{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.3629719.svg)](http://dx.doi.org/10.5281/zenodo.3629719) [![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: DABCO, HOMO-1 ionization (orb 30, A2PP), 1 - 50eV\n", "\n", "- *electronic structure input*: DABCO_Jmol_E_cc-pVDZ_D3h_manual-third_c.molden\n", "- *ePS output file*: DABCO_1-50.0eV_orb30_A2PP.inp.out\n", "- *Web version*: https://phockett.github.io/ePSdata/DABCO/DABCO_1-50.0eV_orb30_A2PP.html\n", "- Dataset: https://zenodo.org/record/3629719\n", "- DOI (dataset): [10.5281/zenodo.3629719](http://dx.doi.org/10.5281/zenodo.3629719)\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 DABCO, batch DABCO_1-50.0eV, orbital orb30_A2PP\n", "- DABCO 1st attempt, HOMO-1 ioinzation (A2PP), D3h symmetry set correctly\n", "- E=1:1:50.0 (50 points)\n", "- Fri Feb 24 10:01:30 EST 2017" ] }, { "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 DABCO, batch DABCO_1-50.0eV, orbital orb30_A2PP\n", " DABCO 1st attempt, HOMO-1 ioinzation (A2PP), D3h symmetry set correctly\n", " E=1:1:50.0 (50 points)\n", " Fri Feb 24 10:01:30 EST 2017\n", "\n", "*** Found orbitals\n", "1 1 Ene = -15.5416 Spin =Alpha Occup = 2.000000\n", "2 2 Ene = -15.5416 Spin =Alpha Occup = 2.000000\n", "3 3 Ene = -11.2454 Spin =Alpha Occup = 2.000000\n", "4 4 Ene = -11.2454 Spin =Alpha Occup = 2.000000\n", "5 5 Ene = -11.2454 Spin =Alpha Occup = 2.000000\n", "6 6 Ene = -11.2449 Spin =Alpha Occup = 2.000000\n", "7 7 Ene = -11.2449 Spin =Alpha Occup = 2.000000\n", "8 8 Ene = -11.2449 Spin =Alpha Occup = 2.000000\n", "9 9 Ene = -1.2798 Spin =Alpha Occup = 2.000000\n", "10 10 Ene = -1.1813 Spin =Alpha Occup = 2.000000\n", "11 11 Ene = -1.0193 Spin =Alpha Occup = 2.000000\n", "12 12 Ene = -1.0193 Spin =Alpha Occup = 2.000000\n", "13 13 Ene = -0.8630 Spin =Alpha Occup = 2.000000\n", "14 14 Ene = -0.8630 Spin =Alpha Occup = 2.000000\n", "15 15 Ene = -0.8583 Spin =Alpha Occup = 2.000000\n", "16 16 Ene = -0.7096 Spin =Alpha Occup = 2.000000\n", "17 17 Ene = -0.6739 Spin =Alpha Occup = 2.000000\n", "18 18 Ene = -0.6739 Spin =Alpha Occup = 2.000000\n", "19 19 Ene = -0.6730 Spin =Alpha Occup = 2.000000\n", "20 20 Ene = -0.5664 Spin =Alpha Occup = 2.000000\n", "21 21 Ene = -0.5664 Spin =Alpha Occup = 2.000000\n", "22 22 Ene = -0.5652 Spin =Alpha Occup = 2.000000\n", "23 23 Ene = -0.5399 Spin =Alpha Occup = 2.000000\n", "24 24 Ene = -0.5399 Spin =Alpha Occup = 2.000000\n", "25 25 Ene = -0.5236 Spin =Alpha Occup = 2.000000\n", "26 26 Ene = -0.5236 Spin =Alpha Occup = 2.000000\n", "27 27 Ene = -0.4642 Spin =Alpha Occup = 2.000000\n", "28 28 Ene = -0.4521 Spin =Alpha Occup = 2.000000\n", "29 29 Ene = -0.4521 Spin =Alpha Occup = 2.000000\n", "30 30 Ene = -0.4168 Spin =Alpha Occup = 2.000000\n", "31 31 Ene = -0.3090 Spin =Alpha Occup = 2.000000\n", "\n", "*** Found atoms\n", "Z = 6 ZS = 6 r = 0.6961050000 -1.2056890000 -0.7782900000\n", "Z = 6 ZS = 6 r = 0.6961050000 1.2056890000 -0.7782900000\n", "Z = 6 ZS = 6 r = -1.3922100000 0.0000000000 0.7782900000\n", "Z = 6 ZS = 6 r = 0.6961050000 -1.2056890000 0.7782900000\n", "Z = 6 ZS = 6 r = 0.6961050000 1.2056890000 0.7782900000\n", "Z = 6 ZS = 6 r = -1.3922100000 0.0000000000 -0.7782900000\n", "Z = 7 ZS = 7 r = 0.0000000000 0.0000000000 -1.2590500000\n", "Z = 7 ZS = 7 r = 0.0000000000 0.0000000000 1.2590500000\n", "Z = 1 ZS = 1 r = 1.6995240000 -1.2036220000 -1.1778700000\n", "Z = 1 ZS = 1 r = 0.1926060000 2.0736420000 -1.1778700000\n", "Z = 1 ZS = 1 r = -1.8921290000 -0.8700200000 1.1778700000\n", "Z = 1 ZS = 1 r = 1.6995240000 -1.2036220000 1.1778700000\n", "Z = 1 ZS = 1 r = 0.1926060000 2.0736420000 1.1778700000\n", "Z = 1 ZS = 1 r = -1.8921290000 0.8700200000 1.1778700000\n", "Z = 1 ZS = 1 r = 0.1926060000 -2.0736420000 1.1778700000\n", "Z = 1 ZS = 1 r = 1.6995240000 1.2036220000 1.1778700000\n", "Z = 1 ZS = 1 r = -1.8921290000 0.8700200000 -1.1778700000\n", "Z = 1 ZS = 1 r = 0.1926060000 -2.0736420000 -1.1778700000\n", "Z = 1 ZS = 1 r = 1.6995240000 1.2036220000 -1.1778700000\n", "Z = 1 ZS = 1 r = -1.8921290000 -0.8700200000 -1.1778700000\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/DABCO/DABCO_1-50.0eV/DABCO_1-50.0eV_orb30_A2PP.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/DABCO/DABCO_1-50.0eV/DABCO_1-50.0eV_orb30_A2PP.inp.out\n", "Expecting 50 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 3 CrossSection segments.\n", "Found 3 CrossSection segments (sets of results).\n", "Processed 3 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/DABCO/DABCO_1-50.0eV/DABCO_1-50.0eV_orb30_A2PP.inp.out']\n", "\n", "*** Reading ePS output file: /home/paul/ePS_results/DABCO/DABCO_1-50.0eV/DABCO_1-50.0eV_orb30_A2PP.inp.out\n", "Expecting 50 energy points.\n", "Expecting 2 symmetries.\n", "Scanning CrossSection segments.\n", "Expecting 100 DumpIdy segments.\n", "Found 100 dumpIdy segments (sets of matrix elements).\n", "\n", "Processing segments to Xarrays...\n", "Processed 100 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 DABCO, batch DABCO_1-50.0eV, orbital orb30_A2PP\n", " DABCO 1st attempt, HOMO-1 ioinzation (A2PP), D3h symmetry set correctly\n", " E=1:1:50.0 (50 points)\n", " Fri Feb 24 10:01:30 EST 2017\n", "\n", "Electronic structure input: '/media/hockettp/StoreM/ePolyScat_stuff/DABCO/electronic_structure/DABCO_Jmol_E_cc-pVDZ_D3h_manual-third_c.molden'\n", "Initial state occ:\t\t [2 2 4 2 4 2 2 2 4 4 2 2 4 2 4 2 4 4 2 4 2 2]\n", "Final state occ:\t\t [2 2 4 2 4 2 2 2 4 4 2 2 4 2 4 2 4 4 2 4 1 2]\n", "IPot (input vertical IP, eV):\t\t 7.3\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 0 0 0 0 0 1 0]\n", "Ionizing orb sym:\t\t ['A2PP']\n", "Orb energy (eV):\t\t [-11.34170569]\n", "Orb energy (H):\t\t\t [-0.4168]\n", "Orb energy (cm^-1):\t\t [-91477.02635743]\n", "Threshold wavelength (nm):\t 109.31706460293921\n", "\n", "*** Warning: some orbital convergences outside single-center expansion convergence tolerance (0.01):\n", "[[ 1. 0.97770607]\n", " [ 2. 0.98022661]\n", " [ 3. 0.97209336]\n", " [ 4. 0.97209336]\n", " [ 5. 0.97245283]\n", " [ 6. 0.97245016]\n", " [ 7. 0.97245016]\n", " [ 8. 0.97374108]\n", " [10. 0.9883319 ]\n", " [30. 0.9888824 ]]\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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N0/a+QsyG6brOzOvm8vzLsSjLhFuvzOAjx5HDwoSFxIbFSvAhzmpTvc58A3XTo29X8an7/uk3bmnKUuwWuzfvo6q7ym/LFcCC+AVYlVWSzoUQ0y6o4EMpFaeU+rRS6ltKqW96/jved4zW+kMzMUGlVIbPr58ADow3djY09DYQZYsiKSKJlypfmu3pCHFGqHPWYVVWCuIKKEwonDD4qOupI8wSRmpUKhZlYVXaKr9kWSGEwQw+fLdd7axsZ1d1Bz2DI95jEbYII++j6T201lR3V3uTzU3h1nDmxc+T4EMIMe0mDT6UUp8FPgDWA1FANLABeN/z3LRRSv0ZeBsoUkrVeRoa/j+l1H6l1D7P+35zOt/zVNX31JPlyGJj3kberHuT3uHe2Z6SEHNefU89aVFp2Cw2lqUsY3/rflxuV8Cxtc5ashxZ3uo9q9NWU+us5UTvidM5ZSHmvJruGmwWG+nR6d5jDZ39xnNtfX5j16Sv4XD7YSq7Kukb6Ruz8gFG3ocEH0KI6RbMysd/AKu01rdrrf+P5/EVYDXww+mcjNb6Jq11htbarrXO1lo/qLW+RWu9RGu9VGt9tdZ6TmWaNvQ0kBWdxRUFVzDgGmB77fbZnpIQc54ZtAMsS1lG73DvuN2UR1fvWZ0ueR9CBFLjrCE7JhubxeY95g0+2v1vjJl5H0+VPwUwZuUDoDChkJb+FjoGOmZu0kKIc04wwYcicCUrN9NQXvdMprWmoaeBzJhMlqcuJy0qjZcrX57taQkx5zX0NHg7MC9LWQbAnuY9Y8ZprccEH0UJRTjsDtl6JcQoo6+VoRE3zc5BAKpHrXyYeR/PVzwPEHDlIy82DzCCGiGEmC7BBB8/BT5QSt2nlPqB53E/xlasn87s9Oa27qFueoZ7yIzJxKIsXJ5/OTsadkxYNlSIc93AyAAt/S3e4CPHkUNCeELAvI/2gXb6R/r9vlBZLVZWpq3k/RPvn7Y5CzHXaa2p6a7xq3R1onsA7bl1WN3uH3xE2iJZkryEzsFOIm2RpEWljTmned2ZuSRCCDEdJg0+tNZ/xNhi9TowiFHVajuwWmv9yExObq4zy+yaX6IuL7icEfcIr9W8NpvTEmJOa+j1v26UUixLWRaw3K5vpStfq9NWU9VdRWt/6wzPVogzQ/tAO30jfX7XSr1ny5VFjc35ACPvA4xVD6XGbmQwr1EJPoQQ0ymoalda6w6t9Sat9d1a67uALVrrc34TqBl8ZMZkAlCaVEp2TDYvV8nWKyHGYzYt8y0Huix1GVXdVXQOdPqN9ZYOjcn2O16YUAhAZVflTE5ViDNGoEC9vsMIPkoz46huH1sMxTf4CCTCFkFqVCp1zrppnq0Q4lwWTLWr85VSh5VSB5VS5ymltgK7lFK1SqkPn4Y5zllmrwLfO7hXFFzBzsadkqAnxDhGXzdwMu9jX6v/6kddTx0K5U1ON+XEGl+warplL7oQcDIvw7fMrpls/qF5iTR0DjDscvu9ZmnKUhxhDkqTS8c9b44jZ1pWPnY37+bHb//Y21VdCHHusk0+hF8BNwAxwN+Ba7XWO5RSK4F7gPNncH5zWkNvA9H2aGLDYr3HPpTxIR7Y/wCH2w+zLnPdLM5OiLmpvqeeMEsYyZHJ3mOlSaVYlZU9zXu4KPsi7/E6Zx2pUamEW8P9zpERnYHNYpNEWCE8arprsCiLX1Df0NVPckwYC9McuNya+o5+8pOjvc9H2iJ58RMvEhMWM+55cxw57Kjfccrz+/2+37OjfgcHWg9w30fvIyky6ZTPKcR0ef/991NtNtsfgMVMbwPuc50bODAyMvLFVatWNZsHgwk+7Frr/QBKqRat9Q4ArfUHSqnImZnrmaG+p57MmEy/vbJmucKqrioJPoQIwLxuzL4dAFH2KAoTCsdUsBpdvcdks9jIjsmWlQ8hPGqcNWREZ2C32r3H6jsHyIyPJC8xCjCSzn2DD4D4CL9+wWPkOHJo7W+lb7iPKHvUlObWN9zHzsadrEpbxcHWg9z68q38buPv/AIlIWaTzWb7Q3p6+qKUlJQOi8USqMKrmAK3261aWlpKmpqa/gBcbR4PJrrzHfP9Uc+FTcfkzlRmjw9fKZEpRNmiqOqump1JCTHH1TnrxmyjArii4Ar2tOzxa2pW66z1yw3xlRebR7WzesbmKcSZpLa71m/LFRjbrjLjIslLMgKOmvaxSeeTMYP/up6p53281fAWw+5h/m35v/HApQ/QPtDOZ1/8LMc6jk35nEJMs8UpKSndEnhML4vFolNSUrowVpROHg/itf+fUioKQGv9rHlQKTUfeHRaZ3kG8e3x4UspRX5cPtXd8qVIiEDqe+rHBO0Anyz8JJG2SB479BgA/SP9tPa3Blz5AMiNzaW2uxa3dgd8XohzSW2P/yqh1toIPuIjSXWEE26zUNM2Nul8MtNRbnd77XZiw2JZkbqC5anLeeTyR3BpFz9+58dTPqcQ08wigcfM8Pzv6hdvBFNq93mttfd2iVIqVinl0FpXaK3/3+jxSqnrgnh8bFr+olnk2+NjtLzYPKq6qk7/pISY45xDTrqHugOufMSGxXLtgmt5sfJFWvpavBV2xgs+8hx5DLgGaO5rDvh8sF6tfpWrn72aQ22HTuk8QsyWrsEuuga7/Hp8dPUP0zfkIjM+AotFkZsYNabRYDC8Kx9TrHg14h7h9brXuSj7Im/n9cKEQj4+7+McajvEiHtkSucVQpy5gk6qUUqtVkrtB/YBB5RSe5VSqwIMfQC4Erhqgsc9pzrx2Ta6x4evgtgCGnsbGRgZON3TEmJOC1TpytfNi27G5XaxqWzTuD0+TOYXrVOtxPP44cep7Krk8698np2NO0/pXELMhoBldj2VrrLijdTMvKSoKW27iguPwxHmmPJ1tqd5D12DXWzI2eB3vDixmEHXoJTLFsLHd7/73fQFCxaUFhYWlhQXF5e89tpr0ZO/6swTTMK56SHgDq31mwBKqQuAh4Glo8a9pLX+/EQnUkr9KaRZnmYDIwM09DQwL37euGNG9/jwlR+Xj0ZT46zx9iMQQvj0+IgJnMeRG5vL+pz1PFn2JLeU3AJMHnxUd1d7+xWEqrmvmfdPvM/1hdezu3k3t796Oz+78Gdcmn/plM4nxGwwCy/4l9k1bn5leoKP3MRo/lnRhtY6YEPBiZxKud1ttduwW+ycn+VfGLMkqQSAw+2HWZiwcErnFuJs8uqrr0a/8sor8fv37z8UGRmpGxsbbYODg6FdrGeIUMqJOc3AA8BT9WpMwW6t9c2TnSiYMbPpL2V/4RPPf2LCrVMT3cE1GzZNx9YrrWULojh7mEmrE1W5uaXkFjoHO/nToT/hsDv8Sln7So9Kx26xn1LFq63VW9Fobi65mUcuf4TSpFK+8/p3ePbYs5O/WIg5wiw57VucwezxcTL4iKRvyEVLz2DI559q8KG1ZlvtNtZmrCXa7n8DNz82nwhrBIfbDod8XiHORvX19fbExMSRyMhIDZCRkTGyd+/eiI0bN843xzzzzDOxl1566XyAqKioFbfffntWaWnponXr1hVu27Ytau3atUXZ2dlLHn/88bjZ+juCEUyTwZWenh7vKqV+p5Rar5S6WCn1W2D7BK+LUEp9Syn1tFLqKaXUN5VSEdM49xlT0VmBW7t59ND4+fSBenyY8mLzAE654tWr1a+y/sn1vFX/1imdR4i5or6nnmh7NHHh438urk5bzaLERXQMdpDtyB73Lq3VYiXHkXNKxR22VG2hMKGQeXHziAuP4/eX/p5lKcu454MzfmeoOIfUOmtJjUolwnbyn9iGzn7CbBaSoo2ilN6KV1PM+2jsaQw5P+N413FqnbV8JOcj4GyCA0+D54aa1WKlMLGQw+0SfAgBcO2113Y3NDSE5efnL7755ptz//73v8dcddVVzmPHjkU0NDTYAB566KGkz33uc60A/f39lg0bNjgPHjx4ODo62vXDH/4w68033zz617/+9dhPfvKTOV3HOpiVj7s9j+VAIfBfwI+ARcBEHc4fBUox8jvu9Yx/7BTmetqYd5GeO/Ycbf1tAcfU99STFZMV8ItRlD2K1KjUU175eOzQY7QPtHPna3fy4vEXT+lcQswFE103JqXUpFuuTLmxuVNuNNjU28QHzR9wWf5l3mORtkguy7+M5v7mU05kF+J0qXWOLbNb39lPZpyRbA6Qm+Tp9TFB8NHUNcDGX75ORUuP3/EcRw4jeoTG3saQ5rWtdhsAF2dfDK/+b/jbbfDKf3gDkEWJizjSfkQq1gkBxMXFuQ8cOHDo3nvvrU5JSRm59dZb5997771JN9xwQ9sDDzyQ2Nraav3ggw9irr/++i4Au92uP/WpT3UDlJaW9l9wwQXO8PBwvXbt2v76+vo53QojmGpXG4BLgPu01htGPT4ywUuLtNZf0Fpv8zy+jBG8zHm1zlqWpixl2D3MprJNAccEKrPrqyC24JTuyNZ01/BB8wd8fvHnWZ6ynO+9+T0eP/z4lM8nxFzQ0NMQVGOxy/MvpzChkNXpqyccl+fIo9Y5tXK7W6u3AvgFHwCLk41y5AdaD4R8TiFmQ013jV+lKzBWPrISTvYBzk6IRCmj0eB4dlW3U97cw1vHWv2OT7Xc7rbabZQmlZIWmQLlWyAyAd75H3j5e6A1JUkl9A73TrmSlhBnG5vNxpVXXun81a9+1fCLX/yi5tlnn024/fbb25588smkBx98MPGqq67qsNvt5lhtsRhf4y0WC+Hh4RrAarXicrnmdK5IUDkfWms3cGeI596tlPqQ+YtS6jxgzu8fGhgxSndekHUB63PWs+nIJvpH+v3GmD0+JvoSlR+XT2V35ZRzNp6veB6F4qbim7h/4/1syNnAz979GX/Y/4cpnU+I2aa19q58mL8PjrgCjrVb7Tx19VPcVHzThOfMjc1l0DU4pVWKl6teZlHiIu82SVNxYjE2ZZPgQ5wReod7aRtoG7NK2NA5QGbcyeAj3GYlMy5ywl4fFc3Gc0ea/NM5p1Jut7W/lf0t+40qVw0fQF8rXPEL+PCdsPN+ePE7FMcXAXCoXcpcC7F3797w/fv3h5u/7969OzI7O3soPz9/OC0tbfjuu+/O+NKXvtQ60TnOFKEknG9VSn1HKZWjlEo0H6MHKaX2K6X2AecB/1RKVSmlKoG3gYumad4zxkwkz3HkcNvi2+gc7ByTfOrt8RE9/spHXmweziEn7QPtIc/Brd1srtjMhzM/THp0OuHWcO5efzfrc9bz+32/l7ro4ozUPtBO/0i/Nyn2j/+s4sKfb2PYNfmqxeCIi/+9+SDN3f7lq83AIdRVxoaeBva17AtY1SrCFsGChAUSfIgzQmt/K4kRiX7broZdbk44B7zJ5qbcxInL7R5vNbZblY0KPlKjUgmzhIW08vF67etoNOtz1sPRV0BZYMElcOn/gXVfg/f+wII9f8FmsUnSuRBAd3e39bOf/WzB/PnzSwsLC0uOHDkS+fOf/7wB4MYbb2zLyMgYWrVq1VnRwyGUUrtm+dx/8zmmgdH1aK88pRnNMt966UuTl7I0ZSmPHnyUGwpvwGqxAhP3+DB5K151V5EUmRTSHHY17aKht4Gvrfya95jNYuOK/CvYXrud8o5yFiUtCumcQsw2M7A3g/Z9dV00Owcpa3KyOGviwhx7a7t4+K0qsuIj+eKFJz9yzC9c1d3VnJdxXtBz8dtyNdANNe/Awo3gyUUpTSo1KmFNoSypEKdTXmwer3/6db9V9qauAbQ+2ePDOzYpilcPnxj3XGaux9Emp9//9y3KQpYjK6TgY3vddjKjM41y80dfhpzzIMpzv3Ljj6H1KGEHnmbBAiPvQ4hz3YUXXti3e/fugBfDjh07HGaiuamvr2+3+d+//OUvG8Z7bi4KeuVDa10Q4BGoEYZzksecZn645jpyUUpxW+lt1PXU8Y+af3jHTNTjw5Qflw+EfkcW4LmK54ixx/CRXP+UmmWpywDY27I35HMKMdvMxHDv/vEO4w7s7pqOSV9b5dkqsru20+94WnQa4dbwkMvtvlz5MqVJpcZctv9feOJ6eOUH3kTYJclL6B7qPuUGhkKcLr5B8ugyu6bcpChae4boGRy7eq615nhLLzHhNpyDI94mhaZQyu0OjAzwTpk70TwAACAASURBVMM7XJxzMcrZCE37oNAnt0opyP0wdNWyKHYeh9sOS1l5IcZRWlq66NChQ5Ff+cpXAldAOgOF0uHcrpT6mlLqb57HnUope4ChrcAeYJfn8b7PY9d0THom1XTXEGOPIT48HoANORvIdeRyz+57ONFr3DHy3sGNyaR/yMWnf/f2mC9QmdGZ2C32kCte9Q33sbV6K5flX0akzf8fjszoTJIjkyX4EGekyq5KLMpysjN5u/HlZndN50QvA6Cq1Qg+9owaa1EWo9yuM/ggv85Zx4G2A8aqh9ZweDOEx8I7v4W/fwvcbm/S+f7W/UGfV4i5oqHLDD78q9vnJY5fbrepe4C+IRcfXZQKjN16ZQYfwQQJOxt3MuAaMLZclW8xDi70L+xA+hIAFtli6Bjs4ETf+CsyQpzLDh48eHjXrl1lZv+Ps0EoOR/3AauA33oeqzzHRrsH6ABeBm4F5k2yUjKn1PbUkuPI8d5Fslqs/Gjdj2jpb+GWl27heOdxGnobiLHHEBsWS3mzk52V7fztff9EPKvFSq4jl8ruypDef2v1VvpH+rlmwTVjnlNKsSxlmQQf4oxU2VVJjiOHMGsYgyMuTjiNraujVzMCMVc+6jv7aXH6N0nLdeSGtPKxpdr4MrQxbyM07oWuWrjsv+H8b8Cuh+D5O5nvaYAmeR/iTDS6u7kpz1Nut6Z9bNK5mWx+xZIMAMpOjA0++kf6aRuY/ObrttptRNujWZO2xsj3iMuF1FFbhdOXArBowLieJe9DiHNHKMHHGq31rVrr1zyP24A1owdprb+O0RPkr8AtGFWv/p9SqmB6pjyz6px1fl1iAdakr+Hhyx5myDXELS/dwjsN75AZk4lSylszfcexsQUI8uPyQ9529VzFc+Q6clmesjzg88tSllHrrB23/4gQc1VlVyUFscbHQH1HP1rDgtQYKlt76egdmvi1rX0kRBkLrXtHBSt5sUa5XZc7cOWs0bZWbaU0qdS4zo+8YCTCFn0MPvojWP8D2PM4tpe/z6KkRRxsOxjy3ynEbKvv7CcpOowIu9Xv+ES9Psx8j+U58WTFRwZc+YDJK165tZs36t5gXeY67G4XHN8OhZd686m8YlLAkUFhZxMKJc0GhTiHhBJ8uJRS3hbvSql5QMB/7bVhG/C/gPuB24CPnspETweX20V9T33AxmaLkhbx2MceIyEigYquCm++h1k5pLqtj9pRVUTyY/OpddYGXZ2qvqee95re4+r5VxsrL7XvwiNXQstR75hlKUbex76WfVP6G4WYDSPuEaq7qymIM4KP2g5jW8jVy4zraE/d+KsfWmuq23q5fHE6Voti76ixubG5DLuHg9q2Ud9Tz4G2AyerXB3eDHnnQ3SS8eVo/Xdh6adh/98oTSzlcNthqS4nzjgNnf1jVj0AYiPsxEfZA/b6ON7SQ0y4jVRHOEXpjjHBh3lTbrK8j0Nth2jpbzFK7FbtgOG+sVuuTOlLiDpxiIK4Aln5EOIcEkrw8e/ANqXUdqXU68BrwLdHD1JKRSulPqOUeg54EYgBVmqtH5iWGc+gpr4mRtwjYzrFmnIcOTx6xaOcn3W+0bEVY++s3Wrc0Xmz3H/1Iz8unxH3iDdHZDIvVLwAwFXzrzIOvH0vVL0JD18ODUbhgpKkEmzKJluvxBmloaeBYffwyeDD8+XnY0vSsaiJ8z5anIP0DblYlBFLYZqDPaNWPnwrXk1ma5VR5erSvEuhtRxajsCiq/wH5V8Ag10sjkxhwDVARWdF0H+nEHOBEXxEBHyuIDmaYyd6xhyvaOllfko0SimK0h1UtPT4lcHOjslGoSYNPrbXbseiLFyYdSGUvwK2SCi4MPDg9CXQcoTi+IWy8iHEOSSUalf/ABYCX/M8ijyrGwAopTZ6/rMZY8Xjn8DdwHFgjVLqOqXUddM18Zlg7hsPtPJhSoxI5P6P3s+nCj9lvKa9jyVZcWTERfBmeYvfWG+53SCSzrXWbD6+mTXpa4xVlUEnHN0CRR8HezQ8chVUvkmELYLixGIJPsQZ5XjXcQCflQ8jaC9IjqEwzTFhxatKT7J5XlI0y3Pi2VPbidt9Mu/OTGAPJu9jS/UWSpJKjLu4hzcbB4s/7j8ocwUAiweHAel0Ls4sWmvqOwKvfACszktgT20nA8P+GxcqWnqYnxIDQHG6g2GXUf3KFGYNIy06LajgY3nKcuLD44wSu/MuBnvguZC+FLSLkrBETvSdkO3E4pzW09Oj1qxZUzQyMkJZWVnY2rVriwBeeOEFh8PhWF5cXFxiPp599lkHgNVqXVVcXFyycOHC0iuuuGKe0+m0AGRlZS2Z7P18x5jnMR8/+MEP0gHWrl1blJ+fv7ioqKhk5cqVxXv37g03j5eVlYUBrFu3rrClpcUa+F0CC2XlA631oNZ6n9Z6r9Z6cNTTP/f8/CuwGyjG6Plxlc9jwh4gSqmHlFLNSqkDPscSlVJblVLlnp8Jocw5FL49PoJV095HXlI0FyxI5p8Vbbh8vhT59vqYzL7WfVR3V3PVPM9d2LKXYaQf1n0VvvAKxGbCnz4JZS+zLHUZB9sOynYQccao7DIKL5jBR11HP1nxkVgtihW5CewdFVD4MvenFyRFsyInHufACJU+XZpTo1KJsEZMWvGqoaeB/a37jVUPMPI9MldCnH+OFynFYA0nt60aR5iDA20SfIgzR3f/CL1DrjE9Pkzr5icz5HLzfvXJgL93cITGrgHmpRjVsArTHAAcaer2e+1k5XYbexop6ygzqly1lEFnjX+J3dE8Fa+KR4xASPp9iHPZPffck3z11Vd32GxjW/CtXr2658iRI4fMx7XXXusECA8Pdx85cuRQeXn5Qbvdru++++6Uqby3eR7z8d///d9N5nOPPvro8bKyskOf+cxnWr/5zW+O+YJ80003td11110hvW9IwcckFIDW+nNa69vGeXx+knM8Alw+6tj3gH9orRcC//D8PiPqnHXYLXZSo1KDGj844qKhq5/cxCguWJhMV/8w++u7vM/HR8QTHx4fVPCxuWIzEdYIowIPwMGnwZFpNGaKzYTbXoKUQtj8NZYlL6V/pJ+jHUcnPqkQc0RlVyVJEUnEhRvNBOva+8hJNJJfV+TG0z0wwvHWsRV4ACrberFbFZnxESzLMUpg+5bctSgLObE51HZPfEfWbCx4ad6l0FUP9e/DogD3Q6x2SF+CatzL4qTFsvIhzij14/T4MK0pSMRqUfyz4uQ2YXN10Vz5mJ8Sg82ixuR9LE1eyoHWA96bCaNtr9sOwMU5F0PFa8bBBROkeyYUQJiD4i5jLrL1SpzLnnzyyaQbbrihE8Bqter4+PiQ7jBfcMEFPceOHQsHSEhImPS1wYzxdckll/RUV1eHA8THx49YrVYNcOONN3Y+/fTTIXXTDqXD+WQ0gFLqSq31CxMNHG+M1voNpVT+qMPXAOs9//1HYDvw3VOca0C1zlqyYrK8ncwnY1bsyU2M4vwFyQDsKG9huecLEhirH5NtuxpyDfFS5Ut8JPcjxITFQH8nlG+F8/4VLJ74MDoJVt0Gf/8Wy8KN99rTvIeSpJLQ/1AhTrPjXce9qx5gJJxflmkEIis818vumg4WpMaMeW1Vay85iVHYrBYWpMYQHWZlT20nn1x1csUiz5FHeWf5hHPYUr2FRYmLyInNgZ2/Nw4WXxV4cOZy2PsXFi+9lIcOPszAyAARtsB76IWYS8ZrMGiKCbexLDuOf1ac3OJkVrqa77n+wmwW5qVEjwk+bim5hSeOPMFv9/yWX1z8izHnfr32dfJi84yqdpVvGMFFfOAcSsD49y19MXHNR8iKz5KVDzEn/Pvf9uYcbXJGTec5C9Mdfb/41LJx75ANDAyo2tra8KKioiGABQsWDG/ZssWbcLhr166Y4uJi7xe+p556qqK0tNS7A2l4eJhXXnkl9tJLL+0GOHDgwKSRvO+YwcFBi+/5v/3tbzd+6Utf8tsP/fTTT8cVFxf3A/jOLSUlxTU0NKSampqs6enpQZWdnM6VD9MvlFIrlFIrx3sA/x3C+dK01o0Anp8BlyWUUl9WSu1SSu1qaWkJNGRStc5a7/7xYJgVQ/KSokiOCackI3ZM0nlebB7Hu47j1u5ApwDgjbo36B7q5ur5VxsHjvwd3MNQOipFJns1ABlt1aREpkjehzjtpnKdaa2NMrue4KN3cIT23iFyEo0vR/NTYnCE28bt91HZ2kt+krEdxGpRLM2OH1Pxam3GWqq7q9nZuDPgOZp6m9jXsu9klasjmyG5yFhNDCRzBQw5KQ1PwqVd8qVInFan8u/ZyZWP8YPlD89PYl9dl7fTeUVLLxZ1sg8IQFF6LEdGBR9JkUncvOhmXq56mbL2Mv/37ann3aZ3uTj7YpTbBdVvQcFFk084fQmcOEBRQuGYcwpxrmhqarI5HI5xVyJGb7syAw8zaFiyZElJdnb20Ne//vWxfR+CMHrblW/g8dnPfnZecXFxydtvvx3zm9/8JmAAlZSUNFJTUxMW7PtNuvKhlLJrrYeDOFeV5+cJ4JeTjJ34FuUUaK1/D/weYPXq1SF3gdRaU+usZXX66qBfY1bsyfVsH7lwYTIPvVVJ7+AI0eHG/7QXZF/AcxXPsaV6C5fnj95RZni+4nmSI5M5L+M848CBpyA+D7JW+g9MLQVbJKrhA2k2KGbFVK6z9oF2uoe6/ZLNAXISjOvGYlEsz40PWPHKKLPbx7r5yd5jy3LieXDHcQaGXd4+BtctvI4H9z/IPbvvYW36Wm+TUNOWKp/Ggn3tUPUWXPCN8SftSTpfMmjcWDrYdpDlqYF77wgx3U7l37O6jj7CbRZSYsLHHbNufjL/s62C9yrb2VCcSkVLDzmJUYTbTq76F6c72Ly3AefAMI4Iu/f4raW3sunIJu7dfS/3XHIPAL3DvXz1ta8SYYvgxqIbjeadg93BBx9DPRRHprGtdjt9w31E2af1prMQIZlohWKmREdHu4eGhkJeEDCDhpmYk+nRRx89ftFFF42tz+1jcHBQRUVFjX+XfZRg/tB6pdQDSqmPqNH/ovvQWl/n+blea71hkscng50gcEIplQHg+dkcwmuD1jbQRt9IX0jJ5tVtfUTYLaQ4jA/5CxYmM+zSvFvZ7h2zMXcjC+IXcN+e+wI2QesY6ODNujf5eMHHsVls0NtmNGVafN3YpkxWm7EdpO49lqUso76nntb+KQW5Qpw25v7weXHzAKhtN+7MmjkfYGy9Kmvqpm/I/8ZPs3OQ/mEXBcknxy7PiWfYpTnUeDIZNtwazpeXfpm9LXt5s/7NMXPYUr2FooQi8mLz4Ng/QLuMSnLjSS4CWySpLRWkRqayv3V/6H+4ELOgvrOfrITIMQG4r1V5CYRZLd68j4rmk5WuTEWepPOjo8ryxoXH8bnFn2N73Xb2tuzFrd18/83vU9FZwV0X3WVsa6x83RgcbPABFLkUGj3p9kkhzkYpKSkul8ul+vr6xr9wp6igoKB0us/py+1209LSYi8qKhpdiGpcwQQfi4BdwP8H1Cqlfq2UOm+qk5yC54FbPf99K/DcTLyJ2bU11EpXuYlR3g/5NfmJhNssfluvrBYrX1n2FY53HeflqpfHnOOlypcY0SMne3scft74YrR4nPgsezU07mN5kvH/JVn9EHPdmDK77ebKx8k96StyE3Br2FfX5fda3zK7J8eOTToH+MSCT5AVk8W9u+9F65M3izcd2cTelr18bN7HjAMVr0FkohHIj8dqM74UNeymJLmEQ20zemNJiGlT19FPdsLEKwcRdisr8+L5Z0UbbremstXo8eGrKN0IPkbnfQDcvOhmEiMSuWf3Pdy7+1621W7j31f/O+uy1hkDKt+AlEUQE0TxlpRFYLFR3Gtc+7L1SpyrLrrooq4tW7aMTXzkZM6H+Xj44YeDqvza2Nho01pPGtCY27fMxx133JEV7Lx37NgRtWLFil673T75YI9Jgw+tdZvW+nda6w3AWqAS+LVSqkIp9dOg3ykISqk/A28DRUqpOqXUF4CfARuVUuXARs/v084sH5jtyGZ/XRfff3ofI66JV5Bq2vrITTz5gR1ht7K2IJEdx/z36G7M28jChIXcv/d+v/K4w+5hnj32LEUJRRQlFhkHDzwFSQshbXHgN81aDa5BFg2PYLNIs0Ex91V2VRJpiyQ9Oh0wtl1FhVlJjD65PXSZN+ncP6Co9pTULUg+eZ2lxUaQHhsxptmg3Wrn9mW3c7j9MK/VGJV2nil/hp/u/CkbcjZwS8ktoDUc3wbz1sNkhSUyl0PTPkoTS6jqqqJ3OHA1LiHmEiP4GKevho8Pz0vmUGM3hxq7GRxxM2/UykdWfCTRYVbKRpXbBYiyR/HFJV9kZ+NOHtj/AJ9c+En+ZdG/GE+ODELNO8GtegDYIyC5iIyWChxhDsmvEuesr3/9682PPPJI8ujjV155pdPpdO7xzcm47bbbOgD6+vp2T3TO7du3R3/xi1+cdMeQy+V63/f8v/3tb+sB3n333bLJtlw9/PDDSXfccUdIu5JC7fPRADwI3Ac4gS+ON1YpNWbDaaBjo85/k9Y6Q2tt11pna60f9AQ/l2itF3p+tk90jqmqddaiUGTHZLN5XwN/freWN8rHT/TTWnt6fPjfYbpgQTJHT/TQ3D3gPWZRFu5YdgdV3VW8VPkSAM4hJ3e8egeH2w9zc8nNxkDnCSNJL9CWK5Mn6Ty8cT8liSXsa9l3Cn+1EDOvsruS/Nh8LMr4uKlt7ycnIcpvW0hidBj5SVF+vQcAKlv7CLNaxlTuWZ4zNukc4OPzPk5+bD737rmXF46/wH/98784P/N87rr4LuwWu9HR3NkI8zdMPvHMFTDUQ4k9Ho3mcJuUARVzW9+QUcxhvB4fvtYtSEJreHyn0Zxz9LYri0VRmO4Yk3RuuqHoBnIcOaxOW81/nPcfJ6/nul1Gj6p5Fwc/8fQlqKb9FCcWy8qHOGedf/75/evXr+8eGZm+Hm433XRT1w9/+MMZSVcwLV68uP+aa64J/EExjqCCD6VUhFLqeqXU00AFcAnwfSBzgpe9HeSxOaHWWUt6dDph1jDvVo+/vDd+zlFLj7EXPTfRP/hYkm2UDy1v9t8n+5Hcj1CUUMT9e++npruGW168hV1Nu/jJ+T/h2gXXGoPKt4B2w6Jxyn8CxGZBTDrUvcfSlKUcbJVmg2Juq+ysJD8u3/t7XUeft9KVr4sKU3ijvIXOviHvMaPMrtGM0Nfy3Hiq2/ro6B3yO26z2Lhj+R0c6zzG99/8PqvSVvGrDb8izOpZZTF7D8wLMvgASvqNz4ODbQcnf40Qs6i+w8inCmblY1l2PJF2K8/tqQcYs+0KjKTzshNOv22MpnBrOH+76m88eNmD2K0+2y0q3wBlgbzzg594xlLoaaIoJoejHUcD5kcKcS74xje+0RaoyeBc9u1vfzvk5ONJgw+l1BNADfBp4AkgT2t9q9b6Ja31mE8IpVS6UmoVEDmq5O56YM6WsKh11nrzPao8wcc/DjfT4gycP1Pj6bqcO2rlw6zgY+5rN1mUhTuW30GNs4brnr+O5v5m7t94/8nAA4zgw5E5/pYrMFZEsldD/S6WpixlwDVAeYck6Im5qX+kn4beBm++h9aa2va+gHvSb1yTy9CIm6c+qPceq2o7WWbX10JPP4KqtrFboS7Lv4ylKUtZmbqSey+5l0ibzxexitcguRDig8jtSi4EexTJLcdIj06X4EPMeXXe4GPyf2rDbBbWFCTSN+QiLtLutw3StDDVQWffMG2jgnxTlD3Ku6LpVfkGZCyDyPiArwnITDonnAHXANXO6uBfK4Q44wSz8vEKMF9r/Smt9d+01gOTjL8MuAvIxii5e7fn8S3gB6cy2ZlkBh9ut6a6vY9LilMZcWue/qAu4PiaUWV2TRlxEVgtyltO1NeGnA0sS1lGcmQyf7riTydL6wK4ho0qVws3jr/lypS1CtqPsyTG6EkiW6/EXFXdbXyJMCtddfQN0zvkCnhntiQzluU58fz53Rq01mitjeAjeWzwYX65Mr9s+bIoC3+8/I88cvkjRNt9Xjs8YJTYnf+R4CZvsUL6UmjYTWlSqSSdizmvrjP4lQ+AD88zmhLPT4kOWB3LrEgX6DoLaKgX6t4LPt/D5LnhVjxg/LspW6+EOLsFk3D+R621UymVppR6UCn1MoBSqsSTEB5o/Abgc6PK616ttX56Bv6GU9Y73Ev7QDs5jhwauvoZGnFzyaI0VuUl8JddtQGXnKvb+oxFiFEf8jarhcz4CG85UV9KKR687EE2f2Iz8+Ln+T9Zu9Ooi75w4+QTzl4DQFZHPYkRiexrleBDzE3HO8epdJUY+M7sZ9bmcqy5h/eqOjjRPcjAsDtg8JHlue7G+1Jks9jGfpmq3enZix7EliuTJ+m8JLGY6u5qnEMhbWsV4rSq6zBypCbq8eFr3Xwz+AhYYMebO1IfbPBR847RIDfU4CMqEeJymN9ej81ik6RzIc5yoSScP4KxCpLh+f0oMEGXLhYrpf5z9GOK85xRZqWrHEcOVa3Gl6P85Cg+vSaH4y29Y5JgwfgSlREb4deUyZSTEBVw5QOMfbJ2S4ByZOVbwGKHgiCS9DJXgLKgPFuvZOVDzFWV3ZUolNFfg7ENBke7clkGjnAbT+ys9uZeFQTYdhUTbiMhyk7dONdZQBWvGddY/gXBvyZzBQz3UWozcrkk6VzMZXUdRo8PiyW4VgGLs+JYk5/AhuLAJXHNIL++M8jrrPINsNgg98PBjfeVVoq9+RDz4+ZT1iErH0KczUIJPpK11k8CbgCt9QgwUVZYD9DrebiAK4D8qU1zZh3rPAYYd2crfUp7fnxJBtFhVjYFSDyvbu8bk+9hyk2MCrjyMaHyrZD3YYiInXxseIxRG71uF8tSllHVXUXXYNfkrxPiNKvsqiQrJotwq3En9mSDwcDbQqLCbHxiZRYvHmjyltIdXVHOlJ0QFfx2EDCCj5zzjOsnWJJ0Ls4g9R39QVW6Mlktir9+ZR0fW5IR8Pm4SDuOcFvwKx+Vbxgr82FjbxhMKm0xtJZTFL9Atl2Jc1JPT49as2ZN0cjICGVlZWFr164t8n3+tttuy0lNTV3qcp386n3fffclFhYWlhQWFpasWLGi+O233/Z+AGRlZS2Z7D1Hj3n00UfjlVKrdu/eHeF7/MILL1zocDiWb9iwYYHv8bVr1xaVlZWFAaxbt66wpaVlkhr2hlCCj16lVBKgAZRSHwLG/cartb7b5/FTYD0QdNOS0+lo+1HsFjv5cflUtfYSYbeQ5oggOtzGVcsy+fu+RpwDw36vqWnvIy8x8AdsTmIUrT2DY7o1j6urDpoPwYIgtlyZsldB/fssTTb+fyMdmMVcVNlV6bfFsLajj/goO46I8ZsRfeY8I/H8gTePByyza8pOiAx+5aOnBZr2BVdi11fSArBHk9BcRlZMlgQfYk4LtsdHKLISIqnvDCL46GuHxj2Qf+HU3iitFLSLYns8rf2ttPaHXEBHiDPaPffck3z11Vd3BKp25XK5ePnll+MzMjKGXnrpJYd5fMGCBYNvvfVW2dGjRw99//vfb/jXf/3XvFOZw6ZNmxJXrlzZ89hjjyX6Hv/Od77T9Lvf/a5yotfedNNNbXfddVdKMO8TSvDxLYxu4/OVUm8BjwJfDeH1UcC8SUfNgrKOMhbEL8BusVPValTXMZetP70mh/5hFy/sa/SO7xsaocU5OO7KR/Yk+9HHKN9q/Fx4afCTzloNA52UKqPaiGy9EnONy+2iqquKgtgC77Ha9r5xt1yZitNjWZEbT3vvELlJUWPK7JqM4KM/YE7WGJWvGz9DDT4sVqMMaOM+SpKk07mYuwaGXbT2DE578GFeZ5M68NTkpeIn4ql4VTxiNPeV1Q9xrnnyySeTbrjhhk4Aq9Wq4+PjvXewX3jhBUdhYWH/F7/4xZYnnnjCGxhs3LixNyUlxQWwYcOG3qamJm/ZuoSEhEnvgPuO6erqsuzatSvm4YcfrnrmmWf8Oqhfc801ztjY2DGdt+Pj40esVqsGuPHGGzuffvrppGD+1qCLCWutP1BKXQwUAQoo01oPjzdeKbUfzyoJYAVSgB8H+36nU1l7GRdkGfvAq9p6WZjqDSpZnhNPYVoMj7xVxXUrswi3WcetdGUyk2lr2/soTHMEHOOnfCvE5UJK0eRjTZ6k8+imAyyIXyDBh5hzWvpbUEp5k83BCMgXZUx+TXxmbS67azrJHyfAB2Pb1eCIm9aeIVIckyTYVrwGkQmQsTzo+XtlLIMPHqNkzafYWr2VrsEu4sLjQj+PEDMolDK7ociKj2Tn8SB6++55HNKWGMH6VCTOA1skhU7jvY60H+H8rBB6hQgxXZ79txyaD03vhZRa0se1/zNu87iBgQFVW1sbXlRUNASwYMGC4S1btlSYzz/xxBOJN9xwQ/tNN93U+ZOf/CRrcHBQhYeH+915u+eee5I3bNjg3ZF04MCBSZMUfcc8/vjj8evXr+9aunTpYHx8vGvHjh1RF1xwwYTbC3znmJKS4hoaGlJNTU3W9PT0CZv1BNtksFgp9V2M0rlfBj4OzJ/kZVcCV3kelwKZWut7g3m/06m1v5W2gTaKEotwuTW17f1+1XWUUvyvy4opO+Hk5y8Zd2K8PT7GCz7G6fUR0Migp8TuRycvsesrpQjCYqB+F0uSl7CvdR9uPSYoFWLWpEen8+6/vMvV868GwO3W1Hf0T7ryAXDl0kySY8JZnDX+l/yTK4yTXGdaG8HHvPXGSkao0pfCcC+ldqNvgax+iLnI3BqVNQPbrpyDI3T1j3uvEZoPQ8NuWH7T1N/IYoXURcS1lJERnSErH+Kc0tTUZHM4HAFXKgYGBtS2bdviPvOZz3QmJia6ly9f3vvMM8/4JQhv3rzZ8ac//Sn5N7/5TeD+EEF48sknE2+66aYOgE9+8pPto7deBSMpKWmkpqZmbNOgUSZdUJZeiwAAIABJREFU+fAEHTcBm4B3PYezgU1KqU1a658Fep3WuloptQwwN4C+Acy52/PmB1xRQhENnf0MudwUJPt/OfpoSRqfW5fPQ29Vsm5+knflY7xE2OSYMCLtVmqDWaqueRuGe0PbcgXGB3XmCqh/n2WFX+ep8qeo7q72u8ssxGyzKAsWq3GP44RzgCGXm+xxgnZfkWFWXvvOxUTZxw8WfHt9rMhNGHccNW+DsxEWXhba5E0ZywAo6Teu50Nth/hw5hSq+Qgxg8wgfNpzPuKN66y+o5+4yHFytfY8YVS5WnLDqb1ZWikc+TtFq6/kSIeU2xWzZIIVipkSHR3tHhoaCrgg8NRTT8U6nU7r4sWLSwH6+/stkZGR7htvvLELYOfOnZF33HFH3t///vfyyVYcxtPU1GR95513Yo8ePRp555134nK5lFJK33fffXUWS/AZGoODgyoqKmrSO+HBnPELwBqt9c+01n/yPH4GrPU8F5BS6uvA40Cq5/G4UiqUHJHTwizpV5RY5C3tGaij8vc/VkxpZizf+dtedla244iwjftBrJQiOyEyuJWP8q1gDQu9LjpA1kpoOsDSxGJAmg2Kuc1b6SrIL0exEXZs1vE/oibr9eG1+3FjlbDk6uAmOlpKEVjDiWspIzsmW5LOxZxU19GP3apIdURMPjgEJ8vtjnOduUZg35NGwZSYoHJNx5e+BPrbKY7Jprq7mv6REKtGCnGGSklJcblcLtXX1zdmC8ymTZsSf/3rX1fX19fvr6+v319VVbX/zTffjHU6nZby8vKw66+/fv5DDz1UuXTp0sHxzl9QUFA60fs/9thjCdddd11bQ0PD/vr6+v1NTU37srOzh7Zs2RJ0eUi3201LS4u9qKho3HmYggk+3EBmgOMZnufG8wXgPK31f2qt/xP4EPClIN7vtCprLyM9Op248DiqfMrsjhZus3LPTSsYGnGz9dAJ8pKiAnaENeUkRgW38lG+BfLOn1ppwsyV4B6moL+HGHuMBB9iTjOvr7wAwf1UBNXrY9AJB5+BxddN7RoDsNqNO7JN+yhNlk7nYm6q7+gnIy5y3AINUzXp9sbj26GnCZZ/5tTfLM34flSs7bi1m2Mdx079nEKcIS666KKu0V/2nU6n5Y033oi7/vrrO81jsbGx7tWrV/ds2rQp7oc//GFGZ2en7atf/WpecXFxyeLFixeNPm9jY6NNaz3hB8Nf//rXpOuuu86vqd0111zTYW69WrVqVdEtt9wy7+23345NS0tb+tRTT43pC7Fjx46oFStW9Nrt41ezNAWTcP4N4B9KqXLAXIrKBRYAd07wOoV/HxCX59iccrTjKEUJRqJ3ZWsv0WHWcZNX56XE8NNPLOabf9k7br6HKTcxivcq29Fajx+kNOyB1qOw9stTm3zWKgAsDXu8eR9CzFUVLT3YrSrolY9gTNrr4+CzxrbGFbec2htlLIOD/z97Zx4eV3El+l/1vmrfN6+SvNt4YXMwECBhC4GQMCEhJkyAZCADJGSyvCGZSfJmkhkyDIGXjYQQCAGSQAgEApiwmQAGL9hYwpYX2bL2Xa2WuqXe6v1R3S3JluW21N2STf2+r77bfe/tqtNSn7p1qk6d8ycWr7yCFw6+QN9QH1m2rKnVqdEkkaZeX9JdrgBynRZsZsPRc31s/50K5lA1SbfG0USNj8VDaqLi3Y53WZp/zFQFGs1Jwa233tpx5513Fl1++eXe2Dm32x3xeDzbD783ttH7hhtu6AUaJqr31VdfdV5//fUdE93zzjvvHLHJ6o477oh/ZuvWrcfchPXAAw/k3nTTTRO2E+OYxoeU8nkhRBXKzaoUZUA0AZullBP5lj0AvC2EeDL6/nLg/kSEShfD4WEOeA5wbrkKv3mwa5BZuc4JVzSuOKWMPl+QpRNshAU1W+QdDtHnC5LtPMrem20PgskGSz85uS+QWQbOfGjexrLZy/jlzl/iC/pwmJMbpEGjSQb7O1QY64lcqY6Xsmw7e9q9R7/h3YchryoeHW7SFC+HrQ+wyKqiCNZ21+pIPJoZRVOvn3Oqp+j2NA5CCEqyjpLrw98Hu5+FVdeC6RgR5xLBng0ZZRR1NzA7YzZvtb7F+sXrp16vRnMCsHbtWv/mzZv7Q6EQ4+X6mCxXX311WrJQL1myxP/xj398ggfyCAmNAqSUESnlJinlE1LKx6OvJ9zUIqW8C7gO6AF6geuklHcn0l662N+3n7AMU52jVj4OdvvGdbk6nOvWzmH17ImDAMTD7R5tqTowCDsfh0WXqw53MgihVj+at7IsfxkRGdH+6JoZS33XAPPyjyO7eAKU5ziOnuujay80boJTrjm+SHLjEQ0funh4CJMwsblt89Tq02iSyHAoTId3OL45PNmUHs34qH0SwsOwfApRrg6naAm01XBGyRlsbd9KIBxIXt0azQzntttu606m4ZFObr/99oQzg05pClII8cxE16WU26SU90gpfyylfHcqbaWC0ZGuQuEIjT0+Zuclp/MeCbd7lKXq2j/DcL+aMZoKJSuhaw/L3HMQCLa0b5lafRpNCgiGIxzq9jGvIDn7PWKUZdvjuT6O4N2HQRhh2aen3lDBYhBGXB11rCxcyWtNr029To0mSbT0DQHJj3QVoyzbfqTblZRq9T5/oYq8mCwKl0DXHs4oXI0/5Gd7xxEeJxqN5gRnqv4PM24D+fFQ11uH3WSn3F1OU6+fUESOG+lqMpTnqIfAUVc+tj0IuZVQMcWQnaWrAElWzwFWFKzg5UMvT60+jSYFNHT7CEVk0lc+YoOtI/QsHIIdjyo/dHfh1Bsy26BgIbTuYF3ZOvb17aNloGXq9Wo0SSBVYXZjlGU76B4M4AuMSkOw/Xcqt8cZN099ZXE0hYtBhlljdGMSJt5qfSt5dWs0mhnBcRkfQogcIUTcR0hK2Zp8kdJHXU8dlVmVGA1GDkwQ6WoyuG1mshzm8cPtduyGxrdh5fqpd9qxGafmbZxXcR67e3bT6E17iGqNZkL2dw4ApMD4GMn1MYZ9f4OBduVylSyKlyvjo1SlLtrYtDF5dWs0UyC2KpHsBIMxSrNUvS0x16vBLthwh5o8W/HZ5DZWpDaYu7oPsCx/GW+2vJnc+jUazbRzTONDCFEhhHhMCNEJvA1sFkJ0RM/NTrWAqUJKSV1vHVU5VYDabA6MyW4+VcqzjxJud9tDYDAnJzShMxeyZ0PzVs6rOA+Alxpemnq9Gk0SiRkfc/OT63YVGxQdEQZ024MqGMPxJu+ciOLlMNjJbGGjwl2hXa80M4a2rl6MBkFRRnJzfMQ4IqfOhjtgeAAuvRuOIwFZQuTMBZM9vu9jV/cueod6j/05jUZzwpBIr/F74EmgSEpZKaWcj8rx8WdU1vMTkrbBNrwBbzzM7sGuQdxWE7lHi0w1Ccpz7DQdvvIRGlbuIAsuAWdechoqWQkt71LmLmNhzkL+duhvyalXo0kS9Z2DFLituG3Hjv99PDitJnKclrErHwc2Qt1fYc31KkdHsohmOhdt77GubB3vtL6DL5hAIlGNJpV07+fabVfyGdfWpEaSG03MyG/u80P9a+oZtvYWKFiQ/MYMRuXi2K6MD4nk7da3k9+ORjPDGBgYEGvWrKkOhULU1dVZTj311OrR16+77rrygoKCZeHwSLyne+65J3f9+vUVAF/96ldLvvOd7xQCXHnllbOfeeYZ90TtffWrXy255557cmPvg8Eg2dnZy2+++ebS0fedeuqp1Rs3bnQAlJaWLm1tbTXFXgO0tLSYzjrrrMrj+a6J9FR5Usrfj45uJaUMSykfA3In+NyMZnRmc4AD3T5m500cZvd4iUXiiURGReLZ/Qz4e5TLVbIoXQWeRhjo4PxZ57Ojcwftg+3Jq1+jmSL7O5Mf6SpGWbZ9xPgIBeDZr0HWLFh7a3IbKlwCiPi+j0AkwDtt7yS3DY3meHHk0iYK+G7gLtj6YEqaKMywYTII2rr74JmvqNX2df+SkrZUg4uhvYbFOYtwW9x634fmA8G9996bd9lll/WOF+0qHA7z/PPPZxUXFweee+65CY2KyfKnP/0pc86cOcNPP/10diQyUQ7xsZSUlIQKCwuDGzZsSNi1IRHjY6sQ4qdCiNOEECXRcpoQ4qfAjItglSixSFdV2SNuV8l0uQLldhUIR2j3qkgkSAlv/wIyK2DuuclrqHSlOjZv4/xZ5wPwcqPeeK6ZGUgp2d8xkPRIVzGU8RFdgXj7Z9BVBxf9N5iT7P9udUHufGjdwerC1ThMDr3vQzP92LP4J3EHdc418Jdb4I17kt6EcumysnrP3dCzHy65K/n6NZqipeDrxuTr5rSi03iz5c3xw2lrNCcRf/jDH3KvuuqqPgCj0SizsrLiER6eeeYZd1VVlf/666/vfOSRRybO9QBkZGSErVbrhBaEy+UK2+32+D2PPvpozk033dReUlISePnll4/5wM7Ozo7Ld/nll/c99NBDCS9IJBJMeD3wBeC7jE0y+DQzLGng8VDXW0e5uxyn2UkgFKGp18flK0qS2kY810ePn+JMu8rr0fh28v1ki5eDMEDLNuZWX8jczLm81PASVy9IYux1jWaSdA0E6B8KpXDlw8FLuzqQnibEq/8F1RdD9YUpaYvi5dD4NmajmTNLzuS1pteQUiZ1xVSjOR4CoQgNXsmGc/6Xhf13wovfBn8vfPjbyXvOhIN8X/ycs/s2wKlfhPnnJafeoxHNdE7bTs4oOYO/HfobB/sPMidzTmrb1WiAb7/x7fJ9vfuSmjRnfvZ83/fXfv+o0YCGhoZEY2Ojtbq6OgAwf/78YCyLOcAjjzySc9VVV/VcffXVfd///vdLh4eHhdVqPapF/sADDxwz8tD3vve9uIvMwMCAePPNN92//e1vG/r6+owPP/xwzvnnnz840edramp2xV6vXbt28Hvf+17Cg+hj9kxSyoCU8mdSygullEullEuir38qpRxOtKGZxp7ePfH9Ho29PiIyuZvNAcpjYUB7fDDUrzbplZySXJcrAItTxVpv3grAeRXnsaV9i96kp5kR1Mc3m6fO7Wo4FGH42W+CjMCFP0xJO4AyPjyNMNjNurJ1dPg64i6cGs100OrxIyUU52bAlffDqs/D3++C+89XoXCnSmAQHr2ac/0b+JXhKrjov6Ze57EoXgEGEzS8wRklKhy9jnqlOZlpa2szud3u0HjXhoaGxCuvvJL5mc98pi8nJyeyYsWKwSeffDIjme3/4Q9/yDr99NO9brc7cs011/Q+//zz2aHQuOKMS0lJSaijoyPhTdPHXPkQQuRJKbtGvb8GOBWoAX4pT8C1UF/Qx6H+Q1wy9xIA9rarbPDJnpktzbYjRDQHwcafq9Cfn35EbahLNqUrYfezICUXzLqAX+78Ja82vsoVlVckvy2N5jjY36kmT+YlOdJVjLJsO+cYtmPb8xf48B2QPSsl7QDxTee0buesspGQuwtyUrDxVqNJgDyXld9ct4bqIrd6tlx6N8xaCy/8K9x3Lqz5gtILe/axKzuc3oPwx+ugdTsvzvsW//H+UtaHJRZTilf6rC4oXQ0HNlJ+/r9T7i5nU8smPrswyWF9NZpxmGiFIlU4nc5IIBAYd0HgiSeeyPB6vcYlS5YsBvD7/Qa73R759Kc/7UlW+4899ljO1q1bXbFN5B6Px/jMM8+4L7/8cm8in/f5fOJYbl6jSWRNdkPshRDiDuBzwFbgAuCuRBuaKkKIg0KInUKI7UKIKaXxNhvN3P/R+7l0zqUA1DT3YzQI1XknEavJSKHbRqB1F2z6Gaz8HJStSmobcUpXqo3svQdZkLOAUlcpLza8mJq2NJrjYH/nADazgZLM1PiIzwvu5R7zvXjd8+DMW1LSRpySFcrF8dAm8ux5LMldokPuaqYVp9XEOdUFyrUXVO6oZVfBP2+B074IW34N/7sU/nwT7H9ZJeCcCCmh4S34/TVwzynQsQv+4Xf0LvgsUkKbZyj1Xwpg7tlq5cbfx5klZ/JO2zsEw8H0tK3RpJn8/PxwOBwWPp/vCMv+sccey7n77rsbmpubdzY3N+88ePDgztdffz3D6/Um5Fd58803lz700ENZR7ve09Nj2LJli6upqem9WBs//OEPDyWytyRGTU2NraqqapzcEuOTiOCj/xCfAD4hpXwQ+AxwfqINJYlzpZQrpJSrp1KJ2WBmTdEayjPKAahp8VBZ4MJmTv6KRHm2jQsb71KuUef9W9Lrj1MaNWqatyKE4LyK83ir9S28gYSMVo0mZezvHGBunguDIQWzpa3vUfHsZ+mTLv60+F4wWZPfxmhsmVC2RiUxBNaVr2Nn5066/F3H+KBGk2ZsmcpF6sbXYNHHYddf4LdXwF0L4fF/hBf/DTb/Cuqeg/f+AK/dCU/dDL84Cx64EA7+HdbeBrdsgwUXj8r1kabw0nPWKTfKhjc4p/wcfCEfLzS8kJ62NZppYN26dZ4NGzaMccHxer2GjRs3Zn7qU5/qi53LyMiIrF69euCxxx7LTKTe999/315SUnJUy/3hhx/OPvPMM712uz3uyfTpT3+678UXX8zy+/0JPbhffPFF94UXXpjwSkwiG87tQohTUIaKUUo5CCClDAohwhN/dOYjpaSm2cO51QUpqf/jpjdZFtgOF/8oeXk9xqNgEVgz4MBrsPSTXDznYh56/yF+t+t3fGn5l1LXrkZzDPZ3DrCifBIuH8ei/X347eUIi4t/CvwflvuT6gJ7dOadB6/+AAa7uXjOxfx8x8/5Tc1v+Nqar6WnfY3meCheBpf/BC75H9i7AWoeh+Zt8P7TEDlsPOIqVEn+LrkLll8NlpE9t2Ux46Mv4cnNqVG2RiUbrH+NMy/6IfMy5/FAzQNcMucSHeBBc1Jy6623dtx5551Fo12d3G53xOPxbD/83tGb0YFugLvuuqtlvHqDwaCYaPP4Lbfc0n3LLbd0jz5XWFgY7u3t3QHwzjvvxDc2Njc37xyvjr/+9a9Zzz333L6jtXE4iRgfrYy4V/UIIYqllK1CiFwg8d0oU0cCG4QQEviFlPK+0ReFEDcCNwJUVFQkXGl7/zBdAwGWlCZkQB4fh97m0613sjVSSXnVZ0iNeRPFaFYRSPa8AJEIi/MWc8GsC/h1za/5ROUnKHCktHXNB4Tj1bOhYJimXj9XrixLriDNW+GRT4PBDNc+jfHR1rGJBlPJ/PPh1f+E+leYtfSTXDr3Uh6re4xrF19LviM/PTJoTmom+zybELMNFl2mCkAkovYh9jeD1Q1ZFROGzy3OVHsYm9OlZyYrzDoDDmzEIAx8fsnn+fYb3+bNljdZW7o2PTJoNGlk7dq1/s2bN/eHQiHGy/UxWf7+97/vTVpl49DS0mK69dZb2/Pz8xNekEgk2tW5h5XW6KU+YN1khZ0Ea6WUK4GLgJuFEGPallLeJ6VcLaVcnZ+f+ACgplmtEi0pTfKsaeceePQfCLtKuCFwO3+vT0PkqaqL1MOkVUU4+cqqrxCKhLj33XtT37bmA8Hx6tnB7kGkTGKkq4BPbaT91fnK4L72L5A7T+X66EmTO0jJCrV5d99LAHxx2RcJRULcX3PCRh7XzDAm+zw7LgwGyCiGstWQX33MvB0Wk4ECt1VlOU8Xc86Gzl3gbeeSOZdQ4CjggZoH0te+RpNmbrvttu5kGh7poKSkJPS5z32u79h3jjCpIOBCiH+PZjlP09MepJQt0WMH8CQq4taU2dnswSBgYXESjQ9vGzx8JRhMmK99EuHM4/W9afAJr7xAbYbdo/xiy93lXLPwGp7a9xTvd7+f+vY1msPY35HESFf1r8LPzoC3/h+svBZuegvyVZLQhUUZHOgepGcwMPV2joXBCPM+DPtfAimpyKjgsnmX8ce6P9I22Jb69jWaaaI0y56+lQ9Q+z4ADmzEbDSzftF63m57m9qu2vTJoPmgEIlEItqfLwVE/65jImFNNgPRZVMXJ3GEEE4hhDv2GvgIKtTvlKlt8TAv34XDkiRL098Hv/sk+Lrhs3/EkDuHD1Uq4yMSSXFUYkcOlJ+mNhBGuWHZDWRZs/jRlh/pDLGatLM/luMjb5IrH8MDsPVBuO8ceOjjyrj+/LPwsbvVhtooZ1XlIyW8vrczCVInwLzz1Cpju+qGvrj8i0RkhF/t/FV62tdopoFZuU72dgyk71lSvFzp+YFXAbiy8krcZje/rvl1etrXfJCo6ezszNQGSHKJRCKis7Mzk8PG7JMdcaf7n1MIPBndZGYCHpFSPp+Mimua+zljXsIZ4SemvRYe+6xKQnb171VCQeCsynye2t7C7jYvi0pSvCm26kL427+BpxkyS3Fb3Ny84mb+79v/l5cbX+a8ihRnptVoRlHfOUBplh27JcFIclJCXwMc2gQHX4fapyDghfwFcOF/waprx3UPWVqaSbbDzMY9XXx8RWmSv8U4xDI87/sbFC2l1FXKFZVX8MTeJ/jHJf9IiSvhRK8azQnDGfNyefLdZna1puFZBmqVcfZZUL8RpMRlcXFV9VU8UPsAh/oPUZGRpP0wmg88oVDo+ra2tl+1tbUtYfIT85ojiQA1oVDo+tEnJ2t8pChZxfhIKeuB5cmut9M7TFv/EIuT0YnufBye/mcVcerzz0LF6fFLZ1WqKFev7+1Mn/Gx53mVXAq4supKHt39KHduvpPl+cvJs6cw6pZGEyM4xBX1/8bFlmx4dbNamRud6ExKCPrA2wr9Laq016j3oHRpwSWw+jq1ojdBhBujQfChynw27u1ESpn6aDjuIihcqvZ9fOgrANy47Eb+vO/P3Pfeffz7mf+e2vY1mmng7Cq1/+TVPR3pMT4A5p4Du59RCQ9z5vDZhZ/lofcf4sHaB/n2Gd9Ojwyak55Vq1Z1kGavng8ykzI+pJQRACHEd6SU30uuSOmjpkVtNl86lUhXQT+89D3Y9FOoOAM+9Rs1MBlFYYaN6kI3r+/t4otnz5uCxAmQXw3Zs9W+j6jxYTKY+Lcz/40vvvhF1j+3nl9c8AvK3eWplUPzgUcO9zN7uI6C8CC8+ucJ7hTgzIeMEpWZueJ0pUsFC9XMZ4Ksq8zjLzta0jcrO//D8NZPlWuY1UWRs4irqq/id7t+xykFp/Dx+R9PvQwaTRopzLCxsDiD1+o6uemc+elpNL7v4zXImUO+I58r5l/B43sf58MVH9aRrzSaE5CpbnS4HjhxjY8mZXxMaqAiJex6Gl64AzyH4NQb4SP/ASbLuLefVZnHQ5sa8AfCibugTAYhVNSrrQ+oyEDROO2nFJzCrz7yK2566SbWP7een5//c6pzqlMnh+YDT1vYzdnDd/H9i5bwuTUl4O9Ve6KQgFC/VZMVXEVH1ZvjYV10VnZjOlYYQYXcfePHyj2s+iJARZjb17eP77z5HRxmBxfMuiD1cmg0aeSc6nx+ubEe71AQt82c+gbzqlQfUf8arPo8ALevvp0dnTv4l9f+hYcvfpi5WXNTL4dGo0kax/RrE0L0H6V4gRPasbmmxcOcPOfxd6DttfDQZfCH9So++uefhYvvnHAAdVZVPoFQhHcO9kxR6gSo+iiEhlR0oFEsy1/Ggxc+iEEYuO7563ir5a3Uy6L5wFKUYWPTt87jsmUlKiyuq0BFp8qvVse8SpVbIAmGB6hZ2QVFbjbuSdOm8/LTweyMZzsHsBqt3HPuPSzNW8rXN36dN5rfSI8sGk2aOLsqn1BE8sa+NERwBDVJMfdsOLBR5SYBHGYH9374XsxGM19++cv0DR1XlE+NRjPNJLKppg+olFJmHFbcqASEJyw1zf3Hl1zw0CZ49Gr42ZnQ+p7KWv7FjTD7Q8f86Kmzc7CYDLyejoHRrLXKX37PkXvy52XN47cX/ZZcey43vngj1z53La82vkpERsapSKOZPEIIijJtZDrSMDsa5eyqfLYc7GVwOA35T00W5RISzfcRw2F28NPzf8r8rPnc9sptbGrdlHpZNJo0sWpWNm6ridfSZeSDCm3t64JDb8ZPFbuK+fG5P6Z9sJ2vvvZVguHgBBVoNJqZRCLGx0PArKNceySJsqSV3sEAzX1+lhzLPSM0DDV/gvs/Ar/+qDJAzv4m3PIunHoDGBPzXLNbjJw2Jyc9+T5MFtVZR7OdH06Jq4TfX/p7vr7m67QOtvLPL/8zVzx1Bfe9dx9b2rYwFBpKvYwaTQpYV5VPIBxhU313ehqcfx70HoD2sXl0MiwZ/OKCX1DsKuaGDTfwjY3foGWgJT0yaTQpxGw0sHZ+Hq/WdaYv5O7Cy1Swik0/G3N6RcEKvrv2u2xu28ztr91Oz1AaPAs0Gs2USSTD+R1SyneOcu0bsddCiMXJFCzVxDabH3Xlo60Gnvsm/M8CePw6FYHnojvhK7Vw7rdU5J7j5KzKPOravbT3p2FwX3UhDLRB4/izrg6zg88t+hzPfuJZfnDWD7Cb7Nz77r1c98J1nPnomVzz12v47lvf5cHaB3m18VXqPfXaKNHMeFbPzsZuNqbP9WrxJ8Bkh7d+csSlHFsOj17yKDcsvYGXDr3Ex578GHdvvVsPkDQnPGdX59PqGWJvx0B6GrQ4YNV1UPdXFfVqFJfOvZRvrPkGrze/zhVPXcGGgxvSI5NGo5k0yczh/ltgZRLrSyk1zf0ALCkZZXz0HYKaJ2DnE9C+EwxmFepz5edg7rnHFXlnPM6qzAd28/reLj65qmxKdR2TRZfBhjtg453wuSePepvZYObSuZdy6dxL6RvqY3vndra1b2N753b+1vA3+obH+tLm2fMocZVQ6iylzF1Gubuccnc5szNnk2vLTX2IU41mAqwmI6fPzWFjOlYYAZy5sHI9bPm1mpTIHKvXTrOTW1bewqeqPsU9797D/TX380DtA6zIX8F5FedxbsW5OvKc5oTjnOpoyN26DqoK3elpdM31KsDDO7+Ej/7HmEvXLLqG04pP49tvfJvbX7udCw5ewFdWfUXrlkYzQ0mm8XFCjTprmj2U59jJjPTB20/iGYVWAAAgAElEQVRCzePQ+La6WLZGJTRb+ik1uEgSC4rc5LmsvLy7PfXGh8UJa2+FF78Nh96GitOO+ZEsWxbnlJ/DOeXnxM95hj009DfQ0N9Ay0ALLYMtNA80817Xe2xo2EBYhuP3ui1u5mTOYW7mXCqzKlmQs4DqnGoyrVMIZazRHCfrqvJ55S/v09jjozzHkfoGz/wybP6VCrt74X+Oe0uxq5gfnPUDvrDkC2xo2MBLh17izi13cueWO8m357M4dzGL8haxKGcR87PnU+wsxiB0nivNzKQ40051oZtX6zq5cV2Kw8fHyCyFRR+Hbb+Fc74FVteYy5XZlTx88cP8pvY3/HT7T3mx4UVOKz6NT8z/BOfNOg+r0ZoeOTUazTFJpvGRJufPJBD0U9rwJDcb34T/eRdkGAoWw3nfgSVXqjwZKUAIwZUrS7nv9Xp2NPaxvDwrJe3EWfMFePMeePUHsH6iPAtHJ9OaybL8ZSzLX3bEtWAkSOtAK43eRg72H+SA5wD1nnpeb3qdP+8baa/YWczi3MUszlvMkrwlLM5djNuSptkyzQeOWMjd1/Z0cs3pR9uulkSyKmDpJ2Hrb2Dd1yZ0yZyfPZ/52fO5acVNNHob2di0kdquWmq7a3mt6TVktBu1m+xxQ35O5hxVMuZQkVGBxZic6GAazVQ4uzqfB944wOBwCKc1mUOJCTj9Jqj9E+x4VO25PAyTwcT1S6/n0rmX8tS+p3hy35N84/Vv4H7bzenFp3Nq0amcVnwaszNm61V6jWYaEcnaMCaE2CalnBFuV6tXr5Zbtmw56nVPXw/W/60iYM8nY83VsOSTULgoLbJ5h4Kc+6PXKM228+Q/nYnBkOIO8M17lfvVP74wJut6qunyd7GnZw91vXXs6tlFbVcth7yHABAI5mfPZ0X+Ck4pOIUVBSsoc5Xph8E0IYTYKqVcfbyfO5aeTRdSStbd+Qr5LiuPfykNOgYq/PbPzoRz/xXO/vqkqhgMDlLXU0e9p579ffup99RT76mnbbAtfo9RGCl3lzM/az5zs+ZSmV1JVXYVFe4KTIY0DQA1k+Jk07M393XxmV+9zS/Xr+aCRYXpa/iXH1b5gr68BQwTrw5GZIR32t7h2fpn2dS6Ka5LefY8tdqYu4hFuYtYmLOQAkeBfgadBExWzzTpJZnGxyYpZfpGtxNwrM46EpE07d+JtaCSwkx7GiVT/GlbE1/9ww7++8plXLUmxT6pgUH48XIoXAzrn0ptW8fAM+yhtquWHV072NGxgx2dOxgIqg2LBY4CVhWuYlXBKlYXrWZu5lz9IEgTJ9ugCOAPmxv5+hPv8YNPLOXqUyvS0+jvroLmLXBbTTy5ZzLwBX009DfEjZH6vnr29e2j0dsYd3u0Gq3My5rHgpwFLMxZyIKcBVRlV+Ewp8HtTJMQJ5ueBUIRTvneBs5bWMg9V5+SvoZ3Pg5PfAE+80eo+kjCH5NS0uht5O22t9nWvo33u9/ngOdAfLUxw5JBVXYVldmVqmRVMj9rPi6L6xg1a2YS2vg4MUjI+BBCWIDPAotR7lXvA49IKYdTK97kmKmddQwpJZ/6+Vsc6Brk5dvPSX0ehNjqx3XPw6wzUtvWcRCOhNnXt493O95lW/s2trRvodOvohTl2HJYVbiKNUVrWFO4hnlZ87QxkiJOtkERKB27+pebqG3p56Wvnk1Bhi31jTa8BQ9cqKLinXZjypsLhAPUe+rZ07uHvb172d2zm909u+NBIgzCwNzMuSzOHXF3rM6p1m5b08TJqGf//fxufvrqfh74/BrOXVCQnkbDQbh7KeTOh2v/opIQThJf0Eddbx27e3azt3dvXJd8IV/8nhJnCfOz5yvDJEsZJrMzZ2M2pC9/kSZxtPFxYnBM40MIsQh4GngD2IraWL4SWAtcJqV8f4KPTwszubOOUdvi4WP3/p31Z8zm3y9LcZTigA9+vAzyF4zbWYcjksYeH4d6fDT3+Wnq9dHaN0SPL0CvL4jHF6B/KEQwFCEYiRAKq9+MxWTAajJgNRlxWo1kOyxkOy1kO8wUZdgozrJTkmWnNMtGeY4Dq2niaGFSSpq8TWxp38Lmts1sbt8cXyYfbYysLlzNvKx5ekNukjgZB0UAB7oG+ejdGzl/YQE//eyq9DR6/0fA0wRf+vukwnFPFSkl7b523u9+P15qu2vj4X1NBhMLshewJG8JS/OXsjRvKbMyZmldSgMno54Nh8Jcdu8b9PoCbPjKOrIcaTJs3/4FPPd1uPCHcPo/JbXqiIzQOtjK3t697OvbFzdIDnoOEpIqeanZYGZe1jyqsqvipTqnmhxb+nVeMxZtfJwYJGJ8vAT8UEr54mHnzwf+VUp5bgrlmxQzubMezbf/XMPv3m7g6S9/6PgyrU+Gd34Jf/0aQ2fcztZ5N/Fek4fdbf3saR9gf+cAgdBIMkKjQVCUYSPXZSHTbibbYcFtM2E2GrCYDJiiPvSBUIRAOMJwMMLAcIiewQC9PlU6vcNERv20DALKsh3MyXMyN99JdaGb6iI3VYXuo25WlFLSNNDElrYtbGnfwjtt78SNkSxrFqsKV7G6cDWrCldRlV2FcYqhkD+onIyDohg/eWUfd75Qlz6/9KYt8MBFan/VNX8C45Gzo4FQhF5fgO6BAH2+AIOBMP5gmKFAmOFQeMy9BoPAbjZiNxuxWYxk2ExkOSxkO5RuGhPYzyKlpHWwldruWmq6aqjpqqG2u5bB4CCgotQtyR0xRpbmLSXXnrwofxrFyapnNc0eLv/JG1y