{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import healpy as hp\n", "import numpy as np\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import astropy.units as u\n", "hp.disable_warnings()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Handle white noise with healpy 3 not-uniform and partial sky coverage\n", "> Simulate white noise maps and use hitmaps\n", "- categories: [cosmology, python, healpy]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this third notebook, we will handle a case of not-uniform and partial sky coverage." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Number based on Simons Observatory SAT UHF1 array of detectors\n", "\n", "net = 10. * u.Unit(\"uK * sqrt(s)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "5 years with a efficiency of 20%:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "integration_time_total = 5 * u.year * .2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download a hitmap\n", "\n", "We can download a simulated hitmap for a Simons Observatory band, for now however, we assume a uniform coverage." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "hitmap_url = \"https://portal.nersc.gov/project/sobs/so_mapsims_data/v0.2/healpix/ST0_UHF1_01_of_20.nominal_telescope_all_time_all_hmap.fits.gz\"" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2020-12-11 10:35:42-- https://portal.nersc.gov/project/sobs/so_mapsims_data/v0.2/healpix/ST0_UHF1_01_of_20.nominal_telescope_all_time_all_hmap.fits.gz\n", "Resolving portal.nersc.gov (portal.nersc.gov)... 128.55.206.24, 128.55.206.26\n", "Connecting to portal.nersc.gov (portal.nersc.gov)|128.55.206.24|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 3212515 (3.1M) [application/x-gzip]\n", "Saving to: ‘ST0_UHF1_01_of_20.nominal_telescope_all_time_all_hmap.fits.gz.10’\n", "\n", "ST0_UHF1_01_of_20.n 100%[===================>] 3.06M --.-KB/s in 0.1s \n", "\n", "2020-12-11 10:35:43 (30.0 MB/s) - ‘ST0_UHF1_01_of_20.nominal_telescope_all_time_all_hmap.fits.gz.10’ saved [3212515/3212515]\n", "\n" ] } ], "source": [ "!wget $hitmap_url" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "hitmap = hp.read_map(\"ST0_UHF1_01_of_20.nominal_telescope_all_time_all_hmap.fits.gz\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "hitmap /= hitmap.max()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hp.mollview(hitmap)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generic partial sky survey\n", "\n", "We have now a sky coverage which not uniform" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "nside = 512\n", "npix = hp.nside2npix(nside)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "hitmap = hitmap / hitmap.sum() * integration_time_total.to(u.s)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "hitmap_plot = hitmap.value.copy()\n", "hitmap_plot[hitmap == 0] = hp.UNSEEN" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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xmT4DD6Jkve9n/MYdPdlhr7UPa2ReG5UTGF+uBhsmuCEBA7aVrRlGTvQaVuWbOeTbNOnDjCxahWumbFlV6wxTohMsh8PhuC6Iz+ydidZEzZopWZ2KpcZtWrTJsFfAtpSzXShCwWSczpzgQz/2Dae12+PxzIXv/9TfvF1gRJSIKhkaSYndjR/JjMbXa+s6bZgGvRVEHufPyJnu/xb7nxHFLViHeHVOjr3psChxkpZJV6Nw5f2UNjAjnum35YTL4XA4Hh/3YjLcIFiN75UiV4l0qfLWijVqQ5/3nDHTYjBuf8ff+AN3afERzYVi6rOkY5S2hNZ0yJxuqC6vthwIFBlsCdgottUOskUxE5VAoDWavnJuIwBrrH3VL4Fue0ayRmmzeB6ztuSeFhNsLV96wwws2QwaAwAxFyIdLwCtK1he2HVNpkRrRuQIClRnJd7BhOhwOByOJ4wRGbLHYUCGhmKKIVhyDGXBshEHbNqoX6X8wAIkY9bhsE+AuQDuVcl6/6d9pTkb9YSp69FYsWJrnx09hFk7WwRGY5THnMiXLXNM8dqLXXZng5GT/UxhE5PnKsdZ1VKKVspfa/mBCXHoFO9qlsPhcDwZXNRUaJ3erQI1MBEWFUsTMqI5wRrNQJw5yp87Q1GNY9/xg193XhuPYS5832f8B+ZMO8xnMxImDyZmtUun604Sgcz1SNpoC6ArPyRPMyKj9jsiNiN0x8yHxzBq2+7r/mrSxWIi5JZsAUnJQvbZEsKlzYczX60TfgU42XI4HI7Hw32QrCHBAqqlJYTWwV1btzK5GhIrcRuSevr8A5GlE2JGfR7BjGEf+j/+8+3yk7NMM+6DZL3vn/yt+wt3zuzHFSvWdawKuXVDj8mDykxLlrgMY04Z0qXbvicJUsicmEq7c9m+6v7MiBaQiJX20yoK2Kra2nCKd1XL4XA4rh5nE61TfLHEDwuoJCtUUgVDxDqS1RwPiJVyGer6N/LZ3hI8BvjQX/6943swxwP7ZN2c3ix3ZCtvZ+bDoQ325NM2xApLJVdsCRlzKqvKdORGl5/NCjwFA981puorxoucL6tyUZUvF6f6IJLtuiZ/rTVXVWE1KEeBF7JFy1LDPahQD+eGeZAPuJMth8PheEaY+GI1ju4apEyIWsEKxpSYCkH8pTtOMDIfjojWI+FeSBZL2HshMHvIj3UCF6ZqzHtNe5M6u81xzDWehpArIaSxtk3SHrEuWstIdxpn9lxoMf2Y9W3ooK/Lyb6SUs01C+kiTaqYs7O7bkq9lEKWAveEMITiEJ+2lbAlZ/jziBbgS/A4HA7Hk8ExFcv6UwG9s7tWsTTB0mX12KQJlCZYM9+sY1avLdxjyKyLmws/9599Z/fJR+oVrZksRIzJVKk7aPDMZXXIJnU+Trrs3C8rtT8+bef7dQwTJ/x0jg2TpfYR06bDYiLkbdPhKMTDxBkeQB/ewX20HA6H46pxssnwFJKlQjY0vliWZIlpUdcpZsWWfDUEqyFyPemauhMdI1wm/8N/8QPb5U3tacYlSdZ7f9HOTh25WCY0hKkjY7b6RnuWjBVCNfSjym1LlnIMJ05tdfUL8bDnMbfsriTLEr0dzu60xjbtAkQLQDtTEU60HA6H46nhJKJ1isO7JVkTgpXayPWXpSVYI/OgNSMS9YRqi3BJGXtdG5avj/wvu0WjKQm5qEjGId0UPoS6P0qjRFh4oe4v3gTwkv+IwEtI3Q9U/8i0TWiO400AH9IWCzV/fMjl5ByyH9L5y4PW/V4C4iG9GLyk81XWnV8oOUdIdzWVU38hlL+Gkc/+QmjZvW47t9eWH7+g3S+AgbQ6japvbez6JQfqB6zb3ynR4sILlzocDodjFx7lB676Ad6RsprR7tsxLpdnymNiGXvrGCt8ohn/D6GOq/mPA5XtiKtcAhf1ySqECBib7iRNFKPZYJxJGIT0SKPiWxSOq1uF3JgMEh+lpnBqgJirZBclvapXzDmtOJyjCUhKjFYZM/5e9XRUz7GBxsdL+2rl+1BCVugyUH3I2xRcVeWVdlTU+EAl+KjeL+s6Wn8r989yOBwOh8UJP7IbGMf1RsXS4gEpPqDThkrWoG20/KGMUrpIoBOcpLZxMXPhv/Irfq802MSrKhdD1dymtwVZkUpt5JNKPlFXt8nP7TfmvsGWoulDVOSBVEgEZSIEUjl9TeV4NU7liow0fl4jp3aVb++ZPX9pQ7ax1qshGKRvykS41lAMjekwxs5sWJbjsWZDiZ91TrBS3e8dcKLlcDgc94e7mgjTLjVmQgBpFrrUGZkJw1LKkyhJAHBoVy9JQo1WrrJPlggupCxOQFWbQiZaWbzR3KFAFi0hNZlO+EG5OJMP4M/86V0hqabM8mJKFh/yRaNuOShikdFMyCO15XrMQL0BADhkgoSa36Tnbdcnky/LxTASQYlLyMQmsdYSoDRQKSez/Ei5HUl+PJDy0cp5ubxcQ3WUb/PrDann4XwelNVyat1C8ITYMaeuxXyORdoI9Zyy9A9zenmZ030S1l9mf6Y6zJxe7FXSMzOOSvWSD5EmWhRqWAeHw+FwXBUu7ugOVD+s2dqE4mclTu4j/ysx/WlytShz4EKDfXSkCtCEK200hyjHsg/FLwaiD4P2TaTbgYsoWZ/9eW2E1E5hMvvDaZWKUNl6tvzJM/WAVjmKk/TGmbzddg7vTX9MgiEbrSI1OJ8iUclMaZSsrHxZR/zWyV0rU0rlkjrZeb2ZdajVrXXFlhN8cXa3sw1VYNK7BCkFXMlyOByOS+Ns9QoYE6ytmYTH1CtFohpyFWq7XCLFI/lLiSigVK2harWIiVBbzzRZNNwk903Q8pa24Ef/lFnBpsf9KVm/9PO/BrTUY32BYICXVkUa+U6N082JNOnKmdZs2JGdpkG1G8ZEjZl6ZUwRnaRMDdqTf6LILdQRpAI9WxGtWXVIHgvhqnk9qRtUs+0Vtp8JmXwgdEytGPMlsKqTzy++WdBNUg5Smsvc0TfL4XA4HHfHWROK9hAsANNlc4Rg5aXvSJbAI6Vq5fIAWoIl+4LsX1UI1gQNT4ioMTqFYCm1qpA4rX5ZFctuM37p538NvvtPfPW8Ixu4++xCQuOZD0rEikPaAnkr5aj9S+nIMwTrFnaroNN1Xpm1OGKs1P5N+7LUc5RroCpF6rLNX2jPU6+lnQVZZi5KOdVW57wHqJdhwriba2zl0gIrezYvM/UfLgDNbMGmLTPTsKt2vsTqMw0dDofjfFxkyRxg00SYtoMZ50rlKuWVGRFAXXvYOKgLmjFwOA7OLGE0JFiFC6ioBtYpXvhE85f7IjxhrlMdx52VrHjoOzAlAYAxA+r0MYlgm9a6OKWqA1Ne51ivGyRzvHVitESuKE/Zj0ujU79y+aJ0geoEQFGRYu5o7lfxuQKBV64zFpF9tpRylBoiIDA4TpQwrSSRuYkzlUkrXKmzANYjMw2VeiV1XM1yOByOB8NFXC7OCTY6ioOly1oTYWqsWlS0akWTY716ShEqqEYbMOQK0MoWtXygEWcqOQPGVrfdkeMHuJNP1r/4hV+rWpLObJ3Nsta+bkeOjl0bY2jC2zQdNvUnZrhJ/T46vKT3/lwz0tXky0zEmLZ10edcVpcxvlmNX5b4YZVZghjPNNR+WXpGYYzj4KTiiyWzDKXeZJYhAPfNcjgcjkfGRYKNyvFeP6xsGmwiuRtz4NDJPYQxwQpBEaaAxg9LiFchR9SoVnJdDc9QKlVDogyxGrkxMQF//tt+y/QOzjLupGTVjrXyWzdbkCo5GRGrpk1TN6X1/ddhD0Qp0gSocUeaje9FJVLHTX6r2myqY5zDTMhyQIzq+9X4ZOWXNXK6f6JiZfWoiSq/Ii/aDHD2o6JYFS2ODCo3Sp2kcezn44tUu8rkcDgczwL3FXeQttScYVxM42eVGhn/WcXKqFecyZxVr4qLkiZXmljpmYbAPrXKcpPzRSwAdyBZv/jXfTCFbZh0yHr1N2VUWpeOcRkpVwmTkJpMWoyaNVKl+nAKhgCqvLYDOYRD0xnTVWkjh1Io7RuzYlKfpM2sTOXAp0nRqtdDiyhWBAq5A2tSopgzlxWiJSbDbD4sREs5rw9xQtiFGlLCSZnD4XBcI+7LEsDMVaGCqFqExv+KQi1jzIHFVBiq6lUULDWLUMyJqWyvWnWKVVG20JgMAVT/7YkyVUADHjIQj37xr/sgvuePfNVJ9+1sklViTlkJDvpYVaC+fK9YmZMMyFenfEk/kMmKblu4QEmjcs6khKUyx8yTQwWLJ/lZHStpmQ01Sh4rAkaqsUgpwpYQOoKasZfzQqpXAqsWRUs6U5W3gkAlWOmQdN3VZ8rjYzkcDsezRlGyTOzL5BayDOtolLiZx87DaP2vSkZWr44QLJm8NiJX1trWTKob+YXvEYOO4AIka6BmAfvSNOEyZcp5ZgRooCQ1futa0dIqV1GtaG5GNO0zlAo2zW/TS1oxKNeOkSQL2QrZ7JnNh6Qc0xmcbOM5WGkiXlwtmcjlidJ7fpv3Q74hUlB/QMpNoxyU1KSdSriso7zD4XA4Hg3nzzIM28cAuhmDs5noheBQuz/I52a/kiNtHkz57Sk6kUdxi46bWP6hQzqYto9ymRNwluP7P/8lX9c7qdO4s6P0kWlRh7EfEq+dhKgN8Inhvt526YR++Z1JnXGeOf/g3Ho2ZCkjE/EiV/Oh7Od05GNxjqfbWJ3mV9mPjRN8WbPwtl0Wh1SA0s7xfY0oTuuyH7l1egeGAUnTpj0u5z0Cd3h3OByOy+Asx3e7fI6kSXR3oPha0bJUXywV3Z3EsV1Hdl+WuhahNhcelOO7RHSXYKMS+kj8spZMwJbqi9XMKFzUvuQ1sbG2uciIhwzjaDHwF/6rr+zu4OzWnqVkaVNhx/gGaZv+WsVJ3LBKC2Gi3KY1JkKgBCpN+7lYrAs/F9Iyci+StKUedqZAld70txAnpVyJ0/uI4DGyBpWVrfJuy1MVlavWKYpWoLLuoihdjJBJGzX+Wbwgh4U4UW3SIRhGiCbPEiyHw+FwPAruI+Zg8cnSiHx8+ZmRw/yGE31DlJSCVcyEmmAFUnEzqSVTZI+lfUnrRZ0obTf9GStbe3EnkqVPOFS0dL6saq0uttQ7JtcBda29TMpKOVmXcqQWZVImBK6Y5FQ5qHIaU2d4S5h0GzZffMCMulVmUJoy0mcxC8YDinJV7l8UUibXlPgNiTkxUCJaih3ygpS2UFKmiPLMR/llkvsh6xO6+c/hcDgcWtkamfy043tXl6pJLlCXNppdWP2rRHQRwkUmNENLkrpg3WJ2tCSNapulbM4fHTdtnomzSFaUWubiNsmSYZE2bSs+lqQ3z9KQI+sXpcmRmOS0H9ZIwdJ+V5ZcdbMVJ8Sr6UcJU0XVN0zPcJQ/WbSZayOln+KnRVmNWxTZkmsKrM5BZcYhUw3wUD4Ysuizw+FwOJ4l3vPOux93BQ2zIkgVCtQY2xApNT6hEqXGHKjSUqNoTYRqlZXWZGiIVRgoW7m9sUN8e2mnDp8nL6vzWb/p69QyMVQ7pkLTi7zWLH8zU7jUhUPXob4Om7b1OUbnhW7L9iUMyqnrqg+OSv9Kf2zfzEMq12TKywvTRaW15le17f9Ita9eQqg0ua9BHwtT1aR4kDbByHdvpz+fw+FwOB4QZxMs6yKijm0InyZotUoH0Pr7SsDskpd9igfr8u4CmXFNj8fWJ2vAH6QNSdPja6d+qXFf84jP+k1ft7u7J5MsDpTjWqS/ssafIi5Nmr4Iqac6P7q4hvzs+NNrJXbnt+fU5GpC1jTpqrbeNvDZiLQ1DNtcmz5/0/ZS8wqJsuddgJadq5ghhegqqVXLsbItLw7VP1tmB9kC0PpjzcyKW/5cDofD4bg3nDyJqFmxZDCBKU+8spOfCtFSZVmtLqKJVllpRM7Hg+OoLDl6hZNTLkXGQcCMkShjaOEmhgtYXlCPWwGmmD934GSSpRngzPRnlR3QoF65AeN2LAstbds2TL9GDLVp35y3I3qWGAKm/zSWGc05Ryy6vZi+//q62n3qzt2cD2gWlrYTCzo1S+qfupizdXY3mDq97/yQ+ALRDofDcRnc+2xtPR4IEdPky0ITKhkrIprxYbQOcTpG53edyvfn0ZPSujFvwlm6sbqM4WnEjfsAACAASURBVMZiZ7nBDpxEsn7Bl3/9WHKzqhXabWf6syTFQsSV0XOaEZf7slxRvz+NDbajL7O1D5uXaHZ+KUpoVKfWLy7vbxGozbx9r4SbCh0Oh+O68Z533r2fbG2pWTPo9WsHedZUSLq9xoQ4bqJblk6nbyGPp7bcsTWNW34hRAR1qzjOL/jyr99uLON0JUufbIThDUGd7WfSm3oDpjotb4+lbR6XvS/Y88zUt2ZdxdG9G6lzuh1tjhQE45+l2kpbak2A8rRt8NFTMPyFMrfjnwpXsxwOh+N6wOJ3tREvsfhmNVtuiZb9i5xJVN2WfewYwxtFa1LecgwgzdgXvsFt3bKvCRqbP3XOPTiJZDVy3bETGtLT7Ku6xO1fyY9mKxce1U2yfbEES93ErXPbm9213bQlL0RbrtSNfZq9/l0PZyf5Of5iDQoE2t3+neGKl8PhcDwq7qJmjYvx2DerOMEbZ3jrj6XPJ6cR02Fs1asy5hYnelQSZLmIHpvLmMxqH+h4wYxDqPF+qKhdmmT9wi/7+pbkxNrpsKLPW9t9SNrsL5cNt6m9ro3Y3iBEFAKmF1gmldaRKJW2VU63jfyQKDvu2f5Mr290H3LMK1pVW5Y8KifB5kFLfzSUIjWUT+0SOrPPzH0Srocicw6Hw+GY4iJmQ1GpBFrREqy5zhpbMpZXFqE1NiuMUIzAbQTlFUooMsJtKke3DEjaygi3aUt5jA63KS2Nq4k7SL7mJWEVx/s6/lteoTnNiIQJB9D84Bd+2XGT4e44WTPbqJipNodSmuTP/I3Qjs3al6skW9Nj04jZwqhZ9riwVzbHNh8dC9bttPvc5fdlgBKEFIP2ZKprIV/yAvBY1gTmylHnSLiThls4aXI4HI4nid3xs5jrdz1HgEKKvxgoE61QogFQdoBnIoADSCJkLwsgcRuZ03EEcMh1QkgkjAh0WICYltchOXck0MppGZ2VgCWvYnKozujxQMinLdEFwGlFFKa8hK+O4k6MOos/7TLqNpWRe6B2VcFTZzvuVrKaKYyh/g297uVPhU9oZt1thH3oZvp1saxMfdueqsPLuJ4NsbDJEC3hmqD3zaK8PdL+cMkBtXuKe5N9+COH+L3QzvESBVY5xXfLKzgcDofj6nGXWYcjRatxfLfhfZiLGoZ1rempYnWE17GziokRbXnpQzO2UuvLrPhDEyrJpI3icmLADWzYpRLCQf0dwwkkCw3ZmRKnyV+0MawCwIcBWRI2quNwjepOyJaNedHFwNI3W9/QoG7iKB6WLWuuWa6vOY/EsjrW90Jaa1p5qHLtNoDp6NlaR/c9CtewmdxGXhi0SXM4HA7Hk8YuonWqtWMQcLRmnTEWyVhYxBy1WHRAnfgV1FhJahzVY2pQ4+xI3DHxLutY3AYntwKSLOu3hd3mwnQBg3SblolAt3I1+n1dd1ieUSTJYTmVhloFI/OcpOvjZokdo1iVZWokv9RvTYpAVZusaTCVJ1hzYmPma44pqbScXspkGkz1k/yZVwkPVQ4lAHkRHdWh3A+i1PkAIFJdOBoohIwD1ALSUl/q0diPS9Y4LOcL8OCjDofD8TSwexa3mO6yyXCE4Q9wYwkhGwCbKJkLl5D2lwAOAVgIfAiQoNztftrGQx27eJmTq0KWSB0PRJh2K33Ml68v+Ri3meC0EA6WREwwNa0NyNHm1Euq5ex2WNeQJet3pct2hEgpREOlS6tLk+BkXRBTqLTZvdgjEBE6stlkb/0yGJoj7YOgLo2I2l8jgVzNcjgcjpeKyQ/polLZ8WE2i70hYNRuz+pXHQMbrlD2uecYZvwnVbYmotufxrncwH6SZQhEF7ndmu60rIZKEnS+le0agjIwjW3FkWr6CBxlmkUatPWPtS99a0Lsq2uZkK2RmXIYjXbYWYxnF2Jn2lCNOvLyyzFRm279slQenRpB3uFwOBwPjt1+WY1f7w4lK2QXE8oKlbicZOVKL+tWVhxZxOcXTb7UK/5S0z6aQyO8lHFWCS5NWZOurVV28tvI/+sYTlKyrHmvnAhGVTIn5mAu/EjHhITMlK7NJWoUky0zAiZss+uvUcz6jo3aYLU/qTc4b4lGq0yIbQiH+gK0swd7Za/mMTo/rFloh1Ek32PRfcsF0HZkePthdAXM4XA4nha2CJby1+3KjiDjxUS54h1r506dzEfjIbfjrIREaiaSbQkUllQpnnNU7DHYT7IM2WFNTGyHlKlPd4wNmZlhRKxsPAsbPKwJraDqbJ1DX9tm2IZRn8s1H7njlpga8qevdUqeIGUnN47Rq1VDEnXEtHhMiTrXZHiiA6VHfXc4HI77w6W+YzsVq+zTvh/bs4laNk2NXRL6qBv/ZTtY91CP05ZfNL7Stntc84Eq/jTnPIKTHN/LvmV11jSnSFYnr+k2TxmvJ2WlD6RugnQBkp5JTbknQnJyQVJpmgg2ahiZh6DaYFA+5q4ecb53up9FQcuO7sT1OiLVFyXKaQhYGFgJRFyc9sXxvbk3lozJy3kfkddDqNNytyCO9Dtx7wubOhwOxwvFLoI1ULGKO0hWsQrBCgEIobqPLJUskDi2CwFbUlkOVE2L2eFdZg+mPKrqVplRWPOL+9ECiPtOXCStziAszuyEmq+jECj+0ji/63ygGWOHS9xtYD/JGpAl24FyrAjsbJ2+zfZt8Y3xWchMCkI26KOur9iq+PBpvlW6YAibJXAlzZAbpjTLT7fHtmze54BCokCKl5b9xMia/jfPwDLHFoXtN2nyq6CSrmbBzi1z4WgGYdw5o9AJlsPhcDw6Tp5VmDH1txU/KwvtrysEK1SyNDIbFrVJCJbMKFThi9owC1S2RVyRfVJtjsjSiLuQ6sOMXOlbtJNo7TYX7vU32uyEVr2gbtqonOzGttxe0layZv0+VUW7gOoGnKjenXv+Ecqaitrmy3V7dFXz2JOwLb+sM+AEy+FwOO4PZzm8AzUI6Tlowv30A1nncqMWjrZmwpGjehFPLuX7a8ST4f4J2K9kyXg6UrFEnZld40T5avIHag+AYbCv0bVqs2BTltp8Rn/cnFYSVFvazEg2zaZHyklcTY0xl5E1M/O+qFkQeVLMjdI+tbeGQ20DjPTLgDnFyQoMKMtdMSUClzEVUgDCgGgh92OVYnS3D6TD4XA4Hg97TYWhmgKLqVDNKiSiZDpUMwV1jKwSGyugxMhKJsNQFSoxFTamRDlGEwMr9a81E86CkjcRC4zqZSMBNG5RI1XsCE6TIixZMumdajQqPzijjSXFS7W16r9h1HkbodVEXW/OgUG+uWk2NEWzHVybbb+2SW1Ztg9UnbOEt6A2r2nf/LLYesBbC0ef65/lwUYdDofjSeNODu+TEA5NvnZ4b8bATKBs7CwJ26BCPOnygDILWjIENONpWS1FlzHj8ux4WB6qT4ZPdFxhA7uVrGNq1Ix4FQIR+rQRCWratM+Ux+dvqhJqBPdMbqz6VOJuiEN7NCqWdlInVZF6JaxpGKo8mXRzHWWXkkBUzitqFQGdw3gmb5o4NbMdxE8rpIU1Uz7lYGyGXMm6UaeQrh0KlatYDofD8USxw+RWl13TZMnUm/hwUeSyJM703IbMAEJ0qOMTlQDNCEHPLSw5GkV5HwktVowZnWuE/SQLSjpTBEXHs+oUKdlXTulTnyo9/ktcLWt7NQRGx6zoZ+7tuKBMsGR/k2iZc2sZUXOttn5e7kaTLsNBWqd8bs2BzE379n7p2YXlXDYPSC8n5eV0ZoRKE64N0sWjPCdWDofDcbU4S8HSypXsd2QqHA/ro53bt8jVHmhhZMljMJDHrDroEfOmE7sca1VMmwhHStkxoWmGk2cXahWK7UmBhnxN03YwQn1RTVwKW5fNuUbntVm6TiaAzQxCVsRJEcBKWlQbqi3S5eVFAAGh+lq1jAzG9yqVFX+ttO4hN+dstkD2h+J6LTHNriBZr7BjdTveDCLwnpmDUiYQEH39QofD4bhGiMP7OWRrOLMwh21QhZoVQhqfLQDN0m3aN0ulJQsTqX1FgopPWNroFWQ68oNK5jRHGbr0jIiVQqt46ZsyLj/CScvq2KVxbL6U0b5TvCj5TdLKX2I3HOZ/ANQx0Plehfpnl/XRK2w3+dp0OSKKo8vXRG8g3AwjwZoHwfphbrHhI30Z+mftfODdjEL7F2MtI+qWVaqsmhX5IgTLg5A6HA7H/eDi3697Q/hoqNAO1Qe5kjMWgkUqdIOKjZWc4fNWpym/LWmj4Qra6V2RN81NuvHZkLJmX5c/gpPMhZthHIzgImmkOsddGimTnJKSJuvoTBdnHPhfzcrNIroPo7jO8rSblGm7CY6q/1Dzj04LPZJmndlb06ohSE0b+8x6LMRKE6fIY1Ohw+FwOK4a9/ID9pwQPjK2LMlXmJG3OVyDBB5tEI0ZiIE0e59acaN6yzTjcLEuDSxBTeBwqLICazkydfdgf5wstZSNrKs3Wv6m5EsZWQ4nqvRhGqU/Ro56ro41OZE/3R/VJ2z87SVYOsz+sE0M8nS9pm/c5Nn72S0flB/i9AHa9CaYqEqfrYAOTJQoblWsJk+Trdhuj8GJmcPhcFwFLhqLcDYG7PlBPvH/TZO06n4/tnK3rF5Zl1CPuU0+6lhbxnVGxwsw5gJ7+MAW9itZQibVsfZFso5PlhHq2XgiycksOu1IX/yZdOdHRGRA7royO+rrmzaKDD8iUZvtK2JlHyyAHFwttxFNm5HHD123qc43VN8EWsmS2YX6HtiZhZpgyVI5ehbj4ENTFK8uw32zHA6H41pwF5+sXeCY/HJ1zKoYq19WWWEE2Q3ICADMICZlBatliAGOnGIwApU4ZRmKpbzM9tIcQnia1Ru4qmFaASvnMyvINPkYD7kznGQu7MjKKFkTAGuzlDy131gHudn0kh9UWX2lA1Jiy5R0a1bUJGhAvJpzzshNSW+JUEew7JMhU5dUGqO+mA35MzdpAN2PLk6WNSOaY1bELG1VANIjKpaHb3A4HI7rxEUJVozNGoWn1+dqGlSECpHTRDFrhdHL5Rg/5w6EbnYh5WGOdB3NCVDHWc1J9Ig2sBju8sk6yVxYZDrdwdw5UgqNrSP5BZo0ZLOhztNmyE6qk/qxL09m7JfjhuxoQjVIt8qWNgGWc8j5GVmq5Ib8WIWquWZ9zOhJ6BGeIi+ONXVa8tUqbYY42fQZhioV540mlK5cORwOxzXjTqZC+Y4fjAln+erm1UrqiieGrRCVJXUaB3MZN0MdC0v5yQSwxrwIxWWAajYUHsLtOD8yEWo3KMs5RtitZNFtuoCiQmlv+4xRTCcasU5dyKpdg5vUMEvtVG7PNSA11hldm+pAaAieJWW6LRLnO9NGp8Spes25dFvlYbVxsbTdWeqRELm15qUXgFPA0dwOclqD5rzcfkAGswyrw7tsY7Wvz/y1pLkLqVgf+8DHfQ1Dh8PhuDDOVbLEVFeOmWtsLDEJCmJmIGI6TBXGY0dQbRRTVRYRIqcZg0W04DKrMI07VAKbckjO83EBKNaZhbRyWXqnWCzXPGaLm1ImNE2MLNSuSCgI8btvYoVK+hHsJllh7dOsVEbdjum0zlP+WYS24yWd0RG3Un2kDA0wcm7vnNA1U0VltzOHeJ0WeJKvzy0EhMf9SFvuzIvFRyuq/RwTq3fyE+e/SpS6KO/I5Yr5T5EkQ6zkl0tnPozRZxk6HA7HSwNHNAFKmauKEjktXWLzxbVELZ2DGHO9ACpKRQSHkMb325iVrjwBbqGqWsnMRFn7lyvZCpk0sIRsJMquWkkgEfWLqJyyXX1GCWrFNGlWXIGxJO3BfpL1ug7ue+yQTccwqEP5gm1k1oFXWbPUjKSRuVBW5VRaOd3IX8oeW8IkdWOfbomTPLRxu+29G5kTm1kT0l/dH5lBkdWrmsZ5lmZOj2a5HFG81tikdbGxgPRmWn8t7X/V7HOtc0G4iuVwOByXxW4VSxMnS6okDUtSs0TFWlfwsqTxK0RgBRA4DVMSmFTUKll5JIT0Y50ZWEKylC2cAmjLYtGBgCWkMY0IvOZFoiMAZDKVY2ilNhOXEMWLOCIuVBSotNh0q1qxCnKq02nEW8SMNxGRZthvLlxRzWVnkKzG9aikpQ7LnIJhME82xAmJnAXtrC3r800IFjAhP7qcVZZUnm63mPJMvV4x466M5Hf+U6vk8aA/+XwrF9NhyV8ZrQLGtU4029ynzj9LzICNKVGZCQVRKVtbpkH3z3I4HI6rwnveefflHN+1qa+kZSUqcbDGbJjEDzXTEMgWlawkxTzYRcqmoZovq6XIbD8ZK5OrTyIIIl4wCJRn3Im6VdcBBgp5EXOiXIvUzUWKMBTQ8gYhYkbcOob9JEs6KycwrU9jiCqlp7Q1IlO2TeMvBaiLpkpgmIAwdNA2p+BB3pBEqfJaVcrlm3xJa9ruzX6pXUOsGl8slafIFWVlypYvfVKkqpgJYywOg2Wb+6X72KfNHRs91pXD4XA4OhifLGYGiQIm0/ki5yXfsplwNBYhjVUcCRTSFkH9oJfAo8KC8oYY1WcsaxQlyGkO85ACnubThUynNPkSf6XCQ6jnH8J9ThGYMvabC2/rjQCqesQhs0bpmGF+IwwVK1SiVuykclE5LdzW/aFNVJMamy8PRTurlzRFoiwBU2SrHrMhYVD1cyTaqNYg1CqgIVS6TQBTn6tSb1VqlaQrE6GoWxA5V/toiclQtjm/yLYCrWLlcp0flvhsWQWsKbOPnLmJ0OFwOO4PJ6lY8r1NpL7n06CcyExVqAA0ZsM6U3BFkrTWXD+bDSUGo6xxuOYlcVYqpkW+BWgR2Uj8tyIYIe3exky6snO8Jm5FleI63stygEvqh/htAVBL+EDxkNpWuSVaCNJq1w6zHu10YmYA+Be+6IONkmVn/bUND8iU6XhpXK2EXaRBKStKmA4ONvDbGpGqxt8LyhxnJT+tZA3JE2+SryYu1WrLmXNy225pS5shi9pVfa5qMDdFCNeoCFdWrgqxAmhdK8G6XWs5IVm3t9X8F6XsYEahkKyBHxYP0mqmkyyHw+G4BpxsLmxCJAS1SzVNZt/JgtBAiZ9FS6hlwlL9s5alkrFD2uclmxKXtPA0LymfgwQ4JfAhtc9L3gZqFpHmHEuLJf4WUbtOcajHZd3EwTrGhXQ196KW0dzmf/7mrzIlepy2dmHxHULjHNacQbG80VlHxIuIW3PiiDDtcfUZKUslsbZjlbDWl4vb8zMGx6I6oXW214qT9Kerr9ofEatGoUJLrpRyVdOUAsaclS4hXVXV0ucfTqltusinL5/jcDgcjqvEWf5Yx5zggT4UQwhqy8kRPuZB0vpnyTn0ubR/Fjhxg850qFQqUa2KMKMUlAAAlTARhLig+n5psqJIzDD0FFBCV5xiNTyJZC2vBwPzzrNNvfAtiyzp1D7kzcarvEmN+Wpyyk6V4ua4c7gflVPcbReJyvXGy+OwCq46MAcCjRkwtY1KprT/VYwtueJsSjSmw6JOiXyrwzeU2YacN72KdTQu1gl+XB4by+FwOK4Qm6ZD+SGeyZPMIsxEqzjCB4mDJYSLa7k1hWso1KiESOCkaMWYHdIDxHRIHFNzgRIZI+RtnoWYZxRi5TJ7UBQuUjP32Phi6SgHIp7osFLVM/40nESy/tx//1vwS3/l1zRpPCC3HZQ1sNZTvlwYcak8wM8CUijCWk2W3Cle3bIyUscKNIrwiL9Zdz+1KtU47OWdAalq+mBJliVW0q5VrArp4iG5StdjSJT4