{ "metadata": { "name": "", "signature": "sha256:1297ceb40ecc0252fefd5871217a771d4a9e5a7abf9c889a67ddeb4b83e1bf21" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Vamp Plugins library" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline \n", "from __future__ import division\n", "\n", "import timeside\n", "from timeside.core import get_processor\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import sys" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "wav_file = '/home/thomas/data/CNRSMH_E_1985_001_001_001_04_30s.wav'\n", "\n", "d = get_processor('gst_dec')(wav_file)\n", "\n", "specgram = get_processor('spectrogram_analyzer')()\n", "waveform = get_processor('waveform_simple')()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Set-up Vamp plugins\n", "\n", "first get the lost of the available plugins (via Vamp Simple Host) and choose which one(s) to run" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Get available Vamp plugins list\n", "from timeside.analyzer.vamp_plugin import VampSimpleHost\n", "plugins_list = VampSimpleHost.get_plugins_list()\n", "\n", "# Display avalaible plugins\n", "print 'index \\t soname \\t \\t identifier \\t output '\n", "print '------ \\t \\t ---------- \\t ------ '\n", "for index, line in zip(xrange(len(plugins_list)),plugins_list):\n", " print '%d : %s \\t %s \\t %s' % (index,line[0],line[1],line[2])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "index \t soname \t \t identifier \t output \n", "------ \t \t ---------- \t ------ \n", "0 : vamp-example-plugins \t amplitudefollower \t amplitude\n", "1 : vamp-example-plugins \t fixedtempo \t tempo\n", "2 : vamp-example-plugins \t fixedtempo \t candidates\n", "3 : vamp-example-plugins \t fixedtempo \t detectionfunction\n", "4 : vamp-example-plugins \t fixedtempo \t acf\n", "5 : vamp-example-plugins \t fixedtempo \t filtered_acf\n", "6 : vamp-example-plugins \t percussiononsets \t onsets\n", "7 : vamp-example-plugins \t percussiononsets \t detectionfunction\n", "8 : vamp-example-plugins \t powerspectrum \t powerspectrum\n", "9 : vamp-example-plugins \t spectralcentroid \t logcentroid\n", "10 : vamp-example-plugins \t spectralcentroid \t linearcentroid\n", "11 : vamp-example-plugins \t zerocrossing \t counts\n", "12 : vamp-example-plugins \t zerocrossing \t zerocrossings\n" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "# Let's choose #7\n", "my_plugin = plugins_list[7]\n", "print my_plugin" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "['vamp-example-plugins', 'percussiononsets', 'detectionfunction']\n" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set-up Timeside Vamp plugin Analyzer" ] }, { "cell_type": "code", "collapsed": false, "input": [ "vamp = get_processor('vamp_simple_host')([my_plugin])\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Run the pipe" ] }, { "cell_type": "code", "collapsed": false, "input": [ "myPipe = (d | vamp | specgram | waveform).run()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Display the result" ] }, { "cell_type": "code", "collapsed": false, "input": [ "vamp.results.keys()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "['vamp_simple_host.percussiononsets.detectionfunction']" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "key = vamp.results.keys()[0]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "# Get spectrogram result and plot the spectrogram\n", "spec_res = specgram.results['spectrogram_analyzer']\n", "N = spec_res.parameters['FFT_SIZE']\n", "max_freq = (N // 2 + 1) / N * spec_res.frame_metadata.samplerate\n", "\n", "\n", "\n", "# Get the vamp plugin result and plot it\n", "res_vamp = vamp.results[key]\n", "\n", "plt.figure(1)\n", "\n", "plt.subplot(2,1,1)\n", "plt.plot(res_vamp.time, res_vamp.data)\n", "plt.xlabel('time in s')\n", "plt.grid\n", "plt.title(res_vamp.name)\n", "\n", "plt.subplot(2,1,2)\n", "plt.imshow(20 * np.log10(spec_res.data.T + 1e-6),\n", " origin='lower',\n", " extent=[spec_res.time[0], spec_res.time[-1], 0,\n", " max_freq],\n", " aspect='auto')\n", "\n", "data = (res_vamp.data - res_vamp.data.mean()).clip(0)\n", "plt.plot(res_vamp.time, abs(data / data.max() * max_freq))\n", "\n", "\n", "plt.xlabel('time in s')\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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8uRYUFHQjMTGxx40bN4JqamqsIyMjI8l95ubmyueee+7XyMjIyOrq6tbJycndtm/fHi6U\ngYSeBwBXr14NvXz5cr+6ujpLGxubKmtr6xpzc3OlVNlfeOGFnw8dOvTsqVOnhtbV1VlGR0cvs7a2\nrhkwYMDFlJQU/1OnTg2tra1t1apVq1r2M9zc3HLT09N9NMlI0zS1adOmhVlZWR5FRUXOH3744WpS\n6c+fP//br7/++tUrV670pWmaqqysbHPo0KFnhVpDM2bM+PHEiRPDf/755xfq6+stCgsL2964cSMI\nAIKDgxN+/fXX56qrq1vfuXPHb+vWrXPJNxX6TnV1dZY//vjjjNLSUgdzc3OlnZ1dOd/369ev32Ub\nG5uq9evXv11XV2d55syZsIMHD46dNm3abm1pNGbMmCMpKSn+u3btml5fX2/x008/TU1OTu42duzY\ng9rS5fTp00Nu3boVqFQqze3s7MotLS3rzM3NlW5ubrkjR448tnTp0k/Ly8vtVCqV2d27dzufO3fu\naYDpWWZmZnrW1dVZAoDY9wSAKVOm7Pniiy/+lZWV5VFcXOwUFRW1glxzd3fPkfJcMzMz1fz5879d\nsmTJ56Q3kZWV5XHs2LGRADB37tyt27Ztm3Pq1KmhKpXKLCsry+P27dtdSVxCDQBzc3PllClT9qxe\nvfrDiooK24yMDO/PPvvsjZkzZ+4QSgc23O8dHByccPjw4WeKi4udcnNz3T7//PMlYuMw1jvog8kq\nBW9v74yBAwdeqKqqshk/fnwcOf/JJ5+8uXPnzhft7e3LXn755W+mTZu2m12h8lWu3Ovs/93c3HKd\nnJyKO3TokB0eHr59y5Ytr/j7+6cIySVUebPj9ff3T3nvvffeHz58+ImuXbveHjRo0Hl2uC+//HJR\naWmpg5ubW25ERETM9OnTd1lZWSnEyMu+XlZWZv/yyy9/4+zsXOTj45Perl27Ak2LcYTi7dq16+0d\nO3bMfP311ze2b98+/9ChQ8/+9ttv4ywsLOpra2tbrVy5cl379u3z3d3dcwoKCtqtW7duJcAoEwBo\n27ZtYWho6FWhZ7744os7R44ceaxz5853u3TpkvrOO+/8BwB69+597dtvv52/aNGiL52dnYu6dOmS\nGhsbO0voG3t5eT04fPjwM9HR0cvatm1bGBISEn/z5s1eAPDGG298ZmVlpXB1dc2bM2fONnbh0vSd\nduzYMdPX1zfNwcGh9Jtvvnn5xx9/nMH9XlZWVorffvtt3JEjR8a0b98+f9GiRV9u3749nOQTTWnU\ntm3bwoMHD46Njo5e1q5du4JPPvnkzYMHD451dnYu0pYueXl5ri+88MLPDg4OpQEBAUlhYWFnyLqQ\n2NjYWQqFwiogICDJ2dm56IUXXviZtHCHDRt2skePHolubm65Li4uD7W9J5v58+d/O2rUqP8GBQXd\nCA0NvTp58uRf2PJJfe5HH3203M/P707//v0vOTg4lI4YMeJ4SkqKPwD06dPnj23bts154403PnN0\ndCwJCws7Q3omixcv3rB3797nnZ2di5YsWfI5V86NGze+3qZNm8pOnTrdGzRo0PkZM2b8OGfOnG3a\n0oPvenh4+PagoKAbPj4+6aNHjz7KrVO4sMMb6x30gaLpljlVtiVw5syZsPDw8O36mG8MwfLlyz96\n+PChy7Zt2+YYU46mwNfXN23r1q1zhw4desrYssjIyDRRT0GpVJqHhITEjxs37jeAWdnq6emZGRIS\nEh8SEhJ/5MiRMeTedevWrezSpUtqt27dkkm38XHn9u3bXW/evNmLpmnqypUrfb///vuXJk2atM/Y\ncsnIyPzzaZJVoBs2bFgcEBCQRGZwUBRFL1269NOlS5d+yr4vKSkp4KeffpqalJQUkJWV5TF8+PAT\nKSkp/sZclczFGKsOy8vL7aZPn74rOzu7g6ura96bb775CdtEJiMjI9NUGFwpZGZmeh4+fPiZ1atX\nf/jpp58uBRoOsrI5cODAhOnTp++ytLSs8/HxSffz87tz5cqVvv37979kaLl0gW3/a05CQ0Ovpqam\ndmnu5xqDtLQ0X2PLICMjo8bgSuGNN9747OOPP36LTCsD1PP3Y2NjZ4WGhl6Njo5e5ujoWJKdnd2B\nrQA8PT0z2fNw2eENLaeMjIzMPx1NM9+EMOiYwsGDB8e6uLg8DAkJiWcLs2DBgs1paWm+CQkJwe7u\n7jnLli2LFopDw9RLkzzWrFljdBlk+Y0vhyy/aR6mLL+uGFQpXLx4cUBcXNx4X1/ftOnTp+86derU\n0FmzZsW6uLg8JFOo5s2b992VK1f6AszCHfbMnszMTE99F4bJyMjIGIoDB4Dqau33/ZMwqFJYu3bt\nqgcPHnilpaX57t69e9rQoUNPxcbGzmK7Pdi3b9+kwMDAWwAwfvz4uN27d09TKBRWaWlpvqmpqV36\n9u17xZAytUTOnwfS0owthfFRKoGdO40thYyMMImJTD59nGgyH/Q0TVPEFPT222+vv3HjRhBFUbSv\nr2/ali1bXgGAgICApClTpuwJCAhIsrCwqN+0adPCf9r4QVhYWKNzTz8NPPUUoxxaOnzyG4qbN4EZ\nM4AXX2yyRzSp/M2BLL9xoagwUI/ZLigmsXiNoihaHzlpGrh/H/D21n5vc0BRpqMUmpL4eOCJJ5j0\nkZFpibRuDRQVMX9NDYqiQBt7oLm5qKqSdv+pU4CPT5OIYnR++AFYtMjYUsg0F7m5wNdfNzw3eTLw\n3/8aJn6K+uc0VrKzmUMfVCo8dj0Fk1QKbdpIS+yysqaTxdhs2AB89ZWxpZBpLr75BljAcfH466/A\n7t2Ge0ZqqvQwN24AmU3uv1ONvz/w22+a7+nZE+jVS7/n0LSsFAwC181FUVGR84gRI477+/unjBw5\n8lhJSYkjuVdXNxeVleLlaYmJ2hJlkpHRleBgYNKkpou/tBTIyFD/n5rKWAA0UVzMmH70QVYKBoK4\nuSCDxlFRUSuI98Nhw4adJO522W4ujh49OnrhwoWbxO598LgllIyMJow1LpOUBOTkML/r65vuOeHh\nupmA9a0nZKVgAIibi3nz5n1HBjni4uLGkz0PIiIiYvbv3z8REHZzIeY5LTGhEhJaply6EBAAfPKJ\nsaWQaen06AFMmKD5nuxsYNgwzfcUFDBrAjRd5yJGEcpKQTrN4uYiLy/PlWxH6OrqmpeXl+cKMFsR\ninFzAQCsfWgAhIGiwgwtut7cvm1sCRiuXQO6dwdsbLTfK8RffwHHjwNvvmk4uWT0p7l7BEol8MYb\nwBdfqM9du8aMIbz0EvN/ba3mOK5c0W7q+fhjYP16/vcLDwf+9z9pchMeJ6Vw5swZnDlzRu94msXN\nBRu+zSG41/nOR0ZGPjqAMElycRN1yJB/9irF0FCmkMnI6EtpKbBxY8Nzb78NzJ3b+F6hylOMItN0\nzw499hrjkykuDlAoGp/ng6YBMxOZjhMWFsapJ3Wjyd1chIeHb3d1dc0juy/l5OS4k12XdHFz8c47\nzF99tPeZM8zUvuZg3jwgNrZ5nsVGbKaXAkUBNTWGi88YdvCOHYG8vOZ73uefA8uXN/1zuN/S1RUo\nKdEvLoriLyemtK6Er56YMIFRDNpgf4fHiSZ3c7F9+/bw8ePHx8XExEQAQExMTMTEiRP3A7q5ubhw\ngfmrb0I1V0Jv3dp4Xnlz0FTvV1fXNPE2Fw8eAHfuNN/z1q1jzCLNzcOHhpkiWlqq/R5tea2plIg+\nYwpiyocpKT9D0mRuLgC1KWjFihVRU6ZM2bN169a5Pj4+6Xv27JkC6ObmQp/KrrZW7XNIajwUxUxv\nc3LS/fn/FG7cYOZ/a/qGSiWz8MfSUviex6EFZqiKhaYN0/urrQVatdI/HsA00k+bjCUljOLj83Zg\nSuMJhqTJrGWDBw8+GxcXNx4AnJ2di06cODE8JSXF/9ixYyMdHR0fdWxXrVq19s6dO37JycndRo0a\nJXpdppTEIvd+/DEzAKsr5eX85/Pzgdde002mpsIQ8QtVaMHB2le9zprVcleRm2JB37ULsLaWFob7\nnlVVTBzp6ZoXqOmqyPQZU2gqtMk0dapwPpWVgolAEkmXxGKvbNYlvFDmPnUK2LRJenyGQEimps7M\n2lqtV6/q72LA1KisbLjAypBoM3nx5QPuOWL6Cw1lVgQ3Fy1RKRA0LW6TlYKJoI9SaGqEMn9TFAqF\nAqioEL5uiO/TEr+xIWiq91q8uOl6R6q/dy3XJy+R99Y2hZQvDBshGe7dA6KipMvVlLDlr6hoXH9o\nyguyUjAANTU11v369bscHBycEBAQkLRy5cp1ABAZGRnp6emZGRISEh8SEhJ/5MiRMSSMrm4u+BIr\nN1fYxAM0zMyG7CkYAorSXMlziYhgxjf0GUjj8uuvwNq10sPJMBQWNl3chsh7TZV/SV4rKQFWrpT2\n3IkTmcH/poJdDtjpI3aa7OOoFAw60GxtbV1z+vTpITY2NlX19fUWTz311O+///77UxRF0UuXLv10\n6dKln7LvZ7u5yMrK8hg+fPiJlJQUfzMzM5XQMzQlkrs78OyzwMGDzP/l5YCdnfq6voVCm6lG3wq6\nshKwtRV3b3Ky4d0KrFkD/PknsGoV8z/f+xqyp/a4zu7QBW3fSsq3lDJbqKnT6MABZrWym5th4rt0\nCejfX/2/PvnUlNYoGBKDv7KNjU0VACgUCiulUmnu5ORUDPBvIK2PmwshyLzq//0PsLcXvq85ewpi\nwxmyVaJLXObmTRt/S6GpZG/Kb6Jv5XzsGODi0vDcrl3At9/qF68YiOyHDjENNy4XLgC//ML8Zpt4\ndOHJJ4Es1kondlxS4l28mJllZ8r5XFcMPiVVpVKZPfHEE9fv3r3becGCBZt79OiRuHfv3uc3btz4\nemxs7