8tDh97ldSwmOfhb0vwOf/mlA0x6kSDAc50H+APb174mVvz146/B3xewrsBVTnVMfLguwFVGRUaOM+jWjj48QgEeNjt5RywVGu7ZJSLkyJZFNgpnfWMfp8Ac6/ayNDwTA/+MRSPra8JKn1h8IRdrd52drQy7aGHi7Y/59cGnqR/xP8Ao+Ez6M0y05loYuqQjfz813MznNSmm2n0G3FZJxaZxkKR2j3DtMSXUk50OXjQNcgB7oG2N8xiD+oBllCwKwcB4tLM1lSksmS0gyWlGSS7TxyBk1KSfNAM1vat8QNkuaBZgBcZhfLC5azsmAlpxScwuLcxdrfPUFO1kERQDAc4WP3/h2PP8iGr6zDbUu9q0Tk3d9heOommiqv4fmK22nq9dPU66elz0+Lx0+fL5iUdoSAXKeVokwrRRk2CjPUCmN5toPyHDuzcpxHdekMR8Ic8BxgZ9dO3ut6j52dO9nbt5eIVJMQJc4StTqSt5TFeYu1PiWBk1nP7nlpL3e9uIeffGYllywrTk+j/j6472wIBeBLr4Mz74hbpJT4g2F8gTDhiCQUkUQiEinBaBSYDAKjQWAxGXBaTAkZ84fTM9RDXU8de3r3sLtnN3W9dRzoOxBfJbGb7FRmV7IgW4Wej62UaH1KDdr4ODFIxPjYAyw9fH+HEMIG7JRSVqZQvklxInTWMZr7/Hz5kW28e6iPa06v4I5LFmEzT24G3+MLsq2xl60He9na0Mv2xr74IL8ww8qqsgy+3vddZvW+yeDlv8G1/OPJ/CoJE4lIGnt97G7zUtfmZVdrPzUtHhp7/PF7ynPsLCvLYnlZJsvLslhalonDcuQKSdtgG1vbt7KtfRtb27ey37MfAJMwUZ1TzfL85SzNX8ryvOWUuXVErfE4mQdFAO8e6uUTP3uT6kI3d35yOUvLkrfK2NE/xPut/exu87I7eqzvHOSr4mG+ZHqGO4LX8ZTpIkqz7ZRm2SnOslHgtpHjtJDjVCsYLqsJu8WAzWzEajKO8YoMhSVDwXB8AOUdCtLnC6oVxsEAHd5h2vqHaPMM0eoZwuMfa9jkOC3Mja42zst3UVnoorLATWmW/YgoYL6gj109u6jpquG9zveo7a6NG/cCofaP5I1ECKrOrtYDqOPgZNazYDjClT97k8YeH3/55w9Rlp2630UwHKGlz09zrx9/47ucvfEzHHQt5+7CH9DtC9PrC9AzGGBwOIQvGOZ4YurYzMoIccdXGNXKf57bSr7LSkGGlXy3lZJMO0WZtqM+qwPhAPv79rO7Z/eIUdJThzfoBZQ+VWRUjHHbqsyupNRVqldJpog2Pk4MEjE+7gBOB74spTwYPTcbuAfYIqX8XmpFPH5OhM56NMFwhB+9UMcvNtazsDiD9WfM4vS5uczOdYw7WJZS0jkwTH3nILUt/bzX1Md7TR4OdCk3CqNBsKg4g1Wzslk5K5tVs7IpybSpugKD8ODHVGjQ9U+lNfzusfD4gtS2eHiv2cN7TX3saPTQ3KcMEoOAqkI3K8qzWFGexfLyLKoK3UfMVHmGPezo3MH2ju282/Eutd21+EOqjmxrdnwWNxZmUYdXPLkHRTFe2tXOt/60k+7BADecNZfbzq88LiM/EpEc6vFR29LP+60ealv6qW3pp9M7MidTnGljQdSVcH6enQve+wqZza8hrnkC5qXHO7V/KEhjj4/GHj8N3YMc6BqkvmuQ+s5BugZGZLWbjVQWuuLuj9VFbhYUZZDvHpuIrWeoR7lpRXOR1HbX0uVX2eMFglkZs1iYu5Dq7KirSXY1efa8D7xOjcfJrmd7271c9v/eAOCmc+Zxw7q5k55Ii+1DrO8aoL5T/YYPdg1yqMdHS59/jEvvVcZX+G/zL/mz+WIey/kn3E4H2Q4zbpsZp8WIw2rCbjZiNhowGsAYDc8bia6EhCMRhoIRfIEwvkCIgeEQ/UMh+nwB+nxBegYDdA0MMzzKNTlGrtNCSZad8hx7fNWxIsfB7FwnJVm2MR4EUkpaBluo66mjrrcuHoq+0dsYv8dhcjA/S+UCmp81n3lZ85ifNZ98e77WqQTRxseJQaLRrr4MfB2ITWcMAj+SUt6bQtkmzYnSWR/OS7vauePPNbR6hgAocFtZVpaFQUAo2lH2+QIc6BzEOxyKf64ow8ayskyWl2dxSoUanI+3ShBnsEttjO07BB+6Dc66HczpDzmcCF0Dw7zX1Mf2Rg/bG/vY0dgXn911WIwsLc1kRXmWWiUpz6Q0yz6mkw5FQuzv28+Ozh3s7NpJbXct9X318RClObYcqrKr4qFJq7KrmJ05+wOVDfdkHxTF8PiD/Oezu/j9lkZm5To4t7qARcUZLCh2U5HjwB8MMzgcYmA4THv/kBr0dKo9UXVtXgYD6jdjNAgqC1wsKslgcUkmi0syWFiUcaSL01C/0rOuPSr54FlfA9P0RZry+ILs6/Syt32APe0D7Gn3srvNO8YoyXVaWFCsDJEFRW4WFmcwv8AVH0RKKenwdbCrZ5cq3bvY3bOb1sHWeB05thwVpjQ6gJqfNZ85mXPItKZ4X9sM54OgZ4e6ffzguV08V9NGSaaN2z9SzalzcijOtB3hyiulpM8X5ED3YNRQ9rG/c4D9HQPUdw2O2YeY5TAzJ8/JrBw1uC/LcVCWbac4006R24r9le/App9A+Wlw5f2QldwQ9lJK+odCdHqH6egfosUzRGufnxbPkArS0uOjqddPIDwis8kgKMu2MzvPyexctfoYO5Zkjqw8+oI+9vXto663jn29+9jXt4+9vXvpHe6N1+W2uJmXOW8k4WjmHGZnzKbUXaqjbh2GNj5ODI4rz4cQwg0gpfSmTKIkcCJ11ocjpeRA1yCb6nvYVN/N7rZ+DEJgMgqMBgMZNhNz85zRjdsuqovcFE4mjOhgF7zwr/DeY5AzFy65K22zs1NBSsnBbh87GvvY3tjHu4197Grpj3f6uU4LS8syWVaaydKyLJaUZlCUYRtjkPhDfup66ni/+/0xYRaDEWXUGIWRioyKIzr7iowKMiwZ0/K9U8kHYVA0mr/v7eLuv+2htqU/7pZ4NPLdVubmOakucrO4JINFxZlUFroSn9H198Hz31QZmYuWwRW/SFtC00TpHhimrs0bd4Pc3dZPXbuXoaDSKYOAOXnOuEESWyUpyx4ZQHmGPfFNuHU9dezrU4Oo2KojKKNkbuZcZmfOZnbGbCrcFczKnEWZq+wDEf73g6Rnm+q7+d5f3uf91n5gZCCe7bTgHQrh8Qfx+INjDAwhoDzbwfwClyr5Lubmq+dczjh7AI9g5+Pwl9vAYITLfwoLLknV1xuXSETS4R2moXuQhh4fDd2DHOzycTC6AukLjPQ1VpOB2bnOeACWufku5uQ5mZfvJMthQUpJ91B3PKdPLPHoAc8Buoe64/UYhZFSVykVGRXMyphFubucMlcZ5e5ySlwl2ExpCDE+w9DGx4lBIm5XXwU8Usr7Dzv/z4BRSnl3CuWbFCdiZz1t1L8Kz3wFeuphzjpY9mlY+DGwnTiD7EAowu62fnY0Kveznc0e9rR740vzuU4Li0oyWFKaycLiDBYWuZmT5xwzExeMBGnwNLDPs499vWrmqd5TPyaRG6goWxUZFVS4Kyh1lVLqKqXMXUaJq4QCR8EJOQv1QRoUjSYSkTT0+Njd2k9znx+HxYTTasRlNZHnsjIn30lGsjao73oGnrkNhjyw6vOw8looWpKculNAOCJp6B6M72XZFTVMDvWM5D+wm41UFaoJkMoCt9pPUuiOu3hGZISWgZb4oCmWJPFg/0E8w554PQJBobOQMleZ0iVnCcWuYnV0FlPgLDgpViI/aHoWjki2HOzhQNRdqqHHh8cXJMNuIsNmJtNuJt9tZXauk9l5Tspz7McMx35MuvfD49dB6w6ovliF4Z191pRygSQDKZVhUt85yMFutaJ6IOoOeajHR2iUH1l2dJVnTp6LOXmO+MrJnDwnTqsJz7CHg/0HOeg5SEN/Aw39DRzyHuJQ/6Ex+UkAcm25lLpKKXGVUOQsGlMKHYXk2HJOuj0m2vg4MUjE+KgBVkopA4edtwKbpZTLUijfpDhRO+tpIziklqy3/RZ6D4DJBtUXwdxzoGyNyg9ygoWx9QfC1LbEfPM91DT3s7fDS3BUjpKqQhdVBW6qitxUHWUjbjAcpHGgkQOeAxzqP8Qh7yEa+xtp8DbQPtgez44LahCVb89XHbuzkAJHAfn2fAocBeTZ88iz55FrzyXLmjWjOvwP2qBo2hjsghe/Azv/COEAlK6Gleuh8iOQkaYIQVNkYDjEnnYve9q81LV72dPupa5tYIzrlsNiZF501jp2nBMdQMXCanuGPfGBU5O3iaaBJhq9jTR5m+KJRkeTY8uhwFEQ16l8Rz759nxy7bnk2nLJseWQa8/FYRp/n9xMQOtZmggNw9//F965D3zdULgETvsiVF8CzpkXQjoYjtDY44sbIwe6BznQOUh91wDt/WPzOCtjzUFFjlMdcx2UR13Rchxmeod747rUMtBCy0ALzQPNNA800zbYFl/dj2ESJnLtuRQ4Csi156pnlC2XXHsu2bZscm25ZFuzybJlkWnNPCEm17TxcWKQiPGxU0q59HivTSe6s54kUqo8BTv/ALVPwmB0EGBxQckpKqNs7jx1zJ6jBkzWjGmfVUqUQCjCvo4Bdrf1sysamWhPu3dMB281GZgbW+6PDphm5zmYlesk12kZM7AJhoO0DbbRNNBEy0ALbb422gbbaB1spcPXQaevk4HgwBFyGIWRLGvWSOduyybTmkmWNYssq+rkMywZZFgz1NGSgcviwma0pWRgpQdFacbXAzseg20PQududS5nLsw6E8pPV25ZeVVgdU+vnMdB72CAfZ1qH8neduWzv79jIB4wIkaB28rsPCcVOQ7lv5/roCzbQXm2nTyXFYNBEAgHaBtso2WwhdYBpUvtvnbafe1xveoZ6hlj+McwG8zxwVK2NZsMawaZ1kwyLZlkWjNxW9zxkmHJwGl24ra4cZqdKdOvGFrP0kzQr1yxNv0MOmoBAcXLlXvxnHVQtHxGGiOj8QVCY1y3GroHOditXLoON0wcFiNl2XbKstV+GBVdTyX5Lc60k+cy4w164s+pmC51+Dro8HXQPdRNl7+L3qHecXULVEj72PNp9HPKbXbjsrhwmV1xfXKanbjMLhxmBw6TI35MdT4ubXycGCRkfADnSynbDztfCPxNGx8nKVIqV6ymLdC0GVrehe59MNQ39j6zEzJKwFWoOnJnPjjyVHZne/ZIsWaALVO5c5lsM8pg8fiC7O3wsqd9gPpONXDa1zFAU69vTFQVh8UYz6FQlu2Ih04tybJTkmknz2U5YlPlYHCQTl8nXf4uuoa66PaPdPA9Qz30DvXSO9xL33Af/cP9R+30QWWnjg2YXGbXmM7daXbiMEWPZgd2kx27yU6OLYe1pWsn/P56UDRNSKncQw7+HRrehIY3xupXRpky9rPKIbMcMsvAXRTVtQKV12CGr0j6AiEOdA0eMYA61OM7YvBkMRkoi+pUcaadkkwbxVl2CjOsFLhVHpNcpwWDQRCKhOgZ6qHb3033UHf8de9wL31DffFjf6Afz7AHz7AnnnfhaBiFMa5LTpMaPNlNduxmOw7TiE7Fis1kU8VoI8+exxklZ0xYv9azaUJKaN4G+1+C/a9A0zsQif4W3MVqZaRgAWTNUpNq2bPVM80ys8NI+wNhmnp9HOpRpbFH5dRSeYV89A+N/b0bhFo5Kcq0U5RhpTDDRoFb6VZ+hgolnOeykukwMBjqH3k+jXpGeYY99A710h/oV2VYHQcCAwQigaNIOhar0TqhLlmNVmym6NFow2qyYjWqUuIs4bxZ501YvzY+TgwSMT7WA7cAtwPboqdXAf8N/ERK+WBKJZwEurNOIb4e5Vfb1wD9LeBthf5mGOgEX5daLfH3TlyHwaxmda0uZZRYXGBxRotLdfpmuzJsLA4wR9+bbCNHkw3M0aPRCqZoMVqiRysYpubaFAhFaOr10dCtlsQbe0c6+MYeXzz6UfxrCchzWSnKVJ16XrQzz3dbyXVZyHFYyHGp/A5ZdgsW01j5wpEw3oAXT8AT79T7A/14A94xZSA4wGBwMH6MFV/Qx1B4aEydszJm8cwVz0z4PfWgaIYQiUDPfuisUysiXXuUrnmaYKBtnA8IsGeBPSdq7OdEDfzMEUPfEtUxq0vpnNkxSt+iumW0TMtkgD8QprHXR1Ovj+ZoIsamXpWIsbVviA7v0BjjH1SksVynZYxe5Tot5Dit5DotZDnMZDstZNnNZEWzwFtMBpVsLuQ/Qp8GggMMBAbwBr34gr4RXQr58IV8+IN+fCF1fig0hD/kxx/yj9kHBrA4dzGPXfrYhN9X69kMYdirJtTaa6GtBtpr1MRaaGzfiS0TXEXK4HfmgyM3WqITa7YspX+2LKVbM2xizTsUpDUajaulz0+bR+UDiuUFau8fOsJAiZHlMKvn1ah8RFlOM1l2lfsk065KRvTotpmwmCL4w0c+lwaCA/hDfnxBH76gT70O+eK6NBQaYig8FNev4fAww6Fh/GE/w6HhMUbNqUWncv9H7x9X5hja+DgxSDTU7kXAN4HYDska4IdSyudSKNuk0Z31NBMOqY21/t6RMuSBYY8KPzrcD8MD6iEQGFDvAz6VgyQwoI5BP4T8x25rIgwmNbAymqNHS/SceeR17L3BDEbTyLkjilEVYQSDCSkMBCKCgYDEG5R4h6V6HYjQPxzBOxzBG30flgbCqCIR8dcWkwmrxYzNYo4f7RYzVosl/t5mHfXabMZqNWOzWMbcYzKZo3IZCQvwh0P4ZQBfOEDEYGRO4YoJ/0x6UHQCEBpWRr63HQY7YKBDGfq+bjUh4O8Z0bOhqJ7JiSN5xREGZYSMMertIwZ9zJg3RXXIaB2lU+YR/TGYojpkPkxvRh2FUU0KiNH6ZFQyHFZCEnr9YXp9QXp8IXp8Qbp9IXpjxR+MH4dDkggGJCARowpYTCacNhMumwWHxYTDasFhNatiMWG3mnBYzdgt6mg1Kz20W03qtdWEzWxSemo2YTWbiBBmKDKsBk6hIQSC8oyJw7tqPZvBRCIw0K4m1XoPjuiatxW8bdGJtW71DJsIgylq3LuUwW9xRifPYhNq40yijZk4sx32zDIf/RklYrplGHkvDCN6JcRY3UKM0i8BCIZCEToHVLLSzoEg3YPDdHkDdA8O0z0YoGdAJWzsjeY8GR1KeDwcFhWww2U14bSOBPCwW0wq54rFhMNixG4xYjMbsZuN2MwqwarNbMBmMmI1G7GaDNjMBqwmI2ajABECEcJiFOQ4siaUQRsfJwYTJIMYIWpkTKuhIYS4EPgxYAR+JaX84XTKo5kAoynqgjVFf9pIBII+NSMV9KmN8UGfGoiFhqLn/Wrzbuxc7PXoYzgIkSCEAuoYex8OquX32DHgUwO22PtIOHoMjbyXYYiEEZEwVhnGGgmTK6P3yXE65mNpWDBaBqf2p4phBFzRAtBpLoV/fT85lWumD5NV7QvJmZvY/VKOGPPD3hGDPzjKyA/6o+99I8Z+cGhEt0LDqgz1Q3hY6U94dInqUDiqV8n+ykB+tEyIMVomIqZnScQkBQ4hiGCg0VoJ39qU3AY06cNgUHsYM4onTrwbDipjf6gvOrHWp4z9gFfp2VB/VL8G1bnAoNKvgfYRfQsNRfXMP+L+NU3YgPJoGSG6chNfwREgBNI6ck3Gj4x9LyWEQIYEcjB6XarrkejryJjPiviEQayeIycQ1LkIBnbbl3DmN/+SzD+BZpo4pvEhhLAB/wD0AM8A/wKsA/YD35dSdqVUQiWDEfgJcAHQBGwWQjwtpdSjqpMZgyHqLuI69r0zASmjJTzGUFHHiDJORp+TkejrUcfo9XA4zFAggG84wNBwAH8gyHAgyNBwkGAoSCAYJBhUx1AoRCikjuFgkHAkTDgUIhIOYXJksn66/y6a9CPEiO64i1LfnpTq9xsz7CPhUcZ7cKw+HK4bMjJWP2J1jX5PVLci4ZHXh1+TkZHXEP187HrkqO8jUhIMhQgEwwRCIQKhMKFQiGA4TDAUJhQrkTDhcIRwOEwkHCIciRCJhIiEI+AuYl7q/8qa6cZoBnehKskgEh5n4ixq0IeHlRfB6AmzIybEItGJr1ETYJHwKP2IjJwbrSej9eaII8TNisShl8gAAAj5SURBVNh5QIy6JuLXRt0bY9w6Rq5JVFb5cFgSCocJRSJEIlLpVmSkRCIRwuEIEaleRyKSjGytZScLiax8PISaM3ICX0O5XP0/4EPAb4BLUyXcKE4F9kkp6wGEEI8BHwe08aGZOQgRnS0yqIfUFDCiFM6ZDLk0mlQjxIgLFSdWYjMDYI0WjSatGIxq79UM39yeTARq4GlC69wHmUSMj0VSyiVCCBPQJKU8O3r+eSHEjhTKNppSoHHU+ybgtNE3CCFuBG4EqKioSJNYGs0HC61nGk3q0Xqm0WhOZhIJBxQAkFKGgJbDriW4o3HKjBc+Ysxan5TyPinlainl6vz8Y3oJazSaSaD1TKNJPVrPNBrNyUwiKx9lQoh7UAZA7DXR96Upk2wsTYzdE1XGkYaQRqPRaDQajUajmcEkYnz8y6jXh8f7S1f8v81ApRBiDtAMfBr4TJra1mg0Go1Go9FoNEngmMbH0ZIIRqNgfSzpEo0vQ0gI8WXgBdRe3F9LKWvT0bZGo9FoNBqNRqNJDgklGYzfrELefgS4Gvgo8LqU8pMpkm3SCCE6gYZxLuUBKQ8NPAm0XIkzE2WCE1uuWVLK43Ys13qWNGaiXDNRJjix5dJ6Nr3MRLlmokxwYss1KT3TpJdEM5yvQ7k5XQK8A6wF5kopfakVL7kIIbbMxMyXWq7EmYkygZZruttMBC1X4sxEmUDLNd1tJoKWK3Fmokyg5dKknkSSDDYBh4CfAf8ipfQKIQ6caIaHRqPRaDQajUajmV4SCbX7BCqq1T8AHxNCODkipaVGo9FoNBqNRqPRTMwxjQ8p5a3AbOAu4FxgD5AvhLhKCOFKrXhJ577pFuAoaLkSZybKBFqu6W4zEbRciTMTZQIt13S3mQharsSZiTKBlkuTYo5rwzmAEMIMXIQKd/sRKWVeKgTTaDQajUaj0Wg0JxfHG+0qH0BK2Rl9b5dS+lMkm0aj0Wg0Go1GozmJOKbblVD8uxCiC6gD9gghOoUQ39GGh0aj0Wg0Go1Go0mURDac34YKrbtGSpkjpcwGTgPWCiG+klLpkoQQ4kIhRJ0QYp8Q4pvTLMuvhRAdQoiaUedyhBAvCiH2Ro/ZaZapXAjxihBilxCiVghx6wyRyyaEeEcIsSMq13ej5+cIId6OyvV7IYQlnXJFZTAKId4VQjwzU2SKynFQCLFTCLFdCLElei4t/0etZ8eUSevZ8cum9ezItmeEns1EHYvKoPXs+GWbcXo2nTqmST2JGB/rgaullAdiJ6SU9cA10WszGqESI/4EtU9lEXC1EGLRNIr0G+DCw859E3hJSlkJvBR9n05CwO1SyoXA6cDN0b/RdMs1DHxYSrkcWAFcKIQ4Hfgv4H+jcvUCX0izXAC3ArtGvZ8JMsU4V0q5YlQ89JT/H7WeJYTWs+NH69koZpie/YaZp2Og9WwyzFQ9S7uOadKElHLCAtRM5tpMKcAZwAuj3n8L+NY0yzR79N8O5c5WHH1dDNRNs3xPARfMJLkAB7ANterWBZjG+/+mSZYyVMf3YeAZQEy3TKNkOwjkHXYu5f9HrWeTkk/r2cSyaD07st0ZpWczXceicmg9m1iWGaln06VjuqSnJLLyEZjktZlCKdA46n1T9NxMolBK2QoQPRZMlyBCiNnAKcDbM0Gu6HLwdqADeBHYD/RJKUPRW6bj/3k38HUgEn2fOwNkiiGBDUKIrUKIG6Pn0vF/1Hp2HGg9SwitZ0cy0/Vs2n/Lo9F6lhAzVc+mS8c0aeCYGc6B5UKI/nHOC8CWZHlSgRjnnE6SOA5C5W15ArhNStkvxHh/uvQipQwDK4QQWcCTwMLxbkuXPEKIS4EOKeVWIcQ5sdPTKdNhrJVStgghCoAXhRC709TuTPobzGi0nh0brWdHZSb9DWY0Ws+OzQzXs+nSMU0aOKbxIaU0pkOQFNIElI96Xwa0TJMsR6NdCFEspWwVQhSjZkXSilD5W54Afiel/NNMkSuGlLJPCPEqyoc3Swhhis7MpPv/uRa4TAhxMcr4zkDNHE2nTHGklC3RY4cQ4kngVNLzf9R6lgBazxJG69n4zHQ9mxG/Za1nCTNj9WwadUyTBhJxuzrR2QxURqM3WFDJEZ+eZpkO52ng2ujra1E+qmlDqCmh+4FdUsq7ZpBc+dEZIoQQduB81Ka4V4BPTodcUspvSSnLpJSzUb+ll6WUn51OmWIIIZxCCHfsNfARoIb0/B+1nh0DrWeJo/XsqMx0PZvW3zJoPTseZqqeTbOOadLBdG86SUcBLgb2oPwr/3WaZXkUaAWCqFmsL6B8LF8C9kaPOWmW6UOoZdX3gO3RcvEMkGsZ8G5UrhrgO9Hzc4F3gH3AHwHrNP0vzwGemSkyRWXYES21sd96uv6PWs+OKZPWs8nJp/VsbPszQs9moo5F5dJ6Njn5ZoyeTbeO6ZL6clwZzjUajUaj0Wg0Go1msnwQ3K40Go1Go9FoNBrNDEAbHxqNRqPRaDQajSYtaONDo9FoNBqNRqPRpAVtfGg0Go1Go9FoNJq0oI0PjUaj0Wg0Go1Gkxa08aFJGkKIsBBi+6jyzej5g0KIvOmWT6P5/+3dIYuUURgF4HOwOGAyCCazTTAaTfaFDVrtVkHMsj9AEJNht8sWUYwWbQZ/hGA2yTU4QSYounO/YYbnaZevvOWEc98L3yGQM5hPzmCev/7hHP7B9zHGrV0PAQdOzmA+OYNJbD5YTNtV2zdtH67PD9p+XN8qvWh7adczwr6TM5hPzuD/KR9s02pjTX3827crSc6TnI0xXra9meQ4yZ317dKPJPd3MDPsGzmD+eQMJvHsim3605r6dZKTMcbp+nw3ye0kn9omySrJ1/kjwt6TM5hPzmAS5YOlfEhyr+3ZGGMkaZJXY4zHO54LDomcwXxyBhfg2RVLeZrkW5Ln6/P7JEdtryVJ26ttb+xqODgQcgbzyRlcgPLBNm2+kX228f1RksttT8YYX5I8SfK27eck75JcX3pg2ENyBvPJGUzSXxtDAACAuWw+AACARSgfAADAIpQPAABgEcoHAACwCOUDAABYhPIBAAAsQvkAAAAW8RMrbCO64m0NAwAAAABJRU5ErkJggg==\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 DABCO_1-50.0eV_orb30_A2PP.inp.out, pType=a, thres=1.8132181140625243, 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 DABCO_1-50.0eV_orb30_A2PP.inp.out, pType=phaseUW, thres=1.8132181140625243, with Seaborn\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "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": [ "# 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/DABCO/DABCO_1-50.0eV/DABCO_1-50.0eV_orb30_A2PP.inp.out_BLM-L_2020-01-22_16-43-21.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": "stdout", "output_type": "stream", "text": [ "Plotting data DABCO_1-50.0eV_orb30_A2PP.inp.out, pType=a, thres=0.12466819766115218, 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/DABCO/DABCO_1-50.0eV/DABCO_1-50.0eV_orb30_A2PP.inp.out_BLM-V_2020-01-22_16-43-21.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": "stdout", "output_type": "stream", "text": [ "Plotting data DABCO_1-50.0eV_orb30_A2PP.inp.out, pType=a, thres=0.11624718613556786, 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 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 (0.5554449786848502+5.916178811256877e-17j)\n", "Plotting data (No filename), pType=a, thres=0.055544497868485025, with Seaborn\n" ] }, { "data": { "image/png": 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fL2wjIlgsFqSlpaFfv34AcNUb2brlaE1Zqqur6wUNwDqZz5WIqMHtV9OSY67cn2onRLvaeVpyTFPPc61zNOUYlUqFqqqqZpWFdR8cYy6XsSNiTEu8+uqrwveDBg0CACxevNhuu82WLVtQXl6OBx54oN5zzYkxa9aswezZs+3ev/79+2PdunV47rnnsGjRIkgkEjz11FPw9fWFRCIBYL1RNhqN+Pjjj3HLLbcAADZs2AA/Pz/s2bMHkydPFs63adMmlJeX48SJE3jhhRewfPlyvPjii/XK8sEHH2DDhg3Yu3evUB6LxQIAmDFjBp599lnhvYmJicHnn3+OsWPH2p2juroa3377bb3E6JZbbsGyZcuwYMECzJkzBwqFAq+99hoOHjwoXBPr/GyVh3W99NJLjSbC11K38hAAevfujY8//hhjx47FqlWrhN9DW+Xh1SxYsAD33HPPVfcJDAxs9LmGKg9baurUqbj77rsRGhqKtLQ0vPbaa5gwYQJiY2OhUCjq7d9QRVVDFXgeHh6Qy+UNVuJlZ2dj+/bt+Pbbb4VtGo0GI0eOxJIlS9CvXz/4+vpiw4YNOHLkCHr37g3AvmLt7bffxvvvv48dO3bgjjvuwJ49e+z+xj/77DO8+OKLqKysRHh4OHbt2gW5XN7ge3D48GF89913+PXXX4Vt58+fx8GDB6FUKvHjjz+ioKAAjz/+OIqKirBmzZp65zh69CgSExMRHR0tbAsPD0doaCgWLVqEL774Amq1GitWrEBOTo5dBd6zzz6LUaNGYcaMGQ2WT6PRYO/evZgxY4ZQAd6nTx/89ttvkEqtqeLkyZPx7LPPYt68eRg/fjzOnTuHlStXCu93jx49mnRN58+fx+7duzF79mxs27YNKSkpeOKJJ2AymfD66683WD5nwUk3q0etVjfaCiQWWztH2JI8AHazvzbEYrHgsccew1NPPVXvuZCQELvXvZalS5c22tpis337dowZM6bB57y9vZGQkGC3zc/PD7m5ufX2zc/Prxfk6x5ja3Wp2xKVl5dn94/iWvz8/Or9w8jLy4NUKoWXl1ezjgHqt1xf7XUB6z8yf39/u/M0dg5vb29IJJIGX/vKY4qKiuDj49OksrDuh2OMVUfEmLYyYsQIlJWVITc3t16Z//Of/2DatGn1WlAai1UNXfOBAwdw5swZbNq0qd5zs2bNwqxZs5Cbmwu1Wg2RSIQVK1agZ8+eACDEsIiICOEYHx8feHt7C7OK29haoiIiImA2m/Hoo4/i+eeft0t2ly9fjqVLl+L333/HgAEDhO3e3t6QSqV2rwMA/fr1s2tVstm8eTOqqqoarIx47rnn8OyzzyI7OxseHh5IT0/HokWLhGtinV93rDxsiXvvvVf4PjIyEkOHDkVoaCh+/fVXu14tttdtqKIKaF7F5VdffQV3d3fcdtttdtu/+eYbPPTQQwgMDIREIsGQIUMwa9YsHD9+HEDzKtZmz56NSZMmITs7G8uXL8c999yDQ4cO1XvfTp06hRkzZuD111/HpEmThO0WiwUikQjr16+HVqsFAKxYsQJ33XUXPv30U6hUKrvzREdHIzIyEsOGDRO2yWQy/PDDD3j44Yfh6ekJiUSCiRMnYurUqcI+v/zyC3bv3o24uLh675NNdXU1HnroIYwePVrogbN8+XLceuut+Ouvv6BSqfDII48gNTUV06ZNg9FohJubG55++mm8+eabdhWg17omi8UCnU6H1atXQyKRICoqCpcuXcKyZcucPunm7uWsWWyJVN0atPj4+KseM2TIEJw6dUro0ln30VitYGNa2/Vz8ODBSE5OtruhHzlyJEpLS+2Whjly5AhKS0sbvbmNioqCTCbDrl27hG3Z2dlITExs1g3xyJEj7c4BADt37sTQoUMhk8kaPWb//v123SZ37tyJgIAA9OjRo0mv27NnT/j5+dm9tsFgwL59+xotv1wuR1RUVL3y7tq1q94xiYmJGDx4cJPKwlhdHGOs2irGtJW4uDgolUq4u7vbbU9LS8OePXvqdS0HGo9vDZU/OjoaUVFRGDhwYKNl8PX1haurKzZt2gSlUincwNqWZjtz5oywb1FREQoKCoSukQ0hIhiNRrvPatmyZViyZAl27NhR73OWy+W44YYb7F4HAM6ePdvg60RHR2P69OmNVkCKRCJhycYNGzYgODgYQ4YMabS8rHOxVR7WfdgS3dZUHtaNNSdOnEBKSgquu+46u9e9ltZ2L/f29kZxcfE1X6cl/P39ERoaipSUlHrPNVZR1VAFXnFxMYxGY71KPCLCmjVrMGfOnHrx/7rrrsO+fftQUVGBCxcu4OjRozAajUJl19Uq1q6swNNqtejduzduuukmbN68GcnJyfWWRExKSsKECRPwyCOP1Osl5O/vj8DAQCE5tb0OEdVbGrKqqgobN27E/Pnz671nUVFRiI+PR0lJCbKzs7Fjxw4UFhYK17R7926kpqbC3d0dUqlUaLm+8847MW7cOADAt99+i/T0dKxduxY33HADRowYgW+//RZpaWn4+eefAVjj1fvvv4+KigpkZGQgJydHqACw3Xs25Zr8/f3Rp08fu4rOfv36IScnp95wIKfTgePHWRfQ2Iyc+fn5wj62mRJPnTpF+/bto2HDhl11cpATJ06QSqWixx9/nOLi4ujs2bP0888/2806GRoaSh9++GG7X59tOauEhAS77VOmTKEBAwbQ4cOH6fDhw3T99dfbLedz8eJF6tu3Lx05ckTYtmDBAgoKCqLff/+djh8/ThMmTGjxkmHPPvssJSUlUXR0dL0lw65ctqOkpIR8fX3pvvvuo4SEBNqyZQu5ubm1aMkwrVZLW7ZsoYSEBLrvvvvqLRk2YcIEu5kpbUuGRUdHU1JSEj3zzDOkVquFiUpsQkND6euvv25WeVj3wDGmY2MMkXW277i4OIqKiqJZs2ZRXFwcnTp1Snh+y5Yt1LdvX+HnX375hVavXk0JCQl07tw5+vLLL8nNza3epI9ERK+++ioFBAQ0WKZDhw6RRCKh9957j06fPk3vvfdevSXDiKzLILq4uNCqVasaLP8nn3xCsbGxdObMGfr3v/9NKpWKPvroI7t9ZsyYQf3796dDhw5RQkICTZs2jSIiIoTJev773//Spk2bKCkpiVJTU+m7776jwMBAmj17tnCO999/n+RyOW3evNnud9M2g7LtvZLJZLR69WpKSUmhTz75hCQSCR04cMCuPCkpKSQSiWj79u0NXtMHH3xAJ0+epMTERFq8eDHJZDK7iY0a+n2YM2eO3UoRV35urONca3KwqqoqAmC3DNLOnTuvGsdmzZpVb4muKzU1jhUWFgoTRjb2qLsE4JW+//578vDwaHRFlOZMpHalgoICYeLDK40dO7becoBElydSu3TpkrBt48aNDU6kZntfr4zBDSkqKiKtVktffPGFsG3kyJH1JlK77bbb6L777mv0PHq9nlQqlTC5IxFRYmIi6XQ6euGFFxo85osvviCVSmUXX3766ScSi8X1Ppu1a9eSQqGggoKCa17T2bNnSSwW02+//UZE1mUZExIS7B4A6KOPPhIm3/3444/Jz8/P7vM2Go2kVqvtJra80pw5c2jkyJHNuqZFixZRaGio3cScK1euJH9//2teW1fHSTez09g6h3X/sSclJdGIESNIpVLRoEGDrvmPhMi6/t+kSZPI1dWV1Go1DRgwgN555x3h+Y66ISYimjlzZr0lrgoLC2n27Nmk0WhIo9HQ7Nmz7cpvm4m07syy1dXVtHDhQvL09CSVSkXTpk2rN1tuaGio3XIVDdm7dy8NHjyY5HI59ejRo96N5xtvvEGhoaF2206ePEljxowhhUJBfn5+9Oabb9oFS9tnkJaW1ujrWiwWeuONN4R1Em+66aZ6/6QaKv+nn35KoaGhJJfLaciQIbRv3z6752NiYsjd3f2q/9BZ98UxpuNjTEPvd92YsnbtWqpbB799+3YaNGgQubq6kouLC0VGRtLKlSvJaDTanddsNlNQUBC98sorjb72999/T3379iWZTEbh4eH0ww8/1NvHdqNWUlLS4DnmzJlDnp6eJJfLacCAAQ1W6JWWltJDDz1E7u7u5OnpSbfffrvde7Vx40YaMmSI8PsRERFBS5cuperqamGf0NDQBt+rK9/f6Oho6tWrFymVSho4cCD99NNP9cqzaNEiCgoKanTG9/Hjx5NWqyWlUknDhw+nbdu22T3f0O/D2LFj7dZBv/JzYx2nu1YeZmRkUFxcHL311lvk6uoqVOjVTbL69u0rrHJSXl5Ozz//PMXExFBaWhrt2bOHRo4cSYGBgfWWx7taRZVtybCbb76Zjh8/Tr///jsFBQXZvTc2999/v9064HXt2LGDtm/fTufPn6edO3fSwIEDadiwYXYzaV+rYi01NZWWLl1Kx44do4yMDIqJiaEZM2aQp6ensKxYYmIi+fj40OzZs+1+P/Ly8oTXKS8vp6CgILrrrruE35HevXvT/Pnz65X7xhtvpHvvvbfBa/ruu+9oz549lJqaSj/99BOFhobSHXfc0eC+Nrhi9vLTp0+TQqGg//u//6OkpCRKTEyk+++/n7RarVDRkZ+fT6tWraLTp09TXFwcPfXUU6RUKu0qBptyTZmZmeTq6koLFy6kM2fO0NatW0mn09Hbb78t7HNlY1NTKiG7Ao7WrNs5efIk6XS6dl8PtaqqipRKJe3evbtdX6cha9eupV69ejlkSYa77rrLLtlhrLvpDjGGse6su1YeNnbddSuHUGc5v6qqKmF5PZlMRiEhITR37twGl/O7VkVVRkYG/e1vfyOVSkWenp60cOFCqqmpsdunpKSEVCoVrV69usFzbNq0icLCwkgul5Ofnx898cQTDVb2Xa1iLSsri6ZOnUo6nY5kMhkFBQXRrFmzKDk5WdjnjTfeuGZlJ5E12Z04cSKpVCoKCgqi5557rl6DhW1ZsJ07dzZ4TR999BEFBQUJ7++rr756zfXbr0y6iaw9MUaPHk1arZY8PDxowoQJdPjwYeH5/Px8GjFiBKnVanJxcaGbb765Xq+lpl5TTEwMDR8+nBQKBYWFhdE777xj11vqysamplRCdgUiojoDThjrJtatW4chQ4bg+uuvb7fX2LFjBz755BO72So7ysyZM3HnnXfi7rvv7tDX1ev1WLZsGZ5//vl6k4Aw1p04e4xhjDm3hIQETJw4EefOnYNGo3F0cRjr8jjpZowxxhhjjNnpiMpDxroLTroZY4wxxhhjjLF2wkuGMcYYY4wxxhhj7YSTbsYYY4wxxhhjrJ1w0s0YY4wxxhhjjLUTqaML0JEsFgsuXboEjUYDkUjk6OIwxro5IkJ5eTkCAgIgFre+DpRjHGOsM+EYxxhzZs2Jcd0q6b506RKCg4MdXQzGGLNz4cIFBAUFtfo8HOMYY50RxzjGmDNrSozrVkm3bZ3BCxcuwM3NzcGlYYx1d2VlZQgODm6zNVA5xjHGOhOOcYwxZ9acGNetkm5bVyQ3NzcO1oyxTqOtuklyjGOMdUYc4xhjzqwpMY4nUmOMMcYYY4wxxtoJJ92MMcYYY4wxxlg74aSbMcYYY4wxxhhrJ5x0M8YYY4wxxhhj7YSTbsYYY4wxxhhjrJ1w0s0YY6zTqTGaEZdZDKPZ4uiiMMZYm7NYCHGZxagymBxdFMZYB+hWS4Yxxhjr/MpqjJgTfRQnLpTAR6PA3VFBuGdoMHp4qx1dNMYYazWT2YKnN8bj14RsaBRSTB8UgJk3hOD6IK2ji8YYayecdDPGGOs0KvQmzFtjTbgBIL9cj8/2puKzvakYGeaFmcOCMbm/H5QyiYNLyhhjzWe2EJ777gR+TcgGAJTrTVh/JBPrj2Sif4AbZt4QjBmDA+GmlDm4pIyxtsTdyxlrBSKCyWyByWyB2UKw1D6IyNFFY6zLqdSb8ODaozieWQKtSoafnxiNz+8fgnF9fSASAYfPF+LpjfGY+tEBJFwsdXRxGWOsWcwWwgvfn8AvJy5BJhFh9ZwofDt/OKYPDIBcIsapS2V47edTGLdsL/44nevo4jLG2hC3dDNWBxEhr1yP1PwK5JXpkVNWg9zaR16ZHhV6E6oMZlQZzKg2mFBtNMPSSH4tl4qhlIqhkkuglEmgkryYuf0AACAASURBVEngIpfATSWDm1IGN5W09qsMni5yeKrl8HSVw0tt/d5VIYVIJOrYN4AxB6kymPDQV3/hr/RiaJRS/Pfh4bg+SIuBwe6YEumPrJJqbD52EeuPZCCtoBJ3rDqEFyeH4+Ebe0Is5r8TxljnZrEQXvrhJLbEZUEiFuGT+4bglv5+AIBRvbxRXGnAT/FZ+ObPDJzPr8TD645h3qgeeHlqOPfsYcwJiKgbNcmVlZVBq9WitLQUbm5uji4OczAiwrm8Cpy8WIrT2WU4nVOG09nlKKo0OLpoAAClTAwfjQI+rgroNEro3Kzf+2mV1oeb9auGu6B1WW0dk7pqjKsxmvHQV38hJrUQGoUU38wfjkHB7g3uW1JlwMs/JGDHqRwAwJje3vjXPQOh0yg7ssiMsSbgGGdlsRD++VMCNhy9AIlYhI9nDsbfBvg3uK/eZMb7289gzaE0AEC4nwb/njUYvXSajiwyY6wJmhOTOOlm3UqN0YyY1ALsTs7DnuR8ZJVU19tHLAJCvdTw1yrh62Z7KODrpoSbUgaV3Npi7SKXQCWXQC6xjtKw/SURAAsR9CYLaoxm4VFtsKDSYEJZtRFlNbavRpRWGVFUZUBRpQGFFdav1UZzk69JLZfAT6tEgLsK/lol/LQqBGiV6OGtxpAQD8ilPIqks+IbUmvl14Nf/YW9Z/Khlkvw9cPDERXqcc1jvj2aiSVbk1BjtMDbVY5ldw/E+L66Dio1Y6wpOMZZvb01Cf85mAaxCPjw3kGYMSjwmsfsSc7DP74/gcJKA5QyMV6f1h/3DQvmHnCMdSLNiUldrnv5Z599hmXLliE7Oxv9+/fHypUrMWbMGEcXi3ViJrMFO5NysTn2ImJSC1BjvLwEkUIqxsAgd0QEuKGfvwb9/N3Qx1fj8K5cVQYTCsoNyK+wdmvPK9cjv1yP3LIaoct7TmkNympMqDSYkZpfidT8ynrn0SikuKmvDyb202F8Xx3cXeQOuBrGGhd/oQR7z+RDIRVj7YPDrplwA4BIJMLs4aEY1sMTT26IQ3JOOR5c+xd3xWSMdTqlVUah1Xr53QOblHADwPhwHbY/MwbPf3cCB1IK8MqPCdh3Ng/v3TEAHmr+X85YV9Olku5NmzbhmWeewWeffYbRo0fjiy++wNSpU5GUlISQkBBHF491MpV6E747dgFrDqXhQtHlFu0ArRLjw3W4uZ8OI8O8oZJ3vht0F7kUIV5ShHi5XHW/KoMJOaU1yC6twaWSamSX1iC7tBqXSmpw6lIpCioM+PVkNn49mQ2JWISoUA/089NA56aETqOAztaKr1HC3UXGNeisw+0/WwAAmBCuw7Cens06trevBj89MRrvbjuNdYcz8FVMOg6nFuKj+wYh3K/rtIIxxpzXodQCWAjopXPFHUOCmnWsTqPEugeH4csD57F85xn8dioXcZn78a97BmJMb592KjFjrD10qaR7xYoVePjhhzF//nwAwMqVK/Hbb79h1apVePfddx1cOtZZ5JbV4KuYdKz/MwNlNSYAgIeLDLOHh2LaQH/09dU4TXLpIpcizMcVYT6u9Z6zWAjxF0vwx+lc/HE6D8k55TiaVoSjaUUNnksuEUPnpoCfm323er863ez93JSdspKCdV0HUvIBoMU3kEqZBG/NiMS4vjq8sPkEzuSWY/onh/DS1HA8OKoHT7LGGHOoyzHOu0XHi8UiPDb2Oozu5Y2nNsbhfH4l5kQfxcM39sQLk/tyzx7Guoguk3QbDAbExsbi5Zdfttt+yy23ICYmpsFj9Ho99Hq98HNZWVm7lpE5lsVC+O+RDLy7LVkYE93TW42Hb+yJO4cEdbtkUSwWYUiIB4aEeOCFyeG4UFSFAykFyCqpQm5tl/W8shrkletRVGmAwWzBxeJqXCyuP869Lo1SKkziptMo4ae1Juq6Oom6t6sCMgmPJW9vXT3GldUYEVe7HndLb0htxofrsOOZm/Di5pPYnZyHJVuTsPdMHj64awD8taq2KC5jrIN19RhHREJvnpv6tK5lOjJQi1+fHIN3tiXhv39mIvpgGg6dK8CH9w5CP3/u2cNYZ9dlku6CggKYzWb4+vrabff19UVOTk6Dx7z77rt46623OqJ4zMGySqrx4uYTOHSuEAAwJMQd/zeuF24O13FLV61gTxfMGt7wMAy9yVw7drwGuWV1xo6X2saQ65FTWoNqoxnlNSaU11QgJa+i0dcSiQAvtaK2C3vt19oZ2HUaa1LuU/tVregyYajT6eoxLuZcIcwWQpi3GsGeVx9K0RTergpEzx2K/x7JxDu/JuFASgEmLN+HR24Kw2M3hfHvGmNdTFePcecLKpFVUg25RIzhzRw+0xCVXIK3b7se4/vq8OLmk0jOKcffPj6AmcNC8OzEPvDRKNqg1Iyx9tBlZi+/dOkSAgMDERMTg5EjRwrb33nnHXzzzTdITk6ud0xDNaTBwcFdbtZL1jgiwvfHLmLx1iRU6E1QysRYNLUf5owI5WS7jRERyvUm5JbWJuF11jDPKa1Bbrke+bUt56bGFi9vgEomgY9GAS9XObzUCni7Wtcp93JVwEsth4daDg8XGTxcrN+r5RIUVhqQUViJjMIqpBdWIbOwEhV6M9xUUmiFddBlcFNKoVHK4KqQwlUphatCAleFDC4KCVxkEkgd3Brf2pl4u3qM++ePCVh/JBPzRvXAm9P7t+m5z+WV46UfEhCbUQwA8NEo8PykPrh7aDAkHBucUlNuZ5xlaFFX0d1j3FeH0vDm/5IwupcX1s8f0abnzi/X4/WfE7E90drwpJZLsGDsdZg/Jqzb9ezrTq4V5zjGdSynnL3c29sbEomkXqt2Xl5evdZvG4VCAYWCa/2cVWGFHi9uPok/kvMAWFu3/3XPIPT0Vju4ZM5JJBJZk1mlDL19G18v1GIhFFUZkFNag/xya+u5bQb2vHLrtoIKA/LL9ag2mlFtNCOzqAqZRVVNKodYBDQjp78quUQsLAGnkkuglEqgkImFrwqpGHKpBDKJCHKJGDLhIYJYLIJULIJELIJEJIJEIoKvRok7o5o3UU5rdOUYR0TY38qxjlfTS6fB5gUjsSMxB+/tSEZGYRVe3pKAtYfS8dLUvhjfV8c3J01kMFlQoTehvMZY29PF+n2VwYwKvQlVBhMq9WZU6k2oMppRYzALf9vVBjMMZguCPFyEFSIi/N2g0yia9f5bLITU/ArEXShBXGYJ4i+UIDWvAiaLBYTLSzY2h0gEiEUiiEWACCK7n8Ui69+47XuRSASJ2PZ87d+92HqMVGy/TSyyxga7GGGLE+IGHrXbbfvbjm9oP/GV34sgHHt52+XziUWARCh/7fXUvobt2rxc5eit03TKyqiuHOMAYH+KtWt5e0x65qNRYNX9UTiaVoR3fk3CiYul+Neus1h/JBPP39IHtw0O5GFeTWQy22Lc5fhWoTehQm+NbUKMM1jjXbXBuiSsLcbVmMzwcVWgn7+bEOOCPFTNavwhIlwsrq6NccWIv1CC09llMJhaH+NEsMUx+xgnqo0HthghtsUTkQhiMerHlIZimEgEqaR+3BPin8h+W4Nx8Iptdc91tRgnqlveujFOZP+cRilFXz8NFFLHVkZ1maRbLpcjKioKu3btwu233y5s37VrF2bMmOHAkjFHKK40YPZ/jiA5pxxyiRjP3dIHj4wJ65Q3Dd2NWCyCt6u16/i1VOpNKKiwLodWWLtOeWFF7feV1u+Lq4woqV3HXG+ywELWfyQBWhVCPF3Qw9sFoV5qaJRSlNeYUFptRFm10fq1xoSKGiMq9WbhH2iF3gRzbdZuMFtgqLagtNrYJtc+IEjboUl3V5ZRWIULRdWQSUQYEebVLq8hEokw9Xp/3NzPF9/8mYGP/0jBmdxyPPTVMfTWuWLe6B64Y3D3me+BiFChN6Gg9u+sqNKA4ioDiiqNtV8NKKm6/Pdje9jmyGiNuMwS/O/E5Z891XIEuCsBABYLam8q7e8q6yblF4uqUK43tbocdREBZiJYr65LdPprNy5yCSIDtRgc7I6Bwe6IDNBCIRPDQgQi67tjsRBEIiDIo/VDQboDvcmMw6nWIW83teNM48N6euLHx0dja0I23t+ejKySaryw+ST+tfMs5owMxX3DQuDZjZYYqzaYUVChR0GF/nJ8qzSgqMqA4tqYZ41tJiHWVbRRbNmZlCt876qQIsTTBWKxNdYQAZZGYpwIQF55DQoqDG1SDhtbjKv9qU3P3dXIJCJE+LthUG2MGxDkDo1SKnwuthgHAP5aZbv0hOwySTcAPPfcc5gzZw6GDh2KkSNHYvXq1cjMzMSCBQscXTTWgcpqjHhgzVEk55TDR6PA1w8N40lEuii1Qgq1QopQr6b1Tqg2mFFSbYCHi7zFM7YSEfQmC6oNZlQZzag2mFBlMKPKYIbeZIHeaP1aYzSjxmSByWyB0WyB0UwwmGzfW2C2AGaLBSYLwUIEk5kQ6METdjWVrZU7KtSj3cday6ViPHxjT9w1JAif7j2H9X9mICWvAv/8MREf7DiDmcOC8cDIHgh0d57Pr6TKgH1n87HvTD5S8ytQUGFAQYUeepOlxed0kUugUUprh2vIoFFI4SKXwFUhhYtCArVcernniEwCpczag0QqFuF8QSVOZ5fjdHYZzudXoKjSmuQ3h0omwfVBWgwOccfgYHdE+GuhlImB2pZqsejqXSup9sbKmkRaM0kChMSy7leL8LP1e7OFYK79W7f9bKHabRaCyUIwk/V723Omut+bbftb44bZcvl523GmBs5l22aufS3ro/YcBOH1bPtbiITttvIJlQuWy9cjXKOFkFVSjQq96aqrW9T9HUhaPKVZn1t3FZtRjGqjGd6uCoT7Nd47rC2IxSJMHxiAWyJ8sS4mHV8eOI+cshos++0MPv4jBbcNCsSDN/ZwqqUUqwwmxJwrxJ4zeUjKLkNhbYyrMrS8klApE8NVYR2a5lob61zkUqgVEuv9ilwClVwqxDiVTAKlXAK5RIyskmqczi7D6ewypORWoEJvQlJ28yb+syWGg0M8MCjYHdcHaaFRSIUYJxJZE/TG4lxjMe5yXGso1tnHNIvlcryoG+PqbrOLZ0S1MQ2XvxLBbLbGqHrP1d43XY6Xtnhm/V6Ie3Yxj4SyWuPd5Rh3ZZltybPtuohImDD4xMVSnLhYChzOuOrncOjlCe1yP9Clku57770XhYWFWLx4MbKzsxEZGYlt27YhNDTU0UVjHaRSb8KDa/9CQlYpPNVyfDt/+FW7OjPnopJLoJK3LhCKRCIoaxMCjzYqF2u+tprRtzm0LjK8cms/LJzQC98fu4h1MenILKrCF/vO4z8H0jClvx/mj+mJwSGd4zeDiFBSZbSbP8E20aHBZIG33aSEciikEvx5vhB7kvNwPLO40WEYarkEXq4KeKqt8yd4uMjhqZbB3UUOdxcZ3FVyaFUy4eGmst58tlXNf43RjLO55SisMNTeTFr/Lq1f615/7VcAPq4K9PF1dfg8DM7IXNt1P/6Ctdt+fGYJUvLKrb2KYO2qCZF1aI+Kl6dqsgO1Xctv6u3dYXPMKGUSPDb2Oswb3QNbT2RjbUwaErPKsOnYBWw6dgGje3lh/o1hGNvHp1PMe2ObKyavrAY5pZcncc0rq0GF3gwvVzm8XeXCxKtuShniMoux+0w+/jxfCEMjlYgKqRjerta5YqzxzRrbPF3kcFfbxzfbw1UhhVzaNvHFaLbgfH4lLpVYV4MRia4e4wDryjD9/N14Cbh2QES4UFSN+IvW+BZ/oRhJ2WUwmqlejLN+Su2jy0yk1hZaO6EHc6waoxnz1h7Fn+eL4KaUYsOjI9A/QOvoYjHWYm0dk7pKjDOYLBi8eCcqDWZsffJGRAY65u/YbCHsTs7D2kNpiKntBgpYW9/n39gTt/T3a5chK0SEshoT8uvMd5BbOwmh7YbTtmpAYzeVTRHup8G4vjoMCXEXblq9XRXdpjs9c7zuGuMA4G8fH8CpS2X48N6BuH2wY4YdERGOZRRj7aE0/HYqVxha1Uvniodv7InbBwe2W5JXqTfZLU1q+z63TnzLLatpVct0kIcKE8J1GN7TS1iu1FujgFou4Tk7WIdwyonUWPemN5nx6Dex+PN8EVwVUnzz8HBOuBnrouIyi1FpMMNLLUeEA4eGSMQiTIrwxaQIX5zOLkP0wTT8HJ+F2IxixGYUI9hThVsi/KCQimsnthJDKrFO1iKTiCGXiC5PricVw2yxoMpgnVjHNnyhUm9CcZV1TGFhpUEYW9icZNpTLYdOo4CfVglfjRK+WiXkEpF1QsIKPQrKreMXS6tNGBikxfhwHcaH65yquzxjXUlBhR6nLlm7Ft/Yq+N681xJJBLhhh6euKGHJy4WV2FdTDo2Hr2Ac3kVWLQlAct+O4NpA/yhVkiFyftssU4mEUEutZ9AlAioNlqHY9UYL08wVlJlQFFtnLMNHWnOXBAapRR+bkr41j78tNblRItsMa527peiSiN66dSYEK7DhHAdrvNx5eSadRmcdLNOj4jwzMZ47D+bD5VMgrUP3oCBwe6OLhZjrIVs47lv7MBul9fSz98Ny+8eiBcn98U3f2bgv39m4EJRNaIPprXba7oppdC5KaHTWLuI6zSK2htOpXADqnNTOHzGVcZY8xys7Voe4e/WadbODvJwwT//FoGnbu6N745dxJqDacgqqcbX1xjf2hpquQQ6NyV8XBXwcbPGOL/aGKfTWL/6uingIud0hDk//i1nnd7Wk9nYnpgDuUSM/8wdiht6eDq6SIyxVrg81tFxLUCN0bkp8fwtffH4uF745UQWzuVVCBNemSwEs5lgtFhgMpMwwZ7RbIHBZIFUIoJKdnkJOpXMOgGPbUyhh1puHVPoIoOPRsFj9xhzUraKxY6cs6KpNEoZHr6xJ+aODMXOpFzEXyiByUyXJ7iyEIxmgsliqY1tl78HAJWszkRitRMnerjUxje1DJ5qBTxd5PB0lcO1nSfJZKwr4b8G1qmV1xixZGsSAGDhhF4Y3avt1/NljHWcokoDErJKAbTP+txtRSWX4N4bQhxdDMZYF0NEdpOodVZSiRi3Xu+PW6/3d3RRGOsWeBpQ1qmt2HUWeeV69PRW47GxYY4uDmOslQ6eKwCRdZIvnZvS0cVhjLE2lZxTjvxyPVQyCaJ6dI6VEBhjjsdJN+u0ErNKsS4mHQCweEZ/HtfImBPYf7bzdrtkjLHWssW4EWGefN/CGBNw0s06JYuF8OpPibAQMG2AP8Z0wrGfjLHmsXa7rE26+W+aMeaEhK7lXLHIGKuDk27WKW386wLiL5TAVSHFa9MiHF0cxlgbOJtbgdwyPZQyMYZyt0vGmJOpNphxNL0IACfdjDF7nHSzTqegQo/3dyQDAJ6b1Ae+PO6TMafw68lLAIDhPb145m7GmNPZdToXBpMFge4qhHmrHV0cxlgnwkk363Te3ZaM0mojIvzd8MDIUEcXhzHWBnYkZuOTPecAAH8fGODg0jDGWNtKzCrFoh9OAgCmDfSHSCRycIkYY50JJ92sU4nNKMYPxy8CAN6+PRJSCf+KMtbVHU0rwlMb40EEzBoegjuHBDq6SIwx1mYyC6swb+1RVBrMGN3LC89P6uvoIjHGOhnOaFin8vXhdADAnUOCMCSEx3wy1tWdzS3H/HV/wWCyYFKEL5bMiOQWIMaY0yis0OOBNUdQUGFAP383fH5/FORSvr1mjNnjqMA6jbIaI3Yk5gAAdytnzAlkl1Zj7pqjKKsxYUiIOz6eORgSMSfcjDHnUGUw4aGv/kJ6YRUC3VVY9+AN0Chlji4WY6wT4qSbdRq/nsyG3mRBb50rBgRpHV0cxlgrlFYbMW/NX8gurcF1PmpEz70BKjlPnsYYcw5GswVPrD+OExdL4e4iw9cPD4OOJ35ljDWCk27WaWyOtY7lvisqiLufMtbFPbkhDmdyy6HTKLDuoWHwUMsdXSTGGGsz721Pxp4z+VDKxIieewOu83F1dJEYY50YJ92sUzifX4HYjGKIRcDtg3mSJca6srzyGuw/mw+RCPjqwWEI8nBxdJEYY6zNEJHQULDsroGICuU5aBhjV8dJN+sUbDOWj+3jw92zGOviTl0qAwCEeasREeDm4NIwxljbyiqpRmm1EVKxCLf093V0cRhjXQAn3czhzBbCluNZAIC7ooIdXBrGWGudyioFAEQG8twMjDHnk5hlrVjs46uBQspzVTDGro2TbuZwMakFyC6tgVYlw839dI4uDmOslWwt3f25lZsx5oSSLlkrFjnGMcaaipNu5nC2cVHTBwZAKeMaY8a6usTaG9LIAG7pZow5n8TaikXuzcMYaypOuplD1V2b+66oIAeXhjHWWqVVRlwoqgYAHs/NGHNKp7ilmzHWTJx0M4fitbkZcy6nsq03o0EeKri78DJhjDHnkl+uR26ZHiIR0M+fk27GWNNw0s0citfmZsy5JPF4bsaYE7O1cvf0VkOtkDq4NIyxroKTbuYwtrW5JWIRr83NmJNIzOLx3Iwx52WbKJJjHGOsOTjpZg7Da3Mz5nyEmcsDuaWbMeZ8eDw3Y6wlOOlmDrP1ZDYA4M4hPIEaY86g2mBGan4FAG4FYow5J9sa3TxzOWOsOTjpZg6RV1aDjMIqiEXATX28HV0cxlgbOJ1TBgsB3q4K7r3CGHM6pdVGZBZVAeCWbsZY83DSzRwiNqMYANDXzw0apczBpWGMtYVTtvHc3LWcMeaEbBNFBrrz6gyMsebhpJs5hC3pjgp1d3BJGGNt5RTPXM4Yc2I8npsx1lKcdDOHiM20Jd0eDi4JY6ytJF7imcsZY85LmLmcx3MzxpqJk27W4WqMZmFZoagQTweXhjHWFgwmC87mWCdR689JN2PMCXFLN2OspTjpZh0uIasURjPBR6NAsKfK0cVhjLWBlLxyGMwWaJRS/rtmjDmdaoMZ5/JqV2fglm7GWDNx0s06nDCeO8QDIpHIwaVhjLWFuuO5+e+aMeZskoXVGeTQaRSOLg5jrIvhpJt1uMuTqPF4bsachTBzOXctZ4w5oUShYlHLFYuMsWbjpJt1KCLC8dqkewgn3Yw5DZ5giDHmzJIu8ZKIjLGW46Sbdaj0wioUVhogl4r5HxdjTsJsISRl83JhjDHnlZh1uaWbMcaai5Nu1qFsXcsHBGqhkEocXBrGWFtIL6xElcEMpUyMMB9XRxeHMcbalNFswZmccgA8hIYx1jKcdLMOxeO5GXM+tiUA+/m7QSLmsY6MMeeSklvBqzMwxlqFk27WoXg8N2POJ8k2nptbgBhjTqju+tw8iRpjrCU46WYdprTaiLN51u5ZQ0I46WbMWSTWuSFljDFnc+oSj+dmjLUOJ92sw8RlFoMICPVygQ+vccmYUyAinrmcMebUTvHM5YyxVuKkm3WY4zyemzGnk1VSjZIqI6RiEXr78iRqjDHnYrGQMISGW7oZYy3FSTfrMLGZnHQz5mxsrdx9fDW8IgFjzOmkF1ai0rY6g7fa0cVhjHVRnHR3QUSEtIJKpOSWO7ooTWYyWxCfWQKAk27GnElqfgUAINxP4+CSMMZY20vNrwQA9NZpIJXwbTNjrGWkji4Au7YaoxkJWaU4ll6M2IxiHM8sRlGlAQCw8t5BuG1woINLeG3JOeWoNJihUUjRW8c354w5i/xyPQDAV6t0cEkYY6ztCTHOjWMcY6zlukTSnZ6ejiVLlmD37t3IyclBQEAA7r//fvzzn/+EXC53dPHa1Z/nC/HYN7EorTbabZeIRTBbCC9uPgk/rRIjwrwcVMKmOV7btXxQiDuv48tYJ0RELVoKx3ZD6uPKkyMyxjqvVsc4ngCWMdYKXaKfTHJyMiwWC7744gucOnUKH374IT7//HO88sorji5au4rNKMJDX/2F0mojvF0VmBrph1f/1g9bHh+FU29NxtRIPxjMFjz2TSzO5VU4urhXFVs7idrQUE8Hl4QxVtcT648jaskuHK8d/tFcfEPKGOvM3tuejBFL/8D3xy626Pj8ihoAHOMYY63TJVq6p0yZgilTpgg/h4WF4cyZM1i1ahWWL1/uwJK1n5MXSzBvzV+oMphxYy9v/GfuUChl9pMUfXjvIOSU/Ym4zBI8+NVR/Pj4aHh30tamWJ65nLFOqbTaiMJKA1LzK1r091lQwUk3Y6zzqjGakVNWg3P5LWucKCi3DufjGMcYa40u0dLdkNLSUnh6OmeradKlMsyJPopyvQnDenriywfqJ9wAoJRJ8J8HhiLE0wUXiqoxf90xVBvMDijx1eWW1eBicTXEImBgMC+3wVhnEuZjnY33fO1kQc1la+nurBV+jLHu7TohxrUs6c63VSy6OvdwRsZY++qSSXdqaio++eQTLFiw4Kr76fV6lJWV2T06u5TccsyJPoLSaiMGh7hjzbwboJI3vgyPl6sCXz14A9xdZIi/UIJnNsXBbKEOLPG1xV+wdlvt46uBRilzcGkYcx5tEeOu87GurZ3aghvSGqMZZTUmANwKxBhre20b41pXscgxjjHWGg5Nut98802IRKKrPo4dO2Z3zKVLlzBlyhTcfffdmD9//lXP/+6770Kr1QqP4ODg9rycVksvqMTs/xxBYaUBkYFu+OrBYXBVXHsEQJiPK1bPGQq5RIzfTuXi832pHVDapksrsP6j6+PLs5Yz1pbaIsa1Jum2dS2XS8VwU3aJ0UqMsS6kTWKczhrjMouqYDBZmnUsEdWZLJJnL2eMtZxDk+6FCxfi9OnTV31ERkYK+1+6dAnjx4/HyJEjsXr16muef9GiRSgtLRUeFy5caM/LaRWj2YIF/41FXrke4X4afPPQcGhVTW8VHtbTE29MjwAAbI5t2WQh7SW9Nunu4a12cEkYcy5tEeOu01n/LjMLq2A0N++GtO7M5S2ZFZgxxq6mLWKcTqOAWi6B2ULILGpea3elwYxqo3XYnreGu5czxlrOoU0T3t7e8Pb2btK+WVlZGD9+dmldgwAAIABJREFUPKKiorB27VqIxdeuL1AoFFAoukZ3oNX7zyM5pxyeajm+fngYPNTND+7TBwbgjZ9PIa2gEpmFVQjxcmmHkjafraW7p3fnKA9jzqItYpyfmxIucgmqDGZkFlUJLd9Nwd0uGWPtqS1inEgkwnU6V5y8WIpzeZXopWt6rztbjHNVSOEi5948jLGW6xJjui9duoRx48YhODgYy5cvR35+PnJycpCTk+PoorWJ8/kV+OiPFADAa9P6QadpWRcmjVKGIbWzD+9LyW+z8rVWemFtS7cXt3Qz1tmIRCJhMrXUZi49mM8zlzPGuoCWDqPhikXGWFvpEkn3zp07ce7cOezevRtBQUHw9/cXHl2dxUJYtCUBBpMFN/XxwW2DAlt1vrF9fAAA+850jqS7ymBCbpn1n1ZP7l7OWKdkuyE9X9C8rpd8Q8oY6wrCvFu2SkPdITSMMdYaXSLpnjdvHoiowUdX992xCziSVgSVTIJ3bots9bhIW9J9OLWg2ROGtIf0gioAgLuLDO4uPB6Ksc4ozLu2Fai5Ld18Q8oY6wJsk6k1v6W7BgBXLDLGWq9LJN3OKq+sBku3nQYAPH9LHwR7tn7Mc4S/G7xd5ag0mBGbUdzq87UWdy1nrPOzTabGXS8ZY86obvfy5jTY8BAaxlhb4aTbgd783ymU1ZhwfaAW80b1aJNzisUi3NS7tov5Wcd3Mb88iRon3Yx1VnXXseUbUsaYswn1coFIBJTXmFBQYWjycVyxyBhrK5x0O8jOUznYlpADiViE9+68HlJJ230UN9V2Md/fCZJuYbkwbulmrNPq6a2GSASUVhtRVMk3pIwx56KUSRDsYe1N2JwePTyEhjHWVjjpdoBKvQmv/3wKAPDImDD0D9C26fnH9PaGSAQkZZchr3Y8kqMI3ct5uTDGOi2lTIJAdxUAa2t3UxAR35AyxrqM63yaP4zG1puH1+hmjLUWJ90O8M2fGcgpq0GwpwrPTOzd5uf3clXg+kBrIn/gbEGbn7850monUuPu5Yx1bsIM5k28Ia3Qm6CvnazRm5NuxlgnFybEuKbPYF5Qbu354+PasqVcGWPMhpPuDlapN2H1/vMAgGdu7gOlTNIur9MZxnWX1xhRUFtL3IOTbsY6tbBmtgLZWrk1CilU8vaJY4wx1laau1a3xULCPQwPoWGMtRYn3R3s68MZKKo0oIeXC2YMCmi31xnb15p0H0jJh9nimKXVMgqtrdxeajnclDKHlIEx1jR1J1NrCh7PzRjrSprbvbyk2ghT7f2Tlyt3L2eMtQ4n3R3I2sqdCgB4ckLvNp087UqDgt2hUUhRXGVEYlZpu73O1dhmLudWbsY6v+Z2L7881pGTbsZY52frXn6xuBo1RvM197dVLHqq5ZC14/0aY6x74CjSgb4+nIHiKiN6eqvbtZUbAGQSMUb38gbguC7mPHM5Y12HrRUos6gKelPTb0i5pZsx1hV4u8rhppSC6PIkr1fDE0UyxtoSJ90dxL6Vu1e7tnLb2LqYOyrpTiu0rdHNM5cz1tn5aBTQKKSw0OWhIVfDN6SMsa5EJBLhOl3tMJq8JiTdFdbVX7hikTHWFjjp7iB1W7mnD2zfVm4b23rdcZnFKK0ydshr1pXO3csZ6zJEIhHCdE3vYs4t3YyxribMm2McY8wx2iTp3rdvH7Zt24bi4uK2OJ3TqXBAKzcABLqr0EvnCgsBh1I7fumw9NrWMu5ezljXcJ23baKhprQC8Q0pY6xruU7X9MnUOOlmjLWlZmV/y5YtwxtvvCH8TESYMmUKxo8fj2nTpqFfv344depUmxeyq/v6cHqHt3LbjK1t7d7fwV3MS6uNKKq0rm/JLd2MdQ2Xu17yDSljzPnYWrqbVLHIQ2gYY22oWUn3hg0bEBERIfy8efNm7N+/HwcOHEBBQQGGDh2Kt956q80L2ZVV6E34snZd7o5s5baxdTHfdzYfRB23dJita7mPRgFXhbTDXpcx1nLCkjoFfEPKGHM+vWpbus/nV1zznoh78zDG2lKzMsC0tDQMGDBA+Hnbtm248847MXr0aHh6euLVV1/F4cOH27yQXdl//7SO5Q5zQCs3AAzv6Qm5VIzs0hpcKKrusNe1zQzak7uWM9Zl2JbUOZ939RtSs4VQWNuThW9IGWNdRYinGhKxCJUGM3LL9Ffd11ax6M0Vi4yxNtCspNtoNEKhuBx8Dh8+jFGjRgk/BwQEoKCg48cOd1ZmC+HrmHQAwP+Nu67DW7kBQCmT4P/bu/fgKMv77+Ofe3eTzZGQA+RAIJzpTxCKoaVYDh4qlQq2ov1ppaiUOuKII2rHKbV9ZFqmOFXsaC06fdoytn1GrAdoH1sVfDgoWn5yFqkFJZwDhBAgIZANSa7nj81uEiHJJtnNvfed92tmZ8jeu5vvhezX/e51Xd9rYHawe/j+CI7IiJamM7rpXA44RVF2ijyWVBWoC3/gvJzT52tV32BkWcEzbAHACRJ9Hg3ICn4uaW9fN1toAERTh6rAoUOH6r333pMkHTp0SHv37tWUKVPC148cOaLs7OzoRuhg/+/TEyo9W6Os1ETNsGGWO6Socbb5YDcW3XQuB5zH7/M2+0Daer4IfRjNSklUgg1fJgJAZ4W20bTVwby2rkGnG099oegGEA0d+rR0//33a/78+Zo7d66mTZumCRMmtNjjvXbtWo0dOzbqQTrVnzcdlCT997j+Skrw2hZHaKb7QHn7Z+9Gy/7GzuUsLwecZUifUKOh1j+QMgMEwKmaclzrXyyeqg7mOJ/HUu/khG6JC4C7dajovu+++/Tss8+qoqJCkydP1uuvv97iemlpqebMmRPVAJ1qf3m13v+sXJYlzRo/wNZYmOkGEKnBfdo/UqecBkMAHCqiHFcV7FmRk+aXx2N1S1wA3K3DbaXnzp2ruXPnXvbasmXLuhyQW/ylcZb72hF91T/L3n3NoXOyD3RT0X26ulZnL1xs8bsBOENoFqgkguXldC4H4DQR5bhzNZL4YhFA9HRopvuPf/xjm9erqqr0wx/+sEsBucGF2nq9uuWwJGn2hCKbowk2R5KkwxUXVN8Q+2PDQg3b8nolKTnRvmX1ADoufFY3y8sBuFCo6D565oLO19Zd9jHkOADR1qGi++GHH9b06dN1/PjxS6698847GjlypDZv3hy14Jzq/+4sVWVNnfpnJWvKsD52h6OC3slK8FqqrW/QsbOxPzbsAJ3LAcca3Lgl5OiZC6q5WH/Zx3B+LQCnykxNVGZKcJ92a7PdrOYBEG0dKrp37typ6upqjRw5Ui+//LKk4Oz23LlzdfPNN+uuu+7Sli1bYhKoUxhj9KdNByRJ3x9fFBd7gbweK7zE/dCp2DdTCxXdg9jPDThOVmqieqckyJimo/++iFkgAE4WXmJOjgPQTTpUdA8cOFDr1q3Tz372M917772aPn26Ro0apY8++kgffvihFi9erISEnt3lccfhM/rkaKUSfR7997j+docTVtRYdB/ohqI71Lmc/dyA81iW1W4Hc2aBADhZOMeVtZLjWM0DIMo6dcDqfffdp6lTp+qf//ynKioq9Je//EXFxcXRjs2RQseEzRhdoMzURJujadKdHczpXA44W2iJ+b6yVmaB+EAKwMHa62DOTDeAaOtw0f3BBx9ozJgx2rNnj95+++3wed2//vWvYxGfo1RU1+rNj49Jio8Gas2Fz+qOcdFtjGF5OeBwbTVTC9TV68z54OkEfCAF4ETtndVN0Q0g2jpUdD/66KO67rrrNGPGDG3btk1Tp07VX//6Vy1fvly//OUvNXnyZJWUlMQq1rj31y2HVVvXoNGFGfpy/952h9NCUU5opju2y8tPVdeqKlAny5IG2HxUGoDOGZ4b/EC688iZS66dOhc8vzbBaykjuWdvJwLgTCPy0iVJn5dV6Vzg0g7moaI7hy00AKKkQ0X33/72N7377rtaunSp/P6mRHT77bfrk08+UVZWlsaMGRP1IJ2gocHo//xPcGn5978WX7PcUsuzuo2J3bFhoVnugoxkJSVwXBjgRF8dlK0Er6WDp86H39MhzT+MWpb9jSIBoKMKM5M1ICtFF+uN/rXvVItr1YE6VdcGT25gphtAtHS4e/mkSZMuey03N1erVq3SsmXLohKY02w/fFqHKy4o3e/TjNEFdodziX69k+X1WKq52KCyxg/NsbCf48IAx0vz+zSuKEuStH5PWYtrLLsE4HSWZemaEcEjXb+Y48obe1YkJ3iVmsjkAYDo8EX6wEceeSTiF509e3angnGyt3YFzy6//r/6KjkOk3Siz6N+vZN1qCI4c5XbKykmvye0Z5zO5YCzTRnRR/8qOaUNe0/qnq8PCt8fbqLGsksADjZleB/96V8HtWHvSRljwit3mn+xyGoeANEScdG9ffv2Fj9v3bpV9fX1GjFihCRp79698nq9PbKLuTFGb30SLLqnXZlvczStK8pO0aGK8zp46rzGD86Oye84UB7cM04TNcDZrhnRR0++9R/9q+SUai7Wh7eLMNMNwA0mDMlWotejI6cvaN/Jag1tbCBJjgMQCxEX3evWrQv/+ZlnnlF6erpeeuklZWZmSpJOnz6tOXPmtLr83M12HT2ro2cuKCXRqynD+9gdTqsGZqfq/c/KY9rB/PDpYNFNEzXA2Ubkpiu3l18nKgP6aH+FJjfmNj6QAnCDlESfvjooSxs/L9eGvSebim5W8wCIgU6d07106VItWbIkXHBLUmZmphYvXqylS5dGLTin+Gfj0vJrR/SN6+ZhRY3HhsWyg/mxszWSpILeyTH7HQBiz7Ks8JeIG/aeDN9fzhndAFzisjmOLxYBxECniu7KykqdOHHikvvLyspUVVXV5aCcxBijtz8Jns097co8m6NpW2if9cGK2Mx019Y1hD+Q52fEZs84gO5zzYi+klo2GgrPdDMLBMDhQs3UNpWc0oXGjuUn+WIRQAx0qui+5ZZbNGfOHL322ms6cuSIjhw5otdee01z587VzJkzox1jXPv0WJUOnDovv8+jaxs/oMarUEfxg+XnY3Js2InKGhkTbNqWlZoY9dcH0L2+PjRHXo+lfSerdbgiuEKGD6QA3GJo3zQVZCSptq5Bm/YHjw5jCw2AWOhU0f3iiy/qpptu0ve//30VFRWpqKhIs2bN0rRp03rckWGhWe4pw/so1R/xFnlbFGamyLKkqkCdKqpro/76xyuDS8vzM5Lo+Am4QEZygq4a0FtS0/JLPpACcAvLsjSlcbZ7w54v5DhW8wCIok4V3SkpKVq2bJlOnTql7du3a9u2baqoqNCyZcuUmtqzulY3dS2P76XlkpSU4FV+41FhB2Kwr7v0zAVJUl6MjiMD0P2a73msDtTpfOMSzBw+kAJwgSnDg6sU+WIRQCx1qugOSU1N1ejRozVmzJgeV2xL0udlVfqs7JwSvJau+1Ku3eFEpCi0rzsGHcyPn22a6QbgDqF93R9+Xh7+Yi0l0Rv3K3sAIBJfH5otn8fS/vJqHSivDm+hyaHoBhBFXSq6e7q3GruWTxyao4zkBJujiUxoX3csZrpDncvz6VwOuMYV+b2Uk5ao6tr68MoeZoAAuEV6UoKKi4Kn8fx9Z6ku1gd73uSk0ZsGQPRQdHfBP0NLy0fl2xxJ5GI5033sbHAWjJluwD08Hit8RvdrW49IYq8jAHcJ7esO5biM5AT5ffF7BCwA56Ho7qQD5dX69FilvB5LN1zhjKXlkjQwO3Yz3aHl5ezpBtwltK/7UGMHc2a6AbgJOQ5ArFF0d1JomeWEwdnKdNDxWLGd6Q4W3QUsLwdcZfKwPmp+IAEfSAG4yRX5vVrkNVbzAIg2iu5OCh0VduOo+O9a3lxR40z3mfMXdeZ89I4Nq61rCDcfyWN5OeAqmamJGlPYO/wzH0gBuIllWeHZbokvFgFEH0V3Jxw5fV47j5yVZUnfHOmsojsl0ae+jf8zORjFJeZlVTUyRkr0epSV4pyZfwCRuWYEH0gBuBc5DkAsUXR3wju7T0iSvjIwy5GJeWBoiXlF9Iru8H7ujCR5PFY7jwbgNMwCAXCziUNzFPr4Qo4DEG0U3Z3w3t6TkqQb/ss5DdSaCy0xP1gevX3dpc2KbgDuM7qwd/gInf5ZKTZHAwDR1TslUeOKsiRJ/TPJcQCiy2d3AB0VCAQ0fvx47dy5U9u3b9eXv/zl7v39dfX6n/2nJEkTh+V06++OloE5wZnuaHYwP85xYYCreT2W/vdd43Tw1HkNz023OxwAiLpf3TZa6/eUOa5fD4D457iZ7scee0wFBQW2/f6tB0+r5mKDctL8+lKeMz94hme6o9jBPNS5PD+DzuWAW40dkKnvjO1ndxgAEBMDc1J1z9cHycs2OQBR5qii+6233tLq1av19NNP2xbDB5+XS5ImDs2WZTkzKYf2dEdzpvvYmVDRzUw3AAAAAIQ4Znn5iRMndO+992rVqlVKSbFvr83GzxqL7mF92nlk/BrQONNdfi6gc4E6pfm7/s/gWCV7ugEAAADgixxRdBtjdM8992jevHkaN26cDhw4ENHzAoGAAoFA+OfKysouxXHmfK0+PnpWUrDLpVP1SkpQVmqiKqprdfBUtUYWZHT5NUN7ugtYXg50m2jnOACIJ+Q4AG5h6/LyRYsWybKsNm9btmzRb37zG1VWVmrhwoUdev0lS5YoIyMjfOvfv3+X4v1w3ykZIw3rm+b4Gd2mfd1dX2J+sb5BZVXB/yk6/e8FcJJo5zgAiCfkOABuYWvRPX/+fH366adt3kaNGqW1a9dq06ZN8vv98vl8Gjp0qCRp3Lhxuvvuu1t9/YULF+rs2bPh2+HDh7sU7/uNS8u/7uBZ7pCmfd1db6ZWVhWQMVKC11J2amKXXw9AZKKd4wAgnpDjALiFrcvLc3JylJPTfgH73HPPafHixeGfS0tL9c1vflOvvPKKxo8f3+rz/H6//H5/VGKVpI2fB8/nnuTQo8KaG9B4zu7hiq7PdIeWludlJMlDx0+g20Q7xwFAPCHHAXALR+zpHjBgQIuf09LSJElDhgxRYWFht8Rw8FS1DldckM9jafzg7G75nbFU0Du4DDx01FdXlIY6l/diPzcAAAAANOeoI8PsFFpaftWAzKh0+7Zb6Dzt0FFfXXH8LJ3LAQAAAOByHFk9Dhw4UMaYbv2dTUeFOX9pudR0nnZp49LwrgjNlnNGNwAAAAC0xEx3BOobjD7c57Kiu3dwpruqpk7nAnVdeq1jjYU7RTcAAAAAtETRHYFdR8+qsqZO6Uk+je7X9TOt40Ga36f0pOBCh+NdnO0+Fl5ezp5uAAAAAGiOojsCGz8Ldi2/eki2fF73/JUVNBbJpV3c132c5eUAAAAAcFnuqSBj6P3wfu4+NkcSXfnhDuadn+muq29QWVVNi9cDAAAAAARRdLejOlCnbYdOS5ImDXXHfu6Q/CjMdJdVBdRgJJ/HUk4qZ2kCAAAAQHMU3e34aH+FLtYbFWYmqyg7xe5woiq0HLwrM92h/dy5vZLk8VhRiQsAAAAA3IKiux2hpeWThuXIstxVVDYV3Z2f6Q4V7AUsLQcAAACAS1B0t2Pj58EmahOHums/tyQVNB4b1pWi+zidywEAAACgVRTdbaisuahjZ2pkWcHO5W4Tnuk+c0HGmE69xjE6lwMAAABAq3x2BxDPeiUlaPv/ukF7TlQpMzXR7nCiLtRIrbq2XpU1dcpITujwa4SWl1N0AwAAAMClmOluh8/r0ciCDLvDiInkRK96pwQL7c42U2OmGwAAAABaR9Hdw4Vmuzu7r5s93QAAAADQOoruHq4gvK+740V3XX2DTlTWtHgdAAAAAEATiu4eLr9358/qPnkuoAYj+TyWstP80Q4NAAAAAByPoruHCy0vL+3ETHdoSXpuryR5Pe46wxwAAAAAooGiu4cLHxvWiZnu0JJ0mqgBAAAAwOVRdPdwXWmkFirU8yi6AQAAAOCyKLp7uIJme7qNMR167nGOCwMAAACANlF093ChWeqaiw06c/5ih57bdEY3x4UBAAAAwOVQdPdwfp9XOWmJkqTSDu7rDi0vZ6YbAAAAAC6PohtN+7o72ME8tLycPd0AAAAAcHkU3QgXzR3pYF7fYHSiKiBJKujN8nIAAAAAuByKbqggXHRHPtN9siqg+gYjr8dSTpo/VqEBAAAAgKNRdEP5vTt+bNjRM+clSXm9kuT1WDGJCwAAAACcjqIb4UZopWciX16+72S1JGlQTmpMYgIAAAAAN6DoRnhPdkdmuksai+7BfSi6AQAAAKA1FN1QXq/gTPfxszVqaDARPafk5DlJzHQDAAAAQFsouqG8jCRZllRb36CK87URPWd/eWimOy2WoQEAAACAo1F0Qwlej/o0diCP5Kzu+gajg6eCjdQGM9MNAAAAAK2i6Iakpg7mpRGc1X3k9HnV1jfI7/OoH2d0AwAAAECrKLohqdlZ3RF0MC9p1rncw3FhAAAAANAqim5ICu7rliLrYF5SznFhAAAAABAJim5IkgoyIj82LNS5nOPCAAAAAKBtFN2QJOX3Ds10R768fHAOncsBAAAAoC0U3ZAk5TfOdJdG0L28pJyZbgAAAACIBEU3JEkFjTPdJyprVN9gWn1cdaBOJyoDkpjpBgAAAID2UHRDktQ3PUlej6W6BqPyc4FWH7e/sYladmqiMlISuis8AAAAAHAkim5IkrweS33T/ZKk0jaODdtHEzUAAAAAiBhFN8LyG48NO95GB3OaqAEAAABA5Ci6EZbfu7GZWhtFd2h5+SBmugEAAACgXRTdCCtonOk+1sby8nDn8hyKbgAAAABoD0U3wkLHhh1rZabbGKP9oeXlfVheDgAAAADtoehGWGhPd+nZy890n6gMqLq2Xl6PpQFZKd0ZGgAAAAA4EkU3wkJ7ultrpBZaWj4gK0WJPv7pAAAAAEB7qJwQVtA7ONN9orJGZ89fvOR6qHP5IPZzAwAAAEBEKLoR1ifNrxG56Wow0pu7Si+53nRcGEU3AAAAAETCUUX3P/7xD40fP17JycnKycnRzJkz7Q7JVSzL0q3F/SRJr289csn1cOdymqgBAAAAQEQcU3S//vrrmj17tubMmaOdO3fqgw8+0J133ml3WK7znS/3k8eSth06o5KT51pcC53RPZgzugEAAAAgIj67A4hEXV2dHnroIT311FOaO3du+P4RI0bYGJU79e2VpMnD+2j9npN6Y9tR/eibwb/jQF29Dlecl8TycgAAAACIlCNmurdt26ajR4/K4/Fo7Nixys/P17Rp07R79+42nxcIBFRZWdnihvbdelWhJGnl9qNqaDCSpEOnzqvBSGl+n/qk++0MD0AjchwANyPHAXALRxTdJSUlkqRFixbppz/9qd58801lZmZqypQpqqioaPV5S5YsUUZGRvjWv3//7grZ0W64IlfpST4dPXNBm0pOSZL2nWxaWm5Zlp3hAWhEjgPgZuQ4AG5ha9G9aNEiWZbV5m3Lli1qaGiQJD3++OO69dZbVVxcrOXLl8uyLL366qutvv7ChQt19uzZ8O3w4cPdNTRHS0rwavroAknSa9uCDdXC+7lZWg7EDXIcADcjxwFwC1v3dM+fP1933HFHm48ZOHCgqqqqJElXXHFF+H6/36/Bgwfr0KFDrT7X7/fL72cpdGfcVtxPL390SG9/cly/+HZduKkancuB+EGOA+Bm5DgAbmFr0Z2Tk6OcnJx2H1dcXCy/3689e/Zo4sSJkqSLFy/qwIEDKioqinWYPdJVAzI1KCdV+8ur9dYnx1XSONM9iJluAAAAAIiYI/Z09+rVS/PmzdMTTzyh1atXa8+ePbr//vslSd/97ndtjs6dLMvSzLFNZ3Y3zXRTdAMAAABApBxxZJgkPfXUU/L5fJo9e7YuXLig8ePHa+3atcrMzLQ7NNe65ap+Wrpmr/7V2ExNYqYbAAAAADrCETPdkpSQkKCnn35aJ06cUGVlpdasWaORI0faHZarFWamaMLg7PDPBRlJSkl0zPc0AAAAAGA7xxTdsMetxYXhPw9iaTkAAAAAdAhFN9o0bVSeUhK9kqTBOXQuBwAAAICOoOhGm1L9Pt3S2FCtuIj98wAAAADQEWzQRbuemDFSt4ztR9ENAAAAAB1E0Y12Jfo8Gjcwy+4wAAAAAMBxWF4OAAAAAECMUHQDAAAAABAjFN0AAAAAAMQIRTcAAAAAADFC0Q0AAAAAQIxQdAMAAAAAECM96sgwY4wkqbKy0uZIAKApF4VyU1eR4wDEE3IcADfrSI7rUUV3VVWVJKl///42RwIATaqqqpSRkRGV15HIcQDiCzkOgJtFkuMsE62vHx2goaFBpaWlSk9Pl2VZl1yvrKxU//79dfjwYfXq1cuGCGPDreOS3Ds2xuU8nRmbMUZVVVUqKCiQx9P13T7kOHeNS3Lv2BiX85Dj7OPWcUnuHZtbxyW5d2yxznE9aqbb4/GosLCw3cf16tXLVf+IQtw6Lsm9Y2NcztPRsUVj9ieEHOfOcUnuHRvjch5ynH3cOi7JvWNz67gk944tVjmORmoAAAAAAMQIRTcAAAAAADHiXbRo0SK7g4gnXq9X11xzjXw+d628d+u4JPeOjXE5jxPG5oQYO8Ot45LcOzbG5TxOGJsTYuwMt45Lcu/Y3Douyb1ji+W4elQjNQAAAAAAuhPLywEAAAAAiBGKbgAAAAAAYoSiGwAAAACAGKHobrRs2TINGjRISUlJKi4u1vvvv293SB323nvvacaMGSooKJBlWVq1alWL68YYLVq0SAUFBUpOTtY111yj3bt32xRt5JYsWaKvfOUrSk9PV9++ffWd73xHe/bsafGYQCCgBx98UDk5OUpNTdXNN9+sI0eO2BRxZF544QWNHj06fB7ghAkT9NZbb4WvO3FMl7NkyRJZlqUFCxaE73Pq2BYtWiTLslrc8vLywtfj+T1Gjotf5DjnjOlyyHHx8R4jx8Uvt+Y4iTzntLHZmePOTt4eAAAJzUlEQVQouiW98sorWrBggR5//HFt375dkyZN0rRp03To0CG7Q+uQ6upqjRkzRs8///xlr//qV7/SM888o+eff16bN29WXl6ebrjhBlVVVXVzpB2zYcMGPfDAA9q0aZPWrFmjuro6TZ06VdXV1eHHLFiwQCtXrtSKFSu0ceNGnTt3TtOnT1d9fb2NkbetsLBQTz75pLZs2aItW7bouuuu07e//e3wm9uJY/qizZs363e/+51Gjx7d4n4nj23kyJE6duxY+LZr167wtXh9j5HjyHF2IMc5c2zkOPuQ45z3niHPOW9stuU4A/PVr37VzJs3r8V9X/rSl8yPf/xjmyLqOklm5cqV4Z8bGhpMXl6eefLJJ8P31dTUmIyMDPPiiy/aEWKnlZWVGUlmw4YNxhhjzpw5YxISEsyKFSvCjzl69KjxeDzm7bfftivMTsnMzDS///3vXTGmqqoqM2zYMLNmzRozZcoU89BDDxljnP3f64knnjBjxoy57LV4fo+R48hx8YIcF99jI8fFD3KcM94zl0Oei9+x2ZnjevxMd21trbZu3aqpU6e2uH/q1Kn68MMPbYoq+vbv36/jx4+3GKff79eUKVMcN86zZ89KkrKysiRJW7du1cWLF1uMraCgQKNGjXLM2Orr67VixQpVV1drwoQJrhjTAw88oJtuuknf+MY3Wtzv9LF99tlnKigo0KBBg3THHXeopKREUvy+x8hx5Lh4QI5zztjIcfEpXv/+O8ONOU4izzllbHblOHedaN4J5eXlqq+vV25ubov7c3Nzdfz4cZuiir7QWC43zoMHD9oRUqcYY/TII49o4sSJGjVqlKTg2BITE5WZmdnisU74b7hr1y5NmDBBNTU1SktL08qVK3XFFVdox44djh2TJK1YsULbtm3T5s2bL7nm5P9e48eP15/+9CcNHz5cJ06c0OLFi3X11Vdr9+7dcfseI8eR4+xEjmvihLGR4+JXvP79d5TbcpxEnmsu3sdmZ47r8UV3iGVZLX42xlxynxs4fZzz58/Xxx9/rI0bN7b7WCeMbcSIEdqxY4fOnDmj119/XXfffbc2bNjQ6uOdMKbDhw/roYce0urVq5WUlBTx85wwtmnTpoX/fOWVV2rChAkaMmSIXnrpJX3ta1+TFL/vsXiNK9qcPk5yXPyPiRwXn++xeI0r2pw+TrflOIk811y8j83OHNfjl5fn5OTI6/Ve8q1MWVnZJd90OFmoM5+Tx/nggw/q73//u9atW6fCwsLw/Xl5eaqtrdXp06dbPN4JY0tMTNTQoUM1btw4LVmyRGPGjNGzzz7r6DFt3bpVZWVlKi4uls/nk8/n04YNG/Tcc8/J5/MpNzfXsWP7otTUVF155ZX67LPP4vY9Ro5zzjjJcc4YEzkuvt5j5DjnjNONOU4izzXnhLE11505rscX3YmJiSouLtaaNWta3L9mzRpdffXVNkUVfYMGDVJeXl6LcdbW1mrDhg1xP05jjObPn6833nhDa9eu1aBBg1pcLy4uVkJCQouxHTt2TJ988kncj+2LjDEKBAKOHtP111+vXbt2aceOHeHbuHHjNGvWrPCfnTq2LwoEAvr000+Vn58ft+8xchw5Lp6Q4+J7bF9Ejosf8fr3H4melOMk8ly8j625bs1xXW7F5gIrVqwwCQkJ5g9/+IP597//bRYsWGBSU1PNgQMH7A6tQ6qqqsz27dvN9u3bjSTzzDPPmO3bt5uDBw8aY4x58sknTUZGhnnjjTfMrl27zPe+9z2Tn59vKisrbY68bffff7/JyMgw69evN8eOHQvfzp8/H37MvHnzTGFhoXn33XfNtm3bzHXXXWfGjBlj6urqbIy8bQsXLjTvvfee2b9/v/n444/NT37yE+PxeMzq1auNMc4cU2uad7w0xrlje/TRR8369etNSUmJ2bRpk5k+fbpJT08P54p4fY+R48hxdiDHOW9s5Dh7keOc954hzzlrbHbmOIruRr/97W9NUVGRSUxMNFdddVX4GAMnWbdunZF0ye3uu+82xgRb4T/xxBMmLy/P+P1+M3nyZLNr1y57g47A5cYkySxfvjz8mAsXLpj58+ebrKwsk5ycbKZPn24OHTpkX9AR+MEPfhD+N9enTx9z/fXXh5O0Mc4cU2u+mKidOrbbb7/d5Ofnm4SEBFNQUGBmzpxpdu/eHb4ez+8xclz8Isc5Z0ytIcfZjxwXv9ya44whzzltbHbmOMsYY7o+Xw4AAAAAAL6ox+/pBgAAAAAgVii6AQAAAACIEYpuAAAAAABihKIbAAAAAIAYoegGAAAAACBGKLoBAAAAAIgRim4AAAAAAGKEohsAAAAAgBih6AYiZFmWVq1aZXcYABAT5DgAbkaOg50ouoFG99xzjyzLuuR244032h0aAHQZOQ6Am5HjEM98dgcAxJMbb7xRy5cvb3Gf3++3KRoAiC5yHAA3I8chXjHTDTTj9/uVl5fX4paZmXnZx/785z9Xbm6uduzYIUmqra3VY489pn79+ik1NVXjx4/X+vXruzF6AGgbOQ6Am5HjEK+Y6QY6yBijBQsWaNWqVdq4caOGDRsmSZozZ44OHDigFStWqKCgQCtXrtSNN96oXbt2hR8DAPGOHAfAzchxsAMz3UAzb775ptLS0lrcfvGLX4Sv19XV6a677tLq1av1wQcfhJPwvn379PLLL+vVV1/VpEmTNGTIEP3oRz/SxIkTL1nmBAB2IccBcDNyHOIVM91AM9dee61eeOGFFvdlZWWF//zwww/L7/dr06ZNysnJCd+/bds2GWM0fPjwFs8NBALKzs6ObdAAECFyHAA3I8chXlF0A82kpqZq6NChrV6/4YYb9PLLL+udd97RrFmzwvc3NDTI6/Vq69at8nq9LZ6TlpYWs3gBoCPIcQDcjByHeEXRDXTAzTffrBkzZujOO++U1+vVHXfcIUkaO3as6uvrVVZWpkmTJtkcJQB0DjkOgJuR42AXim6gmUAgoOPHj7e4z+fztViCdMstt+jPf/6zZs+eLZ/Pp9tuu03Dhw/XrFmzdNddd2np0qUaO3asysvLtXbtWl155ZX61re+1d1DAYBLkOMAuBk5DvGKohto5u2331Z+fn6L+0aMGKH//Oc/Le677bbb1NDQoNmzZ8vj8WjmzJlavny5Fi9erEcffVRHjx5Vdna2JkyYQKIGEDfIcQDcjByHeGUZY4zdQQAAAAAA4EYcGQYAAAAAQIxQdAMAAAAAECMU3QAAAAAAxAhFNwAAAAAAMULRDQAAAABAjFB0AwAAAAAQIxTdAAAAAADECEU3AAAAAAAxQtENAAAAAECMUHQDAAAAABAjFN0AAAAAAMQIRTcAAAAAADHy/wEVkphnhBMsuAAAAABJRU5ErkJggg==\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 3.194812539696319e-16\n" ] }, { "data": { "image/png": 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xRre5DQ0NiouLk/Tlrphnn31Wixcv7rGu3W5XfHx8t/Gbb75ZFRUVkr78bzd27Fi99tpr+uEPf9jvZ7mot++EHSMAAAAAAECSlJ+fr82bN6urq8s5VlFRIdM0u/1dDEXsdrsCAwN14403XrJuXFxcjzUuhiKSVFRUpKlTp3o1FHEHZ4wAAAAAAABJUkZGhurr69XY2KiYmBi37ikvL9fPf/5zXX311f3qPXToUP35z3/uVw1P8CoNAAAAAABe8k1/lebbiFdpAAAAAAAALoFgBAAAAAAA+C2CEQAAAAAA4LcIRgAAAAAAgN8iGAEAAAAAAH6LYAQAAAAAAPgtghEAAAAAAOC3CEYAAAAAAIAkqbm5WREREbLb7YO9FJ08eVLh4eFqbGz0aR+CEQAAAAAAIEkqLCxUZmam4uLiJEl///vflZWVpZiYGFksFiUkJGjz5s397nPu3DmtWbNGiYmJGjFihKKiovSzn/1MJ06ccM6JiIjQwoUL9dBDD/W73+UQjAAAAAAAADkcDhUVFSk7O9s5VlVVpfDwcBUXF6u2tlbr1q1Tbm6utmzZ0q9e7e3tOnTokPLz83Xo0CGVlpbq/fff15w5c1zm3XvvvSopKVFra2u/+l2OYZqm6bPqAAAAAAD4kY6ODjU0NCg+Pl7BwcGDvZw+KS0t1bJly3Tq1KnLznvggQd09OhR7du3z6v93377bSUnJ+sf//iHYmNjnePx8fHKz8/XkiVLPKrb23cS6PGKAQAAAABAr0zTlOlwDEpvw2KRYRhuza2srFRSUlKv89ra2jR69Oj+Lq3HuoZhaNSoUS7jycnJstlsHgcjvSEYAQAAAADAh0yHQ+9dP3lQel9zqErG8OFuzbXb7YqKirrsnAMHDmj79u169dVXvbE8p46ODq1du1Z33323rrjiCpdr0dHROnz4sFf7/SvOGAEAAAAAAHI4HJd9/ae2tlZz587V+vXrNWPGDLfrlpSUaOTIkc4/m83mcv3cuXO666671NXVpSeeeKLb/RaLRe3t7e4/SB+xYwQAAAAAAB8yLBZdc6hq0Hq7Kyws7JKHnNbV1emWW27Rfffdp9/97nd9WsOcOXM0depU5+fo6Gjnv8+dO6c77rhDDQ0N2rdvX7fdIpLU0tKi8PDwPvXsC4IRAAAAAAB8yDAMt19nGUxWq1XFxcXdxmtra3XLLbdo0aJFevTRR/tcNyQkRCEhId3GL4Yi9fX1+tvf/qYxY8b0eH9NTY2mTZvW577u4lUaAAAAAACg9PR01dbWuuwaqa2t1fTp0zVjxgytXr1aTU1Nampq6vWXa3pz/vx5zZ8/X++8845KSkp04cIFZ+2zZ88657W3t6uqqkppaWn96nc5BCMAAAAAAECJiYlKSkrS9u3bnWMvvviiTp06pZKSEo0bN875N2XKFOccu90uwzBUUVHhdq+PP/5Yu3bt0scff6xJkya51N6/f79z3s6dOxUbG6vU1FSvPGNPCEYAAAAAAIAkKT8/X5s3b1ZXV5ck6fe///2XPzf8lT+73e68x263a9SoUZo4caLbfeLi4nqsa5qmy2szGzdu1Pr16731eD3ijBEAAAAAACBJysjIUH19vRobGxUTE+PWPeXl5crLy1NoaKhX13Ly5EnNnz9fWVlZXq37VYZpmqZPOwAAAAAA4Cc6OjrU0NCg+Pj4y/70LQZOb98Jr9IAAAAAAAC/RTACAAAAAAD8FsEIAAAAAADwWwQjAAAAAADAbxGMAAAAAAAAv0UwAgAAAAAA/BbBCAAAAAAA8FsEIwAAAAAAQJLU3NysiIgI2e32Ae3b2dmp2NhYVVVVDWhfiWAEAAAAAAD8U2FhoTIzMxUXFydJ+vvf/66srCzFxMTIYrEoISFBmzdv9qj2E088ofj4eAUHB2vy5Mmy2WzOa0FBQcrJydGaNWu88Rh9QjACAAAAAADkcDhUVFSk7Oxs51hVVZXCw8NVXFys2tparVu3Trm5udqyZUufar/wwgtauXKl1q1bp8OHDys1NVWzZs3S8ePHnXMWLFggm82mo0ePeu2Z3GGYpmkOaEcAAAAAAL6lOjo61NDQ4NwZ8U1SWlqqZcuW6dSpU5ed98ADD+jo0aPat2+f27WnTp2q66+/Xlu3bnWOJSQk6LbbblNhYaFzbPr06UpNTVVBQUHfH+ASevtOAr3WCQAAAAAAdGOaps6f7RqU3oHDAmQYhltzKysrlZSU1Ou8trY2jR492u01nD17VlVVVVq7dq3LeFpamvbv3+8ylpyc7PKKzUAgGAEAAAAAwIfOn+3Sk79+Y1B6/3zzzRoaNMStuXa7XVFRUZedc+DAAW3fvl2vvvqq22v47LPPdOHCBY0dO9ZlfOzYsWpqanIZi46OHvCDXzljBAAAAAAAyOFwXPb1n9raWs2dO1fr16/XjBkz+lz/qztXTNPsNmaxWNTe3t7n2v3BjhEAAAAAAHwocFiAfr755kHr7a6wsDC1trb2eK2urk633HKL7rvvPv3ud7/r0xrCwsI0ZMiQbrtDTp482W0XSUtLi8LDw/tUv7/YMQIAAAAAgA8ZhqGhQUMG5c/d80UkyWq1qq6urtt4bW2tpk+frkWLFunRRx/t8/MPGzZMkydP1t69e13G9+7dqxtuuMFlrKamRlartc89+oNgBAAAAAAAKD09XbW1tS67Ri6GIjNmzNDq1avV1NSkpqamXn+55qtWr16tp59+Ws8884yOHj2qVatW6fjx41q+fLnLPJvNprS0NK88j7sIRgAAAAAAgBITE5WUlKTt27c7x1588UWdOnVKJSUlGjdunPNvypQpzjl2u12GYaiiouKSte+8805t2rRJBQUFmjRpkiorK1VWVqYrr7zSOefAgQNqa2vT/PnzffJ8l2KYpmkOaEcAAAAAAL6lOjo61NDQoPj4+MseZPp1VVZWppycHNXU1CggwL29FBUVFZo3b56OHTum0NBQj3vffvvtslqtysvL87hGT3r7Tjh8FQAAAAAASJIyMjJUX1+vxsZGxcTEuHVPeXm58vLy+hWKdHZ2auLEiVq1apXHNTzFjhEAAAAAALzkm75j5Nuot++EM0YAAAAAAIDfIhgBAAAAAAB+i2AEAAAAAAD4LYIRAAAAAADgtwhGAAAAAACA3yIYAQAAAAAAfotgBAAAAAAA+C2CEQAAAAAAIElqbm5WRESE7Hb7gPbt7OxUbGysqqqqBrSvRDACAAAAAAD+qbCwUJmZmYqLi5Mk/f3vf1dWVpZiYmJksViUkJCgzZs3e1R3ypQpCgkJUUREhG677Ta99957zutBQUHKycnRmjVrvPUobiMYAQAAAAAAcjgcKioqUnZ2tnOsqqpK4eHhKi4uVm1trdatW6fc3Fxt2bKlT7XfeOMNPfDAA3rrrbe0d+9enT9/XmlpaTpz5oxzzoIFC2Sz2XT06FGvPZM7DNM0zQHtCAAAAADAt1RHR4caGhoUHx+v4ODgwV5On5SWlmrZsmU6derUZec98MADOnr0qPbt2+dxr1OnTikiIkJvvPGGfvSjHznHp0+frtTUVBUUFHhc+6t6+04CvdYJAAAAAAB0Y5qmznd2DkrvwKAgGYbh1tzKykolJSX1Oq+trU2jR4/u17ra2tokqVud5ORk2Wy2ftXuK4IRAAAAAAB86Hxnpx5fNH9Qev/q/72koW7uXLHb7YqKirrsnAMHDmj79u169dVXPV6TaZpavXq1brrpJv3gBz9wuRYdHT3gB78SjAAAAAAAADkcjsu+/lNbW6u5c+dq/fr1mjFjhsd9VqxYoXfffVdvvvlmt2sWi0Xt7e0e1/YEwQgAAAAAAD4UGBSkX/2/lwatt7vCwsLU2tra47W6ujrdcsstuu+++/S73/3O4/X88pe/1K5du1RZWanx48d3u97S0qLw8HCP63uCYAQAAAAAAB8yDMPt11kGk9VqVXFxcbfx2tpa3XLLLVq0aJEeffRRj2qbpqlf/vKXeuWVV1RRUaH4+Pge59XU1MhqtXrUw1P8XC8AAAAAAFB6erpqa2tddo3U1tZq+vTpmjFjhlavXq2mpiY1NTX1+ss1X/XAAw+ouLhY//Vf/6WQkBBnHYfD4TLPZrMpLS3NK8/jLoIRAAAAAACgxMREJSUlafv27c6xF198UadOnVJJSYnGjRvn/JsyZYpzjt1ul2EYqqiouGTtrVu3qq2tTdOmTXOp88ILLzjnHDhwQG1tbZo/f2APqiUYAQAAAAAAkqT8/Hxt3rxZXV1dkqTf//73Mk2z29+//nKM3W7XqFGjNHHixEvW7amGaZpavHixc86f/vQnPfjgg7JYLL56vB5xxggAAAAAAJAkZWRkqL6+Xo2NjYqJiXHrnvLycuXl5Sk0NNTjvp2dnZo4caJWrVrlcQ1PGaZpmgPeFQAAAACAb6GOjg41NDQoPj7+sj99i4HT23fCqzQAAAAAAMBvEYwAAAAAAAC/RTACAAAAAAD8FsEIAAAAAADwWwQjAAAAAADAbxGMAAAAAAAAv0UwAgAAAAAA/BbBCAAAAAAAkCQ1NzcrIiJCdrt9sJeikydPKjw8XI2NjT7tQzACAAAAAAAkSYWFhcrMzFRcXJykL4OSmTNnKioqSkFBQYqJidGKFSv0+eef97vX73//e1177bUaMWKEQkND9ZOf/EQHDx50Xo+IiNDChQv10EMP9bvX5RCMAAAAAAAAORwOFRUVKTs72zkWEBCguXPnateuXXr//fe1bds2vf7661q+fHm/+333u9/Vli1bdOTIEb355puKi4tTWlqaTp065Zxz7733qqSkRK2trf3udymGaZqmz6oDAAAAAOBHOjo61NDQoPj4eAUHBw/2cvqktLRUy5YtcwkmevL4449rw4YN+uijj7za//PPP9d3vvMdvf766/rxj3/sHI+Pj1d+fr6WLFniUd3evpNAj1cMAAAAAAB6ZZqmzHNdg9LbGBogwzDcmltZWamkpKTLzjlx4oRKS0t18803e2N5TmfPntWTTz6p73znO5o4caLLteTkZNlsNo+Dkd4QjAAAAAAA4EPmuS6dWL9/UHpHFdwgY9gQt+ba7XZFRUX1eC0rK0s7d+6Uw+FQZmamnn76aa+sb/fu3brrrrvU3t6ucePGae/evQoLC3OZEx0drcOHD3ulX084YwQAAAAAAMjhcFzy9Z+NGzfq0KFD2rFjhz788EOtXr3a7bolJSUaOXKk889mszmvTZ8+XdXV1dq/f79mzpypO+64QydPnnS532KxqL293bOHcgM7RgAAAAAA8CFjaICiCm4YtN7uCgsLu+Qhp5GRkYqMjNS1116rMWPGKDU1Vfn5+Ro3blyvdefMmaOpU6c6P0dHRzv/PWLECE2YMEETJkzQD3/4Q1199dUqKipSbm6uc05LS4vCw8Pdfo6+IhgBAAAAAMCHDMNw+3WWwWS1WlVcXNzrvIu/4dLZ2elW3ZCQEIWEhLg11zTNbnVramo0bdo0t+73BK/SAAAAAAAApaenq7a21mXXSFlZmZ599lnV1NTIbrerrKxM999/v2688UbFxcV53OvMmTPKy8vTW2+9pX/84x86dOiQsrOz9fHHH+v22293zmtvb1dVVZXS0tL682iXRTACAAAAAACUmJiopKQkbd++3TlmsVj01FNP6aabblJCQoJWrlyp2bNna/fu3c45drtdhmGooqLC7V5DhgzR//7v/+qnP/2pvvvd72r27Nk6deqUbDabvv/97zvn7dy5U7GxsUpNTfXKM/bEMC/ugQEAAAAAAP3S0dGhhoYGxcfHX/Ig06+zsrIy5eTkqKamRgEB7u2lqKio0Lx583Ts2DGFhoZ6dT3JyclauXKl7r77bo9r9PadcMYIAAAAAACQJGVkZKi+vl6NjY2KiYlx657y8nLl5eV5PRQ5efKk5s+fr6ysLK/W/Sp2jAAAAAAA4CXf9B0j30a9fSecMQIAAAAAAPwWwQgAAAAAAPBbBCMAAAAAAMBvEYwAAAAAAAC/RTACAAAAAAD8FsEIAAAAAADwWwQjAAAAAADAbxGMAAAAAAAASVJzc7MiIiJkt9sHeynq7OxUbGysqqqqfNqHYAQAAAAAAEiSCgsLlZmZqbi4OElfBiUzZ85UVFSUgoKCFKfUxOUAACAASURBVBMToxUrVujzzz/vd6/S0lKlp6crLCxMhmGourra5XpQUJBycnK0Zs2afve6HIIRAAAAAAAgh8OhoqIiZWdnO8cCAgI0d+5c7dq1S++//762bdum119/XcuXL+93vzNnzujGG2/UH/7wh0vOWbBggWw2m44ePdrvfpcS6LPKAAAAAADgG2PPnj0KDAxUSkqKcyw0NFT333+/8/OVV16pX/ziF9qwYUO/+y1cuFCSLvvazpgxY3TDDTfoueeeU0FBQb979oRgBAAAAAAAHzJNU+fOnRuU3kOHDpVhGG7NraysVFJS0mXnnDhxQqWlpbr55pu9sTy3JCcny2az+aw+wQgAAAAAAD507tw5PfbYY4PSOy8vT8OGDXNrrt1uV1RUVI/XsrKytHPnTjkcDmVmZurpp5/25jIvKzo62qeHwXLGCAAAAAAAkMPhUHBwcI/XNm7cqEOHDmnHjh368MMPtXr1arfrlpSUaOTIkc6/vu7+sFgsam9v79M9fcGOEQAAAAAAfGjo0KHKy8sbtN7uCgsLU2tra4/XIiMjFRkZqWuvvVZjxoxRamqq8vPzNW7cuF7rzpkzR1OnTnV+jo6OdntNktTS0qLw8PA+3dMXBCMAAAAAAPiQYRhuv84ymKxWq4qLi3udZ5qmJKmzs9OtuiEhIQoJCfF4XTU1NbJarR7f3xuCEQAAAAAAoPT0dOXm5qq1tVWhoaGSpLKyMn366aeaMmWKRo4cqbq6Ov32t7/VjTfeqLi4uH71a2lp0fHjx3XixAlJ0nvvvSfp/9+dcpHNZtMjjzzSr16XwxkjAAAAAABAiYmJSkpK0vbt251jFotFTz31lG666SYlJCRo5cqVmj17tnbv3u2cY7fbZRiGKioq+tRv165dslqtuvXWWyVJd911l6xWq/7zP//TOefAgQNqa2vT/Pnz+/dwl2GYF/fAAAAAAACAfuno6FBDQ4Pi4+MveZDp11lZWZlycnJUU1OjgAD39lJUVFRo3rx5OnbsmHOnibfcfvvtslqt/TqjpbfvhFdpAAAAAACAJCkjI0P19fVqbGxUTEyMW/eUl5crLy/P66FIZ2enJk6cqFWrVnm17lexYwQAAAAAAC/5pu8Y+Tbq7TvhjBEAAAAAAOC3CEYAAAAAAIDfIhgBAAAAAAB+i2AEAAAAAAD4LYIRAAAAAADgtwhGAAAAAACA3yIYAQAAAAAAfotgBAAAAAAASJKam5sVEREhu90+4L2nTJmi0tLSAe9LMAIAAAAAACRJhYWFyszMVFxcnKQvg5KZM2cqKipKQUFBiomJ0YoVK/T555/3qW5lZaUyMzMVFRUlwzC0Y8eObnPy8/O1du1adXV1eeNR3EYwAgAAAAAA5HA4VFRUpOzsbOdYQECA5s6dq127dun999/Xtm3b9Prrr2v58uV9qn3mzBlNnDhRW7ZsueScW2+9VW1tbXrttdc8fgZPBA5oNwAAAAAA8LW0Z88eBQYGKiUlxTkWGhqq+++/3/n5yiuv1C9+8Qtt2LChT7VnzZqlWbNmXXbOkCFDlJGRoeeee67Xud5EMAIAAAAAgA+ZpqmuLseg9A4IsMgwDLfmVlZWKikp6bJzTpw4odLSUt18883eWF43ycnJ+uMf/+iT2pdCMAIAAAAAgA91dTlU8UbioPSedvMRDRky3K25drtdUVFRPV7LysrSzp075XA4lJmZqaefftqby3SKjo7W8ePH1dXVpYCAgTn9gzNGAAAAAACAHA6HgoODe7y2ceNGHTp0SDt27NCHH36o1atX+2QNFotFXV1d6uzs9En9nrBjBAAAAAAAHwoIsGjazUcGrbe7wsLC1Nra2uO1yMhIRUZG6tprr9WYMWOUmpqq/Px8jRs3zltLlSS1tLRo+PDhsljcX3d/EYwAAAAAAOBDhmG4/TrLYLJarSouLu51nmmakuSTXR01NTW6/vrrvV73cghGAAAAAACA0tPTlZubq9bWVoWGhkqSysrK9Omnn2rKlCkaOXKk6urq9Nvf/lY33nij4uLi3K79xRdf6IMPPnB+bmhoUHV1tUaPHq3Y2FjnuM1mU1pamteeyR2cMQIAAAAAAJSYmKikpCRt377dOWaxWPTUU0/ppptuUkJCglauXKnZs2dr9+7dzjl2u12GYaiiouKStd955x1ZrVZZrVZJ0urVq2W1WrV+/XrnnMbGRu3fv1/33nuv9x/uMgzz4h4YAAAAAADQLx0dHWpoaFB8fPwlDzL9OisrK1NOTo5qamrc/lWYiooKzZs3T8eOHXPuNPHEgw8+qLa2Nj355JMe1+hJb98Jr9IAAAAAAABJUkZGhurr69XY2KiYmBi37ikvL1deXl6/QhFJioiIUE5OTr9qeIIdIwAAAAAAeMk3fcfIt1Fv3wlnjAAAAAAAAL9FMAIAAAAAAPwWwQgAAAAAAPBbBCMAAAAAAMBvEYwAAAAAAAC/RTACAAAAAAD8FsEIAAAAAADwWwQjAAAAAABAktTc3KyIiAjZ7fYB7dvZ2anY2FhVVVUNaF+JYAQAAAAAAPxTYWGhMjMzFRcXJ+nLoGTmzJmKiopSUFCQYmJitGLFCn3++ed9qrt161Zdd911uuKKK3TFFVcoJSVFe/bscV4PCgpSTk6O1qxZ483HcQvBCAAAAAAAkMPhUFFRkbKzs51jAQEBmjt3rnbt2qX3339f27Zt0+uvv67ly5f3qfb48eP1hz/8Qe+8847eeecd3XLLLZo7d65qa2udcxYsWCCbzaajR4967ZncYZimaQ5oRwAAAAAAvqU6OjrU0NCg+Ph4BQcHD/Zy+qS0tFTLli3TqVOnLjvv8ccf14YNG/TRRx/1q9/o0aO1YcMGLV261Dk2ffp0paamqqCgoF+1/1Vv30mg1zoBAAAAAIBuTNNUe1fXoPQeHhAgwzDcmltZWamkpKTLzjlx4oRKS0t18803e7ymCxcu6MUXX9SZM2eUkpLici05OVk2m83j2p4gGAEAAAAAwIfau7p0VeWRQen94Y8SNWLIELfm2u12RUVF9XgtKytLO3fulMPhUGZmpp5++uk+r+XIkSNKSUlRR0eHRo4cqVdeeUXf+973XOZER0cP+MGvnDECAAAAAADkcDgu+frPxo0bdejQIe3YsUMffvihVq9e3ef611xzjaqrq/XWW2/p/vvv16JFi1RXV+cyx2KxqL293aP1e4odIwAAAAAA+NDwgAB9+KPEQevtrrCwMLW2tvZ4LTIyUpGRkbr22ms1ZswYpaamKj8/X+PGjXO7/rBhwzRhwgRJUlJSkt5++21t3rxZf/nLX5xzWlpaFB4e7nZNbyAYAQAAAADAhwzDcPt1lsFktVpVXFzc67yLv+HS2dnZr36maXarUVNTI6vV2q+6fUUwAgAAAAAAlJ6ertzcXLW2tio0NFSSVFZWpk8//VRTpkzRyJEjVVdXp9/+9re68cYbFRcX53btvLw8zZo1SzExMfq///s/Pf/886qoqFB5ebnLPJvNpkceecSbj9UrzhgBAAAAAABKTExUUlKStm/f7hyzWCx66qmndNNNNykhIUErV67U7NmztXv3buccu90uwzBUUVFxydqffvqpFi5cqGuuuUY//vGPdfDgQZWXl2vGjBnOOQcOHFBbW5vmz5/vk+e7FMO8uAcGAAAAAAD0S0dHhxoaGhQfH3/Jg0y/zsrKypSTk6OamhoFuHk+SUVFhebNm6djx445d5p44vbbb5fValVeXp7HNXrS23fCqzQAAAAAAECSlJGRofr6ejU2NiomJsate8rLy5WXl9evUKSzs1MTJ07UqlWrPK7hKXaMAAAAAADgJd/0HSPfRr19J5wxAgAAAAAA/BbBCAAAAAAA8FsEIwAAAAAAwG8RjAAAAAAAAL9FMAIAAAAAAPwWwQgAAAAAAPBbBCMAAAAAAMBvEYwAAAAAAABJUnNzsyIiImS32wd7KTp58qTCw8PV2Njo0z4EIwAAAAAAQJJUWFiozMxMxcXFdbvW3Nys8ePHyzAMnT592qt9ly1bJsMwtGnTJudYRESEFi5cqIceesirvb6KYAQAAAAAAMjhcKioqEjZ2dk9Xl+6dKmuu+46r/fdsWOHDh48qKioqG7X7r33XpWUlKi1tdXrfS8iGAEAAAAAANqzZ48CAwOVkpLS7drWrVt1+vRp5eTkeLVnY2OjVqxYoZKSEg0dOrTb9cTEREVGRuqVV17xat9/FeizygAAAAAAQKZpynHuwqD0tgwdIsMw3JpbWVmppKSkbuN1dXUqKCjQwYMHdezYMa+traurSwsXLtSDDz6o73//+5ecl5ycLJvNpiVLlnit978iGAEAAAAAwIcc5y7oe+tfG5TedQXpGj7Mvf/1t9vt3V5n6ezsVFZWljZs2KDY2FivBiP//u//rsDAQP3qV7+67Lzo6GgdPnzYa32/imAEAAAAAADI4XAoODjYZSw3N1cJCQm65557PK5bUlKiZcuWOT/v2bNHw4cP1+bNm3Xo0KFed7RYLBa1t7d73L83BCMAAAAAAPiQZegQ1RWkD1pvd4WFhXU75HTfvn06cuSIXnrpJUlfvhZ0ce66dev08MMP91p3zpw5mjp1qvNzdHS0/vKXv+jkyZOKjY11jl+4cEG/+c1vtGnTJpefC25paVF4eLjbz9FXBCMAAAAAAPiQYRhuv84ymKxWq4qLi13GXn75ZTkcDufnt99+W0uWLJHNZtNVV13lVt2QkBCFhIS4jC1cuFA/+clPXMbS09O1cOFC3XvvvS7jNTU1mjZtWh+epG++/t8MAAAAAADwufT0dOXm5qq1tVWhoaGS1C38+OyzzyRJCQkJGjVqlMe9xowZozFjxriMDR06VJGRkbrmmmucY+3t7aqqqtJjjz3mca/e8HO9AAAAAABAiYmJSkpK0vbt2/t0n91ul2EYqqio8Pqadu7cqdjYWKWmpnq99kXsGAEAAAAAAJKk/Px85eTk6L777lNAQPe9FNOmTXOeM3KR3W7XqFGjNHHixH71/tdzRS7auHGj1q9f36+6vSEYAQAAAAAAkqSMjAzV19ersbFRMTExbt1TXl6uvLw85+s33nLy5EnNnz9fWVlZXq37VYb51agHAAAAAAB4pKOjQw0NDYqPj+/207cYHL19J5wxAgAAAAAA/BbBCAAAAAAA8FsEIwAAAAAAwG8RjAAAAAAAAL9FMAIAAAAAAPwWwQgAAAAAAPBbBCMAAAAAAMBvEYwAAAAAAABJUnNzsyIiImS32wd7KTp58qTCw8PV2Njo0z4EIwAAAAAAQJJUWFiozMxMxcXFdbvW3Nys8ePHyzAMnT59ul99zp07pzVr1igxMVEjRoxQVFSUfvazn+nEiRPOOREREVq4cKEeeuihfvXqDcEIAAAAAACQw+FQUVGRsrOze7y+dOlSXXfddV7p1d7erkOHDik/P1+HDh1SaWmp3n//fc2ZM8dl3r333quSkhK1trZ6pW9PCEYAAAAAAID27NmjwMBApaSkdLu2detWnT59Wjk5OV7p9Z3vfEd79+7VHXfcoWuuuUY//OEP9ec//1lVVVU6fvy4c15iYqIiIyP1yiuveKVvTwJ9VhkAAAAAAEimKZ1rH5zeQ4dLhuHW1MrKSiUlJXUbr6urU0FBgQ4ePKhjx455e4VObW1tMgxDo0aNchlPTk6WzWbTkiVLfNKXYAQAAAAAAF861y49FjU4vfNOSMNGuDXVbrcrKsp1nZ2dncrKytKGDRsUGxvrs2Cko6NDa9eu1d13360rrrjC5Vp0dLQOHz7sk74Sr9IAAAAAAAB9ecZIcHCwy1hubq4SEhJ0zz33eFy3pKREI0eOdP7ZbDaX6+fOndNdd92lrq4uPfHEE93ut1gsam/33Y4bdowAAAAAAOBLQ4d/uXNjsHq7KSwsrNshp/v27dORI0f00ksvSZJM03TOXbdunR5++OFe686ZM0dTp051fo6Ojnb++9y5c7rjjjvU0NCgffv2ddstIkktLS0KDw93+zn6imAEAAAAAABfMgy3X2cZTFarVcXFxS5jL7/8shwOh/Pz22+/rSVLlshms+mqq65yq25ISIhCQkK6jV8MRerr6/W3v/1NY8aM6fH+mpoaTZs2zf0H6SOCEQAAAAAAoPT0dOXm5qq1tVWhoaGS1C38+OyzzyRJCQkJ3Q5J7Yvz589r/vz5OnTokHbv3q0LFy6oqalJkjR69GgNGzZM0pc/61tVVaXHHnvM41694YwRAAAAAACgxMREJSUlafv27X26z263yzAMVVRUuH3Pxx9/rF27dunjjz/WpEmTNG7cOOff/v37nfN27typ2NhYpaam9mlNfUEwAgAAAAAAJEn5+fnavHmzurq6erw+bdo0mabpslvEbrdr1KhRmjhxott94uLiZJpmj3//+trMxo0btX79eo+fxx28SgMAAAAAACRJGRkZqq+vV2Njo2JiYty6p7y8XHl5ec7Xb7zl5MmTmj9/vrKysrxa96sM8+KRsgAAAAAAoF86OjrU0NCg+Pj4bj99i8HR23fCqzQAAAAAAMBvEYwAAAAAAAC/RTACAAAAAAD8FsEIAAAAAADwWwQjAAAAAADAbxGMAAAAAAAAv0UwAgAAAAAA/BbBCAAAAAAAkCQ1NzcrIiJCdrt9QPt2dnYqNjZWVVVVA9pXIhgBAAAAAAD/VFhYqMzMTMXFxXW71tzcrPHjx8swDJ0+fbrPtZ944gnFx8crODhYkydPls1mc14LCgpSTk6O1qxZ05/le4RgBAAAAAAAyOFwqKioSNnZ2T1eX7p0qa677jqPar/wwgtauXKl1q1bp8OHDys1NVWzZs3S8ePHnXMWLFggm82mo0ePetTDUwQjAAAAAAD4kGmaaj/XPih/pmm6vc49e/YoMDBQKSkp3a5t3bpVp0+fVk5Ojkf/Df70pz9p6dKlys7OVkJCgjZt2qSYmBht3brVOWfMmDG64YYb9Nxzz3nUw1OBA9oNAAAAAAA/4zjv0NT/mjoovQ/efVDDhw53a25lZaWSkpK6jdfV1amgoEAHDx7UsWPH+ryGs2fPqqqqSmvXrnUZT0tL0/79+13GkpOTXV6xGQjsGAEAAAAAALLb7YqKinIZ6+zsVFZWljZs2KDY2FiP6n722We6cOGCxo4d6zI+duxYNTU1uYxFR0cP+MGv7BgBAAAAAMCHLIEWHbz74KD1dpfD4VBwcLDLWG5urhISEnTPPff0ey2GYbh8Nk2z25jFYlF7e3u/e/UFwQgAAAAAAD5kGIbbr7MMprCwMLW2trqM7du3T0eOHNFLL70kSc4zS8LCwrRu3To9/PDDbtUdMmRIt90hJ0+e7LaLpKWlReHh4f15jD4jGAEAAAAAALJarSouLnYZe/nll+VwOJyf3377bS1ZskQ2m01XXXWVW3WHDRumyZMna+/evZo3b55zfO/evZo7d67L3JqaGlmt1n48Rd8RjAAAAAAAAKWnpys3N1etra0KDQ2VpG7hx2effSZJSkhI0KhRo9yuvXr1ai1cuFBJSUlKSUnRk08+qePHj2v58uUu82w2mx555JF+PknfcPgqAAAAAABQYmKikpKStH379j7dZ7fbZRiGKioqLjnnzjvv1KZNm1RQUKBJkyapsrJSZWVluvLKK51zDhw4oLa2Ns2fP9/TR/CIYfblR40BAAAAAMAldXR0qKGhQfHx8d0OMv0mKCsrU05OjmpqahQQ4N5eioqKCs2bN0/Hjh1z7jTxxO233y6r1aq8vDyPa/Skt++EV2kAAAAAAIAkKSMjQ/X19WpsbFRMTIxb95SXlysvL69foUhnZ6cmTpyoVatWeVzDU+wYAQAAAADAS77pO0a+jXr7TjhjBAAAAAAA+C2CEQAAAAAA4LcIRgAAAAAAgN8iGAEAAAAAAH6LYAQAAAAAAPgtghEAAAAAAOC3CEYAAAAAAIDfIhgBAAAAAACSpObmZkVERMhutw9o387OTsXGxqqqqmpA+0oEIwAAAAAA4J8KCwuVmZmpuLi4bteam5s1fvx4GYah06dP97nulClTFBISooiICN1222167733nNeDgoKUk5OjNWvW9PcR+oxgBAAAAAAAyOFwqKioSNnZ2T1eX7p0qa677jqPar/xxht64IEH9NZbb2nv3r06f/680tLSdObMGeecBQsWyGaz6ejRox718FTggHYDAAAAAMDPmKYp0+EYlN6GxSLDMNyau2fPHgUGBiolJaXbta1bt+r06dNav3699uzZ0+d1lJeXu3x+9tlnFRERoaqqKv3oRz+SJI0ZM0Y33HCDnnvuORUUFPS5h6cIRgAAAAAA8CHT4dB7108elN7XHKqSMXy4W3MrKyuVlJTUbbyurk4FBQU6ePCgjh075pV1tbW1SZJGjx7tMp6cnCybzeaVHu7iVRoAAAAAACC73a6oqCiXsc7OTmVlZWnDhg2KjY31Sh/TNLV69WrddNNN+sEPfuByLTo6esAPfmXHCAAAAAAAPmRYLLrm0MD/2srF3u5yOBwKDg52GcvNzVVCQoLuuecer61pxYoVevfdd/Xmm292u2axWNTe3u61Xu4gGAEAAAAAwIcMw3D7dZbBFBYWptbWVpexffv26ciRI3rppZckfbnb4+LcdevW6eGHH+5Tj1/+8pfatWuXKisrNX78+G7XW1paFB4e7uETeIZgBAAAAAAAyGq1qri42GXs5ZdfluNfDo59++23tWTJEtlsNl111f/H3p3HRVntfwD/DDDAsIOIbIq4L6CgqKB21UxRDL23vJWpmRtaWpbLTVOzMLXcyl831wi7laSlpqWSZi645AoJooYGLrglIKjAsMz394cxOc4Awy7yeb9e83o55znPWeZhjjPfOc85TY0uW0Tw2muvYfPmzdi7dy+8vb0N5ktISIC/v3/5OlBODIwQEREREREREYKDgzFjxgxkZGTA0dERAPSCH7du3QIAtG7dGg4ODkaXPWHCBKxbtw5btmyBra0trl+/DgCwt7eH6oHbfWJiYjB37tyKdqVMuPgqEREREREREcHX1xcBAQHYsGFDmc5LSUmBQqHA3r17i82zYsUKZGZmomfPnnBzc9M+1q9fr81z+PBhZGZmYvDgweXtQrlwxggRERERERERAQBmz56NqVOnYuzYsTAx0Z9L0bNnT+06I0VSUlLg4OCA9u3bF1vuw+cYsnTpUkybNk1nBkl1YGCEiIiIiIiIiAAAISEhSEpKQmpqKho2bGjUOdHR0Xj77be1t9+Uh1qtRvv27fHmm2+Wu4zyUogxYRsiIiIiIiIiKlVubi6Sk5Ph7e2tt/Ut1YzSrgnXGCEiIiIiIiKiOouBESIiIiIiIiKqsxgYISIiIiIiIqI6i4ERIiIiIiIiIqqzGBghIiIiIiIiojqLgREiIiIiIiIiqrMYGCEiIiIiIiKiOouBESIiIiIiIiICAKSlpcHFxQUpKSnVWq9arUajRo1w4sSJaq0XYGCEiIiIiIiIiP6yYMEChIaGonHjxnrH0tLS4OnpCYVCgdu3b1eoDoVCgTfeeEObZmFhgalTp+Ktt94qd7nlxcAIERERERERESEnJwcREREYM2aMweOjR49Gu3btKlTHsWPHsHr1aoPlDB06FDExMThz5kyF6igrBkaIiIiIiIiIqpCIIF9dWCMPETG6nTt27ICZmRmCgoL0jq1YsQK3b9/G1KlTy/063L17F0OHDsWaNWvg6Oiod7xevXro2rUroqKiyl1HeZhVa21EREREREREdUxBngarJ+2rkbrDlvWA0sLUqLz79+9HQECAXnpiYiLCw8Nx5MgR/PHHH+Vuy4QJEzBgwAA89dRTeP/99w3m6dy5M2JiYspdR3kwMEJERERERERESElJgbu7u06aWq3GkCFDsGjRIjRq1KjcgZFvvvkGJ0+exLFjx0rM5+HhUe0LvzIwQkRERERERFSFzMxNELasR43VbaycnBxYWlrqpM2YMQOtW7fGsGHDyt2Gy5cvY9KkSdi5c6de+Q9TqVTIzs4ud13lwcAIERERERERURVSKBRG385Sk5ydnZGRkaGT9ssvvyA+Ph7fffcdAGjXLHF2dsbMmTPx3nvvlVruiRMncPPmTXTs2FGbVlhYiP379+O///0v1Go1TE3vvz7p6emoX79+ZXXJKAyMEBERERERERH8/f3x1Vdf6aRt3LgROTk52ufHjh3DqFGjEBMTg6ZNmxpVbu/evREfH6+TNnLkSLRq1QpvvfWWNigCAAkJCfD3969AL8qOgREiIiIiIiIiQnBwMGbMmIGMjAztrjEPBz9u3boFAGjdujUcHByMKtfW1hY+Pj46adbW1qhXr55eekxMDObOnVveLpQLt+slIiIiIiIiIvj6+iIgIAAbNmwo03kpKSlQKBTYu3dvheo/fPgwMjMzMXjw4AqVU1acMUJEREREREREAIDZs2dj6tSpGDt2LExM9OdS9OzZU7vOSJGUlBQ4ODigffv2RtdjKIiydOlSTJs2DSqVqsztrggGRoiIiIiIiIgIABASEoKkpCSkpqaiYcOGRp0THR2Nt99+W3v7TXmo1Wq0b98eb775ZrnLKC+FPBzqISIiIiIiIqJyyc3NRXJyMry9vUvdmpaqR2nXhGuMEBEREREREVGdxcAIEREREREREdVZDIwQERERERERUZ3FwAgRERERERER1VkMjBARERERERFRncXACBERERERERHVWQyMEBEREREREVGdxcAIEREREREREQEA0tLS4OLigpSUlJpuCgCgU6dO2LRpU5XWwcAIEREREREREQEAFixYgNDQUDRu3FibplAo9B4rV66scF3vvvuuXrmurq46eWbPno3p06dDo9FUuL7iMDBCRERERERERMjJyUFERATGjBmjdywyMhLXrl3TPkaMGFEpdbZt21an3Pj4eJ3jAwYMQGZmJn766adKqc8QsyormYiIiIiIrQuVSQAAIABJREFUiIggIihQq2ukbjMLCygUCqPy7tixA2ZmZggKCtI75uDgoDebozKYmZmVWK6pqSlCQkIQFRWF/v37V3r9AAMjRERERERERFWqQK3G/40YXCN1v/7Fd1BaWhqVd//+/QgICDB4bOLEiRgzZgy8vb0xevRohIWFwcSk4jehJCUlwd3dHRYWFujSpQvmz5+PJk2a6OTp3LkzFi5cWOG6isPACBEREREREREhJSUF7u7ueulz585F7969oVKpsHv3bkyZMgW3bt3CrFmzKlRfly5d8L///Q8tWrTAjRs38P7776Nr1644ffo06tWrp83n4eGBS5cuQaPRVEow5mEMjBARERERERFVITMLC7z+xXc1VrexcnJyYGlgdsmDARA/Pz8AQHh4uNGBkZiYGJ3bYFatWoWhQ4fqpPn6+iIoKAhNmzbFF198gcmTJ2uPqVQqaDQaqNVqqFQqo/tjLAZGiIiIiIiIiKqQQqEw+naWmuTs7IyMjIxS8wUGBiIrKws3btxAgwYNSs0fEBCAuLg47fPizrG2toavry+SkpJ00tPT02FlZVUlQRGAu9IQEREREREREQB/f38kJiaWmi82NhaWlpZwcHAwqlyVSoVmzZppH7a2tgbzqdVqnDlzBm5ubjrpCQkJ6NChg1F1lQdnjBARERERERERgoODMWPGDGRkZMDR0REA8MMPP+D69esICgqCSqXCnj17MHPmTISFhcGiDLfpGDJ16lSEhoaiUaNGuHnzJt5//31kZWXpbQUcExODvn37VqiuknDGCBERERERERHB19cXAQEB2LBhgzZNqVRi+fLlCAoKQrt27bBs2TKEh4djyZIlOucqFAqsXbu2TPVduXIFQ4YMQcuWLfHMM8/A3Nwcv/76K7y8vLR5UlNTcejQIYwcObJCfSuJQkSkykonIiIiIiIiqkNyc3ORnJwMb29vgwuZPuq2b9+OqVOnIiEhwegdYFJSUtC8eXMkJiaiefPmldqeadOmITMzE6tXry53GaVdE95KQ0REREREREQAgJCQECQlJSE1NRUNGzY06pzo6GiEhYVVelAEAFxcXDB16tRKL/dBnDFCREREREREVElq+4yRx1Fp14RrjBARERERERFRncXACBERERERERHVWQyMEBEREREREVGdxcAIEREREREREdVZDIwQERERERERUZ3FwAgRERERERER1VkMjBARERERERFRncXACBEREREREREBANLS0uDi4oKUlJSabgrUajUaNWqEEydOVGk9DIwQEREREREREQBgwYIFCA0NRePGjbVpCoVC77Fy5coK17VixQq0a9cOdnZ2sLOzQ1BQEHbs2KE9bmFhgalTp+Ktt96qcF0lUYiIVGkNRERERERERHVEbm4ukpOT4e3tDUtLy5puTpnk5OTA3d0d27dvR1BQkDZdoVAgMjIS/fr106bZ29tDpVJVqL4ffvgBpqamaNasGQDgiy++wKJFixAbG4u2bdsCuD+Dxd3dHXFxcWjdunW56intmpiVvwtEREREREREVBoRgeRraqRuhdIECoXCqLw7duyAmZmZTlCkiIODA1xdXSu1baGhoTrP582bhxUrVuDXX3/VBkbq1auHrl27IioqCuHh4ZVafxEGRoiIiIiIiIiqkORrcPWdQzVSt3t4VyjMTY3Ku3//fgQEBBg8NnHiRIwZMwbe3t4YPXo0wsLCYGJSeatzFBYW4ttvv8W9e/f0AjOdO3dGTExMpdX1MAZGiIiIiIiIiAgpKSlwd3fXS587dy569+4NlUqF3bt3Y8qUKbh16xZmzZpV4Trj4+MRFBSE3Nxc2NjYYPPmzWjTpo1OHg8PjypdDJaBESIiIiIiIqIqpFCawD28a43VbaycnByDa3A8GADx8/MDAISHhxsdGImJiUH//v21z1etWoWhQ4cCAFq2bIm4uDjcvn0bGzduxIgRI7Bv3z6d4IhKpUJ2drbR/SgrBkaIiIiIiIiIqpBCoTD6dpaa5OzsjIyMjFLzBQYGIisrCzdu3ECDBg1KzR8QEIC4uDjt8wfPMTc31y6+GhAQgGPHjmHZsmVYtWqVNk96ejrq169flq6UCbfrJa29e/dCoVDg9u3bNd0Ug/Ly8tCsWTMcPHiwppvy2Kmu/cGJAI41RPT44bhGRI8Lf39/JCYmlpovNjYWlpaWcHBwMKpclUqFZs2aaR+2trbF5hURqNVqnbSEhAT4+/sbVVd5MDDymHj55ZcN7i394HZKtd3q1avh5eWFbt26adMyMjIwfPhw2Nvbw97eHsOHDy/1Q4larcZrr70GZ2dnWFtbY+DAgbhy5UqZ27Nv3z507NgRlpaWaNKkiVH7eMfHx6NHjx5QqVTw8PBAeHg4yrpjtojg3Xffhbu7O1QqFXr27InTp0+Xet7y5cu121N17NhRZ/Gi6tofnGo/jjXVO9Zcu3YNL774Ilq2bAkTExO88cYbRp1n6Bo9OEa9++67BvNYW1vrlLNx40a0adMGFhYWaNOmDTZv3lxqPQqFAosWLdLmOXnyJPr06QMHBwfUq1cPYWFhuHv3rl6b165di3bt2sHS0hKurq6YOHGi9ti5c+fQq1cvNGjQQDvmzpo1C/n5+do8a9aswRNPPAFHR0c4OjriqaeewtGjR/XqOXPmDAYOHAh7e3vY2toiMDAQly5dAnD/vuri+vTtt99qy9i9eze6du0KW1tbuLm54a233kJBQYFR14YePXV1XJs3bx66du0KKysro7/YGHqtAgMDtceNfQ9dunQJoaGhsLa2hrOzM15//XXk5eWVWI9CodDuUAEAd+7cwRtvvAEvLy+oVCp07doVx44d02tzSe95ABg3bhyaNm0KlUqF+vXrY9CgQTh79qz2+G+//YYhQ4agYcOGUKlUaN26NZYtW6ZXj1qtxsyZM+Hl5QULCws0bdoUn3/+ufZ4z549DfZpwIAB2jw3btzAyy+/DHd3d1hZWaFfv35ISkoyeC1EBP3794dCocD333+vc+zYsWPo3bs3HBwc4OjoiL59++r8Ug8AGzZsgJ+fH6ysrODl5aUzbhvbJwC4ffs2JkyYADc3N1haWqJ169bYvn27wTZT7RAcHIzTp0/rzBr54YcfsGbNGiQkJODChQv47LPPMHPmTISFhcHCwqJC9b399tuIiYlBSkoK4uPjMXPmTOzdu1d7m02RmJgY9O3bt0J1lUjosTBixAjp16+fXLt2TeeRnp5udBl79uwRAJKRkVHudqjV6nKfW5oWLVrIunXrdNL69esnPj4+cujQITl06JD4+PjI008/XWI548ePFw8PD9m1a5ecPHlSevXqJe3bt5eCggKj2/LHH3+IlZWVTJo0SRITE2XNmjWiVCrlu+++K/aczMxMadCggbzwwgsSHx8vGzduFFtbW1m8eLHR9YqIfPDBB2JraysbN26U+Ph4ef7558XNzU2ysrKKPeebb74RpVIpa9askcTERJk0aZJYW1vLxYsXtXlu3bol5ubmkpiYWKb2UN3CsaZ6x5rk5GR5/fXX5YsvvhA/Pz+ZNGmSUecBkMjISJ1rlJ2drT1+584dvWvYpk0bGTFihDbPoUOHxNTUVObPny9nzpyR+fPni5mZmfz666/aPA+X8fnnn4tCoZALFy6IiEhqaqo4OjrK+PHj5ezZs3L06FHp2rWrPPvsszrtXbJkibi7u8vXX38t58+fl4SEBNm6dav2+IULF+Tzzz+XuLg4SUlJkS1btoiLi4vMmDFDm+fFF1+UTz/9VGJjY+XMmTMycuRIsbe3lytXrmjznD9/XpycnGTatGly8uRJuXDhgvz4449y48YNEREpKCjQ69N7770n1tbWcufOHRER+e2338Tc3Fzee+89SUpKkr1790qrVq1kypQpRl0bevTU1XHtnXfekaVLl8rkyZPF3t7eqHIMvVZpaWna48a8hwoKCsTHx0d69eolJ0+elF27dom7u7tMnDhRW87t27d1yrh8+bI4OTnJnDlztHmee+45adOmjezbt0+SkpJkzpw5YmdnV6b3vIjIqlWrZN++fZKcnCwnTpyQ0NBQadiwoXasjoiIkNdee0327t0rFy5ckC+//FJUKpV88sknOq/NwIEDpUuXLrJr1y5JTk6WI0eOyMGDB7XH09LSdPqUkJAgpqamEhkZKSIiGo1GAgMD5YknnpCjR4/K2bNnJSwsTBo1aiR3797VuxZLly6V/v37CwDZvHmzNj0rK0scHR3l5ZdflrNnz0pCQoI8++yz4uLiInl5eSIisn37djEzM5MVK1ZoXxNXV9cy90mtVktAQICEhITIgQMHJCUlRWJiYiQuLq6Yv6C6IycnRxITEyUnJ6emm1IugYGBsnLlSu3zHTt2iJ+fn9jY2IiVlZX4+PjIxx9/LPn5+TrnFX3+KItRo0aJl5eXmJubS/369aV3796yc+dOnTyHDh0SBwcHnc8yZVXaNWFg5DExYsQIGTRoULHHk5OTBYDExsZq0zIyMgSA7NmzR0QM/6d+8OBBeeKJJ8TS0lI8PT3ltdde0xmcvby8ZO7cuTJixAixs7OTl156qfI7JyInTpwQExMTyczM1KYlJiYKAJ0P6YcPHxYAcvbsWYPl3L59W5RKpXzzzTfatNTUVDExMZHo6Gij2/Of//xHWrVqpZM2btw4CQwMLPac5cuXi729veTm5mrTFixYIO7u7qLRaIyqV6PRiKurq3zwwQfatNzcXLG3t9cZvB7WuXNnGT9+vE5aq1atZPr06TppPXv2lNmzZxvVFqqbONbcV11jzYN69OhRpsDIgx+USxMXFycAZP/+/dq05557Tvr166eTLzg4WF544YViyxk0aJA8+eST2uerVq0SFxcXKSws1KbFxsYKAElKShIRkfT0dFGpVPLzzz8b3V4RkTfffFO6d+9e7PGCggKxtbWVL774Qpv2/PPPy7Bhw8pUj5+fn4waNUr7fMaMGRIQEKCTZ/PmzWJpaVligJoeXXVxXHtQZGRkmQIjJb1Whjz8Htq+fbuYmJhIamqqNi0qKkosLCyKbePmzZtFoVBISkqKiIhkZ2eLqamp/Pjjjzr52rdvLzNnztQ+L897/rfffhMAcv78+WLzvPrqq9KrVy/t8x07doi9vb1OkKg0H330kdja2mr/Js6dOycAJCEhQZunoKBAnJycZM2aNTrnxsXFiaenp1y7dk1vvD927JgAkEuXLmnTTp06pdOnIUOGyODBg/Xa4+npqf1MakyfVqxYIU2aNNEGXOhvtT0wsm3bNmndurXO/9+lSU5OFjMzM/n9998rvT2DBw+WefPmVaiM0q4Jb6WhYsXHxyM4OBjPPPMMTp06hfXr1+PAgQM605sBYNGiRfDx8cGJEycwe/Zsg2XNnz8fNjY2JT5K2pd6//79aNGiBezs7LRphw8fhr29Pbp06aJNCwwMhL29PQ4dMrxH+IkTJ5Cfn68zDcvd3R0+Pj7FnmPI4cOH9aZyBQcH4/jx4zpTux8+p0ePHjrTzYKDg3H16lWjt55KTk7G9evXdeq2sLBAjx49im1/Xl4eTpw4odfevn376p1T1fuDExnCsaZqTJw4Ec7OzujUqRNWrlwJjUZTbN7PPvsMLVq0wBNPPKFNK26cK679N27cwLZt2zB69Ghtmlqthrm5OUxM/v64oVKpAAAHDhwAAOzatQsajQapqalo3bo1PD098dxzz+Hy5cvFtvf8+fOIjo5Gjx49is2TnZ2N/Px8ODk5AQA0Gg22bduGFi1aIDg4GC4uLujSpYveFPQHnThxAnFxcXp9eni1fpVKhdzcXK7TRFqP+rhWEXv37oWLiwtatGiBsWPH4ubNm8XmNfQeOnz4MHx8fHS2Aw0ODoZarS72PRQREYGnnnoKXl5eAICCggIUFhYafC8WjS3lec/fu3cPkZGR8Pb2RsOGDYvNl5mZqR1bAGDr1q0ICAjAwoUL4eHhgRYtWmDq1KnIyckptoyIiAi88MIL2lsYi9ZTeLBPpqamMDc31/YJuD+2DRkyBP/973/h6uqqV27Lli3h7OyMiIgI5OXlIScnBxEREWjbtq329StuHLty5QouXrxodJ+2bt2KoKAgTJgwAQ0aNICPjw/mz5+PwsLCYvtNtUNISAjGjRuH1NRUo8+Jjo5GWFgYmjdvXqltUavVaN++Pd58881KLVdPhcIu1Wjfvn3y9NNPi5ubW5l/CavK+hITEyU0NFTs7OzExsZGunTponN7QnUZMWKEmJqairW1tc4jPDxcRMr3a8fw4cMlLCxMp56YmBgxMTHRRtq8vLzkn//8Z6ntS0tLk6SkpBIfJU2NmjRpks6vkCIi8+bNk+bNm+vlbd68ucyfP99gOV9//bWYm5vrpffp00evryVp3ry5XtTy4MGDAkCuXr1q8Jw+ffrI2LFjddJSU1MFgBw6dMioeovqePBXFhGRsWPHSt++fQ2eU1THg1MfRe6/fi1atNBJW7ZsmTRu3NiotlDdxLHmb9Ux1jyoLDNG5s6dK4cOHZLY2FhZvHixWFlZydy5cw3mzc3NFUdHR/nwww910pVKpXz99dc6acX1S0Tkww8/FEdHR51fYhISEsTMzEwWLlwoarVa0tPT5ZlnnhEA2tduwYIFolQqpWXLlhIdHS2HDx+W3r17S8uWLfVuLQgKChILCwsBIGFhYSX+kvXqq69K06ZNte0p+mXVyspKli5dKrGxsbJgwQJRKBSyd+9eg2W88sor0rp1a520n376SUxMTGTdunVSUFAgV65cke7duwsAvVsVqHaoi+Pag8oyY+Sbb76RH3/8UeLj42Xr1q3Svn17adu2rc5s2AcZeg+NHTtW+vTpo5fX3Nzc4Hvo6tWrYmpqKuvXr9dJDwoKkh49ekhqaqoUFBTIl19+KQqFQvvZpizv+U8//VSsra0FgLRq1arE2SKHDh0SpVKpM9U/ODhYLCwsZMCAAXLkyBHZtm2beHl5yciRIw2WceTIEQEgR44c0abl5eWJl5eX/Pvf/5b09HRRq9WyYMECAaDzGS8sLExGjx6tfW7oe0pCQoI0bdpUTExMxMTERFq1aqXz/WTVqlViZWUlP//8sxQWFsq5c+ekVatWOp9JjelTy5YtxcLCQkaNGiXHjx+XqKgocXJykvfee6/Y16+uqO0zRh5HpV2TWrNd771799C+fXuMHDkSzz777CNR34ULF9C9e3eMHj0a7733Huzt7XHmzBmD+z5Xh169emHFihU6aQ9Gs8vqxIkTOH/+PL7++mttmohAo9EgOTkZrVu3BnB/S6XSODk5Vagtxe2nrVAo9NJExGB6ScpzzsP55a9FVEsqpzznGFtOaWUYc05V7w9OjweONX+3sTrGmvKYNWuW9t9+fn4AgPDwcJ30Ips2bcKdO3fw0ksv6R0ry1jz+eefY+jQoTqvX9u2bfHFF19g8uTJmDFjBkxNTfH666+jQYMGMDW9v2WhRqNBfn4+/u///k87QyUqKgqurq7Ys2cPgoODteWtX78ed+7cwW+//YZp06Zh8eLF+M9//qPXloULFyIqKgp79+7VtqdoxsygQYO0vzr5+fnh0KFDWLlypd7sk5ycHKxbt07vV/y+ffti0aJFGD9+PIYPHw4LCwvMnj0bBw4c0PaJap+6OK6Vx/PPP6/9t4+PDwICAuDl5YVt27bhmWee0avX0HsIKNuYunbtWjg4OOCf//ynTvqXX36JUaNGwcPDA6ampujQoQNefPFFnDx5EkDZ3vNDhw5Fnz59cO3aNSxevBjPPfccDh48qPe6nT59GoMGDcI777yDPn36aNM1Gg0UCgW+/vpr2NvbAwCWLl2KwYMH49NPP9XOlCsSEREBHx8fdO7cWZumVCqxceNGjB49Gk5OTjA1NcVTTz2F/v37a/Ns3boVv/zyC2JjY/VepyI5OTkYNWoUunXrhqioKBQWFmLx4sUICQnBsWPHoFKpMHbsWFy4cAFPP/008vPzYWdnh0mTJuHdd9/VGZtL65NGo4GLiwtWr14NU1NTdOzYEVevXsWiRYvwzjvvFNtGokdRrQmM9O/fX2dgeFheXh5mzZqFr7/+Grdv34aPjw8+/PBD9OzZs0rqA4CZM2ciJCQECxcu1KY1adKkXPVVBmtra+3+zw8rmsZc9EUcQLG3fBTRaDQYN24cXn/9db1jjRo10qm3NPPnz8f8+fNLzLNjxw6dadwPcnZ2Rnx8vE6aq6srbty4oZf3zz//LHYvbVdXV+Tl5SEjIwOOjo7a9Js3b6Jr166ldUOnnOvXr+uk3bx5E2ZmZqhXr16ZzgFg1N7fRWUAwPXr1+Hm5qZTTnFlODs7w9TU1GDdD59T1fuD0+OBY8191THWVJbAwEBkZWXhxo0bem3+7LPP8PTTT+tNyS5uzDLU55iYGJw7dw7r16/XO/biiy/ixRdfxI0bN2BtbQ2FQoGlS5fC29sbALRjWZs2bbTn1K9fH87Ozjo7RwDQTm1v06YNCgsLERYWhilTpugEJBYvXoz58+fj559/Rrt27bTpzs7OMDMz06kHAFq3bq0zTb3Id999h+zsbIMBo8mTJ+PNN9/EtWvX4OjoiJSUFMyYMUPbJ6p96tq4Vlnc3Nzg5eVlcOeU4t5Drq6uOHLkiE5aRkYG8vPz9cYXEcHnn3+O4cOHw9zcXOdY06ZNsW/fPty7dw9ZWVlwc3PD888/r30fluU9X7TjWPPmzREYGAhHR0ds3rwZQ4YM0eZJTEzEk08+ibFjx+oFmd3c3ODh4aENIBTVIyK4cuWKzq0F2dnZ+OabbxAeHq73mnXs2BFxcXHIzMxEXl4e6tevjy5dumgDaL/88gsuXLigt4vQs88+iyeeeAJ79+7FunXrkJKSgsOHD2v/dtetWwdHR0ds2bIFL7zwAhQKBT788EPMnz8f169fR/369bF7924AQOPGjY3uk5ubG5RKpc4Y3Lp1a1y/fh15eXl614zoUfbYrDEycuRIHDx4EN988w1OnTqFf//73yVucVVR5blvsSYVfdm9du2aNu3hbbse1qFDB5w+fVpnv+miR1kHuvHjxyMuLq7ER0m/mvj7++Ps2bM6H0qCgoKQmZmpsx3jkSNHkJmZWewXj44dO0KpVGLXrl3atGvXriEhIaFMX1aCgoJ0ygCAnTt3IiAgAEqlsthz9u/fr7Md3c6dO+Hu7q79T6g03t7ecHV11ak7Ly8P+/btK7b95ubm6Nixo157d+3apXdOVe8PTo8/jjX3VdZYU1liY2NhaWmp92E6OTkZe/bs0bn/v0hx45yh9kdERKBjx45o3759sW1o0KABbGxssH79elhaWmp/bS3aPvTcuXPavOnp6bh165b2fnhDRAT5+fk612rRokWYO3cuoqOj9a6zubk5OnXqpFMPAPz+++8G64mIiMDAgQOLDRYrFArttulRUVFo2LAhOnToUGx7qfZ6HMe1ypKWlobLly/r/FhTpLj3UFBQEBISEnRez507d8LCwgIdO3bUybtv3z6cP3/e4BhVxNraGm5ubsjIyMBPP/2EQYMGASj7e/5BIqJd8wO4P1OkV69eGDFiBObNm6eXv1u3brh69arOVuS///47TExM4OnpqZN3w4YNUKvVGDZsWLH129vbo379+khKSsLx48e1fZo+fTpOnTqlc+0B4KOPPkJkZCSA+4EXExMTndk3Rc8fXmvK1NQUHh4eMDc3R1RUFIKCguDi4mJ0n7p164bz58/rlPv777/Dzc2NQRGqfarmDp6qhYfupTt//rwoFAq9dRd69+6ts5VfZdUnUr57latScVvN/fnnn9o8RVuAnT59Wvbt2yedO3cu8f7Y3377TVQqlbz66qsSGxsrv//+u2zZskVnOzUvLy/56KOPqrx/RVvJxsfH66T369dP2rVrJ4cPH5bDhw+Lr6+vzhaaV65ckZYtW+rcwzl+/Hjx9PSUn3/+WU6ePClPPvlkubfrffPNNyUxMVEiIiL0tuv95JNPdO7pvX37tjRo0ECGDBki8fHxsmnTJrGzsyvXdr329vayadMmiY+PlyFDhuht1/vkk0/qbLlWtF1vRESEJCYmyhtvvCHW1tba1d2LeHl5yf/+978ytYfqFo411TvWiNzfxSU2NlY6duwoL774osTGxsrp06e1xzdt2iQtW7bUPt+6dausXr1a4uPj5fz587JmzRqxs7OT119/Xa/sWbNmibu7u8E2HTx4UExNTeWDDz6QM2fOyAcffKC3Xa/I/a3IraysZMWKFQbb/8knn8iJEyfk3Llz8t///ldUKpUsW7ZMJ8+gQYOkbdu2cvDgQYmPj5enn35a2rRpo93p4KuvvpL169dLYmKiXLhwQTZs2CAeHh4ydOhQbRkffvihmJuby3fffafzt1m0RWjRa6VUKmX16tWSlJQkn3zyiZiamkpMTIxOe5KSkkShUMiOHTsM9mnhwoVy6tQpSUhIkPDwcFEqlTqfEwz9PQwfPlxnJ7CHrxvVnLo6rl28eFFiY2PlvffeExsbG+1Y8+B7pmXLlrJp0yYRub/N95QpU+TQoUOSnJwse/bskaCgIPHw8NDbkamk91DRdr29e/eWkydPys8//yyenp46r02RYcOGSZcuXQz2Kzo6Wnbs2CF//PGH7Ny5U9q3by+dO3fW2SGltPf8hQsXZP78+XL8+HG5ePGiHDp0SAYNGiROTk7aLX0TEhKkfv36MnToUJ2/j5s3b2rruXPnjnh6esrgwYO1fyPNmzeXMWPG6LW7e/fu8vzzzxvs04YNG2TPnj1y4cIF+f7778XLy0ueeeYZg3mLPPw95cyZM2JhYSGvvPKKJCYmSkJCggwbNkzs7e216+D9+eefsmLFCjlz5ozExsbK66+/LpaWljpjljF9unTpktjY2MjEiRPl3Llz8uOPP4qLi4u8//772jwPfx42Znx8HHCNkUfPY7ld78MDwIYNGwSA3qJZZmbZBVoTAAAgAElEQVRm8txzz4nI3wtnlfSYMGGCUfWJ/L2g5ZAhQ3TSQ0NDS9zKsKqMGDHCYJ8e/NCVmJgogYGBolKpxM/PT3bu3FnqVnNHjx6VPn36iI2NjVhbW0u7du10Fh2trv/URUReeOEFvUEzLS1Nhg4dKra2tmJraytDhw7VaX/RdS/qo8j9N8XEiRPFyclJVCqVPP300zpbmonc79ecOXNKbM/evXvF399fzM3NpXHjxnpfCubMmSNeXl46aadOnZInnnhCLCwsxNXVVd59912drXqLrkFycnKx9Wo0GpkzZ464urqKhYWF/OMf/9D7sGOo/Z9++ql2j/AOHTrIvn37dI5Xxv7g9PjjWFP9Y42h1/vBsSUyMlIe/J1jx44d4ufnJzY2NmJlZSU+Pj7y8ccfS35+vk65hYWF4unpKW+//XaxdX/77bfSsmVLUSqV0qpVK9m4caNenlWrVolKpZLbt28bLGP48OHi5OQk5ubm0q5dO4PB18zMTBk1apQ4ODiIk5OT/Otf/9J5rb755hvp0KGD9u+jTZs2Mn/+fJ0PN15eXgZfq4df34iICGnWrJlYWlpK+/bt5fvvv9drz4wZM8TT07PYxV179eol9vb2YmlpKV26dJHt27frHDf099CjRw8ZMWKE9vnD141qTl0d14rr94N/twAkMjJSRO5vkdu3b1+pX7++KJVKadSokYwYMUJvXBMp/T108eJFGTBggKhUKnFycpKJEyfqLeB6+/ZtUalUsnr1aoNlrF+/Xpo0aSLm5ubi6uoqEyZMMDgOlfSeT01Nlf79+4uLi4solUrx9PSUF198UWcr9jlz5pQ6DovcD0g89dRTolKpxNPTUyZPnqz3mapoS94HF2590LJly8TT01P7+s6aNUtvEeqHGfqesnPnTunWrZvY29uLo6OjPPnkk3L48GHt8T///FMCAwPF2tparKyspHfv3npBb2P7dOjQIenSpYtYWFhIkyZNZN68eTrB9oc/DxszPj4OGBh59JR2TRQiVTCvroopFAps3rxZuwjT+vXrMXToUJw+fVpv4TMbGxu4uroiPz8fFy5cKLFcR0dHg/dOP1wfcP/2BWtra8yZM0fnPsO33noLBw4cwMGDByvSRTIgPj4eTz31FM6fPw9bW9sqqycnJwdOTk7Yvn07evXqVWX1GLJ27VrMmzcPiYmJxd6SU1X+/e9/w9/fH2+//Xa11kv0qKkLYw0R1S3VNa4R0X25ublITk6Gt7d3jW3MQbpKuya1ZvHVkvj7+6OwsBA3b94sduEppVKJVq1aVVqdFblvkcrH19cXCxcuREpKCnx9fausnn379uHJJ5+skS8q0dHRmD9/frUHRaptf3CiWqAujDVEVLdU17hGRFRb1ZoZI3fv3sX58+cB3A+ELF26FL169YKTkxMaNWqEYcOG4eDBg1iyZAn8/f1x69Yt/PLLL/D19UVISEil1wcAmzdvxvPPP49PP/0UvXr1QnR0NN544w3s3bsX3bt3r7zOExERERERUa1Q22eMpKWloXXr1jh69KjRm0RUpU6dOmHGjBl624KXRWnXpNbsSnP8+HH4+/trd8yYPHky/P39tXtkR0ZG4qWXXsKUKVPQsmVLDBw4EEeOHNFu7VfZ9QHAv/71L6xcuRILFy6Er68vPvvsM2zcuJFBESIiIiIiIqqVFixYgNDQUJ2giEKh0HusXLmywnXt378foaGhcHd3h0KhMLjL6+zZszF9+nS9nZUqU62ZMUJERERERET0qKvNM0ZycnLg7u6O7du3IygoSJuuUCgQGRmJfv36adPs7e2hUqkqVN+OHTtw8OBBdOjQAc8++6ze2p4AUFhYCHd3d6xduxb9+/cvVz11Yo0RIiIiIiIiokeViCA/P79G6lYqlVAoFEbl3bFjB8zMzHSCIkUcHBzg6upaqW3r379/qcEOU1NThISEICoqqtyBkdIwMEJERERERERUhfLz8zF//vwaqfvtt9+Gubm5UXn379+PgIAAg8cmTpyIMWPGwNvbG6NHj0ZYWBhMTKpndY7OnTtj4cKFVVb+Ix0Y0Wg0uHr1KmxtbY2OcBERVQcRwZ07d+Du7l4p/yFwvCOiRxXHOyKqKyp7vKuNUlJS4O7urpc+d+5c9O7dGyqVCrt378aUKVNw69YtzJo1q1ra5eHhgUuXLkGj0VTJtXmkAyNXr14t9+KpRETV4fLly/D09KxwORzviOhRx/GOiOqKyhrvHqRUKvH2229XapllqdtYOTk5BtfgeDAA4ufnBwAIDw83OjASExOjcxvMqlWrMHToUKPbpVKpoNFooFarK7yuiSGPdGDE1tYWwP0/TDs7uxpuDRHR37KystCwYUPtOFVRHO+I6FHF8Y6I6orKHu8epFAojL6dpSY5OzsjIyOj1HyBgYHIysrCjRs30KBBg1LzBwQEIC4uTvvcmHMelJ6eDisrqyoJigCPeGCkaHqlnZ0d/+MkokdSZU0D53hHRI86jndEVFfU5dv8/P398dVXX5WaLzY2FpaWlnBwcDCqXJVKhWbNmpW7XQkJCejQoUO5zy/NIx0YISIiIiIiIqLqERwcjBkzZiAjIwOOjo4AgB9++AHXr19HUFAQVCoV9uzZg5kzZyIsLAwWFhYVqu/u3bs4f/689nlycjLi4uLg5OSERo0aadNjYmLQt2/fCtVVkrq5ogwRERERERER6fD19UVAQAA2bNigTVMqlVi+fDmCgoLQrl07LFu2DOHh4ViyZInOuQqFAmvXri1TfcePH4e/vz/8/f0BAJMnT4a/vz/eeecdbZ7U1FQcOnQII0eOLH/HSsEZI0REREREREQEAJg9ezamTp2KsWPHwsTEBP369UO/fv1KPCclJQVmZmbo1q1bmerq2bMnRKTEPB9//DFefvnlSl8Q90EMjBARERERERERACAkJARJSUlITU01ehex6OhohIWFoXnz5pXeHhcXF0ydOrXSy30QAyNEREREREREpDVp0qQy5R8/fnwVtQSYNm1alZVdhGuMEBEREVGto8nLQ/Lzz+PyuPGlTsMmIiIqCWeMEBEREVGtkxMbh9zfTgEA8i9ehHnjxjXbICIiqrU4Y4SIiIiIap3sE8e1/77365EabAkREdV2DIwQERERUa2Tc/yE9t/ZRxkYISKi8mNghIiIiIhqFSkoQHZcnPb5vV+PcJ0RIiIqNwZGiIiIiKhWyT1zBpKdDRM7OygsLVGYng51UlJNN4uIiGopBkaIiIiIqFbJ/us2GquOHWHVocP9tCNHa7JJRERUizEwQkRERES1Svbx+wuvWgV0hFWXLgCAe0d+rckmERE9NtLS0uDi4oKUlJRqr3vw4MFYunRptdfLwAgRERER1Rqi0SDnxN8zRqwD7wdGso8egxQW1mTTiIgeCwsWLEBoaCgaP7ANukKh0HusXLmyTOWePn0azz77LBo3bgyFQoGPP/5YL88777yDefPmISsrq6LdKBMGRoiIiIio1sj74w8U3r4NhaUlLNu0gWXbtjCxtoYmKwu5Z8/WdPOIiGq1nJwcREREYMyYMXrHIiMjce3aNe1jxIgRZSo7OzsbTZo0wQcffABXV1eDedq1a4fGjRvj66+/Llf7y8usWmsjIiIiIqqAovVFVH5+UJibAwCsAgJwd98+ZP96BKq2bWuyeUREBokINJqcGqnbxEQFhUJhVN4dO3bAzMwMQUFBesccHByKDWgYo1OnTujUqRMAYPr06cXmGzhwIKKiovDKK6+Uu66yYmCEiIiIiGoN7foiHTtq06wCA3F33z7cO/Ir6o0eVVNNIyIqlkaTg737fGuk7p494mFqamVU3v379yMgIMDgsYkTJ2LMmDHw9vbG6NGjERYWBhOTyr8JpXPnzliwYAHUajUsLCwqvXxDGBghIiIioloju2h9kYC/AyNF64zkHD8Byc+HQqmskbYREdV2KSkpcHd310ufO3cuevfuDZVKhd27d2PKlCm4desWZs2aVelt8PDwgFqtxvXr1+Hl5VXp5RvCwAgRERER1Qr5qakouHYNMDODqn17bbpFy5YwtbdHYWYmchISYOXvX4OtJCLSZ2KiQs8e8TVWt7FycnJgaWmpl/5gAMTPzw8AEB4eXiWBEZXqfnuzs7MrveziMDBCRERERLVC0W00lm3bwMTq72nhChMTWHXujDu7diH7yBEGRojokaNQKIy+naUmOTs7IyMjo9R8gYGByMrKwo0bN9CgQYNKbUN6ejoAoH79+pVabkm4Kw0RERER1QpFC69addS//93qr9tp7h05Uq1tIiJ6nPj7+yMxMbHUfLGxsbC0tISDg0OltyEhIQGenp5wdnau9LKLwxkjRERERFQrGFpfpIh1l7/WGTkZC41aDZNqWrCPiOhxEhwcjBkzZiAjIwOOjo4AgB9++AHXr19HUFAQVCoV9uzZg5kzZyIsLKxMi6Pm5eVpgy55eXlITU1FXFwcbGxs0KxZM22+mJgY9O3bt3I7VgrOGCEiIiKiR15BWhry/vgDAGDVoYPecfOmTWHq7AxRq5ET91t1N4+I6LHg6+uLgIAAbNiwQZumVCqxfPlyBAUFoV27dli2bBnCw8OxZMkSnXMVCgXWrl1bbNlXr16Fv78//P39ce3aNSxevBj+/v4YM2aMNk9ubi42b96MsWPHVnrfSsIZI0RERET0yCuaLWLRvDlMDUzdVigUsO7SBVnbtiH7yBFYd+lc3U0kInoszJ49G1OnTsXYsWNhYmKCfv36oV+/fiWek5KSAjMzM3Tr1q3YPI0bN4aIlFhOREQEunTpgsDAwHK1vbw4Y4SIiIiIHnk5fwVGVAZuoyli9VcwhOuMEBGVX0hICMaNG4fU1FSjz4mOjkZYWBiaN29eobqVSiU++eSTCpVRHpwxQkRERESPPO3CqwH6C68Wsf7rF8acU6egyc7W2bmGiIiMN2nSpDLlHz9+fKXUGxYWVinllBUDI0RERET0SCu8exe5Z84AKDkwomzYEGbubii4eg03Fy+Gys8PSg8PKD08YFa/PhSmptXVZCIiqkUYGCEiIiKiR1pObByg0UDp6QllgwbF5lMoFLDp1g23v/0OGeuikLEu6u+DZmawHzAA7h9+UA0tJiKi2oSBESIiIiJ6pGWfOA6g5NkiReq/8QaUHp7Iu3QJ+amp9x/XrwMFBcjcsgUub/0HZk5OVd1kIiKqRRgYISIiIqJHWsGtW4BCAasSFl4tYlavHpzHj9NJk8JC/DHgaeSlpCD39GnYPPFEVTWViIhqIe5KQ0RERESPNPf330eLI7/Ctl//cp2vMDWFpa8vACAnPr4ym0ZERI8BBkaIiIiI6JFnamcHUxvrcp+v8mkLAMhNOF1ZTSIioscEAyNERERE9NgrmjGSyxkjREQlSktLg4uLC1JSUqq97k6dOmHTpk3VXi8DI0RERET02LNs1QowMUHBn38i/8bNmm4OEdEja8GCBQgNDUXjxo21aQqFQu+xcuXKMpW7adMmBAQEwMHBAdbW1vDz88OXX36pk2f27NmYPn06NBpNZXTFaFx8lYiIiIgeeyZWVrBo1gzq339HbkI8lA1613STqpQ6ORm3v/sOShcXmHt7w7xxYyg9PKAwNa20Ogrv3kP2kV9xNyYG2b8egapDB7jNex8KhaLS6iCi6pWTk4OIiAhs375d71hkZCT69eunfW5vb1+msp2cnDBz5ky0atUK5ubm+PHHHzFy5Ei4uLggODgYADBgwACMHTsWP/30E/r3L9+6UuXBwAgRERER1QmWPj5Q//47cuLjYdv78Q2MSGEhUidPgfrMGZ10hVIJZaNGcPjXP1FvzJhylV2YlYWM9etxL+YAsk+eBAoKtMfyUlJg/89BsO7cuULtJ6Kas2PHDpiZmSEoKEjvmIODA1xdXctdds+ePXWeT5o0CV988QUOHDigDYyYmpoiJCQEUVFR1RoY4a00RERERFQnqHx9AFT9AqxSUICCK0lVWkdJMrdshfrMGZjY2MC2b19YtGgBhYUFJD8feRcu4ObiJcj8cVuZy9Xk5uLSqNH4c8lSZB89ChQUQOnVCI5Dh8Lmr0DTrRUrKrs7RI8FEcG9wsIaeYiI0e3cv38/AgICDB6bOHEinJ2d0alTJ6xcubJCt7uICHbv3o1z587hH//4h86xzp07IyYmptxll0eVzhhZsGABNm3ahLNnz0KlUqFr16748MMP0bJly6qsloiIiIhIj6XP3wuwikiV3fKRNutl/Pn9Cbi9MhAOkz6skjqKo8nOxp8ffQQAcH7lFdQbPQoAIBoNCq5fR/r/vkT62rW4/u67UPn5wdzTw6hyRQTX3nkHuQkJMLW3h/Nrr8Hmie4w9/ICAOSnpuL8vn3IPvwrsmNjYeXvX+a2F965A1Nb2zKfR1QbZGs0aLq/ZhZ/vvAPX1gbeRtdSkoK3N3d9dLnzp2L3r17Q6VSYffu3ZgyZQpu3bqFWbNmlaktmZmZ8PDwgFqthqmpKZYvX44+ffro5PHw8MClS5eg0WhgYlI9czmqtJZ9+/ZhwoQJ+PXXX7Fr1y4UFBSgb9++uHfvXlVWS0RERESkx6JlC0CpRGFmJvJTU6ukDikoQMauEwCAm5FbUJh+vUrqKU5axOco+PNPKD094Th8mDZdYWICpbs7XKZOgcrPD5q7d3H1P/+BPHArTEnSI9cia+sPgKkpPJZ9DKdhQ7VBEQBQenjAftBAAMCtMi7IKBoNrr71Fn7v1BnX3nsPGrW6TOdT3XZrxQqc6xKI3LNna7opj4WcnBxYWlrqpc+aNQtBQUHw8/PDlClTEB4ejkWLFpW5fFtbW8TFxeHYsWOYN28eJk+ejL179+rkUalU0Gg0UFfjWFClM0aio6N1nkdGRsLFxQUnTpzQmy5DRERERFSVTMzNYdmyJXITEpAbHw9zT89KryMn+isU/PUbYGGuAunvT0L9pesrvR5D8m/cQFpEBADAZepUmJib6+VRmJnBffEiJP/zX8g5eRK3Vq1C/QkTSiz37oGDuLl4MQCgwfTpsA4MNJjPOSwMmZu/x719+5Fz+jRUbdsa1e6bCxchc8tWAMDtqG+QExsHj6VLYdHE26jzqe6SwkKkf/kVNJmZyPh6Hdzmhtd0k4plZWKCC//wrbG6jeXs7IyMjIxS8wUGBiIrKws3btxAgwYNjC7fxMQEzZo1AwD4+fnhzJkzWLBggc76I+np6bCysoJKpTK63Iqq1jVGMjMzAdxfjdYQtVqNrKwsnQcR0eOI4x0R1RWP2nhn6XP/y3pOQkKVlJ+1KQoAoLS7/zztp9+Qn1y1a5oU+fOjjyG5uVB16ADb4L7F5jP39ITrnHcAALc+XY7sk7HF5s27eBGpkycDGg3sn30GjsOGFl+ulxfsBgwAAKStXGVUm9Mi1yJ97VoAQL2xY2Dq5AT12bNIHjwYmVu2GFUG1V05p06hMD0dAJC1cyckL6+GW1Q8hUIBa1PTGnmU5bZBf39/JCYmlpovNjYWlpaWcHBwqMjLAhHRmxmSkJCADh06VKjcsqq2wIiIYPLkyejevTt8fHwM5lmwYAHs7e21j4YNG1ZX84iIqhXHOyKqKx618U7lW7TOSNkCI1JYiPxr10rOo85F1smLAADXKa9C5aaEFCpw6903ytfYMshJOI3M778HADSY/lapX4TsQ0NhFxoKaDS4Om0aCu/c0ctTePceLk+YAE1WFlTt28N1zpxSy3UeFwYoFLizaxdyf/+9xLyZP27DzQ/vr8HiMm0aXKZMgffmzbDq0gWSnY2rb03H1ekzoOFt+FSMu3v2av+tyczE3YMHa64xj4ng4GCcPn1aZ9bIDz/8gDVr1iAhIQEXLlzAZ599hpkzZyIsLAwWFhZGl71gwQLs2rULf/zxB86ePYulS5fif//7H4YNG6aTLyYmBn37Fh/crQrVFhiZOHEiTp06haioqGLzzJgxA5mZmdrH5cuXq6t5RETViuMdEdUVj9p4Z/nXD3S5p09DyrCjQtpnETjf60lkbNhQbJ57Wz5DYa4CppYC63+OhcvUKQCA20cvQ33s54o1vAQiog0w2IWGQtWunVHnub4zG0oPD+SnpuL6u+8hJ+E07uzZg4wNG/Dn8uW4PG4c8s5fgJmLCzw++T+Dt+Y8zKJZM9j+9YUmbdXqYvPdO3wYV2fMAAA4jXgJTqNGAgCUDVzQ6PMIOL82ETAxQeb33+PyuPFl2lWD6o67f61NofS4v4hw1rbtNdiax4Ovry8CAgKw4YGxTqlUYvny5QgKCkK7du2wbNkyhIeHY8mSJTrnKhQKrP1rBpgh9+7dw6uvvoq2bduia9eu+O677/DVV19hzAPbh6empuLQoUMYOXJkpfetJAqphlHmtddew/fff4/9+/fD29v4ewWzsrJgb2+PzMxM2NnZVWELiYjKprLHJ453RPSoetzGOykowLmATpDcXDTZvg0WTZoYdd7Fl0Yg++hRmNZ3RrNdu2BiYHHCq0OfROaJa3AIagS3yJ8AAJf/GYi7ZzNh09IODbccqdS+FLnz88+4MvE1KCws0DR6B5Rubkafmx0bi4vDhgOFhQaPK8zN4fXVl0YHWwAg98wZJP/rGcDEBE22/QiLhz7/5545g4vDhkNz7x5s+/eDx5IlUBhYA+He0aO4PGYsJC8P3t9vhmWrVka3gR49uYmJyNq5E85jx8LE2rrC5eWnpuJ876cAU1M0XLkCl8eGQWFlhRYHD8CknGtTVNb4lJubi+TkZHh7extcyPRRt337dkydOhUJCQlG7wqTkpKC5s2bIzExEc2bNy933dOmTUNmZiZWry4+sFoepV2TKp0xIiKYOHEiNm3ahF9++aVMQREiIiIiosqmMDODZevWAIDcMqwzoj5/HgBQ+Oct3N7wrd5xTfYd3Dl1FQBg/8wL2nSXWfMBheDuuSxk/xBZkabrybt4EWlr1+L6+/MAAE6jRpYpKAIAVv7+cJk6FQoLC5jVrw/LNm1g06MHHP49GPVeGQ+vqHVlCooAgGXr1rDp1QvQaJC2eg2ksBC5iYlI/+ILXJ44URsUserUCe4ffGAwKAIA1p07w+avBRkzt/5QpjbQo+fGBx8ibeUq3DJy/ZnS3PnrNhorf39Yd+8OZcOGkOxs3N2zp1LKr8tCQkIwbtw4pJZh967o6GiEhYVVKCgCAC4uLpg7d26FyiiPKt2VZsKECVi3bh22bNkCW1tbXL9+f7sye3v7al1hloiIiIioiKWvD3JiY5ETnwD7gQNLzV+Qnq5d4BEA0tasgcNz/9aZNXLvuxXQ5CtgZg2o+g/XplsEPAmHwEa4ffgybiz5CI0HjNANBGg0QN5dwLL0X6dFBDknT+LOL7/g7p69yPvjD+0xM3c31Bs9poSzi1dv5MuoN/Llcp1bHOdXxuPunj3I3LoVd3bvhuahRXct27aF56f/hUkp6xPYhT6NOzt3ImvbNrhMmQyFqWmltpOqhxQWahc8zoiKQr2wsTC1ta1QmUUBEJtevaBQKGAXEoK0VauQuW077EJCKtzmum7SpEllyj9+/PhKqXfatGmVUk5ZVWlgZMWKFQCgs/UOcH/b3pdffrkqqyYiIiIiMkjl44MMALnx8UblVyfdny1i5uYGKICCq9dwe8O3cHrp7wBI1o/3ZzTYdWoGhZnuR+z673yMzNBnkHs9H3eWvQa7ru2AGwnAjdPAzbNA/j2gUVcgYCTQeiCgNDz1/taKFbj1f5/8nWBmBqtOAbDt1Qt2AwbA1KbitydUFlW7drDu3h33DhyAJisLJlZWUAV0hFWnTrDu3BmWbdvqvU6G2PToARM7OxTc+H/2zjM8irJtw+ds3/SQHpIQIHQIQVqQXgSkCQhiwQaCXewNbMgr+iooFlBpiihNkSK99w4hhFBCIIUU0sv2Nt+PSSGQQEBUvtc5jyNHNjvPPGV2Yfe55r6v+xKmQ4dxj+34l83ZvHwarlOb0I2bjTJQNkW/lViTkxFNJgBcBgOFvyySjHpvEqfBiOngQQA8evYAwGugJIwYd+7EWVyM0tv7T89b5t/DXyqMyCZJMjIyMjIyMjIytxu6lmWVaU6dQnQ4rrtBtyYlSec1bYpH9+5kv/++FDUy6j4UWi2uojxKT+YCAl4jH77qfFX95vj1jyHvj+PkLNyIR97PKNRXfE9O2yv96F6DmAfhjkchsKqnhmGrdIfcvXs3fO65B/euXf/0Xfe/ktD/foJh61a0TZqga9asVkLIlSg0Grz69aNo2TKKV6/6S4QRR/oZbN+Owk19AQDjrEdwf09Ox7iVlFeBEnQ6RIuFggULqPPoI9V69dQG4949iHY76noRaMrsGnSNG6Nt1AhrUhKlmzbhM2LELZu/zP8+f1tVGhkZGRkZGRkZGZnbAU1kPRQeHohWa4V3yLWwnpOEEW1UFD7Dh6EKCcGRm1vhNWJY8jWiU0DtBbqe1W/G/CZ+icpLid2oIju5BXR7DUb+AM8eghcToOck8A4HSxHsnwkzO8LvlaHpLrMZy+nTAIS89x5eAwbc1qIIgKpOHXxGjEDfqtV1RRFRFDEVF1V7zGvwIABKN2zEZbXesvmJLhfGua8izOqEm/oC5fd09fZjODKTb9k4MmBOkKKzfEfdh7puXZz5+RQtX37T/ZWX6fXs0bNKCWmvgQMBKF6z5uYnK/OvRBZGZGRkZGRkZGRk/qcRXS72LvuF45ukUp6CQoGuRQugdgas5eKJtlEUgkaD/5NPApLXiMtqpXjdegC8OjWv0UhU4RtI3W/mgyBQHFdAia09tBgGAY3BJxy6vwYTjsNDv0JTSQjg+CIwF1XO0+FAFRgopfT8D+FyOln9+VRmjR/N5jnf4LDbqxx3a9cOVUgILoOhYkP8ZzHF78L0ZhPc02ej1Dixmj2w9p6D1eSJQiVi/enVWzKOjIQlXhJG9DExFaWZC+bOQ3Q4brgv0eXCsGMHUJlGU47XQP/QQ4cAACAASURBVMlbxHTgII7c3D8xY5l/G7IwIiMjIyMjIyMj8z/N6T072PfrL2yeO4vS/DwAdC0lYcR84trCiCiK2Mo8RrRRUQCVUSM5ORR8PwvjWUm88Bo19pp9ubVvj994yVch6733sJcVJqhAoYRGd8H9P4NPhPRcVhwApmPSb32bNlXukP/TOB0OTu7YwsK3XmLuC+NY8v6b/DHjv2xfMIfDq5dz7tB+XDWUAgbp+m6a/Q1JB/YCcHzTOpZ+8CalBXkVbQSFAu9BZZEAf/y56jTOnHSy3h/ADx9PYVVOME4HGD0HoPkgCV23kTijxwCgK96BqyjvOr39PyI7AbZ9BFbD3z60y2bDcvYsALpWrfC5916Ufn7YMzIoWbv2hvuzxMfjLChA4emJW9u2VY5pwsPRtY4Gl4uSMsFSRqY2yMKIjIyMjIyMjIzM/0syz54iJ+X8NdvYrRZ2LvpR+kMUObN3JwD6VmU+I9eJGHHk5uIsLgaFAk2DBgBlUSOSwJE78ztEl4CmjgJtbP/rzjnguWfRtWyJq7iYzDfeRHS5qm8YekfZIo8BYI4rE0ZiYq47xt+B3Wrh6LpVzJ0wjvUzP+fS+SSKLmVx8VQCZ/bu5MiaFexYOI+Vn01h6eS3qwgdl7N78QIStm1EEBR0HDYKrbs7WUlnWPjmi1w8VfnaeA0eDIBhx06cRdWn3FwLl6kU44xH4YvWHL6Yj9mpJtPszZlWn+L+yiIEnRsA+lGTsJu1KDVOzAvfvIkrcxtiKYFf7oMdn8Dm9/724a2nT4PdjtLXF3Xduih0Ouo88gggRV3V+G+gBsrL9Hp07YKgVl913LssnaZETqeRuQFkYURGRkZGRkZGRub/HXnpqSx+9w2WfvAWdqulxnZH/liBIT8PyqIsTu2RQvArDFjPnsVls9V4vq0sjUYTHl7FKNJ7+HAppaXMl8KrS+sa02guR1CrqfvZpwh6PaYDByiYP7/6hqFtpN+Zx6QyvcckgcStzT8rjNgtFvb9tojZz45h2w/fU5qXi5u3D10ffIxR733MwAmv0+ORJ2g3eDhNO3dHo3cj4/RJfnpjAqnxcVX6OrJmJQdXSD4tfcY9S5f7H2b0R1/gHxGJqbiIZR9O5Oi61YiiKBlrNmkCdjslGzbWer6i04Hpx7dwTm6Ae+EKMuwenC0NqJzD0ZNVCkYIag22esMB0FxciWg1/5nLdXuw6R0oyZAeH54nRY/cSkQRClPh5ArY/D4suAc+jYLfngCXC3NZGo2uVcuKaCffBx9A4eGBNekchu07bmi4y8v0Vodn//6gUGA+fhzbxYs3vy6ZfxWyMCIjIyMjIyMjI/P/joMrliGKLqwmIynHj1bbxlCQz8GVvwLQ6/EnUSiV5FxIJj8jHXXdUJQ+PmC3Yz1zpsZxyv1FNI2iqjyv0GjwH9a14m/vB5+itmgiIwme+DYAOV/MwHzy5NWN6pZFjGQcw56WhrOwEEGtRtu8ea3HudWIosjqLz5m79KfMZeW4B0UTJ8nnmXc1/PocM8Iwpq3pOmd3Wg7cCjdR49h4AuvMfrjLwioVx9zSTG/fvQO+35dhMvl5NSubWxfMBuALvc/QnTvfgD4BIfw4Ief0eTObricTrb98B3rvpmO3WLBe4gUNVKy+vrpNK7SQozfPof97TDcLsxErbNhs6jYki+lXjTt3B21VkdOSjIXjh2ucq7+4ak4rCrUOhvmxZNv5SX8+zm/HY78ID0OjgbRBevfhFtUPdT040Sc7wTCjGhY9ijs/lwa05gLJ5bBzv9WlMXWl4mRAEpPT3wfuB+A/O+/r3U1U3tGBtazZ0GhwL1Ll2rbqAMDcevQAYCSNTeeqiMD+fn5BAYGkpKS8rePPWLECKZPn/63jysLIzIyMjIyMjIyMv+vKMrO4vSenRV/Jx3cV2273Ut+wm61ENKoCTF9B1IvWorCOL1nJ4IgoCtLpzEdOlzt+QDWK/xFKjjxK975X+MZbsY3NghNTLcbWoP3vffiedddYLeT+epruEymqg1CWku/i9OwHJLWqmvRAoVGc0Pj3EpO7tjChWOHUarVDHj+VcZ8/h2t77ob1TXm5BscygNTPqNVr74giuxd9jOL33uD9bO+AOCOAffQYehISN0LK56F0mzUOh0DX3iNHo88gaBQcGrXNha+/RL2O2JAEDAdPow9I6Pa8RzpZzB+MgzXRw1xz/4Jjd6M067A6NGPk7EzKTDa0bl70OvxJ2ndVzLq3P/b4iobc4WnL1a/3gAoExdUm+rhctgwpcSDzXTVsdsGqwFWPS89bjdW8q5R6SBlFySu/NPdO9LPoEv6BqXKhohCes+2fQwGfQF3fSg12v4xQnrZ+ze6VZXz6zzyCIJGgzkuDtOhQ7Uas3T7dgD0d7RB5etbY7tyE1Y5nebmmDp1KoMHDyYyMrLiOUEQrvr59ttvb6jfH374odp+LJbKqL93332X//znP5SUlNyq5dQKWRiRkZGRkZGRkZH5f8WhVb8hii68AoIAOH/kIE5H1Uoml86f4+SOLQD0eGQcgiDQrHN3AE7v2Y4oinh0l/4umD8fl7n6lAlrUlmp3kaNLpvAHPjtCRSCg7AnexM8p/apHeUIgkDw5A9QBQZiu3CBouW/V22g8wY/aUxHwmZAMl79pygtyGP7j1KEx50jH6JZlx4olMpanavWaOn75Av0f+YlVBotWWdP43I6adalBz0eHotw8RAsvBfiFkrRDEjXp+3Aodz37kd4+NahICOdJdM/IueOaACKL4sEcDkcnFu+jA1P9uP4J0NxM21FpXVit2gw+g6FlxNRPDWXvatXSPMfNRq9pxftBg2T5nPuDKknqqb56Eb/F5dDQKs3YFn1ZZVjGTuW8dP4Icx64y3OvtkSpreQ0kfWvAL7Z0HOqZu7yDeCywX7v4UFQyF5a/VttkyGojTwjoC7PpAMfTtPkI5tfAfsNacJiVdUBqoO69zxKFQi5gI153e3QRy/AwbPgHaPQ+cXoP0TgEhgZCJqD0eFr085qoAAvO+V0pbSx40nqWcvzt8zlNTRD5P+7HNkvfMO+fPmY9i1C3tmJqIoVpbprSGNphyvvn1ReHmhjWqIy1Jzqp3M1ZjNZubOncsTTzxx1bH58+eTlZVV8fPoo4/ecP9eXl5V+sjKykJ3WZpidHQ0kZGR/Pzzz39qHTfKtQuKy8jIyMjIyMjIyNxGlBbkcXKHJBTc/cxLrP7iY0zFRaSfPEFkayn9RBRFdvw0F0SRpp27E9q4KQAN28ei0mgpys7iUnISgfeNpGDePOyZmRQs+KnCULUcURQrS/VGNZLSD3Z+BtumSA3aPwF3fwq18BapDpWvL97DhpH/3XdYk89d3SC0DeQnQdZx4K8zXnU5neRnpOMfXq/aijeiKLJ59jdYTUaCGzai3aBhNzVOi+69CarfkM1zZ+IdGEzfJ59HyD0NP48Ee1nkxcnf4c7noa6U8hLWrCUPf/Ila7+eRmr8MQ5jpW54AHesXom9ZTPily0mOf08ZqUCUAMNSS4NpGfXTvg/8j5qjbTh2jvvWyyGUvwjImnd524A3H18ie7dj6PrVrH/t8VERlcKT8rgSIzadrg7DyHs+wqGvog5J41dX7zOiWQD5duoHTkNaOBxGFXJRSmFpJxmQ6D7GxDc8oaukSMzGdumeWj7j0cZVK/6RsUZsOJpuFDmzXF+G7QZDX2ngL4siiJ1Lxz8Tno8ZAZoPaXHnV+EYwuhOA32fgXdX6/StT0nh6yJkzAdOkTd6dPx7FW9AGE7vh03VxwoIOeEL7asLCwnE9GXVXsCoN9UnEl7URYlEt6jFJWn7qp+/MY+Qckfa3CVluLIysKRlVXjtVG4u1eIHDX5i5Sj9Pam8e5dCP9ghNX/V9atW4dKpaJTp05XHfPx8SE4OPhP9S8IwnX7GDJkCIsWLeLpp5/+U2PdCHLEiIyMjIyMjIyMzP8bDq/+HafDQVizloQ1b0lUu1gAkg7urWhz7vB+0hNPoFJr6Ppg5R1NjU5Pw3YdATi9dwcKjYaAF6U76Plz5uAoLKwyluPSJVwGAyiVaOpFwIa3K0WRbq/DgM9uWhSpmFNEOAD2tPSrD5b5jKhd0mbxrxBGHHY7v330Lgtee46Vn03BYry6nOup3ds5f/QQSpWKfk+/WOtIkerwj4jk/g/+y93PvoyyNAN+GgaWIgjrAC3KBJeN71bxwHDz9uHetz6g86iHEQSBjDperNM6+WXGxyRkpmBWKtAIThp75qJSQrrFk2UH0kk5KZmM5qWlcHyTFGHS89HxVebfbshwlCoVGadPcjGxqimp5v7/IrpAq8sj/r9jmP/S+DJRBFo28MDDx5cSu474ph/CPTOhy8sQ1QcQ4NQq+LYzLBkN2SdqdW1Euw3nFz1wu/A1wletMU7uhe3UwaqNEpbDrDslUUSllwQYBEns+KYjnFotpfesfFZq3+ZhaNjrskW5wV1lvim7pkNxpTlp6bZtXLhnKMZduxAtFjLfeKNG81LHkhcQFGC2hKBsPUg6f8MV5XFVGkr0I3BYFGg9zLB6wlXeJpqwujTauYOGG9YTuWwp4XPmUHf6NILffw//Z57Bs18/NFENQaXCZTSC04m2URSa+vWvez1vN1FEFEVMNsc/8lNbDxeAnTt30q5du2qPPffcc/j7+9O+fXu+/fZbXDdYUQjAYDBQr149wsLCGDRoEMfKjKUvp0OHDhw8eBCr1XrD/d8scsSIjMxtRPrpAnYvTaL7g00IjfL5p6cjIyMjIyNzW2EqKSZ+i7T56jjsPgAadehE/Jb1nDu0n95jn0Z0udi5cB4AbQcNxcs/sEofzbp058zenZzeu4tuo8fgNWgQ+XPnYT1zhvzvZxP0RuUd9HJ/EU1kPRRbJsEhKZWEflOh0zO3ZE3qcEkYsaVXI4yUVabR1bGhDg1FHRR4dZs/gcvlZN3X00hLkCJSkg8fYOFbLzLk5bcJjJRKExsKC9g2X4o86DTiQfzDa4hiuFEMOVIaiCEbApvDg0vAZoTTayF1NyRthMb9KpoLCgWxw0dRt0kzVk15BwsgiCIhGjead2xDs7xpaAQH+SOmsWbBEnJTL7D84/dpO/AeclIuILpcNOp4JxEto6tMw7OOPy173sXxTevYt3wxI5tPqTimbnQHFwzN2J2qI0eVA6jwc3PQ59ExhPW4j/jN69k0+2v2b9tPy2Gz0eilkr/knIId/5WiX06thlOrsSibon5iMcqQmjf0pjkTcHeTfBUUKhF31xHERXdhctZH2ftVtEW7IH6x1Di0DQyfDf6NIG0/rHxOii5aMhrqNICC8+AZCv3+c/VALe+FQ3MhbS9sehfX4Fnk/PdTCstSF7RNmyKoVFgSEsh48SXq/fJzFW8by5aFuGlSEV2gGD4drwIFpevXU7JhIwEvv1wl6siYmE7xUV/q9S5EOLEM6raD2KpGxQq9Hk29a7+vRJsNW1oattRUdM2bVxvZdLtjtjtp/u6Gf2TsxMn9cNPUbuufkpJCaGjoVc9/+OGH9O7dG71ez5YtW3jllVfIy8tj0qRJtZ5H06ZN+eGHH2jVqhUlJSXMmDGDzp07c/z4cRpdlq5Yt25drFYr2dnZ1LvOe+NWIUeMyMjcRpw9kE1BppGkg5f+6anIyMjIyMjcdhxduwqH1UpQg6gKI9XwltFo3dwxFReRdfYM+35dTFF2Fm7ePnS4Z8RVfUS2vgOduwfGwgJO7PmDbdtfRvv8QwAULlxYxdSzwl/ERywTRQQpMuAWiSIglQEGJA8Fh6PqweBoRATUehfudzS+ZWOCdPd66/zvObt/Nwqlil6PP4lXQBDFl7JZNOlVTmzbiCiKbJk7E4vRQGD9hrQbPPzWDG4ugp+GQ+EF8KkHo5eDWx3wCYeOZelMm98Hl/OqU8NbRPPotJn06TOIcdNm8cDCZbRuIaIRHBDZFb+WXXhwyjTa9Jcq2BxZs5L0k/Go1Bq6jx5b7XQ63DMShVJJ2ok4Ms+eBqAgM4PVn3/M8gx/clQeKFwu2nnZGf3NUsJ6SKJcix598A0JxVxSzOE/Kj1iRN8oSv0f4ZJhGCUX3RFF0DlPY/uiL6K9+tLQjvQz6NIl0cPoPxJzmymYzYEICnBTX0C781mIX4woKKDbazB2kySKAETEwlO7oeurICglUQRg8Beg88ZlMnHp408417cfKQ+NJvPtiRQa2yEiQMJvZD92V4UoUufRR4hcspiwL2eg9PbGkpBAzn8/rVybyyX5kwAmmqHtMACPbt0QdDrsaWlYT1X1VzGfiMecq8XWtOx13TixIjXsRhA0GrRRUXj27o06JOSGz5epPWazuYrnRzmTJk2iU6dOxMTE8MorrzB58mQ+/fTTanqomdjYWEaPHk3r1q3p2rUrS5cupXHjxnz11VdV2un1egBMV5pS/4XIESMyMrcRxbmSCVZxXs1mWDIyMjIyMv860g9iTVhD3DqprG3HYfdV3DFWqtQ0uKM9p3ZvZ+cv88k8I23Muj30eOUd/MtQqtQ0ju1C/Jb1HN4wl8heJzkpbiPi7maI606R+9XXaJ9/BrVWV+kvYomXTu4/Fdo8dEuXpgoKQtBoEG027FlZFUIJABo37HYvNOpiPKI8qj1fFEWOrl2Fm5cXzbpe23fhcvb/tpjjG9eAIDDg+Vdo0qkrTbv0YP030zl/9BAbv/2SxJ1buZiYgEKpov/TL6JU3YKtg9MBix6ASyfAPRAe/h28LtvodnkZji6AnEQ4vkjyzrgCj9C6tB73VGV/x36SHrd9DACVRkOvx5+kXnQM62fNwFJaQrsh9+IdKJn1ijYb2VP+g6ZeBH5jx+IVEEjzbr1I2LaJPUsW4BMcyomtGyURQBSpW2igcXYBeruDS5PeJ/STTxDUapQqFZ1HPcIfX3zM4T9W0LJ9Z8yLFlO8ahXOirQsbzxbRRHaJB69Pgfj5/fj/vryq9Zk+/4R3DQurGZP3J6ciaDWwD3PY923CueaD9ErzmI3KTGGjMG3VzV36NU66P0ONL8Htn0kpWE17odx/wGyJk3CXpYSY09Lw3zkCMUA7fT4RpkIiTqOb5AbytYD0HRuC6IFRWgoIZ98zMWnnqZw4ULc2rXFq39/LL9+gl5fgMshoHlMqkiicHPDo1s3SjdupGT9BnRlJaUd+fk4MrNAEFANnARchNN/wL5vYPj3N/Ku+Z9Ar1aSOLnf9Rv+RWPXFn9/fwqvSCusjtjYWEpKSrh06RJBQUE3NS+FQkH79u1JKhOhyykoKAAgICDgpvq9GWRhREbmNqKkXBjJlYURGRkZGRmZCvbPIm7HQayW+viFRVT4ipTTqMOdnNq9vUIU6XL/I7To3rvG7pp26U78lvWUpNpxOQWUSgMZgxLxyRRJ2reDpJQE1BotsSVGPAGttx06PQext94IUFAoUIeFYTt/Hnt6ehVhRHS5MGWDJhx0PtXn2qfEHWH7AinFx2o2E1NWgvZaHN+0lr3LpAiBXo8/SZNOXQHQe3gy9LV3OLBiGXuWLqzw3IgdPoqAetf3dKgVCb9KKRxaL3h4Ofg1rHrcrQ50fQU2vStt8FveC2p9zf2dXQ+lWeDmD80GVznUsG1HHvvsG7KTk2jQptIzoXj1HxQtXQpI1YY8unWjw9CRnNy+hbSEeNISJCEszNefyP3H8HaBaJeieUrWrsNlsVL38+kotFoax3YmqH5DLl1IZtOTY2ieKvnBKP388B40EK/BQ9C1aI5p/mu4p83GzbgF86qv0A95vmI+lg3zcFOeRhRB7P+pJIqUoe00BDoNoXj5IjInfgDiGlSt++PZp0/11yMkGh5cjNNgIOf99ylavAQAVUgIga++AkjiiC01jdKMJPSlu9F5mtH7mCD1V+lHUEBwNJ4thxMw9j5y5y4la+IktFENUB6ZAXowu3fBParS88azX19JGNmwnoCXXkQQBMwnJG8VTYMGKD09odurkjBy8nfo+x/w+Ps2vbcDgiDUOp3ln6RNmzYsXLjwuu2OHTuGTqfDx+fm0/9FUSQuLo5WV1QsSkhIICwsDH9//5vu+0aRU2lkZG4T7DYnxmIpvNKQb8HlvHEzIxkZGRkZmf9F7OFdOFJQF4AOQ0ciXGF4mpt2oeJxTP9BFf4jl1NqOI3JJLULa9oCNx8vXDYlRSmeFBSE4rA6ORoeQlJwHRBF7FYLe9QCuZ56tO16wl0f/mXrKxdDbFcYsNouXMBcll2rslXjQQIcWLGs4vGWebM4tWfHNcc6e2APm+fOAiD23vtp029QlePlXh4j3v4QT78AIlpG02HoyBtaT424XJLhJ0CXlyC4VfXtOjwJXmFQkgEHvr12n0fmS7/bPAQq7VWH3X18adi2Q8V7RhRF8ufPqzie9e57OA0GfINDadWrLwAhjZsy4qW3aH3wBF4WGyFTPkThWVbVRa3GsHUrF59+BpfJROnGTTQ8LqXfpHrpcTRvSti3s2i0YztBb72FvmULBEHAfcxnmFwtEARQ738Pe7KUTiJaTCi2ShEgJlqi6/lAtcv0Hv4Avg8/AkDmG29iTU6u8ZIYdu3i/OAhFaKIzwP302D1KrwHDsR74ED8n36a0I+nEvHTr+g+y4IX4qQUsZjR4FsfRBdkxcGmd/EzziByiA3PgFyK3x6ARm/GYVOiG/ddlTE9uvdA0Gqxp6ZhPXMGAEu8JIzoW5ZV5gltI1Ubctoqo3xkbjv69evHyZMnq0SNrF69mtmzZ5OQkEBycjJz5sxh4sSJjB8/Hq326n93NfHBBx+wYcMGzp8/T1xcHGPHjiUuLo6nnqrqO7Nr1y769u17y9ZUG2RhREbmNqHksigRl0uktODvc2GWkZGRkZG5nTlxUYHZqcFbbaFp2zZVjh34fSn7fl1U8bfO/eqUE4s1m8OHh3Ho8AgcDgOCQoFfI2mjm382iOKMoSQubUxJugeC0kXjkEwi3UpxKRQcjgwhNXr8n64+cy3UEREA2NLTqjxvjovDkq8GQMiKu6qiR8bpRDJOn0ShVElpNKIopcIcO1TtOIaCfNZ9NQ1Ekeje/blzZM1pQfWiYxj3zTxGTJxya1JoQIoWyDsDWm+p1HFNqHXQa6L0eNfnYCqovl1hKpzbIj2+49Hq21yBcedObOeSUbi7ow4Px5GdXeGh0fuJpxkz43semPwp2s3bEU0mdK1a4TV4MN6DpWgUt5gYBDc3jHv3cq5nLzImTMDnQhr+FjuiQiC9Z2c8e/RAKLtmJXk5HPxhDmueexLHw/Owmj1QaZw4v78H0WLC9O1TaPRGHDYl2ievLRYEvfYabu3b4zIaufjsczhLS6sct13M4OLzL5A+bjyOrCzU4eFE/PgjIe+9h9Kj+lQsBAHq1JeEpaHfwIQ4ePk0DPoCIjohIKJ3yyM0tojA5rkAWEOHo/SvW6UbpYc77l27SGteLxkkmxMkYUR3eTRA+et+eH61HjIy/zytWrWiXbt2LC2LqgJQq9XMnDmTTp06ER0dzYwZM5g8eTLTpk2rcq4gCPzwww819l1UVMT48eNp1qwZffv2JSMjg507d9KhQ4eKNhaLhd9//51x48bd8rVdC1kYkZG5TbgyfaY49+8zG5KRkZGRkbmdSU+RDFHb+6WjuHig4vkDK5axe/ECABrHSpuycwf3XXV+bu4mXC4bDkcR2ZdWAaCPyAbAdFGF4eBuXGYBQS/QeHAKPUNT6KM6TUiRAVEh8Mc3X3Bq9/a/bH2a8DDg6pK9pmPHsBarEVGAuQCKUqscP7hSihZp0b0Xdz/zEk07d8fldLJ62lQunqpaehYgcdc2HHYbwVGN6f3E09et7CEIwlXROTeNKMKusk1Ux/Gg87p2++hRENgCrMWw45Pq2xz9ERChQY+rU3JqIH+uFC3ic999hEyRKtAULV2Kcd8+FAolvsGh2DMyKFwiRVsEviJVWfG5T4qaMcXFUXf6dBQeHjiLixG0Wvyefoq+Uz8D4NSeHSQd3Mv+5UtY+NaLzH52DLvWreB0bgZrPvsYHlqE065Apy/E/J8e6POk96Ot/qOoQhtcc+6CWk3dLz5HFRKCLSWFzNdeR3S5cFks5H71NecHDqR00yZQKqnz6KM0WLkC944drtlntXiFQLvHYcx6KZqk50RceqlKic2sx23sF9Wf1q8/AKXrNyCKIpYT0ntQ36plZaMWw0DvC8VpkLTp2vPIT5baHPge1r8Fv9wPMzvBd92kx6tflKr/HP0Jzm6A89shdS9cPCKVSM49C0XVR1rJXJt33nmHGTNmVJTj7d+/P8eOHaO0tBSj0ciJEyeYMGECqstE05SUFFQqFZ07d66x388//5zU1FSsVis5OTls2LCBTp06VWkzd+5cOnbsSGxsbA29/DXc/klOMjL/EkquMFwtkX1GZGRkZGRkABjyykTSZo+n7sXd0uancT/yL6axe9GPgOQp0vquAZw7tI+89FQKMjOoE1p5Rzsvt3IDlpHxMyHBI9D6nkXrE4a1SIvTZcevYWNSlG4EpuXjYc7gktGNmNRLaENCSDGXsvbraditVqJ733rzxJpK9prj4hBdAi6PBigN5yDzGPhGApCbeoHzRw8hCAraD7kXQaGg/zMvYTObOH/0EL9/Mpn73ptKUH1JMBBFkcSdWwFo1asfCkXtzRhvCclbpfQMtRt0rIVXi0IJd02Gn++V0mkEhZTOpCzbvjjtcKzMB6Ht47WagvlEAqaDB0Glos4jD6MOCcH3wQco/GURWZPeocGqlSjc3cn76iuw23G/807cyzZnuqZN0bVqheXECWzJyUQu+oXSzZvxvuce1GWlTZt06sqZfbtYNe2jKuP6Gs0U67VkFuWRkF5As5Yv43bmM9yUZSknZl/0Y6SolaJL2ZzavQ3R5UKhVKFQKlEoFChUKuq1isEvLIKwL78k9aGHMGzfTubrb2A+ehR7ZiYAbh06EDRpIrrGt6iKUZ360P11FN1ew358iQo2hQAAIABJREFUK8rghgj66qNPPHr2QNBosKWkYNi2XTKgVavRNm1a2Uitlwx1934lVXpq0v/qjkQRVj1X+fpWR20r2/hEwIsnatdWpoIBAwaQlJRERkYG4ZcbQl+D9evXM378+Cpld28GtVp9VZWavwNZGJGRuU24OmJEFkZkZGRkZGRAilyod+fd8OtSSRgBjm9eB0DDdrEVniLhLaJJjT/GuUP7Kkr12u3FFBYdKOtHjcFwmozMpSiVNvxalpBzKJyOQ0fS4Z4RrPpxBnekSX4ReQ4dCqBJpBHv8AEc37iWTd9/RcqhaQzp96hk9Hm9qIdaoilLpbGnpyOKIoIg4CwuxnZO8pEQIjtAwjnIOCrdcQcOrvwVgEaxnfENkUQgpUrFoJfeZPlH73HxVAK/ffQuD06Zhk9QMDkXksm/mIZSraZJpy63ZN43RLm3SNvHwN2vduc06gM9J8K2/8D+mZB3FkbMA503nFkLhktSZZumA2vVXf68uQB4DxxQUfI18JVXMGzfgT0jg5xp0/EZNYriVasBCHjppSrn+4wcQfaJExT9+it1xjyO/xUbwM73P8yFuCM47TYiWsUQ1S4W9Yyv4VwmqX5enAwLYOfP8wn/6HPEcztwdx5CdIEw7GsEpYq8tBSWTn4bc2lJtfPXe3kz7qu56Fu1JHjyB2S9+RYlf/wBSOaqQW+8jme/fteNBLopBAF1TM2GxgBKDw/cu3TBsHUruZ9Lr7eucWMUV3pQtBsDe7+Gc5ul0sJ1roiUOfKDJIoICghsLomBvpGSSOMTCS4HlGZCSZZkvFuaBcY8ybvEYZV+lz/W3bwx6L+dCRMm3FD7K31Cbpbx48ffkn5uFFkYkZG5TSiPEPEP9yAv3SALIzIyMjIyMpdTv7v0OycRe14aiTuk6IeYu+6uaNKoQydJGDlYKYzk529HFB3Y7QG4XBFotUdIT5O8HJRBHjw7b7EUDi6KDFTuQoWTC84hOItNKEik2CsR79ZRpCeaCL/oxslEgbtNz6Fe8zI0GSClfET1BqX6ppemDgsDQcBlNOIsLERVpw7meKkyirpeBIoGd0LCL1LECFCUncWZvbsAKtZZ0ZdGy9DX32HpB2+Tk5LMum+mM+r9qZzcKXlxRLWLRevmftNzvSnS9kPqblCopeo+N0L318G/Efz+tLSRntMHHlgMh8sMVNuMrrj2hj17UPn5obs8QqEMW3o6pRs2AlBnzJiK5xXu7oRM+ZC0MWMp/OUXTIcOgSji2b9/1RQQwGvAQC59/Ilkinv4MG7t21c57hscyrhv5qFQKtHo9JRs2EhGUjIKT0+aNW1FbkYyOd7urPnyUx56bxnGmQ8jhLTELXaQJIp8OBFzaQn+EZHUbdIcl9OBy+nC5XSQlnAcY1EhcZvW0n7wcHyGDsWWmkrhz7/g+9CD+I8bh8Lt6vLU5bicTopzL+EbHHpj1/8G8erXF8PWrViTpFLXuiuuISAJIVF94Nwm6XXsO6XyWHYCrH9TetznA+j8wl86XxmZcmSPERmZ24RyISSieR3g6tSa/zUcNidFl0wcPn6S8xlp1z9BRkZGRubfjbtfRRWTM+t+xmoy4h0YRL3oSjPWhu1iQRDIOneG0vw8QPIXAcjKCiLxZCAAFmt5RY9mlTnyZ9ahvrCVYsco1Pbx+EY/i6Cvgz1EpKRkJa2aeeFSa9BY1awzR4PDAieXw6JR8NOwq4xRbwSFVosqKAiQSqkCmI/FAZLZJ6Fla8w6Di4Xh1b/hii6iIxpW5EqczlaN3fueXUiap2ezDOJHF27itO7pWo11ypj/JdR7i0S8yB417122+poMUzyu/AMlaJGZvcsixwSoK1kumq9cIH0J8ZxYcRIipb/flUXBT8uAJcL9y5d0DVpUuWY+5134jNS8hCxJiWBUknAC1dvyJUe7ngPlMohFy5bdtVxkMx/NTo9ostF3syZANR5eDS+94+iVXoOWqeLgox0di5bhPtbf+D22MfkpadKokhJMYH1GzLqvY/p88Qz9H3yBfo/8yIDnn+VLvdLFWkOr16O3WoBIHDCBBof2E/ghAnXFUWWf/w+8yaMJ3HXtmtc6D+PR69eCOpKkVDfqobKQ+UmrMcWgr3sO6/VAMsek/5tNepbaxHttbWbaLVqGzv2X+0vJCNTW2RhREbmNsDldFGaL33IhTeThJHiPAvin/iSdbtRmG1k45wElk09xLzXdvHdCzuYPWUjTx5+jIfWjcbucPzTU5SRkZGRud1p0AOA+H1S1ZVWvftXMQf18K1DaCMpWiD58AGcTit5+ZIgkJ8XgcHgj9HoD0ifr97eHaUTbSZY9waljsGUOh4GQFCq0TQZSKbpTgAiG5zArSwQ4WyGFyUjV0DsM6DUQsquimiOm0UTJhmwlvuMmOOk/vRt2kBAU1DpwVqC4cJRTm7fDEDHe2ouo+sVEEj30VJkxK5FP2IuLcHdx7eKkPS3kBUPSRultIjONxaaX4XQGBi/TSr3aimWnovqXeG5Yty7VxKnHA6y3n6bnM+/QCwzjnQUFlL0228A+I2p3o8k8PXXUAUHA+AzfDjaBvWrbVcuoJRu2IizuLjG6Rq2bcN65gwKNzfqPPIIHt26ode7EZ0imf4e37SWc4f2k38xjWXlokhkQ0ZMmoKumgoyzbr2xDswCFNxEcc3rat4vjZpMzsWziM1Xno/bftxNqaSmuf9Z1F6euJ+mfmmriZhpNFd4B0B5kJIWC69dmtegfwkSQAb+m2tKkF9tm0nP+kDyPX0ZebW7WxfMAen/J1S5iaQhREZmdsAQ6EVl0tEqVIQ3NAbQQCH1YmpxPZPT61GHDYHGWcLST6Wg8vhum77oxtSSTqcQ05qKeZSOwDng+KwqSwY1IWcTDnzV09ZRkZGRub/Ow16kGNxJyvfhkKpomWPPlc1qR/TFoD0UwkUFu7F5TJhtbrhcoURFBRERkYUAC6XQGhoa+mk3Z9jzG9CseNJANTB0ueaOuJOOhzyZk2xdAe8Safj4KVBcIps3bAX+k+FJmWpPIkr/tTSykv2WtMuYj6dh9PcAHX9nuhat5YMR0OiATiyailOh4PQxs2o26zFNfuM7tOfiJbRuMo2ik07d0ehrKXpqiEX/ngJ1r8NeUk3v7DdZd4iLYbXunJMjXgGw2NroPWDoNRA5xcrDpkOHARAW+b7kf/dd2S++ioui4WixYsRzWa0zZrhdkUFjHKUnp6Ez5pJncceI/DVV2qcgq5VK7SNGyNarRVeJFciiiJ530jRIr6jR6P08UGh1eJ5110EGMw0rSNFB2347kuWTn4bU3ERAZENGPHOFPQentXPT6Wiw1DJS+fQqt8qokauR8L2zRxduxKQhENLaQk7f55fq3NvFs9+kkGx4OaGtmENr7lCKVW+ATg0B+J+gfjFIChhxNxa+dCsjDvBdGdlWliuXwhH1qxg6eS3KS3I+9PrkPl3IQsjMjK3AcU5Ugihl78OlVqJh68O+Ocr0zjsTgqyjFw4nsvWBadY9MEB5r6yk5nPbOO7F3ayYvox1n+XwLafT1+3r9y0UgA6DK7PfW+3Z+y0ruS3Tqw4fixFdgyXkZGRkbkOEZ2IL5JSMaJat8Ldx/eqJqFNmgOQeSaRSzkbAMjPC6dTowAGN9OTmxOJw6FGoRDx9s6A/GRMO45Q6HgeAI9udVHozuDIPo6gUKIwNWBbgZLzBi2CAMEd8xGB5AP7pJK4ze+RBk5cedPpNC6zA2WdlujajcOW3oT8H06hrtcdXesHMB0D0e6E0DZYnCqOH5Y+czsMHVmrcrvdRo+t+FuhrKW9YOIqmBkr+T/s/wa+bgcLhsLpNeBy1n5heefgZJlg1OWla7etLWo9DJsFb2dB/a4AiC6X5A0CBH/wASH/+Q+oVJSsXUfaY49TsPBnAPzGjLnmNdM1a0bQm2+g9PausY0gCBVRI0XLllUb3WvYsQNLYiKCmxt1Hn+s4nmvgZJJbINjiQTWa4CltEQSRerVZ+QkSRSxnD1LzmefkT//B0o2bMSccBJHYSGiKNKiey+8AgIxFRdxYsuG616qzLOn2Tz7awBi732AwS+/BYLAye2bSU+s+XuXy+mk6FL2dfuvCa/+/fDs14+A559HuJYQ1+ZhSeDKPAp/lIlcPd+Gended4z4tHRezCrFpVQSaDUCYGkSjUbvRuaZRH56YwKp8XE3vQaZfx+yMCIjcxtQXOYn4hWgr/K7+B/wGcnPMLD6yzh+fHsP372wg0UfHGDtrBOc2ptFQZYRi9GB6Kr6JSDjbNE1+5QEFhMATTuFEBDhyUVbKqcKTlW0ScxNrOl0GRkZGRkZAGxOgcQSySekdVT1ngohUY0RFAoMBfmkJ0sGrSXFkbQ//gZh2yfQxnWKS5eku9gFOYswL/mOAusLgAL3jsF4310f27kkrKeku+ya0Pb0TqlLQ797AQiqn4GzjlTpYtuPsxGj7pLSXApTal9C9DKMhy+ROWU/9rww1GHtATUuSzH2jMMgiJjj88j5Lh6nTzuOFwZjd7jwj4ikwR3tr9s3QFZSZUTmsQ2rr73hNRXAb0/A0ofBlCdVBGncHxDg/DZY/CDMaA27P5cqflwLUYQt7wMiNL4bgqsx4fwzXCbyWJPO4SwsRNDr0bdsgc+9w4mYMweFlxfmuDic+fmoQkPw6n9rSi17DxmMoNViPXuW/G+/xVlSWUVGFEXyZs4CwPeB+1H5Vop37rEdUfr5QVERPTv3xN3Hl5CoJoyYNAW9pxfO4mLSn3yK/DlzyfnkEzImTCBlxAiSOt3JmbbtyJv2OR3K0qcOrvoNh63myGJDQT6rpn+E0+Egqn0sd454gNDGzSrKTW+e/Q0Ou/2q84xFhfw88WXmvvAE+5cvuanro9DrCZvxBX6XiULV4hEAzYdKj502aNATurx83f5zS0oYHXcOs86NsOI8lnSU3ltpKLjvo88JiGyAuaSYXz96h32/LapIqZKRuRayMCIjcxtQbrzqXSaIeAfqqzz/d3J0YyppiQUYCqwgglqnxCdI+vKpVCtoEhtM55FRjHijLTF9pLrm10v5Kcg0IrpEtO4qPHylkm2rz0vhp2pBCk9ONp77q5YkIyMjI/M/wuk9O7E7BXw1JsLtJ6tto9bpKgxJDZl2HA41TW1WdNgQdV70YTdFmWWfXxfyyU/rDyhxa6HH554oBEHAeu4cruKLWEqku+oPFA+hW4eJeHvfgSCI+LS04lII5FxIJmHfPskvAW44ncZRbKVo1Tlwiii9FFjPrMW4YyrG9a/jMzAU/yeiUbipsF80cGlLKPk2KXWmde/al2RN3CFVo/EJCsFhtbLx2xnVbxTPboSZneDEMskPpMvLMH47PLgEJsRJ/iD6OlCcDpvfh5XPXTtCJu5nOLUaFCro+dYNXZcbxXRQSqNxu+MOBI0GkESIyMWLUIdLr7Xf2LFVTEH/DEpvb7yHS2WTc2d8SVKPnmRPnoz1/AWMu/dgiY9H0Onwe7yqn4mgUuFVlmai2Lufcd/M44Epn+Hm5Y0oimS9/z6OrCzUoaF4DbgbfevWqAICABBNJgrmzyfcaMXTLwBjYQHxNUSNOGw2Vk77D8bCAvzCIrj72ZcrvHi6PvAYbt4+FGRe5PCq36qcl5+Rzi+TXiXngmROvGfJT8RvXn9LrlmNdHwKEMAjCIZ/f11fEZvDwcjN+8jx9MXLVMrSO1vT1McLb5UShwh5XnV44MNPadWrL4gi8ZvWYTEa/to1yPxPIAsjMjK3ASVXCiP+ZcJIzq0RRpIOXWLWM9tIOXH9fMucFCnlpfsDjRnzaRfGfd6NdgMiAQhu4EWfx5oT0zuCoPre1G0i3QVx2l1YjFffdSgnL136QAoI90QQBJwuJ2vOrwFgWF3pzkcmqTe9PhkZGRmZ/31EUawwnYz2yUZI2VVjWkd5Oo0xW09hYRixJWtAqSVv5Ecca+9GlC6JosIgApLuA9ToA3PwfbAtgkJAdDqxnT8PwBbt74guJ0FurXFmWgkOljbDwREXsPlLKT27Fy3AGiVVKjHGrebcof3sXvwT62d9cV2fg+I/ziPaXBjUCs6JOdhOrcBVeAG/p8bje/8odA19CHw2BlWgHpfBRXOfpwh3b0qwn6ZW16wg8yJZ584gKBQMeOFV1Fod6YknOLpuVdWGe7+CX0aCIRv8GsHYTdDnPVBJNzPwjYS7JsPLiTDoC8kH4sRSOPBt9QPnJ8Pa16XHPSdCSOtazfdmqRBGOnSo8ry2QQPq/76cer/8jO+DD97SMYPffpvgDyejbdQI0WSi8JdFnB8wgIxXJH8S31H3ofL3v+o8r0FSOk3p5i0IDmeFwFW8ciWl69aDUkndLz6n7vTpRC5ZTKNdO2kSfxz/Z54BIHfqx7Tt1R+AQyuXXRU1YjEY2PDtDLLPnUXn4cnQ199Fo3fDuH8/mW++hdJooscjUkWY/b8voTA7E4CM04ksfvd1SnIv4RMcQuu7pPf05jkzOXtgzy29dlUIawtPbJFEOI/Aaza122yM/WMTp32DUNttfN8wiAaBAZgdZqLUkqHsSYMZtUZbVtHnJQa++AZ6T6+/bv7/o+Tn5xMYGEhKSso/PRUA2rdvz/Lly//SMWRhREbmNqA8MsSrTBApF0huVcne0/uycLlEzuy/dr6oxWin6JKU8hLVNgi9pwZBECjOkZ4rF2zKCQivNAi7dKGEmshNl8QW/7L2hy4d4pLpEp4aT55u/ySIAkZ1CWmXMm58cTIyMjIy/wouJSeRk5KMUq2mRYARLEU1pq6ENm4GgOGSGz4letwxQ4dx5NnPYNYryfXVos7vj76kAS6FHc8xfRGU0gbVeu4cos0GOg3fN8/EkiGVAC36PZGgwIEIggYP90I0YWpsWhWm4iKWLtnD7HMd+PZQCCs/m8KB35dwcvtmdiyYW+N6LGcKMJ/IwyWKHMq3Ep/mhV0pfc6epQVpifk4HS5UfnoCn4lB1cADlULNnYH3kP3HKZybp0DGUbhGmkDiTqk0a/2YtoRENaHrQ48BsH3BHJZNmUTWuTNwKRE2fyCd0PEpeGoXhLWrvkO1XjLM7DtF+nvDRLiwq2obp11Kx7EbIbLrn6tEUwtEl+syYeTq9CKlh4cUSVLLCJvaIqjV+I4cSf1VK4n4YT4evXqBIOAqKUHQaKgzZmy15+ljYlCFhuAyGjHs2AlIlYgufShd04Dnn0MfHV3lHIVGg//TT6Fr0QJXcTF+m7bhUccfQ2EBCds2IYoiFxMTWPv1NL576hFO79mBoFAw6MU38AkKxn4ph4svTKB4xQoyJkygSftORLSKwWm3s2XuLM4e2MOyKROxGEoJiWrCAx9+Ru+xT9Oqdz9E0cXaLz8lLaH6f2slebmcP3qIktycm6+mGNYWvEJrPJx/MY3NC+Yw+MfFbPIOAeB9D5Fm4d5MPzKdPsv6kHbmadSWU5w0VH53btG9N2FNr21QLFM9U6dOZfDgwURGRlZ5/ocffiA6OhqdTkdwcDDPPVe7ksrXIyMjg9GjR+Pn54ebmxsxMTEcOXKk4vg777zDm2++iesvTIuqpQOTjIzMX4UoihVeIt5XeozcglQa0SWSfV5S0ct/10ROaknFPHQeleGmFfMLrJrP7ealQRCkSNqLZwqo17J6B/G8cmEkTCo/tzpZSqPpH9kff6861LEHUaDJ5khyPBFBdW90iTIyMjIy/wKOb5aiRRrHdkFfRwtn18GFHVD3jqva2rXS546lQEtMRhwOtTe/bCrA4kyh/gCBkuIQersNAMyUhOyjICWFmBiptK3pwAEALoUpsWlcpFg20NTZEXs2OFNdBPj3Jid3HYEhF0jLiUJz8Rw5qSmAFhDx83UjoHkHTu/ZwZn9u4lNvx//8HpV5ifaXRSskFJIz1tdCMUpBFgKsej9UBsukrH7JMdPK9G6qWjYJoBG7YOwtLGRcuwgTb074G9tS8LWdBruuhcPTw007gcxD0JEbOUYLheJuySPlebdegEQc9cASnJzOLp2FWkn4vjlRBxRAQ46e6jxj+4D/T+G2ggIsU9DVhzEL4Flj0l3+32klBW2T5XMNHU+MOw7qfrIX4g1KQlncTGCmxv6lrfYx6QWCIKAe2ws7rGx2NLSKF65Cl2LFqiDqo9+EBQKvAcMIH/OXErWrMGzdy8yX3sdl9GIvm1b/MaNq/48tZrQj6dyYfi9mHfsoNWYh9lXkMe+3xZxdN0qCrMqby75h9fjzvseol6rGClF5913cJX5oJjj4sj5bBp9nniGH199ltT4YxWlfBu07cCgCa+j1kpFAPo88QyW0lKSDu5lxadTGPXeVIIaROGw20k+vJ+EbZtIiT9WkVLlXlYuO6RxU0IbNUXn4Yndaqn8sVhRqJTUaxWDRqfnWtgtFs7s382JLRtISktjZb8HyAiPRBBdPGQ/S7Iqnv6/rcMhVpbm1ZiPcMpQO+8dmZoxm83MnTuXtWvXVnl++vTpTJs2jU8//ZSOHTtisVg4XxZd92coLCykc+fO9OzZk3Xr1hEYGEhycjI+Pj4VbQYOHMi4cePYsGEDd999958eszpkYURG5h/GXGrHYXWCAF5+VSNGLAY7NrMDjf7m/6kWZBmxWaRQY0OhldICC551dNW2LY/6CIysGnJYWTWn6oeYoBDQeagxl9prjBhxuUTyLlam0pjsJjalbgJgcMPBAESo6lNANglZiQzjr/nPTkZGRkbm/y8Wo4HTe6W766373A1F7pIwcn57tdVOzqWvQONpw1aqwWJQkNfxUXJ/PQooyT7ij5dnG0iWPtuKIjZhyA4FJGHEWBZ9sLOuBVBSp3M09n070TTsTfGGVILuG0ZO7jqCQ1K5kNyG/MgAhsT2J1SZQ9Ch99AGROIcvwhjTinpSUfZ/9tiBr34RpX5lWxPx1VoxewSSTUVExM/E592rRBim2HcfJHIYBtGNw3mEhuJe7JI3JOFi73YCveTrzTQ0aM7fq5wLtpm4l3yMSFHf4SjP0L0/VI0h0cA6YkJlOblonVzp2HbjoC0Ke8+egwxfQey79dfSNy5hXO5Ks7l3oFSGcXDxUb8fDyu/4IIgpRSk3MKsuNhyWgYsx4yjsCusvK8Q74E7+pvdrgsFgSt9pZEcZQLWW533HHLPERuFk1EBAHPX/8OutfAgeTPmYth+/b/Y++s4+yozv//njvX9+5dd81a3J0kQBIgECQ4vxYpUqS0QKG034YChVKCtEUqUEKBQmgTaHBIiBB3t3V3ve428/tjdu9myQaCpEjzeb32tXdmzjnjc875PM/zeej645/wHTiAymQi68knPjOLi664mOQ776D7T08Rv/xdYsaV4HHY8TrsaHR6hs04ndFz55FeWNIfovP223g2bkLQakm56066/vBHbEuWkDV+HFMvuZJtbyoZe8aefR5zbrhtQDpnlUpk/h338vbjD9Fceoi3HvstQ6fPpGLrJvxuV7RcQkYWjq4OPDYr1bu2Ub1r22eev0ZvYNhpsxg1+2wyiodFj1WKRGg6fICyLRuo2bWdUMBPV1I671z2E1wxWszuTYwU9rLKsi/a1sS0iRTHF7OschmaQBWlbj+yLH/tHkL/S1i5ciVqtZrpR6W2ttls3H///XzwwQfMnTs3un7kyK/ukfPEE0+Qk5PDK6/0p5H+tKeKKIrMnz+fpUuXniJGvioiIQlZllFrTy5rfQqn8EUQ8IWpO9ANgEYrsvHpfaTb/ZjPH4IhViEcHN0+UnIHz2l/Ivi0l0hHreO4xEhXg0JupH2KGHFGPUaOZffNyQZ8rhC2ds+gbTq6vISDEmqNivh0IysaPsIX9pFtymZcyjgAiszFHHBvp9pZ9cVO7hRO4RRO4RT+J1C+eT3hQIDknDwyhw6H7t5o8KYdEPKDRunXJElSLJjyfmLSdQRdWlrDGcQnTgOUyVTXgSRmTMwBCUIpPgKxzUgBZZKnpH3dA8C+fBW5ERh97f3UvXYhmryZhJohZmce2pgMENuJT2zDbsujM1fPtFHXw8FH8HXH0vbIdoZ7x9LMPiq3b2H65T8gKTsXgLDFh3NdEwJQFogwfN9f0REk84knsC15HQ+Qlxpg8v0zaKuyUb27k9r93diszaiAhrCDgolxxB6wYIqY8AcfpiJjL8Nsj8ChZVC1EmnOg+xYqQhoDp0+C7V2oCZJXGoa5151EZPbnmVrRzrVrmQiNQdY9PjfeOLRX6IWTyDaXmuEq16HxWcq3iPv/RSadgIyjL+mP43xpxDu6aH+0stALZK56DFipk09wadgcPQRWcapUz6n5LcHumHD0BYUEKyrw/rPfwKQ/tBDaLI+32s26YYbcK1di//gISYEVbRPns6Q8ZMYdtostIaBnr2h1lY6Fz0GQMpdd5J0001EHE4sixfTdv8DjF36b8LBIHGpaYyeM7igr1qrZcG99/PmwwvpaqjlwCpFI86UlMyoM+Yy8oyzMJvjiIgqOutqaKuqoL26gj0WBwaXgyQpiEanR6PTodHpcdssODo7OLxuNYfXrSYxK4fMWZNpd7bSsfcQksWDNiwgINA0fgofjUpD5X2VZPtBkEPUAKIgcnbe2fxo5I8YlTyKDk8HyyqXoQ420hNw0xUMk6b7ZkmyQSHLEPJ+M/vWGE/MGwzYtGkTkyYNDKdbs2YNkiTR2trK8OHDcblcnHbaafzpT38ip1fg+Mvi/fffZ968eVxxxRVs3LiRrKwsbr/9dm7+lPfUlClTePLJJ7/Svj4L/xPEiCzJLH9yD353iB88OPUrWd9P4RS+DkiSzPvPHqC10hZdFw5EyOz2YhIFOj+sJzZR/7UQI+21CjGiEgWkiEx7nYPiyWnHlJNlmc4+YmRIPzES9IXxuRRh1T5PlqORlGWis96J3xPG7w4NCMGBfuHVpGwTKpXAh7UfAoq3SF8HPCp9JMtroClc/6XP8xRO4RRO4RS+v6g/oMSajznrXKXvSBkKpnRkdwfW0vWfryXLAAAgAElEQVTUh1Ooq6ujvr6eSKSHqdMs+NPisVXH0aYehtTZpTQkyIhoSO0xggAWcyyyDDqdnR2rtjMy1YTkcODXQn063J06FW1KKvoRRQSrVqIbcTGeLe3kGR6is+B1MvKbsNty2LZ5G+cVn4NL8xg+Twk6QKdLJctYQqu3io8ffY5LHvkthiQ9rUvKEWXoCkmkBnYQ624h7orL0aSmoslVJhjB5mZUKoHsYYlkD0vk9B8M5Zmb/gqAWsji0A43l/x8PC2v7iDRbUbTPoV92b+jQPMW8e0H2PLPv9BsyUGj1TLxgouPvaCSBB/cRZLaRtz481hXWsAcy0YMLYdY9FE5D150glbghDy44hVYcgkc6c1wklgI5z5x3Cr2t94m3KXcj6YbbiDxhhtI+fldqLQnJih7NI4msmKmfHeIEUEQMJ8/n56/KPfUfOGFxPWKsn5uXbWazMceo/6SS4ndsZvi8y8kYe6xaYhlSaLt/vuVEJ3x40m8/noAUu68A9/Bg3h37qT9nl8w4803UMXEDKgbcbsJ1tSgHzsWQRDQGY1cuvAhVj3/DBqDkVFnnkXemHEIMrT98pe0r1lL2i9/SfZ115I9fBT/6bDyYnkTBpXAg0VZXJ+ZFB3zybJMa3kph9evpmrHVvbIFWx2bEEWgInK/lWygFptwi99gMHijx5XQVwB84fM58LCC8k09WuSpIT0nNaTiMPdg9+6mhqPFYNBA+Ewgl5P7OzZJ3prTi5CXlh0fC2Vk4r72kAb8/nlgIaGBjIzBx5nXV0dkiSxaNEinn32WeLi4rj//vs5++yzOXToENov8f4e3fbzzz/PPffcw3333ceuXbu488470el0XHfdddFyWVlZNDU1IUkSqs/JXvRl8D/BEHQ3u6KTs+ZyK4UTPlvx+BSOj6AvTPWeTgrGp2AwffkX4PsKSZIRBD7Xfa+rwRklRTR6kZA/wvBUPaagEvISH5GIhJTfX1WAtaOXGCmZkkbF9o7o8qfhsvjxuUKoRIHknH432j6dE0OsBq3+2E9GYkb/R7a7yUXOiMQB248WXu32drO9XRGxu7DgwmiZSUVjoQasmg7cXg8m44l9uE/hFE7hFL6v6BMxPOUOruDiXz1A48H9ZJQMQ5Zl2traKDNcQJk7gu3dnQhChJgYO3HxFlKSFa2FVJObVqC9y426uYnAGB3EQ/HBkWgFPSFNmN0HwmSlJhETa6F0/0f0bBcoBKoydWhkmJlzD0c2tdJSeAVddTaS3E5GpyWh8kBG6U0kxDbhoI3YnkyaHt+OXipBlmXqghLmGZnkHTiD1uoqOqxHqHr0Y4wF+Rg7PERkGX+BjoS/vAaCQOKNShiPttfyGmpuHnD+nR1tyH4vApBVHEId+zL7K6phegdyzWUk1V9Aast4ykfuoj0phfpyZTI5L/UQiVsfgNN+BlkT8XobsVo3Y2gpJ6lhM7LayB98C6gy+TjDspmEkIOl63czPNPMFZNO0ApccCac/Qis/o2SmveyF0E3eDiOLEnY//MfAPRjx+A/eAjryy/j2bqVzD88ib6k5Is8FgQqK5EcDlRGI/oRI75Q3a8KORIh3GM5rpbI5yHuoouwLH4RdVoa6Q8+gCzLBCor8WzZQqizi/jLL0c/dPDroSsoIOXnP6friSfoeuxxBI0G87x5qAz9BizbsmV4t+9A0OvJfGwRyDLBlla02Vlk/emP1F96GcHaWtofeJDMP/0x+q3x7t9P6z2/INzeTvwVV5D+8EMIKhUx8QlcuvDh/vOXZTp//wjOFYr2T+eiRUTsdpquu4FflNdjcK4mok5jYZXMmh4HzwzLJb6jDe+evWScNZfsn94DZw/l5e33IQMmSU9IlAjIQSRBJhhxoQIM2lSuLD6fCwvOpyRBCRGKOJ241q3Du3MXnl27CFRU8POo8OtSYCl9iiuavNxvDzHyHYHP50OvH+hdLkkSoVCIP//5z5xzzjkALF26lPT0dNavX8+8eceSc5/G5s2bB4TBvPDCC1x99dVIksSkSZNYtGgRAOPHj6e0tJTnn39+ADFiMBiQJIlAIIDB8NkaNV8G/xPESFOp9ajfllPEyFfA/jVN7FnRwMFPmrn4ngkYzV+MHJFlmfurW/FLEn8YmoPqOzrgk2WZiCOAOr7/oxEJSbz52G5UosAVCyejUh3/3BpLLQAUTkhFVAvU7Oqk4KjtOpVApFfX46sIsHqdwWj9cWflUrG9g54WN6FABI1uYFhZn7dIcrYJtaZ/m+NTqYQ/DXNy/zXoanIeQ4z0Ca+m5JhYUb8CSZYYlzKOHHP/gCsnJQNjOBav2sXemiOcMearudV+FiIhiWAgTMgfIRTo/fNHiIQl8sccm1bvFE7hFE7hvw2HN8R5z26iMNXEkptO3vfwuwRBUKFJSWfjlq2UlZXhcDgQBCO5eYfJT2wlJsaOoBqYraAoaKdMpyEQ8NPcXc7U+QeQZAGN62yww/7unYQjBQQ8Q4iJtWDKqsHco7RhVJ3Hj3bPYdWuDqADMEOsGVcYGlu9zJ6YQkxjB3pXLvPJje7THolw0CuTotnIuJlXIFy+gMZf76a1/gDVjm1Mb1X6mS6TltzG93ABsWefjW7IEKCfGAm2tiJHIlG9iQPbtiAAol4gZdyLR52lmtCkBty6WkwVhZgOn09j6xJARUYRFGh7cNe/R5drJd2Zibi1gWjN9KEmmtX3c2RvBDUCsiCADCWeWu57J5WiVBPjcxNO7AZN/ymY0hRNkayJxy3m2bqNUEsLKrOZvFdfxbN1K+33P0CgspKGy68g9Rf3kHD11QjqE5ui9GWjMUya+F/VF/Hu30/Hw78jUFGB6ay5pP3qV2hzcz+/4lHQ5uSQ/8YyfKWldC56DM+WLYS7u6Pbbf/6F/FXXUnKnXeiTjj2PiRedy2utWvx7d1L+68X0vn7RzFfeAHxl1+OaDLR9Yc/ApD6i18QcThoueMOAtU1xMyaReq9vyDrmadpvO5HOFesQBUbi3HqFPxHjmB9bQmEFUFT+3/+gxwOk/H7R47RPrEsfhHbv5eCIGA+71ycK1bS89xzbCyvwnh6F5pgGQBB05lsDlzF3/71KletfBchFKLj0UfxnDuNpzK3IsVKqNyTGRd3O7PPKmBhRR2Sx8K02sNc67QzQYxBOthNxPlnGh0OIjYbwfr6qOBrH4Kp8XRIdsJqPTGmXPJjYxDUatQZ6V/ovpxUaIyK58Y3te8TRHJyMjabbcC6jAwlG9CIowjIlJQUkpOTaWpqOqF2J02axIEDB6LLaWlp0bZHfIrYHD58OG+99daAdVarFaPReFJIEfifIUYs0d+NpdavVZCnqcyCpcVDRlEcKXmxiCcSk/kdRp+Xg63Dy3vP7Ofie8Z/Ic+RrmCYl1p7APhhRhIT476bngHubW04Pqgjdk4OcefkA9BSacPapuhsuK3+Y4RKj0bTEeWZzBuVROnmVvJ1KsRgBDFOhzrNSKDKRoooYA/LX4kY6dMXScyMISnLhClBh9sWoKvBSdbQgZ1sn77IMcKr3b2pelMG/6AefZ7dja4B22RZprvXWys5O5b3D78P9Iuu9kGlUpEp51HDEQ42Hz4uMdKXTjjkjxD0hwn6I/hcQaxtbmZcUfy5z+Lil9/GuU+NW2snxZs9YJuoVnHbX8/8zPqncAqncAr/Dawq66DN4afN4aemy0VR6pcPp/y+YNmyZVRWVkaXY2ICjBm9BbW2f5KhDkmYXWHM7jBmZ5hkdRGZw8coYTixipFMJcioRr+CZ9vveNg8ghxPE9eYTgf2YEpoIMWneGta44tRySK6GDWpubGk5JqRlvwZS8BEc85c1u3tpnCcm6zwVuJbZyOp4LDPQ5NXT1Dj5HzzYoJlIXTpjzLnthtZ8n930uSpYFjgNDS6ZIZekU7r5UpoadLNP+4/h/R00GggFCLc0RHVnKjrTZVqTFb62bD1fNpLC0hKnsbcn05DHifT+rddbN+1EimswpThJXV2I+vldEQx1Nt6AFkG2RWDKtZDe6qex3co4+EJoTrOvOpqtix7jeGuCrYlTOXWJXv54I6ZpJkH1yUbAEGAMVd8bjH7m28CELdgASq9nti5czGMGUPb/ffj2biJzscex/LqqyT+8IfKBP+orBSDwbNTIUa+TBiN70gpEasFTXYOmqxMVDrd59YJ22x0P/UU9v8sj65zr/0Ez8ZNJP7oOpJuuw3RdHzx2rDNhnf3bry79+DdtYvAUc80gGAwKOeiVuP+5BPsS5fh/GgFKT+9nYQf/nAA+SOIIjkv/B3b6//C/tZbhJqbsS9dhn3pMgSjEdnnwzBpEsGWZjoXLYoSCZ7Nm6nfsoW4iy8m+dZb6Pnbc9jfeAP7G29E21aZTGiHDMFfWorjnXeQw2EyH1sUJazs775L99NPA5C2cCGJ112LOGEilkcf5bz1azF1Cbx0kREfQcaXruPmVRvItChkizc+AaPdhvHtdTwtwOHRqfwjZQoHiutR/2UVvy07yLiaCjQh5bkdOD3vhzY/H+PUqcRMnYJx8mTq1Dbuff8yZEEkcegiNk39FqbpFYQTDmf5JjF+/Hhef/31AetmzJgBQGVlJdnZyhjaarXS09NDXl7eMW0MBoPBQFFR0THrZ8yYMeD7DlBVVXVMu0eOHGHChGOzkH1d+N4TI35PKDo5VIkCHnsAa5uHpKwTUNz+vLbdIT567hBSWPnQqHUiGYVxZJXEk1WSQNoQ8zfmAitHZAL1DnRDzAifQ9b4Kq1Yl1aScFkRxtEpxy0XDkXo7E3nqjOqsbZ5eP/ZA1x01zj+Uv4MoUiI+6beFz3niCOAc0MzsbOyUfeKfVZ4+uMEP+p2fGeJEc+uDgBc65vRFcajL4yPiqiCQhwdjxjxOoN09RIIuSMT2fVODeN1yj0yn5WLHJEIVNlI1QhUB8Da6v7Sx9n37KcXxEX/1+ztor3OcQwx0nkc4dU+YsZ8XI+R/vV9bfTBYw/gd4cQVAIWYytVtio0Kg3z8vvd7d58uxK9QU2BsYia0BEqrBWD7ifgDfGvB3fg94QG3e73hLngZ2MH3daH9koXyeEcXDoLaq0KjU7s/VOj0YlIkvyZnj6ncGLwe0M88/A2ZFHgV7+biaj+fhPG30fIskzEHiDU7iHU7kHyhIidk4P4HQihlGWZgDeMPuZbKLx3glh1pKP/d2nnKWIEyM3Npb6+npKSEgoLAzhdTxEO21GrYihmMgk+HXqXC8HdDe5OCAfgoj+Qua+V+gN7iU91IlpA1kDI3EPF0GU4yi7HETuE+7bJ3D2xhDHuavBqCOjguTNe5GdJp3HNZf0hBhbbOLqefBK930p10WXUHoijM8tE7vRfU7H1QSSvHlkIEzvsfbYWxKNnGalHvIiqa9Fn5OBvb2aF612kxGFc87YM4TDGqVMxjB4dPU9BFNFmZRFsaCDY3IwmKwubzYarswMtYEjyk5JyDrkjH2fp+p00tXtpONxD3qgk9nrX4ApZMYgmJhUvoDvyDBqNH0lSYbNl0tOTi9WSTTisIza2m0haDw2uHLSqALdfYmfc5FvY8dYyjCEfxZ4aqoVibl2yl2W3TEOv+erJC0JdXbjWKemDE67sJ1HUKSnk/P3v2Jcto/svfyXc1k7XH/9E91//RtyCBSReew26QSZTciSCd4+iL2KceuKeVVIwSNfjT2D7978HrBcTkxHjUxET0omZNgJdcSHa/Hy0eXkIOh2Od96h6w9/JGK3AxB32aXEX3opPc89j2frViz/eAn7u++RevfPiZkxg1BzM8GmZoItzYSamglUVRGorj7meHTFxcTMmoVp1kwMEydGtVY8u3bR+djjBMrL6XzscWzL3iDlrjuJnTMHobeMyhhD7HU3knTLzXh37cL+n+W4Vq9G9noRdDpCra34eq9R3IKLSLjmGiwvv4xr5cc43nkHQacjZsYMvPv2Ifv6DXGS243/8GFlQRBwfvABcjhM571XIewrxXC/Qook3ngjpjPPwLVhI3enm4ldYOaO9x3MKpWZYSombDaiXbMNkLDFwPOXzGH9xNM5fedjLNgRZEyDzLhDXfyVZ+GTgddFnZFBzJQpqFNTUJnNiOY4xLg4xDgz2oLCY0KYiuQkYjQmPCE3DfYq/JHh6L/nBuuThXnz5rFw4UJsNhsJvd5KJSUlLFiwgLvuuovFixdjNptZuHAhw4YNY/ZXDFW6++67Oe2001i0aBFXXnklu3btYvHixSxevHhAuc2bN0fDeE4GvvfESHO5FVmGhIwYYhP1NJVaaDxi+VqIkZp9XUhhGV2MchkDnjDNZVaayxSrxPRLCpkw78QYtK8CX0RCgAEvv3t7G44P6zDNyiL+/ILjV0aZ3Mv+MJ6dHZ9JjHQ3upDCMgazlovvHs+7T+2jp9nN4r+/x5KUJQBcUnwJI5IUVyjnuiY8OzuIOIMkX6usK3f3f3Q/6rbzQGHGN0IebdzUgAyceXr+F64b6vQQ7uxVlJbB9kYlKXeOp/7g0cSIh7xRSYPWbypTvEVScmPR6EQygxF0BhExUY9xQhoRu0IeJWlUqIngc4cIesNojQNfV1+ZBcfKeuIvLERfMrir6/GIkU9nqpEiUtTb42jhVehP1SvEw96uIwRCTpxBJ46AA2dQIUL0pqH43WHctsAAAdY+b5GEdCNrWlcDcEb2GcTplOOpqrTSvboVCZn8c4ZCCBr9g+dDr93Xjd8TQq0TiUs2oNWLqHUizeVWkImmBP4s6H3Ke5/szeaSR0eTmjj4PTqFLw9Zlln+wiFiHYrVdd2WZs4+8+R/B0/hq0OWZdybW/GVWwm1e5D94WO2Jyw4dnLybcPelY3sfL+O824bTcG44/dp31a4A2E2V/dEl1eVdvDT2d/+636yMWnSJCZPnkRr2z+oq3sakImNHcXoUX/DYMg+br0szyEAkkx2Un6vQZDVWG/xw4hN3F6bxruOQtr0maxpmMtkaw0AVdkCXr2bUYUjB4xREm+4Hm1uDrpnn0Vb9gplw6/D3TqBWncqkkOZqGZOfpW4/B3ROl1d7+PzrcOfOAXaQXRZCHjtHCktJx9I+nG/t0gfNLk5CjHS1ETMtGmUl5ejCSn9rSE5QMGQuzGZjIyZnc2Btc1sXV5DZ+16avbvQKUSOS31YpKbs8gYu5SDbe9jShpHYUEGuTkhwn4PrqaD7K4XeN9yOgBzcjcTCb/PwSOHGDJpAtXbdzG7ZxNNhhwONNu55h87mTM8lXHZ8YzKjsOs/3Kko+PttyESwTBhArri4gHbBEHAOHUqCXYH4fZ2PLt3E6qvj3oymC+4gIxFjw4QaPVXVCA5nahiYtAPH35CxxBsaaX17rujk34xMZuIsxvCASLWHiLWHqAM3951A+qJcXFEHMrYSVdcTPpDv8U4UQkZyvnHi7g3bKDz8ccJNTbR/pv7P/MYdMVFGCdPxjhlCsZJk1AnDx7GGzNlCkOW/wf7W2/R/cyzBOvraf353YiJicQtWED85Zex54DMwbVNXHTXOLKnTUObm4tx6hTsb72N/+BBwu3tqDMyyHj4IUynK/c7++mn8V1/PV1/+CPePXvwbN0KgDYvj8ynn0KdkECgpgbX6tXY33kXwmFkwLVyJdXlH1PSJkMYqouMOI68zajzX+b5BWdwaOgBVMM9aMJafvphENXOA2gBGdg3XMufz43g028ioWsLh4dIVIyaQLr/Us5btYLZe7cTVok05A5l1pXnY5o1C21BwReaI6gEFRNSx7O5dTOiv4pqr5/RsScePnIK/Rg9ejSTJk3izTff5NZbb42uf+2117j77rs5//zzUalUnHHGGXz88cdojvZkEgReeeUVru8V+z0RTJ48mXfeeYeFCxfyu9/9jiFDhvDMM89w9dVXR8u0traybdu2YzxZvk5874mRvjCavJGJxCYpxEhTqeVrISyqd3cCMGFeHuPPysXS5qGt2kbtvm7aqu00lVlPOjESkCTO2VOJT5LYMqWfGQ3UKmy2Z08ncefkI2gGZ0zDVj/BXit/oMGJHJKOW7Yvu0lmYRyJGTEs+Pl43n1qP2vDG6JlNrVsihIj/hrlGPwVViKeEGKMZoDHSKM/SJnHz0jTyYkTOx5qm+0UrmgmAtSMSKYo+YuRZN5DyoBVVxRPxB4g3OOj4/XyaOYWAFvn8VNxNR4VRmNvdlGkV6533Lx8BFFAnWRATNITsfhJUgt0hmV2fljHrCv7Bbgi7iC25VVI3jDWNytJu3si4qeso5GwRFeDQnZkFPYSI73/O+ocyJKM0OsdYW33EA5JaPUi8akDO5E+8dfbWxtp9YWJ73wEMWIdUObWmMcQ3Eq9riYnuSMUwqEnKrxqYm23MjidlT0rWm/PRkVcToWAvzEdEqFdbCISiSB+Kpa1cqdiQZ08Pz/6XlXv6YwSkT5X8LjXHKCr24opqBBIKllk9YbtXHPpBZ9Z5xS+OA6ta8FR2U+87dvUcooY+Y4g2OTCseKozFCigCbFiBinxV9pw3ewm/jzCxC+xR5AkbDEwXXKd+XAmqbvJDGyobKLYEQi3ayny+XnUIuDVruPrPj/bl/5bYNKFaCs/F56ehSzcmbGlZSUPIQofnb4Q1phMaI+TEJbGFVADURI/JsGxw/CTJjxCYbdOv7kyqTMWoymUhkW78tX+saSIWcNaEsQBGLPOgvT7NkkffQRtqVltMWPJOBQiJn4go3E5e2A0BBKazKIBGMoGboNg8HN2BnraOvOorvLjLanncb0DIaKamJmzjjmmLXZOXiAUHMLAKWlpaj8fmQEcobOwGRSxgOTzh9C5c4OrK2NbKlUJgtzbryNXE8xnh3teN9ro7blEAFpBwmZ2QydPpNh02cRM3Eyqx/8Az06E2oiFAS8SJIel+swYmoAEDFpVZzbuYr3My5kT6ONPY39AQ0Z2hAlMWEe+MFMinJPTL9BliTsbyqiqwlXXXnMdsd779H+24eQ/f3jREGrRTAYkBwOnB9+iHfXLrSFhUTsdiIWS5SoUMXEYHnpZXRFhWgLCtDm5AyqUeLasIG2//u1ItZqikU36keo08cgyzJyxIOocyMHrQRq6pGDFtSxboINDcr+HA4Eo5GUn/2MxGuvGRjSIgjEzp6NacYMrEtep+fvf0fyetFkZqLNyUGTm4M2JwdtXh6G8eNRJ524UUYQRRKuvBLzeedhefllHMvfItzdjfWVV7C+8gpifAF58SNov3cJPncD4Y6OAfXjf/ADUn9xzzHhPYaxY8ld8hru9RuwvPAC2sJC0u5bGC2nycjANGsWSbfexsbXFvGuZQO3fCwxtkHxkj+UL/DYpQEiYhDVbC0R1U5UUpgUTzzX7/AhCKFo6I4AjC8PclmswNIzVUREiXFCLosvfpF39nazsFTH8hGX0WYNIGm07L3yLHTGL+edOCFtAptbN6MJVFLq9p0iRr4CHnjgAe69915uvvnmaAYYs9nMSy+9xEsvvTRonYaGBtRqdTTs5ovgggsu4IILjj8uf+aZZ7j++uujYTwnA99rYkSW5Kjwau6oJGIT9UA17TUOgv7woBk2ThQuq5+2amXiXzwpDUElkJxtIjnbRGZxPG/8fjfdTa4Bk8+TgRXdDqq9ipBWqdsXDU0J9YZfyL4wvnILxjGDDw69B7r6F8ISgSYn+sLB4znbe4mOvsl1UpaJ+XeM4sU1+/lZ+/8DYEPSRm4bexthq59IX3qtiIzvUDem6ZlRYiRWVOGKSHzYZf9aiJFIMELl73ciAEMfmIrqM1w+Kzc1MQYQgVWl7RSdUXzcsp+GLMv4DiueIcaJaWiSDXQ9fxAanORoBbrUIgFvGHvH4MSIFJGiE/m8UUl4NzajEQQ8okDW6H6Lgb44AY+lnSyTmk57iCObWhl3Vm7vMwyOj+qRvIo1V3KHsL9fS9IPhgEKOaUW1BQERxIJS+hjNMSlKtc4OceEWqMi4Alj7/KSkK48L531/foiRz+v4WAEt015vnrizEhqFYH0hcyIvEOi1oDNb2Nf1z7s2m4SUCa/3U2uo4iRPn0RE+U95QAMTxwevRbWMht9ewvWqxDj1ITEAOVNNYwaMjR6HAPet6NSDVft6jzq2sr4vSH0xsEtWbv3lw1YbjnghEsHLXoKXxLtNXa2vqVYXMs0YUaE1Gja/bg9QUwxxx/k+NxBBEH4Toc+fB/QFyKoH56I+ew8NKlGBLUKWZLpeHwXEWcQX7kV4+hvr0hxw6Ee/G6FpG6vdWDr8ES/cycLT+yoI8us55oRX08Kxo97w2guHp/FviYbu+qtrDrSwY0zh3wt7X8XIcsyBw/9GIdjLyqVlqElD5OZeezkejD4AuWYsrzoypTeRtCZIeAk/t9qxB4HUy6vx/zeUNyiCU2NCpAoyxXIDUvExA8upimIIvbCGbTFm0AIotM0oza40Kh6SHlQh8bSijHJx+ER+exoSyJpup/R8RESZvXQ/ZYZjdNKT2YBhvnXDWoRPzplr9PpxNWzEzkiIIgSoyb+IlpOZ1Az9aICVv99GcgyBROmMWr22Wxb+joJwVjitanMzLqUSvtuNE4ttjV17F/Xjl5rQtQooafnFugJduWwZ/d5jBu3Cm1KNaJuGKGAnynFscQ0vEmjIZdOXSpdulScGjPtQQ3tQQ37/raV126ZwfjCzydHPFu3EmprQxUXR+xR2SukQIDORY9F9S30Y8cgIOCvqkL2+ZCD/UaPcFdXNM3v0Qh3dUX1LkAhVLRDhqArLERbVIiuqAj/4SNYXlREa/WjR2M8/XZCrSKGsSmYZ+egTjEgiCrkkETbozuR/WGSfzwKfVECYZuNUEsLmuzsQUVQj95v0k03knj9j0CSvpQYrNMf4s3dzZS1OTm9JIVzR6Wj14iIsbGk3nUXKT/9Ke5Nm7G/9Rau9euJs9cRZ1c8bcNARFBRG5dJWWI+G7PHUVg8ncfVOgYLxhMEgdg5s4mdM3gYRESK8JLlff6evQUpS4VKb0z/ln0AACAASURBVODmd3yEVWq0BQUMVSdTJtYhhbsQkMhInM57Vz+L4XYDsiwjud1ITidhi4Vwj4VbLD1M3bOS3W07uEifiuE6Ax+XdiDIcNX0Yt4/0EZFh4u15V1cPvHLTX7Hp44HQB2ootTlg4wv1cwpAPPnz6e6uprW1lZyck4sQ9XHH3/MLbfcQnHxic+tThSpqance++9X3u7R+N7TYz0tLjxOoOodSKZhfGIGhXmFAPObh8tFbavZEmq2aN8mDOL46OT1T4kZMQgalQEfWEc3T7i004eW/lqa7+77UGXl4lxMURcQSLO/o7Es6dzUGJElmW8+5XzEAxqZF+YQI19UGJEluSox0hGUf/2KvEQFzpncL5dcc9b2boVi8+CvrbXe0IAZPDs7cQ4LYPKXmLkx9kpPN3YyUfdDv6v4PhfLV+5BSQZw8jPHog3fliHuTfVbffmVtLmDD6Y8QfD5FX062C01tsJzJLQnWAu7HCnl3CXD9QChuGJqPRqzGfn4lzVyBiDSM/EdHauazmux0hnvZOAN4wuRk1Sgo6O3sm+JS1mACEhFsXBjnbMWhUOg0CcT2bJa0e4/eeT8FfblPsmQPxFhdg/qMV3sBvf6GTcBTJ3rrsTGZknU5W4vPTCuOjASxRVpOabaau2017r6CdGjqMv4uxR7pdfI+PTCgjIeMR05NT/40+jh1DWc4QfrvghbaqGfmKk0UWoQxGh7UvVG0l142pzoVapKYpXXMKbyqwIfgmvIKOVwRwUKHKOpzJhN/vqDw0gRvq8s45+3/ye0ABhZVAyUJUcRZwcjfq6NgSScemsxAYSielKoa2ni8zk73aWKr8nhM6o/sZTenocAT5+8QiyJFOmCVOaoyavEWIiAh+tquOqS4cNWs/nDrL04Z0IKoEfPjQNnWHwbskb8vJB7Qcsr15Oekw6z5z5DKLqs2PeK7a3I2pUFE8a/Jn4piAFIwSq7eiHJSKI3w5NG8kXxndIIX1jz8xBm9lvXRRUAsbxqbg2tuDd1/mtJkbKt7UDyjHLkkzF9namX3LywlBeO9LK8++WI4sCwZtEbiz4as+aPxRhfYXSL88bmUZKrE4hRkr/t4kRQRAoLPgFhw8+xLgJT2I2j/78Sr1obV2GJjWIbm1vPz/5JuqbKxnSuILY1SI+yw7OH65nb/N4NEEJySDTlixwhvr4ui7OHh9rXipFFQ6ibVvFpIZPCOgS2Tvx1/SMSCWn4hPiu7uZtVkxhMgfqqmdr0ZzTpCU0Ra6Dyeh72ik2qAfdN4mZShjtorD61n3oZ7hMVV0YcacZiLGNPA5MMS0I4UbARU97cN47pY7CXqaMGuSODvzBpLVWSQnZ0XLy1KEYNVKfhKpYmJyHmffcTXoJvDee+9x+HCYMWNXEZdnx1oVT1JWDpNjzQyz9KA3yRhMXoKGONqEeF6tlekR47nqxZ08f+1k5o4cnBgMNLbgWr0N92ZFaDZuwUWoetOABltaab3rLvylpSAIJN9+O8m3/wRBFJEjEYINDfjLyglUVhBqa8e1Zg1yKIS2sJD0Bx6g+Sc/Qfb5iP/BD5A8boI1tQTq6pD9fgKVlccImwIkXH01ST+5i86nlMwY5jk5aNL6yVNBo8I4NhnPzg68e7vQFyWgTkj4TELk0xBEEcQvpslS1+3m1W0NLN/bQjjoo0hoZdt+M799L4ULx2Vz5aQcRmfFIajVmGafiW/ydN58fB3GQ+uJdbdwJC6dsqR8KhNyQG9gRlEyNVXdVBxq50irg7/9cAKjsuKO3XFXOZS+CxoDFM6B9NHUuLpZ336EdytfpsmmiP6m6Wbxsek8Vl0s4RsSh25oIu6IBLJMhtDB/PgAvx1zAVpR6cMFQUCMjUWMjY0KCANMnziJtPnzkTR7sXXb2F6rzGPmjUwnEJKo6HCxqrTjSxMjo5JHIQoakBwctNYDJ8+74H8Bd9111xcqf9ttt52kI4Ff/vKXJ63tPnyviZE+LYfsoQmIveEheSOTOLyhhcZSy1ciRqp2Kxad4kEmYaKoIjnbRGe9k64m50kjRsrdPnY4PNHlw736HcE2xUqvMqqRvGEC1TYijgBi3EB301Crm3C3D0Gjwjw3F8eHddEQHIC9nXsJSSGmZUzD1uEl4A2j1qpIzukfMO/es5lrus+PLk9wD2dL6xZm1iiT2pgp6Xh2dxJqcVPX6sAnSehUAjfnpPDXpi6qvH6qPX6KY45VPA91uLG8qlj5k28dg37IIB90lLzawT2d9Nmj/TvakWfnDDpR3LmjmcJQf3qvXHuYld0OLk47sQ7P2ztx0JcopAiAf0g8PeF6ktUqsjrcCIDPGSTgDaH7lPdCXxhN7ogk3BuaESQZS1hCzFMIid0OD/dUNNHh8LNGgLigxLqpMSzY6EZV4eTNXc3M2qA8e6bpmZimZxJxBHFtaMb2bg2ll9mJyApBtLxtKeO4iPSCgWRHekEcbdV2OuocjJihDGSO9hg5Gn0ZaWwmNYIc5OVR+fykvIM1Fie/q2njvoIS1IKaLnUrfdrftgYnXX87gBySKApIlArQZVBc24vji9GIyjWp3KGcR5kmQopaTZ4XirqnUpmwm/LugQKsVb2W7KFT+61Stfu6kCIySVkmXFYfQV+EtirbcYkRe7eHBJIJJ7lwuSPEOlNYs34HP7riokHLfxdwcF0zuz6oZ851wygc/80RPFJEYvU/SvE6gnj1Aqt1IX42YQiy2gZVbmp3dcJxiJFD61qiYWhHNrYw8dz8Ads7PB0sq1jGf6r+E9W0qbBWsLpxNecNOe+4x2Tr8PDJq+UIKoG8kUloj0O4fBOwv1ODd38XptOziJ//2RpQ/y14D3QhhyTUaUa0ucdOCI0T03BtbMFfaSPiDn4rRVjdtkCULJ22oIDt79RSsb2DqRcVoDpJAnxPr1M8pISIzIOfVCLoRG7I+vLE0bbaHjzBCOlmPWOz40mJ1fHIh2XsbrBicQdIMn1+1ozvK2p3pFH+8f8xJC0Ls/nzywOEQk7a2z8iDSOiU0BWixzQ5OMoKWHitdOwPv4Qhr1wlXUz+t42/cUwXG1iWOzgFtJwKMLHi49gatpPYe1yTD5lYqf1dqJpX8OO8Rcze/GDhJqbcW/ejPODD/EdOEDRR1DdcSHJV27C0+nD22Vg3/IlzJh7FmJv2EeLq4V/V/ybHeX/4VEgvieA3l6N4FOMXVnFA9PgSpEIm/71MgCibjx+n5nWkBedOhFJdxoHgjJDNTIBWSaoU6FO1cMnz2Oo2g7AuGronrsYTfEQ5o4toCVBx67DZ5BXsANrVTxVu9bz0xffih7f0TivooobX9hIky6Tm5fs45GLg1w9LT+6PVBTg+UfL+F4/wOQItH1nq3baH/gATTZOVhefhnJ4UCMiyPzj3/ENGtmtJwgiugKC9EVFsKFinu979Ahmn58M8HaWtrvvx/Z50NlMpF+/2+iqWRlSSLU1kaguppgbS2BmloCNTXIAT/JP/kJ5vnzca5rAgm0eeYBpEgfjBPS8OzswHekB+niQlS6r9B/RELQuBUqV4KlBvJnwYiLCMXl02z1UtXp4o3dzayv7KZAaOMe8ROu1G8iFmV8H5ZVdO5PoH1fEht1aTh0mezzJHPYn0KdnIF95JnRXeUKan578TAuGJuJWa9hf5ONn/17P40WL5c+t40HLhzBNVNzEfwOOLKc7gNvsNljY68xkQqdntaGNXhkO0j9BkRJ0ONO/BHdMTPhqOFVKCKRpFFzX0EGV6SPRXuCBkZdwRC0+fkEGxrYu3wloUgcxakmClNMnDsqnWc/qWZTVTcuux+tI4gcktAdZeD73PZFHYWJw6myHKLWeghZnvmNG45O4buDb89I8SQgquUwMjG6LndkIoc3tNB0xPKl0/baOjz0NLtRqQQKJwxOrqTmmRVipNFFyeQvlj9blmV+XNqAPRRhyZgCjMcZ0P2z11skUSNiDUU45FImsX1hNLqSBCL2AMEGJ559XZhnD+zkvfsUq5R+RBKGkUk4Pqwj2OJC8odpDbbz41U/JiJHWHr+UqhVvEQy8jyse+N2Roy5FVNuPrP3jUJEJKSV0QQFJntGsrZlE5Nrla+ncWwqEWcQf7mVQ6VdoIWZETWxtiAzE0yst7pY0e3grkGIEdu7tf2/l1eR8cvJg16Hts1tmCSZiCwjA2pnkECtA33RsZ4vkV5Pn+40PSmdfoY5IzzVZjkhYkQJo1GuuXFMcvT5qT/UQ6knwtwEFbR5yE3S0GgJYev0kj4kDuf6ZpxrGzGfnUdjn+ZNSTyelUosf7lPYlyqkaAkcUd5Iw2+IGgEyuNFRtsinNERpiVTS25rkD0rGiiRBNLitJh7dTbMZ+XiK7cQ7vSiX+uB3sHdbmEjJZozo/oifYjqjPR6AAX9YaztSgd8jPBqb0Yaq0lkuKad81Kn8ixabi1t5IWWbgqMOgrjC3Ha+z2XYj1B5F6h2FydigydiiMH2lHJAsOTlDAavycUzeJTqg1zz+l5WFa0kmrLRyWJ1Lj7Vdt7WtxYWj2o1APftz4vkpIpaUqMtc8T9VAZDJJLGTTFpRjR5ouEt0H7QTd8fnbBby387hBBX5jt79SSPyb5C6cLl2WZZxs7EQWBO/K+vKV7+7t1tFXbUetElmo9hAS4ZHwW1ox4tlYdxmQP09rhJit9YIxzwBfm0PqW6PLBT5oZMycHjVbE7rezaNci1jSsISwrYWPZpmwK4gvY1LKJFw6+wLz8eaiEwc+5Zq/yrsuSTE+Lm8ziz075+N9CqMMTDWF0b2sjdkbWMaT1fxuyLOPZqXhamKakD+7an2pEk20i1OLGe6Cb2JlZx5T5plGxox1ZhoyiOMbOzeHA2ia8ziBNpVbyx3z9Xi4f1XZja+sXfRYb3Swsa8Idjnzp96kvjOackWl4t24hKTGRUVlmjrQ6WVveyVWTB/eG/F+AzxkkHJDY9nYNVy6cfEJhyh0d7xC0qElscwIqAompWKQI48/MJu2yM4kpzKDpp7eiq5eYV7INgKbMZIZrYGjKmGPa6+r6mLI1v6Ngp5eYSiXM1G3SUTEki0mH65hYv4bf5E/icKOdMfm5JF59NYlXX02wuZmud1bSeiSPuGojeXPfonJ5ARGng0/+uZhxP7ycx3Y+xrrmdUiyhNakGHBiAjA+sZ6OeuXbmV4wYsDxHNmwBktLE4KoR62fiiCoWZt+JT1ir7aD4EUtCIQkGSEsceeK5ZzbuAtJJeAYZSC23Y+6WyJUXUeouo4kYM7EOLZPnYCoayPkhQ3v38vcS5855loUDSvh5R95uOMfGyg3lfCbd0tptnr5WYoX20sv4d6wIVpWZc5E8tkh5CVYW0uwtn98px8zhuxnnkaT+fmhaIYxY8j75ys03XgToRal7zBOmhQlRQAElQptdjba7GwYJFOGLMnRsMGYKYOPz7W5saiTDYR7fPgOW4j5Il6HsgxeK9StV8iQ6jUQOErwvmYtrP0tlVI+KyJTWC1Nokho43XtGmaqSvvL6eOQgx7UUpgsLGQJFghVQQgWAPR2G05M+GKysbigTS3jOKjn1QpoEsIEBYHpWWqc8RKegMAbB5JYUm3AKTjwyE7Q2lGsisr3n17+SkZApUokVpWISX8GLnJxBO041TGEVBoMbg+h5hCWoXGEZPmESZE+mObMwfryy7g+WU9m0SX8KD0B19ZW0ru8vKA2kR4Gx+O7o+XjLy7CNO3EY2KmpU+kynKIgLeCjmCIDN23j8g/hW8nvrfESMAboqNOYTxzR/aLHGUNTUBUq3DbAtjavSRmfvHY46reCVnOiEQMx7GapeYpFre+TB9fBLsdHj7qVj6if2nsjIaaRIIRWja2oCuIQ5tmYHmnIoT1YGEmP69optLjxx+RCPYSI0KinpiieIINTrx7O4k9MxufK4QsyxhNGry9WVSM41NRJ+ijgp+BBifPdT8XnYw8uftJrun4FSChyX0WVVIth6srSNv6a9JCSfTo7ORcOR3fknKGewv4Q+NrBN0XotZoqEgUiR+XjFhupbTDSUyGyMObbXSus3HlVQWsx8VHPXbuyh/Y6YR7fFFRWICIxY+vwophWCKfhmN9M3FAh6gi4AtToBNxb245hhipa7ZT0hUkAqQsKILFR8jzyuzvcVHj9pEtqPG7Q/g9IXyuID53CL87xP4aC4Igc4FKTbiPKHi7GpZXk/SDodTu78YnQ01hHEOrHYwJyxyMVWHv8JKWZ8a1rgkiMp0fN9BjD4EA6fE6XJKMH7BEZMwpBl5rs9DgC5KiVbNqYgkxkXZca5uY1xSiLEaDS4C8jhB/GW/kLzP7LRiCWkXiFSV0PXeAIa2pnMY49iVU4MfP4cyNpORdOOA69HmQ2Dq8+D0hLK1ukMGUoCPmUxO0hlaFyLGZVNxdqIi9LUhNoM4b4In6Du6rbmFewpm0dLzR375aGaz602Pwt7iJVwuM35fLU/pf4i1StE5q9ireHl0qCWOqgbPPzOPlj1swShpybSNpNTdE26vqFV3NH52MVO/ArxUJJxto7Q1DKpqUSk+LG2ubJxr6MxgMPuW8CwoyKR6ew5ptdcT0pNLc2U5O2nczCHX8ObmUbm7F0eWjbHMbo8/8Yi6j73fbebxeub5T4mKYGn9iQsShYITuRicddU7aax009AoSS5MTsB5xMykvgZSDK4ivLaMyrMJDCSs+quHmm8YNaOfIxhaCvjAJ6UYiYQlnj5+yzW2MnZvDk7ufZGX9SgAmp0/mmuHXcEb2GXjDXuYtn0eto5Y1jWsGpH4+GrX7+rNE9bS4PpMYkWUZ1/pmVHo1ptO+Hp2I48GxulGR6AcIyzjXNZFwydcfi/tFEGx2EerwglqF8TM8j2ImpmFvcSv9ybeMGJFlORpGM/y0TES1ipKp6Rxc20zZ1jZSMyTWP/wb9DEmZv3mIbTmwT0QvwgeXau46afmmjF6wjRYvIgtXh5Vt+ONSPxqyOAk0/EQjkisLVdIs/PVFppvvg3BYODi+/7CkVaFNPk6iJE/P/kPLpg/i4JRQz+/8LcIk+bnU7G9nZ5mN1W7Owd4EA4GWZZpbvkX8Z2no6tQsqLVayIE5HZMvYKnpukzSX76N1hufQRzdZhQMmyLH8NY/R6G5yohwkF/mK5GF+21LQQP/ZLU10MIYQFZlHHPlXCf6yJTV0Hgj1r09SHOrVzBpS/E8avzhnLTzAJElYA2J4em7DlIZU1IrtNRaT8kd3YbDauzObxmBWvFvaxV7QLgtMzTuHbEtYiv3keku5s4r4N6i0LspeT1h9EEfV62vqEIroZ0U4gLepCEAIUJsbjEEIGwhCxDSJZRIXPnofeY17gLWRCQr7oATUEXXVmbUTlAWyNiqDSg3xFEt9fBjNBBdhTk4KoP03RwD5/E30Bq6iTSUodjNGah12ciCkZyE5N4apjImo9eQwhrKFzXSrNT6VNkQUDMHYc+bx5iYgGyLKM2txIzOQl/aRmBqir0w4eTdNutAzLNfB70I0aQt+Q1Gm+4kUhPDzGnnXbCdQECNXYi9gCCXo1xMMLUZ0ew1GIcqsLZA969HQOIkVAwgKWjCXtHI56eZgRnC4mhDuKCHcR429C4mxECA8f+FtnM2sgEquQszlQdZLqqjFGqBkapGvgVb/YXFFRQPA8m3wSFcxGQwd0Fzlaa2o5wY8WLWGUXahlESUKNhChDSHDhTO0jh3qzP8r09zWG3j9sIA08XUllJkImkUg6BNLI/f/snXecnGW5979PmV63954t6b1ASAihC0goAgYRDSqKiAVUxIaCBwRBmiC9CwgSOiSEBJIQ0jdtN9t7nd3Znd6e9v4xywYMKJ73nPfoeb3+mf3MzPPMM/c8e9/39buu3+8X0Tk93Mbn9H1ME+v5aw/dlCCjGyInJW+hJF5JsqGV/XonuakPv4KQptEL6UdBFhEkIS3aLYvpR/OxOE4sZ4Ejmz8jw4EgwQPpvGc6R0CWDzvfQ+u7sM/KRvwUDbm/jkV583mi4dEJAdbEv4GRf8dnjv+1wEjv4XEM3SAj3447+4i4p8ksUVTjpadxjO4G/z8MjBiGMVmp/iQazYeR8yEw0hNG1w1EUSAZV9E1/VPBlA/juaEjjh9/6PFxQX4mFXYLTbfvwRNI0vOmzn0FMtEFDvISBnkbfbjzISTCvX/cy1m9cWxA9J0ewhYZSRJQR+OEW8Z54eFGdFXnvEvq0KMKosOEtTrdLWGt8hL1D9HUdIDXg68DYBbN7PXtpWR4I/On+DFnpVF+k6cXaWgzKqfQfkKYOdOzaRHAbkhUh4pptLezd8ZC7qlPtxlnr3CCYbDCp2KdoLIs2uxDmmpwIBynJ56k1HYkKQ+8ecSy9UP9k8DaVmw/+bhP/WjDKJ6EimEYFJ9Xw/qHG6gwiySax1GGoxgZZrbsqCeXAgZ3DDAN6LMI1K9t41QBbAb8/I0Ab734AYLB34zmbBOTW5JUemUZ39TL+GAUQ4TtbQFKdLCLAtnAyECE4t1DGEr6vb5k+jG3zI04Yck7PvGamGnm9sY03eSH5fkUWs0kazIIb+ghWxZIjqfIzjQz5k/hHUjxUobA6o9cm7nYhfm4XFKbfVw5dBE7Kka4038bjfnvkyCG6SOyWzanGW+encBwjKGOIGMDE90i5Uf3Jh/qHiEDmYQ9xFlFRzYf3yvLoz2W5GDjdub02OjMKEcXNURdwjmhmTBgNXEoonL8vBxMXUPUJsoxXoOw0E/TB+kEZjBH4u6wTNfv9yCW26EjTu3IQtZlHWDIP0JeRvYkEFlX6MD/5GEQYXxePkxUht1ZNgqqPLTuGiYZVY76DgDdvYPYlfT3WzB3Gnm5Wbzo3Y4rkMvbm3aw5qJVf/vH/ycNs1Vm4RkVbH62hV2vd1K7OP9TKSNqLErrSy9Sdfa5mB0OQqrGz1v7J1+/u8f3N4ERTdWpf7uHzn0jjPZG0PWP/8PMO7WMX3Wnz3eFWE/Xt+8GQ+DDmqu406DzCROWoiyyf3ozwpSF7NuQvufnn16OmtJ49+lm6td3U7bEzfrudCJz74n3fszJyGV28aVpX+K+/fdx/4H7Obns5KO6RgLDsTTgNxEf2kZ/WkS3DxJa3w2AtSYDOfu/x/0j1Rsm0ehP6wOtmkJgbRvRXcO4lhcjZ/2/dRxJxOMcrt/D7MXHTFZP/97G0zYrh8BrHSiDUVKDUcwF/72ipp8lGiJxzIKAYyBOaCSOySKRs/56Wq54j4oltTRpl9JR76dn40+JigaMQOua1ay86FJqzv9s4p2fFB8MjNPfGUQArju5hvh4kp+8eJCMvhijpQ5+3z1MVNP51ZTCzwyO7OoaZyyawms3UbjhZSKAEY9z3GuPQP45vN/mJ5xQcH0Gq9R4OERvwwHCfj+zTz4deSLx3Pf+bm4fK+DOJ5vZdJmJ0pp/DirXZwmby8y808rY/lIH219up2peDvInCK0nNJ3mWILu8cN4B8GjWzG1p38D3dCI6/u4338i9+al14Tc41fjm3cX0t4gusPgbW0pKx0badubxcanduLvj2LoBoVTHqfm2TQoEp9SzlOLp6Dl6xSHoyy0thP6wiA5t5g4uXc3r1Yu5T/eMPjTO/t5aM0SirNzOPReen5cet581h2aTnXFDry1EQLNTjzvDGA/TuKP5z46KR7ZVVJMfGQEY0hCiaZ/8+zS8snvuevVF4kFA0RkNzP9UWpbrwcDFk5dRPWPvoE4fyGRpEY8pSLd/3tCne9jCAb6BafijZ+Fp8HAM+Ur5FUUEzk8gpGtEjttI+pbz2I6EOOYoVaGBRu2DhXX5m2gfcCwBoIKqCAmhfTfwMkfGX9FlNhQsoCWKSv5masC1dBI7H8a6+yL0eIlOI5ZhPuUU/6v7gVLdTUVf36OyObNeM455x869sPuOMe8XASTBPFx6P4AurZC1xYYOggY2I0cQjxMsjNE4oa5BEkgaTEyjSD5gsHf6wVv1Yt4W5/PBm0e+4wplGe7WF6TQ1++i3pHkprAZtydbyB0vAu2DJj3ZZj/FfhrwV93AbgLuP7wkwwb6YKhIgCSQNpG4EjYNCcWsnBlFKHI+XQZTlRDAyOFYCg49Bi5yRAWitDjVZjGs1BDMpGUhhMoR6IMkSKOI4BINypmgohCAEkYRxQCOKT1WMVmfiM/ws9HfsJpCEioaPxjIbrSI6gYOrZ8J3K2DVOOjT7R4OqNzYyZRbb8+CTG792HOhwjtKEH7+erPtO55+SmizCyOsjesUFOyvqM3Lt/x//38b8WGPmQZ/zRbpEPo3R6Fj2NY/Q0+Jl78j9WfRnpCRP0xZFNIhWzP701NyPfgWwWUZIageEYnmwbz924k2RUYdUP5pEzweE2dINUTwhzsQtBFolqGi/70pXwcpuZrniK61r7uLFDxxNIt20WmEUOVqepJ7MbYzS2jpO93EWowMThWJIPt3qCICCljkxV3c80Y4RTJA1oWN9NOWCfnTMp/mep8hLdOcQDI49jmA0qso9DtpbR2vc0BzyvsrwivZioI3XIOU34Ktey0aeQubOSW5+6Cotu5cysU1kQnc5mzyH+nHGECztqEQCBUwePaKIYvWG+aW7kgWInrw5n8+3ydLVbGYqSmHATMhU5ca0oZuzpJrRgiug+H445Ryqaw6924AFCdhPT5+chr21nMKZQaBYIb+njj71b8TRX0EIrp7hlEAUG/QrCcIqAQ8JmEsnXBDomLMVMFgmby4TVYUKwiLyXiGNK6VQNqWSlDBAFXCeVYq30MvLAAbS+CGYBekpt5HfF8bsk7AiUpWBDh5+q5iMgl09NgyDFZc7Jrp6AaiCbRR4eDzCmaFTbLawuSN+z5mIXglXCnNColaEwpbNegMphlT9u6+LYlVZyuiLYpmUhWmWapg8j7hikPFnI0oM5POHJZ9wxxHPNz7GaVYQ39+E+sRRbXSb5le5JYORDB53cv6LRJDUFgukpYk7xxzfiwWSQvP7H+fq+7QBClgAAIABJREFUuWSphSwKZLA2s5PS0SnEdZCtIv2+GAaQnG/hW9L1fG34HCqTJYRe0hgO6yDAF2UzGVEdFJ1pZugAysanY1Uc7G7bzxzvfKKBJG67jHnvcLr4oYNtzzAyTOqJlM3MgrQoPyF/HPdfJZn1+9KOOBFzgLzc9PhmzzCT3Aq+A3G4iH/ZKLZ3TAJd9W/3sPjzRyc6mpLiz9+4lEElwcw9Oznltru5uWMQX0qlyGJiMKmwwR+iMRJnmtNGMhRgy0N3Meuc1eRWTCE4Emf9ww34PtLFZfeYKaj0kF/loWCKF78ZmnY0UaQHKH3oHtpmzkQy6ZQ1NqDFBfSUQGJYJTE8THzNGmLXPkYiouDOtpJqeA1RknF4q4kGkjz+7p9JakmmeKdwXNFxR32fi6dezJONT9I63srGno2UZR/HM4NjfLkoi3KbZZJGY7JIKElt0jb6k0IZiX3Moja6N21x/o9GNJiko36E6oV5n+quE1zflR67eXkIC3KxNPhJtowT2tBD5oX/WPX+5VtvJjo0SJahoaZSqIqCqqSQTWaO/dZ3yJkz728e/8S9dzMQjrF9y1bOiqTH+NPayj8MyWHCVpdJvMFPbM8w5jP/65JqwzAIqhp+ReXdR54id6SPTDPExsaIhoNoGUPYpo1QXnY+dct/hCjKrB8NcunBTgzg2KjIPIfIWZZ3GXn2PUAg9G4Ly20/YaDUyR5LHtaJ5TAqibz6/BNUrX+dk399M478z9Yxpqc0tFAUU7abn61rQgCKMhX2PfMIOD1ke2sZDST4gmbheTHFA30jlNrMfK34s+mZrWtIA1RnF0pEnksDg5hMGDu28YUT6njeM41NzSN8fvbRXU2peIKB1sP0HNpPz8F9DHe2T1plphIxjjnviwA89NI2kKqoSAxSWvOvp680a2UJB9/tJzKW5OCmfuaeUsr+UJR3RgY5EBigJTTEYHQEtACCoXBx8ApWjf8RsyagSgLTB/xMH3ibdWqSrlv/g/Kc9HrgnruCyL6XsHQLHDPtAD3RYrr3vos2mqZ/eotGKNuxHTEholeVcMXi7zMUVbC1Jrg89jb7wg5qz5VwLNKw75T4cf0TXLH8arqw8s0H3uXGRYtQkhpZxU7KZ2ZRKl+A2nOA0mV9DA7UYgtLfK6hnNlfP0LfiTh9SECsP61TF7Yp7AsdwqnP4qXWTuwv/wWA4gBMbT/SdWA5vJ2er25HKsvDc+F5MNRN6Il0sSt2YTF5yTSQICDQ/XiQg6EDlMg+vH2t6P6uSbBD9ukUTehcEP5kqoRuAjXPIJphY8RSSI9UwD5POe2mPH4mp/d04307sXa+R6xqJZnOAsKbej9zgvu3wlRYSMZF/9jirQUSaVF/wBF7DOO+jQjDDRxprZgIZz6iEsOiHCSpzyaVXESe/Gz6NQFShoRfyCRgyiFsyqWPHDqVTFqSGbQpWQwYWWiSncWVmZxZm8vtdbmUZx8BknXDIKhW0DbnYgaGx5mZ6SHT++l6hC91vM2ugY0YiARzf4wmZyMYGqCDoQECmpwD4tG09BKrmc9luDg5JjC1M0aqL4g29undtR8PCU3MJWXkohuQEuHRwrl8d+hyjpcOMEd7nz9VraLBDj6LyPfK8zgx05W+LMMAw8DQDFB1DNXAUHWMib3wzvvuo3D/OzQtXMqq394y+Yku3WBsVwe+cJIPuvwsOauS0YcOEdk+gGNxPqY8R/qcIp8KOnssHjLs5YzHutg1vBeq/7W64/4d/3PxvxIYMQzjI8DI0dSL0umZ8DwMtAX+YdveD6vX5bOz/+ZxoiiQU+pisC3ISHeI0d4w4Qn72tf/sJ/zr12AM8NK8K1OIpv7J0X43hwJEtF0Sq1mnp5VyQk7m9k0FmZzR4yTgZTDRKNJp88jYQW+c2w5WlWCBnOCDhSEWV7YNKGCzoQpjJHuaMtIqJzilulTDFq6w5S5ZOzzjoAMlioPrdYetpp3IyCwRz4DjWyypDc4zyMgmWMkx8ow7byAtvg2osEghnqYEQ4jAgrwlpJkoWkFD+VtIgbMdtn4y5wp7G0f5Rsd/Szy64DI2sx3OGfsRC7srORd4UY2DDyCbM2mcuYa5u47QgdwLi7APjOHoLcTLZAk+GrHJDASGYjiHE+AIJBxYhrgyqvw0LbXR6FZJLxniOxAKQpg8Q5joZiQCH+usxCxiGhBnXNHNfxlFn4/1cKts8s4pyi9SdI0nS+8dYBtdidTIzpT3o/gRkAFHEsLeWd4Iw57kPJYAapHJ7tnQvi22gMdYbySQEZXjNZME1VAf22U4Z0mQCDV2sGQJOPBxrt573Agx8+e7jUgyJj9T3Hpm11cPvtylhcvx1qdQfzgKBUWEUkQqKnx0tocYPGBKN+2tHDntgiuQic5X5vJ7tHdbC14hzu6f4QrmOS7ocu4vvY37N++ndM660A38D91mJzLZpBf6aF+9xC3pIJgUVkmH90xctfhD3BPmOt8Y0Ea5DIMg7e63uLW7bfy45Yvk6Wm6QnFqRyWOHzs9DSx2TmL2RGdcX/6YL+jl3E5xJ0lz5DSU3hTecztOYmTjGOojurEzCKSpjMzqJPwSgwEoHp0AQcHGrA3p9v153tNGDGVJpeISzUoihvMtktUzU/fC+4sG4KQvte7DvqZ9VeUkq7uYUzkkbAdSZBXnrCQN7e24hrLo7WvB2dO/r9cu2XHjy4h9fpOKk44m3pOY9/bPUxfVoQz4+OUqHXf/w6DSnr+ae1uJ2c8zKMTGkXXVRaw1hdggz/E3d3D3Du1lAd+di3+zHy2PvYETgPkQD5Sshqbw8Ix51RRMi0T3CY2j0d41B/i8MggVaMKGDr3HbqTxvkrmedNb1jbLwiye4tG5WgzHnsfJTveJhU0sNz5DYTa31JTHmH9upfAMFiyfA37Ahm83vsqklXkjIxTPlELymPxsHrqah448AB31t9LZ1Yeo6rGS75xXp5XTfuE29bsE0vY/UYXYwNRNFVHkkWGEymeGvLzjaJcnKLA2HPNGIqO6DKhhxVie324Tyr7h2zWI+NJ1t62h9BogoYtA6z6wdyjwJFEe4BkawAkgRdqbfxi80EenpfD7JZxYvt8uFYUf6II4CfF1qeeoD4SB6cXa38HpvD4x17vv/FnXPSr32Krm05bLEHLhMD1LFd64z3mG2YgGAFRZDie4IDexbzcqZjL/n5VzT4/Lw2M7PPhOb3iE111tFAI6SPqmIZusOeRHyKbnMy59PrJ5w9d9y2ENzfz1udO4/cnX4JqwJdefQqny06vpmNvaUFKxHAWRKk8sRdRNhjUH8b/3qtYy67g273TMCYqptscOsH5Pr5wyzPoCAgFAmJIQ4uK5DXHOCuznawfXI1t2dm8/YtraQuM0B7003vlGuadegpLv/79yetSUyptjx/GGlOwm0W0iIIeTmFMdArGRteTo9ipyFIpDqfS7hMhH3OsUd6sWcL+xhF+eU4dv+oY5LbOIb6Ql4HH9Lf3GYZhsH4CGDmj/X3QNKRZs7AtWkTkoYe4eNcLvLX8at7bexBn43ZmnnQsOTlpIKv3g328cs9NJNTox87pzMwiMubn0Ka3WXLOhSiKwrtGGkw+p+Rf0xrbZJZY/PlKNj5xmC0bOvit5W0O9D6FpB3Rufpo39ur9hDn1vcAIGsGmiAgGAanbt+M7/zzyb3jduxz58LhEVKVBpY2ga8cfJNHqldyXOFhFp5xLkW1XhqfWY3toIgiiXz7nMsYGAGPEuL8wbVoWgybOwthdC6hs17Eus+gKDTOj4c3c1PBStrw8MiG95lNCfNPK0MQBE6q/Rx/3PUI04ob+GDBAMdtKcDpU1l//92c8s3v0NX1JFF3N25kIqPp33nMrXDb3nvZ776G4157humqgl1ROKa9HkMwCJ+lkZhl4NgsYtshQvcwY7fcOzkW0S9mkKd+G6VjC9pYE9pIO8WJI4L7H6v429wYyRCCDmqGQXjBIqYsWE1S1BkaD9K1XyWuWUnkRig/8VYkUwgnIYpDozjG/awKV1E3UIeupbAdegG/xcWDJokbgcj2AZzLipAzjk7i/28iqmm0RpO0xhLMcNqYajOBvxV/2276mnZi9h0kNzIV9NWYhcOYmu6aPLZHKKLZNps+z3wCOQvp17y8un+AlbrAT4F27QKaZ69kfnUhGfnlZOYUUiBJk45Ciz5yHZGYQt+OAXKLXWRWH8lB3hgJcFvXEL6Uypiion0Ei3G1DPHa0lpqJ+ZoLZhEGUp3Ko2nwvzy4A0AKM4zmBeuJi4JRGUBh91ExCIyqGvkShLemI55KE6hKLFoRg5TxzWq9oVQertAhxgGETGGCwdyblpoW8q3M7THhxWwyiJ6REGPpEVPEUC7uJZjfAPoQE0UWhwuVOsl/LjrEX5ueoIrwktZeMIcbu/28dNEkBUlhZ+qjfhhKJrOM7KTH8THqG7dm6azxhSsVhmzJHLK9Dye2t7Dpp31aKYolTVFmFpSBF7rmCyWCrKIbVYO9tk5mIqdR+0TpmbPZltPF53jB4Av/kP30r/j/9/4XwmM+PujRIMpZLP4ibxyb54dd7aV6GiCgff6KD2hBNH89221dN2g7UMazdwc4o1+4odGESwS3jMq07w5QE+oJJrHyC9wMtgWxNcdnhSFFCWBaDDFa384wJlfrCGyJd1aGdudrlJ+SKO5MD+TKruVbxVlc2ffCHdOtZIf7ab19B4+6KsC7Jw+qjP/7HyS0XFOO9BMqKeHokgCjZlEFYXNHELIKGdpIo9oTMMsCOSYRErMAg4R/DaZ4qIjWwjJaeap4jcAmOo+nvfMxcgCLJKOpzjvTySDTtpeq0OJP/+RURHRbQUMZpVT1LedeKqdff02skuhV/VxblM+SXeI3CI3J25rQMZEm6WHp2aXULEnxpyQnWvCJyFNfQ7J3EW8s5ut3ZewgFkggm3CFjLjvGpGHz6EHlWI7BjEubiAnhdbcQsCYUmg9tj08pRX4aZ11zDDlgh5SSdVFhPrHQdZZrFCDF6oNLO5ysKXC7Mwdcdgo4+ihE7EJvK0b3wSGLl3azvb7GDRDG7RHJg9KQgq+FI6T9/9Hi/m/oSzHSfwlejZDIkSubrBWLGFhceXMtbRgMssYIrBu5pOhSHwoP8l5hoXYBIMKqLONGIFvDT7JALSKLogY0o0MTzyCj7gqo1X8ctjfskJ7nT1SBMF3p1iZ+TYXDZ4FEZdIgN2OO4UF6VRnXlvHOCwdZQRR5BH566nuN3FzFg1V49+laX+mWAYk1zNkccbeOw4L0+dk4EhCJBtZkdxBoNqmMuiNmonhHBfbg/yRcOBJhnkZ3loG+3md3tv5v3BrVw5+EWmx6vQLeA6u4Kx51tYGJ1Oe9ZbrHNqPDXtGOa0JZDNBq+3v4CBQEpPE1AD5mHU3MPM609zvBtXZpNhmKha1898RJKyTmZiJa8SJtU+yhKLiDumEpfgV3Ns2JIGD+6MUWwWMVoDMKGJYHGYSEQUhtoCRwEj4dEEmUClzc7grbswFB2rbnCqV0TURfQ/dBOSe8j79VLEfyH1cnXPbgxNxPvOK3iPm06AEna+1sHKS6ZOvmf7b2/k8Eh6ntHRiMkmvru7AUO2UmI1c+XhHkwT3/llX4BL/nIH/owJmqAgEhGATB+C0k9ORgZvixa29cb5IBBFMY7s7A6JOteMrqW7cC7zvBexNbUTDY2l2xbSVTHEQGQBLcICMm45Cf8Nt5M5FmD58G2075yofgsCAzteRapZyNdGT2Z2rBZHk4139/6ZxV87A4fz404pl0y9hCcbn6Ir2ErItBPs8xlIKqzZ3MSq3giCKDBrZTEH3+0jGVMZH4rSaIeLD3SgGAYP946yPmyHvgiCRWRfy+NMzzsfApDsDGKt8hKLxNj//j6sM6x4nF7cZjdusxuzdARAiwaTvHxH/aS+jb8/wqt37ePz35s7aT1sGMYkVSc6O4vr/Wng/prwGBunZqIdHmPwzU6+l6vRajbAKqNhYBiQ1A1Shs5ZOV7unZZOqrbU7wFXmgKZKKokOzBChdVCZ1YBT2SXogrwh+Yhxn3aJJ3cKgqsW1BLrcPKW2v/AqKIoGsYosROuQ2700G+MB//2PvIkhOPZ/bkd1RGYiSaxnHMz8Vam4HoMKFHFPq/chmS0E3u7x5Dyi1BCwTo/9GPiG7ZSsGNN+A97zwMRePQA7cSnLoWdIl3fjrMCb+6m5FfXY70Ylrs8nN/eR33iI9Wdx52lz3Ns5dFYqU1lEY7KD2tFUE2SAzZkD0psPlIdV3PjWRzyHo+M5NncG/vKHc+fAN6QuBwRSFNFbUIH/LcJRFDFDG2NyG9u4+LvnsN0w438M4zj7NxRpAHzI+w4LevcPe3XkTWbbT/fi+eZDpNPGJ8fyR87kpmmA6j2uyABKoCsoniRJQTxveyYfZy3usZZYoo0KZq3NXj4+dVhWiqSv3VXyUSDqDKJpKJFMmUAmUhzKUxlvcvY537ZDwbXkcHrl1yEntL6ng573Usw4N8veE1FjhWUark0Hd4F+EvVyP0BHnlwd+i6imskoN8WwV5tnLy86ZgmenkxXd/R2jQR+trm9l5eIy4aOGbY6/hDKSANX9zfvlnjZrFedyx/3W2uv6C2NU3SSawyC681iwKrNmo/mE6Yz2sefltrM3peWogK5drr/wR2QE/v3jwTrzDQ3R/6RKyvv51onv2IpsEdLOBu0+homUU9WSJjUUSm/ZuZfH2CJu/VkNHXhD03yDWreGMl+vJctlZes4l1M2ah5hIMTpcwcDiW3FukZl/aDNryit5PF7KJpubGS6NqolilFkyo5XMpT3aSo9NZdssPyfsy6PhvQ0kEj4cM5/H8WGjkWAFQyHgUWkaradk8HWmdx0EYE7nMIbFYHS1leLzLuf9ZxOYpg1Q9+Uo8U37ca73I4/AWKWHnPUWIv7r/mo0BcTicuK5lfiMfKJSIcPWfLKtNiqULqy7b0Me13A27iSccTqWVDEFuJhwEyamG0Tfvx/rjAP4LWtxu7pwu/yUf5BWNVfaNqDrIXZfPJV3A1Z2o7JAl+l+rZXvZml0WwQMi4Q+Md/FdR3VMFhdkMUttWnDgFhKZXfnGIGAHyk+ihT3Y4qPEgoPMRoewS6p6EYSzUhiFhRsRhIl1o8S78KkJ8kCsgDDEBjSrgBgSDzAi+pZ1OtV7NWrGSEjLc0xBnRGgHRX73CBG21EIEc1M23haVjK/7Y2kZ5USTzXjLN5nLhJRL1mAbLHQkBRubqpl3H144QTS0pHAEzAHa828iPZia0ngjoan3zP12ufQRfH0aV87m48kanROAJH9ilBE7ydb2LcLBCSBcImkYBs8GLnCMt8KqXdaYqxnGvj9oIneTO1kUtqvsQPFl9NajRF9131uCa6OI4iIxsw8mYn+jwzXk2gxQGSZvAnz4WcY3uHmng3544+wPru/6DAJDGYVHiwd2RSNzDZE0JymI6iiu7oGGOLdwrfESVMg/387tWd3Gk3UxbSWbu4hlOn5/PC9jZWNankaDkMyr2IkkReK0S2bALdQLRloAwNEn7PjZzjwjYrG0uZG8EkocdVFik1bAMikcP4NvWQe8L/v8LV/47PHoJhGMbff9t/Pu69915uvfVWBgcHmT59OnfccQfLli37+wcCoVAIj8dDMBjE/Vm92YC9b3XxwUsdlM3M4sxvzz7qdWUkRvPjjdh9McyigOS14D1nCrbao7tLPhp9DX52/PEAJVaJIruMkTwywVmnZZF1cR2JtgCBF9vQgkkMs8Se8STJPDujfVF0Ad451sWZe2Mk4xr5TpmFEpOJWPyiapaPD2EAO5dMpdRmYe9de1lTZRDQNuENPItmJDGQiHrO448Hj8Nk3cbWsIYupie1OWo5Jn+K5vG3MYw4hmDh0PRT2TFrLoXjOufEBD7Xm8RsQFyAih8uRM5MJ8L1vnq+/OaXEQ2R2Tm3sd6ezVW5Tua2f4nEmIXO9YUYWhiQUV2FWApS1C3+AAQrLQeWog2b0QebAQPdM4UXTsjnkvcWIQPWBZlkDbUyN5LPm9nvc9IV3+PyzU38rnkdI9MfBvHIWPYMVkPPSs4oPo2eunb8SopE5YlIL3fhHU5gETrpdzUye+gkTJhJLMpmyrnpRHC4M8Qd9z6NmNnDt4KfI2FoPL9gF5fsWYKOwVnLnZTkOfnL3ClogSRjt+xGFWD5iU5SIjwy1UvH8Ci3DA2hCxp14RS2ZIpfNxeRk5LZpOn4oxrPz32YeXEzdYE1MKAQNcPLSzeysGQ517ySXgDuEfcxbh4hmDXGuKmX8qHZZIhlJItncHVLimGLwBkrjgBTZ3qiXJyps67xZV4fWcfM2FxOSF3O6YM6qgAnneAkYjqyGJoSh7FG3kFWBpDUIQTj40taUTKX33X/EK/mYJdnnJsXOPjFXhuzxzV8FoE1i+0MWYV04vCRONbrZKFT47n9IVY0JEhmjDCQ+x7dic1ogsoZgeVcOXgRCJD1lenYajN59Jm7OXl/mtN5Y+GDvFUxF8Vchcv/ACYlnRAmbfPIVM9jWcsBvp5cjN2w8mzWWzyX8x4jGZ/n94MnsLArQVCEC5bZ8VslpgY1Ht0eQwaeXeDhi2fUcvWfD1Cd0rm8PYVmFin63nzkTCvP37wLX1eYzEIHX/zFx7VobrjmSYqiRZyQIWHSP7mSoQmg/XwRlfbP5hDyn52f/ivPlxoYpO+rnyPZnSDormDPvGsQBJh9hRsxSyFzaxevv/AUYZtG63yF/R4fNmUmPRVXTbbcSoaKhgSCQF7Yx8UbXyXmzcKIxckJKKhCnGBOFsaHdo2ayiszj2Egp4gqm4WTsty8PjROn6oyp7edBxtz2Znaw0F3uhJpTiRZqc5mtyXG83UzaC4+AiqU9ndzyRt/QsstxSraWSkvxS4erbUxYBsl79KZlJVPmXxuOKlw+vpfo42sZfX+TIpGbBxauYjW5OmsPJigoNbDqStK2P1mFw09ETizkBscicmG6VnjGg/ujCEBuwbX0pFoYUHWqVS556B54/TPcOLZksQjyPj1JHflP8POrLQ4olWyMj17Ot+uvYq2JxXGBqI4My2sWF3HhscaSUQU8is9nHnFDF780yO0WAvQkgWIgsDLVVYG0fmwp+/7NherXxpAAL60xE6T59NB+jKrmRs69rCtNU2TsOsKMckMho5WVcuDJdOPOsYrCthNMgNJhRlOGy/NKOX2//gNuiQzM5KFarVyWO4HXWfutEacufUAZHiPYeaMe0lsD6UpQKqBqcBBztdnMnr3X0iNF6H07yax6wFMTsj+5mWMPrtu0ilCdLkoffIFxt7qoa36B5BIYsgaaigHy3NhbD1JHCl1srNxf+0UmubMA0FAi8dAkpHMZtA0Oiqd9JbXIYxKLNv0AlWFzeTN9uM36/xxxIJNEPjFS27cB8dZv3gRkZKSI/frJ4SUiFHjcpN/wWKu3PaDyefr/LlcP3IdHsOMaui0RiNEDTOVg29g7t7LUKaTtiWn0ielCxiCqjDvcB/TzFMZM6m8WaagizDl0AHmNzShSBLrl6zkkXMu4AlnlIP33snYR/RwRLNG8dIhMmvSFLXwISf5b3jxdPnoz8njy9ffji6KHLexnl8/fyuW6lOwTD9v8vioGGdd+AXU0X6yZ0DJ0mJcsTgJpY/uuMRzYZ1Os49Z4VxWNNRR75hPntSMYbOBrnNJXT5Vq6/41HH6aPwzzHdqIMl72zdzfexRAuE0MGAIds7IvYir3Z9H6lFIdAbRR4Ok+nYw1PEsmWEdTQDBEFh16x8JO9Of5YjH+MUDt7GoqRGAhCWDpNlDtFancHcPY9kuLv7xlcjJHdiie2CCUlLqM6gYMsgblygI1LBS11B6e9Gj0U+8ZgBVEGn3FNFYVMnA8Qs5PKWWzMJ8flQEt7zxJZqIMsck8U3X9ez40yMYuk5GdZDcTKh6YJSt08oJmSTeWZrPLH8/eS0Cui5SMB5mesRP89IzcFZeyPELi/jgtQ5ahuLEzinmd+YYv7/918xpPXzkYgQRU2kdgr0aKasGyVuCfUEJkUwbqY092ICQKMCxhQiZNhKHGjHdfxVSVCd6rAPZcy1WOQuzIGESP5qep0OXVAxrAinqxNAUkg1/oXWhijC7hb8Mzae/5yQewIEqwAVLHfQ4PmE91nTKRns43t/EMbFW8sKHmS504hFin+k++WhEDCtNRimjpim44vMo05egiTB0WimZUzJwOczEFY3hUAJfME5P/TD9LWMowKl5HlZ+ax7BVzuI7RnGsSifjHOPFso29DRFRPXHGXumCdV3BNSwz80l88JaftnSR0P9IFOSaWpLNKYSjqVIyQIJk4AuCsQlgZgEcTn96BElSsKNrNdvBmCh8hWahOcpULK5tv0qbFkeemSdn06zMGj79A6NswPww8UVdKR2cPV7V08+f6LteL5Z/wWchohiGDQldOK6QU5tBovOr0YyiQzdsRcUne/Ms/FBjoyoG3yrCwqaIoTcDfxA+zEA51luYPvCZbjiOopbZscx03F2hxl9+FCagn5CCe4TSiYLyD9/6RBPbu/mD03P8OL8ebx+3MrJ6zq9PsqPj6vindef5+zkEcH2oBhmXA5TOiYR3fgr0NXJ16S8WVhnXoDgyCbV8hbaWDs+t863zm/GQOLGXeex6p6ff+b75r9qvkskEnR2dlJRUYHV+l/bIfX/Ivx+P1OnTmXnzp2Ul5f/j15LMpmkurqatWvXMn/+/L9/wKfE3/tN/luBkeeee45LLrmEe++9l6VLl3L//ffz0EMP0djYSGnp30fu/lOJQl+Yrvv20xxWKF81hZkrS1BSGoc29ZEYjFKhqKjtR2yz0sSOdNhm5+A9sxLJdWTjbhgGqZ4w0V1DhPf6kD4iOCi5zVjrMonu9YGqI3ktaBM6IJoI0kSpbljV2RfV2Fdo4vnjXFzSGKfqUBzNgAq7xOJj8onv8fHYYg/3eHUvdwXuAAAgAElEQVSWetOJe8+Gbvzv7uMXZU/TZU4vbBZzNslUumU0P+Fh1shiXKoLQZcRVAvZfQPEkx9ancpAeuKIOyt54dRzGMrJoDyicc/uOPlJg4RNwnbpNArLPKxZt4bdw7s5bXwp66Zejs8s8MfBp4j0tjNcDxgKouimtOgErp9xF7XKXC7La8Ls9OPrWExzXw25Ixbio+8DMJJXSknqfABi9iFOFzwcCjYyGGtAlEXEnGwqjnkHW2YA29BCnhdWcEbO7xDR8TdmsDDqpzyZbhHvsBVxT/EXeclbiin0Phc0e/hq7HT8lhCXTbkJXYD09lpBMFKIhsD9bb8komaxSwqyUPMw5urll7N6ub1oBhktrdidbty7pyInDC6ve5NOeSuS9vGWdICqRDH3dF5HQkhxwbRbSUjZ2NQ8SrRMhokTsYyTksYRtTFE1c+jrddSqORyXcld1DubjjrfWeNncsXQ56h3hfjO3CSaoAEpBD1JZirG/JEI7RnltGfWoogCL2yNUh7V+e10K1GXCZevlwPanxm17/vYeQ0kNDkPzVRATlLnrpZzyVOyaLF2c23pHcSlJGbTMdzevpqqqESXQ+SyRTaC5k9eUOVkK/bQG5jje9LK6EC1uoLb276AbAi4Ty3HPieH2F4fa+X1lK/LokrPJi4k+H75rXRbfYCGIdiIuk4n03MGuQPw68YkBTq0mwP8uuR3+MzpJMMuTOPW7iuojIp8kCVxW7mJ2w4nKYsZbMyVWb9Mxet/i+EDIwQzl3DVaC1zAjrRAjs1V87jvWebadgygNkqsfqSOuIHRjBUHSnXxlPr2llms5FjEhGKnTw9z8Vro0FMSYMvvRtCMGDuN4qZPafmE8fik+KfIVEY/N3vqR+BGU2vEW0e4OD0rzGSM5ceTwPN7odZtj+f/VMiNFaOc3rMSampEElyUZD0U5AaoSThI0MJ0G0qZPWcW/D0j7FkoAPd0FivehjXprDEpbF/Wg7VPYeY4evBMFkhlYDiCi49/RQqKir42rMf8Ga2GU2S+MmuHsbDO0GSj/D4dJ2yqIVNMyrYUDoVSYPc0AAXv/8uIZcVxDQYICoKNWE7raVB1HA2y+cuIHdPnAzFTUyMEzjdTN6CYwirGlc2dDH9tceY0VhPzJQGsxxqEqHqUkqTxZS7ZFxq+r6N6QZvu0VuPsZBgdjL15WHmLvt++QnZLrCh9gx+jp2VcFrLWFZyaUoeopDXc8SnzmTw/YuJERMusywEGOn630qxjR0QaZq5AryouVY3TLHX15Ox3gTdZ45rL+viaCisW6+wIGyv2ETbBggwPeaknypW+GAF/pdTZgFDdfSAv4UDNEdT5A0l+IjXYG7dOML2CSZXH+AC796EY+9sZ6wqoOus6Mwj4ZS5wTnXCN/uJfFrbtxnLaCFxMlhEzVXNl1ELWnG0FVOFGYSalSwCvyNkblJIKaYs7cN3BmpDscpUgO1qaL2GOEOGhvJSmmUIwYWWMqP4xdhyKoXFF8N19f20pdn5KuYnrciIYTPTSAXLKEyIVuGBohO3gZAPHUdhpTXVRs2Y5ZVbnxq1cys/MQibxcEASEaJj7T7kQq6Kw+v03kE0m0DT2FxdjyhZplws5e+3TiPh567hBgqb0bzw34qW6YwF2k4uZ42byNQ8mRERBQhRkRFFGEGRiWohWeYSDGSqE23lhzgHq7KAHivlZ3xVkqxnE9ShbB54nHBtgUaePoMfJgZkziGaly+SCITAr7KEqJJKRNRthAuyIjTXzclYPUTOUNH5A0NxPwgxhm5muvGxUI4YuGhQFdebqEsXH+xHd6uS/yZjiJevXdsxmL4npp1ElF6NqKQ5Iw8SG2llRfAaCbGF78XPk+BdSFa9ERWNb+RPk1byXHt+EnfX9lWwyd3z0TkPWJOoCdVSHapBUnWm9rZz36DOIn9Fm859hvlv9yLc5KG0GwMBEmbGSG9pPIldxYBgGmr8Vpft91IHdoKULBQOZcNeqYs7f5uEv197IjdNLebSli6dD6V6gVRvf4NsvPo+sJRjMW8SGk1dx5is3EbRq/PAyFWGi50oXHBhM46rnfRzf2n7UtelA3AK6JGC22BFSCcxRbRL4++sYyMrlip/ciKqswxZ+i6uyg2RHvooWeI+eTTLoAsXTZzDtmZd5e0YlsjOFZAgk4un9aUYkzlRRZEfFVUwTXJS5ZBwT811EM3gtS+T3Cx185e1XOH37ZjzOWlxZ03ht7nS8WFkxpIIsprUfgAQJ9rgO02zrRDIkZF3GcDkoWlJG5r4Gqm5+BUMwaFzhoXssH9m2DItlLpkmkUxJIFMWyJCFye7DT4puzxA/rsriil4ry0c0us3dBMWXsRHFbkogaRHceoQ8Y/xTQZC4YMMneBgRPIyKXsZEF3HNTEqTSWkmEpqJFDKDZHLQXcPUmbP5eWEODS+/RZbqpUDJxpjYz3Q7h6gvbseTn8WJxScibwoxMNzDFnc9jfZ2kkIK1Q4V5lK+cfDzRMUkVy9+mStnn8OJJcuQdZHAax1Edw2D/umpVPvSXB4Kh9icK5P8BOrhp4aeJHPoOiTVh2KpQ042Td5LoljHWfN/x/pglJ5EChGwSyKiAGgGalxDkQWUCZdAqxYmz3cdMSXAipIVjLcNcm33Gryai4igknHRdPxhhff+1IKuGxRWezn9mzN5d20jMw6FOOARWbPIxoX1CWrajuiTHOv+A3PtG2jTCzlx9oMkM50IusGyTBd3bg6hfURXUM61kXFeDaYSF0tueodIUsM1w0J3jhcMg/LeVrpKa7AkU1z5ThfnSzmYkNmqr6fMNouSZD5JIUWHpQ93Sz2ptnVkqh7sU8/DVLJk8nMMNUVs801ooX5W/9iLJkY4vXkJt/zHg5956P8NjKTjmmuuYXx8nIcffvhjzz/22GPcfvvttLS04PV6Of/887nnnnv+yz73pptu4rrrruO73/0ud9xxxCr8rrvu4pVXXmHDhg3/6XP/jwIjixcvZt68edx3332Tz02dOpVVq1Zx0003/d3j/zM35sifDpOcsI40zCKDNhOHBqLEJ5xQJItAZaaJyjIP++r9+JM6Z68sQq33gQGGVcR2cjZCsQW9LYFSH0IfTU6eXzUMxFIHrmXZdHVtoOXAQSwhB564nagSJaJGiagxUrqKx2JimjODQksRSaOUhwsyeWiGDRmd+97rRAkO4JZ81EzRsA3I/KYunxGLlVV5GRQlQ7Q1N/CBtYVeMcyIlGIg81xc4lyWdjzEDlcLqqgi6RIL+o6naLQW9/BGMBKAAFXH89UfrGHtDbcSGGoENBDMDJcvZe2KFVgNgbv3xJkS0YnIcOucUXZGf4EgyJRabmZ3bh4zg118YfNawhOWrRZTLl8o6UW27We3TaIvOQfFUo136nb2DM+mv28m/d4prD54kEh4CwDu3JPIzMinu3szRqKPo3zCEDDbC6m2LaK/qpyZ8q3MjO3ANuHgEpTMiKIVlxJC1UVe9y+nbdwGWgRBsKG5C3mn7hD9WWlNAUMzo0ar0SJ1SOFZJPR0wiTrGpXKKFVGL0VKAGcqigA4rHZyzFk0e0Z4vmALcbOOIViw6jK1KTMVOpwYLaA6VUizoHFz9jr8soT6V4u/YQC6hFNz8TXfKlaGF/Bk/laeKupEF7OQDStozZgSzfygbzWzR2rYKGyjXxhAMI6cSzDAECBqTeH3OAl6i/nqWB3Hh4oYEbt4MXsTr2fWowgqgiEwLbKcKcedSsdIH7sCB6iJlrAiVszycQuFkVyGzBrXVm9iWGwEpR1JE6geK+fS3rNIxIOMa6OMmQSGs7Loz8qhM8fBuLMTObENW6KNct1DCQ4KJS+5kkxxyoHmL6Ar4GAkFsERCoGWQpRNWGUn+VINdbY8wvYI3634LWPOaYQyv4IhpZPDaw4nuKhHwSeq/HBKkvLhQXJH22hxDtOV3U+27OCunm/jMGQimoFTEhi3wpfrXkRJbpzcpAIU6GXc1fYDnJqJ0SW5WA2JTevacUsBTnKFkcQQmmGlzVyOPyQx02Jjf2qMjRxmb1EGvZk28gWRvO4xzAkrYkGSP1911WeaZ+CfI1G49drvErZm4AwPszjchHlUoM0ow+8MMuoZIcM9jOQyIVqSxGSFqChSE1OYOaxR1CcyGvWy2zsdi55innKIO2eupCdjmHFpiJnjmQzZEjRa3ejWGr6RbOCc/iaeFFZjSDL5kW7KTQqDhUsQOw/RXfsl7p1i42sb/ozXMPDGEww4BzEl8om6cxhxZzBkdzLuziV/zEdhyIc7GSMmhjCnxshQJKK2NGAupELYa4ao8XbhNNkxRguwBKoYSpp5ydPHcDLKzM5uXLJOlmyQaUthsUk4Y6dSlVyGQzdhYHBH4YtkKh4qE5nkKpnYBSfWrHdw+/OxxI8nrgfYbv09SpbBYH4uFm2M0xq/hVfN4fb8x3k7Y8ffHH9RE3GkvKhygoQcxxAMcuO5TA2tYsPUYwg4ZSRN43ODOrKm0qF2ELbJpKwyUbubcetEP7phcOqQwpp2BXPVb9iXLXJQmslhYTpt1KAIZmTj/7D35mF2VVX6/+eMdx7r1lyVqlRVKqnMEyEzYQoRZAZBBURRsW1pbKd2xAmQVrHFsVVUBhVBRAEBmQJJSEjIQOahklQlNU/3Vt35nnuG/fvjFgkhQbHF/vp7nl7Pc5966txz9t7n3H3WXnutd72riG6YXLpzN9d2CspCbUiSjFlIMFI4zA5vO09M2M2hSPJNxyvQqE5HqDJq8GYsPlX4AB7h5ms1d1Ez2ASaF4w8W/UI8epBUoEiebcPW6/FVqIo1hCq2Yti9vLtQ1cwO1PFtsSvaV63lmQgyJ6WOpLzLyNQ8OHZ/ACxsTgN0+YT9p9/0liskQP0xbfzs9MaaDAyIEkEh/pZ+cI6ts8+gy3viTEltZ/E7nryLh+GlGWR8wLztC46XRP4T59Ftw8CeZmzjkznzEQb9XItnuBEJPktpMYWMwxmD9NOF96GIeZk3ovquOnS+7ml7oe07Lc564CPzkmTyYePo0lrxkZYlpuBPzQJSSnxdMSzXURdlUiqCys7xE8jj/JE0w4c6Y3r3YlSrTnM0nSqB+dhlI8R27aCpekQgWDjyb+dbTKcO8KAnMMZupf4bI0YVzIrOR+Al2oeZ5vvIC9JfaSV0qZybn4qy9LNPBjYxICntEaG8l5WvlrOng9/hwfn/f/LEbzsN19m1PwDqmsxn+y+gPmjGkc5SPHIBmoPduJNH5/7R6pqeWrRItY3PUZRd5jeu5J061G+sPCT+HoauWPrJta01mKrGpM7u/nsrx/g+++6gW2tZVy49llM52W2Nh1EyFWcvbOKicMm3626ls8ffZRgXxeDNb0MRByO1i4mpb9CX9QmIMIktNIYhOTnB79KUdnlUCiXeGLyEvQRmDbcQWOin0QwzJXf+GHJGWjnOFNaw4rkerzhUdoPtRB4YRTZcSjoeTSPgTYWxJFKfFxNI6MMziln2cI7kLfH8Y5b8T0eCZ8FkXF7d9AjE1tRi3Y0i7M3QadP5ppFXgxF4qaExMpUhmh7AZfQua3mZ7wUevVNn/2NT9qcvUMwGobfLIsSG/bTWDaLuuqLGOu2GBy32dp0h1avC2EVSI10kKhuo8an0yMn+HPlLuYkNrE8PYJVvA2ACv0mdLnzpP6KQmWv0shOXys7oq20ts3lqKeOX45YCNkFwsGb/APu9J/JRd9Pwbuo5F20bCTDATWPbu1Cz+8gkNuJz5K5/+DtqCh8cuK3OaL3kZMLSELigtFlVJllrA9sZ5/35LFIQuKXh79GpVnGHTU/Z01oKwEtxFnp+SwYnEpGyaFZHhQjCIUgRdNL0hIUKlU2TPawtlItpS0DEwxQ8hZ5XUa1BdG0TTjjIJsCedyxZcsQdeDZ+kfxZJ7EkSPIdhGkLLZagWyNIOFge95Novx8ZEdwzvYclUkb2QHZEcgCLBkeXhog65Yp6/8hsrkR3VXPL1x3Eto4jCpJHHR38bXanzKjeyWnjS6mqcJLfjRPvCjIV7j5znwXj7yUxe3A/QGJYHcRO+bCWVZORdBF+pVO3hW/joic5Odcxbfn3shooKR/W1M2nzlssnhpA/lnjiIyJkiQmx7lfV0DDMyJkHfJeAyHC1c/RX3XRu6/7F8YKqvi5+v3MSs3gd3qAV6xAyhlW2jLN7EgOx0Hhx3eg+wI9HDl8GJ8jgeBIB4ZoqwYRsq6KLps1kzP8QP7dxSNLWj+S9h2+dffkp6B/3OMAOTzeWpqanjyySdZtGjRsePf+c53uPPOO/nWt77F6aefTqFQoKOjgwsvvPBt6Xfz5s28613vIhgMcuaZZ57gGInH49TU1LB9+3ba2tr+QitvLv/PHCPFYhGv18vvfvc7Ln1dKa2bb76Z7du3s2bNmpOuMQwDwzjuhEilUtTX1/9NE/Oh269mfvFVZBxkBNL4Rx73EVuomChYQuXVwTkMpEpsziXSntd/BEKU2J4FNkLYx6JwJ7FX/xWRZR8VHpWm4ABh9yi5QpAhI8Jo0UvaVChY1knX/C09COHgOKV8SEUJMbdmkDp/97HvB3I1bOmtw7RKaAiXXsai2nYi7nE48Cn6TBkh1vdOpWCMo1N8Ia6qexJVPtHQywkXzzlzecJeyCFRwwRpiAYxQHTQxsx280ZR1Qg1QQsJQV9KOzYmAEnyEHa7qfWkaI50kqs3+JjuougIrtwzBXlQOXafbxRdi1IfKqB4CuwpTCJuhNBMA589hstOItnJt/BUJWTZhyTJJ0V4ZElGV2RcisCrWOiqDYoga7vJWzqGJWPZDs44tE9RNDRFwq1Z+NUCHsVgNO8nZUgUzAwI4+Tu/9LIJA+q4kZXVTyag08rEtCz+LQsWdNHuugjY+oUTJmiZeGI46lJ4rW7EQ6Ok+Vk59QbRR5/DtLxayk9PeEU3tLYJcmNLJ9MZCoQOE7xTduQZD+K6sWnQ1AvYDsKBUuhaEuYtsB2rNJ7+cbrkPBoKmWuAjXuBI3eo1Tqg+QcLztT0zmQqWGsYOLYJch6LjCV3grPsfsqjVlwx398nnDwrS1ef+/C+Xbou7P/+9/pjo6iWklkO4lsp/AWbX6167NvcoWg4KTJiDGScppht6Df68FrWbSkHKqccoJaNaq7DEmS2ZJ7jC/N+/OxqyWhIpQKbMWLI7txZDfv313BotEqoo4fvxJFc0eR5BPTGGwjRcYcYVDJ0+9RKM8XqbB0gkoEzV2GJKsI2+RB42dkIpNKHBOOjWodIq0YeM1yAiKCKnlxVG0cIfb6uwJNUmmxq2mz65DMBPGRx7j+rK0nPYEvb1vJHHE6BTtNTmRIyxnGlAwJLYcERE0fYdtPwPHjlfzo8v+wJK2kABKyEEinWGaFsBmz4myJqjw4vYn26Aie9NPIjkHRPYWiuw1LbwJJRXMcZvSN8PnNvTR4mo4hFIRjn+QEMPNxHMfgjSB3cSxOetJAOUk3HlsPX/v+9W2J150vSNnD/Cl2iN9McyjqERwljCP7iKbH+PlLISr9JeNlb3YNz5W3c+XAPKr8s46N2zaSmFbu1GH1t2CeSJKM7qk49kwA8tke2qX9jLgEBdVFTvOR1wMUFQ8Lhwq0UYniOv6OFfNDbJZe4cdtuxnxnYpVBCbHfXzo0Bym6ouQtZLuGMt28d3JPlZPrmJhxyC37QPNHcUxc9zjuZvV9cNEjTCKLTEzHuH0RB0NTERVfCf9GroeQtZ847ftMJo5yl61l6Aj0UITXt/xyjlmfoQeq52d/i5WV/dyIJYDYSA5CWQHzuxuZlXfDOrsaryuGBISQhInzAFLFIjdcQEx/5tX13u9/DPou4vuv5sdoRTu3HZcxU6EM8Z5XU186CkTJ9mNkGWMCXPIt5yBFZuEZgu+MuFu+tRt+JXl3NlRImDcWKZw5xQ3K9etYd38uZjsxJ15kYL/TIqeRSzel6Yj8B0sOph5dBKf+nM71yz6KnZNiA/I3Vw5XOBHdc/yZ99BBBqmq4XFo7v5cr/N8wGVByISg5rEuf1T+WjnuXB0MyNj69l8PgTdElU5h3g+xi+mnUV7pBJZZJCdNLI9iqvQQ1PGYsFQPQsGmukKCdzozCxU43IkTNUm7YEyO4pvPPBzxCv4ebOHZyoVdCFxeXeR6zoLRM3j74SFzU0td3PIMwTIyMJGtgf54OClXJ44h/WB7Xy3/HdUppqRkZEQqEBWMUDvIisl+cq9JhVJeH6WxK6l87hm5DxcznESX8WBsmIUVXHzUPQhVkeeP2Z/BxyHj44lWZwvoQ2Gip+l6CzFIo+FgUCmtJLLOAhG1SztQRf/OaOKtL2JQPwXCNlLKvYRQkzm43uGmDvqELZ9gIShSIy6VCzJQraTSI7B6/Waz/EQsyIccB/h4xOPV0ApsXscT0OWBLQUGpiVnUzA9qIKBQWN6dlmmou1FCSDYW0MZ5yq9q7q37LPe+gNM1VFkoMlbpg3iEDgYCI51nj682sfF0IOYythLC2CkP24M88hIbh++FoWphqQhYKvWIYlF8hrKUqVaMrwF3SUosP+gsOIdaJe6axQeej0dkIjd6E4Cl/a+xUWyFEkSaLPsvhm9S85ECs5xIRcCSilFUECIUlYSpAPjXyYq3tcxC2HH0dlnjjNfwyJAnBp19N8++Am0vbFFDl+z4YEKYVTlvHNy1ks9RHq7c4SEn/cZhWSTLu+gJmZD2JIRUZcXyHmxHEksFDoUK9iVvaME9o64jrCr2IPcNTdRdjy8YWezxG2yxjRdvDthmfZoXWgKc1su+aPpxjJqeX/HCPwyCOPcOONNzI8PHzs2OjoKLW1tTz++OOcffbZb3ufmUyGuXPn8qMf/Yhbb72V2bNnn+AYATjzzDNZtmwZX/va1/5Hffy13+QfRr46MjKCbdtUVlaecLyyspKBgYFTXvONb3yDr371q39Xvy5h0MSp2z9BJNhtT8exT73R/ttERVa8KIoLFB1LdWHKGno+hVMcwnGyDGRhIOsBXsufN4E3j+z97SLTEPRyUfXT6PKJXBNN3gEWNG/nicFzODRWxCjGefFINXPKylhRto43Imlfii/kleEAQowACtPLoDy2n18557DHaaBX1ljudHOBvJF6eZiLlJe5SHn5hDacOol7ui5kND+KJLmo9Lo5PbqPFv+64ydVQkd2Ii8npjGYNRAiz2g+z2gedicmQKeHSz0h7EIG7ExpOy95qA3qnF/+IrtS09iVrCJrjFI0ExweJ6XXOPAm9eVVNNWHT1UI6yUDbazoImvZmFYWsN7U8QJQtEp0XPETjuZPea5jlX7hHCUur5IkXneGjK4G8ajHH74kgYTAERKGLSjaJo6TAxyEyGNaeUwLsgU4zr/voeToePNypCeLgqr4cKsqAc1GCEhbCgXLxLZLjhPH+cvtybIPt+oiqNn4tSIp00XGlChYBo6TQ4gCtv3Xy8FJkhtF1sYdHnmEk8EqZkgW//a3I21DugBHki420ArSdBAWpefz2q8m4dJCzHbt42x97QnXW8h0Dr2PcPDvLyP4VuTt0Hc51yCu/K5j/wsJJFTcvpPLeb4mbiAMHKOnfW0f6D/xPKeYwWPXkA9eg2QdRC/sQ3ZS4PShOBwjPFyQuIwW//wTrhWOhWkkkCQFzV2G4goScgUJAa1wXA2+dr5tYhhxpu+JoxldbF24mJzfh6VPxgMIBUouLQd4M8ecwSvyIbbJB6nsOURkuJdc8J3I1giKNYJsj6DYY1RZZbgC1bioJgScVKj1f5GSvIJazhdw/i4w8y76zTYG1WGElEKwEcQmvI6XWquCSHAGkrfEsTKS2snPap5gR/kg5/ROZ0FyKs32BLy+GjTPySXq/5HippoPGDO5bkOCXfYG7p24GoBvdH4Ej78eYZs8IX7ND+eX+FmeaniVltEQHzy8jOnaMhRXCMX1lwkN34pkM53sUl7lkbrt7GobOeU5qtD5Q7WD7Nhc3NnKqvgCar1z0D0VLOGdLD54DofzG/lFw4u8WjkEjmBVVxNXDZ5JpX8Okq8063OZo/wm8kcemXOAMruBqfsq2efv4KPNBb6z/8MEAi283/wYZ+zYgc9WiLnrUT0R+Cv2tVUoPcPHag7R4kvw7/Y2MrLOvZ4Pk8g/zrlDk2l0L0DzxJhIjIks5uIBsI4kGCoewoWHiKcZWfOWXvK/IHYxw6GBHLGWv3ze2yVvh747om8jOLoOVSickZzP5YlzmGjUIpYdDy4FX3PK5kobxKtHVvCdqm2knU1IziXUF9xMyFk0jWXp6m9lbOcdHKotBXF04