YEHXrQSrmVHIimBB9WMv7jij0AmWw+FwPG00QUrVD/SyzmAAgAjmPJNPHOEjgIAyI7CMa0XRSvUIIRGjRVl/lqRmgcX5XatYCiVcFFLFkEmJMg2S8sUqE9xkCB2IPd/9J7561305be1CoDhmb4VXsL5QQyzp5pfwDd1NaTbDc6QD1RcamPCkDOaESx/L7EVAkRugV8mOEapRmiJVbV1DwvaQq9xeSRNCpSOzN2VbdYuFWJl7Yn30RsvnXFLFAlzJcjgcjieLsjg0oYmfNYoGn0M2lBAKeqxC4heFO6xJxeIQCukiALyikKg0qSyRJs4zBkmGNaLWXSiTqnI+QlnQOvl999azxtR4Jk4mWeH1QLVoYmYcU6By2TetbBcYnVNZrWMbMSqT3FhtXhWColcAN4pTqa6JEqn9ks8tsVP5jakP6M+l0mybui+tkjUgUZZoAZVYWdNgU0fvq9mEevmc3I9u+Zzil7XxgnlcLIfD4XjeGPhn2eV2NuNnrWs27038s2QsWwJojXXWILQlKKRxeMnqVzYNJlUsz0zMZkQC6oS6TLbK6jEq+rws3aOd4ZM5cmR+w1j1OYKTSdZ3feS34pf98t9TzyvOamg70NCupmPc7ku0VvXAumvbcWE6zEWBYs59KIYBcVCqmJSRGx9y/Clk07AmcENChbad0h/V3758JWwNmWKuCqImPraM9acaEKxaV5GjEVGyDu9OphwOh+PJ4WJBSDVmREtgg4+O6mv/LJltWMSCbN2SSPFLirtFaIdMWoUcMRCyuVIEmxyRwCyLCCirYrF4BaNWzYSerJb9j//Db9t1m4AzSBbQqllt2Hl1MPHV6s2IhnTt8XM3DLfxoVIkSdo8Zq4bBVItZWZdVQmbqpTeajRhI7gva8nWRL2q6xDGYX6jXkkfY3Z2V07vNmRDaoJhVazNuFiza3U4HA7Ho+Bi0d6NKa0kR05O8BSqKVCb5awT/IqseMVs+qtL7WhGREwlXANu15QfUnrxpQpc1akc/ZyJEsFaczs5v3AVOR8MHxFzovYtuwDOIlmNIiOkRhzKykKOI7MfobNtijK0dWybMW0QjMnOQpOqkeluUq1TuyZms6kqVepN2pyoWKWcJl7aST1vp6bBUseYB4FKjOwi0R6qweFwOBxbmBCtlFfDPDS+WSKGZIUKi25L1W9CP6QkWpPKVfylVk6qFnJVo2QJqeLiMK/a4poEZHFFnOCLqTNbrwZiwdBtaAfOU7JuY+8/FepFFaVJ/gkJGz2b4r2ftnRbs5ggAWN3ocTvGt2DrHSNTHdSV845VLUmN74pA7QK1Ky+PlblU6T42NZrZgBO1CtrGpQ8rWCxLVtnEzbR3cupjyhWW/fgDLjzu8PhcNwP5Lv1oqbDWewsDeMEX5bdyY7yjdlQyqsZh0VZikh+3uKeJLMQSalSYgcUJao40GueourJcBVzu7LaSvErT9nt+oU85hcbOCniu8Z7/7nf2SY08SQMm9JxKUr58+Q4bSq0ZsMhZn5QE6Vphs1zjEjUoO1+duOovN5vCRdZpeoYudLqlT3WS+cYZ/fGtCjlgX5WoZsLHQ7HifAfU4+PO5GtQST4xi8rR3kvJjftmxVCjg5PpVzyx1J1csT4EgFeCJMoWppASVu6X3p24KL7Nd4vERHEod7yRjPMfeR7f+fwrowSgXPNhUBVXBRbrBAmSJU5Si9kSue6PRhbRWk0lXI2rXKqZOntSHGyZYcdy3lW2bJ+X7rtY+ew8akG7dKoTDRlrXoFTAlWU2cLpzq8mzgpF8MFbeRXj617Z9+70fFWW8cUWcf94JTgynfBue/OsffqgtADvBOuh8dDqVklbpZ2go8xkSgdDV6WthF/Lm1mVKZDAH2AUKCOuaPYWKviIuC+DCo7KpPLtqxnZ3wm9oQSnZ9M/H7kT/kBgZPDOa15ZpzcCF1248/6G1GeIVi2o7848FPSfZJ+5FAIpPthr2P0p+o3++qP5Lq3rm/NREf+bD/tdY+uyT4L7awO9DMIgea4WTpHoI+PxcI6BvXrozs+5+8l4dh9OHa81dax9u/rb9SvrbTBr9LuGo7Vf+xrHvXhvnHuu7Pnnl34Gi7mkO04CfdBbDsrx8b4MbSeNbPd1dhkxYSZRYc3xlOgjsl6/LZj/9aYrcuciLPNhQDwvnf/R7mV+QevqFnNWeuHdhS8dLiws2rPziqcbduO9OrQWWrWSBmYld+KoL6lVskvXquEaQIlx+Zl4jK7cK5gNQSrtDkgaVJPujn64NxHaIdjdn6gkaelX8OpxFcMmf58NLjrtUCe9ez52HeBwv28H3fBjnfrGnB178XsOd5R7RKi5YrW4+Kii0fL8WjxaLV/1GwoZct+T/q5MVMOfjiM8ifHM85RCzA+9PHfNb0js4yzzYVy0mYLdB0nQM0AQDUfCrHI6faiSEvrKo8G+7Nt10+BJVcjAjZD98W3k4yN0iy50mW0YqXrjQhWqdoTo3K8RbDuAvlAzb6EZaA9c3DbQ5y6MqM+3bEf9wFZ++sxyaGOc3N0UD9270b5V3S/7xP38Qwf+0dD8z7o59h8rjZ+ZO6AK1nPEKPv2cYEGNtI8LauTD/sxAV0gk1Z9kZHa2/GS1X42NeX5hz6vLPjnbgTyfrQ9/1uvO8zf7shHjx0ai8XoAkXoFbD1oVpbBY7BfqBHAuhMCIxI5zanx1Eq1GvbP6MXA3KDRVJG+Nq1v+d4Rs2f11vDaY7B9rpoHLuQC2/kEqwXHMMmOm7aPfvE5G3FaFR3qVJIsfmnl96UH8sJUa/p/adfTDi8hTJpbxfPCf/rN/ba1MpHWfhzkT3yPdSs6bhrD6WSpJ0HU3OLAGiSqxkHN1cS7khXLRrfNb40Pf97o3G57ibkgWkIGEW+mL0jVlSDAxSIfMlPH6LO3w564ex4viNtOTF7s/qnQiyA87sfNZcZ9ONea+7Frseof0inJgJU9KI8LYmn92qhym/s3CfNql/UrC4hfYf2zygTkE+libpGlJG0uXYnKe99wvGmKWfC9XePRAiKvFwHnAwzu8rLUv58qdL37YZTnjXiagMJLNByObr7f1gabeDwMPN519/N1gF4US4M/zj4NJKYhMB3v5gNQpWiZs1+qEL1PUNNdFScbI65YqyozsRAK7qVs5r9rcm3t3xXba4O8kCenPhSLYD1CLGKMvdQMt8dzmnTt+6QXLOLXI1qJ9WCKdme3Z/t863x4/LEKVRZPaUTKxMlwAAIABJREFUIffbzjjcSbA2sEW2dhGrY+Y700Y3CI0WIL0vaJ8C2wfJn30GxKdAH49OAexWFC+F5pnfReG5q5nx0pDzbZ1Xfwfch6lvx/dZcZUYlQ2hzLJqtjvbvgvKe6EHvZl6dUGiJZCB38nWE8Yx1X323c2MNINsYm4k87m1JMqoW3XMRlsO6lifW9SzC+JOju+C93/6V88/XNa5zMa0GO1bfyz7pXLuB3mD6OxWmu6Kzj/siKJVysUub+ikrgnXKODoaAFooCdZe2JizXBscJtVGxGpmjnP29MlpQDY/cfEXU24HWYK27wD2/kztW7nOfT1navCyDOa1dX5Zz/PY2rlqWR+bz/u+iNBB3u8C+x3rrRdsgeKOdSPLDs77B7gpOuyuFisLKD5zi8/snc4wNdYWlTLL+pHko63VcqquFuN69EgzR6f+f3wHX/la44VmTZ8EZIFAO//eV+1cfrxRQ9nBtwnJgpVl3+irfYkbJE5ezwgVml3ZO4cECyVvzWjsGtz1tdS+ATfoIEiNR0MZ6TKDEQ9GbvAu3POTLjmV7xR5ox/y9H2J/d6z+dzi0AerT8bnM2vwpPf/0sN/ufgriqn/aGnsUd1H5z/oYi9/WydRGon3zeSd3Tm8QMQLcDJ1qVwZ1Ph1gxDnaZJFrAdnFTKE/X19edZkzXbn24i1BGeceT77Tt+4GunebqVWcZlzIXA9odKS3oKJfiXtqHuhFWerClv07R3zOdKf5lYR+m7YA952/qiw0C9AirBshgRrEvgBKVqpE7RaACcKFVTQrXTzFgwMw3pZ6wjDU8VJjZtLPN9IrTLHBgfKP1uTfyXyqIRunzj55COSX3Gu/1RndKlZR8RW5bTiNOSHVkvZc6dPZOBmaA5/ymESL+X+hp3XEP3ni69IxgtO+7FiKRvmdZNPo2OgV3fZTzyJzRKZCqHakK0M3hLny5jOnRcKS74Q4GZ0/dU8yNVmQ3zu8sxooR22FKYu68n9f231zJ27o/LAS6mZAHA+3/OV+TSE5tnc+YdMt+unhkCt/VFPMI5ZkL7pXzMpHBscDqmUjVlJyRsoGC1bY1VrOMD7CD/mDP6TkWqqaPb1YNJt2SCaWM0k/WuXwB3/XDNfLQMhiZaOxBe2ml89OVxyo+JY/050saWyW/LnHsnU6Dgrornmert+Nfzhgo6auuUWa974tltfc+MvkOa4JDqu2Mrnt5WbK07fMZcybo7LqpiAdtKFjA3GQJzs6GeICftbf2I3xprzjUT/vXft7foAyhZQP0AzvwbbFm58EbRkvJ02pf/Jg/coSDZdNt/W35dazm5lnUjHv8kb9MXas/agKMvNHu/bKTaU1StI1/sUz+qAeFqPkhNIztIlZWcdRl77r2YffDsr53Z8Z4fE/pHgHl2BBjFRDJ0uZCb6d/Xs2eaRW6/EigP8LTxzpf+D6bqNWqgyZspcwPM1Lju2BIUfZ5znOz3khf7Q25kVtw5QzY9O3W9dLAFTBv7upjqjgi9ImtAev5yzw4LENX3U5TPXCxKKMt3uhokKcbqUBwH5vCZiVz707ja9TSxRyUe/HBIMwrVbEH7IyoyELSCpWvHFDFAtclluLE/HI/wjwfEZUmWEIkRoZA0+8WkL35EvI6scdjVtR9aOziOMCKGM3VpdN6tto9hj4P5FhGbtHdxE6HCUQf1GbHaGoAmv1iGTo9deftObXz4R2a3kXw8MkPt8VOyfdHm3SX0Pxzkeo6YkksPtWoac6iCUx3dD8GcT4jc4L7p/tpseVclHMUy+qxtmEi3MDKNNrBsbpmr2ef8it2M+4bTJnBMzk8Dk+Km8m/fu9F3m30vRREsa82q74eZqZvEv1ORrajMiep9K0Q/UCkvQXabmFopYX5djgfDRcI2bHymmjAOM1jTfAitWl3UVKVelfdECwr5u8t+XK3/o+Yfe3Gh9/Ki5kIAeN/P/HdNzSO/MHUwRNpwir4QNq93r7lm5ANyXmfGfejKTQbRrWCjo3WWzgzZsGvWn10qQaD9nEqd0D33UVsQ+zswkI7rcVmZffQ8Th1495j6RoPdTN3YQ9CBsd/gaMCc/ZDYY4KZmQoH/dlM0xgpvubaLzHD0Na903fEVt2Rb9bsV/DQDKjS7MSeTvXarq/9SvdicyKPJvzD9GoSLKZArmnlWMyIx0yIAIZmxEFe048dcJPh+bhYbKw9JkOdPrJGTCwfQ6vHMVeR6Xf6eSrWh370vzyl+PRDenGSBQDv+5R/53ihjQcE4HT/ibs4qW/5mUzVL1EiCEN1ZK8Pxd5QCXtnn80c588gWJszAM0HpftQ6PWoBJlwTUmVpAlRE/VHpXchQLQSpJWi9kLq/papZ1Z+76/tPUqXYPa+DlSI4Xkm0IPyZiy3LUJ1TDndQyL3mKePKYUWewPAbmGLYO01AQPbaqg1h5l2pqTJfi729MNi9P4w13dBTH7MPemSvPyrn+VeC7kyxKusk2rCwkwn55TdyY/YE8m3E63TcdHgo0fG8F1EazKe1FNMfrQMzjcuc96PsQ/92DecWmV6osuaCwW7zAFov6TYyHlicTw220Z/SDdcoqbYIlEjVcueW86pt5IXj3z5n0CothW4IybGM8yGu2NW6Sm4QE+urOlPmxM7smWOD6ESK1J/QqhsX4jAw4jtQA2Aa/JG5e3AyAxAnVtDp+lzjLYaReBVxOaYcmXJ/Og9CbUOh8G16LatkpbvdbfUk26nG8QHbWvTKLBtEh31a0RyBSNl9BhmP4RG2POrV8699CSq+RHAXNs7hTjZWYia0G7dG0nT2zURJxY/LUvAmQGdp2bZlpaJkyk5MpLdMO3TgtZfixk6aGr111L3IS/lVIjWHYKZ+sLSV4Y9oX1kpqA1Y+sxQaU1yrX9vgsDH8DuO7F974/ilAkmO3E/JGvLAbyUUdutL7/mocXx9pIzsPRDMpeRHrjtw7CRaZljgRVTtSPXc0wpGdQ/2zx4TLkC0nPTg59dSV3a0SqVJljW7NfU0/lBOYdnZYuoJU8B9d4MFI6R29Gps7aIUztCTHS7A59j04FWrWGgVRcMGST9LK0ysseUWPqumhmoHeX9IKoKxazdHeoVZSf4IWm7NCaEZdPMNjUtUPeMjtazZsHBflmvtRAPVV+Ivjkn23NZwh5NOsyzjRG4WYCo0jO5ZqCuwCFlkZ9bWfopD1rMoHXNL3dI74eQLeIcNoKadwjMdWLHovJmflsXjhrveAAMSX4lWo1vlnYbUlagjmwB9Xt7XetnYXj+8S/XoQXmFAHmHLFmA/dCsj70t78Rn/tJX1ITjgUGXOVGpy/79iblK54RsXPMgwMcJT13DayY6/OedvaYm7RPxLTIafdm70zBoWnQKFeNaiXtDEhU88u/KAS6PUWk9LpXC1XlhQHWPrz5XeFDaD+dcnmcy6j7XNqhSpRkv6SVxeG5HVQUuJhiBueUYxmLmMFEIP1Dwywfh0j9u7ByGphXnipltOa2tRolXdEDrvyIkc8gc5ptNlOsbF+s2VxIW6h1+SDv/ICAjN7RPQPtjARtlZkpQlbpGqmkus3JorUdkbKEi5PqQ8zt82jqUd9fqHdxqe8k1H4NL6Tfk1SfQvahYgYitUTMgInbSRbyfkncsRjz535Jg2BA2sfaz0QEyvde6yBfidXmovOOJ4/OCV6rXWo8bxWrAeHSkM/FZPzjWb2d+PDf+UNn1x3hfpQspI5+7id+cU1482ZMVPTAqbf2C9Ka5Y7h3C/vGd68Oa+e7k+M+1S+ruodvoR2xrkaqlcpo6Rt+l1pcrWomV6KMPFBq135b2nPZQkVq1/5hZCFut+QtFAHLCEwoFYR0OkWdSBLA4FWpZjSeUsA3QFpkvZTeerS+hPKzlLLWHWC+34QY0NNaq9Tb1P7VY2rdRi4QVU4RqqX/ixukXur4Bez5GSV5tnn1OZZgrRXZcJAEQJaUhqRrn/WRpe21PdU6sv+TD1Vn7nyPdf1vz1fo7ra6w9IxNjcK/1uiILISKS7qFhaJc3qKSmTLoeczolIFnWLGYjZHJjV10b1zD8SRNlKzdXnRUD+oSnlNdFyNetJQquXJU2pVkBDoikQGsuTcalhHTgU6MbLoxNetOn6DHz4J/6bs+pt4V4c3zXe+64vakxko6CDmzduzxIZs+CgF8ZdyM7oHpw00+rYr71znP5HM/yAnmTNgsUBlSQtSy1zONS8QpaUuZCoUbXKgGWPc19ksEltIJdBMkOUX/25jJAvuZzBRATObWgFS8MqWENToBrUyiwwMmWO+QEZ36o0QFaCFNQA1pFHoBI+bS7V/bL90QTFXDOtcWzq1CQLmPq21RAB1J5H19X1UdU2uS59rfo6G4z86mye/qpovvx7VWt6LtuGHUyYm3dT7jePorrrKejmPEMiJXzHvNs6rZLflJ+IUHvaZuJDZBBzfWeA9D0ppkRmZVFQTu5iRrxdC0krZsbb23xZnAZDTeT1LEQ5l/wAKTEGuQy4XQDTnd+L7pN1Oi7q/C7YVJT7z8QwxMMxf64dbh13iVDw4b//TSfX0aeeZdybkqWhicRov0z7Hd3E/IGkPGvF3rxCVrZidF0SZ0rbhaHHuiL4cBbOrsYGDoZ3lNyHL2YmWEOYmSOdU7siVVWBUspXbl/MfmOylc5TFCntn7WIQzwUCasmv04NWEbqVWojKado1KmiNnDNK9mSKGnSN6ixgcq/0glN2KRPxKqYlMlml1XMs1rJ0g1QJQmJfNZzca1Qy0eqFXMexXQRvITulxRlp2l5b7NLjtyEpiwvS3vxEc0Xb2O2lM/9oeZzwyQ4HVtzm/iujUQxa6pDqxRRNtU1kM+hNoWq96Yh2t13E4GXUAgay/tjSb7u3+D7rSF3pNIkWb8f+fOAyM39Sv2krCIZAp2JHUFxXqJEqnMdZiST9YJ872Xpq3yTYkzXKu+DfNfkGG3ptcs/gFhMjAElvpYmqPrHZSAMg5g67hXveefdlydaW6b7UVBSq25JOQtdb8cYV8bWNW7/wLW4R5P1vStZAPDeV7/2LtV7jCIJn7PA74Uw8yk4GpDtSHt7/RVOPs9suYOSpnyiZKA3K6NXc2CeiSS+V2ICFKJ0WOrgldNnxIoDNaTKKlbVNFhJVjE9UDtgFR8tPXYHagYtQA2GJq0zFQIpILoiY6I8dX5Xqr2kcPV+MEzZIZzyAFcyVBPRrL2pOAyJqUgNYF3Ihs5RP30JybXp8nWKv/SD52qY7mu+H/b6RDFpzJta5RLC1NwUU2YPZiqTIdnaDNyY7kTJkncDKO+e7lcJi6FJvDHZcSbyOoxGeZflERaFNpMl/cNAX1Ppn+oTcjuhtmffF+kjACAygjJvU1aryvPgTKSlrpgOi3olZsOsXuV9WrO5UOpkJauMJfJDVxSu3JcSW0u2yIMhxz6sw5lWA1e29uNeFC3B7s/v6b5To3Hx3LFW8JHX33Kn+mhGEJPxECQLAD7n8Gvu2kQDuanase7ZO1DumSKbcfSlOxYgbstMaAhX44c1I1mBktoBAIdQCZE4sBOqqSVQGciqT1YiSUXdKvtKRVoU0dK//ss1qwHSoI8Y3BISSYOQlQn50ESs1B+QrzToqXZ1ETFjKtOOrHgjpE3KAagmMtVeR5DU55wYQxPlsC+jFRcG3xnDmFyaADSK2vxzOpp8sAlrJjcEqjaMjmBbQqfNyM07MjBDasI+8q1q+j1St6zSKucxaH4Y2P5jcN9jJbWabFE2CxazolIxgUS2Ckm7zS9bjPX5K3Mh3aolxYRo6dha2vSXSVSzEsW6VpIlVgxNtE40GY7gZGsf7pVoaZxhvqt1w0lj36n4zts/eolmroBkLb/6rk3su8nNSt7ag1c7Vp7w0EYR669N3t5xHZs2cCFKAkWygEzAhGSNHN2BRLLEHJjrs4R2GClYanZgGYSCEDNlIlSmk3hTfWDEyZ0PUGXrJVSFi6o5MVQ1p94DFELUTH6TcvbNF+VmpGyPPiUdgUIZxLXKUny6MkmjtZ4rlRFliIpJSPpQ1u+KGCtnQvSK6iTplWjRyq3Dvznv6FpKvr0Xql19fPze1Gu06cM0rT4B46+5LR8oyTcfn5lD+nhShSqnfhykCtyor0LOi2nXnpPqOwqgUWlHBKt5plG2bNK4kGp5z7RqKQpWIl9SNlZFS9Stda2EKkbjDF+VqaJoib+V7AsJM2pWcZy/MMkSONk6jgcjWoJT1eqLnXc8hn/n+q0XaX2a8VAkCwA+J3zhJZp5WGhzxLXh2Et6zOFwtEagMRV2BAsAwlIJlpQ9HCoBCyGTpwDcHIpJkJelzBwsypX6lc+HgKliRcgmwrQfs8IVD5WElXJhomhpEkYmr9wTe8OkAhqFCGhJVRkYSUhTe9yYHO0pBiqSbqN2ekDklGJRTXN9/2ZqVTM4q7JNfa2KAEMlqlPs5Lr2ELMy26yeb/hu69fZOrhL1VE9GuR3JEefh3oyBqBTn8xW2mbrM0aDflmCZvsz9N9CS7y1ubcoUu19L89XmQlprcpWY0aM6jgms2BVsmJ1kL9dK9EamBOFRDUO8doZXjnJcyFvTrKuDQ9Ovh4B3xm/7VJNXQfJAp4o0XoKmBGuY0sdnEqysmmwWRpH/LFEsdJ+WIelmPz41QGiYjUhGAphEvJFVelRhCne1AEy5kCXHKoKpWcWWrVK2tLQg6UdVKsPDlcFIpfVKtLQL0vImFKYasOmrMlviduEFEkfeEysKqHjvp7sG6WK1qqidISLcj5hSPK6vg8G/y60hPY3U8QhFUJ/n0YqDtr04UxBS6wFMxOeVhmlHyNzofX/E6JVZpoq8i+KqO7LYMahfm81ce7eI31/8rtoVcNwq0iUMjWL/x/dxsZULGbEqmhxCftAt7GaDguRSgSKlLrVmA6FZAm5UmbDQr6AZsKSk6zrhETWf26k64IEC9ggWQ8yu9DxAJj9+jdm0c0V0vXsKx1AdAvFtKhIl2zFiR1IKpYQLDEZBirOwmWGlpgMxddKlKlARSFgUbtCGuAatUsGJRnDFhSSpIlXoxSowVCTkTRjjBBv0BAtilWtGPkiUWw5g/THqlvFpydWUlYGUlaEWBOqhpCxZNe29WBOBNh2Aeh5hMyt47X4kRXSJT7Mh0yQ5IT65sl1CJEK9YDRkq9mJh9Qfe4UacidHJKrEdHTaqGedSdO5VJGn1fXrTMzB/nSP/FAmEy0kPcUqCpr6dNIlQq1on7vWN0Oe576HinyLcouAWFNF0QMxEO6eWHNn4G1fUh8E6pT/JrbWsopU7FsPkz3MX/+ImXHeC6fU5KZpIWMhjrrUK4kUF3dw07aeO6+tE8YQqyeG8F6SNyPJ9kGhD2+5513l18ZW/uCa9s/BQ92zkuZNW1kd+uLJRC1Sv0VM6Fsl+zwvlQFi1+F5Hd1IMQDIS6EeEOIrwLiDWF9ixBfUdlf3wqIh2QaXF+lv9u3c94rwvoKWN8Cbt8Gbt8ldQjr27VsSX+bsL6LEN8C4lvA+q5Ud307t/Gu3M4npLzbT0h5t2/nMm+nMnU/tSnb9a20f/t2/bPp8ZVKf5Xzyj7K9dj9+Cqf95X85To3hNu30l+5J5L2dr6PuWy8QS2b02/fkrxcVp7BQT2LV4T1VUh/b4WSFl8RoirDB/0s5S8/51ehpK9vhdqeSo92P7dRyt202/VVAB9qWqnzVgAv9ZpSv0K9xrcG1/ZWvb71rYDbt0O9x/re5vtb7qu653If9X1t/mw7b6Xyt+8y+fkvtaHeA/381HOOB+lTKhNv0udtlXtf+hrU/ZC8dN/S/Ur3j5d0X+PNUvbL51lU66xgNzHwlMtA8tNU3xkz39HZD7mH9tlxdJDxWI/LOu8h92e8wKbv4RYXVrE28eDmQsEHPvCBSzf57LHr18TQJyWoXerTxb+qxLjKYRkmDu8kX6piJrS+WNrZ/SabC0NAFJ+rmzS7kIV4iTKVVS3xsyoKVtkHxCyYzIXIswuhzIxoVC1RRBp1q1Ej6j6gjo/dZmUWtKabfuahqScYmAm1kiXbzsdGzjX6VI5Mj7qfKk8rIs352dbnfddjTJClbXtNtsyg3QY7n8nMTAi0z78pa5/76D0Y+GLN92mYXs876ZuG6kMX3kGK6Oepnm8xHebna9OrbxYQbrm8X7QC4q8V1px+G4ujvIRzoJWr6VCZCLtgpTa0g/LN4tvb3lG+zE7M5sVyc+429Li50GHxzjvv3Eez02+pRyNZgBOtc3CUaHUOtkd8soBtkiVhF5ZQytMSarpSrcov2uyTxSGAb7KKFTLhEpKVyVO8Uc7uByg/KwnrUE0uQrQ4IM8qROMML2WL6cYSLqAdRC3pUvl2YBySjI6MmLTBp6Z3Rjfl9IBp2u39m0Z94b4MBvXteRqiNWjjCLFqz8Xjvo76qaGT7iBi2GWTxoSIhvnleFJft9+1a+tbMmXLABgSP5Nejrv3hPvnp3wF66SG+kzDWss2hOsNlwkJYU1kKNyKk7xygo9mK6SqBI3OhEn8syQq/O0ttC9XmWVoZiN2JKtc73lDkJMsh8Y9ESxg4xvrUX2y3nnnHSda941ZqAoTJ2s3dCBSbR7QaSVv0qXG/wrF30rSy19RqRKRivK2mvRG0dKKlwxqjEq8YPYh5ZNkwMF8mYsS1lxAboaR6sg+kCOd560lI5TGisYfC6otoPpzcR1XSnlDkljn1Ztb95VvGEVW+/lydZ9R+5YcyFEG8hhMoFPdD/36lHR1TzTp0+WbeBvSMdXW7LWUNkZ1UAlx83wNserycnsjst0EK5U6wRAs5T82nHBR9mtojZFPYNNXnc7tPsm5IpV3qMS8kuvXjvqUr52RCI1+n+RdOgBYCQROfnoyISHk90LubQiJRJFhfbNZ2Nc8O9vxonCPBGsT7vj+UnEkTtg5az+pynU/oJAxJtTlbUJdFkf+CklatImQ6qCW1SoAjVN8IVhLHQCbGEOacJX9PNhpxYF4Oj2/G9wLyeFKwhhpaZNYI9F3AUdH5EjtN+EhLKli1R5aQiaoREnx3UycNKNjUTrkGgcDb2qPivNzSZPrNue25iuZOEAMMLjcS+K0mkq5xoC+LQ37KmrSMXhNy5qzIzOfJkS6bibt5RShXkNa4ke9g/rcExVrGCoitzVVyibXU9Ituab6PrAweMnXRF/d3whCDaFBJTApRwKW3GjkpD5LzLb8Q4gAIK83mR5tTgvyq0hmjObONspcAHhjybNZTMOS5mTN8TTxqOZCDVe09uNiJsNRMFJxWAWqudAGIC2+WEEFGg11puGh+mHxIZsGl5Ac3ik5QAt5ijd1eRwx/cUcYLSoV3lQitqcKITqUAe2uFQSlogXD8gVqoLUDZqVCNiBtDNl6RAOyPm50lHzWj62vkoUzWLVemp+NHXsfqdotWmjesX/qpThNn9AAo+bAfU+T8s1/dbQBGqAYRgJGKICwJIeAK0aRS2R0nWa9pr6bZs1DEktW0hcMO1stT/It3VHZL0N3YDmmTemwxLxHTlMA8oMUvHbCre1XHidTISNufC2BiwNEtJBlt2RYKXZF6v4Z5XldyL4dkUJTvrmdmouBHBRk6GbCx0PpGBNv7VcyXph2LXGU4xtOIf8y3a74Um+mBRV5OsmzEIZsOpf1A7sxrG98ctaErEq7SqSxYf0hVxMh0ATFoAXbk1Lllxps6G+NE0CdKgGVqagnNfEsYq1ERkIeUEzMPLC7eAYkE03bd+bfhlBqXOsl+tVDtH2WsV/hxvpy7Q5IFxAO+6RqCjF/Eh1H4p0adLKbT9sv0ZO37pfc3JlCFDOs35UrOtNSNBInWpM0pZ8aWKu0kp/9fXbvAmGzyKb8hpCre93rM81hVrg9BplUSgA6QcSA2BGyB0T0yHLJI4VWGJWP/MEFULIJDWfNBIaVwHmqnCdg0dci9bhuCSuRskCXM06BZtq1l2VrOwE38wuFMd3UbJkrcKsYBWn9yXUkA0hJCf3HNk9Zof3pGQlJSBNNc/7hzR4rTdUiZcoVuK3pU2Di9qnRKwKMVsqsRLz4NiEyHWQDNwNjkfRKDeqQjdLkDqyUn2tVF7uQqdMFFWiMoMuyKmU12kw6obqm56J1qkg3bVx297kHE2/bFvoy54Eub2KoDT7kq3VpwFZ0uW3ZxWiOtE3ZAtNmo7w3rxjtr1RP22eviaNjftnn2NJU8+hOLxntQqMrGSlv3DLZX95k5WsN1wc4cObmOukmYbJET6W5XeKqpWd4ElmGN6uOdBorDMM9yhZacfcg9NfGleyXjYe0A9rOlpcFckCnGidgnOJ1kVJlswkPFTSJTF1eCHEVweIaSW+WkpsLJlNuCpzYTIdopAtnSbmQlG24pL2U1k2+ax8tRSJWrh+FMQ0SP0+6TLAcbKViRIgygK1n5hojlX5NPBRHSA16SomHhoSoMbc2JCd1HZHdjQJGhGwLbKFvo6+RS155P6cPGlngk0BZEREBoRlPrOUOrJVzjkiZ4WE5zTj9zecUGHJXekXl/Y31StNKNX1Hn2+g+dHEdVMqGYclhAOEQhvEhFL5CptlzcpP9wmwkU5tEN4k0M7vFnz+xnTvsw2lGV31lgWluY3b/Iah2uZfcjrqiK/x+MkCziZaDnJerl4YEf36TfW1ZkLfcbh9YCZQaN3x0SDL74uKuq7RHWXY+hp72Xwq+nWZFhmGy4qzyhZCEjqlZgIl0ykFLnigx5t8l/gYg4kAmixTrZACGo2HgAiLqMiM4FCLPuNsMJUgu8X3/CVmlGVo85U+YKYR99sjqS1jjdV2aKGCGizXFmgWfkZkyJqxUy55va5dkfIHUub9bJrfdRbqs1VjWmUpS8oM9+KGVCRg5mp0D6PhlSNjhVaslTfL93+MDaVtCvvmzyyXDYeFDESQmXe6ZhNvtqM2PRNpTGrMuolEl5V0qVfcv8pn0O9EzJBQZ5dUarkuWTToqhXCEAkyu9IMhFGAmiVmaRJWZbI/1FWylqXQfvoAAAgAElEQVS5mimXAKyxrGHKZB6F/EhbGUSENPlBlQi5oTggUwDuajJ0gvVy8VgzCUe4OiVL4ERrH3arWVtKFtCqWSoGFomCpZWsw6HGx1oW6ACkHAJwCDUAqUSPXqrDu0SaBqWo5clhPZsLl5Qm5sCiWIl5MJOueMNV9coKVSJcaRDAkkZ+yiSLAqfLJUYgRlDEKmTCteQ0yiM+AVhCBItyQIwll415YNPlYwyIiiVwTmMZBImxrumeS900xoRM2JBJVy4TKftVEbDmdiVEBKcBUZsjgUqsqmmwNUWWPDZKSGzNmaJ+9CoKGnRO8rmP3dqOiutOVaiGrR4po9MUrElwHMqhltFql3WC107sxQwt9eSd0z5/cpzfkerfp/quzquJZSJznGfmtf3tzMJQZFa6K89dlykmwqp80W1tL9xW0hXeoMTNCq+TqhXeiAmRsbxOjvCIomQB4fXaBCstaxy+UU7wb27T/ps3Nejo7W27hmGMSckC0CwUnY8b7FSynGC9XDwSwXo6SpbAFa0HwJEwDrshv1ilWfXLdrhWnNrXg5w9BlAIFkgRrIXV7EIZ7LjsY2FgycTqELOQxqAQsSw9oQryFyICJQJ1YwiXYBFzj1y62geAN+uCQIyYVS5gxe0aQJTiD8UlFvIFCMnivE0XzktS0XgV1SuZVhEz2ZLBWUiAIjCiUrGQpoWr2qQd0rMSUslYXZeQVioz7wqyqqUVLWSVRxzeSz+UisPNeQ3RkrJbBKqRdTbSYAiSen+mfleTd7GkCYHSpElNxCjnEsKlFC1tpm4l0ZomxKwU4dyWudbi81Xue34HFq5t53ehKFq67eyHxQEIoPJMyjqXOXYohaRs0cLJbY8pr29YJ5wQOK/nyMnvUk6VV3AgTp99LCGZCoE6Ozl5zufvnI1wDuXa7+6T5XhZuCYFS3C1SpbAidZxTNWsiV/WUSVL+2UdUbL45oDim5X9sPim7sdDKBHfV1Gy3krHcUlL6CTFihBfJUIVX9UwDfEGyj+rDl6yz6JkBYAPMQ08AaAlggIjLJVchRDzZUUcQiVRS0gkawmxjIFCvKTMIcSiUkl6AENq6LzbGLBmEiXpq2xjSGRLSBETbnOamBpF/YprLivmN6ZkWgQg5sQy2q9KiinESyldsSoaJT/Xb2Y0atLWqV9U93U79liHixi1R22ZPbPrpg7htkzejsyCm/5SNo24J2rBtBu4TZdJFEKyRtczutCjF4967fJcgWZyRXm2DXFWvnyNsztV9UpUrdcpL6w5hENRtNKSO8vrqmqF12npnfA6Jv+7lauqdZuVrBiTKfFNXkLn9RuAOSlWt7ftcjozJesOJMuVrJeHRyZYT0/JEriidQeIc5BNjpyI1hlKlvhf5IO6DdVEWMgWUSFYUZbWyellduGhzhoUs6GYCfU2ESuuju/ZXMivYvaxAugmjTC0MJZMsm5u1kSuALw6rFhCTH+ZVAHAq5B+Vd8saRuIEcAIeQTShEtUqkD1C18fC6l6vR4QQYWISfptDFi5ErDIhDWbGRmo+0y4XQNWpsbEuK6hONdrNUxIGGJWv6DGKEXS0nEaqNPse65EqyNE1tTI1RzVkC9DrJQj/3CmIWr99uVCq1LxIH1WD4anFEWpHnPgwuiOki/dblaXuskUBHAhVplUBbWFEnCavgmJoPamKBNyE3uzMDuUfE2mwdnfqdxzec712dIKIFJyg5I1DYlyjCsAN+mrIKlmlJfOSfsBjHjIqlb2k4wAcKDkLA+kGcSIKdRLVIrWLLRLoBpMt/hmmYd7pk+WE6yXh2tUsARXr2QJnGhtY5dv1rkzDGXB52VJx4dDMQnwTVK10jbVja+WGrZBAo8S0v5C2eeqKlnWF2t9CxDzYLwRssVlH4ET4VqyenVgIDDCISZrBDEOmVy9OqxFrXp1uC3k6q3lttyLV8taSNUhRBwUY0gEK5EyrVwF9ZEQ4gUAEYSVCZEDAkVEDrjlUAjVbVwKeXsdD4VkASjlhGjdyjaTrDUrZOLjFSMV4hQVEUsxH2WgFZMj0p9Ws4qvjqhiqMdWpcptdeY+ZC6iwkLoetO27DcK9ZyjlLOkS07K7db6XDWKVJOmyqlmeVH8RylRdU1MRa7ErCeTKHK7tMS0tcszIX8Mtzz8y8SK/nq5kKpKxEo7EXUGq1Iv9XNNDu2pnDjEJz8sany1kmqVtz/FxWdrec2JUK3JP4vWHKw0BykNr9e6oPTr27q+4U+9SUrWG6VeZSVLzzDs1i8sF64lz+PDkBOsl4crIVhPV8kSuKJ1AexVro4tqWPXLAxUCFZSs6gMaGU9wuwMX2YL5kGphGvI6XpgSyQsDWjF6T1wSrvJA9sNF/UqLMmhPQTGzc1tIkxLRMjmvnfdvMFC6fjt5Q0iBxzCikCMV2HFTRCyVdWqQBFvhUTIkilwaRSuBRGrmkZ2G5eiYL0pilUiWpZ8vcrLjLxel46MMRNexwVrDHgTErl6dVgzAUuD7pt1KSZGXmIlXpl8xUig7JPFahBm8esSPx5ReEThEoLAVTVJM9K4nYUIdOEpio8WC2eoi0UnMUyInbxLOc8QnoHA0zreU59fCmW/NunPSKGq6lU9UYmtpggfiyoVMrGS8uLgTsh