{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Bandpass Filtering In Audio Front End (AFE) Of Xylo™Audio 3\n", "\n", " The key feature extraction module in Xylo™Audio 3 is the collection of Mel-filterbanks, which compute the time-frequency transform of the input audio signal. In this tutorial, we will review the main features of the filter bank and provide instructions on how to reconfigure it if needed. \n", "\n", "The central frequency and all filterbank parameters have been designed for efficient audio processing, covering the range of $100~Hz$ up to around $17~KHz$ audio spectrum. \n", "Main features of the filterbank include:\n", "\n", " * Logarithmically spaced, matched to human perception mechanism, with the following **frequency scaling** $\\alpha$ and **quality factor** $Q$.\n", "\n", " $\\alpha = (\\frac{17000}{100})^{1/(16-1)}= 170^{\\frac{1}{15}} = 1.4083$\n", " \n", " and\n", " \n", " $Q \\approx 6$ \n", " \n", " * Designed as order-1 Butterworth filters with digital transfer function:\n", "\n", " $\\Large H(z)= \\frac{b(z)}{a(z)}=\\frac{b_0 + b_1 z + b_2 z^2}{a_0 + a_1 z + a_2 z^2}$.\n", " \n", " * Implemented as a cascaded of AR (auto-regressive filter) $H_1(z)=\\frac{1}{a(z)}$ followed by the MA (moving average) filter $H_2(z)=b(z)$, as illustrated in Figure 1.\n" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext", "vscode": { "languageId": "raw" } }, "source": [ "In Rockpool, the bandpass filtering is implemented as a quantized digital filterbank with hard-coded parameters (see :py:class:`~.syns65302.AFESimExternal` or :py:class:`~.syns65302.AFESimPDM`)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Default central frequencies in Xylo™Audio 3 are:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "designed filter centers are: [100, 140, 197, 277, 390, 549, 773, 1088, 1532, 2157, 3037, 4277, 6023, 8482, 11945, 16822]\n" ] } ], "source": [ "import numpy as np\n", "f0 = 100\n", "f15 = 17000\n", "N_filters = 16 # number of filters\n", "alpha = np.power(f15/f0, 1/(N_filters-1))\n", "freqs = [f0]\n", "for i in range(1,N_filters):\n", " freqs.append(int(alpha*freqs[-1]))\n", "print(f'designed filter centers are: {freqs}') " ] }, { "cell_type": "markdown", "metadata": { "raw_mimetype": "text/restructuredtext", "vscode": { "languageId": "raw" } }, "source": [ "After parameter quantization, there will be a shift in the central frequency of filters. Therefore, actual values for centers of filters in AFESim and HDK are: \n", "\n", "$[105, 136, 201, 279, 390, 542, 762, 1070, 1503, 2110, 2963, 4161, 5843, 8204, 11582, 16611]$" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext", "vscode": { "languageId": "raw" } }, "source": [ "Let's instantiate :py:class:`~.syns65302.AFESimExternal`, as an example:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:`dn_rate_scale_bitshift` = (6, 0) is obtained given the target `rate_scale_factor` = 63, with diff = 0.000000e+00\n", "WARNING:root:`dn_low_pass_bitshift` = 12 is obtained given the target `low_pass_averaging_window` = 0.084, with diff = 1.139200e-04\n", "WARNING:root:`down_sampling_factor` = 488 is obtained given the target `dt` = 0.009994, with diff = -2.400000e-07\n" ] } ], "source": [ "from rockpool.devices.xylo.syns65302 import AFESimExternal\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "dt_s = 0.009994\n", "afesim_external = AFESimExternal.from_specification(spike_gen_mode=\"divisive_norm\",\n", " fixed_threshold_vec = None,\n", " rate_scale_factor=63,\n", " low_pass_averaging_window=84e-3,\n", " dn_EPS=32,\n", " dt=dt_s,)" ] }, { "cell_type": "markdown", "metadata": { "raw_mimetype": "text/restructuredtext", "vscode": { "languageId": "raw" } }, "source": [ "Let's demonstrate the response of filters in the simulator by passing monotone sinusoids as input (first and fifth filters with central frequencies $105~Hz$ and $390~Hz$). " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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55d+tt94KQPbI/ORP/iTuuusuzOdz/MZv/Aa+4Ru+4QCkffTT5hm6oQ1taEOXDz0cz1AA+J7v+R78j//xP7BYLHDnnXfiX/2rf4Xjx49fcP3HBMjc2dnB05/+dLznPe8Zvf8zP/MzePe73433vve9+PSnP43Dhw/j+c9/PubzeS7z0pe+FP/tv/03fPzjH8d//s//GZ/85Cfxqle96uESYUMb2tCGHjf0SO/J3FBNm2fohja0oQ1dPnS5PEMfE8tlb775Ztx8882j95gZ73rXu/BjP/ZjeaPqL//yL+Paa6/FRz/6UbzkJS/Bn/zJn+BjH/sYPvOZz+CZz3wmAOAXfuEX8B3f8R342Z/9WZw6dWql3cVigcVikb+fPXs2fw5hhkAABwLCFD5OgDAF8RQUJ/IdANihix18nIDCFD528LFL1zr4dBiVjz5dC+B0IqYnho+S+u5ihw4YrcPRw8dJ7gepXBc9orlW2iHDQzldtosdGHK6KAEgpsxnF8WNXOxW2yKs9N/FDh0RfJzAp3kObSekcm15BoDoqms+hiI7sdGr8Ba5lOfoKn7DmOwE+BjhY1zp31MUftMJoD7JattsyzOj4bcz/XTwUQZ8TLYCe2MjX8k4ym+ylQet9E/JVnq6rI8dEF1qZ5VfsVVs+J3U/VCxsVxn1D4lZYnduG8lmztw8ftkK/UtWx4AKDp4YjCo4be2ecXveXxLr7E5XZaMr7Q250iZH23Llo/ZVufzrWJzy68b8a0xfh1xkj1m+9o+9Jq1b/4dGPUtPq9vdd7jICiCES7ygbcBmQdHj7Zn6GTLw828nIi51cHNPBgeNPP5+4X+5d4D3oN5zf3g5URTz6Ptc/RAABAJmHrwINcBRtzqQDMPkC+vMEn9wDnTRgdMfDpdVvpBV/rwaZxNZh40GZeFtjzg9tcB80PTUa6f5Fl/f7x9Zg94Tq/N8OBQ3wfEfvm1GegwmRWZMUgdTGtbYDqig6H00/LS2mLcnsUWo7L2D013Kzpa005Hvvj4dKR+L74DGreF+CsDQ+2viFx0NGKLdixZW7iZfC99FFus8we1xYX622Tmsr0fqm4v1F9lzBIQEv/DiL+65CcT8YnKXymV0VeYJFvYMctDB8xqW4z6Kz2+n6HE/BDyp49iIiJ85CMfyYc3/Nmf/Rme/OQn4w/+4A+qo+m/9Vu/Fd/8zd+Mn//5n8cv/dIv4fWvfz0eeKC8224YBmxtbeHDH/4wvuu7vmuln7e85S1461vfunL9gx/8IA4dOnTJ5drQhja0oYebdnd38X3f9304c+bMV/3aEECAxPHjx/E//n/X4ehFvuPrwQcjnvyUuy4ZLxsap80zdEMb2tCGLg093p+hj4lM5n501113AQCuvfba6vq1116b791111245pprqvtd1+HkyZO5TEtvetOb8kESgBj+hhtuAAD8lb/6dhz2c3yuJ3ypP4n/sbgWXze9B3OeYI8neGCQl9sM7HDn3jHccOg0njT9Cv6v3esxjxMsY4ejkzkO+R4AsIge9y0O48hkgSF6RCZs+R5H0ovd/3znCsx8wPHJLrb9YOocQR89vubQ6dwPADzQb2OIHsvo8TXbZ7IMf75zEhMXcOXsHO6eH8MTDp2GAyOC8MWdEwCAGw+fBoER2OEv947jmq0H8eDeMdx83wvw+0/4VUQn/X9p9wRmfsDEDTgxmeMLOyfxxMPyMvgv7JzENPUzS+8Q2g0TnO23sAwdrts+i3sXR3Aq8Xbv4nDSl8d1WzLbfc/8CA5PFnhgcRgzP2DqBhyfyNKtwA5f3juGwC732bPH3XtHccVsB+f6LSxihxsPlYDoL3avwMwNONwtcLjr8Rc7J/C1hx/I/HYUcd322fyezJ3lYXzrXS/C/37y/8SJ7dM422/j2q0HAQB3z49KJhOEq2eyJ+nOvWM4OdvB3fNjuR+13zJ6fCXZSvldRI/7F4dxuFtgHiZYxC7bT20+dQEnpruYuoC/3DuBGw89AAbwFzsnQcTZfgDwwHIbA4vNj0/2MA8TXDXbAQB8ee84Jm5ARxFXTPey/a7dfhBf3j2OqRtwYiq+5WKHv/al78H/ceXHsAvgaxO/O2GCnX6GiQsY2KGPXbaf6nDiAq6enQMRcPfeUTzh0GlEEL60ewLMhBsP3w99k1SxucOW78FMFW9TP2DmehyfLLL9vmb7NL64e0XuZ5p869wwxc4wq2x+tp9hYI/ABEo+o/ZTfj1FXL99FoEJZ/eO4+b7XoDPfM1/xJcWhyrfUvsdn+yt9GN960g3x+Guz/a78fBp/PnOFfAUcWr7bM5knkn+uQwdnqBjdrkNIsY8lHe1qv2yzcF4wuHT2AsddvoZrtk6N+pb89DhdH8IW36JPnZYmH6Et5OYugFXzHbxhf/tamzo8U2PxDP037/+NxBmhyT7cvoM3OHD4MUcdPw44j33wl19JeJX7oO76qS8HP2qK+VF6/pC9auuRPzKvXDXXA0+d04ymfMF3JHDiKfPwl15BeK998NdcxV4d0cGUT+ADqUXu5809/f2gBCAGIHpFLyzC3f8OACWF64f3gaWy5Q968B7c7ijRwFHiA+cgTt6RNqYdJLJXEo/6Drh+cQxdMMcP/C/fhtufdNvYZhsFxnvNS92T/3QsWNy/5qr5O+VV6R+DoPna3R03wPyXV9un3V0X+nn6qvAD5wGHT6MePZs0YG2c81V4NNnQNtbiA+al9tfcxV4vgf06d2M0yl4Z6+yBRZL8GIBeJdtMbvyGG55y9/A+992G/qdOXh3D5h2xRbb28B0IjycOIb44I688D4MQJR+aDZLOroC8cwZ0OFDlS1oO+nyypPCS2MLOnRY7l91JeJ9qZ9zO6Lzr9y7qqNkC/Gf+yo/UZvwmTOgrS1p58Txovukw265ix/4X56Lf/8jv4EwPTTur84Bi+WqLa65Cry7K++AHIL0k2yByIgPPgg6tDVqi3Ys5UzmfAl35LBkMpN/WFvQ4cOI93wF7uqrRm1BR46O+muro9kN1+CWf/5MvP9tn8HiTqPz48el33X+evSo8H3VSdHR1VcVfz19Zs2Y3QVCBEIAzbYQd4wtrrkKPJ8XP5lMwLt7qZ/kr8ullNFMZrIFOtXRMfDODjBL78kcBtDWFjCdFh2cFVv0i91L8jt8udJjHmQeFM1mM8xms/Gb1IOpRyRCoAE9BgTqEUAY2GHAAAYQ4NAj5PsDAgY49KD0WcoNQPoe0AOIIHTpPtI9hwE9AibpWg+gx4AewJDu9RhAAAYO6T5yG1InpCsBPQIGHuBIQOaQEvPSBiPCCU8cUj0gICDk/gc4BFDqd2j4pSSPSzz1qgui0r8pX/QwZF61nEv/snyprQg2Mstn5Vd0XGQfEr9Dakf759x/TOVj5qnlw/IWISCzN9d6w2+tD071kfntq7ZFS3pP23NZh6U9Nm2o/ZTfHpzblTaLraiSEdn+PQYQlfZ94qBP7RUdueQHAQE8ol/1hQDHnPUVmdBn+wYAnOQPWTcdAti016e2fOMj+g/pOiEkf/ArNh/Q5bEkvsv5XmvzAQ49haqfYH0r22/ct6ytesOvjouIiB4D2PiW2LvYXNpg9Gnap9gtxWRUbC51Qxr32p4dO9Jul3jtW98i0d3AAUMfcBD0UA4heCiHFmzo0Uv7PUP7uTxNQIQ4H+C6AF5E0CIgLgY4/TsfEOdBvs8HuK30d1H+8jwAHsB8AHWmfr4fJVDsB5BfU19BJst3tzUAEN6oC8AiJGBD4PkANw0CMhfymeeDLN8DpB8XgAmVPtI46xcBQ7Q8FNnIB2AZQLNVHuNc+wmgrVUZq7+j9UOWlbphvJ7ed7FcTzbgeQD6IHqMAdz0j0UALwLgGPAQHS2KzP0i6Si6ZIsgOopU9UXUCXhItiA0Ouqi2MI5AWGksgzJFoPwEUhA5oi91/8NRebGNis6olDryN5fhuLjvNqO+CsXfx3zx5gAlOkHMSKmvjGs2iKPpYkZE2qLidgmzkPx10gCMld4EPurLWgy7q/5+3zI9bK9czkZSyv+ar9P19uE5zKWpB+9nvxRQSbW6HCZxmxwMqan5bcEy1SmI4AYWKRxHpDHEM8HgHW5rPQDrnkhFzAsHt/P0Mc8yLzuuusAAHfffTeuv/76fP3uu+/OS3+uu+463HPPPVW9YRhw//335/oXQ/3g0XOHIQBhcIjBIQweAelzkBR3ZAcOhBgchuARAyFGAkcSgJr2lMXg5B45xOgQQYggBNL7hAiH6Fyuw8HJv0iIQ+lH7kkfHCnzkq+z8MhB7jExmAkxEABpi4gR0zXhWdoIwSFw6T9yRPTCl7an/USWtqJP1wYn/6K0acvHQGBIndKGQyRX2vKE6KxenfA9OICAGOWa6rKVPQYH5ig6Jilr+3ckbWkVHiRgEH6lTSsfk5Pf+M7IMDjwQGCf7Kv2iyK76NTaj4qMsdyrdKh61v5Z6oJYZEogU2QW/TK5VV0yy++ttZH6EGLxrWRrjgQ2bYiPSTuR3ahvReNH2b+YRCcgxIHkR59Fv0zCc2TJx1b6BSGyQ3BmDCS/4UiIXZKJVZbWp8pYEp8Z4TfZPKYxUfVjbCX2E//jWPejviI2F9/Sa+o3RK7yrTyuWn8Ai44dZKInO2OyOXNqs/ivbcvamwcnOlR9BSe60vsUk5w4EIrQ6ZqLq7Ohh58eiWfoWmIG8nQIVX9GvjSkUzIk7VD6C8jn81H6bbLNVPds91rGFiLTrzaQP5r6lrfzsUXtX9sHLqy+HeRj/FTU/iA0BahVDtXtX9APSiN3ZoVW64/paC2LtHrvQnWs5dj6zwXWH/M3oPjT2k5tubH+GhsZs9d9NT4x0kV9baTsftTy1o6NdX1V11sd2QpjSmoGmuVbx91FiLAyftZ2tUY3ROA0Qb5S+YAeopfLM/QxDzKf9KQn4brrrsNv/uZv5gfi2bNn8elPfxr/6B/9IwDAs5/9bJw+fRq33347nvGMZwAAPvGJTyDGiGc961kX3ee8n8DFgEVP6PsOYfDoqUOPDkPwCINsOg/sEHuH0Hv0rkPoPWL0iNEhsEeIUcoFKRfZgMzoEaJsKOY+BffwCEHcKEQvdaJD6LwEsb1s5A7pemSHsCybkmPvEB0jOJfLcxo63Ccg2TuQS6CldwhO+gGAsJTvpS3hK7CU0b5i78COEUjkREwyDonfZSrvTXkIkLZtxKS/6BxC9AiU2mJK90lkhtF1Cuhb2Tm3I0A5DpTvc+8QCcJP+oGJQ+JjcKLPvpZdI3aVgXvhT2WMXOyn+mEYGyX7BXaIwYOjTFTorwSrrSD9cqNfcoyh93m5bOx99p+A1D+srRLINNeCd4g9iU7gEILPIFP0C+nTpe+DtJP78SO+5T2YOfsDp4kLVls5ADHZnCi3xSl3mduKHtFF8Z+kj+B96af3cnZCZNFlAl9ZR2oHBZlYHQuUbB5ZZBP/99n3tHzgNL5IgV3T1qB+lXTOSb99mlxARPDO+FaaDGEZuzpmGYwYhS8CxN8Y0t7gQCxyx6CgNf2e9K6SL8Tkr+m3JibfosCi8yGVJy+Hlx0AhYdwaMHFlt/QpaFH4hk6SivB9kjwfEEYk8zf84CmlphBCqTaYPNCAFDy4cJ2C+ZovWzrhBrt92Lqowmg1wX7pUr1eQQ4kQXk9l5bf6ztaMq2ANi2A6wAeemWS/kMCpGBQF2/1dFa5JV1Qitg4zw6prq+fi9+1JQf88kxAEZNmcpuTffVtTG+Sx/nxUS2equLrCM7VleYzfXI6qQdm2N9NvWz+1OrI1PpAh5hq/xitR29tm5MVcUP/ll1uTxDHxMg89y5c/jc5z6Xv3/+85/HHXfcgZMnT+LGG2/Ea1/7Wrz97W/H13/91+NJT3oS3vzmN+PUqVP5YIOnPvWpeMELXoAf+qEfwnvf+170fY9Xv/rVeMlLXjJ6Kt75aD50wDDFYiAshwmG3qOPHZbUoR86hODBJMtl49Jj6DyW1CEsvQSjCUAGH8EOkuVc+gQ8U0DuvQFhHoEZQ/QILi25ix5xKYHq4D1i7zF4D2IJlANLAKrASNpxiMQYSOoGJyAzghAVrC094IE4kJRJZYHUrmbOeofoPAZO/DcgKBAjwGNI0zEhFAA2kK8Aa1gWfSnQCEtXgLTzCIFlMaeCzKUAiGEpCzwzyIRHTFnlSvZlaqfzGNCJvg3IJQIGPY0syVpkEf0GMjpKezIHn0DC0mFA0avYtwaZEQ5DLzIM0edJh5CAwNB7pFWbAhqdgMKBhP/gPTjxBMfZfsKvKzZnj8AOA4tuhCf58VTQpqA59l5W5rCXMul+6D0iM4YEMkPvEQaZgAicQNWKbwGD9/CR8yRChNiKk63gAQrJ5g4ZrDKj5i1y1qPab0gTHjHZiii1xclXhgJ8wyA6iEwJXBffyjokwuCSr6SJlKFPOmGqQeayjCnbT+VbUXQOBnjhMMy6NHYIwXVA2msZhtROGrvEYm8mRgguP+MGJ5MOFMW+LjIG7xGC2CKQL78DZMZT9GmiqUxqDb2H6xnsSHwFAoi5rPq9pBRY/l1snQ0dDD3anqE1jQR5zIBrAdn5miFwC8DaevsCoJFAXoHiGCjLgNTUVwBVRfI2SG9kPB9IXAnG9wGpY0Fzm3kc09H5+l8Hcm3WuCp7HpRp+1WAUgGJsb5M/SwXVbzQqE5afZh2WxmbyYnR9kZFWuNvudpI/dZv2vpjkyvtJEFVH01ZFJBo6l+wTLmSselav9mnvTF/bcHiGEhd8Yn2N8HIaXldK4rWc6iUNTaRtCaTOTq+tM4B0OXyDH1MgMzbbrsNz3ve8/J3PUzglltuwa233oof/dEfxc7ODl71qlfh9OnT+JZv+RZ87GMfw9bWVq7zgQ98AK9+9avxbd/2bXDO4bu/+7vx7ne/+yHxs7OYIQDYGwiLYYJ+2WHhJ1i6Cfq+Qx9k03lIAfbgOywxwbDQQFWyRr1nsEsAbOkEeCSQOXhG78V8YeFACTD2LoGKDFISaOsdBpKN3GFIICc69FRcIC5kyd5AklUdqEOa+0NYylLM3nWyjj9l+hQ4AUC/6PK2k7jwCE4C4IE6xIWTuqmf6ICBOyASZAuBZHgjpzZ7n3mTjCoQSA6UAQSEDEFkDE5Oo+4RQEGWPgrAJgypz8BOeIoC8gN59Mb9w1JAVAgePUfEpeVXwOUAD6YCqIEEbiATBNqegA9Z0tlTl4CcL2AkTRyo/QZ2CAsBM73vBDTEMjGgWeu+6zLIDAsH5xhD7EAktrD6RSf7DimDzE7AFpes7xAKv/JM5qzfuEhge+EQJsAQO/QERDY2ZMbgO5kIWQq4ISIB+exXfCs6SPnAiAu5zyDEpYDIwXVgBZkLD/ayrDV4WbKdbb/wcB0wOM4yh6VPfuYRCBjIgxyBehb7sEwuaPnBgExQ7VvF5hED0jJ3zWQufJK9+IfYT/SafdeZtpLNQ+jQM4Oi6KNf+OQrUSZ21Ld0fMKXMdt7EDFi8AjpIddTB2KABslwIgjwHILYokcnILNPvw3JP4fsWynLm3zLL1mWnfcOMU10HFQm83JZ6vN4oUfbMzTTCkgrASXZvxfalq2nAakGhefN4JiANjLgm3vli/zjmIJWc7kNoKmt3/B2XgCDJrslvO0LFipWR4BL1lFTNmcIRwBQ+901oDk3cR6ZVrKdCsosADE65Vj6svVsJlR5GNPpRYBEcrKlRpZyRQM696+ebdL627r6DZCmdjKlAtJFaI5rdETCN1UO26JM1H1c5JgqfuPqSYoMPlcq1mOJZLyorNTINprJROuvxu9zIW7qrJeDq98EUyfjWQJiHP+9acf0Grx5KelyeYY+JkDmc5/7XOz3JhYiwk/+5E/iJ3/yJ9eWOXnyJD74wQ9eEn7OLaYYImE3APNhin7osKApFq5D33cYggTmAYSQgu05TzHMOwzcSbDaRXgHRJ8C4qXHMJFMRgTBO2DwIrOAJwGA+p7MPvoUrCYQlIJOikAYupxtGizQWghIGFhAZh+7fMxInMsP1EAdeAKgJwEisZOlo1MgLLp83ElYyHJFZqDnDmGRAmbbT/TgSKBBQIwG1wMLaBvYgEwiBCIMgwEVXZcCaPlN7bmDGySTGZaSbVKQN6TljRqAB19AlujQIVCHwTMcs/ALeX9jWMjSzYG7vMdxCJJ1C73sv634XQoozSCTReY+iF4dCdhS+ylvgQi97+BCsd/guzS54NFPOrhe+VWw2oEcZVDISb8cgT50eblsBlXRYeg6DK5D7wpv5EhAVSg26rlLNpaMnvhWAplLjxgF5LEHhqXYjxwV3+JV3+qdRxyS/dIbH8NcJhH65FuuTzJ0smdwcLJkW3mLC49Bz3ZI2T+VPyxkD+5Akhl0PSegKBMS6u8hdJIhhoLM4lutzQMEQMKniZTFOt/qEKjuBwDCXMbC4D0cs0yEzD36mYB4gNBzB6++NXRy8i2VMTsMHgQBhUwOBJb+I+B6lqWtPdBjIv4yyNjMvtUVf8/3HafVEeJbcY/BHcn4CKLvOBzgU3JDjxp6tD1D6871XwpEyUlg6lwdWJ+PnCughKN8jzYAPg9iIAWOKSBNZQkAj2SpeAUAKQBzdXav/RsSSLgQAN0CFTKyXXD9Blwk3eYgXptgrADxbAvbXgZgTfYtA4F98HwGhF46s6BK9daAxFpG2x8MD42suX5jI4wwty5bZnW0D1HlbxE5SBvLOmYuqLDRAijrR6ozNLJamVaAU+NzKVNYjSW3j0x2IoAgMrkx3aAArlZG468VuLNjNNOIjlYyl8Zv1Wcas+5LzQRWXdFUjmvsXYHMBtweUCbzcqHHBMh8tNGD8y0sBo+dQNiLUyyGCfZ4hnnnERYdlnEiIJMIYa/DkuV+vzfBwF5eAeEFPLAHhuAwLDsMQ9pPlcaSrsgTUEHoEeE0y5H2WQX26OMEIXZYhgkoQpbspqzW0ryEPSw6EEUsFWT2Xf7NCgvpbMkTxADQImXPhg5DApnLvUk+o1KyYwQXHfrIIjdPqn76MEEIEa4XUDWkwL+PE4S+y7wNfcqWOYcllWu9Zwm+iQBPWDLD9ekQl6UAmF77THv++m4i/XSlrcyTC5IJZgEG2n9YdGBELMMkA4E+dMARYJh36H0n/IZUvvdgyBLQnicAA8NcskW6V3BwDN22F9ilpcbCkxvEfsNQsk0hOiy6Cfyy2JyI0HcRTAIklN+4kCWuCoIAAS6yRNah9xF91xXdLAWQRYpYdjHbrw8CnjkSepqA4BDRAdvAsCdLtHtMEDugXyQQQ3Gtb4EiejdB7GXv4DJOKt/qk2+5BcskQSeHSjkCGJR5G5YCQB0RlskeYeGxDJMsyxITRIrwC8bgJgJAe5d9sA9dyWSmfcitPzBYfDSBTRwC+nmHsOgEZKa2BnYIfYfeRwy+Q1i2sns4R+g9A0wyEbLrsZxNEOYdmLUfncCQiabgfB6zw9CBiDGELr/qZMkTuMhwS5m08D2j5y6PpWWYyGnWffJ3l2SPHsPQwfkEOFl8a7IbETuR1Q0BfTcB9zgQitCzfy+uzoYex+RSIKxBuwVUSufLkqUgkU32pE4b7dO/AkAFC9Tca5eCNgEpUQIOGkgrWVBAyEE2x0a2dTw1y/tyvTYgHgl2ySWdKDhrsmarILVpU21hvwdtJwmkIDTLuF7JRGa5LmACfxQAawCI2LHJFts+NKsLLjqxIL+V0QK2VkdGp2yA1UUB+chyYikg7QXbqem70nE9mbKiI1sv+6aVieqJgJyas/qCmZzQDPwFgCPN0lqQZycZhLFGxwpuDagcHZtqo0ZHlBjXjG3im3M7ZmxeKL5Tn3Bm0kR1nLumNHE0MiYdASHmctUy3QPCmJfLM3QDMg+Azs63Me0VZM7QhwnmYYr5tJMMRuwQfTpsZC7ZipLJ9BiiQ+9ldid2kP1VS49+IssHGcDgCGmbmACqGAVkJica2CMMHSI7CTbhsRw6uJiCWJaMUx+aZX0kwXMYOizdBHLciIA2AOjjRMbwPGXxBgGwANDv+ZLJXHaACyA4LIco/Mc609cPHYgZbiHLPkPwmadh8Jm3YSggMy9JHToMTv6Sk+PilwxZ8pcAZQRhGQVohQQEhi5KtnQimTpkfoUn2UJJCPMu9y8H1Dj0QYALAJH5SAJj1GFIgBsQAOxIlhkvkZY7zlPffQKHvvxWBU4TAuTQYwI3cLbf4JIto0M/mSAuuOiXIgYfwRRz5pnTvcAJhGgmMwgwCizLs4fOY8ld3qMLkoOV+gwyO7FtX3xLZlc9sC0gLETGkjvEiWQjQ0xgleVVPda3VL9LP0G3YAFloUu+JcuLl8m3/Jwx9NIuD4TBiU16X3jjqfDT63LgZckUgyQzGF1EtyfLygcny7rVB3UMMEgmfBytLJ8WkNkhkOynxSGg3+tKllzbSvZTvcbFquxic1n263pG3PPotydpgkj6cWYCY2CPwTsZI2nM2kwmALFJYPgFI8w8sGD0MWUyo+z/zrxNXfb3Pko2X3xLluH33QTYiYhTkr2uS9F37A/moRS5iXsusM6GHo9kwEkKYLkJ+sf3bTWkgaAzgWkGYlyWxO1Xn1ne9WiX5BFy4FwgX5PRUf41cNXNURkAlWifYxgHiWOaacGtAiJaFxDTCgBh5sxGOtVvPGuIgk2q+m0mkxkgyUTK19T+GBBfFajOfGld1dHABawDq1kv0wcpKKhAXixAGLggHauOVoAIjetohdTPMhDqCq8wusky8YqNEIu/ri6lpqrMGEhdWQKaJwuaSRH1n47qOrVC0v9iBzbZ/SqjqWVHddT4q+rGjE2jkNFEZjWWyLaTfEzltP2tI6tj5kq1FShfm8l0AAczvNQH9Zfl0tPl8gzdgMwDoAfnM0wWDjuRsMczLEOHvWGGRfDguWQ52KdM5txLJjPO0O+lZXLsBEA6h9ghn/Q6DOkVJ0yAI/mxQQIJTBh4AkqvEAksmbDIEqgG6tD7Sdr/WADHcjAZl6UEsH2MsmcQE1ACS7oHUTJAgNuT5YV9F2TpKIDlXDIngByQApIdnX3PiEufM31xKS+4FUAT4ecpuxIlu9QPCeQm3jLI7KhkNwfJCIaQ+kkAxC8AZkIYPJgJvfbJJMDVdwnQ1tmmoddMWwH/2r/ohZMeZZSyLo2dd7JEsS/8hqFDTD8sS0RZoqyZzEGyuINDsR87WcLsCEvIktjAaV8uJRDDDstJBz9HsTmRZAYpYhjqTGpgmRDQx7G1ee8Zw9SjD1GyrH0HpggixlKX8PYCmsPgAXbomQF2iHq40dwjRAE1IQBxTw6Zya9HaXwr29xH8Fwy0MswEZDZd5Vv+b10wE569Y4EFZR5073GBJlYUPv1w0QOqCKHniMCRfAuy/Jg34GXLuuoj6IPZlktEDzV2cdk8+UwkdfNpP2zeblspKLvZL/eM4ZJB14046ovNo8g+CUQdz2WhyayVDhKP85kMgd2CBPJPuqYJcjkgzO+5QYgzmVJMOaQCaUowHHZTYpvceFX7steXutb2I3yOqXOwy1k6XYcDuapFB7CLOzFlt/QY4BsJoHIAKA2IL2QrIsD4iBLgHJGK4Jc2kN/niZKBim10/LZLJfFSibSBNysUFQBtCvfbbbtAjKZXPVLQFgDUscEtABMgUeM8oL6laWlWF36mEFNoyOX9KnZYnJNX+vlsaC77O/DOKgbCfoZkBVdMrtcg8QQkq5jaf98mfAsQ9Jt11WA5EJAarU82wKs0YxkKbJSTkEqo85+izAZtFVAXPkuDEn1BMS4ktEBPCQgvk6e8pdAYDtxQ67oiMskQytjAYlpLFWZ0HqMZJ+jpgHVAbOMaaNj8gQwIa9TaIF8Szrx4IuPMTc6Gps4yuyk7LaiTIttD2i57OXyDN2AzAOgs3vb6PY6nGPCLs+wiFPsLQcsggd2HZbcgbu0D2xPloXuxRn63Yns/2I5pZPJIU4g2Zy+A7qY3pcHGZyuHBTC7LCMAOs7K9khhE6yU8MEg/NYUgpYowGZvQmGB1kWKstrBfzmg2PSKzuW/QQDE/yeXOv9BDFtKO/3Jui1/0GXYDKWCwGKFjQ6xFSX0c0ZQ3RyKA8Tej/BEHzmbQhp319HWA4xXyMnMjJFRM9gdvDztH9vkCyZ9invCezQpyWCw4rsPj8IB0SEPY+lL6CRwei7iPLTrSDTAZyWy3rDWwYCDERgWHRYZlDsZCm0vieTZf9b8IQFy5LYwDUQiOyw6Kbo9oo9mGQyIhAjDEVfYfAYQFj2xX597AR8M8E5WY677FmyrKktIsZSs6uDyBOCT8s5Rb+cTigd5nKi73KYIAQC7zkMUU4n1n6sfoehg6MI8hPEPUYIHZZ9ApmNb012ZTntMHOggQASn3eGN5mJdnCRsszLbpJ8i2XpNEXwDqOfyv5dLApPQzq9lQEBmca3WpsHInmVCNKS8IXo0vrWEDrR68yD5pR9x/oWOQLBS+Zx10tbex1crH2rT+NgCA5LyJjtY9n/6YxvuR7we4zgOtAeY9lPku84LL28TmYIHgOKv6tvwUwILLopaCfIu26nHcJcJly4P5j1spfLA3JDjzwV/OTANiD1HugDMDGZhn0CSXIGbAwDMJlIQKx75M63v05BjiOg5yrwJaK0vbMBdTYgTf07XfabEkkS0+aGBMB0nfB4IctludER94CfrC6bBEzEbeuXbF/RkQn6i0BYQUDKr9c9eLoXVNZAFfAgvJ03cZgAoW770QBdMObIMtGx5dIWCGfZkGSSw2Vy2D+mI9MvgBrwDwmADRHo/AVmMo2/DkO2NcGBMaxMBPDK8lIHBOP3afLe5XasLMZHW/5zexjnO7KMpaj2W4cyTUM6mWJBoupIM4rrMplqk56TLiPgO6Dvxf9VJStre1H8lTRLnNqZJJDrfQXwzvfkkHYiQBPhA2lPcGUHlLHZkt33Snpcpsq5AZkbusT04GIGv+exw4Q5plhyh/l8igU83F5ayjeBZEjmsmdyL0b0cwGFIb1WQV5ZAGCQ1wqgc/lF9EyxnHQaJCAeQvrBh2RMhrQcsfcdQuexhOz3G1iW+8UE6JRC8LLgloHAHfoQ8/KfkJb/9V6Cz25PyveOQdDlsl0BmSFltTyjn5Oc7Jn6iiEtP/VAdAzeQzooxiWeOAHClNmJHuwJw4TQp9RViJId0uWD0curVro95Vdmp3OfoLxEMLC807Bf1LIzpR8VFxEWHXo9VCakpZO+Mw9zfV1JhxgiQu/QuwJgqkk3Tstlfd1PBpmJt9DJUuW4SNdiB1B6VyQTltMOvKf8CrjuCXCUTsVVUBw6BAf0S1kOm3UISifuEgZyWC6EtyEt1SRIAKT66P1EJiqI0Q8oS9QgB9eEACxDRABAe+mdnml5tdpRKSZ/QAfwvLRf2yoBmz15x2dgBwwy2SLP+MIbs4BeFyy/XbEVWGTajeiDxzAV8Kc6Ul9jpEym8a3W5tERwjRNpMwlkwke960BHm6O7AtjvuXnkvldzmW/Jofat3RSIUQqYzb6tDKIdA4eIMD1jMkeJ/kSvyk72TvlTbLk6u+yVN5nkKm+5Xflt2dgDz936Ang/mDeYaL9XmydDT2OKWfZOiAksKCBNcZehD5S3yzpI0fgPp4/AjX1BQC5vESUzL0qm0oF0JiLdUYqr60zwWwKjCuwdyEyFbQLPclUMkwN6K2Yxsr+RKSDfASsKgAaA6pan8xetKQjXdKpyxjbA1HOl8nMfMQmy6pLGU19u8ex7YO5yopRekfzSnaX2vojPEUGTQSIKCCpJj32owQSadIlf6WiuzH8sbLcNclismxZR2zaS34TGx2VLFsjY+WayV9Jl62ex0b5MwoA53QCb/Kfch+rOiIAaE6jDQya2GW3bfmGh6wTPfE3+f3Aq+XPR/k3wYEHA65zO2aMjOnG+rkWP+DH1eXyDN2AzAOgc/MZ3F6HPQbmNEGPCRbziIVzcHMJ4mIAYjoVtI8S4A9zOaxG3t1HiMSSsOkJoSfECYAgg4/JgXV/YJDXQ7gB4GCAS0xLRv0Ew0RenyAgU16DEkH5lSfSjrwmAYAcGDSUwDcEByTA2ncEnjNilHc0OlcC8D7qnkUJ0ocO6PYogwDbT++A4AGeM0KkBFJkr2mI9etY2AMhEvqFAZ4kwTKDAZ+WiMxlfMcsu54YKvroSWZ/gnfo52Y/auIXCbCGhXklieFX50C9vr5i4UHpFTN5j6wBmUyQ5bILn+XSftR+ylsIaQJiXuwHorJ3cAFgztkekn0kEIktsr6CR+jEHgoyg7E5UQKac0gmM/FEBPTpYRBiAuTBIzrG0NcgMyw6hEH2Eg5EcHPpQ5+H63wrTgDMV+0LLr5Fc0boBQhTj3yir+WNATBHuHT6qcpvfZiIQXvpNSTsQQuUPpOvgSH7no1vtTaPDojpHZ3DokvZ61XfIiIE58ALoCfTlrW5Z8Q5g/ecvApl4YHAabJGSMfnADk0S05M1qy3yz7IRHLa8F5E2Payt9lx3m/tXPGj0FH295hAJlPMPsELYLIXMKT3aYa5+MPmdNkNPeLUZvl0iV0ObNcE6yvtSADs7PLJdo/g+QCQPXio3DDBtLlsl3qmYrrsU06nrXmrZMwHqJwnkykdlX6r+ilDtB+ZTCazLDNkfZXEWkBo9ZX2oinlpZ0Oeb2lBZljgKNt24KsleWyTf2xoN/aoQJluv+0qe9bHTfOlHVaT1JIRvN88qD03ywtzofrtPUbkJmzdXZpaetbQJFtHUhd0ZFerwHUio7WymV0473RUaz7XAfkc8bc6lYz4TpYsGrzLEI5BMk5swe59TeM169lGXmFSdaRaSMB8bX1274UhD+OaQMyD4DOLWdw84AFA0vXycE+e4ylc/ApGI8BiJ7Ac4c+pmAwgUyGIBMCI4BAy/TbEij/bkdwfq9ejB7BA0NP4LShXbJJkgEaXJdOmeW830+C9HJ4kLTj0m88yXsUbWYnvfS+dx36CQFzOYSEHMG7EoD3oYDMSIxhCvQLQgzmvZOpHyLC0AGYc5qVUX7T3sE0VgM7RC+p/n5erjHJqzIisaxucAxWEGb4VX2E6AAn/QRP6Oc1EJDfk4jQQewCwy+A3pWDxVnfz9h7YNmBe1dAEMvrJuS56ECR87s2Y3Tg1I/aT3mLE0LPsseOQclODjHZKswog8wYPTj9yOuBMGrLGB3ChDDMOf9AZpunZSdD59DPE8hij5jusAFyvRN+Bw+4nhADg7yCTI84RAGZjuAXaWYNyP3YM2Oyb00pgUxn+K19i+aM2Ms7H12PvL81T6pEjwjAsQP15drgSj8Cphl+T95BObCMvdxn1ofESCEW37I2HxxBMLD6uBzsAx7xLSIM3sEvALvIVG3FJL7VzVmynXN5hREPjMGOQxabB3LoQw0y5cUJycedg18KkA5LDz/nnL2UV6xQ9qMwKf6+zreGPUJPDqHzCAsJDOhgEpmXzVKfDT3C1ARsbSDNbUC6n4vkU2kVwGk76f75YkE31q8BwE0DOaOjgLQCB00gPHZQyoUE+w3QqHhbydqNqEeBswWAOUu2Wr8F0qNZMpuJqmTF+QPuDMQNEFEa28Nos2baP4w8ecmyBXkNyBzTcbW8tOhEdauZzAtZLlst87Xrha2Oqr6bBuxpyvnk06ZebnuEJwuAxnSURT7P+1VXJavtbfa/UuVXI+0Zv9fl0fkQrpXJlRGfacdS1a/uxGzG5L4TSK7WXyVjpaTxDLStt/JbcDAg83J5hm5A5gHQ3nIKWgT00BNRPZYLYDkhdAsgQvYmRA9Q7zCwvAOSlz4v+mHIktngAFoCGBgcHSiBTAIjbUdLoAJwS8qTippNQloeGZ2TZZF9SZkzgMEMPAnQZdlpIHltSnUP6VTbpfAU2ckrSxLwGJYdhgQyI8vulLAEhoWAQV06pP0EIgy9tMWx8BtcWtaZeIssgX4gwrAs1xiczjwF2APRM5Be8RFZgMBgZjlFbpJlyj3V8qUMEYMwLItdAAFERNK/Eumy0aWTQ216yj9idkkCewZFgJcS8Mv5v2lJafWs1IwlwMtiv7RDQ4DBUiYcrA7VTyK7oq/oEHqxh/6+WZsDhLB0okuW5ZM5zjL7REMCxXEChORbTkHm0iEOhBDTRMECMI+xtb4VegeXTgC2/FrfcgsGD4zYOXCPEd4cgmd57vbl2kCUbJUePgQMi4DQeUQnWVHtk7nwG6P8+KpvWZsPJL6nGYFh2SH0BERUS+HUt8LUgZbIr/JR3qC+NQWwBLoFy6TQ0gGh1hUnP4he9ha7obZf1odn8JJBC0LsHeJSdKiyDcaW0fh78a0SN4YlYVgAQ+cQe4ewFH67cDAPpQCHgAvJ0tg6G3pcUwpcy+EyzfLBHFjuUz8F5xKQpsBSM5EXRA1IbNvWtsaC6yq4H6mfqmfeHtJyWaA6OKgKrG0QjFKezf0WJLq2/pjcTVCes3MGNLTy7ydPKsOAkaH9qyytay+V1UmECkDvU3+sLauT9l2SGcTuQxVINctb1+phDUis+DczBhaQ03j9tceK2jYa0LavPKYBjoa3yu8swNtHzqpfsyRa3XoMiK9MipT6WQ8X8+hq/T7zZ8TIY3Ns/KK+ZsxzQBjzsnmGXhyHj1L65Cc/iRe+8IU4deoUiAgf/ehH15b9h//wH4KI8K53vau6fv/99+OlL30pjh07hhMnTuCVr3wlzp0795D4mfcd5ssJlssJlr2c0Nn36ZUCvUdYpvci9h6xdxh6h77v8vfQp/u5nAR+9l++v3SIw8i11FYc9Hu5X7WzdKvtDD7Xq+7ptcG2I2UBCN9LV/URBuGfh5F+lr7SR+HXV7zp9Yqn3tQZ00nvVmXo237ae6mNoe6fh1Vd6WE1evJvdb/hach8jth3WeTlwdrI1/yqLtfYvNJXq6vW5slmaq8xf9DPcXDyCp1sJ5fljoPDYHy59dNR3+rden6zv3jEfdqLPeX7Lb9s9dJ7hGUq1/LU+E6rr9rmUlZ9nBt/zv6a9Loie9/w1DtwT2vLB8vTyJjVf0PvMSxFxsrmlW5W/d364apvFZ5i76uVcJeSOO0nuZh/vNmTeWD0aHuGrhKZQBIjAeaFNNGUd2m9CTVlLqi+Ajb91wT+gAn67TU0gSut/jXLFs8bKVP7t+bxvAmpVidt8D7WfwtgVjBmYxNt54KyY6hn0qprq3bmVscWnOTA34L7hv8Lyhab/ltgpPf3rT8GYJr2WllH6le4bUwfrW+2/VTfMdLvGh2tlQtZx9Rk4EftP9pGKV/txWx5HqXWbxsdX6i/qSyj+rNodR8A3v4m1A1fOB8XQZfLM/Qxkcnc2dnB05/+dLziFa/A3/k7f2dtuY985CP43d/9XZw6dWrl3ktf+lLceeed+PjHP46+7/Hyl78cr3rVq/DBD37wovnphw48BMkQcMqcDYQwyL5JMBBSxoEGgOERB4Y3+59kWDLCQHADgwaWPXhm+VpeugmS5beBgKFcU4pwiMEhDCwZ0epeGQC6lDLKWysyeLTtRTiEgRBTOwEEDws8SnkGhK9B9wO6qp+Q7oeBAeP8Ifdl5AMQO1ppX3XFnA4Va+SPeR7FZG5IdGVPoVeeGHKQGwJAwa1pq3yOQZYCu6HmV3kLA0BR7F7idcr2rdonyD47YyP786R6b/nNmVGj3xjE33SlR5tlzPdjzS81OmcAHFK/A5c+BgceItjJAUBuKG0XHa36Vgiy9JtR60vkd2mcMGiQ12nQgHHeAkCx1keEK/2kX7Y4cH4VCg9ofFD5lFUF6/w9gvIBQzGIjxOvtqV65cA5O9vaSn8DYg+EQfzG8lX1PRS9t/YTXgAaZGlxDE6yv1kHyIcwAbW/j/sWymROaisA6OLBPJQul6U+jxd6tD1D11MKSNWLxzI7562PEhBWAeV5gsEWiI00PcZrVd+ClHUVM2+4AJkIQLM/dAxQjPKXynNbgKvb5+u++nUaA52WzgdgWuB13uWta4L+qjyKisbaO4+QROa00AqAX1h9gEyS8Tz8lk4bObCqm5V21oDEMX8d9V8LEs/PYt0vavfRTLTNsFfUjCULKrlpT2Voqufx0YDDtL5rvZxjVPU/0o8RdVQ5lY6bSgeDMS+bZ+hjAmTefPPNuPnmm/ct85d/+Zf4J//kn+DXf/3X8Z3f+Z3VvT/5kz/Bxz72MXzmM5/BM5/5TADAL/zCL+A7vuM78LM/+7OjD9T9qI+yBE5BTXSEEOSkWK97KqOAHReA6IAQCE6jeiCNwRJMI0RER3Chvg9IHY6yZ65ag6ljhggcZbljjPUPDo88hGJIsyRxdaAwybs6Y+Q8yDnLRCW4zm0lvtj0ZWTUoLy93pZnSmDHtt/8LsRgeDb8VjIk8dnyavtOcrjAoqs1beUMTxBAR2FEvqRLipBlzva3x9pPZUyneLf9Wr5a+XI7rb4ildfdjLQl/iInCY/6Q9I5OOk9AIiUeeOAdNJxsqH6A0baMu1lG434g/oWBwYCS/thpD1O+m90xeaHPvtkoOw3HHjURuzUH9b4u45BJDDX+rMtn3iuTnGz/q7jNIisFJMux9qKJCvNmjGrpL6lMnLjg5W/7uPvgPLlSlsalEUcCIV0Au7F1TkYXjb06HuG1mSC6hzIMtaCvbXNNAHtSmB4MXQBHY8BqnXVVp5T6wDpeVjJwfeF6YYSSKz6rfi+EJQ50pGtz+21i6Tc1Ej9URkLEJNH/jpQ1rR/vnZbIHLBmUzLk2l4rY2ai6MAaKTivvZe63hrilygrbIMFgBbGde0p25mO279fv+O17S7brycpz07blpdV1X54n8qDogul2foYwJkno9ijHjZy16GN7zhDXja0562cv93fud3cOLEifxwBICbbroJzjl8+tOfxnd913et1FksFlgsFvn72bNn8+cJubwQOToADpg4Sn/luk/ZQu8li+Id0I34i/OAiwwXHaJ31R5kS+QA5xNQHSHnAPIGpO5DzgvPft1+EJVH5U3vGZs4B3a8Wtbv88A73/1E7GV/areGJ/Yi47r7FZHoa7KmLBHgPe37W6IyTx2BvINbc4hfes83/HkO+QOMT6z73diH59GyF6L3CwAR5JI+uPQ/8bJ3gt3+uqwbOk9ZUr4Ax/7C9LpGV1pv6gF4gnME78f7LeNvvW/5LDelFz2P93tevTqg84RJx5g6l8b3mqIOIEdrt/w4BzjHmHaEmafsk2v52s9GDph24nysbTEwmaxzxg09nuhhf4ZuebiZBzoP3vKgmQemHnHLw806xK0ObubzX3gGhw5krulf7j3g/ei9qP2ARu6l+nLqXKov5eMs3duSPtGZen3DG0VwbHnzqb4HJh6TmYyzyUj/YEbc6kBbHnC1HBy8TEIl/oqOVG9dxRsPNR8gD2bRD5yr2545YLpOb6l+NLx5rnTEQc5F0OuWt7jVYTLzWWYMfsV+DOEPzq3Yj7ekPR7EHwCs8haAuEy8NfbjIb1H0fGq/dp2qAPH1P9s3H4tb2T8QO23KreT+pHG/XbFtzrwUPcFiJ7yta1uRUe0Zfket9/YmODgBVPtZ3+fym/54uM6NuDEfkRAZ33cFd5G+q3s13egLWfs1xn70eiYzPVdGdPZfvqdZSyBKNmvW7Xf1oj9Zio3wEMHpPuVb/XJZ9Fl3T+e6XEh/U//9E+j6zq85jWvGb1/11134ZprrqmudV2HkydP4q677hqt8853vhNvfetbR++96ZlP/Kr4vVzptd/xpEeahYedXv8/P/5kBh6ftgaA1/2tr3ukWXhYaXf3Onzi/3vp241mefeF19mkMh8perifoS//Fzd9dQxfpnTLj/9PjzQLDzvd8uZnnr/QY5Bu+ecbuR8PtLu7i49/3/svebuXyzP0MQ8yb7/9dvz8z/88fv/3f//8G7wvgt70pjfhda97Xf5+9uxZ3HDDDQCAd972BeCB9A7ElJ2aPMjojxAmD4qR41ReAu/3GNwR4hTodthuTQQBGLYIrme4nhEnDhS4XnWZliGGQwS3RNrPV64rhW15HYHreeVeXimgSxqnBHZAtyf8tOX7oyKH1pt2hNd+x9fh5/8/f4ZFysdrnf4YYXK29NksppC2zsnyQ9tP+zlOCGEKTHaldis/e0LYEh2u1E9ls4wO2RZjfQ5HCH5XToVt29Lvk4nI/C8+8Xn0C670asuHbVlK65YjfDWfw5TAnfhEyz9DdDk9w+P1rU4ALM+jV6v3Vkdt28Mhgl8CNDBmnvBPv/Pr8K7/8mfoewZ7wnBI/LvV0X6+s04X/THC9DTDDYz+sFuv1y1Zapr12vA+bImzbd8XsTxMCNsk/lxYyXV0/Pndcd+JnuAPE37kuU/Cz338z/KrYS5Ir4384lvA9gMBO9d7uKTXtb7Tc97vOjam/YIxPcvYOeUwOVvzb226n+8g3T/ypYDlYYfliWKjrf/+FRwEXS77STb0yDxD//2P/AbC7LBkMk+fAba3QZMJ4n33w504jvjgObiTJxC/ch/clSfBwwDs7IKuOI54z31wV1+J+JV74a65CvzgOaDzoO1txHvuhbvyJOIDp+GuOol43wNwx48BAOKZs3BXXoF47