wBlzosYgaswOYoEXLG2m0PTLuMD+TAjeY13ZyYgofPv3WWsmfoz8s4AspPl4ymTRnmIG7JwXRae9jQxOXUD7ogHIpOpyZ7Hki1/4j/O3MzARBlIgHiYUBwajVqWpGczLzuPpsLFuISOhc0z0R30KaXgUUI1ONecQUR4iYybeEf1Ph6IPcW64DZMyvGMTcFlFniB/bzYlGfV2FKujJ9LmRXmvvLHOKLtQH1DHO7PZV1cnoAFmVnMcM2mZtAuoQ0UCUs5yrXqt2iTu3CA/ad7Ec+EWNk3lQt7b0DhFMgsBZzsCIPZtRytPPH7G6sqmDcWoTrVxiprNs0yqHhQ37ggAF7LT1XCZnf7b3gyXILNS06S8NA3uWj0XM4ZuRD1df3rNgRyojQA3pwvcF+0ESl4MzlnJ3p++7H0adPViuVewJzcHM4fDbA0YeE5xY7eLVzUF0v7mp3edvZ5D5XSmLVqZHsM2ckAFsJJnHzxuJw6ea2A5AygOgOorzPh5+Tmc9XI8Wh9yWvhh+L4gv3a+q3KLPZJHDIc9hWcYy6hhtEk0eFfErHCfHLgE8xWSutDh2HznEsm7/8IueBzeFIPIzmDJ3QjAbrVy5Oub3OF+Dxlqoy7pYczlKMUhc5oej5Dmh9bWsGotfike/MI8PyFOJxpfJKj/ntZbjI+M2oAACAASURBVP7h2D4kjZd8vpSCf8T3KGdbO09odLL1LV70d9GSeS9ZucC9FY/yVPglHKmUtNaj57il/md8++gniZmz0K0joHVQdHoZS6QJRwMnjeN/W4QQ5K1T7x3+0eJRPW9a4viNsnbtWubPP9G2e/bZZ3Ech97eXtra2kin0yxevJg777yT+vr6v3t8//qv/8oFF1zAOeecw6233nrKcxYsWMC6detO+d3bIf8wxEhfXx+1tbVs2LDhBAjObbfdxv3338/+/SdzL7wdEYU7v/ktAmYPCBVHlrFlFdkBt62iIJCUHJJsoCp5nDzY+VJVCtVS0BwdzXKBrSBLErIsU1RNsppBTjPIqjYFRcKQVPKySkF2k5FcjDpuUsJPygqQNgNkrZKSl3CokVLMSfdRle3Gk+8DUUQoASw1QF4NMqaFGVHDoAh0HDTZJiTlicg5bE3HfC13vlikjDSqELhN7ZieGNNhTLFoQ8HvltjhOUzOEZTla9E9emm/rEKh2qHLEvjiJp72UTDHN4qeatKtCaZRTTAf4lB3kkL+SGn8ShQj1ka3ewbdsko7FsZ4WE8ATlhjZrSbq4sbuDC5Bt1OMaTHUIwIXrmMHoI8adjEPB5a7GrSiskh1yguy4S8BmYAlxmhKBRwwF2U6cwV8Bp96NYgr/czC8nLUf8cnou0UeYb5V/0/Vh5CUeAZUjkk0XMdB84BVTFh0eVCWg2YT1HuT5KnaePCn0QR4adriAjI5cyWDaFQMxN+ZEMpmOxk04kUyFte0gJL3kBEEKxfRikkaVRKh0Nl5lCNTNgG8iqiqKoBCQFjyYTlRyGXTJaXpCxHDJWEcu2ELaFpHtweXViPg9ev0ynR6chK6M70BeQ6NZBRuBRFeKKU6r44Ti4ckUa4wbuvEq2aGCYRYRZxDYLCCePJHuQNQ+SquHVAvjlAEVFQdVMZCcHcgFJLX003UFxgyVc9JKmQ03jtwP4LQ8xRyNoadhFnYIlI+U9qI5CmSJQfCB5IaBYNGVH8CgFBjxFDgUyhO0MFm50y0fKUMnnIgzYXixbobRql6IhmuVCQmCFstQpGWY4STxaASVsoqgKo6kQRwaC9OV1Roo2tukgZBlV0VA0tcRLowlk5ThfrAAsSaAUNeycTqGQQ5ijYI9yDBkjh3B7YngiFi1lndTIfcc4U5BKi78jBEKSafn0q2+5TOs/QwT1Mz9ZTtappMaYQ6+sMqhJ2HKIpb0ORUWlqCoUFRVTVbEUFcURNCSz1KfyxIwiPqHhUXwIYZMQSY763GyqKePlhmq6osfH4M0lqR7oQBlOgDGGRJ5q3yhCdTi3O8yMbDU9eopur8RRr46Vtxgqq8ZVLDCxbydVZp4KVw0h20dQhMhKGYqyTdITZmfVBH4/KUZRlfnJY0/TqM/G5ankoNLPQbkfFQWPo6GYRRyzQFYyKEom7kIRd9FAKxroRZOsLnOoJoLjKkUAbMfiF8svwWNkCRoGfqOAv5Bict8RmuM5InlBmaURFC68eHCNI0MKThZDgYIqGJbzdKkFrNcU7vjEkySBrfjJe2NkvQEs5biBLttFyhNryWolIzNkeGkYDaFYJoplozgCyXYQqkLAW0eN2oLXO+EtpX/EU7v4VfnTHNYOo6o1JEMz6IlNZSw8FVv1UJHOsrRzEM35y6gwX9EgmksRTvcQHu5HEgIhgRp0iHsCZBUXtsigGHGyuk3GO35vAgIW+GwVzfEiEaMtW8cE9xRkvWSoC+Eg7CKy6sY2kjzG7xlzhjjUOBHFMmnuKXCwLkbOo+M2BWcMBIg5HvqVPnANIuOgZ2z8g4Dkps9fRz7cRI3qJanYpKQRZKeIVFRAgFdkMIxhLCdJyqPwymSBLTzUptqY6gzTr/XS7uqhzzUI46ktkpCYaNTSUphAVa6Ktl6JNtpw+Y87FJPJA+iKB4//OB/aWOowj4a28GDrOgKOl5R6oiPdsXzE8udze3s9Dd4TPQ7CLjJS6GNzyGFf1HcM9aTZFtFMAmF18FzNFkZ8x13vHkfHwsGUx3ezQmZSrpwr9k+jOVtFmasel7/upLnjWAbJQj8jVh+ZQhdSQWPD7NPIukr2RDB3CLu4ndu/+tu/OE9eL/8M+m7Rrz7KyuEQlySWUW6WNjh5ycGRJXz2cb2dlrPs9B5E6dvLjJ19vOvDGRwxxATzPVyVmsvyITcqMlvcB/lK413YkkP1SJThSBJLsTE8C3HlN6IQ4xMb6uhXriMqFM4ICLyvQ0L+KbSe79f+HlkUMH3vpDXbjMt2kGXBzUcamVDwMqwk8doqPkr6xcz2c2/lExwJZViebWNeZjZl1okBRJssL8jbOaIXUG0HTbLIyzqasHEFpqMEwwzQQ3d8O/3Bw8R9PQjpRFNecVRqnHrK/c1UOK0Y2SxuQyVmBhgyIO4IuqqrOVhTwy8255iSdvjmFBcPNZTu7/IDT/Cf/d/DLxUYJsSP6q8mqfhYsa6fOeHLkTQ3+1xHOVDYyLz2IcqGSzv0bEDB09uFZWW45/wz2F6vUJRtUq6j2K4SMXNZppZVBz5IHUGikoaMxKAnT0cwg4bMdalyZCQ+Xf8Ldvu3ABBgGaqTYlTeAcAViXO5YfBSckqBjdphtgR2EB9PFwsb9TjKMrLBKhJ+/RjyNaNJHAjIIElotqBlsEjjSA95l5fdtRWM+I+/R5IQaHapxLPqgCoEtXkLfdwZI4Sg3/gGln2QvO8sAvoluO0irmIOfdwZXxRHcIRxDA0XKoZYmp2FJOkckFN4VB0hq3RrOSYaHiqKFsJJs983TGM2T0op0qf1oaKRDV+FqTeyos9kb0RhyO0Qi9+H5QxSXSznYwNXH3MUOYCpgCNJfL/iFxiSyccHriVgezBkwWpfjt8163RE/GQ0DSQJ2RpCsUaQHEFdvEjDsIWnKGiPPELS08vNg+9iVWIF2VA7+9t+ij84QiE+iboDXyaasZCAds8Ia30b6PAcwR7XtTW5asrtMhwBsqWjOCog0eJEmFeYAsAr7m30Dr5ILJ1DbjmbJYVF9GrD3DlxgLp4F7U5N96Un7hfZ2eDjiNLxLJJQsYRLMXCkUoWnS1BkSKmmWJaYRJXpS4gK1l8cMq9WOYg6z/wxP86p9Kp0Ak5M8fpvzn9r1z5j5FN79mEV/O+pXMvueQSysrKTuAXueOOO7jllltoamrirrvuIhQK8cUvfpGenh527tyJrp+MFH+r8tvf/pbbbruNzZs343a7WbFixSkRI9/73vf4r//6Lzo7T057eyvy/wwxEovFUBTlJHTI0NDQSSiS18TlcuFyvbWKEG8mFRdfy8sPH6J/YZjrZtRSHHueWzd+FbcaYMLkH7F+PBA+rSvF+dvjCHKAQFVMKl3DJKN9pF0yFoKMnKUv4MZWImj4sRSN9ZXTiHvKS0SkdhrZHqO5ay0p9fdYSokAySfVkXWdhcJBkoUtrHkNpudAW66ZoXArB2NzsbU65g8e4JLOV+gMBuiKTeGr22sILKwlckkLn93Xxeqdg/TEVBxZwlt0WDkCW7yCD/QUuajXOtYuQL85xt0T/owkFVHtQ8zvWYWiatgzRnnZ2Idk9oMflFqZldvnUDkUh3w/gV1ekq2NdB/ahnBKcVnNfRrzokvYr6hcKysIIQhcNomjtQrvefRmhKcPb8U32O+ay6fVeXyamwCYe6jARVtzrAqrlCGxpukrfL73gzQZdXx9qouxMYvryv380PdZurPdXDVyHteMXYpzRj171ndxTt7hKTnPvdYQsXyRifkBDNnFmlALsWCCG11DXJJoZX14CmckTY4EXBxI5VFkByVUWqxaF1Qx1N7DfLGVGn0rujpG0Z7OqPV+XvQpfKX6fi5OzOAT17+HUIWbni+9hIJMSouzza0y0Zums2kSa9Qcj7/Shs/RubXl53zh6tupeZ3h/KehMT605wgtKZsHXs6BIoEtqNPBP64b/uiC915XTrxzC/WzzmDj5jyT1w6y0a1wQcJGE+CdXU7kilYeGRnj4/u7j5VAjWkqN9TFeF9tjK2/20rzriy6R+NfZw5SPWs+P2hrQJUlfr77l3x363eYZ1zMrR3nUUSQWFjL/EuaEaaDcTRJoX2M3KuDOGkTCuCaFCb8zibGDIeHbt+MBKwIqrhVifAlzTA5yr2f24AkwXKfWnIUSipOxqJICT3jScPoqgZ+NJDgx+vSmIrDQ2ILTYk5VC6v4lM7Owk0fxf0Ad6d/hah3ToH6jSUldX85JF2fqIGqCmAIumoFV60+BiTNJjWEiR0RQvD7lFq/bV/1bsthOAdj7yDioEAt/R8DLeQMRyL/kYb3+E85VqYbVmLoRlJlr7nQsyBLGrUjeL/nyvwt0PeDn23OP5V5qdKajyp5HhWfYmkkySjqCWvkQmeVIGC5WZDdTeZsn0syFURD04HWUYUDTYZdSzyDSJkmeVmLUvySUKjj1PMN1OdP8rLTi+73QOkVJCiAeSBM5g44ON611S2BnvpCdgMujOYmopH6DQIwa9nn4Mp5xGSxLOnL+dD7RkuPCrhCIc+s4u9/Qep91cy1z2DxUNubhyCUV0iGloFgC1swsks04aHiBf6OewaRkgQKMpkG65lluplv+0hr0Ah2kc6eAhPro5IooG8/Az5sILicnPDS3865kSWCzn0kX6i8QT90+cyElQo0VSbRIemUpXNkQh08sd5zdSqTXx1TxHdK3HzEg/O+MZTEoKwncddLBBJxZl+eB8f7Z9Nd1kZa4JZtolOph/cTKyngz9c6CLvGkISp07NKMlmJAdahjQub29hsjkDLx5MlwuQEMJCcUyKGrwUOkJ3jYf97iR1fTEm9erAAXrKt/PSjCQfydzC0WAlL9aEyElFhKzi4GDLEhEpjJwdoiI1TPNADwOXvZdfxFP4inkuXf0Ulz3/NJFMSfcnfZWsWzyNbFk1shJh6t7DPHzhuXSVK/T4plBUjqcWybbJRZueoy63gTlxnUnU4w03I6luiulunvDuJ+5rwD/iYemfBqnJjbBz8WwaswHIOHQpe7Aic5k3dho7vO18tuHpY22ftd3hI085TJO3Ir3zNvwiwo+jD/FY9EUK/ZdQFVhCX1uAT/36Z5yzbRNJf5COc67nWennFBSDAX0Ya+AyPmeeTRkKGUzu8u2i2tvF+4YvQkHmsE/i87M8tKd/x121WaYbg1zTmafCO4FQaDJQQjPliy/TN3OQvbEbeHWdhJrfhXAZ/OTQlzjgPcKDwa3YisWV+QpWDS0h59PYbeymySyjW0nxfLWLh6c1kPZOR0gSvpzJ0p27mHnwZSSXRDpWgVD9XHloCW3+Nl4Mb+GZ8AYySimqWGtUUF6M8dyUf2FM9jLPeZKfqFNojHfx3mfvo9HyoZQ141gGm2M6X7/0YkZDM5CcaTT093KkthTJq8nn+fwewfxckHWL31oKzdslb4e++1LHCmbmShivhJLkj9EXeCqyjqxcYGq+iRXJ01iWnkvI9rMkMxuCs7GmtDMv8SqbI0Mcdb/IxRffzOPff4QlxVrmFybx+e4bGJU0liWqeabzOe6bvx1jPNWzIHm5vWEy/956O0v23YQ3W45EHjGOcHhncgnT8q2sDb3M1vxeDtUsxCvV8ZEDBhMKNo4QlHtjHB7LEHMsgoqE5qvmg5kPvlYNdlyKuOWteOSNaPI+HsrM40iwBdm2mZTaRH8hRKgqxoBUiZney+lT5rLQPINt2yZSV+ZiisiyN9DBD6bup0wNsHB9PcpoA7NcLmauqEWvCzD2cEnbCSH4U9ZiogW1M6vZoxk8XqsxZb/BO/tM/lQn+Nr2O7km8zRIsFGeyq21HyEQq2dqfJgZ4dOQNDfW8D4qD32XmjEH2ZAwdUHPHA+rPVVc5s8Q3AXXrt2If/H1PDrzfmylSCxfTlJLEff38tCsb2JHPkw0N5NL12dQDBdz8x7muGWK5eAegYvGZnPQu5Pr8h/Ge7gFIyvREd3O+qbf8c74cgCedu3i7vr7cGQbl6NxsU/GY5n8YOe5uAcH+OzC73HYPZmd8izyUg0r7A7a8geo7lex+ydjx5vA1Fm6PclARGFvvc7eep0xv0JRheLrUkYSXgVZCCYXBikb3IglH0RIGrnQJWTUyOt+z4mlP8LCO/Z7vOknkBCMuODykQbOTJ3GBv8Ovl5/17ErDqmADzyWi3s6vk7Q9vOtmnvY6zvMp3uvp7NYw49nqWwtK6335QWbm/adxa21d7LT105eyfOBwUsot6LIyOi2oMPVzfRcC+ePlSqB7gnKfHGmh9sWzqK6b4Sd8dKGaL69iZnKq/iVDC20E62LQ61EuncWieREfu3v5dfRZzh7dAm+ZCsvd7VxzrSXiAo34ayBhMIrVfv4euTHWOMFH0JGjLMPXEek0EBfuUzDwHFnvbdyD9LUDO3SCM3boiwozOVIWQVDuSeYV1gAwIP+Layd+C602nk8WOni01mdw4YBkkRTX5rTd+xGLzYgnCyqVkCS81h2Bis/Bo4J7KYjVkdTYBa/3PNufp+/75TZmv8nby75fP4kx4HjOJimyfe+9z1WrlwJwAMPPEBVVRUvvPAC55133l9td926dbzjHe849v9PfvITli9fzs0338wzzzzzV1OOPB4PudzfXqHqrco/zDGi6zrz5s3j2WefPYFj5Nlnn+Xiiy/+R3XLlS0VNH3Ux+Kwn7yV54I1PwTgptkf4bppszmUK3Bfb5zfqjI/LfMxp8PgaLlG0K/x88n1aE8exRwosSi7JoUJXz2ZW1cf4j61QN49bmILgWwn0fOvohmH6C6v46IdX2dMXc3OmrWYSg+Bwn3HxmSpNTieJVwYn8+eqgr2R0t+XcUWbKmaQnv1VFLC4ZPBEPL2HnI7hglf0MRXWuvYnMkR7sugSBLDAYU/ju/L/yvk5dFaky/tL9KYKiErqs0wNb6v01u8B4t9bGx4rHRy5nXp21olIjCJB8+bzi32JFIP/QrHSpDc/yIAshxibux8YsEJhGyoGd+kdxUFg2aRy+oamNEg2BNPMMwObmufy2afxMP1Win6tydPR7lKu9thalrh0sTZNBl1mBL0mw5XJ2RW3jgN7+Cn+bcX/o1HylazamwJVasFUyTBmCZzgellb8Mog5mttJsLQXL4TJtJOjOLy/bmGNVg6aoWlHv205ItMvvm2Wzb0M/+Df3obpVFlzbzyq9N3D1LGbWWEXpHE8nHSwz9p6fh8kQ/7ZNeIVrzIVY/+AdaRclArHMWcOZlcwnMqecKy+aBZ9rxOSP0eOCZphvZsCOBRx7Dq8h4FJk9mTwCWDy5HKV9EDteILCyAX/WJLO+r/ToYyqmU8mUc67BdAQ9nZuZDOTyNruzFksun0RkWS2SLHF5VZRKl8bPeoY5tyzEFZUR3Eppzk2a0cymA4+yxGjlgx0mH6oeQ5Uk7pxSzz2H1oOAawZLUMajBYfJ00pQUkmTcbdEcLdECJ5dT/qFbtLrejEOjjF41zZ8p1dT5laIF2yO2rDkhmm4J0fpbS/BSwMxDxXXTWHs0cNYIyUj3b+sFjtVJL9jmHN3pLigLkyaNHajxthACcIeQ6EyJJPVBlEchfIOD0VsPn5xG3/sjzOK4Ilpfv6l38EaymGniqDKhM5rxL+kBkmWqOOtcTtIksQ7Jr6DuzN3c0/dy1zSsYgqTaWxSwXNRY9p0W0KZk1uRNYVXBP+fuLAfxYxWt307irwWORRng6tpS4ygdta/4Pnfv0QNrB03jRmv+M6tj/XQ+vTXWSPpBlqeJEd7o3MSs5D0l0s1IcRyCimSb1TRmu6hrY8NClfZbV7Eg+WFahOKGTdgrQ3jd3wJxZ5LmB6fBK65WOttg9TK83T5WYbNXYZ/g0W3zm7DEOTeN/6XXww2wiShCUyhAqCgt3NwVQPPUyj1VtBq1smbAh6LZv+IuT1TvqGHynd5PgaOamqkZtdK1E1la1fOhfx9T+wPx7Dna/BjcC0AsiSwjTXChJ7f0pvRQgzWoEsyyhDfaiZMfxyE/Nar6DH7EFxguio6DVR9gxoDHqC/HhlE4mAh0kBF8a+ISbkZGYkBTsi8O7+J/hSx38TtcaTeoSHrsIPULUIE+KDzNjwU6JehbJckoMVHq5+VsG86mM87DyNbXThsR2sogSiCMJGtSWa+yI0DETZNLWHO5bvA/ZRltSZmKimwZkLsoxTGEWSJSS9nKlGjObMbIqJXixpC6DSmD2H0/a2sNwTIhMf4+mWL+LPq6zoPxNUHVfR5N2zLuXefRsRisrSKdM4Y/pELtp2kFfT4AkViWSSgISlKYSyg5y1dpQnzn8HjsvN/uYaNkVnIGQVW9G4Y1Itp4X9bL7nbo52dyE8PixNYXeoF3n5bwiOhPF1NTO6bCuDey9FzahkYhUU57gZ0JqxXW6wbSJl7YiJu1mXiLMyuYhZuVaW5CaxXT2KpcDq2UX8BXj/kaW45QhpMcpT4ZdwDy3l9oF5TO14lsx9q9GLBSxZwfjKRwkXv8tFe9w8MqEA/gPsafkG/2r5+UTfdSzITucL2bmQnQtAb3gDz626hMOjeQ6fezUAeyVou7KGaxJJko+/iuRSUS8IcXj4IWw7w4JQP+df9nEeul/lidNG2RDcwdXxVSx2qhmeeg/1W25EFjqHA7v44uSfYkk2Pklw2UGbq166mtHsQiZbGpIAiUac1BCL9z+IKoqMBQOMCh+7PnqAy9qv433DF7Hdtx+v7QHLwjztWwzIR9glzeaeiWeT9gY4wESea5jHu55azxVHXiI0epQ5h03u3ruen1z2Hp5ZuJwjtfXopknt4QJnbv8B02pXotqtLNjq5/DcPTRXn1zi+Z9RhBCU167BObiUXROf4Uv6q/hUk7mai8qKi+m38jwU38hPjN8zOzuJlfH5LE3PQ4218rWBVjZlpnNP+R8579EPYDS2szk9h0/2X8fi7JxSBzrMM6Zyvz2KZpSqAKqiF6n2QezDVxDMlmNJeTTt52zyr2BKspGQ7WdisZyJwxfxvmHgCJQSaEsiSxKkTZoVF6fKOskVtnJQqmK97aYmupuJ0givJldhBUNIjsPk9FZ6h1Swc5THC0Sn7WevNIVNW17FIw7hk2ZSmbfwebwcWBJjqPN5BlFonPdpGp7VSNqC3MYBcq9LL7cnBPHtSTCqwL1ajgpjjOa6As6BAFNTDk+uv4UpYiOOkHi6/Doq73mFb2Xu4JZz381Z/oVomoe01YfY/GO0Yil9Id/o8JslbmL7qqkoyOysqGRhbAB9xODsbfcS6J+I41IJuC5n1CvzwtT76HcfgfRd9OtNPLxUx5MoEcq7JRlVNfjuyGdYkp5N4kAVjJUfS6BsSsxmYb6VSleIhJLknvpf4cg209OTuViNECjfgu7ZS6V3iMFcBYcSjZxZ/zwreL7UgEIpbXQSMOm4I1Y4EkZ+AZ3KDRiSC5fhYOvwb94i88or8QbDOAY0Bd3IY01c2P89kMH2r+RLk6dhC8GGsQyrEyVng0uWMByV8upr+O1Z/8Itv/8029W9/Cb2JMtT81icmUVLvp5DnhO5+C4aW0HQ9tOjD/JisISW+U7Nffjsh6kYu4yh8LkoosjK7s+xOtpFY34KO/wZ1ga3sTa4jZgZ5lN91zMr10qzUU+zUY+DQ3vZy9zeEqHbdzrX7eocn98m1/MzzpSfxzT9CKcKSZZxZDeKUiBYt51gHdw43Mh/GwX+HN7AhaNnsGxsKdmjNq2H3ocsFNYEt/DN8C9xEEhC4ryxxXxp1de5Z6wDpSNLw4CDI4FS1UXDtHvBN8ztIz5igSpm1tVxdd8FNFp1NFbfCMB2ZStjswaYmBuj0xvm+p4UKV8QJImZezdzzkuPIzsOr2WF2Sdl16okg5XcH9zE+6UoE6jntNiFjGZHiQb+d1NNTyUe1cOm9/xlYvd/ZN9vVWKxGKOjJ1bqrK4uOaanTp167Fh5eTmxWIyurq631O78+fPZvv14Vc3Kykqef/55hoaGTijDa9s2a9eu5Qc/+AGGYaCMI3MTiQTl5eVv+T7+VvmHZlN/4hOf4Nprr2X+/PksWrSIn/70p3R1dfGRj3zkH9anW5FZEilBLO/dcy8j+RHq/HVcPaVk+LR43XxtUi3/0VTFHwfH+FN5nDnPDTFrKEf1qpnIN0XJbh0A08G3qAYkaHklycfGCvjf28ScKWXUunReHE3z64ODHO16GNnZQM15jcz64yXM2nIW26ds5qB/J41D1cRYxMttDXQH/fxq3KEcUGS+YPp5btcAz832khIOEnB1Ww1KaAg7WSS/L453Zjn/PbWRlbl2CqbNkiRs8whmo/KybrMnquL96BQihzJYiQLp1d0052PsrPss04dfREqtRgnGaHc14OjNGPpEbprYjAC+3zXE2liQW7/4LX7/je9jG7tQ9Dbc3hV4Ij5C40FOTZJwhGB/wWbkD52MzalmVvks9sT3oBkH0c64iE//uoPL2wu8nLXxG4IHlnlxjWaZmoYLxj3VL8cUKscczvvQTDSXwor6FZxefTqb+jdxT+uTfHbPdXiAPVGF6LDF+4Zm86Epr/DKVTeiyDKJdIHDd5YWidUTPdw8pZyRKUMU9icQO4c569o25p/fiCxL+CNu6hFIkkTao1K7sIb0iz046dJNvX/oEr7i/jEvrnmK5leP56JWKDH8M0vMCz5V4eI+CwNYXe8mJ2nkiieT5J5bFuS21nqy023Sa3qw+rPYmeMR4oai4MmBMT44KcIfhkaZMFpCD7niFkZtgOgZdSe0tzQSYGnk5BzI6pYwQ8kopttiTqaO+UOdPAxsGE1hpPdwWnYqU7IBLCHosAXLGk/e/MsuldCqifhOq2LsiU4Ke+NkX+6nUS4xcByVJFY0lxLTk8MlJ0i43IN7UoTKj88lu3kAyaXgnVOBnSiQ3z2C0T5KsatkCERn1ZEeLcHA40Mplk+3+HNC0DJyOsWcjS/sonFaGXu3lRbliRPClL+zlsQDpTUzCQAAIABJREFU+0GRCF/UjFb+1iB+b5RVjau4e9fdvKSupjq7gCZdMCOgYusSu5ICW7KYO2fy/6jtf2apXmByU/4z5J0Cs8pn8cOzf0jIFWLabYtOOG/BhU1MWVTN4VeHmdi8jN77Xua3vichbaDopbnS6zrCIaeLVqOBiNXGc54vc2fFvVhuh9sv+hmNxQhf+fl7cQUn8574BQA8VvEs+qCMV68hY3YTaTgLpVNihV/GeHoIWSryjugEZEnmaGYvB4eeJKKVDJyYo5IK6RzIOOy000hCQre9yJVuPvC5a3nw+scYFhaq7XD2+ZextmkF4s8HWNQcI+jWOPu2d2F+5kEOp8ohX8trFICtmp/UtDMYbX8OM3U8z1txzUILnk2lpFFJFGwInd9Ipw3sOshghY4d8fOzyfVcWBEm0SGT2zbETd3DRJSNLAnnYPGN4A4h9DDxV1pQuyxs2eSF/t+T9an4LYMRX5hoRrDqwiuYevn1fJb3HxvD3sdeYM2f8hRyz+GY7eNHC6zcVMaOSSo7WpLEQ0XioaNkBiymZRcgu49HIudYE7FNP3si5UyN+tEe/iWIDiJnfgoIsUfpp8yMclF6GdMLjTzvOYCha9y38w8ITUOxTFZccQmqLHHfzIk8OjTGjDlfROs4iPnSXlTLIt/WjFuxmb5lMzsXL8EKRrhx9X384b03cUtLDaePDXLP7V8gU14FHh/YNsHuw4h8in41hrq8n0L9EMaRMLd++nYeeOIJDmx8maK/NM9ks8i7r343Mb/Fto4rWR7oJpNbQ6T7HD439G88sv+7OI6FQOBxRdBnlAIr6s4n+fCeGHXJ7TTG11F0bHSgUNOA86l/Z0HjfPpeUnCd9g3yPSqbXTYZARk1zZfrf8RFoyu4YehSCnKBnsYdrPzQ55hpO6zefIDDeYOYpvLTaY0sjvihvgLv/8feeYfHUVhd/zdle5F21XvvsmW5F3DHNrbpduihJARCQiihhCRvQpL3oyWkQEhCCR1CJwnFhhBs3HvvsoolWWVVt9eZ+f4YIWOwY9PSXs7z+LG0O21nRzP3nnvPuXVlR8677ym2bbscr3cLEeMtjF7UTbEi8Lj4N87qn47NX4hp4w+RVJkd1gP8KPtRJFVh+qDKBS8ppMsGCpb/kPcPNvDqHw+RSAjstwu0pYzk6ewcbtn8J6r6Wnh0Xgad0l6KJ/4Y29ZvMT4wgjgJ3im+h1K7wlXCn7lRqcVv1Z8RCw5so0Eq57W8Wl7Lq8VcbMcuRigb7KOwq5sbXn6FHdmFHAy4ieeZ6a2bwfub3mJubhohY4Bs4V/bNfdJ4ViyhuCuZYyp8vPwaQkancWMHvMIZWVHgvS4EqfJ28T+R35B8NVXkcYswJh2KhMCNYwLVLEseS+qNpoZ3nGIHzIv6FI72D2wCsVYgqjuwGRwcWH5WQQ3dXHmwEwA7sx5irWOPcAepAyJVwZ+i6lLIyImUEhgUY0ExTA+OYZssJPrdqEGE4hmiT6TxivBAJtyrHTaJAYlhUfveJHC6AB7qsfzgPFsxmlNlDr1VpIRnk087Z7CKepabIpK9e51tNTezinqn1grjiEs+HGmvEGyZiN17mxuGjeHd7zL6OlfwVuB+xhbcDXB7iKyUMjmSKeO3OZnptOARoLF77UiCmEEwiiahkoSyZFL6RRLeMUyliUHNH4R+Bsxg4GrUvIpiFjwyP3cVPoAV2shRqwW2DdJ4+46mZzkQpz1ldiXeQh2G2ie6aX01TCpnghFhm6aU11EtG3kpi/kxa/8ibv2/pa3Gp7FEGtiABj4SMiyxdzA6EgZo2OZvGfuYEvu3zA69mJICNzW9mMAdhjayYil8ZX+2czyTtBNhlsuJZLUxIx4H8+Tzjv75vDdM2+jJyayss9HqewlsnM/nrYmTPZBMsviJNRGELsZZVtPJdt5gYvZTj2X8ygjQ9vQWsCbMKKqJrZoNlb7zYRlD6pg5gxnJrWtfwBNZYQa57x4hH1BP4KWwCskMz57NE5lMg9N/z2vP/8sy5wb2eE4QL2/kq/3nss9BX8kqIZJaApWxcJ5fbMBeC7lLdShdnBFUPHJATTfUzgS+5Hi3bxj8mAxOqiPw0QtnT2ihwQaA4YBvp//G87rO42v9pyBX/YzOPIhhNS93IyF72nF9AlpuLVebuDnFClBcvJ+RFnZhUjSkfuBooSJRrtRNYXA414Ku5u5p/Bx5g1MoS5UQfxgCaIqs96+k59nP4FBNlKvVHPtwUXklRTjrEzjkhwnDz2yHaNV5isLCtm562ZMJi/b+srxqe34vE2ktQ6wtMfDmNwzKY0XEhYitNT38/Cch9k5EGD+9iadFAGmrlvK2G0rCdjteJ3pxJ0ufJIFRBsSVmyCjXS7m65xhfRYJHwJhZ92beWX60IMmlSS5H+PopggCCctZ/lXor6+nmeeeeao16ZMmQLA/v37yc3V85f+/n56e3spKCg4qe1aLBZKS4+Wms6aNYudO3ce9doVV1xBZWUlt9122zApArBr1y7q6+s/8ec5WXyhxMj5559PX18fP/3pT+ns7KS2tpa33nrrpE/eZ0FvuJfHdz8OwPVjrscoHR0A2CSJi7NTuCjTzROveghFFdoPDFBQk4J9/BE7vr6OAL6eMDZZ5IpRORjN+im72JLCxdkX88Qegfs23sVbrX/k8StfYMlv9jB+z6lMMU0nHlUYeVYGyzwX4YiNw5L0TWxOC3+sKWTzPduY0BehZZSTgyQ4xWUnz2rCOzoD/7I2Qpu7sY5Mo8xm5s7yHG7c18a6ZLinLI8fHjwMKny/OJvRyXYYa8e/8jAA1UYjrwmwK30ml41azJMdeqL6wdyB87PcJDSdGPl7n49fTs4nr/ZsOhunIwgib06w8/sMmZdWBodHwKkuMz1KGEdA4ZE/7SZ5sh6EGGMNzKvIoLd8gEMbPdhVyCl00OWWec9g5+qDRyon72QamJ+XRkqOrkMXBIFbx93K4tcX8766jsVTzqJkfTLu+jCdK2SyIgIzQl9joy/ExGQ7T7+ym/MiGt0mgQvP1Stcjqk5RPb1E9zswXlaAc4UnQlVgnGsQ10/B8IKVZKAbVwG/vfaCKsaFlHk1vbLoR0kRNrNHnIj6UhWA8LQjPnEYIRo46B+/ZxZwwVWibCqElJUwopKWFUxCgKnuhzIooBlRCr+99t1oiZxpGWwyqvy7bCPKzSNPzR18VhQfy8Q16gbefKtzCaLTHpaDptiu5gULeP6liiXpUN3sBW3EuDiXj1RbYmquAqcyIbj+xXIKRZSv1pNpGEA79stFMoiexv9hPwxGrd6KB+XOUyMONOG/HJkEfuk7KO2YZ+QRWBNB1okASIk12Zh2SFDEwz0+Ck6dRD6obRL72SpmpyFKArs6dAr7jU5SUgOI2nfGHnS5+F4KHeVU5JUQpPWhIpCUwyqzyllzb4txDrNBCz9WM0nz5T/p2DpoaWE1Qin5JzCfdPu+4cPW2eqhfrTdL8EaeYIrn7LziGtnTeCyzGZrdwa/hqRuI9tycsZFZ7OGH8Vz/nvJpEEzhVOjIU2fnHREvqf3YeGQmulF3+WxtakjeT2uRk/aTrloybR/ZstmL0xLpxWjJZQCe/oBStsa1pKRFDoG5pENXbhGWScNZVH7/wbDp/O/ncYQhzKtPBNs4EzfnoPmx7+HXUXXEz62PH84MHVAMytOSLFnHfv+bx54wu0hPX1U2WBsK2BMXfcBPfD8tW6EWhZShat6kwiCTBMzELZ2Ytjdj6OSdm03K9XLhZMyuUHkwuwDHVpWcdkENriob4/icwrvk/MFyMxEEHpjxLZO0C0dRDBIJL1jXGMfn49KzetJiCbEDSN0+aeRfWll3/sO6g+cwaycTXLX5tHVJ2AMeGjvi6KMyOZBfE4u8IdhMpSyC4uRtVUdj3yMgE5G0QRU0ghVXAgGARsy38Fg4cAsNVPQLRkoooCfb35LOi5DVmA1Dl5zBq08W7zVlSDThtVFhUgy/rPaUYDX8/Vz5v60Is0zZ9A/FAQe3MjagKqEgId7U305pUScafx4/deZuClHh4029DS9XuBwTdAierAI56CaIuQk/CgrDqMmu5h0hm/BODCBQtYnpzMqr/+GVFVueL6G8jK1aUdafvOosf0Z+LmXjQ0pLDExJQFrOn5CwICc+suR+wxoalBEodWM009Qk4b8kqRsmZjz6nH2OSgb8UeTBSQH7iVOaPuYxZhBMFATvaV2Jxn0OY5wK7O3YyuncOcXH18sEUSebaumFe7B7gg0022+dhEQZKzjtH1z7F121eJxroRBJA6rcxoMPNu6gbO6JmKrMrsN7dwZ/pD1B6w8I13YriDKiCQcseNiJLEjIpKZtxbObxdTdMIxxX6/Oewf/v7fKc6ncHoIIn2XxKfeA9v759H3GyirFiXQcyuu5XLX93NixmFXN7Tyg+uvpyEorLg2Y3s39NLpClABBiUk2mWouQqfjb5M5E0heWnVZCSPomHVi3hva5nmHT9TWRklh3z8/47QlEU1miFTGIfA3vtZEdC1E3Yj5z6DGReDw79vmCQDOTs9qC+tAEtEuOA+WkeKF7GJd3XMD2YyazBIx0yglGitzpG0jbIFLOZXvRNfmV5GWMQxtsmcq3lcvra9wIaO22vEzWsR9DMaAJcOeJKCkvH6fe7IAgTU/m99xX+yutoQ46YZscEvlN/Hat9Kku6O1AVP4IaICngY1T7Yaz2IKIXFm7ZQIW3hy3jdBlB9aHtJE73kliux5tJZv2+PrHCwIa2G5nqv5dl0il0y8k4eQ7zew+ivSfwsqOYMzJL8SUOsinnYWbbDIzp6ySuFhLX8olrBSTUAuJaPmBFJRX1Iy6DCa0AlALODsDZVtAW3o+CQkrERlSIs6p8N6dkT6WxxoL3YhvV6WP5e1odSUMGyvG5PqKxbpobd9OvfZ+UlzQqO/oZsFgYFA4QydmH3TGBeyZ/j1lZp+H3t+EwSqiiQFebn23L2zAkzAz68sEBOUZYXfQIF1dM4uLpjxHc0s1A2wEUCQJd5Szoug1FhNj8XNKdRuLdIUweJ98ok3llw0E8YjLLN/s5Z/YEyoceHWrJLF5/YDvtmwaIHrKw+HtjEQ1+fL7t9Pdv4Zq+jUTCr6Fqeru1IIDBEANiKJqfdwb0HMHkmMhp4oPEYkdivmQZJn7YSzr4F7Zth0TCiK02hTPCThwpS9B2lFMXqOAuu41Iku6NktI4G4dqI2o7zBnVq5iXMJIQEsSEBGENwppAQFlBgyiyU5XwKnHWGFv0a1nTcIgaKbKGTRPYk7qKu6z7sBAgHAwSjjkIigrp8r2IpvHYAsv4Q8KHooGz6wGcu58n2ewmw5ZBhjWDTFsmmbZMcu255E/LJufZIDd1XcbylE2c1jcRgyqz3XqAB/IeZr4zg5tHPknokYMgQNJ8XUrkdpi4/Sb9mt648UFMJi/xuIlrFjzLmdE++sP9rF/za+IhP3tqG2lvOoAzN41vL9KnjdSnJHNTtosnO/rJOPw87Unv4l4Uodf1TVZJupTKLomcnpbEOekuTnU5MHzMI66CgTEeMpIlJIuBL3HymDt3LrfffjsDAwO4XHqBpry8nLPOOovrr7+ehx9+GKfTye23305lZSUzZsz41PtyOBzU1tYe9ZrNZiMlJeVjr69cuZKf/ezkRy9/Unzh/vvXXnst11577Re9m4/hwW0PEk6EGZk6krkFx9c8CaJA0chUdq/soHl7LwU1R7dZNW/XpQG5la5hUuTDuLhiMS/sfZr2QDvvRv/K5HPnsvrlg8SjCpJBZE/KWvCoFHX18vUGlcW3V9Gysw9fbwSLVebR+mJ+ddjDt/PTAT0Y9y9rI3JgAMUXRXKauCDTzYp+P695Brn5gG5eNcPt4Jq8I61E8Q69ynBKWhIfzPP4gBQZ47Sy2RdinNNGiVXvSx9ht7AzEOavPYPMPrOYZU/tI2V6JhsNPtwGieSLK4k+rRvkZlxSSVWrl/anGjBvHmBFtp7QpwxGWPXYLlq26lVZWYCZV9RQdegQe7UIHkOQ9LiNiAgr0mXun3R0d0S5q5xFZYt48cCLPMhTPHvHs9z29uW4M+u5rWUCl7UYeLLZQ36+yPQmPVFfVWLl+mQ9wTUWJWHItRNvDxBc14lztk64Bdd1gqIxqGi0++MEBiJYx2bge68NiyjQbw3jDukyjVZ7N1kBvWtEDSXQVA1BFAht9oAGpuIkbKlWio97Bekw5NiRkk0og3pPn5xpJd4dIjWm4U8o3H6gHbE7jKxBRNOIaFD0CYgRgOyyZLatSUIxK1QN5PBzY5A/xJspCJVTFS5CFeBgVGVEuevEGwPMZS7MZfqyNW80s/GNZnYua9eJEY9+vpPSjk8mOGbmEdzcjRZVMBUnI1oN5GTr12R0QKUn0ogj4iY/oCdBVZOzGAjG6PDq02oqMz8/d3BBEJhXNI8Htz2I39pPUiiN9hY/7V19WMkhbv3XOIB/0fjJ5J9Q4a7goqqLMIgn/9C3T8kmsP4wBX25LAjXk6UVYJQN7B9cx9l3/YRdO7Yy+I6HdL8L2QuhLR5CWzzD65tKkph06SlMlhbii/loGmxiZNpIREHEfX4FPY/sPLK8CGmX1zFj+ZkseeNlEATsikbVxZchyjJX3DaLx379NojwcthJom2AgWAMV3kFp/1C12B3eSNsbxtEEOC06qM9qhb86nz+ev1LHI66STV3MvKOrwNQ/+0biPh9SLLM+Fu+z3N3rMfrCRMrd5N3tl6tiEUSw7Kxyvr0YVIEwFSUNPw33Xnnho+fRBHcF1dhzHMw/pbb0X5+J9s3rGHC7AWM+No3jnvuy+dNwWLdzq6/DDL60ulkjDqSnFZ/ZNl5d87j1VtvZX9CY0RbD6pzI1LaeKw184nv+D2Wiizkcd8m3hnGeWoOtWGFHcvaGXd2CZWz8oAyon+BlVu2IWgqc89dfMxjEiWJ3Mf/TNvZp5Hw6YGlnGEkr+qbeDteJO50sSESA6f+fBTiMXK9/cy78f/x1/t2IBk1Zl9eRcXEj834AWD6lClMH6o0fRi1p/2cwKGrMaS78asdxBq9FGSOIOQO48hJx9prRyWO65wRtK5Jw93bSdCRTMW9d2KbNo2BFw8Q3tZDvD2AYBCxT8kme+pEMpXxdHX/meysxdhs+nedm1UFdR8/tkKLiZsKjz3H7MNwOKoYO+ZlPJ4lpKTM5JVn70MIHMZVL9Bv8OE1BFjueI+FK1IZVTmC1NhfUBGwFTlwXnDlMbcpCAJWo4w1xU7ezAXDr/fZTWzbfgUlI1ZgMmUQCkFW1iLc7sn8v69P5v99aBuyJLLkknH8aMVBdjT00dTuIxBN0CWk05WsxxW1kTbyys4EoGTMBBo2rKF7006qayae8HP/u0CSJJ6uOYd1xoNcv/VlvM1WlKhITuJ3qBsehcnfQZxxO56HH6Dv/ocQNIgVqSytqeKwqZG78u7kxUQ9izw1pAUdjFCqcJ9fTk5NKptyVxJ9p4MtaXlIEX106ewdRfSt3QNAIkthXv/DTOsw8NbYNAZElckmCWwKrsUV9D2xG23dINcwi0Wmcdw74X129Cwl4l/PvSv0lvmP1qob3DJLp55ORXQdFe930VChE2alhw6QesYOEg6RLHXITDR16LnacJCJ19fw+sOjsXoVQrLE89pCLuFl0gUfbn8jSwOtzCmZQEBp5e5kEYuWxhn+RhR7jIg1xt6DhxlINLPTXUhDwEkEJyYkHMDNmLF+ZGaKIJuHEwWTZuDcPafCHpCShrzBMmzI6WHCqTE6Yy9xqOu3qOqQtmE6hJolrJskxrR1MmAexNT+B3Y/9wTmSIS8wNHmxQXAePSRrYokER3/TUzptfx6zUK8T7/GkuqrKc48HxsGOrO7SCpbTyIyQH7BPIrmTh821gwkFELxBBMa97BywMBjKw5yzuwjZpeiJDL367U8f9cGOr0DPHXHalxuG1anG6tzPhbn2aQ6TdhdJizJAmZ7BFX00rzvAA/ueJeodQWqaOdSezJKfDxxNYiACIKEgAyCjCCIKEof0InR6EWWY8iOTnB0Egd8vWtI6jgFd8Mi2qteJhoTSW7RPbb6Sv6CKCmYpDAmwAbokZqGqopUG0RON8kcisrsjsLeRIJ+TcWnCviGOZoQWD8kbVCG/sW7IPxX9NKh7j4/qEYZDLTTGmj/8MjDYVhlK7UlpYwcKKWgqAzfYJBuSz/N41v5nuRHJkDPn9diIw3b2EwMGUfLoBUlQU/PU5jMYDLOx2Z1U2Z14/E2sWrQj2w0cdXZ38Ng+ri3xC2VRUQHn+UFdSkuh8SZrhgGoYHzqy7BJonMdDuHJefHgys7/R++/yWOjREjRjB27FhefPFFrr766uHXn3rqKW688UYWLFiAKIpMmzaNpUuXYjAciUEFQeDxxx/n8ssv/1yPae3atXi9XhYtWvS5bvfD+CcOJvzn4eDAQV5t0PXp3x373ROaNxbVpbF7ZQct23vQLig/airFB8RIUd2xk1iDZOBb9d/i9pW38/iux1l87mI6G9No2tpD2dh0ftF2DwCVnon09QdQExo73tM1hdVTsqlMtvJQcuGR7aVaMBY4iR3yEdrqwTEtD0EQuLcijy2+EIciMdKNMvdX5ev61SHEDutyhrJsJ1aPn9DQVIIRdjODcd2D5IKsI7KRRZkudh4M80pXP1eMKeerd07mvuYuaPExJdlBem0a4ZttaIqKJdPOWblO/ndNB66DQYpXJkiVr6S8ZwQt9Otyo7pUxs4pwJlhpao7yt6gwHp3hDO6baxKk3FZjTgNH7/cvlX/Ld5qfou9/Xu58f0b2dG7A5u9hTbLRPLCGtZNPby0uZ/zYhrtFoErFh1hDgVBwHFqDv1/2k9gbSeOabmAQGCt7u/RbTOAP0FXkw+7y4QnrpJhEHFXZtGzuxk0SKvKx7BRdw3XYgpKfwQpxUxwiz5Rwjr22EbBH4UgCFhqUwms0jt3LDWpJKIeGIhQ5VN4qqOPRUNeMN6EhiPFjDv75Dw0PkBOmYsd77nY6m5hbKiE7HVtTB7Xxqm9uonRYQ2iGmSXnmBO4zFQc2o2m5e00NXkw3PIh6/3xMSIZDeSNKeAwdebsE3QE6LyvGJ8goKkSjR1tFHp0QPvLgs4UsysadTJuoIUKw7z58ven150Og9ue5AuWxNJoTQ8h3yEBhNYAXPSiSd+/CfCIBm4rOayT7yeIIm4v1JFz++3U2jXK6jBhJeqc09BMpmoGzcRxoEaThBt9RFr8RFt8RFr8yO7TLgvqhrurnIanYxKHzW8bVNxMo6Z+fj/rgdlztMKMeU7qf7qFfQ2NrBp73bGTT8NUdbvBxkpqdz+s4sBWPGblezt9PHu3m4Wjz0y+u2dPbpGfnS+i3THx4OnM3+zmFg4gtFy5D1RFJnygzuGf0/NdeD1hOlp95NXrd8L2/b0oyY0ktIsJGcc3W0jiAL2Kdl439SlX6LdoJv2uszIbjPmSjemgiPpzoRbvs/J+sznTa0jb+oxsvRj4Nx77x3+Oe4J0f2rzUhp9WS/vgnFG6X38d0IBhHHqTlMthuZcFYx0ocCxVlnnUNGdjYWmw2n6/ikqTk7F/fdv6bvpuvBILCm9FYCB6MkRWvoszSjGUygaZh7u7GFpxA15fD6r3eiqhrF9WmUTzgxufBRiLKIs6QcAGO+k857N6IG4ky54hLinjDeN5uQkk3YxmUx7t236Hx3JZULZg8/093nlTNokhAkEcf0XCSnLhlwUIXDUfWJj+dEsFoLKCzUpcDjTj+XpS89gGf7ZubffzXBwT42/PBpBFGmRJuJdbIVtf0d0u767Sfej9t9KlZrKaHQQUKhAAZDCmWltx93eVEU+d/p5TAdEorKzsNeVh/s5c13N9EZ0bhh5hHybcTMOTRsWMOeFe9x6kWXIxv+c6qo14yw8btYIT81Xsb3Nz1NoMPMnuU5VE09jLDsF+z/9WtoB0MIQPAUlaX19bzZdiEjRyyhMb6aSEjk5zlPYNBcvNJ/F+YqneirmjCaiY3XopmvRooMIGkmxqeOhUgUQ4aVrvh9FAoaO5NnYZF6cZmb6er+Jb19j5KTfQHJE04nsl4vSJXOq+e5SQtY57mSm9fcg9e7CRCxSgbsQhirqGFI2IgF0mgUC/mjOoW7b16Hf7sBWYlhP2ULfqMDu+SnQtJjxZSCImA5kYb9NO25hawxB0kO29i6ZSE+JYklo5+gOSjSc3ALVlnlfCGLx+XXUBMH+LHbhuW8N5mfW0fH6g72bdmHR1Z5MhBBkAdJTt6L2dxKXGzmL4E6LuzXDRX7ZS/2QS9i0Iu5ugZDbgZqME7cE0L1xVC8+r9ow+Dw92NkBIWmu1HkEKgSIjJCiYCULmFTBdxKHE2JgRpHS+j/q4FulJ69JHr3Qzysj4nVVMSESmLv65jSa7FkjEbd+SrJjSEsbgMJOUio7A7SZb3IkmA5b799JwbjZPqyLub2HrseA48rRo62sTPcxejXbkBSukkk/ChKCFUNQnkYAQ0NAVPCjjOShLXPia0zCUfUTY63gvRAHgIigiigSnY2jdsNGhRnL+bGWTed1HUbjQbo7NxOT88OBr0t9PXCwUiI01Fx9NfQsDFErpKCrFiJOwXqznsUJTGAf7APh8uJKFmQRCtCwojvjVZUiwCjkhilRpjh8+Hz+RiIDmDPsqNYFTwhD56Qh+5QNwbRQLIpGZfZNfy/w+hAQEBR4qzd/jivdazEI4GsalxTcQEBo4XuYDddoS6avE14o142GHewIWMHBCGpOomqlCoKnYW835pOjq2XrtSnmMItdE2Msb5lKc3eZpoHm2nxtaBG/bjwkRIxcWrNZJoGm8h15NK4SScNC0aOOiYpomka77W+xwv7XwDgQncQkwjVVVeRlXn8kcxf4vPD//zP/3DzzTdz1VVXDROPTqeTP/7xj0dNq/kwWlpakGV5WHbzabF8+fKPvfaZkr77AAAgAElEQVTLX/6SW265BYvli+sA/68kRn615Veomsqs/FmMzhh9wuVzK1wYTBJBbwxPq5+MIX+G4GAUT4ve9l/4D6r784vm89iux2gYaODx3Y9z3ZXfoXl7L32ph2h/vx2rbKUqPAZV0WjY3E37vgEEAWqn5xxze7YxGcQO+Qhu6sZ+Si6CJOCQJZ4YUcQ9zZ18Oz+DNOORYEaNKSSGpA+WXAcjwhbWe4NcmOlmYVoyF+9swiIKnJl+JGE+O93FTw52sMkXojkUpchqYtWgTq6c4tLlLpaP+D1c/NUaXvvZRrIHFLI/KL0V+bngklnDEhmApEQTUMxjFW4KMfHrCpka+7EvYrfZzTV11/CLTb/g/fb3Afh63RV0m1zkbe7nokOxD4busLHcwUTr0a3Olto0pOQWlMEowS0e/eEViOvVjPwk6ArT3eylaVsMf0wnRsQDQapunY2qqQz+ahcqILnNKH0RYh0BJH8MpS+CYJSw1J58V4dlxIeJkRSivWFiAxFqBxWWZxio9eufZFDRKByZetKzxD9AVpnen9k2YGO0SaWsJ4fl2zYwKlSBJmrsHUggigKZJUkn2NLHYUsyUTI6nYaN3exc3o7Xo8ugkk7g+WGfkoNtQhaCrN8wa9Kq+ZuxiaRoGv1dfk7t0augG4QYmw4NDMtoqrM+f61ngbOA6pRq+jp0YszbE0aO6g/bzJwvH6IfhanASdjehyWgJwf9sb1MWnjLUcuIFhlLhRtLhX7+NEXTi0wnGGnsnJmve/qIwhBhqWPqT+5kSjyGZDi2ZGFuTQZ7O328vftoYuTt3V3D7x8PHyZFjoW0fDuNWzz0th2pUjbv0Inv4/092k/JwToyDcEiIxr/9eSaId2KpTaV8M5efO+1onj1ln3bhKzhKUvSMapnteNOjrJJmTkX299WMjioMTUsEvbFCPmK2Pe3pzgc78IVc2FKuZSgFkNTNZS4ijXJyPSLKj7x/eyjkJxG7BOzCKw6jPedQyheversnJmPIIsYZTMFC087ah3BIOI6518jB6k6ezZrXv8Tvkgv25/9M4ND1f18ZzWWsBWpfAEZ934POemTT2IRBIG8vMvYv/9/ACgv/x8MhpMjvGVJpD7fRX2+i2/P/Pi5KairJ6eymoKR9aiJOPyHECOCILD4vHMor9jN3Sv6+L7Rwp0bH8LYq7Lh3VLShUE0bwhNhD0LKpl03Y386f4uVFnm1vH/w/3bbuKsF9r42UXJoAxwTeFL/EWbhBmBAz27UaQ0IsZObBHI7reSed0oJFFmsL+LEb/VJ7S4pl5DddlIXnnlBlLTdmCx+DjU+jBtzifJL74dizsHrdaPokSYmF7JqrMfp9ffRuO+Gwj4twEiTY1jOXy4nPT0DHpGTkZb28bOg9nI9JCW384jVpHp/U5GW/3IYT8JJNKqa4kA4X27CIf8xOIm9u8/hby8XbS0jKZj9ypuvf4WrNYjrexlr4zk9tCPQG3k1mXX8njeBdBUQkaug0PKIK7Ch0nQQoIjA3Kesjaz1L2MEUleZsoxSr8vImgQvmYhlowSzOZsImEL+3d4aNvei1sTyHcESVKSMAayMURTMERdGKIfIWD/kZVNejUUz0BDJWQ9RJ+phYPWHZidDWTJHWQ07sIaqkWcPg9jWO/+8qa+jSZrQDmxqAFJ3o/R5GMHnfyyEwy+F3CFdyDF2xGGLDrjQ/+Gr6ejftaIyX567f6PHNyb2BJO8vqrKeyvZV9WP2h9qJKL+yd8/aSuWwCTyU5h4RQKC48kiolEgq7ndsEePzOMo7BGhgoFZ1RgMtnAZMNqO7rLGgO4F5ef9H5PBmOyxnF1PMTlf5rODjFMcN8bfPfyNTCUBKuaSsNAA+sPr2PFmnfYYTiAFy/rutexrnudvpGwGWiE1Gvg3ePtSf98b67T/WGMopFF6woxAoWjxx61ZEJN8LdDf+PJ3U+yu283AJPtuZRbDhCJFJCV9dnl11/i5DB//nwaGho4fPgweXl5J14BWLp0Kd/4xjcoK/t8n83RaJS6ujpuvPHGz3W7H8V/HTGyoXMDK9pXIAsyN4y+4aTWkQwi+TVuGrf00Ly9Z5gY+SBozihyYvsHwY0oiHyn/jtc9951PLf3OS6puoSysRk8sep+QK9k5/Sl0bann9UvHQSgaFTasCfGR2EZmcrgG00kesIMvNaA67wyBEGgym7hiREfF3XEOwKggeg0IjmMjHDoxIhdFlnap1cxFqQl45CPBPYZJgPT3A6W9ft5pXuAa/PT2ezVk+FTj2H+CVCUbidlfh6+v7YSyQnxlutBKsoL+FbO0VOGfN41oOXTZnHy1EwHXf1+FtmPn7RcVHkRL+5/kVZ/Kzn2HC6tvhSpUmbV/nWUBnQyodEm8vXzPu6eL0gC9lNy8L7RRGDlYT7oArVPySHDKLFrZYcuXeoJo6kaWGXUQBy1KQgaqME4osOIqTiJUF+EeEeASCA+/D18kmTImOfAOjodRAFDlg1rkZPY9h4mdCX4bQVMCumPYq+iMe4TymgALHYj7mwb/R2wN7udmr58rurQjQmjuTbC/V4yCh0YTJ8ugRs5I5eGjd0cWN+NOiQ8dqb+42QTGCZFACrdlbxi3khSNI3yzgnYY8koBoGDBoUXN7aRGNpuTfYXY4J1euHpvND4BgAhXwy7pif0tdUnEkP930TeN6bRes8qNDRGfPfCEy7/QZfIySznOvfYD8XjkSIAc6oz+fW7Daxs6CEUS2A1ynhDcdY19Q+//2mRmqvf13rb9OBXVTUO7dI7mI4naxMEAelTJLZfJBwz8wnv7NW9WwBkAcfU3H+80ieAOS2NzI8Yvo+d/+OjfldVjbA/RnAwisNtxuL4fEw8HdNyCa7vJH5YT9UktxnrmH/PNmhRlhg94wyWL3mcbRuWElOHJIK28RgybaR+vfYzjQTPyjyXvr7lmM05ZKQv/LwOG1GUuOAn9554wX9DiKJI/cgRPFGpcMnDIjcbv83PN/yWZF+QGAYks0LulAF8lk6ueKqXoGwDTaMuL4P72q/A13QjY5tOZUvBOjr8f2fWssd5ZvIl7G1bScR+CqbQRgAK20Sat22ibNwk9r/zCBOFOAelEspGTUUQRSZMuJ0XXvgTKSkdjBk7SDi8lZbSO/SD1DeByZSJxVJAONRCNNaNqprZvesUBgezqKmp4YwzzmB7R5DX1u1HDvYgCAITxp7Db3dsZaniY0REJhHUn+XpY8bSKgrgjyL6oaXrVGbOuIr1G36F1TpAKORiyZIXOe+8y4fPVXl+Bhc8exXPj/0dKK3sO/QwSLCrOI+oZQwx69cQ1CilvocokTrJNajkGVXyzAKSFsK0W0DQRBJpGp7gq9B05HswOqB4igAI+AUVnyYhCnNxmr+CU0kmzZWK1WaFHc8hbH6U/iSRjpJs+ntBDRkQrQYcVhVRMWH2FWHtq8EUysIWKsIWKiJ/YAZKd5Bg6g5CmQ1Ym2qxGqeBEbR4GOuKJmZ8cwviUJdBOOzlmR1LuC+Qj7XvD5jCW4ePVVZlIrEi1EQ2JaIRi2rEnJCwxAVMcYluJY2mvHS6M4xI6iDGeB8TLGHSDH2s61xLEB/70texL33d8DanFF9Kkf2zxTCyLJO5sJKufZtwBHRy0pBpw1Lzzx2jDWAwWLl6wvf41rof87zg54r1D+KadB2g5zcV7goq3BWc451N/xsNNKd78EyMs3/jVtqkThqTdtGnKigIOI1OipOKKUoqoiipCNHbSXf/E3THJNSkWXREemjxtoA/irE3iobGd9vuZMa6zcwtnMuevj08u/dZOoOdAJgkE2eWnEndoK4CSE09+59+fv6v4/rrr/9Ey39RA1ZMJhM//OEPv5Btfxj/dcTIkpYlACwqX0RhUuFJr1dUlzZEjPQy8awS4MQymg9jWu406tLq2N6znYd2PMQNo2/gnZZ3ADin7BzCHjtte/qJBPWke+SM4weyolnG/ZVy+p7dS2hTN6JZJmlB0XErch8EkcZsvWtjpEOv8q/3BmkO6VW3D8toPsCiDBfL+v283N3P2CQrMU0jx2SgyHL8YO6y00uJzynm4OB+nnqjnUjPIIqqIIn6A1zTNHZ7NiE7x5EwV7BsaHRZpe34CbZBMvDTKT/l5xt/zk1jbsI0NNquvdZF6To9cdlTlcQ047EvV9u4DHzvHhoeJyuYJGzjM8kcqqYOduuET2ZxEo66FPzL2giu7zpqfSnJRGhjN9EWH/EOXX1pG3NyMpoPIIgC7q8cmXxizNMfnCUhlQfMLlIGdGlBUBLJLvvkchfQZTL9HUFiqZn6KBlAQaXTZBp+/9Mio8hJWr6DnqEpM3aXCfkTVskdRgeaIwpeKOnXXaOzR6WiNLTy5s5OUu36cVZ/QcTIvKJ5/N76CACaCjIGEmKMutrPt8ry3wJzuouiH01HVVVMrk/eafR5oyrLQZ7bQlt/mBUHephXm8Xf93WjqBoVGQ4KUz+Z/OzDSM3T74+D3SHiMYXeVj+RQByTVSaz9F//2U8Wxiwb5uoUInv0G4BtXCaS8587XUQUBWxJpn9YMPg0kBxGbJOyCazQvbScM/MQTqAf/1ei7oKFbHj3FUJxvRMu21JCWkkxaVfUIFo/WyeGJJmpG/nw53GY/3WwGCWevGoylzwicKPpOu7e+TsEg0JrTjK5KQNMFPdyX+wnXMb3iIpWbCaZ4FbdM23yjlVsKs5CUjwMdvyBOWvzGBcLETNVYfO+hoBIbo+Ffavep3TMBLIbnwegr/IiSoeq6FVVVdTV1bN9u8imjSO59NIf0+15EZ9vJ+FwC4mEn2i0i2hUjzMiERc7d0wlHnexcOHpjBkzBkEQGFtoot7cq8t684oZUTsf27Yf4pGgo70QAMkkYHY7SKQKyB6NwO5sZn/lZsrKyjAab2P9hh/QesjFzp3NjBt3kPx8vatCdgySFLFwyaZv8OyIFShCM4J4EDnehhxvw+b7M3FjKS1pt3FuaifnZ2fidNZhNmehKFE6Nt1JgBfpTU2h9VAaJnMQkymI2RTEZA4hCCqg4XafSnnZj7DZPlJ8WH4PbL0TRMgc90Nay6bx+gM/Jr9RoTGnn6KierJTdmLOOoiY8w4pxnSc3kJMngIsvZXIcQfOrqOnqwEkfC0QSKPr3sdwXXIhmkljvUnmf0MlWHt/gymyHYMgcW6ykzJzB8nALX9bjE9yUmR+n/FFGdjdFWz1O3izIcRAOAF7IbnNQEFeJiWIlLapOGIqrbnnszGpAVNkK8bwViSlF9GYwy/GfvVzuY5ltxnb2AyCG/TrxDk7/4TdmF8UTi0/h6qtv2VvtIdnNv2G62rOA2f2UcvYxmfif6+VUk8Wpa/DZC0fU3ESbVVb6fP+lGBCxi6NQpbtyJoRQ9BLr/dtcm0KCdNk5s7WZYWapvH2a4+xm9cYSFHxCIO8sP+FYckM6N3kF1RcwPmV59PZ+B5d4SdJJIzUjbyCL/Elvkj81xEjP5r4IyZlTWJMxpgTL/whFNSmIIgC/R1BvD1hLA4D7fv1KmXRyBPPSxYEgetHX8+Vb1/JKwdewWawEVEiFCcVMzJ1JM0FRxyNUnLsJ0yMLbWpuM4rZ+DlAwRWHUa0yjhn5h9z2dgQMWIYkrOMGJKt7PDrREGe2cjkZPvH1puXloT1gEhLOMZvDumeGlNc9hO2RBskkTJXGVbZSiAeoNHbSLlLTzzb/e30Rfowm/cSMB8hCf4RMQIwJmMMzy98/qjXLlhYziMdmxE0uOrsyuOsqY+htU3IIvC+HkzbxmfqZJJJwmSViYb0VsqRM3KxlSThX95G9OCQLlYA29hM1CHCKjYknZJSzBiPMfL2k8CQYUUVwCgKVB3QO1SiqkZalRtJ/nTBfnZZMrtWHCbU4eBAehPlnhzaCgY4dEhPjLLLPz0xIggCI2fk8vcn9wL6FJNPA3uKGdqP/D5jXhFFA3009wZp7ddJquqsLyYRzbRlUpFTQmR7EHNCT6L95n7kY/jbfAkdhqTPzwT3s0IQBOZWZ/Loqmbe3t3NvNqsk5LRnAxsSSYsTiNhX4y+wwFadur35PyalGPKT/6d4ZyVrxMjkoBj2sm1t/6nwDE1h/A2D6LDiLX+s33nXzRks4lRk05nzQo9oB9RPZu0r9cimr6833zRsJtknvzaRC5+BM433jX8+nPRfTxq+iUjxBZeMv6EC2M/pNsXIbRuLQB9VQVISjtqPBXR0IvU/QDvZf4Ii1/XAIxIqsYU99O0eQM7VvyVOvUwQc1MzdyvHbX/efPm0dzcTH9/P2vXtjF/vj4lQdM0EolBej27WPHuM/SHAvT2FpCcnMXixYvJzDzS9RYJh8inB4BuUx6SwURxzMBOs4J3wAmEMSWFWL/+BsxZCWSPSHZi2nCLek1NDT7fdQQDz9DXV8DLLz/Gt771Q9atv4tI+GWQfoUt4kDaN5MpYjclwTTWFLxGb+4BAokwxA4idt3F3cp32Wes4m53OmZAkkyoe/VCTvrURazvjiJJEmPGjGHMmDE4nXaisR5UJYLFUnB0zKhpsPxulPfvZo/RyNra+awN7WHTO0+RkWYivzGT8n4XF912K08/8wxms5lzzz2XrKwjxs2aqhFr9RHZ2094bz8Jz5EJh4aUKgwpVahB6HtoFwCqQ+D8pBWstDYQN5p5YOb9TMqeRCjUTEfHS5ySvJW3/NPYEKxGDe/g/Q1FhOI+RiLxfYOdak0kKQDs/bDYBuZ4FDYnF/N8VhZ9TCQt3sF4rKz++3tkZmaSmZlJWloasvzp/94dM/MI7+7FkGHD/JHhD/9MCILANyZ+jxvf/y7P2U1c9uZNOC88OiYXjRL2KTn4/nYINDBXuEi5pIoUqZYlS/+Aw+wBlqKooMQgGgOzGVRVYFTdbUftK7hPn6p25pwrWTA+hzeb3mRZ6zLSrelcUn0JC4sXYpb1vGFd658wmQBtHGbzv0+88iX+O/Ff9/QWBIE5hXM+8Xpmm4HssiQO7x+keXsPdpcZNaHhTLPgyjq5edPjMscxJXsKqztW89iuxwA4p/QcBEEgreDIH/PImbknpce2jc1AjSTwvtGE751DiBb5qJGpAIo/Rmyowm8cIkbKrGYsokB4SLZwfqb7KKPW4e1LEvNTk3i5e4C1g3qXxPFkNB+FLMqMSBvB+s71bPNsGyZGtvXooy8rTCE2Dy0rAqXWE0syPrYPWeab156cNt4xOZvA6sOg6TIa0K+FjKIkWnf3YXUaKa5PQ5JFTGUuokOTKExlLmS3Gc1h0A90yNDENjrjM2vmBVkkYTdg9McxHtIlTV5Fo2jUiYm24+EDQq23PcCMH81kz+p1VE2azPaf7QIBsj6Fv8iHUTo2ndWvHCQSiJOU/umIkcwsN7Ht+s/GbIWUHDuLx+Zy79L9AKTYjGQ4vzh5wvzi+ey0dpDt04NHxRr9wvb1JT5/zK3ViZG/7+3GF4nz/gE9cZhT8+llNB8gLc9O6+5+etsCRzoCP4Ws7V8NY46dlMtrEI0icvK/l9Tns0KyG8m8dRwIwklLt/6VGP3V82jZvQWHM5XqG+b/W3jR/F9BksXA01+bwHee38r65n5iCZUtQiWL4nfwtPEuSsRObpJf4q7XK7h6p55El8xeAC0PocatWEwOiLdgG3wBOdYCwLzy+cSzVzPQ0U5o9UMA7EqZwwTn0b4ZFouFM888k2eeeYYNGzZQWVlJcXExmqryzitL2Lx7D6qkJ/uyt49M2YjdeHQX0aZNmxA0lV7VyuZDCa4PxjCGUsDswR/wYcOA2RUlHHkXOVuC7ZCVOJrEnTRpFr19uxgc7MbnM/L88xeSm7eL/b4KPIJIFlDm3kZBZxXmhI0pJRO54ZxHOew/zLV/v5YWXwuu7p/yV+U6NnnH8vvqAkZZjYS379DP14IFfLeoCFEUkaQj17bZdOR+rKkq3d3b2dO6greb3mRf4BDtBXnERAEGtgwv5yjKZVcwgOD3Yd35LKkLKkgxOzgsHKanpweTZMIgGvD7+mkKH+JgahP7avYx4PZQOVBAdjydXCWVtIAJW8SNZLRhx0KFX6PCfyrfFCaRKDWS669AUzSs1iJKS2/lB1d28fav19MjpfFOyyymInMpIuWYjzIe0exxQg4vh6V+Grw5nOa3MmZQZcygiTYZNopx+sUO1jd3DK8jiiKpqank5OSQm5tLTk4OaWlpR52rfwQ52UzW7RNAFD5zzPlZMbNgNqX2XA4G2vlT92qu3vs6VJ1x1DL2ydlEDgxgSLeSfFYJgizi7+0hvGsGDbt2IcogmUEyq0gmBcmskJxZhqk2GU3TEASBaChE6y79+iodN5GU7DzGp49gka0NVYuTLB0i6N2AnDSacDiAwTB0LZZ+cqP5L/ElPin+64iRz4KikWlDxEgvdrcebBbVfTKTzO+M/g6rO1YDIAkSC0t0bbDdZaJwZCphf4zycSdfBXOckoMaTuD/eyuDf2lENMsYcuyE9/QR2dNHrM0PQ3Pojbk6MSKLAtV2C5t9Osv+lczjTyJYlOni5e6B4d8/MF49GdSn17O+cz1bPVv5SsVXANjq0bWdU90Z7I2IhBSVYqvphOO0PiukJBPp39QnY3w4USgelUrr7j7q5+QPd2nYx2cOEyP28frDXTBIGNKtxLtCIPC56drFdBv4B7EOda0MKhrVn6EqYEs2kZRmwdsTJtQrMn3RmTRs0rt9UnPtmD5j+7ZskKifk8/aVxvJrTy5sb8fRXFeHvvQ9fZlk/Sk87zRufzi7f2omi6j+SIDgNMKTuN962+HiRGb+z/DXPBL6Bid7yLVbqQ3EOO+t/cTiavkJFs+F1+a1FwHrbv7adziYaArhCgK5Nf8ZxrzWir/M4/7ZCB8yo66fwVMDisX/u5X/+rD+D8Ll83I01+bgKZpDIbidPkidPki7G5OI2fdZZwjreIXOxuYmpRHnROmjD4LWh5CsrQj9l0Crqew+t/+IIxiZv5MWqfI7FryJGNiG0CAlGlXH3PfpaWljB07lk2bNvHnP/+ZU8eO4d133yUqSiDJyEqCypxM2hq20drRzJM3f4uZX/smlZOnoigKGzfqhiSNZNPpi/Kbdw8QDJWA20PQH8OGAVOyTuz7XQU4aCfW0PCx41gw/zo83TfR1maktbWGxlgKzzadywwRsoCiQRf2WDIYVL5zxtcQBZE8Zx7PzH+GG5ffyMaujST33Ed34jLmb5mJAMh3/RZTpAHT3icRt+xClCxYHWNxJ40nSXSghjroCjYjBTYxGNlGTFCOHJDx2NK+g95GGGpw23j4cTh8kl+yAA3uQwwHu4AqWIlax+KK+JnTk8Rc7xSKIzkYGlT6GnaDJCC7zcgpFmypFm61CjSGjZyvimSI+vEpaoKWwC5aozuJ2tsxWAexyFEsKREy8wV+vOMqJgVqmY+BvEQWuVomXkMr8Rw/PVKE/YMB+kIKHo8Hj8fDzp3rsNoGcTp9pKbESEkZwYQJN2M0/uPi6r/D/a5h41o0ReHKiqv4/uYf87TTwSVLbsFWNBXMRwpuokVGuTQdm8lJQomx8bVX2fjXV7BqdtLlIvrDHUSC4aGlJUBiYM8h/vjeVdhTUsmr/v/snXd4VGX6/j9nek+bSSY9JKRSQgmh9yqIsK4dXdta1oa69rWtovxclbUXxLUrIgpSld47IbQE0kglZZJM2vRyfn9MDCCwouDq7nc+18Ulc3LOed85Oep57/M8990LhUqN3+clLDqWiNjADVFT8znN1sDaqaVlF1QASPD7Q5BI/LicJpK7jSZIkF+boDByEt2yjWz5qpjakpYuA8vkc/AXOZmsiCwmJE5gVcUqRsSNwKgOHC8IAlPu+GVOyoZxCYgOLx3bjtP85dHTfi6P03X2mZ8QBHrrNextszMsVEeC+uxvFIeH6YlUyGhwe+muURKtPPde9b6mgIdEfkN+17YfKkZyovpwoEXH2uY20n+ijeZCoYg9XdTJGhZDQo8IdGEnroEqMxxFZ8ymKvPE4kIeo8NTZ0eZEoos9MLMWZ1kwFN6Is5OMKlR6c5voR6TFkqrxcHx4haSehk5XhQ4/y/1LfkxfccnkDEoGrX+l82zb2oW+2VbEAU/AzvjuqIMKkammVh/1EKPmF/XzyFCHYE6RAadNjIx8f99FQH/l5FKBMZlRjF/dxUf7wiU207ocf4VXHDCZ6T6SEAYjU4NOW8xMUiQIL89giAQplUQplWQ7Gii7vNvcITIUUd4uE62ird7T+fDqDpi9fF0D02lpKWYZruTDFMWFd4CBCAtLI1YXSy61HB6HcxDIfjYoxxITvaws447fvx4SktLsVqtLF+3HiRS8PtIj4vhD9fdgEqtpnHKVFa+OYeGY6WseO1FSnZtxzx4JB0dHej1epKjMig8VM/HOyowSvoD25HaAo/nMh24nGEMnDqLhs9vwFVc3PXm/QckEgnXXDOLN996jo52JS1V6SD6MSS0QImR+NZAK3Jyjyhk8hOVDCHKEN4d9y5Pb3+aJaVL0Fs/QOYuRRDdKJwHkfhtXfv6gQ77YTrqP8Irj8Ol7odPHo0KB4qTRBEVElI0ZuIje2PWmlHJVCgkClq8fnZaGyloseDx2xH8dqSiDfxuED1I8KLyuxBdHQhASIcCURKLxdSPlvDeeOWxyDw1KG3b0di3I/FZUds24QRWaUX6f7cGkzQRReIIFIYcBJ8ar8XRldg4hc4XPRLwSX3Uyo5R0LQea3MTiAJ0SKDuVLG5N2tYHuHiC0MvbkbJOEFOqDcRKsAEZAEedTOuMAsdhgM4wvNwa2u7Im/cnjzWrF1KQthDJDEM55FmPBY7ilgdyuQQlMmhyEzq/1iliOgTcRy04K5qRxGvR5kahlQrp3jXNpa8/HxgJ0Hg0rAEjoW18ZnCws3fP410WkD4dfvcvL7vdT489CHDm1OZUN6TMK+JSVE3opWdeK7zhwq4Qz10aNpp9VuoPXaU2uIibE1NlC809isAACAASURBVG7djlyiRCMzkNI/UBHu93uorPoYAKu1Fx63HUNIHSqVDYkk8P9qvX5SV1wsgN/lRZBJ/yuqCoP8dxEURk7CYFQTEaulqcaG2+lDpZVjTv75i7jHBz1Ot5Bu/DH1jxdkXoIgEHJxMn6nF3teA0gFlCmhqLMiUGeGnzE14dY4E3UuD39N+vfVKVJB4HJzOG9WNjAm/Oe9ke1l6oWAQHVHNY2ORhRSBSXWQOpOdmQ212nkbLC2MdV0YRbsvwRBENCHnypyCFIJkX/JPm1f3eAYvE1OQiYmXbDxDZlhNK2t7Poc/jPif89GTGoohVtrOV4cEESOl1xYYUQQBDTnYeYYbgjl4od6IpNKUWtO3JvPTOvJ+1uO8efh3S7ENP8tPbql4ezUELN7/TZxnkF+ORN7mJm/uwpRPPH5QmCKP7VV8Fz8o4IECfLfgd/tpunduTTNnYvo8dAUpyNumJU/SVfzdtglrO6WwA3AmITRlLQUI9MXUFcxDGILABiXOA7qC1AtuwWl4GKHL4OWtDNXi/yAUqkkWadkb7MIgoBJpeCya68jKu6E948xPpFrZr3MzkUL2LnoS47u2MKBpjaQKRgwYADdDdEsP1SPKILFF0eGV8RgCwi2Q8d+SERsAkqJkgaZDL/Nhre2FnlMzI/mocUSMx2OrCZc4uC62Fry5etJ4daufRJ7nV6tKpfKmTV0Fgn6BN7IfwO1bVPXz7Q+KX19Eno5RaxSKXsUIiVyNzJPNTLPCSMxEQG3ui8O3Tjk2l5o1CqO+fy4XCJOhx+n34/TLwbalcMhtKOV3oe28/C40Ti6Z/F8WS15nRXOKqedETI/u1QhtHgDgotagGlyH39I6sOA+IvRyyTsrd/LgjXPUVZTwnWrfaRXA1TgLvsEN58iqMOQjOlL1LT7EdvA2+jA7/KiyY5E0y+SRMUoBnEjXo+L5ppqLBXlWCqOdf1xtLehDwvjushmtqsbedoazvu4mOKoZ5TCSVRoJLL2COSOcOSOcHTH04HL8Sk6cJsasIVYETsaMDT3RNlhpoWSruvlaHKeSBXTiPjNrUhCJajU8cgVhoCwIggIQsCyBVEEUcTltOB01ODRNeGNrsWnbsPnd+H3u5BK1SQm3Ipen3WGfy982HfX0b6lBp/1pNZiAeSxWmrK9hKhjEGh1aBwKwkRjUxuj8CgMFK9TY9/6xr8+PCIHiaKKYznaUKlEUg0J7ULyQRkYSq8FgeSFhFViwwVYZjkEaSqeuBP8YHHf8q8hEoZ1sUlOKKK8TiacftUHD7UC1GUBlJ7zEpMphZCQmQMGvRI4F7z+GhbX0X7pmqkGjn6UfFoB5gR5L991U2Q/w2CwsiP6JZtoqkmoJIn9YpA8gtaQMJUYdzV964LOi9BIhB2WRq6wTHIItU/ae7WTaPkg17ntgB9qJuZLK2KicafJwLpFXpSw1IpshaR35CPSqZCRCReH49RbWSSGqpHZv/mfZPniiJef0bB5HxQRevxESgodPtF4nPP30zwh+QZS0U7bU0OmjtTdM4nkeZCk5aQdNq2+HANT19yeuTyr8HU4aP5YN0mvFIXGakj/yNjBrlwDOkegU4po8PlJVyrYEDShWkbCTGpkSmleF2BB+6k3r+d2V2QIEEuHLadu6h76inc5eUAaEcMxy+IuDu+JkzXwR+lm3mtahJ/cHgYkzCGuQfmItMV0Xj8SrTuMG6NTOBG8wh8H12C0tPKPn933msYydj87fDHs7/kKt61jaJVy9Ao1YyYcSODJk5GFEUOVrey7MBxCmrbeGhiBr3iQhhy+TWk9M9l4Rtz6JApEESRnpkZyPRhyKUCHp9IXJiabH8Ecp8EBDAnpiPtNPdUdkvCVVyCq6TkNGHkrQ0lfLm/EbOkO5OUR6GpFkmYBz8+JEhB9KP49CW8aY8iM50qCAuCwG3Zt5Eo07Ew7y3id1rJLhQZk1qHwewGdTgNycMpFOvAEYhR7R7aHQGBkfEjyYq+mK02FcssLVQ7PRy1Oc94rUaH67kx1oh02Zfk52+hXi9n8oCBfGRs5OnFX7GhzwiawqNYBeD1Ea9ScHOskaujwwn5kYH6APMABly7mNaGOt7PuwlLtIsJl1+KaKnGsT8fcVU5vuVrqTq0hfhX38J48ZDT5uOurqZt2TJUKSn0GD++a7soivg8HmSdLUFXAUP3VPHI1wd4R22i8fg33Dz9T6RkZ9NadAhXRSuS2lD8x0Wkbh3qGh3qk9qERPw4QkvoiDiAy6An1B2JrF6PsjkBiV2BpCzw7OakFSetZ73XACQYUWJESTpOfQU24346TEdwhpTR0LCSxPhbSUq4A8Evx+/wYttTj237cfyd7dwSrRx1VgTuqjY8dXY81Ta6K/rQPabPWceUCp3334+2N9KIrEcYKQN6o0wOQaKQ4mt34yppwVlsxVncgr/djfhjQUQuQfSLiO1ebDtqAR3dJW/QpK7msow0ood2JzQm4pQKEQBHQRMtS0u7xB1fm5uWJaW0ra9EPyIe7UBz0OMpyHkTFEZ+RLdsI3tWlHf+/ff1NlGQCCjiL7wjs1Ii4Y/mX7bw6GPqQ5G1iH0N+1DL1F3bfuC/RRT5tRCkAg6FFJ3bR4dUQnL0uXu4nA2DUY0uXElHs4t9qwLVKGHRWtT6/2xk5++ZyAgjf/77GOQy+TmboAX5/aCUSRmVbmLZgVrGZUYivUARhoJEwBiro66slTCzhhDTuRlrBwkS5PdL3fPPY/34EwCkJiPmv/0N/cSJ+FtbabxtI1GZ9dwuWcrn9jG8uqaYJy7OIkoTRb29Hqm2FF/zYO4YNBD5Z5eD3cJhfyKzQ59mwNG51LaC1+1GplBgc3l5Y9ta1lYtp7d+GsmqcEoWLUArMzBy7GhCeg/jxe+PsOxALRVNJ5JUDlTvZP6tg8iMNhDZLQVDdi6WY+XIWhpZ/dYc/vjoMwxOMbKpyMLEHmZiapNooQm3xtcligAoU1MDwkhxMboRI7q2byqy8PLqIiR+H8+Gt3KwpoC2sEx6WnsgyKrBm4ihvRJP3krKpm7H/NSTGC666NSLKIpM2voeY0sLKFljBkFEe+e10PcP5KnU/HXzQzQ6GtEr9Lww/AWGxw0/5fDxwFMpMRzucGD1+FBJJagkAkpJ4J8hMmmXuFEzeDj5K5dQumcHbY0WFr84i2RLPcPlwM33srfDyZhwPROMIUh/4hkyJNKMOTWT2uKjNMnj6XfznQAcX/4W1qdeR1rhovqqm2l75Drir3oM0e2mfe1aWr76Ctu27V3ncd87k4jbbkMQAiaosh/5pFyRE09ehZX5u6vYEj6EtC8+InXAO5j6DYN+nZfQ68dd1Y6rrBVXRRsStQx1RjiN2jKKS75ApToGgB0gFvDJ0dkHEm4fhN/hwe2yBGxURAmIAgISxM5YZAQ/gkSGUhGDsiUWoUGHqj0RVXsiEccuwSd6ECQigiijlj2nXSdphAr98Di0/SMROtup2irqWD/7bSLl8cSFpCFVypFFapFHaTjIEd6t+YB2vxWpX4rap