+f2lfZqUGyu8lofjjyRZA4+snqpWemVr6xADHAJnrWsQ8IdMxfd6qasmFPIspM81ETUvnpLANuW7IdzwrWuX2yXuh4n+Ve5LvHcV6nD63+XOfFTKm3NdA1byp5TntlyXrIQZCWhNph7+Ww4GrIVibeDIkC3CidTYmZsNNmDANhZxZglWCkS55IMqzCXMsrBRslBrT4HpT/bD4kE2CB8L6Kn2Bx1eoswtfCcFixLe4mmpeRdASsdxEhCXicFjx6pC+nA9LxFuHRLLePrzBq2XF28sbvAorAkXcUMQhrHgr3CIQ461wiwURn7C8xhtecEOJbC2FTKXt23SLN2rkEbIkuKEV/4APiJxMgknVqtsbWvGGF7zhBZGpbGMuAwBv4oKfiol0vY5LUb9uORR/rzc5XRSvNe8XRWytithM9WKkAVrIVzExAr0qwkoZy4VakxQqESPU2YXaCbuQqlR+623U4lWTKKDBsS7WOKrrfaNISR0hlZp4ZQtWMf0FmaGaCX0O4UEhm6YzoVpCJvVL/P/be/tQ29bvPOgZ7zvn2ufe+/slgabgRxsTMVZimlYMBqStFSlJQRrRCgmh+NGCBf2jFLHWgrEpSmPBCsYSpA0Fia1WWoxWTQuisdQYU4011aYmraEVqdBKS3/37r3mfN/hH+PjHXOuufbZ59yz79ln7/HAYs41v9bHXHvOZz/jeZ+BzvanMkiWYa7Nz9cRaulYmvzW4ndvqiYRo/UyVM5W0LuUkLmT8KaVwFZeXuQDdSL5U1Yy5D4rJjHAAyD9ifeJXLG1+Q5RwvoElK7TVciUEHVWRZyHIq6qOHrXKAdFUcZmy1tQrd4CqWK9LHwIBAv4gMqFEUm0jvEmJUOykFHg9aXCQsA0jeduci/AaZZk95ut2d16FkqJUC7C7cYM8PDWOU0JVZ/U+D5piXAC+sReSuSJwSeNaJg66NRRpo551nJg7ThNK+YqJb9P5jNq6fh4Orvn6pPp7MrUl+odCjFmanhVFidSVcuGMzW8IlW+lCH0XfCReauMjDUuaChOxGxqRKyBNgTsts9Otkw9W7i6GnbXJixcvKxoDwBYuTrhAmRUoxGu7qTLzPRaelRi5MZ6HbnYOZQUYapXLFsNsnVhuAd2pAujDMnYRk7EMti+XHZQXtscB0Nd2mOUCXmjknIJO/uyUdrbqFIclimxsvIemWKlhCkOpChh0AQA1MI+YtWmcxhkceTpm6g7AYulZyfFwdO3LyfbeZbzW7CuOoiiq3+vk5SMlwI0ktgPNb+XMzkhrjZv5cIO1DtoWfDSBC/GdzXDrx31TkuFrYPuGqhJ+RBrk16GZoDvXYJJ1fTOi5btr5UM36BcmCTr5eAJEqyr/zd+UEqWIRWtzwEtGYr5XcuHD+lNCIz/SveqWIGXCCTJ3UqDanCnkfLelXD56EEzvtdR2olD5E3Fsgeq3fBYqxRCsCb1X82lY64Ncx1lQFGtGj6Z7jBTw0wNH9ezzwOiQn1c7lCVYM20oirrqNR3H3f7vGOY2Zv+rd32ebOuQdUlFCFaINyUBUuXP8GFhVgtvaIV2Xaihs4FCy8498nLjZ0JHQ1rL07I5iLKiJUY59Jd4eosRmYuStQKSylRJQ0pJ41gVQmuZA+5FDnMSJeWo3SZK12mLhl3Z1PF7Hc3SJzmA2zKeIeoclPvcf1BGRFQgayG5YFMMY1539g8VYFwbTxTsM+i6hXgpWgixqSqaaUR/VHDqNXNIAr18wFD6YrLipawDasS56m0DakGpLTMhbByAdYJtXRRxFYpsnEVEt0BWPJ+VO+4Q1QjJZykdT3P6DJyamXDTt5BQRQyJbL6NwzWQTSu/IX44lgejH0MqQDcZKoKVyLxUDxBgnUvPkglKyLJ1hYPinM4ULOomqp1rGTRPGt5sALzpMb2AkxVSNVpcoIlxndSdapclAmbRTQUiLqlJMtUrXZjHhigabkQlWUkYdXRg6eGOjWcTqsTrI/mRcp/dcWX5jtM1PHl+RYzdRTq+FK9w01ZlWQNwvWKznhVFryiBSdqKOgydXVrqFz3oWGQqLOpWLicN2XrzFWXTU7A7vrsitfCFY0L7vrkJG2UGWW5EC5RvToIt+uMDrpaVhQjfRXrTh/H7EH1knn4TdFT7b3cuFO9AM3vCmqWka5otjJeE9iReLbC86LlxJ1SNtzpuy/dNiuBTG2WBzIVzOyiTm1VKihxZ4yYDiosalXpUhaEkin1+tXSMZfuKpWpUpORKVVGjVj5SFad7gdQyLQHMj2+h6VXnLsomCtX3K2Tk+pzq1hawXmdfBRqW4urlP1c5RytJGSqAWVRZcvjHKQUaNEOZoCnVUzwYnwfSla9syBSFiWrqQn+bh3BpHeiYNGyjhY750XYnvY5ZOYRVnpNybrnPpUK1svAEydXz0vJSrwFXuPLYjYvxWvWi8kH1FluavH49zptdDMvWw7lar8bmVgCuMHYyzzujxFVoerIQSu37EcGVmJMRcjUrFMjVKZYfVLOqCTEyhSsV7ToMToq2AmWmN3H526hlGPPF1TMtOrzgjn4uKRUKErWwhPOXDGrAd78YEa4zL81U3Nf18IVN7yioWDqbWO0t+nKBb0QbtusypUoZEVJlZWkWmcvKTaS233vRUfUBx8Xm+Ih3qJiipGdcp2yqVv2dbgKpifc+db2hrl/LgZ1u8luNtTfx5ak2T4bpcqeHxArU0JjCVDWmwdPS3uhE4ARp1rYFatJydWptG2oLTEmaq5qTU6yZJTqpKS/BhK2x96n11nUSvPmiV9do0VKB/Xi7xsY0/Gd2ncS/v4onJbd36CryfZ/mClVqnCxDi4QH1485zwIUdcv0/14+nsoQvJ8mkg8Y3zwSpYhFa2Bh3qzNjEO97XVqfXSk2VNoTXCoZ8mb6fTbyq6mt/7rOb3Qt5CJ7bN2c7LBbzfsI867DdaKpxYRhJWSXGf5oY6dZzmFaepYaoNH88L5tJwqg1fNd9iLg1fnm5dvfrq6TNXr75cP3Oi9aqcMaPhkyLq1gkdN9SEwIGlS49URFABVCI0/buxe0QH0MJfyRIViFBK3M5XJ1NGvm5ZyoxnrlhYSoS3fHJyNIzzBZ/2kxOvRT1ad332suNdH/6uqHC1LiMZzcfFGPEQpnABEqAaQ1LdI9THMuy2cZO8r9MvISpaERfPCRfhnEcqFoXnV1QrL/8p+bC2SgQhVO6x8umYN5WqFsZkpefa3MBuxOpUmxOqEgjUvCNWUdGqGMoWMJRSg41WXbuUma1UbOdy0YEQt+uM2zahccFnyyy/lfPs2WrrWkeg7aL+rHPxYFpa1PjeSCIcGlAagXZKlniyeISVruLTqufRONqVrLWj3mmD6LWDzus2lFTDSLl1oItXaxNKavOAqFmvUbJSxXr+eOIKluH5K1np0xr4Fd/7zdeJVlC0NqGkqFu1aq9qddah212GWVdpJMtdSnvE2osM8p8rFdbrI12n6CosXFw/WZvUmiFZR66xqSLxJg9s+giylcS4oPB29J+N8AO2vqoZTVUsIViFGCfqmJVYnYguev0W/X7m+BUR0Jgh2Y7sxKtSQwOhMHlbngZCBeu0o1HZGOQLVEErHafe0CAREBWTb1+o467PeIUFt33GQtWJ2EQNhSas1IXYTXLTLqg4A8IK6wg/7UoqiAmFOpoGShKJYtm7tQYa2ZHW25eIwb3IT0bVK+5ClmhHkI7O9cWPwjb0kuPuS96TKmCzjGiss7yqSKRAjFrts7D7rGQ79pKgbV90mbdeArvnLxKsAvYYkKkMz5aci0GuAPEAOsmivs1gYxnZukBIeEXHwhWVGHdtEuVLfytT6eBGmEpHa1U+B9P4X4pUEyT92yQOUQvjFFgUw16IpKB4ufrFuDwvr8M+wNjmYyipL3+7ENLE88MHQrDuxbMhWYk3xMYAT/Dx5vfgvnKiIwQJ0pUL8TGxGtv7eobHApgJ10y6Vs5qXconjWSEHSpAnTfRCDZ6z3BUnomwcmDjEQEmy8nJVd3949JsqLvtqyQLBJz1w3RiWJB2A2FWoneHLn4uIieGjQiNFxnRWETZqhijGRsLKbspi5cUAaDTKAd2aVYHdKCTlFen0lFax1oqKPRZlFM3VC2ikevETKAin2yoWiPzCfrJYd4tuzmH8+/xSOF8b6YY223SzhHv+hiG9YhYDgSUaA3lyjbZqldGruAdAWxEIICN5+pUh4/KMtf25cCpiPJ50kw1iwcBtoTKysGWvRYJVoX8I1BovF5TNSvCyHj0a+1HJBoJFlXR2NHxd779Lrf/YDnRKuNvcXyhYbkv2/UwvOgQ8e6KIqliJT4EPJty4R6par1lpIOVDYuUCb134TSNddOkvQxpJL7fTJKVVckT33kitJvqowgt6d3KhiMTS4zwHuegye5c2fsZcmWwlg5RGHTTUCbGNK+oVUzJH58W98p86XSHU1nx1adbnMqKm7Liq6ZbvCoLbsqCr66fueH9q8otZlrx5XLrpcJXqmRVAK+ooBAJyUJB1e+uoKDoXac7ybI4B0ZHF7LF7CRsCWXGRQnXOfhvvsJjtOHCk3u3bNTiV/qNrp9EvdKSoxnm72wZF3zWZi833TU7rjw/t+oxEJ3JoyD2JnnLcmoh/sHM8kSM1kTBGvEQY0oET6IHDi4isZx4sU4ne6Wrh3IibZkbmYoFIU4xDBQYTcE3yhWGalWVpMX4BQJctTKSFcuC1iHASoNzIFz7EiGAMfqQ2shhA29GsBrpsogPG/iw9orP2oy7PmHlgk/XE86terlw7QWfnWcfyLAsVYJMrVzYSPOyRrkQWi40UzupIR5dyoSjnyFQllEmjAZ4WoF67qCVUVoHnTuKG9+bqN/nBdRk2UUfQ+4S5aDSKLfuSha3YNrKkuGLwAeqXl1VIK6n4SU+eNx78bmPXFsQae8+2gcs8+x1Iv9XGWDxZVBrIv+wqEn2sPwd6vbQfB1Tqqz1B8dt4G1B5OJPMjJqJSkXtoK+EnorGsRYsLSisQbiNzr3CZ+1WUiGPm77jKVPWLjilk+47TNuecbCkxIWwqLFRLvtRaLU0d2PBQi56mAUEAoIE6oTMSnOkRO0CnKCBgSfF4Uh/ojqR9dg1I5Z3V9myJ9p9biJCpvqjV1v2lPpqDDVJUQOQBUt8MZLBGDkPRkx8cgBec8xz4kAN4f78rKb1i4KUogu8OqTqUmFN6LHSBE34jRIEYJatVm/8WAFNZVMrdqVDfUzGsGSP4nj66SVoG0asX8uyzTdX0eJAsNnFbc3YmuDGuxhHrsYfGsjDZdNi6biGWgW12FqY+/FlUVps7T/UBjqsT3fgfbrVbliM7rTmGdbZ90ejiJhYhYfoDLxbplv+7BbUxKsxFPHsyVZHygbfue4ehG6r/R3lFvD7ETLn0MI0zDoANTtv1gG2uhtRk3/69WE8H0p0Z/vHj4oyvbR/7yHsTqWR8hLXjHAMeZLAUBMXRfSMQJHj2Clwb2SZZipolLxRwnbGdGaVQ2bQZiJcNodw0jNHEYzniAE6qSqxwyZvqIFFexqSCxFzWXFq7K4wX8qQsBuyoqpNFddrMQVy15xdJy9J1N1SIkW7baJBCiax+35BmG7Cxwt83W7472man1tdWxxY4jzFD5X9GGNkYWDKE5B1TIVy/Yzs7vBSPBUug/CqNTdv2Xnav/4uJzFi6eXaSHP2++p7z7tKOeOUqE1Dof+3cR+kpu/Rf2b2pAvwP9psvK95W9dDAqNy7qWHT1Fn7ZT28auJ/trTnqyXiSe4337WXuy7IS99NLhoRHe/rXlJmW/XmQIey/D4A69ZrIWxahIU+Z1BZn7GXLRZQA0aQ2QGgozmKWkSF3KhKACtZugV6BUKUOVKqMJARq977R3ofShk3IhWNvwMIBzARfGylKaaqpktN69tDUXIVKv6opTXTUaQUYb1tZxR6pi1YpXtGBB9RGHC50xU8eMjlfUUQmYuWMmQmUlTbsSYUQsFwIISph4tMwUL1MrPzJuVU2zwNJxvOKJ8x1FykvhJjfTioUnVH0NU7PE1E4+YjAqKT2QTzNMx2T5FkhsTI8HxsjDfYq8zOtrRBK8/4I2RMdmwurD0YWX9InNzO1MnAYpgxnz471dP2sJL6em/tZFmSFi9UcpYdcekaYO7ht9r1zQu/nbZEDCR3VBJR6eQAgxWY0wKTmr6J6ZZbBg2zsNqpWBHBVLr/jKevKcrM/WWXpb9uKjCte1SnsdzckS1VdUYLAlvovZvKyqFLOWBqNy3BFGHOpXG9Vo+wfIIzr02+X4T5T+wIPi7aMlIoKPM9pXto2i7yHhiQ8ez5FcGZ6tkhXxnE/gQ/EQWd2HTHfxS3C8KNo6CxDsMoX5LJjHvA3fXru02WiqZK1WVhwtOkgv6mUVzwetcnG3dh/kXhEdbr6ShCU2/e+8E3iVljHrqvEErWJpFYsGcq6sJUQu+Mp6g6+sN/i0Sanw03aDr3R53PYTbnnWEqK0tLnjigWEhYFbFk9VgzwWNHR0LNywcENj9mkkXpFgtSs3i65lyghTMfZkq2nYaWO6UOAatv0SLcR081o6+tJe144bCRbvtvf4hh35AoZ6YvNmtLYQUyHqYXmnzT3XNhpREEFp6fF4l/dr2LH72M8HoW72I49fiO87fj5mQuvkJN1y1ubapJdgr9LqqEkoaPx+JhJvlhHXz9rsj6iixrKhBcsuXR6N5fe6cPXy9l2f8Fk7+bFu9fHZOvtvfG3irWutoDWJb+hNyBWHv5NIsKxM739jRrAigYrb6d+qq19W4m9CrKhtyZaB9oq3EqcLL3AkX6livSg89/vzs1ayIjLi4Z5oB5YCG4ChaFm7HepibGcNHtTGuGgNXKtcRFtXFUw8W1TUurtiZHExgYpEIcjoQMgNUZPfmUXFKmBwJWk6q+uBoW7pM9Aib5mL3eALWhHFgSegkKkPcjFfS1EVQjKipiLNmm/Kirmv6CTq0C3P7ntaaJL5LmW8WXIksIAxc9Ny4Bh12GChohZEakrXiHYwBQuQLC3z7liGVlSxbBqN79EMH9v52PIeCJYrUijq5ZF1RqxWtgbUY1sjRqPBNHlEhpGvfXbWJjfL1ttPy1Wt+HO7UtDbKVaHGVsUpraNlSg7jQBNVbaYSXdhvY8bke0XZc1IwhYbeamjLydt11QwyofnPnl0wxpS3QskAkR+lYy7Pm1GtFoHAjA25cnGg3zZ+VnU7N6ZPO3dBicwLN8sKlhVEvm9PEjuedyTKi/BG3EK5Mm3jR7KQMLA7ATKzhuZZaDJ34kQr0Gswg/AfhwA90vChZ2KlXi2eO4EC8DzHV14H1462XrtqMM44lCDSalW9ViUMeIwNo4+GHGIWsCztN2RwNIqIw5nbSBdgRYbSGvjaBtd2Cvp6ENoW54x30+S29VesbTcmRiYO6gyqHZMp4ZaO27mFVPtmGrDq2nFTZU2PNZ256as+PJ8i4/L2cNKb8qCL5fPPDtLQkpXzdGyVjzNPTIWWApctoC0kqDhHBQkS4s/h36Gi44ubCAPJrVkeGD0RFx4CutHQOntJox0OyptYZk/a0ipBVl2pk2DaSNXViLcEDAeJMkJVqdLYmXbBaJ0dKmJFh0LN934g4D7rz62v5YAbZ4Ko0zGIsJm9jwY9m20YRx1aGnu1pPQltn0pq7+Fvb9CLf+rLh8G046tomq51C9PmuzB8muuvzT5eRG9/NasTZpq7MsFW2tYxShkSwdQEJaGvQSIbQcaOuXQaDKAh0xONRmaRrNOq/Tuy7HbIxyNsW6o5xlAAy1BlqaNIleVle6eV1FBWeWMNLWjhtEZ0udZ4tnSK6uOkVfRLlwj2d4gt8Ir70w2fDpvTF1XzrU9V5W9P9gtWzYuprfO2Clw6XLRXnRId/Lroy48hhK3mTIuJUQi5UV11G+KAskuXohYCngpaDrDWdddZThKo+ljXLP7TrjrETk3Cd82k+7x42UDuNDYxKE1BQsqhCduUhJUcuK8REJVrvyd1g3N+Z+WB4E4CPVRLXaLuu6XSwTer9DjJFukvouJdRYLoslQlOvmt7MLRLAFCubN++PK1s9PDaeqkuCZeTKtzdi4PVFqHwZf5e4JFy70YQx1qG38X7cJwYEsjhUuW6qnRNMGbHaOm2UI/u+zvoddsh6G9V67jKqVeIxKs5t8vLsqiRXSoKy751ub4+V5Td11ycfvGFTi9MwNXFVYmznQT7b9ruiQFpNtSIgKFU0yvZW/tt7r6w02OM8O8EyO4CZ413l6rhUsYAxMtmuHcAgWEgV67njpd1/X0y5cI94ol+ismVE66oh3sqHTS7UTGJ0J7JmwSUMq5dlRKhtQ7sAACAASURBVPrf88Ti/yhFyJaqX9w7uBRJiq8FpRD6idEnQqmE0gi9agJ0gWRqNUZRVYv6ULLQxRDvyxZCb6JocdXSSy3gXlBqxzTJzXOqFecqPeCmdcZcNRxSjfE3ZcVNmdFrwaddVC1AsrIaragsI8XAkhS/QMo/nVWd0Ht5VLeMaNWwfhCJYXyXBHiZxqbSo3RYnGDFRtHeokc9PbZ+tZs5b71pdtM2dYQPCNZRSS+OzNuUBze/n/30gFhG0rUnUXGfI1K1eUP7aYhxQFCtoiDmxyYtJ8pP3rK+ZB/yCpv0SeyoRUqIVUNZ0Ysk4WvpEEwSXgtZFsuA0JT2jarFkrIvkF9IJfbfwjV4Cbhbr0klv9D/jaJ6eA1s5ElLiZsyov0Tw650eSudJstFydJ/lKyc2Lo2ix5+TKhvk1qX5tDm5exN2+iwt9NBVK4APETFSnw4eGnEKuLFkqyE4F6fVmy/UyH/eRbzXihh4g70IhdQ0lJi734zo2akTFv2VJaRTp2BqUgQoqkKhVBYiEivBGYGE0k4vSbSd73xemuXSjJToSMXtVSlXq1eyelOKSPBvBJ7OvzKBaVLOGdhRmHWlPi+yStqIFSWtHVv+YNL8mQ+MLtllDC/RwVj0fmNHwsjN8kIVlN/VfepEqw+eb6SlAeLq23mQXOCxbTx9bSdHyuawE0x2RjSfRngCe/+/LJEOH5Pu9Lf/t55RKyuEg4e3iybIXs/jOHCIsgSAYFGQ2n1asnnsRceXrASSo+ibAFT1U4DuqV5tdY+Rgxak25pUSWvtWpobWGJfrA+lF4y1OerjdQ0z1wX5Sv2m2x+zrA5J8dkdvfYRTdEdYoi0QqDUoxYjampVsGvtXaPaYE9VJkSxauP8mAfD7bryH5EYRrfE88IL9KTdQ0vUdEyXPVpqUcrNpOmKh4rEIlXy7xbtq01lSaSZtKlSEhhrZc+rbmMdPiTNpg+iaIlKfAS/9A1Cb5PpJ4soE/YpMO3E2RofmVvLI1TB03i1ZrmhmkSr9arecVcG+bS8TU3n+FUV3wynTfp8NI8esGX6q1nHX25ilfrY7rzMNATJDjU8q2K+rQA+I00wm6i1izaPFlnWAilmNhv+8l9WqZUSXDq1n/VtLwkye9WntLSqBKt2zZ5mXBpMo0EywhY9GKtvQRTexilFzxYF/6rQMAAHJOqI6/VkYp1+HuM80quaDev62KDaPkpx/mwna478mkBIyF+79OKqfAAvA1PVKxirtimtRNGGrzta3Dju56vuzZ58OjtOmHR8N3zWqWk2YbhnZeiXqzhwxJPlvzDM0b02ijd4LnyxHdLdBcSVXSZpbuXRfxXdVE7AEN8WDaqeBmjjt2LtSyHTaHZFC3zYQEPVrHSj/X08YIUrKsSdJKsAyTZOkA0xBuxsvlItqioAV5b9EwTPKhoknY7TrZKASYhVuzkS43xVVvw3JRROjyJQtUna8FDoe0O3CTftR2PtOVRU3xlYBZT/LV2PJ/MZ8y14VRWfDwtUjqsKz4qZ0ylO+GyoMgTrSjo+KSctQdd95GJ1iZlNIHeGpwNpkY1LlhQ3eTeueAr/cZb5gCidH3abjx7ydquLOr/6SDctcmN70asCslIOLtRn3t1v5URrbXZSELCslb3XgGqGGp5SiIYBqny0YN9kCxXSlxtwk7VGsvpUMEKX1Dcb0OqIKrUjlhtSojxOYA9QYskbE/AYjNpS4uvddv7kDDCSq2UWpWQzbX5+tgTMZKp7e9ge41mJix+bqp7w5pGNTADzc6Tkatodm9CssjnVZlayBUr9zvafOMN4aoLh2Vjvpy7t8+JZUJ0IV+bFjqLmNzF7K6jCW3Z3ugOvFGZMEnW08ULIleGJFlviiRaO4Reh97nEBiqlo1CJFWsCgHFeh8OFQulgCdVuWrxfodcCvimCok61UGyTkUCSCuhz9rzsBLaDUTpuiEPLjV1y0cfEoaiVQE+dSCOPpw6ShkjED+eF8lEoo6PpzNOSri+NJ0xaWr6x/XsIxCtlc3HZahaM62iaPkQ/o6qKpcZ2r0BdcyowmipcuaKjqK9CSfc8uTG9phWf6ftgboqWXd9kC0rNQFw9cqWL03ewXmdpHJjBncL5VTC1Ro5ueJGW2IVydR+HrggTG7A3q8L5MI5aLzaGFEL5In3ypVXzHakC2E7HCy3ZXo8bzBN2LTpKcShvY/0RYzthPZkC8BhH8T9W9h/VCO8ANTYPkq6Fj8Rz0lfyzgfqyhYtCFZqmJ1gBagtDCKUMkUGN6H0MnXIob2MbqQUdSHJaqVKFZlVVIVexQ2Va9s4Mu6ig9LRxSy5ux5mVB7Ez50NCGQ5Oqp4wUSLOAekvUiRxc+BC/0hwLgykUsZNv4BdEybvruwukjD+WiugkuXRtoVbPrahdmHe69dpRFH6uOPtyNQDRviP0HHkdD2Q3DH7Abys6LAjiJsNFkVh4ztadzcaJy12S0mPU+tP6H1oz5lmececJX+g0+7Tf4Sj9puOksoxT1uTR1Pm3CT20f66F4ZlOzpk32lY0ctHKgkS17X3ehD57nXmGY2225Gaajrye2xYkjCDfqVSgHbkiVfbdGvIDNdy03eXKDtTxIw2V3qkowX288Qjyex1FxiMdlIXL+WlFB22/bw/sN5HBPHvf3+lJYGk8rvAeilg5HKZE3CtYRwYrCXWy4bdvuw84vBiJELxbTMP3ZZzOi5SN1R6nQRumi22jdEQJsz30EL/M4Bz4qWOMabNTw2jXpXR9GsHr821eCBYzrRBxNmD6sZ4GXfN+8hlSyHoBUtXY4UrUKiYqlqpbM06VXa5+ppZ4t1LLL0xIfV7+p6sMKXi0tHfZJFC1ZBrRXGKrWjbTqsTwtnhh80rLh1FFvGkrpqJXx6rRgnhpOtWm5sOGT+Q5T6TI/3XmApPWeu9EegdbEGYD2E1xRiPGKzrLsSnkIwGYkWVSyzNR+q5lZd33eqFhrFyP8uU/SSiWMIjz3OnxWPOYXXW5tWJo21Pak82Bul4bbGs8AjBKhkhDu8aZO26kSK5uPJMa/CiNgO/Xr6KvacAtVpTiqVyXsuC8lYmx3r5dLj0EEwBtOK4nS3wgRa7lQstGmGjxZoRRoqpZ5s44wUXdfXgwf3UdqnLWdz3mtwy/XhprV1pCJtcggEjobmQqeK/NfdaCcB3l1pcpLg8PobjlY0mWhb/xXtDSNY2muZGFZR6q7lQN7B86L/DMWFSwjW2+QhwWkgvWUkeQqlazPhZf8A3qwqhVGC23+U/UG0qFNz7WHHluUizBtvFM5GNuRUexqx7h50ximfgRTAPwjbbez/CmbN5N6vHFKS5TJRx9GWCL7ou1vbGqPRUuCUg48aQaXxTTUcWwdOeixC0qw1l6dYMXsq9EaZ9smJ97M9/4f+/wxP+po/WXy+q40ePg9y2RPsB4K329PWOJxj0bWbQ5ycMCjZWZ2j74r92mxt9kZqpWWBokxl45TbbiZZEDFVKTNzlwa5tJwU1d/1HK83NZFozztCFs3ohuVxRjFEFtQ2bwpu8F/ZepVCQ/7WzL12JSroom6HtVgapbFNMRRhJuohqBqR6UbeCOC9Su+95uTYD1hvOT740OQStYb4qWqWlcVrWiGB0TRekg6vHmyopI160jEuboZvp90BGJRT9ZkxvehaHFVVSsqWSegT4x+I1OuAN90oIiaVW5klGGpHTenFVNt+EhHHJ5Kw0fTglMVVeqTesZNXVHA+Eg9WXNprmDdlMWN7TYd6pYa4IPp3cJFYx87YNsax6IZnHAFH5aFisbRg6ZgGekyQsZaKrRE9xjhYJ4fhvh9rFTYtB1L9xIawGq2Hm1aQpkQCOW5UJ7FWD9Uqz3huq5iRbgPC9iqWZErF8ahknWNZIXt3ZOlfiwfXUiMaRLVaqpKgEpHLYP81ECIptI3owrlT2I7jYjEt2mYqZWuz2p4X1r187MuOr8zu9MiRvdyHr0JyzmUCxctEy7wiAYzuHvor0Y0FE3RrecOMMTkbsSqM+i8KqELowhXSXYHAF4WtwvEkYTRh5UjCT98JLna4Op/ekmy3hIvkWw9OObBy4WhdGjGdyogI1aljBGHpQDzJOTqNEnOVS3oaob3iAc1wbcbiXhYzfg+jRY8UibU6Q2rWZ7RX4nxHQTQq4ZSGaU2nE7SAPij04KTNgP+aFpwKg2nuuJVXbRcyPhkukOFlg2L3FRmbb9jowcj4QIQlm99JzHrymClwQ7ajB40kmX97NYQMCqlJRlVaCUmAH7D7jpSDYCTKysR2s3bHkauoKPW3K8U5tHC9aTj0tSuffG2owhxTKrileV1V5lIqmLpUNdtSocqRHLhi/3Hc74gW0K0RkseAlCnhlIY0zRGDM5TG0pTUJ5cicLxiMKjqAbLwLL2Rjbqc23qC/S+hFYiLEJ+z2J8H2VCClEMo0RIDah3RrZGWTAa26s1Z+/aIofV4G7qVVCuaBlBoj6K0BQsZje5o7OMKgQyquEZIcnVIbJc+K7x0n5o9/Y75N3F86h0aGGEMv4f3qaHQ6nBWnGY94NHu44xtVYeoVxoy6xcuCmdhDLjSp4hhC4+o96q+FzMp6Sj70xVODdpd3KnLU/O0fDeZ22RIvN3fd4ksO8fknE1hUd15cq2ia1xRujoKAGat0q+5utlwGueH28jEwjWJtQSQAwXHcsw1KuwLLZtcVP7TrXypsNGsOIowrgdXFQ6jr+KSpi+biRrXh4O71MaIdP2ffo+47dgBn4PWT0oQ3YbCKCICfj23M8J5DstYRkAf25qooeM2vPojQuDMjatiyJ5NZN7337P+1Y4sdFzCX8X9ndjBIvsb8//3oLJ3SIaonrl7bPCyEGd93/grXQYkQTrg8RLu++9C6SS9Y7wnJWtewlWxIEhfhNcOk/wHC1TuOZZ4x6KNJaOZcNJTfCFdL6gVwIKsL6SLK0WAkol1oFUwRplQ67BBK+qFt+IqkUTo8wS5XC6WVFKlwbA84pZVYlX06Im+NVjHW6KlQpXTKWhQra1MuHw63QPJO0gX2+IpKpSx9ItXb5sDO5GrqzJ80hwLxsvlm1nJScG/AZucQ1eRtyVB2PAKBsRjeqVlQed7BCgH8e9b32rWh2a3Qlb5Qthn7hu89vSzWOZEGE+lAyZ4In8rm7R5bG8rFjGvqZq0dRd2aq1e9nQRhhWLRseBZNaI2m6R8GKJnfrD2kmd1MZTcHa5GGdi5NCOmsWFmv+VTsoEarXqt5xWCbEarpjKQeaB2tVBeuuedscI1bW6BnMI6JBSZZHNKi6xZ7uHryZRwoW8FovVuL9I4nVg5Dlwi8CSbRwL9GiSbs4zdPI0KpxdKGSq9O8zc6q6sk6lYuRhuLNshIilESN+TYDPMET4QfJ0vyswqBXTfw0p+YBpXNtmHR6UiOz5WcVYnw8nWWUmZqbY4K3ES4Am+dRzQCweX7Xtx2uLGAUAD5rluxOVwmWkTPzXgHA4nEUkuLed0rJuo4m0a0VbIJGjWgZ+VmH6E0tLI/KFUxFDOpO4JQbSxIfECu+sq3tEgmWtTUqB2QrlhLLfn89sLfN0ZKirTNSVjUbqzCoajmw9pH+rv6sON+ZUJWAGayMaCTYzr2dGyL2sFEjVyOnrKA39V+ZJ05JFnUC3ZErtKXp9DzUw3oLj1+od8Horh4s91w5yWItFwrJiqMHL1LcO0uKu6nUSrKO/FcA3qhEmOTq6SAJ1oORJOuLQhItXBKt6MsysmVhpVMdMQ/zJP6seZI0ePVn9UmM8+2mevq7ES4LKJV5eBipka92A4CwVbKKeLWsmTRmUbXqSRStUjvmWYhVKdqCR9WKj1TVelUXlAuSxRvCBQySdR9aYAJWFgSw6T14jWCZKmVkywItGUK4rOFzJFi9x1IhAC0d+v3PbuihjLZRsMyTZeU5BDJ1ZHQH4A3/GJdkq8P6Neuyq9erQIhkX644VrUC0SJXtLaKF3Qf3hngUaDePSFZ5s+yEFL5KctvgxCVLFzEOly8/+DDspwy633ITFgWzTuzcxRjGhoBq2aMmdldSZQZ3stZyoFiXFdFy0YSenschEbPOn8XTO6W5L70kWOn6hV5SbAfG9w1FysqWAAus7CSZD15JMF6IyTJeh948YQrjj6MZGueR47WNG1LhwcjDrlWYNr2OeyzlA77DYnKZcSqxNKhLrMU+GmQsD6P0mE/sSTCK9miyiin5urFEeG6qauPJjsVGYVo81WNz6JidHQuhy11DNu4CHI/1X3ECsBhaXD0HywbdaSH1HAjVzFsdGNyt0iAqF4tNEjSGuZjuVCJlPOL8JEvjO68Xz5Ki9SGUuUEyQ8kpMjJU8VmHuNwY/tAunxdifND3fLU+BKmVVXJqcvPORAuAD76ELg+kjD65RhyHgDhGs3zysQjKOeGwGvx80CrnB9aCEXnpS2ORpVYDlYI6bXkdmmng5GNxRCz+535IUXVkvY4Wjbck6zzIqXCJplY6F1b5bTgyZIyIat69aZG9yRX7x9JrN4aSbLeJ54r2Xow0QK25cNZIxxM1YqjDmuVciLRVtWahHB163XoJEtLiZOOOCS52a434t1qJ/FogTDKiaRKVlHV60ZuqP2my823MMpHq71t3LySYNFSGB+dRMGyTKTOhJu64qQeLYt9MJIFQCMdOhYuTsD280bErERYiDexDBulSv+e79bJS1BWfooKiatawX/V+2jw3GNzZ1O1onoVFCz3X0VT9b5caDxG1SmHzZMuZwIXRgmKmE2NmzCNY3BREhXJUWE/ztZ/hVGCjAoXsBl96NvG5bZPHYTMfVoFMvLQwkpDCdH6GU5T89ZEUcmK5vhNo20jViFdv69llGpX9V5Zo+dG3nsQTqhiqjtGFlaDdEywdRbRYCMIG6RVjia6j5GEjKKjB73pc2MnVk6yWhMlSxUrXlcfvOIjCYFBuF6jYiXBer9IcvW5kSTrfePFEi0avz3P0qrV50mVrE2OlipaIBpm+FrFEK8kq1sz6ZOSrjJiHdi8WgWeCA/SRHglYf2kZcNJmkmDVN2ataH01F3BmG4aSu1gBm5uVjfG243043lxQnVTV0zUMSnp6kyighFj7cVzlFYuG58WAKy9+HHOfULBIFrApXJl+9j6tRUf8ebr1xHp0BqBCOLzsebPTW7oRACbQmXlKSsNxjIhyY3cRwq2LbFiCqVDjHIiiEGdNuQJYVvfL5Irm9+U+bbKFlf2lTKPUfrDblsa6ziWCyO5UlmMp6Fu2fvHrMcvUlpmlrKhrZ+mDmbyZPjWCmrtWFf5rcu8LDO/FYhFvdLD9KXKa1hpkNXgrl63sigfbGJ2t++9yP8BqHfw81LPfDFv06skK/QkpPMqKpYmt5OFilpcg5ULrenzQ8zuqWI9OSTBeidIkvVU8BzJ1ht5tXbhpTSr4bsGI7yRrVoBM8ObqlWr3Gg1S6ufpMF0rwXtpuhN2AiXjD70EqISKyFpVjaEK1peQixAeyU3VLYyovl0pi4qhjaXtlJRKYzTJOrXaWpgJVdNlaa5dKy9YK4NrW/T44nYl5mfqqo6VXSdrW9GjmxEGkbpKapVgJScLPPKDO1ELGoJMMiUESsAnnulRmoAoVcg3F8lKhZGun4sDVqUAMb0olyI3fZxm6PtYqkvkq5waeNArg5HI2rZ0I/hqpjuUyKZG4qXK10FW/9WYUDJGFVlmIVRKqM32k5X8vUcv39XD/U7bkMpLIuWAtdxDrzBM4+yYOyGYCMHYVENGt0wekPyWGalw9g2R5UsWi0Pq49+ozaa0MqEZnbfjyZ8g6bPSa7eH5JcvVMkyXpqeG5k63Ob4gHxavmIQ1G3aJ7h6fBWZpxE1fLRhxZceqFqiTGeC4Y53v1ZQrw4+rQmvaEWKSGaL6i/0hvuzFqeYtCNKBlllnJRqRJYWXUEWvTk1NJdTZpqR+uEWhidpZlw64QS/kTNqB7JFyBmaWviDIiXx7666LOy5/KmAW7q/1ElClGxstPiN/wx7+1ZXMkK22JHtCJRukKsrORn6pQcaxCbo9GH7rcK5MmJk5LguH7j39o/35AoW8+7MqS+hm3DkAESqoDai/HcRZmbVN2yEmMMPw2fxWMwiHUK97a5362Lgd2+i01bnECknIStGErWyttlPLYfuXK86U1Yzj30KdR4hlW9WK35iEJS5cq9V1YmvMfsvlGw0uT+pJDk6lGQJOspIonWrsG0jjL0PK0NyTr2al2UEJVk9VPRcmEZ6pWmxXOBK1kyH5apcuFm+cpgW04yQhFFyooAXM2g2nXIvyhTpY6sJPPsxOc2v0f07/SuylMgWsPPA3gPO4xlHrsAmw9qiREgDqVAYKgoesOWiIBxM7cb9j7kchPDgEGSLsJGsV3v664se+3VZqNMhd2PlKx9uVDX+XKbp0C4dsffKF82arHuVC/fdrx5cuYXPpN52DbklXbfs86vQ8kCAtHiLemyvoI2qtCIsREvDyDVvoSbZHfb906bPmvbHPNheeBo7EloCtaRD+sNCBaQJOuLRhKsR0OSrKeOF0m4AtmSiRCuTYBpre7Z2hAuKyNOOk+Efpo0XyuUEadtthbTaMMjnizaKVnkJKtXAGWndFVW9YvHzfmkSpfmbnnrHiVaZWIwQ4zTkDKhle7kg+8kmyDNOIkCsE9iZ1erQqZV393YjVDtzOx+g+/juZft7KbeaHvjt/XRO2XHiWQrkizsFC0CLojX/uqye056jWL/vYRNI1mKlznL0dqTJdvPFLCyW78rIRqxGkRMjhtfd+/x2nzO/eeNURj6WZ0oKeGK3rZtYvtu21W+GyNcPuKQEbojAGBpmwOWvCywNoHWqAYwUG5X+Z7XPuIallXUK+bX9yOMBOuBWVh/6nf+dJKsLwBJrL4QJMn6UJBkC0KsCrkvi4Ix3hWuacLV3oe1gj3uQSIfmGjr2VJjPEibTNMgW5tyYlGTPGGjgPWZvfzUT6ZuWMApPGcJgIxMq2JoIs1Z4g5QMG2D2P9KnZOYId3Ka6piIXiu9mQqBoFu+gqaWuXLsSVXgXRtPFi+r7/Ni+2BLbGK6pQThlAi9PdMQgaYyInUvrTox4n804mO7MeFtsTritJ1zddl0Q8XhM1ex9ZXHvuH0uOGcMUpLrnzhmDpd+Kkdq9q6fKNQrVRsnicr1hSVOJlIwm9ZyEzyl1Qr85tNH1e2jC5m4JlKlbvo0Ro7XN2JcKLUYQPuK8kwXpcJLn6QpEk60NEEq5LwoVSdASilA59dKJ6tTYmeYt+qASUkbMl6tTwbxmhMnVLvFwYqpeWCyUyQt5en0XpYvVxSUlSVC42wqX+LosZ8LgBADEywJ9ffBcYZT57HmMPOJAoI03BdG5xCU6U4n59KFWA3tAZGxK16X/Hu33tPTnJ4vEx9gJdMMW7srNXsxCIiL3PnQp09P1cqFe4Tn6YBhnbxELE44Tptky4JW2b1zg6xub5jjFiR0pjWfaiRLv3WY0enW5mN8LFgVh1JVaag1WWLt6sRX1YzKC7hk3YaJOk94scrGv+qyODO/BagpXk6vGQxOq9IUnWh4wXR7ZC7MOFb0vztTajEXXU4iY93hSuWRQvJgLfiCRhChfIzPHq29LSIjB8WuLr0mWTqF7EQJsHAeuzLOtB+fJRbGHkIjUS8kUQT5eRC1s38fBJRRjhcAWJLkmOmdF3hMiX9e1+FNQRK/3FUWlM25u7qy593ORjBIO9jpGqPVmirsQmEq6jz2nHesB1ycqHh4QpkiDGILe+78E2CMuqKHmbgNM6Po+POrR99HX3xntbvlGz9p81+rMisQ0EKqpb0ZMF7IztgWSRjhakxj560OIZoKMHSRs8ez9CZuC8DO+Veq02Iwhbx9v0IjQkyXr3SHL13pEk60PHcyNawNuHmUay5f0Qax2hprVokryQMNYG1JhkRKIQn+r+LSdck6XHyzJRpDQxPqTKA8HTpQ2qAZk3D1eflHhpEGqfJSfKjPToSs6a7aMES+/CdnM3wzkA8Xt18n3MG7UhS6scw0cLIpIsuDpUjkiWkavFlvHwX61hOyNMLZAD1rJf50tlKipbZbynQ/IBHF5t4vq4vRGbjb8KGKXEqF7tVKrNMY0cBbLl5CuQsc1rVfmO7Vz7eiNnu8+7+Q5Mqdqti8rgxocVziN1diJmnqtipcWVx+jBRf1Wmt5+6L1S4uT+q9bAaxPv1ZXS4JvkX0UkuXocJMF6EkiS9dyQpGtbTvR5CvNGvGLwadG7nildofTIUwkkTEuLBE2Xl/3ajSzrgWy1mVzdshtus7KikjRAFa065u2G3YMJ20iTkywjR3bDN7WDjucjedmXDl1F6hiGaVfCcFmyCiXAzbF03Ua18nWDALhyFUnYwTQSmc2VJpDCw9Ihbef35UBf5uu3RG8zxiCop/vS4VF8xP61rkVMXL30blQ7+He/mXbeng+GlwWlXMhju2aZV4zSupxja48TPVdBsTokVnHU4OuIFfBacpXE6t0jSdWTRJKs54gXS7QM+96IOn9RVrQ+iUbCagUVNcurwiUky9QwkmgIIm3hU+WmqqVFENBO8lqsTaoBG6lo80HhqoNUcdUSV92Wm+KN//AGHcpu/vGjkhXKUE68lEwBVwjX5oYeSFXfPefwuhyOGUuFjTfvZahYLN8588aadKhgRfQHXnKUYDtR2hvhnSiRf6+xBGiEaaN6sS2/JGVGxjalQcKWZIXQs50V61Cxc2L6OpIVSrVD6RISVJr2HdTRgt570JUqIVBOspqUA1nJlMcyxFGDzVSqt1OugCRZ7xpJsJ4skmQ9Zzw3svVGRAvARUlR5z17S7dx1YuKlxZ9pGI0zhshM8JlCpeVEYv0TmQlYX0epcVBuAahsnwuwIiWvCVRtkhUqqhehdKXKUVRFYoEKpboXMEy8rUnR7EsFW7iW3M7+7yTLFW5ZF8O/iz4zVZKXbw5vr+HeI2xWboyb4uM9IT5GOUQ19sxfPmO5HCl8YGaiAAAESxJREFUC8Vqn6m1P1bExoulRGzr6aJjJesaAtkd50nIqBMpmEI1zoPlYQ0DvJKzNshVWbuUAq0kaISqtdF30EYJrmHeyoL3ZV75+3/97SDJ1btFkqsnjyRZLwXPjXAZ3iboVCbXFS4A4t9SsuXtfIiGp8sULl9ePSZCmkkXVbfE09XrMNFHTxcAD0IFdLlHESgR6Iw+kZfagEGMzAMlC+E32KhubQzpekPeG9HdZwVbP27sTLY+Klh2kw0EiwchiErVVeP6gSp1pGrZvOHa+l2UmJ/bCFelNuqWblMCqYpKl7+53Wvs1TKfx1DNTCE7UiE3byy8TCBTtm5LsIzkjimpumR9BsE8jOzMHhoKQFUrHiMFLefqyMz+OcuCQBKrd40kVh8UkmS9RDxHwvW2ZEtmCRejFIFRUtyb52M0hJIsJ1yTlhBV3ZLoCEmjtxGLAJR46Y1ZG1WPYEvSEYm0MUTv85wAbEbuAUN1GmRnLI/G6GFQD2qIKVaN5btQVWSoYoFMxdcCtspUVK4MvCNe+pp+DnZqlO8WVKu4fkN+DKr8+YjBHpbb69r52pElLjRUqbJTuJgBHVW4IWLARh3zkYTVTg5dnDvb5+Lz2kcO58tKqbASoJd4WbOrTLHqY5mVAZt+35ppJS1w+lCoepfztK5CoIJi9a7IFZAE610hidUHiyRZLxXPkWhFfJ5k+QvDvGVwHQWfBiVrQ7ZCHMQoLWriPKDrRknJsrkA+I3cFRBsFZb9KLpoMAewMZlvyY/sHxUp9C2hAoKCEvxXpkiR3Xxt/03Jjw+Jk5ObHlZG7BZfi2k4JFbAllxFkrU5aCBZ9tyOWXC5vEpQLbUuJMzVrqBYxWPbOduNXpTIBz7eT/cd33co73ZsyJeTJgzlyoiVLGuyjbW6AUbrGyVTG2IFaDlwqFYAPIYBwDG5AlK9+oKRBOuDRpKshOA5k663IVwye6BwRdLlXi4apnknZjRiIjYkbEu8TFVxNcWehxu3vBmZXLSQceUjkp0dsQKGKhJv3EqYhjmenShRaxvVyYiZHLPvFCklEbH8t79+7MmYfcf70qKtv0aojvCabbdqE11OmUWpjM81Qw1ACIodpcUNOYulQv0ebASqrBjqliiT4/146XZzDuTc+HfOplyFMqCqVLS2oVixkikjSswXrW4AvBPj+hGSWL0bJKl6VkiSldgiyVa8IYc4COA62TJDfNEU+jg6ERhp80a2OruHa3NTt+eBeAEHxCoSkj3B2PmcNjfrSI5C+ckVpj72GcvCjf5gSvv18f3E1zMlKz63m30kaHvCdQ32Ote+Bzvufp9QMtwfa+PPsuX2PJIwhHNSt/tckC/1fZERLSVg1PrFFFCytXbJO1sH8RF/VfBUAUKcbDSgqVORWJnnyrbFgTr1BqQqSdTjIsnVs0SSrMT9eM6kC/gcZUV7viNeV0cqxmgIQLbReSdgRzf0/U0duCyHHfic6AopcjLTww18UxLk7Y33Gsny9VdKgEfbblYdrHtoPMM17EmVgo4I2NXS4+67j8TLCHCh7THiudttv1HD9q+58cOF776ZYtXHNiEglNcmJOkoXmHvpXoNmUri9P6QpOpFIElW4mFIsoULles+soWiJnlbb/M2ejGMZJTlRr7GTZ73N/j4PqLis/cb7dWmFm60RHJDdkVrR7CA7XrY6j25uudPn7t85v20t3uIxkHJ8U1wn2rlyw7MWvv3GI7lI0rtnKriuHk9J1FKmO2cMcv5tVJk12nrombGc7SO79uJVSwBepSCqlHnRfZdFj0EH/cLTGL1JJHk6kUhSVbizZBkS/EmhAu4LC12FhO9HaKW7bHjvnVHDkIp6mIaSUst4wbu5b/LEWJR/YjLL8p2ryNW4fs4JFp73EOsmBlEdKx4ARfrDtUqIJChg/ewJ1eH+21VTD+3cd0RWY7ka0f2uNAoE3rpL4z8s8++LLKf+azi6L9rfQKTWD1ZJLl6kUiSlfh8eM6k643DTw1X1BOKaku4MV8QhBAhsSFFStTu+9uM64lIRo+VMm7QtQ6lCpB5XR+Jzb2vE8mRfaY9YYrr31aduo+g+Qc+GkqI17/u/r0+AJvzVHZkCgDVKt+dEa0evm8937yuoFqcNFGt4ptShdG/8zZi8x+iTkUkoXoaSFKVQJKsxLvEcyZcEW9NvoB7y1hGwrjzlpAdLTNyEZWYI1UmEJR4jP38ZvtrxOW+13vd+7jynjbb3Uem7sN9r/UusPs8F+dh/9mNQAdytZnff9+AkGE71kPN/wdIgvV+kcQqsUOSrMS7x0shW0f4XAQskXgLJLF6/0hylbiCJFmJx8dLJl2JROL5IUlV4oFIkpX4YpGEK5FIfIhIYpV4CyTJSrx/JPFKJBJPCUmoEu8ISbISTwdJthKJxPtEkqvEO0aSrMTTRBKuRCLxRSCJVeIRkSQr8eEgiVcikfg8SEKV+IKRJCvxYSIJVyKReAiSWCXeI5JkJT58JOFKJBIRSawSTwRJshLPF0m+EonnjSRTiSeOJFmJl4EkXInE80ASq8QHhCRZiZeJJF2JxIeBJFWJDxhJshKJiCRficT7QZKpxDNEkqxE4j4k6UokHgdJqhIvAEmyEonPgyRhicQxkkQlEkmyEol3iiRdiZeKJFWJxAWSZCUSj4kkXYnniiRVicRrkSQrkXgKSDKWeCpI8pRIvDMkyUokniqSeCUeG0moEolHRZKsROJDQ5KvxJsiyVQi8V6QJCuReO5IUvb8kKQpkfggkCQrkXjpSBL29JAkKpF4FkiSlUgkHoYkY58fSZ4SiReFJFmJRCKRSCQSj4CrJGv6vAdIJBKJRCKRSFyivO83kEgkEolEIvEckSQrkUgkEolE4hGQJCuRSCQSiUTiEZAkK5FIJBKJROIRkCQrkUgkEolE4hGQJCuRSCQSiUTiEZAkK5FIJBKJROIRkCQrkUgkEolE4hGQJCuRSCQSiUTiEZAkK5FIJBKJROIRkCQrkUgkEolE4hGQJCuRSCQSiUTiEZAkK5FIJBKJROIRkCQrkUgkEolE4hGQJCuRSCQSiUTiEZAkK5FIJBKJROIRkCQrkUgkEolE4hGQJCuRSCQSiUTiETC97zeQeBn4Wvrb+IyzPCEC2YrLGYDi/NH63fP9drtVh8vuPQbAh8e53O7o+Hy4zbV9ARDJPvduszv+A7fdbP8m7wn3fI4HHOe17/F1r/0mr3t1Hb/hedjtG5YfHoZswperdsfaPN0cjw+2H8fc/0w3y309h/W77Xzf/X6Xr7s99njPdHF8vjjOZl34XuLHunb8+BrXjr/5vEfHIMCuKvttZT6uG9efP/Nn736Umb8DicQjIUlW4gvBGWd8W/k1oEIAFZ+i2BWZQKXIVd+nBCIVWwvJsriexr5jfdluu1vPRKLf7tbvl/vzuJ503raDkgFdZ/v4tmG9TOVz+PzB+s1z6LJysG6z/+VU1tF22cV63L8el8vj+occ+3D5fcfVm+3h/vv1m/fAYxuEbffr7dRttpd5JxM2T2NbokAeaGxP+jyuL/6c9afHfuyC7bI4Hevl+eahZONoucz3sT4sq/58rK/6vBDr+rjOlncU6FT3tf3GtPs+ALb7QF5btrH9u79etf31c1U7rq/j7bH9ub1/XaanuxJQQSgAKhEKSJ+TricUFFlOMgcA9W//P78WicQjIsuFiUQikUgkEo+AJFmJRCKRSCQSj4AkWYlEIpFIJBKPgCRZiUQikUgkEo+AJFmJRCKRSCQSj4AkWYlEIpFIJBKPgCRZiUQikUgkEo+AJFmJRCKRSCQSj4AkWYlEIpFIJBKPgCRZiUQikUgkEo8AYr7su5VIvGsQ0U8DuH3f7yORSCQCXjHzN7/vN5F4vsjehYkvCrfM/K3v+00kEomEgYh+8n2/h8TzRpYLE4lEIpFIJB4BSbISiUQikUgkHgFJshJfFP6D9/0GEolEYoe8LiUeFWl8TyQSiUQikXgEpJKVSCQSiUQi8QhIkpVIJBKJRCLxCEiS9YJARN9BRD9DRD9LRP/qwfobIvqPdf3/SERfH9b9dl3+M0T07a87JhH9sC7/aSL6ISKadfn3ENGfJaL/jYj+NBH9srDPDxHR/6uZWvF9/R4i+vO63x8joq/Zrf86IvpbRPQv6/NfQkQ/FR5/k4h+y+f/BhPvE0T0q4jox/Vc/w0i+gkiyoyjF4SjawQR/dNE9OeIqBPRt4blX09En4XrwA9eOebv0mvLTxHRnyCiv0OXv/G1KpHYI0nWCwERVQD/PoBfC+CbAHw3EX3TbrPfCOD/Y+a/B8DvBfD9uu83AfguAH8/gO8A8PuIqL7mmD8M4O8D8EsBfATgN+nyvwTgH2HmXwrgd2FrPP2Devw9/iSAb2bmbwHwFwD89t36fwfAf2VPmPlnmPmXM/MvB/APAvgUwB+79wtKPGkQ0QTgPwPwpwD8MgDfBuDfBdDe5/tKfOH4g7i8Rvw0gH8SwI8dbP9zdi1g5t985Zi/h5m/Ra8X/wWAf12Xv821KpHYIMNIXw7+IQA/y8x/EQCI6A8D+E4A/3vY5jsB/Bs6/58C+AEiIl3+h5n5DsBfIqKf1ePh2jGZ+b+0gxLRTwD4RQDAzH86vN6P23Jd92NRPQvL/8Run18fjv1PQC6GX7nyuf8xyIX256+sT3wY+CoAXwPgP2fmn9Nlf/49vp/Ee8DRNYKZ/w8AkEvVWx3zb4annwBgXf7G16pEYo9Usl4O/k4Afzk8/yu67HAbZl4B/A0Av+CefV97TC0T/gYA//XBe/qNCArUA/HP2z5E9CUAvw3A77xn++8C8Ife8DUSTwzM/Nch6sGPEtEfJ6LfSkRf957fVuLp4xuI6H8hov+OiH7ltY2I6N8kor8M4HswlKyIt7lWJRJJshKPjt8H4MeY+b+PC4noH4VcuH7bQw9ERL8DwAopRQKiuv1eZv5bV7Y/Afh1AP7Im7/txFMDM/9zkDLhj0HO68YfmEjs8P8A+Dpm/gcA/FYA/xERfdXRhsz8O5j5F0OuLf9SXPc216pEwpAk6+Xg/wbwi8PzX6TLDrdRD8xXA/hr9+x77zGJ6HsB/ELIBQ5h+bcA+P0AvpOZ/9pD3jwR/bMA/nEA38Mj3O3bAPzbRPR/AfgtAP41IooXyF8L4H9m5r/6kNdIPH0w8//KzN/PzL8awH8L4J95v+8o8VTBzHd2fWHmPwPg5wD8va/Z7YcB/FP25G2uVYlERJKsl4P/CcA3EtE3qMLzXQB+ZLfNj2DctH49gP9GCc2PAPguHX34DQC+EcBP3HdMIvpNAL4dwHczc7cX0BLPHwXwG5j5LzzkjRPRdwD4VwD8Omb+1JYz869k5q9n5q+HmKD/LWb+gbDrdyNLhc8C+hv73UT0DxPR36Xqwrdg6ylMJBxE9At1cA6I6O+GXLf+4sF23xiefifU6/c216pEYo80vr8QMPOqKs+PAqgAfoiZ/xwRfR+An2TmHwHwBwD8h2ps/+sQ0gTd7j+B3NBWAP8iMzcAODqmvuQPAvh5AP+DGlL/KDN/H8Tv8AsgIxQBYGXmb9Vj/SEAvxrA1xLRXwHwvcz8BwD8AIAbAH9S9/nxe0YKQY/1CYBfA+Bf+BxfW+Lp4FOICvFHAHwtgL8KUR2+/32+qcQXi6NrBORa9e9BVPM/TkQ/xczfDuBXAfg+IloAdAC/Wb19IKLfD+AHmfknAfxuIvolus3PA7Bry9tcqxKJDbKtTiKRSCQSicQjIMuFiUQikUgkEo+AJFmJRCKRSCQSj4AkWYlEIpFIJBKPgCRZiUQikUgkEo+AJFmJRCKRSCQSj4AkWYlEIpFIJBKPgCRZiUQikUgkEo+AJFmJRCKRSCQSj4AkWYlEIpFIJBKPgP8fFv+fiAWzwYcAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hp.mollview(hitmap_plot, unit=hitmap.unit)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/zonca/zonca/p/software/healpy/healpyvenv/lib/python3.7/site-packages/astropy/units/quantity.py:477: RuntimeWarning: divide by zero encountered in true_divide\n", " result = super().__array_ufunc__(function, method, *arrays, **kwargs)\n" ] } ], "source": [ "variance_per_pixel = \\\n", " (net**2 / hitmap).decompose()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "variance_per_pixel[np.isinf(variance_per_pixel)] = 0" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "m = np.random.normal(scale = np.sqrt(variance_per_pixel),\n", " size=len(variance_per_pixel)) * np.sqrt(variance_per_pixel).unit" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$4.51983 \\times 10^{-7} \\; \\mathrm{K^{2}}$" ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "variance_per_pixel.max()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "m.value[hitmap==0] = hp.UNSEEN" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "m = m.to(u.uK)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "m.value[hitmap==0] = hp.UNSEEN" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hp.mollview(m, unit=m.unit, min=-10, max=10, title=\"White noise map\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Power spectrum" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "sky_fraction = hp.mask_good(m).sum()/len(m)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "cl = hp.anafast(m) / sky_fraction" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.0044214096150382255" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cl[100:].mean()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "pixel_area = hp.nside2pixarea(nside)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "white_noise_cl = (variance_per_pixel[variance_per_pixel>0].mean() * pixel_area).to(u.uK**2)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "white_noise_cl_uniform = 1.5341266e-5 * u.uK**2" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6,4))\n", "plt.loglog(cl, label=\"Map power spectrum\", alpha=.7)\n", "plt.hlines(white_noise_cl.value, 0, len(cl), color=\"blue\",\n", " label=\"White noise level\")\n", "plt.hlines(white_noise_cl_uniform.value, 0, len(cl),\n", " label=\"White noise level uniform\")\n", "plt.title(\"Fullsky white noise spectrum\")\n", "plt.xlabel(\"$\\ell$\")\n", "plt.ylabel(\"$C_\\ell [\\mu K ^ 2]$\");" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.38526121775309247" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sky_fraction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pixel weighting in the power spectrum\n", "\n", "When we have un-uniform noise across the map, it is advantageous to weight the pixels differently before taking the power spectrum in order to downweight the noisiest pixels.\n", "\n", "If we weight by the square root of the number of hits per pixels, then we are normalizing the standard deviation per pixel to be the same across all pixels, in fact\n", "we recover the same noise level we had when we were spreading the hits uniformly in the sky patch.\n", "\n", "However, the optimal is actually to weight by the inverse variance, which means to weight by the hitmap, to estimate the value expected for this we need to weight the variance by the square of the hitmap (variance is in power so weighting the map by a quantity is equivalent to weighting the variance by its square)." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "cl_apodized = hp.anafast(m * np.sqrt(hitmap)) / np.mean(hitmap)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "cl_apodized_inv_variance = hp.anafast(m * hitmap) / np.mean(hitmap**2)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$0.49056891 \\; \\mathrm{\\frac{1}{s^{2}}}$" ], "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cl_apodized_inv_variance[100:].mean() / white_noise_cl_uniform.value" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$291.08959 \\; \\mathrm{}$" ], "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "white_noise_cl / white_noise_cl_uniform" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$0.0044656828 \\; \\mathrm{\\mu K^{2}}$" ], "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "white_noise_cl" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$1.5341266 \\times 10^{-5} \\; \\mathrm{\\mu K^{2}}$" ], "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "white_noise_cl_uniform" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$1.5341266 \\times 10^{-5} \\; \\mathrm{K^{2}}$" ], "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.average(variance_per_pixel, weights=hitmap) * pixel_area * 1e12" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "white_noise_cl_inv_variance = np.average(variance_per_pixel, weights=hitmap**2) * pixel_area * 1e12" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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p0dZ+H6u+xcG2Y8e5ZFwSqVFWLEEmyutP37i3pTvLyIwNY7L3j3RPGjtl3kT3CquNAKrR7uwSvO0ubaDN5WbayPbAocXp5pN9VSzZUcbTt+UTZbWwuaiOkfFhNDuMa97Ww/g1H6WMXo5fv7/ff9uWojrCQ4IYHdAtFxi4+by7vYzr8tPZdrQeAFtAEPTZwWpsbS62HT2O0+1h/uhEXtxwFKsliD/fOZVv/HsbmXFh/GTRhP5eng601ny4p5LZOXF4NGw6UsvUkbEkRVpptDt5bXMxSinWHa4B4GhtM9dPSaeotpnzOn15qWpq/514YW0R80cn+rcfenEbt88cwaTMaJxuD39dVcCMrNguAUhlo529ZY00tbmYO6o9tay1Zm95I6MSIyiotpERG+YPotccrmGVt0vUN55tR3E9s3PieGtbab+ugy9w60lZfSs/fnu3f/twlTH28adLjDYsXn2EaSNjWXOohn9vPObf73iz0wiwvc9za9Hxbo//2Nu7GZ0cyXX5af7bfvDGTv/PF45J9D9HgLjwYH5zy2T2ljXy2+UHyE2O4JErx3U57oGKJv7s7cZfeaCaR69q36eg2sarm4uZPzqBkXHh/jGbg5V1g2ESvJ1pliCTP9vmU9fsoKDa5g3obCzfU4HbY3xTTYwM8QZzxr/02NCTGmskxImytbl4dXMxOYnhXHhe+wfI/NGJvLu9jE8PVHH7zBH9Pt6qg9V4PJqFY5IwmRTJUSGnbdKCx6NZsqOMvLToDsGb0+3hX+uPcs2kVJKirP7nFWRShIeYqZfMW7dqAspvNNmdJEd1DNKX7SqnodXZIXhrdbjZetT4UF26o5xbZ2Ty7MoCAKaONLK0fQXLs7Lj/QGAL5DbdKSOTUfq+H83T+qz3S63h7pm4zWtaepYQmSbt20f7K7gg90VgNE1vKvEyOYV17X0efyelDfYeX1LMTtK6jlY0QTA61tKeP5L0/nRW7s7ZNN8vvaikRn68TXjKatv5UhtM7Oy43C5Ow7C+eV7+zpsv7zpGB/vb389vvKvrVyRl4JHw83TMvjXhqOsDAhuO2fyXlhb1O1zOOBtd2f/ExD8nIh/ri/i9pkj/Bmw7lQ3tfGnTw5R1dj+Wj304rYu+/mCu/44VNnEUx8e6Pa+wMANjM/etz8vZcmOMgAOV9rYevQ4z3x6mFk5cXx5fg5KKfZXtGf4Cqps3P/CZgBunZHJq5uL/bcHGszP6WHVf3fgACxZYvxcUQELFsAHHxjbxcXG9ooVxnZhobG9alX7YxcsgHXrjO3du43tzcbry/btxvb27cb25s3G9m7vF5D9O4L5/j1xTIkewQ+vHs+tmVPZ98pYLsjMJDMujI+3NvLQ00d5+PU9fPPlbXz1mf1Mv7mET7bX02R3smSJcbwa40sdb75pbPtW/Hr1VWO7xfu36cUXjW2n9+/oCy8Y2z7PPQeXXNK+/cwzcOWV7dt/+AMsWtS+/dRTcNNN7du/+hXcdlv79s9+Bnfd1b792GNw773t2488Ag8+2L79ve/B17/evv3tbxv/fL7+dWMfnwcfNI7hc++9xjl87rrLaIPPbbcZbfS56SbjOfgsWmQ8R58rrzSugc8llxjXyGfBAuMagnFNFywwrjEY13zBAuM1AOM1WbDAeI3AeM0WLBi89966dcb2Ae/fulWrjO3CQnh9SzFHS9y8979ZlJYaf4g++ACuu9LCeXGxrD1cw5vvuPv13mu0eYzgrTaaLyyy4nRCSnQoqza3npb3Xo2tDZdb8/4qe4f33sM/b+GPr9ewvdjIxjz2GPx1sZMIq5mYMAtvLHHKe6+b994n+6totcO69fDJauPDP/C9d7zZQXGlgwsWuqnzJkG273bzzpsm6uthb3kDazc7WbceGhqNwKm+Hl58zUGjN0aoO24c3+btIZ0ZlcP//TyVZu/fKXtDMOvXmmj1xvdLl7tYtx4uHpUBQGWl8XiHN/4ur4A5N9XQ5jCCn5Wb2li3Htxu4/6SUmN/7/diiouN7d+vMLoUjx7r/r1XY2vjDysO8dTv3d2+99pcbpbtLOfwYXj5vfYA6OAhWHT/cX/wdOAAbN/R/vh9+2HHTuMLxuI1R/jTf6q44/+1Zxx37zH++YKCXbthr9GLSFWjnR07jWO4PZplO8t58sVyfvhjtz9w2/a50YYV3i7PrdvgR/9X5D/+li1QUNDenndX2CkMGNa2cSMUte/O+g3GNfJZt964hmBc03XrjWsMxjV/8oVqFv3aCNycLuP+ciNmxuEwtisr4fNj9djbjO0qb2zle+9Ve/+uNLcY27XexJ6t2dj2vfcam4zteuPXnIZG/O89MG5ft55u33tLdpRRW2tsN7fAM58eproGnn6pjjv/uoWjtc08/1EZ69aD3Rtj+t57/1prXIDyCmPbeZZMXh9WwdvZxGwyEWyPZH52Cl9fmMt9EyaTUDCJ26fkMC83EYfHQ3NcBYs3HuLbr2znlcO7aEg5wrojVRTXteCR2lXiFB2pa2LNoRqmJCVjaes6FnRuThKtDjeHGnrvJvHZUVJPQ4uTMZHtg9NTo63Y3G1o1XtXWn+UeTN4LZ42dMD0oRZt3F7b3J5hc5lcRFktxIQG40C6TTtrdLSxYm8loxOMiQqtro6fSFpr6podONwe3CGt/tvtLhdui3E9Kxrs1HmjrvTIcP8+bkvPmc6I4GDMjlCuHmuMBQtSJrRqfy3tLuPYo+IjiQs3uvCDmztOpmhKPuofe1zZ2n0m6US9s72MnSX1lDnqur1/yY7yHrsLSyILur090K8/2N/nPv21x1N42o7VH3dk9jxJ5VzxxJK9g92EE6aGUwHL6dOn6y1btgx2M/qtzeWmqKalQ3erb3Cu1RJETmK4v6s1JzGc8BDpBRf94/ZoHn93Nw6Xhyeuy+t2NpjWmp+8a3Rl/GTRhD4H/f76g/3U2Rw8eeNETN7uhA2FtTz3WWGHQcYn6/1d5byx1Sga+uSNE/1dpG9uK2HZznKmjozl6wtzAfjFsr1YLUEkRoaw7ehxfn/blFM698nSWlPd1EZ8RIi/i8Xh8lDZaD/pWYG9OVDRxMj4sF5n9wFsLqrj2ZUFPHLVOJ58bx83Ts3g6kntJSsa7U6+84qRyr1leqZ/jM+XL8jh+dWFZMSGUVzXwuUTUvhwTwX3zM3qsasu0K9vnkRCRAjrC2p5fnUhqTFWMmPD/GOC75uXzd/XHPG/hwqrm5mcGc23Xt7unzTRk8vzUvjQ21Xam+e/NL3Le/mljUf5ZF8V10xOZf7oRMwmxTMrC7gyL4XoUAu//eggdoe7z2PHhQf7u3SHKmtwEPfNzeaZT43xX4vvmUGLw0VBVTOFNTbe3V52xts0b3QCaw7VnPHz9qW32deni1Jqq9Z6eufbJfN2FgsxBzEmJZKrJqbyzYtH8/St+Tx540Tun5/N7FHxNNldLN1Zxu9XHOS/Xv6cH729i3+sPcJnB6sprW+VyvLnEIfLw+tbivl4X98zwvpjfUEt5fV2bp2R2eMHvVKKhWOTKDneSkGngqudFde1cLCiiYVjE/2BG0CKN8CqaGjt8hin23NC79GygLFzgePoKrzlJALHcNnaXESEmIkJC6bJ7uowA/JMWXOohm+9sp1H3tzVYfD9K5uP8bOlezsMtu+L3enmyff29Tpmq77FwW8+3N+vAsvV3rFiGbGhhFhMHWbngtFl6uML3ACe+6wQrWHKCGPM4e4yo+98QppR/80c1HuAH+udEBNpNb5oKhT3zs0mK8HI3P3dW6oiKtRCQkQIM7PjCDEH8eSNE7llekavx56d3b96MA/835Yu4yCt3iLAS3eU84M3dvKHjw9RUGXjT58c5hfL9nUbuF02IbnLbf0Zs9ebr56BCXWdjUnpOJniqZsnMyHNyHb6/g8LNjMxI5rr8tNP+5eOyyek9HjfM3dNZfE9M7guP50Iq5mf35DHffOyO+zzm1smk58Z06ESxMXjur42/bVwbFLfOwFP35Z/0uc4HSRVM4QopUiKspIUZfVPZbY73RypafZm55r5/Fi9/xtKaHAQOYneWa3e7FxYsLzkQ01Fg51nVxVQXNeCJcjEjOy4U5qh7HB5eHt7KVkJ4X2WApmdE8/rW0v4eF9VrwU6Pz1QhSXIxLyAWXOAf6Zq50kLDa1OHn1zF/fPz+53OZKKhlYy44yMj6/+F0Cl99i1tvYP5Ca7i0irhRhvcd6GAaoF1Wh38un+KsKDzZyXHMmI+PYPtjWHawi1BKGUURIBjMHTaw7V4PZoDlfZ/KUN+lJa38phb/a984en0+3h/d0VJEWGoDVUdRrEv7Gwlsy4MH8RXDCCt0irGasliMgQS5dAsnP26K7ZI3lxw1H/dlZ8OEEmRenxVpSC6FALP1k0gSirhf9+bXuPz8OXffT1EpgUBJtNXDQ2yR+4QdeivLHhwUzMiOmw3Jov6+cTeO37UtnYRkxYMG0uIyjrPAzlWG3fExumjYz11z/z6W9Jip7MyIpj/O1R/HzZPqoaT22iT2Am8vop6czMjmPr0eOEWoIYER9GqCWIFoebrPgwgkyKPWWNpMWE+mcdP3r1uG6z5dflp/HR3kq+fcl57K9o7FB82Sc52ur/vVx8zwz/4P+UaCv3zcvml8vaJ2h8YUYmC8Ym8sh/jBqsd8/JYnJGdIcaqXHhwfzBmz1PjQ7t8F6JCw/mmxePBmDlgSr+tf4o83ITuHFqOgBff6nr5IieXDo+mdtmjuh2pvP5o+JZX1DLmJRIRicPfpUI+SQf4qyWIMalRjEu1fiGpLWmsrHNCOa83a1LdjSgtTGzKy0mNKDuXDgpUdZT/oMjBs7Gwlr+b30RZpOJO2aN4N8bj/Hp/iquy08/6WOuPFDF8WYH983N7vO1t1qCmDsqgZUHqmhocXZbBLXF4WJ9QS0zs+OI6NR1b7UEERseTEWn4G1PWYPxxaO6uV/Bm9aasgY75+fEU9fs8GfbfO/3IJOiuc2F3enGbFK0Otz+CQsAx1sGJnhbd7jG340UYTXz9BfyMZkUHo/mWF0z83ITqWy0U1pvZB4/2F2BxghiDlY09Tt482WKWrrJAO0rb+Sdz0uJ9Y4RCwy87E43z60uZHZOPA/Mz8Hl9vDvTcfYUVJPYqRxPSKtZsrq7f5zfPe1Hf6Zoz7zRif4g7cgkyI7MZy48GCqm9qIsloIMil/UBkfEewPpHMSw3lgfg6PvtmxOLov85brLaERFlCmJDrU0u37Mj0mlIvHJfuzz4lRIfzihonU2NpodRrXpXOZiK8tGMVfVnYdk+Zbu/cvKwvYVdJAemzXIOXqSamsK6jtkIX0uXBMoj+L2F85ieH+0iw+t88cQf6ImA6lLsJDzFw2IZkX17cHyzdMTWdjYR1l3vfRgjGJTBkRS0SIGbfW/HLZPv77svP43fKD/sdcn59OdVMb5Q2tXDvZKKvR22oOeekdV8/oqQDvlBGxTPH+zk7KaH//fv2iXBIjQvzvgx+/vZsM73W9beYIXtl0jO9dNobY8GD+9/Yp7K9o9L/OSZFWMmJDSYgI6TDrvSd/uWsaf11VwE3TOmZjF4xJYs6ohA61/C4dn8yWo8eJDw/m6kmp/GHFIWbnxHPbzEy+/Ur7F42bpmVw2XgjYxc4w9Tngfk5PDA/p8+2nSnDInjzFenNzc0d7KYMOKUUKdFWUqKtzM01snOtDjeFNUbNuYIqG5uL6vxdK+Eh5g5j53KTIga0iKXoH4fLwyubj7HqQDW5SRF85cJRxIUHs7eskU/2V3FFXspJrfdod7pZtquc8WlRjE/rvaq+z8Xjkvj0QBX/2VbSpcsCYO3hWhwuDxf10N2QGm3tknnbV24MNO+cJQIjk/TWtlKumJji/3bb0OrE7nCTFmMlOSrEn3mrbXbgdHs4LyWSgxVN1DU7/IFApNXs/4BtaB2YcUhHalqIjwhm0eR0/rH2CEW1zeQkRlDRaKfN6SErPgxLkGJfeSN2p5vVh6qZnRNPdVMbByv7P9j+eLMRbHQXvPmurS/ICAzeDlfZ0BpKjhsf+rtKG/zBzRhv4BQeYmZ3aQOPvbOHe+ZmAcbM0SCTwu3RjE2N7FDP6o93TCHEbATlxni+jkFMdkIEtbY6bp2RyUVjkzAHmThyVjoAACAASURBVFg4Nsk/AQEgISKEH10znkzvh7vvvTw3N4F7vW3ozh2zRmC1mFi2s5yRcWH+v3U+d5+fxRUTUliys5yrJ6aSEm3l25cE+WebJkSEUGNro9bmwOHy+EuIlB5v9d/nExsWzFO3TPZnjcDIEr22uZj48BBCOg03eGih0eX5h9un8K2XP/ff/ujV46hssJM/IoZv/rv99sDxUo9cNY4oa/vHcWA37S3TM7hkXDIpUVb+srKAK/JSuGV6x+K/vmPdPz+b5CgrrQ43wWaTfwzoQLpvXjZpMaFkJ4R3uP1n1+f5f750fDKXjm/vygwPMXcoQQPw0+vy6K9gs8mfbevuvkC3zRzBbQHljn598yTiwoIxmRQ/uz6PDYW1XJGX0qFX6tLxyYxNiWJEfBiNdiemszDBMSyCt8AivYPdlsEQGhzEhLRo/7gUrTXlDXYKqm3+rhjfH7HRyZH84Ioxwy4bV9fsYNvR41w0NqnDmK3BENhNeuXEVK7PT/OvynF5Xgrb39/PuoJaFo7p39iMQB/uqcBmd3Hj1N7HDwVKjrJy+YQU3t9VztzchA5jZLTWfHqgipzEcP+4pc5Soq2sO1yL1hqlFFpr9njHSlV3E7wVVNv4cE8F4SFm/yD6Mm+h39ToUFKiQ/2P92X0JqRFcbCiiVqbA7c32xZlNfszhb7g53QrqmkmOyGCyZnRKAW7yxrJSYygqNbIsIxMCAdlTBBZX2AEudNGxlJYbeO9XRXYne4+JxcA1HvX+Gx1dB0nV17fcTxh4KzbQ1VGgFje0MqyneX+WleAPxPpC/aa21y0tLUHDSnRVh69ahzmTr8PvkAr1nttO7/uN01Np7LRzoysOP/79q7ZI7u0O/DDfmxKJHfPyeL8nPg+//bcODWDRZPTelypJinKyv0BXzImZkTzu1vzWby6kAcuyOGHb+3m82PHO4zlA7CYFZMyYthZYtSi6O5L7GXjk0mICDHGWHW6b0Sc8XwiQsxEhVr867IGB5mYk9t7xf7cpI5ZrgvHJPLG1hLCQ8xckWf8DkwbGctds0f6v5R3p6+VAQZCb+05GyUEZODTYkK7/VuolPJ3ww9292hPJMUyDCmlSIsJZf7oRO6dm83Pr5/I/94+hRunZnCosoktR7uvbH2u0lqzeE0hL286xuai7ksFnCkbC2t5Yuke6podfOuS0dw8LaPDh9TopAiyEsJZvqcSj+fEJqQ02p18uKeCqSNju3xL7su1k1NJiAjhn+uLOsz621veSGWDvddBvilRVuxONw3eD7PyBjsNLUZF/2pb1+DNV8xzZ2m9/7Zy74SH1Ggj89bQ4sTudAcEb8YXk9rmNn+XWESIhUjvmoi+4Od0srW5qLG1kRUfRqTVQlZ8OLu9SzsV1bQQbDaRGmXMpgRYsa8SpeC85AjOS45Ea+3NjGm2Hq3rdVJFb92m5Y12f2YsKtRCi7f7GOBQpTHRxOXWvLmtBKe7fVkrX1B228xMIrxZnwMB2cC0mFCsliD/+y8l2sqogCCjzWm0Nyu+43spKcrKTxZN8Hfj9ofJpLjwvMR+Z/1PdInB6FAL/33ZGKKsFtKirf6q/4FqmhzcGrCclS+GPC8lkugwC09cn4dSimkjYwkyKUwmxVO3TPbv7+uGBvjpdRN45Kqx3DFrhL/rEIxuy9jwYP77svN6bW9YsJnf3ZrPr29qnwDhm0AkPSMCJHgTXuEhZq7MSyE9NpQ3t5UMyuy8wbKhsI795U1Ygkws21U+KLN0KxrsLF5zhL99VkhmrLGET+B4Eh+lFFfkpVDVaGd7SX03R+rZezvLcbg83DDlxMfLhZiDuGv2SCoa7P7K9QCf7Ksi0mpmRlbPay92nrSwt8yoqnn+qHha2lxdKtP7ulILqmz++8oa7IQGBxEdaiHVe7zKRjsVjXasliBGxIWhlKKu2eFflD7SakYpRXSoxR/8PPdZIT94Yyc/fGsXf1lZcEqvdZF3EoIv85SXHk1htQ1bm4ujtc2MiA/DZDKGMSilqGiwMzLemDSUmxSBUka35sFKG898WsC2Y/VUNtr5ZH/XGcXHewneKhrszMqJ47op6VyZZ8zcq212YGtzcbjK5h8PC0YG7JfemZu+2ZIT0qL5L28XlG9dUaDDBAeAX9wwkUeuHOvf9q3IkNHNeLGzWefnFSgl2tplHdEfXDGW330hv9vB+z0FqFFWC7lJkVw8LrlDJvGmaRk8dctk/5eN3kSHWnpdb1YMbxK8CT+TSXHLtEyqGttY1Y9yA+eC5jYXr24+Rk5iOHefP5LS463+Sv0DTWvN/opG/vjxIX709i42FtZy5cRUvn/5mA7jgzqbOiKW+IjgftW08qm1tfHJ/irm5ib0+uHVm4kZ0UzPimPpzjIqG+3U2NrYUVLPBecl9rrGX2q0cT5flmxveSNJUSGMTTGCis7j3iob7QSZFFobC0Abj20l1RsEJUVa/cerbDTWXg0yKeLCLdTaHP5aiL5B8bHhwdS3ODlc1cSGwloSIoMJtQSxpaiOxtaTL5fu7xr1dq/kpUejNWw/Vs/R2hZ/RsoSZCIl2sjK+AIpqyWItJhQjtQ0+2eiFte1sGJfJS9tONZh7BW0LznV0qnbtMnuxGZ3kR4TyqLJaeQkGuessznYdKQWt0dzg3fWXYjFGHsWHWrhirzUDmN8fAFxQ0CGMj2m65q2gYHI9VPS+f4VYxgZf2JZ3MGW2mmtXt9YLF/Xrm8w/lB7XmJ4GRZj3kT/5aVHMTY1knd3lDFnVMI5/83vzc9LsbW5+O9Lx5AeG8q7O8pYurPcWzdoYMa+udweNhXVsXxPJcV1LURYzVwzKY2FY5K6nc3ZWZBJcdn4FF7edIzDVbYu42W68453RuSiyWl97Nm722dmsrusgRc3HPV/uPU1Oyw2zEKIxUR5gx2X28OBiiZm58SR5O1mqrG1dejGrWq0My41iiM1zewsqWdmdhzl9Xb/bLjkKCtKGfXdKhrs/kW/4yNCqG12kBAZjFIQ7g1OokMtlDe08v4uYxzdNy8azZGaZp768AAl9S1Eh/WdBenOkepmkqOt/iAoJyGc2PBg/rHWKGMwMqB0RXpMGOX1dsYGjBfMig9nZ0m9f4JFyfFW/+LuByubOozNaQ/eOmbefAGxL0COCzceU9vcxppDRomQUYkR/NfFo7udUekTFmwmNjyY480OokMttLk85CT0/r4KNpv8AfhQ4gtwfWZkx3UY0D4zO47JmdH9nhB08bhkxqb2XEZHiIEgmTfRgVKKm6dlYrO7eH93+WA3Z0AVVttYdaCKi8clM8Jb6+iqiakU1TT7Mz6nk63NxbKd5fzPf3ayePURXB4Pd8/J4jc3T+b6Ken9Ctx85o02AuvAOlc9KatvZV1BDReNTTrlchkxYcHcPDWDvWWNfLingvzMmD6PqZQiJSqUioZWimqbsTvdjE+L8o8RClywWmtNVVMbqdFWJqZHs7u0AVubi4ZWJ2neTFCw2URceDDFdS3UNTtI9mZS4sODqbW10WR3ER5i9k88iQ0LpqrRyBJeNDYJqyXIH8j4ZmGejKLaFrIDsjMmk+KHV43j5mkZTMuK7dDtPTopgtDgoA6BdnZCOE12F7u977Wjdc3++mK+MVnrCmr4x9oj/jFsrZ2CN1/h4lTvtYkJNQLlrUePc7S2mdk5RuHayZkxHYLB7lwyzhi3mJMYzp/vnHpCY9aGktykSH598yT/F9PuBqSfyEzuO2aN6HetQiFOF8m8iS6yE8KZmR3H8j2VLByTdE7+EXd7NP9cf5SoUAvXB9RMmzMq3p9961z36GS53B5e31rCZwercbg8jE+L4t452eSlR510ds9qCWLhmCTe311OVaPdv1RUZx6P5rUtxYSYg7hqUs81nk7EgjGJrCuoobC6mYvG9q+SeUp0CIerbOwpa0QpGJsSZRSItZqpamovI9LQ6sTh8pAUFUJWQjgbCmtZX2CsKenLLoExCWJveaP/ZzCKdR5vcdLQ4vR3mQLEhFlwezSWIBMXeQOUKKuFqFBLl+Ct1eHmNx8eIDMulC/OHtnjwPgaWxv1LY4uMy1jw4O5sptaWheNTWJObnyHmaW+zFxLm4uwEDMN3uxakElxoKIJh8vDa5uL/d3AMWHBXcYHVjS0YgkyEe/9HTWZFPmZMWwsNCbeTB3RvzpyAJeNT6Gx1cWM7J7HL54rEiJCWDAmifd3lRMVKh+DYuiRzJvo1o1TM/BozdvbSwe7KQPik/1VFNe1cPvMER26hs1BJq6YkMKhyiYOVJyeRa9XH65hxd5Kpo2M5SeLJvDdy8YwMSP6lLtlLx6XhEkpPuphySyHy8MzKw+zq6SB6/LTTtuUd6UUX56fwy3TMxjXz+6ilOhQam0OPj9Wz8j49nV4k6KsHcZ3VXqzcEmRVvLSjfIbH+01souBY5WSo63+2Y6+4C0+IgStNcXHW4gMeK6+Qr1zcuM7XIOM2FBKOwVvL208yrG6ZtYcquF3Hx3sEiz5vLq5GHOQYnJG/wJ8k0l1Wd0kIzbMnx2cFRAwzcyOo6LBzrJdZTTZXf7xhGkxVpxuDw5X+2Sisnq7f0JE++PjvfuH9hjU99TGL8zIPOGZyEPVTVPT+fOdU0+qXqIQg02CN9GtxMgQLhqbxNrDNf7q8OeK480O3v68lLz0aKaP7NrdccF5iURazSzdeeoLMLe53CzZXkZuUgT3z8s+resCxoQFMzsnnjWHarosb9TicPG7jw6yvbie22eO4LJe1g88GUlRVq7IS+13AOoLvIrrWhgfMPsxKTKkQ7epLwuXFBVCRIiZnMQIam0OzEGqQ7dfcmR7UJIUZdzuyz7V2hwdVnoYlRhBZlwYV+R1vAbpMaGU1bf6S65s9Gb5rp2cxgPzczhcZeOljUfpbEtRHduOHue6/PQTCo46Czab/DMYfbWygs0mFowxxhAu3VFOTmI410w2Mnm+986b20r89doqGuxdBuBPSIsiNjyY80f1b63P4Uop1a8ae0KcjSRfLHp0zeQ01hyu4Y0tJXzrku6rWQ9Fr2wuxu3R3DlrRLfBR7DZxBV5Kby+pYTCahs5PSwT0x8f76uiodXJ1xaMGpAJEJfnpbD2cA0rD1RxzSRjMkJ9i4OnPzpIeYOdL8/PYVbO4H+IpwQEOYErOyREhLChpRan24MlyERlYxsmkyLeO/B+Yno0BVU2UqKsHRe89wYsseHB/g/gwOAusFp9srfuWGcZsWE43R6qmtqIDrXwrw1HyU2K4JpJaQSZFIerbaw9VNOhkK7d6fZP1uhtQe3+GpcaSZvLWIkhPMRMarSVUYkRfOOiXOpbnExIiyIhIoQJadH+VSVW7KvCpIxsXW1zG3NHdyySagky8eubJjHItaaFEANoWGTelFLXKqX+1tDQ0PfOwi8ixMxVE1PZWVLP/orTP4B/MOwubWBLUR1XT0rtNWuyYEwSYSFmlu08+UkbzW0u3ttVzqSMGEYnD8xstPSYUPLSo/l4XxUOl4eKBju/fG8f1bY2vnXJ6LMicIP2GaKWIFOHQfu+xdR9a2FWNdlJjAzxL2A+ydstmdqpvIkveAvMOsWGt3eJRvaji9g3aaG0voWtR4/T6nDzhRmZ/nOfnxOH0+1h27H2otVrDtXQZHdxx6z2/U7FTVMzeOya8SiluGlaBldNNLKZU0bEsnBsEkneoDU7Idw/K1VrjdujeWnjMbTuWvoCjHFzw22VFCGGk2ERvGmtl2itH4yOPj0D0IeTS8YlExsezOtbSgaleO3p5HB5eGnjUZKjrV260DqzWoK4dHwy24vrKa5rOanzvb/bWP7oxqknv4h8f1yRl0Jjq5M3tpbw5Pv7cLg8/M/lY/tVCPRMCTabSIqyMial4zqZvi5P3zJZVY1t/hIiACPiwhifFsXkTgWL470Zt8CadSHmIP9EhcBu056kxRgBZcnxVtYX1pAUZSUnYLzXqMQI4iOC/YP/3R7NR3sryU2KIDfp9ATj5iCTf8zlheclMrmXheoDx8xFWs3+1RxSTqHrVggxNA2L4E2cvGCziRumpFNU08zmoqG9bNZ7u8qpamzji7NH9lpU1udib1mJZbtOPPtW3+Jgxd5KZmXHn9Zxbt0ZmxJJZlwYH++rJNQSxKNXjetxndHB9M2LcrlnTlaH23xdndU2u7dMiN1fhBeMcUnfvWxMl/FbSikevnIs13aqW+crWxI427QnIeYgEiOt7C5t4EBFE+eP6riuplKKWdnx7ClrpNHuZNux49TY2k77+MH+CguYWPPNi0czMzuO1JiOC7MLIYYHCd5En87PiSdjiC+bVdFg571d5czOie+wXFBvwkPMLBybxJaiOn8x1P5asqMMt9ZcN+XUiuL2h1KK22ZmMi0rlkeuHHdKg+gHUmp0aJeyM9GhFoLNJqoa22hoddLm9JAc1b9adJlxYV0ybL6VKSL6EbyBMeO0sLoZrWF2NyUyZuXEobXmLysLeHnTMZKiQpjSS3ZsIPmCtyCTIis+nK9cOIqfXz+xX19EhBDnFvmtF30ymRS3TM+kuqmNlQeG3rJZWmv+taGIYLOJLwQsPN0fl01IxmwynVD2rbLRzqqDNVx4XmKHLNJAGpsSxUMLck+o0O/ZQClFYmQI1U1t/mWyTuWa+Wac9rcsim9dzlFJEd0GvRmxYYxNjaS8vpXkKCtfmpPVYeLEmeTrNk31LgcmhBi+ZLap6JcJaVGMT4syls3Kje9Ss+pstvGIsfD8XbNHEh16YsFNlNXCgjGJrNhXxXX5aX1WqQd4+/NSLEGKaycNfNbtXJAYEUK1rc1fMqS/mbfu+CZG9DeI9QVv5/cyseP7l4/t8b4zyRKkCDKpk16bVghx7pDMm+gXY9msDJrbXLy/q/8Log+2FoeLVzYdIyshvM81OHty+YQUTAre70f27VhtC5uO1HHp+OQhlwUbLL7MW0Wj3SgTcgpLeM3NTeDhK8f2O/M2MT2Gm6ZlMCf37JiV2xulFIvy01gwJmmwmyKEGGQSvIl+GxkfzuyceD7aW0lds2Owm9Mv/9lmLDx/9/kjT7q7KzY8mHmjE1h9qIbjfTzv/2wrITzE3OdsVtEuKSoEh8vDoaomEiKCT6lLMNhsOqGZoMFmE1dNTB0yVfavmZTGmBRZBF2I4U6CN3FCbpiabiyb9fnZv2yWb+H5i8YmMzL+1GZfXpmXikfT60LwByqa2F3awFUTU4dUt/JgS4wwxpoVVDWfsTGCQggxlEnwJk5IQkQIl4xLZl1BzUnXPzsTAheev2HKqddZS4wMYXZOHCsPVNNod3a5X2vNf7aVEBMWzEVjpVvrRCR667pprUk+S2fKCiHE2USCN3HCrpqUitUSxH+2lQx2U3r0aQ8Lz5+Kqyel4vJ4+GhP14XgtxfXU1Bl47r8NILN8mt1IuIjgvGVVwss0CuEEKJ78ikjTlhEiJlrJqWxq6SBfeVn37JZ9S0O3vq8lAk9LDx/slKjQ5k2Mo5P9lfRHLAQvMejeXNbKcnRVv8C46L/LEEmYsOMEh+SeRNCiL5J8CZOykVjk4g7S5fNenlTMS6Ph7t6WHj+VFwzKRW7083H+6v8t20orKWsvpUbp6RL/a2T5FsmK+kUyoQIIcRwIcGbOCnBZhM3TE3naG0zm47UDXZz/NoXnk8bkJUGMuPCmJwZw4q9ldidbpxuD29vL2VkfDjTTmOWb7hJjAhBKeUvsiuEEKJnEryJk3Z+jrFu55vbSnGeBctmBS48f+UAluq4elIqzW0uVh6oZtWBamptDm6aln7as3zDyWUTUnhgfjZmWepJCCH6JH8pxUlTSnHL9AxqbG18GtCNOFh8C8/fNat/C8+frFGJEYxPi+LDPRUs3VnGuNQoJqRFD9j5hoO0mFBm97LKgRBCiHYSvIlTMiEtmglpUSzdWU6Lw9X3AwbIgYomlu40Fp4fn9a/hedPxTWT0mhsddJkd3HTtIwBP58QQgjhMyyCN6XUtUqpvzU0NAx2U85JN0/LpMXh4r1BWjarvsXBs6sKSIoK4a7ZI8/IOc9LjmBSRgxzchPITji1AsBCCCHEiRgWwZvWeonW+sHoaOnaGggj4sO8y2ZVnPFls1xuD39ZVYDd6eahBaNOW023viil+NYlo7l/XvYZOZ8QQgjhMyyCNzHwrveuYvDWGV42681tpRyutPGlOVlkxIad0XMLIYQQg0GCN3FaJESEcPG4ZNafwWWzthTV8eGeCi4alySD3YUQQgwbEryJ0+bqiamEBpt5Y+vAL5tV0WDnH2uLyEkM59bpmQN+PiGEEOJsIcGbOG3CQ8xcMymV3aUN7CkbuMkhdqebP396GHOQ4msLcqU2mBBCiGFFPvXEaXXR2CTiIwZu2SytNf9cX0R5QysPXpBDnFTkF0IIMcxI8CZOK0uQiRumZFBc18KGwtO/bNbKA9VsLKzj+inpUhhXCCHEsCTBmzjtZufEkRkXxlufl5zWZbMKqm28vOkYkzJiuHpi6mk7rhBCCDGUSPAmTjulFF+YnkmtzcEnp2nZrEa7k7+sLCAmzMID87NlHVEhhBDDlgRvYkCMT4siLz2apTvLaW47tWWzPB7Nc58V0mR38vWFuYSHmE9TK4UQQoihR4I3MWBunpZBq8PFsl3lp3Scd3aUsreskbtmj2RkvCxFJYQQYniT4E0MmMy4MM4flcDH+yqptbWd1DF2FNezdEc580YnMH904mluoRBCCDH0SPAmBtQNp7BsVnVTG8+tLiQzLow7Z52ZBeeFEEKIs50Eb2JAxYUHc+n4FDYU1nKstv/LZjlcHv786WEAHlo4imCzvFWFEEIIkOBNnAFXTUwhLNjMG1uL+/2Yf288SnFdC1+en0NSpHUAWyeEEEIMLRK8iQEXFmwsm7WnrJHdpX0vm7X6UDWrD9Vw9aRUJmfGnIEWCiGEEEOHBG/ijFg4NomEiBDe2Nr7slnHalt4acMxxqVGcX1++hlsoRBCCDE0SPAmzghLkIkbp6ZTXNfC+sLabvdpbnPxzMrDRFjNPHhhDiaTFOIVQgghOpPgTZwxM7PjGBkfzlvbSnG4Oi6bpbVm8Zoj1DU7+NqCUURZLYPUSiGEEOLsJsGbOGOUUtwyPYO65q7LZr23q4IdxfXcOiOTUYkRg9RCIYQQ4uwnwZs4o8alRjExI5qlO8uweZfN2lvWyFuflzAzO46LxiYNcguFEEKIs5sEb+KMu3laBnanm/d2llPX7OBvnxWQEm3lS3OyZMF5IYQQog+ywrc44zJiw5ibm8CKfZXsLW/E4fbw9YW5WC1Bg900IYQQ4qwnmTcxKK7LT8ekFMV1Ldw7N5vU6NDBbpIQQggxJAzZzJtSahzwLSAB+Fhr/ZdBbpI4AXHhwdw7N4sWh5sZWXGD3RwhhBBiyBiUzJtS6u9KqSql1O5Ot1+hlDqglDqslHq4t2Norfdprb8KfAGYO5DtFQNjVk48C2WCghBCCHFCBqvb9AXgisAblFJBwJ+BK4HxwO1KqfFKqYlKqaWd/iV5H7MIWAa8d2abL4QQQggxOAal21Rr/ZlSKqvTzTOBw1rrQgCl1CvAdVrrJ4FrejjOu8C7SqllwL+720cp9SDwIMCIESNOS/uFEEIIIQbL2TTmLR0oDtguAWb1tLNSagFwIxBCL5k3rfXfgL8BTJ8+vedFNYUQQgghhoCzKXg7IVrrlcDKQW6GEEIIIcQZdTaVCikFMgO2M7y3CSGEEEIIr7MpeNsMjFZKZSulgoHbgHcHuU1CCCGEEGeVwSoV8jKwHhijlCpRSt2vtXYB3wA+BPYBr2mt95ym812rlPpbQ0PD6TicEEIIIcSgUVoPnzH806dP11u2bBnsZgghhBBC9EkptVVrPb3z7WdTt6kQQgghhOiDBG9CCCGEEEOIBG9CCCGEEEPIsAjeZMKCEEIIIc4VwyJ401ov0Vo/GB0dPdhNEUIIIYQ4JcMieBNCCCGEOFdI8CaEEEIIMYRI8CaEEEIIMYQMi+BNJiwIIYQQ4lwxLII3mbAghBBCiHPFsAjehBBCCCHOFRK8CSGEEEIMIRK8CSGEEEIMIRK8CSGEEEIMIcMieJPZpkIIIYQ4VwyL4E1mmwohhBDiXDEsgjchhBBCiHOFBG9CCCGEEEOIBG9CCCGEEEOIBG9CCCGEEEOIBG9CCCGEEEOIBG9CCCGEEEPIsAjepM6bEEIIIc4V5sFuwJmgtV4CLJk+ffqXB7stQgjRG6fTSUlJCXa7fbCbIoQ4Q6xWKxkZGVgsln7tPyyCNyGEGCpKSkqIjIwkKysLpdRgN0cIMcC01tTW1lJSUkJ2dna/HjMsuk2FEGKosNvtxMfHS+AmxDChlCI+Pv6Esu0SvAkhxFlGAjchhpcT/Z2X4E0IIYQQYgiR4E0IIYTfd77zHX7/+9/7ty+//HIeeOAB//Z3v/tdfve737Fy5Uquueaabo/xwAMPsHfvXgB++ctfDmyDgXfffZdf/epXA36e0yEiIgKAoqIi8vLyzsg558yZ0+c+WVlZ1NTUdLl95cqVrFu37oTP2dPxxOkhwZsQQgi/uXPn+j+sPR4PNTU17Nmzx3//unXr+gwGnn/+ecaPHw+cmeBt0aJFPPzwwwN+nqHqZIIvn5MN3sTAkuBNCCGE35w5c1i/fj0Ae/bsIS8vj8jISI4fP05bWxv79u1j6tSpANhsNm6++WbGjh3LnXfeidYagAULFrBlyxYefvhhWltbyc/P58477wTgxRdfZObMmeTn5/OVr3wFt9vdpQ1ZWVk8/vjjTJ06lYkTJ7J//34A6urquP7665k0aRKzZ89m586dALzwwgt84xvfAOD1118nLy+PyZMnc8EFFwDgdrv5/ve/z4wZM5g0aRJ//etfu33uPbXtH//4B+eddx4zZ87ky1/+sv9c99xzD2+88Yb/8b6sms1m4+KLL/a3/5133un1ml9wwQVs377dvz1v3jx27NjRYZ+rulUGPwAAIABJREFUr77a/3ynTJnCE088AcBjjz3Gc889B8BvfvMb/3N8/PHHu7TL4/Hw0EMPMXbsWC699FKuuuqqDu3/4x//2OGaFxUV8eyzz/L000+Tn5/P6tWrqa6u5qabbmLGjBnMmDGDtWvXAlBbW8tll13GhAkTeOCBB/zvBTEwhkWpEKXUtcC1ubm5g90UIYTot5c3HeNYXctpPeaIuDBunzmix/vT0tIwm80cO3aMdevWcf7551NaWsr69euJjo5m4sSJBAcHA/D555+zZ88e0tLSmDt3LmvXrmXevHn+Y/3qV7/iT3/6kz8w2bdvH6+++ipr167FYrHw0EMP8dJLL3H33Xd3aUdCQgLbtm3jmWee4amnnuL555/n8ccfZ8qUKbz99tt88skn3H333R2CHoAnnniCDz/8kPT0dOrr6wFYvHgx0dHRbN68mba2NubOnctll13WoSxDT2279NJLefzxx9m6dSvR0dEsXLiQKVOm9HqNrVYrb731FlFRUdTU1DB79mwWLVrU46D0+++/nxdeeIHf//73HDx4ELvdzuTJkzvsM3/+fFavXs3IkSMxm83+oGn16tU8++yzLF++nEOHDrFp0ya01ixatIjPPvvMH8ACvPnmmxQVFbF3716qqqoYN24c9913X6/X/Ktf/SoRERF873vfA+COO+7gO9/5DvPmzePYsWNcfvnl7Nu3j5/+9KfMmzePxx57jGXLlrF48eJer5E4NcMi86a1XqK1fjA6OnqwmyKEEGe9OXPmsG7dOn/wdv755/u3586d699v5syZZGRkYDKZyM/Pp6ioqNfjfvzxx2zdupUZM2aQn5/Pxx9/TGFhYbf73njjjQBMmzbNf9w1a9bwxS9+EYCLLrqI2tpaGhsbOzxu7ty53HPPPTz33HP+zNny5cv55z//SX5+PrNmzaK2tpZDhw71q20bN25kwYIFJCYmEhwczK233trn9dNa8+ijjzJp0iQuueQSSktLqays7HH/W265haVLl+J0Ovn73//OPffc02Wf+fPn89lnn7F27VquvvpqbDYbLS0tHDlyhDFjxrB8+XKWL1/OlClTmDp1Kvv37+/yHNesWcMtt9yCyWQiJSWFhQsX9nnNO1uxYgXf+MY3yM/PZ9GiRTQ2NmKz2fjss8+46667ACNLGBsb2+d1EidvWGTehBBiKOotQzaQfOPedu3aRV5eHpmZmfz2t78lKiqKe++9179fSEiI/+egoCBcLlevx9Va86UvfYknn3yyzzb4jt2f4wZ69tln2bhxI8uWLWPatGls3boVrTV//OMfufzyy0+4bW+//XaPjzGbzXg8HsDoknQ4HAC89NJLVFdXs3XrViwWC1lZWb3W8AoLC+PSSy/lnXfe4bXXXmPr1q1d9pkxYwZbtmwhJyeHSy+9lJqaGp577jmmTZvmb/8jjzzCV77ylZ4vTh/6c809Hg8bNmzAarWe9HnEqRsWmTchhBD9N2fOHJYuXUpcXBxBQUHExcVRX1/P+vXr+zVzMZDFYsHpdAJw8cUX88Ybb1BVVQX/n707j+uqyh8//roi7ogZWKaO2JQLwocPH2QX3MVyS9NRs3LJdJoc56eNRTUKmZWlmV+X0nRMS6cMLPeM0ZFEIBfMJcFccU8BBQVBtvP748YVZPugoqLv5+PBA87nc+6573vuB3l77rn3oM9hO3HihNVtBQQEsHz5ckCfSO/g4ED9+vWL1Dl69Cje3t5MmTIFR0dHTp06RVBQEJ999pkRx6FDh8jIyCiyXWmxeXt789NPP5GSkkJOTg5hYWHGNk5OTkaitWbNGqP9tLQ0GjVqhK2tLVu2bLHqGEeNGsW4cePw9PQscdSqRo0aNGvWjLCwMHx9fQkICGDGjBnGZdGgoCAWL15Meno6AGfOnDGOpYC/vz8rV64kPz+f8+fPExkZWW5cdnZ2XLlyxSh3796dOXPmGOWCy9aBgYH85z//AeCHH37g0qVL5bYtbp6MvAkhhCjC1dWV5ORknnvuuSKvpaen4+DgUKG2Ro8ejclkwmKxsHz5cqZOnUr37t3Jz8/H1taWefPm0bx5c6vaCg0NZeTIkZhMJurUqcPSpUuL1Zk4cSKHDx9GKUWXLl1wc3PDZDKRmJiIxWJBKYWjo2OxETVnZ+cSY/Px8SE0NBRfX18aNGiA2Ww2tnn55Zfp27cvbm5u9OjRg7p16wIwdOhQevfujaurK+3ataN169blHpuHh0exkc0bBQQEsHnzZmrXrk1AQACnT58mICAA0JOqhIQEfH19Af0mhWXLltGoUSNj+2effZbNmzfj7OxMs2bNsFgslDedqHfv3gwYMIDVq1czZ84cZs+ezauvvorJZCI3N5fAwEDmz59PSEgIQ4YMoW3btvj5+fGnP92dUeMHhfYg3RHSrl07tWvXrrsdhhBClCohIYE2bdrc7TBEKZYsWcKuXbuYO3fubW337NmzdOzYkYMHD1KtWuVdFEtPT6devXqkpKTg5eVFdHQ0jz76aKXtT1ivpN99TdPilFLtbqwrI29CCCHEXfTll1/y9ttvM3PmzEpN3AB69epFamoq2dnZTJo0SRK3KkpG3oQQ4h4iI29CPJgqMvImNywIIYQQQlQhkrwJIYQQQlQhkrwJIYQQQlQhkrwJIYQQQlQhD0Typmlab03TPk9LS7vboQghxD1t/PjxzJo1yygHBQUxatQoo/zaa68xc+ZMIiMj6dWrV4ltjBo1ivj4eADef//9yg0Y/QG506ZNu+V2KvoA4qri6aefNtZ5LU3Hjh0p6Ya+PXv2sGHDhgrvs7T2yjN58mQ2bdoEwKxZs7h69fravvXq1atwewCJiYnGA4RLUlqsS5YsYezYsTe1z8r2QCRvsrapEEJYp2BpLNCXQkpOTubAgQPG+zExMeUmOYsWLcLZ2Rm4M8lbnz59CA4OvuV2Co67shSstXqnbdiwgQYNGtzUtjebvN2sKVOm0LVrV6B48nazykveqqIHInkTQghhHT8/P2JjYwE4cOAALi4u2NnZcenSJa5du0ZCQgIWiwXQH/g6YMAAWrduzdChQyl49FTBSEZwcDCZmZmYzWaGDh0KwLJly/Dy8sJsNjNmzJgSExonJydCQkKwWCy4urpy8OBBQF+y6plnnsFkMuHj48O+ffuAoiMkYWFhuLi44ObmZiwdlZeXx8SJE/H09MRkMrFgwYISj71gZCcyMpKOHTsWO7aNGzcycOBAo37h0ceIiAh8fX2xWCwMHDjQWKbKycmJN954A4vFQlhYGLNnz8bZ2RmTycTgwYMByMjIYOTIkXh5eeHu7s7q1auLxfbqq6+yZs0aAPr168fIkSMBWLx4MW+//XaZfevk5ERycjIA7777Lq1ataJ9+/YMGTKEGTNmGPsICwvDy8uLli1bEhUVRXZ2NpMnT2bFihWYzWZWrFhRaqyZmZkMHjyYNm3a0K9fPzIzM4sdw86dO+nfvz8Aq1evpnbt2mRnZ5OVlcXjjz8OwPDhwwkPD2f27NmcPXuWTp060alTJ6ONt99+Gzc3N3x8fDh//nyxffz000+YzWbMZjPu7u5cuXKF4OBgoqKiMJvNfPLJJ2XG+sUXX9CyZUvjAcYFkpKSePbZZ/H09MTT05Po6Gjy8/NxcnIqMqr55JNPlhjX7SYP6RVCiHtV3BK4lHh723zICTyGl/r2Y489RvXq1Tl58iQxMTH4+vpy5swZYmNjsbe3x9XVlRo1agDwyy+/cODAAR577DH8/f2Jjo6mffv2RlvTpk1j7ty5xvqXCQkJrFixgujoaGxtbfnb3/7G8uXLefHFF4vF4eDgwO7du/n000+ZMWMGixYtIiQkBHd3d1atWsX//vc/XnzxRaPtAlOmTOHHH3+kSZMmxh/Vf//739jb27Nz506uXbuGv78/3bt3p0WLFqX2Q0nH1rVrV0aPHk1GRgZ169ZlxYoVDB48mOTkZKZOncqmTZuoW7cuH374ITNnzmTy5MkAPPzww+zevdvo3+PHj1OzZk0jvvfee4/OnTuzePFiUlNT8fLyomvXrsZyW6AvjRUVFUWfPn04c+YM586dAyAqKorBgwdb1bc7d+5k5cqV7N27l5ycHCwWi7GwPUBubi47duxgw4YNvPPOO2zatIkpU6YUWVHirbfeKjHWBQsWUKdOHRISEti3b5+R4Bfm7u5unK+oqChcXFzYuXMnubm5eHt7F6k7btw4Zs6cyZYtW4wl2TIyMvDx8eG9997j9ddfZ+HChfzrX/8qst2MGTOYN28e/v7+pKenU6tWLaZNm8aMGTNYt24dADNnziwx1nPnzhESEkJcXBz29vZ06tQJd3d3AP7xj38wfvx42rdvz8mTJwkKCiIhIYG+ffvy/fffM2LECLZv307z5s155JFHSv1c3S4y8iaEEKIIPz8/YmJijOTN19fXKPv7+xv1vLy8aNq0KdWqVcNsNpOYmFhmu5s3byYuLg5PT0/MZjObN2/m2LFjJdYtGKHx8PAw2t22bRsvvPACAJ07dyYlJYXLly8X2c7f35/hw4ezcOFCY+QpIiKCL7/8ErPZjLe3NykpKRw+fLjMWEs6turVq9OjRw/Wrl1Lbm4u69evp2/fvvz888/Ex8fj7++P2Wxm6dKlRRajHzRokPGzyWRi6NChLFu2jOrVqxvxTZs2DbPZTMeOHcnKyuLkyZNF4ilI3uLj43F2duaRRx7h3LlzxMbG4ufnZ1XfRkdH07dvX2rVqoWdnR29e/cut89vVFqsW7du5fnnnzeO0WQyFdu2evXq/PnPfyYhIYEdO3YwYcIEtm7dSlRUlLFGa1lq1KhhjHSWFqO/vz8TJkxg9uzZpKamGn1cWGmxbt++nY4dO+Lo6EiNGjWKnLdNmzYxduxYzGYzffr04fLly6SnpzNo0CBWrFgBwDfffFNkm8okI29CCHGvKmOErDIVzHvbv38/Li4uNGvWjI8//rjYwuk1a9Y0fraxsSE3N7fMdpVSDBs2jA8++KDcGAratqbdwubPn8/27dtZv349Hh4exMXFoZRizpw5BAUFWd1Oacc2ePBg5s6dS8OGDWnXrh12dnYopejWrRtff/11iW0VHkFbv349W7duZe3atbz33nvs378fpRQrV66kVatWpcZTMJK4ceNGAgMDuXjxIt9++y316tUzYrC2b8s75rL63JpYyxIYGMgPP/yAra0tXbt2Zfjw4eTl5TF9+vRyt7W1tUXTtDJjDA4OpmfPnmzYsAF/f39+/PHHm4rzRvn5+fz888/UqlWryOu+vr4cOXKEpKQkVq1aVWwksLLIyJsQQogi/Pz8WLduHQ0bNsTGxoaGDRuSmppqjPJUhK2tLTk5OQB06dKF8PBwLly4AOhz2AqPUJUnICCA5cuXA/p8MwcHB+rXr1+kztGjR/H29mbKlCk4Ojpy6tQpgoKC+Oyzz4w4Dh06REZGRoWOo0CHDh3YvXs3CxcuNOas+fj4EB0dzZEjRwD98t6hQ4eKbZufn8+pU6fo1KkTH374IWlpaaSnpxMUFMScOXOMOYO//PJLifv28fFh1qxZBAYGEhAQwIwZM4wRK2v61t/fn7Vr15KVlUV6erpxGbEsdnZ2XLlyxSiXFmtgYKBxU8Cvv/5qzEe8UUBAALNmzcLX1xdHR0dSUlL47bffcHFxKXff1jh69Ciurq688cYbeHp6cvDgwWLtlBart7c3P/30EykpKeTk5BAWFmZs0717d+bMmWOUCy7/appGv379mDBhAm3atOHhhx+uULw3S5I3IYQQRbi6upKcnIyPj0+R1+zt7Y35R9YaPXq0canQ2dmZqVOn0r17d0wmE926dTPmblkjNDSUuLg4TCYTwcHBLF26tFidiRMn4urqiouLC35+fri5uTFq1CicnZ2xWCy4uLgwZsyYCo3mFWZjY0OvXr344YcfjEt4jo6OLFmyhCFDhmAymfD19TVusigsLy+P559/HldXV9zd3Rk3bhwNGjRg0qRJ5OTkYDKZaNu2LZMmTSpx3wEBAeTm5vLEE09gsVi4ePGikbxZ07eenp706dMHk8nEU089ZZzTsnTq1In4+HjjhoXSYn3llVdIT0+nTZs2TJ48uchcusK8vb05f/68cTOJyWTC1dXVGFErbPTo0fTo0aPIDQvlmTVrFi4uLphMJmxtbXnqqacwmUzY2Njg5ubGJ598UmqsjRs3JjQ0FF9fX/z9/YusMzp79mx27dqFyWTC2dmZ+fPnG+8NGjSIZcuW3bFLpiAL0wshxD1FFqYXlSk9PZ169epx9epVAgMD+fzzz0u8uUDceRVZmF7mvAkhhBAPiNGjRxMfH09WVhbDhg2TxK2Ksip50zStoRXV8pVSZT/CWQghhBB3zf32sNoHlbUjb2f/+Cp+Ufo6G+BPtxyREEIIIYQolbXJW4JSyr2sCpqmlXx7jBBCCCGEuG2svdvU9zbVEUIIIYQQt8Cq5E0plXU76gghhBBCiFtTbvKmaVo3TdMWappm/qM8uvLDEkIIcTeMHz+eWbNmGeWgoCBGjRpllF977TVmzpxZZFH2G40aNYr4+HgA3n///coNGFizZg3Tpk275XYq+gDiquLpp58usnh6STp27EhJj9Las2cPGzZsqPA+S2uvPJMnT2bTpk2A/sy2q1evGu/Vq1evwu1V1K5duxg3blyl7+dWWTPyNhKYCDyvaVpnwFy5Id1+mqb11jTt87S0tLsdihBC3NMKlsYCfUWA5ORkDhw4YLwfExNTbpKzaNEinJ2dgTuTvPXp04fg4OBbbqfguCtLwVqrd9qGDRto0KDBTW17s8nbzZoyZQpdu3YFiidvlS03N5d27doxe/bsO7bPm2VN8nZFKZWqlPon0B3wrOSYbjul1Fql1OjyniQthBAPOj8/P2JjYwE4cOAALi4u2NnZcenSJa5du0ZCQoLxbLD09HQGDBhA69atGTp0qLFkUsGoS3BwMJmZmZjNZoYOHQrAsmXL8PLywmw2M2bMmBITGicnJ0JCQrBYLLi6uhqrFVy8eJFnnnkGk8mEj4+PsazRkiVLGDt2LABhYWG4uLjg5uZmPMU/Ly+PiRMn4unpiclkYsGCBSUee8HITmRkJB07dix2bBs3bmTgwIFG/cKjjxEREfj6+mKxWBg4cCDp6enGsbzxxhtYLBbCwsKYPXs2zs7OmEwmY3mtjIwMRo4ciZeXF+7u7qxevbpYbK+++ipr1qwBoF+/fowcORKAxYsX8/bbb5fZt05OTiQnJwPw7rvv0qpVK9q3b8+QIUOYMWOGsY+wsDC8vLxo2bIlUVFRZGdnM3nyZFasWGGssFBarJmZmQwePJg2bdrQr18/MjMzix3Dzp076d+/PwCrV6+mdu3aZGdnk5WVxeOPPw7A8OHDCQ8PZ/bs2Zw9e5ZOnToVWWHh7bffxs3NDR8fH86fP1+k/fz8fJycnIqMMj755JOcP3+etWvX4u3tjbu7O127djW2DQ0N5YUXXsDf358XXnihyDndsWMHvr6+uLu74+fnx2+//Qbon7f+/fvTo0cPnnzySV5//XVjfxs3bsRiseDm5kaXLl2sPr8VZc3dpus1TbNRSuUppYI1Tfv7Le9VCCFEucIPhXP6yunb2mZTu6YMaDmg1Pcfe+wxqlevzsmTJ4mJicHX15czZ84QGxuLvb09rq6u1KhRA9DXtTxw4ACPPfYY/v7+REdH0759e6OtadOmMXfuXGMdyISEBFasWEF0dDS2trb87W9/Y/ny5bz44ovF4nBwcGD37t18+umnzJgxg0WLFhESEoK7uzurVq3if//7Hy+++KLRdoEpU6bw448/Ggu5A/z73//G3t6enTt3cu3aNfz9/enevTstWrQotR9KOrauXbsyevRoMjIyqFu3LitWrGDw4MEkJyczdepUNm3aRN26dfnwww+ZOXMmkydPBuDhhx9m9+7dRv8eP36cmjVrGvG99957dO7cmcWLF5OamoqXlxddu3YtsqB9QEAAUVFR9OnThzNnzhhLX0VFRTF48GCr+nbnzp2sXLmSvXv3kpOTg8ViKbKMVW5uLjt27GDDhg288847bNq0iSlTprBr1y7mzp0LwFtvvVVirAsWLKBOnTokJCSwb9++Eh/+6+7ubpyvqKgoXFxc2LlzJ7m5uXh7exepO27cOGbOnMmWLVuMJdkyMjLw8fHhvffe4/XXX2fhwoVFFoKvVq0affv25fvvv2fEiBFs376d5s2b88gjj9C+fXt+/vlnNE1j0aJFfPTRR3z88ccAxMfHs23bNmrXrk1kZKTRXuvWrYmKiqJ69eps2rSJt956i5UrVwL6iOQvv/xCzZo1adWqFX//+9+pVasWL7/8Mlu3bqVFixZcvHjR6vNbUeUmb0qp1ZqmfQGM+KM8p5xNhBBCVGF+fn7ExMQQExPDhAkTOHPmDDExMdjb2+Pv72/U8/LyomnTpgCYzWYSExOLJG832rx5M3FxcXh66hdwMjMzadSoUYl1C0ZoPDw8+O677wDYtm2b8cezc+fOpKSkcPny5SLb+fv7M3z4cP7yl78YbURERLBv3z7Cw8MBSEtL4/Dhw2Umb6UdW48ePVi7di0DBgxg/fr1fPTRR/z000/Ex8cbfZOdnY2v7/UHMBRe87JgnddnnnmGZ555xohvzZo1xihYVlYWJ0+eLLJUUsGC7vHx8Tg7O3Pp0iXOnTtHbGwss2fPZunSpeX2bXR0NH379qVWrVrUqlWL3r17l9rniYmJJfZLabFu3brVmCtmMpkwmUzFtq1evTp//vOfSUhIYMeOHUyYMIGtW7eSl5dnrNFalho1ahijYh4eHvz3v/8tVmfQoEFMmTKFESNG8M033xh9f/r0aQYNGsS5c+fIzs4ucu779OlD7dq1i7WVlpbGsGHDOHz4MJqmkZOTY7zXpUsXY11YZ2dnTpw4waVLlwgMDDTabtiwYZl9divL4Fn7nDcbTdOmKKUmF35R0zQ7YLFSamAp2wkhhLhJZY2QVaaCeW/79+/HxcWFZs2a8fHHH1O/fn1GjBhh1KtZs6bxs42NTbmLvSulGDZsGB988EG5MRS0bU27hc2fP5/t27ezfv16PDw8iIuLQynFnDlzCAoKsrqd0o5t8ODBzJ07l4YNG9KuXTvs7OxQStGtWze+/vrrEtsqPMKyfv16tm7dytq1a3nvvffYv38/SilWrlxJq1atSo2nYCRx48aNBAYGcvHiRb799lvq1atnxGBt35Z3zGX1uTWxliUwMJAffvgBW1tbunbtyvDhw8nLy2P69Onlbmtra2ssYF9ajL6+vhw5coSkpCRWrVpljMz9/e9/Z8KECfTp04fIyEhCQ0ONbUobAZs0aRKdOnXi+++/JzExkY4dOxrvVeSzf6t9VhJrn/M2EvDVNM245UjTNDdgF5Bw26IRQghx1/n5+bFu3ToaNmyIjY0NDRs2JDU1ldjY2ArfkWlra2uMWHTp0oXw8HAuXLgA6HPYTpw4YXVbAQEBLF++HNDnmzk4OFC/fv0idY4ePYq3tzdTpkzB0dGRU6dOERQUxGeffWbEcejQITIyMip0HAU6dOjA7t27WbhwoTFnzcfHh+joaI4cOQLol/cOHTpUbNv8/HxOnTpFp06d+PDDD0lLSyM9PZ2goCDmzJljzBn85ZeSn3nv4+PDrFmzCAwMJCAggBkzZhgjVtb0rb+/P2vXriUrK4v09HTWrVtX7vHa2dlx5coVo1xarIGBgcbSW7/++qsxH/FGBSOIvr6+ODo6kpKSwm+//YaLi0u5+7aGpmn069ePCRMm0KZNGx5++GFAH0Vr0qQJAEuXLrWqrcLbLFmypNz6Pj4+bN26lePHjwMYl02tPb8VYe1z3nKB/sArmqY9rWnay8Bq4NUbR+OEEEJUba6uriQnJ+Pj41PkNXt7e2P+kbVGjx5tXCp0dnZm6tSpdO/eHZPJRLdu3Yy5W9YIDQ0lLi4Ok8lEcHBwiX+EJ06ciKurKy4uLvj5+eHm5saoUaNwdnbGYrHg4uLCmDFjKjSaV5iNjQ29evXihx9+MC7hOTo6smTJEoYMGYLJZMLX19e4yaKwvLw8nn/+eVxdXXF3d2fcuHE0aNCASZMmkZOTg8lkom3btkyaNKnEfQcEBJCbm8sTTzyBxWLh4sWLRvJmTd96enrSp08fTCYTTz31lHFOy9KpUyfi4+ONGxZKi/WVV14hPT2dNm3aMHny5CJz6Qrz9vbm/Pnzxs0kJpMJV1dXY0StsNGjR9OjR48iNyxYY9CgQSxbtqzI5erQ0FAGDhyIh4eH1Z/h119/nTfffBN3d3erPi+Ojo58/vnn9O/fHzc3N2P/1p7fitAKMsEyK2nap8A+4BIwG9gPDFVKnS9zw3tMu3bt1M08d0YIIe6UhISEW5oLI0RZ0tPTqVevHlevXiUwMJDPP/+8xJsLxJ1X0u++pmlxSql2N9a1ds7bHsAVMAG2QEtgoaZp+4H9Sqlvbi1kIYQQQlS20aNHEx8fT1ZWFsOGDZPErYqyKnlTSn1euKxpWlOuJ3M9AUnehBBCiHtcwbw0UbVZe8MCAJqm7dc0bTkw9I+XlgPFL+wLIYQQQohKUaHkDegALAQygcHAr8DTtzsoIYQQQghRMmvnvAGglLoIRP7xhaZpTwL/KmMTIYQQQghxG1X0smnLwmWl1GH0eW9CCCGEEOIOqOhl0wWapp3UNC1W07QFmqYtBX7VNK1OZQQnhBDizho/fjyzZs0yykFBQYwaZTyfnddee42ZM2cWWcD7RqNGjSI+Ph6A999/v3IDBtasWcO0adNuuZ2Chelvp8pos6L7TkxMLPEhuJXBmoc4Ozk5kZycXOz1yMhIYmJiKrzP0tq7n1UoeVNKdVJK/QkYBKwDjgC1gT2apsmNC0IIUcUVLI0F+ooAycnJHDhwwHg/Jiam3D/QixYtwtnZGbgzyVufPn0IDg6u9P2I8t2jhICrAAAgAElEQVRM8lXgZpO3B1FFR94AUEqdVEqtVUq9q5QaoJRqCRR7iJwQQoiqxc/Pj9jYWAAOHDiAi4sLdnZ2XLp0iWvXrpGQkGA8Gyw9PZ0BAwbQunVrhg4daiz/07FjR3bt2kVwcDCZmZmYzWaGDtUfUrBs2TK8vLwwm82MGTOGvLy8YjE4OTkREhKCxWLB1dXVWK3g4sWLPPPMM5hMJnx8fIwlmJYsWcLYsWMBCAsLw8XFBTc3N+Mp/nl5eUycOBFPT09MJhMLFiwotx+mT59u1A8JCQEgODiYefPmGXVCQ0ONxcZLql+W0vrhiy++oGXLlnh5efHyyy8bxzV8+HDCw8ON7QtG1dLT0+nSpYvRV6tXry5zv4GBgezZs8cot2/fnr179xap07NnT6Nv3d3dmTJlCgCTJ09m4cKFZR5vQVz5+fn87W9/o3Xr1nTr1o2nn366SPxz5swpcn4TExOZP38+n3zyCWazmaioKJKSknj22Wfx9PTE09OT6OhoAFJSUujevTtt27Zl1KhRWLPYwP3GquRN07TdVlTbeouxCCGEuEHHjlCwrGJOjl5etkwvX72ql1es0MtpaXr5u+/0cnKyXl67Vi///nv5+3vssceoXr06J0+eJCYmBl9fX7y9vYmNjWXXrl24urpSo0YNQF+jcdasWcTHx3Ps2DHjj2uBadOmUbt2bfbs2cPy5ctJSEhgxYoVREdHs2fPHmxsbIy1Sm/k4ODA7t27eeWVV4wEKSQkBHd3d/bt28f777/Piy++WGy7KVOm8OOPP7J3717WrFkDwL///W/s7e3ZuXMnO3fuZOHChcb6kyWJiIjg8OHD7Nixgz179hAXF8fWrVsZNGgQ3377rVHv22+/ZdCgQaXWL01p/XDu3DlCQkKIjo5m27ZtxqXnstSqVYvvv/+e3bt3s2XLFl577bUyk5mXXnrJWKfz0KFDZGVl4ebmVqROQEAAUVFRpKWlUb16deO8RkVFERgYaNXxfvfddyQmJhIfH89XX31l/IegwI3n18nJib/+9a+MHz+ePXv2EBAQwD/+8Q/Gjx/Pzp07WblypXH5/p133qF9+/YcOHCAfv36cfLkyXL76X5j7d2mbTRNK3mVWZ0GlL1AmhBCiCrBz8+PmJgYYmJimDBhAmfOnCEmJgZ7e3v8/f2Nel5eXjRt2hQAs9lMYmIi7du3L7XdzZs3ExcXh6enJwCZmZk0atSoxLr9+/cHwMPDg+/+yEa3bdvGypUrAejcuTMpKSlcvny5yHb+/v4MHz6cv/zlL0YbERER7Nu3zxj5SUtL4/Dhw7Ro0aLEfUdERBAREYG7uzugj24dPnyYl156iQsXLnD27FmSkpJ46KGHaNasGf/3f/9XYv2CkT9r+2H79u107NgRR0dHQF+js6QF7gtTSvHWW2+xdetWqlWrxpkzZzh//jyPPvpoifUHDhzIu+++y/Tp01m8eDHDhw8vVicgIIDZs2fTokULevbsyX//+1+uXr3K8ePHadWqFQsXLiz3eLdt28bAgQOpVq0ajz76aLH1SUs6vzfatGlTkQT28uXLpKens3XrVmObnj178tBDD5XZR/cja5O31lbUKT72LYQQ4pZERl7/2da2aLlOnaJle/uiZQeHouVS/p4XUzDvbf/+/bi4uNCsWTM+/vhj6tevz4gRI4x6NWvWNH62sbEpd/FupRTDhg3jgw8+KDeGgratabew+fPns337dtavX4+HhwdxcXEopZgzZw5BQUFWtaGU4s0332TMmDHF3hs4cCDh4eH8/vvvxsLjZdUvrf2S+mHVqlWlblO9enXy8/MB/ZJkdnY2AMuXLycpKYm4uDhsbW1xcnIiKyur1Hbq1KlDt27dWL16Nd9++y1xcXHF6nh6erJr1y4ef/xxunXrRnJyMgsXLjQWm6/o8ZbEmvObn5/Pzz//TK1atW56P/crqy6bKqVOWPF1urKDFUIIUfn8/PxYt24dDRs2xMbGhoYNG5KamkpsbKxVdxMWZmtrS05ODgBdunQhPDycCxcuAPocthMnTljdVkBAgHGZNTIyEgcHB+rXr1+kztGjR/H29mbKlCk4Ojpy6tQpgoKC+Oyzz4w4Dh06REZGRqn7CQoKYvHixaSnpwNw5swZI+ZBgwbxzTffEB4ezsCBA8utX5LS+sHb25uffvqJlJQUcnJyCAsLM7ZxcnIyEq01a9YYx5KWlkajRo2wtbVly5YtVvXnqFGjGDduHJ6eniWOWtWoUYNmzZoRFhaGr68vAQEBzJgxwxhZs+Z4/f39WblyJfn5+Zw/f57Iwv+LKIWdnR1Xrlwxyt27d2fOnDlGuWCuXmBgoLHM1w8//MClS5fKbft+U6GH9BbQNK094Ab8oJQ69sdrLZRSpU8iEEIIUSW4urqSnJzMc889V+S19PR0HBwcKtTW6NGjMZlMWCwWli9fztSpU+nevTv5+fnY2toyb948mjdvblVboaGhjBw5EpPJRJ06dVi6dGmxOhMnTuTw4cMopejSpQtubm6YTCYSExOxWCwopXB0dCxzlKt79+4kJCTg6+sL6JPwly1bRqNGjWjbti1XrlyhSZMmNG7cuNz6JXF2di6xH3x8fAgNDcXX15cGDRpgNpuNbV5++WX69u2Lm5sbPXr0oG7dugAMHTqU3r174+rqSrt27WjduvwLZR4eHsVGUW8UEBDA5s2bqV27NgEBAZw+fZqAgACrj/fZZ59l8+bNODs706xZMywWC/b2Zc+u6t27NwMGDGD16tXMmTOH2bNn8+qrr2IymcjNzSUwMJD58+cTEhLCkCFDaNu2LX5+fvzpT38q95jvN9rN3KWhaVo/4Jk/iinAf4DXlVJ/uY2x3Xbt2rVTu3btutthCCFEqRISEmjTps3dDkPcA5YsWcKuXbuYO3fubW337NmzdOzYkYMHD1Kt2k09dMIq6enp1KtXj5SUFLy8vIiOji51Lp4o+Xdf07Q4pVSxp3lYNfKmadok4KJSah6AUup7TdPWAB6ACxAAJNxq4EIIIYSoPF9++SVvv/02M2fOrNTEDaBXr16kpqaSnZ3NpEmTJHG7jawaedM0bT/gqZTKuuH1UYCjUqr82af3ABl5E0Lc62TkTYgHU0VG3qxNu3NuTNz+8CXwfMVDvD00TauradouTdNKXqNFCCGEEOI+Y23ylq1pWuMbX1RKZQM5Fd2ppmmLNU27oGnarze83kPTtN80TTuiaZo1a528AXxbbi0hhBBCiPuEtXebfgys1jRtoFLKuA9Z07RGwM2sS7EEmIs+clfQlg0wD+gGnAZ2/jGvzga48bLsSPS7XeMBeQCMEEIIIR4YViVvSqkwTdPqAHGapv0M7EEftRsIhFZ0p0qprZqmOd3wshdwpNCjR74B+v4xn67YZVFN0zoCdQFnIFPTtA1KqfyKxiKEEEIIUZVYfauJUmop0AJYAdgCWcBzSqmSF6aruCbAqULl03+8Vlo8byul/h/6Y0oWlpa4aZo2+o95cbuSkpJuU6hCCHF/Gj9+PLNmzTLKQUFBxpqSAK+99hozZ84kMjKSXr1Knm48atQoY1mj999/v3IDRn9o7bRp0265nYJF1W+n0tqcPXs2bdq0YejQobd9n3fS008/TWpqKqmpqXz66afG62V9Pm7XPuHO9WPHjh0p6YbHXbt2MW7cOEA/5piYmEqNo0CF7hNWSl1RSn2llHpDKTVFKbWzsgKrQExLlFLrynj/c6VUO6VUu4L14oQQQpSsYGks0JcnSk5O5sCBA8b7MTEx5a6ysGjRIpydnYE7k7z16dOH4GBrpknfOz799FP++9//GitGlKciS4TdSRs2bKBBgwbFkrc7sU+4+/3Yrl07Zs+eDdzDyVslOwM0K1Ru+sdrQggh7hA/Pz9iY2MBOHDgAC4uLtjZ2XHp0iWuXbtGQkICFosF0B/COmDAAFq3bs3QoUMpePRUwShFcHAwmZmZmM1mY2Rk2bJleHl5YTabGTNmDHl5xZfFdnJyIiQkBIvFgqurKwcPHgT0ZaSeeeYZTCYTPj4+7Nu3D9AfZjt27FgAwsLCcHFxwc3NzVjOKS8vj4kTJ+Lp6YnJZGLBggXl9sP06dON+iEhIQAEBwczb948o05oaCgzZswotX5p/vrXv3Ls2DGeeuopPvnkk1KPKzQ0lBdeeAF/f39eeOGFIm1ERkbSoUMH+vbty+OPP05wcDDLly/Hy8sLV1dXjh49CsDatWvx9vbG3d2drl27cv78+SJt+/r68uSTT7Jw4cIS+6AgMRk/fjydO3cG4H//+59xPp2cnEhOTiY4OJijR49iNpuZOHEiUPrno7DCI1rJyck4OTkB+jnt378/PXr04Mknn+T11183tinY5832Y2hoKMOGDSMgIIDmzZvz3Xff8frrr+Pq6kqPHj2MpcduFBYWhpeXFy1btiQqKso4D7169SIxMZH58+fzySefYDabiYqKKvGzeNsope7KF+AE/FqoXB04hn5ptgawF2h7O/fp4eGhhBDiXhYfH1/0hQ4dlPriC/3n7Gy9/NVXejkjQy9/841eTk3VyytX6uWkJL28Zo1ePnfOqhicnJzUiRMn1Pz589Vnn32m/vWvf6n169erbdu2qfbt2yullNqyZYuqX7++OnXqlMrLy1M+Pj4qKirqj5A7qJ07dyqllKpbt26RY+vVq5fKzs5WSin1yiuvqKVLlxbbf/PmzdXs2bOVUkrNmzdPvfTSS0oppcaOHatCQ0OVUkpt3rxZubm5KaWU+uKLL9Srr76qlFLKxcVFnT59Wiml1KVLl5RSSi1YsEC9++67SimlsrKylIeHhzp27Fix/RbE+uOPP6qXX35Z5efnq7y8PNWzZ0/1008/qd27d6vAwECjfps2bdTJkydLrX/j8d94jElJSWUeV0hIiLJYLOrq1avFtt+yZYuyt7dXZ8+eVVlZWeqxxx5TkydPVkopNWvWLPWPf/xDKaXUxYsXVX5+vlJKqYULF6oJEyYYbZtMJnX16lWVlJSkmjZtqs6cOVNkH7GxsWrAgAFKKaXat2+vPD09VXZ2tgoNDVXz588vchzHjx9Xbdu2LRJfaZ+Pwgp/VpKSklTz5s2VUvo5bdGihUpNTVWZmZnqT3/6kzp58mSxvruZfgwJCVH+/v4qOztb7dmzR9WuXVtt2LBBKaXUM888o77//vsS4yzou/Xr16suXboYx9mzZ0+j3enTpxvblPRZLEux332lFLBLlZDP3JWRN03TvgZigVaapp3WNO0lpVQuMBb4EX21hm+VUgfKaqcC++utadrnaWlpt6M5IYS4r/n5+RETE0NMTAy+vr74+voaZX9/f6Oel5cXTZs2pVq1apjNZhITE8tsd/PmzcTFxeHp6YnZbGbz5s0cO3asxLr9+/cH9HU4C9rdtm2bMQLVuXNnUlJSuHz5cpHt/P39GT58OAsXLjRG9SIiIvjyyy8xm814e3uTkpLC4cOHS40zIiKCiIgI3N3dsVgsHDx4kMOHD+Pu7s6FCxc4e/Yse/fu5aGHHqJZs2al1rdWWcfVp08fateuXeJ2np6eNG7cmJo1a/LnP/+Z7t27A/o6tAV9dvr0aYKCgnB1dWX69OlFLoH37duX2rVr4+DgQKdOndixY0eR9j08PIiLi+Py5cvUrFkTX19fdu3aRVRUlLHOaVkq+vm4UZcuXbC3t6dWrVo4Oztz4sSJMutXpB+feuopbG1tcXV1JS8vjx49egBF++5GJX0my1LSZ/F2uamF6W+VUmpIKa9vADZUwv7WAmvbtWv38u1uWwghKlVk5PWfbW2LluvUKVq2ty9adnAoWrZyeaKCeW/79+/HxcWFZs2a8fHHHxdbzLxmzZrGzzY2NuXOJ1JKMWzYMD74oPxFeQratqbdwubPn8/27dtZv369kXwopZgzZw5BQUFWtaGU4s0332TMmDHF3hs4cCDh4eH8/vvvDBo0qNz6t6pgAfqSFO7/atWqGeVq1aoZffb3v/+dCRMm0KdPHyIjIwkNDTW20TStSHs3lm1tbWnRogVLlizBz88Pk8nEli1bOHLkiFWrgFjz+ahevTr5+fr9hllZRdcCqOjnqyw39mPhvrK1tTWOvXDf3aiin8mSPosPP/zwTR9DYffSnDchhBD3AD8/P9atW0fDhg2xsbGhYcOGpKamEhsbW+7NCjeytbU15hB16dKF8PBwLly4AOhz2MobTSksICDAmJgeGRmJg4MD9evXL1Ln6NGjeHt7M2XKFBwdHTl16hRBQUF89tlnRhyHDh0iIyOj1P0EBQWxePFi0tPTAThz5owR86BBg/jmm28IDw9n4MCB5da/Xcd1s9LS0mjSRH9ww9KlS4u8t3r1arKyskhJSSEyMhJPT88SY5sxYwaBgYEEBAQwf/583N3diyV6dnZ2XLlypcLxOTk5ERcXB0B4eHiFt78x1srqR2vc2AclfRZvl7sy8iaEEOLe5erqSnJyMs8991yR19LT03FwcKhQW6NHj8ZkMmGxWFi+fDlTp06le/fu5OfnY2try7x582jevLlVbYWGhjJy5EhMJhN16tQplowATJw4kcOHD6OUokuXLri5uWEymUhMTMRisaCUwtHRkVWrVpW6n+7du5OQkICvry+gP+5j2bJlNGrUiLZt23LlyhWaNGlC48aNy61/u47rZoWGhjJw4EAeeughOnfuzPHjx433TCYTnTp1Ijk5mUmTJvHYY48V2z4gIID33nsPX19f6tatS61atUq8ZPrwww/j7++Pi4sLTz31FD179rQqvn/+85/85S9/4fPPP7d6m9JUZj9ao3fv3gwYMIDVq1czZ84cPvnkk2KfxdvFqoXp7xeyML0Q4l4nC9OLOyE0NJR69erxz3/+826HIv5QGQvTV2lyw4IQQggh7hcPxGVTuWFBCCGEuK7wjQui6nkgRt6EEEIIIe4XkrwJIYQQQlQhkrwJIYQQQlQhD0TyJjcsCCGEEOJ+8UAkb0qptUqp0fb29nc7FCGEuKeNHz+eWbNmGeWgoCBGjRpllF977TVmzpxpLMhdklGjRhEfHw/A+++/X7kBA2vWrGHatGm33E69evVuQzTWtVnRhx1XFU8//TSpqall1im8GH1he/bsYcOGii+yVFp797MHInkTQghhnYKlsQDy8/NJTk4ush5mTExMuYnHokWLcHZ2Bu5M8tanTx+Cg4MrfT+3U0EfV5bbvZamtTZs2ECDBg1uatubTd4eRJK8CSGEMPj5+REbGwvAgQMHcHFxwc7OjkuXLnHt2jUSEhKwWCwApKenM2DAAFq3bs3QoUMpeOh7wUhIcHAwmZmZmM1mhg4dCsCyZcvw8vLCbDYzZsyYEpMMJycnQkJCsFgsuLq6cvDgQUBfTuuZZ57BZDLh4+PDvn37AFiyZAljx44FICwsDBcXF9zc3AgMDAT0RGbixIl4enpiMplYsGBBuf0wffp0o35ISAgAwcHBzJs3z6gTGhrKjBkzSq1floIRucjISDp27FisHzdu3Ggsv1VQr2CkMyIiAl9fXywWCwMHDjSW5XJycuKNN97AYrEQFhbG7NmzcXZ2xmQyMXjwYAAyMjIYOXIkXl5euLu7s3r16mKxvfrqq6xZswaAfv36MXLkSAAWL17M22+/DZR+Hp2cnEhOTgbg3XffpVWrVrRv354hQ4YYfQX6efLy8qJly5ZERUWRnZ3N5MmTWbFiBWazmRUrVpQaa2ZmJoMHD6ZNmzb069ePzMzMcvv7vqOUemC+PDw8lBBC3Mvi4+OLlDt81EF9se0LpZRS2TnZqsNHHdRXsV8ppZTKyMpQHT7qoL7Z8Y1SSqnUjFTV4aMOamXcSqWUUkmXk1SHjzqoNXvWKKWUOpd6zqoYnJyc1IkTJ9T8+fPVZ599pv71r3+p9evXq23btqn27dsrpZTasmWLql+/vjp16pTKy8tTPj4+KioqSo+5Qwe1c+dOpZRSdevWLXJsvXr1UtnZ2UoppV555RW1dOnSYvtv3ry5mj17tlJKqXnz5qmXXnpJKaXU2LFjVWhoqFJKqc2bNys3NzellFJffPGFevXVV5VSSrm4uKjTp08rpZS6dOmSUkqpBQsWqHfffVcppVRWVpby8PBQx44dK7bfglh//PFH9fLLL6v8/HyVl5enevbsqX766Se1e/duFRgYaNRv06aNOnnyZKn1bzz+kvZVWj/m5OSoZs2aqfT0dKWUUn/961/VV199pZKSklRAQIDx+rRp09Q777xj9NuHH35o7KNx48YqKyurSF+8+eab6quvvjJee/LJJ422Cnz99dfqn//8p1JKKU9PT+Xt7a2UUmr48OFq48aNZZ7H5s2bq6SkJLVjxw7l5uamMjMz1eXLl9UTTzyhpk+frpTSPx8TJkxQSim1fv161aVLl2LnsaxYP/74YzVixAillFJ79+5VNjY2xuetKrvxd18ppYBdqoR8RkbehBBCFOHn50dMTAwxMTH4+vri6+trlP39/Y16Xl5eNG3alGrVqmE2m0lMTCyz3c2bNxMXF4enpydms5nNmzdz7NixEuv2798fAA8PD6Pdbdu28cILLwDQuXNnUlJSuHz5cpHt/P39GT58OAsXLjRGgyIiIvjyyy8xm814e3uTkpLC4cOHS40zIiKCiIgI3N3dsVgsHDx4kMOHD+Pu7s6FCxc4e/Yse/fu5aGHHqJZs2al1rdWSf1YvXp1evTowdq1a8nNzWX9+vX07duXn3/+mfj4ePz9/TGbzSxdupQTJ04YbQ0aNMj42WQyMXToUJYtW0b16tWNY5s2bRpms5mOHTuSlZXFyZMni8QTEBBAVFQU8fHxODs788gjj3Du3DliY2Px8/Oz6jxGR0fTt29fatWqhZ2dHb179y7yfknnt6TzUFKsW7du5fnnnzeO0WQyWd3X94sHYoUFIYSoqiInRho/21a3LVKuU7NOkbJ9HfsiZQc7hyLlR+0ftWqfBfPe9u/fj4uLC82aNePjjz+mfv36jBgxwqhXs2ZN42cbGxtyc3PLbFcpxbBhw/jggw/KjaGgbWvaLWz+/Pls376d9evX4+HhQVxcHEop5syZQ1BQkFVtKKV48803GTNmTLH