/1wV5yQvq65Cry3BwwBdPSI1L/6Kun3mivBD5wBDu3PG/oecW9P7o3y1mF6/BBu+efPxPvf9hks7rpPeLv3Abgrjkm26eyDoEPbQN+Djh3NfPDeXjoeewBm26Bp4uPqKxEfOAN3+JBkwu47DXf8KOLOLtwVx4velj2w2AN8J5nM7e3C29kHgckEtLUl5U+eQDx9Fu6qoiPEiPjgOdD2FjD0oKOJt2uuAu/sAmBwP8BtbwMTw9v9pzG78hhuecvfwPvffhv6cwvwbm0/XiyAxSItUTL2u+Yq8JmzwGwG3tldaz+EiHjuHGh7BoQAOnLE8LYDgIBlDxw+BOo64e2qK8U3jh5BPH0G7qqTwHIf+7U6uubKVd6YxSeST82uuxK3vPmv4/3vuA3L0ztAjKAjh4W3q64csV+X/HTMfktgsQAdP2Z8c4y3e0U3D4zbz/prvPe+yn50eIS3+0VHcA7xgdOgo0eA3b3afvMF0C9k+VLnMT1+WHz8p27D8p7TwGwGmk3LeFuxX0Dc2QXNpkAcsR8RaPuQyHbVlaKjq05m+1W87e2BTlje5kCfjq7vjI7GfIsZ8ew5uCtPIH7lfriTlreJnHit9rvmKvC5HcA58GIJd/gQFvfdc8l+My09HM/QEALe8pa34D/8h/+Au+66C6dOncIP/MAP4Md+7Mcu+FnwmAeZ//W//lfcc889uPHGG/O1EAJe//rX413vehe+8IUv4LrrrsM999SOMAwD7r//flx33XWj7c5mM8xms9F7/RDBCexxAjXcM/oBQC/BWyAGB6Drgcgsr+3om/XeDAwe8D3D9REBsofTLGbPn/tBy8GgRiNPx3CDANb2XrW/kYBAwnPmpym/HFheBJiu6xLeZc/o7f7K9BsO22fbVs/ymgoel0s/R4iOuOU/febIGDzA/Uj9RkZ2KLYYaWvZA5O+gMzRtowu+p7h18g4dAIi/BhfrYzp9THdGr4WyvOa+rVexefW6XU5mPutjprPfeLfpYOCAKDvWWwXGf2Q7LKPTxW+uLxEco2M1EdQkHbX6tUDFNfrNehy2mVAP3UYJg5xOc5jZEYgYLKmrdgxunQoUN+LvdfqtW/0OmKXSc/wy4DF4GTMDuP66ico90faGnySfxmw7Cn/toy1ta/vJLss+4i+JyzN75RbHMzxsg9tPwmfv9CGLjk9Is/QRcRAQQ73WkSQjyCOiIsAWkbwIsAtI+Iywi0COIRybTHALQPiIsAtIngRgUAgL/WljNyT9gIIVN8zf3kRgSGCpnotpD5S/S6CYkBcSlvc1l8G8DJKf8sAtwimbTmUgZYxyR3QL1W2AbSM8p7lZQD5CB5i5tulvhCFP7gAgkuyJX4mARQo8Sa8VP0vAzCPQBdl6agveovLCIoR5ALicsg8yV9ph5nBC+ENywiaxVrvYPAgbRD7Ru9F5uVy1X68jMAiytajxn68kIMOtA7AVdtuGQUILAOIogC5iak/j3KC78LqKGa/oVlpmxdqvzBivwiw6kjvRRAVHwWz8RvlF+iXEf0iCEiZtL6Z2uuCnIWw1rcikHRZ9dHab2Hsb8py5KbNxjcBULc6JlRHRJw+xxH7id6Ikv2y3Ix+ESHvgm/kreyX+kGo7ae+RWT8NdVX/mcRyLyt2o+XEVgGWS5rdCT9j9nP+P0ygoPcJ3ipP7W8BXln+0LsNywv32foT//0T+MXf/EX8f73vx9Pe9rTcNttt+HlL385jh8/vnZVS0uPeZD5spe9DDfdVC+9ef7zn4+XvexlePnLXw4AePazn43Tp0/j9ttvxzOe8QwAwCc+8QnEGPGsZz3r4juNkB8OlHQCcbquGQ4DYIjlO0UG674pBggazDLAJbAlZjmKmEodqZ/ugeq2tD9OGZiRfmwdasqttBUaPqxM+XOqozybttmkWYRn0Y05M3BFRopUdJiRpamj99J7eFsZtQ7lF/4aGbTPzKN81lTPivxs0kDMq/pa4X28reqzthkbG1X2Wa2T+7F6TfVH9Vr5C5eUl9FRpddk7+x71m+btlodrffDxkcavpD8mOI+emWj15ZfPYTI/osjOlK98j58sfhenlhY56+V7xRVrow15S0aG7Uy5jFwHj9UPa38tqjvFPtWNmr0pTaG/tbYtg4I2El4cWEzobbOhh5+ekSeoY4AIjm8yokPs4P8dqd7IOR71XXnUj1nypAMIyIZA0QCXijdA0p/RLkvrtpG1XbmzdzTsm07FZ+2Hf2XH4gofFNqD9zI0vQFB7iYMgtJbjR6svoCgX1pj5MMZPRn+xJ9uaQLV/OIosMsd64P+f1R/TvLP5V3cJrvlW5T39TaL9mQyFyHsanKFAufUn5E760vgQBv5TH2g/pO2w7KPdV78uHMm71n9ebSCfFGp+yL/SpeqeFV7UdGF27EfpWcxR+kba793v7NrxNJ8jrU97Q97xr7Gb7VTysft7pvfFr7cCTH8WffoVpHxv6VvMl+9bgdsR/ZdtU27RhT+2GVVyp8Ejd+b34Xsh4OgB6OZ+hv//Zv40UvelE+6O2JT3wiPvShD+H3fu/3LriNxwTIPHfuHD73uc/l75///Odxxx134OTJk7jxxhtx5ZVXVuUnkwmuu+46fOM3fiMA4KlPfSpe8IIX4Id+6Ifw3ve+F33f49WvfjVe8pKXPKRT8VyaXEzRHADkIC8vwUwnWVKUkxwzGNEKzKYeZJmsnCGQg0QQ5Tq5fnrXb9UWUv1owEXbj60T01jJ33PYW7WVgXA6edPKp3UUoOS2DO8AZKlgpAKAydRPD6kcaGcdKSumDgEuaNBOozJq0K96E32xPMSMvBQZFEr9Wpepjrd2Ra3XCJDjxIfRV9uW1auWc42NWvu0dVwNtPR0NdITURNoIGd4z/6SdGNPZFO9mjqUTpalBKyK3OpTPK4j19iB1utixY/5IvRqdJT12vhkHhuo5SWCjL/Q+q76DkAk8gAwIHI/vSYgSbSiF7WLgFcksNmMNSfKosDrfQfCc57QWvltoTJx4Fob1X6vbemYd4FKpvbAQKa76BdJb/ZkHhw92p6hGYTkf27lGpOCJfPXlbrsCyDJIErb8Q1IbPukUlYmZlJQ6rWdhq/EQ9WHuQfvwE7KcC6L3Gb+uaFSJssRU3kDwDgd8sXOQR/67Jz8nnkNxIUfJgm8RZYUCNs+0n0mJ78O3gbNrWxU86igwhNoIMDV/eelXBqgO1eAUAaZ62xs9N/ar/2X7MfGbplvIghIru3HCUwq0Gj1VtpBARCt/VzRO3wpA2d0xlzabk6qE3vo1iq1leFD9eZH/B7IuhG/d9mfKvulSYIWyFfAd8Rv1X5Etf9VYxDK55jfQ/yqAdfsCt9kfCn7lB+xX+P38h3FX92I/dRujirb5HaMP+q4Kfq39oPp3+hU2428+nvT+N5B0FfzDLWHrAHrV5U85znPwb/5N/8Gf/qnf4pv+IZvwB/+4R/iU5/6FH7u537ugvt8TIDM2267Dc973vPyd93nccstt+DWW2+9oDY+8IEP4NWvfjW+7du+Dc45fPd3fzfe/e53PyR+qoCVkIM1l4JLKQNodjKDv8DI6+xSIFuAYSmPkAJlx7kORcpABb5piyFgDim4HenH1smBe2AJsBVwpTq6h0z4KE1poAog18lgRPtMdXRsaKAs2RjhI/OlzCd9uqABdKpv61RgzvAOZIAAJ2XYJVukAF02qCHXoSABPpzaqtYlNAMFA4SsXmPRF8UEFnikLavXaGy90pbyTgX8Nv1Ueo0iAzKQ4eKHauOg4L3UWdFrqlMmKNhkuNJ1V2RsdaR8EUxbA1f+kn3K8pUBz3n0OiS9Kl/qO0HrGP9T/lVGq1e1kb4OpRofpR2xN1+UXlu95ImQDH5Tm+qvY76DWkfaVrYLs4yN1sdURojvwLQlGX9zf+AC7BvAvaHHPj3anqEWXBRgMgJSvGbYbFCdyng9QZSq9jj9I9se6ra5qZMjWu/Hy2gAO9KXBrBkAIQtm7NiQAVStAy5co1JAY0v4JGcHL1egRRbPwEGV9/TjFA6proAkKQ35ZnbeiZoL4DFyGMBLAMMbccZ0KCZvzRHWumt1s2Y/aSMK38121vpnYzeqOhN76ncPr3qS2XszMRFAlAZgHR+xH6U77EFF52CdNQ2IZU72S+6Su+1jdRfGwCX7e+QM95ebTVuv2xHZ8rC2M63Oha/Z5XX04qNiEXOMftlcMooOoJ0WfweiV9jKwWgld/Tqt/D+qvRd9Z78RN21n6UgTd7B7LjxrVjVXmuf2/YjJnMc/69cQl8mkmHRxnp3neln/iJn8Bb3vKWlXJvfOMbcfbsWTzlKU+B9x4hBLzjHe/AS1/60gvu6zEBMp/73OeCL2LG/Qtf+MLKtZMnT16yl0a7AfIuPX1uaLCrmQdAgj1myRBRynAEeSUEgJK1CuZfznxo25TrlDLyLsCqLQ1IiTMfVT9c19H2XWBEJ3+ZyjsG3RCB6HNWECYApxTGSh0BhjB9ah21lhsMAIilD9K9ncqXCcphlmJqHUICMLHoRV8LSAGALo3UjHDSFUI53EjrqC6Vx1qXCdDF0nbOlhlbgNOSjshw5uVEAl5hdFR0n9+nWemryOvCah1AHlZWrzbLJz6XyidAljN3CbBqnVG9shzCo8synY4zm11XfTU64uRD7EpCzA3i8yt6TZ9dUB3R/nrN/Bve1Xc0q5fBO5uJjhF5ieEUOAKN70gf+uofu7LA6qj1nazXZqyR8fds88b3AM42Jfs7YnyH0jgk9qVPw3/WF+l4LLZAtg9lv3RDzCsANHMtds6zPZeUNnsyH130aHuGjmesEiDwDqSZwRQ0siMJFhsAWgLzAigqIJSARAvu8j+twzzSpmkbwgvZ4NObz2j66ApPNpMJInAK2tlJAIwg12x2NQfEzgEkqxLYp0xkl4J37cPKme5x5xOISEF8CqhtYC9yp4DeF57gDD8+gRNPRXbLK7MBFQbsrGQyXaPTxu6t/Ux7CjjqLCNloJX5NPaTzFfyGU+gKPaTQwR9DcjUXiS6re1Xspp5CXLOhPk8gcGt3oHafsY3lA9oX772JVb9OxIA7zUz50zZxn7pXgVWfQowTFavqq/gnYy87ZiKnIHaqP3g5LmU/BUoExvsExBV3Y5lMjsZW+iM/dSuMP6q+rb2s75Q2c/8vniXMp+lndxel9phZADOGaSma95JPFhNxFAZI1mPl56+mmfoF7/4RRw7dixfX7c3/ld/9VfxgQ98AB/84AfxtKc9DXfccQde+9rX4tSpU7jlllsuqM/HBMh81FF6STqAFBEWAFGuG9BEyCCzLMNkk+1QoGkCXA02c6APOBOU0sAgL+GoAIWYU/tj/dg6FAR1WRCBNNYBgPoS/INQBecgSMY0ZQIzz4NpKwFkAHB9LCBT+0EKiEFgMsG4AhDWfps6LLwzjcjIRsYOlS6jQwYK5BPQGUxwP5i2cgZJ+UTOalX6ktLSzyC6gE4KeDY6UvunLJiz+uJaXgUTpo4wQZVeKXA6pKfWK7G0K2Cm5XNcr1qHCFUmLAMm1WWro6GAJnac9j1wsrdb1WuWt/CV9TqM6DVCAKurdQTI9ZgzmdomVnSU65COR8p+nPlSXhRkqt+0OjLjsPDZyBgTYM9jOskYrO+lE2D1N2HgnKGlofgO0p5UzX7aTOzYWCsTAVyB2sxnr9eRfQcAEA4GZEa4y+L49Q09MqRZrxz0psCTNFiugkeSMaKBa8q6sMksaeBHXtv1yEsCzRI8JLDEWtaCmRR4wvSR+dKMTubXtGMD1gyEfJJHM2ZJcM222ACYomTJYJbkZbkTkFMZI+VsTQY0KdtTBcmdWT6q+qUS2GsfHBIQssDFmT4yYEhLc12SjWQZI3S/GpPRVwIUmuEhqvVmdZuBvrVfc88V+5Fm+XI20YPZylT0Xk8iIAMRC6gyEMrZMt+0k3gjkhc8q22YCkgESgZU/wLIgDRNYKi/5kxq1rErGVj1SW0nZw514sWN2k/v2aW8SAA4+30GXKpjsZvYq8hb2YpFpty2tZ/qTUFYkpvJ+BKjZBez3xv7+WQ/X9sPXoMgM7ayjpP9kn7Zk7zr1mQy80RVJ/LazP+q/agswU19qLzcOdAQ89gqEzEO+R2hB5TJ/GqeoceOHatA5jp6wxvegDe+8Y14yUteAgD4pm/6Jvz5n/853vnOd25A5iNJbkBaCpkyOGSDNylDYM2tSR0CaIigToPalB1RcDloRkaCaPaQzEOqo8DIDYzoGBQiKHoAnJbTpf7Cmn5MHRfTa1AGBnVcQJKCuShgI4NKXaY3RJDzAJU6KjMNETRhE0SzaasE59GXtkDyA09DCqITaJEfZS68e8lwOWjgTZl3lTHXGWIBYYELuGEjbwDcECteaNKAK671Z/WqABlJ366P4EmyxRBBPukoFL26EOVYXwWZyRaW95LlK3UYqV0FFKld16PwlXRUsmemLZQ6Ra91HccRcA4u7x1UYBVLW62OUj80MJwHmMw9jOhVfS/IhAiTN/xrP41ehyjZA8O72kT9TLOYLqzqqK4TJVBUm0bjO/avnfA5r14p8w71cfWdoDxB9GrHGql9k++Q4TEk32GAIwOdgldjm6RXK2/+ffDyoyR+WB5QLrL8ngQGmbYOarlsYEKw71C5wDobepyQN2DSfB7LZEr2ooCODGBsQJrBiRfgoEv8ugJ2CgAtQDSDMCCDq5YPeCendHa+fPcug84MvJxmOwWQ5OxfZ5ZQOhs0J8DQE5g8EE12JIMdASnUJ7k5ZcsIhR+kgNk7eQk9ATzpUDKZLoNWRgn2ufMAR9Gb6rJzNY8K2DvVfZLNgAh2DA5kbGJAK4QFm6VudWsBXwYges839ss2Vb07YDCAoSt6Z+9zfY6xgLpURiYUTAaXTCayasfJBIABkjyIjvOSYNu2WS6r9mMDsnjS5b44gXPqGv3kCRTNIKdMnl9jPwVE6vcZQLusU/X3yu8ZGUBL263fS2xT+b3azzlwJ7GuXSYMww8PKOBs4kfs54EByX6oliQXf03yT2r7ASh+j2I/diTLzs3YU/uR+nYA2Bf7Qeup/ZKeZLLKjBGdOHAu7ZKjMplyienheIbu7u7CNZlY7z3iRaxw2oDMAyA3yOtJAJjTTlEyFwDyqaRqv5Dq2WWYJpiVwBnQvVhIwbbWsdmaDERzNgdpc7IGpCP9tHWgoDP1Z3zKhViyLs4AZwV2upTTyOxCWaYpe+JU7ij7+hSs2axoAlMCDBMQD6K36GveQamtNPOmvGtbxED0lg8LhpAymRF57+fAoInKa/QVV/nUtrItEkAWPaCAdAW/k/LZZqmo43zwj9qiknfASh09HS6Dd6fgGfnApQxYY5Gr8IWy9DXr1ehFbTdRgB2z3EXeER1pP0MEkryyLznmzJ6tk+Udku+ofa1eQ6PXnjNgVN6zLtPp5DaTuaKjtg6Zz9b2wOpy2aQL6kb0asB7NdZiep+qM3zlbK0Za7oCQW3UGR2p7zCn1xZwtoVmH1WvlbyDsUXjw3lMsysTMGZ8HgSFh3BoQdhkMh8/pJmXHBC7HNhlkGmApAWepNkaXTZqgl8FofC+LPHTgNRm60y2LC9DJaTMB1VlucrolP7hfMkQdmSyLWZprYIZHQpk2/E5IwQTbBdAAoCcvEZEZQwsgECzlZqJ8QYkcpslSwAElDNLeqIshpQlzeDQZI0AkxHy0GWZVduAPK8iJ+Bis7SUZc7Axeg2Ax1n7Gf1rrq29vMKtlTvXvrufALgrvKP7EcDZwCDic2oJf2r3ibWfmQycgkkKQCKXDJq4JyJlraTrV3yzXTQXgb6NqM5UPbXnMl1hUdOky9VRtraL6CAuqT/ojcnq74qvzfjJNlPgZeUq+2Xs8WeVuyXlxXHUGXrFbQXPfni4661nzP2s0trvaRnovHX1n5INnQOgK/sl/dSei8yMJl2RuynfjJJNsog2vij/azZ0QHFPy8xPRzP0Be+8IV4xzvegRtvvBFPe9rT8Ad/8Af4uZ/7ObziFa+44DY2IPMAyA2Q5XpIsTWhgBcLPlkCSkoYTjN2QAEzOdsRZF9iPtwHBrSYLF/+l/cnSjBNfUTsuATEJkOzUie1r4G/GyLiRLKFQAruNXuWQa/wqKdtah1dTpr5VJBkDhHSbEybYYWTV06o7FFBJSu4LLxLIM2yfJANYE585YNSBpN9C4YvZgN0Gh2l7KfYpb6n2b1KRgXIYPktGxixS3rJwIrhQkSMhrfACXAj20J5UzDb1tF+MnjXCYkBaa8vFwCrgDPdd4FTpp3rfowtygm8LBMhI3pwbkRHeWKEEYLwku2NEb0meZ36iPLb+g6t6rXacwlkGa0+sl0IAsxsHRafVt9zIWbfWclk2smJUPSlddyQfE/BezPWXExjPo9vZL2yHR8sYykv/TU6kvQA8oqGDOoVCCe9UkjjLGXBsy3Y6ANmTLOCeikj3w9ouSw7xIvcTxI3ezIfP2SApe71K4F0AoeavYhUAmMNpC0AHatvQEoOpqtAvCwbJC9ATpfLCSAqgbWAu5gzX6WdlH1rl6lqRsabYFspZVvKMloFHgIgJTtVlm+W0zZDAiUB7Lz8RHReMlWMApidglUvv8JOgXb6HlIA71L21HGdycwAzcteUaMD1kymBuvpFDlOfOU9oQbkiMwkv2O+th8p0MlLctvlmq4E9Go/O0mgSx+HBHKi4S1nU9NfSquNYsp2kav3XXZJb75L+yV9BvbsZVmqANqUtRxCXrYKUNZ7Bk/J2Nn2GdxDgFxI7URGvWTclSwrUDLIFoBa+y05L5fNYD1NgCjIr/zVUfUd4GrCovZtB7gIdjaTacYfKQBOIE3Xy2rZzgFDzGOYm+Xm6+yXDzlKWhQ/T78FodiPWFc4FP1D922qLrqUhQ6mnRH7lYmJxKuzOnAF5JqlyOwoJXf8V/1zOEYPxzP0F37hF/DmN78Z//gf/2Pcc889OHXqFP7BP/gH+PEf//ELbmMDMg+A3MA586GH0glwKBkCyfSlTAPSpGSbfdOMjPlcQB2nLEbJvrkc9CKDKSDNsmpbkVf7qeoUOfL1DJzSj1If5aEwyA9gaUuykprJpJyZKm3nLKw+X/q0T8zwoTqMHpJRTbw7GMCofA1Rsk4JKMjeHBuQowCJHPSrLRI4iCjLZVOW0w2xZKCattyK/mq9ZvBHkP251hYKrMwEge6ppCHFFMYWzuzNdRb8Oso6KvtpkQ9qgs3YqR2rrKDqRWwheq3tnTN2am8L5KrsW6OjyFl/NAiw4rQnk/qIfBCOrZN0JP4Sm2zz/np1gQVM2ozfkGbO83JZ5MmYmMBs3vOc+q9OT7a+A+Tx7HJmtNGR8Z2cOXdcjSnRt3SYJwK4rp8nEZAOeqr80I5pBvWMOClgvtqTqXYkVFlwlyaqbIZVx7SeME29iYMOCGRuaEP7kvfQJbK6DDBn3TKoSYHdkIJRAxpkiaHJuuT6CcDYrKPJhLEJlnMWxLu06qhkbSwfAnRYAuDMswFAzpW9gd4EsgqWO5cntZCX0pY9Y3CQ7EwvQJIVJCrIJJR+KaasZ8m+Vdke8gWsRgWJumwzLcGf1AfPsJNlllWWZuLTdoOkd7tc1i4b5KQXs6QwA+ik9/xuxRX9m6yj9msBqHer9nNid5vJzLbRbKUuxdSllF3xJfRlT15edmmyWwJkGvslOdl3QA+gIwNaxT6c9J6zbUluPSyIY8xZQnY+2cwBfVj1V/XDYPToVTdJfms/9WWTuc1/iRu/L38VZJa9yG7F72UpravGZrafZlwDF3ALVCCfXZK7R2pnH/v1RX/cUfHXvBdSQX6yH5sxnc4u4Ekn25JM1j2/iz6fkpv81drP/t70Zfzn5eP6e1Pt7SQZs3YS6TKjo0eP4l3vehfe9a53PeQ2NiDzAKg6vIRgTvxcBZlI+wmRQU7JelR729LfDDJT+jPXqQJfC9hShmpI/cWmn7E+gFynbQtIADBq2YbnlKWsAGqs5ZHlB6mtPiJOUJXJbYW0N9Tua1MZYt2uAi3QSJ0wJquCVNWrzUqN8GL1VdkJOXDX6y4k8BeLvjR7mXVJtV5zpnpFXygnpNrlwdpW8oUMPjRLNiBlA0sW3Lab9w5qNn2NXhWYRwW7afnkWFvV3sPMf5R6OpmSgNGKXq3cAxfwdQF6tTqybalvWlAIpnzAUK7DJSs4xhf0oCCVLV6IXqk+xdjojDsuNtXlskFBthkjZi92Kxfy+ETyPdT7hHWsORgdRONLpV3VJZzw5QJB96oe2J7MzXLZDe1D+bUDjlD2Y9JKIMvsJYtolgTabFsGYuZeVUbbA3JwiKovczhPc/BI9boN0v16moEr7egyW80gQpcy5iV7Drq/hiHBKZk+9MATdjEvMVRQiARScpYqH/gSBVSkV3pZMMzLkILlBBLt4TdDyIeclH1x9TJXONnTxr3oPevQLpHUV1/YQ3cU3BCVLCUgunNU6y3ZvdjE2NHq1tgv85AnFXR5pdWJrzOYvrHfEBPoRwFUqv9+yMtv7ZJQzWSjozS56cEuJGCLtGSbgGVI4B5Z7nxADTHY+bzHkPuUSXNFx5kfXaYZVWbji75MCGQdOFPG6Cj7pvHlvCRdwalmQRRUN36f95XC2E+zv67xjRwEGL0lwMhDzBMw+9qPfDmttvFXAaIh248YMuHiHNgBTEOaLCi+wtpOSJMzCRzmJenJfiqbZPBjBdRzpl1/b2AnZCIO7HTZy+QZugGZB0DOLF0D5d+QchIpDMiMUiYvmczZIBN4m8/VMkkLAKku5wKXJEQCsLBL5UzWaazOGEAEVjMlEsijXK/2ZKYXu5u2BRByed2CBbKWrwweqbmOOuMWi/z5FQ1odck5k+kCywoGXcYbrV6bDKVmVVu9xJrPVq+Z9zWZ0FquAmIKKGj0lfe11rbQLF1+5Qm0fwG+NvuY+Va58kSI1m/0GlY/l6XajU+u6KjVRXadShdVneyDyHJRoOo037V6rSZCDKBMp9DafZnZX9uxM7DsV2x9p/XxCLPXdb1eiy0aPwwGzOuDsBrrjb5WxoR8BqNk4bV/PUTM+g4Tat9pbIqiS56Kjuw+0IMCmREXfwhBPH+RDT1WyCEvmbNBa/UKDz25kRh5D5kNtjWAVCCVg+wUqJMJjIG6vj2cxqV2LJhr2su82EA+A9AUbCdwwnmvmAnsgw54yD1dolfJWZbywfsSLBMyYMqnay45tcMy+WTBGcW0/NaCc9VVlEyOOd203QMp+vLpoeSKDHnZphycIgcLmSWiWTcoOgKKfFZvSa9kbLKqW1fZD8mmmae8z2/IchdARnkiw+qYSZckx9JXPiE0gZ0hNstudSIhLRlRW6nN0yQDU0zARR+ACQAShLeOyuFOmpGmkAGxAnHNZIofrALIki1XuYx+FTSr/sCVbvNpyiobkEHdyviz+4W59n+7XFbtoT/31XJlO4Y7B47nt1/2KVa96fJw0XE+8ChNwuSsajrch4dY5NNJG0K2BY/Yr/hCGluqI9W/PSjJLvXNvnPp6XJ5hm5A5gFQdcCP/o6aZW75ewrsWTCHBH7mfvsPkdPvUQq0o6kTCmjR0yu1LWgWiE0gm/vBap1o+k/gCRF5X50bWPaoREBOujQ8M1Bl7CKqtjXriCrrkkCals3yi/4UsBJT+lvaogTwWIF0x7VeUHiwew4BKkCDufnc2KLRZW0nw7ttKyYZR9sqOsp6XaMvGDsgv/cSZb9l6kdtAa2DUheRa7tqW9YW1t7WFqpXk7HL9mlBsuqIUfkORcikCBffafXagm/wOr1yrVeTEazbSvqw99PDJPtONL4T7GFYtX3zabRqf5uBbG0cqe67HdPBZIXN5IeWy77uir1XdYQqc64ZVHu6rsqo8ua2LEg2+zPcIJMv2hanlQZ8YCDzoRy/fjAP6w09CkkzB64EndwAkLxEjmIOJPPSS0qAKACaKSvgogYrGexUfZay7AjEpm1X/1Ugkt/p12aN9HPaW0YKDi3YyTNJKePHms0tIBVkZXTyO6pZOKJcVgJyyYQRRxO4a+ALA86LXGDkkzOZjVwp40N6mI+D7Fkkqwsjj3dAjElvKOBH7deA+7qd8pea72OfW/tVYKkFDCpbtonpM4NqAW4c2GTmqAbzFFfsJ6BQfp/yPd3bl+uhZD2BsieWUO5xU5YMKMv9AUiz0WP+KnuIKQO1Wm8K8tO1xEMLILPfJ0arLHEG+UXH8owfGRvW9oqHjA3rZb1ywNY6+2XAHGK2eT7YKxa9ZfslnvazX15KS7FMarX2cyiZzHQiYf1bVH5vkH9vzKTPAWUyL5dn6GPiqf3JT34SL3zhC3Hq1CkQET760Y9W9++++278wA/8AE6dOoVDhw7hBS94AT772c/m+1/4whfktRcj/z784Q9fND9V8GuyLxU41IA9Fh8fu58zmamcBYAazFegcJ++qkxobNqKti2UrFUGJqiArV1aWU6Krduihr9y2mzp34XSp72OBCYK4Kl5hbk2/hmVjFW7FX9YqWNtY+ustA2jA65lhNHlfvo+n/2o+syobcG1PGO+Ze0ZDbA1mbNVXprrCRgroAKMvNmfGhlt/1qv8b22Tgansfh97eMjNhodOzWwbK+tyMjNmF1pK/ULVLoXOze6s9l1bvlKvsFmzGcwbfW1qkerozxponrkmucVvVo5WG1ly1tdcmMjNfilJX2R9MX+29DB0KPtGZozSCugYvUfayDnCPZF63YpW5WdMcBwvE23EthnwJXBngbPrgTLmn3JfNXAL2fZ7L4tLa8BeFtW71VZUqDsQ6QaAJjAPPelwXnbfwYwuhyztFllGxudsMmsVplmldcC4va7b3SKBBQygF0FR61t1vnBik1Vbusr3ujE1XqrwCoZXq3+jG5X7GeBkCmT+QZyRrTYOgHg1C+PtmNlK77NKDaqQWJjPyuryfa2QD2PM7uUm4pslbzGTgWU1varsvvGx7mRia1u9rGfLrnm7Cuu1LcZw9w/ylhasV87SWT1Xo/xzNOK39c+x9mPzFjVsgdAl8sz9DHx1N7Z2cHTn/50vOc971m5x8x48YtfjD/7sz/Dr/3ar+EP/uAP8LVf+7W46aabsLOzAwC44YYbcOedd1b/3vrWt+LIkSO4+eabL5qfEjzCBIXlL9lAMQfJKMCHkQCWLW/BFkygylVfdabC8sBVQHu+OmT406CUmj4LEExyc+FL76FpG5od039BA9+x/mGAB0b7t2AxtzUmiwG91haw321bI/IWgGlkHuGLGtut1Dc+UOlirC0FXxncGFtW/sSmX17Vn7W38Qnbv+1nVX+lLbV1C6ZopC1q+livV2uH4k/rdNHq2/qnnRBYka+d/Gjks+O12Kj28fKPc7u2v3pst2NNddYC6dofz6evvLw+++S4vqrfG6u/2MiimdpWfr64374LpQh6SP82dDD0aHuG5gyaDeLtNQ0iU4Cq1/I9hwJiHKp7JduJErxWWULTn72e+ELTXgVOXN2H8sk2GFVAo/zYINTeM7JqIC5lNbCG0QVlsFbkNhkkcgUEAiUwr+orry71QUW32k4VdBu9G3myjDaYB2q76Wclqzej40oHK/ajEfthVW+qf+0n4Ty2far9Glmqe0lvlf0qO9aZq3wok21TeUy2tvarQFO2kerf1fzmz6h0Krqo7bfir8YOTCP37Bhr/bUZf/nemP3UB62edAxZvzdgs7YfavtpX4DxMa1ffJpXeFHdJvsZHqz9VJ/ZXz01+kn9oti0+Irxn2Y8VX5+CelyeYY+JpbL3nzzzWsfZJ/97Gfxu7/7u/jjP/5jPO1pTwMA/OIv/iKuu+46fOhDH8IP/uAPwnuP6667rqr3kY98BN/zPd+DI0eOXDQ/Njij9nr+zDmYBpDBV91GumaCXCkr99nWYVMnfdd9JFUw3ASOVSBp+TZZK2LotlGhOFIXyKBF+hxp28iVq7EpUMnIht9GpkYX43VQF1rDR6vXqp2xPtDUyXw1fbSfk15yObWLFm35Nt/zcklu63AlD1d1VWeNj1iQaG1R6az1K9633RU/qOpwLXusy9U6TOOltf2oXK2OSlPq70UfnHnivDHE8AgUkIvmOrM8SRv/qcfKqo1Y67T+GW19lgeQkWt0DGP/OuqT1nxjPI6OKdRl1ZalrdbZN/RYpEfbM7QEzvq5DW5XgVx1D+kdfjTW1shf6XSlT22PKP3qOmmbqzZRAvBYt62vQCj90Fr5gDQMHYH0oau8NeCgBYgVaDMBcf6uP65tsD5aVx/gTX/6O54CcUb5viIPMNKm9mvsuaILa791cq+x37prqOvX9jN/K9Bj/ir4sHprMnOcrjFggJ/2PaLv7G+N7m3btr6psupHjY4cSSw2Mm7G/Hvchqv2aycJ7Cm5BK7qtYCWicqzpO3fylvZz+qwLdP62Yj9jA7zI9zeg/LKxbYRFd9F/yN6zrLpb0RjI+Prj2d6TIDM/WixWAAAtra28jXnHGazGT71qU/hB3/wB1fq3H777bjjjjtGZ3Vtu9o2AJw9ezZ/nujJb/uQm8iyF99pMpnRTR1c+u7YAezgOzlm2tl7UwImDnHi6jqx1OmmDm4iTk4ecBNK5Xi1DqKpI9fJI/fpJ/JPZ9i6qbTlprLuXGWYTB3CVGbR1taZOKBziKmOn8g1BwZiacsn+eDTfeV3Ir/2sXOio7V1yNQRe8TOZT4AiF5TOWJeq6N1dQBgOpHyto6bEDClLKO1hZ84+Kkc/uCnRUd+QohTSvt6kG3hogMCKhlznalDnMpJc2qLqJ8Dio5C8iOH2o+MLdxEfmBbvZJD1j+BMemTrScOvK+OjO8keffT6zod1Xp14vdNHRfrseSnqb5TW6iMqzpq68j4smNNfVweFDq2HSIQaFyvaosJrY7p4JqxJg/ooi+RX09MXNXRWB2p19ZxU5m9jY3vINk05N+eVGeS9OWKjuPWwTwiHsrSnc1y2UeGHpFn6NQjTDy4kzEUp+V5R1OHbuYQJg7w8jtKUx1THn4m3x15OHDeU+inDpOpA6YO3dQjTj3cEOAm8soNrddNPVzqC1P5DaZ0iFqcesTUv/DhEScy1uQ3hSt+aFL69IPLMWecenkezTxo6jAZyjN0OvWSfIkebuowmUn93M7UgdOzQcY4Fd5nDm7qhfeJ/Jbn81vS87HoQPTqZqkdFt79rPym5T6D/O7RgGQL6cNNHXySoZt50MTDEcGFAJ5KnWDb6eW3kbjEGpPUnptFOKPb/e3nEGfJflM5+EV+w6VOpbdZXSfHTRNf+8602NxHOUW08O6L701d8k2R2SXban2a+hWb23ayrWcpXkr287NkLyNnllf9LPoRfxVddrNk89jYb2J0MBP/dfosYV6x32Tqa5u7ZPPOVTpwE9E3Tb0k8ZO/Kh9ZBzN5nk3SBOtkIn5X9C52wNTBwcsiBKuD2XlsPhMfr/w1+rR9KyLOir9a+/lkOwSCHwJ4Kq/lqfx1EPsQ5Lr+3riphx+Csbn1Vwc4Ku0c0J7My+UZ+pgHmU95ylNw44034k1vehP+9b/+1zh8+DD+5b/8l/jSl76EO++8c7TO+973Pjz1qU/Fc57znLXtvvOd78Rb3/rW0Xs/9MqvvyS8X270itd/8yPNwsNOP/jKb3ikWXhE6Icet3I/vsb27u4N+I3v+7eXvN2Hdvz6BmQ+EvRIPENf+U/+6iXh/XKjV/7T/9sjzcLDTq98zTc90iw8IvTKVz8+ffxVP/B4e4bu4je+79K3e7k8Qx/zIHMymeA//af/hFe+8pU4efIkvPe46aabcPPNN+dTLi3t7e3hgx/8IN785jfv2+6b3vQmvO51r8vfz549ixtuuAEA8G/f96fo+/0PzHCLARgi4uFpvtY9sIvhikNyfxmA5YB4ZAYKEe7cAuH4ttw7twCmHnHaNXUGYBkQj8zQPbCD4YrDAGQG1p3ZQ0jlLraOP72HeHRWMiWpnNtZAp2DPzLFD73yG/Dv/8UdmB/aAhOkzrGtvL69rRNnXeYlnDgEGgIwHxCPzgAA/uwc8dAU8AR3uvDu5j0QGfHQVHS0uIA6ez3AUqeS0eiVmKs6ttxYHXfVYfzQK78B/+7f/SmWg6x090mv/sE5eGuCOPEjbYm8rY7W1bHyAk2ds3PwttSxeq101Adg3iMe3RLeH1wgnEh+tLMAOn/+OkZHs90FXvH6b8a/fd+fgu95cF8dhePb8A/sIp7YzktrrO+t0/FqnaSLB+fAmI4WAzAExMOzoqPkr1avbncpWbqtTuqEWOs1+VGlo1THHxUf17Ht+gCa9wijei22sHLZOpW+jO/5M3uIR1bH2oqOL6CO8E6IW5NKrwgRbrdHOFYyU+vqxD/5HA6CIhPixR6/fpHlN3Rp6JF4hr7vX/0x5tOJZIsenCPOOslGPLCH4eQhdGf2EA5NwZ7QnZ7LtdN7CEdm8GekjOsD3CJA3/kXtzp09+1iuPIwunMLyWTu9gj6/HhwjuHEIfmNPr4F/8AehisPwc0HUIggThnIiUd3f2rn7BxhawK/s8BwfAsUGH53ieH4tpS5YhuT+3fRX3kYfm8JAKA+ImxPwN6hOy28bu8u8MpX/1W8791/hL3DM+F9PmA4toXuvh2RL/XpdxayemVvQDgylUzY2TmGKxLvx7bgU7tuGUB9egfnxEnMoLwnvbqdpfwWMODPLRC3O9AQEQ7PpO8rD8HvDZB3ScfKFuHYDP7cEsOJJO+JbdAQ4ec9OGUqw/YUk/t2RAe7S7AjuMUAd3wLr3rFN+B9v/BHmE8m8PO+krfYD2DvLsB+C8RDE7hlwHBktqI3rSO87yIc24Y/txDeH9jFcHxL/CvbnBEOT0s7D+xiOJlsbuwXjs5WbJ5ttbsEiBC2E+9XJFu/5puyj4NS7HJ4CrcYMBwdsfm5BXji4fZ6hCOzXGfF5lceglsMtf2sDs7O5fm3s0Q4vgVEru23xl/j1sj4OzyFP7vAcMU2qI8r9qv81TvMOOKVP/xX8W/e/1nEe0UX3eldhKPGX/uw3n5r/XUC6gPCkeKvbj6kQ+ysv9b28w+K7SlE+N0l4qwDRUY4lGze+Kv83ozZfAfDFeqvQ37vaPbXfv7V/PyupcvlGfqYB5kA8IxnPAN33HEHzpw5g+VyiauvvhrPetaz8MxnPnOl7H/8j/8Ru7u7+P7v//5925zNZpjNZqP3hj6iXwrIZOa0n6MQM8MtggwAXUPADF4EDMso95cBtIwIEynnlxFhEcFg+GUEM4FjaOpEeYAtAngeMSQeoPWXEYilHwCgeQANEXEZwfNyHZHhFwFhGRGXAWERsrfwPKJfBPhlAAdGN5WHWL+MWPogQarW0Q3XVR0gIoCIwIuIYRFAg/y4hCRLt4iIXgKEbhlrfgHELoIWpQ4AxEWQOt5l3oEE2KPUUT6ICBhiKWfkBaMqN1bHp0mEfhmw7CMIhG4R0C+C8E7JRswiY5JLPssrcbtlspUjqeNMnWQ/WgRQ4l1lDAs5Zl3k9WAmeRgHBpMDLaIsE+kiaBnhFgFhFsUPrF4WERwAJge3iECuE0CLiDiLSd5kIwZ8qjssI6KVa14+U2D4hfib8Btlf0Lj47YOzyOGRZTlnSt1pJxfREQKeV8lzwOGRdLRUMZSTHpFB0RTxy0i2DMiUR5/wYtdYxpfAPJYYRY52DMmy5DH9nIR0gMlYpgGkdfWSeOCQdU4pIXUCbNYyVuPtYgwD8CkHmvqh6N1FhGhW63jl1ECHEr1l8mOQX4r9PfE+rhPetc6YT7s8yv40Ck+hFnYzStMHjl6uJ+hfR+xdPKuu7iMCJ7BiOA+oh8iYs8IfQSzk2t9ROwjwhDR9Yx+iHC9PA9lryQh+pjLhj6CQXDpMwD4JWPoS5lJz2lCKeYTtBmESARO92IfEbqIbhnR97I8z/eMYYjgpbSjf91SnhM0SB2OyH11+XkSsZxG0MDwfZR2Ul9a1vfynHB9RBgYTIzJstZLZ3lPbQvvqb30zA9Oyg6qgz4iegnOQ699Cy9glt9ZFxFB4D5iSPxkvQ1RQGbikcHy3E38+aW8dsP1DD8Ymcm2k+y3tPaLyX4iV1gm+y2N/XqRiZaG92G1jtpvGEyfy4h+4KxjtXkYit5bm6v9RAeNza2tiEQHqX5laxfBBEyWjGEasz8Wm4sMvvFXdhD/TPIN1ubLaOwXiw4G4T16aa/vIyhybT/z1/XpMMGhGX+qgyRL3xebW/sVHTA4Rrj0jrCl6SMujb8am4/ar2cwCV/DIO80932KWdLYz2PNjNnoRHeV/SaJ90F05XspR4ERpqv2c33yBU42H4zNU7uUdKbvn42ewUsZowdBl8sz9HEBMpWOHz8OQA4yuO222/C2t71tpcz73vc+/O2//bdx9dVXP/SOuJw6oqedwuDM/CqC6jCO9DedEgoAhDTIYylD4NK+PRgon/Sa6uurCkjb1D5ic4CKaSvWdao+9Huqk+Vi5MNkZOOjObQkMqAvu6zqJH4pFRyTBeX7ij5Te4hGlszjah09IVT/kW2r1WXmn9EeDANCrVstp7JYXWhfsbQr7UldymWQbVfVAYo91vgJVvg38o3YNfeT+bV6YtMmQBwrnouNrY/X/qq8V+8UVZ5jLQOt5Rf1ITUrNjW+a083bvyz+h5tXzAnHSfdO9O+qa9jLbff+v6ID9kTXNn6Qvt3pL99x5qtt66NsfGpttOtw5Xf1GfN5XEH4+84GIrsEC9yf8jFlt/QpaeH7RmqB3UQqnfssbmer+VDVVBOnISUI/O9OrQDTVlCOXW0PdxD+3O2LdMfah7R8kjm1FNueF85JMfeTwfJqNubstzKoIfPZH7KfUqHrrC5x0Yf2ka5VvNT61wOzim6Lgeb2FNy80E5MCd0VvyiUD59ttWNsV/uq9G9KzaoD60xfYxcq+pUvJtDgWB0YupUfmMOkmlt3pbNf8f8dUWXpY4+eXlMDnOds3+Wdio7AvnArPrgI+V1zL/sWLB6o4qPFf7aMspXbj99do2OlPazX3vd6olq+43ZvJIBWCm7YvOWN0NZ/yPy5vFxQHS5PEMfEyDz3Llz+NznyrKuz3/+87jjjjtw8uRJ3Hjjjfjwhz+Mq6++GjfeeCP+6I/+CP/0n/5TvPjFL8a3f/u3V+187nOfwyc/+Un8l//yX746hhQc6OfWUWMsYDAH0SWjiRgrcFJeB5IyIikW5BBLgBpjaasFJjG9JyEyELjUAYC0DKgFlRZMkbYR9ckF2VTNNV+lL8rBfB6kTR2OUbKcLDwUGbkGj8HIlHQnO9G5rqO6Y86vGSnXY62XkIJuLRMNOIqS/VkBY5lf06+VOZ+uEIseW1nyZ+QAX3SksmGljgT+VNlUTi818hgZ2Mi0CkRRy1XVURtzLSMXGTVYybqGlWudvIZf9XELnteC5XRvzMcbeytgytcBUIzg6Aofub/WRhGAS7ZI4yvbEXUd5V3fC6rjIyawFnm17Was1XqqbZpBs/Juxpr4a6x0Q8bGFGJeLpvrZJAtMtoJh2pMWR/XVf52fG7oMU+Ptmdofhk7UAe3+XUFqZwN6uyrOyiBK3P6owIftu00AbX2l9sBoCdQAgUo5XvVSZYtTwouiwzSjH39gvaV5LOgL5cpcrXtV/1Q0VsFZBxA0QTeRreVLK1ejR1yf46rAJor3lGXRZE9/21sUtXT01nX2Q/j9ss+k8pQ1Q6Vuvb0V6tTq28z0aAn/Fav2mhstAo269dg2FeWVLrEqv0qQLPCH9W8NDbPfgoqshgdlJNcDS8pMMv2yzYyNmNTx/JBwOopy7X98gHr2X7mYWIndJo6+9rP+jiXa5V8xn5Z9tZ+DkbnxZf0lNxKz/k3x/iitWUzaUDJF62+H8/0mACZt912G573vOfl77rP45ZbbsGtt96KO++8E6973etw99134/rrr8f3f//3j+4X+aVf+iU84QlPWHlwXizll7MDAqZIj0AX4lCCXooMtgF55AQeIYFfKkvAakBuXqDO0YC+UNoCkL6jartkyyLAlAPWNotGJoiFb4EFChBI1ylGMExwDznpbAVkBVk61ILqwqP2vSoL+cTvmCzpM2mbRm8lkxdBcCsyan2iontS8Kj8apCeZKbIwBBBHdW6T7rhIAC/1X2eIGjAWFtHwJ0zfsLGH2KxGycfqMBPAc5VFjMBRgEztFrH6kUnGYZYXnasclt/hZErTTJUwBCNj698rseCZtLsPQV0ebLDyhuKvUm/ey6+pjpiBgKKvis/tP7NuQynNrLcMRZfNhMkKn/pp/HdFVnq8ZQzrEaW1l8vqo7hnVL0QgokrYzWx628+ht0ABRACPtNEa+ps6GDoUfbM9SCtyqTaQI9G3hrkF2BHEJ+R2YO9jI4MddzYN/0Z8AHpaX79SsMVoNkSgGoBQ1sg1xOQX0LIkyg2vZd3ttndWDlQAEdaV7IBsZwJOO6CZZzEGxBhN6zfZK5b2VvXvVRdKB6N/oxQTebOlkHtsyY/WxAv9Z+tAoAVcb8lzJwqIEyobZV4cfqXf629jOgSnWjdZRPrLbT2g/O9tHo39jStpuBMZDfyzlmv8JfY4cR+xXfEtDFjc1b/1rJpGZ5CJUtTXawfoentfN57IeiJ1mhQ1WZFfsZEF3ZrxnHWf8rNq/9sfbBekKBHRJAJjOm1DkvPV0uz9DHBMh87nOfi7EDCJRe85rX4DWvec152/mpn/op/NRP/dRXz5DJttCQ9iWaY4xJA9OUuaIckEICvSEtMY0C7nJQWgETBqFkRmgIJXgOEVVmZwilXCifMy+aGQymToyFT27uaR8JPFDQpwVKZjQHt4BmUXIdSksRQRJ0hzrwpSFk0FSBWUibyi+FIG1boMEsCTNjAwvCwLLHAB2lgLvO3lFIGRz9rDwOAQBlkFEBhxBy1ocG2UOpGUUaQuE/2yHVUcAR9qkTAuCTL3DM4DlPTFjQS8ifBUCae0k3FsC1mVwOobZ3MOA0BOQMr/p49tfCLw0B5HxtbwXFIVblKp0rwM8ypckZU24lk2m+U4hmeSoEFHdmbGUbI40pwweZjHqqvzLW1MfNmCQro5VLfdxmZNNvQZncsGPNfFddR90Andrs6OLrJL3nMc4sEyLCXpHR+nhyIwrp+gHR5bLU5/FCj7ZnKNuAzwkoIC6BNHzJouWA16PKMmQw0AaENqBOIEH6bO55E0ADowDL9qnLUMmnIFPBYO4LoFgAjsqTg3bUdWqg1QTmWT8mk5NBCpnAOg39KNcIdeCcXyhvgnfpl7NOMqBxkIlmDeZ94YthQA6EfzIZo6yDDHIo/7xk0Gzau1j7Sf+tbUqZqm66h6aO9qc+Ren9iQXwUVWWYrEf+SJX9kHjU/kzTN/qG2p3Z+uhllN12YLDxuZjGVYL6itfMr5c2c8CR5DJXlMZf46yH1agErX+tc92CWsNVssYuSD7WTsmwJhXJLT2S/agEftlfQBZxys2t5MIDnU95deXsvl3ioo/HRRdLs/QxwTIfNSRyTjkzI5ZKsBDAKW1BDmTM8S8/5JDAJHPGYoq8OeyHLTKBiWgRrHUqXjQckOTXRkCyDsDnhKwCgaQcCo3MQHuoCBJ7gEwGS8gL+FL0kudkrFjBW2s11HkH4KMegPM8n6xIO1rJpPSjBYbwEjEsJkdMvIrcCNXgHWVycwgOd0jVzJezoAdBSQGWIkswjvFCAS1dQJPQwA0Q5mBWcx1BNgDnH1B/AJklrUmQEZEtZ1jlCVRBqjlrKSdqFAZnavqZFCoZU0dBS0CHpMTB+uvMQMuHgLQueKvCmCTbmwdrHyOOcufM5nWdiq7mXAokzBpUoSotmsC5xmMEsAckScnAqeMp04qwPCexhQVH0dlu9p/qnFIclDCyooCKln4wm8D6IcmY6m+d5F15MmYgKXarpWRufLxvMZpUPC5Hnh8NRRw8bOq4UA42dCjkdpAkh3kt9EEkRkoearreLPc0mQ/MvCD+azBLcYCchPEp2FABqRUga+nDM5WMkIVMOISjAYboCYeVoClKdMEs2iC5QyeTOCrMsrSz9JOCc5RZcBWMpDVPQKxWZJpwHNuNwXq8CRzdCugMNlDeUCtb6vbi7Kfqa9zhmOZ1pVJggpANhMUrX5cAZTrgEvJhNU+mcuav+3SaOkLdX0z0aHyqr+UOtYHTbvalzOgxyugt7qo7Wf1pWdgtMs/tWyeIHCrmXI7QVEyi1jVqR1rF2I/BfnNmK0mnNR+jsuEgNrPTgSYSRqbNW/tV/Z6GpnJ9JnlAijYcZkMcQB0uTxDNyDzICgYEDIEAVnc3IeTGY+UddLMFkICHT5l/4YURGrmIS1vzWBJg0PNkjCkjgblQMquucSXqaO8pABW/iUwp0BKA9Eh1MtigwAUJiDv42KAomS8MjDLmZIICiHViSVwZsh1kLSj8rPPwIyYDL+hBPNDADpf+klBNwMNEIwlWFcw4RSgxLI82WYv9TOlukMAnC8ZIAMyhY8CxgGfs1kCoEn0qnbQOtEVUA2PvD9TQWdINu664icK2qDyygmxCmCyDVV+A4rzskqV19bJIE6BdKiz0kMAPOsEd5XJrEDXYO2a/DUkoGf6pSHWYEsBn6kDKsA0A9ZQludWmbxBs3xc+6tm+YJZCsoxLyGTSZFYjRebXSWmtHy0jF0yerHZWjsO2fij/S1A5wyALfxme+kY0rGr2VHn96nDI3Vi4SOKjNn3dawqcDY+TvIqc4DTacoHgzEvm1nYDT0yVGUbfAp8owUDKMGkBZc20NQAFVQC8iYQRg7462C9zWTmfZm66cqt/q2zHFQFvpyzPimYdpBJyAbslADaBLKjINP0BQLWlrX6QQG2JtNiy9rgX4FRBRS4BPE5SDd1LIijSJLp1bL6DyiZYeURWAETtf3GM5kKlgpwMUCxnQjIelX91Jk5CyyRJgQq/bT6D3Xblc0zyBdwRWzasUs6rf10QsD2pb5Ppl0DeFqbW3BT2c8Z3eSy6fe9sV81IRCpAEvX3DNjZtQmRjecAF/2cStfNdYuwH4Kho3NJdtK1XJvndBBknNVT/VEh7SbJoEa+7VjeMz/86RHbPR+QHS5PEM3IPMAyO7JlExU2RMl10J+cGkQKtk7J0HgEEDUpQBal7dRAixRyhHL+690T90QpU0FdDaTOYTSl62j97xmw0LJlIQSJFMK1HNmULNvlMCUvuVAg3aEHIAzE8ix4dGBYgK+3kOzMLJxU2WRTCMrGCNvMjYBmJiMZ+Zdgn8OUZ5dht9qb5y277vVbJB+B6UMowFMfQD5Asw1WKcQ5d7EgHFdbosIDAOATsr3yQ7pMzkHDuepM8QirwVtKEtEiZT3spw3204zjQqem89wVMoNIWcGbR25n2Rss8N2UiAk3rtJk3mUv9wnH8/ZatOvAsjB1CFKYDzxEAK4ymRafovvVv6afN7uXaUYQF3Sd5AMfZ48AMqkRki+x8XHcxZaNz8NqU0248vLbL4uI67HWoe8RHokK1mWT3M1pqjbr07j78qjo7TEOq1C0EmAFPTo4UCa5STlHUkvmuE8AArsEC7ygXex5Td0+VIJyFEAAAyQ9Gk5pgajQApu60Azp3RskK0BsWZ2bKCZg1qb6SAgHSJCsYBVu+wSNkg2YHclwCfO2SUQwN0IgCGYTB3A3iXA4NJ+xxJo22V9RS+mjiPAmyWAAek9fsqrqZNBjlyX5byuZJm8BOsEC+oKQObOZPN82pfvapuwS5VVX8q7vTZqP4zbz9V6F94MX9YOXuyn4ISM75SJBe0HGXAW/RtbGfvRiM1tHSYAg7Gf2ry1n4eAOgAwNrcTJMVW4zbPS0eN/QooWgWfavfKfgpAHaXDemjV5s1SVjjKEzZtRrryH9tOU7bau9nUs/arwLTavAK/xn5pkgOh5t1mwamtO2Y/45cZuKodMg/pNyg0fBwQXS7P0M1T+yAoZwVjCQztvyEgH0yTr5VsmwTWKfMwlIwUhZD3K5Z9fVy3qXWYq/6qtrnwmNsLpZ+SaTHXNDOkvAwa4MaylDBlR/JerxBW+TdAL2duWn30oSyZTPvECh9FNkrgpPClbXClbwpR9pgpX6lvMuVIlwcrr4nfqk4CQvUBQ+VezgbZ5Z12T6EFHRlkJcBZ1YmlTigyluWsrbwlK9t+zlm5UMAezPesg6xHNnUSfyqXnvQLFHmNLBnA6zLuIRadKWhj87nKZMZa/6HRn/LTjiWbRdR/jGJjRrZj5XuW9+yvMX9WgF/V0bGtQNi0XY9dU8fwRmnv7cpYC3Xf7VjTTOwF19Hs7YqMyHbNqxHaNkbG5+VKIQS8+c1vxpOe9CRsb2/jyU9+Mt72trftu/dwQ48OskvS4E0wboNboCwhbIFfzhjWAWWdHaECgvISwhSYmrIZqDRAsgKiOSi3gTcKUMxBqsmCYPVvuwy0CsgVnGgGTDOHBmxVyz9zWaoC3qyDDNZS3xZEaNmuBP4KhPJeQpPxzTKkgLxkr2wAb4CDq21aMl90cfbLmT0LNGzZ2lYWrFmeV/qxsnQtn7XdRm3emfsGxNW2buzX6kTrtNkz6yeNzcvS4WI/C8ZX9i2P2c/cK