KzQ0NCr0dHRyxwdHUt0cXNx9y4AhIGmw3ifTxLx4cPG5/Q1HzU1XJnWrmUWPkmprIXiEoMu\nz9GHlpgGhsaQU1L1ie/CBfXkAPLdX36ZqYTnz9dNFqn3nz2rfdGoIdzcSynnQte/+IKZVm1KebRF\nurkAADMzM1VCQkJwZmam57lz554+c+ZM2IIFCzanpaX5JiQkBLu7u+csW7YsWii8NjcXvr6RYJSC\nZjkMlZhJScDq1cxvQ/YU+OTjnlu9mt8RmFB4KdTXM1Np2XCVgqZnmLL5qDkLuqGVApvKSt0qUV1k\nqqgQfpbY76mvuwux9+raO+BiahvstEg3F2wcHBxKn3322UNXr14NdXFxeUh8Hs2bN+87YiLSxc2F\nthYTRTFT70hi1tfzhxGb2Fu3qgdfdS3gGRnMvsy6oOtqUW3h/vOfxuYEC06/Ubb5S6O5zUdDhwJd\nuwpf15bfhdJ33TrAz6/hPYMGMZvWiCUrCxgwANi7V23OMbRSEMJQSuFxHWg2qFIoKChoRzbQqa6u\nbn38+PERISEh8cTvEQDs27dvUmBg4C1ANzcX3EyTkcFMhWNjZaXejaxDB/VOVbpkOL5MwW29a8s4\nubnitjiUkgH1LTx8LhCkjinQNHD6tO4y6FrgsrLUvbfHBRXP1IuUFN18eGn77mlpxEyrzmfJyepZ\nQmLy3tWrzLjeCy8AH37InON7By4tSSmYWk/BUBh0TCEnJ8c9IiIiRqVSmalUKrPw8PDtw4YNOzlr\n1qzYhISEYIqiaF9f37QtW7a8Aujm5oLb6g8OZrq1SiXzP0nE5GTmL9dEwo0rMlL8rlE0zcTn4tI0\nrWhtJqXISGbbxdu3GZmFwvCdT0kBunThH18haJppwXd/cjLTWmVfW7GCcZUsBl2/4S+/ML03MkDZ\ntq208IYq6BTFVJSenoaJTxO6jCkYskITU6ELPVtTnuNiiHL19dfq2UxyT0E6BlUKgYGBt65fv/4E\n93xsbOwsoTCrVq1au2rVKsmz40nmqahomGE1TZlkZ7i33waOHmXmLvfuLawU2PHQtNpLaHExsz8y\n23TXFBmIHedvvzXes0Gs+ahrV2bl9ZAhwuG45iNN35Ci+JXIr78yLhSacsUse+AyKYkxbehKXh7j\n+kTXbRtzctRKQZ/0v3iRMbcIoUtlqW0xpSHs94aQh++eL74AnnlGbcbi4949xgvtkiUNz7//vvq3\nrgPNAFOvyFNSTQBtLRaxBfPSJemLjWhanWlPnAD+/W9pz9SGtnjYlbYuz6yqUv+W2mrj3k9RjZVI\nc/Drr/pl81uyAAAgAElEQVRXUOxvd+8eo+B1xRCVZXU1MHBgw3Pnzzfs5RpynYLQxIerV/WLVwhd\negqLFzfex4HLoUPMBkCaKCgApkwRfo4mHlfzkckpBeK/Rai1QxKRT8PrsiiH21PgOy81TqFw2sxH\nfDZ/KQvmhN5FCuxwbKVA00ylIqUQ6VLgJk+W5qZBFxISmPnubHbs0G1nPbGVD5ennwaWLdMcj6Er\nrFu3Gp/TdyosX1z63FNZKf25P//M/JX6vR5X85HJKQUy11qbUtBWabN/KxTixhT4nqcriYnqSp7E\nee5c42l/2pSCEIbOzJrMTTTNjC/06cN/39Wr/BvbGEIx6fKe2gYiT55kepJswsOBd981vCyAcO+X\nL782V+XMvZfIKGYqtT7P1XaPrW3DNUi6IkZmuadgAIR8HxUVFTmPGDHiuL+/f8rIkSOPkRlKgHTf\nR1zvnFKUglC4wkJg//6G10tLmZlN7Hiefx547jnhOKVkoIKCxk7OJkxgZtV06cIfp77mGkP2FNhx\n1ddrdrnRpw+zA93jxJYtDcebNKHN9q/pHi52dsyzDQWfMhIjiyEGmoXKk9BWupri37mzoddeTb1z\n9j2yUtAT4vsoISEh+ObNm71Onz495Pfff38qKipqxYgRI46npKT4Dxs27GRUVNQKoKHvo6NHj45e\nuHDhJpVKpVEmbT0FgraegraxiZkzG3u8TEwErl/XHE4X2HJlZwu7Sda3p6CPUtA0D16p1B4fmR0m\nJI8UGfgmFuiKPi1ftkxc3ntPPeakaxzk/Pnz/Nug8slZUdGwl6NQNN6WU5eegjHMR4mJ/FNuhdJH\nU/wzZgDRgktmheN7HJWCwYcK+XwfxcXFjT979uxgAIiIiIgJCws7ExUVtULI9xHb9QWBrNBjuo5h\n0ObmQhvaMigZhBYTn74ZR9vCI4KUgWaa1jx7QtP7k+m8fPfztbAMYQaSgtTpkVz0TS+lUtr4jjaE\nvoNKxRxPPw20aaNb3P/6F9NzWLOm8fOaa4qorj2FEycaOreTEpYPvrKgbfaRKSmFFuvmQqVSmQUH\nBye4urrmDRky5HSPHj0S8/LyXF1dXfMAwNXVNS8vL88VALKzszt4eno+WkalzfdRZGQk2rSJBBCm\nVQ4pYwr62qX1iYcri6ZzfBWxUEFYtYrZpF4X+cTsTkcWrwnJ0BSFyVA9hV9+AcaM0X6fEBYWjRdM\nSsHfH4iPV/8vlIa7d6t3WyM9LXLvpUsN98sWykNEzuau3Piep8viNbGbFlVW8s+e0iYTgW9xqan1\nFFqsmwuu76PTp08PYV8n7i6EwmtbvMY1HzUOT+RofE2bXTQvr/GeBlJm93DjF9vKYhcWbkWrT0st\nK4sZK+HbJU2sIhJzv9S4pLJvX0N3JXymKCns2cOsUdEHffZOSE1l1iUQNH0rdsXP5sknNe8dIiZu\nApmdo2s6cstCXBy/uYsdF19ZEwtf2fvwQ2m9Ci58bmjkdQoGhvg+unbtWm9XV9c84uoiJyfH3cXF\n5SGgm+8j9pRUvkFlsZqdr9Xi5saMJZD49eH114EePcTdK7Yw6tIinzSJcZvMvZcd17FjzD4UYmA3\nQHQdhJTKc88Bv//O31PQF0Oa/qQMrhrC/KYNdm+ODfcc3zx+oXuFzrGZMEHtCpvIwQ3n5gZMmyY9\nbiHYa3DEEBOjffKDqZmPDEWz+D4aP358XExMTAQAxMTEREycOHE/oJvvo+HDNcugy5RUNtx9hXXN\nFL/+Cvz1l7h7NU09bKoBPva5PXuAw4fFxUEGMbmVWlNVbAR2BcenFCoqxK9KNoSZT1Olf/Ag//nM\nzIZjMkolswBLzFabUr4vWzapPTxDYWUl/FxCFk/zT5eeCSCuocAOd+gQ4+xSnn3UmGbxfRQSEhI/\nZcqUPVu3bp3r4+OTvmfPnimAbr6PBg1iPC9qa6HpO6agSyFkxyOlNatLr8BQ4yB83XxNsCu15qhc\n+OD7tuPGMQ7YNL1PU4191NQAmzc3lIXvmV5ewI8/qp97/jwwdqw0p3baZiqxqa8XNj/p+zxtWFqq\nfwspUEOaHQ3Ze2THKSsFPRHyfeTs7Fx04sQJ3ja+VN9HJNMI7a6k6Rw7w4lZMCQUj6bzQvFIvVcX\n08yFC0BQkLT4W7dWO9eTIqMhlUJ0NOPmQZtNWNNAc1qa9pXOYuVlp21ZWcNFenz88QewdCkwdarm\neIGGvRnyHuyegiEroXHj1D3fpp4EwYWtFITCGWoMA2gapSD3FEyMiRPVv5uip6ANba12XZWCPnbz\np54C3nlH+LqQHZtvtTH7nvXrNZsDxJiPNFUAb76ploO7xwPf/bquedBFKXTsyDhMFLpHqkJk97S4\n58SEkwLXFMqNy1DP5fv2fAstuXHx5fGW1FOQlYKJQDINe0aNLmYVIQXBLTDa4nN15XfKxZdJX3gB\nGMlZs332LH9Lna/gilE+fCuL9e2mL1+ubvnxhautbTibBmgsq5jnJSYKKwW24uHrKehawWlL39JS\nZraQJsTkuZdfbhyG+z40Dfz3v4bZktJQ6FrZijEf8fXsmlIpSJ1G/riajww60PzgwQMvsjahZ8+e\nf37xxRf/AoDIyMhIT0/PzJCQkPiQkJD4I0eOPJolLtXNBUGXMQX2XGR2JtKnlfHwIbPBtyb5CHv3\nAt980/BcWFhDm7KmSk7Xio+t4FQqZsW0ri1Avt5BTAzw2muGkVUM7PQ6c4Z/wFLT85pqDERTBfLt\ntw2fLTRw/uKL/LOBtCk/fc2V7GfoGi8bMeYjvo2eWpL56HGdkmrQnoKlpWXdZ5999kZwcHBCRUWF\nbe/eva+NGDHiOEVR9NKlSz9dunTpp+z72W4usrKyPIYPH34iJSXF38zMTDCJ9SnY7NlAmmz1Unse\nUjIp357LbHMI9/20VQLcZ2srHAcPMlMGn39efU5Xtw7kN3twV8hFB5f33mM26BGKW9Oz2e+4ciVw\n+bK4Z3Jt+GzKygB7e83P1QUxFTC7p6DLCnRDycSHri1wPqXQlDuvyQPNhsOgetDNzS03ODg4AQBs\nbW0runfv/hdZoUzTdKPPK+TmQtMztJlVNPUU+OLh/jYUUlp0fDZybTKRQqDNQSD7HEXxtzilyMqu\nwPQZ//jgg8aeSLUh9DxdTIbcsA4O4qcQs8PpM6Yg1kQohnv3NIfVNV5d7f7yQLPp0mRjCunp6T7x\n8fEh/fv3v3ThwoWBGzdufD02NnZWaGjo1ejo6GWOjo4l2dnZHdh+jrS5uQCYaYdAGFSqsEfXDDmm\nwCUhgf+8NkUkFCdf5tVlRTM5z3V2pq1wiCmsmp7HN6de1xXGUguyPkqIHV7ofYU229EUjl1xSBns\nZiNmnYI2UlLE32sIU5M2xJiiDDXQfPdu04wpmJpSaLG+jwCgoqLC9vnnn9+7YcOGxba2thULFizY\nnJaW5puQkBDs7u6es2zZMkF/hULrFIg/j5EjI8E4xGOHafxbbEub+5sb7uBBITkbnyNhc3LET3kV\ner7UwpGT0zguTc/Ud0xh3Tq1CeqfohQIUgfJdZ29xvc+2sxHQrLwmSC1IeY+Q7TAm3qdgp+fYeT0\n92+4iNPUzEct1vdRXV2d5eTJk3+ZOXPmDrJy2cXF5SHxeTRv3rzviIlIFzcXfBjbfMR9VocOwn5d\n+DKvJvORWNNOhw6a7yfXyOwkXQeCifyHDgE3bzY8JxVu/MOGNfz/hx/UG9uw7+U+b98+ac8jfxWK\nhmmXnq4538THM7PFAP3n/QvNPhKaHqzteVIUsxTl2hRjGd26Ccetb76UCvu7pqYyGyyxn2NKSsFQ\nGFQp0DRNzZ07d2tAQEDSkiVLPifnc3Jy3Mnvffv2TQoMDLwF6Obmgi9D8M2J1lUpNNXMFALflFG+\nVp62TC5kctDUU5g/X73aVsx78rmH5qt8dF03oKkimz0bmDMH+M9/1Of07Slwv1mrVg2v882GYd+f\nlsbMFhNCSgUidZ2CNtj5ypA9BUO15tnhyLamhozbUGMK3MbH46gUDDqmcOHChYE7duyY2atXr5sh\nISHxALB27dpVu3btmp6QkBBMURTt6+ubtmXLllcA3dxc8MHucos1HzV15S8En1LgMx+xXSVfugR8\n9x2/8uIWBk2tqLQ0zfdxEbMAiU8Gvvuktu5iYoTj1NVcpa339eCB5nBSr2m6n6+n4Omp+3OkKAVd\n8o4mtFWchjYfGbKnoCmex7WnYFCl8NRTT/3Ot3PamDFjjgiF0dXNBRt2i1ZsImoaR5CKlJko2noK\nRC72uR07GOdd7IVvQhUcX+HgLiwTkpV7ztKScZ3BvibW/CVU4axfD0yfLixDRUXjFjwgbIOXAt83\nY+eXL78UH5fYyQ1SlGN+vvbniTEnilUKulbAYhCTv1piT4E71iivUzAB+DINX09BSjyGUhCGUAp8\nrWHyfnwmB26FzCfD5583PieGe/cY1xna4hc7pfb+fWZ1NFnJyleQ7eyAxYs1y6WtAli5Ehg9Ghg8\nWLtMYuALR9Lizh31+0iZfcTOs4a27RuyddsSB5oN2aPRNKlANh+ZMGL3r2XTFOMIYuLh81rJ1/Un\n5zIz1SuexZiPxBZiMbKyKy6pPQW++L29G8YhJCvfdqDaZGATFcVM0RRSClLTm+/9yJqGuXOlxUWQ\n6lBQX2+nYjCkLyJdK25dFaShej2y+aiZ3FwUFRU5jxgx4ri/v3/KyJEjj5E9FwDpbi74EpZdqYpN\nRKGtDHUpBDt2iA/LV8HwKQVyX9++6p2x2AhVKLoMMgqF4TPj6KMUCMS3j1AFwNebSkxUby0ppvLS\ntMBJ27svWdLwf75V6KtWNT7Hh5j0INOJjQ3fDn1NrSgMFbe+u/ERuOYjWSnoCXFzkZiY2OPSpUv9\nv/rqq9f++uuv7lFRUStGjBhxPCUlxX/YsGEno6KiVgAN3VwcPXp09MKFCzfxjUmI4dYt5q8uiahL\nRtS1tcJXyNiVIN+YgqZ4xIwp8CFGVrZnVE02bb5KXBOJicxfIVn53n3RIrW3UrEVAEWpt910dxev\nFMSgyaQkJhy7p2CI/RTY8O1rLEY2Pgd1hhxo5vMRxqW5zUea4lYq+Wfg/dNpFjcXcXFx4yMiImIA\nICIiImb//v0TAf3cXHDp1Yv5q4tS0MVuyicHmbcvFT6loK2iFeopnDol/flCc+P53GVrW5FN0FS4\n//tf4XCAeIWoCfL8xESm0s3NVcfL3tNAk5xSBpDFom1MzBCQtRRScXZufM4Q70m+49272sOJSduH\nD3ULx/cu584Jx1Nfzz8D759Ok7u56Nev3+W8vDxXV1fXPABwdXXNy8vLcwUAKW4u1qyJBEUxe/UC\nYX8fjdG3p8DXyhJLVJRu4TSNKQghZF8nJhZt8BUQ7gp5tvmIVKj37zcOp8l8pKkikGI+EhOOzZW/\nV7u8+aZ6vwZiMhSavjlhAnDggPa4ueGksHw583fmTOZ5AHD8uG5xGRpHx8bn+L4112eVWIeEYhDz\nXfv0aXzOUIP17Hjq6vhNqC0VQ7m5aBKlUFFRYTt58uRfNmzYsNjOzq6cfY2sbBYKK3Tt/fcjQdOM\newX2qkMmjCGkZuD6EtIHtolA7DNJy4WvomW3ADXZ18Ug1XykCU1TUsmG6uXlje/hs9UD2l1hi3ln\nPj9GfFNz2eg74YDvmZriJAqIjEmJobnt+UKD/trYvl39W0r51HWmnJj327lTWjymZj4KCwtDGGt1\n5b///W+d4mkyNxfh4eHbiZsLV1fXvNzcXDeAWd3s4uLyEJDu5uL997UnfnONKRgy3nnz1L9JBRsS\n0vg+PpsvqXSlIka26mpxcWkyHxGz3hWedepClSFfb4Qvbj5KS5m/lZWNr02b1vgce3cyKfmAT8ZD\nh8SHb27EvNsHHzQ+p2vvl71QUgq//qpbOLE9ZG3I5qNmcnMxfvz4uJiYmAgAiImJiSDKQqqbi717\nmcVPXNiVlxSPlYSmcLvb0iEDsJogtn9t6OL6Wx80pRefCUQT7G1dm0JmIR9YuqKreVPMu12/rlvc\nLQGx+3hoQ6VS1zHp6dImAfxjoGnaYMf58+efoihKFRQUlBAcHBwfHBwcf+TIkdGFhYXOw4YNO9Gl\nS5eUESNGHCsuLnYkYT788MNVnTt3vtO1a9fko0ePjuKLFwAN0HRAAE0z2Vv7ERws/l5djm++adr4\nTekYOrR5nzdmTNPE++yzxv+WTXWsWWO8Z/v4GP/9xR5TpzY+Z6ow1bv0epxiwrZsmHEGGg4OavOA\nzOOLiwv/DBQZGX3p16/xwLkJVJG8UBQFmmdzM63hTEkp/BPo2FG7zVxGRqblYAJVJC+6KoXH0N2T\ncena1dgSyMjIyAhjcKXw0ksvfe/q6ppH9kwAgMjIyEhPT8/MkJCQ+JCQkPgjR46MIdekurkwdVrK\nnHQZGRnt2NsbWwIjoMtAhKbj3Llzg65fvx7Ss2fPW+RcZGTkmujo6KXcexMTEwOCgoISFAqFZVpa\nmk/nzp3vKJVKM+59AIw+ACUf8iEfj9/h4mL4AeDmgqnepdfhBu8pDBo06LyTk1OjZTw0j21LFzcX\npoyDg7ElkJGRkcIvvxhbguan2ZZmbNy48fXY2NhZoaGhV6Ojo5c5OjqWSHFzAUSyfodByM1FS0ae\nOSUjY1r4+BhbAvEYys1Fsww0L1iwYHNaWppvQkJCsLu7e86yZcuihe4VdoERiQ0bIsEoh7AmkFLm\nccfGxtgSaOfpp40tweOFKfXuw8LCEBkZ+ejQlWZRCi4uLg+Jz6N58+Z9R0xEUt1ckE3nZf65uLho\nv+eZZwzzrJdeavj/sGGGibcpefFFY0vwz4V4QejXD/D3Z37b2RlPHmPRLEohJyfHnfzet2/fJDIz\nSYqbi8OHAV9f6b77mwq2vyICXwb66KOmeb61NfP3+ed1C//tt4aTRSy0QB+QTbt22u+xtJT+bL4t\nPqM5/dWffhIO35RmhMBA8ffy+eIZMEC35za3s7d33mne50mF5M+4uJZTzxgDgyuF6dOn7xowYMDF\n27dvd/Xy8nrw/fffv7R8+fKPevXqdTMoKOjG2bNnB3/22WdvAEBAQEDSlClT9gQEBCSNGTPmyKZN\nmxYKmY9IYWgpXgsnTWp8js/pGztzOTkxfw3R0iVbkPJVEra22sOzfecb0vUxgbwjTQM9eza8pmn/\ngEWLtDth43vnr7/mvzcgAEhKAqZMaXyN6yeJ5C3i3poNUcJiIWktBpZjS63wKURdvQRv2qT9HrGe\ncsXg6albODH5OThYt7j5cHFpnu1PWyoGVwq7du2anp2d3UGhUFg9ePDA66WXXvo+NjZ21s2bN3vd\nuHEjaP/+/RPJ3goAsGrVqrV37tzxS05O7jZq1ChBF2wtbVu8tm3Vv7t0Yf7yycjnaVRKl3TaNKB/\nf+HrfBUkd251+/aN7+Er7HwVGZ+i4zJkiPo3ebdXXhG+//Rp4WsjRjSslENDG9/D985t2vDH5+MD\ndO8u/DzCrl3q9OPrVXD96vM53ps+Xf2bL42F5CDKaPNm7XJq2mZUKmJ6bnxbdHbsqNvzxPTwxoxp\nfO7ll7WHE/Mu2li8WJ32fO/9uGAyK5q5hWHoUOF7O3VqWlmAhhWtpt4LnwdXrldRvoqP0KMH8L//\nCV/nqyC5lQR5HrtSYvcUSK/j8OHGcfXpw98Kc3YGFi5sHJefX+MCyv6fpoXNHSoVE54N37flO8d+\nZz8/tWIhFZFQo4L0MGxt1ffwbazCVaLku7PzYb9+/M8gsFufbKVB4rKwAB48AN59VzgOvv0NpO5P\n7OWlWzjC/Pna74mIaHxOTK/jiy8anxOj9AzRsg8PV+/nICsFE6RbN+FrfHsRaCMoSF1YfH0133v5\nckPFQ8wh2noK5DrbpBQeDvzrX8LPIgVp0SL+61yzRk5O48JOCgyxiy9f3lCZaNs3ga/y6NoV+Oor\n5nfHjupNdEiFyi7IXCUhVEGzz5NWN1+Lm30f6SGQ533xBbM7HzHvrVvXOLyPj7rwkx6NlZU6Xq6i\nfeGFxnGQcQB2r4xvT2tCXByzf8S1a8z/dnbqsETJWVoyJpb33xd2h8KnEHWt3MVUtnwK0kNg0jgb\nvjRm9xT4rltbA66ujc9re78nngDGjm18fvZszeG4sL+trBRMgKY2HyUkqJXBvXvAb78J39uXs7yO\nZCY+GcvKGp9jK4Vt2xjFIASpaLgVK2kJs5XC2rWAm1vDQjRzpjp+dquZyGplpd6oR+gb8ylg9r1m\nZmq7LynUmgoyCcu3qQth505mYHLVKs3PJhUb+fv664wMoaHMhi2kd8QO4+7e2ETEpxTIbKQ9exp+\n/0OH1PmDXZGw05X7LceNY3oSTzzB/O/kpA5L/rKVkdD34+sZavrWRGnOmaM+R95FjFKYMaPxudat\ntYfjy0tspcln7qmu5m8E8G0uxeb4cWDQoMbnxWyQs2sX//2yUjAgfL6PioqKnEeMGHHc398/ZeTI\nkcdKSkoeWWTF+j6SohTEzhy4dg2YOlX9f58+6rGCsWPF2ym5PYW4OPU1vu092YVYyPREzBp8Xe7s\nbMb2DjQ03ZCxDXZh375d3aInmd7MTH1PUZH23dv4dkjjKgUA+PNP4Pvvmd/sdxTqKZC9k4X44IOG\n4xUE9txx8hxuBWduzj8ZgFzj0qGDWi7yPuwBcXb8zzyjrmzZU2jd3dXjMiQu7gwnAEhNZSoyYnoi\n6cJuSQtV9FJ6CmFh6k1+yA54gDo9uOH4xgr48h9bKQjN49fWU5ACMW8KYW7OX1bFKD12j58tnzzQ\nbEDmzJmz7ejRo6PZ56KiolaMGDHieEpKiv+wYcNORkVFrQCApKSkgJ9++mlqUlJSwNGjR0cvXLhw\nk0ql4pWJm8k0Vdhit6h84omGCuTjj6X56SfTQbk9BfYgJF/rUZPSIt11MjWTr1CyK4ZRo9S/SeUi\nZA4imd7DQ53p27TRPFAuJAO7wiS/e/RQKykxSkEXUlP5ty/VVgH07g3ExjK/uRWrUsnMSyd7anOV\nA8CfZhkZDSt9Dw9GyQJq8xLfgjg/P0aB/PxzQ3nYLVWhPMKWnfQShZQCu5JjzwAj78f9ZnytdL60\nZ++3LbTgr7mVAl/6i1EK7LzJ/v7Tp2vuwf+TaRbfR3FxceMjIiJiACAiIiJm//79EwHD+j5au1b9\ne+pUYPx4ceG4lbam6ZJcSKHm9hSEWph8z2Qzezbw118N4yKFkm27JpUXO/5//Uu92lWou21hAeTn\nA6++2rAl1Lev9NkbfEqBja52bm1wB6LJc7TJb2mpLuRcpcCVn3x7Phsz+zkdOzZsNZPWOE0DTz3V\nMBwfXHOVUE/h1Cn1b7ZMo0czz9JmaqJp4MknG18Xk0Z8SoE0XBYsaDgLjw1fnpBStggvv6zdfMTu\n+bIRoxTY34D9/XfuVDciHjeaxfdRXl6eK5mG6urqmpeXl+cKAFJ8H8XERELt1iMMQBju32dmOZw+\nDaxcybTaCguBuXOZQ1OLdOTfhipDLFIhhYRvf2h2xvT1BQoK1BmRm9m7dm08yE0K5XvvMeMFixc3\nVBCkct+wQbOMbm6MuYL0QPi6x0TW8eMZuzm7wOzYwYxPEPjMR2ykKAV7e2Y9gVjYcQ8bxsgiZVqm\nNluzJqUgxNKlDafFjh7NVOZizBDaxhTYs9OI2ZAdTkyvgp1eUsYUuErh5k2m11Fby1zr0YM5z908\nips/VCrdeohDhzLjboRbtxov9hPbU+jRA9i9u2F49ncWM1bSkjGU76Nmc4hHIO4uNF3nOz9nTuSj\nlvC//8389fJqWBDFVgyFheoMoC1MXJzmXkd8PGNX9vBgMr25OVMBh4cz9nx2/Dt2MJUyiY9b4Phm\nZ5B7rK2ZQdTnn2eUELku1vaZk9Pwf75wpOI7cIAxt7A3cp8xQ5pS0DT7iHv+q68axq0NMvula1dm\nwH3ECPW4iRi0LYDk6/FpWlvy8GFj23pgIHDkCDMTSpvrDvbsI4LQuBN70J/IJ5SH2UpGjFLQNjgM\nqCtUcp7E0b27sFJo1YoxabK/5/DhjPl2/XrmfyEzVI8eDc2h3IWQAPN9+GYt8Y0zkfAuLkw5JN85\nK4t/PY8pERYWhjDWSsh/k4pSIs0y+8jV1TUvNzfXDWBcXri4uDwEpPs+4oPdShJqnXJXUjo7q5WC\nthbtuHGaTRPBwcwgJVueTp3UFQE7Y7q6Ms8Watlxba7R0Q1bhhSlfhaRW9cBMb5w7HN836WmRj2b\nSt+egr29+n2l2prd3Jg0SU5Wfx8pPQVdlMKxY8wYAh/t2wvPwX/qKSAvj/8agb1OgRAXp56zb2Oj\nnu3E/u7kPcTMVBIzEMs3qK9tbQGJgxs/+9txe9IAY7MnLmAGDQJSUhrHHRTEVOJffql5AaKZGfOd\nKysbnufKxE53NzfG1Qv5duwy/LjTLEph/PjxcTExMREAEBMTEzFx4sT95LxY30dCXU92RcZXMZw+\nzXR5hTCk7ZtdELhTSWla3ZqcNIm/ALJNKBTFmCSEWqikAOiqFPjMIexzfC23Vq3U8mhTCuyWW8+e\njVdLl5byV4a6IqVQa7Nt85mPXFx0X8mrDdJAYSvHJ59keoYk/4wdy+RvdkVH3kPMQLONDZCe3vA6\nO9wff/AvHNOmFPgG+r29G+ZvrlKg6YbOCL28+Nc+kPcLDGw4k2zaNP4xLXae7dCBv6fADdNUY1+m\nTJP7Ptq2bducFStWRB0/fnyEv79/yqlTp4auWLEiCpDm+0hIKYSGqme88CkFZ2emQnrtNf7whswU\nbBlXr2bWPvDFv3x5w8FDgJm6Ony4+GeRSldIKQwYoLmHo62nsH8/M9NHCFKooqMbexsFmEqMTMfd\nuZPpngshpqfQqROwZYvw9eee45/+y4eYMYU33mge1ypXrqi/nxi5+CpDoZ4nNz5vb+YvyRd8pigu\n2tKmTx9m/QU7n6enN1zwxx7wlvIMtqJnh921S7NJbvt2Jr+JUQqPs+M7IQw+prBr167pfOdPnDjB\nW++LZXsAACAASURBVOWtWrVq7apVq9byXWMjVECjotSrVvkqYJIhhezOTaUU2rRhur9izRpcm7Q2\nE8eAAUzce/c2vrZ6tXbPmXx+jtg9BRcXzQWPFKqlS/mvU5T6nbS1NrVVht26MS41NPnAYT9PE6dO\nqd0ia4rr009190ArhT591L/FONGzsmLS3cxMe2tXyN1Lv36MS5OpUxlHgey4+J4HMC11vlXWO3cy\nf+/fZw7uIjI3N0Zhb9woXnkBzHjMwIHq/7kKRVO5Je/Cnsrat2/DsUEhlzMyRhhobgpIAu/d29gs\nQipXocp5/XpmRoMh4DO56OKs7OzZhgVCCIrib/H/5z/aw44Zw8yEYiN2FefYsYatMLW1Rsk0XUPA\nZ7YTolev5tuOsaBAeHonF6K0SM+SVGzm5kwlXl0NFBcLexd99llg3z51XICwUiBTgJ95ht9dPAnv\n7a3uibA5d45ZB/Pcc9rXz7Dx9GxoOuUqBU0tfPIuXbowCqe+vrEnYNl8JIzJurng64qOHctkPjak\nFcJukbHp31+cgy9tKBQNVxcTdPHD//TT4l2EP/mkZueAQlBU40pIrFL47Td+h2e60K8f06Nqibz7\nbvOtbBWrEAhvvKGeCXTyJDPLqb5evXDS0VHaWA2pJE+dUq/5USjUikdXUxoZLwkL46/IZ87kn3nG\nlV3IySMfpOx8/DGjiPjqCrmnIEyz9hR8fHzS7e3ty8zNzZWWlpZ1V65c6VtUVOQ8derUnzIyMrx9\nfHzS9+zZM8XR0bGRdViXTHn0qLoL7enJFHBdp/G+9x7T+tq4kf+6UGt32zZxfut1xdeXqRQMwahR\nwo73mopLl7TfYywoyjCD4E0N2wGkrjZyYiYaMoQ5Vq5seF2XrUpzchjzEWHAgMYmwO3b+cNyy1Pn\nzg3/J5X50aMNz584oV7EqcksJo8paICm6WY7fHx80goLC53Z59566631H3300ds0TSMqKmr58uXL\no7jhANAXL9KPAGj61VfpZkelounq6uZ/royMWJydmfIhxFdf0XRxccNz169rjjMhgabr6/WXTSzr\n19N0XV3Dc9yy16qV5vfUxMKFNL1zJ/P73j2a7t1bt3haOkz1Lr2epmhD7E4hEl9f37SrV6+Gtm3b\ntpCc69atW/LZs2cHk7UMYWFhZ5KTkxv45aQoiv7f/+hHm81QFOOqQcymJDIyjxO+vszsn2Ys1kbB\n0pJp5f/T31MfKIoCTdOSbSzN2jmmKIoePnz4CXNzc+Urr7yyZf78+d8KucDgsnVrJKurGPb3ISMj\nw+bixcfDw6c8FtAYQ7m5aNaeQk5Ojru7u3tOfn5++xEjRhzfuHHj6+PHj48rLi5+NBnP2dm5qKio\nqMGQLUVR9KVL9KOdrU6eZGaGmPqydBkZGd1ISmIGn/ncXsgwmERPwd3dPQcA2rdvnz9p0qR9V65c\n6UvMRm5ubrlsFxhc2APNZPMTGRmZxxMpDhRlpNFsU1KrqqpsysvL7QCgsrKyzbFjx0YGBgbeEnKB\nwaU5VpfKyMjIPO40W08hLy/PddKkSfsAoL6+3mLGjBk/jhw58lhoaOjVKVOm7Nm6detcMiWVL7ys\nFGRkZGSanmYdU9AViqLoP/6gG/iVl5GRkZERRtcxBZNd0SwjIyMjY3hkpdDEGGKKmDGR5TcusvzG\nxdTl14UWoRSOHj06ulu3bsldunRJ/eijj5YbWx5DYuqZSpbfuMjyGxdTl18XjK4UlEql+aJFi748\nevTo6KSkpIBdu3ZN/+uvvxrts2SqPQUZGRkZU8LoSuHKlSt9/fz87vj4+KRbWlrWTZs2bfeBAwcm\ncO+TlYKMjIxMM6CLwyRDHj///PPz8+bN+5b8v3379pmLFi3ayL4HAC0f8iEf8iEf0g5d6mSjOwYW\n2n6TjS7TqmRkZGRkpGN085GHh0fWgwcPvMj/Dx488PL09Mw0pkwyMjIyjytGVwqhoaFXU1NTu6Sn\np/soFAqrn376aer48ePjjC2XjIyMzOOI0c1HFhYW9V9++eWiUaNG/VepVJrPnTt3a/fu3Q24K6+M\njIyMjGiMPdCs7Thy5Mjorl27Jvv5+aVGRUUtN7Y8Ug9vb+/0wMDAm8HBwfF9+vS5Ymx5NB1z5sz5\n3sXFJa9nz563yLnCwkLn4cOHH+/SpUvKiBEjjhUXFzsaW04p8q9ZsybSw8MjMzg4OD44ODj+yJEj\no40tp9Bx//59r7CwsNMBAQGJPXr0+HPDhg3/MqU0EJLfFNKgurraum/fvpeDgoISunfvnrRixYp1\npvTtheTX5dsb/WU0HfX19eadO3e+k5aW5qNQKCyDgoISkpKSuhtbLikH3xakLfU4d+7coOvXr4ew\nK1Ux26W2lINP/sjIyDXR0dFLjS2bmCMnJ8ctPj4+mKZplJeX2/r7+99OSkrqbippICS/qaRBZWWl\nDU3TqKurs+jXr9+l8+fPP2Uq315Ifl2+vdHHFDQhdg1DS4c2kdlTgwYNOu/k5FTMPhcXFzc+IiIi\nBgAiIiJi9u/fP9E40mmHT37AdL6/m5tbbnBwcAIA2NraVnTv3v2vrKwsD1NJAyH5AdNIAxsbmyoA\nUCgUVkql0tzJyanYVL49wC8/IP3bt2ilkJWV5eHl5fWA/O/p6ZlJMpmpQLYgDQ0Nvfrtt9/ON7Y8\nUhG7XWpLZuPGja8HBQXdmDt37taSkhJHY8sjhvT0dJ/4+PiQfv36XTbFNCDy9+/f/xJgGmmgUqnM\ngoODE1xdXfOGDBlyukePHomm9O355Aekf/sWrRTErGFo6Vy4cGFgfHx8yJEjR8Z89dVXr50/f36Q\nsWXSFYqiaFNLkwULFmxOS0vzTUhICHZ3d89ZtmxZtLFl0kZFRYXt5MmTf9mwYcNiOzu7cvY1U0iD\niooK2+eff37vhg0bFtva2laYShqYmZmpEhISgjMzMz3PnTv39OnTp4ewr7f0b8+V/8yZM2G6fPsW\nrRT+CWsY+LYgNbZMUiDbpQLMHttC26W2VFxcXB6Swjxv3rzvWvr3r6urs5w8efIv4eHh28kuhKaU\nBkT+mTNn7iDym1oaODg4lD777LOHrl271tuUvj2ByH/16tVQXb59i1YKpr6GQWgLUmPLJQWx26W2\nVHJyctzJ73379k1qyd+fpmlq7ty5WwMCApKWLFnyOTlvKmkgJL8ppEFBQUE7Ylqprq5uffz48REh\nISHxpvLtheQnCg2Q8O2NPWKu7Th8+PAYf3//2507d76zdu3alcaWR8px794936CgoISgoKCEHj16\n/NnS5Z82bdoud3f3bEtLS4Wnp+eD77//fk5hYaHzsGHDTrT0KXl88m/duvWl8PDw2MDAwJu9evW6\nMWHChP25ubmuxpZT6Dh//vxTFEWpgoKCEthTCE0lDfjkP3z48BhTSIObN28GhoSEXA8KCkoIDAy8\nuX79+rdompmSagrfXkh+Xb69SWzHKSMjIyPTPLRo85GMjIyMTPMiKwUZGRkZmUfISkFGRkZG5hEa\nlcKDBw+8yCKInj17/vnFF1/8CwAiIyMjPT09M0NCQuJDQkLijxw5MoaEWbdu3couXbqkduvWLfnY\nsWMjyflr1671DgwMvNWlS5fUxYsXbyDna2trW02dOvWnLl26pPbv3/9SRkaGd1O8qIyMjIyMCDSN\nQkv1ZZKYmBgQFBSUoFAoLNPS0nw6d+58R6VSUTRNo0+fPlcuX77cl6ZpjBkz5jBxzPTVV18tXLBg\nwSaaprF79+6pU6dO3W3skXz5+GceJSUlDps2bVpA/s/Kyurw/PPP/2zo58TFxY0zReeN8iEfNK3F\n95FUXyYHDhyYMH369F2WlpZ1Pj4+6X5+fncuX77cLycnx728vNyub9++VwBg1qxZscSHCNu3yOTJ\nk385efLkMEMrPhkZACguLnbatGnTQvJ/hw4dsn/++ecXDP2ccePG/bZ8+fKPDB2vjExzIHo/BbYv\nkwsXLgzcuHHj67GxsbNCQ0OvRkdHL3N0dCzJzs7uQHydAGpfRZaWlnXslcgeHh5ZRLmw/RtZWFjU\nOzg4lBYVFTk7OzsXkftb8tJyGdNDzk8yjwt8jXdtiBpobgm+TIzdpdL1WLNmjdFlkOU3vhyy/KZ5\nmLL8uqJVKUjxZcL1VZSZmenp6emZ6eHhkZWZmenJPU/C3L9/vyMA1NfXW5SWljqwewkyMjIyMs2H\nRqVAS/RlMn78+Ljdu3dPUygUVmlpab6pqald+vbte8XNzS3X3t6+7PLly/1omqa2b98ePmHChAMk\nDPEtsnfv3ueHDRt2smleVUZGRkZGGxrHFC5cuDBwx44dM3v16nUzJCQkHgDWrl27ateuXdMTEhKC\nKYqifX1907Zs2fIKAAQEBCRNmTJlT0BAQJKFhUX9pk2bFhL77aZNmxbOnj37h+rq6tbPPPPM4dGj\nRx8FgLlz524NDw/f3qVLl9S2bdsW7t69e1pTv3RzEhYWZmwR9EKW37jI8hsXU5dfF0zC9xFFUbQp\nyCkjIyPTUqAoCnRTDTTLyMjIyDweyEpBRkZGRuYRslKQkZGRkXmErBRkZGRkZB4hKwUZGRkZmUfI\nSkFGRkZG5hGifR8ZG++dANIBBAEdbB/ghcE/Yl/OVAy3O4pU2054Bd+iEja4h05wQBnKYQtr1CAH\n7lCgFepggVT4oxVq4IQiBOEmMuCNP9ETL2EbjmM4HsIFs7EN1xGK1qiEDzJwGkPwBK7hiqofnM2K\n4It7cEUefsBLmIy9SEQPDMMp3EFnJJQ9ATv7UjyB63BHDs7haRxUjUN/s//BHTm4Az9YoRZdkQJP\nZCIbHaCEOXyRhhI4IRvucEUuymCPdiiAC/LxB/qgE+5hHyahPy7hHjpBCXN4IhN/oidckQdnFKEd\nCuCAUiSjG2pgDS88wO2arqiytkEf/IFqtMY9dII7cuGObOzBFEzHbtyHFwbiAmpgjVI4wIxWYef9\ncPT3/h0FaI8EOgSzqW1wQCluoRf8kIqoglXo2+4SeiARmfBELaxxXjEIoVZ/oCf+xHX0xkTsRwkc\nYAYaRXBCCOLxEC7IggdsUYETGAZUmWGCzX7cRWc4oRgOKIUF6lGJNvi2aj5m2uxATySiBI4wRz0y\n4ANrVOMqesOBLoOCsgINM2TWeGCA9UXYoAoUVEiHL1rX1YCyVKGz6i7szUqRpfBCiZU9zmIw+uMy\n2qIQ1xCKvrgMN+RhPyaCAo3n8AvO4Wn0wi0kIAiuyMNfCAAFFWhQsFZVo4dZEspgBwCwRD3sUYYy\n2CMf7dEa1TheMRyzbLcjtdYfzq0KcRed8EfWk5jiuhu0BY1K2CJJFYAxZoeRgq5og0rQoFAPCwQj\nHuWwwy0EYihOowjOuIgBqIcFXsRO3EQvtEUhblUFIcDmT1iiDkcxGs9jL6xQhxvohY64j3T4wB05\nuIdO8EcKVDCDC/LxAF6whAJJdA+4UTnIggeexlmkoRNoBYUUqy4oRDtMwj6kwwe5cEUB3Q6tKAWe\nxCXchxfylS5ob/4Q/rgNK9SjLQpwFKNhi3LcqgxEWJuzSIMPZuJHxGIWbFCFOljhFgIxDbtghVrk\nwh0H8SzoXCu86RYFG1ThBnqhNWpgBQUsUAclLJAFT2TCE71xFR1xHz9hCvrjEmKKXoKrcw7aohCF\naIsAJMEdObBEPSpgAxpmyEd7VNXbwMMiCyVwAEDhpioI9bQFXjHfjP2YhNE4CjuU41jNKAy1PoFa\ntMZVOhSdqVRQAFqdfAazB/eBhcnUlPpjMq96vwsN/EABHoDKTYVSlKCs3UNUmz3EfXRGDfJQCXuU\nwRkWKEIZ6lGFepSiFLVohSqFLYqsykGBBoVyVKIAJXBEGUpQhXyUoxgFsEUN8lGEcjihGFUowENU\noxoFyDergjUKUIZSOOAhylCMShSiGOVQIAeVcEBpbSkoFKEKBajBQ5SgDKmVluhmVwZbFCMHdbCE\nEm4ohRMKUQYbmEGFShSgHDQKYQ87FKIEFNqgANXIRwnKUI38R7+LUYYatEYblCMXtaiHEpYoghWK\nYYEilKAMNVDACUV4qKhFnbUSlShEDaxRCFdYowx2KEQ18lGBQpTAATV4iFq0QjlUMKeUKLEvQzEq\nkA0n5FAKVKAQVihGMcpQjQLcVDjDG7XwRClKYIdimKHGKhd5qIUnylCKElSgEJWoAwWgAjSqkY8q\nmKECrUGjEuUoQeUdB5T1KkE5imGBYrRCASjQqEAt7tfjUdrUoBZmUKEUDlCiEnlQQEWXo5BqCzPU\no8yqBGUoAYVSKGGGAriinWUBlDBHWX0pLK3yUVZnhworJe6Dgh+qYI7SR+nuiDyUoBQKWKEa+ahE\nwd/5owwWqEQhKqCAJaxQh9ZU1d9pr4AS5gAomKEQtahGKaygQDWyrZQoRzFKzEphgRKkwhoFzmWo\ntChAHSxRCEsU0xUoQTlKUYpqKNAGlahEm7/zFIUiVKIGD1EBoARlUMAKVShAMcphhWJU2BSgCgVo\nhdq/0yUf9ahDMcrhjCKUwBm2KEYFilCJQtSiFezwEGWwhSXqUEyVoTVKUQBHVKEAZXAGZaVCHjqi\nFJWoQBEewg33lJYwNyuCAnWoQAEq0AZ3zDvAHBWoRgHqUI/WKEABqlCHChS3qkApSlCECiiQiyJU\nQIUSVKE18srqUGJfhtaoQhlaI7HWHv5uKahAEcxRikoUQYUqVEMFKygAUCiGPR6i+tF7FKES1SjA\n/VYqFMMG3XAf5TBDjrIObcxLYAYValCLeliiHBaotFCgFapQDnPQoFBnlo18tEMVCpCDOlShABYo\nhZl1GipQjBpUoZQqQRlK0Qq1eGtCCKblAra2xq3/mhPTMR/tooAFAJQALCmmMi10RF2tFfJL2oMG\nBXMooQIFJcxhgXpYou5vJUDDwkoBS1qBarSGBeqBv+9jMh9g8fe9SphDASso//409bBkWoioRQ2s\nQUEFM9BojSrUwwJ1sAQFZmFdrXUrmEMJGgAFGvWwQIhdPFqjGiqYwQxKWKAON3cGI/2aLyxQDyXM\nQQEwgwoADTOo0Aq1f1c4gDVqQIFGEZxhDiXqYAUKNMyhBADYoRytUQML/J+9N4+2/SzrPD+/ac/7\n7H3m8c5TRkgIJAFBghEM1TaosUTKgqihbaHLArW7RehanSotRMsS1Bbb1SIFWA3YKIJlEQxDkEAG\nCDfjTXKH3OHM8z573vs39R/P8777nAutVlXrMiv5rcUid589/Ib3fYbv9/s8T0yi59whT5Yejpcw\nzLb9rkTvUYpLl5z+dkqCg0OCR4yXRFCN6JOhSo2V9hQeCa7+3SXi6slHGWWTBJcsPTKEeCT0yeAT\n0SfAJyLR75f7jT4Jx97nMJfhM+/9p/aazX2McakO1ewzQO+nS0qKQ4Y+qQtl6qQ4bH9rUp+Kg0eC\nT4RDKueTCeX55vo4pGTp4enfNxizayTFoUCbFIc+WXsv5ZoTsvTJ0tX3y7qI9Nk7QJs8Tcpi9ONR\nfCLCfhafkCmWWf3LA0T4+pxhKxrG0f9uUCbCZ4eKvWcBIREeHjHbDNt74xIT4xE1s3quGTKE9j6Z\nZypr2KNLDo9Y121s14JLQp4OgT6bSOPDBI8yDd0/fWLPJev09DugUa/aczS/55KQpPJa1PZxdR2b\nNeeSMMI23lCfVP/tEZO6Dpc2DxPhk+LQI0uMb59lhE+OLj6R/b4iTUJ8coUuTYrk6HL/vd9H18sS\n6/2K8XWPROTokODYNeERM86m3Z/GPnTI4ZKQ4tLXPdYnw/OxZva54xReA5SBBJxcggMURnbIFjq8\npPptu7Ez9O2CTexC8+gkeRwHxtjAJyLFISAiS48Uhy1GqLCDQ0qejjVeWwzTJ6BPxhrlFIeHFl+F\nS0KBNgAxPkHQUyMrGy/Co59m6JPBJaFDgQp1PvUTb+Vj77rTLuKQQA0VaoIGj8Us0ElWxRjoJnRI\nSPBoUrLQRoZQryskxmMyWOMcR3BJ1AGGdHXx+0TWsXikuo1dcKHkSMy6zhhHCufs/TTXue0M06SE\nS0KNYRqU6JOxvxvj64ZLcEjpkdXfiXXjORRp0d9w+c/veyMeER3y1kgmeIywRYKrjn6vc2jGJTw1\nLKNsMnXjJTyNLl1ia1DMdTqk4Eph5+bCNBEBPjH7mFdTOXgOqOFwSYjwCfSe+kT0yNHv5AFxcDEe\nWbokuPhEZOnSJ8OEu06fDJXiNj2yPF5/ESd+6DG9djHsh7Pn7DWNsUFR8wQTHJhgIMajSs0abfRp\njJdWbPCT1ffKvZPnWKZOQEiGHiAwl0dCjq4GOV3amql6+kxIIQXOpUeI8WhRZDzaJE0d5tlHjEsl\nt63fmZLqM01wyTpyH2j6ZOjTIwdAjp5mYHmKtNTAp0BKvFBg/+iz1uB7GiTldgUIXXI0Kdp7FWnG\nlut1eAknaVBi6pZnmWSNgJCQQPdTLM6rL59ppGVdixl6ZEhwCQhtuLOyIn08fbUJEb4EMyk4/8U1\nwc/t47njFBopPAOk4GYlujuQuUiCS60xat/WjsRYiSFxbJSRb3fJ0aFJiSWmSXDpkeH8zlFcEob7\nOwBqRBJrvKZZIUufVSbpkSWjC7Y0sWl/M8GlQ56x3IbNWFIc8nTJOn1ydOmQZ1QdkjlMBCdRYUCG\nPp5uELMpJA6VSC7BJbNrIVfYsQ4M0A3hW2PSCIc0+h1kLhXkOr/x2KslnSawcWSi+QJIJBkQsdKY\nskY51hS83Sjr1gvxiKlQ5yAX7HkXaFuHI4Z9cM3m/mTpEXUzAJphhISaaXhErMXjpGqwnV33JMJn\nyKuTpUeNKi2KlGjiEqkjkvfFoTjQbpSz2UqPDHNzzxLQJySwEbhxJCuNGWvs5TyF3wjo06AskXPB\nAVICDRVM5B3GGTVoXYazm/aZgcP+oUss12fI0yHGRwCNImjgUaNKhxx5Ojaaleci312gRU+DA3G3\nMTvdKj6hZhhVIr1zGfokuLQp6poRh2eciskkMvTt8zOBSMGRzOEa5wk1mhGh51OIOxr8OGQyXco0\niQg0y0htBpahT2mmZiN8R/ehp1l7k5LeF48Ul6sPfZuKgm7iGBwbsEUEdv2Y+5Lq+Ud49HNZalSp\nsEOVGn0yNvIv0yDW/DaVJUbZqdtrWmpN42pma4K/Eg0cDZ52qNgMJX3BKfwjPiYddI8QDAnkc7Fx\ngBiXnbIsthiPil+zGz3BlWg1Tegs5+iRI0OfI0h0MkSDF1ceJsKjnilzgYMkOLrJxOxFePTIUkl2\nQLOACI9rgydIcVhlElcjsB5ZuhgISaLhKSSiy9OhlgzTpgCgGYVrU3ETmcZ4bDFiIR2QbTfKpk29\ns3Qt3NCkxDIz9jcLdBQKS8gXm+znEoCFi0ICEhx+5EWfshvCV9jN1ZR7uzdMSEAtquK7En2Za0xx\nmK7Mc5aj9MmQo8sOQ5zhmI28NrYm9VxTa8iMozKGKEOP0eqaPlzHGkMxIgkT3roSx+LyPCJ6ZAkU\nKmmEQ0yxygibjLGhT1x+McHFD0IalHE9ASNwIEPIPi6BZpRtCup6HVppkZeX78Pd5dQyYUSOLg3K\njLNOnSFyaqC65Ek18OiRJesNCNJmVMYjlvPvplRP1ZkrLErGSo4KNc5GR63hFKeW2nuU4FJnCHDo\nkKOtjs/cywgfcimhZq+jbOo9DemRte+LLeDnK8gX2Kw1q3DoClPqaCKWmKZAm/P9Q9aIDztbPOMf\np0wDSCnQIa/3p0fWZpghAR1yHOQCPpFAfLh0yBEQEePqs0z03ufJ02GDMQvBGnixR4aM8iyOQjqS\nrcW6zyW4EegqpUTL7n8DmRVo0yNDrT0CCLlfpEWTEvuL83jEDFG3odDclASYET5R6tGiQIhPmjov\nOIXdx/z8/L7XvOY1X7n66qufvOaaa574nd/5nX8JsLW1NfLa1772nuPHj59+3ete91e1Wq1qPvNr\nv/Zrv3zs2LEzV1xxxdN/9Vd/9Trz+sMPP3zDtdde+/ixY8fOvPOd7/xt83qv18u+6U1v+tSxY8fO\n3HzzzQ9cvHjxwHc7F+dAF/YBV0Cm0qVLFgKIE58DXLRp8zrjGAggxqNGlaV75vjI8XewzgRVaiwx\nQ4kmG4yxn3kCIhqUuJJTpLiMsEWGPgXaFGlTpInrJhZq8khYYhqHlKs4RaRG3xhYA5skOHz2qTex\nmYxKlOJGlsOAQfQPKX0CTaphnHV8xUZ76mSe4GpcEvt543DaXy9y7mPH1IikGmm5RAR00oJiywKD\nVKlRpk6WPl9o/QA5upYbsJF/mhBkQwq0ebH/KBQGkJxARH2G2WaWRWug+2TJqmoE4NjI0zbTMmSs\niU49YlU6VdnuDOsiTKxR6CVZC9sMHKhAZT6ROqiYarBNlyxbjNIlpzCbHBl6+MQ0KZF3OupgxQlv\nMoZDyrZGmXm6eMQ845ygSVlhOIFcOoFAIHm6rDKJT0yBDkXa9MmQpUdASJGWfVZ9shz2n7WwXyeX\nY+uqKsO5TRwSdcAer/C/QYRHhwJVajySXEeM8E6BhiQ5uuTpUmGHJuJomlGJzrm8hibiRB/5nZdw\n6dR+C50EhLQoUqBNhToD7kyg0ZCAPB265JhgDVefbZUdPuH8NE//1bVE+LK+KDLFMnk6gEOWHgke\nJZp4moWbbCdLj4scsNkIwFHOEeGzGk6Rp4NLQo8cJVo8y2FG2MJTRzfCls2kA4U688rjGI7EBBYt\nijzVu5IEly2GydNRR+Fax+ATc2XhFCtMM866heLKNEh0n4eaQW0yagOTiiPrwmQrLziFXUcQBOEH\nPvCBn3/yySevfuCBB27+vd/7vf/pqaeeuvL973//u1/72tfec/r06eO33nrrl97//ve/G+DUqVNX\nfepTn3rTqVOnrrr77rtve8c73vEh06Xv7W9/++9/+MMfvvPMmTPHzpw5c+zuu+++DeDDH/7wnaOj\no5tnzpw59vM///Mf+P+abZvWMzgnEhw3Zv4tR8j3Oow6m1TdGnXdMD4RVWqa/gsJOkyNuCUPWeOg\nNgAAIABJREFUfoZFHudaqtSoI9DKAnO4xOTpUKdioaca4ueGqNOixJAa04wqYQ5yEYeU8xzC13Tf\nJ6JNYQ9p9/1X/idcN9FYzOVLa7cB4DhCJprNZiJUGBBx5lx6ZPHPiFHL0qNJmQXmWGWSB/7Fq7jn\njh/EkNQhgWQ21PDq8BRXYkjFFIdNxuiQ49bilzTmKwCpJfj6TobDPEtDf+OQc14jTbn6PlnydAET\nmck5+cRsMEaPLFuMaDSdI9DoGYRQ7Wq25pIwlV8FhBg35GDO7ZIixL+BdWIl9H1CEhy65Ak3Mywl\ns1xiv8WQDQi2wTiNVoX9zNON8gopSdZ1fv44kFKhTkDfZmdXJadAHVNN4RhzjbKOtijToE+GFkWK\nNOntIqR9+4RjFpiz2Z9LynZthBxdjFEN6FtHZoz0MfcMDYbwSCycE+LjElNjmBG2iPF49EPX896j\nv4VHQk8N5VPvvI67/91/D6QMUccjYpplumRpUyBLT++ArCWXhDYFMvQJk0CVVQMu7sD6eXwiGpSZ\nb+9TMUMHR9dXjEeDMolm0QIh7rDFKJmO8EORZjzbVInw2B9cYogd6/AdPVeThYIYZoESY0J8RDTi\nEmjWYPB+gMz5HgeR8xxnQxADhX08YgJC7nvra/jkW9/CQS7QSfP0yNIhT5Oi5b0M15Klh6uBg0ja\ny7JnXiCa9x5TU1Mr11133SMApVKpeeWVVz61uLg4+7nPfe4Nd9xxx0cB7rjjjo/++Z//+Q8BfPaz\nn33jm9/85k8EQRAePHjwwtGjR88++OCDNy0vL083Go3yjTfe+BDAW9/61o+Zz+z+rttvv/1Pv/Sl\nL9363c7FcWOcxZh0yaPxf1fZujSq2GmecTYALIRiSEjBfkMajmjKYzymWNmD3bbUiJcsyQdNikKE\nKkHmE7JDRXT8unA8xT5N1OERE8YBQ2kdFDdfYoZL7LfwSatV5nsndIaQI8lyj4wCH4nFgdsU6GtK\nXaZBlh7VYxJF1agyySqTrJKhT5RKNFOgY3mJEk22GWauctFCMDtU6JBXfN/h8da1hPgWgzb4tE/E\nOmPWeC8zrYodQXOz9Hiyfg1bjKhB9alQY44FxlknqxBTpBFdRMAOVVI1iBJpugxRt8+2TMPCSib6\nXNuatfdxoKjJEhDRjgv4oyEZt89BLlCmocCEkPBlGhSLDdrk8X1xJIE+r6P7ThGpYVtjwj6bSXeV\nZWYU9vAUZ26Sp0OLAj1ybDFioY5YDXaIbyFDl5gcPcrU1YDK/T1RfYoKO3sM6qV4vxD/jTxG+WQy\nUQM9+sREBGTVCadAY0fWsmDxkqXYPwJuLLCSGEghhI3qLEdPTXXMBGuEBDScst0LxuCWqRPhk6VL\nudDgWY5Qo0qPLOuMs80wAaEaUlm7Zz56gu7X8kSNQIIL5YdCMpK1kufxjetJNRuClCmtyREHnFKk\nZcUKLgO1mSj/RG01zTIOKY8fvomL7zvCfLiPbYbpk1Wn0bf80TMfv5ozH79S9rGTp0+GMdYp07Bw\nbWJhR6yDivCsgOT5yCn8nesULly4cPDkyZPX33TTTQ+urq5OTk5OrgJMTk6urq6uTgIsLS3N3Hzz\nzQ+Yz8zNzS0sLi7OBkEQmvGbICM4FxcXZwEWFxdn9+3bNw/g+35UqVR2tra2Rr5jJOfH/jVJ6MCG\nB9xC6jiMZjcp0GGdcTVQ4uNCjf5cEuoMYYjYBJds0iN2JZ1eYE7puQFebnB5V+PgLUZwSckkfRvx\nCy4rC3aYbTVYAYEXEiY+gSOKlXHW2ce8LnSXmeKCJXpThWwKSlamOKwwxUEusEOFQI1VgzI9soyz\nZg1KmTo5urQokui19cgwToc2BeaZ4zineYJreBV/jUdMmQY5upZ4PFI8R4Y+a0zotaT4hHTIU6uN\nUak+yg5DHOe0vXcmunr50DdUK1OkRINF5vSc5c5LtCqba7c6JlDM2yPmAgcZipuA4VcESwbBjOdG\nLmj0n9ooNktPonPHpUmJA1zgPIdxopRZfxGR/SYMsaNZlme/wziWHD2cNCVwQko0aVFkhC3aFCin\nDSLHJwV1Xg7rCOF9iVn2MY+n+HiODh0NKEbYUtzcp0WBLUbpkVOD3uK+9is5WjhLkroMO9vk6TDv\nbQkmX8aSq2Ns2POusq2GuUebgo2yXbX+fQJ7vbKewCMh9bBQX4MSK+k0NzsPSnaFXJsDbDPMMFvs\nOBUl+EN6qajEnl67BoAmZaa0AC4gpEyTJi1m0wVaTpEQX34TuO8nb2XkunVeffIeSjSZZz8AbQoM\ns0WBDifGTukecy2kmaGnWapHhI9HrPsrVmdSYIsRsoicdZthplgBoLJTZ8xfZ4UpqtT0s4EaNuEf\ncATa6qcZCk4bocwLysH0bSZqOAyANSbZx7xk0c8hTuHee+/l3nvv/W/+nr8T0dxsNku33377n/72\nb//2O8vlcmP338ys5v/mM/lbjvQtvwI/dxfOr78buAVSNKLOMKP4tokyjELHpPTDbAMqn3NdS5Lu\n45KSWQZ68a0BihHttFmAQ27dpr15OiwyqxGJpOMBWrXgRta5tCiyyQhPL1+L04IyTdaYkPtGQpcc\nC+yzcFFFC6gMLGFwzyItQjJk6ZKnwyZjrDIp0bUji99gsFm6HOcMO1Q4yAUe50W0yVulBYgk0mQ9\nVbYt7JSqsZutXrJ4tyHsxRB2CQl4YOOVTLJKkSZne8cI0lD18JF1XF1yFGmToU+ssUebAg3K9Mkw\nyyItN6+v53Vjhgo3RXTJ2fuYKEkZ4VOkScstMsQOi8wyzjoZv0+CQ562ykod+gRMsmqdvdGjP/TI\nKwmcEJeEijrXFOR5OpHlHvpkKNBhmC0OcZ6reYJx1u1nEjzqDFGlhgOqLtvEJ6ZCjSo1QgI2GOPK\nwtNU2aHotIjwqadDnEmOaanaKIvM0iejDkieUZOyheCG2eJJrsFT/B4kqPCUNzH/DgipM2SdQokW\nU45E4ybD2WBMI3hRapVoUqDNFqOUHHHSR8ZPU6LBQc5TZ4gsPcpa5pehj+Okdk+Jo8/pOchddkl4\nEY+R4CpBXyEkYI0JAuWduuR4nGtVPNC3vAGkTLNMgY7lQWZY5Au/+k/4n6/7XUTV19E9lFJ1RH20\nzjgF2rqTBpwGwARrjDvrBISMsGWzXMO/uBpatSnQJccxzuzJwp4rTuGWW27hrrvusv/7rz3+VqcQ\nhmFw++23/+lb3vKWj//QD/3Qn4NkBysrK1Mg85onJibWQDKA+fn5feazCwsLc3Nzcwuzs7OLCwsL\nc5e/bj5z6dKl/QBRFPk7OzuV78gSAOdcgruQkPYkmklxIJIINkfXLgSj3jDytAItIsfXi00oSu0x\npmisRJM+GebZxxKzSt95Fit+oHuzJRVziqv2yTDOulRKUyDBtcSenwwM2hB1Rtlk//Q53GJCi4Ld\nTI4jG2OMDdDNNMy2JXJddQs7VGhT4KHF7wEcDnBRCfAWJRqkqZxnnq4qSvJsM0yBto2CC0rwjbJp\n7hzDSqa3KdroSoqIREmSo8cUK0ocDu6xT8SLxr6tBVcB1WyN1HEI1Jn6RIyxQVYdiJxbx2LzeY3V\nWhSpKISU1fqCGhVSdQCSUURq0CUaNZHkFTwNsciFI3y65GhRUnIxos4QRdp0ySkkMCDJX33dPbRU\n924MpQMc4CIdjabzdBRGG6dOhXXGAIezHGGNCYWpYsZZtzLagD47VGwxX48sI2xa1VioEEqTEq4T\n8yLnMVoU2Mc8o9qiZEQrj6WYKr/n/MZZt8SyeVYwkC47qWSxBQ1yJljFFGFmVRfnkjLGOl1VNHV0\nnXbIMaR7AsB3QupU2GaE1k6FKjVG2FK8XohgqSuBL3/4Vp76ytUAynNkSXC4xH4cUjYZZYYlMvSZ\n7S/iIFlOQJ/DPMscixjlVVazBsPpGI6wQ4FTn7+GC48e1qxaDsO7HOZZq84yQZ1Ze+YeJbgUadGm\nwDjiIJaxo+b3BJF1hmz2/gKncNmRpqlz5513fviqq6469