3Bg4cSHh4OL///ruRKJVV3xql9ePgwYOZO3cuDRs2pF27dtjZ2aGUolu3bnz99dcltlW3bl3j5/Xr17N161bWrl3Le++9x/79+1FKsXLlSlq1alVqPE2aNCE1NZWNGzcSGBjIxYsX+fbbb6lXr54Rg7XnsbxjLuv8WhPrg+qBGHmTR4UIIYT1/Pz8WLduHQ0bNsTGxoaGDRuSmppqjLxUhK2tLTk5OQB06dKF8PBwLly4AOhz2AqPGpUnICCA5cuXA/ocMAcHB+rXr1+kztGjR/H29mbKlCk4Ojpy6tQpgoKC+Oyzz4w4Dh06REZGRqn7CQoKYvHixcZcsjNnzhgxDxo0iG+++Ybw8HBjTlpZ9W9Fhw4d2L17NwsXLjTmrPn4+BAdHc2RI0cAfQ7boUOHim2bn5/PqVOn6NSpEx9++CFpaWmkp6cTFBTEnDlzjPmJv/zyS4n79vHxYdasWQQGBhIQEMCMGTMICAgArDuP/v7+rF27lqysLNLT01m3bl25x2tnZ8eVK1eMcmmxBgYG8p///AeAX3/91Zj7+CB5IEbelKxtKoQQVnN1dSU5OZnnnnuuyGvp6ek4ODhUqK3Ro0djMpmwWCwsX76cqVOn0r17d/Lz87G1tWXevHk0b97cqrZCQ0MZOXIkJpOJOnXqsHTp0mJ1Jk6cyOHDh1FK0aVLF9zc3DCZTCQmJmKxWFBK4ejoyKpVq0rdT/fu3UlISMDX1xfQby5YtmwZjRo1om3btly5coUmTZrQuHHjcuvfChsbG3r16sWSJUuMY3V0dGTJkiUMGTKEa9euATB16lRatmxZZNu8vDyef/550tLSUEoxbtw4GjRowKRJk/h//+//YTKZyM/Pp0WLFiUmVgEBAURERPDEE0/QvHlzLl68aCRvzs7O5Z5HT09P+vTpg8lk4pFHHsHV1ZXyHtfVqVMn4zLpm2++WWqsr7zyCiNGjKBNmza0adMGDw+PW+rnqkgryGgfBO3atVMP2rNghBBVS0JCAm3atLnbYQhxy9LT06lXrx5Xr14lMDCQzz//3LhTWRRX0u++pmlxSql2N9Z9IEbehBBCCHFnjR49mvj4eLKyshg2bJgkbreRJG9CCCGEuO0K5qWJ2++BuGFBCCGqkgdpOosQouK/85K8CSHEPaRWrVqkpKRIAifEA0IpRUpKCrVq1bJ6mwfisqmmab2B3k888cTdDkUIIcrUtGlTTp8+TVJS0t0ORQhxh9SqVYumTZtaXV/uNhVCCCGEuAeVdrepXDYVQgghhKhCJHkTQgghhKhCJHkTQgghhKhCJHkTQgghhKhCJHkTQgghhKhCJHkTQgghhKhCJHkTQgghhKhCHojkTdO03pqmfZ6Wlna3QxFCCCGEuCUPRPKmlFqrlBptb29/t0MRQgghhLglD0TyJoQQQghxv5DkTQghhBCiCpHkTQghhBCiCpHkTQghhBCiCpHkTQghhBCiCpHkTQghhBCiCpHkTQghhBCiCpHkTQghhBCiCpHkTQghhBCiCpHkTQghhBCiCnkgkjdZ21QIIYQQ94sHInmTtU2FEEIIcb94IJI3IYQQQoj7hSRvQgghhBBViCRvQgghhBBViCRvQgghhBBViCRvQgghhBBViCRvQgghhBBViCRvQlS2vBw4sAqy5DmDQgghbl31ux2AEPe93Uvh8H8BBW373e1ohBBCVHEy8iZEZTq+9Y/ETYPzB+52NEIIIe4DkrwJUVlST8KOz6FRG2jZHZIOQm723Y6qajsRAxeP3+0ohBDirpLkTYjKkH0VomaCbV3w/wc0dtPnviUfutuRVV1Ht0D0/0HkNLh25W5HI4QQd40kb0LcbkrB9vmQfl5P3Go/BHZoCkkAACAASURBVI5tQKsml05v1vl42LkIHn4CstP1n5W621EJIcRdIcmbELfbbxvg1HZwGwKPOOuv1agDDR+H8/vvbmxV0eVzEPUx1HsEOr0FLs/CyZ/1S6h30q7FcHL7nd2nEEKUQJI3IW6npN/gl+XQtB206V30vUddIeWofklVWEcpPXHTNOjwBtSoC8599RG4nYvg6sU7E8elRDj0IySsuTP7E0KIMkjyJsTtkpkK2z6Bug7g8zc94SjsERdQ+ZCUcHfiq4qyUiHtlP6IFbtH9Neq2YDvWMjLhoPr70wcR7fo31OO6udZCCHuogciedM0rbemaZ+npclDUkUlyc+DmNn6fKyACfoI0Y0cWkK16vD7r3c+vqoq9ZT+vUHzoq/Xbwz2TSHtdOXHkJsNiVHQ4E+AgnN7Kn+fd4Lc+SxElfVAJG9KqbVKqdH29vZ3OxRxv9r3rX4zgucoeMip5DrVa4BjK7lpoSJST+rfGzQr/p7do3DlXOXHcGYXZGeAeSjUbghn4ip/n5Xt9/3w7QuQfORuR1L1KaVPlUhPutuRiAfIA5G8CVGpTsdB/Cr4cxd4vGPZdR9xgdQTslSWtdJOQS17/etGdo9B+gXIy628/SsFRzZBHQf9cS9NLHBub+XuszLlXoN142HrdL186TY9M29/uN7ug+hSoj4XMub/7nYkt+7cXrh89m5HIawgyZsQt+LKeYidCw+1AI/h5dd/1FX/fj6+UsO6b6SeAvsSRt1Av3SK0h/JUiA/T7879XZJjNJHSls/rc9hbGLRE6ALVfT8pV/Q/zjnXtPLeTd56TQ/H+KW6u0B7A/T270XH99y9SLEr7m52LIzrk9zuHwWYj8tnrgXzG3Nybq1OO8FW95/cJPwKkaSNyFuVm42bJup/xwwQb8sWp6Gj4NtbTh/h+a9KaXfRPHbD3dmf2VJT6rYiGN+PqSd/GOuWQnsGuvfC186PboF1k+AK79ff02pm1uVISMFdn2hz1Vs+ZT+2iMuoNncO8nbxeOw9v9Z/9Dia5eLlm/25otLx/VH4sTOLfp6dvrNtVeZfv4M9izXR8gqKvZT+N+7kHlJXy3l+E/FH7St8vXvaaf0O6NLe5zMpRPwn0Fw8VjF4xDiBpK8CXEz8vP1f8wvJYLfWKjXyLrtqtlAI2d9ztGdkHJEfybage/v7qW+/HzYFAIxc8uvWyDjgr4qRUnz3UCf8wZFk7fkQ/of08Rt1187EQ0bgyEx2vp9K6Wf3/xc8H0Vqv3xT2X1mvp+C26kuNvO7dGP39pLXTcmz5mX9Js+zv5Ssf0aI3c3fKbuxekABaOLN5NYpv/xn4CsNP1mo8LtgZ78noi9Xj61Q/8P3X8GXU+o8/P1JHvrR3p545vF95OTVXw0Pi8X4lfryV7ykeLvK6XvZ+8KvXzxWNFH5yil342d9FvFjhn0KwrinibJmxAVlZcD0Z/ol9RMf4EmHhXb/pG2+qW+jOTKia+wQz/q37PS7u5dkkkH4WqKnrRa+2y2gpsV7EsZeatpp38VvkxaMIfr+Nbrl8kO/1f//ssy6y9tnd2t95fb4OtJYgH7pvooC+ijKRGTYN0E2LHQuraTftNHg8q7jLcpVJ9LVpaCPrp2Rf9jv/ld/eaZ/PyS6xckVz0/1p+Vl5QA61/TlxzLySw/9txsOLyp9CTtdiRvF49fP2c3QynIKjTCaFtH/551ueT6hbcruHv5wCr93BbcNf5D8PWEvSBxTTsN348p/dl/aWf0/vhmiP6fh8K/7zlZsPsrfTQ6NxvChsHmd+BQxPU6h3+EPf/Rk72It/X3vxkK22bp2+Tl/BHrd3p545uwdpx+HCdi4fd9sPtL+O9kfTSwpBsqkg/Dryv1JLDw6PzlQndx5+Ve/x07tVNPUH98W+8f0D9rx6OKf56vXdHbPbf3+msHVsFZK/8dunIejv2k99WBVfqUiLxc/fcs9WTRpLlAytEHZum86nc7ACGqlJxMfbL3+QNgeRFa96x4G4+46N/P/1r+DQ63IusynIyFJ7rqd0ge2aw/PPhuOBGtj1zk5+qjYs59yt8m9SSg6clSaewaXx95y83W/6DWddCT45SjYFtLTxybeeurXsSv0hOysuTl6omeXWN4Mqj4+w3+pP8By72m92/yYf0ZdIlR+t3GNz7f70YnY+FYJLTtf/3ZdSXFkPQbVK9VdluFk7esVP0zdf5XfSk21wH6e5dOQJ2GeqKbdRnQ9Js96jTUR2YLnD9Q/PORfVVPPHz+Bo1a6/3360pwbK2/f+OxFk7ezu3V51D1mWP9yHROlr7Ntcv6CLV9k/K3OfuLvvycbS09QVr9qv56/8/1G11sa+vljAv66GsTD73ujQ5H6KtodJkMe7/WkyKHln+8qfT+BcjJ0L+vf62cY7mqJ/Yl+XUlHFynfxX+N2TXv+HJbvrnr/Cl/wL5ufrn5+TP8Gyh/ywUJJB5OfrPe/4Dzbyuv79tpt4XLs/qN97Y1tFHkSP+db1O4f8oxC3R/wNkfl7/rP4aDr1mQdSM63V+eL1obNcuQ6un9d/BH16Hxmb99S3v65+r07uu163rCBlJ/5+98w6L4ur++GdYlrL0jhQRULFg7x1Liompppj+S2+amLxpprxJTDFqmompphlN1ZjkNcUk9gIqFkRAEemg9M5SFnZ+f1xmC+zSBDUJ3+fhYWd2ZvbOzJ2533vO95wjIriVd8GxX+DwGnEMexeIb7Io7n1f/Hf0EH325GbxB+Ld4OQtJqkDL4c/njb+xvVfiWc++h3xXZ/Joi84+4pJZNZe8axc9vcMNPl3kbeqPGOUVbvRxou4ORzdwX+osK5YyvXVg78vasuFhaI0QwxmYdPatVtaeRpfJX3F1f2vZrDXYDH427sKIXRYVPe1N22beNn3vxjsnIULRlsiXoBnE/pG8RINGiNe2Bm72kfeyrPFi9bSQKvApZewMCjby3oxQMV+Kn5HshGkccydoFLDsY1i4MreJyyBodOg34Xg5CWOIctiEK84BVMfB5WFV6RbECBDRa4gPx4hYmA4vFYM2G0994rIvzTDOnnTFolzqSm1fpxGndFdWldprmdL/h0GzAGVnXBXh0WJgJracnBwFW5gB3exrXd/0ZbTcUKT+dP94tyDRovzq8oXZOaCF43Wo7JM4/UyRW250In5DRYEFwSJVshbUQq4BrS8RrIsiOCfzxjPIyfWOnkryxL31dZBPJNOPiKwxfR+VReZRymnbhPnIqlgxE1N7XAG737i+wOfif9bFov/DXWW5Q37PoLwGZbbZYqSNPNgGlNk7zV+bm6JqikVpK5VyPDDXcbFo+uMnxWLlKV7o5yjJZi6lasKxF+WSTt/Wdh6kw59Kf4UnDpk/GxK3EC8B0BoEeO+Mv8u+TfLx0/f0TLN0m+PGT8nbjD/7n/zjc/Psf8ZCa57iLH/gngPO3mL6+PdX9z3dbfB2LsheDzYO1tuzznGv8ttWlwIR/eJTlmQAV9+CImxYjkvTSwfOyiWc1PEcvIh8QBmH4cvP4CUOLGcmSSWU+PFcnoCrPkADv9PiFY/nQt39IPf3oLCE7BnF0RFQXKT/mDHDrGc1iRe3bxZLGc3meY3bRLLeU2zr40bxXJR08tzwwaxrCQe/u47saxtKr20dq1Y1jWZ1r/4QiwrWLUKZs0yLr//PsyebVxesQIuNxlgX38d5s41Lr/2GswzsWC89BLcfLNx+b//hdtvNy4vWgT33GNcfuwxePBB4/LCheJPwYMPim0U3HOPOIaC228Xv6Hg5ptFGxTMmyfaqGDuXHEOCi6/XJyjgtmzxTVQMGuWuEYKLpgEK+cJgjBxIdzxvLjGIK55VJS4ByDuSVQUbNhAWlka7+17k/zNP/Ltn8upb6yH/Hz4aTcc+kO8YLOzxfabm2aTaWlieccOsZycLJajm2p5JiSI5dhYsRwXJ5bjmgaB2FiImgb7vwffgZCUDU+shKpK8QI8231v1RLY9geETBJkKX4XXDrFeG2t9b2yLKF3a63vufaCI/vglhuMQQmrf4WYdFH7NH0nJBTBQ4+LWb6NCr5+Brb+KSKEk36GV6fB0yNElN3622H1Y5CQZ3SHN+97i98S96QsS5CbX3bDuqbBtrqo7b73/eeQnmYcQCz1vS8/EJ+1JeJafvGFWNbpxPLatcLC0aAT/WLXFmFV0+lgQzJkpgjympkAO7bAge1i/6Ic+G2LuMcqO6ipgU9/gioHoak6uksc7/c3xPYnE8Xyqaa+kJMmlgubrJ2nM2H6VGNfSDoMXy2Bv5ZCYx2UlMDD8yH2D0EQv7kfbh9r7Hu/rYf7Q2Dbe2I55ZA4fl0d1JQY+17aEdixHD57Siz/vFDcr88WiO0r8gRZiNkglvV6QbzeuAS+aZqwV+VDVibE7BYkY/tr8PHN4vorCYvT0yB2v/FepKbCARPicfIkHDpodMGeOAGHTfSCycnG57AoBY4dg/h44/dJSXD0qJHAJyZCjImL+OhR0R8VxMeLYyiIizOOISB++4RJAMWhgxDbdLycWNH21FTj97H7xTkq2LcPMjKMy3tjxDVSEB1tfC/o9WI5p8ml2tjY1DeaJhC6pr54uqlv1NeL5fwmAltXJ5YLms69pqapLzUROa1WLBcXi+WqKrFc0iSzOLlXLJc1WUDLy8Wy0veK8sVyZZPbNDdVLFc1kdLi4qb2Nl3PwkKx/OvTsPFh+Oo+WNAb1ja9Wza+DP8ZCL88LSyRnyyEq0fAwe9EENg5jqz+d1neau2g921wyWViYFqZCNfcARdfLDro+8dg3l3i5ZmWBh+dgFvuhWnTxAOz6iTc8QBMnCgG0E/T4N4FMGaMeKg+z4D7/wtBTrDnJ5BOQvZfULYXKrTQOw9ORUOA+7m+Ej3oCMpzIPwU6NUw/VnwCG/XbqmNBbwXtxJ3tSuXJDjyRXg1f2T8wWVOY6DKERqqui+nknMN1JUKq1IuUK8Gt3BhfXC9unt+U6cF2bHl+rqToLcR7prGOkAF7m3ojyS9cBsFjwdaCQ5wCRD/VbVC76bWABqo9TFacPRNmjmNJ8x6EWKXgNYWop4Ug+jhe0CqFRY1v8EQXQqqEOvuz0YHwEZYlnQ1UO8sfpMyYTFrDbIMtk1EobXoR33TAFRXAZKFQaJRa14aTF9r1PpUaEDlJCxeDk36rIama1FfCY0q8VmlFv9rHMDRHypSwKmJpNWXNmnHmgZSqWkfbTNLUkM1qEz0dTUmrj5FQ+dXAoffgXRvsWynM25TkSz2zzvUsuZvTSnUNoj35s4XwM4OSk+DyuR61Ga1vDYKjnwDDe2IprXVdTxH24a7La+Xh0N1E7mxpDHV9Yfa5jaT8zC9Sg+MKDoGFalQfhoCiiDhO1CrIWse3PBt2zKJboIkn495eboJo0ePlg8cOND2hl2Jukphls2Lh9Pxxpe7sx/0Ggr+w8BvUI+L9XxFUYqYodvYwvSnhYusHUgpTeGDIx/gbu/OwyMfxs3ejdWJqzmUf4hnxz+LT2OjmO2NvhP6X9j17d6+FEpS4Yr3ja6k9J0Q857Q9PgN7trfy94vtCXB40V0pvJCa9TBhnuEC25Ck6V1x3Jj22yaD2RNKEkXWqtJCyFkgvXfLc0U+ppJDwsyo7KDWc8LzdiP94rn6rIVXf+C/fUx4TaV9UL8r9YId6Pp/czYDQXHxDrlPGtK4cf7AEmQySvfF9a1xA0QcWlT7jqEZUghZ1e8b3TrKti+VGi9/AaJY7oGgO9gOLQa5n4CO5aCyl5U+zj+iyBq160RgnavfjDpIaEvy94rrKFKlKRXX6MObs7bQuOWtl2sn/UCfHcLLcjG7KXw+5Mtr5F7b6MmrznG3A39Zolcccm/CbfnuPtEWg4FGi+hD01vskD7RbYvxY7pOShwDRT360zg4G7UvSkIGGl0D176ptHN+/X1xm0GXSG0dpMXirYBfNNMd6nxgoARRi2XNYROM16P7oJ3P/HeOx8w5m4RQd7d59xZXPNZt4/dkiQdlGW5hVj53+U2PRewdxGDz7h74YqVMOctGHW7mOWn7xQC0B/uEsLWo+uFi1XfeK5b3QMQguutL4mH84LF7SZuJ0pP8MGRD/Cw9zAQN4Ar+16JrY0t606sQ3byFTqL/G5IGVJVKAb28JnmGqDg8YJkpG7tut+SZSE03vWm0A9l7IITm4zfnz4iLHIhE43rQqcKwtHauSvRnNbShChQIkHLc4QbUilNprIVhG7igu6ZGbsFCeKm1ghi4OghCL6p5S1thxiME9YLglaaaXSX+Q0SmruK00LQnfKX6GuKpsw0VUNNk9uoJE2QAEWfNuhyQcQd3KCuqsnyJon74OQjBPpK9G2jTmh6asuNOjC1g9DCSZLxupmSnupCo2ZLW9ykH5KFoNwzXExAQUQCgggwMEVrer3YVeKeKedWUwrFzQiDtth80J7czuSx+kYYfYf5ul7D2rdva7j8HRhxs/k604HbNcDyfj4RcOV7ghRJkuX+OPAyEezSGq5437L+c9AV4pnqKIbdYHm9Ep1rCnvXjh/fFB6hndsvZAIMN2mna4CQX5wvsHStzhJ6yNvZhCSJzhdxMUx7AuZ+BjOfh0FXioHg6Hr46zlB5na9IULye/LtnBtkRsOOZeDsL4Ta1oTlzZBckswHcR/g6eDJw6OMxA3Azd6NS8IuIak4iaPFCU2WhETraR06C2X23neW+XpbO+gzSYj166vP/Hf0jSI67vAaCB4jLDWBo0UKBCW3VOYeQSb8hhj3CxwpXnrpu6wfWxGkK4l4rcHWXlgtcg8KguJpMkj0GmoUo3c1lAhYr3DjgOzobp4OovKUcDcm/AA/PSBSOSgJXoPGiP9/PSeiZUfdLu5J3NdifVWeIPcgiF9Vodg/+h3xX9YbB2x7F2PAgr2LaIuTr0gyXJIuiCWIa9pQZ7nUmLOvMSrTs0kWoC0ypoioKTOKzHsNg4tfFYJuENGPAKEmOkawnLLBtO7vr/8xXi99g/UUEv0uhOu+FMLxaSYWPlt78+2UAAy50VjJRIFnqPWaw6YIGGH8fH0zIb2tvTHKVoFs8uxamyTYqFuu8ww33l9lWZLEJFHB9Gdg+I3iXGa9KKyvUtOQPWye8Xz8h8LYe82Pr9xzaBlN6eIviNuAS1uSvoCRxuNOM4kmnf40HcLIW4XVbOStMPlRmP0azP0UrvxATCxMMe9rESDTHNOeEOTYzsW4bvwDwmps5yS8B9YSeCuwRPhH3CxSPJnCvbcogddRnCOXKfzbNG/nG1S2YgbuNwiGXd/SxapEa/W4WM8uTjSlDPCJML5A2oHkkmQ+PPIhXo5ePDzyYVxMXzpNmBY0jZhTMaw/sZ6B/tNRp22HsgwR5dcVaNQJy1rgqJauNhBRcil/CQvOmbhrdbWw521h4Rt4uRhkJAkmNJGU3W+JgSj3IIRMNrcAqtTCEpe+E3R3WbYmlGULi5aNqu22uPQyutM6O8PvKJRBw5BKAjEoaZs0Yg31gjwNulxYu1R2Ioo1eRMgQdBYIYKW9RC1CPwjxbWqzBPWzKp8YSmt3iWsUkqy2OE3iYhZF38jgbR3hbrj4v1h72Jsi9worJ5hUcI1mXtQfGcp9YokifsY/51wcZekivdPbZkgLIXHjVGYCjFwNYkEnfAg9J4oIjEV2Nobc6IpLlTfQaI9B78Q64tPiuervlr8hr2rIKGugYK0nfhdTEIUouYzwOh6jHpKTBQU61zvcSJlhL5RTJJv+NbonnQPgYteFee0523zc4+8RlgyB14uLJVKn7YUadzcuuY/RExQmmPcfbDvQ/HZUh+++FXh2v/uJrGsTDJ8IoyuWN+B4r0/6Arjfgp5k1TGey3rRVuvXS2iJEGQIWdf8Zw6+4i0HYoG75LXjXrHCQ+K75yaNKJ+gwXZ9O4v3iEznhNWUtdAGHq9uP4eIeIaRb8rjhE+E0beItqxvsni2X92S0mEErUZMVvIAlx6iferjUr0uas+FM9N84myylZsd+qw8Tpd0xQ1W18t3PoeoSIP3mUrRP/8/lbR53qPhyn/EW3TeIm+ptzDAZdBUbKYOASMEPcjK0ZMyMqyxDusNZiS23OAHvJ2PkFxsYZMEC/wytOCxOXFi4Eu5S/x8Hr1FbNf/6Gio7VngOtB25BlYSU5uk5YkCY93L6SV8DxkuN8dOQjfDQ+LBixwCJxA7C1seX6iOtZcWgFf9QXMAcEYe8q8pa9T7yErREzzzAxs07dcmbk7dhGYSlRtEsK7JzEy/LPZ0QOqYY6c5epgj5ThIUwJ7alxQaE27S5G84aXJvIm0pt3XXV1fDqKwaJgJHGdRpvkfQWmsiWLEhDn0mib+XFC3Km8RLEeuoTgkgpg5WTj3CJ1pQKEu7dT1iAa0qNBDd4LPSdaR7pZucsBrG6CpEGBMSAraDPZEHecpqik92tuP8jrxbHVjsJ1/epw8L6OfoO85xeSqoZU+uOd/+WZMc9xNzSqOjfQiaJ8mLK5LTfhaLfVpwS97KwQpDJiIvFnynsNHDRK8blcfeJNDBV+aKtJ/4w5saTJPG+lPXGiUDv8eD+hjFH2/RnBEEaeq1YVtqrnNu0J4T+S+nDdk7CanXkG7EcFmUkaaYIny5IXd5RQQ4sQWUL4+8Xv2VqwZn0sHB5qyxY7BTyJusFccw7KvoTiD5y7WpBdJXjKQTPb7AgbwPmtDxuHwtuSCXfn3+k0XIXaRLo1Gey6LtlWebWu2tXC4utNS0rCLd7xCUtrVam/ak5AkdZToZu52TMk3fjd8b1139lPL5pvjtT2NqZW2hVtsZ3kWuA6BvOfuL+DroCAoaL5y5xA/S9wPisnSP0kLfzFYqLVXGzNjaIF0tevHhgj64XJEOtEQ+Y/zDxEmpvMsxmKNAWEH0qGo2thhm9Z2Br8y/rGrIMBz8XL//QaUKj2E5SnFScxMfxH+Or8eWhEQ/hbNd6XqB+Hv0Y5TeKzXkxjHP2xic/sX15z9qDE3+IF47/UOvbhM8QlsWSdHM3Y3shy5AVLazA/Wa1/N4jBMbeI4IjHNwskzCfCEE68hMsuNuqhAWrLb2bAsW16h5y9iYyGk9hKTCFkzdklgg3uOJuVDR5kiQSBSf9bHxGg5oNRk5egoApKURceglXbE2pccDVeLUcfO1dhJWtqkBM5sDomlJrBGF38RfEUa0xd9c1h+JS1XgJi6H/UHE/o54SgTsg7ptyTgoU/duct4UbPfegILgD5jSRUaWklCwGvSn/Ee+xzBih96pvirz2ixTn3d7k1zY2YGMvrCyyDEOuNScTF70qJgIKsZRMkj579xfvTFMMvExYK5U8bpZIw+ArjeRNua/NAyTA6C5VKiFYQlhUy3VqB+vuQMVyHjJR3OPeE82JurWciMp9tbc8qewUPPq0dEWrHVpPqg1nx9VoyWraUSh9Y9bzxnWSJPJIngf4l43Qf2OYuVjndYmLVS/rSShKYGfOTo6XHEeSJGRZ5lDBIW4bdBu9nNvQG/1ToKsRNTdzD4jBZsTN7X7BJBYnsip+Ff5O/iwYsQAndftcrFf3u5qjRUdZb6vj/oIkQc7P9IVTmikI/ohbWm9/yCThtkjdCp53dvx3yrLEQBtxifVtQqeK1A8ObpZn4ZIk3EKWogdLmvJStUejBEby1t7tuwsaL2ERqS0TejcwtwQayJsV/aSiuclLMO7r6CFE/TYqcS0tWWMUd5S22KjZUo7l3V9c6z5TxGTP3rl9fVuxFilCf1Nrnen+Q68TulxlnWsvmPiQ+K3IucJSBsbaqab3yH+I0fLh2jTgq+yENaozkCRjVQkFnqGWJyhXr2qpmQNBlsfd23J9c5haXKc8anmbodeJCNfmOrkzgWsAXLfauOzsY31bUyiEts/krmtLD84pesjb3xVn4GKtrK8k+lQ0u3N3U1pbipu9G5eGXcrEgIlkVGTw9bGvWRq7lMvCL2NG8AykcyjK7HZUNlXdqDglMtBHzG5zFwWJRYl8HP8xvZx7dYi4gQheuDT0Un48+jlHdRUMKU4RZOZMkPKnGNzbqvxg7yyIRMZuQfTa6Ro2IGsvIFl3Ryho7vJqDr/BwpVXVWg+CJ2OFy6w9g567r1Fe0z1Z+cCivuqukno7+hhDAIAYQHrM8X6dVOsZXlHxX3UeAkLX3mueJatCapNrSnKZ1s7MWArJKPPZEGoWnNNmULJuaZYH6ztZ8kKoXYQGihTBIyA2cusW5T6zhLWuf4WypF1B87U5RVlITVKc3iGigjV8wGS1O6KMD34e6CHvP0T0JqL9XQ8HF2PHP896bY27NI4cog6Gu2c6O8zhLn95jLEewiqJnfTMJ9hhLqF8vWxr/kx5UcSihK4eeDNeDlaEL//3XE6vkm8LAl9g39ku3c9XnKcVUdXEeAcwPwR8ztE3BRMC55GTM5O1pdsZcDpeNRnQt7qtSJNR++J7XONhM8QmpzDa0S/kfXGP7VGiJAtWcxkWYh6/QZZjlrsCBR3akEiOEcZ1+cdFW5VS5YRS3DyhktfNxfQnwsYokOLxGSqeaSsJMHE+W3vX5YpSI4kiWjn3EOg11nXqpla8kwt7UpePRBu08mPGsX+bWHyQmHNV85BkkRQypm43VpLtaOy7TrpQA968C9AD3n7J8LExVoXeRUHs3ex8+RGcsrScKgsYLLelilSLf51J6FRA3U6Mxerq50r9w69l5jTIipyyf4lXNP/Gsb5j/tnWOFkWQi4D60Ruqopj7U7FQhAalmqQePWWeIGInjh2oE38m7WHv7M+INLh13f9k7WkLFbBAe003Kh9Qxll4MtYSf+Rz/Jgk7GRmW5fmNZliAmA+Z0vq0K3Hs36d6SjNqf2nJBXoZ28Fq0pbM5G1Asb9piYcntPb5j+zt6Imopy0bS5DtA1GSsKjB31ZnCLUi4+g+vbT21Su9x7W+Ld7+WaVZMox570IMenFP0kLd/KPKr89mdu5u9p/dS01BDgEsA8wZeHmhm/gAAIABJREFUyxi/0dhrS6y7WCNmQ8hEJEliYsBE+nv0Z03SGtYmreVo4VHmDZhnNZLyb4GGehH6nr5TuK/GP9h64fNmyKzINFROOBPipiDCM4JRnoP4q+Ag4ypy8HbtJAnJ3issaIpg3QrqGuvYnr2dzZmbqXF1w9c3lOdGP4Fko2qKZJNEstj474U2rrn1KytGbBM8pnPtNIUkiUlDgUmxaUXv1RVJVc827JyEZSrlLyHAV4IV2guVrVHjpmjlvCMwELrWAg0GXiYIcBvBMj3oQQ/+Geghb/8gNOobSSxOZEfODpJLkrGRbBjhO4IpgVMIdw83Ws2suVhzYmHPO0Jv1KTL8Xb05uGRD7M1aysbUzfy6r5XuWngTUR6t9/FeN5AWyKSHxefFFFpkXM7FPl0quoU78W9h8ZWw4IRC3C165pQ8asGXMfR/AOsj/+E+ya/0PED1FaIMkytWEYa9A3syd3DpoxNVNZXMth7MMEuwWxK30RSdTaDvUzKZY24GTa/IMozmaYHMLhMB5+5y1SB72DhnqsqEFGYefGCBJ2tfG1djYkPGfNfdSZtiZOXIG+KBc3eWViHy7KMlj1r6MpIwh70oAfnNXrI2z8AlfWV7Dm1hz25eyitLcXd3p05YXOYEDDBLMO/RZhGsQ6+GrYuFlncZzwndEeAjWTDrJBZDPQayOrE1Xx45EMmBExgbr+5ONi232p1TlGUIoibTivcpB20HBVoC3j38LuobdQ8NPIhPBzaKfxuB9wDx3CJypOfCuKIL4xnqE8raT4sIfeg0KpZEcLHFcSxIWUDJbUl9HXvy91D7ibMPcxA6HZm7zQnb74DRZ67Y/8TQnJF3F2WKQI8BlzWyTO1AL8m3Vt+ohDs5x1tShT6Ny3+0msoXLIMsvaJiO+OwslH9FVT4uc7sH3krQc96MG/Bn/TNyRIkhQlSdIuSZI+lCQp6ly352xDlmXSytL4IuELnt39LL+k/oKPow93DbmLFye+yMWhF7dN3JrD1k4kDtV4idJQFafMvg50DuTxMY9zQcgF7D21lyX7l5BaltqFZ9VNSN0mLEkqNVz4coeJW3FNMe8cegcZmQUjFuDt2IkyKq3B1p4o35EENDSyOnE12ZXZHds/e79wqVmwVuVV5/FZwmc42DrwwPAHeHjkw4S5i4TAtja2TAqcRFJxEoXaQvMdh98gsrMnbjCuy9orXKtd4TJV4BYsLEb5iUJLpy3uHOk5n+DoIazanUn9okSUmrpcg8eJZ/JcB2T0oAc9OG9wTsibJEmfSZJUIElSQrP1F0uSlCxJ0klJkp5q4zAyUAU4ADnd1dbzDXWNdezJ3cPS2KW8efBNEooTmBw0mWfHP8tDIx9iuO9wQ+Rop+DgClFPi0F62ystikurbdRc0fcKFo5aCMDbB9/m55M/o9O3kojyXEHfKMrw7PtQWC8uerXtWnjNUF5XzruH36WusY4Hhz+Iv1MHdUzthK3/UO7X2aOxUfNe3HsUaAvat6OuRrgag8a2cAHLssyGlA3YqexYMGIBg7wGtQg4mRI4BUmS2Jmz0/y4bkHGhKCV+cJlmhndtS5TaMr3Nkhk3D8dL9Y1r0v5b0K/C0XVAFMXqN9guPJ9Yz63HvSgB/96nCvL2xeAWRIoSZJUwHvAbGAQcIMkSYMkSRoiSdIvzf58gV2yLM8GngRePMvtP+vIr85n/Yn1PLv7Wb45/g16Wc+8AfN4ZfIrXNv/2q4lFS5+IqN6bYWwwOlqW2wS7h7OorGLGB8wnr8y/2J57HJyq3K7rg1nirpKQT6TfxfJZKMWdVgTVFlfybuH36WivoIHhj9AsEs7M/53Bn6ReEgq5gdMR5ZlVh5eSXldedv7nYoTCVUtuEwTixNJKk7iktBLrAaZuNm7McJ3BDGnY6hrrDP/csg1glzFfyvKNlXldzyCsj3wixQWt9Qtwm3Ygcjfs4G9p/eSWJzY9oZdAWcfUVqpBz3oQQ9awTkhb7Is7wRKmq0eC5yUZTlNluV64FvgClmWj8qyPKfZX4Esy/qm/UqBdiaE+nuhUd/IkcIjvHv4XV7a+xK7cnYxyGsQj4x6hEVjFzE5cDL2qm46da9wmPyIGLR3vyUCG5rBwdaBmwbexL1D76WivoJl+5exOXMzesOtOUcoy4I/nobCZJGtfdRtHS6bpNVpeS/uPYprirlv2H2EunWzgN6rL9ja41eYyoPDH6RKV8XKwyup1lW3vl/2PlHM2zvCbLVOr2P9ifX4afyYGjTVys4C04KnUdtQy77T+8y/0HgKfVtmNBz5Vlhjg9pIzNsZKLq3sqzzLspUlmV+OPEDHx35iPjC+HPdnB70oAc9AM4vzVsgYCr2yWlaZxGSJF0tSdJHwBpgZSvb3SNJ0gFJkg4UFhZa2+y8QkV9BZsyNvF89POsil9FfnU+c8LmsHjSYm6PvN08crQ7EThSFH0+HQexn5gXwzbBEJ8hPDPuGSK9I/np5E+sOLSCopqi7m+fJWTvFwXRG3Uw6wXLtQPbQF1jHR8c+YDTVae5a+hd9Pc4C5n7VbYQNh0ydtFbsuPeofdSoC3gwyMftrSIKWioh1OHRNHvZgL/bVnbKKop4pr+17RZpzbUNZRgl2B25uxEbn6PB14mLJan45pcpt1QjNk1UBBQOO9cpqV1pdQ01GBrY8unRz8luST5XDepBz3oQQ/OK/LWIciyvEGW5XtlWb5eluXtrWz3sSzLo2VZHu3j0846cOcApgEIz+1+jl9Sf8FX43tmAQhdgb6zREqNtG2Q8IPVzVzsXLhryF3cMugWcqtyeXXfq0Sfim5JBroTiT+JiFK3YKFva55ktB3QNer46MhHZFRkcHvk7eZRmN2NQVcIC2HCBiI8I7g98nYyyjP49OinNOhbWj7JPyoS8zYLICivK2dTxiaGeA9hoFfbVRskSWJa8DTyqvNILm1GTuw0xhJI3eEyFQ1osr5JgiCeRzhVJYJ27oi8A09HTzakbDi7fboHPehBDyzgfCJvuYCpqCioad0/GkoAwmv7X+ueAISuwJBrIXSaqI2Yus3qZpIkMa7XOBaNXUSIawhfH/uaj+M/pqK+ovvbmLYdjnwDIRNh5vPC5ddBNOgb+CThE1JKU7hl4C0M9x3e9e1sDRpP6HeRSCBccYrhvsOZN2AeScVJrEla05I0ZMeK2pl+5taqn07+RKO+kav7XU17Mcp3FE5qJ3Zk72j5Zb8LYdLDEBrViZNqJyKvES7u8yxXmULewtzCuCDkAnKrcjlReuIct+rMIcsyx0uO9xDRs4iK+goe3/H43yNCvwfnPc4n8hYL9JMkKVSSJDtgHvC/c9ymbkPzAAQZufsCEM4UkgRj7xHF7fd/LETyrcDL0YuHRjzE1f2u5ljJMV7d9ypHCo90X/sKjsP+VUL4Pv7BjhdaR+gLVyeuJrEokesHXM/YXt2g7WoPBl0u2n90HQCTAidxefjlHMw/yLoT64yDrb5RJFUOHGWWkiK9PJ3YvFhmhszER9N+S7NapWZy4GQSihJaurxtVIIUdyb1RXvhHnxeFs7OrcrFw8EDjVrDGP8xuNi5sCVry7lu1hljd+5uVh5eyeGCw+e6KWcN7Y7g7iZklmdS01DDzyd/bvFdgbaA+Vvmsz17+9lvWA/+ljhXqUK+AWKACEmSciRJulOW5QZgPvAHcAz4XpblLgnxkiTpMkmSPi4vb0f0XjfCWgDCo6Me7f4AhDOFyhamPCpSbex+E0rSWt1ckiRm9J7Bk2OexN3enVXxq1iTtIaahpqubVdVAex6XUQpTn6k0wTjh5QfOFxwmKv7Xc3kwMld28aOwMEN+l8MmTFQJiSgF4RcwIzeM9iZs5O1x9aSXp6OnJ8kSjCZBBDIssy6E+tws3fjoj7tq3FqismBk0GCXTm7uux0/u44VXWKAGeRMFdto2Za0DSSipPIq847xy3rHBr0DaxOXM2OHGFhrdJVtfj+++TvW410/rtZ69LL05m/ZT6LYxaTVJzUrb/VqG+0+p2iXU0rT2sRmf95wucArD+xvvsa14N/FM5VtOkNsiz3kmVZLctykCzLnzat/02W5f6yLIfLsvxKF/7eRlmW73FzOweaMawEIITP4aXJL3F75O2EuYf9PQq+qx1h2pNg5wLbX4OqtgNAejn34rHRj3FRn4vYf3o/S/YtIaU0pWvaU6+FHUtFdYFpT3Y6D9aunF3szNnJzN4zmdHbQjH2s42Bl4maok3WN0mSuKrvVUQFR3Eg7wBvHHiDF/e/ykYqyXUxWtdiTseQVZHFlX2v7NQkwMPBg+E+w4k+FU19Y32XnU5Xo76xnuzKbA7lH6KyvrLN7RUXoUXdYCto0DeQr80n0NkYNzUlSOTFO5B/oMPtPh9QoC0gNi/WQD6r6qtIK0tja9ZWAE6WnWRnzk6+Pv61xf2zK7NZsHUBaWVpfHP8G/Kr889a29vCd8e/I66gpVfghxNGrW5prTFvpU6va7NPxObF8si2R1rNY5lblcubB97kzQNv8vC2hy0Gtfya9it/Zf5lWF6ybwlFNUUGImyamPtckOPK+kr0sp7jJcctSyd6cN6hpzxWN0GWZdLL09mRs4O4gjga5UYiPCO4NuJaIr0iz72OrbPQeML0RfDncyKP2oUvtalTsrWx5bLwyxjsPZgvE7/knUPvMKP3DOaEzUGtUneuHXo97FkBFadh+tPg2qtTh0kuSWbdiXUM9hrMFX2t1wY9q7B3gQGXigCRknTwDEWSJK7pfw2XhF7CkYIjHNj5En+qZf449Cb+Tv6M8hvFjpwdhLmFMdpvdKd/enzAeA4XHCatPI0BngO68KTgUP4h3O3dDRUeOgq9rOej+I9IKkpCRgxw04OnM7f/3Fb3i82L5cukLxnsPZg7I+/ETmXZrZ5dkY2XoxcatQaAfG0+ellPgJOxVJWT2glvR+/z1vIWmxfLAM8BZnn91iStYYj3EIb7Dqek1jxDU2ldKbtzd3Mg/wBRwVEGy1FxTbHF4yt6rY/iP6JaV01aWRrPjH+mm86m/WjUN7Irdxe7cnfx1vS3KK4pNkhPTAO9TN+7j25/lEDnQO6MvNOqxODHlB/R6XUUaAuws7GzuF1ScRJp5UZPxJHCI0R4GlP3ZFdm83v67y32eyH6Ba6PuJ5hvubpcXR6HblVuVTrqon0jmR14mrSy9NxtXfl+ojrzSYTukYdq5NWMydsToekNntP76WPax/8nfzRNepYtGsRUwKnsCtXWN2nBk1tt0GhrrEOOxu7bjFAyLLM0aKjSEhEekdS01DDa/tf4/bI27s/fdN5jvNJ8/aPQF1jHbtzdxsCEJKKk5gSNIXnxj/HghELGOYz7O9L3BS4BcG0J6C6UCTxbWiflSbMLYxF4xYxKXASW7K2sCx2WcdLQSk4vEakrxh9B/hHduoQhdpCPk34FF+NL/8X+X/YSOfR4zDgUlBr4Ki5G0Wj1jDB3ocFsguvDl/IdRHXoVFr+DXtV6rrq7mm/zVn9BINcwtDQiKtrHW3eEeRWZHJ5wmfs+7Euja3lWWZXTm70Oq0ZuujT0WTWJTIlKAp3BF5Bz4an3alpDladBQ7lR1JRUmsPLySrVlbWRa7jNf2v2awclTUV7DswDJejHnRECWtBCsoblMF/hr/88ripCC/Op/ViavZnbvbsE6r07Lv9D6D5rQ5KSutLaWsrgy9rKe0tpRKnbBkVtRZDjJScjgq+QfL6soASCxKZGPqxq49oQ7ANCjqkW2P8PLelw3nakrW1yatpUBbgCzLyLJMTmUOL8a8aEbGZVlmTdIakkuSDc/Skn1LeDHmRfae3mtmGSutLW2hYWseoLVs/zKr7U4vT6dGZy4lqWmo4Y0Db/DhkQ9p0DcQmxdLUU0RaWVpLNm3hF/SfjFsm1OVQ1xBHJ8lfEZuVS7ldeUkFify6PZHqdZV06BvsJgrcm3SWl7e+zJgdOcqxA0gpax93pFGfSP/2f4fPk34lP9s/w9ZFVkWtyvQFlj9DgQJnb9lPgfyjBZtvaxnwdYFfBz/MR/Ff8TB/IOkl6dTUlvCt8e/5ff039tlpUwuSWZV/KoWFkVdo46y2rJ2nef5iH+V5a1AW8CKQys6tI9ExwbC7MpsahpqCHQO5IYBNzDaf/T5q2M7E/gOhAnzYc/bEPMuTHqkXcXE7VX2zBswjyE+Q/gq6Stej32duf3nGso0tQspmyH5N4iYDf1mdar5NQ01fBT/EQD3Dr0XR1vHTh2n22DnBAPnQPz3UJwqkiYryNkPkgqX3pOYau/M1KCplNaWUlFfQW/XjpX/ag5HW0d6OfcysyScKRr0DXx17CtkZLIrsymqKWq1PmxGRQbfJX/HoYJDPDj8QWxtbNHqtPwv9X/0de/Ltf2vRZIk9uXto7TOvHzb8ZLjrEtex6OjH8VJ7USDvoHjJccZ5TeKgZ4DWZ24mrTyNNzs3SivKydfm4+/kz9ZFVnIsoxGreHrY19zpPAInvaeqCQVvhpfs9/wc/IjqTiJRn0jNpINBdoC/JzOflWIal016eXpRHqLyYuS5sWUiCgEVNGwldSWoLZRs2TKEtYkrTFYFwGKaooMpE3boKVR39hiotmcCCga1g+OfADAxX0ubtWanlWRha/GFwdbh86ddDPoGnW8F/ceznYtJROFNYV4OXpRrasm0DnQoDNbHLOYp8c9bbZtYlEiicWJpJenc8ugW9h3el/LpNUI0uPr6EuYexh6Wc9ze55rsU1cQRyPbn+UpVOWorJRGazElqCyUbW4pqb377vk71rssyl9E3PC5gBwuvo0IO7zkn1LsFPZGSQPT+580rDPOzPewUayIa86Dy8HL8P6ZbHLuGvIXS1+451D7zCz90whE0Di+ejnuST0EoJdgtmWvY17ht6Dg62DwZ2suKuXxS5jVsgsRvqOxN/Jn2pdNSobFYtjFgPCCjrIaxCj/UYT4RmBLMt8mfSloZ9+kfgFcYVxqCQVB/MPmrXpq2NfGX4vtyqX3KpcBnkNwtHWkcUxi7l50M2sTVpLqFso6eXphLiGcHW/q3n38LuAsIiGu4dzMP8gc8Lm8Mj2RwB4d8a7Lcae7MpsApwCzmtDy7+CvEmSdBlwmU+YT4f0BK09dNYQ6R3JlMAphLqF/j10bGeCkAlQUwKHvoRDq2HU/7Wor2kNg70G8/S4p1mTtIbvk7/nROkJbhxwo8FlZRV5CXDgM+g1HEbc0qlm62U9XyR+QYG2gAeHP9ihqMyziv6z4fhvgsBNXyTWybKoquA3yEzj5+HggYeDR5f8bJhbGAfyD6CX9e22RsqyzOGCwwQ6B7YgMpszN3Oq6hTX9L+G9SfWc6TgCDNDZlo9lmIxSSlN4bvk77hxwI38mv4rNboaro241vBcedp7kl6WbrZvSmkK+dp8Yk7FMCtklrBsNNQw2Gsww32HE+IaQoO+ARmZl/e+TEZFBv5O/mRXZiMh8cSYJ9h3eh8/pPyALMsEOAe0SHLsp/GjUW6kpLaEk2Un+fr41yyeuLjLrn97sTlzM39l/sWz45/F38nfkMJEGdABTlWLQVGxkBXXFuPp4ImDrQPuDu4cKzlm2La4ptgsgCGtPI1w93D+zPyTCb0m4Gbv1iLAAeBk6UnD5zxtntUycnWNdSyLXcZg78HcN/S+Fu/HBn0Dv6b9SlRwVLtzWhbUFHCy7KTF705VnWKA5wCqdFW42ruaBQk0j+osqytjW7ZIg9TWb7958E3enfFuq5ak+sZ6MisyaZTNAxjG9RrH/tP7DWNLzKkYMisyzbYxTSUScyrG4vG3ZG5hZshM0svN+781repDWx/i2fHP8vLel5kYMNGwPqsiyxAs0eI3sraYRVb/lv6b4fOiXYt4M+pNi5HXmzM3szlzs8VjlteVE3MqhphTMYb2NIcl3SJgUXe4PHa54fPapLUAhmuSWZHJWwffMtv+tf2vAZjpD+v19axJWsORgiO8Of1NimuKWbp/KTN7z+SqfldZbEtdYx2ltaXnNCvEeeQn6j4oAQs1dTWE24azcNRC5vWdx09bf2KA/QAWjlrI3NC5/LT1JyIdI1k4aiGX976cn7f+zEjnkTwy6hEuCbyEn7f+zDi3cTwy6hEu8L+An7f+zGTPyTwy6hGm+0zn560/M8xlGGHuYRzIOEDU8igSchMAiD4ZTdTyKJLzxOx4R/IOopZHkVYoLBybkzYTtTyK7BLhRtyUsImo5VHklYtZ2MYjG4laHkVRpXATbTi0gajlUZRrxYz6u9jviFoehbZOuJrW7l1L1PIodA2iw3+x5wuilkcZrsmqnauY9abRavX+tveZvWK2YXnF5hVcvvJyw/Lrf7zO3A+M2qLXfn+NeR/PE+69iEs4sesd3lppPN5/f/4vt39+u2F50YZF3PPlPYblx9Y9xpPrnuS+YfdxVd+r+CruK6789koyyjMAePCrB3ls3WOG7e/58h5e/e4hEenq4s+9aUn8d6OxpO3Nn9zMS7+8ZFie9/E8Xvv9NcPy3A/m8vofrwPw88mf+fzA59hp7QzalNkrZvP+tvcN2896cxardq4yLEctj+KLPV8AoGvQEbU8irV7xctCW6clankU38WKWXK5tpyo5VFsOLQBgKLKIqKWR7HxiHAr5ZXnEbU8ik0JmwDILskmankUm5PECy+tMI2o5VHsSI+FgZdRlbGbW5eOJ/pkNJTnUFGYwhP7fiA2PRaAuKw4opZHEZclXnqx6bFn1PeKSovYmryV+KZC8W31vTX71jDu/XGsil/Fa/tf48XNLzJt+TR0DTryqvP46OBHxB6PJSo4iiCXIL48/GWrfW/N/jXsz9jP9ODpxJyK4e6f7uaNXW8wOXAygc6Bhr7n6eiJtkHL8xuf5+ZPbgaEZSk5L5lXtr2CXtaTUJTA8bzjvPu7mH17OXqx/LflLP5xMfYqezLLM1n47UI+3PMhvhpfHG0dWbdzHbWFtdir7Al3C+eeL+9h0YZFhva988c7JOclk6/NJ7kkmUOZh3hpU/v6HsDlKy9nxWajB6CzfS+5NJlGfSNXfXoV3+7/lhOlJ9A16vgh7gfWH1xPeV05yUXJRKdGcyxfkLSssiw2Ht7IpoRNeNp7Ul5bzvYT2ymsLKSotojMkkxiTsagrdWyMXUjm05s4uk/n2bFXtHe1KJUolOjKdMKMlheU851666jvEb0hW0p2xi3chyv7nmV9SfWsytll6HvFWgLKK4qZtW+Vdy56U7SytPM+l5sXixfJXzFrM9msS5pncW+t3THUsavHM+JohPkV+fzwd4PiE6NNmj1ckpziE6NRi/r2ZCygWVbl/H9we9xVouJTmZxJjFpMUSfigYgoyiDfen7DIEvaUVpLN9lJASphakcyDS68k4WnORg5kG0DVpeP/A6J/JPcDjLmG4loyCDuGzxHGZVZvHAbw8Qn2Msq/ZT3E/E5xqXE08lsuuEcFfOHzGfo7lHeX2Psa/E58Rz7LSRYCdmJ5Kcl8yPJ39k/pb5vL/3fU7kG/MOHsw8yMkCI5k9kHmA1EJBBgu0BezP2M/a+LWG7/el72ObSe7OmLQYMouNZDI6NdrwXtDLeqJTo8kpzUGn1/HA5gd4bvNznCoTEwRdo47o1GhOl4vJQ31DPdGp0eRXCIlBna6O6NRoCipFypZndj1DdGo0hZUi8E1bryU6NZriKjF5q6qrIjo1mpJqodOsrK1s0feiU6MNfa9MW0Z0ajSVteJellSXEJ0aTVWdmHAUVxUTnRqNtl6MkYWVhUSnRrN4z2LiCuLIr8xn3Cfj+PXkrwB8nfA1016fRlpxGvO3zGfuhrlMeWMK5dpyPjn6CS/vffmcloL8V5C3HnQzRt5KtnMg06qzRR3MDkCSJGaGzKSvqi8gZrVbsra0sJDa63XMzI8V9TWnPUl9GyWfrGHv6b1sydqCpkFDsEM3FprvKvS/GL2dM7MamoTm2cKVc0zl1G0/6esg3ITZVW3rEXOrcvkr7y8a1A3M7jObcPdwDpcdpkZTQ2V9JWuT1mIr2WJfI6QDw32GU1Jfgl6y/tKr0ddgI9twdb+rGe47nNy6XGywYU74HLPtPOyFpatObywfVlxTjI1kgw4dCUUJJBYn4mLjgkoyd39IkkSIawgZFRniN+UaM5ezm40bL09+2WKiYzXCLZhfnU9quRgYa/W1bV6rM4Fe1vPDiR9YdXQVOlsd9fp6sivE/dHZ6ahqqEKr09LHtQ+yJPO/3P/xzO5niM0XBL9BbqCmoYay+jJs9OK1760xd10XagupaqjCRm/DWO+xpJWn8Wf2nwAGC2xNYw2S3rp1PaUiBZ2djuSyZLZnb+dA4QFkZKLzog0RrQr25O4xfI7Ji+GrY18B0Khq5M+sP9mRvQNtgxholffB/uL91NvV88ahN3hp70sklYvUH85qZ2aHzqY59hTvQW+jx1ntzKtTXrXa7o5GDyuuuObope5FmByGncqODSkbDOuDXIIA0KPHTTK37MnIhLmHEe4WTmt4dvyzOMudi6gHLAZN9EBYi02x9/Rew+dK10peO2CciFW7VPP83uc5ViwIdUcj2LsS0t8tZ8+ZYPTo0fKBA3/PEP/zHg31sO1loc+a/oyx2HgHoNVpWXtsLfGF8Qz2Hsytg27FSe0EjQ2wfQkUHocZzwq9XSeQVpbGikMrCHcP54HhD7RZ8/O8wbFfRIDGzOeFe1plJ6J8uwmyLLNo9yIGeQ7i1sG3Wt1u/+n9fHP8GzRqDXdE3kG4eziyLLMtexs/n/wZlY2K+sZ6bht8G2P8RQmvvOo8Xt77Mtf2v5ZpwZaT8r5z6B3qG+t5bMxj1DXW8dWxrxjpO7JFxYu08jTePPAm9w+/31DG7Jndz9Dfoz8ppSk42jpyuvo0V/e72mIKmJ9P/syWrC08P+F5no9+3up2lrBo1yICnAMMaSFm9J7RoYoW7UFcQRxejl4EuwSTXZnN0v1Lhc6oUcfbNyiIAAAZrklEQVTUoKlsy97GKL9RHMw/aND7zA6dbRikJwZMJPpUNBq1Bq1Oy+NjHmd57HIuD7+cC/tcSG1DLY/tENZtFzsXdHodtQ21Brfme3HvcbzkOAATAiZw08CbeHnvy7jbuxvWtwWNWsPFfS42IzIKQlxDeHzM4wDM3zLf4v5Tg6Yyo/cMVh5eyZTAKfx48keL2707412OlRzj/bj38Xb05r5h95m55OaEzeHi0IvJrMg0c7UtnbqUL5O+JLGoZUrRqUFTiSuIMwQgvDzpZZ7d86zVcx3tN5rrB1yPo60jC7YsMJPdPDn2SZbuX8qlYZdyQcgF6PQ6Ht/xuOH7/h79WTBiAQu2LrB47CCXIJ4a+xQ/nPjB4N41xQDPAe2+J21hiPcQjhYd7ZJjnQnmDZjHt8e/PdfNaBVvRL3R7Zp2SZIOyrLcIoVAj+WtB10DWzuY+jg4+8LO5YYEsx2BRq3h7iF3c03/azhefJwl+5aQVpoKh76A/AQYe3eniVtJbQkfH/0YDwcP7hxy59+HuIEoT+XgDgc+hdIMCO7e6g+SJBHmFtZq0IKSfiPENYQnxjxBuHu4Yd8ZvWfw+JjH8XH0YbjvcLPUJf5O/vg7+RNXaL1KR0ltCV6OQlRtr7Lnjsg7LJYq87QXJdBKaoRVUqfXUV5Xjq/Gl8lBkw3aL2v1afu49UEv64k5LXRF1rRaluCn8TMQN7WNmkJt2zkPLaGusc5qQtyvj3/NL6kislBJ8XHXkLvwcvRiW/Y21DZqQyWQ3Eqh5+rrLizYKknFDQNu4L8T/sstA4U2VNFoKZou06CBOyLvwNXOVaxXORhS0yhQ3IpVuirDvTH9PaBFCpYA5wC0Oi378/ZbPL9TVaeoaajhUP4hACI8IxjsbX6vDhUcYun+pRTVFFklbiD6nRJ0ZGtji7+TP0O8jWXjlMCK3i7mAT1OaiciPCJojhsH3sh1EdexeNJiwzp3B3eui7jOahv+L/L/DG1ofi2CXYJZNG4RF/W5CFsb2xYBUhkVGUiSZGb9VdsYAz9uGngTYLTgmWJm75mGoBUFUwKnGD4P8xnWfJcWUAIg3O3dLdZDXjJlSZvHaAvzBszr0PaTAibxxJgneHjkw4Z1bWqiTXDrIOsTz+nB01tEkXcG5zIYsYe89aDrYO8CUU8Ly9D2JaAtaXufZpAkiajgKP4z+j/Y2tjy1q6n+SP5B+QBl0FYVKeaVddYx8fxH9Ogb+C+YfcJa97fCbZ2MPhKKM8Ry0HdX7orzC2Mopoiq0lw953eh7ejNwtGLLAo8A5yCWLRuEXcGXlnC2H6MJ9hnCw9afHYSsoKT4e2a9O62rtiI9kYIk4VEufl4MWkgEmoJBXejt5WI0H7uPYBIDo3GgmpQ+RNESrbq+yJ8IygsKbj5C2nModX9r7C8tjlLWQCtQ21aHVa0ivSkWXZkFw20DmQJ8c+yR2Rd3DX0LsMkYMKUfV29OauIXexeNJiJEnCV+NraGtWpTl5A3h01KOM8htFuHs4Nwy4ATAGavk7+TN/xHy8Hb0pqS2hvK6cal21QT8GQqelkHPFujohYAIgBl/lPJtDY6tBp9fx7fFv+SzhM0AMqKb3oL9Hf6rqqwzEK8w9jAUjFvBm1Jv08+jX4pgOKkFGlWsZFRxl+C7ENQQQ75c3ot4w22968HT8NOZ9RLmuzSd5zScRdw65k0XjFjF/hLnl0DTQRyF8gc6BZutvHHij4bMSaPDEmCdYNnUZj456lCfGPAHAtOBphusy1r/lsz/afzRj/MfQx7UPd0TeAYh7sGTKEuaPmM/dQ+9usU+YW5ihCksf1z4iQtRvJPcNu48pgVN4caJRT/zwyIfN7vlAr4GGZ6c53pnxjsGaaopXJr/C5MDJjO813uJ+pnh7+tusmL7CQGb7uBl/a9nUZbwVJYIQTAnrBSEXmB3j0rBLGe1vbqx6YswTLJ26lJUzVzK3/1yeHvc09w69t832WENXkL8zwd/I/NB5KNGmffv2bXPbHpwhnH0g6inY/LyowjDrBbBr/2xJQW/X3jwZPJtvUnez0V5NCqXcVl9plny0PVByNuVW5nLf8PvOr5qxHUHfWXBsoyDILt2fliLMTSTSTStPazFz1+q0nCg9wYzeM9oMpbcUcT3cdzh/ZPxBfGE8kwInmX1XVldGo9xoZt2xBhvJBg8HDwNpU6xTng6euNi5cF3Eda0SdTd7N9zt3SmrK+tw+gplsA9zD8NP42co8t7eCPPDBYdZk7QGnV6HLMsU1xazNWsr3o7ezOg9w3AuWp2WopoiSmtLUduocVY7I0kSI/1GAqJCAhjTSzjbObcgGO727oDR8mb6DIW5hxmSJvfz6McdkXeYJT8d4DmAMLcw9uft55ndzxiu25Njn8RB5YCtja3heIHOgbwV9Ra2NrZMCZxCsEswf2T8QUV9BWFuYdwy6BZyq3L55OgnXD/gej5P+NzgnvN29KafRz/UNmo2sYlhPsOYGjTVEEH75NgnzYjdTQNv4oXoFwAMxEkhRkqqkgjPCFbOXEl5XbnBqghGa4kSZS5JEmHuYeRrjbn7rBF5UxIDEOAUYHFy4GDrYCCd/dxbEk0Qbu2vj4lKFqZ6To1aY7gnK2euNNvHUv9yVjvjpHbisTHCBa70DcCQaHt68HQzd+tQn6FMDZpKckky1/S/BlsbWwPxAxHYM67XOI6XHG9BlO8fdj82ko2Zq/uFiS8YUucoRLl5GwGuH3C9QVOmUWtYPHExxbXFbMncQnVDNYlFiS0Is61kvqxWqXl7+tuoJBWbszbz88mfGddrHFHBUVTWV5JWnmZIPXXjAEGQQ9xCzJIbKxjiM8TsGicUJfDhkQ9bbGcJzdPNnG38K8ibLMsbgY2jR49uOQXpQdfDMxSm/Ae2LxXRodOe6njN0fIcHPd+wO2eI+gfOZv1af9jyb4l3Db4NrPs5W3h1/RfiSuI46p+V1l1n/0toFLDzP+KgI2zgGCXYFSSirSyluQtoSgBvaxvlzvGEoKcg/B29CauMK4FeVPShLSWB84UHvYelNQJolNcK/ZViF/zY1tCH7c+xBXEWRxwWoMyYIe7h+OsdqZB30BZXVmb6ULKasv4Nf1XYk7FEOoWykV9LuLDIx+SUprC7tzd+Gp8zcgbYEhM6uHg0WLwdlI7ISFRVleGrY0tdjYtq0eoVWqc1E6GtCFudtZTYZgO/AqaT5iCnIPMyM3FoRdT21jLWP+xBuKkuP+CXIJIKk7C1d4VH40PPhof3p3xroHY1DfW08e1DwtHLcTWxpZ+Hv24OPRixvcab/hdhQiaQiGkYCQovhpfLuxzIRN6TTDb1pJl+IWJL6CxNU4qr+x7JU5qJwZ6DqSsrsyqe6556pzmOQAVPDj8QYPmztPRuhX5xYkvUl5X3qmqIzN7zySvOq9dKWqa53+UkLBT2RkInyXcMsg8FZOT2gmdXme4Bo62job72Px5fXTUo5TUluBi58LRoqOGSZ7aRs3zE57nh5QfuHXQrTjYOhDoHMitg2+lQd9gMdWJ0udNr7VC8Gb1FjnllGfezd7NzLU8MXAiHUGkd6RBa3dVv6so1BayO3c3Ac4BgiAGRbH8wPJO1Y7uavwryFsPzgF6DYNx98DeD2D/RzD+gXbngKO2QtQsVdkhRT3JZCdvQr0i+PTop6w8vJLZobO5OPTiNnOQHco/xKb0TYzvNZ4ZwedBzdIzhcvZsxqqVWqCXYJb5JECkezSzd7NquukLUiSxDCfYWzL3oZWpzUbKA0EzKFtyxsIK5uSDb64phiVpGp3jjAQ7rS4grgOuUwBQt1CGew9mFG+owxEq0Bb0GIglWWZA/kH6OPaB1sbW5bsX0JdQx0zes/gsvDLkJBQSSq2ZW9DL+vJq85Dq9Majmkj2ZBRkWEgb80hSRLOds5U1lcKImflGfNz8iOtLA2VpOqwbKD5c9bcXeSkdjJospqjv0f/FsXgJUlCo9YYAinC3cMNg7GNZGPQX4HQWllKoG1JsypJEpeHX95ivSU0JxtOaieu7HulxW1vHnSzmeXulcmvIMsydirrJaH8nfyZEDCB/af3t6qL8nL0apeVuTnsVHZWc5BZwmi/0SIKW69jbdJaejl3vJzgK5NfMQvCeGjkQyzdv9TitmHuYYQhCGnzybaPxof7ht3XYh9bG1urWuTmFkgFkiR16vq1hsmBk5kUMAlJkmjQN+Dp4Mn04OmGiclTY5/q0t/rLHrIWw+6D2FRUF0kCqxrvGBYOwSrjQ3CWqctES5XJ/GSVbQ+3x7/lt/SfyOlLIX/G/x/VgfqrIos1iStIcwtjOsHXP/PT5jcDQhzD2Nnzk50ep1BPF3fWE9ScRITAiac0TUd7jucLVlbSCxONGilQBAwCandCW89HDyEq1XfSHFtMR4OHh0qcxbhEYEkSVZdW9bgaOvI/cPuB4zkpqimiAjMB6p8rShZ5WrniqeDJw36Bp4a+5TZ4BnkEmSWqDW9PJ3immJsbWwJdQslrTyNirqKFmJ+BS52LgbyZg1+GkHeXOxcOnzfmrsKO+Je7u/R3+p3Slmo1rZpTSaxcORCXO1drX7fVWiu02rv5ODGATca3HZdiUXjFrW4J21BkiRG+Y1ClmVDTdOOojmxCnYJZlbIrH9kjVHlGbG1seXCPhee49ZYRk/AQg+6F5FzIXwGJP4oylq1BlmG2E+g4BiMvx+8zQdUe5U9tw2+jZsH3UxmRSZL9i8x5NsxRXldOR/Ff4SznTN3D73bLGqrB+1HmFsYDfoGM8F5UnESOr2u0y5TBX1c++Bg69AiO35xTTFu9m7tjgb2dPBElmXK68spqSnp8Cy8t2tvlk1dRrBr53P+eTh4oJJUFoMWlBQUDXIDGRUZXNv/2hZWD8VlG+wSjI1kQ1p5GiW1JXg6eBLhGUFOZQ4V9RVWgziUgby1AV0ZrDtDdqYFT2P+iPlEeEYwrte4Du0b7BLMDQNu4Nr+17b4TtFS9fXonBa5r0dfq27L8wGSJHXLpDHQObBD1mVTSJLUpbrfK/teecbvgh50Dj2Wtx50LyQJxtwFNaWCmGk8IHCU5W2P/wJp2wTh6zPZ6iHH9xpPH9c+fHr0U96Le48L+1zIpaGXorJRoWvU8XH8x9Q01PDoqEc7HODQAyOUGXVaeZrh85HCI2jUGrMUEZ2BkiS3uVu2uLa4QwRMITQlNSUU1RaZpYdoL860rq2NZIO3ozdFNUUtvksoTiDAOYC7h9xNankq4/xbkh+FvA32HowkSaSVp1HXWIeHgwdj/MYY0oVYs0Yqfbw1y5u/RgzYrendrMHWxpYBngMM2rKOQJIkq9rDu4bcRXFt8T+z9nMPetDN+FdY3iRJukySpI/Lyy3nU+pBN8NGBZMWgmcY7H4biizUIsw5CIe/guBxMKTlLL05/J38eXzM40wImMCfGX+y4tAKSmpL+Pr412RWZHLroFst5kTqQfvhZu+Gp4OngWA16BtIKEpgiPeQLinYHOYWxumq09Q2GKsTFNcUt1vvBkZCk6/Np6q+qsv1L+2Ft8abAm2B2TqtTsvJspNEekfio/FhfK/xFi0xER4R+Gh8GOE7glC3UDLKMyjUFuLlIPRQiphdqSjRHAp5a83ypgRYnA03Y3uhUWs6rDXsQQ96IPCvIG9KbVM3t86ZmnvQBVA7wLQnwMFNBCNUmpQkKc2E6BUiSnXCg+0ObLBT2XHTwJu4bfBt5FTl8FLMS8TmxTInfI7FpK496DjC3cNJK0tDlmVSSlOoaajpMjdJqFsoMrJB76Uk2e2M5U1xv3aE+HUllFxoplDSh0R6RVrZS8DdwZ3nJzxPoHMgUwKnICNT01BjiFKc0EvoC5vnIlPgbCdIm5Oddcubp4Mn7vbuBDn3TGh60IN/Av4V5K0H5wkc3WH6/7d3L7FxXXUcx3//efgx08TuJI5d51W7DZGNUEPVREmbCipVkEpJWwHiURYVipCCVKjoKiA2USQkUFcRiBAECiseChEqAsQmtGyySIWilqo0cVk0JSXUHtsxSQfT5LAYj+M8bM+9c2eOz9zvR8oiM/fe+U/y1+inc+8559uSuy79+btSZVr6YEp65ftSvlDdoSEX/RbK9oHtOrjjoDau2qhdg7v06c3+p3G3i6GeIV2evaxypayz759VR7ZDI6V4u1zcqjZbtTayN1WZkpOLFN46sh0q5os6P1mdcepr5K3UWZpfWLfmzL/OqJAv3LTI6HIGigPaN7xPkrS2qzpZZ+c9O3Xo4UPq7eq94zmr89XRtKVG3jKW0eFHDuvRDY8uegyAcPDMG1pr9WB1BO7U4WpoM5P+Oy09fkgqLL+q/mLWFdbphYdeSLBQSDeee3t76m299v5rGl0zOj9lvlGFfEEDxYH5bbiiLhNSU+oq6cLMhVjnJqV2+7ZcKauQL2hsckyvj7+uvfftjTT7VZIe2/SY1hbWarRU3R/YzJbccWJ+5G2ZJUCYcQ20D0be0Hp9W6WHv1HdxH78vLTrOWnNfb6rwh0MFgfVke3QqQunNDM7o219yd6Orj3j5Zybf+A/6uhZLdjkM/mb1uNqpVoNk5VJOed0cuykejp7Yq0vmLGMHuh7oO6Q3F/or84iLAS6ewiAyBh5gx8bd0i7vyldm5U2Lb/fHfzIZrK6d/W9Ojd5TlnLanTNaKLXH+oZ0umLp3Xp6iVNfDChjGVuWj2/HrVRrzvtQNAqtefTypWyxqbG9M7ld/TMyDO3bVDeDP3Ffr34iReZtQmkCOEN/myKtmYU/BjuHda5yXPaWtq66LZBsa89t4dqbQuoUlcp8m3G2qhXvVtqNcOq/CrlMjmVK2Vdd9clKdayJXER3IB0SUV4Y2N6IL5awGrGYpz9hX5157rndxVY6tmuxdTOiXNuUsyqu0KUK2Vd/fCq7uq4izUGATRNKp55Y6kQIL6R0oie/eizkVfXr4eZzW8BNV4ZjzVbtHbb1NdM05pSV0mTlUm995/3NFgcXP4EAIgpFeENQHxmpu0D2+vesiqqoZ4hXboSf5HdgeKAtty9JdYOAEkqdZU0UZnQxSsXY238DQD1SsVtUwArV22xXunG2mZRdGY79fyDzyddVmSlrpJmZmckiZE3AE3FyBsArzav3ixTdZZobdZmiBbuPcrIG4BmIrwB8Ko71z0fdnwtspuEhRMm7ikS3gA0D+ENgHf3996v7ly3t0V2k7Bw1mt3rttzNQDaGc+8AfBu7/Be7V6/O+gtnHo7e2UybpkCaDrCGwDvCvlC4gsAt1ouk9O2ddsS34UCAG6VivDGIr0AWmH/x/b7LgFACqTimTcW6QUAAO0iFeENAACgXRDeAAAAAkJ4AwAACAjhDQAAICCENwAAgIAQ3gAAAAJCeAMAAAgI4Q0AACAghDcAAICAEN4AAAACkorwZmb7zOzY9PS071IAAAAakorwxt6mAACgXZhzzncNLWNm05LO13Foj6SlhumWen+tpPGIpa0ky333lf55jVwvzrlRzqnnWHov3M9r9HpRz6f3kkPvhdt7Unv332bnXN9trzrnUvNH0rEkjlvqfUmv+v6erfg3Wqmf18j14pwb5Zx6jqX3wv28Rq8X9Xx6b+X83/n+vDT33tz7qeu/VNw2XeB3CR1X73VC1OrvlvTnNXK9OOdGOaeeY+m9cD+v0etFPZ/eSw6917zj6b3lRf5+qbpt2gpm9qpz7iHfdSB96D34Qu/BpzT2X9pG3lrhmO8CkFr0Hnyh9+BT6vqPkTcAAICAMPIGAAAQEMIbAABAQAhvAAAAASG8NZmZFc3s52b2EzP7su96kB5mNmxmPzWzE75rQbqY2dNzv3m/MrNP+a4H6WFmI2Z21MxOmNnXfNfTLIS3GMzsZ2b2bzP72y2v7zGzt8xszMwOzr38GUknnHNflfRky4tFW4nSe865fzjn9vupFO0mYu/9du4374CkL/ioF+0jYu+96Zw7IOnzkh7xUW8rEN7iOS5pz8IXzCwr6YeSnpA0KulLZjYqaYOkC3OHXWthjWhPx1V/7wFJOq7ovfedufeBRhxXhN4zsycl/V7SH1pbZusQ3mJwzv1FUvmWl3dIGpsb7ZiV9EtJT0l6V9UAJ/HvjQZF7D0gMVF6z6q+J+mPzrm/trpWtJeov3vOuZecc09IattHlQgTyVmvGyNsUjW0rZd0UtJnzexHav8tPuDHHXvPzNaY2VFJHzezb/kpDW1usd+9r0t6XNLnzOyAj8LQ9hb73fukmR0xsx+rjUfecr4LaHfOuSuSvuK7DqSPc25C1WeOgJZyzh2RdMR3HUgf59zLkl72XEbTMfKWnH9K2rjg7xvmXgOajd6DL/QefEl17xHeknNG0hYzGzKzDklflPSS55qQDvQefKH34Euqe4/wFoOZ/ULSaUlbzexdM9vvnPtQ0nOS/iTpTUm/ds694bNOtB96D77Qe/CF3rsdG9MDAAAEhJE3AACAgBDeAAAAAkJ4AwAACAjhDQAAICCENwAAgIAQ3gAAAAJCeAMAAAgI4Q0AACAghDcAaICZFc3sB2a203ctANKB8AYAjTkgqUvSbt+FAEgHwhsANGaPpLcknfVdCIB0ILwBQExm1iUpK+lBSa94LgdAShDeACC+LaqGt7875/7nuxgA6ZDzXQAABKxP0kckPeW7EADpwcgbAMQ3KOk3kjJmdrfvYgCkA+ENAGIws5yqz7oNSDoq6ZrfigCkhTnnfNcAAACAOjHyBgAAEBDCGwAAQEAIbwAAAAEhvAEAAASE8AYAABAQwhsAAEBACG8AAAABIbwBAAAE5P/3o72pKWwOAgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6))\n", "plt.loglog(cl, label=\"White noise equally weighted\", alpha=.7)\n", "plt.hlines(white_noise_cl.value, 0, len(cl), color=\"blue\", ls=\":\",\n", " label=\"White noise level equally weighted\")\n", "\n", "plt.loglog(cl_apodized, label=\"White noise inverse weighted with stddev\", alpha=.7)\n", "\n", "plt.hlines(white_noise_cl_uniform.value, 0, len(cl), color=\"red\", ls=\":\",\n", " label=\"White noise level for map with uniform hits\")\n", "\n", "plt.loglog(cl_apodized_inv_variance, label=\"White noise inverse weighted with variance\", alpha=.7)\n", "plt.hlines(white_noise_cl_inv_variance.value, 0, len(cl), color=\"darkgreen\", ls=\":\",\n", " label=\"White noise level inverse weighted\")\n", "plt.title(\"Fullsky white noise spectrum\")\n", "plt.legend()\n", "plt.xlabel(\"$\\ell$\")\n", "plt.ylabel(\"$C_\\ell [\\mu K ^ 2]$\");" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "healpyvenv", "language": "python", "name": "healpyvenv" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 4 }