 7.3.0]\n", "IPython 7.9.0\n", "OS Linux 5.0.0 36 generic x86_64 with debian buster sid\n", "epsproc 1.2.4\n", "xarray 0.14.0\n", "Tue Feb 11 03:44:38 2020 EST" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%version_information epsproc, xarray" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Run: 2020-02-10_09-07-55\n", "Host: jake\n" ] } ], "source": [ "print('Run: {}'.format(timeString.strftime('%Y-%m-%d_%H-%M-%S')))\n", "host = !hostname\n", "print('Host: {}'.format(host[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Cite this dataset\n", "\n", "Hockett, Paul (2019). *ePSproc: CH3I wavefn test run, orb 21 ioinzation (Iodine 4d, E), 1 - 60 eV*. Dataset on Zenodo. DOI: 10.5281/zenodo.3660710. URL: https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb21_E.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{CH3I wavefn test run, orb 21 ioinzation (Iodine 4d, E), 1 - 60 eV,\n", " title = {ePSproc: CH3I wavefn test run, orb 21 ioinzation (Iodine 4d, E), 1 - 60 eV}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3660710},\n", " publisher = {Zenodo},\n", " year = {2019},\n", " url = {https://phockett.github.io/ePSdata/CH3I_1-60eV/CH3I_1-60eV_orb21_E.html}\n", " }\n", "```\n", "\n", "See [citation notes on ePSdata](https://phockett.github.io/ePSdata/cite.html) for further details.\n", "\n", "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3660710.svg)](http://dx.doi.org/10.5281/zenodo.3660710) [![Creative Commons Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)](https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png)](https://creativecommons.org/licenses/by-nc-sa/4.0/)\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 4 }