/5bbG7lqjOZ1oesHWvZqqy3tY3DuP3MGLOgtfxOoNRv7Deq0zx+inx2AqOyubP9J91ofTPJVZdt+Hic0yaTeQCUAQMgAamTvX2Z0j47uBqMUOdzxi9nHnQpqaMC/pAO9Bgi4H3OfgAuLX0NBYAAZamjltM6QD7spYCVNFVpMpkCBE17GsQ6nwFnuS7yQrNBDiYLGeUwFrRgNE0vOipZri6BnSEUPXHKWKVAeGW/ngKUtNy3yuzkTGYEDSgZv/bk1RBTZrDITxY8azYwtx0zACNGymQl3gmyv9Kh7Ff0Box0JqDvbJ0AcpNSp9mTaO2lh7vo8tI2k1ntG0y6yAfBhAhQyVaLbg2I1/25GYBEaEI+60V9d2L41ddnBKNjBW0dso+D1d7Fjpx8N+87tT6uWdycySx7MrNfEKpJkJwJzDZWsFf8q8pkA2mspUmGtEyVoPuO02QJp3J6MJUzWXifbKHZxJzJjLUfhliyksYPM09pTNFwkXViquNkr3ItY0iLBjzyyc0dZ8BceI/y+YBQpuTsL+4BzBdZ/qd/+qfxi7/4i3j/+9+Ppz3tabjtttvw8pe/HMePH7+gQ2w29MgRa0YgBeEWIGl2gwJy4FzdcyXYzvu70veSWdM2Kf+mjQWoBWCZINoEkchLUEsf1T44247Zb2flyQcaQXzcLtHN7Q313zaIzXryBA6mrCNRgC4dBBtgUDJXWlayikb/LXBhPdgEsME/Zf2RLDnMvCLrMoOkWHSpepel0I1urf20fGu/vHw56TKSxFYWNGRbST/ZBkk+grWfBQlGP1HbH7Gf6tva3Fs5DciJ1ta1/dhJVi2XUVuT0aHynZf1Nv6h/tnYz/p0PnCKABqznwF7SKGczeBXy2TNGFnZW2smGOwS4swf17YpWf/z2C/rmbPNOR1OVC1fNxnmbKtofJFq3WLM5gaA5nYs4K/GD3JWtFpOf0D0cDxDLwVtQOYBEGnGBRDA4D2IYr4vIKIDdMmjgg4LQHLwKEElkS/ZKccy2IYAUJeCewEMIDIZJMPDRNrmQeqXeyVzw/ngH6SDdNJyxJzJSjJowOo1s1cCcF3qSvD1ksrIAEfAd4X3lGnKyw+TPsoyQ+FXeQdQDoZRQBONDhUYMcxyTxQwakCt1CmfAeQsFbkUwA8E6upMEZET3aQ6eelvzt6VDCVD7ulyVxoCaGrADUPAzD51KnlzRozl8JosLyV7UVNOeOJgeNd7FPPpvWT6UJvYOhlkR4bOlWTQYgFzkCXcGYDmpbIsutbJDrUdJR8Joe5fwTHShIP6eDCANfloBotZLqr9NdafM6g1GTvdYymnFSOPNR6i8fGYx7YAX3nC6wQLkU/jS2wHShMxKmMah9aWlGTUCZP1Yy3sXyc2ddRfu2YZtP6eeJLlWHrCsc1kdon3IQDdwWUyv5qlPmfPnq2uz2YzzGazlfK//du/jRe96EX4zu/8TgDAE5/4RHzoQx/C7/3e7z1Erjf0cBF7koxzBmUFIOXsRkQO9vKyP/M3HxKjwezoElZksJOX+2kAbZbllewFagDqSOZqTFs5C6sZlwyaKIO9CvApGARKpgQFwMWO4AcgeoLTsjYLA1RBNQJyHQXSNkiOHZWg2gKXKrgW3UULSBUYaKDvjd7NcsSiV67kypk+NnaAfub97Udr7Gde0WEPG2JCOqDH2qouqzxXwMPqNJWNnuD7RjfWfnHV5tEn/fsS1K9ca+3nCOy5sl/MWWcDbHQ5pgVSqY5dVmztlycQLIg1/lgtJ836L7zJGDJlGjAOx8jvNVX/rMpS7QsKzlcmdNbbz75iKAO+NClis7rWfuX0XWMr/T3JZalMAqU+VmylfBhb5QkoO0mjpy+b19UcFKzbLJd9PJMGsCb4XbmWltvp0kA9jIU0GK+yVyagz9lFLoeixLIUNdfh0l9e9qbBaLT3zHfDZ152mvs2S+l0qR0DMMC0XY5XLbet6nCdJU1gKb+QPtjPoZKFQqjuZflzZlL/WlkK2Cn657J81MhVvxZCP6PJDHINAvKkgJZD4ak6FKf9bORdUydnzdpMZmh4b5b6Wn+reI+xsjeNlePmHjcyqtwMk5VEtUS30p/awPghWR+148MuR259ITb8tuUsvwpcDR9Zj3Z5c8UvmyxsLP6aDq1SuRXYVcvMrSx5marlvfbX+mAmKwvq63aSpj3MKdb+uTo+G/2qf+q90Nwzy7SrMXkgP5H0kP4BwA033IDjx4/nf+985ztH+3jOc56D3/zN38Sf/umfAgD+8A//EJ/61Kdw8803H4hMG7p0lLNkNsgE1ZmZHBySOY2SSsCp5TSYtEAjg4rUoblXMhoWNNXt1ofUUAFYCuhMsFwvoWvaTbznA3EyIK350XaljJE1la2XU1KuY2W31zLYanRp95pZfipdNstT8zLhNuvW7KG0esyZHqBaMmkzV2vth8Z+1kZtn5pFM+2WTJzR6VhmrgJHNLIsWK+tsXnm03w27bT2a4FMtrnVSwaHa2xufafyJ6tbw++Y/SpZ7L+2L+vLDQgzfp/tp3qo9IMyoVPZ0Y4bNLpFrX/rV9W+TgN4Ve+23Xb8aB2iVfuZsmz1r74E9TUybSW9HxB9Nc/Qh5M2mcyDIA32gCYzk6h5V6U9JbKc3JoCv5gS4iwAVE9CpdFAPeblfUBaighU5Wygj3wPdaCL5jujBLrAanAeQ7mugM45AWMkvMo7KlOwT017QTJGFQCLaVltxa8N4lveCwhhG9irLHqtDcgVBAGSGUvLMTkyQDVAFt71dSlJfyvgTCcIsKL7vN/Pfr6QOravBG7Yypt0DDLyKBjVsiHKzKC26WqQLctlo9FFqVOBzjaTGS2/KACGDQ+Rcwa1AtbOvJaFzaFFWgdA9V5XC6xQ7Gh5F+aNf3Fqw/qIAWD5nvKb/NhmkXPf6kshpiXhdnyW9tQW+481LvxWgJGrsVHJVtXhtXVasFt0keqkNWjVu1Tt7w6ZPs3P1qWkAIdwkXOcWv6LX/wijh07lq+PZTEB4I1vfCPOnj2LpzzlKfDeI4SAd7zjHXjpS1/60Bnf0MNDCgxSUCfBGxvAhJzhqTItXAehSEeXwJZFuZ+XAqIBYzao1X+mLjfLOHNGh9JvpOWhCY5zxgyMFjxZvgAN+tM9r7qhFZ5aYFqW9kGWYGpbMKArB+FcZDCndAKc+rTgoJbLLn1lJ+Kv8BEbnjNw0HaNbfe1X7GN6CrJFA1gKuxCs3kVcDS6sn5mQbEuxdQ+KWelxu2XbWQACzyv9qXtUPlr7cfqx+oXqU62FSGvJBqbjNDsmfqItV8Bao2tsHqtgCqu2ocZa2orXR4qx8Vx1mmlf8un2tID6FVmHVelz0rGBhQWYM0lu2nGQ2U/BbhA9bcFmtknlV9rKzvWsn+P6N9JBa58WY1/6emreYY+nHTZZzLf+c534q//9b+Oo0eP4pprrsGLX/xi/Pf//t/z/S984QuyhG7k34c//GEAwK233rq2zD333HPRPGlGsd33VzKNXPZSNUFsrsNIgR9XAWLeM5cC3JxNMuXIBKUF0Ji2YfkzfDDXfJrrVobMLxd5MmU+UGcKNXPCJtjNgbsB2NEG+6j6sVmsFd4tII5j/LLJPtX2Gc2OJd1X+/+i5b8E9BUoCMU+WffqEyb7OZrVG6lTy1j6Lt+tz/Dq56TDkvE12U7blrFxW2dlkiHJIDzGml8LTkwf4z5e+xrGZAxFxgyyz+efFhQ3MkrGuPhbGYsw/aPwa3VveV+xi5Hf+njru8ZGune7ysYbX1uxy7o6XNfJB4Nlfy97cqvfE81Wmn7r8clpEF56+mpmYY8dO1b9Wwcyf/VXfxUf+MAH8MEPfhC///u/j/e///342Z/9Wbz//e8/EJkuV3o0PkNZM2tAARgowV0F+My90UxYBTBGsnA262DBillKZ5fWVmAnB9KprvKYrmXwkzNjhb/MMwp/dR3kgLYuq/1TLpMBV1PWZu+qewboWOCtvLf6zgDDADULsCvbWP3k7FDhc4UHDe7Pa7/xLGrWgWvvqV4o97NOp5UuG71VmTV7D2OyN/5pdbZfn1ZHo2XR+OqIzRsdrdjP6L/OelJTFkWWlQyk4c/6QOVHVv9A2UOpyl3lJ4NgnMd+Le9UTyS09suTGWP2y76l/JTvK/ajehxZ4F+N4crPi48fBF0umczLHmT+1m/9Fn74h38Yv/u7v4uPf/zj6Pse3/7t346dnR0AsrTqzjvvrP699a1vxZEjR/Kyqe/93u9dKfP85z8f3/qt34prrrnm4pnSQK0FB03wmYGkzbKxLQ9o9q++Zz5D+9EMEsb7A6/Wz7y0/fIqHwYgEkxwawEXK7Bsg3ZOwbH2hXq5bGzas2A0mOuMAkwb3qnlfZ9/ZEHGvv9aQF9smgPz1p72+op+132+sDorMragt/2+piyNlhnzG3vPyAhrD4zwu9pe6+Mr/rMyNsa/0zr+7HVgPe8VH1jl14LsqlyxEbVtj45P4LxjLepn7KMDNCDc1ld5mzrYzz/HdDFyz66muEzpDW94A974xjfiJS95Cb7pm74JL3vZy/DP/tk/W7u89vFKj8ZnaL2MlargsQRyMEGeCazN/RXwSKXdClCaABoGMIy1YwNOm81o+10BVoTCZ+7XgIgR3leCWMOfzeBYwCZ/TZ8W/KV7NYgd6XskcLbAsuiBalmsHMYmY0tD23q1TmsgUdmhtd+Y7kZ4L/yZJZn5O7LN2Vy3ExQWbK3IvGK3UtYeGJPrYMR+1taN/gvobmRFU+cC7cetj1d2sPapfaWeMFiVpQBPMrzX9uaKZ8PvOvuZzHulM1M/A9R1EzvJfrxiP6v7RgeodTbmf1bX5bfKTkhphcuTnvjEJ45OHP7wD//wBbdx2S+X/djHPlZ9v/XWW3HNNdfg9ttvx9/8m38T3ntcd911VZmPfOQj+J7v+R4cOXIEALC9vY3t7e18/ytf+Qo+8YlP4H3ve99DY0qDTCBlE8x3oIBBcPLiBMKQXhafg8f0WRuwQWUVxKIEhzB1W0BQBf6FP8uH1DWfbZu5PVR86L4tUsCb743wobxrAI20vJUtH9HUMVnNzEfiseLd6LXSB1DLUuuDGrmqwDoWHkcBjfK1Uq7mNds1f25436/OmH0sD9lejZ3HbNfes9cr3Y7cszLCyjLCb9ue6jo28ls+sgwjtgNG+G3skMdGo4sxm1TgrLmXOiOGLCW1dYy9KbeNMj4ru/JDG2tj8luwavx9fR00bRbbsR2fhj8du1qerG4PgCIc4kXOcV5s+d3dXThX1/HeI+pE1YYAPEqfoSYzmINAwAARQnLcJgBmkGYR0v1V0Gn7Md/t9eonqQGGiT9WPi0fgAmqS/DZ8lmDMWAMgFQ8AmUZYsszm8+Wn3SNVYljcjZ1VK9s+wy2XlkWydqkqUPaDxHy0sdKN/rPMJH5krapvad17XeV2+pR5UBbp9Fppb8RPls/MXrP7Y3Zz9rcLn9WcnWdfL+yX6sTvV3az8tSR+rkR0BrPyqF2PqHylPZz+iw8Xu1OZO8Czr7orFFBTzN5XGbN3+b+2zrjfpvM/5anhvfy3WSD66MJaUx+5HhZ0Tno7Zo5bqE9HA8Qz/zmc8g6HkUAP74j/8Yf+tv/S38vb/39y64jcseZLZ05swZAMDJkydH799+++2444478J73vGdtG7/8y7+MQ4cO4e/+3b+7tsxiscBiscjf7YmH05nLwXjc8qCZA02LceOsA808aCILv9l5cPBwUy+nhM08/EzuxcEDzsPNPJg9eABcuhdmcp06J21uSZux93Ki7czV5RxVdQAgbJW+wlYHP/UyQILw7mcOzJR4kjoMD3ZReHKMLkj9ydQX2WY+8U5wM1fVyTqYOvz/2fv34N22s64T/YzLnPN937XXviU7hhwSDCAIVtMt0E0B7WlaJYBt4CDVqQaUYLdt2xr1EPsURhtJ7CKkGy+RVlG6IYhlaAEJWlYjR8xB+qIFUtglanOJIgIJIdnXtX7vvIwxnvPHM8acY873/f3Wb+3sleyVrFG1as3fnOPyXN/5fMczxpjGO1LnlPa28OWVRlOuLcZajbc7v9BbyUmcRUatK6nUU3pTdCCiz4xDyPWsRXL/s65alVuKes92upbH7lQ/xlnSztHkcdvOznJCVDe2sxij+x9Tl2Wa+SryjTu3XF/SRoC0W/gVY5GUaQ8uj5vlOaksTWdJyUJi5it2HttatZOdy7Zn1U68XdtJW+wky90pX3Gn8mwyL23rMhAzC70iazsRi1i3yDpo/5gs653DtJYULFir9cQizlW0b2y88qW480qvqa6tyXay6CTuKpqsIFP2p7i260XnDkFtZbbx7C9tZ5FMt+ncqs1Khs6qXWdZn/O1YuOSTNZzpreyXbVXlUfNb91m8YttG6V9tvEsF9Nk2pN+gmi28eJ3bpF16jw8xwteohjiXS7dudv6r33ta/mmb/omXvWqV/GbftNv4qd+6qf4c3/uz/Gf/+f/+V3187FWXhTvUG8w2bfKt/7aBsRbjbcNNA3grR5kKYJtNPC1FpLTU6YFlk9uOINrzWrvmliDzUH1qk1+npzBiZA8JG9oG7DeYo2QrNLmgyF6Q/JKo2ks4hZ6m9ymPKexCz+NzW10xKaxNB6w0LaQ8m9H20DydiWDcg/Jdb3FpHW/8/Pcrm2qPrdtvF3Jdb5n9Z40FmvAJTDeYhH92pM32qY8F8FmWc1tiq7M0qaERK032NZdrr+VLlR/5b4Yc6qL5lR/zhtS1slWFz7KWn9+rT+yrtKsq3P6u7zNif5mXTvaHIFfqr9mrb9ZP42d21C1Kbq6Un8x68+ANXJGf+ZEF75J+XnWX2OweZvUrIval3x1JkjWhc98t40lIed9KaoeSln8T/XXNGAb1V/h07fm7vS3fW7O+Ncl+jvxJb95fsaXbHNvkOaH4x36xBNPrP5+29vexid90ifxH/1H/9G1+zDyUfRl6pQSX/qlX8rTTz/N//6//+9n6/zBP/gH+dEf/VH+xb/4F5f28+mf/ul8wRd8AX/5L//lS+u8+c1v5i1vecvJ/Xe+850cDoe7J/5BeVAelAflRVYuLi74qq/6Kp555pnVYTvPtzz77LM88sgj/Fc/9hV0DzV31Xa4NfFX/59/69q0PPfcc3zDN3wD73rXu3j/+9/PK17xCr7yK7+SP/Wn/hRt2z5fFj6qy4N36IPyoDwoD8oLV16M79Bzh+dddrZBKeM48opXvII3vvGN/Ik/8SeuPeZHVSbzD/2hP8RP//RPX/pyPB6PvPOd7+QbvuEbLu3jH/2jf8S//Jf/kr/+1//6lWO96U1v4o1vfOP897PPPssrX/lKAL77LT/ONGiKOT37HGbfYZolqEnPPIO5ccB4NRAJE3JxxD78MBIj6dnncI89qnVv38Y4i9ntkaFHQsDe0CVK6amnMQ/fxDiXx9lhmia3cZjdDoD45JPYxx7DGEN86mlsbgMQP/BB3EtfotcffBL3Ep29lpRITz+De/wxBCF98Knl2TAg04R96CEkTPg48rV/9rfz3W/5cYYPPIPpGkzbkS4uwBjsfr9qA5Cefgbz0A2M96TnnsPsFhnFDz6JfcnjGCA++RT20UcwedlbTWNNu4SA3LqNffSRFe0A6XjUTObhgIwDMkzYmw+t2gCkW7cwbab9eKHZnRzs1HSkZ56hffxhXv/ffR7f/ZYfp/+V9+NessjQPq6yFhHSU0/hHj+ldyt3+5LHMJQ2T8+0r3QyjchxwD5884yd3MJ4j+l2pP4IKWEPN7SPSufpmWcxN/YY3yi/jbbZ0n6ZnTSd42u+8T+YbbymQ0RIT9Z20iNTmO1Ebh+xjzx84hfp4rZmMs/Z+NNPY27WNr62k9kWnnwK+9ijKncgPS87uQDA7rOdjMXGAz70fO2f+8JTG6/anNhJZePnda42LpJITz1zR52v7WRps+VXphHpB+zNm+dtPOu89gu1k6ewjxQbVzsZnvwA96KIWNJdfrNL7rL+zZs3efvb387b3/72u2r3sVxeLO/Qv/h33kPoky5pc5qF7J6KDI+qDZgIzTExPmSxAdwohJ3BBLAi+n3AhGY9k8z9uLGcCFo+QA826HK7lL+ZCICs26SSKblIhM5io5CsPve9ENv8/LnEdLBK7zOR8WGLvxBCZxAP7bOJ6aH8/OnI8IilvSWYm5Y3fNkn8Ve/5+e5vYNkDfunIv2j+vu7ezpyfMyxezoyPGzBGnZPRY6POgxC93RieMxBFLpbieFhy+7pRP+Yrlbonk0Mj1p2TyX6LMO5TRK65xL9ww4bReV6w9E9GxkedZgotLcTw02HDYIbhHDIso5CbAzNURhvGGxcdNHcSowPO0wQfN0mqLx2xvAHf9cn8Zd+4D3EPp3or+hNT7zWTJYfVe7zEkirNCSj8vW96uqc/sSDvxBip98ebZ+NTA/ZRX/O0N6OTHtLcobds5Hh5iLr/lFH91xkvFHp72FLezsx7TU71j2b5ja1vRZZd09H5HHHH37tJ/Htf+Pnee6GmfXbb3SxfzrrV4r+VBfN7cR40859miS0z6nOZ7+4YWedm0jWn8UEaIbEeFC/KboobWr92Qgk/b6kH4TxYFZtTESzzVtfQjOZpKymXKfpDG/4sk/iL73rPfTIypfEZv3O+gOM2sFWf1tf8r3aYPJUujB0z0bGm3blS+1zkelG1u8ZXzqnc5CzvtQ9lbJ+zYn+hoezro4J82+fvPJ38PmWD+UdWn5nS/nGb/xG3vzmN1/Z9gd/8Ad5+umn+dqv/dq7GvOjBmS+4Q1v4O/+3b/Lj/3Yj/HxH//xZ+t8//d/PxcXF3zN13zNpf38z//z/8y/9+/9e3zWZ33WleNdhfynIS4gcwgY4zFpWdec+oDx+u09AZgi0kdMFyFGZAjEIWKA1EeME4zROhIi1ms7GSJmiHrMdR8wNkKy2pcHY3TM2EdsHzDWEvuA7eJ8LHccImnQ/lIfiEPQIDYl0hDyMyH1eg06lkwR20RkUqAx890HjFiMxLm+tZn23GaWQRMx0eg1i4xiH5ReY/R6iBgr87PSb6EdQEJUGQwRMu21DBHBuogMKl/bqixl0P4psk6Z9j6BJKyraMp0pDIOMA6Rqa9kmPubQWa/0LiifXNth7iAh36hPVbXMiqPtsvgrg/zuNInjI8YsqzTQnvqAybrPPUB46Iul+1V/oZCe1RZGNXJOTvZ2viKDhFSrZM+re2kD9hdRVP2i3SsbPyofVpf6aQJGH/qS+dkWPaDrGR4xk7sEJEUV/SmvrLXISKj2ihB6T9r43WbWoZWkGGx8a0MF53nCZ3+El+rdK5+UWwrreV+0iZi2kx7ttf59yTrvPaL+Xdil2nPdhKGwIPysVFeTO/QKJFEJCYDFlIyuBSXj4mLwaRITFbPq0pCFKNfcUoatErea2wEUtkklTIgoQTA+YtERojGLHut87IyEebz36IYbIqEZLFJEAzRGkxKTEmD6iiJIA4RsCkRRA/QCnlDX0hClLTwkyxTFFxewxtTIIjyG1Ik5IVmIUVtmyJBHCTm5xYhpETIe7eLnKZ8z4jktknviQLTuU0Cn/tyIplu0Xt5/7ktY4l+dipkWdskemJlVPlLln8SM/dTTsQubZwIQSwhI8UgkZSiLuUrfZq8XFaMjkk+GTMlUrW3TwRcEmL+vIQkPRtgq/NCW6EzicpfZZlIeelhkV0Uo7JObpb/JDK3kQQuJdV3lilSZKrARJ9bBK0bkrYvm/hU12al31oXoZJ50ZXNspzHTYt8o6TFL8TOOifbbczH+JpMoyu6TFbvZf2rfi02JYjqf+R7TmR18LgVIelOTt2Okc8uEFn8r/iSKTYukYBsfAmStVkX5DaiICqlWX/nfKncE2HWhWQ/CGJXvjTrN5mzvrTVeUiCMXLWl2a9z3UTpGJXi9+Y8OI7A+C6nwGry3d8x3fwJV/yJbziFa+4q7Hue5ApIvzhP/yHede73sWP/uiP8upXv/rSut/xHd/Bl37pl56sMy7l1q1bfO/3fu8LfPqgzqpdWsozU12XNledTCXV5u26bnVfJG+iv6Sb1Urp0ke9iP6qXcuGZQN6Ga9swL7uAuyZ/i291bjmvPxq2hc6TMX/JTJc7URf/qg3w4vcBR9b2Z/sgt/+tSVnswlfaj7M+voqGubLiqdanndaFb+xp3L4wkpc5wRS1d3a3vzmuU4xlR7y4QTzIRLV/evxcSo3kc2BEhvStnKbd/HfzW4CkUWVG9syW52co7nQZGo6qnKVDWzblN+T69rQOXru4cl4Oh1yl/tJ7uUpCh/D5cX4DvVNwKXEKBbnE9EafCuIl/ngGN9EaPRvL4JpgJL5cpCSxdmESRCMxTq9tvnD7wZ0QgWDMwJOAY26Tq7gBJKBRsBZmiYiDXibSBaMs/gmIo0DL/gmET0YL7hGwOt+tvLcNQKNIdlyX7ANNI36rfWJxgvBWpo2EDxgoGkCY2PwTcA31T1v8CR8I8RGkGRomkhqZL5nBFwj+MbgGtGx5nvKn28CzhsaG/GNEDz4Rq+J2mfwBm/yJFWOHC2C5D2lpgFjtD/bCK4F7/VnxMcE3iAYGhMR78jb2XBNwoage1WNwadEcBYniYj+LwaitTQpEqzF2gxMjMWbBNZivGACmMxfrHRuGgMebAO2EaKzuDbhPPgm6T5Ab7NNJbBukbUVmjYyeZVD9GoXRaalvfFC0yRCA9bm517fg1o385on2rV/BX5NGwhbXRSdS5rb26Q0S2Nm/dqk/UtjZr+QZqFPot5LTc4oxkjMNmwNSCP4kEiN4EzST0B7wZtEsibbMqR8T1A7SlZ1k3ImE7u8/6TRMw6cSbMvOV/5trDyJbEQnGSfQCcpjBCs4CWBU/36RpDGVr4EPsjK/1SXKuutL7kmIVv91r5U6dy3EdcYrElX+lISi28DTeNIlf8VXSR7FzHEXZQP5R1aPv913fJv/s2/4Ud+5Ef4gR/4gbsaDz4KQOYf+kN/iHe+85387b/9t7l58ybve9/7AHjkkUdWp939/M//PD/2Yz/G//q//q+X9vU3/+bfJITA7/7dv/uFI7AAt8vKCbDkekFhFcSeAM4VejMa4J4Nlrfg9HTcc8BiDsJn0rcBcgX60lXMXxJsZzr0BLM7B9ZUIiyyMJfK8JRnqXWQ62hW8QrStzTX18vk3Wmdk/Zl3HJqnKxpv64trOyGdbtrgkxzzhZWfVzS1ix2YmqbXNU5Q79Z5L3QwYzT9YPK5uT+KelnJku2/F+LZ9bXxZ6uW87agiy0X6FDsxrbnF6XStkvTsc96XGhvQacl5HOVoaXVn1Bin6B5e4GufKn5EF53uXF+A5tmqArBcTTNpFgFGTSAgVwxIhpDWItnoRrQawueTVeCNHhbcyf8/E4HzXD5TQYtwjGCtFYGhPBOZwkfW0lDYyN0yDSNQmcowmB1ApN1MB4co5WAqkB5xNtG4mtgkXXgW0FH8hgMmE6g2uFaC2+TdCC6Sw+76Zp2kBsExivgXG53ykgabtAaNDDXLqAbw0NEd9Bag0pWpouIK3BtdC2OePYgmkF1xodU8B1IC0KTEtfKdJEIbTQdBOpdaRoaEJgbKBxEUlKu1iDdYK0QLBIm7AOEhbTZn20FiI0KWFaSNbRxKDAJoNM3wRMCtjWEK2jSVEBvSQm9P9kwFjVkxiHd0mzy8bSxghW9SvRqpxFmCqdR6/AV1qLbRXENm0itZYmJaQDrKPtJkxrESsq6zbLug241tB0E6EVrFMQbVpUFq3oBEEnTA14F3GdwbQaC/gWpE00bcI0adZ1kw+WabpAaGWti6zzhpDbW1xK0CkvRec2CbY12FaBn/qFnXUeo6OZAtJYkrE0ojbUuoixII2liYnUWBqX9HWR5RKD2r4VVFYxKXhvEzE4GgLBuNmXyrvJNIv/FV9yrcx8ezFrX3KAzbpoICRLY3XyoDHqe9bH7Et25Us+yex/vk2kVjAOmjZhW1a+tNzjvC/NOhfaNjI1Bm/jlb4UkqVtA9ImQnQ0XSC1lmQtbZoY3b15cX0436HveMc7eNnLXsZ/8p/8J3fd9r4Hmd/2bd8GwBd8wRes7r/jHe9YrR3+zu/8Tj7+4z+e17zmNZf29R3f8R38rt/1u3j00UdfOAIN1JHxCWi7LCi+bsamXF8GOGvAcdIHqz4KuJFzQf+5dnMQu6ZD8mywOcfvJffq/maQVQDhWdo3/K9Asr20nZzI6tw1J3q7tGyAykz7VjaXd7CeE9jI1tytLWzBQqHhbu1pS/dlgKvOgIvM36KabXJr7hR2NzZWC2Gm15zev0wntQ7YyO0ykHXiQ6yvV5nxa5TZf9Ff8608L5swKJMdyCnwLbyveDr9DTkB97W+rqX/M3zcw5Kex36Su63/oFyvvBjfoV034W1kSrBvAqMx2B24nRpqcI5OAq4zRKcBqXSQnMUkDfiJDZ2d9HRZgdYHMLrEFcMcGE/W0dqgp0hLwppETA6MgomA0+yQFbo0EtuGNsYcGAstE7GBxgeakAidBrymM5hdwiWQzuF9RDqH7TQb1+wE1wlpcnQlAN8FZKdL77v9ROj096zbBYbO0u4mQqdBcLcLDK2lsxN2MJjOEKKljVMe22A7XdLIzkKXMDuL63Tiy3T6PCVDFybG1tLJhJfE1EE3TUiXiNHSpYmxM3QSCOLwu0gMFhtkBjK2i9io4M53ERNAOgvR0BJxO5gmoUsT4oUun0Tq24AzE64zjE5oJSDW0RJAPC1RM8/G0dmAGKF1kSSGYCxtCiSj+g3J0bThVOfeaEY8KO3GWpopkTqn/bcosIxTPg0d2mmRdbsLNK2hy/J3LmF3BrqEC4J0gveRZidMHbQuQJdlbcDuDKYj61x/W7tdoO00u9vtJlInpKjXY2vpdhNDZ+mY8lia5U2Tw+wiJuvcSkJGi+nSyi+KzqeofJmdJUyOzo6EDtoUMA6kcTSittkmlZd0ji4FRqeTPMD8fLKq39EJnZnyhzQEaxPJ5dPWK/8rvmRytr5tJ0axiy8l3aJhrOqaBkzKPmk8rY2IE5omnPUlhxC9+l/RhXFCsxP8Tla+1EwJ3ynwP+tLu4nYaSa63QeGztDZcKUvmeRo9xN0VvcvR70OztIyMTX3CmR+eN6hKSXe8Y538PrXvx7v7x4y3vcg87qH4771rW/lrW9965V1/s//8/98IUhaF7OALmAJ5raB5PMFmTrtummXg/Mkup7eXg7UzmevtPmlYWYJvOuAtuL3jsHtFl8s62X1ytZ0mPPTLyKncfC1xt6CyQoU1uD8DEA6W7ZA5Zysr5HJnAF5rYer+Nj2j1nL6vn0YewakEl1fVk2/ASc2o08t210edqJEFYTI3Zpv7GFlS+t+N9cV3q4NJO/oX0F1Gqerwu4iv4xIOmknbkuUDc1UM9Vap5ORHoGLN/t7wkVuR8OkInRPVN32eZBeeHLi/EduttNtH7iIsKhHbE4ZASz0yzQEBo6M+H3ME2OxidMJ4Son4HwPpKCYedGTIIosGsmxBqitYhBlwZaAdewcyNihIaIM4kpeowVnEsMpqFrJ5KBnRkJjWGXJj1AyAo7OxA9tH6ilURoDY0PpNHhdwErIK1XEDR5ml1gshY/AvvEFBt2e+Wr3QXsbiIKdGEkZFDdhYmms+ziSNiBtYluCjQ7y86OyGhxO7DR0cmI2xlk70g70WWnk8ftAmnvYKeelEYLOyFGyy6N9DvLjhFvEuPO0sUR2XlCtHSMDDvLTkYGGrrdxBQcLgq2TYzS0Own/ayFgW43IclgdhaJGqinHeCEnYxEB11eRtjsA60fia1BgrCTCbENO0ZEYMek+zCNsPMj0cDOTbpHFsdOJiKq30Eadt2o2cuk95LLExE+MsaGbjdirNcM2i7R2QANJAs7RsLOan9Z1s4mdlNg2Fk6GZl24F2CweJ2CnxSB52f8EGYdrDzE3Fw2H3Sn+u9xe0EP0K719+xdj/S7uys37RTQL8T1UUXR5rOsrcjMlnsTjPCY1QbksGSduAkESaP34XFL3YQR4/bBwgqc7ezjM6z8yNTa9jJpBMBvqEzAXZJZe8M0nq9DtA1k757doldmsBm/U7Czo4Y8TiTcDYRJt2j6JvF/4ovFbSx208Mya18CSeIEQV0HiRln0Rlmaywa6azvuSsEJ36n8+6cC7hg2B2aeVLbUxq85V+V76UxnkSoeh8Z0dk75CdYM/4EqlhF0fs3kIQOhkxO4sNnp0d6Zt7syfzw/UO/ZEf+RF+8Rd/8Xl/+uu+B5kv+nIZSCLHiikHpgUsWj3Zijt9MDylHNCygExYwNc2k3EJUJvblbHngOMOmRdrlYM5sK76k7SMe1X8UkBIDfaoQMbcxxlZnA2sdZM4zl0uwwJiAJG13BZZbED0VaXmP6WKdgV+Vy73ze0XoF/1V2jPm+GvLIXeig9T+oLrgYzahmbbkgWoXdZHzfO5bOhsTqU/0Glmqrqs7XcGU+a0v0t8ydS0w2ILcOUky9p2q/uF5mJP1ylFFvN1BRwLTVfJcKap8q1ZhnJ5+y0fNe3er2VxWZknKira7yHQ/HB84+tBuX/L/tBziIHnJstD3YDBEYPBHwJgNHD2I3IQhqmhCRG3S4zBY5JmNUIwHNwAAiEZDk1P8I5oFGR6k/A2Ih4ObiAZoSPgTaKPCWuTLg+1sG8HooG9H5icUQCkn8Vj3wxM1nJoBhqbmBpD5yem0NAdRv12r0/sm5Fj7NgfRrxxmAj+EDgmYb/XA7baGyPNbmASw56BuNffpb2MXOwdezMQ9mBNYp8mjnvHwfWE0CD7hI0NezsQD4YpeMwh4SQxRqE7jIyhwR30yJ0peOwhEqJjbweOO8fB9DgnDK1lz4A5RMbg2buBvnPs6VUehx4XGlxM+DYCwv4wYKKejHvY90Qcbm9J0bBrArITZIK99AQHu3yUb7cL7Jqe2FnSCDszkBAOdiAlw94MGhybxD72BDHsfU8Ui8VzkFHvtQMCHLozOneW1k+IwH4/YGyikYTZefbNBI0Cj70biJ3R/syggNJG9imorO3A1BpaH4jB0x5G/W5kKxz8iBNh7AwHP6hdHgICxOAx+4SN0O31N3p/Y2Dc6XfI9zIiG13sGVTnridGT7OHRgJIx/4wEEIDh4SXRJ+E3WGc/SLtUZ3vRwXudsAfLEzCPgyqXxkgogDOBczeKR15z+OBgTQZDm2vGcpOZZ284bDrSRPs7QCSZl+agkKK2v+KL5Xv0+72A734lS+VPbb7ZsL4RApw8ANJYJd0YmHfDGd9yfnEZA2HZph14V3ECbhDWPlSQ8Lto94740uzzl2lczdc6UsSYc+A31tSUJm4g8VOiX0z8Jy/Zvxwl+XD9Q59zWtec+2JyHPlAci8x8UYPal1VaS6EN1/cZJ5utPi6SSbwDQHhTFyFnydA2o5mJS6j2sCK3MCIJgBgoQ7gJsayNaPU9K/Z5BxBU1bQDODsxpwnm9nXNWuznjN2asCuK4jiy1AqLJNZWXCVTKtwc0MLCrar6MTSZwc8FPAQu7jbAawLmWyo1xvdXeJLuVcJnfmS2V40mp748rs8gbAXjZxUPOReb4jyK6XtG6vnV2A9XV/l7cy3AD1O2bXVzbPGuBu/aKmaftbsB3rOr8nczFrWTwoD8pHoOz3IzdlpB09N7oewTNGR3fQ7EacYNcMmL3ABG0M+C5iQ4Kk2Y8xOPZuwIgwJKdg0HuisXqWj4k0NjJ5x973BAwdk+7PjLr8r3WByTr27cCEZd8M9FYBgFg9SOMQBwaj/Tc2MXjH3ivgOhwGPenWJw7NQIyWw42eAQ/J0B0mYrLsDxMAu/2I2Q8Myc9BMAh7Rrpdw94NjJ3uE9sz0e4aDm5giII5aMp27wfiAUzo8PuAQ2WyP/QQhHY/6VqnIDT7wBhVTm3XsDcDzgsX3rO3A2YfMVFpv2g8BzMQrONwGPRzJjHpfjcshwwyJ+vYHwYm43F7q9m5MGJ2QhgtezMwGsvO6jLM5jBySAOxNUxenwcMezswRsveDjlrI+xlUF36IZ/sKezp6ZNj3/YELPtuAIQhLjoPzrL3IwHHYa/PPQm6xC6M2EYYxarsOqMgKMu6KbLuFBj1jWXnJsaQFFhbCB72TY8D+tay9z0EFOQBY0i4Q8SI4ZCz07vDyNBZEgp4ZJ/WurAD3a7hYAfGlJCD0Ekgisq6j4LdRxr0tOL9oZ/9QnZAVJ2HYJT3vX7mY58Gjt6zR0FmtIauGTGd48BInCzJC3sGxkltP3oHbdJ73rHf5WeuJyVoTKC1kSGfpNpV/ld8KeZ34/4w6sRK5UvWCgGjuvCJKaguJrHsk/reoT3jS4ce1wh99r+iiyaDzOYwrXypMQl/CPTJn/WlvRsYWkPrIjuZ6DrP3vdX+lKMJoN4wxQMez/g9hYa2McB1+4+bL+bL8byAGTe62IsyPLph3UQyBz8Gatg1BjAWkSuTmyL5GyTIbfbBvdVkHkZyKiAwJxNSVVAP2fzzmQyqyDWmBlNbQLpa4LWWR5nMj7GIOky2k8D61lu1pyX4TZj6TYgpvBs7bUwZg0s5Ewm845ZxFq+UsauaM9ZqCtJqbPhMX+c6i5BhtqTfvNJtsC59HFVFm0GSDkLV7JoUhijus42t6zPXPdn1rZb7pfPwpylIeuulpukcn0ZQK75rLPaCbAVUL8e4Koz4ydZ8kLHGT3ICcCvZF9PdlyayTwdq0xuXekLa+IXM5SkPn0PgeaDPZkPylXlcOi5yUjrW27uBpJETPIK2oBpsuzjgN0JaYIuBd2Ll0HmoRm5mBoOvgeB27Hl0A6MTWQyDgFaE2ldoPeeQzMwimNvRloTkChYI+zcSG89+25gEMch9lwYDVrFoEGwDNymYd8MtD5ytApGkhgOB80CJadB9ZA8+8OAJSJi2R9GBvEatALtYaTZ99yOSvvUqVseXE/btOx9z9AavE0KQpqWgx8ggTtEUsggYw8SDe1hwpOISYFJilaBEYIk6A4TNnr2bU/nWw52wDWJW075MTsF3PvQ0/qWvR3oreeQg2yXhK4ZGYzqxiTh6DyHfc9gWsLOEKNjFwdcpwD8YAd63Awyu/2kmabGcPQKrkaxHFxPH7wCGSxBDAcGLqLSVj4bcjCDyqsdlI5OdX4RWw5Nz9A0hJxp7vHs9z0JwVtR4BQHrE8cs35jY7lIDfump/eWzgX2dqJrWvah5+gdezeqnR0GcIbJLZm0i8Zz8AsIEvQwKs1qGvY3lO/DjZ6h9QiGg+uRXVrpYu9V5wffYxDMQdgxMZD9IIE/RFoCUwaexS/omHU+To5dM5B2ECaV4W2rEwpEmIxOAthWM9lhckQHB9NzHD2HbiA0DmkSB3qOXu8dJ53giMnQmkjnJpgUZO4r/0tRcEYI+b22Owx0SVa+5KyeJF100U9edZecTiyI49D2xOxLh+JLNwbcJHQ0HJpFF60LusL3MK58ydtEt5+4HZuzvlTr/GAnnsv+dZUvjdFxaAbC3jBMnn0z4HaWFAyH1OPa9p78Rt4v79AHIPNelztkoqTOQsUIeYll+fbkpSUljHPMmQdvMyBL88ffJVZB9mXLZQtA2oIb4FKQuF26eLJctsqmXQWPZoyhdeqgWLOacvly0c0SYQUhFolBsZ2152W4ybzNAPncQS3XAMgLONM+TJ3JLMsP79TPOT7Kd1VtAdl3siG/XFvNfknUA6uNtUi4w/cOk7YzZD04twDHQuMlSz1NOZu8yFPUnsxqiWydqeQM7txkQ7P+TQ2s7CUgCxZbyrZistyupj1PMqBAz+TjDiUuPjn70HXK7JP52vv1uJcu/V7A7jx5ROUPpYuSqa9tmMV3Z542Ew6zX9yxlD7yBME9LAlz9yfjPdiT+TFT9oeeh+3Izu+4uT8SUosQOdw4AjBMjn0acF0kTLqvq2snCPp7c/AD3dhxaHuMwHOh40Z7xLYtHkfC0NmJzk7c9g2HpqcXx8EMdDYQg8GZyMGP3PYdN9qeY/Ic6NlJy8H2iIEhOW5w5Ja03Gh7mjFy2zQc/KDZvRs9sXFECzeaI0cabhx6LA3ROg6HIxc0CtqA3UMju33Ps1PHIfWMjcEgHJqendtxI/UMXk9ZPfiBzu04NEcihuYwEXNgSydEsexuDLrHEseNh45M4jjc6DFGMn0DJrbciD2d3XHwRw3aTcch9tjOIwEO0tOZHTdcz4VruXHQ5ZJedOnihW053DhiEtxyHTf2vR6a1BlCdBzSgGsjF03DwfVciOdgNHvb3Zi4YY5Eb7ndtBycgosbvuf2pH9HY5mS4WB6utByo+mZxCEiei+qji5sy42dgkzVeY+dEsE4bjQ9t03LjX2vIZMX8JG9DDgfFYxIT2oMz4WWG6nn6Bw7N3HwE53rOEjPhcngCcPhoR5pDKM13GiO4A2dbbjRHhnF6XPRvXPdjZFkHYectd4/1NM3niSWQ9sjbVrrImadN72ehryP7Bl1/Buq8/Yw0RLoabhx4zj7helk1nk/eg6pJ3UwjI6DOdLRcsP2pGQYsOzjiG0UZE7BEwzccD23xpZD2zO1HnGJg+25NXQcdkdujS03fM8U9fCpnZ3mVWw3/MCtUeVffGnM77jDoedWYuVL3ibNRqcB7yIXU6M+FzXjekxeQWbjSBYOjfrNjUOPC4nnUsuhW3SxcxM4w43D2pe8T+x3o9rGGV9SnXv2buTgJ3au40ZzvNKXjsHr5MQeLsaGfeppWksIloP0uPahe/Ibeb+8Qx+AzHtdLgss56D4TJbDWpjuBAoEmjoL49f9wSrTKOm0v3mpo6BBcdMswOzqNOqydLFkzer711oeuBmk2pNZAKJ2XYGFc7RXfGINTHfI3q3apdMsnOjHiK91qitkYFnpwTYzMFEsdQen3gCGmY78Y62ymO5Ig1be0Hw3yyWTgK+Ais9LrO8ikylSyaKMd3bYqs9672Hp72TpaAaq9jKQpsjVUNmKtbqm7g60mzqTiVuu5+XHpwf4XFqKDA3rJcfXWFFg3FJ3Bqor21j7xcm4qyysq353zNovLivbJcclq3+PijyPQwvu6EsPykdNOdwYuGkHWjvx0H6gT8JE0syRgdtjy14GfBsZJ89ORvatgizNZPa0/qAgE2inPft2gEkY0ezRzk7s3EjrJw5Nz+2UlyiaiTFYzXC4gdaO7LueLrbszUCbRt2LZtCMlxloo9Zpm0THjr3v6fEcbgxMjWMyhkM70MrE4UYPkgjWc9gPtEwc9iOgWZ7DfqCbJvYy0DuHMcK+HWiN3ts5r4FxvndoBkY83X7UJYqiIKOXhv1hoDGRC2k5HAaOqdVMqtHnu8Oge8pkoGPi4AdcFDrRsUwTNVhmoGPk4Htau5uzZl506WJrJs1kitC6PYf9QHLgG8uUHDsZaNpI63ccfE+XWnZWf5+b/cjeDSRv6PyOvRtUF76nm3a6hBXLkBwH29NlXXpxuu/S9nRhz6Hrac2O/S5nhXM9mfQ7qYemyLpnSvr91eR0Wah3kS7uODAQvaENml3dmYa9m9g3A53ZZzl07L3K/HDoSd7SG6fLOb1RgN4O3E66d1IwjDj2+4FgPft9Bpk3RnqfiGLYx4HYCKnSxV6yzpuByTh8FzjYUXk46Pi7/UhnArfoONwYZr+wbZp1fst37GUgtXCRs9GdjHmpq6VPnp0MGO852J4xNIxY9q6n9SrXYWqIVjSj7vYcdgOtHzk0GQiakb0biZP+Rhf/27f97EtGfOZ7oIt25UveRrrYLLoYd5rRjV32r5ZDd96XbBC6OHLoFl0oyOTEl7xPSvt03pdU5y07N7BvJlozcmiHs750kVrlZVKZ6+FPI3sZCI3VbKxVXdyLcr+8Qx+AzHtdLgv8qYLCk/10lwTTdamD3zooLPeFdaYxnAkyz+1JK5mSq7Jwq2V85hQgrEDP1WycBLclq3UtoFplxwqfc2B92T7UKwDNFhQsHF5N/zYbusoAcp7+VfvlWruraJ91chUNlQ1tdVr6uBNg3i4dtQYiKz2cXap6Tp7zXuPNJMI81pnxKxmUsUxpN09mXHHwzdx+LTcptJ9dcp1Os/Dluurj2qVacjzzn2Rh+KqM6jkZriaMrmgvCWNLJruW2138ngDLzEjR3b17ISV5HrOwDw7++Zgp+/3ATd/TMvHQoeciCb2Bw14BROd27MxA2wSOk55Eum8U+IjoISGtG+dDYLpx4tANpABWEgnDzmpg3NqJfTfQhY6dG9nbkX7yNDZycMP8vA0TBzfQhYm91+WyXejY53uHdqBpkwbOzchtJvaHAdd4Xf7Z9rQysd/rgSajTRz2PQ0Tu53u4WtvBPa7nnac2JuBo/UYhH3SoHpvBjrT0NrAPipYOLQ9R9Ow70b6oKDXNonb0rHfDzREDcj3Pc/Jjv1+wCK00rHfj6Ro5oD/0AzYqJ9q2ZkB46MCVzPQJQU8rZnYH3r6yeVMZk9jJs3GCvPz4AzRW2zUk0TbJtA5lV0XJ/ZWl5x2B72XrFFZN6qLQzuoHDLIPEbdM9dOI/u2x0mjexh9rtcVEKk6byudTzj2jdrTfq/7Ol2QfKLsQOOiAks7kJxRYGIHOukUcGRQMwM0P3KkYb8fiI2lE820Ja+fgTm0PW3as98ryOxp2O1GJpfY7waYdEJh5yIR3XcYHStd7E0GUm3PYDxNF/QeKuujadh1Azs70cqew76ncx07M+g3W2XksFdQuDMD4tFsbJG/H0nJcDup/5g8qWJDosdx8AOtm9jvBswkRMviD7v8rB3YhTb70sCUT5et/a/4kqQG0IN/2uhXvtTYSBd2iy68tm0nBaFd3LHvzvuSTaK6a4suGnZuQLw98SUXkk4GjYsvdZUvFZ3v3ci+HWddnvOlLvtS53e6fL4ROnfQ/Z/ecjHppJVr7s1v5P3yDn0AMu91uVOAv8pkVpnBax38U7ImVVC4CvSvkdWbs3CyAma6SOe8QZalkPOSyNUeMruAkav20OkgLCdnVoFwWRa5oemkj9W4C58G9KPAdzxRdwGFy/JO5iD7jofllD5cdaLoyZLOO+h/C5a3QP0y/rc0rDJZnJfnnfrYHPyzksmdwP5KX8w6OZFhbZ95EkLrmPw4n45c97cd52zZAOstUL8TuKttZfata4DzM/0pTlv4PAHM21LzlmoZbg6gqv2ilmq9XHY7UXXd35N68uvDcPDP/bKf5EH5yJTDYeQhr0H2jRsD+wCdMez3A5AzBmakbSa6sWNnFCANkwPR/XElGEb08wb7Tg9BqUFmDSK7MCmgsCO7qdEDX1y/PJ8yQJpBpqGbdNwCcpqUNIBvBs2q7Xtc0zCIVaDCAjKNV8DRMrHfjfAsdIeR/W5QMOYGdnjNZEoGBm5gJy2dDexkoI2ZNtOx6wa6ST/94HykNSP7btRDWczI/jDQMi4g06h8QtRDdkqgPgftbsDalPdFLs8VROqePE9SkJfvmRlkDozOkZzBpIadGej8pFnhdqALI50d4JZ+G3TfDSRjFLg0WcatApV9OxDFabY4A8pDO2Al6eE+fsj6zXTMNrLo3KEHwxQQ2kePjaKfQ7EjrQt045jBLrT5uksKnvapALOBLo7s/EBrWgWZwdFJy74dSMHmrLbK+rDXQ4tuZ/1Yn9h3IzyjmcyjTUTRk3yjZa0Lp2Ptu4EL29I2Ewe7yLo1O/Zd9oM8odH5ib0p+s/3nPIg+TMfez/QBp2UicnQRfUfbOLgBkwUuqR7C7viQ0EI6OnKrZ04FBvtBrqpm31pyKfLHvzif93U0NpIiBMc9eCfLrQrX2pspJtG1YUNsz67UX2yDbpSwG586bDX7HmX/U91MbJzIynoIVDFlzoafEyreye+VOl8l8bZv877ktpam2nEi9qrGwjO0o2a8Xb36hMm98k79AHIvNflMqBVB9IlEMzBttxFJtNg1ktHzyyXvXq54BpYndS7I7BgHlvm62tm8ShBeA6Zz9F7Fe1l7xoZpFwjGywsPM8gSnK2qQZ79f2roGbJvJ3IpZLBVUXqShUdd+L/DA0nde8qk7kBqiULfZ2M8rm9glsgZE6bLbfOtCtj5ZNWi94uP/inXG8ywNsJjEt53tLA0u66eOuyT+LM3V1B/xZMw6y/mb27yerP/N8NWM4AebanazR5UB6Ue1DabuRGq0HeYTeyC5bWOHY7XVba2onOjhm4lOuRzjW6FLYZaQhz/cbq9TjpPmndkznSuTFnEkfaaaJzkwa6Xk+Z3Xntp9tNNG6ia0aaadJvBwKNC3rPTnTdRCORdprYtSONBHb7STOUqdF7aWK3HwnRkpxh1400KdBlkNnslJaGiV0z0kqLNUJHHjfLpLMTO0aaELQPAl07KT1+xLtII4Gu04OMGlH+G1FeLIkGpXmITuUwaV8mCc0U6PwERmhDS+d1/Jmv3UjrJjxRZZ3vGZjlfrQNyRo9YMhO7PxEY3SMdlQeFGRO7LqRZA2NyXzksVoT2LUTgUg7BR3fBrpuQhK0UeXU2CK3SucEdvuRYfIYktZLeq8NLTbpiaZqB0H7bfTTNOW6i2oTnUw0QfXfhjDbxW43MkVHm5TeGJ0+74qsRwSjsm4nzSY22YZ3I63Ne2ftyIRlCC7LOsz/73YjjZnovC7vbiTbK2oPna10kn2h6F/bagYZl/2mGWkn5S+KpQ0K/hPCrhlJxV6bxTdiMLS4xR/2C/+t0zF3fqSb9JCb2v9aN9HaSBsCHPUbm0WWxZdaE+Z+OhdobbYTq3yrHE59qduP2CSq/27RRecmYrDZN9RGOhlxSbQt532pa/I9N7GTkSZMiy5PfGmi22Xb8yM4oTXqN85a/U1oRuw9Apn3S3kAMu91OVkyqn/M4FCWQPCOGcC6FzkDlkoweQJ0rhOcLpmlawGkc+Csyk5do4P6/Jc1IL0WyKy6X8ktVdeXtbsEWNTZ4OuWqo81aK0Yu6I/QdZiKqD1bkFmHmrmbyPD52VPCJTlFYbzJ6OWLKSkNTgvyEgqe982ricqTu5XsqgPD7qUjYX2mmedvznP/zp7vZmc2Uz8XKesZVid+Lwgv8v9cDX2GfuEy/mvAf2GfwtI7ReXE3/Cx3X5fj7lflnq86B8ZErXTey7ET9F9t1E5xzeeLougzsCrdfguTEZIHgFWQi0zUSTAu1uAgEvCkwaN5FESGIVkDkFhl030VgNdFunQW0JGH3KbQsAsoG2gEyb75lch6jP2ymPOZIcCiTbCZ90rDE6gjN03dI/QNPptZdI2060KWAROjvhM7hqgvLbmolmLOMqTU3OAjUZZLTtRGfCwn8ey5L0eTfRBE/XKA9tN2KFmVdBMpBW0N1209xXawOeSNeseSjXrQ0kY0jJZLAwzm29CaoroGkV+CZjVGdFF92ER/+3YhdZo32kBE3MtBFnWba7TEeh000gMtPZdpOePirCJDaDoDD3K4YMKrIduCnLOtvJNNH6hTaTRAFKNxFSUoBYyTph8FkX0Zl5gqLbTbRAxNLaiRZH4xZdFFub9esnWjfONuQJugTZVjaa/cLbSue5LRZ87tdnWcZk8RnUJQxtMxG8oYnFhnWsyVsacbTNov8ia/UblVOT99nW/tc69aXG5m/BdnkypPKl1obF/2xQ3nZZDr7Y/nlfsiLZdhddtG4ieKv1si81KeAkqR3I4kvt1pemLGsqnZ/xJZV50CW07YSxMvuhNXbWofV3EU/eRblf3qH3/fqjb/u2b+MzPuMzePjhh3n44Yf53M/9XH7oh35ofv6e97yHL//yL+eJJ57g4Ycf5nWvex2/+qu/uurjySef5Ku/+qt5+OGHefTRR/kv/ov/glu3br1wRK6CyO2jaindXQELToLRVTawvr4UZNQA6ZrjzuNdRhN3x0cuClTKH2uwe76LdQAudbvt9VW0z2Nl2gv9dUb2inJyANG23d1kMuvM8F0CRN1Cu5X3GVu4vJOz4KZ85XIzJXDHdoqdL2O+9LmU9Sd4ato3QO2OIG3u8Eq/W4g8DzKX5buXsHBJd6fZcNasnCX/zERNvl5Z+HbyaDVu/cfCh457FTg/x8cG3N6Dot+9u/t/D8oLX16M79C2CXRtwDc5QGwDvo20baDN1z5fN/lf2waaZqnnSv1O75V6TaNtmybQNBMuP/NNnPvxTZzb+M3z8v/qXhtpKjoLHU0TaLqAb7Rf12g9X/HjG60HVPcCTTfhm6C0dmWsKfOw3FN5ZN6bSNOF5V7+V2ThukxTvjfT2S591Tw3hZbquavHbNfParn73NZnWmf6qv4Lz1s6F74qOlYyn1byd9X/tY2UsYqtlOdNU+iLeiDRCc+Lnposf7fRf9HV9rqMUexqkbHaVJt13XRB7zWRpptOdFHGXGjbyj/rsqllvvC6sq82g8YtD93SZvGneEb+63ttOy39t3G2b1943OjStxHXLpMKNR2zvmpdVGP5YvtnfKn8NriNLk78K8u3WclkWn4TurVei48ssjz1pdnPN78bTavgv1xbd49A5n3yDr3vQebHf/zH87a3vY2f/Mmf5J/8k3/Cb/2tv5Uv+7Iv45//83/O7du3ec1rXoMxhne/+938H//H/8E4jrz2ta8lVXujvvqrv5p//s//OX//7/99/u7f/bv82I/9GL//9//+F4Q+c8dg7TQoNNcJCi/Jwsxga5UBufPQS3/bLNz5pjUoNKug2FR1Lqf9/G2NyFd0XJXJ3F5Xda86HXamcQVoztB+rd+GOusni+6u/buyBezrbOi1bGGd1tX/avavA5hX9nRm3Ku6qGzNXAaEatq2jzZ1T2zrxM7O0bDu68SGzqK7M3ys2p3SdmXZ+uTc153oqAHkwud2vuDUPzfta55OMqDX4KOW4T1+F5VZ2Lv996C88OXF+A51TaRtIjb/3/iIaxLeB7wPOK9Br14nXLlu4nLtl/rWJ7yPVd2UA9eY+9K2pU/9X8e1uR/nk9bLbX0ZK99rSj+ZNlvq+YjPtLvMi/cLnbZJeK+yrHnyMz1xNe56/NJveVbJpUm5ba7XLDz4Is+6/7l+Ld84t7HbMTMPjY+Zh7CWe1XfbejwPuGdnmRf+m9mvS59OJ/1saLjnPxrnhedF1l7n1bPXaGryLhZxvaFnyLrlX0sclrRUehc2dNG/n6pq3yXdnHdT1Prs5Llxm4K7U1Vz1V92aLz5lSX87g+rnQ981Bss8ikel58yW7HrHRe24Grxgbwrqaj2EPVttiaX+hc2/e63xOfrGW6kkn1O1H50qltxgUYr+xm40tN5Rftxm+qeuZegcz75B163y+Xfe1rX7v6+5u+6Zv4tm/7Nv7xP/7H/PIv/zK/8Au/wE/91E/x8MMPA/DX/tpf47HHHuPd7343v/23/3b+5b/8l/y9v/f3+Imf+Ak++7M/G4D/8X/8H/kdv+N38Gf+zJ/hFa94xdlxh2FgGIb572effXa+bjq3qms7h8v3xAkyeWznkGRIncd1DkFIOz/XK21ScBhnMZ1DcEgQbOdWfdqdx+4cBjM/IxkkuGocrW93OrZxjrRzmJ0D7+axU+cxncPke6az0LpLaLMY72Z+m85h3SltrtDuktLjEhIrGew2tNlMx86B3Yxd6Nw5zM5jGkeKFqzFdo64qpvpTPrNx3Nyc51HCLNcxSUkab2ZHkxFmyXtfMWzJ230l3Yes7NKW/AY5zC5vxM+0iJTMQ6xfh675sN2DlxCJMstMo9nu4q2rD+sneUqIrOdKW1Zv5PDNGdoK/qN+ikMO+tPVroudWfayPZW2bjKzWKMzfak7QrtIhu7LzqraLtaf1f4RZYLxiHGn6dt5zHGEAsfsPik2Jk2JwvfhQ/TrvV3jrYk6ou2c4h1s/4W22K+JnG1X7jKL5xb29vss5VPV/TEO8hVrEOobU9fDbHz8NzZn8APqdwvS30+FsqL8R1qxQMNHo+hweBxeCx6VKOjweKxJBw+/93gpEEAS4M3S31vHDa3cTT6m577LvWceKzkazx6TnSDNw5Hiyt9GIejQYSZJjv3b/V/8Tqm5DFzv97omC7/W+55ZOarpqnBmHSGzpTpdPM9Jx5riizMwq8YpVManCn/C9Yov4WH0pdBFr5w87XHr2nL/Na0qayVRysqZyeZJhE8tR70N8Zk2SVM7qed5emMx9GSMBUdWa7icbKW11bnphrLbmQIaHvxWFl4lmxtix00WNLMv6ttRIqMmoUvU8maBiNmlnWpk7JtqQwWm5ntGLeSqz5XO3CVbVjR/abFvme/qHWe6TbIbMNzH5iV78x0rOTazn5jsz8Uv1hk5Oe2bPyv+FLRt6NZ+ZL2b1a68Cx8O/ysc1fJf7azYq8rXYTZnmudqy+1q3tu60uoroykSv96v/Ylm/Xs8RhRG7G5X5HKXt29gVn3yzvUyJ3W4t1HJcbI933f9/H617+en/qpn5qX+dy+fZuu6wB9sd24cYP/9r/9b3nzm9/Md37nd/LH/tgf46mnnpr7CSGw2+34vu/7Pr78y7/87FhvfvObectb3nJy/53vfCeHw+HeMPigPCgPyoPyYSwXFxd81Vd9Fc8888wMMj6U8uyzz/LII4/wRT/0+2lutHfVdro98sNf8u0vGC0Pyml58A59UB6UB+VBeeHKx/o79L7PZAL8s3/2z/jcz/1c+r7noYce4l3vehef/umfzhNPPMGNGzf4+q//et761rciIvzxP/7HiTHy3ve+F4D3ve99vOxlL1v1573n8ccf533ve9+lY77pTW/ijW984/z3s88+yytf+UoAvvstP840xPlZ/MAHcS99CQASAnLrNvbRR5CUSE8/g3v8Mc2EffAp3EseX7VJt2+Ds9jdHul7JAbsjYdWfcYPPol9/DHNyDz5FPbRRyCls+PEp57GPnxTsyLPPovZ78A3pKeewj3+OOnpZzAP3cB4T3ruFqZroGlJT56j7RbGe9qHb/A13/gf8F1f//8jut0pbS95HIYBmSbsQw8hYUJuH7GPPIzESHr2WdxjG9qeeRZzY6+ZzDMySs8+h9l3mKYlXdzWTOZuvx670Hk8giTs4cYJbe4ljyNDjwSVa03bObkaa0nPPEP7+E1e/999Pu/4f/9/SYebl9N2+7Zmoi+l7QIAuz8g44CMKqNz+iVMyHHAPnwzy+053GOPrmnL+iNfu8cf02xh1l+Rq/EN6dYtTOMx3W6WxYq2i9tgLHa/VxlNge4lj/A13/gfzDa+oq0fsDdvrmw8PvkU9rFHNJP59NOYhx4CY2baa9pWY1e0qf4Eezhs5PJB3EtestLfWblNIzJM2JsPbWh7EvtY1m+2PeAsba6/xdf+uS/ku9/y4wwfeAbTNZi2I11cgFH9ndVvf4SYsDduINM460/94jEMtc9G5PYF9pErfPaMX6x99jnMrlOfvpZc1S9kGmf91bbQv/+9l/4GPigfPeXF9g51n/I2Pm1/wQ8++0p+20O/wi9OO35lusHHt08C8AvDE7yseYaDHfmV8TFuuJ5H3JEPhJuIwBPNc/zf/Sv4jbtfAeD/7j+OT929j6fDgUEakhhuuJ6brufn+pfzqbv38ovDS3i8ucVDduBXp0doTOAxf8HP9C/nk7v386/Hl/Ibul/l54eX8ar2KQT4pfExPql7Pz87/Do+sf0A3kT+9fAyPq55il8cX8In7d7PMTY8FR7ild0H+Zn+4/gNu/fxXNxxO+54RfsU/3f/cXxK8yTys1/Pk5/4bTzR/dpM+69ND2NM4qX+1nzvveOj7OzIo/7Iz/Qv5zfu3ssvjY/ziLvgV8MjfEL7QRoT+IXhpbyseZbORN4zPsGndO/jXw0v4xXNUzgj/JvxJfw6/wzPxAMf3z45y8gg/Gz/cj6p+zUGcfza9DCf0H0g0/6r/Gz/cn7j7ld4//QIzkQe97dnOlTWSqfqwnBMDY/72+zdyHv6l/Epu/fxr4cneLk90v78G/lXv/47+Q37XyJh+Ln+5by6+wC/OD7GJ3fv5+eGX8er2w8wieV906O8uvs1pS3L9cnwEK+q5Pqz/ced6PypcGASz69rnqnkehMMXMSOlzbPsTMT7xmUNsGs5PqwO/JQZSf/ZngpL22e45enR/mk9gMM4nj/9Ai/vvs1JvH8wviS2U4+oX2ShOGXxsd4ib/FMXa83N0m/ewfx3zK23hKWqJYXtY8y3Nxx9PxwCuzLj6l4ue942Ps3cAj7sjPZjr+7fgSHnW3OVRyLX6hOn8pn9L9Ku8ZXsbHt09hEH5xfHyW669vP0gUw69Mj/GYu80gDS9vnuZ26vjAdLPS+fu4FXc8F/f8Pyo7KTL65fExHsr+92uTvkNr/3vf9AitCTw7PcIrf+H3Ib/hW/jX8eGVL7Vm4heHl/KSjS5OfanlqXBj5UsWmf1vzLq46Y5EcbxspfPzvrR3I4+4U186uJGf738dn7p771lfes/wMj6+eYpfGF/KJ+9+FUc6kesndu/nH/61z3wBfqHv3/JRATI/9VM/lX/6T/8pzzzzDN///d/P61//ev7hP/yHfPqnfzrf933fx3/9X//XfOu3fivWWr7yK7+Sz/zMz8TaD207atd188zutkxDZBzCvMcv9oGUQaeEiPQBM0RIiZSfiQipD8TcLuZr6SM4wZgAfURixPhAGtZ17RA1WO4Dtg/6Ifo+YAa91r4jqQ/YNmA8pD5gTARv5ufSB0wTMVHvGbGQ4vzcVPykPmKcwXTK29RHoo8rfmd6hoBMun5dJh3H7pSf1MeFtk75lT5gXATHiYxSrmvwkLKMjGDIz4aooC9fpz7ofjkXlr5Y5M1R6bA+ImOYaStyxSgNtg/g3KI/YOoDyW1pmzDGY7LccA5jlrHZyBABayPS6/i2iVn/i7ztEGGKSD9hu4iEpb9Z/1Z07CaCPbWtWW4uYhqr+osGCKTjdJ42IwttU1Q6so1P1diMARkCto2zjdvyvC+0qW1hFnujok1gTWc0GBb9WbexrWPWX6HNR+IZv2CMCjJPaIvYPmCs1bptmGlTuaWKnorv7BdGioxUf1u7V3+KCjJ9RMY8dlfJxVR0xux/O70uPn6VX+hvRJZrRK/FQ2tY/Z4Mcf49KTqXPoIkjAswRGQImDYsfgGEfvqQficvK/fLUp+PlfJie4cmExAmIvq/GE9iIhm1x8g0/x3NRCKQjN4TY0hmIuR7Wj8iZiSZhiiQjCXlvkP+P5ow9xMJOBMQMxKIRDMRpYwRSOinKWIZV6L+byIx9xWICHpqajTTTJMwkfDVvYjUfFW0RzNhkdW9ZIL+YyISZ3qTCUQCkQmXeSn0FdrjLBNZtZmfMWFMeTYSpVG5zM/HhTYmTJZr4VUMC52Z95T1obKO87OYeZYsOxGjbRkXPUjI+nUznSHTqXINK7kGWXQeZp23RDmVIUi2g2kjG6P2wjTrI7E8j+VvUbtIIrMuE0KaZa22IJhsMxPR2Dw2CIFkLBGbafIr+yu2WY+Z6nuZtlquhY5oIlEq22DCILOdFl0m4xb+hcxDoae2V0c0fuartr3ZHme5smm72Fnx7a0vJRMWHitdKI938CUjM69JZJZLJGk9WWQ4+9J8Lyy6qf3ABIRx8e+53pr2OOtqJBmZ+0rGLL4cw4f0O3lZuV/eoR8VILNtWz75kz8ZgM/6rM/iJ37iJ/gLf+Ev8Ff/6l/lNa95De95z3v4wAc+gPeeRx99lJe//OV84id+IgAvf/nLef/737/qL4TAk08+yctf/vLnRY/kAzzESHUo5uZ0zOpwFKE6KKW0Ozkdc3ttFEja5Z7UB3fUh6ycGVvY3Ns+L32s+ppbLTwi1CuuS42TVdhSPT/Lt5zUrWk/aUdN35r+Vd1yYmt5Pn8So5L3GZqXawExJwfLrFg71042MqjtwFTXUihe5FzrRrbjysKfWfEqWRfrQ4ukktNct77e1t3qyah+iz1IJdeVTdf8bequrrf6qvV0lQy3eqrPOVrJ8NQvtnKTjf2f+MIsn1qGm+u5ndrHLJeq3SIXqeRyGa938IX6euXT9fPaZk/ldvXvyVYG3NMicNcn3d1jkj6my4vtHRqjYwqOGCxTcITgiMERnJufR+OIKd+3joDWEyAYbRuCwwh6PTlCdMRkSViitQTRswVCHiviCJKvq+cxjx+nZTzBaL1pGQtDbrv0GzKNq3tRaQ/5XjQOB9p3WPqLwSEkgqna5v6j1PVsRbcjWNFr4wg26RiFTutw6PNgrP7v3MyjKc9CkW8eb5bDQpsxEFhoE0NFZ5ZR0h1yM6+TU/2RdZnvJYy2dYusU9F7padyL6aF9vlZ1L5mOiZHjHaWdaxkaEDvozIqdBS9an9K58x/oYk81oaOIFbHmxa5pWIn5Lqiuk7BEbB6D0dIa10or3a2uWgr2yz9s/A13zOOkPlXelXntV5TsRPymGRdm8Vea7kWv6lluBpTFvsDtYlZ1tHiMm/622CJsfJp63BGZjpqXai92hNfqm0EK6RY7NXOthVk0dPsS0bUXuO6f/Ult9zDnsg1GIcjrX8vKnnYwoPViYOiQ0n3BtjdL+/QjwqQuS0ppdWBAgAvfelLAXj3u9/N+9//fr70S78UgM/93M/l6aef5id/8if5rM/6rLlOSonP+ZzP+VCIyB9YPw1g5//rgK6c1De3Y/1dwlQFw6nuIwOglMC40xMxqxMA12OzBKtXAWARjGzaz9d11Jv/v6TuHHxvA+T5Oi3tZpqra6nrVO3Slqb8PNU0ZVCSzjwvvF4qCyBv078cCJzRKVf1e+azHBtAtaq7BQGlz/qw0a0+629QrtS0kf0JYJF1fzUvK7639y7jVU77rYFzXXcDqPXzPhu+tzKcx9g8r/1CNu3PAEEz02BY0bxqt8ho5RcbUHepXOq6K1vh9HrW/R38ItXPqz5S5iUlsGa5Vz/f/p7U1+dofAHL/TIL+7FaPtLv0HHyDDSE0TGMnjF4pskxGT3UJYyOKXlGmwiTY3KeKXnCpAfoTNIQR8fkGhAhjI7RNkzRE8QTxTJZz+i0zWjy/8nTuoZp9BgLo2tyW0+Y8v+jY6TQUdrqMzGWMHkm8XO7KXlCcIx4wuiZrFc6kmPKPI549sA0Oia70D5NerjRmLTe5JrcR1La63tOg9rReDCGMGi/xrDwMDomPNHILMMQPZNZ+DQIcfSMtmGUzBt+luFM2+gQY5S2KY9rjfZrG0LIukiVrio6xnwgSpgc4+hJGJWdyc8ruQZxhCH3OxW56hiTaVR3dpE5xiw6D6rziYX2MHlMRZuzorq0HsHM409B6RztIp9pdCqXrLdR3EzHJG6xidxHEjPLekqeyXscMI6OyXhStIyiNjFVupgqfqZi49Fn3ai9FrnGWa6eUTL/03JvQvVa28uIJxbak2cS5avYq8q18pvkZ3td0+aVtmyvgOom20SIHmtQQAiMY+4/y3SabdSf6CJMnpFa5wttMfdvLHM/qguVVRDLmPxM7xQ81qTMf5ZN8ExGfWmWYZbrtLJX9Wkr5N+bhfZi79ZIlnVDFJX/ZBtSuDfvrfvlHXrfg8w3velNfMmXfAmvetWreO6553jnO9/Jj/7oj/LDP/zDALzjHe/g0z7t03jiiSf4R//oH/FH/+gf5eu+7uv41E/9VAA+7dM+jS/+4i/mv/wv/0v+yl/5K0zTxBve8Ab+s//sP7v0VLw7llWAdg60sASHq4/Xb4BMSsxBag0W6wDTGEr2BivL9bnMWx2QrgL57fNSZ133NBCu/l+1OxNAnwAxWQfO58BiuS7AuQTOWxkJYHJfc920gLAi27QJ2Ld91YF6zceK9gq0XEbvSm4bkHEOkG7t5aTtwoeCm0va3ul+aV89F6r+tuNfCpxO78lWbltZzPJJzGnGkwmQGjhW7a/UR5562dpE7RdbnmqayqSO4fR5PTab6zvJuwhJyv+buuf6ne+nir4r7Gx7bwUWa1+vAPdVvyeljys/Q/PClPvlBfmxUF6M79BhbDimhjB4+qZhiAr8BlFwNw2eMTZYC2No8DYx2JYxKEgYUq5vGxAIg2cwDWNSIJnEKohykWlwjEkD6TF5Bps2INMzGqVloNWx8SCGMOq9MGgwnExiGjxD1OB7NA2jKNAZpCUMjsHoWFNqGETpHKXJIFPpLLQryBTGWN0bNRAfXNDx870xA7uRRsFupskYk/tt57GsEcLgmWLDlAqg17ENCnaVduVDad/S1iDEmbYxNYgzMw9FF5M0jElPtJ2GhY7JLUB9sK0C0sEx0Gi9WdZNBpl53HxvTAoctL4C/5D7xzDrbQwK/oqsB9swTnra6iRKdwHig1E6QpbTFNVGBpvmvqdJ2xRZjuIWOsRlHiqbEKNtooKXITbsgLFvGJ2CkCG1Z3Uxjxk8oxUGG7T/QodrcHYt1zGp/mcZjsq7MULoK3uRRidbggLfKTUMsVXeZrlmWRfa5AxtmY7BRQWZAkOT/SapnrA6gaC+q3ZabGmUTO90qovCzzRu6Cg6Tw24/HtQ6WJ0OjExxHamc4zqS4NbaB+Dx27kOmZ+vJWFx0yHEdQfih+kRR7WyCzrJGbm8QHIvM/L+9//fr7ma76G9773vTzyyCN8xmd8Bj/8wz/MF37hFwLwMz/zM7zpTW/iySef5Nf/+l/Pn/yTf5Kv+7qvW/XxN/7G3+ANb3gDv+23/TastXzFV3wF3/qt3/r8idqCmHLvLNiq6sPSrgZFJXNRwEaps8p6VsG7JDB23V8exxiQlBRYnKNjdW9D86av5fll2dKav6W+nMu+nAHAy7VZy6gGWyfBcl3XLPSJW+skbWkr/VZ0bHUjoknN+vn2OtddwCBrOZ6Agjz+WQAky9rXLbDayks4HeM6wPMqnRW5XbfuuftFJsVOV/Ykp5MhJ2Cr2H067Xc1Rm53zi9qfdRjzJlOycMljLWXy2luu5H7Gf2sbZ7ZZlcAbwVGq/5S1d9VfrGdODmXTV4B7iwLBFNPKBUZFDmX/irZvNDlfnlBfiyUF+M7dOhbbrvANHguXEufGsaxoU96muI4NAy+hQwynRV6mxiDfoKiDxoY9tIqmOg14B5Ty5gcSSzeJrxLTGNDHzUIHXyLszCOGvj2PjLmfqZBg8oCugTNygypmev4AjK9Bt+9tAyiQGeIDVPv6WkZogbffSr9Lnz1aaF9DAqGep/v0TKODcZC6+Lq3mgDY2jopSWayHhUEDsDjqTAsI8t1kiWoQLAmQ5pMSIqE1GQOYZG286gJfMVGpJY+kZ5HaaW5A3TsNCuINMzeAUPOoaCvCF/N3Hs9V4yhmlsGKSdA/gyVhTL2Ht6o3T2qVW5p6Ib5Vvl24AxjBUdkzj6eCrXSbIdGcM0KJ9ijOo1tDrpkAGH8q8yHLzaQZ9aBZZB+w1i537GUWkSMUxTw+gUwA1Nmm18cA0SDH3M9lHpouZnDDqh0tjI1DcMqAx7H1ZynSbPEFuSibPOx0nBozHqB73N/cdWJ1uC2uuYPL0vttlUclVwV+xkPEObt4nGJoagQKyPi02M0iDWMk46qTAMCu76PInQh5ZkQ7aJtS6Un0XWqvMio4YhtIhntolJHGNoGH0kiNPfgexzY9TPnfRuTbux0FdyVf1GbJErDePk6WODJMMUm0x7s/g56lPToHpUuaoMU/jQ9q5fVu6Xd+h9DzK/4zu+48rnb3vb23jb2952ZZ3HH3+cd77znS8cUSVAKwFrubcN/uomMQeDcQmQpaojJQtR3Z/BojFIinoQTu5r/ih8SmDdesw6eNxe1/SfBLwCxV9q0DvzuOHzhPfS93JfUl5VvgJ9W761c5XRuo9ZLmL02iz9Lv0p3bLlb85eZVB+GUA6k6Vb7bcsgLZud9eATk7HuaqvkzEv6XfbfgWo85LPc/3XdYsMVps90wYc1zq93J5EBJMkr0qtJwWEef3pOVuZxzrHFysQeeIXZgMcZ18yi/0VEHZO7vV62S2o3QK7O+ntrF4WfazkVsapZVjIOFkuy+nzGnAbTn9PZLmefy9WPnbvQOaD8uIpL8Z36HFouY0Cpdum4ygt49ByjBmMjQ29bRFrGGIJwJMGncDRK/A6xhYjMA6eo3RzICrJ4KzgnALF3naM0tL7iDEoYDKBo48ZhHaMQ8MxdoxTk+kwOkbotE5qcSYxjI0GslPDMXUM4hlCw3HqMojscsCs/IxDwzFoAD4eG45hoX3IYGjmJ7UMo4Io72V1r7GaVexTSzCR6ZiDXBNXtPex1exopnNIzUJH7DAiKpPUMeag/Th181iFtjE0RHE0IWodOpKnol11MUhD72MGu5mO0DDkj9SH3nNM3QzujrGd5aoTC52Ct2PD0SidfSiAo8jQ04csX+kQQx5L6ZjEnpFroa0lGTvzLxnsHm3HQIt3gjXMz4fQ0Pssy9ASklNdppYgLo+Rn6cWyXbSW51wOAb9He4vWoamQSZDP3UziCq66GPH2Cv/Q2zBmhnsHlPHGDV7aIypaGvpw0Q4o3ODMF5UMpw6EkZtxiUF4lZpWOjwHMOatumEtgbrBG+EIai/9SHMNjGYDHqDxqfHo4K7Y8p0+JZoXJbrWhdDlnGR9Zo2lWlqmG0iJM1u9i4RxdK7VumUdgbavQ0r2rGGppLrEBu8S5hK52OmjWAZZfGD3rWznk2euKnlekwtcfrYnhy970Hmi7JIUqDnqsAyB2wlU1YCO1OyKSmfPpsiJrkFcJYYN8UlOzMD0gjeL/2ntPSXPx4vMWdn8vUqmK6zaCxBqEjCzNiuziAlSJuMVB08c8rvUjctz+t9cinmADjOdZXO/DxWIDRFVnsj8/N57MJfuW82vJZ7Inm8CuA4WQPKOmuaYpbrBsyteK7b1XxuZHSS1cu2kNJaRmfBTiXX7YSBiGZZ5zacp+Ec2LoECIkk3RM5689uMmuFhi09m0xdAfmASWlJuMeEKfsFC+BcyX7RXQGns83aWi4Vn1u/iAnxNYAscpH5+Yks00Zu9TLU4pAzyK76q2XOJfTV11vQt7I9k1cdXO0Xq0mYqm7xC5Vxlu3cnux3eT15TIgrE1uLX9RA9IUu98ss7IPykSkXxx3PJmE4ttySHRd09EPLxbQDFAQebdDgNLVgrWYkJg3qmyYxTi0XYYdJMI4tF1HBasggE2PAWYbQcqSjp8X7pBnMqSUYh3UwhIaLqWMYdfwhtBynnQKoqeXC7/T/sMsgs+XoFIwcQ8eAZwgdF27HOCgdfWzppeFi2ilonXbgYbhouWh2M+3HqcMiCiiD3uunjmQcptAWdHxnhCFpn95EhtstPukZs2vaOwVYUwZSkp9NyqcRZn4mNBt04RaahooOJxHXCENsOaaO2BqtN+3og+piwON9IuEYRqVviC1Hbxaepx1izCzbtVw7Ilbrke+NuzmLeVHqTzvGoeEi7hBD5mfHMarOL5o489BPHSAMNFz4RKhoE6NyLQDJOhDsIsPYcvQ6oXEx7ghiGZI+i2K1n2aX7Waxk6ONClAawEF/u+PYNTDAhY8cc/aw1kXhp48tyVqs0UzgxbSjT0pbQoFtoe3CBxqS2nzW+UXW+XjRcGF2DEPL0XdEMQyxxXtdOnxhA0NsKptQfRxjoW1a0xZ29KkDazBWwbIRoWlSnkTp6F1LMEmB8g76i0xTzHS4HZOJmfa1LobQZlkuOl/Zq+xILbNNFF1YB1EsFzbOMjwmzTbeNqmSa0ey7qxcBTvLsI8trU+kKTCYzHf28+KXxor24TtEdPLrYtoRxwfLZR+UF7oU8CS+CmDXJ0yS9GVWgyJj0EDQF7AYl2WvMWfbcpA61xXRLEQsQazJYKwCn9sMyTUymVLAZwVcdDkh8/UCpjbAJv87uyx2G4SXjFzaBMD1tdnIKLcTOAHfy/M4X8/ZqliBxVK3AApnN+CtAkiZRpEq6K54njNBdWA+85zBxzbrdw6MrDKZi9xneV7VdgtIDafjbcGQnBmvBkArGQi4DU3VpMRy0Mwyhqyem6UvU+y0+AAL+F75SCWTAl4F5n2dMx8LPyd+USZcasA3182+svWFAm63st3KalXvEsBey30jl1mntd5Afa+SUbGzs36xAZ7lMcUmUwRxy+9J2agcE/i8wiFGtX+o/CIp+Kx5fwGLiEHu8oV3t/UflPu33D62PBeEsW+4lXZcmJZh0OAdctBuIsE6+qQBuDGGY9BPojgvGuQ3O0zSrN1F3OUljS7PaVldxhdbLtKOwbY4LyTj6KcWT8J4BT4XvtPA12tW6aLpZjouKkBpjcy0DVGDzxFdqnlhO+Uh7uhjw4jnookZUHXwsGa3TJMDaK/BtQGsZ+ann1oSFgpt+Z41aGav6RTs3tblgRNRg2WvWZqLZqeZzKmlt1HBQ7MAO5MKoO004A+Zx6nhImhWp4zpUsK2ugf2IuyIwcy0F12MxuOcEPEK1JpuAZkPa/b2YsyZzJjprOR6EToSluF2y4VRUH7hurxHsALlLk8EhE4z3JmfPrQErAKfTFsfNCM+4HFeaSsyEpvlmnb0rgVnSFi1oUYnCLzXrN3RapZ1EJVJFJsBT8cYVReCAl5vUta5gZtwvN1xTB7bw4VPmqXb6GIYlH+1cTdnLcs9BZm2kmvD0XdMpMpeG45NBplZhsPUcGE7khgG0X6COC5MWIBcs8h6yPuHa9oKHUNqEWcwWPqcyXReAfxx2tH7Dm8iYwaZF7d12XCZHLmw+nyI7YkuhtRynKLawRmdH2NH3JkM4osuss7EcGHibBO9qH96wyzXQTSLWst1SC0m63zIOld7FdLgGFzRUZ6kyTZqzDJxo/vC1f/TeG+Wy94v79AHIPNelBLwVUGk1MsLIQfVS32JsQqKc4AZE/gCLCNQgsICzJYAWWJclgvOgJMF7JYx8/Nlv+A5ECpgt9kkMiiowEIOttf7GJdM7XqpY1qWpJalfDk7M/Ndyw4Qque1jOrgfQbfaLBcAdKTvZwF0EqaA24RDaQ1K1TAQgGUmbfLwHIpSfSzMxsZik0nMlLAayhLPKkzW7LIZb6/2iPIbEO1XLbAbHu4z/pfynvyyrhUYHgDeuYlrknpdq5aprkFSAmMm+UlkDOPuf9572UNOEs2TWVR6tfLwVcHLWW5SBKMKTKqZJUKMNv4ReNnGcsMtBdfMavrS+RWygaoznKbJ2WqyZV5woHZnmobke3vweq3YZvVvcQvVrYZZx+bfaWefIoJnFtAqrgzYxe/kPX9F7gkzF0fv3639R+U+7ccjzueGwzD2PJc2nFhG/qjp2l1oqWfGhqTmIynl45oHRibwYPBeBTkjR0mMWfEjuj+PqJBjCM6p0F47Oh9i3EQcfSTBr7i9PTUo9tpsOp3c9AOGVC5JbtnTcogMzFGDT4n9ACSC7NToBI6PRBFHL5J2p/LIPPYImMGsq5T4Ipoxi8qGBsmDYyTsxqsT3rPYHIAHjLI1P1tjpgBR87CNbpCpdA50OQsnwbyRpgD51hApl14LHLtQ4tLApNhoOU4dISQMzium3Ux5qxrICr/XrNFbWPhYRguVIZizAySarkew46IYbytwEgBxU6XqaL8lvoloycWlb9VWQYxc8ZVadNM5ojHenK2V2kTg+o8qE2IszkLm/Wf2gX0206BZZZ7FKvgx2U5NQHBKCA3MIrj2NoFZIrHHXUSYcwH2iy62C2ZNOmINqwzqtJhnCHgV3J1HhypsteWi6LzWoZmR8o2gzNEsTQkpuToZ7nmLHbUA22aVpdGX9jdTEcvOslT/M8kMA2qm6Gjb3UZeUy6JLw/LhM1Sofaa59azEYXQ9Ks8RhU50pbkydnVEchmRk0R7H0ogdQJbF4kyeYgtJpjIbds1zRfdRgVvyI08/DjO3JdLAAAQAASURBVJXOnYfUOwbfVLQvk0lmnmDakSBP3nTE6R7tybxP3qEPQOY9KJLyEssVwJElYIYF8JSMU4zQNEjMAbIxSAgY70CMBpWl/xgx3iMhj2GAsM3IlLpXZzJPl+mxgKk6KC/P54N/Mjirn1Nl26ollApSBGOXINw4twAZ59YBdMrLKMtz71YyqoFjkUXhxXivYxQZVXv55nsFpNU0SOYpiY5d6y1W17WMFoWzLPWsQEiqZFSDQJOzXpVc1WbK2IvsTf5f5n7TWm7leQHKokBJKl1IkoyH8hhlMiD3KXVGrgZjsuZl4Y8FfBc+kyjWn4E6m//rTGZlh3a5lvLFn5UMFxA5H5wjCSRPPFQTHJJB+qlfUAHGCvBVWc+ZBtnKbQMy52xk7SMJI4utz3VKP5IP2pknD2o+FruYnTYl5hmolV9EjK1s1rt5YkUkg2RfMsO6ZFj9Oy2/J85pbzFhmsovqt8L41y2+7jm/QUs98tSnwflI1NuH/d0F5Zhangu7LjtPH3vsSNgYJg6HAZvIz0twXqS6L4uwSBNATu7BWROO3r0RE2TyN8Y1MzI7WlH32hwGQgZFAjRaab0tssZR7tjSB0XjSzLZW3MyyWT7vmaWhyS70UmHGP0NKRMx14/nYHTTGlsucj7E/vbLdHFmfZ+0r10yeclmW7PcWrxJhKdHhh02+/zPjCnhw81STOqt1qisQvgcBpAW48eJlSW2NJgGzKY3GNSBmNTJGI1C0vKIHenWUu34zgpyIytZTAtF8cdIWZ+7G7WxWQt4ixNWbbrdgzScmx0kms46jJYMRkku8gwdbNcb0+JhGG6lQ9pCS23zY6YLD2NgsdQMnSaZUrW5OzxTveOYjCVTfRTCwiTdYiz+Io2sYY+6fLLvu2IzhHEz0C2pwOX+STq4Ue0+EZIooDytlXA55ukWa2gkwABR5MPwLm4teOIw10A3swAatFFBnLNbrbxKAvw62lJJ3LtMN6o/ZV7qcU1qvPhVsttK7oEmqj05n6iWBz6WZeBhtuVXKfkGHHYkVmuhbYjnX5TUhx9PvgneasZv9s7jjvNrCfR7PHx9o4+NdluWxqTcCR62hNdFHvt41bnWUbDjinpkveii4GW5PRwL5N99Pa442ja+fyFmnZnk/52zHLtSM4R8Ap2nYJ8vCFeeIZOfW6YWi5YlqhjmOkQ0YmX200i3qNM5v3yDn0AMu9FkWqp2ZztqTJikAM/XS4rqyD+DOiDHPCRg/A035OSpUhV4FyWspY+KkBZsh9SB7erQJc5iJe5fQ0K7LrdikfmQH4FTKo6dUZHqmB5PviogEmrR2GX/XW1jGZQNWd3ZJGR96yzj2klLxq/jFGC6RpAFR4rWSgotuu+6n16JVM3A0sW8F2D7pLxE1NdV/LJYyt/mgkUs5bxDHwyyKyX0EqRdVmiK/WYBTDl7CTV+CxA9XSZcG0jta7P1RUKUF+1qzKZ8wSCyYDG1nVk7mNru4tfCCVzvDrBt6679Ys8cbEAdVmex83kzAwCK7lWQGt1OM/K1us2Z/qZASn5ZNfqebHTMkxKKq8so1V23rq1X6Q4A8eTrKc3EMOGP5b2pcTI6veiTF7cw0zm/bLU50H5yJSLY0tzAePUcitGLrxnOlryZzIZJj24xZlEb1qcTcR8yqcAqbGMSQGgiZKzirv5u4VEiEQmq5m8Y98xdAVkeobgcSIE7xil5WiT7p20nX4OYlK/GELOWqaGi0ZXWAyhxQl5uZzuMZuiwyGaoQqJkBwhL3kdU8sxLyoYji2TlZn2ccrfrcx0XFhdOhgkEXzUg2RcNy+h1T1/oiddXjRMTset918ab/QQmKnRJbZ4zTzFhgvTKchMDT6IZhCj54KUl3+mmY4xeGwU/TanbTje7pgkyz0f9CJAsJbkHNMMHiIDLS4fgDNd5EODjNFMXj6l9Gg043tsBMEQbzvEa4bySEdKlgGvoCw2XJCX8k665LXQEYIjGoNMdiNXZgDsygSAjdpWWrWJ2BKtI0rez+kiA5opG2LLkaRLTjPYTWJmO6lpH0IDYgnG4lvlu79o6Z3HXwjijB4adI6fsVvZeMk490ZpW8tVaSu2Nut8Up1PtxvwaGaQpGDIFFBmsAIxOfoNHTHZeVKkyHWccmbdFBnpJ2VIQmo043e8reNbI1BA5kVeLutVzx7BkhgyyKx1Uex1TKrzmOxKRsdjx2jKvupFF8E7RIwe+hXysl3T5DMm7GwnPe0MMuelwVfINd1e9o4WPx+zny8gU+OCwbS4Se4ZyLxf3qEPQOa9KFVG6GRf2xxs58xeXb8ARJHlABOB+RuQM5hK60NtcrslcN4E5/W1d6f3ahC62hd3CnCWJZDnAGTdrgKnBXxZu87uztdmFdwu4PpM3RnMFTqqYLlahru6njNIeayzz5nB2Hxdj1sF3qY+NbiMe255Y53JqoG8lazWCght9wHWsi9Apt5nWcui5mEFXJYM5lqXQsm0GQSKaaXNeOWatOZr5u/UBuY+jDn/fKW7jbzLMtpVX5XOztGWfWqW8Rm/2C633S5bl1XdRWcnst/odam3yHqV2V/1s7Gz2rYKr2WIAsSv4xcpLfuJt2Bx+3tyMvm06YvcR9syT6jcI5D5oDwoV5W+73AXhjE03I6JY+OJRwUK5VAXxGJt0m/U2USURAg6cRsn/W7i0aQZZB6nnLkqIFMS1iVGGl3Cl1qic3gS0+SwCM4lRtPQG2GcPEcjjDQ6gQOMwXNEFHgGA0b0swiigbENQjSWmCw25c+tBIhJAYf4DAyd9jcc9RuPIw1HEiE4DELwaeZnRRsNRyuMIX/7Ew/BYIyQLhx4jyUD5Ey7eKP78yYPGIJxMJVAXrBJGKXFBkhYBchSlpDKTNsUHC4KIaQZUEwm80OlC2uIzuFE6eizzlzQ35ahb5DUkaxhpNFPyGS5jlmuCeDCElqruhRBki7FrWkfQ8PRJV3mLA1HScRodWlh4yraFNUHa5W2LKPepEyH53jUCYVgHWFFu4KyMfmZjsGo3EXMYifSQFjsBLFELMeofPe3O/rG4S+E6G22ifP81Dau4DEx2oZot3JV2iwp7wNd22u6cHo4U8gyxDAaT8wgk2RIyeoS55BPSEVIUe1EvM20pRVtRUYhOEwS4hQZ24bjhYI2YwSLzhCpXB3WKX9O0O9XmvZEF8Vex6T0pmSYahnd7hjd2iYG43FeATQp8+CT6siAJLvQbvX7ljqJoHIdrPLjz8hVLqLav9M93zb7hQuiS7RDgxON70bTYDzEqYpR78Pyy7/8y3z91389P/RDP8TFxQWf/MmfzDve8Q4++7M/+1rtH4DMe1GEVcCq9xK6rM5UgXAJoMnLYSuAaFgOrJmfl670AJtlP5lZ9pOR25XYcAsoqUHmFqDkTNocJHP6fAUyBClAp5RUZeG2Ga1aNrmP5RMmZ4JpybwY1jKqAEDNq8RNXVPGKHsuN4f9ZL3UGbKT7N3ZjB6sDkSZwVi+bzQ7bergfQu4St+2AkhSgc9z/8p+0o2MTkBcAQ+X9TODi6rNXD/N10VuJyASFJjW7beZ45IlLrpdfVLHVgC/km3J2iZR0D4vazXVMt/cpqytnQFUuT7jFydZw6ruia9UMqxlVoFMmftYZHV68E8l1yyXeX922tDBki1dDq6S5Xdi3kd5xi9qO6ifF18pGeAil1xh/XuykUGt08rMX8hyvyz1eVA+MuXYt8iFYYqe2xH66JAjRO/AwBQckqwuC3UeazQAj/mbdJPPWSEEG2FKGvBNeSWAiRBEsDlYP15oMB5y0B6DAjnrEqPx+oH4yWFyUJ681QUBwWHEMOGRYPWbhZm2CQfBEI0G7iT94Dyt/p2MIXrLKJ4hT1KOx4aYs4sWmb+x57weGmONEKeatgZrDCFYzeQaR8p0cGFIeZlkmBzHAih8Bq7BITm7pplSj8uyUX6MZhCjVR6TAqmFNoeNGcQ3Df1F1IBfPA6ZdRGdTgY4EabgOBo9DMjm2Hs6emLsNEi3DcYYBSuiY6VgEQz2CHSeMXqsgCQFPqnQnmCKDUdHBpmajU4ZZIYpnsg1WktwbqENEKcAob+dlxIX2ifH0TKDsik5bAIRo5MXwSLCQrsptKudJHEkY+YJ5/7Y0u8c7THNIG+riyk09BYG57BGCCkt96w/K9fo3Bmd69JRc7RMnS7fNhXtxkl+jVkkA7k0LXJNyehkyUybnNDhs/+ZCFOj2f3+IjLYBgx4yvJo3Y9snGEMDiNWM+vWZ/9bdDHaLGvJst7ovL9IjI3yYzf86PypnW1isi7P2zql3cGQT5YNKZ6X60bnchEVPBbak2US9XMsWa66fWW0CsrjdLwnv5EfjnfoU089xed//ufzH//H/zE/9EM/xBNPPMHP/dzP8dhjj127jwcg816UEqBvg/+ksx0a/OVn9d5DQwaiGVCslmTWmYfyfJuxydcl4F21Y263BOzlXg02yv8VDaV9xc98aE1Z+lm334LX8vf2/iowXu7N4GYLhLbZu1UWhtMAeQakqRpLUageHlNIOgVTstHbfK/OHM1ikXWQXrKec5+FDjb8S0XjVv4s99noSLaH+yyPFzlXY0nVxcnzzThSZeQqna2+qZnHOXcy6jkZbgG5SH3y61LHrPoofiH6eZnCN1RgcyvfjV8AK3C/kiEnddXuahutxqnoVz3Xcq3lvLV1Fj62epV1JhSYgaXk0zJX8i70rX4DFh9b+c180FRpU2eWWbKa9XWpXwPdWncvYLlflvo8KB+ZMkwt0ud9askyiMUMEPMe5Rgtkqx+YN45jBFCEiSqjZgoTEaDfRuFKTkkGoI1IAYTBCuiB9JYx9gLk/MYq/cl6FI747UfjCFNmpmbjCNGDZhT0P4mHDF/3itl2gJWAY4xSDIQFTwlsUiEZAy20QB6yN+yHkdPyGMYMUoHEELmB0MKZkX7YAwpWGJKRGsVFAKuh2mndWOoadffkBSsgl1riTERxDEkg0nChFtoj5oRmsRp0F7RZoNAgpA8Q98yNvrcJkPKukjOzHKd6bDaB0AYPRIEsYZgs6yDXclVMDS9EHuYxGGi0XEzv4X2EK0ePO6VXpvpFAMhuhXtAMkajFvTVugYemHyi03ESSdHJ+sITojJYpImCYK1M6CcaTeOGLXPFAwppQwy84RC3zAODgbNqKdkTnQRogXLbOM2ZTpNvncJbUYKkK7tVXA9xCH/nfUTrM3vWINEC8koP5VcJTLTVuQaQqbNKh3F/2wUiMKEZzi2jI3XCWSTQebYEpJBnMl0KMhc8VPZSXCi+6izzmOt814YdpYQ3UoXhZ8ULSE5JPsKBlJ0K7liBJ+c8nMnufaWyXulPejEURD1I7Gs5DplGRKGF/4Hkg/tHfrss8+u7nddR9d1J/X/+//+v+eVr3wl73jHO+Z7r371q+9qzHuzWPjDWN785jfn700u/37jb/yNJ/VEhC/5ki/BGMMP/uAPrp79g3/wD/i8z/s8bt68yctf/nK+/uu/nhDC8ydKYLXfLo+/BLf6fInflqDwZJ/W9nl9f9VfFURXwFDq+5t2SlLVx3afoVT/5nangfIqEN3yW7fLQGYBHVWdVN+rs3QLMKwzv3N/J+3MmT42/End1zn+tvcyuK3v18jjnB7OyYoaVHA67hbYnAWEnOH7TNvV/xuaTvRWP9/8Pf9Z6XWju1rXJ3pfyfX0+uwnPFb/n7GhWjYnwBFm3ytZ61oONX+1vmqwv9IBS925nLORWiynNG8/X3TWRk5o4g5+AXLm3mwfZcJpC4yp6p69n1dX1JNVL3CRPAt7N/8egMx7U16M79Bx9PSDJ4yeYfSMo2caHeOoJ2mG0TMNej3Nz7V+eRby/XFo5uupqlfahckxDsuzpZ6OFyfHlMes+xpzP+XeNDb53zJGPeY4NsRxGas8j5PTDCfM91Zth6XeeI72TOvSZ6PPBjePW+6Hya9lWPFZ+qrrT6Nnmup75/jStoXOMC50hm29qt9Q8zw0FQ3NGbkqP/rMVfJf017q1/IqspmfDxVt0ylta7nm50NFe24TJjfrZ+Frayelv8ruMt9jGX9wjENzVhe1vGobHys7K/3X987b6yLPkGVy+i/Letahq8Zd/GGWx9Bk+1j71TQ2i3yqfwBhKDpZ6DjhZ2Ojtc5rGU1DNdaw6OJEDmPDNLml7RVjXnlvKHqvaSt0reVaZF0mNF7o8qG8Q1/5ylfyyCOPzP+++Zu/+ewYf+fv/B0++7M/m//0P/1PednLXsZv/s2/mf/pf/qf7orOj4pM5m/6Tb+JH/mRH5n/9v6Urbe//e2aGdiU/+v/+r/4Hb/jd/An/+Sf5Lu/+7v55V/+Zf7AH/gDxBj5M3/mzzw/grZBP+XyXOBuNte5TVkCyOZ+6X+VsSxLC6vxV7Rs7l8W0K7uUd27BBSwbqaRqVkH9casuliDq+V6ycydof/k/pb+qq6p6s4gYyO3dF4Wazyx3DtL20pEFXg0p8/YZKTW8q9oqEHUOcBoNnUxa6Lrtlf+T9VHNaZQ6bfudyPDmm4p/HNGRlvdbPzvnG2uxtjQm/8tWdWNrIrfrIDjZkLGVNVXILSWbc1HTQNnni32Wwmxqlz/v2V/K1dzQuud/aIa4yoZWlhPVJ2pe9JOLiP9Qy5bdq7b5kG5N+XF9g6dgidNevBMwjI5g59kcZMAkjRDlZIuVUsJTMa1IpqlCkkzK0kMUYxm1QRSKPun8/7ICc1aOPQTDAGK70dnSSKYgAZ21sx0mExHMvmgPANEIObPC4hmOEjokrqIbjFJzJ8DS8YwZbHGyREwM+2FDsm0i1jY0J6wmABJBDELbXbSfZFGsrxE90fOP5WFn3I6NZptNUlpgkxrzQ92RZsEIRl0SeOke/KSMUxRl01CDmOsypWg40RnCPnbvDFYXbo78yOYeCpXNxmmYDVQzpnmZPPaDlHaJRb9mDkLq3SY2SamWa7MO4hq2sRlmxhzRm1LezLgmLPTRtB7l8i12KtNBjEGW5bqTo4QHC6fzWaEE10UflIyiEWPoIiZDjFn5bqlI5bzIkRtYpo0W1my5NGZeXy5RK7FXkWy3cacIbYLHcX/TFQ/jY0jjLqEVgy4/Km5KTiiQEqivMRMR5brih9bJjw3Os8yCpMuad3qouZHksov5d8LCbLIVfJvyDXl6ibVW7Jy4hfq52u5RlG934vyobxD/+2//bc8/PDD8/1zWUyAf/Wv/hXf9m3fxhvf+Eb+xJ/4E/zET/wEf+SP/BHatuX1r3/9tcb8qACZ3nte/vKXX/r8n/7Tf8qf/bN/ln/yT/4JH/dxH7d69jf/5t/kMz7jM/hTf+pPAfDJn/zJ/A//w//A6173Or7xG7+RmzdvPj+i5gxG9fe6wvk/TwLrM+1Xgf626hlAWgGm1RLLcvccjRkUFGc9R/IJ8SfB+PZGPV4VkJtN43O01cKcWboksN4Cg5Usav427bbgr9w7S88Jsevn1/D+NYCo9LOi4Yw9SHV98vcZOZ7I4hL5sLm3kvOZ5+f+P8d3DTArYDUfPHRW1mfoOOcXtUyKAE/8YivDs45T1TsnW7Oqf6lfXHpdbL2acDhXTuznDvZ9drwi4zOTEKvndb/nfORyMj/UojtG7+7l++A7mfeuvNjeoTHq0j1Bg8CYl+Elg4K7CEQFVQlA9F4BNoIu05QkpCCU09KLO9iInhvgNEiMQffuCRlkRgVyuqNbfdZGtD9nZtcwESTqUs8VbSEDvuzuhV4TFEiYtLQRo/s2lW9LRPdOSVKwVeZFU9nqkkFmoR1k4afQgQbOMVpIYIP+3ta0F36WNjlQz3IV0O09RdZZFzVtEvVQmBQNMThiUBAqUVa6ELfIVbJcdSmpLi+OYc3PObnO/AgQ9YCZhZ8MhvLZZ9pGQZqtdJHkDG1saJNlKWcZb35OsYmslODUTpzJ51Ock2slQ5uXwKL7NGPhXXSv5lYXMz+ZWIkVHSU+28i1tvGtvaaw2IREV9l41f8ZuZqVLjKQigoUU37PFP9TP9WlqrMMDSQWvpOi1lkuFPve6mKWa5kAyXRk2ooML9OFxKynIkPI4LC2k8x3ADGivniJzmNAl4FXtBe/EOGsXO8WCF63fCjv0IcffngFMi+tnxKf/dmfzVvf+lYAfvNv/s389E//NH/lr/yVjy2Q+XM/93O84hWvYLfb8bmf+7l88zd/M6961asAuLi44Ku+6qv4S3/pL519iQ7DwG63W93b7/f0fc9P/uRP8gVf8AVnxxyGgWFY1lrXa5ybnSXtPXbnkYD+WJQ9aNbqR+3x0Hr9rqM1c/3yP86SdvnaGNKu0WuR+f5cF/K1g7SMTTCkkOlwICZqu3GhTaRcCzjBdD7vwVBaxcaKD6BZ1pyXoLnpfObb6w9P8Jid1/rWYbxDZOE37Z3S5xceSpvVc+eWa5tlsNdPm5zIy7DIKMnSLkbStKmb0iLbYEixktHMr9FfIOcR8vOJWUY+n9bW7PKnVpwFp7rSr/amSucG4zxiPDROeVzxm+lLHtN5TONJQ6bPu4Xu2k52lZ3sL7GTYhPRkEaH7fx5GQUzX0sQ5ber9BCZZVQSHE3nkOCzjBxitI24Yid+/ZkM0L2qLoHLfCePaT005/0iTVkelU0sMspy6S6X0eIXfpHFWV8qMip1mxNfagrfO4dMHjHhxC/WvuRPfAkR/T9m3zkjI+McYhP4bAdn7KT2izTVvlR8xVZ8X+FL3VpGpKTXew9B967gGrg35xY8KC+i8qJ7hzqr34QFxBqM01dPyp/6ME5PpBRj9J5RMFb2dYvTzA8G3b8oOQOSzwvTs8dE77n8ZStnr27j1m1AJ5pmOnJbI2CdHoqXnFnRZn3eo2jWbZoMMhtniLiljT3HD0swnemworSJNbOMGm+I1t5Vm5yTOS9Xo7qoZWRFMzYmyzA5e21dNDnD1ljNIJ+Vq61k5DI/L5Au7iRXtTd7fV3Y68nVZ769dzTOqO3ZnHn7EHRxqY1XOm+97vu8rl/M/LDhZ/a/MzZOvufAO6f6vcrG76SLK+TaeM7b+DV1MdtJJVeX5WFgPkCo0NZ4c2rjlS7OtfHl29X3Yfm4j/s4Pv3TP31179M+7dP4W3/rb127j/seZH7O53wO3/Vd38Wnfuqn8t73vpe3vOUt/Jbf8lv46Z/+aW7evMnXfd3X8Xmf93l82Zd92dn2X/RFX8Tb3/52vud7vofXve51vO997+NP/+k/DcB73/veS8f95m/+Zt7ylrecffa1f/YLP3TG7sPye//CF32kSfiwl9/7F774I03CR6R87Z/72LTxr/2W3/aRJuHDWi4uLviRr/r+F7zfBwf/vHjKi/Ed+sd+66s/dMbuw/KG3/VJH2kSPuzlDb/rEz/SJHxEyn/1uz/2dA0fezZ+8UUfx4981Qvf74fjHfr5n//5/MzP/Mzq3s/+7M/yCZ/wCdfu474HmV/yJV8yX3/GZ3wGn/M5n8MnfMIn8L3f+7088cQTvPvd7+anfuqnLm3/mte8hm/5lm/hD/yBP8Dv+T2/h67r+IZv+Ab+t//tf8Pay2cg3vSmN/HGN75x/vvZZ5/lla98JQDf9cf+PsOvPY195FEkBM1WlKyWMRjvkb6HtsH4RjMLH3wS+/jjpKefxj78sGaoPvgk9vHHAEN68knsSx7XDNTTT2nd3AaonifSM89gH3sMQiTdvoV9+GFkCsg4YPd70rPPYR9V2uR4gX3oJjJNECZMt1Oac9ZFxgF7uJH5CNA0+pkVmDOZ7Y2Or/3zX8g7/ugPEyKkW7cxu53WL5nM4xHaTjMyzz2HvXEA55WXRx7RNvudPn/mGezNm5p9efIp7KOPagaq8Cii919SycBA+sCT2JcWGT2tsguRdOs57COPrmX09DP5eSDdvsA+fBOZAowDZr9HQtT1OU51ZR+6oc/DhOk6vDf83m/9Yt7xR/8e0zFoJnOazmcyi86HHnyjGapbtzD7g/KbdZ4uLjBdp8+feRb70EMqg6eyDO7GTioZERPp2Wexjz6qdV+6tiOV0S3sI48g04QMPfZwg/TsM9hHH4OYZXTzJt4Lv/ftX8R3vfHvM94a1AacRYatnbTnM5nTuGQyL25j2m6d4e97aNvZTsyhyOgp7MOPaJtut5aRr+zEGrWDlzwObO3kMbWjYieXyWjla2pHjVdg/V3/n3/A+Nwwy2j278Yjx6P6Uphgyr4U45lMZvavMzIyziHjuGQyb93G7PcY7zZ+8ST20cdIzz2LvXFDM5lPqS9h7WInzzx90mYto8t+OwLp9m2msb/q5/d5lyTLKYt30+ZBeeHLi/Ed+mf/wb/GfEB9Q7wh7KC5DUk/7YgJYFOV5bHLUj3JbSTvqzJBtyXMGR0BG2TJHHnonkmMN+1pG2sQf77NatmtgeRzRucKOmzUeibvnyz8dMbwh/9fn8hf/FvvYYCraZ8q2kq2qV4um7Neu6ci/WPutM0J7eZ5y9VGiI0h7mD/wcRw015bF01n+COv/UT+4g+8h2laZ5vOyXXFzwugi1quujQyZ/ZyBqp79hKbuJMuynLmOnsWF7n6zvBHvuwT+at//T089VLontG6qzYvoI3XtO2eSfSP2rtqc1au52grNpG0z+kAh19LDI9oiq/D8Ie//Aobr/mJFR3n/K/w83SifywvCS9L3OtM5h10cbdy7Z65OxsXB7t/8WuX/gZ+KOXD8Q4tE4xvfetbed3rXseP//iP8+3f/u18+7d/+7X7uO9B5rY8+uijfMqnfAo///M/zz/7Z/+M97znPTz66KOrOl/xFV/Bb/ktv4Uf/dEfBeCNb3wjX/d1X8d73/teHnvsMX7hF36BN73pTXziJ14+w3bZkb8AUx+ZjhHbhUtAJkgfdI15YzTwPQZsP5H6gG2DBop9wPa6Q12fBw0EjxHbB9Jx0nsiy/OYn++DAstjxLZBQeQQMIS5X5kmfe61LlPASFiDzCFgbW6fUt4nkAFUXuZgnMt8BwWZRx2HEMAljBfkGCA5jM+8uKBLZLKc0jFgTMjPI7YJYDNfu1DJKGjwn3mY7xkWeaS03A+xGuP0uUwByTKXcYIxYkyWR0rgQY5hIyOH5OWyUx+Z+gwyx7yBxnMGZGadN3kvwzFmfmXWeTpq3ybL0PoAbuG1lkE6ZjtxduGVrYziIoNZXtPyfJZRtomuyCNibVhkH/N1ExAna75FdLlsn+0kZL1HewZkCowBPLMdmOTUnpzVb3UdAyS7PLdhsZlZRmEtI1/ZiTVn/WKxk/PP1W+0j7My2uh75nf2i8pOQoAx+9I5kFn864yMjBNkCNAw8zjbycovYqY1+1KRUZd/O2q+m2xH52R08