6CnPpM/JExDg4rl3o283fgREYoIvkn6BnWnICHVK9D0jUTTNzKQ0GRxIHr9SFQyBKUUiUqKIJXgd/twlbbQsv8oziMNyJ0RmGzJsM+LPf8I3gQD6h4RqHtEgCDQsrQUZ2EgKVQaoiBkSjJ+u5f2DVX4Wly0Li+jfUMVuuGxaPtHIQ0+D18QmpqayMzMZNeuXSQlJf2mc3G5XKSmprJo0SL69/95ybM/h6Aw8iNMCXqiu4fg7PAQ/19qyvefpE9kHxYULSC/If+EMBJ5duX5/yL+SA1UtyM9gwfKLyUmNZSinfUUbq3t+hzkVCLCgtfkv5mHJ2UQplFw15juF/S85pQQ6spaSel3YQyWgwQJ8p/D4XV0PWsAuEpKAqKIIBB61ZVE3n8/Un3gBZI0NBRP+Ah87oXEKyyM8+Xx0XYpV+fGMzp+NPOPzkemO0xEwyCka5+GthqK/bHc6H2MD64awdr9H+NxOigoKmfRMQ8LD25BjJ6LIHFT07gfe/mdiOHjIRw+OwL+ws1d81LJJYzNjKK62c7+6lbumLeOO7OVVJcdpaUl0P6qsbdSXVfByjde5olr7uDTCA13ju7OtgUBYaRJ60L0+xE635wrU1OBlbiKThiwVlvtzJy/j7i2el44NB+Ps4r5N0np1aYj3hZPW1Q9ulozGVN6o3Rk4iospOa++2lbtQrzk08iC+v03ihYDMf34bAGKoflael822s4iwrf6/KOSw1L5dVRrxJvOHNEuCAI9NT/tNgck5qOLsJIR1Mjnz/+V2zWZkKjopl238Oo9QauOrdboYuMoSOpLT7Kka0b6XfRJYExptyBoecwyu+5EelROx1Pf0Lh0jVIy5z4rCcCB5RZmbgKCrG88ipeSyNRjz2KcJaXKfeNT2Nxfg11mNlXryVv5RJyp1124vvLJCi7haDsdmr1dQKRxHVfRX7+B1RVfYelUUJ7WzgdHWH4fArk8ma6d+9ORv9cjEYLbe3baWrahMtVi17fg/DwEUSEj0Cr7UVjo5XQ0FCUfhn2wiYqVuxC06FBIVWd7E3bhTxWg35kAuqeRgSJgNvt5tjREux2Owe/XYDFepBqYxlNgzcQEdGbgbkPIJFIGORL4O/f/JMGuwW5KHJvcwvX9rwYyeCAIHazrzerlm6htLWUZ7c/y5yMmxAqt0GfGaAMPOsKgoA88sz3g0QhRZ0ZwbbaV8G0B3v1UIZEP4WvuB13VTvuijbcFW20rjh2IjFSIqAfHot+TAKSTh9IbU4U9n0NtK2vwtfspO27ctpWlaPsHoamjwl1j4hgfPp5MHv2bKZOnXqaKPLhhx8yZ84cioqKCA0N5bLLLuONN94477G++eYbjhw5glqtZsiQIbzwwgukp6cDgbbFBx54gIcffpg1a9ac11j/juDd8iMEQeDSB349Jep/jb6RAQPWguYC5BL5KduCBOh+fRbVaypIn3jhvDViU8Mo2lmPz+vv/BwUAYL8bxEfruHZ6T0v+HkHTE7CGKule//zb2sLEiTIf45N1Zt4cuuTvDn2TXoYA22Z9n2BJDxNTg7RTz112jHOkkqsYVqMWR3c7/+K1eRwz/x8JvcfhiguIFm1j3dlm5C0WKgmihnux7h8dB9STDo2hBrx1FVxz9zVVIbL0STMQ5C4AQGJopnQ6LlIK6+jXRGJy+tHIZMwOt3Exb1jGJsZiVwQ2bB5K6ubC9D4bBzqTK5VKBQMGzaMpPA/8M3spyjauRVNaChP33g7giCg9AZa/Bp1HqprdxMfGzCpVHQPiMSukoBfhdPj447P8sgsyeOhffORe1088ycFDpUfT7QbU7UJS4MFSXoFfS4fh+zy+TS+8y6N775L+8rvcOTtI+6NN1BnpcPaZxGBCiELGRWs1B9j7rbA9ZQKUqYkT+FvA/+GRn7+VXaCREL6oKHsXf4tNmszCrWG6Q89iVr/y5LH0gcPZ8NH86gtPkprQx0hkQFPKl1ibzK/2krJrBvwL9gPe2sDrc0mI6F//COhl12GIi6O5o8/oX72bKyffYa3qYmYf7yA5AzJOlEGFbcMT+b1dSVsDx9E+qKv6Dl6PBrDT7ehSyQS+vW7mX79bsbpdFJWVkZxcTHFxcV0dHRQWFhIYWEhUqmUlJSeZGZeTnpaFBZLC6UlVWyoOkBt7ff4fD6USiXjxoymYu0KKgrykEhk6JVheDwuRt14PX7jeuotixElXmRyA1HKKZjbp2PrMLNw4UKsVisSRwfa8iMAxA/PQ612YrdvZ9WqfMaMmYdCoeH/Df9/LCpexPV+Lenl/4A1TyImDKRRaUWjTmT28Nlcs+Ia1lSuYWneQi5pb4OCb2HGV6DQ/uQ1qazKRxT3IggQn30FEX1SYAJ4W104DzfhONSIq7wV/KBMDiF0evfThBZBJkE7wIymXxT2/AZsO2oDVTtFVlxFVlrkElRZEWj6mFClhQfNWn8GDoeD999/nxUrVpyyfc6cObz88su8+OKLDBw4sOt+Pl82btzInXfeyYABA/B6vfztb39jwoQJFBQUoNUG7qcZM2bw4IMPUlhYSGZm5nmPeSaCwkiQ8yJWF4tRbaTR0YjX70Uv15MSmvJbT+t3hUKvIPkPF9YA9McVItG/I3+RIEF+zyjUMtIHRf/W0wgSJMjPQBRFPiv8jCZnE7evuZ0PJ31ISmgKjp1bAFD794PbdsqCzF1dg6eqCqvVQESmjUxVFbnOI+yqzaBwGWTJZvCRfA4miYMqorjK+Rii3szRunb6PrOakW1yUoEwsZrWpA14BSf9Ivsx1TWQ5xvfwaOvZ/iIHfzzojexdLjRq2RoT3o7vWzZMvbs2YMG8CNQ5QuhXR3NP2+dTLwxUNVy0V1/Zdmr/yD/++VoQiMYfOkVtDZYAGjVejhYurJLGFGlBp4jXKWliD4fz3x7iL6r5nNV0VpEYOVlCRTEHEcj0/Dc6OfRuDXMnTuXRmsdO3buYPjw4ZjuuRvd6NEcf+gh3MeOUXHttUTfPJ6Q5lLeNZmJ3lRBGnA4xkeSIZnp3adzScolmDQXtrU8ffAI9i7/FkGQMPXeh4mIO3MVyrmgDQ0jvkdPKg8d4Mi2zQycfnnXz6QKFenPzOf44Lep/foNHD1dSHLkxPWbjkITB0D4n65DZoyg5uFHaP/uO6qam4l7842uyqOTuW1kCp/vrKTJFso+WRLbF37B2Jtu/1nzValUZGVlkZWVhd/vp66ujsLCQgoKCmhqaqKoqIiioqIzHiuTyXDbOlj/1hykTjsyhZKp9z9CXUkx2xd+zpbFC7hxzttEtU/i6NGncTqrqKn5nJqaz3E49OgN3dBoIvHkV+JASlhaC9pIF35/GoJQjFyxk9VrLmbY0E8DPi7mAQHz1+OHaa/+jiP7rqJN40MiUZGd9hJ3EMprNDI73MAAh5Poiq3w+ZU0XfIO20vyKa0sJcmcxOSBk5HLTyTA+Xw+du78f4SHi7jdyWRnT8HhqEEuNyAL0aMbEoNuSAx1BYeozNtFS6gR+7YybDYbtvZ2OqqqSPR6mXTZZWhychCkAtr+UWj7R+FpdODIb8Ceb8Hb6MCx34Kr2Er0YwPpigwK8pOsXLkSmUzG4MGDu7ZZrVYef/xxli5dytixY7u29+hx/v6B33333SmfP/jgAyIjI9m7dy8jOlsHIyIiGDJkCF988QXPPPPMeY95JoLCSJDzQhAE+kb2ZXXFagB6R/ZGIgTdoX9tQiLVqA0KHG1uDCb1KXHEQYIECRIkyP8SgiAwZ9Qc/vz9nznUdIhbVt3CR+Pewb01UFKt1tTChtkwYVbXMfYdAQ8JeWpfxPSBCEWLeL3pVV6LeZY6iZV/+udgEB0c9idyvfsRGgmBdhdrChsA8OkiwF5GjG4vJUIHvYy9eCz+LpY/9yyjw0ysGdjI+qYtzD30Ln/J/ssp8/X5fBw+fBiAsWPHkpjei2s/3Edls50bPtrLy1f0obLZTkGLiZ19b6PIYuetHUom1a6kV3UVAG1aLwfq9jK585zy+HgEpRLR6WTZ1+tJe/N1tMpiPhorYV8/A8dlxwF4aMBDxOsDQsNFF13E4sWL2bZtG7m5uSiVStS9epK04EtqHngA28ZNHH9rGdYsAx9fpOTdOg8At10zhz7ZE87qEyeKIqLbjUT5y549olPTmXj7TLRh4ST1Of8q7fQhI6k8dICjWzeeIoz8QMxFf8EwfCz799+Mw1XBnr2X0bvXO4SG5gBgmDwZaVgY1XfdjX3XLg5fMpKwV/9KTI9LkUpPtG7plDLuHZfKE98eZlfYADLXzqfvpIsJj4n7RfOWSCTExMQQExPDmDFjaGhooKCggMLCQhoaGoiKiiIuLo74+Hji4+MRHXbm//1RXE47fqkMZ1IGNpmKnIv/wMF139NmqWfvim8ZOP1yIgavpa5+E3l5byKXH0Stbicx8QDNRQYqG2ORyP30nTqItB53oNUms3//p9TXz0KlqmDrtovp1Wsu8XE5eH0dlGYnUR0ZBp3RzH6/k/0Fd3FJcysb1REclRqYHfZHwts7cFQbUb32HkKnCGE9ZCV/Yz65/XPJ6Z+DyWRi69Z1GAyBFq0ePe6lrf0Ae/deiUbTjZz+iygqKmPnzh1UVPyQ6lh56oWTyzkol+N45RWGeLwYb7wB/fjxCDIZcqMa+bhE9GMT8FR3YM9vQFBIEWS/j7WJKIqIDsdvMragPvd46E2bNpGTk3PKttWrV+P3+6mpqSEzM5P29naGDBnCyy+/THz8Lxc3z0Rra8CIODz8VFuL3NxcNm/efKZDLghBYSTIeZNtyu4SRk42Xg3y6yEIArGpoZTsbQi20QQJEiRIkP95tHItb497mxu/v5GSlhJmfnUVz1kD7aRqowe2vwk9L4POhA3bjp2B4wYPQjJmDBQtIjK6lbv3PUlkjg2J4GEnifzZ/TjtBCpNsqINjM+KYnxWFE357ez5eDfKNh/pYem8PuIVFv3tMUS/nzEZkxg0KIlndjzDW/lvkaBPYErylK65VlRU4HA4unrlpVIpn/15IFe8u51Si43pb2496ZsJIAuM/32Fi+TmQJRri9bLQduJeBNBKkXWLRnPkUL2L7+fZVf7sal/8MPoQC6Rc0X6FVyaemnXMXmSPDrkHeCAXbt2MXx4wCPCb7NhmjkThaQR6/oCHAU6Hmr1IPODzGQ6qyjitVhoXbqM1sWLcZWWEnHTjZjuuQfhpGqAc6Xn6PE/vdM5kjZwKGvffxtLZTlN1ZVExCWcto9Ol0ZOzjfsP3AL7e0Hydt3HVlZ/8BknEBT0wbqdEtomWkj/A0Rea0D673PUPrX54lIGI3JNAGjcTQymZ6rchP4YGs5ZY2wV9eLTZ99wMUzH8bjduF1ufC4XByrqiU6NoaYuJgzzPbMCIJAVFQUUVFRjB49mramRpqrKmisqqBu23oOdf7d5/GgizDhT+1FfWsbX3/9NWlpaZj6DaJjzXK2fz0fTUIyCq2OlSv309LSE5ksk1GjQlHK93N4V+D+Gjj9cvrm3tg1fnb2tVRUJFNQeAdKZSsFBdfR0DADu305bncDCBBpcdO9rIOiFC2NRiWHe4TwJ+8NbNnhQEJAePhBRnLKbIgGAbEVNB4NO3fsZOeOnZgjQnH6jhAbG4lMbkAi9GZf3iPY7SoqKxRs3vQiNltAgBHwk0oF4TSjxYHG76Btt4p2mYa8fv0oSU1FXlBA7/vuRx4bS/iNNxJ29VUIUimCEAis+DVCK84H0eHgaL/fxrIhPW8vgubc2uHKy8uJ+VH6VVlZGX6/n+eff55XX32VkJAQHn/8ccaPH8+BAwdQnKEF7ZcgiiL3338/w4YNo2fPU1uqY2NjKe9MH/s1CAojQc6bkz1Fgv4i/zn6X5SE1+On74TTHwCCBAkSJEiQ/zW0Ui1zx8/lhsXT0ZYGTEylMSZk/QbB4W9g6T3w53WIEim2nTsA0AwaBOaekDwaoWw95n4t4If1GjUPGX34fW9whXEWfxnWj26mgHFkfkM+b1d8yABkhDvV/G38uxxcuJjW+jp0EUbG/flOlBoNle2VfHj4Q57Y+gStrlbsXjvV7dV0HOhAh45SRSnbarcxPG448eEaPvvzQK6dtxOr3UNGtJ7MaANZ0QYyzXo2frOQ5WWBqFuHRIX1+O0cjFpMU6uVTWU2Vh6so4/bw2jArfRhU0sIlekZkTia0fGjGRwzGK38RCtRTUcNb+5/k6jQKHItuWzdupXc3FzEigrKr7gS0dkZqysREf0C6Z0ajKDVYv3kE2RmM/LoaGSRkTj27aNl0SJsW7aCz9c1RtN787Dt2EnsSy+iSEz8lX/7Z0el05HUpx9le3dxZOtGhl553Rn3UypN9O/3OYcP34+lcTWHD9+LVKrD5+sI7BAHNTcpiJ4L8uMSwl7zYrlnJQ2WlQiCgtjYq0lLfZyHJmVw+6d72ReSTc99n1N63aWIgEVhREQgym2hUR6O15jImO6hRKdlEpOWgTE+EY/LhaOtFUd7G/a2Vpwd7USnpp9SdbLtq8/YvvCLM36H6NR0pj3wOCq9gc2bN7Np06ZA640oolFpwGln2buv44pOAiA0NJTLL78cU3gYq+a+gce2iZAoM7mXzACgvb2dr7/+GpVKxcCBAxmYu5jtO65HpaqmpeUDANTqRNLT/k7E4R1QOItehe3k56SwszKe+npXlyjyAwI+BngryVVJ2dtrCEvz9mC0R6HyqahragHMtLQEvGD2578PpHb+AfChUslRi3vYEVrOMi2MNedynd1L3LJ1HD+mIk7lI2YILHP1pzArC4VMTkZeHvWzZuEqKsL896f/z6dini8OhwOVSnXKNr/fj8fj4bXXXmPChAkAfPHFF5jNZtavX8/EiRN/8rybN2/mopNSsd59911mzJhxyj533XUXBw4cYMuWLacdr1arsdvtp22/UASFkSDnTWZ4JmatGa/fSy9jr996Ov9nMMbpmHJH7996GkGCBAkSJMivTklJCd9++y3XjEjjvbKjfFkV8L3YE+3BPPYJDKVroXY/7Hwbt2kSPksjgkqFuk9nJeuQu6BsPQCWag33DwknVq6lQmolrXsR3Uwj8Pg9vLP/HeYdnIdKIjCAODQOKa7KBvKWfwvA+E5RBOC+/vdR2VbJuqp1zN41OzCOCBdZAg/+5apyHt3yKAunLsSsNZNs0rHl4TEASH4UQ9535s1EPHY/jRZolRvwO+Npq7ibgS9sxesHRcRGjAllUAa9yv2MvvQBRkz4E1LJmVNU/rn3n7j9bqq11WS2ZIITdu7YQfzrbyA6nQgyCaLXD37hFOcFT3k59c/PPuvvQZXdm9Dp05Ho9NTNmoXz4EGO/eFSop58gpBp036zBWnGkBEBYWTbJoZcce1Z5yGVaujV601KSl6gsup9fL4OlMpoDOoRbP3XHuwWOS05RjK27kFRATH/isd63P/0JwAAIABJREFUjxS7r5zq6o+QSbVM7HE//RPD2FthZWfoADI6jqL12Yl0N3aNY/Q08723LweOiIzYOg+V3w2CEPDs+BEqnZ4bXn4LbWgYtSVH2f71fADCY+IwxidiTEjCmJCIMT6R0KjorqSiUaNGkZGRwcGDB7Hb7bREGmnc9D2KlkZUCSl069GLiRMnYikt5qPZT9JmqQdg9PW3IlMocLvdfPHFFxw/HmjDOnLkCNHR0QwY8BLHa19CLt9PTXUmffs+SkRELgwbAuowjtkNbNhbTVtbGyASE1tI/35D8It6yo9tx+OpQKJppUDThsqVzyWpGlyuMuy2UFrbTPh9cnxeGWDC43Xg8wn4/Uq0unaiow9QpalmXkvnElWE5bXbWC6KvFYWhhkHIb3lpLo24QqJYHVrEvvTUgkdPAjz2+/QsmAB8mgzxr8E2ttqO2oxa82/G6FEUKtJz9v7m419rhiNRqwnJTgBREcH/NmysrK6tplMJoxGI5WVP2p3Ogs5OTnk5+d3fY6KOtUI/+6772bJkiVs2rSJuLjTW9Sam5sxmS6s59HJBIWRIOeNXCrny4u/xC/6L4hjeZAgQYIECRIkyA+Iosi2bdtob2/n0+VbuAkNkxsM+Gljt6mNV1dejT4hDrVNg+rwWwwrWcQEQMjOOpEwkjIW/7CHaJz3IU35UnrGQO+BPfm4cTfrK9czJmEMj25+lIKmAgDGZE1BuuUoPo+H799+BVH0kzF0JMn9BnTNSyJImD18Nk9uexKL3UKcPo5ITyTWcitSmZSI2AhqrbU8vOlh3p/4PjKJ7DRBpOtcUikpffvTWF5KhLuJdHshRzWZeEUvpuQlOJW7qW4L7NujEtIHX3pWUSSvPo/vy79HIkh4OPdhPl33KbmWXDZvWMfUI0dQ6nUkj6+iTunm5rA4DG1+njBfj7G4Calej9diwVNXi/d4Ld7GRmSRkYRMm0bI9Gkok5O7xtHk9Of4Qw9j372b2kcexbZ5C+annzqjcemvTUrOQGQKJS11tdSXlWBOSaW1oY7Svbsoy9uNtfY4Y268jZT+uQiClNTUx4iIGIlEosSg78OXTz+K3aKg+4BBjPrTLSy87QYGHK1Efrie2I+HIn3iZo6UPUF5xVuo1Qk8Nnksj774EUOt2wOiB+AR5IhpuaRFaSnftIoBLXl8FnsltfpujGvaSGxrIFFIrlShNhhQ60OwWZvosDazZt6bXHzvI6x+700QRTKHj2byXX/9ye9tNpsxm81dn5d57BzdvplYn4Mpkyax6fMPyf9+GQAGUxQTb59JQs/e+P1+Fi1axPHjx1Gr1WRmZnLgwAFqa2tZsmQ5BsNAtNrR1NbWUVm5gsOHizAajbS1GSgoKOgcTSQu7hDdkvNpaQ0s9sMjTp+jXOFCp7MSEVHDD04Ua9tk2P0CU0M9tHgFXqjXYpR5uC/SRZQAVa0+hmTeQXrCcBYWLaRyw3LMxx045XDraCO3tziZ1LoIV+Sf2dSgZ2NTE+PvuZvwV17F8upryKLMuCcN5cplV5JjzuGZIc+gU+h+2c11AREE4ZzbWX5L+vbty6effnrKtqFDhwJw9OjRLtGiubmZxsZGEs+xYkytVtO9M2HrZERR5O6772bRokVs2LCBbt3OnOR56NAh+vb99boTgsJIkAtCuCr8p3cKEiRIkCBBggT5mQiCwBXTp/LBa7Oo9+r5RHo1o5o3owTqu4Vi97ZhB1AEvC6mFtQBsM5kIU0UA2+LBQHJuL/RsaUD8hczbp+fUTfdwMcbd3Og8QBXLr0Sp8+JQWHgiUFPMPiAi6/1tVibm2iurUGlNzD6hltPm5tGruGlkS91fV6zZg1b2EJ6WjrXj7qey5deTl5DHnMPzOWOPnf82+/ZUh+Yd4hBz4T6DaSEbyV/QBXtUhdSQcpFaRcDixEAyVkWV37Rzwu7XwDg0oSJXNNYR5FZjaOxHUQ9xWmpjE2zI1cUMTcxk1rBRrfMoWSPf/CM5xO9Xuj0bPgx8uhoEj78gKb33sPy+hu0LV+O89Ah4t+fh+IMb3t/Cl9LC7adu9CPHoXwM/0KFCo1Kf1zObp9M+v+9Q5up4Om6lPfYi95+Tkm3Xk/mUNHAmDwpSEo1BzasIbjRYXIVWpG33AbBqOJtMuvZPfnnzLwWC22rVvRvagi8Z7bqah5hyNHH8ekbGGCZR0CIjZFCMaB47h+xqUYw0Jw2W28t2cr4XYrQ6Q1bPPH8U34eKYMu5r4CB02v0Ctx4fMX4VZshRngYuS3Tv47u1XsJSXodLqGHXdzT/7+gGMmHEjJXt2UHX4AO/dfTOOtoCJZe9xkxh57U0o1IH7Zt26dRQWFiKRSLjqqqtITExk7Nix7Nmzh127dtHW1tZZERKgpKSEks6oaAgYx/r9fmJjbyIh4SC1tV+jVEai1XRHo+2OVtsdlTQapDI8vkZczjpcrjrKmvKoaDtGo62d6VHtACxvlePw+2kRQ2hsayQyxM+f4kIZkHM3giClf1R/Sj6ux8N2dvRRUSpp5pFwHZEuG6Mb5uGKf4idVR7W1NeTdd21JC/8mtonnmBhZRrWMCvV7dUopBfG/+L/ChMnTuTRRx/FarUSFhYGQFpaGtOmTWPmzJnMnTsXg8HAo48+SkZGBqNHjz6v8e68804+//xzvv32W/R6PXV1nf8tDAlBfVKly+bNm3n22WfPa6x/R1AYCRIkSJAgQYIECfL7RRRRrX6Qa73L+ZdwNVafgfUDcxm3Yyfzbv+eOkcDDp8DZ1MpzkV3EFquAwRWGo/TreJ7JiVN6jpVeV8N0fOhfwnEqNPpbezNgcYDOH1OhsQM4Zkhz6Deup+ahx9BnhwN+sBCcsz1t6AxhPzkVI8cOQJARkYGCYYEnhz8JI9sfoR3D7x7IgL1LFiPB4w+Bl55Ne9smsO+2CqcUj8GpLwcM4mUPVJ+aNZwV1SgPMOb1yWlSyhoKkAnU3PXnkXQ0cC9CCwpHERZ5iCOZKYzRTaPCpmMpRIHiHBXn7vOOidB9u+XCoJUivH229EOGkT1/ffjrqig/OqrSZg7F1Vm5k9crVOpeeBBbFu2YJg8mZiXXuxqGTlXMoaO5Oj2zdSWHA3MTSIhNiOLlH651B8r5cjWjax4/SXcdjtZvfpSNnkKXnMUm6ICFS5Dr5iBwRgo08+dfgUH169mj99PbqWFjrVr0dgGEXXRUOqNW6lt/Qeq0CRMGZO49O6ZyDuvk9dqxbF+AwN692fLjk2Mdx8gfcQQPthWyfKCRqCRaG0tFyevItech0QQ8Q8WWNk2GrZsAGDEtTehCflpY31RFHG0tdJcW0PDsTIayktpOFaKz+sFwNHWilylZuJfZpI+aFjXcXl5eV3+DdOmTet626/Vahk5ciRDhgzh4MGDlJWVIZVKqa2tpaEhkNaUmJiIxWLBbreTkpLChAmTkEqnkNr9kdPmZtu8GWlYOCG9RnVt/6HgaOjhh6ip/xp9u4fX27rRdtn7RGx+Ffb/i+25EbRLm6g5/iVxsdfgKjuGZ/N2EASufWo+ZdXv8V3FdzwY342vSo8wseofeJOfY29ZI4c9Ho5cMpWUo0WM/6SQg1cr+Mf0fwSFkZ9Jr169yMnJYcGCBdx2221d2z/++GPuu+8+pkyZgkQiYeTIkXz33XenxDELgsAHH3zADTfccM7jvf3220CgPexkTj7P9u3baW1t5bLLLvvF3+unCAojQYIECRIkSJAgQX6/CAIkDUd/ZAXXXTKJeYt30hoayuZRI0kXFCSHdq62Inpgj9xEhWc5HpVIuRle3vMyI+NGopYF3jruo5CWOMishtZFi7h+0vW8kvcKMzJncHXG1YgdNspmPQeA1uEGvQaDKZKMYaN+cpoWi4XGxkYkEglpaWkATEmewo7aHSwuWcwjmx5h4SULCVOFnXas6PfTfLwagMePvUhVchMAIR0yhrS7GHTsbao2h/FD7oft2w9R/nXWKeewe+y8mvcqALc1NRPRYQFTBr4SE/0PlFEfl4VNb+D7kMlsj7fisx1jZNxIepnO3x9O3acPSfPnU3XLrbiOHqXiuj8R98YbaAcNPKfjbTt3YetcrLetWIE8Lo7I++876/72vH10rF9P+I03IOuM9OzWN4feYyfhdjpI7p9Lt+z+qHSB9gnR70ep1bF/1XLWzHuTlozeRNrtHPDacNklmJKS6TtpKj6fj7a2NsLCwhh6xbWsmfcmB1LjyS6uwr5jB9IdEBGlwD7eS/qUeoaNn4HU76ft+1W0LllCx6ZN4PEQolRi7B5LY1UF15jbmXTrINYf2kaSagFG6XYEIeA14vRHoJI0MTR3N+VVsag0BnqMHIvf7T7RBgb4vB4Ob1xHw7FS2iz1tFoaaLM04HW7znh9BIkE0e/H43Sw6p1Xaawsp/+U6dQ2WFi2LNBaM2LECLKzs087Vi6X069fP/r16xe4dqLImjVr2LZtEwiLCQ1TotEM5rLLLkMqPXM7V8v8+dT9/RkAdGPHEnnvTJSpAYPVjo6j1NQvAiC1CrSNu9EuuQ9K1wEiyaarKWr+grKyOURFTqb5448AUA3rR7X3I6YIaxge66bY2cS/eqdwS3EZF1c9R6+pn7BufyWVlZUUZaRTlpLMpfllKPYugzFnF/+CnJknnniCBx54gFtuuQVJp0hpMBh4//33ef/99894THl5OTKZrKvt5lwRz+C982PmzJnDgw8+eEoFyYUmKIwECRIkSJAgQYIE+V1jLVJg3TWAyJFaLrLZWCKR0KBS8dVXX3HVVVd1LdBs7YGktpBIJ2ZCqbXV8cGhD7raWA60llLaR0JmtZ+WBV8x/tbVTEia0DVO3T9fwdv5dlzj9gAQao45J/PGH6pFunXrdkqiw6O5j5LfkE95WzlPbH2C18e83nW+DncH5W3lbCxYhdftwi+IVEubiNXF0rMugsjNLVRF2lmcm0iPpce6zln/3tfYt6wlavYbyDMC8Z/zDs6j0dFIvMfLNc0WSBiCa+BsLO9ej0QUEUKs4DewuyOeVe0HQQJ39rnzl/1CzoA8MpLETz+h+o47se/eTdUttxDz4j8wTJr0b48TRRHLK68AoMzKxFVQSNPcucjjYgm74orT9rcuWEDdM8+C14vjwAES/vU+glSKVCZj/K1nXgALEgljb7odlVbLzkUL2HPkAObEKOpCdSCKjLn0KiRSKcuWLWPPnj2MGzeOIWMmsO+7pdRUVxJ707XEHbdgW7ECZb2I8lMZBp2b4q8vQVkg4m/v6BpLGhKCr7WVnPI6NiYY2bnsA/pcoWWAbmnXPibTRLol3YlSaWb9xlGEhrdjym5mY1EGR++dibB5K+anniL0D9OpKjjI2vffPq01KPDFBHThEUQmdiOyWwqR3VKISkpBbzRRuncX2xZ8iqXiGDu+nk/+iuW0JKXhR6Bnz57n3P4gCALjxo1DIl0MHAJALq+mpSURlWo6gnBqZY993z7qTjLw7Vi7lo516wiZNg3T3XdRbJkN+DGFT0CdMYiWjx/BtW83yhAVIVMvIbb309Ts3ovNVkTx3qcQFq0DoLr/DtzHtwOglUAfDYCVPf3DkLhElAW3kRYpRamLpLa8Lx32CI50T6dsbQ0zs+rQnuTFEuSnmTx5MsXFxdTU1BAfH//TBwDfffcdt956K6mpqT+988/A5XKRnZ3NffedXSy9EASFkSBBggQJEiRIkCC/a5xHjuI6WkT799+h3reP4TY7myaMp7i4mKVLlzJ9+nQAbDt2AmCIEfhrQx0PRJn416F/Mb37dExqI4f9NvwZAnevV+M5fhzb1m3ohgfaDBz5+Vi/CMSkFiWYCWsO+DN0NFnOaY6FhYUAZP6oheQHH5Jrll/DxuqN3LPuHuxeO8daj2FxBM4d3ahiIlE4dQKzRjzHRd0uorW6ho823UVCvYZ5lnpetAXElLBhyVi3ltJe2ELHH2dgnJaL674n+ejQvwD4a7MVRdpFiJfO4/j1NyO63WhHDOfKmU/w6huvovPoSG5LJr53PJkRZ2938Xq9fPvtt4SHh5/zIlqq1xM/7z2OP/gQ7atWUXPf/Xgbmwi/dsZZj+nYuBHHvn0IKhXx77xDy/wvaXzrLer+/gzy6Jiu34/o9VL/wj+wfvJJ17H2nTtpem8exttvO9vpuxAEgWFX/QkZAlsXfRkQRYDEpjaEL7+mJT2LvLw8IOAVExoayqjrbubr2U+xZ892CgwGXJmJZApKEi1NUN+IdGc7foAIDSGXTCf8D1cij4ml4tprcR05wqC6GppuKKW+QQQEIiMn0y3pTnS6dADcDjuNu+MwDyrC3L8RoVwDq1cgArWPP07+1g3srQp4e6gNIfQaPZ5QcwwGYySGyEj0ESZkJ7UxnEz3nIGk9BtA8e7tbFg4n0apFg8CYU4n034iQcjv99PS1kF4qAGAlpZdwPcAyGQReDz1FBQ+SGXVv+je/REiwgO/I29jIzUz7wWPB/3EiRjvvouGV17CtmYjrYsX07psCWK2B6NVgeL4do45NwAn2oaam6qJNG8nvedT5O2bQfvXKzC4ZLjj/XjTFUSFjyekOhFXwREa2nbhj+zAnSziVws4YgF8mDW1REXUYq2Io+pwX0JoRRNxBlfYID/JzJkzf9b+t99++68yD6VSyeOPP/6rnPtkgsJIkCBBggQJEiRIkN81hkkTafnyS9pWrcbf2ooJuGzqVL5csoT8/HwGDBiAOSQEx/79AGhv/QcT1txOjsPJHjW8tOclbo6fgEsQMEj8hE6fTstnX9Cy4Et0w4chejzUPvkUiCKyUSMpaa5ikDVgPtlaX4fo92NpbOTQoUPk5ORgMBhOmV9ra2tX7Gl6evpp808PT+eBAQ/w/M7n2VC94ZSfGdVGsqVmoJ2eablcknJJYHtCEvE9elF1+CC5+wMVMbLkbpjnLSd02wrqnnwMR7ULyze7aVk/lelZAt3bfKR5u3NM7sf77sV46+uR6HREP/MM8hAzyf2SadjZQFprGtdkXPNvr/mePXs4ePAgANnZ2YSHn5vRvkSpJPafc6ibNYuWL+ZTP2sW+LyEX3/9afuKfj+WVwLtP+HXzkAeGYnx7rvw1FTT+u0Sau69l8TPPkUeE0PNffdj27oVANPMe5BFRlL7t8exvP46mtxcNP3OLa0iQ6WntaqBQ3GR6EJCSTt0jLaaFeRlB9JaFJ1RtosWLeL666+nW5/+HMvfS4e1mfCERIb+/QXUGi0Nyz+kbsuHtHWrw53WQp1sPnGClAT5LWifuxbHzU+itvowfiSl7mo9Qyd+iMHQ85S5rPrkA6qLDEiiUtDorVxbso5WgwG7QoXG7USydRfu5BR0OYNI6D+QcJMen8dFvdNJ+dFinM6DSCQScnJyukwyT0aQSFBFx9MUasbt8RDS0sLw9Ruo6d+XpMuvPOP18Xl9XPncl+y167nPfJwb/jSZgiMPgFskZkUa4d3G45gkp8LyPh0dheTnX///2bvvuKrr/YHjr+/Z7L0RENy4cQDuiSO1HDnKUWrDulm3btf27VZWjlIrbWlqmjdzl3svcIsIKoiI7L3hAGf9/jhwFHGg2fr1eT4ePB7y3d9zDufheZ/3wMG+AwrJFsV7schzyjF4K7g27CSX04ZhHFmNsqOE/WY56niwOm1+LZuoQmZtjSY4GJWjRMmxOKquXCV1+lPYdOuG18P9MB48BIBVry403mhN5f79lOnMmVzmu1WS4mGiookC/8pqSo0SHz2k5KPwj+nXOwJdfgEGOzuk2wSPBOFGIjAiCIIgCIIg/KlZd+6M3NkZQ0EBAKqgIII6dKBtcjLnzp3j0KFDPOThCQYDSn8/VOFjwMbArF+e51EfT3Zf2w2F5lKENjIrnMeNp2j1Gkr37UeXk0Px5s1UJSQgd3SktF9vWLcKo58vkkmPwWAg4UIcG3/ZSmVlJbGxsUyZMqVOcKS2jKZRo0bY3WZc7bjm4zCajORp82js0JjG9o0JcAjATmXH3mVfEs0vuPjUTVnvMHg4qXHnaZNiLlc476YlyGREEz4El1+6c3DeVNw2xOJYCKOPmgAZZeQD5h4lKJV4vvM2ypoygukDpvPhhQ9RlapIj0mntVfdD+q1qqqqOHTokOX3c+fO3dPkCUkux/Ptt1E4OZO3eDHZH32MwsMT+0ERdbYr3bGDqkuXkNna4jzVPIlFkiS83nsPXVY2FcePk/r0M8isram+ehXJygrvjz7CPmKgucFnZBQlW7eS8corNN60EflNAatbKdu7D7+CUpo+PBKvGc9RNHc+2Rs3ci4xEeRyxowZw+nTp7l06RJr1qxh9PDRpF6IxdrBgVFvvGdpwusxYhruw6eSX3CQq1c/o6QkmpTUpaSmrcBk0qN8WsL1UyWaCzJYICe/aRX27aGirJR9P28h9uIlKmVyCGhJfGrNxXW/9TVXFeeSv+8XTt3mno4fP063bt3o1q0bqht6kyQkJLB27Vr0ej2uubl0OxqJpqqKwg9m49GzN0oXa8rK4rGy8ketNjeefeXzjZzSOoAEW5Kq8N00EofGBTgedoZdyRTwDYqN7rT515vkNr9IevpqikvOYr9OjvqSHKPGRN70CgyyCszpNBJSM1d0b3ohv6xGlSDh3mEU1m1CUAX4W5rsuhcXk7fkSwpWraL86FGkoyDHnNViWHUKbc09qYKCsOvTG6uQEGjTgteOPEtKfiJffSbHvRKmDX2Edo2Hmrd1d7/r60EQaonAiCAIgiAIgvCnJikU2A0YQNGPPwJg1aE9AD169ODcuXPEx8fT9soVZIBNWJh5p3bjaF6ayZizC/nR3o7dJeZpJe3sA1E3bYpVx45oz5whd9EiSn42N6R0n/VvkrPNARRlaChWR/dT4uTMT5s2odcbACgoKGDFihVMmTLFEgS5cRrNbe9Bknis5a1LSgozzRNpnLx96iwPCumCvZs7zkmZAETa55B06hMkSWJdwjrKGpVh/bSc0adkdDN60bT9Qyjc3FC4uqJwdUXp64vC1dVyPKVCyfjh41m9ejUnTpygS5cut8w0OHbsGBUVFcjlcgwGA9HR0fTq1cvShLEhJEnC9R/PYygqovCHH8h49VUUbq5Yh5h7opj0enIXLgLA+cknUNxwHZJKhe+ihSRPeIzqK1cAUHh60mjxF2hatbIc3/Pd/6CNiUGXmkrmW2/js+DTO5eIVFZSVpN14jV0GFa2dihfnEnk5cvo5XLc1GqaNGmCv78/y5cvJyMjg6179zP+40U4OjlZxt3WuUeX3rg496Kg4DBXry6iuOQskqTEu8cTuHq1IuPFVwnILyF63lz2dAgho7gEk0wOMjmYjFir1SjlCnR5eRhlMvTWMrRGDUZk2FZpURp0GJHIt3KkEgUajYaQQA+srDRYWVmRkZFBcnIyBw8eJDo6moiICFq2bMn58+fZtGkTRqMRr+xswg8dxun9V8ibPR9NaTVxr/Sn+AktYEIm0xDY+AW2Hw9gY9b15pauQYU4NC5AKgH1FnNoQu7ggD4nh+x/vYVNeBid/rWUglPb0O7bAIDjW0/j1TcUudwaldIZtdoDmawmWHOboUyVFy9SduAAVVeTkDQaTGVlddYr/f2wHzwY+8FDUDdrWuc5nt97PuO3judIqzIGnTHR9XQ5PH7bl4Ag3JYIjAiCIAiCIAh/erXlNABWbcyTVFxdXQkODiYuLo4T2TmEAjbh4dd36vYizxclsz1nNzqTLQbJQFsf88QEx0fHoD1zhuJ16wGwDgvFYcQIct/4p3l9eDiyc9FoGzUDvYHGjRszePBgVq9eTX5+viU4IpPJSE5OBur3F2mognTzRBpnL986y2UyOe36D0Z14AQAV7wkdl5YYVnf2KExU8KnMHTaUNRydYPO1aRJEwIDA0lKSmLv3r31xl9WVFQQGRkJwEMPPcSOHTsoLi7m6tWrBAUF3dN9SZKExxuvo8vOpmzvXlJnPEfAmh9QBwZSvGkT1deuIXd2xnlS/TIbuYMDjb76itRnnkbp7o73xx+jcHOru42tLT7z55E84TFKd+6kaO1POI2t37C1VnlUFKaKChReXpYAi9HGhsstmoPRSLPjJzCWlKBycGDChAl8++23FBQU8PP2HUyaNOmO9+ni0hNn5x6UlESjUrliZdUImkD604kcibtAhq8PlJaDTI7coKeJrw/9h4/A2c6BpOHD0GdkohvoQm5EJo724bRs9T6mogoyJ7+ALjUNmjXn8eAp5FcrsbH2551hrQATJhNcvHiJXbt2UVxczNq1a/Hy8iIz0xxMa2ZjQ7sDB6n0UBNv/x6qpyRUnyiwOamnqj3oOzui1xeReGUOGrUXje0n0FLlSq6VkglNfgJAscYBuU5LiUZF9YyptCitJv/rrymPjKL80VOWrA+X6dNxH3X7BpkJ2aXsisties9A1Aq55TlJmToNjMbrj6dGgyogAIWrK67PP49Vu7a3DXgFOQbxRb8vOKn8Ec5spWzPHgxFRcgd7z7yWBBudG8DwgVBEARBEAThD2DVvv31X27IXOjRowcA15ydKHFwwKbrDSNiJQnHIZ8w1diSiLQIItIi8HDuCYD9oEHIakovJJUKr3fewWQykpdqzhgplRRkBbUAmQyHygomTJiAu7s7kydPxt7enry8PFasWMHZs2cxmUy4u7s3uA/HjXSVlZTWNHh19vGtt75l6/ao9QaMQFjgYAA6e3bmi35fsGnEJkY2HdngoIj5IZEYMGAAALGxsaSnp9dZf+TIEaqqqvD09KRdu3a0qQlCRUdH3/O9gbmsxmfeXDTt2mIsLiZ12nSq09LJ/WIxAK5PP4Xc1uaW+6p8fQj65Rf8li2rFxSpZdW2Le4vvQhA9uzZVF2+fNtrKdtnnnBi16eP5YP22bNnqTQasa2qwjs+ntzPPgfA1taWxx57DI1GQ2pqKps3b77rWFFJknBw6ICVVSNKSkrYsmUL60pKyPD1QTIa8U5Lp+eyM62iAAAgAElEQVTp0zwf0plxTz2Dm5c3OfPmos/IROnrS8BbX2IyyikqiSTqWF+OXXqItGlJGGxNkBDPN1f+zTcDZtLDdgT79jdl3/5mHDrcARubQ8yY8Qw9e/ZELpdbgiKdO3emw47tyEwmqvuUoTfJiXVuzIVQc8mW3XIN7Tx/wMXtNcqrrWlkl8kbXT/hHw/FMbnVKmyUWgrS/XC7oAcg3suZE9s2Yxg8kMBffsamV0/Q6TBVVWETHobbi3du1vnSj9HM25XA91HXADBqtebePkYj1p064fHGGwSsW0fzkycI3LQRv2+/wbp9u7tOhers2ZkZj85D3bIlJp2O4poMMEG4FyIwIgiCIAiCIPzpVSVesfy7tskqgKenJ4H29iBJJISFIndwqLNfSVk5BUWhyE1yVEYVmzbvpaCgAJlGg9NYcwNKtxf+gSoggKKsTPPYXGd3tu3eg0mSUJQU4B4XjaLmw5mzszOTJ0/Gzs6O3Nxcdu/eDfyKbJGaMhqNnT1WdvV7ZJiSzGN6SzUqWmY6c2TcEZZFLKOnb09k0v39V97Ly4t27doBsGvXLssH/pKSEk6cMGen9O3bF5lMRvuagNTFixfRarW3PuBdyKysaLRkCUp/P3QZGVx95BH0mZkoPD1xHDfuvo55I+cnnsCme3dMVVWkv/wKpurqetuYDAZK9+0HwK5/PwAMBoMlOya0fXtkJhMFq1dzcd4cjHo9bm5ujB07FplMRmxsLKdO3a7Lx3WVlZXs3buXRYsWcebMGUwmEy1atGByp070TU7G63IiWbNmcW3CYxSsWk3R/8xZUF7vv0/qhWzSjrihq5Bj0EmYjGBwg4Ln9JjkJqxiZGhuivsYDOVcSZrHuZixdO7sxfPPP09ISAiDBg3CpyQV0jMxWpnIaW9NnvpTVibMYpbb81xx8EapM3DhmRnMWGXF60ff4Ex6OyTJREbGKqxM0VQZVBT+4Ao6HdZduuA2xNy749CqZSgbNaLRl1/iu3gxLtOn4/PJJ0g1Y7NvJS6jmLgMc0PjX2LMgZvcRZ+hS01F4eWF75df4jzxcaxaB993s1THkSMBKNqw4b72F/7eRGBEEARBEARB+NPT3pCxULZnL6aa6RQAbbNzAEhydKSgpkErmEfOrl27lrKyctzc3PDw8KCsrIzvv/+e0tJS3Ga+QOC2bbhMmwZA1tUkKt19Kffww2QyEejjjSY9iXLJRMUNH4pdXFyYPHkytra2lmX3GxgpzKgpo/Guny0CUHk+FoBiazWXT0QhK9Pdcrt71bdvXxQKBdeuXSM+3tx/5eDBg+j1eho1akTTpk0B8PHxwc3NDb1eT1xc3H2fT+HsjN/XXyN3csJYWgqA63MzkKnN2S6lpaVER0djMBju+diSTIb3Rx8id3KiKiGB/KVL622jPReDIT8fmZ0d1p3NzS5iY2MpLi7GxtqakvwMMh1skEwm+PY7znYL58ryZfj7+9O/f38AduzYYcnGuJXs7Gw+//xzDh8+bHkcn3zyScaNG0fA8OEEbv0FtxdfRLK2Rnv2rHliD+A4fhz6QH/2ffcl+RedkGe+QPa+oZz7pgXnvmlBZupwNIMHAuBzsCOb0r9i5v7ZvHdqPr4Bs1EoHCgtjePkqYcpKFzO0KEDKVGmYPjJPPEnv7M1bbqs47EeQ9n1Uk/GhgUyJ2QC1TIFThkZhFyNxaBVEPx5Hi4LFcjNf06c39WBblfNz7n7Ky/Tbdwk5EolqRfOczX6FJIkoenVC+2Up+9auvLTqTTLv6NTi7hy7CwFK8xlYZ7vvI22upLUC+eJ2buTQ6u/Y/UbL7Nk+mMknTl51+e/lsOwh5CUSqouXqTywoUG7ycIIAIjgiAIgiAIwl9AbWBE0mgwFBVRftyc2WAymbA+ehTPzExMwNGa5poA27dvJy0tDY1Gw7hx43j88cdxcnKisLCQVatWUanToQ5sDJibqu44fBSdi3mCS2hoKEOHDEYCKlRKSnburHM9rq6uTJ48GQcHB/z9/fHw8Liv+yqwBEZ8brm+Ms4cGJEFBmIyGjm3e/t9nedmDg4OhIaGArB7925yc3M5e/YsAP3797eUL0iSZMkaqV1/v1T+/jT6cgkyGxvUzZvj+PDDgDmg8PXXX7Np0yaOHDlyX8dWuLri8frrAOQtXkJVUhK6ykp2f/05Xzw5jthP5wFg26sXklKJyWSyvFY0JQVcPLiXGH9PCkJD0MtlWBeXUv3RXE737oVvQR5NmzbFYDDww/ffc3DNSrbMn81P771haZybk5PDihUrKCsrw9nZmbFjx/Lkk0/i5+cHmF+nMrUa12eeJmj7NuyHDwNA6eeH20svse2z+VRrtfi0aEW/qc/y2OxP6D1pOgqlFaUnYkg6egyTXEbV2fO87aPEy8mT5AIlr27z4ar0DRVSd0wmPcnJn7N9Xx+UCa9jfQFMErR4aTmBXuZAl51GyQePtOGjl4axtkVfAGbEbOKL/fPxLc1DV+6Lw9EBuL2totuuK8gwccw7mEJrDfZu7nQYZL7uw6uXYzDoeXbVaXrNPcCO2CzLc1FZVsaOJQuI3rkVgCq9gc3R5sfJWjKX5Xz07U8caObL3g7N+PbrBXz17GTWvvsau7/+jJNb1pOVGE9FSTEbP36XyJ9WY9Dr7/oakDs6YjfAHMQqqukdJNyf/Px83N3dLf2Tfk+dO3dmwx+Q9SMCI4IgCIIgCMKfnrbmQ7lNqLmHSOnOHQBUJVzGkJdHcE2pzdmzZykuLubUqVOcPn0agFGjRuHi4oKdnR0TJ07ExsaG7Oxs1qxZg06nIzY2lq+++oqSyiow6OncNIhBgwbh4G4OkhjkMvL27cN0Q4NIADc3N2bOnMmUKVPu2gfhdvLTb58xYjKZ0Maav7H3Gz4CgJg929HfolTkfnTv3h1ra2vy8/NZuXIlRqPRMpXlRm3bmptfpqenk5ub+6vOadWuHU0O7Cdg7Y9ISiXJycksW7aM0poskhMnTqDT3V9WjP1DQ7Hp0QOTTkfKq6+yatZMYvbuoLKsFNm58wAkVJWRk5zE5cuXycnJQTIaqLpyEY2tHQ+/+R7dlq8iYPt2yruEYJQkbHPyKH/l37h+uRhZdRWlFRUcPnGShBORpMSeY9vn88nOymLFihVUVFTg5eXF9OnTadmypeU1cXTtKj5/4lEif/oBg16H0sMDnzlzCNqzm8brfuLk7q1kJFxEZWXN4OdeRiaTI0kSzazsGVolp1tiOj6FpWAwv/7KlnzB1xNDsNcoOJdWzH+2ZvGPnWNYcu4JSqpt0ciysT1s/phn070H7i3b1nmcdFWVZK1fTPeMY8S5mAM3XuVF2AQG0WbxEjp89iXOnQfjUlWCQZLxTauHmP/BJxxb/z86DxuFxsaWvNRrfLp6D3sumtNL5u+Kx2g0oauqZOPH7xJ3YA97ly0hOfo0ey/mUFihw9ZQTkjeMQDO2wZRoVZSZTRgNOiRJBkOHp4EtA+hZY+6o6Gj1q3hf2//i4KMuv1wABJzSvlifyL/2RJHRbUeh5GjACj+5ReMVVX39ToS4MMPP2TYsGEEBATUWb58+XLatm2LRqPB09OT559//p6PvX79elq1aoVaraZVq1Zs3Lixzvq33nqLWbNmYbzp/fa3JgIjgiAIgiAIwp+aLicHXUaGuZnqo+apI6W792DS6Siv6RHhHxSIv78/RqORzZs3s23bNsBcMlJbFgLmHiETJ05ErVaTkpLC4sWLWbduHVVVVah0ldgkXaBdhw4AKJRK7F3NTT9LSkvQRp/jZjKZ7L6DIgC5yUkAuPk3rn/fKSkYS0qQVCqaDH8EOxc3tKUlxEcdvu/z3Uij0dCrVy8AS2CiX79+9bazs7OzPIa/NmsEQG5nh0yt5sKFC3z//fdUVVXh5+eHvb095eXlnD9//o77nzp1ivnz57NhwwYSExMt5TeSJOH5ztuYVCr0sXHYxF7AxsmZAcMfxaZah0GCmMxrrPz3C2xc/T0AisJc3P38efzDTwloa37e7fz86LRyFV4//UhZy2aYAL/cAnocOQomE3oHFwIHPYza2ob0lBSWfvst5eXleHp6MnHiRKysro+8TTx1nGPr/0e1VkvUuh9Y/fo/yal5zlW+vuTkZBK1bg0A/aY+i72jE4U/riVpyFDSZjxH9bkYUCow2NogAUag8vx5XM+fYPW0UEaH+DKsnTfD2vng6TGEQ4ULuZI/BKso8zW4TJpY57GrLC9j/ey3ST9xDL/iEoLzU/B45x3kLi5UJyaSPHoMBatXo6tpQhzr3JgMWzcuWjfh6NpVbJ7/Ae0HPUSxwo6v4iprHne4nFPGL+fS+fmTD8lIuGg5344vF7Im0hy0bF4aT3dnPZLJRJbGk659H2Hy3M+Z/sUyZq5az7RF3zLqtXdxr/lbkCnMA1QVajVZVy7z/awXOLtrK2euFfLR9kv0nX+A/p8cYu7OeJZHJvPD8RRswkJReHthLCmhdM+ehr8oBQutVsvSpUuZVlNiWOuTTz7hjTfeYNasWcTFxbF3714iIiLu6dhRUVGMHTuWiRMncu7cOSZOnMijjz7K8ePHLdsMHTqU4uJidt6UpfdbE4ERQRAEQRAE4U+ttoxG3awZtj17IndyspTT1AZGbMLCLR/yk5KSMBqNtGzZ0jK15kaenp5MmDABhUJBYWEhAOGhoagSY5Hpq3H1C7Bs6+jpDUCFWknprl0P9L6qK7UUZmUA4B4QWG+9tqa/iLplC+QaDe0GmKfSRO/a+sCuoVOnTpZpOsHBwXh5ed1yuw41waKYmJhb9gHR6XTk5eWRnJxMbGwsx48fZ+uWzSxbtIDjUVFkZGSgv6Ec4sSJE6xduxaDwUCLFi2YOHEiXWsmCkVFRd12AkxJSQk7d+6ktLSUmJgYVq1axaeffsqOHTu4mniZrT8s46KrHQCtsouZ8MpbeFeYM2w0ISH4d+9NpW8TtJIcjEaCmwQy/r9zLNlBN3Ju3YbOGzfjuXI5yuBWeObk0ibGHLS5kJZJ0yGPoPVvRrVej6uzM+MHDcJ0PpbqNHNmQ0leLjuXLAAgsGNnNHb25F67yurXX+Lo2tVoy0rZ9tk8TEYjzcN70iK8J2n/eIGsd96hOjkZmb09LtOn02TPXvwXm6f41IbgchcuorW3HfPGtOOz8R34bHwHPp/QkU/H92aMoRtybTUqf39sunWz3E95USFr//s66ZcuEFBWhcxkzuBxHj+OwM2bsOnZA1N1NdnvvU9lbBySUonaaH7srjq2RLKyIyP+Amd2bWef50B0kpKWdgb+0acJAB+tP05S9GkUKjWj33gfJy8fskuqOJJk/hsLkWfRKzWd4HxzQ+H4Vn1w9QvA3tUdueJ6w9Urp81lco7N2pKu8SK5cR9ON32YtU4RjN+tZeSSSL48eIWk3HJUchmBruapRvvjc5DkchwffgSA4vWinOZ+bN++HYVCQVhYmGVZYWEhb775JitXrmTChAkEBQURHBzMsGHD7unYCxYsYMCAAbz22mu0aNGC1157jX79+rFgwQLLNnK5nCFDhrBmzZoHdk8NofhdzyYIgiAIgiAI90h71hwYsWrfHkmhwG7AAIrWrqXk558tTVFtwsNxbtwYX19f0tLScHNz4+GHH75tNoe/vz/jx4/nxIkTdO3aFVVlBecBO1c3NDc0VXX09CIl9hwVagWlu3fj/u9Xf1WGyI1yryWDyYStkzPWDvWbV1bGmgMjVsGtAWjTdyCRP/1AVmIC2UmJeAQ2+dXXIJfLGT16NKdOnaJPnz633a5p06ZYW1tTVlZGYmIizZs3B6CiooKoqCiOHz9O9W1KfFJqvvmVyWR4eHhgZ2dHQkICACEhIQwdOhSZTEZISAgHDx4kNzeXxMTEOpk+tfbt24dOp8PLywtfX19iY2MpKyvj2LFjHDt2DFllBZqmTWmmtEFxLYWShYvQ55jLf8p69+FyYQF6O0ckCTo0b8KwCRPv+nw6d+mK008/UbT2J6RPPiHX3Y0sLy+i4i6BQoVtcTFhm7eQsXiJZR/rbt2Io4qq0hI8gpox/OXXqSwrY++yJVw+Hsmx9Ws4s20T1Votdi5u9J86g4Jvl1J28CCSWo37P1/CYdRoyyhjpYc7qpAQqk+fxghUxcdTumsX9oMG1blWk05H4erVADg9NgGpZrR1cU4262e/RWFmBtb2DjTLKccIlgwshasrjb76isLvV5Ezdy4mnQ7nJ5+gzb59eJbnk2XjgteUN9Ft+5KdhfakKd1RGqvplrSFcVPn8s2BBDL0GpJsg3jl+cfxb9ueIc+/zEtzv8ckyfCuzGSEuwumvfvo0dyRWNdAtsVmMbVH3YCgtrSE9EsXOO7YiRPazuAF1FbE1CTiKI3V9G7myvDOQfRu7kZuaRV95x/kxNUCyqr0OIx8hLzFiymPOkZ1Wjoq31v37/m9mUwm9NW/b3lILYWq4Zlthw4dolOnTnWW7d69G6PRSHp6Oi1btqS0tJTw8HDmz59Po0aNGnwdUVFRvPTSS3WWRURE1AmMAHTp0oU5c+Y0+LgPggiMCIIgCIIgCH96Mjs7rGqagNoPHkTR2rUUb9kCJhNyV1fUzZoiSRLDhw/n5MmTdOvWDXXNxJPbCQoKIigoCIAz238GwO2GbBG4IWPESoPuajqVFy5gFRz8QO7JUkZzi2wRuB4Y0bRpA4C1gyPNQrtx6ehBondtI+KZFx7IdXh7ezN8+PA7bqNQKGjbti3Hjh0jOjqaRo0aWYIRtQERlUqFra0ttra2SLpqMuJiwGTEZGWLwtmFysoqMjMzLZNdevfuTa9evSwf2DQaDR07duTYsWNERkbWC4xkZmYSXZM9NGTIEBo1akRERARXrlxh9+YN5JVpMWqsqfDyZ2dgCwJPnCDowEHkBgMxHdqTkJYKmHvDjBo1Ck/P+lkityPJZDiNG4td/34oPp7DOq2WSisrHIqK6L3/AJqqKkwyGSovL3Tp6VQcPUpjwEulwLVDd4x5+dh4ejL8n68TH3WEvUsXoy0tAUli8HMvYbhwgdyF5ikynm+/heOoUfWuwevlf3JtwmOWrJGMefOwGzDAMia37MhRsmfPpjopCcnaGodHzJkTl44eZM/SxVSVl2Pn6sawwSMpeuVVZLa22A++HliRJAnnSROxCQ9DGx2Nw4gRWHfpQt+5a/mhxUC2xuby+gv/4b+fm7O0uhdEYlWWy75FH9A635GTTp24GBhBQDvzh+rK8nIu2rQwP9dpp5HtOADAww9358sEOH2tkMxiLV4O10uPrp49RabSlZOO5mM4ocWhIpt2TXzp2S2ErD3rKD+zj9aNejKknTkbzFatwN/Fmmv5FUQm5jEw2Ber0K6cvXYZadUKWsx6vcHP829JX23k65kH/5BzP7WwF0r17ccp3yg5ORlvb+86y2qz8GbPns3ChQtxcHDgzTffZMCAAcTExKBSqRp07KysrHqNqj08PMjKyqqzzMfHh5SUFIxGIzLZ71PkIkppBEEQBEEQhD81j3+/SrPjx3AYOgQA686dkTs5QU25hU1YmOXDtbu7O0OHDsXxLuNDb5aXYk7vd/OvG6Rw9DB/eNY6OwFQsHTZ/d/ITXKumQMjtyqjMRkMaGtGjlq1vh6IaT9wKGD+sFtZVvbArqUhastp4uPjWbhwIYcOHaK6uhoPDw/Gjh3LrFmzeOGFF3jiiSdQp1xGk52CJicNq2uX6NUkgJkzZzJmzBh69erFhAkT6N27d71vsUNDQ5EkiatXr9YZjWsymSw9B1q3bm35llqhUOBqY0X12ShsL58jpHUwtra2lGm1xLRpw5YRw9kxeBAJNRkuXbp04amnnrqnoMiNFK6uNJk7h/EDBtBZLmdMq2CUT07mYPNG7G7fBKcVy7D6fAFX3B2pUsjQVOspW7GSxP4DyPvyK3PZTFh3pnyyhE7DRjJ4xkt4eXiT8fIrYDTi8PDDOIwcectzW3fsiE14GBJgkMCUlk7u+nVUp6SQOuM5UqdNozopCbmzMz5zPkYnk9j22Ty2LppLVXk5nk2aMe7dORj27gPAYfgwZNbW9c6jbtIEx9GjkZRKbLt1Y5i3+bv0yNQyZq6NRY+MTs4meuSYe+7kJCbQO/MEGpOOq6UmdsSkUZKbw1eff0uRyhGloZqRl6LQWWnwmv0BzaaMp5O/+e9p+/m6H4gvnzrBAdeemCSJRzr4sGKAHcOyt9P+6nZGdvRh9JiHkGPkUuQhinPM+0qSRJ/m7gDsjzdnBxV17kiSuxM7zhyloqT4vp7rvyutVotGo6mzzGg0otPpWLRoEREREYSGhrJmzRouX77M/v377+n4N//Nm0ymesusrKwwGo1U/Y4NdEXGiCAIgiAIgvCnJ8lkUPOt5I3lNGAuo/m1cq/VBkYC6iy3ZIwoZCCTUbJtGw4jhmNb08/kV53T0ni1fmCk+upVTBUVSNbWqAKvr/du3hI3vwByU5KJO7iXkKEjfvV1NJSHhwdeXl5kZmZSVVWFh4cHvXr1okWLFnW+1b12PprMxHgUShXdxk3k4PdLObvzFzoNH0lwcDDBd8i4cXR0pFWrVsTFxREVFcXImiBBfHw8ycnJKBQK+vfvX2efg98vxWQ00qRTKMNGj2GwXk9sbCxRkZFk5+RQZmeHlUzGI+PG0axZswfyWPj3749/zXX4mExcriwh6cxJtn0+n/KiQsq9XFCNfZSuAc0oWvM/Kk6dInfBAipOnsR7zsdYu7jQ6/EnMRkMpEybhj43F1WTIDzffuuOJQ+uzz1HeWQUUk0LluwPZpNvNIFOBwoFzo89hutzM8hMS2Hbq/+gNC8XSZIROmosXR8Zi6m4mPQ9e82PdU0Zzd10fOV5Wn20jQvOAVzOKcPeWM1La+fhXFbA6QBPsh1sqLSC1sUxnHIM4Z0Ve5mYvo5zbr0B6JUVS6a7PVecbelppaSjJDG4tRcnkwvZdj6TJ7ubm63qdTo2J5aTa++GrUrG60NaYi9vxv4VX1OQkUZGwiV8mrfEv20HrsWc5eTPG+k/9VnzOZq7sTwymQPxOVRrtZyIPQNAcEBTNKo7Z479XhQqGU8t/PXvG/d77oZydXW19F6qVdt7qFWrVpZlbm5uuLq6kpKS0uBje3p61ssOycnJqZdFUlBQgLW1dZ1Gxr81kTEiCIIgCIIg/OXcWAJgEx52hy3vzmg0kFczhePm6TCONU05qyq12Dw2AYDM/7yLoaz8zse8yzedRoOBvJRrALgH1J9IU9t4VdOqpaVUAszftraryRo5t3trvRHCv7WhQ4cSHBzMo48+ytNPP02rVq3qBEVMJhPH1pubJrbtP4gOg4Zh7+aOtqSYCwf3Nugc4TWBrtjYWEpKStDr9eyqaXwbFhZWJxsoOfo0V6NPI5Mr6PX4E4A5i6R9+/Y88+yzjI+IoKudHc8+99wDC4rcTJIk+k9/DrW1DTlXr1BeWICLrx99pj2Lw9Ch+H2/Eq8PPkDSaCg/epSrDz9C+XFzg9G8xUuoiDqGZGWF78KFt8zguJF1SAg24WHIAIMkoaiqBp2OXDtrznRpwxFtIUdf/Ad7/jWT0rxcHDw8Gfffjwkf8xhyhYLiTZtAp0PTti2aFi0adH/qwMYM877+Gpxx+kecywpQ+vjQq0sPQlt3pKWHL/1L4lAaq8lVuxFr25TLNuYytSdenIDvv1/FIJdxePV3FGSkMbiN+e/q1LVCsorN023OnY7miK05K+nVQS1ws1OjtrameWh3AGL37wagy4gxAMTt3015kfkDfFigC2qFjMziStb9sI7Sgjzs3Tzo/d5HyG7KfvijSJKEUi3/Q37upS9Shw4duFCTrVarW00T3/j4eMuygoIC8vLy6o33vpOwsDB2795dZ9muXbssf/O1YmNj6dixY4OP+yCIwIggCIIgCILwl2PdpQsOo0biMn0aypu+bbxXRVmZ6KurUKjUOHrWncqi1GiwdTJPbVGMGIbSxwd9ZqalH8TNTHo9GW+8QULnLpTUjAy+lYKMNPS6apQaKxw96k+CsTRebd2m3rqWPXqjsrKiMDODlNiYBt/ng+Dr68uYMWPqBURqpV04T/qlC8iVSjoPH4VcoSBk6MMAnPp5I0Zj/Yk2N/Px8cHPzw+j0cjx48c5deoUBQUF2NjY0L17d8t2RoOBA98vBaDDoKE4edVtsilJEs3Dwhj88svYu7j8mtu+KztnV/pMeQoAhVLFQzNfRanWWK7DcdRIGv+0FlWTIPS5uaQ88QQZr79BXs20Ga93/4O6pt/N3bg+9xwAckmi2NmRM018OO3vjtXVazRZ/wtukSfociWDUAcPJn28CO9mLQFz0KqwJsvK6dEx93R/E2aMoVNVNuPKLjFmwkACt/5C0J7dNPrvf+n21n8ZsuhLnvnhR6b1NpcsHfDoi06mwt/FmvCOgbQfOBT/th3Q66rZu3QJnvYaQmrLaWLNJVNz9l6lWqbGX13FY6EBlnO37jMAgPiow1RXamkU3AavJs3R66o5s20zABqlnPAg83O89cRlAPpMecryHAgNFxERQVxcXJ2skWbNmjFixAhmzpxJZGQksbGxTJ48mRYtWtyxafPNZs6cya5du/j444+5dOkSH3/8MXv27OHFF1+ss93hw4cZOHDgA7unhhCBEUEQBEEQBOEvR5LL8f7gA9xffvlXHyv3WjIAro38kMnqNyh0qAlcFBcV4PnuuwAUrlqF9ty5OtsZq6tJf+mfFK/fgKm6mqz3P8BQUnLrc1rKaBpbJofcSBtrHgurad263jqVxopWPfsCD3Z074MQtf5/ALTuMxBbZ/MH1TZ9BqKxtaMoO5PEE1G33K80P48Lh/ahqzZn2tR+g3z69GkOHDgAQN++fes01I3Zu5P8tBQ0dvaEjhz/W91Sg7Xq2ZchL/yL0W++X2fkcy1106Y0XrvW3EPEaKR4wwYwmXAcMwaHuzS/vZF1SAjWYaFgNOLXuy+Dx5fuMpcAACAASURBVE5mSGYJLTMLUBmMGG1skADnQ5EULlhoySqqOH4C3bUUZDY22A8efE/35uDuwrpPn+Sjz1/GZeqTqIOCbpmFML1XE6xVcqpN5tf0mBBfJEkyZ9VMew65UklK7DkSjh1hSBvz39W285kcuZzL8VIbMJmY1cMTuez6sX1aBOPo6YWuUktC1BEkSaLLw+bATvSubVRVmLO3ejd3AyBZ40tgx84EhXS5p3sUzNq0aUOnTp1YWxNEq7Vy5Uq6du3K0KFD6dWrF0qlkh07dqBUXh+1LEkSy5cvv+2xw8PD+d///sd3331H27ZtWb58OT/++KNlVDdAeno6kZGRPPHEEw/83u5EBEYEQRAEQRCEv7Xr/UXql7QAliySouxMbLt3w374MDCZyHzrbUw6HQBGrZa0Gc9Runs3klKJwtMTQ0EBuZ99fstj5tSc81ZlNCadjqqLlwCwalM/MALQboC5Ee2VU8cpzc9r6K3+ptIuxpIaF4NMrqDLiOtTVZQaDe0jzOU/J7esx1TTNLdWZmI838+ayfYvPmHH559gMplo1qwZzs7OVFZWUllZibu7u6X5K0BleRmRa1cBED56fJ0Ry38USZJo2a0XPi1a3XYbmbU13rM/wPvjj5DZ2GDVvj0eb9z71BS3mqyR4g0byP5gNsZ8c2mL1+zZtDp+DPdXzAHDghUrSZ/5IsbKSktPHvthDyGzsbmPO7w7ZxsVk8ICAJAkGNnR17LO0cPTUgZzYMU3DGjqAJjLaf619iwA7Sou0r9nSJ1jSpJE697mrJHYA+YyjKCQLrj4+lGtrSB6pzk46F9hLofL0HjRafy0BzZW++/orbfeYuHChRhvKNWzt7dn6dKlFBYWkp+fz4YNG+qM6q3tAVRbdnM7o0eP5tKlS1RXV3Px4kVLH6FaCxYsYMqUKfj6+t7mCL8NERgRBEEQBEEQ/tZyaybSuPrdOjDiVNOAtSjLnPLv8dpryJ2cqEpIIH/pMgxlZaRMn075kSPmXhFfLsF79gcAFP7wA5XxCfWOmXOHxqslO3Zgqq5G7uyM0s/vltfk2sgf31atMZmMxOzdcY93/Ns4tuFHAFr37o+9q3uddR0iHkKhVJF15TJpF85blieePMbad19HWzM5JOH4UU5uWY9MJiMs7HrvmIiIiDqlO8c3rkVbWoKzty9t+99b9sOfgcOIETSLisR/9ar76oFh3amTpemwwt0dz3feJmj7NhxHPoKkUOAybRre8+chKZWU7t7NtUmTKa3p7eDUwKar9+vpnoF08HNkarfGeDvWbZ7ZecQoHDw8KSss4OruTXT0c8RkgsxSHVaGCsb66lHeollqcK9+SJKM9EsXKMhIR5LJ6DJiNABntm+hvLiI+HVLcawuxCTJOF8sPub+GkOGDOHpp58mPT29wfvs2LGDp556qt6Y7Xvl7u7Oe++996uOcT/EK0YQBEEQBEH4W6vNGHG/W8ZITWBE4eSEx2uzAMhbvJhrEyehPXUama0tfku/xbZbN2zCw7GLiACDgez336+TJWEymSylNDeP6jXp9eR9Ye474Txp0h2/9a4d3Xt+704Mev093/eDlJFwiWsxZ5HJ5ZYyhxtZOzgS3Ns8xeXklvUAnN3xM5vnf4C+uorG7UPoNXEqAIfXrCA5+jTt27enefPmhIWFEXRD/42irEzObNsCQK9JU5Er/pqDNiWVqk5j3Xvls3ABvksWE7RrJ07jxyPVTG2q5TB0KH7LliKzt6cyJgaTToemdWs0rW6f0fIgONmo2DijG28+VP88SpWavlOeBuDMts309rseOOmeH0mbLiH19gGwdXahcQfzuuMbf6QwM51mYT2wd3OnoriIbYvmUlZYQHMpH4AD8TkP+rb+dmbOnFknI+RunnnmGb744otffd5//etf9abU/B5EYEQQBEEQBEH426osL6M0Lxfgln0hAEtz1KLsTMsy+2HDsOneHVN1NVUXLyJ3dMRvxXKsb5ik4PHvV5E0GipOnqzTiLWsMB9taQmSTIZro7oTHUq2bqU6ORm5oyNOjz9+x2tv0jkUG0cnyosKSTx57J7u+0E7tsHcW6RVz744uN/6Q02nhx5BkmRcjT7N1kVz2ffdV2Ay0aZfBA+/+jYhQx+mTd+BYDKxddFcygvyGT9+PBEREZZjpF44z7oP3sRo0BPQriON23f6Xe7vz0huZ4ddnz53zDix7tyZgDU/oPQxN6Z1Gv/H92IJ7NiZoE6hGA0GbE5twtNORVD5FZpXJBLYofNt96stp7lwaB/LXnyar56ZhKImuyQl1tzvZ3R/8+thf3xuvZItQbgTERgRBEEQBEEQ/rbyahqv2rm63bZPhYOHebRoRXER1doKwNz3wPM/7yB3ckLh4YH/9yuxCg6us5/S2xvXp82TSnLmzMVYbm4SmXPVnC3i4tMIxQ3f8pv0enJrppQ4T30Sue2d+0DIFUra9DMHDfav+JqfF3zMwVXLOLvjZ66cPk5BRsPT4H+NtAuxXD17CkmS3TJbpJajpxdNQ839By4dPQhA93GTGDD9eWRy80jRvk8+i1eT5lSWl7Fl3vvoKs2jXHVVlexf/jVr332N4pxs7N3c6fvkM6KPRAOog4JovGE9jb79FoeRj/zRlwNAn8nTUShVFF08w8umgwzO2YV30+bYODrddp8mnUMJGz0er2YtkCuVVJaVUpCealkvUyiwS4/BSiGRW1pFXMatGx8Lwq38NfPOBEEQBEEQBOEBqO0v4nabbBEAjY0tVnb2aEtLKMrOspS/qHx9Cdq9C5lajXTDZIYbOT/5JEUbNqJLTSXvy69wf/mf1yfS3FRGU7zlZ3TXUpA7OeE8YUKDrr9tv0Gc+nkj5YUFJEQdrrd+6MxXaRHe847HKM7J5uKRA3QcMhyVxuqO297MoNezd9kSANr0G2jpx3I7XYaP4vKxo0gyGYOenUnLHnVHfSqUSoa9/BqrZr1IbkoyO79aRIdBw9i55FMKMzNqzhNBr8enora2vqdr/TuTOzhg2/3OTTF/Tw7uHnR95FGOrl1FyvloJCAopOsd95FkMsLHPEb4mMcw6HXkXksmMzGey8ePkhF/EYNeT9zurXi6D+KqTWNWbtjDG2O74eDu+fvclPCX9psFRpKTk3nvvffYt28fWVlZeHt78/jjj/PGG2+guqn+TRAEQRAEQRD+CNcn0tRvgnojR08vc2AkK6NOXxD5XaahyNRqPF57jbQZM8hfvhyHkY+Qc62mv8gNPU1MOh15S8wBBpdpUxs8NcTOxZUnPllCdlIiJXk5lOTlUpKbQ15qMkVZmcTu333XwMjepYu5Gn2ayrJSek+a1qDz1ore+Qt5qdfQ2NnTfdyku27vEdiE8e/NRW1jg7P3radO2Dm7MuylWfz03hvERx4iPvIQYO4zMfDpF2jc/tZ9KIS/lk7DRhJ3aK+ld0+TTncOjNxIrlDiGdQUz6CmdIh4CKPBwLXz0Vw8vJ8LcRlcpTGHrxSy/JXnmPHNapTqe29wK/y9/GaBkUuXLmE0Gvnqq69o0qQJsbGxTJ8+nfLycubNm/dbnVYQBEEQBEEQGux6YCTgjts5eXqTeTmejIRLNAvtfk/nsO3TG5tePSk/eIist94mx9H8JaF74+sNRYu3bEGXmorcxeWe+0DYu7lj71Z3CkxRViZLZ04nJfYcFSXFWNs73HLfiuIikmPMo1JjD+ym26OPo2zglJSygnwif1oNQI/xk7Gys2/Qfl5Nm991G9+Wrek9aZq5Dwnm3iV9Jj/1pxjLKzwYCpWKfk88w/oP38G1kT/OPg1v9HkzmVxO4/YhNG4fQqusAvYuiCJL44l3p+4iKCI0yG8WGBk0aBCDBg2y/B4YGEh8fDxLliwRgRFBEARBEAThD2c0GshLTQHA7TYTaWo1C+vOhcP7Ob9vJ6GjxqGxafgHdEmS8HztNZKOHaf4zGmK2wTWOac5W+RLAFymTkX2AEpEHD298AhsQnZSIpePH6XdgCG33C4+6jAmoxGAqvJyLhzeT7sBDRt/e3DVMqq1WjybNKNNnwG/+ppv1j7iIawdnLCys8OvdbsHfnzhjxfQPoTHZn+KjZPTA+sXE+DpTDMPWxKyy1D3uH3PG0G40e/afLW4uBhnZ+fbrq+qqqKkpKTOjyAIwv9H4v1OEIS/iz/z+11RVib66ioUKrVlJO/tBHbojGsjf6q1Ws7t2nbHbW9FFRCA//cr0fqbvxXXVOspX/0DJoOBok2b0KWlIXd1xWn8uPu6l1tpHtYDgEs1pSi3cvHIAQBcfP0A8wjdhkzzSI2LMTdQlST6T52BJHvwHyskSaJ5WHcRFPl/zjOoKXbOrg/0mH2amzOoDiTkPdDjCv9//W6BkStXrvDZZ5/xzDPP3HabDz/8EAcHB8vPvcxNFgRB+CsR73eCIPxd/Jnf73JrJtK4NvJDJpPfcVtJJqPziNEAnN62GV1V5T2fz6ptWxTPTAfAXltF7oKFpDzxJPm12SLTpiKzurfmp3dSGxhJuxhHWUF+vfVFWZlkXo5HkmQMf/l1FGo1+WkppMadv+NxzQ1Xzdfcrv9gPAKbPLBrFoQHoXdNYORgQi5Goxjbe6/y8/Nxd3cnOTn5dz93586d2bBhw+9+3nsOjPznP/9BkqQ7/pw6darOPhkZGQwaNIgxY8YwbdrtGzq99tprFBcXW35SU1Nvu60gCMJfmXi/EwTh7+LP9n6nq6wkJfYckT/9wLH1a4C7l9HUahHeE3s3D7QlxcQe2HNf58/LNI/Q9Q7vjmRtTcWJE+gyMpC7ueI07sFli4C594hX0+ZgMpFw/Gi99bUjc/3atMPZ25fgnn0Bc0PVOzm7fQv5aSlY2dnTbdzEB3rNgvAgdApwYkJXP957uDXGBmRACXV9+OGHDBs2jICAgDrLly9fTtu2bdFoNHh6evL888/f03G/+eYbevTogZOTE05OTvTv358TJ07U2eatt95i1qxZGGtK/H4v99xj5Pnnn2fcXd60b3wAMzIy6NOnD2FhYXz99dd33E+tVqNWq+/1kgRBEP5yxPudIAh/F3+G9zuTycTZHb9w8fA+sq9esfTUqOXftkODjiOTy+k8bCR7ly3h1M8baNtvEHLFvf13OqdmVK/foMH4T5pK+j9fpvLCBdz+8Q9kDWx6ei9ahPck83I88ZGH6Th4uGW5yWSylNG07N4bgPYDh3Ju93YSTx6jJC8He1f3escrLcgjcp05oNTjsSlY2do98GsWhF9LKZcx+5E2f/Rl/CVptVqWLl3Ktm11SwY/+eQT5s+fz9y5c+natSuVlZUkJSXd07EPHDjA+PHjCQ8PR6PRMGfOHAYOHEhcXBw+Pj4ADB06lOnTp7Nz504GD25Yv6MH4Z4DI66urri6NqwGLD09nT59+hASEsJ3332H7DeoPRQEQRAEQRCEO0k8dYz9y7+y/G7r4opvi2B8WgTTqFVrS3+Nhgju05+o9Wsoyc0hPuowrXr0afC+Br2e/NRrALgHBKJy9yRg7Y/osrJQ+d56dO2v1Sy0O/tXfktGwkVK8nKxd3UDzAGagow0FEoVTTqHAeDqF0Cj4LakxsVwbtc2ekyYUudYuspKti6ci65Si1fT5rTu1f83uWZBEP4427dvR6FQEBYWZllWWFjIm2++yc8//0y/fv0sy4ODg+/p2KtXr67z+zfffMO6devYu3cvkyaZx33L5XKGDBnCmjVr/tyBkYbKyMigd+/e+Pn5MW/ePHJzcy3rPD09f6vTCoIgCIIgCIKFXqfj4PdLAWjbbxBdRz56y0yIhlKq1HQcPJwj/1vJiU0/0bJbrwY3Hi1IT8Wg16OyssbezQMASaH4zYIiALbOLvi2CCbtYiwJUYfpNGwkcL3pamBIF9Q3TMHpMOghUuNiiNm3i9DR41GqzNk+uuoqNs39L+mX4lBZWTPgqX/8Jg1XBeH/K5PJhL6q6g85t0KtbvDUn0OHDtGpU6c6y3bv3o3RaCQ9PZ2WLVtSWlpKeHg48+fP/1V9oyoqKtDpdPUGtHTp0oU5c+bc93Hvx28WGNm1axeJiYkkJibie9ObfUM6XQuCIAiCIAjCr3Vm22aKs7OwcXKm16SpqDS/vrlpu4FDOLH5J/LTUrhy5iRNOnVt0H61ZTTuAYEPbDRpQzQP60HaxVjiawIjRqOB+Jr+Ii2696qzbVBIV+xc3SjNyyX+6CFa9xmAvrqazXPfJyU2BqXGilGvv4ubX8Dvdv2C8P+BvqqKRZNH/yHnfmHFOpQNLNVLTk7G29u7zrKkpCSMRiOzZ89m4cKFODg48OabbzJgwABiYmJQqVT3dV2zZs3Cx8eH/v3rZp/5+PiQkpKC0Wj83apOfrOzTJkyBZPJdMsfQRAEQRAEQfitlRcVcmzDjwD0GD/5gQRFADQ2trQbOBSAE5vWNvj/t7nXzIERt4CGNXt9UJp2DUeSZGRduUxRViZpF+IoKyxAbWND4/Z1vxmWyeW0r7m3szt+Qa/T8fOnH3It5iwKtZqRs97Bu1nL3/X6BUH4/Wi1WjQ3BVGMRiM6nY5FixYRERFBaGgoa9as4fLly+zfv/++zjNnzhzWrFnDhg0b6p3PysoKo9FI1e+YYfObZYwIgiAIgiAIwh/pyP9WoqvU4hnU9J56gTREyJARnNm2mczL8aRdjKVRq7s3esxJvgqAe0DQA72Wu7FxdKJRcBtSYs8RH3WY4pwsAJp17YZCqay3fes+A4j8aTU5yVf48Z1XybpyGYVKzch/v/N/7N1/XNX13f/x5+GHcFAUElFAVKb4M1QUNXSm5gTFqOZls2SVlla7rJWNvhmL6nIt+r3qamtznTIuE2UL+7EpZFehONCZxRRojiYninQaEP7ggAKf7x9dnXUC5fDzcORxv93O7Tben/d5v96vfXbe3fbq/Xl/NHTcpd06d+Bi4eXjo5+++keXxXZWUFCQqqurHdpCQkIkSePHj7e3DRo0SEFBQSovL2/zfJ566ik9+uijevfddzVx4sRm16uqquTn5ydzJ76+vDUURgAAAHDR+deRT+yv1J234tZOPw+jb0CgLp37A/1t5w5t/++nFDAkRB6eXvL09JSHl5c8PD3l7eP79cfXV94+PvrXkU8kff0oTXcbM/NylRf9TR/vydXp6kpJ/34bzXf59R+gsbPmqDj3XR37Z6k8vb11zb2pCp/Q/P/AAHCOyWRy+nEWV4qOjtamTZsc2mbNmiVJOnz4sP2YjKqqKn355ZcaPnx4m8Z/8skn9cgjjygnJ6fZWSbfKCoq0pQpU9ox+/ajMAIAAICLimEYev/VDZJhaOysOV326EdM4n+oKPddna6q1OmqSqe+4+ntrYFD239YYXtFzpip/7X8RpWff/1vd/tdMvCCuz+mLLpKxbnvytPLS1cnP6DhEyd311QBuFB8fLzuv/9+VVdXKzAwUJI0evRoXX311brrrru0YcMG9e/fX/fff7/Gjh2refOc3433xBNPKDU1VZs3b9aIESN07NjXu9f69eunfv362fvl5eUpLi6ucxNrBYURAAAAXFT+sXePKv5eIq8+Ps1eOduZAgYP0Q2PPaeqis/V1NSopoYGNTY2qqmxQY0NDWqor9e5+jqdq6/Xubo6NZyt1/BJU+Tp1fzxla5m7uev4VGTVVZ4QJI0tpW36QSP+J6W/vwR+fbrp8HfG9Vd0wTgYlFRUYqJiVFmZqZuu+02e3t6errWrl2rxYsXy8PDQ3PmzFF2dra8v