a53veuD5vU3vOENn/voRz96B8BHP/rR\nO4yzeMMb3vC5T37ykz/e7/cz58+fP3TmzJljN95440NTU1MrQ0ND9QcffPCmNE2dj3/842954xvf\n+NnLv+vTn/70j956661f+q7nggdZD1qq23c8Kv6OLvi+Gg+peHQUn5ToWGRxADMssZmOMsSOVTAY\nHPFAclFrEGTBSzSScnPuAYo0aScFjc5EwraSTJLbpbgp0+DMyRP8pvevMEqai+znseZLyNFVKKti\nF6sUmfX121wLE8S6GYyev0qNgJAbZh+gT4YnuJp2WlAnUttD4hrVhSFld/T3UhzaFNhgDE/J65YW\nnBVo22IhlwQSIIbfOv7LfP03vhdTbRrjk6dNissqk1Sp4RMxyyJVahzkIsNaZHU+PTTgWRTmMNyA\n4RRMoSBg/y5OIrXcjymqEuIw0qheTEjsibx2iRmMAkYweJ8qNSsPNmR90vEwlcp1zVaEUyraTEmM\nV0iNqhpkCSLyKh3dzzxlGpq1BNZwS8QZ2WxkFpGfriWTAEyxwg4VCrQJCFlfn6TgCIcg1d8xDcps\nM2Id4QRrBErIZ+lZDsDg/oaD2b2eYjycNFXnHVt1lAQuYkwzhOToQNclT1fhUSHEd5KKfR4ZfU6U\nYuZYoEuWrBal1ZWfivD5j2+7k4+863+wu9TUSEyzpIa+y+bWKF/8F7dR36rikJDTPbvMlM2Mer0s\n26dHrHMIlOuqUxEIWIOf3ZkJKaz0Z1hhijINmrqfjYE3hwlKInw2GSVS7dYNPIwpXLywegQjm11h\n0jrI5yOn8Dc6ha9//evf88d//Mf//Ctf+cprrr/++pPXX3/9ybvvvvu2d7/73e+/5557Xnv8+PHT\nX/7yl7/v3e9+9/sBrrrqqlM/9mM/9idXXXXVqde//vWf/9CHPvQOAy196EMfesfb3va2Pzx27NiZ\no0ePnr3tttvuBrjzzjs/vLm5OXrs2LEzH/zgB99llEyXH8XXbJE84aKBNh4JjzxyI0amaTaIeX6m\nctezNBI8zrU4jlS5mkgrUsio6goMEGsUKK0i+kqEBeTdDqb83gGudk/tgSV6ZOmcFgllVhVK+1hg\nuiQ8gsGHz3BMzz+mREs3q9FnZ61U0GyWDVVkGOOTp4vnSMQozegkcwqUKBbEtE1LYYUnuQpXoSnj\nKB0GdRXbDNto3CMm4/aJXJ/amRGWvzjLQS4Q41GgRZMygV7bl3kNLrFWiGaZZ44n0mso0STj9HFw\n7DMw6X52l/NpUrIGzRSuAQo/xJzjsI3ojUIo0lhunXGy9Kiww7U8rllcVxU9ogLL09H7K7UqaX4Q\nMQ5Ts4GDIRuLtDT78RhmG5+IEW0RskNFCheTPkY+2aRIlp5ka/rsNhkhoM9pjuMjRHieDqtM0I8z\ndMlSpEllvEZBZa01hmlRZJFZnuEERo7apISplWlSUrgvUemxHG0KVHVDJOpwl5f36fmVtKBLIBLJ\nngPr0GZz84T4KliQzCbj9PU5ifG/xH5mvCViPE5u3sQOQ2zEY0yzZK8bsAbbQSrvh9mmqQ0DM4Q8\n/LWX8cjvvYzHWi/FqNy2GOEw51llkpCAP/vNf8oHTvyyJeOliFIypvFL6/R2svp9fYWZhIvJZToK\npfYthFlnyO4LgHXGMXLmYbZJkKpp4UoEujo4eY4EaXFT0WrwDvnnZZ3C30g0v/KVr7wvSZLv6ji+\n+MUvfv93e/0973nP+97znve87/LXb7jhhocff/zxay9/PZvN9v7kT/7kx/62E22dHYZXpOSH6nSo\nAClXXPcoLYoWi5W0uECBNmUatCjSpIiprp1mWReQGI0RBKWK8XgmOgG+LOySqiD6ZNimSozHOuN4\nxBzgouULBHfP22jOzMg20a10plzjAge4jkcJCazqJnUcG4WLwqVonUedIYbZ0grqUEm+hjWqPhEF\n2kyySpY+DWSz5OiwwhSn3vMi/skdf0HxRItjnCXVyGmLEdWlJ3SSPMOuKJokWhJiuEeW2Bn0/Vli\nBp+YHjnrFKdYoZ4MkbquJe565NjvXLI9ZCJMX6QeW4za+2xT/85AGNBTPbrAP1IyKJXkKj9EivFM\nXURGVS9LzBIQcpEDWjchtSVGpipchciTk8hl2x/mHIeJQo8DwUX6ZBjS/knG0BuiHCRi7pLT7CCh\n6ZYstDeEqJsKqlrL0mOEbXraodbUKbTJU6TNpjdGN83Rcor2/1NcqtSYZIVz3cMczZ2x57IST5Hz\nupZjOcJZjIwTJJsdok5Hazm8VIQRszMXd3FrfcYxBYJy31oUyNNlnn1Msso5jnAjD0l26xjRQpYS\nTa7gaR7vXMtnCz/Oj6cfEZzf6/HV993Kwh8d5FfO/q+63uVwSLk0f4jZfQtWAp2hxyQiPX7dkc/u\nyQ5XmWQ42SJyfTp1uY4CbdYZZ5JVHCQD/+CBX7bXYGS85r+zdOklWZbcWZtdGnXh4Lr7bCRjlNwm\nO1GVGX9JHWoNEOe6tLGf3Nh9uMQ2KMvQf146hedORXMpBT+lc1EiJceRCNIaWSUaDcnW1G6QUrwj\nl7nIDFOs8Bdv/hH6PdHKLDILwJBfJ0OPkIAa1QGcAphq0SjxlXGIbUpuJJ1GOQNYyGIZKac/zhlM\nJakpjDIEKpplpDiWDM7TYVhhI5N1lGlIRpPuMMIWm4yyEk9h1EdtCoRkOMEzPPZrN/DNj91slVHG\n0UhDP4EXCm6bHSoW896tqNpN5B3S9hXioASvPdW7mpe638JDivGmWLHOxuCywkG49HdxA0ZZkwK9\nvG+htxJNTL8f079JdPCuxeNN5bBU8G5RY9hWdF+DVJcX6GCa1WXpMcMypjFiyW+Kgew77AsW6JKj\nyrbN9paYttfXQTTtDcqaxYgKJkvPQnJdstYoS6dbCT56ZNlg1EoaC3SYYwGfiIpTxydi3FlnPtpn\n5cLnOcxLcidtgRWk7PPmdZ2I46hpRmfakFSUyHYx7UQcW3eyG67bYtQ6rZAMRdoE9K2o4ShnbZ2C\n4btCdc3LTFPu7OhrAkPuY4HtL42xc274O7ZoL81ycN85irvacpj28AB1KnYfpKmUeAbu3t5NwsXt\nYJRVkX7WHNJ+QoKDOPXokufl7v1MsEZO1XcV7XBqjlE2GXU38YnYSct861svw01iznHEZl5zYxdw\nVfxhiibNeb/gFP6RHi4RLLq4y2JIDIyzTdU2EnMA0zvHpJkhwS6FjvSyufDJo7SXivTJ2jS4TYEc\nPXwiSjQxssRAjVwhbXHIPa+GzbE67JxGRD4R3cSoMGRBHeUs93/zVWzVRjCCToOH7u6vZNJw81lX\nDbmcs2QsX4h+QCIjp8tFDsiMAS+ym8m0FjBpszEQhmOQDp99IiXY71m4jYL2ghJjLsoq6ZQq96tP\nhi1GrLLrz27/MZLYo+3lmWQVU2+wyShtCmwyikdCjSpp4uIAu1sryEaPKdKmrVE5oFJJya4M2Rvh\nK5k5iCwNTOOq8Z1Qme63Wi+1+H6fDDtKFBpnJKqyHn2y9J/I4qTSWmKBObbSEVIcjnGWvDa0a1IU\nLD4RA2MyhnnmrPSxQp3OLlWXcdx52jQYwrRiWF8f47GFa2lSokeGHD065JnxlzAVunMsECI9jITM\nFXgt1ee/gjj/PB1rJE3LFqPsMtLbXiiO/+LJg5YvGzRM7NOiqOsttTCTKZQ0SibhY3J89ce/H6cj\na/PS2mF8IrYZpqVG0zgks3rNXnEQQ2wUXhWNyI3TbVJkxNniCp7R7HjQaVjWotR8SOHdoAOAObdU\nzVaGPgtb+9lmmC1GSHEp0dwDHzlOyjJTlqsYCho8+7KrePQ/v4QpVhiiQYE2JZrSJQGH45zek5U9\n347njFNIdjKwCslv6MMm1eimZiNgU4jkklo1kEtC6Ah2PcGaKnBQfL5tScoUR/XmfY3oBdc1Wvau\nIy2I65TxiVUmGmg0KRr1yJUNa8jiTUaZv/Ewf/kTP2wjYNOLCMfBELiuEqRNikgb7QGBuM44ASEv\n9+/XzKfGLItcwxMCV6QDrFVI1m17z2I8SlqfYDIJo3T6Z3Mfp0dWVSmJQjRSSzDurgOyQUXvLhXj\np//sanrtgIzfo0GZrOK4C8yS4HKAC+ToMM46jptaR1CjYiWAbcXPc3TJpLLhBePtWiOWowcpDLON\nKUh01eiVaLLOOCEBjzZfTJUa1xUfQdpsSJHdBOt7ggKpaJaM5NEbbmLzm+NIIV6fIUf63xhy2ydi\nmWlCfKbdZdaY1MIznzkWWVH8WsjYvtYPeGz2R2mTx2WgfNlgjE+++if58r4fpEiTtXjS8k8gBn9T\nu/OayN3If6WQzbU1KgERppU2SKZQo2oNeZJKXc5EsIZPxP/zkrfQfKas+yRknTFMgVqMzxqTVNm2\nGP7ewMQlT5uzn7qC+iUhnysTmwpbtqyhNm23DWyKk1JnyOL7QuyO0Nfrvb9+M3k6mOZ5X+j9ADWk\nsZ9RVUkxqWcDvMszhSHq9rUuOarn6lRVAizFg12r4jPHjLbpSNRpAERdn1kWbEZl0ASPmPMcwiFl\nO62arfq8Op4zTsFpJzAB5LTdsyORd4ec9qEXDYUhass0NM3PWSwa0HYDEnmWdYGYdPsZThCr7DHE\np0gLU8XbJ2CTEYa0ghlE1XCKq+znR5WjEEM2kA3G2x6hSu12K9xSHEo0cBU6yep5pho3GZWOIZAD\nQp6MrqZFgRZFthm2EIzZ1Cd5CYDNgCQmhCEa7GMe01//0zu3a5YzmMEgsyQClpkBZFOO6iAX24c/\nTbiZB0GNX44OU6yynEzjkdDV6N70qCnSYpoVG41m6FOlRpYeWwgE0dXsabdxepXzNVuvYaJHaU5X\nokCHWRZ5aelb2uSsSFadgOD4BXVmQ5j2F01KFipYD8eJCHa1jo6pM6RtyMWIZhSXz9OhQZk1Jnmk\nfx3TrGBacpj2HB4J1cw2o2zSokhjYcQGLa1NIctbUYlyr6lT5GKbObqkWp8+ZaFFR59niHQbXQpn\nLTRlnveSTrCbZlmfv2SfRnQB0A8ldhf8fMfyPQEhxzhDkzJVauS0HsAQuCZTAAi1Yt7IlrcZIeP0\n9jw3I9v00lj4EkpaFJlQUCgS4KahB+25nQ2PcEP2YQq0iRWaAvaouIwse/exQwUzP6KVFsnd0OS+\n2ittexkDn8W7nElIwLnmcXpkGYoFDnNJOL95FNNGO8Wlm8hnx9gQx/08lKPCc8gppJFLbq4BncHD\nXmSWDKFdPCkaPVBT0lDwZBO5tSlwpn1MP+2wwxAtTZ+HqDPFCqZDpa8RRAXBgb/xxlsY6tUx5fGi\nYnA5yjlrAIyCBrBKBkDhqSKzLGrrgUHVqZFEdsmpg0g0Kh7MH/AJ+QavoE2BUV/qDhKk14vZTCKx\njJhjQb9fBrk0KbHNCA3K1BmiRoUYj5uib1tOJLWuA4vnyz+kNYWRyAKEZNhimHMcpUiTdSbwiDnm\nCm/SsVlbiKn3MBitwGwhkNr2IOYIyVjn3SfD01yB6ddviq2ETBeOZaMzxhoT6uQEHslqBG9mEfhE\nJApjGRgFBNrok2G9M26fg5ExOqTsY17PSYx/iyKTrHJD5mELhUnRlZHJSgfPRebokMPLynXUk7I1\navWoTKbQ02wkpEueBmVmWNIsZZl1JmwGkuDYtbLZH9XW3ZFdy6YhnXF0co3SXtqsO/NeaaExGFbT\nRwrJMvQ0WxVlUj6VgGmCVdvfymSi42xYctvU/fzxP//JPXs0JMBJ5NmXadr9N4CbUluHcTQ4R4LD\nmXNX2GxV3hPja3YocOZep7DFsF03U6wy4a7y8ur9VNixYgkRgQRmmxMSMF5aJsKj65kAxGV1dFy/\nX4KYktsgQ08z1IghdvgHqMv9R3c8Z5wCuZReWMTIj9sUmGGJKPEZZx1TeGWqYc1sYJeYoiOVicmT\nLmffewUgi0JK5pdthOmnkc0STDvgZzhBlyyXPneYzmoB08PHLPjd8wzMMBBT5HWYZwGBCTL0SVKX\n8xwCxCkIoT3Ayx9bvJ4QH+nfElp+w2x2l5gSTdsbyZC7IBvfTFyT70+opDKacVoNT5MShzhPSMDK\n6KgqVOT9xrF6xAwldXsdi8zZ8wVwUjj5ppvY3BxhWbvNmnsukXfKOOtsrY+ydH4GU0jkqQE1GvUW\nRYJEHmZZm9OF+PiI/l7URDLbwlRbNymR4DDCJqV8gx5ZnuYKhtnCFDuZgT1iaGI8d1DxbdDvDnlS\n4ET+GZtJ+kQsMmsdWU/xZSOFNUVtpq6kraqr3ZmaEMdwYPxZyQLdll0bh3IXrGy2HlXI08E0bovx\nbA1LpBml6djqkjBdXKbVK3D+0UN7pJZNyhYOIZV1dG79hI2S/TRmk1Fa2gDOJeXRb16HaR1uGh2a\n6Wi+SlIFn5fzNgodkMxXgg9Zc9/8j6/QtSGH70Q0vDJ5utZZbTBq75EJQFwSnqpdw34ucc2RR4l2\nZYjS4dfMsxj0YzLH7sy/rzmdZIFSp2OIf3tfgBZF/DjGtLQx5/xqvsqDX3g5f/6bP8piKtlYlzyL\n6awEH8/HyjWeQ07BPd4l3XLBlwdVdWoyd8B1La4PkuYaGKJME9OEDeDcx45z6YNHAIGRJljnGU6Q\np02CwyVnn5BR2mc9R9fKPkHUDsYomM1UpMXG8hh/9M9+hrgjEZrBqC1Om4q0ruw0OMR5ABJHWlhI\ndiIm90WzJ+mTJYwDu3jbFAjo82IeQyYA51lozREQsRNXrbGWrq67lUNAkPKJjTfTJ8shzmszvTXy\ndDjCObL0qFMRTb0axhw9HNdkDWIUzAYFGZCy9iczzHx7hTE2GKKuunSRa6Y4nOUov/6D/4q7Dv86\nZuBKjFQeNyjZe7Pljsh9VZjNjA5NcHmE69RBZzBkvE9IissyM/TIcSVPcf78Fdz/2VdjhsWIwqal\npGPLqqE65G3fqSgRA/nt5vWUaGKq4Ud0TKMhdY2KKiCkRGtP7/+8tvCQ9eZafsYh4ULzs0EDAAAg\nAElEQVR4ENNx1cBzRpiQpYfnx1pQ5WLaWFfY4TjPYIqp5BlKBDvKBs/+7nH+5XX/l4VOHAbT2eRZ\nSWQ9Mb5sjWabvOVJ+gTUG2X+w40/y/ryOJn5PqaS2DSQ3GAckCzEROOJ1iCIQ+8o0T4oDAN2Vf06\ntsjOnIPJ3sxhOglcW32EbUZoU7DEMpjMUCA/T3m53cc4G5Yv6CZZRthiH/M4mn0OUafCDhuM2c/s\n5yKBJ8GG4WC8VHi7e/631/OJ/+UOXCfR6+yw35Hq9iR1n3d8AjyHnAIXXXgCaJuovGQ7hcIgOpfe\n/j0r5+yqQgQgaQzKMjrkqTPEJGtEBFSos9/qywdN9Uz0CYZ4zQIpFzlAglTVPvbX1/HQJ76H4Zx0\nazXKolUm9d+Cj15ClBLmu3wiLrEfUykNYoRzXlcxUs9mQKbNcIE21xSfIMZj0luxEIEpuDL/7mpE\n+baxP8QhZY0JSjS4gIyruMQBa0hk3rBHlyxNSpZ0cxUW8zVWBqzz3XYkjX+KK2lQZpgt1hmnrIPj\nW9sle50DhVZo6y7a5JlmCTAjHT1alDAtzw9x3vJEOTpaTCSZmuGOVpngBw59jrk3ntdaAuw9ixLP\nRo8yEa1j703WFUL6htK3MUIDM0Jyt7Kom8goV9M6u0hLW01nbF8neU4BJRq0KFFhh7QuhLmfymQy\ngHavhKlcH9M2C6alh4nYQzKUqUsFvV5rjEzbCzuB3iu5/0bGu7vdRaSZn3l+QlYP2rs4iayx//PG\nd/Irh/4tpvpX1kvOZo2mnQgMSORVJvBIuNA4bH/z8sMEEQ4J0yyT4HKCZ3RAj/ABZi/UqLLJCDL8\nybXOU9aXdMSN8O1nzbEbDq44O1zgIM9yiEiVZ20KuzoSiPpICulS2hRZiyfsNQqUJccsC5gWN0Y6\nm6TeC/DRP+YjdQL8Q30M3G3UP9K3pY6pUjaKBcMvuCTEioEWd/XyM/r3PG18Ii5wgCHqdpMaQlla\nHigBl2ZURik9iMxhorXdlZZGAgfQT6UFt+lZZA6ZziXRrOnX1NPNIE3XXEswnuY4Ka7tWJmlS5Vt\nvDS212OUFHIOomg6yfWWFD3AJYY18p9ixToFSemFYM3RpfVNUZx4Cqf1VacP4GhY2EylIlkUWyFN\nyhSQ2ofdUZpEu74twjIbN8WlHsvv7IYEjAT33sYtmC6aETKASEhUKbbbpkpV25Uc4Zy28DC1sBEF\nt02JFqZbrqtRNwxgDFMh3SdjMXbTc1+aJ4ozydKjkxTwiJh1l9jdGDHGt0qh7b8e5uvvfTVpTmZe\n42DhvaFsjT6BigNC1hnHJVFn3bQN9UxDt6JWY5uamFKqEKheQ0udhhkSk6bCa5jCS1kTLpMKMTo4\n1gB2annS2LUG1hCzu6Wl5ryNMOPSzmEcUubKl2yR23fsURwWmSUkYxvzneb4Hl7A7JEsPVaYJq/1\nHIk6H5Mp5OjaiWqX/4bhC9b6kzS7JToUdZ2J5HkwVEiOdca1Z5XDQe+C/Z0NxnCcAZwUEViSXSb9\nZV7IFP4xH+k9DlHkY9aXcAYj5OjZojXTtVQwecFrG5Sl1wtwaeOQ/b6AiBE22daOiSVaNqLNa4dG\ng/kaGKib5q2M9QzHMOMc3V0Ly/y/RKeyoQSrzEIijc3kTalGYxINGsdiDJZp5DbCFqZzqun4usYE\nKS4L7LORnlHqmHTbTDi7npOIFK/BhvZ9CehzlLMA1CljioRyRrb3skHBkmliZ+6hiXynWNG5DVXb\nA8rwLVLBagZdJno9GRI8RtlE+tdkyLjiNE1vGg+pNA8IeXn5G3bamVxPgsy2iDnABWZYwlScB4RM\nskqfQB1tB+nj71uexNQ4wEBtZgxSgRbDbFPTCV4muhYOIE+HPOvuOAU6NvsTQyNyYeESEh78wCu5\n733fx9HiaVwSqtTs85EI2LHkbpkGq61pZljC1Gk0FVozw2vQLG6dcZv5mYxNqm5dayDN+llm2mZz\nubTDRfarwmYAAZqFmuCwxQimLYjMAhEprTnvdio82b7KeVIczrWOWghmcMgXbj4+zumflQmBD22+\nAgdpSNkhb9+5u/FenwynOYGZnWCejckE5PnFe36ponUiACPBJi/KPUqAzEHf1N5eRoFkDiPw8Lci\n/sz5CUD2p2n/AdjPpIiAwycmSPs8//KE55BT4HscnOMpJnjoORmmWKFHlie5xipCDIEmaeCQRL66\niIfHN+3X+fTpULCzZ00EbyINaZ0hw0yMMSmlTdt4boYlCgohmA2ZUyMD0lJgd6n9EHV8N+SbvEx/\nR8hjUyH97773vfT6g+HsBtbYUczf08jfiWGtOckXfu6/4ysHb9sDOxn8GYRbae+IJDNHlz5Z7eki\nxulpriDBtXJRn5j1tQlWzkxbks5HpohJKq9qjnTQCqFHlilW2WbYSgKNDNU4yFgRY0OcSwV5ygxL\nFhow/YcyhNaAtClSZRvTuSpGKnu75NhkDFMPMMUK2wyrIfMo02BHSc4VZASkMTLGSYt8M+UsR60R\nNnODzTkbmMMhlYpYNjnPISrahHCELUbYwhQ+BprtoWvG6PTNGpBW2j5d8mzFI+TocLD4LDtUAEfJ\n7tAqvSZYw0wEWwjn7P0MrROQaNs8K1NsOcmKfa/MYZChTw6pzfIGBY8xB7VivUSTtiPZ4BjrduWO\npLKeZlkiJODq4uOWm7GHvjmNXZ75g6vJ0Oe20f9k14mBs2ZYwlSb71CRliEPJqRRah2VyXJMn6pB\nqCXHNiP2OdYZYoF9WmDoMM4aPiElGtbxmHMo08BrDDIWJ035dut6G9BV2KFEkwq1wR5Kcy9kCpcf\nP/3TP/1Hk5OTq9dee+3j5rW77rrrrrm5uQXTIO/zn//8683f/r7mMwM4GwlOLsSIL9LU0VS8ZxUc\nn/nVH+Xpz15lF71Mrwqtrjpwwt3fSJVtTnNc44OE8xwiwWMxnLHafBMxAnip/LdLwnI8pYSyb3FH\nazgRw2I+J/BRAafjMqM4upkbLFkCnP3aCXrbEu2bYjyZTeySpc91PCIbxk05WDrPpfsO0rloqlNh\nmSl8QhvF+cRUK0KkuySMsGl13AavNiM2I2VOPvCGX+IXjn8Is8tNta0ZVi8Lxgx1EWVOX6WkI2za\nBnNnOWqNiikmBDTSjzR293dVdwvUluBaJdDy1j5kSpeYcDN8xSi5NhlFKmxHbFWxKQA0M5THWcdM\nsDM9nsw6SIGVhTmMJr5Phv3ME2r9ggwe7dnsKYNM/zJ1LDEePWR+RaKZnblHZzm6R4oJYsAmNEss\new2WmaGlRtsUtG0wjpHGSk8tiYhfHDxKJzUOa9DmwkCd8kAcPY/M4DoJVTobagGiGkW1dGb+hOkW\na3D4Mk2L8V/kICCGNU+bDca53E5eHk13yXFROasED1PktsTMrroAh6Oc5cmbX8oDf/bKPZ81WZJx\nyruPKjUrcS6mst4e7t+AA6rYclWTNICPDDy77Ezt+a5bivfa/bPClGbMAV3ylGiSTbsvcAqXHz/1\nUz/1ETNL2RyO46S/8Au/8FsnT568/uTJk9e//vWv/zz8/c5nBkjnIFnNgjMwSo1+mTjyOc5pXGI+\n/q/u5Mv/5gcAgWE6SZYcPdoqFd2dxkb4NBhiTDdqTyPpDH0OBBcxo/0ucNAuHEcXqUPCPm/eOg3z\n95pWQJpOpIZUtrK6fKLzE8B1BOM2MkS5JgNrGDhl0ARulUnaFHA0evSscZZjlC1cJdNAYIYibSZY\nU/JNCDjjqM53D1GmgYw5FHim287pvRHnlqQOFzmg0M+g4hNgH/NWMjvCJimuasVjq7Ay7x/IA1Ot\nPO6zzjiL3Rl7v0w6b5zNiZEn8Ygww3M8EgtRGTlwQJ9FZm2bAqOkcUgUAhwoz3YXE8o+d/j+uS/Y\nzHKInQEOXrvCOrw+WXJ06JPlBM9gRrRK3UdZSUzJFowB2eiPYdpxm2OUTds+Q4Yh9bTdh4xIHdah\n9cYQCq8xaE9xuTTTaP5NFC6OJUcYD2plpAJZZoCUaHwHF7Clw+q7ZHFIbKGaIfYBCpFkv0bZlaNr\nOwSY43InEeMxoW1QcnQtTDfMFnlVc42zbrvg/sHbfo4z3zwBSCZUpiHrkdyeiB8EXjKOwmTPV2ee\nJKvf++zXjpKmKbvhI9PfbEYL/eT+JTzLEdsCZ455nWToMskqDcp00sILmcLlx6te9aqvDQ8Pb1/+\nemrr2gfH3+d8ZgC+7ELOgayJcrr0MllcP1FOQQ7T+vr0w8f5Je//oEvWNifbrbk2UtVpVjC9dIx8\n0cj+wFSJyob00hhTgj/NqsUkzcIyfIEhIq20MBVu4MKzR3mAm+33CtbtYmbwmlL8gSQytLzGBqOS\n+TixVtLuHbZisgvTkbKvWcBZjuKrIQrxmWcfHhG5XNdG7Vaa6A6kkCBwy5U8RarnBhCn8nvfcl6q\n8FyHFab56tar2WTEEp+74Q7Tlycgsu27A0IKOflO045EHJqcy0PxjQrJeBo9ZjDDjjrkMK2gb+Bh\npLJaisjE6ObVsBYG5CoFew2mGlvUZaHlHIxg4aXVh1TJ02eIOn9Z/0FmWOKe7dcRpKHer8TyCR4x\nO92qNbr5jJDTZnY4wP3hyzHtPJqUbKM4n5hHuH6PU430moX8lVYjg2rn1F6DQ8rKrkExAX1KXsOS\nuc1UVDcpLsuPz/Abb3mv/SyAPx9x7vwRzHAcA6UYAh4g8QwnIjCnkdDuOS4Lpgu0aFEioE+etsql\noXZymD/66Z+hQclKeAE6jQKPfkUq8bu9DB+4+ZcwRZv5XZAswO7amppOgjMVyB4xv/+976K+WLXB\nDw52mI4J0kCktqY+CaCr8yHydNhimKcevpJGq/xCpvB3PX73d3/351784hc/euedd364VqtVQeYz\n757DbOYzX/7632U+83f90cX/HX79Lrj0r4F7aacF8mmHPB12qNrIIEUWcHdRUsyAiKwjC6S9K53v\nkqPOEN/kZaS4FGhjqnl3GNJeQT6TrFn1UZxK9O6S8G2uw/TzMb9tCnZihQAGKhCBuk4cfpKXc7++\nx7f4qonMzWjPTUb3DAyJ8NnHPGbS1BrjViqYTWWDSC+i3h65YIkmV/MEdZ0HMMYGI2yRpc80y7QV\nzjH/M/UJ5j51KFBT0s28ZiCNWRbI0mVbG+b98MhnWGAfRVoyPEXPb7dM1mMgGS7SssSmGQrUJWuj\n49xKYidwmTzNzCAwxVcxLh3yzGpPInP9G4yR4li5o69iQ3MNoTqXB2qvoI90qN1gzOLYQtaKAawz\nxFVDp1hjglcO34frSCQ/xiYZVUo5pOzPDdRojadGSHC1bYYc1wRPYGZ1V9ixtTBr6QRHOWsVWLE6\n6aOctZLJGsPW0JtgwHA3w9paJUkFBO2QRwVpFGkSqcN8+NM38q2/0IBEDd0Hb/wlPn/4R8jQp0TL\nZiMXOGhbWBRSMcrbnRHMXI3d+8is792HS8oEa/oM8lZFNP/Jg5z8yI3kkN5Z61oXsftItnyeffCY\nXcc19nZjbShEBJBPOwyzzVmOaoNFgal6adbuSYeUEzyN6T5rfweXo5y17zNtbbrkKNDhYy/9H3ng\n117Jc+m49957/2HGcV5+vP3tb//98+fPH3rkkUeum56eXv7FX/zFf/9f/ev/BUfmV38Bbr0L0ruA\nW8jSIXJEW7+mrRZAHEKMR+RI2ikDPUSRk3MGEY4pTDrOaUw1qolC+hrF+Ap9mO82hTwpju0CubtF\nxO6iI0O6gkZebZ8eGbvZHCe1kZJ5nxkTOsoWKS4/+5KPkPQcIjy2dULWJmOa3ewt/59g1XZGNee4\nsTPORQ5SQYa61KnYQrLFSwetssccrivfadqAZ+hbAztQH4kByKlh75JjRJsMHuOMFkDtNRJrTGik\nmViS0UwEk29MMB0uzcyF6dkLjLOOzN11rZDAPFMzsaxPwCqT1sGaAULtTtHOtgYgxuLMviMwzURl\nGTP20wHLTRiDZqLIYbZpk6dFgTJ1GzEb52Zkw7GuuRuuvB+HRGoWGBDzJjvJaiuFGI99zjwZ+loH\nEFtyWhxlpFW73nc8qx2d81HUSHq3Yc54g2AkVJnlXhhEz6k5aC65uw33mI4HBeik2kY649rsy2QU\ng2NvNN0jyxIzJHjaRjurj2AwFnecdZaWvpNCNFmAcYiXZyVmPYA0ATQqv4JKywHLne2+3hxdRp3B\nlF8/lcI4C/kxbhV4xlnFPe85BR/9g81ovvyYmJhYcxwndRwnfdvb3vaHDz300I3w9zufGaD/6QrB\nq1u4x3VGbFqg28nRTzMcUAUFDIqXjKE1g88Bi7cD1pgPsy2N1jpDjLOONKGr2aix1qzy7ENSBb2U\nzlhjvMAcMmylbok7Y3QCIkuTgUQ0uUKXGsO7sgc08mozkOBJZW2ODjm6nD15gu3aMDKIXgzWHPNa\nySqH4RZMJexgEE2fXKXDVZyyFdmmr75HyMj+VRIcjQ7lWo1TsAYoTZlixcpjAfoKH0mrjSyjbCIa\nb+lNJO2jBxtZus9uWnLW3N9thi3XYKbGmRGTGULmWMQUbxkowFfOQZ6TxyajnOUYfhhbJZCR8Qov\nO+jUmvH6Nvo0g5GmnBVM1XGBNrXLGis2W6Je22CMIRqMssWStsIwVbUGdjRtrgGe5QgJLvV0CGMw\nn+6cUGdQo0Pe8iOD8akx3+AVloPZ3ebhAJeIUnE45lmaAKRgVXOJ5afMeuroECBDtNrDMSok9L5K\nXY0x2tsMWyw/l2oRmCd3psLOHhJXlsleyymBwpYl0HfPEIGB7PSWmS9y+dFLJWgya+jyQrnd7StC\nx6ehBYO7nY9UX6vSzIFnOUSOzp7q6Ahv0LEYcYx5VSqa5xin/gvw0d/lWF5etiDmZz7zmR82yqS/\nz/nMAP5NfcL7iyRtWSSFtM1IfptRZ8sOigEsvJM4pogrspGNWZxy4dKi+WFuEGVFvs2j6YtxSCnS\n1lqHiIf/7Y2876Z/Awi5agzrcc7YaPdyhUSsKhozmL5HhrQLI2yxwtSu93l7cE3T675N0UZtpiHf\nHPOCXUfVPQSm0a+bOQYmWkqQNhoi0ZRhOjuaKfjE7NxX4T/c+TOqgpL02TgF05q4T5Yvtb8f05BO\nfmfANxhDv8kIaSKad6MwMocYTxkOL8SoR0TANMvW8PSQiWuSAWTYZtjCTqYILyBUlZhMg8sg7ZkP\nc47Id+01x7iWMPz62ddYo7JbyRLFEkluME6ODqZFeJOyLRoMCcgW27QoMs46K0jba5lp3WWLUev0\nPSKacXmwttpiYLNOD2N6u3UZcjTPHD4RF9MDukZ2KNPgOKe5TmtKTP8jU1lcZ8hmPCYoWV2Y5r4/\n/F4+/Rs/DkirCUO4G6lvMW0TqaPY7RT2Tu/AKtBWTAX+Opx77IhdAwDdPyhy77+/lTPRse8gfy8/\nzHS6MJRJgzvKKWxGI7q+fCumuPywldTI/phiZc/fTasQkA6us9rXS5pjGked2UPM38yD1Bim5Awc\nigkejNEXaW5qVYegCsHnUKbw/9fxN47jfPOb3/yJr371q6/+f9k78zi7yvr+v89d584+k1myTMiE\nLGQhGyAgW6MQBBeEUim0YlC0VsQfVmuhVqt00aC2SutSREREhWpVRJEYECIIGCQkBJJAQsg2yez7\nzL1zt/P8/niWs05mEsBkyHxer7wyc+fcc57znOd8n+/6+XZ1ddXNnDlz/8033/y59evXr9y8efNy\ny7LE7Nmzd992220fBm9/5lgsVvD3Z77mmmu+l8lkUm9/+9t/7e7PfPXVV989b968nVOmTOm+9957\nrxxtLMWhKJxgI5+XpIWopZsBKqh2mekgKOYjOp0eUbAYtssC5xsW5UQosIhtxmyfYR0ALHqpplRp\nHoWcI4C7xRRj0lsqO2KYMkqVW0qzi2qGU5mDDh3PTOfm1C1cJn7kKWiTwjhuXoS8KjKSboaYOWce\n2RnLJkJ5bAh3QY/+bppS014RpIDsVd3JtH9aZ/1UMEjvXfW89N3lvO2OXwGy6b2WG05la56LS+9X\nAluTrEktqkxpoFFk05y1+Ys5N/k4ZQx78th1EDOBbCm6m9mmtWhRaDqNIronr+QZGvJkdbldCpqL\nqIxhFvAi+ziBOqubBA6ba4441fRx3tzfmvmJuuasNtJLgiyVillTZzzVqEQETZktA89FauhFt4HU\nSkAtPSotNUmaUmqtHnONqkifWomORDmlcQMVDCqyvjRVVr+yFJJEVdc2Tb4n3ZNd5n6SZI2g15bh\njKZ9fOlTnyPdp9e2hebl0ooCQsj1U0h47t+PlLJMdVOZHTeezL/d+O9yDaieF098YiV2Osa/fvKT\nzvnNlb3IkmTXH+dwzukbWXj1FkqnShdXfbSLYRfd+5M95wbGElFJG3LTyPMiCzx/38sJNKqNooQR\n9mZmU5nqo4F2owCUkjFWg6bZKyXtsRQi2OzFcV9lSFEgzjBlTs2S8LvJjg8cclO45557rvJ/9oEP\nfOC7ox3/evVnBhD9UawT8oiCLuuHDhqZW3yZvcxkRfRZ+TkWH0r8kMUXbwHga9NvIppSFZ4u7aHK\n6qObWnqpMdknSSOwbXQwM+WKQ8RF3mQ5SDriLA10oKVpmcu0zalsGTdq6DXZQaDdDQ79gi40kk1C\npPC1LVn4lVHFYQ10MEKJ0VK1sNbuLm12S5eAbPRezhA5EpQzxAwOGGEDDkFZlKIJNOuXtkBUkg4q\nt5a8jkSvVSMFTi5GT6KGZDKrOoPJ1p+aJE0ynxYoKitAp13K3s8FdUzCxGGiqhhQV9VqGg49LgHk\nRhI8v2EZVX/WSzWSGFELNoFlrBC5YemufLbJZMlZkk+qni50ymcV/WbDjmDTQy2DVDKVNoYoR9JN\n15NSlsQuTqSJA5SQIUGekUjUxBQiJUVTI6C18QEqyVBCHV3sodncl7ZquqgjQ4rT2EiWBP2imqgl\n12VLtslYh9om7berjRsI9Zeiyloq5B3K9ir6ScZGiFkuEjvtPlIPUxbaRSnFS3QHmI1ba9TpYhlx\nK3icGwViZA9KN9D2u5dSPkNuNvp9yJBimDJOqf0ju1jo+a6uXcmTYEQVnbkxi70mjpInTiFlUac2\nUI0RSky3N8sS7OMEotieOiVbROgZqTUWVG+hGismDFULgJgkxDu2YfULRFcccmrvFxYHdzZzz4XX\n8JOzrjZppPoht78o3TTDneUM7JPmq35pAZUCOEBpfpghu4yDTCdH0miBOmfeo2GKbvKZGNcuuJsN\nnInuvaB5+ivVAtYEa253FUj6AB3EilhSiOt+EKBN4xF2MN8IgSRZSsmwk3kUDsbofr6OzetOMYIy\nI5wCMKECanoeaugzQbccsgK8hSYVnMu65ksFylVKqpufqVL1u9UaY1H5tssYJrM/xX8kP8vePfNo\ne6GZYcroaamhb2u1+8kZYZ0gR6ni9Kmhl0FLZmvpjmmazVNggRBO5zwVT5HFbQXa7pzBz1deSWk2\nTTe11NJjMmii2LQxFc0jNaKe6YjqiqbHlCNuWlHq9p91dFFUKcK6WE4XWlUwiCbMy5JkNnvY91Az\nBdtxhWjBNEMVKNYIJzw2o3iQIVFBC01UMMCAkDURU1WDeh2w1v2oa6weNBvvQLLSnFsL1pLIiGdt\nCRFxkg/i8v9hyhkS5WYt++HebHW8xw8daNbfro92BpIcfN5TbCwSnkJRdS4l8MsZopIB02TJDb32\nZP2IU8Oj4e670SjaOY2NvMR8T8JHoRBnuOBQcZSSoZJ+pgiH0UBnjOnNTsQixmNQqSzdiChOxhSO\nZYgTLdgPWvkWRJg2bw/7Hm/mwNMnmAXtaAzBh+nWJoQNuVycOxuv446//VtOEPuU8IJupqCbqeiG\nIgDdop7OrgYOvHQCTbRQJCrTOpXJ2yucRS7dDd4Xt4o+ZqseC7YVUSHOotk8hpVr4kReMRp/P1Wk\nKaWJFu74849w29IbeORtFxvNXW8CcVXgpLlxQPIa1dArWys+PI/OQp3JqsnlvT7qqMt9ZDrGEWUQ\nGSzVG582qUtFhsygLAZc2PwcS09+mhp6+e7F1/Grk99jhEialNoQNImc3CDq6CKlgpiajVVbMwly\ndFoNKvDubJi6CnykIIXLN0s+Sdf2OsPfozeeNGXU04HmPpKfO7QjFkL15h025HcvM4e9zCKKZK/V\n/FeSakQSMr+UOYm4ql0oEOM7F36UrmcbyJCSwXK1VtpplOmylpMB0xGtZ4Z1gKm00U0d0y1Jk/Iy\nc5lKGznizGeHSZ0VQrYgjVJkCc8bK9azvl1yXpP+afpzUPUflurR7N4TLP2fUwgqi8W8biGAaiUg\ndQ2Grg1ww992oEZ11nMupy1QuTajFEiT8lju7vsA0C0yS3zvkIVtMouGKWMLS5lJC2nKTMX4D1Z+\ngLvfcq35zjx2UiBOC02+czluxRnqfZbtPFU9kzg+YwoTZlMgApQCtiLOEhaFthLzZ9uvCYU8zEEX\nkde9N7yPL1T/C7neJLuenUc6X2o097jKmY8rDUojRt4s9oZ8O1sfXqyatHurfTU1RixgjlscVNWV\ncvEL1ThGuR1Uyp8WVAC1Vjdx5YzKFRKuM3nTYJ17rFSfy8KvCgYpEuNbq/6OfetmG4rteNzJYtGu\nGx1ozheklZISI+wbOoEMpYwomgVd9bqXE0hGVcCPOM3skUHSnDd4qFN69UsuyegK7KHZCBed8VOq\nKoc1BYImfZMspLKzmlsjBEh1ZokorV5r2rPYazhxLDXX6f5ypyBLSKujmzqGu0v56JLv0MxeZrGX\nIlH6lEtRE+fV0U2KDG9K/ZE+lQpqehaIUgw1idIqW2zJFxVxrcopdJFWBXRlDLNVLCZNKQ10yGD9\niHSXxSjIntBWgriqdYlRYERZhDqmUEI2sMQ1V5dWDCRzah7d2NK/dkwQnBK1CQa1e6dHsos3KaA9\ne0eSJUGXNQU/9PswTDkpRgLuVXC4nXY9OZdov0033rKlIdUvHGBwoJKyJ9ImAZsAyNcAACAASURB\nVKBHHdu3r5a9vz/RfKeXGnmM5RTCaWveGbplFIui+54nLYVjF5FsARySU4SwmDv1RZMO5+bkcf/v\nRo2rqf2+TbMoZBzfazER5aCY7koFlObroOVklZSIrBFkG3/5Jm5Z9Xlms9toEx5LBCtQ5JMnxkm8\n5Bqv1ND0IiwgWzGWuQqEpOtE9lNIRBwNzRZOHYaEpQLSWfN7NX10McVsZBFhmywiPV/aXRGj4GiQ\nMc3lFGN5+WZPxof+XpIskajjNttsL6eOLuOicbiShBHYMQqkKSVJjgY6AvOlU0UFFm00qmb2cZPf\nr1kz3QIuxYjJ0NLzmCRLPF9gRAWmY+SprnLFaYiYjXtoRyV7XziRGAWe5RQ0gaDuFGerdFVdMa5z\n47VWnSMueXIYcaypnG0sH404BYYpU5GPEuZZOyVlBHGyuST/l7qaNqaSIcUQ5ZQxpCIhMh05J7Q/\n3uln7SnGErKRpRy/7osQpbUwDd27w8DQ+Qr1/AbY9vBiItlgMHpf7gTP86xQfSO88ApOm6gJWutn\nC9CXk27FEmS/EH+8QM6TfEb/dva/8eDn32VScDXclB+999bzo3M+YDb7QKW1wq7MHPrtSq8CJVB0\n2nItDVNq4oVmUxAWodrlGxwTZlNILh6CB5zFZwGdNJjf/RTCEYI7fN5y9VC2nVuPiqLMdbaG0bnj\nOrjozovuE05P5Gpbmpi6yAi8udVFonS4xgcyvdQUl1moNEubiCpBrRb9WNhs5FTzciStEZODLiLO\nAtXNVvT9psioqljn5c+SNJxAGrX0ohlA9fc1vbUWEu4NtY2p6Fab4LgKaqxeolE57gwpVkQ20UuN\na1OW0P5sfc12Gumnimr6DP1AXGVWyQIkWSX8Jv5IgTgJZZ1pNtnrG75jBCTIeMQrzDY+fYF03ZXG\nh0ioNFfZlSFpnkfSku1AZ3DAvPPVih0zSZZeqskoqowoRTqpp5o+4uSYYnWRIm2ywxJI4ruO9HTz\nWVVJv4lD6HnYzgKVOVUwm5J+Bl0FqVXrGEopae75q9VsXncKEWXF6SpeLdji5D1FZLpTWZGo4RQC\ni5mxFmn1WGEpqfKnLqZw56qP8Mw9Z+BHU/SA59j9NAViZX7BGSdPp9Xg+quiW0/IrCFdQ+/mItNw\nZ9YVirEAI2sNvUax0ShXHF5hLuNCNs7/lP4d8UieEsvlihIo3il5vSK6oY9wEiBEfDKmcCwj01EN\n7wGKij5B5GlPN5p14BCfqawcK3hrYpRfbKWha01BZ6IkydJpOaX45WKIuNBd2BwmVne+PWg67ILT\nO0GhjGEOIEngNDNngpwRtL2ihhxJTmWjJ/hsIfs5a/cO6gzgVInGkLxCTlqsUIR3KaNJDVLOMGXk\ncTprxVShXdLlc4+ZDcc21Aua7kDHFDKkTGB6hio0i6W9LLSAp46jqIK5UQp0UE/tYK85Vjd60U1m\nfsdKRzs3ArHAYGcVyaKjPY4IGfTVdQsJ8vRTxQBVyEYpSfM8alURo+Ze2sJSU2EewWYq7WRJ0rel\nljUrP4dmULWJsO8Ps3ip8yTyJOimzvBoyf4PBWpLO80a1BxNuu4EYC67KBZitCJ7KOh+HRUMUqbm\nVgebC8TYe88cHvnBhcavrjPb3HMh8At62ZNBxx+chAGBtyJac11rF6R8prYdrBswhWnqv2b2hrp9\n3CgQNVXu7jE7VCk2FaqJVRDOBmOLiMt9JfES86kUXgtjH7MoIYu/6nu08+oxZSg1sZJ6VcUuiBgC\nvagoTMYUjmlsB7ot9HMviBi1pcHiZ7cGHID7AXuz+RgcrqCJFmU+RhSJnkxvNOcWtnnhcsrqiFI0\n3Zs8QdsQs3OrWGyYGnO5BFt/c7L0WytBWy6GjWat86xLyZjgoxV1c7d4c/gHla9VpsjK28sTp06l\nXYJmb5UCQld3Sy1eNrCJqvtwmsHL9FjZCyCu5kCYceWicg56qGXzK8v477IbnSlVwkSnimoBKxvy\nyBTbvpIqcw9uDbGEEeaxw8yn1qxNsyOcWJKk/WgliiQK1BlYU+g2rLe6nkALbc1LNY1Woz3qdM4o\nRbIPpdj+u5NN5XEj7ax78yXs/dg8E6R2z6kOcNtKgmhiPdlXwuGTisdyht6ikgFkl7cSuoX0hZcx\nRFal7eqHqLugaYHq1LnY3iUsLBMH0QVnOZGg066XsZkQmgv9v948/EFdgBKhP5NXe/bBU1VRnvvi\n3l8T5ElYzsbtfxe1lRC2ueh1D/J98idr/Gb6pbSnvRa47mgYFijXcLuONd7E02Zsuv2nhaCJ/eq2\nIpOWwjGNTuQaVspoFNvDeqoRFktw/mi5DzQY6q3gG+V/z6aW01XGjexGZhNh2JVBEskJ+nNSkGkN\nRvadldCCWhcguVM7ARqtdvNyb3nkFP7noo9L543KBb/9ouvZ9cRc1VrSSUEsEmUh24xmDrgEZlTN\nh8xp71M51jmV432AGUbITLcO0kOtSt+U2lZaUTRHKRqtac+QDN7I7CrZXS6mXFzadZMmRW1EbsoR\nu0ihS7+Q3pcoRoHbVl/Poz87H6E02RgFqumlPtap5itOUvngtTvrBZaYALR242jrRlMvAFQJSXnd\nTyU19JJkhAKyReY+TjBjqBBDRgjplp+63SfIOoIyhkmQM/nsFQwyRDkdKo04bZciW1hGDeOm7uch\ng7sqTThXFkjbjCrhrgWvdCVJbqmZSL7I33ARNapZEsiAuGzy08WAqPI8d8ln5My13jSH02UUbYcM\nrjIygCYAdOCN+2g3zogICtUuoQPG8t7ufvuHAkLe/87JHhOOhq/vp1r0qXuXLLKniWcC13M2IUBY\nhodLY7i1nEiXd271hh6qCCrkVAqJhtxAo0ah01XYutoa5EZ7SHnyBsXE2RSqBCXV/ehYUlQUaBXT\nAodpkzRI2oXR8gGEK6aQHZEvw4qmDUQoUk8X/YVKrIx34/n2udfzxbNuBqDfkkGzFGlDna1RpjJu\n/JpLF3WhGot+4Tqfb+SpH57DLQ3/bNxTKUvmwOdImuIyL+RnujJaBxkTVo4WmlRhVp+ZGy0EdXVn\nicrscRPANZfvVqMSPMWbyVDqSX3VV9UZMXYxwuzUK+pzRyCBFMgbv38Gv7zjMhLkDEfRLPaZhkC6\n0E9XSUewOQGZIixbbBbUi59SxzvzWs4ww4ohs51GokgeJJuI6nks5zZvxc096Cb1FQySteS5pFaq\n51oTAmqCPTlnlWKAIcopIWs21SyyD/gQLprlSJFf/9e7WHfT2808DFBlYkODVNBLNQnylJJhWNUC\nnMKz5IibOca2GKaUvcxiinLHuDPoPEJQWESw+UrZZ1m35h1yGEL27ygl7Umtdp1AzaHutBcsSqsW\n/YHPAnIyUKcQMVYTOHEQbQWkkD0WnrLeHDj1kHDYByzsAEsqYGgzNCLYkpJdjO7W2rP+RHJ9zroR\nAk5kl1GEdJJD3FW9XxATixDvtcLE2RTmWYyIUhMMHRElNFrtgewj/aIEOz7IAKOGO9Cs0akqVotE\n+dl1f8m7K9Z5inCK2TgDnVJj06yhmv/ejRFS6I5pbtTTaXr8akSwTdNygL72GoY6K8199Kh0uhaa\nEK4hm4pkoTtx9WMTMdz1OZFQRVa7TZrqkOq+5ekmp2IWJYyYOWsZlryGCXLM5yWTl+++XlSn9AF7\ni7MomM3Auxk7dAOSXyij5uZHXMVQUQo43QMDpJVVwgiL2KYysdImSB3M1ZdumSr6iatsIcmblKdA\nVPnXcyqsmTffk8HspOpL4WSuaOrzNtWhq52puNts6h4HkunUSafVbS9Ns/vYCL/593fyu1suMOOc\nyT7j4rKwqWTQpII6bUCjqp5DPWNhKSry6WYzL7GcLDC3Fmtjmeu37ZxmxpYhJZMUDqHxukka/WgX\nDWoszmdBS8GLAao8tQz6yjp1O60cPu5mTBruTSgiRGiGkj/LSMaQKoiLYEqtxg/eci1P/atDq2EB\nL7DEKF99in5/RNHBgMw2nHQfHctoBwYtKMglViJG2NG7IHBYlNFjCk5WBp6V7JjRpejeuh1bp2IX\no6bk3Y86S2tulcbd4NQpyPTL7elFnu/EyQWanheJkhBB/6uheVYpkjU42T7u8WtBp9MOzYJmhHKG\n2MF84zqwsZTrJG60YS3wJN2FPGldmXbrxGjiADYRIxRMTMEacubQtijDKURzw+0jltXZ0hp4Jw9Q\nE5Xupxp60Z22NIHeXmYZS0uynxZNj2E3J02fqDbBc5mjX2SIctKUqRqQiMr/L7qepYw7aMsCnHoN\nwLBnShei40KIi7yhWNfzJsde9AjdrkxDIL+9kwYGqKSWHlkNrjbHBjro6pCbkM5+0bCE3AyfWXEW\nPVvr5HMSDtGjGzpmA06uf4wCAwcr2f3UiURChJv+xChUIZrUFBWc94bjvMf5vzVCicd61opCsaiT\nIiR31fretwSu5y4AXffNt7PjzuA77nfNdRQaSDFi1sdo8G9sWVUTo88p40BpnkJaMHlik5aCH2E9\nmnt6empXrVr10Pz583dceOGF63STHXh9ezTLplwRiMkF0c0UZtfsMivb6WWgsnasYCZCxnJS4Nx0\nv+5FniXh2VA8aWzuc+VS6noCJ9OmTI1FmqELSrd7vtNAZ0DzqabPMxbT9EO9/LLCNyu5+SPuFarz\nTXRmTxTdv1jfk8BiAdvNZmhZgrjK/NfHWeocEWyjFe17xSkIueee9ysSN5VZo0z0XmrNvJ3IK0bb\n9UNbALr+Q/ps06RIEyvqZyRHK3mKBHkSJjtFd7GzEIaML2I7QqFedGIh+0zoRkmlpLGLEebzEppO\nXMcQ9NV0cx69oSdVPUOUgsk4q6GXBDmqlctPt9HUpIiAqcLWDX8A3pR6OjAPusBKZkPZbGMRRSI8\n1r2ShXVbAUnxLIh4As1g0b55Oi2/l/ERHZMKuHqEO11Vc1fFWPuBd3HzWV8MfTZ6NWlXYqAAFOc9\nca9RN12M/28gA796rgEGC4rORNXZJMnSTS0X1TwYcj3v7498+cLAMX50W1MMieKh4X7PZOqufn+m\n0YrONJvLy/IYcWg22DcqDrtH85o1a25atWrVQzt27Jh//vnn/3bNmjU3wevfo5kysIZsSMsHWyX6\nqVeZNuDqv6t+D0t3c8cHwjaFk3iJqMrE0S+9vx2gRkVSFufITAXlslILWqdHujNqALayOHCeKAXP\nWIyLQ6W+dog6+qhhkHKTHSTv01uV6ueu+d3tb+XBD11CmjIjsBvoQPPmW0UnO0gHcbV/df2cC828\nXH3V7Ya7CJzU3wY6zf2OiCQ77fnqO2ZSASezJaIsgYzyKG9nkbF8dDtQB5Lds5xhisgqc0HEpPwW\nhBMwTAhZw9BIO53UU8YwcQrURbuMq06nHOtnmm0v4eXH5sksJldvAe3yq7O6zPe6qDcB6yKSi+gT\n9d/gYKdMLR6i3Gj9muGzg4aA20FTZggsXnhgKQuGt1NDL8umPGu65y0WL+DuVPe7H5/PN674uJwj\nHRC15AaVIxG4hg7oapdYQUSNHzU0/dNyBCIQUpQGKTvjuT6AyB/awZAgR4+rork0JteAthrjyN7R\nLSr1040KMeT5vXt7Q+AYP1ZH76KDBtW/YnS4KWAQgkVsM3Moq+elJW2y1EQhaAYdBzjsHs3uvsqr\nV6++S/dbft17NP8eRH/M1ClIM9pCiHDOozBfYM6VfSDsYCBMa6b1ODnnYQFrwPDb9zDFsEZqX2ee\nGHFyHqpegDo6PZWeAG1MM9lHegzgvOBJ8pQwQi29vk1GeI4vqE1Bf2+os5IN3zmbg0w396KDtRGK\n9BWkK8VdR+APmCOksB6hhIyiudCyW1bbymvlRZzFEantGn+4uZ+o+l1WTTfSQZIsK3iWYRVULBAl\nooqvLCR9dgPtqqpXN03KGTdb1KUlZ0gxn53SklBWRZpSbGUx6POCk3L5wP+7lP/6s3+gj2qz0e5h\nltnM9XxZCKroM1pvVNjkiDPYVQV7lHKialpiFIzV0Ul9YP1ZypGVJMvP3nkVrd+b6fjehe73kVcb\nk5MptOEnZ3vOo9fKrYs+xWCn17XpTrmV95s1hZEegWjGJKGpJKpDkiC0S8ZtTRfjXg062E8k2MAG\nMERzLTSZokA/DhUs1nCnu4KMu7U/OpU7zrvukN/Lu84dwfbUkfxT6itEsE1MDmT2V5jb7Y2OQ1Jn\nh6G9vb2xsbGxHaCxsbG9vb29EWSP5jPPPPMP+jjdozkej+cPt0dzaPe1F/4ZNkaQ7/VK8sTZXnBo\nd91uFAg3hT20CiHPun+oCjthUUjEzPmGqAgeiLORyBx+3T9X01XIClTtj9Uo+CqkAZpoMS+ue4x6\nAbv7GHu0NZ/7KK4Eqj/3+2ffuYJz3/c4IIPjNfQiiDAteZCXqTIvap5Y4OWOIamnyxkygXVNpdwv\nqoxvPyUyJhvHgdZQva6xAjFyJLh7+wc5mU2uI2VMpxRZVb6ZFZzES0Qo8vCPL+Tcy9ZTjMj5dcdg\nikTZwlLezFMIZJBTVsFahkepiOxGpjdtfZ8z2W+eWYoRE5DX1CaSusLZTCwhAu0vJaNTEdkASJ63\niRb2+PoAOJUBQp07q+opeugUUjh2iXoWW9tCK311Mab+fvv26d7zC2HqN9yJD6bSP6ROQT/tzT86\nVV5DBHVELaTdCQQmO0rBH2N48WeLKEQc0eJQ0Mjzl5Kmf6iS2YndPMN5nu+O1cAHnJiJhk2U5351\nCi8/ddIhv+d2aQnkcy2qeS2MSLdxHV38BmUpi4lVp7B+/XrWr1//qs9z2JuCG7ot56sexXjwnn8h\nsWSQ3I/lC1sp1vHsPCelTT9wNxOmH2WWq27A7SNVC/H2yo+x/70nsvL7DzmphFb4ppC2dHpk3Lxw\nuiS/igF+8Z3L+OXv3u35TjO7Ay/QEOXU0WV+N53C1EYxSDkRbJpoQbiqtE1AV+hNwamQdaP3Qw1s\nmiZf+mEqiFBUWTxOHKS7fQovbF5i3EfONWyV3mkZCfK7H0pjrpS0yfbotqcEeJ4snyDQrhMdI3j3\nwh/zwlNL1bhkY5NZ7DGb8KlsZJhyBBZr/vJzTH20Fc6R59SpsCAzRE7naTaznDnsIoKktq5ggBm0\nmGCxJ7NA/bifJk609gCwlC2qT4Uzx3kSzOAgHcoNVSrSDBeldeNuEVogTppS07NAbuze9bdpZAVv\nLXnEWHtpVWm+h2YaRauaU1mAFZa2rJWFQOGYgu4fAY7CkhRZk/Hj9rf734x/+et/V8fn8EOvR/e6\nDRavec/4ncs/ytz3vjjqPZSS5h9rvsqC92wLHON3H40Hmh7lcNDxyjTafj/VzBXIe9SU86Ay8ybQ\nprBy5UpWrlxpfr/55puP6DyHnX3U2NjY3tbWNhVka86GhoYOeP17NNMBuScrIK6EoCgwsscRRH7e\n9TC3T96lRbvXsc5YQljsfbGZIcqNUAsrkAMnaC2zFrQAr1DXifN/376SjT840/OdISoCJnqaFHnh\njF1zF+m12C3qSJLlADMoeAJ8XveRdk34uWLAqc8oY4gDNCGIMKSCz0my/M9nrufvL/p6wH2UJ65S\nGhMmiL7+brkpVFvOdRpFh6oAd2upio7EtVlHlb9cBptHTM59jALlDLkoKaT2XUW/2fxiKuUUvH0K\n2mikgwZq6GWIcorEGKGENqapntg5UooO2R1wB1jAi0br7GYKPdTKeVRCT/dUmM8Oc29Tol3mfuT8\nywalZapeAqQVpWWoFqZnlzxBwZXKGlFpwNM5SN6WvvYKMUgJ2YDbUT8LkPxbYZAtRTX/l8QgFcaq\ncitJowVkSwgSyiXtrGfOwhDmdvcmRUjo8cUoYBdidL9YF/zeOGSwP+25koFxCW/3HPzw89dwz7nv\n93yWJ84ISUOHIjPtjr+gwmFvCu6+ynfdddfqSy+99D79+evZo9lqtrGmFOA98iF1+V4cYYSQdhEF\nH+aw5aSkuovX3AtD54Zrs9uvPWs0WDJt092VrNQEpUVoHUQpaXNejVp6fVkOyr+P05i9QIxBKrx1\nFmYzkMd3Uk8XdaEvvA48VlqDVNNr/Pv63r2kBw5sEaGfKjTDqWt49FBDi5B7fV44efBG81LH6cIv\nnRUEUMEAW9JLTSVvjAIZUpSp/scFYnTQyDBlJksqJxKkFEdQv6ugKakCzYmRLJVDfcbdNZU2+qhm\noFCFTUQVnWU8N9pPtdkIO6k3FCOOX1nWYpSqYLlN1FgybsbVIjFKSRvBPXx3BXbRq6HniZPsyppC\ntVamMZgr57m7Vxi3zVYWkSVhhJIbWskpGyXxAeFdf6BbpzrFe86h2vXoRdZlgWk47iPXcb6izDBx\nXBYJavzaPafnKSx+EObC8qPap/hIVtuxW2eGuqZc77cuXtSKYHGCuY9eKxzyCVx11VX3nHXWWU++\n9NJLJ82cOXP/nXfe+f6bbrppzUMPPbRq/vz5Ox555JG33nTTTWvA26P54osvftDfo/mDH/zgd+bN\nm7dz7ty5L7t7NHd3d0+ZN2/ezq997Wsf15lMYRBtEUQ6ZlZgSni1Gh1MNIR4IZuCu7jFnfHjZl0s\nCtlowymGC8cems31tGDRWlmKkdA3RRc/udFFHTERFPZZRTkgOXJk1WxYQZ6+UDX9lDPEdl97Q3kP\n8l4kO2m/IqNW6Z0qZAxBbTBOnk2sIEqRcmXW65fWJmKskoTImQC68C0pfb8RnfWk/l9eutkT0I1R\noFuluZYzxHxeUqPU7jTbnLvg2kR1NfSX//yfeP/Me9FN77MqrbUq1mfoLHQvCP1sNCU3yNRfmfkT\no15t+HV000s1vSoQmxRZc5+63kT3i+7vrDKV40+vPpeBdm/VbSnD3FB/O5v+7zRzz3t/38xP3/dX\nJtW2VvQSo+jhdtKIjvKMNGQthzcoPKKqdMFrBThKkPdcfvZRcPpnuI/0t+MUYYLcZSnoOdabnXFJ\nhSzoghjbo+2fH90dbyzoLC83/G08baJm0yqK2HG5KRx2j2aAhx9++IKwz1/PHs3EwFqSQdyu3DY+\nO9O/JAKZNOChnfC4j1yB3jh5OmhwqkNVdasflcp90kCHKbvXgcxeqkNLqvMkAimu5QxRCNGYNCtp\nleinhDRL2cJ6VjkHqPE7DK1JYhRCq0S1sOimlic5i3fzC6OBb/jeWYxkUu5TusYbp5YeyhlyYjbq\noCpXe8NOUUerYn/VloJ+SbVWqX3blQzQwgwSZF2FWDINMEeSGH1EkNxHK9jkpMKKnNEs3S/3DHGQ\nNCn6XqxhuK+CQSrYTTML2a7iHJooLmqeqb5uEy1kVCzkGU5lFnt5G78xlBAy6ylvkgNGSBr3mNbK\nS8iwe8tsblz2Xyx978bA3PtJ52iXv89kn0mt1UJ1umglgh2q0er5y4t44G963vX3tKAbeq6CPU/J\nmhM3a/BotmEY3XypCaw73/e7mcLid6URZ51rhU0H0N0Fln4kQuIaY2E9fxZwH4ehGFZ34JqCMkUz\nv04Fmt21O8cTJkxFs5UoIl5IYc1Wwc3tXn+kfhHC6XglKi1XENYttF3pqbaIMJP95sVZzNbQc+nW\nfx00mIV1UAnGErIe6gqNdho8cQ2QwtVdoWteWOG4w4aooJN6jyvLNnQT8rsVDPDbn6xCdIRtRkrz\nIco5PE6RqLnOPe9fzTOPng4EtVALQQMdZEmarCat3ZWSNrQQureEe/x+l5pmeu2nimb2qg5zUuP7\n9sXX89TdZzNdVU8PUsFU2qhkwNVL2jKWnrt4rZ9KZrPHCLQ6ujiVjXQzBd1jYYSk1EB9isSLLCCq\ntN657KKZvQic1M49NNM/UE0io1xgQvb11vcDsogv3V+mxjh65kzBZfEAKh/ecY3JOZP102G1MXpD\nGy0eYIuoSVjQK+B/PnwDueGg1aHhF3dhWU+W6nTovm5YKqkfwxEn3qc3FL2x6bVRCNng9ouZgc/8\n8Gcf/RX3MFgMTwhxwx+LAO996Z7QOp3WrSweT3hV2Ud/UswV8EcQQ3JBfPvqj3n+7BdGYdakO0NG\neDYC18FCLhSt4XZb3naAGjqAKv2ZXgGYJenZaDSmcTDg1sqR8GwKJstEaVFCRKhgQDbzcZntesHq\nIHWOJF+54p9Y9Y+/DlxXC7ky0nRRT7mL0llewzd3eiwiz1TaePnJeV72SqSPW1sKESGMO200Bk1B\nhCr6OMAMdKlaWmXybFu7lG1rl3LJFT9HxCNURAbRvRyMawthrBW3+6Cafl5gsdkwJdNlnCg2ZarK\nNU6RmFWgRAdN1eYwjx3k1Lma2U2KEWIUTRHaybzAx2bdTv2psjlMXBTMutAWQwWDDg+Wz60i71ti\nJ/MADNVGK9NYhMy+qVBpxwOiEnePZTe0FeDvj+y+zkZO8cy5G+6YgpOh57tGiCadt/X3nOda6tu0\nwtxAbvJGp5+HFNz2IayeGeJg4LPAmHybQh/VVEfDE0LcKIaIO7dVFqVINX3GLSomezQf2xBDUaw5\nWUahInJcAzhU0oFzuGW/6xevH9OinUYjnKe4moW4kbVUTnhbzLwu+juSuiL4nUJvnOiId1zDlHkD\nblq4qY1imFIS5JlCl4deQPvV/aZ42IumzfcaegyD62BI/YU/qK5bhf7d2d/i+pXfVgepYeL4oEtE\nhjfzFO4D9Pw6dBqyRWUNvXRSTwWDnv4QAM8/uYxoRPYEkGR0OWMJRYRNRgVp3Rw3KZFmPjvN7yMk\nySO7aOlKaZlm2GOoofX3baKGzXMjpymrosQI/j6qyfSV0rejVt2DMEFoU9BG0bj/wlhGNU7nj4Cz\n1uroJqHcYK32dDX2FHL7DK7d8bgxTlF1H2HWsnszMQqU75xhVki5rdO4XVX3vs0vzH1kR5wx6Lma\ng2TSrTTWVnC+kiKcVsYNXdWtcYAZgTGFIWxDjbsILzVtoraELCEm3UfHNDosRHUUQhQJy7LNwtQP\nvhgSsHKzK7qDY24zMSIk9bIhybO8+fcamrXy49Nu448Py9RTjwsrRHv623CsoQAAIABJREFUr9ob\nuf1DH/V8tu5rF+N+F7WwHxQqkCkKpMjQR43npXViKt7AephA0N/T7TqTSvT558IfhyniuCTwceBU\ni17TY8Hui/LMHXIOtFvLaS6j4xURxWskzfM4hcCGG6VgWm8uZQv9VBkt0xYRY53pgj6QLp5q+lwp\noJL8zkLIXs0qo6icYdOxSwfLt7DUuPOyJOmijjKG6EK6JjVNhr7noogwi72AQ9/dTqOZ8zClUs/D\nf1ifATAB+6xq6gLO+ouJPLf98/V89W/+IexEnvP5ERE2LTSpeQxuKjkrGLfynynML59TSoZ7Xfkz\nfcJGVBJxhLtef7py2tCZ9wfHZCrnDwF/gabsaTK28A5zB7m/lyCHTdRwH+VdNUjHEybOplAC8eoR\nOCHcz6cFstGCRFDrSfeEC3i3MiAUL71+scL8rADzLEc77evV2mNB/Z83jU78OPByk+f3H//de8m2\nu7pNqXGXKs6Z51iKTYQ2Gj3l/UVf60RDJxHybug6ilIrrYjmoiZTBgzLQsiGIsz96xRb/f9Wsdj8\nbcOPzmLrrcsB5yVzCqm0L7xIlgQRBCkyKqjnfUblpBFqHHtopsZFMREXedOhLudqBlPSlSWZc7iZ\nbCzq6WAFzzJIBTkSRCnSTS17mKVvS56TPCWWnOcz+YPKU09RZclNR/uWDSkclhNHUfUmDbRTZklB\n70551vALK23JRSkamg+dSZcgx2++8XYeuf1tgfPotdXn6yWgUcTdzzi4CNwFcWEBZXCSG9yoFb3q\nPlxxL7+gDFGAGhPtrrHpALhcEzouM9IVfLeK40hJ9aOCwZC+0UHkQxI63EOXXQGzjkUhjscqhYm0\nKey1KexIwStBv6dlOSa36acQslCf/a8zA5+BN6ZQFFGe/eFpdLVIE9LvP9XYwXzzsxZ8Wivupypc\nfQKybcHAn/aty4HL/1K2vG6TOECRKIvZ5nXv+M6vTfFSESxA0i+lhWDP87O5svLnnkY15hw+SyEq\n7ECKq94U0qLMKYwKiX1qrVO7tXTBmm5H2UtNgIVyqFhGGWkS5JjOQfqoMpk/aUrNPaaFs7nf996/\n5Kuf/AczdmkJ5WhhpqLSLlCq+mjPFy97rreE53Gyg4aoYJBS0kxRhHg6hVKvpRKRNf17u5SLIeGi\nQ/fTP0DQv6/vR7cpBcd6mCEOjOqu0EK50WoP/bvA3Vs7eA53k53RdOrykGriNltaS+6NxN/PIOx6\n0UoXdYty7Qwp61e7Lgt20DIpHYf7KOnbABaxzWyah4Iu2HTDnZUVEUVamW6eWU4ESQePB0ycTeGk\nCGJvhFEUd+MGcLJ3xn9qtytJYHHHe6+jZ590IaSt8AueYO03P2tzWNcWNNAx6vVDOd+LrqCvClAX\nVYAvRYZhyvgi/+ip0tY0GFoQVSp6C39A2I0cCfZunU1msMwTUzCNinzSPUqBk3lBHRPxjO8UnjW+\n4TLboQ9p2yn94ybDRG0OCXJMS0thmyfGx61v07fX21VrpthPnjjnHXiKWexlEduNfzcjUsbt46/a\nbj0w3VgmqzIPm77MrUxVxXBxWZCon7OuFmcKNZYU/CUtI1Qry0TTrj+MzLzWzyxHgpmqf6/OEOph\nihHuoxU6ulGlmshkSBkhuUNIzp4sJZ6Wq26MqBjWaDLKTVERRhvvznpzGlGF15S4McUOxtT8lCZh\nLku3i0+fd4Y4AMCP+CtAtnENYBzvrbbW3OcfzYJyw8875h4bSIutSJRfIOlpqsT4KqXfaJg4m8II\nUGJBLOQhWcLVLlJx5h+OGTpKzQLIbmlheIxzzM/aZ2riGURHv36Ye8f1cmgB1G9XmPFU08eN3OLx\n+WpBnivKjUjXYIS5zfRLW8EQ3WXSr+vX9iBoKVgE/bdOTKHPjDVth7nl5N8crc6is7SKASqNZp3f\n5bVWRqIpqunj6Rkr6KKOYcqMm2uK6HbVGXjntoQRBiwpKB5KXUA7jWRIcRI7sJBtNps4QIdQVNrK\nQlnMVlKqX8ZHZ94JW6Q2qfsCv4tfqutFzXUbFF27TidtosWkyvqbzIehR/nVa+gxLp25tnRFZkTJ\nqD5sh8wtXEi17G7iTOs5eUTIIWGBZn+gN6xzmeGZcgnHYIOf4JrrFg7jgN6wtQC+ljvUQII3O55A\ns6b61niZuaHr2Q//Zgbe9yAtUsxmt6n1yYvYuDb6NxomzqbQDdbCAoyEpL/hJmDzZu+MB+6XyJ+W\nF9rbFniT5TQd16a13pgi2KE0F+BYE26MFJ3PTIBcfb+RdlWzm/OkPGqtOdMtF7qOKQyEpGdpf+uQ\nVc7MhNR0PW4N4fjj3bCJsFf74RX0RvCKONEI94Id4tLT9+Oizh6mnISqegDoFt503067nh5qyRGn\nin5GSJrzRBAmS8vv+45ZBapUMWGKDHPZSZKsarEYJU0p7TQ4bifhbFjuKt7nh5dSSoYKFSN4gZPV\ntVXjJlHggKpF0Tn3RSJOimyI/AijDgFpFQwK5UZRz7yB9lEVZWPFjSKk9u1oNj+H5f+HVTT7zxTW\nKMlYiK6j/YHsMGW6MqS3s/6enq8wSgs9J4eC36JZxnNesstRoHuUuOF2fXXbddhYLFSpwoXJzmvH\nOKpAPBeDYKwIgauxCN5ewuOB27ftX/C/+2p4i4d9LmHpX6TV9BMphr/eYWmLpUVHyGl+nxpbujX2\niRNIMsLCwoverA/lxtHxEE2B3SOCjc5n2DJlq4xBpqv0raRLqzWBVJ87IUmWs3nC85ne7FIizV4h\n58BdTOac1PtrophlCt3sYi6NSL94lU9wTM+1k2SEWexjhBLq6HbqFIRNg5BWW9b2xmWiVtFs3r3U\n0EkDNhGm0kaFPUiUIs32Xs7jcTU2J13W/c7P5WXpYlPP1sRi1CYin538hnYfxikYN1qYxuz/rEJl\nQM1kP43I+gd9X6+IOaP27zC0JKMUVLmVkDDGUHcbWF1M5lcCwuojTJMd132M1XkNYFrOiX1oK0Vb\nrGa+QkwaPReHgs4A0/jDz84atX7DjbAKarclEBMFIgijYJWIkXFlNb3RMHE2hf0Cltq4WKZdsIz7\nxHC3hxMFhcP13P1aVqYvGJwCPNkOkaLTWwEk3XXRCp/asEWWLbqEnPpzuy3pNc7h9+xhNlWxPjKW\nc5zWsrQM0RZCk/LburElIimqy1QbTPAWgOl30z82C8Fe1XXMHKs2o1/962Xc8+5r1GfBe9Xn0mmn\ndjTCk7yZ8/idyQLyZ3Z1ROtIq37LS9mCTYSGQeli6RJ19BPeWStiC8qKUlNsZg9z2EUTLbTRSDyS\noyo7gLAsssJble0uUgRZDV3JAG9CttM8DWkN6qpeISxzP1q7j1I0cSd/ADQMOoOqLttr1lpW/V9L\nz6g+bC2IX2Zu6N/dxZhhK9/dVtYa5R0Ju3K3PSVwTr/iFFYs1x1zrEC9GeiMrR5FaBj2jo6niri6\n4C1U++rlN4W6hvwI43ZyK2l/fcJP2fmr+cZFKIQ16T46pnGKDT0RCKEiili2K8AqH+J4uFA03Itz\nNE3Mj3IcczUScapuAVZYL7Jn14mh34sXg5aC2/0SVVq3FkRxkaeOLnbTbFIlwdGytEC/3JKVzGEF\nQSfbMlhcyYAJMDeExEps30ZWsGMmfVBDz9XuJ+ay98XZaszBOdNatub8yZHgmoM/ZpBKkynSKLyZ\nNJt+dRolYoTZO9uopZuKgQF6DkihVMEgZUKey28FPvKrC4ywbaeB6fZByhjmBNFCK9MZjJfTl65z\ncfXLSUuRZoZwEgaK6Sg//Mw19Ftygy34LMAUGeODnq0KseLkqBF9aozBQKZ/ox1WwkvEhTlej322\n2D2mpTDH2hX6d9u1hsKEtLvPhpO27R1bWOZas9itvuPAv/mFKTrVRccK1GPX7T6btyoXZogykSqM\nHVMI2/Wa8/uCH/rPHWIpuOe7u72eJx4918QsbBEhHhK0f6PjiDeF5ubmPUuXLt2yYsWKTbrVZk9P\nT+2qVasemj9//o4LL7xwXV9fn0kJ+OIXv/iP8+bN27lgwYIX161bZ7pxb9y48dQlS5Y8P2/evJ03\n3HDDraNdz4rbWBlBoMEXUijXD8sXs8SWD348ASsNt5blZ/kcDQ04Ak2/XLro6VAIqzhO2I7p2ybk\nrpexpfbZQy0WNllKPGa7syl4x6sLtNzQ1aUlQyMMdkhtO8zV4a7uBKmB6wIuc65icH5ECKWHtth0\nYLW0MAJbZZ59hdpo0sJrhd3+9b9ldm8LJVuzzPllKzec+21mLJIulmhemM3EHy/K5ZNGar37yYc4\nYX0nRaJkSTDT3k9pZJi6RBtVKudeH7tn92xeYKk5z4bn3sy//Pu/mFTUs3lSHq7meOPaM/juFR8G\n4KAlU1MLxI22GVYg5s/M0TUJ3fYU5xkq4dht19LRGk7AqI+N22M3kwlLNggdm2/t+CmxAXpsXc3t\nYLTaHTcORqaZn/Wa13UZC09+ZdTv1YTQhvsRzQUFdVt87F7OYfcX8AwUS3mOZYC0Ig7H4fBGwRFv\nCpZlifXr16/ctGnTiqeffvp0gDVr1ty0atWqh3bs2DH//PPP/62mwt62bdui//3f//3Lbdu2LVq7\ndu1F11133TeFUjk/8pGPfOuOO+64dufOnfN27tw5b+3atReFXU/sjiGqLUJ6i2NFbAYTcqFmI3Lx\nj4eX3ZzbYymML0DtztvWPsjxuA9yxeCmUHB9plP5SlWdQokYIamazpe7Yg9GoBS9q3bQDgbqtNb+\nySu+zhfedzPgCGt5Ep2N4nvZYiJwT2HaXRhHm9YedzEHgGwswYbzVpAibfjw8yFV57tqZ/LbS8/i\nqse/z++e/zMjkKsLvSalNCxLJpuUc7jjrCZ+8tZ30kEDWSvJSKSEkmKWF+InU55WioJ6dO898adM\nc3Ht6GrabES61orZmOd4gD/8RGad6awcyU4rx5O1Qmo/fHOqFYdUbNhpHavmv6k4Ou+P4Q8apROg\nG2EeqKwnGKeTMbwHhlGfaCvGHX9Ij1Ll78YBMcP8rO8zHhLr8OPZyCljHvNSckHgs95xpKSGFef5\nM+6G7TLT5KggYoE5Oh7wqtxHwucUvP/++y9ZvXr1XQCrV6++67777rsU4Be/+MW7r7rqqnvi8Xi+\nubl5z9y5c1/esGHDGa2trdMGBwcrtKXxvve97/v6OwFUW5AsEhZPikRs4jFV+eqjeB7ffXiL18YD\nt6attWK/OyT0WsWg6pEsOIJXX7/Wllrt7zmHYi7K4P4KcjFnbLqi2Z/lFMbFr10WxaIjhN3NWmyl\n6ftfkNJYOpDbHcb+mi0GhaG+j+WKjydu56lI9LKRU+lT8Y+wZ1RPFxGK3Pvlqz1W0HCkzGHbDHlG\nemPWfPjTOUBZLsMIJQxGy5nJfh4vke1b3e4Vd0aKfo7ab/9E8iz5hxDBoP3iWZIcUPQSYdaX35Uz\nW7lj9jHL+M91EeAP7lwdnBAFHWvQzZ0OhTDhm/BYgeEFnuUhVqZle12jcgwdnmPCFDCPAFZfHQ+F\nRUXIGAIIWTcl1jgot0O+53eZltppmlTzp7yIezicjhccMUuqZVniggsueDgajRY//OEP3/ahD33o\n9vb29sbGxsZ2kG0729vbGwEOHjw4/cwzz/yD/m5TU1PLgQMHZsTj8bxuzQmyPeeBAwdmBK8GfPPz\nUCHgWQtYqf5JRCLCaI9Z3bx8HM06NISPOns80P0DACIF7SoJtlH0I8z9ks87WpwWUn1FKTgXiW3c\n9u/X8T//8v9YedVDrkHrE3rPpZlL3QhzibmzNfTd++Mw8oXwvUkhriId//B8hkM6p1FdHOStsUeN\nlaJbPXrHapmmNm7kYnGzSVT64hyAaVUaJ0cDHQgi7EmcwGxeZmSwgkKFQ8jm3owa0858PXWHtAKW\nsIWfcaVrUCEBUbWB1tDrcusFj/PP/V5bBtmT1kigA9l3PnFd4Psa2vftruYeDaGspa7n6O95oVFu\nB9M6B0Wlur7bMvbeU1hMwV1Eqa3a8byT47HUh0ODymNrgWFFdpYvhpMtlEg6fABhjauj27GC9evX\ns379+ld9niPeFJ544omzp02b1trZ2Vm/atWqhxYsWODp1G1ZlrBew3JA64ufRjyXgDioIluDCLZZ\neDof+7DqFFwvR9weu1we8LRM1NXHr4jZY1+rEFyYva72ktoCEGrz6KCR4R7Vy9jNBKlm1m8phGVh\nbH4yaJK7A9L6ISV82lbUtsns9Pr9w+ovdNqiG1q51tcpWlGyVpyffOlKTrlKMoYOh9AOlJBhrtgZ\n+DyCbV7qTjF67OZFFjJEOdX0sjL/O0rIEi0vsk/MMim07k2sNeX4ondsl5QeLZbU/HUtQpi80b7o\nNClmFWWQMyy5wW89aGE5IKqoVRv4eKxT/SpVhGyIox3rhps628BnAYVl2ugkAvdG47cew941dyMk\n3YL2FJ5lJ4sOMXLoFGP3apgekmE3npTUsN7X/h4YcXJmsxbCSwF+rGPlypWsXLnS/H7zzTcf0XmO\n2DaaNm1aK0B9fX3nZZdd9vOnn3769MbGxva2trapAK2trdMaGho6QFoA+/fvN90zWlpampqamlpm\nzJhxoKWlpcn9+YwZM4JPHOSGkCY00GxZgrIhaSnoCtzDqlNwCbpc2MsTgm2uxS3icuHMsUcPoGmE\nEX4likH3UaooBa0A4irl1fPOqrXqfx/DOlf96AtBt4SHk16zgPpekPZ9jfzz/C95PgtzsYZWNKtz\n6uBwopCnKzeVr954I2vvegcgmVb9eOviJ7jnG+8NfF4iskS1qydkDDqT51Q2cnD/dIbT5RyMTSNf\nSNAz2ECj1W6ya9xKQDIkI0XXUWgtMSybR6f21tNFX0T6s8MKqPzf1TUQU+gymWY1IfPghw7WjlZM\n6UYhZO1XE7yG36KoDaG0cKfvavjbWoaJTXeRpt40+sUovPcuNIs9Yx4TRmzX5kuICEeI69afSZWX\nliLIQPNkTGGcSKfTpYODgxUAw8PDZevWrbtwyZIlz19yySX333XXXasB7rrrrtWXXnrpfQCXXHLJ\n/ffee++VuVwusXv37tk7d+6cd/rppz89derUtsrKyoENGzacIYSw7r777qv1dwIoQVoJHcE/iaJF\nJiMFk075DOUYGgXulyM2Mr4UtAU4hpGVlt/vG8eiL4QEmqMjzgunM5F229LqsITAVu+Am2fftHL0\nVROHBdPC4Dal9f3HfNlH2UIwVuAnsQMn48sNfU6d1iksi59/+c8B59l0h2j827edzFNrzwl8nhrI\n064ysyIh7ipdF1JIx/nECd/ivz7+CWrSA6TyOaYkO4kORKi3pbB3uzusXFBQlCrm1Iv716l7CRzC\nHks+n1v+7jPccMm35HHBwwKB5jnIlNKclcRSBY6Jc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