/U4nslk0iuvvKIVK1a0OPZvfvMbnT17VkuXOh5C+9BDD+nhhx+WJFVUVCg/P7/ZrpWuRmEEAAAAF41zZ+u1a9PLkqRpV/2H+gcN6tJ4A4cO08Chw7o0RmcZM/Nyh8JIa9glAvROqampSk5O1urVq+1vhenfv78sFossFkuL37FarfLy8rI/dnO+Pq159tlntWLFimZvtu1qFEYAAABw0fjwz2/q1Jcn5D9wkKZdtcTV0+lRRk2L1SVhf9SA4MEuOecEgHtISEhQaWmpKioqFB7u3KN/2dnZuvXWWxUZGdmh2MHBwUpOTu7QGO1BYQQAAAAXhfraWn3wdpYk6fvX3yhvn55/0GF38vHz08pnXnT1NAC4gbvuuqtN/W+//fZOiXvvvfd2yjht1bnHcwMAAAAu8lH226o7c1qXhA7V2FmXu3o6AAA3QWEEAAAAbu+srVYH/vyGJOmyJcvk4eHp4hkBANwFhREAAAC4vY+y/6S606cUGBKmMewWAQC0AYURAAAAuLWzdTZ9wG4RAEA7URgBAACAWyvM+bPqTp1UwJAQp15DCwDAt1EYAQAAgNs6W2ezv4nmsiXXycOT3SIAgLahMAIAAAC39bd3tst26qQCBodo3Pfnuno6AAA3RGEEAAAAbulcXZ32/99ukRlLlrFbBAA6QWVlpYKDg2W1Wrs99rRp05SVldXtcSmMAAAAwC39bed22U7WaMDgIRo/e56rpwMAF4W0tDQlJiZqxIgRDu0bN27UxIkT5evrqyFDhuiOO+5od4wtW7bIZDLpmmuucWhPTU3VunXr1NTU1O6x24PCCAAAANzOubP1/94t8sMfsVsEADqBzWaTxWLRqlWrHNqfeeYZ/fznP9e6detUXFys//3f/1V8fHy7Ynz66adKTk7W7Nmzm11bvHixampqlJOT066x28urW6MBAAAAneDjvPdVW/OV+g8K1vjZV7h6OgBwUdixY4e8vLwUGxtrb6uurtYDDzygt99+W/Pnz7e3T5gwoc3jNzY2KikpSf/1X/+lvLw8ffXVVw7XPT09lZCQoIyMDC1atKj9ibQRO0YAAADgVgzD0Ifb35IkRS9MlKcX/64PQM9mGIaazja65GMYhtPz3L17t2JiYhzadu7cqaamJlVUVGjcuHEaOnSofvSjH+mzzz5r838P69ev16BBg3TLLbect8/06dOVl5fX5rE7gn+KAAAAwK18evAjVX5eLm9fs6KuiHP1dACgVca5Jn3xYL5LYoeunylTH+ceN7RarQoNDXVoO3LkiJqamvToo4/queee04ABA/TAAw9owYIFOnjwoPr06ePU2H/5y19ksVhUWFh4wX5hYWEqLy9XU1OTPDy6Zy8HO0YAAADgVg5sf1OSdOm8H8jHr6+LZwMAFw+bzSZfX1+HtqamJp07d07PP/+84uPjddlllykjI0OlpaV6//33nRr31KlT+vGPf6zf//73CgoKumBfs9mspqYm1dfXtzuPtmLHCAAAANxG5eefyVp4QDKZNGXhVa6eDgA4xeTtodD1M10W21lBQUGqrq52aAsJCZEkjR8/3t42aNAgBQUFqby83Klx//nPf8pqtSoxMdHe9s2bZ7y8vHT48GGNHDlSklRVVSU/Pz+ZzWan591RFEYAAADgNj78v90io2JmKGBIiItnAwDOMZlMTj/O4krR0dHatGmTQ9usWbMkSYcPH9bQoUMlfV28+PLLLzV8+HCnxh07dqwOHTrk0PbAAw/o1KlTeu655xQeHm5vLyoq0pQpUzqSRptRGAEAAIBbsJ06qZLd70mSpiRc7eLZAMDFJz4+Xvfff7+qq6sVGBgoSRo9erSuvvpq3XXXXdqwYYP69++v+++/X2PHjtW8efOcGtfX11eXXnqpQ1tAQIAkNWvPy8tTXFz3nh/FGSMAAABwCwffzVbDubMKHjFSQ8dd2voXAABtEhUVpZiYGGVmZjq0p6ena8aMGVq8eLHmzJkjb29vZWdny9vb297HZDJp48aNHYpfUVGh/Px8rVy5skPjtBU7RgAAANDjNTac00c5f5IkTV18tUwmk4tnBAAXp9TUVCUnJ2v16tX2t8L0799fFotFFoulxe9YrVZ5eXnZH7txRktFlGeffVYrVqywP7LTXSiMAAAAoMf7R8EenamuUt+AQI2ZOdvV0wGAi1ZCQoJKS0tVUVHhcPbHhWRnZ+vWW29VZGRkh2IHBwcrOTm5Q2O0B4URAAAA9GiGYdhf0Ts5brE8vbxb+QYAoCPuuuuuNvW//fbbOyXuvffe2ynjtBVnjAAAAKBHq/h7sf515BN5effRxAWLXD0dAMBFhsIIAAAAerQDf/56t8i42XPl13+Ai2cDALjY8CgNAAAAerTJ8YvV2HCOV/QCALoEhREAAAD0aMOjJmt41GRXTwMAcJHiURoAAAAAANBrURgBAAAAAAC9FoURAAAAAADQa1EYAQAAAAAAkqTKykoFBwfLarV2e+ylS5fqmWee6fa4FEYAAAAAAIAkKS0tTYmJiRoxYoRD+8aNGzVx4kT5+vpqyJAhuuOOO9o89ldffaU1a9YoJCREvr6+GjdunLZv326//uCDD+qXv/ylTp482dE02oS30gAAAAAAANlsNlksFodihSQ988wzevrpp/Xkk09qxowZqqur05EjR9o09tmzZ7VgwQIFBwfrj3/8o4YOHarPPvtM/v7+9j4TJ07UiBEj9Nprr+knP/lJp+TkjB5dGDEMQ5K6vVoEAK35Zl36Zp3qKNY7AD0V6x2A3qKz1zt3tGPHDnl5eSk2NtbeVl1drQceeEBvv/225s+fb2+fMGFCm8Z++eWXVVVVpfz8fHl7e0uShg8f3qzfVVddpYyMDAoj3zh16pQkKTw83MUzAYCWnTp1SgMGDOiUcSTWOwA9F+sdgN6is9a7bzMMQ+fOnevUMZ3l7e0tk8nkVN/du3crJibGoW3nzp1qampSRUWFxo0bp1OnTmnmzJl6+umn27SWv/XWW4qNjdWaNWv05ptvatCgQVq+fLnuu+8+eXp62vtNnz5daWlpqq+vl4+Pj9Pjd0SPLoyEhobat9a0dCNPnjyp8PBwffbZZ+rfv78LZth1yM09kZt7ak9uhmHo1KlTCg0N7ZQ5sN6Rm7shN/fEeuda5OaeyM099YT17tvOnTunRx99tNPHdUZKSor69OnjVF+r1dos/yNHjqipqUmPPvqoCSbeyAAAIABJREFUnnvuOQ0YMEAPPPCAFixYoIMHDzo99pEjR/Tee+8pKSlJ27dvV2lpqdasWaOGhgY9+OCD9n5hYWGqr6/XsWPHWtxR0hV6dGHEw8NDQ4cObbVf//79L7of8jfIzT2Rm3tqa26d+W8SWO/IzV2Rm3tivXMtcnNP5OaeXLneuSObzSZfX1+HtqamJp07d07PP/+84uLiJEkZGRkaMmSI3n//fcXHxzs1dlNTk4KDg7VhwwZ5enpq6tSp+uKLL/Tkk086FEbMZrMkqba2tpOyal2PLowAAAAAAODuvL29lZKS4rLYzgoKClJ1dbVDW0hIiCRp/Pjx9rZBgwYpKChI5eXlTo8dEhIib29vh8dmxo0bp2PHjuns2bP2nSdVVVX2GN2FwggAAAAAAF3IZDI5/ciJK0VHR2vTpk0ObbNmzZIkHT582L7jr6qqSl9++WWbHnWZNWuWNm/erKamJnl4eEiS/vGPfygkJMThv5uioiINHTpUQUFBHU3HaZ4PP/zww90WrQt4enpq7ty58vK6+Go85OaeyM09uUNu7jDH9iI390Ru7skdcnOHObYXubkncnNPrsqtoaFBX331lQIDA93uv1d/f3898sgjuvPOO+2PtAwcOFCFhYXavHmzJk+erJqaGt1xxx3y9PTU448/7rAD5EJGjx6tp556SseOHdOoUaO0d+9eJScn684779Tll19u7/f8888rMjJSV199dafl1do9MRm9+V1EAAAAAAB0orq6OpWVlSkiIqLZeR3uIDY2VitWrNBtt91mbzt58qTWrl2rrKwseXh4aM6cOXruuecc3kpjMpn0yiuvaMWKFecdu6CgQGvXrlVhYaHCwsJ0yy23OLyVpq6uToMHD1ZOTo4uu+yyTsuptXtCYQQAAAAAgE7i7oWR7du3Kzk5WUVFRfZHXlpjtVoVGRmpkpISRUZGtjv2r3/9a7355pt655132j1GS1q7J+61rwcAAAAAAHSZhIQElZaWqqKiwmFHyIVkZ2fr1ltv7VBRRPr6oNj//u//7tAY7cGOEQAAAAAAOom77xi5GLV2T5zbFwMAAAAAAHARcuvCyG9+8xt7xWfq1KnKy8tz9ZTabPfu3UpMTFRoaKhMJpPeeOMNh+uGYejhhx9WaGiozGaz5s6dq+LiYhfN1nlpaWmaNm2a/P39FRwcrGuuuUaHDx926FNfX68777xTQUFB6tu3r6666ip9/vnnLpqx81588UVNnDhR/fv3V//+/RUbG6sdO3bYr7trXi1JS0uTyWTS3XffbW9z1/wefvhhmUwmh8+QIUPs13v6b431rudivXO/vFrCetczfmsXw1onsd654++G9c4983Pn9Q49i9sWRrZu3aq7775bP//5z/XRRx9p9uzZWrRokcrLy109tTY5c+aMJk2apBdeeKHF60888YSeeeYZvfDCC9q/f7+GDBmiBQsW6NSpU90807bZtWuX1qxZo71792rnzp1qaGhQXFyczpw5Y+9z9913a9u2bdqyZYv27Nmj06dP68orr1RjY6MLZ966oUOH6rHHHtMHH3ygDz74QFdccYWuvvpq+yLrrnl91/79+7VhwwZNnDjRod2d85swYYKOHj1q/xw6dMh+rSf/1ljvXH8PLoT1zv3y+i7Wu57xW7tY1jqJ9c4dfzesd+6bnzuud+iBDDc1ffp04/bbb3doGzt2rLFu3ToXzajjJBnbtm2z/93U1GQMGTLEeOyxx+xtdXV1xoABA4zf/va3rphiux0/ftyQZOzatcswDMP46quvDG9vb2PLli32PhUVFYaHh4eRnZ3tqmm2W2BgoPHSSy9dNHmdOnXKiIyMNHbu3GnMmTPHuOuuuwzDcO/79tBDDxmTJk1q8VpP/62x3rn+HrQF65175cV613N+axfjWmcYrHfu8rtpCetdz8+vp653NpvNKCkpMWw2W5fGgfNauyduuWPk7NmzOnDggOLi4hza4+LilJ+f76JZdb6ysjIdO3bMIU8fHx/NmTPH7fKsqamRJF1yySWSpAMHDujcuXMOuYWGhurSSy91q9waGxu1ZcsWnTlzRrGxsRdNXmvWrNHixYv1gx/8wKHd3fMrLS1VaGioIiIidN111+nIkSOSevZvjfXO9fegrVjv3Csv1rue8VvrLWud1HPvQXuw3rlXXqx37vtbQ9dzy9f1fvnll2psbNTgwYMd2gcPHqxjx465aFad75tcWsrz008/dcWU2sUwDN1zzz36/ve/r0svvVTS17n16dNHgYGBDn3d5R4eOnRIsbGxqqurU79+/bRt2zaNHz9ehYWFbp2XJG3ZskUffvih9u/f3+yaO9+3GTNmKD09XaNHj9a//vUvPfLII5o5c6aKi4t79G+N9c7196AtWO/cJy+J9e7bXP1b6y1rncR615Ox3rlffu643qFncsvCyDdMJpPD34ZhNGu7GLh7nnfccYcOHjyoPXv2tNrXXXIbM2aMCgsL9dVXX+n111/XTTfdpF27dp23v7vk9dlnn+muu+7SO++806ZXi7lDfosWLbL/56ioKMXGxmrkyJF69dVXddlll0nq2b+1njy3zuTuebLeuU9erHc987fWU+fVFdw9V9Y798mL9c69f2voHm75KE1QUJA8PT2bVTCPHz/erCLozr45Udmd87zzzjv11ltv6f3339fQoUPt7UOGDNHZs2dVXV3t0N9dcuvTp49GjRqlmJgYpaWladKkSXruuefcPq8DBw7o+PHjmjp1qry8vOTl5aVdu3bp+eefl5eXlwYPHuzW+X1b3759FRUVpdLS0h79W2O9c588We++5i55sd71rN9ab1nrJNa7noz1zj3z+zZ3WO/cQWVlpYKDg2W1Wl09FdXX12vYsGE6cOBAl8Zxy8JInz59NHXqVO3cudOhfefOnZo5c6aLZtX5IiIiNGTIEIc8z549q127dvX4PA3D0B133KGsrCy99957ioiIcLg+depUeXt7O+R29OhRFRUV9fjcWmIYhurr690+r/nz5+vQoUMqLCy0f2JiYpSUlGT/z+6c37fV19fr448/VkhISI/+rbHeuf4etIb1zj3zYr3rWb+13rLWSax37oT1zj3y+zZ3WO/cQVpamhITEzVixAhJ0saNG5u9Fvmbz/HjxzsUa8WKFc3G/Ga3j/T1uTDJycm67777OhSnVV1x4mt32LJli+Ht7W1YLBajpKTEuPvuu42+ffsaVqvV1VNrk1OnThkfffSR8dFHHxmSjGeeecb46KOPjE8//dQwDMN47LHHjAEDBhhZWVnGoUOHjOuvv94ICQkxTp486eKZX9hPfvITY8CAAUZubq5x9OhR+6e2ttbe5/bbbzeGDh1qvPvuu8aHH35oXHHFFcakSZOMhoYGF868dffff7+xe/duo6yszDh48KCRkpJieHh4GO+8845hGO6b1/l8+9Ryw3Df/H72s58Zubm5xpEjR4y9e/caV155peHv729fM3ryb431zvX34EJY79wvr/NhvXPtb+1iWesMg/XOHX83rHfumV9PXe/c+a00tbW1RkBAgJGfn+/Q9u3f/NGjR434+Hhjzpw5HY530003GQsXLnQYu7Ky0qHPl19+afTp08coKSlpd5zW7onbFkYMwzB+/etfG8OHDzf69OljTJkyxf6qMHfy/vvvG5KafW666SbDML5+zdRDDz1kDBkyxPDx8TEuv/xy49ChQ66dtBNaykmS8corr9j72Gw244477jAuueQSw2w2G1deeaVRXl7uukk76eabb7b/727QoEHG/Pnz7f/QNAz3zet8vvsPTnfNb9myZUZISIjh7e1thIaGGkuWLDGKi4vt13v6b431rudivXO/vM6H9c71Loa1zjBY79zxd8N655759dT1zp0LI6+//roRFBR0wT7Hjx83vL29jfT09A7Hu+mmm4yrr7661X5z5841UlNT2x2ntXtiMgzD6No9KQAAAAAA9A51dXUqKytTRESE/cBbwzDU1GRzyXw8PMxOHzh799136/Dhw9qxY8d5+zz99NP6xS9+oaNHj8psNndobitWrNAbb7yhPn36KCAgQHPmzNEvf/lLBQcHO/S777779Ne//lXvv/9+u+K0dE++za3fSgMAAAAAQE/X1GRT7q4ol8SeO+eQPD39nOprtVoVGhp6wT4vv/yyli9f3uGiiPT1m4WuvfZaDR8+XGVlZUpNTdUVV1yhAwcOyMfHx94vLCysSw+DdcvDVwEAAAAAQOey2WwXfK1zQUGBSkpKdMstt7Rp3Ndee039+vWzf/Ly8iRJy5Yt0+LFi3XppZcqMTFRO3bs0D/+8Q/9+c9/dvi+2WxWbW1t2xNyEjtGAAAAAADoQh4eZs2dc8hlsZ0VFBTU7NXN3/bSSy9p8uTJmjp1apvmcNVVV2nGjBn2v8PCwlrsFxISouHDh6u0tNShvaqqSoMGDWpTzLagMAIAAAAAQBcymUxOP87iStHR0dq0aVOL106fPq3MzEylpaW1eVx/f3/5+/u32q+yslKfffaZQkJCHNqLiooUHR3d5rjO4lEaAAAAAACg+Ph4FRcXt7hrZOvWrWpoaFBSUlKnxDp9+rSSk5NVUFAgq9Wq3NxcJSYmKigoSD/84Q8d+ubl5SkuLq5T4raEwggAAAAAAFBUVJRiYmKUmZnZ7JrFYtGSJUsUGBjY7JrVapXJZFJubq7TsTw9PXXo0CFdffXVGj16tG666SaNHj1aBQUFDrtLCgoKVFNTo6VLl7YrJ2fwKA0AAAAAAJAkpaamKjk5WatXr5aHx7/3UuTn55/3O1arVQEBAZo0aZLTccxms3Jyclrt98wzz+jee+/tlLfgnA+FEQAAAAAAIElKSEhQaWmpKioqFB4e7tR3srOzlZKS0uJuko6or6/XpEmTtHbt2k4d97tMhmEYXRoBcDGTyaRt27bpmmuucfVUAKBLsd4B6C1Y79CT1dXVqaysTBERERd89S26T2v3hDNG4PZWrFghk8nU7LNw4UJXTw0AOhXrHYDegvUOQHfiURpcFBYuXKhXXnnFoc3Hx8dFswGArsN6B6C3YL0D0F3YMYKLgo+Pj4YMGeLwOd/zbevXr9fgwYNVWFgoSTp79qz+3//7fwoLC1Pfvn01Y8aMNp2mDADdifUOQG/Begegu7BjBL2GYRi6++679cYbb2jPnj2KjIyUJK1cuVJWq1VbtmxRaGiotm3bpoULF+rQoUP2PgDgTljvAPQWrHcAOgM7RnBR+NOf/qR+/fo5fH7xi1/Yrzc0NOjGG2/UO++8o7/85S/2fyD+85//VEZGhv7whz9o9uzZGjlypJKTk/X973+/2dZNAOgJWO8A9BasdwC6CztGcFGYN2+eXnzxRYe2Sy65xP6f165dKx8fH+3du1dBQUH29g8//FCGYWj06NEO362vr9fAgQO7dtIA0A6sdwB6C9Y7AN2FwgguCn379tWoUaPOe33BggXKyMhQTk6OkpKS7O1NTU3y9PTUgQMH5Onp6fCdfv36ddl8AaC9WO8A9BasdwC6C4UR9ApXXXWVEhMTtXz5cnl6euq6666TJEVHR6uxsVHHjx/X7NmzXTxLAOg41jsAvQXrHdA1KisrNW7cOP31r3/ViBEjXDqX48ePa8KECSosLFRYWFiXxeGMEVwU6uvrdezYMYfPl19+6dDnhz/8of7nf/5HK1eu1B//+EdJ0ujRo5WUlKQbb7xRWVlZKisr0/79+/X4449r+/btrkgFAC6I9Q5Ab8F6B7hGWlqaEhMT7UWRjRs3ymQytfg5fvx4h2I9/PDDGjt2rPr27avAwED94Ac/0L59++zXg4ODdcMNN+ihhx7qUJzWsGMEF4Xs7GyFhIQ4tI0ZM0Z///vfHdqWLl2qpqYm3XDDDfLw8NCSJUv0yiuv6JFHHtHPfvYzVVRUaODAgYqNjVVCQkJ3pgAATmG9A9BbsN4B3c9ms8lisTgUEZctW6aFCxc69FuxYoXq6uoUHBzcoXijR4/WCy+8oO9973uy2Wz61a9+pbi4OH3yyScaNGiQpK/fMjV9+nQ9+eST531ld0eZDMMwumRkAAAAAAB6mbq6OpWVlSkiIkK+vr6unk6bZGVl6bbbbtOJEyfO2+fEiRMKCwuTxWLRDTfc0KnxT548qQEDBujdd9/V/Pnz7e0RERFKTU3VzTff3K5xW7sn7BgBAAAAAKALGYah2qYml8T28/CQyWRyqu/u3bsVExNzwT7p6eny8/PT0qVLO2N6dmfPntWGDRs0YMAATZo0yeHa9OnTlZeX1+7CSGsojAAAAAAA0IVqm5o0cvchl8T+5+VR6vudNzSdj9VqVWho6AX7vPzyy1q+fLnMZnNnTE9/+tOfdN1116m2tlYhISHauXOnwyu4JSksLEwfffRRp8RrCYevAgAAAAAA2Wy2Cz7+U1BQoJKSEt1yyy1tGve1115Tv3797J+8vDz7tXnz5qmwsFD5+flauHChfvSjHzU71NVsNqu2trZtybQBO0YAAAAAAOhCfh4e+uflUS6L7aygoCBVV1ef9/pLL72kyZMna+rUqW2aw1VXXaUZM2bY//72q3f79u2rUaNGadSoUbrssssUGRkpi8Wi+++/396nqqrKfhhrV6AwAgAAAABAFzKZTE4/zuJK0dHR2rRpU4vXTp8+rczMTKWlpbV5XH9/f/n7+zvV1zAM1dfXO7QVFRVp7ty5bY7rLB6lAQAAAAAAio+PV3FxcYu7RrZu3aqGhgYlJSV1SqwzZ84oJSVFe/fu1aeffqoPP/xQq1at0ueff65rr73W3q+2tlYHDhxQXFxcp8RtCYURAAAAAACgqKgoxcTEKDMzs9k1i8WiJUuWKDAwsNk1q9Uqk8mk3Nxcp2N5enrq73//u/7jP/5Do0eP1pVXXqkTJ04oLy9PEyZMsPd78803NWzYMM2ePbtdOTmDR2kAAAAAAIAkKTU1VcnJyVq9erU8vnU+SX5+/nm/Y7VaFRAQ0Ow1uxfi6+urrKysVvv96le/0oMPPuj0uO1BYQQAAAAAAEiSEhISVFpaqoqKCoWHhzv1nezsbKWkpLS4m6Qjjh8/rqVLl+r666/v1HG/y2QYhtGlEQAAAAAA6CXq6upUVlamiIiIC776Ft2ntXvCGSMAAAAAAKDXojACAAAAAAB6LQojAAAAAACg16IwAgAAAAAAei0KIwAAAAAAoNeiMAIAAAAAAHotCiMAAAAAAKDXojACAAAAAAAkSZWVlQoODpbVanX1VFRfX69hw4bpwIEDXRqHwggAAAAAAJAkpaWlKTExUSNGjJAkbdy4USaTqcXP8ePHOxQrKytL8fHxCgoKkslkUmFhocN1Hx8fJScn67777utQnNZQGAEAAAAAALLZbLJYLFq1apW9bdmyZTp69KjDJz4+XnPmzFFwcHCH4p05c0azZs3SY489dt4+SUlJysvL08cff9yhWBfi1WUjAwAAAAAAGYYh27lGl8Q2e3vKZDI51XfHjh3y8vJSbGzsv79vNstsNtv/PnHihN577z1ZLJYOz+2GG26QpAs+tjNw4EDNnDlTGRkZWr9+fYdjtoTCCAAAAAAAXch2rlHjH8xxSeyS9fHy6+Pc//XfvXu3YmJiLtgnPT1dfn5+Wrp0aWdMzynTp09XXl5el43PozQAAAAAAEBWq1WhoaEX7PPyyy9r+fLlDrtIulpYWFiXHgbLjhEAAAAAALqQ2dtTJevjXRbbWTabTb6+vue9XlBQoJKSEqWnp7dpDq+99ppuu+02+987duzQ7Nmznf6+2WxWbW1tm2K2BYURAAAAAAC6kMlkcvpxFlcKCgpSdXX1ea+/9NJLmjx5sqZOndqmca+66irNmDHD/ndYWFibvl9VVaVBgwa16Ttt0fPvDAAAAAAA6HLR0dHatGlTi9dOnz6tzMxMpaWltXlcf39/+fv7t3teRUVFio6Obvf3W8MZIwAAAAAAQPHx8SouLm5x18jWrVvV0NCgpKSkTotXVVWlwsJClZSUSJIOHz6swsJCHTt2zKFfXl6e4uLiOi3ud1EYAQAAAAAAioqKUkxMjDIzM5tds1gsWrJkiQIDA5tds1qtMplMys3NbVO8t956S9HR0Vq8eLEk6brrrlN0dLR++9vf2vsUFBSopqamS9+CYzIMw+iy0QEAAAAA6EXq6upUVlamiIiICx5k2lNt375dycnJKioqkoeHc3spcnNz9cMf/lBHjhxpsXDSEddee62io6OVkpLS7jFauyecMQIAAAAAACRJCQkJKi0tVUVFhcLDw536TnZ2tlJSUjq9KFJfX69JkyZp7dq1nTrud7FjBAAAAACATuLuO0YuRq3dE84YAQAAAAAAvRaFEQAAAAAA0GtRGAEAAAAAAL0WhREAAAAAANBrURgBAAAAAAC9FoURAAAAAADQa1EYAQAAAAAAvRaFEQAAAAAAIEmqrKxUcHCwrFZrt8eeNm2asrKyuj0uhREAAAAAACBJSktLU2JiokaMGCFJ2rhxo0wmU4uf48ePOz3u7t27lZiYqNDQUJlMJr3xxhvN+qSmpmrdunVqamrqrHScQmEEAAAAAADIZrPJYrFo1apV9rZly5bp6NGjDp/4+HjNmTNHwcHBTo995swZTZo0SS+88MJ5+yxevFg1NTXKycnpUB5t5dWt0QAAAAAA6G0MQzpX65rY3n6SyeRU1x07dsjLy0uxsbH2NrPZLLPZbP/7xIkTeu+992SxWNo0jUWLFmnRokUX7OPp6amEhARlZGS02rczURgBAAAAAKArnauVHg11TeyUL6Q+fZ3qunv3bsXExFywT3p6uvz8/LR06dLOmF0z06dP1xNPPNElY58Pj9IAAAAAAABZrVaFhl64gPPyyy9r+fLlDrtIOlNYWJjKy8u79ZwRdowAAAAAANCVvP2+3rnhqthOstls8vX1Pe/1goIClZSUKD09vTNm1iKz2aympibV19d3WfHluyiMAAAAAADQlUwmpx9ncaWgoCBVV1ef9/pLL72kyZMna+rUqV02h6qqKvn5+XVbUUTiURoAAAAAACApOjpaJSUlLV47ffq0MjMzdcstt3TpHIqKijRlypQujfFdFEYAAAAAAIDi4+NVXFzc4q6RrVu3qqGhQUlJSe0a+/Tp0yosLFRhYaEkqaysTIWFhSovL3fol5eXp7i4uHbFaC8KIwAAAAAAQFFRUYqJiVFmZmazaxaLRUuWLFFgYGCza1arVSaTSbm5uecd+4MPPlB0dLSio6MlSffcc4+io6P14IMP2vtUVFQoPz9fK1eu7HgybcAZIwAAAAAAQJKUmpqq5ORkrV69Wh4e/95LkZ+ff97vWK1WBQQEaNKkSeftM3fuXBmGccHYzz77rFasWKGhQ4e2feIdQGEEAAAAAABIkhISElRaWqqKigqFh4c79Z3s7GylpKS0uJukLYKDg5WcnNyhMdrDZLRWsgEAAAAAAE6pq6tTWVmZIiIiLvjqW3Sf1u4JZ4wAAAAAAIBei8IIAAAAAADotSiMAAAAAACAXovCCAAAAAAA6LUojAAAAAAAgF6LwggAAAAAAOi1KIwAAAAAAIBei8IIAAAAAACQJFVWVio4OFhWq7Vb49bX12vYsGE6cOBAt8aVKIwAAAAAAID/k5aWpsTERI0YMUKStHHjRplMphY/x48fd3rcF198URMnTlT//v3Vv39/xcbGaseOHfbrPj4+Sk5O1n333dfZKbXKZBiG0e1RAQAAAAC4CNXV1amsrEwRERHy9fV19XTaxGazKTQ0VNu3b1dsbKy9raamxqHfihUrVFdXp9zcXKfHfvvtt+Xp6alRo0ZJkl599VU9+eST+uijjzRhwgRJX+9WCQ0NVWFhocaNG9c5San1e+LVaZEAAAAAAEAzhmHI1mBzSWyzl1kmk8mpvjt27JCXl5e9KCJJZrNZZrPZ/veJEyf03nvvyWKxtGkeiYmJDn//8pe/1Isvvqi9e/faCyMDBw7UzJkzlZGRofXr17dp/I6gMAIAAAAAQBeyNdg0Y/MMl8Tet3yf/Lz9nOq7e/duxcTEXLBPenq6/Pz8tHTp0nbPqbGxUX/4wx905swZhyKMJE2fPl15eXntHrs9KIwAAAAAAABZrVaFhoZesM/LL7+s5cuXO+wicdahQ4cUGxururo69evXT9u2bdP48eMd+oSFhXX7wa8URgAAAAAA6EJmL7P2Ld/nstjOstlsFzwXpaCgQCUlJUpPT2/XXMaMGaPCwkJ99dVXev3113XTTTdp165dDsURs9ms2trado3fXhRGAAAAAADoQiaTyenHWVwpKChI1dXV573+0ksvafLkyZo6dWq7xu/Tp4/98NWYmBjt379fzz33nH73u9/Z+1RVVWnQoEHtGr+9eF0vAAAAAABQdHS0SkpKWrx2+vRpZWZm6pZbbum0eIZhqL6+3qGtqKhI0dHRnRbDGRRGAAAAAACA4uPjVVxc3OKuka1bt6qhoUFJSUntGjslJUV5eXmyWq06dOiQfv7znys3N7fZeHl5eYqLi2tXjPaiMAIAAAAAABQVFaWYmBhlZmY2u2axWLRkyRIFBgY2u2a1WmUymZSbm3vesf/1r3/phhtu0JgxYzR//nzt27dP2dnZWrBggb1PQUGBampqOvTGm/bgjBEAAAAAACBJSk1NVXJyslavXi0Pj3/vpcjPzz/vd6xWqwICAjRp0qTz9rFYLK3GfuaZZ3Tvvfe26403HUFhBAAAAAAASJISEhJUWlqqiooKhYeHO/Wd7OxspaSktLibxFn19fWaNGmS1q5d2+4x2stkGIbR7VEBAAAAALgI1dXVqaysTBERERd89S26T2v3hDNGAAAAAABAr0VhBAAAAAAA9FoURgAAAAAAQK9FYQQAAAAAAPRaFEYAAAAAAECvRWEEAAAAAAD0WhRGAAAAAABAr0VhBAAAAAAASJIqKysVHBwsq9Xa7bGx9y5pAAAgAElEQVSnTZumrKysbo9LYQQAAAAAAEiS0tLSlJiYqBEjRkiSNm7cKJPJ1OLn+PHjTo/78MMPN/v+kCFDHPqkpqZq3bp1ampq6syUWkVhBAAAAAAAyGazyWKxaNWqVfa2ZcuW6ejRow6f+Ph4zZkzR8HBwW0af8KECQ7jHDp0yOH64sWLVVNTo5ycnE7Jx1le3RoNAAAAAIBexjAMGTabS2KbzGaZTCan+u7YsUNeXl6KjY21t5nNZpnNZvvfJ06c0HvvvSeLxdLmuXh5eTXbJfJtnp6eSkhIUEZGhhYtWtTm8duLwggAAAAAAF3IsNl0eMpUl8Qe8+EBmfz8nOq7e/duxcTEXLBPenq6/Pz8tHTp0jbPpbS0VKGhofLx8dGMGTP06KOP6nvf+55Dn+nTp+uJJ55o89gdwaM0AAAAAABAVqtVoaGhF+zz8ssva/ny5Q67SJwxY8YMpaenKycnR7///e917NgxzZw5U5WVlQ79wsLCVF5e3q3njLBjBAAAAACALmQymzXmwwMui+0sm80mX1/f814vKChQSUmJ0tPT2zyPbz8aExUVpdjYWI0cOVKvvvqq7rnnHvs1s9mspqYm1dfXt7n40l4URgAAAAAA6EImk8npx1lcKSgoSNXV1ee9/tJLL2ny5MmaOrXjjwX17dtXUVFRKi0tdWivqqqSn59ftxVFJB6lAQAAAAAAkqKjo1VSUtLitdOnTyszM1O33HJLp8Sqr6/Xxx9/rJCQEIf2oqIiTZkypVNiOIvCCAAAAAAAUHx8vIqLi1vcNbJ161Y1NDQoKSmpXWMnJydr165dKisr0759+7R06VKdPHlSN910k0O/vLw8xcXFtStGe1EYAQAAAAAAioqKUkxMjDIzM5tds1gsWrJkiQIDA5tds1qtMplMys3NPe/Yn3/+ua6//nqNGTNGS5YsUZ8+fbR3714NHz7c3qeiokL5+flauXJlp+TjLM4YAQAAAAAAkqTU1FQlJydr9erV8vD4916K/Pz8837HarUqICBAkyZNOm+fLVu2tBr72Wef1YoVKzR06NC2TbqDKIwAAAAAAABJUkJCgkpLS1VRUaHw8HCnvpOdna2UlJQWd5O0RXBwsJKTkzs0RnuYDMMwuj0qAAAAAAAXobq6OpWVlSkiIuKCr75F92ntnnDGCAAAAAAA6LUojAAAAAAAgF6LwggAAAAAAOi1KIwAAAAAAIBei8IIAAAAAADotSiMAAAAAACAXovCCAAAAAAA6LUojAAAAAAAAElSZWWlgoODZbVaXT0VSdK0adOUlZXVpTEojAAAAAAAAElSWlqaEhMTNWLECHvb/v37NX/+fAUEBCgwMFBxcXEqLCzslHgVFRX68Y9/rIEDB8rPz0+TJ0/WgQMH7NdTU1O1bt06NTU1dUq8llAYAQAAAAAAstlsslgsWrVqlb3t1KlTio+P17Bhw7Rv3z7t2bNH/fv3V3x8vM6dO9eheNXV1Zo1a5a8vb21Y8cOlZSU6Omnn1ZAQIC9z+LFi1VTU6OcnJwOxboQry4bGQAAAAAAyDAMNZztuh0PF+LVx0Mmk8mpvjt27JCXl5diY2PtbYcPH1Z1dbXWr1+v8PBwSdJDDz2kiRMnqry8XCNHjmz33B5//HGFh4frlVdesbd9e6eKJHl6eiohIUEZGRlatGhRu2NdCIURAAAAAAC6UMPZJm24a5dLYt/63Bx5+3g61Xf37t2KiYlxaBszZoyCgoJksViUkpKixsZGWSwWTZgwQcOHD+/Q3N566y3Fx8fr2muv1a5duxQWFqb//M//1OrVqx36TZ8+XU888USHYl0Ij9IAAAAAAABZrVaFhoY6tPn7+ys3N1ebNm2S2WxWv379lJOTo+3bt8vLq2N7LY4cOaIXX3xRkZGRysnJ0e23366f/vSnSk9Pd+gXFham8vLyLjtnhB0jAAAAAAB0Ia8+Hrr1uTkui+0sm80mX1/fZm0333yzZs2apYyMDDU2Nuqpp55SQkKC9u/fL7PZ3Oq4eXl5Do/B/O53v1NSUpKampoUExOjRx99VJIUHR2t4uJivfjii7rxxhvt/c1ms5qamlRfX+9UvLaiMAIAAAAAQBcymUxOP87iSkFBQaqurnZo27x5s6xWqwoKCuTh4WFvCwwM1Jtvvqnrrruu1XFjYmIc3mIzePBgSVJISIjGjx/v0HfcuHF6/fXXHdqqqqrk5+fXJUURicIIAAAAAADQ1zs2Nm3a5NBWW1srDw/HA1y/+dvZR1vMZrNGjRrVrH3WrFk6fPiwQ9s//vGPZmeXFBUVacqUKc6m0WacMQIAAAAAABQfH6/i4mKHXSMLFixQdXW11qxZo48//ljFxcVauXKlvLy8NG/evA7FW7t2rfbu3atHH31Un3zyiTZv3qwNGzZozZo1Dv3y8vIUFxfXoVgXQmEEAAAAAAAoKipKMTExyszMtLeNHTtWb7/9tg4ePKjY2FjNnj1bX3zxhbKzsxUSEmLvZzKZtHHjxjbFmzZtmrZt26aMjAxdeuml+sUvfqFnn31WSUlJ9j4VFRXKz8/XypUrO5zf+ZgMwzC6bHQAAAAAAHqRuro6lZWVKSIiotlBpu5g+/btSk5OVlFRkf1MkdZYrVZFRkaqpKREkZGRnTqfe++9VzU1NdqwYUO7x2jtnnDGCAAAAAAAkCQlJCSotLRUFRUVCg8Pd+o72dnZuvXWWzu9KCJJwcHBSk5O7vRxv40dIwAAAAAAdBJ33zFyMWrtnnDGCAAAAAAA6LUojAAAAAAAgF6LwggAAAAAAOi1KIwAAAAAAIBei8IIAAAAAADotSiMAAAAAACAXovCCAAAAAAA6LUojAAAAAAAAElSZWWlgoODZbVaXT0V1dfXa9iwYTpw4ECXxqEwAgAAAAAAJElpaWlKTEzUiBEj7G379+/X/PnzFRAQoMDAQMXFxamwsLBTYk2bNk3+/v4KDg7WNddco8OHD9uv+/j4KDk5Wffdd1+HY10IhREAAAAAACCbzSaLxaJVq1bZ206dOqX4+HgNGzZM+/bt0549e9S/f3/Fx8fr3LlzHYq3a9curVmzRnv37tXOnTvV0NCguLg4nTlzxt4nKSlJeXl5+vjjjzsU60JMhmEYXTY6AAAAAAC9SF1dncrKyhQRESFfX19JkmEYaqivd8l8vHx8ZDKZnOqblZWl2267TSdOnLC3ffDBB5o2bZrKy8sVHh4uSTp06JAmTpyoTz75RCNHjuy0uZ44cULBwcHatWuXLr/8cnv7vHnzNHv2bK1fv75d47Z0T77Nq90zBgAAAAAArWqor9fzNy11SeyfvvpHebdQDGjJ7t27FRMT49A2ZswYBQUFyWKxKCUlRY2NjbJYLJowYYKGDx/eqXOtqamRJF1yySUO7dOnT1deXl6nxvo2HqUBAAAAAACyWq0KDQ11aPP391dubq42bdoks9msfv36KScnR9u3b5eXV+fttTAMQ/fcc4++//3v69JLL3W4FhYW1qWHwbJjBAAAAACALuTl46OfvvpHl8V2ls1ma/aoic1m080336xZs2YpIyNDjY2Neuqpp5SQkKD9+/fLbDa3Om5eXp4WLVpk//t3v/udkpKSHPrccccdOnjwoPbs2dPs+2azWbW1tU7n0VYURgAAAAAA6EImk8npx1lcKSgoSNXV1Q5tmzdvltVqVUFBgTw8POxtgYGBevPNN3Xddde1Om5MTIzDW2wGDx7scP3OO+/UW2+9pd27d2vo0KHNvl9VVaVBgwa1JyWnUBgBAAAAAACKjo7Wpk2bHNpqa2vl4eHhcIDrN383NTU5Na7ZbNaoUaOatRuGoTvvvFPbtm1Tbm6uIiIiWvx+UVGRoqOj25BJ23DGCAAAAAAAUHx8vIqLix12jSxYsEDV1dVas2aNPv74YxUXF2vlypXy8vLSvHnzOhRvzZo12rRpkzZv3ix/f38dO3ZMx44dk81mc+iXl5enuLi4DsW6EAojAAAAAABAUVFRiomJUWZmpr1t7Nixevvtt3Xw4EHFxsZq9uzZ+uKLL5Sdna2QkBB7P5PJpI0bN7Yp3osvvqiamhrNnTtXISEh9s/WrVvtfQoKClRTU6OlS7vurT4mwzCMLhsdAAAAAIBepK6uTmVlZYqIiGh2kKk72L59u5KTk1VUVGQ/U6Q1VqtVkZGRKikpUWRkZKfO59prr1V0dLRSUlLaPUZr94QzRgAAAAAAgCQpISFBpaWlqqioUHh4uFPfyc7O1q233trpRZH6+npNmjRJa9eu7dRxv4sdIwAAAAAAdBJ33zFyMWrtnnDGCAAAAAAA6LUojAAAAAAAgF6LwggAAAAAAOi1KIwAAAAAAIBei8IIAAAAAADotSiMAAAAAACAXovCCAAAAAAA6LUojAAAAAAAAElSZWWlgoODZbVauz32tGnTlJWV1e1xKYwAAAAAAABJUlpamhITEzVixAh72/79+zV//nwFBAQoMDBQcXFxKiwsbPPYr7/+usaPHy8fHx+NHz9e27Ztc7iempqqdevWqampqaNptAmFEQAAAAAAIJvNJovFolWrVtnbTp06pfj4eA0bNkz79u3Tnj171L9/f8XHx+vcuXNOj11QUKBly5bphhtu0N/+9jfdcMMN+tGPfqR9+/bZ+yxevFg1NTXKycnp1LxaYzIMw+jWiAAAAAAAXKTq6upUVlamiIgI+fr6SpIMw5Bxrnt3QXzD5O0hk8nkVN+srCzddtttOnHihL3tgw8+0LRp01ReXq7w8HBJ0qFDhzRx4kR98sknGjlypFNjL1u2TCdPntSOHTvsbQsXLlRgYKAyMjLsbStXrlRjY6PS09OdGtcZLd2Tb/PqtEgAAAAAAKAZ41yTvngw3yWxQ9fPlKmPp1N9d+/erZiYGIe2MWPGKCgoSBaLRSkpKWpsbJTFYtGECRM0fPhwp+dRUFCgtWvXOrTFx8fr2WefdWibPn26nnjiCafH7Qw8SgMAAAAAAGS1WhUaGurQ5u/vr9zcXG3atElms1n9+vVTTk6Otm/fLi8v5/daHDt2TIMHD3ZoGzx4sI4dO+bQFhYWpvLy8m49Z4QdIwAAAAAAdCGTt4dC1890WWxn2Wy2Zo+a2Gw23XzzzZo1a5YyMjLU2Niop556SgkJCdq/f7/MZrPzc/nOIz2GYTRrM5vNampqUn19fZvG7ggKIwAAAAAAdCGTyeT04yyuFBQUpOrqaoe2zZs3y2q1qqCgQB4eHva2wMBAvfnmm7ruuuucGnvIkCHNdoccP3682S6Sqqoq+fn5dVtRROJRGgAAAAAAICk6OlolJSUObbW1tfLwcDzA9Zu/2/K4S2xsrHbu3OnQ9s4772jmTMedNEVFRZoyZUo7Zt9+FEYAAAAAAIDi4+NVXFzssGtkwYIFqq6u1po1a/Txxx+ruLhYK1eulJeXl+bNm+f02HfddZfeeecdPf744/r73/+uxx9/XO+++67uvvtuh355eXmKi4vrtJycQWEEAAAAAAAoKipKMTExyszMtLeNHTtWb7/9tg4ePKjY2FjNnj1bX3zxhbKzsxUSEmLvZzKZtHHjxvOOPXPmTG3ZskWvvPKKJk6cqI0bN2rr1q2aMWOGvU9FRYXy8/O1cuXKLsnvfEyGYRjdGhEAAAAAgItUXV2dysrKFBER0ewgU3ewfft2JScnq6ioyH6mSGusVqsiIyNVUlKiyMjIdse+9957VVNTow0bNrR7jJa0dk84fBUAAAAAAEiSEhISVFpaqoqKCoWHhzv1nezsbN16660dKopIUnBwsJKTkzs0RnuwYwQAAAAAgE7i7jtGLkat3RPOGAEAAAAAAL0WhREAAAAAANBrURgBAAAAAAC9FoURAAAAAADQa1EYAQAAAAAAvRaFEQAAAAAA0GtRGAEAAAAAAJKkyspKBQcHy2q1dnvsadOmKSsrq9vjUhgBAAAAAACSpLS0NCUmJmrEiBH2tv3792v+/PkKCAhQYGCg4uLiVFhY2KZxf//732v27NkKDAxUYGCgfvCDH+ivf/2rQ5/U1FStW7dOTU1NnZGK0yiMAAAAAAAA2Ww2WSwWrVq1yt526tQpxcfHa9iwYdq3b5/27Nmj/v37Kz4+XufOnXN67NzcXF1//fV6//33VVBQoGHDhikuLk4VFRX2PosXL1ZNTY1ycnI6Na/WmAzDMLo1IgAAAAAAF6m6ujqVlZUpIiJCvr6+rp5Om2RlZem2227TiRMn7G0ffPCBpk2bpvLycoWHh0uSDh06pIkTJ+qTTz7RyJEj2xWrsbFRgYGBeuGFF3TjjTfa21euXKnGxkal///27j8q6jLv//hr+OE4lhUGCEMolGhmqNjEhuWiW4Lhsbq7TcvuTuKSWuyuwcGjUtmuP8A7vb1L1223vemw3hrG3ZG0I5Bu9xq0UZkrKwPeisUcT+gsHWG1lhlQme8f+232ngWWmQHitnk+zplz4j3X53pfl5+/ep/3dc3Onf3bzP/S1zsJGbBMAAAAAACgG5fL5VN3xUAKDQ2VwWDwamxVVZUsFotHbMKECQoPD1dRUZHy8/N15coVFRUVadKkSRo7dqzf62pvb9elS5c0atQoj3hycrJeeuklv+f1B4URAAAAAAAG0aVLl1RQUDAkufPz8zVs2DCvxtpsNpnNZo/YyJEjdfjwYT344INav369JGn8+PF69913FRLif0lh9erViomJ0X333ecRj4mJ0ZkzZ9TV1aWgoG/n9g/uGAEAAAAAAHI4HN2OmjgcDi1ZskR33323PvroI/3+97/XpEmTlJGRIYfD4Veel156SSUlJdq7d2+3fCaTSV1dXero6PB7H76iYwQAAAAAgEEUGhqq/Pz8IcvtrfDwcLW1tXnE3njjDdlsNtXU1Lg7ON544w2FhYVp3759evTRR31az5YtW1RQUKDf/va3mjx5crfvW1tbNWLECJlMJp/m7Q8KIwAAAAAADCKDweD1cZahlJSUpF27dnnE2tvbFRQU5HFPyTd/+/qzups3b9aGDRv07rvvdrvL5BtWq1XTpk3zffH9wFEaAAAAAACg9PR01dfXe3SNzJ49W21tbcrOztaJEydUX1+vzMxMhYSEaNasWV7P/dJLL+n555/X66+/rri4ONntdtntdn399dce46qrq5WWljZge/IGhREAAAAAAKDExERZLBaVlpa6Y7feeqveeecdHT9+XCkpKZoxY4bOnj2ryspKRUdHu8cZDAYVFxf3OvcvfvELdXZ2av78+YqOjnZ/tmzZ4h7T3NysDz/8UJmZmYOyv94YXC6X61vNCAAAAADAd5TT6VRTU5Pi4+O7XSx6NSgvL1deXp6sVqvXvwpjs9mUkJCghoYGJSQk+J175cqVunDhgl577TW/5+hJX++EO0YAAAAAAIAkKSMjQ42NjWpublZsbKxXz1RWVmrp0qX9KopIUmRkpPLy8vo1hz/oGAEAAAAAYIBc7R0j30V9vRPuGAEAAAAAAAGLwggAAAAAAAhYFEYAAAAAAEDAojACAAAAAAACFoURAAAAAAAQsCiMAAAAAACAgEVhBAAAAAAABCwKIwAAAAAAQJJ0/vx5RUZGymazfeu558+fr61bt37reSmMAAAAAAAASVJhYaHmzZunuLg4d+zIkSO69957dcMNNygsLExpaWmqra31ee4///nPys7OVnR0tIYPH66JEyeqvLzc/f3atWu1ceNGXbx4cSC24jUKIwAAAAAAQA6HQ0VFRcrKynLHvvrqK6Wnp2vMmDH6+OOP9cEHH+i6665Tenq6Ll265PXcnZ2dmj17tmw2m9566y2dPHlSv/71rxUTE+MeM3nyZMXFxWn37t0Duq++hHyr2QAAAAAAwP9JFRUVCgkJUUpKijt28uRJtbW1ad26dYqNjZUkvfjii5o8ebLOnDmjW265xau5X3/9dbW2turDDz9UaGioJGns2LHdxj3wwAMqKSnR008/PQA78g4dIwAAAAAADCKXy6UrV9qH5ONyubxeZ1VVlSwWi0dswoQJCg8PV1FRkTo7O91dJZMmTeqxsNGb/fv3KyUlRdnZ2Ro9erRuv/12FRQU6MqVKx7jkpOT9cknn6ijo8PrufuLjhEAAAAAAAZRV5dDh99PHJLcM1PrFBw8wquxNptNZrPZIzZy5EgdPnxYDz74oNavXy9JGj9+vN59912FhHhfUvj888/13//933r88cdVXl6uxsZGZWdn6/Lly1q7dq17XExMjDo6OmS3230qvPQHHSMAAAAAAEAOh0PDhw/vFluyZInuvvtuffTRR/r973+vSZMmKSMjQw6Hw+u5u7q6FBkZqddee0133HGHHn30UT333HN69dVXPcaZTCZJUnt7e/835CU6RgAAAAAAGERBQSbNTK0bstzeCg8PV1tbm0fsjTfekM1mU01NjYKCgtyxsLAw7du3T48++qhXc0dHRys0NFTBwcHu2MSJE2W329XZ2alhw4ZJklpbWyVJERERXq+7vyiMAAAAAAAwiAwGg9fHWYZSUlKSdu3a5RFrb29XUFCQDAaDO/bN311dXV7Pfffdd+uNN95QV1eXu8By6tQpRUdHu4sikmS1WnXTTTcpPDy8n7vxHkdpAAAAAACA0tPTVV9f79E1Mnv2bLW1tSk7O1snTpxQfX29MjMzFRISolmzZnk999NPP63z589rxYoVOnXqlA4cOKCCggJlZ2d7jKuurlZaWtqA7ckbFEYAAAAAAIASExNlsVhUWlrqjt1666165513dPz4caWkpGjGjBk6e/asKisrFR0d7R5nMBhUXFzc69yxsbE6ePCgjhw5osmTJ+snP/mJVqxYodWrV7vHOJ1OlZWV6amnnhqU/fXG4PLlt3sAAAAAAECvnE6nmpqaFB8f3+0i06tBeXm58vLyZLVa3Ude+mKz2ZSQkKCGhgYlJCT4nXvHjh3at2+fDh486PccPenrnXDHCAAAAAAAkCRlZGSosbFRzc3Nio2N9eqZyspKLV26tF9FEUkKDQ3V9u3b+zWHP+gYAQAAAABggFztHSPfRX29E+4YAQAAAAAAAYvCCAAAAAAACFgURgAAAAAAQMCiMAIAAAAAAAIWhREAAAAAABCwKIwAAAAAAICARWEEAAAAAAAELAojAAAAAABAknT+/HlFRkbKZrMN9VIkSXfeeaf27t07qDkojAAAAAAAAElSYWGh5s2bp7i4OHfsvffe0/Tp0zVy5EhFR0dr1apVunz5cr9z/fSnP5XBYPD4REVFeYx54YUXtHr1anV1dfU7X28ojAAAAAAAADkcDhUVFSkrK8sdO378uDIyMjRnzhwdO3ZMe/bs0f79+7V69eoByTlp0iSdO3fO/amrq/P4fu7cubpw4YLefffdAcnXEwojAAAAAABAFRUVCgkJUUpKiju2Z88eTZ48WWvXrtW4ceOUmpqqwsJC7dixQ1999VW/c4aEhCgqKsr9iYiI8Pg+ODhYGRkZKikp6Xeu3lAYAQAAAABgELlcLv3lypUh+bhcLq/XWVVVJYvF4hHr6OjQ8OHDPWImk0lOp1NHjx7t979NY2OjzGaz4uPj9eijj+rzzz/vNiY5OVnV1dX9ztWbkEGbGQAAAAAAqL2rS7dU1fU9cBB89v1EXRMc7NVYm80ms9nsEUtPT9fLL7+skpISLViwQHa7XRs2bJAknTt3rl9r+973vqedO3dq/Pjx+tOf/qQNGzZo+vTpqq+v14033ugeFxMTozNnzqirq0tBQQPf30HHCAAAAAAAkMPh6NYdkpaWps2bN2v58uUyGo0aP3685s6dK+mvx1y8UV1drWuvvdb92b17tyTp/vvv1z//8z8rMTFR9913nw4cOCBJ+s1vfuPxvMlkUldXlzo6Ovq7xR7RMQIAAAAAwCAaERSkz76fOGS5vRUeHq62trZu8dzcXOXk5OjcuXMKCwuTzWbTmjVrFB8f79W8FotFtbW17r9Hjx7d47hrrrlGiYmJamxs9Ii3trZqxIgRMplMXu/FFxRGAAAAAAAYRAaDwevjLEMpKSlJu3bt6vE7g8HgPmZTUlKi2NhYTZs2zat5TSaTxo0b1+e4jo4OnThxQjNmzPCIW61Wr3P5g6M0AAAAAABA6enpqq+v79Y1snnzZtXV1am+vl7r16/Xpk2btG3bNq+P0vQmLy9P77//vpqamvTxxx9r/vz5unjxop588kmPcdXV1UpLS+tXrn+EwggAAAAAAFBiYqIsFotKS0s94hUVFZoxY4YsFosOHDigffv26aGHHvIYYzAYVFxc7FO+L774Qo899pgmTJighx9+WMOGDdNHH32ksWPHusc0Nzfrww8/VGZmpt/76ovB5ctv9wAAAAAAgF45nU41NTUpPj6+20WmV4Py8nLl5eXJarV6/QswNptNCQkJamhoUEJCwoCuZ+XKlbpw4YJee+01v+fo651wxwgAAAAAAJAkZWRkqLGxUc3NzYqNjfXqmcrKSi1dunTAiyKSFBkZqby8vAGf93+jYwQAAAAAgAFytXeMfBf19U64YwQAAAAAAAQsCiMAAAAAACBgURgBAAAAAAABi8IIAAAAAAAIWBRGAAAAAABAwKIwAgAAAAAAAhaFEQAAAAAAELAojAAAAAAAAEnS+fPnFRkZKZvNNtRLUUdHh8aMGaOjR48Oah4KIwAAAAAAQJJUWFioefPmKS4uzh177733NH36dI0cOVLR0dFatWqVLl++3O9cr776qiZPnqzrrrtO1113nVJSUlRRUeH+3mg0Ki8vT6tWrep3rn+EwggAAAAAAJDD4VBRUZGysrLcsePHjysjI0Nz5szRsWPHtGfPHu3fv1+rV6/ud76bbrpJmzZt0qeffqpPP/1UP/jBD/Tggw+qvr7ePebxxx9XdXW1Tpw40e98vTG4XC7XoM0OAAAAAEAAcTqdampqUnx8vIYPHz7Uy/HJ3r17tWzZMn355ZfuWH5+vg4dOqQjR8YrISIAAB+xSURBVI64Y2+//bYee+wxtbS0aOTIkQO6hlGjRmnz5s364Q9/6I7NmjVLM2bM0Lp16/yas693EuL3agEAAAAAQJ9cLpccl64MSW5TaLAMBoNXY6uqqmSxWDxiHR0d3YoJJpNJTqdTR48e1cyZMwdknVeuXNF//dd/6S9/+YtSUlI8vktOTlZ1dfWA5OkJhREAAAAAAAaR49IV3bb23SHJ3bAuXSOGefe//jabTWaz2SOWnp6ul19+WSUlJVqwYIHsdrs2bNggSTp37ly/11dXV6eUlBQ5nU5de+21Kisr02233eYxJiYmZlAvg+WOEQAAAAAAIIfD0a07JC0tTZs3b9by5ctlNBo1fvx4zZ07V5IUHBzs1bzV1dW69tpr3Z/du3e7v5swYYJqa2v10Ucf6emnn9aTTz6phoYGj+dNJpPa29v7ubve0TECAAAAAMAgMoUGq2Fd+pDl9lZ4eLja2tq6xXNzc5WTk6Nz584pLCxMNptNa9asUXx8vFfzWiwW1dbWuv8ePXq0+7+HDRumcePGuccdOXJEr7zyin71q1+5x7S2tioiIsLrffiKwggAAAAAAIPIYDB4fZxlKCUlJWnXrl09fmcwGNzHbEpKShQbG6tp06Z5Na/JZHIXP/ricrnU0dHhEbNarUpKSvLqeX/8338zAAAAAABg0KWnp2vNmjVqa2tTWFiYO75582bNmTNHQUFB2rt3rzZt2qTS0lKvj9L0Jj8/X/fff79iY2P11Vdfac+ePTp8+LAqKys9xlVXV2v9+vX9yvWPcMcIAAAAAABQYmKiLBaLSktLPeIVFRWaMWOGLBaLDhw4oH379umhhx7yGGMwGFRcXOxTvj/96U964oknNGHCBN177736+OOPVVlZqdmzZ7vH1NTU6MKFC5o/f77f++qLweVyuQZtdgAAAAAAAojT6VRTU5Pi4+O7XWR6NSgvL1deXp6sVquCgrzrpbDZbEpISFBDQ4MSEhIGdD2PPPKIkpKSlJ+f7/ccfb0TjtIAAAAAAABJUkZGhhobG9Xc3KzY2FivnqmsrNTSpUsHvCjS0dGhKVOmKCcnZ0Dn/Xt0jAAAAAAAMECu9o6R76K+3gl3jAAAAAAAgIBFYQQAAAAAAAQsCiMAAAAAACBgURgBAAAAAAABi8IIAAAAAAAIWBRGAAAAAABAwKIwAgAAAAAAAhaFEQAAAAAAIEk6f/68IiMjZbPZvvXcd955p/bu3fut56UwAgAAAAAAJEmFhYWaN2+e4uLi3LH33ntP06dP18iRIxUdHa1Vq1bp8uXLPs27d+9eWSwW3XDDDbrmmms0depU/ed//qfHmBdeeEGrV69WV1fXQGzFaxRGAAAAAACAHA6HioqKlJWV5Y4dP35cGRkZmjNnjo4dO6Y9e/Zo//79Wr16tU9zjxo1Ss8995xqamp0/PhxZWZmKjMzU++++657zNy5c3XhwgWP2LfB4HK5XN9qRgAAAAAAvqOcTqeampoUHx+v4cOHD/VyfLJ3714tW7ZMX375pTuWn5+vQ4cO6ciRI+7Y22+/rccee0wtLS0aOXKk3/mmTZumuXPnav369e5YZmamrly5op07d/o979/r653QMQIAAAAAwGByuaTOvwzNx4deiKqqKlksFo9YR0dHt2KCyWSS0+nU0aNH/fzncOm9997TyZMn9f3vf9/ju+TkZFVXV/s1r79CvtVsAAAAAAAEmkvtUoF5aHLnn5WGXePVUJvNJrPZc53p6el6+eWXVVJSogULFshut2vDhg2SpHPnzvm0lAsXLigmJkYdHR0KDg7WL37xC82ePdtjTExMjM6cOaOuri4FBX07vRx0jAAAAAAAADkcjm7dIWlpadq8ebOWL18uo9Go8ePHa+7cuZKk4OBgn+YfOXKkamtrdeTIEW3cuFG5ubk6fPiwxxiTyaSuri51dHT0ay++oGMEAAAAAIDBFDrir50bQ5XbS+Hh4Wpra+sWz83NVU5Ojs6dO6ewsDDZbDatWbNG8fHxPi0lKChI48aNkyRNnTpVJ06cUGFhoWbOnOke09raqhEjRshkMvk0d39QGAEAAAAAYDAZDF4fZxlKSUlJ2rVrV4/fGQwG9zGbkpISxcbGatq0af3K53K5unWGWK3Wfs/rKwojAAAAAABA6enpWrNmjdra2hQWFuaOb968WXPmzFFQUJD27t2rTZs2qbS01KejNIWFhbJYLLrlllvU2dmp8vJy7dy5U6+++qrHuOrqaqWlpQ3YnrzBHSMAAAAAAECJiYmyWCwqLS31iFdUVGjGjBmyWCw6cOCA9u3bp4ceeshjjMFgUHFxca9z/+Uvf9EzzzyjSZMmafr06Xrrrbe0a9cuZWVlucc0Nzfrww8/VGZm5oDuqy8Gl8uH3+4BAAAAAAC9cjqdampqUnx8fLeLTK8G5eXlysvLk9Vq9fpXYWw2mxISEtTQ0KCEhAS/c69cuVIXLlzQa6+95vccPenrnXCUBgAAAAAASJIyMjLU2Nio5uZmxcbGevVMZWWlli5d2q+iiCRFRkYqLy+vX3P4g44RAAAAAAAGyNXeMfJd1Nc74Y4RAAAAAAAQsCiMAAAAAACAgEVhBAAAAAAABCwKIwAAAAAAIGBRGAEAAAAAAAGLwggAAAAAAAhYFEYAAAAAAEDAojACAAAAAAAkSefPn1dkZKRsNtu3nnv+/PnaunXrt56XwggAAAAAAJAkFRYWat68eYqLi3PH3nvvPU2fPl0jR45UdHS0Vq1apcuXL/s0b3FxsQwGQ7eP0+l0j1m7dq02btyoixcvDtR2vEJhBAAAAAAAyOFwqKioSFlZWe7Y8ePHlZGRoTlz5ujYsWPas2eP9u/fr9WrV/s8/3XXXadz5855fIYPH+7+fvLkyYqLi9Pu3bsHZD/eojACAAAAAABUUVGhkJAQpaSkuGN79uzR5MmTtXbtWo0bN06pqakqLCzUjh079NVXX/k0v8FgUFRUlMfn7z3wwAMqKSnp9158EfKtZgMAAAAAIMC4XC45LjuGJLcpxCSDweDV2KqqKlksFo9YR0eHR1eHJJlMJjmdTh09elQzZ870ei1ff/21xo4dqytXrmjq1Klav369kpKSPMYkJyersLBQHR0dMhqNXs/dHxRGAAAAAAAYRI7LDn3vje8NSe6PF32sEaEjvBprs9lkNps9Yunp6Xr55ZdVUlKiBQsWyG63a8OGDZKkc+fOeb2OW2+9VcXFxUpMTNTFixf1yiuv6O6779Yf//hHJSQkuMfFxMSoo6NDdrtdY8eO9Xr+/uAoDQAAAAAAkMPh6NYdkpaWps2bN2v58uUyGo0aP3685s6dK0kKDg72eu677rpL//Iv/6IpU6ZoxowZKi0t1fjx47V9+3aPcSaTSZLU3t7ez914j44RAAAAAAAGkSnEpI8XfTxkub0VHh6utra2bvHc3Fzl5OTo3LlzCgsLk81m05o1axQfH+/3uoKCgnTnnXeqsbHRI97a2ipJioiI8HtuX1EYAQAAAABgEBkMBq+PswylpKQk7dq1q8fvDAaD+5hNSUmJYmNjNW3aNL9zuVwu1dbWKjEx0SNutVp10003KTw83O+5fUVhBAAAAAAAKD09XWvWrFFbW5vCwsLc8c2bN2vOnDkKCgrS3r17tWnTJpWWlvp0lOZnP/uZ7rrrLiUkJOjixYvatm2bamtrtWPHDo9x1dXVSktLG7A9eYM7RgAAAAAAgBITE2WxWFRaWuoRr6io0IwZM2SxWHTgwAHt27dPDz30kMcYg8Gg4uLiXuf+85//rKVLl2rixIlKS0tTc3OzqqqqlJyc7B7jdDpVVlamp556akD31ReDy+VyfasZAQAAAAD4jnI6nWpqalJ8fHy3i0yvBuXl5crLy5PValVQkHe9FDabTQkJCWpoaPD4hRlf7dixQ/v27dPBgwf9nqMnfb0TjtIAAAAAAABJUkZGhhobG9Xc3KzY2FivnqmsrNTSpUv7VRSRpNDQ0G6/UvNtoGMEAAAAAIABcrV3jHwX9fVOuGMEAAAAAAAELAojAAAAAAAgYFEYAQAAAAAAAYvCCAAAAAAACFgURgAAAAAAQMCiMAIAAAAAAAIWhREAAAAAABCwKIwAAAAAAABJ0vnz5xUZGSmbzTbUS/FKS0uLIiIi1Nzc7PccFEYAAAAAAIAkqbCwUPPmzVNcXJw7tmLFCt1xxx0yGo2aOnVqj8/V1dUpNTVVJpNJMTExWrdunVwuV7/XY7fb9cQTTygqKkrXXHONpk2bprfeesv9fWRkpJ544gm9+OKLfuegMAIAAAAAAORwOFRUVKSsrCyPuMvl0pIlS7Rw4cIen7t48aJmz54ts9msI0eOaPv27dqyZYu2bt3a7zU98cQTOnnypPbv36+6ujo9/PDDWrhwoY4dO+Yek5mZqd27d6utrc2vHBRGAAAAAACAKioqFBISopSUFI/4tm3blJ2drZtvvrnH53bv3i2n06ni4mLdfvvtevjhh5Wfn6+tW7f2u2ukpqZGP/7xj5WcnKybb75Zzz//vG644Qb94Q9/cI9JTExUVFSUysrK/MpBYQQAAAAAgEHkcrnU1d4+JB9fChNVVVWyWCw+76+mpkapqakyGo3uWHp6us6ePdvvu0ruuecevfnmm2ptbVVXV5f27Nmjjo4OzZw502NccnKyqqur/coR0q8VAgAAAACAf8jlcOjktDuGJPeEPxyVYcQIr8babDaZzWafc9jtdo87SSRp9OjR7u/i4+N9nvMbb775phYuXKgbb7xRISEhGjFihMrKynTLLbd4jIuJifE4XuMLOkYAAAAAAIAcDoeGDx/u17MGg8Hj7286Vf4+3puCggJde+217s+ZM2ckSc8//7za2tr029/+Vp9++qlyc3P1yCOPqK6uzuN5k8mk9vZ2v9ZOxwgAAAAAAIPIYDJpwh+ODllub4WHh/t1gWlUVJTsdrtHrKWlRdLfOkf6snz5ci1YsMD9t9ls1meffaaf//znslqtmjRpkiRpypQpqq6u1o4dO/TLX/7SPb61tVURERE+r12iMAIAAAAAwKAyGAxeH2cZSklJSdq1a5fPz6WkpCg/P1+dnZ0aNmyYJOngwYMym83djtj0ZtSoURo1apRH7JsOkKAgz8MuwcHB6urq8ohZrdZu9454i6M0AAAAAABA6enpqq+v79Y1cvr0adXW1sput8vhcKi2tla1tbXq7OyUJC1atEhGo1GLFy+W1WpVWVmZCgoKlJub6/VRmp7ceuutGjdunJYtW6ZPPvlEn332mf7t3/5Nhw4d0kMPPeQe197erqNHjyotLc2vPBRGAAAAAACAEhMTZbFYVFpa6hHPyspSUlKSfvWrX+nUqVNKSkpSUlKSzp49K0m6/vrrdejQIX3xxReyWCx65plnlJubq9zcXPcchw8flsFg8OlXakJDQ1VeXq6IiAjNmzdPkydP1s6dO/Wb3/xGGRkZ7nH79u3TmDFjNGPGDL/2bXD190eFAQAAAACAJMnpdKqpqUnx8fF+X2Q6lMrLy5WXlyer1drtCEt/FBcXa+PGjWpoaFBoaOiAzSv99ad6n332WS1atKjH7/t6J9wxAgAAAAAAJEkZGRlqbGxUc3OzYmNjB2zeyspKFRQUDHhRpKWlRfPnz9djjz3m9xx0jAAAAAAAMECu9o6R76K+3gl3jAAAAAAAgIBFYQQAAAAAAAQsCiMAAAAAACBgURgBAAAAAAABi8IIAAAAAAAIWBRGAAAAAABAwKIwAgAAAAAAAhaFEQAAAAAAIEk6f/68IiMjZbPZhnopXmlpaVFERISam5v9noPCCAAAAAAAkCQVFhZq3rx5iouLc8dWrFihO+64Q0ajUVOnTu3xubq6OqWmpspkMikmJkbr1q2Ty+UakDXV1NToBz/4ga655hrdcMMNmjlzphwOhyQpMjJSTzzxhF588UW/56cwAgAAAAAA5HA4VFRUpKysLI+4y+XSkiVLtHDhwh6fu3jxombPni2z2awjR45o+/bt2rJli7Zu3drvNdXU1GjOnDlKS0vTJ598oiNHjuhHP/qRgoL+Vs7IzMzU7t271dbW5leOkH6vEgAAAAAAXPUqKioUEhKilJQUj/i2bdskSV9++aWOHz/e7bndu3fL6XSquLhYRqNRt99+u06dOqWtW7cqNzdXBoPB7zXl5OToJz/5iVavXu2OJSQkeIxJTExUVFSUysrKtGTJEp9z0DECAAAAAMAgcrlcutRxZUg+vhxnqaqqksVi8Xl/NTU1Sk1NldFodMfS09N19uzZft1V0tLSoo8//liRkZGaPn26Ro8erdTUVH3wwQfdxiYnJ6u6utqvPHSMAAAAAAAwiC53dum1Fe8PSe6lr6Qq1Bjs1VibzSaz2exzDrvd7nEniSSNHj3a/V18fLzPc0rS559/Lkn66U9/qi1btmjq1KnauXOn7r33XlmtVo/OkZiYGB07dsyvPHSMAAAAAAAAORwODR8+3K9n//64zDedKt4eoykoKNC1117r/pw5c0ZdXV2SpGXLlikzM1NJSUn693//d02YMEGvv/66x/Mmk0nt7e1+rZ2OEQAAAAAABlHIsCAtfSV1yHJ7Kzw83K8LTKOiomS32z1iLS0tkv7WOdKX5cuXa8GCBe6/zWazrly5Ikm67bbbPMZOnDhRZ86c8Yi1trYqIiLC57VLFEYAAAAAABhUBoPB6+MsQykpKUm7du3y+bmUlBTl5+ers7NTw4YNkyQdPHhQZrO52xGb3owaNUqjRo3yiMXFxclsNuvkyZMe8VOnTun+++/3iFmtVs2cOdPntUscpQEAAAAAAPrrhan19fXdukZOnz6t2tpa2e12ORwO1dbWqra2Vp2dnZKkRYsWyWg0avHixbJarSorK1NBQUG/f5HGYDBo5cqV2rZtm9566y2dPn1aL7zwgv7nf/5HP/zhD93j2tvbdfToUaWlpfmVh44RAAAAAACgxMREWSwWlZaWatmyZe54VlaW3n//b5fHJiUlSZKampoUFxen66+/XocOHVJ2drYsFovCwsKUm5ur3Nxc9zOHDx/WrFmz3M9469lnn5XT6VROTo5aW1s1ZcoUHTp0SLfccot7zL59+zRmzBjNmDHDr30bXL78dg8AAAAAAOiV0+lUU1OT4uPj/b7IdCiVl5crLy9PVqtVQUEDd8ikuLhYGzduVENDg0JDQwdsXumvP9X77LPPatGiRT1+39c7oWMEAAAAAABIkjIyMtTY2Kjm5mbFxsYO2LyVlZUqKCgY8KJIS0uL5s+fr8cee8zvOegYAQAAAABggFztHSPfRX29Ey5fBQAAAAAAAYvCCAAAAAAACFgURgAAAAAAQMCiMAIAAAAAAAIWhREAAAAAABCwKIwAAAAAAICARWEEAAAAAAAELAojAAAAAABAknT+/HlFRkbKZrMN9VK66ejo0JgxY3T06NEBnZfCCAAAAAAAkCQVFhZq3rx5iouLc8dWrFihO+64Q0ajUVOnTu3xubq6OqWmpspkMikmJkbr1q2Ty+XyOf+JEyf0wAMP6Prrr9fIkSN111136cyZM5Iko9GovLw8rVq1yq+99YbCCAAAAAAAkMPhUFFRkbKysjziLpdLS5Ys0cKFC3t87uLFi5o9e7bMZrOOHDmi7du3a8uWLdq6datP+T/77DPdc889uvXWW3X48GH98Y9/1AsvvKDhw4e7xzz++OOqrq7WiRMnfN9gL0IGbCYAAAAAAHDVqqioUEhIiFJSUjzi27ZtkyR9+eWXOn78eLfndu/eLafTqeLiYhmNRt1+++06deqUtm7dqtzcXBkMBq/yP/fcc8rIyNBLL73kjt18880eY2688UZNnz5dJSUlWrduna9b7BEdIwAAAAAADCKXy6VLTueQfHw5zlJVVSWLxeLz/mpqapSamiqj0eiOpaen6+zZs17fVdLV1aUDBw5o/PjxSk9PV2RkpL73ve/p7bff7jY2OTlZ1dXVPq+zN3SMAAAAAAAwiC53dGjbk/OHJPdPfvOWQv/XUZR/xGazyWw2+5zDbrd73EkiSaNHj3Z/Fx8f3+ccLS0t+vrrr7Vp0yZt2LBB//qv/6rKyko9/PDD+t3vfqfU1FT32JiYmAG9HJbCCAAAAAAAkMPh8LjPwxd/f1zmm04Vb4/RdHV1SZIefPBB5eTkSJKmTp2qDz/8UL/85S89CiMmk0nt7e1+rbMnFEYAAAAAABhEIUajfvKbt4Yst7fCw8PV1tbmc46oqCjZ7XaPWEtLi6S/dY54kzskJES33XabR3zixIn64IMPPGKtra2KiIjweZ29oTACAAAAAMAgMhgMXh9nGUpJSUnatWuXz8+lpKQoPz9fnZ2dGjZsmCTp4MGDMpvN3Y7Y9GbYsGG68847dfLkSY/4qVOnNHbsWI+Y1WpVUlKSz+vsDZevAgAAAAAApaenq76+vlvXyOnTp1VbWyu73S6Hw6Ha2lrV1taqs7NTkrRo0SIZjUYtXrxYVqtVZWVlKigo8OkXaSRp5cqVevPNN/XrX/9ap0+f1s9//nO98847euaZZzzGVVdXKy0trf8b/v8MLl+uqAUAAAAAAL1yOp1qampSfHy83/d1DKWUlBQtXrxYy5Ytc8dmzpyp999/v9vYpqYmd0dIXV2dsrOz9cknnygsLEzLly/X2rVr3YWRw4cPa9asWR7P9OT1119XYWGhvvjiC02YMEE/+9nP9OCDD7q/r6mpUUZGhs6ePSuTyeTVnvp6JxRGAAAAAAAYIFd7YaS8vFx5eXmyWq0KChq4QybFxcXauHGjGhoaFBoa6vc8jzzyiJKSkpSfn+/1M329E+4YAQAAAAAAkqSMjAw1NjaqublZsbGxAzZvZWWlCgoK+lUU6ejo0JQpU9y/WjNQ6BgBAAAAAGCAXO0dI99Ffb0TLl8FAAAAAAABi8IIAAAAAAAIWBRGAAAAAABAwKIwAgAAAAAAAhaFEQAAAAAAELAojAAAAAAAgIBFYQQAAAAAAAQsCiMAAAAAAECSdP78eUVGRspmsw31Urrp6OjQmDFjdPTo0QGdl8IIAAAAAACQJBUWFmrevHmKi4tzx1asWKE77rhDRqNRU6dO7fG5uro6paamymQyKSYmRuvWrZPL5fIp99dff60f/ehHuummm2QymTRx4kS9+uqr7u+NRqPy8vK0atUqv/bWGwojAAAAAABADodDRUVFysrK8oi7XC4tWbJECxcu7PG5ixcvavbs2TKbzTpy5Ii2b9+uLVu2aOvWrT7lz8nJUWVlpXbt2qUTJ04oJydHP/7xj7Vv3z73mMcff1zV1dU6ceKE7xvsBYURAAAAAACgiooKhYSEKCUlxSO+bds2ZWdn6+abb+7xud27d8vpdKq4uFi33367Hn74YeXn52vr1q0+dY3U1NToySef1MyZMxUXF6elS5dqypQp+vTTT91jbrzxRk2fPl0lJSX+bbIHFEYAAAAAABhELpdLXZ1XhuTjS2GiqqpKFovF5/3V1NQoNTVVRqPRHUtPT9fZs2d9uqvknnvu0f79+9Xc3CyXy6Xf/e53OnXqlNLT0z3GJScnq7q62ud19iZkwGYCAAAAAADduC516ezaD4ckt3nddBmGBXs11mazyWw2+5zDbrd73EkiSaNHj3Z/Fx8f79U827Zt01NPPaWbbrpJISEhCgoK0n/8x3/onnvu8RgXExMzoJfDUhgBAAAAAAByOBwaPny4X88aDAaPv7/pVPn7+D+ybds2ffTRR9q/f7/Gjh2rqqoqPfPMM4qOjtZ9993nHmcymdTe3u7XOntCYQQAAAAAgEFkCA2Sed30IcvtrfDwcLW1tfmcIyoqSna73SPW0tIi6W+dI31xOBzKz89XWVmZ5s6dK0maPHmyamtrtWXLFo/CSGtrqyIiInxeZ2+4YwQAAAAAgEFkMBgUNCx4SD6+dGwkJSWpoaHB5/2lpKSoqqpKnZ2d7tjBgwdlNpu7HbHpzaVLl3Tp0iUFBXmWKYKDg9XV1eURs1qtSkpK8nmdvaEwAgAAAAAAlJ6ervr6+m5dI6dPn1Ztba3sdrscDodqa2tVW1vrLoQsWrRIRqNRixcvltVqVVlZmQoKCpSbm+t1Yea6665TamqqVq5cqcOHD6upqUnFxcXauXOn/umf/sljbHV1tdLS0gZm05IMLl+uqAUAAAAAAL1yOp1qampSfHy83/d1DKWUlBQtXrxYy5Ytc8dmzpyp999/v9vYpqYmd0dIXV2dsrOz9cknnygsLEzLly/X2rVr3YWRw4cPa9asWR7P/D273a41a9bo4MGDam1t1dixY7V06VLl5OS456mpqVFGRobOnj0rk8nk1Z76eicURgAAAAAAGCBXe2GkvLxceXl5slqt3Y619EdxcbE2btyohoYGhYaG+j3PI488oqSkJOXn53v9TF/vhMtXAQAAAACAJCkjI0ONjY1qbm5WbGzsgM1bWVmpgoKCfhVFOjo6NGXKFOXk5AzYuiQ6RgAAAAAAGDBXe8fId1Ff74TLVwEAAAAAQMCiMAIAAAAAAAIWhREAAAAAAAYYt1b839HXu6AwAgAAAADAAPnmctH29vYhXgm+0dnZKUkKDg7u8Xt+lQYAAAAAgAESHBysG264QS0tLZKkESNGyGAwDPGqAldXV5e+/PJLjRgxQiEhPZdAKIwAAAAAADCAoqKiJMldHMHQCgoK0pgxY3otUPFzvQAAAAAADIIrV67o0qVLQ72MgDds2DAFBfV+kwiFEQAAAAAAELC4fBUAAAAAAAQsCiMAAAAAACBgURgBAAAAAAABi8IIAAAAAAAIWBRGAAAAAABAwKIwAgAAAAAAAhaFEQAAAAAAELD+H4oaAGd0ZBphAAAAAElFTkSuQmCC\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: 2017-02-27 10:24:46.107 (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
Wed Jan 22 16:55:36 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|}{Wed Jan 22 16:55:36 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", "Wed Jan 22 16:55:36 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: 2020-01-22_16-43-21\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 (2017). *ePSproc: DABCO 1st attempt*. Dataset on Zenodo. DOI: 10.5281/zenodo.3629719. URL: https://phockett.github.io/ePSdata/DABCO/DABCO_1-50.0eV_orb30_A2PP.html\n", "\n", "*Bibtex*:\n", "```bibtex\n", "@data{ DABCO 1st attempt,\n", " title = {ePSproc: DABCO 1st attempt}\n", " author = {Hockett, Paul},\n", " doi = {10.5281/zenodo.3629719},\n", " publisher = {Zenodo},\n", " year = {2017},\n", " url = {https://phockett.github.io/ePSdata/DABCO/DABCO_1-50.0eV_orb30_A2PP.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.3629719.svg)](http://dx.doi.org/10.5281/zenodo.3629719) [![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 }