tsSsPtsE8dAGKdLfwM/lFJtzb2rNg/KvS8vhnfoGAQbdDIziSE4o4fM5Oc2iH7nz6AHAOUAzwaZ24gj7xPLwWlCDwmqA1Zn9CDmKTJOnLZxS2BmpyrIFbSfHBCX/X4zsMkfZy/7tUzSgNQE0YN68ufMJB88YjIYH4Mw5mWIpQ2S+Uno8s9pWV5Yvsply4ErmR+lNzFO+VMsG35PQFneq3UtuVZAwAZ0O5y3uCkxTdyxTdGFlM+2TMI0pctpy3It/Kx04a7Whc37L3XPXMXPVq41sCl8T4kxcC1d6P7fS3Sxoa3wPU2JaTTYKZEyXSv93aUulHate87GFRQnxulUF5f5xfOxExMhNYYQDNOofoUBm5fLjkEYRc7rYmsn9g7+d4afor9r6aKmfdr4bOU3s87HMzae5XLSJuvCT9WBey9g+XC8Q//9f//f513vehdvetOb+NN/+k/z6le/mre//e189Vd/9bX7+KgDmbdu3eI973kPv+f3/B5e97rX8ft+3+9bPf93/p1/hz//5/88r33ta1f3jTG84hWvAOB7vud7eOUrX8lnfuZnPn9CtqfwXTqBIPrQ5Mu5oizXcv72qo/6YBVT36/alUFq2ubn2/uXEXzmfn1ra8TChi/O01fXP0v/hq+rNjwLM/2y5euk7qavuupV7U6KuZKkE/pW11c13Cj/Trw8D3lJTYPI3bH9IZV7PdAd5HU/lcv84j4tD5bLvnjLi+EdOp8ejQa4Jp+sYWQ5pATyG02PvKzeNbkIuU3+O6EZiLr/s//u0Cb3bcq4+Vl5hRtyH5SD8/Jd0cB07kRAvwNs5vFM3XduoydgV7FAGaSuh14LS18rWlPdZvMs039Wrlwt1/Up3+TI94o25e+0HqvUN5t4vJbrXIdT/V2mizKOzolv5LiS60Jb0d8sn2voYvmGdLHTShf1uHXfs7wKT0ub56OLwrsUGVyh8xNduFO5rnRR24mp6tRyrfxH/zdzu1kXtXyvoYuzOqeWNydtFv1dVxfLMyNrnzVb2lZ952f5BNxVm0oX92p29MP1Dv2dv/N38jt/5++863al3Pcg87/5b/4bXvva1/IJn/AJ/Mqv/Arf+I3fiHOOr/zKr+SJJ544e1DBq171qtUHRb/lW76FL/7iL8Zayw/8wA/wtre9je/93u/F5Qzd8yor4CVw2SdJ518Es24nbIDjmWvuVHd7nzXoEtkcSX/VGHeg4U6lBj813VehzJr+EyB9J7B1DnSfrbwBZlW7K5tt+bhOuQzMXk3eeeB4CU1nZCQrOV6/3aV1z7V7PuWeY8wPkb4Xyxg6ECu/uM9R5gOQ+eIpL8p3aAEhJUhOkoPtHHCmxR/mABEzHyJiSoBb6gkYZFleNgeU+r8pQerdtCmfP6qC16UP5sNUzOY33FTB9xyk1mXTZgvmyrJYkPm6fNLEiCx+UsCHLACGMmbVr7DQvpJrps3M7ZllMQMQ0YyWKWCuCtZXumCps8i1lkkBK4sMTuW6bXNnXZwAfLPos5arKUCiktfz1gUwfyZtQ9si49xfWcgirPT3/HRBNSHDCmhRAcYZgK50sbQpcl1NRGzt5Jxcs/+Zmc8ig/x3FShdVxdGzvvfLNeZn1P9XUcXK5CYfXbWr1lo3U56LbpgDuHXsdqiC0n3KpN5f7xD73uQ+Uu/9Et85Vd+JR/84Ad54okn+A//w/+Qf/yP/zFPPPHEtfv4oR/6Ib7pm76JYRj4d//df5e//bf/9mqfyl0X4RqBZz0zkuvXWbVLAYOc9n3Z8xpElvuXAYo7grEz5M8/ZJc8P5FB8dJLxjxx1DvL41zZyuBOoMlcBiyvDR4ukcG2mDN/1DxeQt/ZSYM71L1bGVwvi83l+r6bIqroe/5zdy0/vB+KnPrFRwVfD8qLobwY36EF9M1ZhVSCTgANmvOXBlbB+BakmCp7ImkJjktGsWQu1oFooaEa/0wbE7Xjku2YAYfka6kyIVUguwTtyxgz4cKZNrLQJqJjZeYly2EGPDOAXQNMkmAybWsZVRlJZM5+rWirgEKRxxoALaBsAejrceo2a10sYMToesxZ9iu5mgVg3ZUu0hKqmM27dCXXalxE5k8Kfyi6mG0rgimnx5Y+i53npaK1/p6vLpY61f0ygVGDzHRZG1ZyZSOTGVRlf5nlSvbP2aaWfwUASvk+a2UPdZvLdDHr7ZzPVgD9nP4u1YU5438iywTNVuey0FbsdW5T87Zqs8j1BYmZ7uNy34PM/+V/+V/uqr6cUfi73/3uF4qcuawyhPWY5Xp+XP4uHlHVmzFC/eMo+otVFZk9qjw/d53HSGeA57nr7YEN9b0ZGJ1xnpnXM0GwzIQsN84C0TsA7XOzv1saLs3Wbkq6QgZXBvJ38cNxYnP1klQ5K6pV2w8VXEu6o7zWQPuafJ+zk+uWYo/3sKz84t4NkmVwr0HfJX5xn5YHB/+8eMqL8R06gzEdcJOpykGpq4JkMrCaA1ENYk1c3hUmie5XM8zvQZEqiC6B6nXbpHW9EuzOQEdUViZqg2XpXR6n1HNgqs9wsG0TS9uF93JQiwKTSiYzPxVPQv7OYZFpocHMNM6yrZfvFtrmIL4sPWQFrmqe6iWRl7Yp8irAZ5bVAjwXACsrO6AsAb2uLkq2y5r51WYqXRS51jqfZVmWW36Iuthm3U0sPIruGa2z7pWNX1cXpsQwGSiZmrY5my4zb6Vvs21T6Wiri9pOTPERU8mVLNci0zlrWPuFLDYeqzZX6KLspzyn81m3l+jvUl3YRRe1XIl6XXxWzujcILpn+05tarlWmesXstwv79D7HmS+aMsGCOr0iTkFHFI9FxYgdRUA3AaYNeiqAUPagM8yk3knYFkB3IXOM+Nuy7kZm+UXaOa3XgF7fulvabpUlsvA4LmS0koeJ7rY0nepDK4CZps+IBN+1Q9KBfjPLgm+bKAzNnG26iUyqicWLmtnzen1ZXXPXb8Yy50mI16I8uEAfCUwODfpdJ+WMjl8t20elI+Noh9jz3+Ug1lK4F0H0FTBcHm/FhBgc6Yhv3RMDggxJUu0ZPeWAL9kztThrmyTA20FcbAsKVyC3AIqaiBysvSuypJwSZtV1rH0ndAP2ftNoF7AWKrbMNMzAwhj5iWa83LbWq4VSFj+Zwme56WFFUAvAfVGF/MEQOm7BO4wB+JmznbJHA+dyvXudFHAh8wAA+almHHhbaXzDB7IWcVLdZFY6fkyXdS0rWREAZwLWK/1d11dzPuGC6ApOo/MJ+dqSJf5S5X+tm1Wcq10kQpoKodSbeRqslyz3a0y0bUuSpfX1UWqdJ1jQGMruWIu15+7pi5mILz2Wc7ofPn7Tm0Wuc5p8Re43C/v0Acg816VOrg9p9kV0tK/L81Y1uAnJf0BqMsWWJ4DSpLQYzrT+X5PAtcz4K/m59qZr21ZXiDl5b9m5apM60KruQNwXMvjTgDrnLy4BvhbijEsG+IvKyaPUWUvV/yeJa+iqdbdZbyY2k6uCZjryYgkcNXHg1cgkw8N7HwYsoxXgusXZAzuzvyf7zCX+cV9WvQFeXc8PACZHztl3jMGmi3IQf8MckpAl58Duk+qzuaVDIcpfS7L2+oguQT0J23M1W1sFNKcXVqWN5aA09T10lJvpi8H3qb6WS+B/qpNnUmp/ha0XqyylTOoqzIpqzYVr+IqkJK2cq1oq+mux8rvs5l3WIDEVhc1GKl0sVxn/06i3dozcv3/s/fn0bYV1b04/qm19z7Nbc7tAIGfoMYGjQkGmxiiRgEbeEow8kzsIiDfb2JCbCCaiHkqGiNEYxO/UVRE0PFiHDHYJUMxoIDJU3zYkKh5ETUq+ASR2997ur1Wzd8f1c2aq2qttfc559577j1zjHNv7VrVzLZqzjVrrTWOLFxQZMdGpXxwHPGVyZzseE4PO8lC52XBcXN89XpeahPM2hsakfxGlkWgXeqJ129LU6qPkwWUSsrCZ2+pia/E5B302cki6Hg3WZh6++Iee+OIbDBb2CBTZeRXETrJQvKrZrM8e211vK1PxFf3yb9lhtWyh64FmSsFwgn08YfIBLmkoT+6kDrmqXWzgykDUt7WvXjB37nUoc4ex0j2k1lXGYA5oiRYgkwc6agOfSMlJ7JPaEQDuM51fhSBHyMFjk1HOnM8YIFgdg6GciMIyzZxeceAgZDWicw8qkiMq8l8YqUJP88vezOiEy0JPekMB2C1a5P9cs1xIKJMxPa54sHzCsNqeWnBGhwcMEFHHIT4DKDPIDkn0zrGCuHYn9tXXRbKOffO+dXu5SlhTNhgL9nHOdYuU+IdTAqOrM3G+WOa0skl59SyIKNiGSQA4OO5PizzBFe2e6fvzx1eTw/L5LhsFVSoLwIvvYPv+CrGq71cxrbj4ysgLwtN9sguebplNinKVLsbsoyvnjejyKIiH5i4Y6/kfC1NaZm7gK9AUhauT1dZhHLQZwdFSVCFDQSF/FQ1qiyIBT11mRt+q3wfx1cfVDJZcD1x8kvwVfFMpjZyiGTh8O4qC16fkDm/qSPll5cF0z1mf9FzoTn769on4utKBZmrYw9dCzJXCuQzmZFTSHFbFyRyhzUV9AHpgEEeD7WONengjPpMCBuLKGRFTTV3YmUcxR1bUyZ3zCNJmTKkSPvK0cUHaDsm3CUzZwPpLpnCGo/cHE3HX0n+6GC8STxa+kq6m4JreTw6ymLn3/JImqAGVme6ZFZhUR73tpi9ubLi2TjOjxWC2C5WdKLu+r8KwPlSo/ZZgyMDouOULjAjQGkbJPnrZF/6QnDPbcH+JDmOcwpdJgz27aTaOt4UnOYwN3xbE0BR6FNZBxjwz22RCzq8Mxs7vN5xN6j7MVAEvLlj7I/hubHYNXcE0Qc6LqjQymfDIMYjhPaRM+yCUuGQ+6AmykLVg+iQyUzLIurDZQF4J94812YY4wLYOADuKAuRlaYe/POC/mgpCzikzMMx27QsfJ+OsnDyi/jq9Lwk801kSPlRoL1NFhXZb3MHfXJHRmsyh5AF74PA37osKJaztm6FcroDL3MfUOvwtlkzj+1L3WURbsqwYJbztc90UMgvLwvU+BpsNh5P2l/XPrwdsZsKywmrZQ9d4dv8RzC0ZVCYw0iADR7c7oM4oKhlmlKZTBsoRcdl60FH9NIcF9zachRf1Y7LygDMX4jxqIHbWNh4yn3rjGrTZANteaSzgb/xEdPmtpJH9YAz7cyT3y0RWJBz/CVbPH7UHp+S0Imuz2QyPWh/ljMTnObm8MUDFGCNCwciGDtQPMjZxRqswWEIPqPjnLcKzGkUQY7PdLprro58VisKhojMWya9QxiCAN/HBWha9NGhj8wAeRy4I6oJqtQsSKY6bc4RBxr7+Dl4RrbUgSc1x5rh7357Gl3AAuaEcwc6OPiK8dwcc7QBiKA9LYtMHxawcFnIrHUkM+ooi4gPfCywDJ/gK5c5Wb5iBFm4PlwWDrcy8MeN4aAoJb/RWRZwfJWyFTaiSPI7yIL3kXYRycLrEGX4HeZ1GV5e9jqJEWXhxiFLL5d5acbLyq+LLDzudZuN1g0mt059uO6vUCZztcBaJnOloJbJtHWpQMw5jcT6yUCpl8i2+e6Ufv5OBIbKP/dZJK97HHiwK2mgFh83QR8BcaAk6U7NkyoX3bJtUWDZ9oZRovQRU0Zvrp+Bpka+ceP8nQNHfrMh1zaVweU3FjrM0XwkV5SXEuusdJaRZWhXbpIWPVnueXx5dQeZq+WozxocHHDOLSE4bFDKO53h5S4IxzAJ4Sic23JrgaAbh8wNV9dOHNcLL0axZWXKtTdsRmWCfFMobxdlpICasw4gCgrSfcBepsKdcDanDwzqWRbXB9q9sIRClpD3lYEE5yufy2W8XJYsJwvBEx9gIODAAzCK+ji+dpQF6xNlgX3GlPGVy9zKgCwfPA5dZOF4x+mwrkdEt+Wr1/NILrH82mQRgkGLi5WF7MPHRj+WRdwHsV1EsmCBo6cp8FX2iezNyYLktXZZeFtUjk72iJkOR95T8qvZhdTBxI2i3LrBXeIufSK+rlQmc5XsoWuZzBWB2FG3S2mmqbMmlQhyQmCJpoBBp/uZoEQGkZnnO2WmJPniH8V+KFafgBS5nFbfLtGQP/uZPf65XEETZebLEQF2fURI0T1qkDlOWyJ0flFSlznCDzTyqAlSN1uWGw5EMNamJ8sJkZ4emClXDGjMvxHh//7f/4sXvehF2LZtG6anp/HLv/zL+NrXvrYsJKzBykEtO+OOQloHjmfm4rfPAi4rGbJ08AFBCHooZDJdxiXVJ5HV5EcxZSbTZ1o0RUFAlB1i+uyDEbc1Jvo4+vwLYUSGigdXcfBDyT78GUruKLvn55K4MR75LDHjq8+SZWQh+0RHZ0nwimcfJV+7yKIKfWI5UE3uKZl7vgLLIos4+EAIxCDnieU3qix8QKPDeMGGmI5l+ki74LKQR2wR8Z+N5X4DLMizfSStHWQRsqcxPf6Yb5P8uCy4bqTsr6YriPjjaUC3PhFfVyjIPFB76FJhLZO5UiAzmW3XlaoHi/K6LdeCpobsZS2Acv/7634Q+ECXgLoTS0g77DmtVWE8SS/HO/U9zmjOwlePEgiNFDTVsrluBWry5CkudnX6iQKNrQZvZZHKtCaHzsl+XB5k2jL03BvdRoIDtdAdkIzfgZgDWbtYtTDGXViM2H7nzp14whOegNNOOw2f+9zncPTRR+N73/setmzZMtq8a3DAwWdnFHxQRIVdbpjDaV78YdZUn5lzyzfgnVdyjq3NULoAyDuiZH6bl6TAP3LOP9fhA1zmvLobspED7PAHagEVd/RqQSfSfeLsS/2am9MHCp4e9n/UJ76uIkeZ0cHG5nwFc7hBMQ45WdT7MB4xWXiHnEK7QMfosoh4b+f0LonMrLqmLlO3XLKIAmpEQYcPlFRdfkuShRa0E0V8yMmvSRaxfjMa7HhJ+4uyrkzJO8qiflMmuK0hE56WX1dZtNmsfw7V85zfLEn3ifi6UsdlD8Aeuhywyj0VAw984AOhlKr9XXTRRfjRj36UvKaUwsc//nEAwPbt23HmmWfi+OOPx+TkJE444QT80R/9Efbs2TM+UmM5ns7KIBxkVk46zsSairbRc1yJ68nsSPQj7i/LKRoaSZT4JaAtUCKMkJ1M8Uu05RlanqxtpCPxIzdN002G1kAo9O32ncxQjgPOpilyetCMT4fGzWMcDs9LtvF2OaGzzhz64O61jPo3CvzlX/4lTjjhBFxzzTX41V/9VTzoQQ/C05/+dDz4wQ9eGaJWMRxqe6jLXPIsAXeslXdi4TMLqbv23hFFPEbkqBPgs5/MWaz10aKPC84cHnJe1i4O6HjGio0H5Psg/PYvaQHVs12CJtnH015r68bgfJXXY5xkQGvklpZFlPVD4AMgAhPGRx5wJOXaQRbReH4hCUGP56sM0HmAtVRZ2D4RX5nu1gLWcWUh6PY8dGP5YImSfaRdxNcows89dyv5KmUf4cTpTsnCZyylLDh/Yr6C0VeTX1dZMP3kgaS02aDjbq50n9CPyWoF4EDsocsBh0WQedttt+Huu+/2fzfccAMA4LnPfS5OOOGE6Nrdd9+NN77xjdiwYQPOOussAEBRFDjnnHPwmc98BnfccQeuvfZa3HjjjXjpS186PlLcByT22ylkrX3sNBKvc5tSbTD4676OeD8+rm0TBSIc0cS4dSTj8iiJzeyQTUGT+NE1aAJ1J0vyKxVwtiMHt9UsO0Qy7NA2qQctTIgud2jbsenBh4Owoq4USL6vcnDPk4z6BwB79uyJ/hYWFpJzfOYzn8FjH/tYPPe5z8UxxxyDU045BVddddWBJHPVwCG3hyYcXxdEuOCjFkwgtHftIgeY4gBPiX4YsY/PlDgco/6sHQsWwPoAIcgIAVemj6BPBiI+08dxS/SpB18UO+eRMx34GPM4Hotng3Ky4M53FCxB4hPo4MGIm3dUWTjPOgpWHD5RYEIMr3D8d1lkIW8kyCwgJfosRRYIfWKek+cRnxOpsYUs/DWk5/VtII7BCvkBiHQgkoXjtwgkI9wQ20iyj5VfF1lER5QZTrn6Ln0i3jG6lxuWsoceSDgsjsseffTR0e8rrrgCD37wg/HkJz8ZSikce+yx0fVPfvKT+O3f/m1s2LABALBlyxb8wR/8gb/+gAc8AH/4h3+It73tbeMhREDe+2YKx5Wv9kym6NaUaSJ2PeeNRv1EIEXiem6OFCyr/ZgFKTxz2sCP1kBolCiTlRXv280g22ZohZGO5Ta3DZcFw1oD5gb9Wq3Qyq9lmuOAMIwQjsjSytN1CMMJJ5wQ/X7DG96Ayy67rNbuv/7rv3DllVfikksuwWtf+1rcdtttePnLX46JiQmcd955Bwjb1QGH2h6q5DYWOchibUsEGFGd+8nqatskc+hzfRTvxvso/pvf2EuNLfsIXHJ9kGkv8ObtpCMcj2+KdQc9MRZEYMD5DEq2l7IIQUgD3uDjpvHw4/GqJlnwsS0dAXWJA98HG+Tn6yVeOVmIPVz2SdFKceDM/2+URUanomwzdeOzEripbDtLBiXslpdFn5FkUWuPuiwSfWq0pWTRJtvEmtKuD3lZHGlwWASZHBYXF/E//+f/xCWXXJI8Kvf1r38dt99+O97znvdkx/jpT3+KT3ziE3jyk5+cbbOwsBDdQefHggZTfaA0ZSoBoj6Kqb75WGyfoCb6oEoElb0C6BPQ60P1+9C6BzXZhxr0oRdMf/R70NN9FFMDoFDQ0wMUU31b1wd6BfRUH8V0H1AKempgykS+jW8L+P7Q4TpKBV0GfEnZfou2rgRIuzIBBWEw1Qt0FxpUVL4tKgCDPlAJWfR6QKGBvqWx7ENN2XZFD6rXA6EPTFh+DC1d/T70dC/Q6/BWYPyw1wvLgxq9OvCD82jKjlXpmF4pv8k+elXlaSbWFloBPTOHec5WA1pBTdrrROY5VPd/BUNvvw+t+0HmFj9SFeNRD2rK8oPLfJrLaGD0xOlBUQSdycg88ABhXMYDVICuTLmnnKx7ls8DUKlAKLvJvGf5InlUFEmZS3pTPAp20c/bhdeTcJ3bBac3xaNBH55uGvbTdkHMLnpGT6gK9EUyJ0rySPV6oKRdOD3pgUjYxZSzC8eDom7vvTSPjE70a3aB0sgcvQEwl10GxwdSGPn5ENv+rrvuwszMjK+enJxMNtda47GPfSze8pa3AABOOeUUfPvb38b73ve+tSCzAQ6JPZS9Fbo/KKDtHwAoRegNChT2d38iXO9NmC/bV+7aoEDRL0C9Av1BgapfgAZF1MeNoQYFoJTpMyhAhegzUNATrM8g3QcgDNx4lhY1MPkYPg80+d+DgYroHgxC//5EAdWv9wGl5nE8AnruGu8DoFeavtWgQEEFCm1wV4rQm7BlrdFj4/UmjL36PsT6dJCF6aOjdq48MVGASOXltwRZNPbJyLxVfiPKQvYZTIQ2NMjJj2L5dZWF46vW3fuMI7+Ir4Xna8/SlpIf123qKIv+oEA1KED9Av2JpchvfFsajGV/QRY0lf9G+ZJgCXvogYTDLsj81Kc+hV27duH8889PXr/66qvxiEc8Ar/+679eu/b85z8fn/70pzE3N4ezzz4bH/zgB7PzXH755XjjG9+YvHb+O582Fu6rHS74/8462CgccLjgXU8/2CgcFDj/7Uemjp//tjMONgoHFGZnZ3HjC/5h2ccd5/kQ135mZiYKMnNw3HHH4Rd/8Rejukc84hG47rrrRpv4CINDYQ/9/d89Mp+bPRLpvvClv9je6DCE33/xQw42CgcFjjQdn539/+ELL1j+xzSWsoceSDjsgsyrr74aZ511Fo4//vjatbm5OXz0ox/F6173umTfd77znXjDG96AO+64A5deeikuueQSvPe97022ddcd7Nmzxx/juubiG1D6TOYQNDeHYsMG0LAEyiHUxCSoquJMZlEA5TBkMmdnoSYnTTZj9x4UGzaYbMTOnSg2bzbZiO07UGzdCr1rF4qZGZOx2b4DxZYt5vp9O1Bs2wqAoHfsRLFtq+8DAHqHva419K7dKLZuAcoKet8+FJtmQMMStDCPYt166D17UGzeDCpL0Owsio0bQWUJLC5iYvN6nP+Op+Gal30Ow0UNWlxAsW69uV6VwGAAVOINW70eMFxk9O6HmpgEdBUymfNzwMSkub53D4r164FeH3rXThQzmwK9W7cAsPw4aquhVfCI8wCVht6zG8XmLb4PNBnebtsKVBX0nr2B3rnZSH6YmERfL+Al7382rnnlP2Nxz34U09OgsjL41zKZFdTklOFHLZNZ+gyVnp0zMu/3Db83rActLAD9AdRgAL1vL9T0OnN91y4UMxuNTliZGx5ZPanxyMqc07trp9EfrydMJxiPUJXQ+43Mewt78ZKrzsW1l9yAhft2odi0KdITKkugLIGJCcBme2syV8qU3duUI5nPAxMDqP4Aeu9eqHWOXkOPnt0PNTmVsYtNJouXswuhJyCpE0bHa3axZQsGA+D8dzwN177qC1jctwBaWECxbl3aLoZDYDiEmpoydl7LZFo94HZh1wLV64EWncz70Pv2Q01NBT1ps4tNgge7d6HYsNFke3fsMPKM1oaMzMsSenYWw8WVSGNivGNEI7Z/whOegO9+97tR3R133IEHPOABI058ZMGhsIe+/yPfx3BobKO/dwF6qg89MBkBVWr09i+i3DRlru9bNBmOiT56c0MAQDVtTm70d86h2jQFKhT6u+dRrZsw2Zd9C9ATPegJ4wL1t8+i3LYu3Wf9hMmkiD6DHbMYbq33AYDB9lkM7XhRmfVRROjtnEO5dR0GgwK//+KHeLq79GmaR1Uavb0LKDdP1/r05oeABqp1AxTDCsV8iXLjZMRXpQm93fMot0yHPmT4WgwrFAslyg2TnWXB+wBAf/c8ik1T+L0LH4arr/wOFqC6yW9EWdT79KEnessuv1H6TO1fwIWvOBnv/8j3gXv2peVXavT2LaLc3EEWyyq/wNdIfosVisVYfilZNMlvem4RF/7RL+H9H/k+aOdcJ1nU5pkM68ABkx+Xi+ArH68mP8fX73wPKwIHYA9dDjisgswf//jHuPHGG/GJT3wief0f/uEfMDs7ixe/+MXJ68ceeyyOPfZYPPzhD8fWrVvxpCc9Ca973etw3HHH1dpOTk5mj2kN50uUpTkfTsMSNFei6JcmSBmWULoXgkzufJYVUBBUn6DnSyjqQZWAtv3R06Y8VZpjf3NDFPOlqRsMjSM5V6KYLo0jOTdEMW+MXs+VKOZsW1EHrUO5sm0mSuM4z5coitKMNTUElZWlZ2hoWBhCTZaW7iGGiwRaqFAUQ0NvVQGlDbY49DSwWJqPA/cNLkr3TPseQVlale4ZfsyVKHol0COPH4rC0lMCsPQ6GieH7LpZYGN6KxRTQ89Dz4P50gTadgyqqpr8oHsgbQKo4dwQ5VwJBcMvaG2sigeZVQVFZTrILEtLr6FLEaO3b/iPgYKqlLmOIdTA0jIoAdd2esh4ZOnzPLI0gkK5CvQGPVF1nZgamqDbylwvWLrnKwznKhSThi9OT6h0PCqMLKMbKdpcUwrosdWOyZzmhkCloAaW3qL0+lFMDKHnDC9VCeh5gxN62pTnykjmem4Y68kcs5s5I4sUvVHdvBmLShXoni9BCyUKNazbxcDqyeIQoJ6XPwp73AaVkTlUbBc+yCTQgpO5tQsaMh4RaM7oYNIuJktAFUy2du1wbaeGTCdSMq8CPfMlyoVhco1bKhyID0lffPHF+PVf/3W85S1vwW//9m/jf//v/40PfOAD+MAHPjDSOEcSHDJ76GKFxaFZI/RCBa0UNJkH7lSp0V+oMFw0a5FerOwn6Sr0Fs03DqpeAUCBFjXKhQrUK0y5X5l3nSxqc//PvfvQjkdQoIUK5aIGFaZcDSrTdqGCJgXt3hjj+yDqAyJgUWNx0bbj5QXt+ygC+ovmt3P+PN2LGouLFQAFLGgsLlRmfSAKfaCAxSq0Y2VVafQXNIaL2vSxZQDozRu+Vf0eioUKxaJGuaihysryVUNp7csAobcQ+FosVigWNMqJqrMseB8nl97Q7iWLGotWFr1FDWhC1TOBxFJlYfpYWc9X0FDQ7sFNJguyPKAClpeM/0uUhezTW9CebixUVjcQlVVZob/YURaLGuViLAulqaP8iMlPRXbBZVEsVijmK5QT2sslyEJ7WfSsf2DkR5Es+gtB3nqhmyxoQaMcaJAmMw8q+96kmK9mnsoGmd1lwe0iLQuy/U054isZvFN2rirG13lxs32Z4EDsocsBh1WQec011+CYY47BM5/5zOT1q6++Gr/5m79Ze8lBCrR1/nJvLmwEl8eWz7Pwh5FT7RmoVD2JPtEFEtcSL3JxOLmHpPmbAWyZZPsIT/dcfTxf1Irsy2dcpfxciXvBEX9w2uMV6CU+RZZU9tB19Ho5QVdtbk9IPK5HKTUxAt6uvwMlBsvQFPFBlqP+ck6q19fGEkM5urvMx/ukcOT89uJkONXmIFZGCLZdOYNT/ShHXf9VRJcybHabjmsvZZsUdEapiONomZKQh+JjpGy6DZyO8psOXK9SawUR080MWa5v9JO9nTqlJ34+xrtoIVghGIdvI8DjHvc4fPKTn8Sll16KN73pTXjQgx6Ed73rXXjhC1+4shOvYjhU9lD+iYvwJllre7Y+/tyC+8SCbavZ2q81lA3+lNYw3iuisUw78yyV+wB89PZVe9334XO7/q6P5vgxnKNPLpibkAom66j6RUy3o0cFfpjvQ5LAm9MaykqLeQWtCspe0/6a4nxO0ODH1wG/zrJw/BZycTRAc77qWC5LlQVr5196I2Xhrlfkv93NcV2KLLzeFYXHx/GMpFzctaXKoqkPk4XvU7nTNmlZhLe0crkkdJzjkJIfw6+TLECRvCO+clnA4u33s66y0En+S90y9RTedpvhcW2NqjRoJV/SRys39HLB2EHmnXfeiR//+MeYnZ3F0UcfjUc+8pHZu5IHArTWuOaaa3Deeeeh36+T9f3vfx9f+tKX8NnPfrZ27bOf/Sx+9rOf4XGPexw2bNiA73znO3j1q1+NJzzhCXjgAx84OjJu0VOsHC6yNgkNsQvPaAFK8A+T7eSnP5zBOAeaZNniKfGLxmVVYkGBUoYGXu+AO7GWxsgJ9m0cjm7cHA7Eyu5/RwsrA3Hw0BDspMdk14jCG3BtP2K0+7Hk2pLjJ5GYvmHlYPIhUIvMpf4gXY76yLFkH6FLWfxS/RM4Cv0hv6CLPoS6XdTKtmFNtqzg3/7ILkTXmY1EczB8vI6HunDzJUFHaqzaTQ7G/xSvxi7HPGxaGyL+shsKqxme9axn4VnPetbBRiMJa3toIzKRzSlt9dM71gAqZl+agEoHZ7bSQK+IAg1EZePE+ps2zPkHaTOfApuPbH0R8PCOJnnHnLTD3eHKTipE9WReqkRsDke3O/TjHX83jqFHaTK0K0Z7webgfZzD6+aujUsxzxDKUT25oI0FHSPIwgehVi6wYwX5auMHEEBcFnqJsiCKeB7aCllQCPr8PuD4tFRZOP1STBYQ9HidZzJaiiw0r2+QhSXX4cdtLZIF55+UhRaycHh7/XJ2QTHdXWTh8TZlRQTKyMKPP5IsnD4hLQtOv/8/8LVm576e8fUIh5GCzB/96Ee48sor8bGPfQw/+clPwO+qT0xM4ElPehJ+7/d+D+eeey4KJ9ADBDfeeCPuvPNOvOQlL0le/9CHPoT73//+ePrT6y9qmZ6exlVXXYWLL74YCwsLOOGEE/Cc5zwHr3nNa8ZDxhkYiuCw2Xrnw5rfon3CgY4zF5my+B1nLghxYFAPtMgjRaF9NDwzdh+7yD6MHnBnWgbLBUA6j5ef3/UH4wEPHijmn4rL/g6hUmY+KL/4kOZ8CDyLeUnxXLbeDE8icBdy43yvyZzifrJe4ELEgy6K2jXirxRIE1TB6zVrwpw4MVZMB+8j+Oz+l3zKjenGdYtzUQDQsZ5IfarRq2Jc2Lhe76PAkOsJEGW8uf5I2sll9eMgs3YzgdtFhKfUBwTaQYBi2UvJL7kvJWW+HGuD2aB9G0FX6s2iywWr5ajPcsPaHtoRKg2ljbyVNsfllLYOZmV1lWUcyQY2vr7SNogjk6XpWXurKvMIBgFUmQAGgA9muAOtFKtnf0oTSGtfBgWHVSmLIyHg68tVKJcV0LO2VlZQ9tk0TzfZMngZAKkwr8O10lDO16jI7E8MV/c/pxWqMHUMPxeAKMZLR4Ppq0y9c7hHkAW03ceYXEIg5ei2uEZyWZosglwpBN0pWXhcK6h+jv9jyoLTreOMI+mYVl/uJAvKykL5PtrqYEYWDteyglIqtgsuC+K8zMvC4e/7C1k4urvKwrQBCNryy+ytdVlYmlFkZOHkJ2Th9YbRxGRBVaxbAW/dYOdmXsX4uhKwWvbQzrvYy1/+cjzqUY/CD3/4Q7z5zW/Gf/zHf2D37t1YXFzEPffcg89+9rN44hOfiNe//vU4+eSTcdttt60k3jV4+tOfDiLCwx72sOT1t7zlLbjzzjuTG/dpp52GL3/5y9i1axfm5uZwxx134IorrsDmzZvHQ8YbAxLOH8XlZGZGJzOZxJ5rJOb8R3cFxZy1PtYZjwItTYn5wqIQOdjRHJnsZy7bJAOTtoxRiDI9Eu2ONcWBjA22TFBS2ODK1XOesbJddIjY8QuOkya2cLj5EvRGAkK9ns+fwyUXdBHiu2Q8GNRBfyiq53Nz/PK6Rdrn5+CfM/W8SGU+Db6KlbP6IHnig7YE7e4647WygVqgV0c6HvOMBC+FLfrLVjdI27ufVk9ququ8zKK5ovFyNLbwxOOZW0NQs/ns2iB5qNP6ULMLLuuVABrzbxXD2h7aHZRzmt2fNr+N02syM6rSpp1zFlkApMrKZz9gy4oAVergnPM5bKAS5nBz69rcqMiMo/k4oY8qtXekVVlZh972cU53acdyODnnvKy8c25osE6txVs52+S0VoEmR7eKeBbKHj9HX2mfB60Iqqo8D+Cc/YoCTg5vl1XqIguLkxJy8bIAYlnwgGkZZOH5pHU0lpSFCxD8WETLJotILg5PSXcl6e4iiyorC5+lrFpk4fqk7ILJIshUN8oCut7Gy8LT3V0WPmNbuoAzLQufmU3KIqYvlkVmPagCbSHo1UDJ+Orwrpid6yAjj99K7aOrZA/tnMlcv349/uu//gvbtm2rXTvmmGNw+umn4/TTT8cb3vAGXH/99bjrrrvwuMc9blmRXT1AdcfZVqcdRmLOJkLQ5wxWtgdqQUIyOEz14RmU6FgrCxjdUT5KzKGKMId9uDuiQ5M9755wzKFih9q1i4IiCnc6ic3LyzYLRXz8iF6eoRXOvA9Q4kxmHLC5cbXlV2BtGItlgOQcbmHiQXRtbNY+JSfe3v/MjBX1EfRF8Uamb2qsgtXLrK0vI8jc8ccGpf7ZyYgOp3NgWWZ77Dd6DjKFJzE90YBW5siy1yUrW4Wg434Ihh9jpSt4nfN0FXU9cWPwLCyXpbMLPza3aUsTy5BGQbjgPwHhSBPne5PMsvrT0E72kfSuZJBpBDVGn9ULa3voCFBWJvMAWKeUWCbG6irPqtkbg4qC/qqe/b/UwMC2qznZ1gZckOTWb5cFcXMXFJxqhwfpEMA5hxksM1O5zIzNcAwrGwS4TGYvZDscHo5uAlBqqMIGZJV5WYnbw0zWhpVVEbJThQmAvCPvsjqMVvQcHRVUYbKaxoFmZe2yS9rwVQEoLZ814qC+JguCIpclM+uz0pa+Xt/W282JycJlsyJclyALpQXdbg4pC4IP6FS/b4KbsoIqeuPLgvVBqY0+OnwBj2+UvfR6wGRRjSALh4PLhFba8JPsniZl0Xf1Gqrfz8vC6ZA7GhzJglggavD3eFdBFj6TyYL/NlmAFMOjMDdGdV0WjlYDo8kimcn0QXDAE4Kv5oWOQS4u2CfPV8Pjldu3Vsce2jnIvPzyyzsPeuaZZ46FzGEDFAwqOM6AC458fSpAIQ2Qil8G4iCX+WoMPkSfgmX5nJNunXfyeKv6mImMmkGd4LJoPmDlc+SeLeVBn3JlDYBs7GL4ZliSCZq9Ix6eaTQxpgq0OlyUMi9/cGOpIhGMUzyHtrRI+aUCL08vo48f+7Vta0eZs1ms8FPyvc6LhJ6kjmNm9afhWvQsgwb6MpMZ5O/ruY6zY8qBbwwvzctaBF4JeovCbq5Mf6DrwZE7lir4FPSEZak5XtxGACZbTp+Yw/HIo0rRGmBkTvX+vuxQZXTLGw0O2dTNEMe7VFn20Q19CPENogORyRy1zyqGtT20O6hSmyN2QMiIVM7JJuvA2eDCHi9V0IDqmb2JKqg+hSDOZTF0yGJQqUOAIB1obfefyhyLU0URsldVOLboj825PnY+kHnDq8HRlSuYwEFbB9+slSYjZR3woY6CY9XrwQdqSpvTG9oFXsqOZXnlMlVF32djQhZT+xepoKygBjYgsAG4c/CVUqFMhW1TAapn4irYgIUAlNQiC+vsIwQzSlu6dQgKTFBbhUyoy0hBLV0WbkwiExT4jJSQBfViPIiMLPpLkEVVQVUhcDN0O9pg8dc+MIOufDmSxbC7LFwQFTKZOmTTPP+DLFAw/Lxd1GXhb0i4wC2SBctksgBaykKxa11lYd7QTlBD+9Zkp+NCFu5GAEwrIQvdIIsq2EVCFmRPHDh6QyYzlINtG/wwNHz1GfCVzmSO2mcEuOyyy2rfMj7ppJPwn//5n53HGOuhjze96U344he/WKvfv38/3vSmN40z5OEFLg3vysTqmbPJHd5aoOczUToe10HkzIMFtWjso9i4Khcc+eQLmyAal+y4LPvpaXILmmZlE1yFo4i2vz+WaMtuY+B4gTnjAHP4Qx0JHHiGLaaRPSzuMl+eT9JJZ3NK+bmMsJOdp9fh68oJ3FJlPr+UnwxAecYyGxhSHOin2vCg2tPGr2X6+MBMJ/XEHNU0fPAyRyxzkDmurVgmPcpei6xsxBduFz6rSdGb+1TBxnJjEGqyCGjHNHIbkW8E9LLlwSeXj+MlxWMR6YhebheSVwB7AYVCfMyZEjKPeCbkF90EINFfrifBXn1Av1JAY/4dJrC2hzaDO35Z+ysrf4xOOQeaEI6s2WyKGlYhwLBln51yDnhZhiNxVeWdfp/V9A62m7/y18yxSuOUqjLuo4YOJ4Ialr6MYchwmk+ZWTsb2mOVAFBVPkDwNNiyO+aqtA7HVjU7PqhtYFTDn0KAwI5cOgffP485rHxg4Y4ner66uThfu8jC9WEBuGKyAGBlwY4w+iO/I8iiSsvCBw42oPZHN4UsfBA0DEdQUS5dFpxXXBZG1uTlLWntJgtdkwW8LOzx0rJNFjYAH3K7SMjCZjvDUVIuixTPdVIWhm7dXRbkboaEZzVTsvDBo5CFD5ZT64HPzjodqQKebL2BW1NKxlcnI2/nldd9f1PL2fYqPy77yEc+Enfffbf/+9d//deR+o/lRVx22WU466yz8I53vCOq37dvXy3qPRLBP98EBGcRANWyVOSPFaaOdpI7puDbZ4IKO1a41tAn+lyCCDgpfpbUvd0r+NDuGhtX9EGKDs8PTi8LGEjiBT93jdYOwVscWPKAQdYLh9sPQcJxj+XncXf9RPAQAiePKOMbJ4WS5fgotDlO6vrzo5/RMVAp89RNilzw6Pqkrok+7lhpTU88qUxujTInG0+FmxyObxGNiYxefJOCGL06DkQ9b4Ku1nTG886WiUKWm+mJx0OLuTmPuP7APfeMmF43F7MLpSRuhi81u4PgR8e1IdYtLlvRJ6JXr9zmuAZre2gbuEDIO4JkHUfrBFoHGsyBDn1Y8ERIHpH1z3yxOcLxS+ZYs7ljPCpWp/2xTJfV8EfqynC8LjyfqaOgQ5VlyAANmeNfyrIOePrnEHWggwQPmCPtHWwfUDsehGfd/POZjJeBr9oHGv7ZvxFlkQpyANiMD5MFCw6WLIsqlN1zjjVZDFkAY2WhiJZFFvxGQiQLIL4J4K7pUWRR1WXh9NrJxepjThZmbhi6U3YRZTXtDYImWWib1XR8FrJwdLfJwtuFRoRryDYLWXgbc7JgciGnt0IuzC64LKJjspX1KbwOWd0oSdh5CIglX1fyBXoHAvr9vv/+8bHHHoujjjpqpP5j36r+yEc+gre85S244IILsLi4OO4whycQhSOe/C2eCQecZ+qiQI9lQPywzKmMnE15Tb4EhrdxWTfmjMcBroZPV4k5eNDl+0TZJudMh6xk5ECTpBeCXh3aeGec8ypVZuO7chT0FeHFLRYv0gQURf5lKT6AcjJkMqMwB5/PZ9Gi46+OP55rIvhh/M3IL86UMZwa+pC9meBp5fW+PdNFea2pj6ebB7J8ICGfjMxlfSTzEF1F9Ab9tXZhs4yu3r/QymUfHSYk8avX+Z/2ZkR4WZR78Y8OfOYyj+Qg6Ha25GXYwIca3Rmc5RuC7aw5+UV6RogCTtkn6A2jcaWA1Hh/hxGs7aENUCYyci5A4o6ucyRt2b2R02UxfADj+jgHnDnQ4Y8HJqm5KZRLFhB4R5VnnmCzH4kyd/AJoQxEmVYVlS1+PIBkDrKjzwcC7kiiL8c88A50WRlnmDn7LkvjM5TeaXYZOfIBYGdZsP6+z9CuP1wWbn69PLKADRI8D3TAycuiDM8ERnJZqiwYrb7sji8DLPhN/GVloTOyCAFQyFA7vcvLAppYQK3zsmDBZF0WDWUpC6CTLFx2UL5Mh/MylgV85tkHhlWC/1IWke3U5RDbSt1e4swxs3PGV//+juWGJeyhe/bsif6avmX8ve99D8cffzx+4Rd+AS984Qtx5513joTm2NSfdtpp+OpXv4qvfvWreMpTnoJ777133KEOP3B3gYCM0+2cfArZDVe2jqRKOvA6XW47Bsf78HGjOXIOcGIO4bhG9T7QYo6qmyOikc+p4+DMZ7gAf9TSBwHMEZdBsKM3OvLHjiV6vHQcJNR4pgEfSDvCGN4i2IrpBeOv4GPEU1nfIL9s/0wfLWjNteGQ07PUuBYX7/JLmrisajrObmZ4/iCWOQ/EBb2qpr+WRvZx5ZClphi/HC8l/jwrKp+Njm4maI+Xx9ePjbq+R5lbTofER/7mdp+RYU5+8ndTH2k7KxhkclMa5e9wgrU9tAFctsIFbuJoqnHoquCMW+fY773sWKE8vuayIIrNAc3m8M50qswcbXlc1gU57EgdfGaGlSuBk3P8AXZck/xRRZALKFjGiJfZWN7prgQ9mtHBjxWzDIzPmLHjif65Te/g82xOd1k4pzuir+KZTCmv5ZFF1IYHDEIWPFModWWpsjD9XTBkgxcA/JnMcFOgTRZVRhZVLIvKrufsRkJaFjrooLCLWla5jPnpZaF1/NvrmZCFC66puyy4HfnvWiZk4dp5PHTM/yZZBP4nZMGPy7obKZ6vrkw1O4/4ukL76FL20BNOOAGbNm3yf7n3BTz+8Y/Htddei+uvvx5XXnklfvjDH+JJT3oS9u7d2xnPsYJMx7QHP/jBuPXWWzEzM4PHPOYx+NrXvjbOcIcf1JxZVh+lj4A4i8EDLZ5ZtJB1EBHmA5r7yOfCpMPPg7jI+QYLuhCc5kwmM/BABbqzNPIy4jaChvCBXtTn9Tx2QQLFzjx/vo4fqZQ8k8GHlJ8mxG8jzdDrsljRcVk+Z64sbyAk2jXJXAYxrXOIa203KXwbISePU6w3dR0HIl4l9SRDL9PZZMAZ6bikQepJfY7wvCXTE837iSBR2kVANk8j13GuJ110g9+86hJ81vjZ0EfozYoe86Ex/w4TWNtDmyH6LIV7qQjLpnin1DnA/qgivIMJlpHy5YoFP5WOy1WiXtubTb7M8HAZIddPM+eaEIIOAvyzkL6e46e9zfpjhASEY4+Is2U6lJXEN/qcByVoDYGhbB/jx4+QsqPHgn/hqGKzLAKvhCwAEwB5ehDLQneUhcO1CtfCzQN7zZVTskjJZamycGUKwYr/zAeQpCOWhaNJszKXheABl0X0fCbPGsayCFnbOh5cFu7506QsMvai2G+ewUVl8eoiC3IZ33pwHclCyoUEXl7vErKo6RbrG9k5v6miDU4EG6zGdh7xdaXe6Epj/gG46667sHv3bv936aWXJqc466yz8NznPhcnn3wynvGMZ+Czn/0sdu3ahb//+7/vjGbnt8tGtDHnZGZmBp/97Gfxyle+Es9+9rPHGe7wA+4Akv8ndpRqgRHiQEuJekA4iCJI6BJMkGaffdCJIM/1FU4vyXEpvlYLMh0+hFoA1kivGAucD6I+Qkz0c8eAQSzLqFiGS9mXsDQ53I4GFebxaBCTCVhWlOpZKR9oRQOINnauHsOFj8/7NwWDIrtKco4cvbVruXJuvpzuJeTmg3sVy5xnNaMgVdAr7cLOUXupTk5XI5oTOuX7Cz0h9skaHnxG/blsBV2AoFcG6DmdidmRl0FOZui+NhCnFyuayRzr+OthdFx2bQ9tARcQACAWKKDS5nvrZN8qWhlbUZpqH51XmsKzXqLsnVI5h3JlY/987hoe1ul135X1ZRb0OJyUhsHX1btsIlGcyfT4Efyzk7Y+OO7hjaouqAjlNL6+jDpOnH8cb2XXDvdBehQhK+ocbfeJCGLOfiQL7uwT+Wfj3LdDDfMl3UwWNuM0mixcmUJgobWnQyEhi0guOnz2Yjlkwelzf4AJ4iI9p1Dm/Hc3KrT9VEYXWVgayPGHAh3ev3EvzNFMB3Oy8LrpZEFJWZCnLeiN0oD79Ii75gPRVlmQWfZd1lBnZGH5AcWCQmqXRWQXKVmI9cVljh1fnR5TKW0q2DYmxwqz2mEJe+jMzAxmZmZGnnLz5s142MMehu9///ud+4yVybzmmmuwadOmMEhR4N3vfjc+8IEP4MUvfvE4Q2bhS1/6Es4++2wcf/zxUErhU5/6VHSdiPD6178exx13HKanp/HUpz4V3/ve96I2d9xxB8455xwcddRRmJmZwROf+ETcdNNNUZvbbrsNZ5xxBjZv3owtW7bgGc94Bv7t3/5tPKRrzqO/gJr3WAuuXL1wQoF8OXRsbkcEJTKJcSDi6jNz1AJLnqFiaPhnNTk/OtKLMCxc9ElirBo+ifkTDnx0DLiWyRRy4f9Hc1PA19X5jK5FnuQQnG98mi6y5XSI/skgGzF9XfWnSzsvcz5fQv6SdilzPlatjuL+kt5k9tuVBe22S8zOus7Urufm4PQ6mUdjCrojfoHRy8eC0J8EUtI+G9tIgjhibX0StK8QKBrv73CBtT20GUKmqP7nswTWWQ1ZLB05lSEjFcreKSWZmbE6n5kzztTE7X3Q5MpVyFT5LItz9sHKzHn33zN2GTyONxAFjz4wkDgTYvyy/BPZPe+8syxSlD1jwYg7FsroDbKguixcmchmeoQsgEgWPmPm6Wqip00WLjsF3175YEvIIpILmFycLGh0WTTpGpCgT2TSOB2izLOmSVnYAN4/a+hlYfGhNK05WZg5Mriy39GLf2qyiOnuJAsALtNt9gBKyEJ728nLIuhnfm1J0acj3fLzWl56O9fCzjW8Dvjv/S4zHIw9dN++ffjBD36A4447rnOfsYLM8847D5OTk7X6Cy64ANdcc804Q2Zh//79eNSjHoX3vOc9yetvfetb8e53vxvve9/78NWvfhXr16/HM57xDMzPz/s2z3rWs1CWJb74xS/i61//Oh71qEfhWc96Fu655x4AhnFnnnkmTjzxRHz1q1/Fv/7rv2Ljxo14xjOegeFwOB7iuQCIUmUKzqZ3aDMBXKpcmydXRsIZ52WGFA+okvNTqItosrhzZ9zVE9g1IHbgc8cK84Qng4fIgZd0sQCwKchMyY5P78TjQdLLyhB02DH5vzUaazLvIltRVozWtvbJOTv0acU9JXPXhur67lWuiUZmF1632LgEm71O4JejkTOK9xfjhn5MR32diser2bfQhyjwTpwc4IFtJz3J0dbUTvSR9rKSmcwjHNb20BbQOjjDzpkXwSN3rL1TSdaRck4sKHJofVBF8JkI50B7p5hMRqI2tx+fZUiYM8vLbgz3OSyPu+8f8PDzAqEe5J8748FjbT6iCG9UrKwFfR6nQAcinMjjGrXhfHZONyEEok4WFZeFjmTh6pWQBYBIFlyuyyWLGt26Lgs+Vk1XQCHoG0UWka5RJAsjawT8iNHmZeFkxOWVkYULrDz/WNDDZVHlZEEM17osQjkhC2L4ZfhvyrB0U2dZBHkz/idkYcbSsSwqnZaFjmXB9aMmC6FbKb46u/N2Lvi6UqdlDwS86lWvwi233IIf/ehH+PKXv4zf+q3fQq/Xw/Of//zOY4yUx333u9/d2kYphZe97GWjDNsIZ511Fs4666zkNSLCu971LvyP//E/cM455wAwb+y73/3uh0996lN43vOeh/vuuw/f+973cPXVV+Pkk08GAFxxxRV473vfi29/+9s49thj8Z//+Z/YsWMH3vSmN+GEE04AALzhDW/AySefjB//+Md4yEMeMhrSdl1KX5BlxX6ruCjHcE6gK7cNXSs7hSdWT936tl8MEOHOf2T6M9Kz15PTJnCQU0WBSCpb2jBHjn5qkpVKdkniSYlyU58MOtmyW2BVS/vatQbe82O8UZYuN5isz/XJVSb0ROoW8XJCeEnaWFupUy6wVHbclKwiPDK2KG00apoy8Ax0sm1eZuvEKH34EeaVhuwa2dJnlcPaHtoRXCYACI6i0xnn+DvnFSZLRrLetU+VXTun95GN8/lsBo5EvcvKCHwCHmD4yXYCD+dAA955d3tVCJRjnCJ+MPq4w++6xn+BZ+a4HSt7nASucs30/AMbi3yftCyohqvnTdQfdTxGlYUPEiwetb+ELHy5gyzkOC2yqLVJ0eZ/I82DhCz8+E4/3OBMFslyJAtOd5Ms6nQnZcFEKmUR9ttRZMHoY2MqTUDB+cevI/oLepCSRaIeol7SY3lP7KZMzeY5X1f6mcxR+4wAP/nJT/D85z8f27dvx9FHH40nPvGJuPXWW3H00Ud3HmOkIPOd73xn9Puuu+7Ccccdh34/DLPcG2QT/PCHP8Q999yDpz71qb5u06ZNePzjH4+vfOUreN7znodt27bhpJNOwkc+8hE8+tGPxuTkJN7//vfjmGOOwWMe8xgAwEknnYRt27bh6quvxmtf+1pUVYWrr74aj3jEI/DABz4wOffCwkL02t89e/b48mDa8KOY6kNP9wGy5ak+oMmUdR+otG0zYO3rZfR74XehOvWplx0eA+jFPlAVUFN9EPpAD1BTfUArEAZQ032g6IGqATDRN+0WB0C/MP2nB4ACimkzx2Cqn6CbzT1l6ShGwHeK1/cAbXlQ9oBSQU31QKpvnk2Y6gFUgGhgyv2BwX3Qh5oagKYHQI/xTXXDA73C/+byM7T2PM15Xtuyk3nZB/rK8LPQQKENrwkgGgCTfaiJPmg4yMu8AXcMQh8jGzN2V3pruC/2zZ3TqT5I94E+Ilkr1QeUMrye7ENN9pieONw7zj09hp5MCz2ZsrhP96GHXMd7QG/QoOM90256YGWe0PHpvI7X9GQ66Inr367jQk9KpyeV0fHpPkBkdbwP9PugcgAMOO6j6ziXea2Pw30Oyw9H6DOZa3togKY9dGKqh3LCHLSiqR7URA+YKECTBdAzv0kXQFGYa6hApW3XA/RkD8VEAZCCnuybMpAom3VcT9n2yraf7AFFEdoPCtBUz6wVDg8FU9YFADu30nbuHqBVmIMo1CfwGNjywLVXKrTv9UBT/cCDqZ6x+4kCVBXmRSoThd0DC1MueoEmzegDEnj0Qv1kL25TFIGX/R5o0smiZ2VRZGTRF7JwPAh09+yzaoOJYuVkMdXvKIuGspTFZFdZ9IIsJoMselPWd5gsGnRzqbKw16BbZJHWx1ZZTDFZTDJZTJkxjCx6kSx6ytHd6y6LSVF2spjksigCD0aUhacjyQNLm1KBnkIHvjo9qJr5Wk26l20sMxyAPfRjH/vYaOMnYKQg84c//GH0e+PGjbjlllvwC7/wC0tGZBxwR3Xud7/7RfX3u9/9/DWlFG688UY8+9nPxsaNG1EUBY455hhcf/312LJlCwBDx80334xnP/vZ+PM//3MAwEMf+lB8/vOfjzZ/Dpdffnn2o9kvufrcZaFvtcGRSPeRSDOwRveRArOzs7jxBf+w/AMfgLuwhyKs7aEBmvbQ8996+rLQt9rggnc+7WCjcMDhvD977MFG4aDAEUv36x53sFE4oDA7O4vPv2AFBl4le+gKvfbo0AEiwkUXXYRjjjkG//Iv/4Lp6Wl88IMfxNlnn43bbrsNxx13HObm5nDhhRfiCU94Av7u7/4OVVXhr/7qr/DMZz4Tt912G6anp2vjXnrppbjkkkv87z179vhjQh+68DoM50oU27ZC79hhsitbN0Pv3m0yQ5tmQLP7TSZz82boHTtNFmHrVujtOwAAxVFboe8zZfR7KDZsgN6122S1XB/AzJHoE9Vv22LaE1Bs2Qy9Z485dz+zETQ/ByyWUOvXAboCzS1ATU+aLM/+WZvJnAbt2WsyNjMboXfutvhugd6+E4PpPl5y9bmBbomH5QEKoNi8JeDO2+Vw37oFetdOQAPF5k3Q+/aat77NbAAtLAALQ6j10ybLMzsPNTVhMpn79ptM5rp1oN17TJZnZhP0zl0R7k14GHpnoHfuMvLbtdtnqCbvfzTOf+vp+NCF16FaP5Okl/cpNs9A79tv3uK2cQNocRFYWIRaNw3A4I7JCaiJAWjvfivz9dC79liZb4LesatZTwY9qHXrQbv3RDJv6hPzPaMnm2ZAs7PAsMTEUZtwwbvPxIcuvA4l+kChQPvngIkB1NSU0ZN+gWLDRquvQuYd9LVzny64j6XjMzU9adJxbhdGX3eFTGYX+6zp+D6mJ206HmQ+jo7X9STus/Dzn2FFYJVskGtwcPbQa//kiyinNpj5d++GmpoGJidA+/aZjM30OmPXwxJq40ZgcRE0Owe1eRNQVdC7dqPYthXQBL19B4qjtwEA9L33oTjmqHr55/ehOGqbyZTctwPFlk1Arwe9YxeKjeuBwQC0Zw8wMQk1NQnav99kz9atB83PA4uLUDMzwHAIvW8/ii2bgUqbveOorSbDcd92FEcn5r73PkyecAzO+7PH4pqLb0C1YcbgsX0His0GD9q12+wVExOgvXvtKZ1psy5rDbVhA7CwAJqfh9q0CShL6D17UWzdAmgNvWOnoa+JBxE/tqPYtsVkrbbvRLFpozk9sXs31NQUMDnZLIv9c1BbNgFlBb3byoLI8NbKordnFy5419Px4b/4Ghbuujcji+2GhqIYTxZ796PY6mRhedAii4gHR21ddln0Zvfignc8rU73vT9HcczRdTwiHuxEMTOmLLhdCFl0s4vtKLZsAXoNspjdD8DJYgFYXPCy6A3nccFfnYEP//ltWLj7vqXJYtMmk83dudvsjVIWc7Nm/2+zi+07MzwwsqD9+wBVGD9yfh4YDkfma7VtY2JVXQZYJXvoqg4yjz32WADAz372s+htRz/72c/wK7/yKwCAL37xi/inf/on7Ny507+y973vfS9uuOEGfPjDH8ZrXvMafPSjH8WPfvQjfOUrX0FRmHT5Rz/6UWzZsgWf/vSn8bznPa829+TkZPLFDQAwnCsxnBuimBtCzw2N4ztXQs+VRvEnS5AtF1O2jVIo5m0Zrr19YUKfoHpD0NwQKAoUk6xdpk8xX0LPs7nnSxPsTA9NuaygJkrQXAUsDqF6JVBVoLkhFHpAj8x8FaBQmnKvh2KiDPhyHCO6BR5zpTmjXigUU/Jal7LFfcqWHe7zpXHAi4FxwOeGUFQAA2XwLQFVONyLgHsR454rG3oNfwMe2jjjc5WnuSrKujy4zDWTeVlC9YegxaHBXRkTpLkhoAuoyuI+IKgew32ubNeTkjy9fm4ii29GT2TZ64nT1wpqYmh4vTiEsm2HcyVKkNl054ZApYKe9Hso+ozXOZln9HVJekISd8v3Rh1XaR3neqLyOo5+D8WgTOtJll5pw07HbX1ZQQ1K0MKYOq666XisJ/U+JbPvNTj84JDdQ+crlMqssTRfQakKQAWar8zjHUUFmtfmw+cTFbBYgeZLqIXKOH3zJYqFyjiSC7ZMFMpAXJ6vTFmpUN+DGWeiAnRh9koyuNC8aat6FWihAhYqqMkKGDo8jD17PIiVgUTZvBVluFCi6pcmoJivUMxXQB9mzMLMT/OVWbMcHlpDDSpg3vxWU5UJ7hxNWttyCUAJujNl16aweE9VQJWQRUHNsijLGA8hC0OzxjAni3mBR0oWCxWAtCx8/0p3k4XHw+rKPJdF2S4LysmiNPzXBD1fZejO6abjgaVh0swZyWKhApSTRTWWLNI6kZBFT8hiXtgFEGQxz2Sx6OiuMIxkUeV5MF8Gm+SymCqtPpZQ/YQs5phdLDTIosUWjJ2ToUfydUGuN6V5fHShDLY2X0LbMY9UGOvtsocKPOhBD8Kxxx6LL3zhC75uz549+OpXv4pTTz0VgElVA/Abn4OiKKDtW75mZ2dRFEX08XH327UZGdxnPFyZbKoACA8T514+E72gRozjn2bmL55h40YvBsq8VIjjEb0UpumlLB3As4+Py8qHDKR4ijSeJP53DSMZSjnLcWUZLWU5OSs3zeceTq/hYfun5uA6E+mJlFubEJuURtDBh+J4HCxF4TyVF1L1STS5olBo2CSrRJmiegr2zWRLQCwfSs3HcKrN3bCe1MopWpcBaMy/NVhWOGT3UGeTck/LvfguB3Jdkftjah3P2T2IjUQxHtH3f1WzrtZo4hflGs150EwzOdu164bi60PUPUd3BqLtISELTlcdqbSPAYj+I+LkZJH0q1Rd7tlhcvolcUXgX1YWYc66LPg6z/skdC2HOx8n6+s10ZqY2xdzewQaZBHmj2WhQl2aaIaT9BVz+pWRRROkaOL76VLA6QdfoyL74riu0Ma1SvbQkYLMPXv2RH9KKezbt69Wv5ywb98+3H777bj99tsBmGdabr/9dtx5551QSuGVr3wl3vzmN+Mzn/kMvvWtb+HFL34xjj/+eP9R61NPPRVbtmzBeeedh3/7t3/DHXfcgVe/+tX44Q9/iGc+85kAgKc97WnYuXMnLrroIvyf//N/8J3vfAcXXHAB+v0+TjvttPEQl45kLeAIxhjaJww7twDmNt6WMmWNl292crHNQcYJjRbojgvggQS54Cc3X2V/JmhsctqdISeDinjjSQbi0abpinwjyixgtSBB6g9ifUBdN5r1yhHPFCKnG5QopxwNeSNEOi0HCnLz5m4OSD2BCqSQ6J/Vkw5lAMHG2NrA8QCCrJw+SJ3pPB/V9WGlbNe9tGDUv1UOa3vouECorZNdHLi2vTK7/2bGi7Y114evZ6mxEkFEyo55X6IoYOfDZ4HTihb65Hy1iWqbXtxO8j9rmpyOhiAih2sTyPlr+1r7EK1BTiSLsJll7kHU9cP9SK7tyOOY9Adye3tHW3CyyN28yfmfuXHFlpjUj1TbCKWMn5Gzz5osmsZFAnfGA4fYOEFgjb6c/q7gnrVK9tCRjstu3rw5WviICKecckr0WymFqlq+9PDXvva1aJNyz3Ccd955uPbaa/Enf/In2L9/P37v934Pu3btwhOf+ERcf/31mJqaAgAcddRRuP766/Fnf/ZnOP300zEcDvHIRz4Sn/70p/GoRz0KAPDwhz8c//iP/4g3vvGNOPXUU1EUBU455RRcf/31I310NAKlANK+HAUrkX7b+tbAJRgdpRaIZBlhw8wYslI8M6JqTSCDT7mQ1u68xrjW70gdAtDmaIeG6Q03twiLsn+NuyoSG4xYRJ2gakGC6q4nXj4K/lXgqrD6o9Nzpxw3oKZjXk8ikAGJgJqeOJxc3aGhJyq30TQ5ZjLok3riba+jnhCAwvEi0Z7PwdeDaCN1Oqe6OQ1N64yZMNQvM4zzYeilfkj6UIC1PbQj5JxycJ3vsF7k9iKiYG9ivtgJrSHGxkW9v1ujtR2/CSdZBixOnAeChlZaUeebc8y1BooCfm+xN8iya7dcQ7RcoxXgPn6YkwXvozOy8HSnnPQmYDzP3VSz9GchJwsnv0gWifW0NlYRz8lx0tq8GVnyUPIiuZcooKrEXiB4gZYTAxGtYPuN0K+2gD/JTy6LBA2dcEqUHX5SFrpBpoFAhp5KymLcGJAi/BDsq9czuGoy03fW5dFhteyhIwWZN91000rhkYWnPOUpoAYhKaXwpje9CW9605uybR772Mfi85//fOM8T3va0/C0py3jm90KZb6j44zZLbB8M/LfqXKBhLYLShFoloZWwgQMhTJn0qNyMNJQVnbcnCFbfJ1j636kNnb+O1GMN+DMJnoogA8A0eyMR5sJwQdIor8vFwrkjoY5mbtyW/DAF/9avRvL6onO6AmCnnCcUMHooi0ng0nlygWsMuV1Bqw6/GIM9rsB43lgof9xqOhJbiOQepJsz/REAXCBvg30knqirE0CsXOVcrQIcDcpqKYbYGWhr8quP636yubWUk8w9ibcCl4XRuyzymFtD+0IRWbt8YERWRNpUQrSUGws5YIAHWd1osCyKOBvEEdjEWr7nXRc/R6vAfRCGxlEZNa9eqapwdlP4pfYa8jRlNnnkkFEwvBTfkS4j56URepmZSiHICAri0ZaGa6pIKLLfhIFljrgRLouC831I4NfMkhCjB+/+RD5GII2V5Z+FUm8Y1lkQQT5NVn4wCvg2k0WiGXBaeggR5WyBScLiYdtQ0TNWxOhYT8V+/c4vkfUhxI8s/bPbXi5YZXsoSMFmU9+8pNXCo/DD6LsVREMUMEYM8AWQ9tGU1wPWIfPfiDYBQDalSHuFOqwgGlt2+j4rqpdUMiWoztvzGY85GIHt9BFgYSyQwWcqOmO7sECvwigHkgQawO2WXk+KCsrHkxGO60tF7Ugwbf3i2VhYy2qO1UKVrZsXMXHUgk9oSB3jocf15UR64zTE+FEpLLc8abB6xHwluD1hOpjcT051IJMfqNANdwVdXoiswJOTxRiPZHjev1xciPmyDDHAk5PUnwEwobJcWzS1zY9OYgyOUxhbQ/tCHz99HtawrFuA+mM+/XXZvW4Y83235oTy51SPq5tR65/vwhj9UJziZOq2a6F6KaT4wHlA98arQVbK9wpFheE8H2Kz+cCYj6OpBv5rKQbM4mTy566MpcFp5vLgvlCOTrNpMx/ysiiDbgsuK+iKQ4miwJE2i6zKi0LuSYXXBaC/w5yQX5KP7x/5+xCrNMtAR1FsqBQduNqHiTx/Skzrm9n9xknCzdmKukggfuyKVk4OxKy6GYLzKZ9JlTaAlr5lh1f2qffY4UvP874hxF0fiZz//79Iw08avvDDRRbVJTPZALeEZTHfrziK3EHht155YEiDyblYqPq5WC8cqGvB4a1uzSweAfqQr1cMF3/1J3oQwSUdPKTASfqC1C0MScWEbbQKNYm6IJzAoLzRPyIK8D45TaynJ5IPAq44KOme0Ak95qsmT6oSG6JYCPiR0ZPcioj5o4CS47HgQauDwzizTbW86SeSHpl/y56Im9MeCc7FVg6PWHriVtDmvRE6iW5uU1/ldKTNVgyrO2hI0CUuWBBit/T3E0d5+SmgXgwxJxsckEEy05FpwtSjrU1M1Om2vrA+xPPpEknM+dYS7qdTUqHOUssp9WO5U+3FP7UAsc7n6kSdu/o8/uDRrSm5WTB1vicLAzPiiggoNYgwqJoT/govlcr0b/Jyef4Rfqh68dJoyRASj8S6zNbz4npmoPohUCMttqRWjj+iRsH5kK3YEYeV+b0cf0XwVlNFql5mCzgTl4xNzEHJG88SFmQruM6ki2IG6qEyBZqet4VOM+trRHTD3eiLdLLIxQ6B5kPechDcMUVV+Duu+/OtiEi3HDDDTjrrLPw7ne/e1kQXLWgEndelKo7noksmFLSCYXtz+88pe7+aCj3zIV3FlVDwJA5RuuOhYqiXDFqL8VJjUXxsZhDAiKHX2weXDY+g8hWS+U2BicfJqtMIMEXuBBUpB/CTwb7Tk9E4KKY/qjIIYkXVDeWSumAtseCVL0+daMgOhKVCsBjRgMQzxBHuiX15CAFNLk70zIgi9oLPXEbLHO6QrCvuutJLfi0Jw+c/2ZlmNUTZ5OsrJj+8BsQtTXKj7XymUwF+GdKOv+tCCYHDtb20BFAOpWAXyMU2FHwRFwTQSqwBPz6Rs6JjYKIXKZE2hzAj6TnblzWRmm6CVvwRyDCjcPoRlEONHN8QSKISPsayeCESNw7VPH4vg0fB2lZEON5ThY8yOkaRFhZEPOr6rJoXzHI4UcUspcOV/44Su6xBkFrdDNfyoLf9HOQ4X/MZ4QxMzccOx8xjm4gJm64eFlwHzU3bqzD4dEb/ogWxW0lRIFlXRbEbCopiwZaazeJE7IYOwjkpyLcqQEn80LY/woFmatlD+18XPbmm2/Ga1/7Wlx22WV41KMehcc+9rE4/vjjMTU1hZ07d+I//uM/8JWvfAX9fh+XXnopfv/3f38l8T70QS7qVchK1RZD7vwp1lfBLnrGUVc9u+loAnqJgJNvArLM7xYNzNEYosx5eOILtFs4gHDcADDn/8VCLhY9knMfKpBz+LnT7e/I6Th2kMcPo4xRkZA5jDNThTZUliEALM3Db0r17N2vILfUpqmkbkR6YvqovsADSGe8Xb1yNybqG78ZU0MNBqHeAbHxYZ+R8heYE+j5KfqQyZwaPWFzH2hQLDPJoemIE78xAcDdsAn0q1g3mvTEZbm9nhDTE7uZ2SPzqlCgyvHX6YnTGRbUqlAO8wndTdGX05PlhnHedLfK3y67toeOAi6LgZBZ13wP1IDqoznCBHMGgfi4pq5lMr1j6OxNgF2B2Q8FUAUo86kWci9mKZRd1+2qVwsi5M1dkdGjKnL2Fb9x2AR2fQC557cL+McxVGFeHAOHd6CbdOpocBRlBl72re/gZMGceELiOTmtgX4/9OeZ0IId0Y3eYdB+HNLLQpNRg6Qs6iTUB8r5SRY/H/gWQFVaWjOykIGflAXv76BDkOkJsbw09zeobhddbkL0+6Zd6hhzdBOC7VW1TKbDPfxULrHh9KMytR773NIt8ZCykHhIWeTABb6VSbZkZYEE/7uAt0kXHAebN+sKL69MkLla9tDOQeZJJ52E6667DnfeeSc+/vGP41/+5V/w5S9/GXNzczjqqKNwyimn4KqrrsJZZ52FXq/XPuDhDkUBYkpHZWkWP2fAyjiCxI63+UBEhXS799w1AQOXxdBQhRGdDypgg8ZeLy67OzUF65sLLFVYNQyuqC/QBCQDBiAz1go6quOCdP5dtkrc+TI/5YarEL1YJ7rDVpe5CxgwDB+893e/3J0+f6cZQVZuI3B37v1LoZyeqLqe8KNRfMFDrCf8JkC4eYFo4ydNUIP247LhuU1YnMB0xjl37BZaVuf0wdOT3N1GGRi6anlc2t/FBTzxCkY3tNQHZPQETE8YTrwsMinK3XG2c3t9VXXd4C+kojKtr0BaT1YELDkj91nFsLaHdofoZIbMapLyGRC+tCTBBzkUBUlm3B7gbC/aEwpAJ5xYNpm/QcvfIsluXEbH8eTawh9Tke8sYHavivDyQFUwG86Bc6y1MS7Fs15FEdHqnzlNBjmobXmOPsX3mbZxHE78JrgLcviRYaCGHzrRChuE9IGMLOoECZDvtOgPQn3fjkOIsmc5WSRv2jNZxBlqeFrl87/xKRWGOrFxOE5SFk08i+yKZQ37PaAcepyS7wcJA9XH5bKALTvfswmi0wUJWZRVwDshizypPJOpGmRRJ6cTRC8OA8xpI7ePK6AM/Gs9+j0urJI9dKQX/wDAiSeeiD/+4z/GH//xH68EPocPRHeDrIL3bcaIH311BurbK+tsWoOXd3lcwCmfjQDq2ct+H7BHi5IBg3gmLnymgmsi2yxBUYyJ+CwtS2qJQOJgZahywDNXMqvEFx+WyYzqcxmqlMxJ1oujrD4IE3IgBD1RMC/18ZGEnFuxsXQdDyDWk0gHrJ4ouUlm2lNCN3hwJS4xpqfHOhT0hG+qHIoCNGR3PHl7CnZh9lcrH7/wK7vZ6LTOyLfLys2Tv/inpifc4Qb83WClTAaGrydy7uwd65zcx+BnF1glG+RKwNoe2gGsjZE95eGze0qx9biDh+gcVFtW7pk2bd5eGb0BvmJBRCq75PAyFWwdUKGsFOKTLhmcUi/cA8yxen5DyT+T1p6pIk8fu2llg5AoMBI3U+vjOjoEf/kR0OiGaY5QsMAUaVm43pEsWNY1TWjAXb4cT8qiDXI42UePqHInjYo0/+RYdk4nC+Ky0CG5wAivjxXhzmThTh3pKm0XrQGde3uu04n4UZr00eAGWUg90kyX5fsWcrLg+35CFo5/WVnkQPIkI4uajncF/1UHa589/qhLB11ZDlgle+gh5v0fRhC9YaoIzptCvDBqtjDWHixnRiCNkb9dthBlP0cqEJWvrhaLmR9f+eooqDQIsp+JKJPdpYyevThUQL79y5fhF4TwnKIN4oBAL+8jj1xFMk8EDD4w4AEDYjmDvciAb6BcZ1SCDiDoCccDqB+Frd1oUI1tIkfBgccbTE8MHZFqcEcqdbdXlg8wqNydURnQR/UUqnlA59tA6EmmrBLrBHdgI91Aml/8hQupl5fk5htFT5YZRn6WxP6twRECyr0UjeLsi3diu2dKeGAZPdPGn6mSb3lOvtiFFWpOrKrfyEnemAOyN/D43Gy/J7setH6upfacGOdb7mYqWzM8fvE8itdHz5KytjlZ8D4++4P4aCoQ4c3fNZAFN5Xbv3KySNATj8Nu+MvjspEs4vGTsoj0MyELrl8O2oJMfi2lv3zeNv3gdPCXCLlxo2f1Q1a+JosavgJvvu+1rdnyJoSUhcte+vdMCFk00cp5kpNFip4O4LLN5CK92rsVuH2NPHwnWC176MiZTCB8zLkLvOMd7xhnilUPii1EcXreKLvyZZaFkEGF7wvvnBMA2COvptzwqQl+1zdzNzGZtXA+K79TrIDkd5ejMg9YXXHlHNWxQWxIyW9m8juiMkaWNwRYYBrLXMf1lNIFCDkgsF0T0HP1LqspHQRWdncoJR5Au54kyq2fMOE643jmaOC/PX4CuCMV3fA40NAUZHL+svpUcC/Hie6uF55f/K6xkVVOT/g4SOhJsG93nyDaqOXcgqaR9GQNlhXW9tAW4E5lbX1S3XWTv4CErTchiBC2Z37Af64iHozZoquK9xGVKNecTHcU0/cXwRaErRIiu83TSoxWFcrWsY6PU7I5ZEDt5pP0yZuNnLaMLOqnY0ImLbr5LJ8Vb3X83fyJYEFJWhuAyYIoZPdMOZZF+9FgJHQ1yML3l++oSAWZiTHDEVBGP5+rVT34EVKKj9u6538dffwGZVdZRIEbs7tmpJL+qJdFhKvt00W+0mZyshg3COQ8J9TkGz53g/QNqyMIxgoyv/nNb+Kb3/wmhsMhTjrpJADAHXfcgV6vh0c/+tG+3cFzGg8BSAUDSvE8j4Fam0Rf165DoGgcRLEJE2LHMXl0EaGepy+jegF+rMQimbtTewiAdCgiXstjTpJGIZ/0G8xaym5l4otwypGCCx54sMJkWwsYWP9W/Uk/b5kOMKSeINRzXeoCqUCpNt8BhozTUNOTCPyOx4K7qHc2oIvmy7210DuYDXoCN7WTQ2INYYFoIx4HWg5ucx61z2ECa3toC7BlsrZfMX3u7Fjz/q4+ZW9A7NDmRxb2w/GT64ncHxHbmCyTaCMd5jyxBhG/HLg9AXHgIIPDGnqZeaJTPVTHKdVN8jy3zuRk0QYpnnNZtPYPJCX9Fs6/Nvxkfy8LqvPfQQ5HxzPOVH/qiNJ20fUmhKSp5jNA6EdmXN8/R3+dnixOvixxlfthC041Wtk+nZIFDI9HXmWj8RPyjeZdoY1rleyhY51jPPvss/Ebv/Eb+MlPfoJvfOMb+MY3voG77roLp512Gp71rGfhpptuwk033YQvfvGLS0bwS1/6Es4++2wcf/zxUErhU5/6VHT9/PPPh1Iq+jvzzDOjNr/5m7+JE088EVNTUzjuuOPwu7/7u/jpT3/qr998880455xzcNxxx2H9+vX4lV/5Ffzt3/7t0hCvGUhTfd0hrTt/ubLYeGsLpooNGR3KrYoYTDJaO9hmwsc95PwkBcREJuQks3K8eefAEvWyW+yIOZDSIYkcKS5zRO0Vd7ZyDklb8MD1B1x/5Jj1rq16EuFb1634ZgvS+B0I4EGcrOcyjOrZhox09+xxspyeQM7H1wPETkLNdt0cAkflxnVtGvQViPVkJQNOGvPvMIG1PbQFvP6LPQ2snLNbDtG6Cch1kpi9hCOQuSBC9kferhqzF/wTIYw+15c7rrVyC7F+nWH8SQYRiTKnMzN8CP7FxpiTRe2mYqLe9g9odDgaXJMf0rJoosdebHx8I8X/rCzkPm7Hye3JHO9oGLEPR/V8L0BaFllSEzpRo9X5JYGx9eeTE2NH8nNbvuqAEvcNUplyyfMRbMGNw21VyiJHTxsk1pLGfXUlYJXsoWMFmW9/+9tx+eWXY8uWLb5uy5YtePOb34y3v/3ty4YcYD5I/ahHPQrvec97sm3OPPNM3H333f7v7/7u76Lrp512Gv7+7/8e3/3ud3HdddfhBz/4Af77f//v/vqXv/xlnHzyybjuuuvw7//+77jgggvw4he/GP/0T/80PuLR4pFS6kSA4QxO9nXX5F0yX490fTxhKCYXsAT+zRXdgNN6yEDOyQfCpomwWKi4r1iDMxt206KTWOBSAb6TVXaDSy1mchHO6AnTJRXN3aZXiEGxPqJYb8fwa8LjYEB28U1fqNVyHgGBL0lZoV1PagFnAwLSERFrQP17dhk8XJ8DIIfV8jzJSsHaHtoC3plGLRgBhF/d6HAGx5ySaw93Qt0cQMOCwCaW+3rDnht1lZtwnb6o3NFhTzu+fCxh6wBULqDO7gkCvyRtGZwiWSBBa0IWrZBYL1N4ZLtLX6oDrTlZpPgf9Zd7NYD2DbMZpxR+OUji5FjQtFe1jBtNkCq34eTKdVlQA97t4zbxKiWLESAbBIuya7sCsFr20LGOy+7Zswc///nPa/U///nPsXfv3iUjxeGss87CWWed1dhmcnISxx57bPb6xRdf7MsPeMAD8JrXvAbPfvazMRwOMRgM8NrXvjZq/4pXvAL//M//jE984hN41rOelRxzYWEBCwsL/veePXt8eTDdRzE1gJ42r8MupvvQ0wOo6YF9M9gAaqoP9HqgagAM+lDTfdDiAOgVoa8Kffk4tbJrT7Z+oQ9oMuWqD2gd2iskcauP2Yee7psxp/rQi32gKqCmeiDdN28Nn+wBfaCvzNvHBlMD0PQAmOhDTQ1AwwHQL+xYA6BAKGOUch/Qtlz2gbKAmuqDVAUUBDVtXotOZPna74NKy9epvsGpp/y4xbSjh8x1begwfQmktBlTKZAeAJN9qIm+paeHYmqAnupbmhNyaOLrdB96zvJ1egA9dHztg9AHehYPrYyeTPeBwurJhKXH6cl0H3reyTTDv4SeRDwC4ytRq54Mpvtex8OYUk8cX/tAX43A12XQk5q+tvOV88jYH9MTa0sTjG7VH4B6BCgNtW7gdc/Q0zP0DDg9anT7m5b09Aw90wMQDY2+Tg+AEpavZh7SVk8m+xn7G7Trq22vpvrmWPU+LD+skm98rRSs7aEte+hkAZrqmZtPkz2AeiAUplwQ9FQPxWQPeqqPYrIH9AhU9c31Cr5eT9rrmqAXXVmF/pN9FJPmre+uDrrw/cL4vXCdyNfTlJ2zz+YCfJmmesBkD4qNRVN9qKkeMNEDLfaAQQ+DySLQPVlATZh+VPYApUR/00dN9kCVoSe6XhaAMrwi6gE9ba47nCrz/Uc12QPQA0Hgx/pAaVDZt9ct/Qiy8PxhNKNH9T5K1WThaZ7g12NZ+PGLIikL06cP9A1fpCxMnwIo2FhSflMN8mOyCPQjKYuIF14WdflFsp7qmZffcP4PC6BIyG+Ky69uF7H87HXVS8uPErY02Ucx0QMKDdJWr3uoy0KDlaUt9SP++TmLAr2qZ+kOY5nrTn51WXiZDHqgyV5NFt7+JtKyoElLZwdbysuvmyxStkDUQ/Q92OWEVbKHjhVk/tZv/RYuuOACvP3tb8ev/uqvAgC++tWv4tWvfjWe85znLCuCXeDmm2/GMcccgy1btuD000/Hm9/8Zmzbti3ZdseOHfjbv/1b/Pqv/zoG7gPzCdi9ezce8YhHZK9ffvnleOMb35i89pKrzx2NgMMELvj/mh2ZwxHO/6szDjYKBwWOVB0/0uienZ3FDS/4yPIP7LJUo/Y5TGBtD23eQ8/7s8eORsBhAkci3ee97sijGTgyZQ0A573ucQcbhQMKs7Oz+OcXvH/5B14le+hYQeb73vc+vOpVr8ILXvACDO33HPv9Pi688EK87W1vW1YE2+DMM8/Ec57zHDzoQQ/CD37wA7z2ta/FWWedha985SvRB63/9E//FH/zN3+D2dlZ/Nqv/VrjMZ6///u/x2233Yb3vz+vGJdeemn0hsA9e/bghBNOAAB86MLrUK2bgd6+AwBQHLUV+r4dUOvXmUzm3ALU1KTJZO6fNRm3ddOg3XtNJmVmBnrnLpP12LoFevvOaJxaedtW6B07TNZj62boXbtNJnPzDPS+/SaTuXkT9A435tYabvUxt0Dv2GnG3LIZes8eoNJQmzaCZueAYWnoqSr0VYWXXH0urnnZ57C4fY/NuE2D9uw1mZSNG6F37jaZlM12XId3Cg9ev3UL9K6dJpO5eRP0vr1AqaFmNoDmF4DFIdT6aZNNmp2HmpoA+gPQvv2Wr+tAu/eYTObMJuidu2IebZqBnt0PDCuoDetB5RCYX4RaN2UybvvngMkB1MQkaO8+k3HbsAG9hf14ydXn4tpXfQELP72vmZ4ufJ3ZCJqfAxbLWE+mJ03Gbf9szFepJ1sYX5v0ZPuOmEdgfNXUqieD6T5ecvW5+NCF12E4Vybo2W0ymZtmQIyvKIegDnzVu5agJzsdHpug9+ztzFc+Jucr15PJY7fi/Hc8DR+68DqU/SnQ4iKwsBjpHqYmoAYD0N79JpO5bj307j0mk7lk++N8nTX2x/k6PWUymfvngIkB1KTja4Fiw8ax+KqmJjAsDqPI7hCCtT20eQ/98F98DYs795kswfr1Zq1fmIfatAkYDqH37jM2//PtKLZtAcoStH8OassmoKygd+82enzfdhRbNgNa+z7QGnrHThRHbYPevgPFphkAyveB1tDbd6I4ehv0jl0oNq43mbCdpg+IzLhHHwXatRtq3TTQ7/s+AKDvvQ/FMUeBdu8GJqegJicMrsccBdq526wbExOgvXuBQR8Tm9bjvD97rKH73p2mz9QkaP9+k31Ztw763p+jOOZo30dNTZu1QGuoDRvC9X37TCZs3TrQ/DwwHEJt3Biuz86aTOb6DcDCAmje8NXjPG/3940bgcVFz1f98/sM/QuLoIW4D4CkLHwfpaDv24FiyyYvi8njthma//w2DIeUlIWR3xagVyRlYfpsMpmwhCxCn8Ks6U5+ThajyM/K3FyvyyLihbuekN9gsgiy3rmvRX5BFkn5zS/UZNEmP1pYZLZUQu/dO74tVVrIYsbQv3tP6LN1i8lkzu7FBX91Bj78ptuwcM99HeW3E8XGjcCg39mWuCxo926oySlgahK0f5/JSmZsKSm/TrZk1ihXF+nP/ByGC7MdV+LDE8YKMtetW4f3vve9eNvb3oYf/OAHAIAHP/jBWL9+/bIi1wWe97zn+fIv//Iv4+STT8aDH/xg3HzzzTjjjJBlevWrX40LL7wQP/7xj/HGN77RPy8inwO76aabcMEFF+Cqq67CIx/5yOy8k5OTmJycTF4bzpeoihJ6zjgPxZwpq14JVBVobghFhTlCODcEKkCp0pR7PRQTQ9NXKd+Xj1Mrzw+h50pz3HGuNGWtoSZL0HwJVBrFpG2vXPuWMd04RCimbbmqoCZK0FxpjM3Rg8rSPcTQ0QNLT7+Hom/HLRSKKY5313JpAqApWy4rqInK4LE4hCoGgCbGV5i5S0CpIeOrGZfzyPClNItyvwQtlsDCEErZY51zQ3McSfcsPYSiP4SeL72sh5EcOvB13tIzPazzdVHoCezxI8lXRg+UsjJK8G8uUU8F1MDSBgS+ahJ6kh4HAIZzhu60nljd43wdlsB8E18105MCxRTjZY6v8yX0/NAEYvMMjynL47IbXyPamP15WVUaaq70dJf9IdOTAQArHyqgKktbSVCFlVVRBL2X9tcoqya+DqF6Q+MQzA+h0DdB5twQqBQU9TL2N2yVr6tXVKDstXyvbkwY5/mQw+mZzLU9tGUPXdAYzldmH+tXoIUKmK+gpipgWEHPlygWKuj5IYqFCigrYwcLFVAaezHXzf/QOpSrKr4+ZfYvV8fb6vkhignzWEZqLJobQhUTwEAFXCi0pfkKQAWFitUNofoTANnrpYKarGK6UUEpu8cVBVSP9Z8rjY0r219rqEEVz1kQVK8y+//Q7JfRdcfX+cBXPV+imC9Bc5XfY7FoxlCMl7RQ1vpAqcCfIevjeMqve/5pS3OF4aKGnq+CLOa5/EpzRHa+RDGogB7F16dKoIKZs6isLBrkF8mn3qcuvxIKvXCd4eflhzJzvQSgIvkldTwrv8rcIM3Jb4HLbxjkNyyZ/IaRLGJb4rYypi1FskjIbz7Iz9BdYuiuzzH5zQ2hehNAFWxJz5coJkrzmEubLTm7QOn7U2RLga81W8rKj8mC+Z6RfImg+lW9v5VFuRhkvpywWvbQsV7848C9JOChD30o1q9fX38L1UGAX/iFX8BRRx2F73//+1H9UUcdhYc97GF42tOeho997GP47Gc/i1tvvTVqc8stt+Dss8/GO9/5Trz4xS9eIiYdH4KuHZGm0Lz2AgL+4HfDiwXa5pAP47eOLx44HwX8k9upa8tU7yZK8TLZP/FyAg7Rg+j2Opu79n6H1Et75Esm4g719pLHGVRH502iXtDT2r6xXlzzeIuH4Hl97WF/V8zodE5fsy+6Qro+erEDHyrDez6OHN1X5+TRdq3lgtSNTDvyKOYGlS8hyNRz+zkQ6ziN+XeYwdoemgG+Vru3ShL7c21qzUSFXEeariMzPon+7Lrs7q8r3jb+3xWjsTjdsk+EC9Xnktdb6zLliJCmsRiuEP1zdVKGtT6cfmT6W9xar+fmz9Cc5AOvk/RLWUj8c7xqmV+OmZu/iSYOto5quAo5SFsg0afJltweXLsux8z0Z7pCQIRDmsa4LrIl3r+JR5KXHKma/Nr0muMq+vC2KwE05t8BhrGCzO3bt+OMM87Awx72MPy3//bfcPfddwMALrzwQvzxH//xsiI4KvzkJz/B9u3bcdxxx2XbaPstRP7SgZtvvhnPfOYz8Zd/+Zf4vd/7vaUh0fR2KWf4vlx3hrOvUidKO4JE6YAmNY4zhOw4XeqZkXUIjLJ2lrvg6p3z7FEXC5U0+mxggbDpS/x4DOFoy729TKl4HD9+w7xyQkYbcV7W8GfMjILYLDMz1an6hpWmk0w6tmfqXd9hEsFbSla8Xs6X4bH8hE6aXKnHod7bXxd7k9fkFMn6MXicFKPjsdQ/inCkYEBsjtTaEo8TOxrLDITR34p3EDbIlYK1PbQFvEOJoIPu/+jzIMTWS67nbJyag5677omr73c1h1PVr7sBoo/Ss7E92mLt4f/LOrfmZ68nxsnhTIk+0okWdZQdP1/X2id13fEsJW9Z13CdUjxrmZ+64Dcuz/l1TkdXnib7UH3OzryTcyPWy062xObUAjeOdyd+ivGlLdWup+hMjd+BX7xtkjcJuUu5dNWFlQA68HvoFVdcAaUUXvnKV3buM1aQefHFF2MwGODOO+/EunXrfP3v/M7v4Prrrx9nyCzs27cPt99+O26//XYAwA9/+EPcfvvtuPPOO7Fv3z68+tWvxq233oof/ehH+MIXvoBzzjkHD3nIQ/CMZzwDgHmZwt/8zd/g9ttvx49//GN88YtfxPOf/3w8+MEPxqmnngrAHO955jOfiZe//OU499xzcc899+Cee+7Bjh07xkNaBilO0aRjSmh2YqUj6D/Gm2qPeuBCdgJfz9sX9XEy49de/R4uCMhocM7QWuslHxumszwjed3xAOF7T9lsgZeJQrwYUeCxwDsKaFIyBOoLsfLCiuoVG1+uXQGPNOrZ77K18VgkCLNromzfVu8g9U2qFM/I/RPLyrdp4rFCgsecLqqNQ3KjSgSNWdlyyDNsaXovg2YxdPxD1a+zNSG+x8Hr23i8shvkWH+HCaztoS3g1mKtvexdMBAFMdKOk04lEnX8T1zXYjyve+66jjOVJHDRGm59p8iWOA4JfG0d8Tk9/Q34uTISuJBm1xN9Urysjd+hD2/H+yf6tAehEmfty6QlzfY60xN5vTGITOFf0yud78/reB/OM93UP6GDOTkl9Y3Rx+nQhBpNvgPnSW7cTH9PnpO1sAWI65DjIaZ1BByiGwhZW4r5FdmSHDel6ym8O+q1Z04N/xUCGvNvTHDP2J988skj9RsryPznf/5n/OVf/iXuf//7R/UPfehD8eMf/3icIbPwta99DaeccgpOOeUUAMAll1yCU045Ba9//evR6/Xw7//+7/jN3/xNPOxhD8OFF16IxzzmMfiXf/kX/6zHunXr8IlPfAJnnHEGTjrpJFx44YU4+eSTccstt/g2H/7whzE7O4vLL78cxx13nP8b+y1/wrEm5gDHDiOlnW1XVom+Njis16cDlzBQqn1mHD+vvSaDT9+Fks65qWdtMoaWC/aI0S8uyApfT4QQ3EseyAwk6TqO/j9OK7tsJkCSxz5wETLP1rO+VB+nNnmHrFmWl6ngM1r8ZICSfgbPjyOOTZNvX4tmLO7xzQyfVUsFb4430n466H3noJRHn14duI6wPk3jRMduMyt3qp46yMqzUmxquQxnIfWe0KivMDewWvW1ibalwgHeIA81WNtDW6DmyFEoax1fc+u/pqgu7cS2XycWJAbnkV2v2PyazJom+6sU7qyPLZugqYVewQ9y+5d3fMX4vE/kGKf4Z8uuneQhr/dj6nwdn19n5vRj6lp/IhaE1q6TwDn0ifkQXw8BF1jAx3mjE9cTPOHBW1KPbNtRZMplxvswPEkGuR3GdH0oOT7V67j+NtGZtJX6GNk+pnG6XcKW6npdr4tsifubo9pSREem7Psn9JqY/KXerQTQmH9jwL59+/DCF74QV111VfRt5y4w1ot/9u/fH919dbBjx47sg/zjwlOe8hTknDIA+PznP9/Y/5d/+ZfxxS9+sbHNtddei2uvvXYc9NKgFIg76w5/nuF0StuYmWw/0gbA3k1SoUxiHFfP2xdNznMqy+Y+jMs0lch8R0/SSYDLoNbm4JAJaJALXNxG43gTzZviDTEeMJp8oCKDSbtQWL6HmZmsahkgxkt5TEoVME+0J3jcJltGAkcjz8sR6pOLja1szYiKSCcXGDk9LDI3PnKyQguPu9iD1FfOy5YMZzRWo33agIwFqxE0yUrn9J7zOMGzZNrZ4SLw4LhLvQSs/iX0VVWsfoU3ySMY1vbQFrD4kiYo0sGBqzl2qb/Utab2FI+nqyhIJAKUdYLD/Co/dsWuu4Aj5bRrQi3I431IG/rBaZdzaoB6LMjSIK3tkyaMNpkRdWPyQMv97/wJrRmv7d4bZRJZHYK8QkDIaHPLKKeZ4RECc+G/OB1QgQ6SN5M1AUoEsdF128fzBJ6/dT64dVTgGfFJrKtai+sF4wtimfG22tGnjY4ngzuGH8MjaRck6PD1Wuic6MOv1/QZ4poIXFO2yH9Lemq4tc3XEXenVyl+dLGlGg+pbkvcLlK2BIaP04XcXn+QgX+TGGh+CRsAXHTRRXjmM5+Jpz71qXjzm9880lxjZTKf9KQn4SMfCd9OU0pBa423vvWtOO2008YZ8vCCQsXOulM0xZxHp6S1oM4ZrgoKzcfJBjSZwMXNW3OSi/o4WqfreXu/CHP84+lCAxUW1hTkAppa4MImIHchXPNHPwrnbAsey8CF08CB7EKhChZQQ8gKMS+14I2vt7JSSPC4QYacHjc5f74wyTNq4HGqno3P4xbPr4ZxChXXS5nweteeYpkkj6F6HiOh9y366nnMFnx384M7QGLe6I65KgINzHlQ/iaKtB/utORkkuFlG4+Tx+3JX6rfFCksGileivmcM6cSa5RfW/g4aVSXCqM+SzLOm/QOZVjbQ1vAZXK800bBQU86tuT7UM35tHV+zPgvDGGvR0Fiok/FgtAowyau+4CK4RP10YicU4DR58ZjfPB9QkASMknM8XVjsiDRZ3lcH2JjEbvu+8PzzvS37UiMafnmrsdzhj7E1lQeXAEAQVueI5IvHzPqTzrqD61BlTaoag2S170cTV3tuqsjNyfnSeI642WEE7nMtPZ8Mfol+vCAnvOZENMWZVqFHkUZWR0HlN4WUoGrjvoks5YtthTNX1XBViJbqttZ+uaQDv5OypYiHFO2xOxHBnrSlrjeR7aEuE/NlqTeZmzJ9iHJpxWCpeyhJ5xwAjZt2uT/Lr/88uw8H/vYx/CNb3yjsU0TjJXJfOtb34ozzjgDX/va17C4uIg/+ZM/wXe+8x3s2LED/+t//a+xEDmcQKWepXTAgofW5/lq4xinl+SYUeAi6l2ApeU4Kj2OC4x4IKZJZJKssZHJGNVoY0PWaOPQGhipaL76OGw+gscxeg7G85gFLt6Zd/8EekCA6inIQC86kizkGXgZB0ZKFSA+r6Mhki359ujzYDVBMyHPyyyPE/XEeSQzky03BFSmvUiyORqUKmJdIjGOtJOs3mf0NZl51/H4fO7ohUCB93786CYFa8/4Eul9Vh4WjxS06b07ykqsPpqG6ysBPcFjqfdybYEyQXVNX1Wsr8QC8TVYVljbQ5shugHEM1PcceMBJHcKhUMsA6joGTbvrIfx4iDR9DV+Kb+uouAgOMrsOgXco+sRvhrRekzsehRwSRrBghcEx5Y5yWSdYFUUoU72cWsuCzaJNBQK8IAyCjy1NjfxItwY/iJTF5x/J08WbPAxfX8WsMoxpePP/8/Or8P+5HwijpeO+1DUlumgu14wXnI++j4F0zvEQSp/vpTroNNlPk8tuEO4znSLB2XEdcfrGRuf614tSzi6LXne1mxJRzgpebNX2kPOlnzbnC3xgFDH16UtcXkJGnmfui1RZBexLQkbEDZLmpb4DY+VgbvuugszMzP+dy6Ledddd+EVr3gFbrjhBkxNTY0111jk/9Iv/RLuuOMOPPGJT8Q555yD/fv34znPeQ6++c1v4sEPfvBYiBxW4BxrB87ZzB2XVXzxsNeUDVaTAQobE/ABTa3ejmMniNr7TI9or2RA5trwZzg5DZlnMkM1W4AltAVM8kU+LFtVz+i4gIb1d4uyzOjIACslE8TjeF7WeKwZL4XMU0c8tTY89k6Ma0LxOIGVUWBEowYuyfaU4L3kTWacWpDJeMn6+s2qcM/+MYJsvW/n650DkNL7jL42ZfZhNwI+d+pZSqffTqe4Q9MUDLv6Nj2W0GYPyiGYqhdrCBIBr9tovZ453gSnQNWOMaf0uIG2pQKN+XeYwNoe2gIsy+Nt2Drr7plI//yed/BCVsTVB+cR4bpOXWd1bHzpLGev27GI3HUVriO+7rNEUVaL7H/a9+EBYZQp44GfCLTCnPA8idY00Yd04K0fp2F808fyM5URYpnCesaW4STGjMrEcE1dl4Ev53PE83SQGGXzAJs15PMzvClxnQenTjYR/Qxvz8cwf7ihoP3/9T46oj9kx7QYJ9iF5BkPfCJb8X3I0zeaLYXrVAl8Un001fRSjpm1JR44Jm2J6rbkbqKMaktRn4wtRTymiN+1Pl6XVgiWsIfOzMxEf7kg8+tf/zruvfdePPrRj0a/30e/38ctt9yCd7/73ej3+6iq9m+AjpzJHA6HOPPMM/G+970Pf/ZnfzZq9yMDCnnczzp2CmyBAYyTXMAfSbDgXzwgXs4BrYF+P5RDB+sgqnCnCfABluJBrGuvEuO4O5RANC9xZ74WxOYymcFpHzkw4tkxFnD5wMU722yTAVm+Mzw8rcpkafimEgYCm8COU5i70X4Yu5gUJgAiTUDPDU/saKbgZa9Xqw9ZMPncrk4HLmQCdnIBUMrpJyFfDikec31zAY1ff5tlIj+8TmycCAPNeFmWQlaw8uB0Wvkqdo3PndJ7p69Ovz0NBDVIBOy14JCN0+vBKWzkJA0GfkxGNLuB4P8RQHmZtNmDOC4bZCICfG8PBUBVzGNvm4kX/OSO4kt9zdK2dFgtH5JeCVjbQzsAc3b9zThX1pXRVe70WntTLPsTOc2wa693kuvXfV1VAYO+d36Vs4Padfucl7S7qoIa9IMT6vrbddc8GxbwiBxYGRgyxzvQGwLfEARrwS9Whmjn57LlXpEYE3BBqPJZS9a/12NyYfi7gMz1cddZEMUzfP5/fuwyFYTCoazDHsTwjE5yqXj8Wh+3vtYCVzd3EfDmuuhw4/39/1w2Kt5jteQtG9f5Fik51mQs9MUFYFpDaaerYhzYbDaXL7clSvyNYktVBfT7eVtic0TZ+tp1bheo46SdHKQt6aQt+expZ1tifaQtOb3QGdk4W/Ljyes9rAQciD30jDPOwLe+9a2o7oILLsDDH/5w/Omf/il6vXbaRg4yB4MB/v3f/33UbkcYiKwOz/bwgIYQjgb69ras7DV2p8A8AM8CHV7fS2Q4iYwDqpTZmHl7F0zKcfr8GTcLmhA/dxhoSB6XhaA342znnPCYXwwaM0AU0pty07cBuLxrnDzi6WTC29lFT6nEUWUWsNd4Oajz2AdMSo5DYl7Oy8QRzxoP0oFL+u2yjLaIx/nxc2+XDXoiA3bN9Bsxj/k4fD4XBAr9a9TXnjsS2hCwM176FwJFgTVB9Rld/q5m5lgsyRdhJYAwmkyieplldDRIvXT6neFlvzAWWHE9DoFsUl+jUxWcdysAKzj0oQxre2gHSDjo3rF1QU7kGCN27qKyva4T9ez4oi+7IJEdMzTXiV0fhP78GtmAyV4n0jYIlXMCgHixiP3f0+not7gRAOWdccYbR5sbJ5l90aGdd6I5n9l8kWNN5rxbLaAUY/sglEKQyWngZa3jG/HkXvxT+MC2hjNYWVE0vw8i3fpmUYn6KzZmbX8X+DngdGZ5SiLIdvg5non+nBc84KvJMfRxwaOTfzROLRize5cPEiHa2MCU4hsukV1wnrTZktYsGZCwJT4G19Ha2ECwC9HHjpm2JUrbklwzuGyTtlTnYQgoEeTMx4kCT6czol3OZ10uWOHhN27ciF/6pV+K6tavX49t27bV6nMw1nHZF73oRbj66qvH6XpkQO1FO5rV+0rUAwsLPNsgx0kec3ULp2J3e0y9csFqLTBKZSbZOHLe7DNunHCK/ovoTEEuoyOzbL7eLjDyRT4uYMg93yqfS/U8SmSGXLBKbBwKslISb57JTPEyGfhzHoc5VJLHnC7kF62ReMzGV6KuLfsmg0wfNIpxXb13NphuJPXebio+y9ZVX1NHldn4WuCUOy7rX2jEN1rKzCvwz/J+KXrPwNEg66W+RjewCEoGpR53uOMN8dw1WhtoW4Mlwdoe2gLsRk/s2FrHz91Ykg52LTvT4Czn/ny2KtPHOda5TFDFHG+553AcZX+IPsRfTpahkTm8/ughd3JrQbDASTrOfExbNksLH0cEWZGMdGZMK0/N+rulRcs5GX4Qn/DQqaOh7gVI/EgoovU9HC0VuPL53Z5QCzZEECplJoNoJzfpP3A9ZPMT7yOzpzzY53xMzZ+zBVnm42d1vKMtVVUtsMv/JXSRz5frk9LblC2lxuhiSzJozdmSzuDvdFDaJC8fwTDWi3/KssSHPvQh3HjjjXjMYx6D9evXR9ff8Y53LAtyqxbcEVgHMmMFhAVWvkzGLXRFwtl2mR45ZpQBSswlyzYzRLlxEjj7zI0zSodrMpOJOLGVPR5ILfXiDKbPjvEJ7LwcF9+HLO6IA3aS8/LNAOEttTLAlcGnrY95w2iQb+t0ZZ6tI1Hv0KnhmggYOLTyUpIreOx+to3f+Ewmn8MO6rPLrN7Jg89H4lpNX5U5MpzicaI+mWl04/t6Jh//llowJ4C9EKhmSzINLoHGl1Xt5pLQgShgRz2D7/o4O5E3RdzLlZK2L9ailQJhXp37HCawtoe2AHfYfNDnsgZizfBrs3P2hRPoryfqpc2Qec4scpx5mQjEHetEdoZ0BZUKUnmGxvcXAVPNseaOPWr9fSaGRH+JH3e2fcYnzpZFzr7rY8uxs02sTxjTZcjc/NFbOMkFpLZ/Dz5j6Z9j67P+yr54yOJBqNPkr7sjqvY5c9eWOG9V6KN0eDGPsvsweTrD0VoiW2ZBsDlVw/jjviTgZE8uQ2h5VRRmTM7TWhDM9czS7vtwvWV9ahlRdp3bAi/z/iT7s3FGsCWjSwxHBzU7S9Ab2QUStiT7pG4SpW5+CFtpsyVflrKQ47fYkrMFbku5vX45wLJu5D5LhJtvvnmk9iMFmf/1X/+FBz7wgfj2t7+NRz/60QCAO+64I2ojn9k6IiHKsrmyEg66VWr2Updae18O9c3Os8xOsHlr7XNZjkywyvEkVh8Fe7n6jGa31SczN1FFPG8tA4k0rXL8CG9i47B5/BzozEv/ts6aLtiBInIy4zi6/FxIw0g8JmQXm+WUFZn1IH7xD2K9T9lJqj6rr3byXKYxykwKRLk+qIweN9kJbyuB62HtWnN9TcSyfUpfI1zY2pLa/F2Q2cpjyuO6RDhSn8lc20M7AtdxtyxEjm34XXNeo2uo/645qrIPy7SlrjdmOlHPeEhcc3PX+oh6mTVMOcHij4gs6xpwApKOs8kgskAOIkMngwJXpylkPwlIZ/UEbXIsJa779UwDJE6v+CCyl17TXBDq6PN+gz0J06RDVs5+D3Pzk3vbaM/8n8pAJmiO38OQkVvEB1Ufk6/r0RqfqmO603R9XFvSFNlmXt8T+000bsqWGmyE05NsJ+sS/Zv6pGxJt9iS6x9lT1cuk7la9tCRjss+9KEPxX333YebbroJN910E4455hh87GMf879vuumm1o82jwqXX345Hve4x2Hjxo045phj8OxnPxvf/e53ozYf+MAH8JSnPAUzMzNQSmHXrl21cR74wAdCKRX9XXHFFf76ZZddVruulKrdYe4GucACsdJLx1u2GSU4TDrniTHbxknWI+NUUz7oQUBp/IBG0i/bsQLHPclXNlZuXuucK//srJBVigcj85JCIF/jsaAnhevYvJRjOB2TIu0gk07tXXMRsLvFOCOrWtbZ9RlF73Oy4vpKDClyb0NO3Yxo03tq50GtvoXH2UxmYgJnm1ymvpzT1/QcqbfU5olYItCYf6sc1vbQbhC9JITZad2RhdBXUZ9znJMOpW0TBZGJuaMbsIk5U8FX1Jb9X2uTwJHzQ+LiHOAUjSlcKB4z5rOdh/MzkXVr7iPKOTxq12WmMtPHZw0Fbj57hfT4sn/uepY+Nja5IDrIg6SOun7gfaS+ZvpIvWDyyMo5p/MOT/fn6xr6C9oabanlJkdWL0aZU/ZvpSnRX9oSn0vM2cjjFK1uTNGOJM7LDTTm3wGGkYJMEgz73Oc+h/379y8rQhJuueUWXHTRRbj11ltxww03YDgc4ulPf3o07+zsLM4880y89rWvbRzrTW96E+6++27/97KXvcxfe9WrXhVdu/vuu/GLv/iLeO5znzsyzv4hdAeOb7VsDzIBBwlnmNePErhQ1qHMju8Q7dReEJVT4JyhtdXnMpkpPvL6Gu8Fb7LzunFSznkGb0JeJrmsXLacyY5FCfAxeVmrT1ePP34m+EzdhOjE1468zN4USY0jEIo2mlTmnRp0oSWTKedervpIF2xVUu9d2w43vFw5x8sVgKV8SHo1w9oe2hFyDim/Zn7U20VtyDuPNSeWda/NyYfn7XO4RbjoeN2InF+q/87OKa5HYyVoQnw9OkHimuYcfM6QFJ+J/1FcmXHmA89iPGo02/7K95H8JIFLCmfZVuCRw8XxqSGAiMt82gRNXt8Ev7LySYyf1ZMWPJuu1/SP0RDxBvVx22xJdK+XhT4kryVocf9JPqdsqYZvoo+8nuJPCic4WYUxKcIZiGSdsqUVgNWyh471TKYDuWGuBFx//fXR72uvvRbHHHMMvv71r+M3fuM3AACvfOUrAbSfFd64cSOOPfbY5LUNGzZgw4YN/ve//du/4T/+4z/wvve9b0zMl4E3K3psKj12ePtmt/aNmcwlwuhDuwzkEgfKtc/JI9t+mcY5lGBknRxVJio9R5eMuQfKdxhFVk0mfDBk1cSzHLLJPhkeH0jge/EofZYAV1xxBS699FK84hWvwLve9a6lDbZMsLaHtoB0SJOBF8AiFNEerEHKIU/1STirtYBK3lRzfwlHv4YaxX3A0eI4NvTz/yXappz4euuGvuGHO24bO851/KVfHfUhVpniiexTo4PAj7v61kysSbIkT6MxmuhP9Jd6kCLAV1H8F8UaCXtP8j6v1kk8XTCU7JOSl+UJf55/HFtK2grqdVRDWNTVL9f6Z28aCDI72ZLoE+HMKtpsqSZv2TdD43JAguWd+hxgGCnIdMdfZN2BhN27dwMAtm7dOnLfK664An/+53+OE088ES94wQtw8cUXo99Ps+CDH/wgHvawh+FJT3pS8vrCwgIWFhb87z179vjyYLoHPd0HSpYoVkAx1YeeHkTjqKk+qE/wr9h2MNmHmuiDhnH7YrpvxhbKoqb6IPRrn+RR032g6IEqMU4CF19f9oGSyTWDu2vfq/qW7n5Urxf7QMUQLVrmTfAG/T6oFO17Ks9L3Qf6Qken+4BSIC3G6feS4wTc40S/muoDWoEw8LQOpvstNPVrD3+rqT6o0EBBifYN4/DmvWIkXmbrBz2Dj6zPyHwwVZc1AKOvkz3QYkrP+oBQbzU1AKECenXepGReTA0MLkLvi6k+dELmo/NmUJe5cvYWyzs7zlQfalC3WRRpfc2No6YH5oURldTXtMyDzQp9nXbf+pMy7ydlXkwnbJYAzNXQXnVw22234f3vfz9OPvnkg4rH2h4aoHEPnexB9QE93Ucx2Qd6ypSnzN6qpvpQ/cLXoVDQ0wNTJkRti6keoBT0lLtO7LqtA+szlekzxcacjvtAszET86AqWP9BrU/frl+DyV7cx5ZpCFDZR8GuU6lAU+y6dntRvQ/1CKQqqMm+6GP2QOoR0Cdgogeq7HXXZ6oPDGHW2EEfRP3Qp9cHJu36a4MW6ulaH38EudKAVsBkH4OBpXmqD1q0eMg+UP4FOuj3APTN52tUAYCAomf3ELJ93Pc27fOWrk/Rs2+BJ/N/D2acQR9U9aAm+iHo6tk+gx7UoA89NPoW9dF9qMk+1MDoi5rqA0UJ9OM+qm/1dTL0GUz2hI5bP2TYq42pelYHJsM4atDL28Uks4vJ2C609VV4H67j49iS0el+3CdjS71hP+g4t6XJnhHzKLYk7Zf1oVKBhgLnkW3J+Yaiz5SwJX5dM7voa2NLZR/V1Mp8J3O1wEhBJhHh/PPPx+TkJABgfn4eL33pS2vPXHziE59YPgwZaK3xyle+Ek94whM6f6PFwctf/nI8+tGPxtatW/HlL38Zl156Ke6+++7kW/zm5+fxt3/7t3jNa16THe/yyy/HG9/4xuS189/+tJFwO1zgJVefe7BROOBwJNIMrNF9pMDs7CxufME/LP/AB/Au7L59+/DCF74QV111Fd785jePN8gywdoeGqBpD73g7U8dCbfDBc5/6+kHG4UDDhe86+kHG4WDAms6fmTA7Ows/vkF71/+gQ/HTOZ5550X/X7Ri160rMi0wUUXXYRvf/vb+Nd//deR+15yySW+fPLJJ2NiYgK///u/j8svv9xv+A4++clPYu/evTV6OVx66aXRmHv27MEJJ5wAALj2khuwcN8uoGTpGwUUW7dAb98ZjaM2rAcNh8DCYjzB5ABqYhK0d19UXWzdAr1zZz2TObMRND8HLJZx/fSkyWTun43H2bYVevuOGl3F5hnoffuBshK4Z9pv24re7B685Opz8aELr8NwzsxfbNkMvWd3PZO5eQv0jp3JceT4amoC6A9A+8QzSz2FYmYT9M5dcftNM6DZ/cCwiuvXTZk7rPtFSqZfoNiwEXrXbsGDTdB795q7rnyc9esAXYHmFjCY7nuaq3Uzad5s2Qy9e3c9k7lhPWi4CCwMW3kAZGTeK1BsrOPeOM62rdA7dsTjDHpQ69aDdu+JG2f0deKoTbjg3WdGsjYXBlCTGX3dtbOeydy4AbS4UOOBmpoAev2Evlq9kXqfkXkjD3Ky2rMnlrkCii1mXi7v4VyZHmdyAmrQXV9z+BibLUbT13174/UGgFo/bd70ODcfjzPoQa1bB9q9t84Doa9DiuWzXLCUN+PxjBcATE5O1tZwDhdddBGe+cxn4qlPfepBDzLX9tAATXvoNX98I8qSoHfsQrF5s8m+/Hw7iqO2Qu/aDbVxo8kS3bcDxdYtJpNirwMw9UdvY3X2+jHbTNZju7iu7PWjt0Hftx3FtrgOmqB37EBx1LbkPOb6ToOf60N2nqO2AZWG3r3b2FiiT7+vcMFfnYFr/+SLWPjpz2t9qKxA+2dRzGz0faisQHv2otiyCTSsQHOzZk/YuQvFVtdnP4qZGdCwBC0uQE1PJ/vQcAgMh8DkZOhTlqCFBajpdUBZAlVlTpnMz4k+U0BV2kxgYeZZtz7q459TrbTJNk5OYTAALnjXM3DNK/8Zi3v2Q623fcoSGAzY51dsJrPXAxbmQyaTyJSH1ncaTNhMJjwuvo/LZBIBvQIYliEruX8/1MREOAna6wELC8BgANUfQO/bCzU9LfrMQk1OQk30oXftgdqwHlhcBHp9qMEAet8+qOlpk3Xcudv4Z3NzUJOTmNgwifPferrR8QpGRzZvht6/H2rK9knouN6zB2r9BpOpHMMuUn24XYxjS8k+0pa2bgUKhd6+3XjJB8+NdHxsW9q12/Dkvu21PlRq0J49KLZsSvSJ7aK7LWnQ/n2j29K+/ag2TY+40naD1fJ22ZGCzGuuuWal8GiFP/qjP8I//dM/4Utf+hLuf//7L3m8xz/+8SjLEj/60Y9w0kknRdc++MEP4lnPehbud7/7Zfs3OTbD+QrDWbvAOlAKxVwJPT+MHGXVL0GLZc3ZhlZQugeaE4HI/BB6rqydZ1cTJWiuBBaF0049oKcT45TQc3UHUk3acUoWQKh8e48PgOFcieHc0LSfs/WR065QTA3r4yg3juRBATVAjLsCUBQoJurt1cTQ4D6McVcwxzkkD9DvQfWGod4+alBMlRZ3EawWQ/NNLTbOcK5EVSRwB1BM23Hcx7utyHIyT/IAGZn3eigGVibiuZTsOHOJcUqCKoZ13iik9dW287J2UCko6oFE+2JuCD2b0NdBCVqo80BRYb6XJvV1roSeL+sB++QQNCv0FW36mpLVsC5zpWx9LO/h/DCjrwqqSuhZr0Ax0REfBSgYh6g+Tg9Fvz5OMWlxL6W+DmJ9dXpSEpQq6zx2PGD6Wq5QkLmUu7AuEHHwhje8AZdddlmyy8c+9jF84xvfwG233TYyiisBa3togLY9tCwJeq5EMTUEip4pz1fQcyVUv4TqE/R8iWJuCBSFvw7A1pdx3dzQlLVmY9k6pUx5roSeq1DMlbbOjAMiW8/6uDH9dTan6ENVBZorUUzb/nMVQNq3pUHh6R7a+anSoLkKxXRlHNv50q/5xbyts2PS0Ox95rqhjcoSNF+hGJSgcggsVgCM3cs+tGj3TeqZuonSjL9QQqmhWVuqCuhToo9df8kcRaWF0uyVVWWuD2ADRWXG0dr2cbIuMZwTfUr3wjKyfYMfowYAVGXWgx6FG+tVwdZvd/RVA/OlaVfY5zh7hfGT+hqoAJorodxjEgrmMZaFEqiU3YtKKFWawKHn+gyhqIDSRkdUrzR49GGuzxu+qdLoqJooQbNDKOpB2ePlw/kSZWX7TxlZKtg+cxXUoITqUaTLqleaIHJuiGKqjPS+bhelCf7YddNHJe3C6OJotuT79HpBrwthS/PBlmIdT9lSbBdZW5ov/R5fs6VKGx2dCrZMlbZ9nC1VI9pSxezC2pLqZkt6Mt6Xlw0Ox0zmwQAiwste9jJ88pOfxM0334wHPehByzLu7bffjqIocMwxx0T1P/zhD3HTTTfhM5/5zNhjZ1/m4M78Rw8jZzQlpwwjK8mIHXL4jDK8UpkLgAw2bIdM80Rl7RuWbeAeUs9dp1rbxpdxEGvagKapr4/dCH5sgXOWlRwZqVOZCSQaTbxM6WsWKNO+xRbqo2Teb+OuUL16FBj1RSvJ5jl9TYyvXPscHxJjN6HDx3HfcMs3TozdoFSUa7sCsIQN8q677sLMzIyvzgUqd911F17xilfghhtuwNTU1Hh4HgawGvdQAGIvIlbHfkOZpQQQa09qn02U3e/oW8Ssr99v3CQpuxFj175P68rK/4zXa06fbeZo52UoxNbO+JOiiVgf4n3qRUlX7ZMpshmJ+tq6zOltcWYU/8nlAHMCJrX0t82fw70mB37RresNtCenFLLyOuCGzeii5FH0/ct4rEiGkQ002QVBuZe8dbSFkW2J9/HzN9hS1CEls6XYklwrIGyJ3bgY1ZZ8MSWHuHvaFlYApD527XOA4ZAPMi+66CJ89KMfxac//Wls3LgR99xzDwBg06ZNmJ42aeh77rkH99xzD77//e8DAL71rW9h48aNOPHEE7F161Z85StfwVe/+lWcdtpp2LhxI77yla/g4osvxote9CJs2bIlmu9DH/oQjjvuOJx11lnjI90WZGYX+qhx0gkfVWEJgBqpz4hamPrYrFL5WDWFS1MgU3PalV1nEu35AgCYBUZ+TiZqL3AslDnemw38m+pT1aw9p1HiKcdRgHkTXmbRc8hTYuwGfMyHk5U5MxGtryPoa5t+1PQ7314h8SbjaENJ4ZKoH0Vnk/rnL3Zsn9HXJBrK7tEj6HduXlnPA9isjrMLXr/TuKYC2JWCpRz1mZmZiYLMHHz961/Hvffei0c/+tG+rqoqfOlLX8Lf/M3fYGFhAb3e4f9ShlW5hwINa5oK3zuMnHGA3Mfhi1h/KVMGmT6q8Bft/hWvreQc2yhAAEIAqsLYfI9KBQ6uv3eQg9Nc76MMTa4++kZnzskF6wPGq8Q+wegIb5JN8V7uRXJCxDRGdDIaxZxpXBy+hfEvSPR1NPGgwo9FgZ0OpxQdfh6Gv+Lt2vggCCA2qeMjEcgdE/ZzMd0SOqQSehPpQ3TTIYGf5JG0i0SfeF+ikW3JVGgAvW625Ps32JLl7ei2xGmjRB9Vt4sUH4XeRPQ22RLTjciWxOmr5YLD8rjswYArr7wSAPCUpzwlqr/mmmtw/vnnAwDe9773RS8QcK9ld20mJyfxsY99DJdddhkWFhbwoAc9CBdffHH0PAhgXopw7bXX4vzzz1+a85F0fJnSi/pRnDlKBXWtuIzYfpQuSSfcbg6p5imDK1S6vdwkgMSdLYmLWHSbsqq+Dxtb1gl8/CUuxpxM5NjRxpfC340TB4KtAUqhomcekzz24yjEt4Xz+pfU1wbeINE+h4tf6HPXku2XftMlveDnb0Qk7S2nryle8kAwOYF8WDVxNz07vkrURcjHo3D+Ze2HtW0xnUMdzjjjDHzrW9+K6i644AI8/OEPx5/+6Z8eEQEmsEr3UHZjhsBulEYONKy9aBApX3brfrT25MpAcJLhHGsVjU9E4QZdIkAiTVA9FcZO9ZH9uBMrnV2Hu+9vAi0lAwwtnWsxjg9cmGNc68PbM55InEQfsmXvTPNAktGRmseJrbaZyuCI942CArb++iWQfWezYW7Jn+i37JPyP4gVZDvHayn3XJAoZcnxkmMxebhsWrAL9wNMvim7sP1bbGEkW5L7T4st+f4ZW6rxxNmSDBh5v1xA2GhLqj5Xyi4kvTVcEn2Ebo3ssx9mcMgHmV2+I3bZZZdln8kBgEc/+tG49dZbW8cpigJ33XXXKOilIYeztq/VRtXeNjtGOz/icRrGWobxk0GEvOMadUi3TwcjYuMDAv90KijNjM3vKsnx+Th8k0mizzfyMGJjIBWNzYKCRBc/jgw0tEatA5dr50CQagFpc/sR9NXRNYp+54LGRB+/YSXbZ1BKTtvQOHUpo99JmSdtzQVr6Xlr4/ij0pkIPHtTJIUPpdvnAlOuZ15fVwgyKLf2GQE2btxYe4Pq+vXrsW3btpHfrLqaYVXuoUCwbQLIFohd8zfNNJnn6Ny+o1BzrLNlQDiRmmVuhGPrAl+KMLHjFaHMnNnQx9S7fg718IONxTN4PNgoXH2qn1gHSdcc63Qmk48laWJBAe8D1Nc6Hgw6fHuF2XtzQR9EH9KA6oXgKQoqFECV52nkG0S4sPageK/jOEqaeeDHURTBnUrST4HXlQ66KINEEmN6WhD2ZtKALpguy0xoLAOvT4yOVAavpuOpssNtFFsSPGq1JUZ3ypaiG9vclnQHWyIEnMn1z9iStwvBU1eWtqSYfUc85XpD9bFSv5cLDsAeuhxwyAeZqxJyjq9bSGptM5KXSSfXfrRU42hKPur42UxPZhyJiwL8m+JqbRPtoyOtibF5tV8g44Usi49fSNJtictKRRfSY2u2iBUqxF5tvOl65NS3j7+PmAzAXb3MUKV47Op1Sl/TQ/txUvqdwz0ZNGbmSI3dNH4OUrzJxlIJPWvS12R7e1c4J5OEfju3ITV8tIk7PeF6JoeO7MHptxgnhYvTkxWC1XLUZw0OIngdFQ6cCOKC4+hO0ChTHimTya5xp9w7/szZd3jkxnb7H++jrScs+ztnWPbXxplWRWHtW+Dlx6B6GQh9iiIc8XNBaqqP9EM0+bi5Fgw5xOWRZcDSiLiejWuKkocqrEk91sf2J7JZ3ChLF/b6+HlFydv0Plq78ZxpFwdXFNMv53Fyd8GVfdlRyJo5HdCBxz3HSxvIaA0UVu5Ob6TcutqFtousPFmWDQoxui3VeNxiS0CzLXGejmpLnA9OP3O2VBQj2JKTE4Qt5XSG8jxZRlgte+hakLkSkDv6qY2iczlHDxJH7a0hySgz56xmcWl5kU1q3lEUMeGsKmnAYfAE/grKLcgJXCTuqigMa1Lj1zJ+ii38uYCGfFPlHPxU5tDiE6rZeF0CCHlcNsUeN47MIiXHD7xUhYoe4WwP7ESU2RCUJvU1PThABKXi9lleagIGqeN09jmWBO5KJZ7hjJ7N6QBJ/FmGrzZ+HZe8vib4o+w/TTciovYNbYF4bVHK6HWTvNk1ryegzBrF9LJQ5u2KKwUjis33WSLcfPPNSx9kDQ4MpBxrpwPRc4rWqXcOpUJw8h3UyhmnWTsH3964cU6yCwKSQaYYWwXH1vchHQdjPDsinN1kYKm1+XyGnIsSZc4fN5bW5lMiFYk+jB5JU9Fj5SKUPaqhvXt+T7n1RdsAhZic3DyK9QFYZpLiPmBHJeVY2h3VFTe0iR3hdXzm+LI+xKfWrg/fD6keiHB+yayd6pm5fWBYBt55eSIOEvnYPrDU4DcmVe2Y85h24SBnF+73KLZUG6/Blvo8yMzYEteVcWyJPR+6NFsS/OoxW/C2VHW3pZWAg7SHjgpFe5M1GBnknRBeL7M3OSc5rMWJsUfBZcQ+ox7HTWaGxLGetvGzmR6q486PUtSaUzynQvxMSmp8/pyH20i7OO1cjk2ZQ492ASdRyuHjg0z/T5ouXg9YvLvho2SGqkk/UvqabWvpktnGjD75FyIkxskG4EViucrpWQ6ymcwEj3O8cXec68ik9VVl5k3goxp1UIzvs6QN6w2v92Nnxo/0dQUDTI/DGH9rcOSAc6ydvnq9VcJxrJe9c+nHEhmpaJ5MkKhZRslniphT78qiv3eseSal9hyaCFhq8+soQPFra4YOkrauNcgFDK6/uIHFb3DX9qRMmST97lL0gh57zWUiaw446wPAB5D+00m2jwsk3FFJd3NAMXxzGVa4cQQdvE+UEdShyGnM6Q1vB4qfP7Qy9M/l+hvdMd2kw5y+jxZ9eJDKA8uudqFZ2UFbwDiKLTWNl7IlRzDPcHJb4no4ji3JYHpcW+JLRNRuDFsa1afuCqtkD10LMlcASN5VdJBylHMBhDPE1BijKEo2wMo1z2SecpAyoKLpmbWEsy2PHkTtqd4WfIFnzWt1KiwGGR6QzAwB9g1kycbwF7hosoEUa18osSEm+vBnMqPxM1kz3j41Tmp8JQJSpHnp503paxIsj2vtM/qaCmBdfVIX0u1rzlUbJHmj8kOkeC/etheQSY1vjkvleSzq3fO4mfFJC31VVodzPJZBKZiO15rztkXmLtfygBrzbw2OIIicepZdioKM4MwrpYx9cOfWAc/AiT2UpGPsHdvgpJLW9gQDd2zrY/O5yd3Uc0GTRT+mjcSeGJxp58ySDxaKaL3zQZfHhzm9PlgoYl7JPkjQI3hESWec4ptbPIAjEXTVAlaKx1KWDST6+CyWHEuMG5UR81M6+7JPTR6I9EYGqZSdk5jcKQT3NmsXAm0RHHF+26PZUR+nT0lcue5k7IKYXSToi/c3GtmWfB9OB2/HM+nev7K2lLrxwAP/RltK9SfBmyXYEtI08Tc9d7WllcpkrpY9dC3IXAnIBTTuGIVsm3NYc2OMhkwWnyTkAqzc6NmgMR2s1l90AmawtcHruBcF/AIkQWfau02gNr6o95mezKLA8WEBT/btYTIgiPBMDa9tUxWPn5O5m1foVA4fcs+KxJX5IDmnr8nGCHcY5RhpZNJBZk5fc+2XQ18bYsz025CL7vpq9Tu30dTwcc+TZPlMrKndNhoD/xjvUJ/owzfNYi2sW4ODDN5m2BpF7Jp1oH32JXr+UEW2RVknGXFQ4fryYIGYw5sIMmrHRuWxRx40ubZ8r4qCGhtg+OyNo4llZbhDniq731EmJwRByT5y7ZJBSYSruxGmM/0NvsrV14I71idQbjJXrI9yzy+SLTt8lZiP7eMk8RBZqBiPRDBaqxdtZBDD5/HPRDK5++CRAJBtIuUu9IP1cfoUBTSpgNEFsJbXSbvwZGTswo09ii3l8AGzJX7TwbVvyuq7YqMtBXZENzvYzZxltSU+/oi2NLrPfnjB2jOZKwHZ42u67ihTpq29MyUfyRz5IWLy/3RsP6JBaKrfqmh6riwXlCYNkerj8Gc7as1lW4ZLzl/m8/pFMCc/vviIoDEFvD1/zjIn8ygzycZPypxE+8Q4qfFlltTjk5oip6+ptm5DSmQyM+2Tz1hm9JU0QQ1Sx2XH0NcaOBozNiubyju7oXFGXxvsQY7TdFOEy9yNrRJj+OZis/S2g7RcpL6uZIyZW/ba+qzBEQIu+8+daMTOuCu7gKrXg8kEAUoN6gGGA2kv0TXjmMbPgZVh7SSBj+vDx5JHeK2TrHq9en9p697Bt2P6wIXqz9bVgiRxjffxuGT6yHW3cR5WVpwee3OUIPgl+tQymSrwgffxwSRsWfCU/IU6XjnemgnzuMiyu9Hg6lNjS9x5EFKgHpD4o7npDHjUR3F6De7eLiQOkkfCLqK5PK28DBZYFt1syfVJXUvZkuNp9PI8zhtO2wi25ERZsyW1PLbkaepiS6L/CmUyV8seuhZkrgRI547V+5fLtLYFkl7eqE61X4hHaT/CHKQho0xVFC1HTqPWdYP1bf0/bGxlhkgex5XZU5cRJKQ/CSE2Jx7AZmXiNkY5bwI4jvK4bHJ8thhG46doZfWuvdzEUuPLALYla1YLBJv0zy2+Xdqn2o7dflR9FdAQYybxGUFfjQ6iIRDMZTJTbQU+/iZK+tRADZ+CEZqiK3XDZYVgtbwZbw0OIiSdR/u/d/ZQd6wVKzvIOZTymg+OQsaCvJPM22bGdn149sUflUT8vy8ye+cZF4UoSDTH7hscW24f0hn2/TN9RPYlH1hq2FfA1h16kI0L2TW7BsXf04zHjTKerI8MrsIcSszRQIeuz1fLhEZ4USxjTy9iPUz093hBB15rxMFN6risHTfu495roeqPZ0h6A9MCXnZOIpfVbNBXDk7vex1tyfXJjS1sybfnb6zl+5S0ha625NlBdp+gEMwmbKk1SJS2xGlttaUYp+zev0RYLXvoWpC5EpBzlJ3Sx42R9yiBOHrAeAo7SmCaC4BGGbspk5nCv6m9RKYxk1lv7u+S5pxwtvH4GwBNgU4YOFOfaR857RmZR0Fjx0wp0D0QdItrDZUGWXX9JImlqYZLE+65QCYp20z75dDXJhhJX+t1BuUG/Zb1Tfot61tvisSV/s2/2SVHjr2CgWYOh7Y+a3DkgHAeTQFxkOGe03LOdOSYNxx7jOZJZCKJRNkFCOE4Xnt/CgENd7I9DnUnOQ4M3fPc9lifXHdqwYZ0hhGcYYt+7Vgf94wjmtg1f7JHRc1r8ys3CadDGq2cH819aoGhK7v2oh3fz7KBZFOfTNmPl+jvAm7F6lhGNnomn7dJyl32IRbkyX78GVEr6yiI4mWNwOeMXdixR7KlGh0tthTRqhP9OZ1ttkSJPkJ2nA5fBmrvSWizJdluJFs6sjOZh/wzmVdeeSVOPvlkzMzMYGZmBqeeeio+97nP+evz8/O46KKLsG3bNmzYsAHnnnsufvazn/nr27dvx5lnnonjjz8ek5OTOOGEE/BHf/RH2LNnj29z/vnnQylV+3vkIx85HtJtTn5Uh7Tgc8owqpMsDaZT+xFg1KAxUV+708bbyuqRj8sCjdaYc9rTjf04kRhbgkCBTB4dNk6kJW287PhG1254ivquGS3vh3TNZCIdw+T01W18yfYjQONx2Rw+cdu8viKBukLkWLTh03RTROLTdhRXIlRzctvGXmGgEf/WYCxYlXsoUHfiXZlnovhRxJpjLZ3XRDl1LTWOLVMKp6b+qawbwhCjzp/PzkrHNtO/s2Pd1I7jT6Hs1vQouKP4dxQQ2Ca5Pm4tTOEY4cQHS/CB40sZlyDXR8tGfH5OO8OXHxWu6QPq/yPVJ8wR3pCfoiliQrNdJHkibMEFs11tSfKoTZdZfS3Ik9BqS7xt+/xqKbYUXVuCLS030Ih/BwEO+SDz/ve/P6644gp8/etfx9e+9jWcfvrpOOecc/Cd73wHAHDxxRfjH//xH/Hxj38ct9xyC37605/iOc95ju9fFAXOOeccfOYzn8Edd9yBa6+9FjfeeCNe+tKX+jZ//dd/jbvvvtv/3XXXXdi6dSue+9znLjM1boXjVQ2ST/p5Y2jKKF1GNohEe36XqVP7TH0KH+/8Zhal1OBNBlYLBJtwyV3qQGubg8/b17JIbePXlCrfPpWhasIndVMkB8mgtEmuuUxm58pl0teG8UfV75q+NozTVJ8lK76gmgJYqa9c9Mk+lG67AuCO+oz6twajw6rcQ3N6TbUCvKLzbJe8+TJCkOnN2zn7PuhJ4ZEYu5axkR3Q4GATs2nuzHoPNodEgiYKZb/eZvrItYJy7Si9huQca5Lt8ijHwYPAnQecjL/KdeiKey34benTyKNEmctNBstJOtkAqT7E6pP0SVxsgUfS0pYagzum611sSRLSakv2d2RLxIpCJpIPkr+uTxI3YUtYii2x8pJsaflgteyhh/xx2bPPPjv6/Rd/8Re48sorceutt+L+978/rr76anz0ox/F6aefDgC45ppr8IhHPAK33norfu3Xfg1btmzBH/zBH/j+D3jAA/CHf/iHeNvb3ubrNm3ahE2bNvnfn/rUp7Bz505ccMEF4yGdE6Qz2KXAQVCSRkjhM2KM6QPBTsCygV3ajsLulhgz3bihPauX+0xb+9FjTMb0kXjfhs+I+to13h11aO5cLAXG4oGAJv1OQZPwRX3yZUht+HRHpPlyNPYByGSuwQGBVbmHAs2OGl/7vFMXAjrvj6bW9AYfOawzFI+ZcrZT6633P5mz7MZqOuETDSmDEkdrpr6JJt6nwS9O49HUrinQsT/GWq8b9vdsINhQPc562ZVHspMSuEt+NI1Z68N1MIOTC76S00i9FW1yvs6otpTDzc8jbMm3ydiSHNff5Ek0zfE3qsro/zi2xMvj2tIRCId8kMmhqip8/OMfx/79+3Hqqafi61//OobDIZ761Kf6Ng9/+MNx4okn4itf+Qp+7dd+rTbGT3/6U3ziE5/Ak5/85Ow8V199NZ761KfiAQ94QLbNwsICFhYW/G9+dGgwnWdrMd2Hnh5kr0dtp/rQ0/1Oz2GqqT4Iff+Merexu+EB1dze0ev+H2nsnhqDJx3HHvShpgagLu0LoJgadB5b0tw6/NQAuuwDZfvGq6b6gFYgdOXJoLueTA9ANOxs+ZLfjXSr0Xg4sp6M0H6ksSf6UJP9Rj3hdBeT3WlU032g6IGqEfDuqifTA6AESHV75iOsJ+1t1VQfpPtAbwDMdRp+NPDOzIh91mBJsGr20KkeaNrYgZrqg6gPFBTWRhpATfWA/gA0HAATPdNuegD0imD/Ciimet5eW8tk7WTKrKdqug8qe0Df2kRRAUobPEDervlerab6oGEf6CvTX/bRA2C6DzXogxYHwKCPwVTP0+33w5Fw7wfcp/tAVYzYpwdUhcG9Mn6EmuqDegRgYNYxKEPvFFsvB4zvRbxG8/lSffrU9zR7eqc70jsl6C0LtmZZPamsnrg1uGSymuoHenUP6A1MnxL1PpP9QGO/YPR2lM90H3oqzN3zdPcb+vRCn2krH215vcjsAjm76I9tF5jor4gtDaatjjvdT9nSVA9qwtoFMJYtBdzVstkSt4uRbKlc3XvolVdeiSuvvBI/+tGPAACPfOQj8frXvx5nnXVW5zFWRZD5rW99C6eeeirm5+exYcMGfPKTn8Qv/uIv4vbbb8fExAQ2b94ctb/f/e6He+65J6p7/vOfj09/+tOYm5vD2WefjQ9+8IPJuX7605/ic5/7HD760Y824nT55ZfjjW98Y/LaS64+tztxhxEciXQfiTQDRzDdVz2nvdFhBLOzs7jxBf+w7OOuljfjHS6w2vbQC952RnfiDiM40tYXADj/racfbBQOChyxe+gRRvdq3kPdoxYPfehDQUT48Ic/jHPOOQff/OY3Oz9vvyqCzJNOOgm33347du/ejX/4h3/Aeeedh1tuuWWkMd75znfiDW94A+644w5ceumluOSSS/De97631u7DH/4wNm/ejGc/+9mN47kxHOzZswcnnHACAOBDF16H4VyZ7Fds2wq9fUcnnIutm6F37e6WoZrZCJqfAxbT8y4FDyig2JpvP5ju4yVXn+vpLo7aCn1fx7F7CsWmTdA7di0/3oM+1Lpp0O69HQZWKDZvht6xs9PQE5vX44L3PqtR1tHwm2eg9+0Hyqq1rVq/DtAVaG6htS0wop5s2gianQOG4+mJlHU8OFBs3QK9vRsPR9aTmU3QO3eNhXcjTPShpqZBe/J64un+fz+BanJ9Z31V05Pmjvj+2U7ti82boPft66YnG9YDZQma76onW6B37eyWydw0A5rdj+HifKexR4a1TOYBhdW2h17zqi9g8d6dQFlBbZ4Bzc0BC0Oj87oCzc4b2+oPQHv3GRtetx60a7fJvmzeZNYhZdeZn5u1oDhmG/S92+vlo+1aRLb9jp0mK7l1M2jvXmBYmT12cQGYXzRrNAi036QoRu4zNQE1MQHasw8Y9DFx1AwuePvTzPoyvdHgMg7u27ZC79oFVHo0enfuBCqC2rIJtG8/MCyhZjaAhkNgbgFq/TQAZdaxqQmoyUmzrw56UBs3gnbsMnvo1i1J3A29k2aNtX36c/vwkqvPxbV/8kUs/OTno9G7fQegAbVtC2j3bqDUeT1ZN2XW4H37Tf9tW8x+WWmozZtAs/uBxRJq4wazns6JPpMDqOlp0K49QL8HNTMD2rEzprcJX14+ait6c3vwkqvOxYf+n+tQrd8E/fMUjdug79ue0MctoD17jF1smjE+38IQasM6QGvQ7DwwPQm1BLtYKVuaOH4bLvirp+JDF16HcjCdtovpSajBwNgFMJYtqQ3rQTt3G59hS1ofR7UltWUTaP9+71+PYkvDxZVIY+KA7KFNj1ocVkHmxMQEHvKQhwAAHvOYx+C2227DX//1X+N3fud3sLi4iF27dkV3Yn/2s5/h2GOPjcY49thjceyxx+LhD384tm7diic96Ul43eteh+OOO863ISJ86EMfwu/+7u9iYmKiEafJyUlMTk4mrw3nSgznhslrxfwQ2l1rebarmCuh58pOH3NVEyVorgQWh52eGfN4dHm+TAm8M+DoNng3t/XQK1BMdmyvVCc8PJSAUiWoS/uiQDHZYWzLLzVl2jXJmvNWTVr5lO3BneqVQFmB5tvHBRD4nXzTb9zW68mwGw9z/E7SrZCWfUbHRtaTie6yH0lPKkDB6kmLPQznSlS6O94KPaDQRpYdFvhicgg9X3a6CaB6Q6Cquuk3gGLerScdbkZYfS0XO/JwRFjLZB5YWHV76HyJobUDNWXXrIUhVL/0Oq/QAwbK6H8FqMLacK+HYsraqFIo5iu/1/E1x9fzMnE70VDzbr0sjU3Ml8D80KzRRH7NKOZKY7eVhppjfSZK0ILtU5i5zFpQQFWFKZcENV95uisMoe3aX8xVpkwC37ky1M9VZm5NUPNDg6O9SZWk0ZcNDZ7eSkNNh/0hxn0AKMtrKqB0z5RLQPUd34vAX853IPSZHwJDMn3mzRo3nKswnGd4ebpKUbb4zpXQc5WRz9zQ7qtV2GOlnqg+0Ce/TgZ6q6Bbi0OogZGZ79OzfbQKfsSAoCaGplwUdixLb063ono7N+xe0itj3ZwXOsjlo7WRr/Uj1OQw0Nsz143P0IMaWD2rAFUMTbnI2IXTMyerLrbUqlspW6o83aXO2BJ6UKXydqXmStBsCVRdbcnq47yVz1TGlmq61WxLRk8q41+PaEuH4h7KH00AmtdiB/JRi65wyL9dNgVaaywsLOAxj3kMBoMBvvCFL/hr3/3ud3HnnXc2MkHboI0/DwIAt9xyC77//e/jwgsvXBqCTY9TRUrR9iIOHh10aMsf+m4DP3bHh/P5g99dGq/EJxBGeeHKqNP7t7Et58D85UAtY+e+odYJh1HbZtqnSMvhnWND7g2/Xdq26niH+ccZmzCaPbi2XXR8FJv0zVfwpTujbEorGdTRmH9rsCxwyO+hyTdVLxXYePwlPKO+gMz1YesAuQ3S16tamyQe/mUo5MeniHZWrvGkS5tRIXo7SihH/OL1iNpQtj0CXzyeDnuLs1uHoxfo1NvX31arAh4JvlHTm8xHBv4iGaFDufqGoaJ9p4leWZbzRYMijOXWzdQb0SO2LJO9jWRLnHd25+M4RC/KSuhTNKEjhoIOtdkSEuWsLdFotB0IWMIeesIJJ/iXtW3atAmXX355dppvfetb2LBhAyYnJ/HSl77UP2rRFQ75TOall16Ks846CyeeeCL27t2Lj370o7j55pvx+c9/Hps2bcKFF16ISy65BFu3bsXMzAxe9rKX4dRTT/UvLPjsZz+Ln/3sZ3jc4x6HDRs24Dvf+Q5e/epX4wlPeAIe+MAHRnNdffXVePzjH49f+qVfWhrSjUGmCBybgo+R2yYW+Laxu7QNSIQ5Gsfu3nQ0GBHXaBFvaqq6j2351QmNGm8bOgl+NQ7f9t2qxrYN7VINsu0z9SlccjpWCwQb5nMbBm/cJN/IdlrGxii2M6KdjdQWsUPRqW3Hxp1voqzB4Qarcg/lDvdyQS0oSDmwqJuJ/y0DMDGuSrVJzMcDKveNY7lN+H3G2TiFOXgw5tokHeaVASUd/mQZSVYZeu0aWnPmJb06jMk+G+HbOJ46vkdB2kpQXqeXOO0pWWeDo/pYXKY1nkA1BF1IyCAXLCEOLKPADMvAN4c/WsZLBYoOLclTZieuec2WwOhN1BOBdOBpkteRnqFeXonEyUGCu+66CzMzM/53UxYz96hF10DzkA8y7733Xrz4xS/G3XffjU2bNuHkk0/G5z//eTztaU8DYJ4TKYoC5557LhYWFvCMZzwjek5kenoaV111FS6++GIsLCzghBNOwHOe8xy85jWviebZvXs3rrvuOvz1X//10pFuzJpQt3ZwTjVbSBqd8O7jRu0L1ekZrZEWIb5RLCeMEhBHd6y6tJdBTAY8v7oGr+iGB980/WLXYVy04C3l6zaA2pj2HzkWZZQjo2NJXHL6mMo2qgx+sv0oN2jao8xwqYM9kDtu2sHOiAA1ygY1atvODqXqbo5OFVcyKGVL20h91mBkWJV76Eo4dTIokEGQd1Qprk8pHt8vlLJH0K3haLtXRnOIoFRkXOIbgTq014wPPoiimD8uWK1YeRyQ3aQz7x7biQLIfMAZB2CIcdbtZXK0aDQElnGg5Vku+bNcqtREL98XUnJ3uLCxPI8KBSLdQK8IfBJ4RFk7Qgjo+Q0J0yG0ibbFZfDZlPzhAt5EW8YjyvAUOlMPsDIFvXe25INGjZT+5XTL10tbOhSDzCXsoTMzM1GQ2QS5Ry3e//73d+p/yAeZV199deP1qakpvOc978F73vOe5PXTTjsNX/7yl1vn2bRpE2Znu72coxUalJH485VOmbON+YJUoFGrePDQNi64o1ygvbH7p+MitFIGWbDFqA1GCTKVihe0TuN2wIHLQevmPty5yQWCqXEBg3euvZQv5XRIJTcCyvGka+AIZPWRZADrMspNOu7b2n8y8o3wdg5fDriTN8oNGu8ENDYOG377u3yso9TyrUw2dOcHHpTrMEr7lYO1ZzIPHKzKPdQ53MsJRey0csc2lJ2VJG7g8KCL37QpCubMSudf+zIRmREjZ9j25WuhJjNmVVk+mDW85hi7NSUKRJey98q9LQ6WeECUDQS4X+FpL2J6tbYOvF28GI1RWQafhQK0CvUKge+O135MPj6jbalQMJlKPuT0idd7fBy/dNifOF2a6RO/aeHLSM/tcPK6RYEXZcXcOAIxn46WpDcMkrZkf0TtGCP4HhrR4vAX5Zouom5LRQHoKmtLho+sLHULbsygf5335QMEB2sPdY9adIVDPshcldA5k9niIfJgo20BiLKeHTxPbqRdgDrg4IdeoSBzpTKZLQFLBG7j6prJ9DfzWm47jdRWyLctk9mlbS4Qy7ZP6Bgh/ZKqnC7IAFYVyKcRKR67LVMuM5mN+sjGbrVJxLZTdcFjBHtwm+Vytx0lk7nSR87c2KOOfyjt8GuwsrASTl1DFioOHsWsPt6Mg65ov42cfw2/5rgbgNbhJ6UQ3TDmgaKbzDvMaHR6Q70O64AeYa3JAnP+U0dAWTCpIj6ywFIGYA5/d1KEB4He4U/QVRQi6HL0sgCM48QyVeH5vuXzR1SnoFqJcoKHsr+7UVEIPnDafX8Fqb8+ePUZPKdbWtx4CIFlPdu7PEFmzZakEUtbio6Vq3gvTt7YKAK+zpaSN12abIndxKrpVkoXV8inXQocgD206VGLrrAWZK4ENDl+zFFWRcsmKrOeTf4sM+bWcdnYShWd9I5GOXJyyASZqh7IpBvHi1vjsG5B7xJkMj1oa8+yeO0xppBvA941+eaynn5+Abmxu2YyFVhg3jJ2W2ZQbtBNEAWkLe1Z4DiK7XTLemK0YFB3z+DEjlQLjGWPKxfVKSJzjHjEPmtwhAA/qrZcUAsEuDOMUA+wwJL9iIIunnFRiDJqLPOUzP555x8hw8RtTQsHmGfncgGnP9anoYpue3qdPwjrr7zxKoJJ0vaNmUURfAmRKQ4BFA8yCwD2jfkDnslM0MuzeVHASYHXng8qDlxrvBqHISkeKbZXiKA6CjgzNzCisRzvmP/B6VVFoCuqR00eUfav0tZfKwCqGF94sItYx5fNZ0vYUoL0rC1Jm9HatCsyAWfKlqIbGE26ZfVJ6lbKlviYhwgciD207VGLLrAWZK4ENG2O0TG+Al2dahPc5BvHz292MAbNFsdOMMIitEJBpmIbWntjFRaQ1rb2b5RMZqcYk8ms6UiraQwoe57S3Ylsw8HBSJlMu2jXEUjLLMNvldObRPtsRkLgHfGr1laMrVQzPyM8VIueM3532UiYk9GuBuYoUmfHb5TNbBQ7U2KNaGkbOQsrAQfgLuwarGLgGYXlAhkEZbNNrgMLON3vRFbK7Esi8HFBKT/JYIMIVRSgsgJpsmsehfWKAIA5t1o4uj6wjIPP0H4pe6+POBj+7lIu4GQ3Z1kgEO3Vtr1fByngXMdfR7TU6WLBmEIo20dpFA9oo9NMLTcwu4I7eulpt/TKmw65Zwn5nlcooHQBeiHo1SGx4Ol145oyaRHgFm4PJ8ZTAml548Gt7ZkbFUviT4stRTgk+ML6K3ZEVhWFpVfYkipAVIF8QEhBhwhxoFjTLetv+FMTKmtLpDVUr7d0/iwnHIA9tO1Riy5waIXmhwk0Zhd40NNm1JFT3SIqfyynw7jAaE41AH8Uo1NbglpuBwGoL9JtbeEc6/a2qmMmc6Tjsoy3lA3uLAqFi3QRHJNsYyEH3TC2kC+ljq+4MVPyzfGvayYTavRMZg5kJrPRznjbNptketJFx7nz1Nbc8bujndEoTuJIN3NG8bCW/wbRGqzBKOCfOVxGUKkjd4DYV5idpLIvqaDLOcA2CCL+nJ1zmPkxRn6Uryji9Qd2DUg+WxgHTn5N48f9ePA5LkSBAedRA+2uXtcD94BnoJ10uIlAMlubyTyp2tFZ/o4GFfMh4hWWEHgL4O+F4IF0IqgO5YAiB3/01vlsUWDp5KuCbikkdQtMt0JgFnQrLjM8cpnxJcE4tgRx00LqFkX1kS35lxshtqXC6VbGlmRWs5Y9F/UrcbLiCIG1IHMloMFY4xf/2OMQubY82HCLT76xGLcZoo2hCxBfnVqAG+pywghBZrSxtbdGdEyjDQegGx6cB7ngjrdVHdumAscuOACWH4n2KtEWQl+bxm1qn20r8FAt9hC1b7aHCI+2gBSIn41pgcjJaLMJece4ffAVymSqMe58jnqbtDu4lxaM+rcGRwiwIGTZQIVAQMmMizxKGHvjbJBEYOqyUP70TNphDjecuJPMnilzwJxb4sf95Jsyi3p5Se9D8N04L1L0MrpEfbQ2EgvAPJ488GF7tMNfBp9KibLNWMpMpsNDsbmiAGo8ltRAxcFk6q2o8XOqmbIdK/hhRTrw5gGnp5GVoRLzIegZILKUTK8JrLxMQWbyVEDOd2zhkbcTiOOyRUxjypZc8JmxpVqZ227KlpblWeflhdWyh64FmSsBjc9k8kWmzfHV7G6PWWCz4Awtd+wxh8dKOLQrddfHHUvqAiMFg4gdgjYcgG7+t9skgPaxuXy9LHPjJgLHXPPU0dpUW6XS4s2+XTaXnUy0z+mYPMrceqSVPc/cFjjWAtIuttOAK0NjtGcy+QbYAWiEGzQ0yjOZ3ZpFbVdyQ6Ix/9bgyICV2EOkM5v9PALVY0wF8w8lxvLPZLpx3VG+hPMPGwjxQIsQr1cym8cCpzh7yYMx9rKSsfnGgw+Os6O9LeAUAZj81FMtsOTPZDZkmFwwmTk+6kRTC7wVE2Cb/9QV5POA3I9qPSIrbvT5zK+KM5m1rCx7VjP50iERaPmMuSs7/WDBX8QXjLaXNIECmydhS75NxpaUim9O8Od6azxtsCV+syFlS7JsbxhnbWklju8vFVbJHrr2TOZKQJtD26Vdqm2jD87ajnBcdpQ3+EV7TtvYK/GQdNdsI8AWsi5BJltIurbtwgmZyex6BLa1rQwc83jXXmST5UcmEMu1z+luCpdc21oms0HH3Ubi2wKgrnbWgINs3zVw7NrWb7KjBY6d7ayzY9DRFlzbFYa1T5isQSNoAvrLrIeFApW5QMA1ym9ypovdN6FY7OCcYSXGRd0xJrAjftwZZs9kyretekcX3t6jl35FwdUyOcN2KfZfVmR7Ly8nM0+yHGUUXbZJOPO9FL2ZoJE/n0kVoPqiHnYddXF909ssRuWLCKqjT9TUXwKkpD7IsYiPJYIjHliyzK2y9GY/KeOiCclH71ZwfYKYb4mwRFuKdcvxlwXM3MaabCkVcKZ0y9lomy2tVOJkCbBa9tC1IHMloDEYZNmYtjdZjhyQGiPs9MZYviB2gZEymVieBUuCPG7S1hYYrX2Htl5mXYaVgWNTnyjAam5bC0Ka8JZyyASwKheI5QLYbJCZwKVrQNp2t1mcAlCK8mxKjp1tPNpNF76ht6m5U5ZRTgF0tp0R2o5jjp2D0nHGxuhe31qQeeTAKDdbukItk2mPzmYDAX5DsYireQDJ3y4LxHOknH+e1eROsgP+ttVk4NGxPCrw/ccRSfxanS7Fg6vG7DBEsCOceRlMKoiX/Tg+qLiNCHyjt7/7eTE+TySLcgF2LhvnEQAgQ13OL/7yHqAWWCZvmiez74y//PMeSuiv678cesOg3ZZEWdoSD1Kj47IdbMnzIRFwehpZwCk/VZIKOEWm95DaglbJHnqI5X+b4YorroBSCq985SsBADt27MDLXvYynHTSSZiensaJJ56Il7/85di9e7fvc+2110Iplfy79957AQDnn39+8vojH/nIMTFtMNalZDJbj8t2HJePvQJHABpc/6XBqEEmX7xa23Yce4SFWHGZtY0dtfX/JNolcGgMMrsfl01CNpOZmU+2V44PXdousz3ESDS0Ze1XKJPZ+SjSyDdzujWtOSgtTf//7X17nFTVle63T53qrgKahubNiG/jW1R8jI+bgDqgowQnRk1iENCrkwwmKjM6kodoTIImJMEYg8b4yhhvcEI0XhMxRKNiNBOF6IhJULyaOBJABbqBflXV2feP86h99ln7vOpUd1f3/n6/hu5T+6y91n6t9e21z6l6o1GeJxlsaBgfmlVmRURYVslfueJPkSRUBXiBtbs2c+kZOq9uQQ8vGGb+9Qeo3g/AfjtmAmLJMzj2qCSWgv6EXaHPIjqCGaVn4PeI5yplQk/+7q83M4QSy2rDcbLfJVWIcaMkOxCuE/UFiZZQN4fwNvi+WES54ncR9FySNzB8v6vGojuXhA0Mcc5kMpfcPhhAaBQf2jCZzBdffBF33nknjjrqKO/a5s2bsXnzZixbtgyHHXYY/vKXv+Azn/kMNm/ejJ/+9KcAgAsvvBBnnnmmT9b8+fPR3d2N8ePHAwBuvfVW3Hzzzd7n5XIZU6dOxfnnn59O2dCAthaSGVpYKBtRVJQdd94kCn7rECDAXVvizxJ7+Yku72mahGTGUcPXBlEkUywah5DGLB/ohrCyRJ8pZScgpUqSSYhMEvyFleUJ54PowCKLVh1f5DDwOf+YaiSZk3ELDyz/qNEPaCgfWm+SGSACxPyXq3fjXHedChAJaUPRR9JQ3eATg39GnIxRkaXY12O0hRKyb5H0kj8ItB11XbiF0jNgS7W+QGbS1weKumVdfYSzRkjEpzqcQkh42Iax13fuPXI7MLqvlW1dJZzVX+W55Cf9XpksHnEKEECpSvFvai45epGyRE4aNZdizJlg1psR5SHISdQSGg4agmTu3r0bF110Ee666y589atf9a4fccQRWLVqlff3AQccgK997Wv49Kc/jXK5DNM0USwWUSwWvTLvvfcennrqKd/3v7S2tqK1tdX7+5FHHsGOHTuwYMGCdAqHBr9xC8plI5BErq98HWZO3TZ9WPw2SUIGXcQqm9KwSNksvmi5XKjskKAhDpQcMyZxJFSolqVYZlxdEs6dyA0dQWxIXBAom/lATzh5GpVjOoFB4ns0UqHhfGhdIAWqKiQdZyLxgLisMcLPyuxKUb8vgxK8046q/b/ShCKRIYrfpb+ZbJdE6NzrlO2JCLP0O6jfBRVkMlmHjW4ffBsNrjIINp2PdAlt5Y0b5vyqIIZUVtSV6/orUSfvM8U4Uw2/ejRXqrkk/k6R9bBxKlWqmEt+Em8hci5luVGRFRrEhzYEyVy4cCHOPvtsnHHGGT4HSaG9vR0jR46EadKm/ehHP8KwYcPw8Y9/XCnj7rvvxhlnnIF99tlHWaanpwc9PT3e3x0dHd7v+UIevJgP1RMAjIIJq2jG6nijaMKyTKAUMdCZUzZG/Z7cGGVZ0QQ4B+fBsvmi6fsfTSZYIQ/eG0OHHHPaIWZ7lXNAOXqys4IJmBycRb/MhxXygGmCV2Lo4LRXwGZV2R4z1ltrWcEEhwlEfd8vA4xCvg79m7dfjGGFl/XsLpixxjiM+PqygglumbFe+MGKJmAxcMTQodkEazLBS3HGmKOr1GVUfxuFPKxeE6hE7AAbrC5z0tYhZv8WTHuMl2PINY2qXA6gK5YqiaGPv/YdGs+Hmt48YAUTnJuAwe1xbDFwnrfXANOZ102mXa6YB3LC+GWAUchV5ZRNwLTXfG5YABw5YPb6X3DWit48kM9VZRpMklmdd578oglUGDgq9u9Gzp5vzSZY0QTvyQOmYf9ezNtro+tPCv71xZUJCOtB0QQj7WUwivmAvQE5gd/t2MOLQ5hB2wvAKCrkFHOwCqKeOcDK2Tb22r6aFV3fxn335ptzns2knqJuFrfllG3/wAomuFEBmGX7b3BwK5/M3opR9Tk5d40EuDsmxP5z2sW20QzqVjDBewXd4OpmerqhaILlTZg514fmqv3n+B37fxOoODIrJtBr+ztucnq8Njt9FjZe48ylXC72XFKNLeaMX2ou5Qtif8eX6f1eMG3dIuaSb86o5hIU/cd5NnPJ7b+yCeTyQ9qHDniS+ZOf/ATr16/Hiy++GFn2/fffx0033YTLL79cWebuu+/Gpz71Kd/OrIjNmzfj8ccfx4MPPhha19KlS3HjjTeSny34zj9E6joYccnd5/W3Cn2OoWgzoMf4UEFnZyd+/amfZi+YcyKTHeMejcRoRB861OaZi6Fo91C0GQAWfGuI+tC7PtbfKvQphroPHdAk85133sGVV16JNWvWoFAohJbt6OjA2WefjcMOOww33HADWeaFF17An/70J/zHf/yHUs7999+PUaNG4dxzzw2tb/HixVi0aJGv/ilTpgAA7r16DXq3bg+9HwCMttGwduyIl8kcNRLWnj1AqRJekDlyP9gRLRSAMbYN1vvRurLhRTuT2dkd+CxfNHHJ3efhnktXodRVdnbCiuAdu2IowGC0tsLasTO66KhWWLt3AeUY2ckRw4FyCby7N7psodnexdvTGa3DmDZYH2wP2kyVbRsFa2d7vEzmyBbw7i6gl5ZVLQgYbbYOcRC7f4sFO5O5J3zLzbU77hiHwWCMGgVre/R4ZK0jwTtjjHEAbPgwwKqAd/VElkVzHqypGXzX7mh1x7TB2r6dzGTK/W2MHgWrowOoRIxHg9ljd/vOaF1RHWOxysbt30ITYObBd++JFmoaMEa0wNrZjhIvxdIjKRrl9euNjkb1off871WojGiFte0De13o7gJ6Sva6blVsP1RstjN7u/bYPmfYcPCd7Xb2ZVSr7QOZM0fe2w42ehT47l1AqWKvt709QHev7dsAe+0rNNlrRccuOzPU0gK+fac9h9tG23ONAca4MbC2fQAAMMbbv7OW4UDF1o0NK9iZsN177PWnUARv77CzL62t4B/ssLMvY2zd5PXFlenJf+8DoNAMZubtdSxvgo0YDr6j3c6EjRptrxmCvaJugd/HOesGd8rv2GFnMkcS9obJEX8f66ydFsDGjAZvbwfKFtiokeBdXUBvyadb85TxmH/LDNxz6SpUWlrVum3fYWebYvRfLHvHjLb9csUCG9Vq+5zecnj/FYvgOzvsfn9PtNfRrW2UPWbKFbDWFvDuHqCn1/ZT4PbYKtr9Z5a7bR/6r2vQ+7ftzngdBeuD7fZ42LnDzoSNbgXf4+o2ArxcArp6HHuZHa80N4EVCs7Yyqn7z9Hb6wtpLrFiwT4VsGu3fy6Zhh2fSXNJNQ7C5lLT2FFY8K0zcM9lP0Ol2FKdS0nGa1PIXGprSzFepf7jVm1zSe6/3XtQ6q1PGrNRfOiAJpnr1q3Dtm3bcOyxx3rXKpUKnn32WXzve99DT08Pcrkcdu3ahTPPPBMtLS14+OGHkc/TR8J++MMf4uijj8a0adPIzznnuOeeezB37lw0NTWF6tbc3Izm5mbys1JXCaWu6ODM6C7D6irH2l1gzWXwzjJQjiIhzJEbLzg0uuKVZUbeJpkhZUtdZdvuCsB4KbRsVQEDRnM8HYyC017lGCTELIOXykB3DNu4YR+tjd1n1XKezVTZLkdfKwYpbnL6txShAwOM7lL2/YscYBjx+gxAqTveGIdhwCjE05c1l8G7ykApYowDYEYJsKx4+loMrBLPNqO7BKszxhgHYBRLdv9WIsZjgjFu61CH+csN+yhYHLlmDoZpyy3XiWRq9A0a14eWUcnZY9BbF3pKYKY93+xxnANzx3TFXhN4VwnI5cAKZft3xrw5wool8K4KUCqBNZXAe2z/wAzbVt5VArgBZjlrRZmD5R05hlGdawwwuivevDO67N9Z3vZNvKsExuzjobyrZK8/cOSYObtuWaZgd6mr5Mm05bt+xABrYo5ujo/rKjlHGp01ljFJt6p83/Xuihd7ePKZYfshV6awDvnkyLp1l+wA241nLA7W5bR1uVztv96ypEO52td5WTdZpuX0n+0fWFOZ7D+l7V3VWIt1l8G77b5iBUdmr39s2f1nVfuPlR35ZZ/+VnfZJqvdjo2ivT0lsFxZiJtyYHlmxyUASl0V25fkcl7/2b7dkVmoxgQs78QzXY69jAljy3TGFq/2n2EEde0qOfPCnUsloGLbyGACeWIumTnHHv9cAqPHRHAu5apzSexvpphLoWO3DFSkueTqZghxr0K3oExhbLn9xy31XIrSjXN//xVtmeXeoe1DBzTJPP300/Hqq6/6ri1YsACHHHII/v3f/x25XA4dHR2YNWsWmpub8eijjyp3a3fv3o2HHnoIS5cuVdb3zDPPYNOmTbj00ksztUMJ8nXUysIJ5KbQIWu5URBtjqkDjyony6xVX6pfEh03IMqqXiqTqB8SjJukxyNijUXEb9uol+j4ZMbss6yfv/eNmwT3ccUNlM1p+tcnU9EvseeO1GwR/Rw512pFg7y0oNHRsD5UnEPiukDNfe8FHsI1+aUd4v+qNSniZXHqN5Ur5qXyzadSOZ8ORCFOXfddTH4KjrxBPH4nrQ+hb3Fl1XtJ9XiwDwK/8+qapDJGvEyOA1ln8bpUlysjrN2i/HTgZUSK8sLbaMkGYNX1lqvaGcL1sM4O0yNwTS2GfPmO7x6pTcWXOsn1Rr2EMU5/+8ZPlI2KNy8FbBGcoviCLQ5BZ6J87OZPEvykQIP40AFNMltaWnDEEUf4rg0fPhxjxozBEUccgY6ODsycOROdnZ144IEH0NHR4b08YNy4ccjlqm9RWblyJcrlMj796U8r67v77rtx4oknBupMjLgrfiKykFCHuOM7rq6MAYjOyNkyY8iVg4hYciNISMDmBAF43MC+FrLgBkNJgpWwYnH6OHbbOj+xSWaCcZN0PoTKc/6JM8Y8uRFlU2x42EVVZZl9LiXFWFTqUCPJ9AeQiB6GdSaZzLJ/kt6jkQwN60N9QbYYTQlfPeIF8KqA0J4zvvLe+sH9c979Wggu1CVPgQQBvI9jBTaxHD3Er8Dw2S3LjAjUffOV+wmb4lEN7trJJKECufCrEBaou+0sKeWzhfuvy75cDOCVa494D7FmMwR182yRr7OqDDEOcXTmnIP8giofGVHZGIKAzaqNEGIs+gaVQngSkgkO0oeJfSD1N/m1PwFbxH5x+1s0TrIlSmd5LVDozANtR8gJ2MIEXyitB9ySxg3gFVY9AhUVo2aIRvGhA5pkRmH9+vX4r//6LwDAgQce6Pvsrbfewr777uv9fffdd+NjH/sYRo0aRcpqb2/HqlWrcOutt9auWMwAzb9rFUdmzNEr7i7GKhsTSSZPJMms6hc7a5JAZrIgWbEwqHbm4koN9BlTd0sqwkSRmZRyXS8W9zXdCUhm/KxYnDHOvH5O0BMRIgWbk24ikOMGAPd3dKLMoIpkxi0bB2Hf31aL3LhIsJz57tHIFAPWhzKJTIpQBupSIGowoCJEn2EBsnudqs+deirCRl0XSCyTM2mWGNxKUZ/zZfGiTI/M+IixpBulMwe4LN+ngyDACxnENqreK8YqpG6yLRZBoMJ046iu66q1J+rdBlI7e/INRQbLs1ciF64+ZLdGEKvgDRHETLru+hSDyr5yb14wWYavXITe3kXaRh9jC9FZ7D/u9jc1V9028vVfNUZV9bcnX5GYDN7glvfHHN54NYjNBnHTyZXtrR2Ezt6GimJeiRseYbpmgQbxoQ1HMp9++mnv9+nTp8cO3p5//vnQz1tbW9HZGf3il1hISprcAR1VNskAic0xE5CF2Arw6DZwHVOcsp7YkFnlLtZi2STEjZJLBPaJyILsFD0dVUFJPLHcqi6mMpkJio0nlHObr9aDZMYuG+MFST6ZqYg5AWH+KZ0HKVc1Ft0oSlAgrm1Q9JmiXxJt0IhlvcAwpHwd0SgvLRiMaAgfylh1zohrY2AjUSQ5gh0WB5gBwKoGn2IAKMh0w91ghk0kYiHrTWTAKa6BnCYXot2yTB9hoxibVF7cZI7KEkEyV0XMLEdngyl0i8hsceE6oZsvK2gpfKHo/4X+9hFg1eaBrDMInX2brIq2syT5BmGjrHPo5oarhztGLX9ZX7sRMuyLnsrK/lZthKgcgFJnC95Gr3xdyAJ7Mtw28vkfXk0KWgrdRB0oEhhWPrCpILSpWJc7dt3xwYXyzABQCR/TpA7uOIsZR9WARvGhDUcyGwNxg2p38Ed8zx6QIEjlwmSIcU+Ml9IASEYWooJ6oBoAIEZZT25YOVZdGNyysSeUwqEYxEIRt70oHdwFTVU2UaYa1d3OsNvi6uvWT9lM3xCvWNLjslFFxWNttfavJ1OYfwnIoLJtyeNBNcpV9Uvs/pV08OYfGRkl0zcNkmwSiPdoDA0woxqwWTS5AIc9hAPH9CAQAO4nq74AuXqdAwJhsKpyRKjmmiKA92WwxHvFQF2+1zCCMt2gVwrUhQK+8raZLmFT6SySGUKOrJsqUOcWnfXhFphhOMugu87wKq+SdRMDe5XO7prvZp98Bru2iGTSJcyGfwzJJN9V2wKQq44lOvunIP+ifEll3waJRdzPUG07L+tmOGXFsQtnHIhdJswL8f4wvb1bFWuw6Ct8/S2MD4Owxc0UysTMMOyXNfquu0rzGGPUvZVHlFeMXbFNuTzmxPYX+sAIzh//RkiYDtLcrBcaxIfGYDcaiZGINHGwOIE9VwWEKmSckUKS6mMMfs+hIxkRChNryI4nbj+AdigGMT0StZdcNoRkqnZvybKCw4/q59j6On2WcSaTec4yrswYcr0d6/j9G0YeffMv6SaCKgPuy6qH10/LlUCNRVVZuqC/bNiaIwYZGhr9ATEb4Vv3/VlBLmeTXFiWQNis6v8OufAFw96mnUPkxKDaqTI8S0SsGaoMlrsWuGuEfC8VxHrZIMFPecTFLSMQY5dEAeGkwyNsEgGDs2772tMpLK/nPqIUQsCqrEgiZoKNVBZXhEi6fJsNru+idAahs1Vtf2ENDzxjGZnJtIm0V56C6CMCj45wgeyKmUxeHYueiQK5k9dyj3SHxF0RR7qlD0LGQXUO+YmcM9/EeeL1i6ubuHnDg2NXpbPv9AJCbBSSNtRmAzMQIJ+BLLyjp2eLNA/Jo78C5CO+2o3qTGZdEDegFBfBKCTI3HDRyUTq0D+ZTMZY9aRnXLlhujJHpqtCkkyXYrEV5cXSIaqsvAPr0yHFMc04hDABwbPXUCNes8Xts7plMhPogJDnfAD//KtpE8EBY8FzKUn6l+gzciwqypIQA1RI868WuSnRKEd9NPoJjNnPU8IdtyJhc8pwJyB0j+l5Y9Zez6uZNIlMUkcR3QBSmifODbbMqIyLCHF9ChzjFAJ1aV1gMjEGhGBY9FPcH8hSz46pdHNlerah2hbiBqZMzFTXDcOWI26EC+Tf13+qbJAvexRG2AidxU0CmfjAXusC2TXnmVhuycckBdkkyVQRaUFOQGdp3DH5foGwOYS8qrNI2EBkxbm/PRKNUYW/5cJcUtWnIu6+zRu77wPz0NU1irD5su3VcU/7coHEGgQBhrOZTG42oNp/zlzydFZthITNK7dLvA2c+qBRfKjOZNYBsZ/r8nYTo8kC+XIBsiD8kyEK9SCZUUE9YO8qIWLCBsQKi25QIHzHHhMdJVCUpch/IpIpyWRMmUFSHl0h5brO04ju5yTHKcHDM1xi8TqMm1hjnEF4xiOeCpGEVGzDpJsIlFjqWHStx3BVG1GJTgEIOhjC/AsWjp6/tYKn/NEYEvCdgLBcEggpgwXB1/kGHDtkAABpd0lEQVSzhdyyqo8TOHK4F1S62RkxgOfVrI0qW5g4gHfJjxj08upLUqjjsswgsoJWVTdL0g0ywRbbJIbOvo0mYd4rMliBkymWZRMiBp8tdlsLR3/d9ZpXdZazRCxCZx8hlN8u620SBMmFR4i4IMcj+dI4iMxkyhlmw5GpWKCU48CJE5lAdiH0o2H47XXkk2PUW8a52odGjVH/B4LOhn/MueOA2GwI6sarbcQhxQyC4pHzyt1Uhn8OBMrb11ngeWJpHIj2O/NQ3Ajx1g5ZN8UxWhFc1Nk1s15oEB+qSWY9EDuoFgZ/dGEkGyExyUJMXVmSXRmO6KDaIzPxA1oedaS0huOycUlmkuCbB/qMIB/VwvHlis9FROoQtw0EhxC3fBwkOi4bZ4yz6i5vIttCdBBsjr2Zg5C2DRxjDnkbXVy5in5J9OZesWzY5kSc+Vsj3F3YpD8aQwUiiRCCbd/ROYFcSCSn+uIfwc+KmUxLmA/ubYGjiF6lCPNT9JohyBGP77mBurOOBTbriLfLilnWgG5MKCNUXc3uqnQWg2GJRMC+X9StGqtIb5f1AnImZQWFgJxL1ynd3COKPt1kpQWfLsYjzmUmPXNX9ZOGX6ZM8gndAuul3A7u74ywUdZZzqCLn8mbDb7nB6WyogzlOIgiP5JuJDEW9GDyW2RFEiyOA6HtvMtuTCHPK6eM13QqnYl24wobuSCH+WMO1Tjg3gYJ828Yc2Lt8K6Hz6tqP4mG1geN4kP1cdl6IEnwC8TLHiXK3PC4HDNB5iZZJjOyrBsYJAlowwJ1d2fSK5uwvaiyVCCeNJMpymUAg+rYo2LBpyC+hCGqn2Pry33BSXTxmLoGnkOJkBlVlNqBjitbBd/mRNJMdVCudxQ1UDauXEIH5bO8CTLVMskM6+ok7ZAGiU4aCPdoDA2IQbZvrvuPzoE7803eSBJIiy+AzzEwg4GXJXLhBpaiP5KHm5L8qAJ4V2WKXECdyZRlcg7kcv45493GAFh0hkalGyCQCFeWE/WLMUmA5LhZ4JJUl5t9FcqLmUxf/wmxSehLdBQ6e+SE+fsPCLYnrxKiwLOUyIEzBliVqm5yJpOC3CbU88Cq8t44EO10Nhu4+8JCZ6NVfiOr1/5M6C/3P4HcxdFDvKbMZApHT31ZQVEPeb7lg2OUmlfehxH97Xu+UZzzIeMDqJJGUQ6jbLGAnHvUW5BvEWsHbFu8x1Yinxt2xz5dLBM0iA/VJLMeSPpMZpy3yyYdHLGPy8YnC/FJG+KRTO8YRBbHZYEAyUyiMFWUfLtsDcSGOkYplo0r2vdAfEQ/1+2YdYJxk3Q+hAtMTjKj2jbt22VVu9dyxjrJGKd0cB1knLJKSG0QmrFO4bwSolGeJ9HoJ4iZNG+zjkmPZwmEyAL8gSL3Z9Lc/1kuuH646wOVcbGrJYJkAapnMiHoJ+uWM4KBOlA9xk5lXFTzkgzgQ3SzhTq2CQSFcX9MQj2TqXquDZItMmETzCeP8oqnaJRfCSNc92UyFeRC1FkmtCalm0giBPkiAraLz9CqCJurnrvhKoxLd1mXnskMEmNhjIpJBO93YrNBpbcsk1DZl4VXETbymUzhXuU8dD6OyL76n8kUdIsipe4mUkAOcVzWeTbXfv6bV+XLOrvl4z6T2QdoFB+qj8vWA7EzN/ZAZXEC+0SZLmEhi1U2Ai6XyTKTGTjaGkds2ARmkkzUTIoZRf6TBN+BxTMke5SUNAHxMpmJsupcTWZSyg08HxFHh1CBQPUlGPHE2rJDRAY2J+LKVJSlmrBGueRYTCJXHuNhGxSK+aCh0WeQ3y7rInB0DqgG7eJ1Dt8zgbIcny9xBKmOpMryZUS8uZOJG20cfoIn30u9/MbNmFG6iWRDNCdOVtB3A6GbnMFigPoNnQqdqetE+cD3ZFLw/AOT3qlS7T8u6wxCZ7FffJsNkIgxoYfKFiVhE+SHHZeVxzq1EeLaIsVXvlU85RiVPiD0kOTIY9cjZlJ7gpM6JxqjVLuFlifGKEC8EEhsf/q4bJyx64PXbt4FutwQgiaZ9UCioBoxA/tkQXXchFT8YDKuQMQMUlOSzEQy49qmaFuKxNVAFphHkBRlY6srLL4JdQgp6PjpbElmwEFEyYws6joFIFn/hpRNs+ERVpbKWNcqt+ZneaW2zWpzIi14yh+NoQF/yjI8GKaOOHLhq8EiA3gIQa9Ql1ylak4or3vG+IWpdHZ1I2xJpBsXXqITqbNinSKPyyKEKEl1WYIOygxszDYRy1BtKvYfoTP5dlkyy8r96yw55CQ5kcdlBTmEHkxuO09nI6gbeNVsT4woL0wPqv3poqIc9Zt5FW0q60ZukMh6J9E5xBGEjVGVLXHXjrDyYTrX02f1gQ9dunQpjj/+eLS0tGD8+PE499xzsXHjxkQyGoJkvvvuu/j0pz+NMWPGoFgs4sgjj8RLL73kfc45x/XXX49JkyahWCzijDPOwBtvvOF9/vbbb+PSSy/Ffvvth2KxiAMOOABLlixBb2+vV2bjxo2YMWMGJkyYgEKhgP333x9f+tKXUCqVUDeIi09k2QSjox5lE2UygcjRLBK4uGLDygUIHE8olyhM9Uuito1fNFFhH8mMGDuxCZ77S4LNhFiQAqx4SsQomkH/ukidyVTLC7RioqlDjcUEZclyfiUIDYny9UOjvLRgsKDxfCirjkFxjMuZTIiBn3A7FRA6MXrgJIQXwCs2r6hsoYioYFj2nSrSAdDkkDtCyHUsYdArX5eXZ++yimTKuqkCb67QTUGAYwXwwu+i3pz7SY6scyhhVlSgIjMyGYl8iygPIVeCMcqNEKkwtUEinpBS6RG2SaNQ21UtOK8I/RTzzbdxHagq3tj1joqH2iJc96e51W0qbrRErR2qupTXs46jgugLH/rMM89g4cKF+N3vfoc1a9agVCph5syZ2LNnT2wZA/6ZzB07duCUU07BjBkz8Pjjj2PcuHF44403MHr0aK/MN77xDXz3u9/F/fffj/322w9f/vKXMWvWLPzxj39EoVDAn//8Z1iWhTvvvBMHHnggNmzYgMsuuwx79uzBsmXLAAD5fB4XX3wxjj32WIwaNQqvvPIKLrvsMliWha9//evJlI7bkUkGZNIAK+uMVNJJEyHW971/sQPl8HJ+mfFEVmVTApPrEFo29JnM+GLrtuEgBmwxisZC0md5I+Uhvo6xZWecyZRlZiG35kwmpCCNyNKnlZsGFk/2/Kt7j0ZiNKQPFQPFsG6nAnVAEfSK16g6IwhD4oBTkEuRH2rjliS0XEEiQtatNMQ4oJt83RCeKxSuM+cGmRhTOqt+r0Vn3/0KMkLpzOXrkDYcI3Tw2RgxBgBiHBD3K4mSJ4SQq9BPpTelm6p8KDGTr1MbypQNiNl2Ifcm1VlJjBGchwqSyXmSEwJA3YlmDT60o6PDd7m5uRnNzc2B4qtXr/b9fd9992H8+PFYt24dPvzhD8eqcsCTzFtuuQVTpkzBvffe613bb7/9vN8551i+fDm+9KUvYc6cOQCAH/3oR5gwYQIeeeQRfOITn8CZZ56JM88807tn//33x8aNG7FixQrPQe6///7Yf//9vTL77LMPnn76aaxdu5bUq6enBz09Pd7fYqfli8ma1SiasIr5RPeEgRVMwGLgyEgmA4yCWkfX3iR2GwUTVtkEyhkl000jVMc0MAp5Wx4xj9PYzIomYOTAK9noyIomOEygN7psLORY5FhMarfdJznAymWiIppNsCYTvJRhP8eYf0nsZgUTqDBwluX8y2c8tmPOPw6gK7Nq/XKz2AjSiERD+tCCCV4wqy9oAZx5kAvMA1Y0wXMckOabqixyOfCyNJcU/oMVTPBSTD3cec+j9UAhb69jvfZ1b31pzsEqmv6xbubACnlwSrdeEygz6XoO4Aa4VY7Wo9m05RRlnYl1O6dqozx42fRHk4xeV73YhOf9a2qFkTba9Zn+YNpg6r6yTMDwLxS0HnkAHNyK0VeKNoJBx0WsYIKjAhj+dzK4skW7mZEHGAvEBEbRhFWQ6msy7bHerWijSsw24sE2YkUTMIN+1dZZGo/5nK0HNQ97JZ8ijAOf3XkT3KgAjG6jgG4GPWepfkk2Z/PgJgDEGAdFEyxuG5m5qm4D0IdOmTLFd3nJkiW44YYbIm9vb28HALS1tcWucsCTzEcffRSzZs3C+eefj2eeeQZ/93d/h3/5l3/BZZddBgB46623sGXLFpxxxhnePa2trTjxxBPxwgsv4BOf+AQpt729PbShNm3ahNWrV+NjH/sY+fnSpUtx4403kp9dcvd5cc0bVBiKdg9FmwFt91BBZ2cnfv2pn2YulyH50Z36H0AanGhEH7pg2elxzRtUmP+N0/pbhT7HUFtTXWi7hwYGog995513MHLkSO86lcWUYVkWrrrqKpxyyik44ogjYtc54Enm//t//w8rVqzAokWL8IUvfAEvvvgiPv/5z6OpqQnz5s3Dli1bAAATJkzw3TdhwgTvMxmbNm3Cbbfd5u3Aijj55JOxfv169PT04PLLL8dXvvIVUsbixYuxaNEi7++Ojg5vd+CeS1eh1FUm76NgjG2D9f722OWjwIYPA6wKeFdPdOFYAgGjrQ3WB7SO+aKJS+4+L5HdxqhWWLt3AeWMvo/PNGCMaIG1sz0beQCMMW2wtm9XZjKT2syKzfaO3J7OTPRjrS3gXV1Ab/yxFgqD2f2yfaeySFK7jbbRsHbusL9iIAs058GamsF37c5IYLz5l8RuNnwYUKmAd/fN/EuDuPOvxOv4TLpGn6ARfei91zyJ3q3b/eOTOXP1Pf88YCNHgPeWAGm+GePHwNr2gb/ssIKdydwlPVOUM+w58cEOf/m2UeC7dgGlSrQeLcPted/ZHakHCs1gTU3gHbsAVNeX+659Cj3vvhfMiowcCb6d0K1jF1Cu+K8PHwaAg+/xp09IPZrzYIUieLv/+Jwx1vF94vKQM2CMGhVYh9joUeC7dwMlYV1kgDGOaP8Rw+3YpLPbv6ZWADZsOLjkv209dgQzmW2jA2s2GzUSvLML6PWvWeQ4SNpGxSL4Tn8bwXDWZVmP1hZ77e/xHzFyZYt2l91M5u5OsqwPTSbY8OHgO4g22rEjmMlUtVFXF9DjbyPVvDDGOfbJmcyWFnApTmBjRoO3tyvnrM/ufBG8twfoptsooJuRA98tzVnTAGttBafmrDwvlHN2BHi5BHRFrx0oNoOZ+UDsQbaRmQMbabfRQPShI0eO9JHMOFi4cCE2bNiA5557LtF9A55kWpaF4447znum45hjjsGGDRtwxx13YN68eYnlvfvuuzjzzDNx/vnnezu5IlauXIldu3bhlVdewTXXXINly5bh2muvDZRTnWEGgFJXGaWu+APL6CrDSlA+CixXtp1dVjIZg9FditQxid1GoQyrqxxwkKlh5mCY2bajZ3PIblESmxlyQI5n1i+sqQzeWQayejmVYcBojteGce02up1+zup5OouBWbnsxjaSzb84drOcPa55d1bzD7HmXxLEnX/lejlI92UdSe9JgKVLl+JnP/sZ/vznP6NYLOLkk0/GLbfcgoMPPjhZvQ2OhvSh3RV7M0ccnwaD0V0JzAPWVAbvKQHSfCPLIgeYxBqcy4EVyoHrrKsM3lUOEihKtkn7XaoseA7MMgJlSz2O3eJYNzlYUymoW7ejW9m/6cVyZYBb8fSwGBiCsu11u+L/PsBczlk3JD2KbhsJ1xkj11WqjUpdZZtkGoQeXa7/EPQwDEc/SbbbfzLJpPTIlQCw+G3EgmNDqUezU7YnXHapq2yfdDaC44D0SRWAGUE9jK6S3VcVca6EtVE5SDKZScYmns7i0lvmYGbIXPGRu+A4KHWVUa6UwXvK8easQjeYuWpbi+WpecEUa0e+DF4qA3HGAXJgedWYoeasrVsj+1AXV1xxBR577DE8++yz2GuvvRLdO+DfLjtp0iQcdthhvmuHHnoo/vrXvwIAJk6cCADYunWrr8zWrVu9z1xs3rwZM2bMwMknn4wf/OAHZH1TpkzBYYcdhk9+8pO4+eabccMNN6BSyYgIKSF0fJqXmgTEiU9VZ4SMn4fiKQc7AGUbJZYZ1dZJxMVp7jhn6LPqttTjiFCwFp04F16AUYMcT14GMlyIr9ivWZZ8IaVMVRslFRfZ1v37gGOjvBlvMGDw+FD5jZuA8sVi1FcnUUWpl6b45o7wMhFIZbPw1XFBvU9ENoZ6aQ315uyALYprpBIxJ6GqaajrlD2OPtwXG4mqELZQNkNxLezlMUn6lZKj6pfIFxdF9R9dIS01C5+mmG+yfN9X1bjXKHmielwx7uo031S2qOzjhH1cvg6irKgzcS1D9IUP5ZzjiiuuwMMPP4ynnnrK9yx/XAx4knnKKacEvpfl9ddfxz777APAfoHBxIkT8eSTT3qfd3R04L/+679w0kknedfeffddTJ8+HdOmTcO9994Lw4g23bIslEolWFZWZ/0UUA3SWpDlwE7yXYdKGZAWiVpIJnFNsQCHy4kimX3MMpn3TzyoXrOeUExQpiyrhsFUj7etZRXcRb3dLpEsfzCXXqLCtow3UMKGTp+Ap/xJgNWrV2P+/Pk4/PDDMXXqVNx3333461//inXr1mVmRiNg0PhQZVCo2BhLEkC61+U1OCwYrgfxpAgKkz9ggn1UMBxiX+Ca84+kN3dtSW2OKmaQ3k6r1BvEtaoynowo4uleJ4knoZ43BiLgxDNc1i8ucZHrlPWOsoUat3FtpJCEhAXIVvi4I/vKXdBl/Qi7uaotQiHrHbwUTigVJDrsft/awen1JEv0gQ9duHAhHnjgATz44INoaWnBli1bsGXLFnR1xX+T0YA/Lnv11Vfj5JNPxte//nVccMEF+P3vf48f/OAH3i4qYwxXXXUVvvrVr+Kggw7yXr8+efJknHvuuQCqznGfffbBsmXL8N5773ny3Z3aH//4x8jn8zjyyCPR3NyMl156CYsXL8aFF16IfD67tzqSCAzoGqO/LHdZGWiHnUaQaJqY4UosStFGmWcyY+roLvAR9XMOsNAyCicVJlApKt04ouOC9GPS52Cy2KzIkhm5dmVGMh05aY6xAOFtlGpsh9yThc01gHEeMRfoe4D4r1+XkebNeIMBg8aHykG9cy0Q9FJlxbkVCAqd6Ms9ASTOQUWAyykfW4/spopsKWx2y1KBObcoWzitty9A5mLpeOs41VchZWnCLPWVvMaCuEZsCHBLYR+VY/Huj9JdJPr+y4H1383KEo+M+L4WI5JYCfGIqKLljFvKFpJd0eYEr6k2BGj7AhvKbtqMGneeHdL4qjWTqSqiXDvoORTYPHB1JsYj98YutXa416JVT4pafGhcrFixAgAwffp03/V7770X8+fPjyVjwJPM448/Hg8//DAWL16Mr3zlK9hvv/2wfPlyXHTRRV6Za6+9Fnv27MHll1+OnTt34tRTT8Xq1atRKBQAAGvWrMGmTZuwadOmwHlidzCZpolbbrkFr7/+Ojjn2GeffXDFFVfg6quvrruNvsWHGaj5LSmKNScdWDKHESqKcBKp5CjaKPNsT1x5LN4CKDqJEFGxEUaC044jLt2j2iGNLU/wilkEYFku1k4bUc4/mRxkFFyq2yj7o+AptjWzhIXkw9Mpn+b162nfjDcYMGh8KBUUGlSgCHtu++Y1Fewx+353HFIZIXeeGAxwT/y6waZ4Tay7FgTmuaO3L0YQyorFZR0D16zgNbds4JoFL5PJhXJxQfULEBLYc4GMoOq/LCmAdxXxyhoAswQCQBFKK2Cfj9yJRV27o+BtWogvuVEQT7du2bcCfkIaq6+4vx28ayDalsfmmKAyz1QfuteUJFO0RSKf8rzi3N9/QPXZW19bKIinyg4gaHNYpla87tZrEdd85FoYjxbVFhA2auqEGnxoXGQR9w94kgkA55xzDs455xzl54wxfOUrX1G+xW7+/PmRrPvCCy/EhRdeWIua6SEP8izksYxOQruLV63HneQjHpawICUF2UYciV8uE9XWSWyOswBy7x+1jCRkJYwopCI9VBvWSA4VR2hqEJiBDAdRx5jSyHLlpZVJBa4cyecfMwBWUTdXvR8BqCPSvH497ZvxBgsGhQ8lCSURKLpl5THODPgCRZFQclQzQrKfckmYCIvwsarsWAJw2Ueoju9xEBuChlNU8AuijhZxzQv2Cfuqx5iE8sFLJGRi7F0H3Vdcum5QdhvwFkcfMXMU4mF9JRNP0ATAi52iniF22iZA/llVD5/eUMYn1exdVF/BIf9eZc51YUNAKGuLjckyqRjP3ajhcjkeJGGizm45t2p3nMrjzr1XbGoy68mrmzppwYzgfPHGmFjOtUXcPDCq5UhybVX/ZlK/ZLW53sBoCJI56EEN6BrAQe/SpYO7A1xjIE7tEKcVSbWRvACkleOTGVMeY/EWQPEYEykHyUmmSlyaBVnVhrWMSXdss5Q6yeAI7rCnhUE4lFRgvjbiacd2WP8nHdsGESDK8jLk60lRy1GfpK9fr+XNeBoDCBRxMQxiLLs+y/9VCi5Jra7BRFBI+Sm3HhGWFVjPOOdgNa9xBImWCYC7/skbtSIxE4N4T7QVvOaWl+3ziIvEXOKyTIMI6m3lg7caEvn3ZYmsapUiKbCEwF60Axwwcn4VLYuwjyCegN2mcfqQUWNMjJWofok4fSXWa1F9xQXCLG/YU2RGYaPCnkBsQm3UGIb9Fltxo8ZtWy5kJD0dLdoWjzga8HWWN0b95JrHTZx4VVC2KNYOX18Jtoj3OjJ9x3nlzQPmL+v1VZ1IZl8cl80CA/7FP0MCwuCv3UlBvYCmget0MwnECeedRpKqjZJOuL7OZEY+/5dwQQqRxWK8lIMEZXMtY1J+XqFmCIFIjfDaKIOvV2GyA03LMlWONOH8i9xk6gdn468/5U+SKnjtb8bTGDhghhGYB8ww/Jk7F0bIcVlfUOjON14N1gPBPg+up5ZFXMvA75JHSaXr4rFM8bIXIFf9jE9Hi7jGebgtlDlxTFRmMgmC6vWL/2tKbP3ca1SWCH4y4hFSiYRxwj7OQRoSN3by4iK5XxyyJvRXqJ9R9ZVjH5PIlqcfk8Yoc5WCv3zc4UicElDNN69OOHX6jo26c8uo1k1kJ7l3QoAad3L84paNNfC8WwJ6SySfxewral4Bgj7uuBPbwusr1I1k9oUPzQI6kzkQ4NsNy4D3Z0kyweyANevn1hznnU4W1UY8ORGOImJxbWbOghVVzl14QuQk6TceduQ4bf8HgpyYtqkgZDIZM2pf43g1JqkZXrBW61FwBDdQUpI4ZijaOvFR8KixXcP8ywJp2ihh+YULF+LBBx/Ez3/+c+/NeADQ2tqKYrGYrG6N/ofquSrLkkiYs8lCEdKykIUJHI0NZu+8UwmB5xN5/OxYEshLuktcAplM6RogEDNhbskkTL7GbRtZjsjUBsgaBBIXDqZ8VhY0mfFliQSfIwX73l8uYWYMnFXtcDcEfDWIhFnsP8oOh5BGrzSMyPSxKvEUBQSImVgfD5YT7INEtjjZLwTx9GWdYyDslIBXBp7z5ZzoF98mgaCjRRFmZ/NG6D+xLJWhZkYuul9U5qrsq0iPlFCnm7x5hWp7iD5fPK3lI9LUaYAM0Qc+NAvoTOZAQGBy1ojMM5mqoy9J5DBfdiX1kUKAbiNp4YurUyhi2xySgfLJi1oU/G0ULc9St6FhxPYvfpGyzSyasITKc/uZZTO2E23PRiDM+SeC1EZ1OC7Lk84/VRbCk1fD/MsAffEdXytWrEB7ezumT5+OSZMmeT8rV66sj1Ea9QWRWVEelzUMiZgBXhZNIjMAqv5DtRkqrYGcOC6bDckkSDQgZcwMIWgmSIqCZHKKZLrtwYL2MYMKkGOuv4zoK9eegI2GtAFbXU+52/6+fuGSLW4fOuOA7KsEx2VjZTJtX02Rf5dAeXDGSdC3IllfuW0kb4R4ZEaWjfjjkeoXQ7WRwUkSJvoUJpB68q3GgeOygi2kP+XJMpnUyYaAfQYCMZmTgeUkyeTCPGQeaRaP31eJNO+D47L196FZQGcyBwB8b7esIaCvCuS1ZZ98cHZNK7VKk3eNa5CnaqOMsz2x3zrKEHMBjAjsE2YyQ49lpiJ0ChJcyyLJ6V2+9PJQlVfzkHSdfwYzhXo2KLkQdRtlnsnsR4YJ9MkubCZvxNYYODAYeDkYCJNjyWBAScoyBZ7BkoJZJ8D1+U4fcREWHcsKbixmsrkrEzA4hLL6dhRmMHCLBTcZfc9kStdcneVrLnEhSRgk4lIl55EwGFCO+UymS/5DXyYj9xX3l/OuEX1AkUyXuMqIS2a8rB6nr4k2es/uUSTT+yf+M5nyBrLFwUwDnEn9qrKRtEdB/slNHfg2agIZPbecR/4VL/7hsn2CDJJcJ3gmkxhjQcLs2kzE32Tih4fbLV7jgPvin0wegaOgM5kasSE/PF6zvASLSxRcAlWPI4Wpj8tSWZoUEy5q8ifKZMZocN9uLSUm4a5XWDYqzbFrjiD5qJUcys8S1Yosx7brCGsd2wCxS5tGBtRtlCaTGZ7KRO0sXUOjDxH4WhLnmjyWGVHWIwCgA0UvoweCuIAIhlXErNZMpvS3F7RK6yhDsC2oTGbUG0tdu8lgn/BHHIi1ADOD2LxjDp8k9PaCclT7D6gSaTKAh5d58pU1pPjAe5mPf40mTw3FJTNw+8AfuzGPrFHEhVhvlUebib7yyBYkf0McMXXLJzkuS/WL/Fwz9SZZ35uAXb2FPgh7SRMLEmayLEVIaUNot0Ye3yZOQZBvyiWOywaeRUUwfrOIvhqC0JnMgQDpxT81h34c2Q5s6jx7ciHBhTEtx6TaSHQ8ceVEPSOYJJMZi2S63jJUqXh1AsHjUmnliAiQ4ITEV4ZFLMo1ww0YahyT1FG0tOpQO69pBGWVpY9zFLwfOSaz7J+k92gMYXhHEQV4mUwQ16WygUBaWJPcDTbTUATDcgBPH5et+QSR/LwiddrCl0UjNvFU2THq7bKqLBFFmIWlPBJUX3k3y8E+QaRVX4vhQkVGAMKW+FlnblnxHllhzj/UJqqKuJDtwWE/lAgE4iPxXq+sBTDTP86UxzLjb8h6L8ERQc4h57isfMTU1cMbIwKp50Rfqb4aSGl3XPIv3OPTm4hhqa/OETc3xHKQy4Hu18CmFYvdB0nRKD5Uk8yBAOJMeE2eKg6ZiQ1igqUVQzmEVLJU2Z6sA/EE8uISqIhnMpMRMSK48tRh4GkGUubHZV0HU6OcqsAMZNjwHHUWR0iyytKr0J9jux5okKM+GgMI5JE+N3MRFVSyYLCo9ElEFkUOcC2CUGbqd11VGDFXaDLjbZoKZX0bqeLLcqpKg85khhCXJHoHrhMiDOeiz0Q57pA3qUUSLWXS5K9vUn1PJoW4G/Ru2wQy60HyT73EyK+H2y9UXwnXHELE5H5Rne6Ja4tdE7nBEchGy6cBqHnllnOrpjYEoNi8UWVwqbIKM6r3yHqr+kqAO3Ysov9UY5TaSJfbqB5oEB86oI/LVioVfPnLX8Z+++2HYrGIAw44ADfddJPyWZvPfOYzYIxh+fLlvuuvv/465syZg7Fjx2LkyJE49dRT8Zvf/Mb7/JVXXsEnP/lJTJkyBcViEYceeihuvfXWeprmh7xDUrvAbDmmymEkFiSgFnFKkpmRHE9eXIFJCGaIzKRELJSvphwA9SKZtcrx5NUuwgO1g55OkGSamvxHiMlsAyX6K0wSicsePOWPRiIMKh/qEUrxEkFQ3GCPOpWhyv4BVZJIkJnAfCIzYVn4XcUgDwTwqgDZlUEE9lRGyYv1KftUOsYkYaQpIRsFXCijOiYs6he4BppYkUdjFaQlyeMYUh945E9eq0L9jFA48DVYIGyhRNjjtqbvRmeEcGKMsbB+UcWxkX1FzTfp/kSEmYDSFh7sQ1FnURlhQwDiA8thm1bkRk1GaBAfOqAzmbfccgtWrFiB+++/H4cffjheeuklLFiwAK2trfj85z/vK/vwww/jd7/7HSZPnhyQc8455+Cggw7CU089hWKxiOXLl+Occ87Bm2++iYkTJ2LdunUYP348HnjgAUyZMgXPP/88Lr/8cuRyOVxxxRX1N5TapaxJXkZyfDIzGJ1ZZTJVtiXO9kR8XpdMZnyR0bLCCGt2JLOmI2D12DnLbAMlK5IJ+B1lLWKyGtssvJ36OSvYKF8k3egYTD7UjhMVBCVYGn4yCSlYFK678J53k67J5Vwh7hzj1Us1B5QBXhwSwKvmgzKcUBAXcLmgcI2wJ46JFGlR3MvI01JSSiqgCpfKVe9nkP0VQRyVS4mCfCpBCKLGqLJshNyA3gRxySo2I8eebEuwTq+9lXEsYYsyy0ds9ISoGISi70hbKIFEX8nkOHA9YmOoThyzUXzogCaZzz//PObMmYOzzz4bALDvvvvi//yf/4Pf//73vnLvvvsuPve5z+GJJ57wyrp4//338cYbb+Duu+/GUUcdBQC4+eab8f3vfx8bNmzAxIkTcckll/ju2X///fHCCy/gZz/7Wd+QTBFZ7XpkObCz0ClTfdx/ap0wA62tM2ykzIhYRnIyfSZzAGIQm1YXNMhRn0bHoPKhqkCR8AOqRGbwAjVxKSYUI6PUZwgLpEOucUU5FccMqSoaVAeoiwYuufE/VxQM04/kLTH7OW6/yhsMISKrGa8YMmU94vpMslhSwkyL8NcTc9OBCR9wdcEAz/P2NohOrMEWhpjDkeKNKpsDZVUbu/XKZDaGDx3QJPPkk0/GD37wA7z++uv40Ic+hFdeeQXPPfccvv3tb3tlLMvC3Llzcc011+Dwww8PyBgzZgwOPvhg/OhHP8Kxxx6L5uZm3HnnnRg/fjymTZumrLu9vR1tbW3Kz3t6etDT0+P93dHR4f2eL6ZvVqNgwirma3Zinpxa0WSCFUzwXrUs194wu1nBBEwTvFy7TkYhD6to1t5GxfRt5LO5gsg2ioVmE6wpn1EbmZm0EUzDbqduW6c4fU0i74yjDMakZ1uNL+yx+z9eG4XanTOcMVmjbflcZvPWKJiwek2g1q8e4gC6alZHo5/QsD60kAMvmkC5+kSPN++FMW0Ucs5aIAjOGcF5lM8F158mYk0qmGBNwbXcq0eYTp7/4HI56l5pTkv1eOuLpA8rmAA4uOW/xk0OILqeWNcYXY4Vg/WwggnOTcDg/mtl0xdNsqIJ3uvvP7meqs1S3ar+Kwb9h1EwYQ1TjBOLGCe+/iP6JW+CFfL+epqJcVI0wfL+ccKGmQDLBfy3XI/Kl8TtP1Y0ATDwitgvecCqgHOpr3LR/aesW46PqHFiMNJnsUIe3CoBuWo9+WIuYHd1TgvjxCDqyRH1mEawXxRxhhczVlKME2r+UmtHMzF2iiaY0ffEbiBhQJPM6667Dh0dHTjkkEOQy+VQqVTwta99DRdddJFX5pZbboFpmoGjPy4YY/j1r3+Nc889Fy0tLTAMA+PHj8fq1asxevRo8p7nn38eK1euxC9+8QulbkuXLsWNN95IfnbJ3eclsHLwYCjaPRRtBrTdQwWdnZ349ad+mr1gDj8xiHuPRiI0qg9d8M3TE1g5eLDgu2f2twp9jvnfOK2/VegXDDVf4mKo2d3Z2Yk1n7o/e8EN4kMHNMl86KGH8OMf/xgPPvggDj/8cLz88su46qqrMHnyZMybNw/r1q3DrbfeivXr1ysfeuacY+HChRg/fjzWrl2LYrGIH/7wh5g9ezZefPFFTJo0yVd+w4YNmDNnDpYsWYKZM2cqdVu8eDEWLVrk/d3R0YEpU6YAAO65dBVKXeVUNhtjRsPavqP2LN2YNlgfbK9NCODs2BTBO3Ypi+SLJi65+7xwuwtNYGYefPeemlUaCG3ks7kMsGJ4G8VCcxNYPqM2ahsNa0ftbQTTgDGiBdbOdgAx+5pC3gQbVgRvr7GNABhto2x9as1kJmijULtzBoyRLbB2tNekD/I5sGHDwds7ostGwBg9ClZHe82ZzBIv1awLhUZ5nqTR0ag+9N5/exK927YD5WoUZYxpg7Vzhz+TObYN1vbt/mDLNGC0tsL6YEf1Wj4HNqIFfMfO6rWmvL0m7RTmW6EJrKk5sJYbYx1fIWY4xrXBel+6Nn4MrG0f+O8lrtn1NIF37LbVc9aXez//OHrfr+rDhg8DwMH3VI8TsJYR4OUS0NXjExm3bmNcG6z3BL/HHPve8/tCqh7WOhK8uxvo6a1eG91q+6xSdV1kY0aDt7f7+k+ux7X5vmufQs//vFctlzPARrWCR/UfnFhgZztQEcbJ2DY7PhAzVFRfye3g1TMCXFzLm/O2f/eNk2bbV+/aXTVvWAFgBvieTr+OUj0qXxK3/9jwIgDmq4cNHwZwC7yzu3qtZQR4qQR0y/3XBfT41/VYdVPjJMdgjB5tt62o46iR4J1dQG+1nqZJY7DgW2f47FaOkzFtfpk5A8aoUf54zTTARraCbxfHiQk2Yri//1CHcdJk2r56pzROCgV/jFNsRrlOmcxG8aEDmmRec801uO666/CJT3wCAHDkkUfiL3/5C5YuXYp58+Zh7dq12LZtG/bee2/vnkqlgn/913/F8uXL8fbbb+Opp57CY489hh07dmDkyJEAgO9///tYs2YN7r//flx33XXevX/84x9x+umn4/LLL8eXvvSlUN2am5vR3NxMflbqKqPUlS44M7rKsLpKycgB8WyA0V2y5dSKCsB4CTxMlhObhNptGWB5hMuJiVRtRMnJoI1KXWWbZLJy7bZZDKzC4smJeCTV6C7D6irXfgY/l4NhBtup1J1wjJc5GMtn0/+ubVbSbTxZTilxG5F253Iw8uXa51uZgxkhcy3BY8hG0bGtUlsbletEMu033SV9nqQumgxqNKwP7S7bgWi54l1j3SXwrgpQqV6rrgXC4DBNsCZpPS5xMFOaWxUWXLe5AWYZ9jXhwU5qPTW6K8FrXdI6wACjqxJcG7gBVhHqcdWUfCjL2X6Od1f9HTNL4OUyEKMenz6OPbbe4r2sWk5YY1i+DN5bAroFfZpL4N1l/7WC04Yiyewug0v9F6hHYTNyuWo9btuWif6D0C/imOgqVf2DY49dL9V//n5GmYPlpDFhKcaJ6KsZwJgJGAahI9H/hN1GVxmW0M/eNelelssD8McJLGfb67um6r+usk3+IuoJHScucgaMQjA+YM3umBDGbXc5YDfrcuZ0Wdi4ZczpV0GmmQvGa2YOrKnk6wOUEew/AKyrbI+nsjhOnDqsiDkdaAenHtlXWwyMy3XnUMnV6cspG8SHDmiS2dnZCUP6cvJcLgfLCS7nzp2LM844w/f5rFmzMHfuXCxYsMCTASAgxzAMTw4AvPbaazjttNMwb948fO1rX8vclthIQwqotxxktWOR2aDMcHTLr5dOa2uWuzqZtXfclyVE2J2hbdmJGmBjMtPuz0AYR7hOScZ6lKz+RoO8tKDR0bA+lOpr8e2vXLhGvXyFvF8so3gzpDhv5HpIfaQ5Sb5tSDVuebWICl4gKcmJW4/8VlpVYMoJo5VtqHpLkKx38DL1VlHlN3v42p8uGFqFV49irRHf/un7OO4a6xtQ6nt9bxkN6exY48mREbjOg/Wo+o8jZj0KHQU1AKa41dVFqEelD9UkxPgmfWzgq0aUA6+qs6tOqn5Gde1Q2S1+rVI9fVaD+NABTTJnz56Nr33ta9h7771x+OGH4w9/+AO+/e1ve2+yGzNmDMaMGeO7J5/PY+LEiTj44IMBACeddBJGjx6NefPm4frrr0exWMRdd92Ft956y3uL3oYNG3Daaadh1qxZWLRoEbZs2QLAdsbjxo3rQ4tBO80oUG/Y60sCFfvrOzImYnLAkVZO7QplIyuJCMVbFauy6tz/Sd/0lhXpyfJFbWnaSP7ScltQ32wyRPW5T8wAJ2QWkvdlnTaEBzMa1odSftAjW9V5QI5zcjNGmqPe20HDgnUDQEVdj0sKfJeIgFR1r8e3RPKu8OMGqx4Tjm2zVNaxh7KFq+qh+iDAMWWbg2oE6hG/YknVB0L7u5fpeuQ2s6rXnHYhbbaC/RybGHCpXkNNPLx6lG8fdQvywBpPj29CR19XufWo5lDMekgVJWLN4LQ3VQ/89ah2BIhYItY8kvsq7CvJrODaEfdxG1IXyue7+jAAPGKzJgs0iA81oov0H2677TZ8/OMfx7/8y7/g0EMPxb/927/hn//5n3HTTTfFljF27FisXr0au3fvxmmnnYbjjjsOzz33HH7+859j6tSpAICf/vSneO+99/DAAw9g0qRJ3s/xxx9fL9OUSBUcUgF/jc+rVRERQDNF/YSYzBJZ4m5oDa+15lm1UWY7VgnISoTdnGfV4Aqd0rR7Jm0UsmOcEJxyjpHVK+zui/5P0uYDnWRq9Aka1odGZTJdUGt4LMKlqEdcy8X5RtTDqQBZLqfKqop1x/nOQ7lMTDLr83GujIAtXGhb5r9OkN7As7sBMhqRrQP8m3UqkiLrEijH1MTFheEQIWqcuPIoeyIh2cycTBs57tx6iLp8xWKMJ1cQRR59m+9uGWLTghN6xI2FfOMJ4XNN7sNY/azQx4i5iaKKxajxHddHBua0qh53TAhxaZps4yDDgM5ktrS0YPny5Vi+fHnse95+++3AteOOOw5PPPGE8p4bbrgBN9xwQ3IF64FUJFPa8UNKskrqgwid4hK9DCdbzEU7Wk6Gkz+rTGZskhnscx9qfF7Rh0xIZkb9Hxa0JUWaTQZG7MtltskQISeqz0Vk2f91QKO8tKDR0bA+1CIIjpuN8GVHiHFuGAryKL5cRJX1ENYpIyIg5Tx4skHWh4Uc84tRjy/zF6aLsh5BHy/bRrSZr23de0GTGZKgEO1IMUCLsEdeh92+MmRdCALvfkbV4dWjICgW0f7g8fyCrI9jT/iRzohYiVv2Gs8qVZuoviL6mvuIPquSP6r/wOPVQ+roY9b2D9VeZJZYMT4NyqcG5xE5V8W6DWb7PdWGgpg9d6/F2k+QdDEcm5WZTOnEUZ38VqP40AFNMock0gSH1BG+zILMGOQgViZT4XTSwBJ242ohmX3ZRlnLIY9tiqIy3GSg2inNcdlMMsfqY0mJkWZMqtq9LzYZovrcJyvD+VYPpNnh1SRz6EAVkDLAFykSawpjLIRIeYXo+8U5KAa/lnAEU5QXmckkCC9Zj61vMI526hB0ITNmqoySLwg3aB0BYeNWtJlYQ0hiLZEZ5TNrvOpLQo/LOnXL5COgtxTMU/q4JIfqP9dmsZ6oNVgsSGXRSGIdc1Pccts24kin8h0cAoH3yhDlOIBcmkwm98cCyiPnUj2uOQoyyhgLtlpgHinIrEz0Vf1HbaKkyd669cAi1hinfbwssq1L3R5daRAfqknmQEOKQJwxg1jPsyQZIbIYixf8cmR3PDXuoh2FPsv2Zi+HGUSfi7Bi7tLFAaVTEsJjC4m/WxqGGro7gBSbDIzKZMrONzV46FyL7HMR7kbMQEWDOEiNfgKVZXBJnS9QJMiDQQWkBCkAyOyIGxT65hs1v6ksjFxOdcwP3POHzDCqa6O8RqoymbJI0ma/Pp49so7uRiKDb13n3ArqbllALh+8Fnex8RE7l0jRwbp/vaOItaIOUZ7hEi71pkOgnjhrOefgcj2qTWIxextKMmOMJ1cORTKl47LcUvQfXAIvktm4mUz/V43Y5E/1TKZcj4IkBmKJYB8ww1CPW1cXQ9xQIPSW48W4NluSzYZhv6WW2KAKHKFXmJ0JGsSHapI50JAmEK9zJjNqJ0b1/WqynOyPFDL6+GJcZNFGDIjTRvGQQE5Um2e2mND9Fq/P/WKy0UkVtKUAFaxFoe6ZzJAxmeiZzIF9XLZRHKRGP4HKwrhZAiaXk8AM31da2OXgJwXOkTYeCFyFjZ6o47JUFkaWp8zAQCBcrHoKPsB57QwMywlEKFEmkzguS/k9J9PjI1zE+sh58JnM4ItRvE+kmyERLud31bN60nHZQF+pzsuKxNrtnzACLtcTZ52R/BkzDPAKQep8+khHvYlykePJERNOMtXHZd1jtbHqIXUUN2qYkmRyZ5ObGdV6gv3n1JvLBa/HGt882AeqGMo7dVAjyfTmCFWPo0/U89NZoUF86IB+8c+QRKrjskQ3ZvpSm7DAV1E/KScjnYTdq8RkxycnwzbKQlaSRSOqzbPaZCCdO1KR+0wy2UzpopMjTRsxI7iDzjOyDREBTpx5FkfOQICV8kdjSIBacziRySTXJoN6PlFaW91jieRzVcGjo27QLCkUnXmKejGKVI/yGGTgmcwUJNOph25b4RgrpaN4jToi7CvmHlsMquPWw+Tjv75CTjn5rbsUmSXq8b30zrDXa6r/qjZHHcslILeN6o2jvnqIuuR6Dcm/JMpkegUEkqkYT3EypjKojZqwZ45tlildk4vx4MYtFXMoMplcJPAGU8Zidjlp7aDmEYGALu5xWGqDyp0f4kZLvXxxH/jQZ599FrNnz8bkyZPBGMMjjzySWE1NMgcYsnq7bKo3Z5KImiQRR0CqCmU22XyvBE98bFNUKcs2ykBWErIaYXdmR5MBut9SHZfNgmQqdq9TIFUbKd8um0X/8/D+T0AyEx1h09AYaKCOe3M70xM48iaXYxFH6+BsTpLPkwnrVOCZTEJHOasnzV+mIn+qelTkQS4jlfMduVXpE/ZMpndcVtZFKus9N+irxF8uzDX4yGxIZpVLRIgK6lXPZAYy1oojnRbR/rF9ubxpEfJmUyF7y0L8JpdfdgSFj4pxXLY67oj+c8eTuJ8Q+/lEKaunOi5rEeNWlcmkiDdx7FyZofTUcY5gK99iiyCBj2N24E23bj3EBpW8EVbPTGYfYM+ePZg6dSpuv/321DL0cdmBhgGZyYyS1dfHZcWdwQGSyczouGxsOVGZxCwJtOo16gnFZKZTmmOupJy0R9Pl4CaCHCbSKUROouOyA9uxNcqb8TT6Capn6HKQSKZiA0yZXXGgfPGPSP7C6+Gc+zJypN5KXUDXEyeTSRFw5bFc8bisEbzmq0ci8NQ6S2UyA+UinsEDqlkn1x5/Ifr5xLjHcsX2cckU2QdWtYwoKsVx2WomkyorHZdVifcIl+BfFG+XDfaLoE/IcVlyPKnqoeCzGSHjzplH7lfIqNqVymQCQZnMiDe+lUTfAsvlwNO8+Iec09T9NsFlLAcuvqCwTn6rL3zoWWedhbPOOivRPTI0yRxoyCiTmekzWaGBr6L+gAzvnwz1iZlFVcrpozaKLcP7Jxp99UymapHst68wqaG/ZaSaa/X8CpPwNiLfwqeCfvGPRiODysK4X0MgX5NBBr7SRpCYaZCK0RnGeJnMRG/FFImQeD2gD4Jfs0Edlw3L1kGQEfqVE1HHZannBiV94mYyudsHRNY5QD6ojTwhkJd0rBYJyZbW9BUm0vqqGk9iPVGxEpUlpt6eDCKr55svEcdlvfEkkNk0mUym6D9PH/jtVY27OPEr+fImyT7VxpGrj9z+ceM/ivC6MiV1vE0Y7rsYr56kqMGHdnR0+C43Nzejubk5K8180MdlBxrSvF2W2gnKLCCLGshJiF5GOomLdi3oszZKICdmG4UduwGQXWYNyIZk1nGtTY1Ub3JWHZfNaJMhTE7irzAZwLB4uh+NoQHyuCwVKBJBOHmcUCobRgqcayyiHjqrRxzpVM1Fqp7gA4YIZJ6oDFWMY/wslBS4x2WjbCbqIjOZoNd7inwoiJm//YlyitOywX5WZZOd50Oj6lHBd1yWqe/lArEOW8Jjb6IQ9Yh94M4R5diOM25VOvqYdYx63MwsobNzjfSpgb5WzOnAJooiFnMy9SxwLQbkN+oq6+HV+cGql+rmi2vwoVOmTEFra6v3s3Tp0vroiH4mmVEPlf7sZz/DzJkzMWbMGDDG8PLLLwdkvPnmm/inf/onjBs3DiNHjsQFF1yArVu3kvX19PTg6KOPDsh6++23wRgL/Pzud7/L0NqYSJvJlOdppkdBY9QfKYdwjGlBBQtp0JdtlLWcvspkqmSlafdMdFJFFimQ1amBtLKSyhlEx2W9XdikPxo+DFofqswIxQgUQwNft4zifl+wnoZkBoNj5YtRyHoCBRVlgoRL/QIWqZ6wclGEK5bNQfFkPW45ZeYpoh4V4mSsZV2S1kNmMhUOXCZmYTLlWE7pewmCI44VN5umGt9p21aeQwzhmfo0c4goq3y22etDt4yiHosHN6hiH5elCC9x3b3mrH3exXq5rRp86DvvvIP29nbvZ/HixXVSsp9JZtRDpXv27MGpp56KW265Rfn5zJkzwRjDU089hd/+9rfo7e3F7NmzYRHHI6699lpMnjxZqc+vf/1r/O1vf/N+pk2bls6wmpBmRFILV51Jhlh13OA3y8yhW3lNxyf7qI3qIifK7ixXtn4kdTIy5JipBCnH2wAjmQMubSwjjXMc6Db1PYaWD6WIUNwgHNK1pIRLIU+ekqqAlIKK2ElVkMF6QGYcYh1ls8saiHvFa4F1KMG8VBG7YMEa6iGIUBKSGbceijySwyRmvJKEWIdwzNB7nWuB7GEKksm8f8PqiSEvViaTrsbf1yx4zVcui36Gn0BGlK1rJrMGHzpy5EjfT72OygL9/Exm1EOlc+fOBWDvklL47W9/i7fffht/+MMfMHLkSADA/fffj9GjR+Opp57CGWec4ZV9/PHH8atf/QqrVq3C448/TsobM2YMJk6cmNKajJCKY1KTtGZNBi6y5qqNiMhMZoZ1UbKyfDayvzAAeXg4kmQy66eFxsDBoPWhyjhRDo4T3u8izlQKzTBCQQriKqOoR10o3cc+m8OIULxqIuuIXTaqbRGjbVWnSogyoTbHHFNhCNv8jNu2nBCT1vdGlpEzptEiA+XCxhOlR6pxIsqhSF2Me8VrafRJssYA6ebQIEZDv/inp6cHjDEfCy8UCjAMA88995znILdu3YrLLrsMjzzyCIYNG6aU99GPfhTd3d340Ic+hGuvvRYf/ehHQ+vu6enx/hYfpM0X+7ZZjYIJq5jvn8Ayn0NTwba3r+1GswnWZIKX8n1bL6q25otmv7S71+d9DM/uggneD/X3V59X+zsHayj1OQfQVQ+57s5qwns0MkWj+VBWMAGLgXP1PLDnSfgcZYU8uGEBTP0smlHIhc8304ick6xoghuVyHpypRAfauZsOWH1FPLgiK4n3J6cLSdijYmU02SCNUfpa8Is25+r+jpWPRF+iBVN8LIJmOrIP7Ke5hj1FEzwXhMohzCMogmWN2Ga6r42inlY3SZQUQ/eKH1Z0QTMcB9pFM1s6jFy4OUYc9Hi/pjJExLPrxmFHKxCyJw2HJsi+gjg4FaYvhH+3WDRc76QB6xKdY1qYB+6e/dubNq0yfv7rbfewssvv4y2tjbsvffesWQ0NMn8+7//ewwfPhz//u//jq9//evgnOO6665DpVLB3/72NwAA5xzz58/HZz7zGRx33HHkju6IESPwrW99C6eccgoMw8CqVatw7rnn4pFHHlE6yaVLl+LGG28kP7vk7vMys7GRMBTtvuSHQ89mAFjwnX/obxX6BfO/eXp/q9Cn6OzsxK8/9dPsBctvpIx9j0aW0D50YGEo2j0UbQa03UMFjexDX3rpJcyYMcP7e9GiRQCAefPm4b777oslo6FJ5rhx4/Cf//mf+OxnP4vvfve7MAwDn/zkJ3HsscfCcF4Lftttt2HXrl2hD7aOHTvWazwAOP7447F582Z885vfVDrIxYsX++7p6OjAlClTAAD3XLoKpa5yFibGgjGmDdb27f2XyWxrxYLv/EOf242mPFhzM/iu3X1Xp4N80cQld5+He/73KpQ6+9BmB8aYNlgfbO/zel277716DXq39n39aM6DNfV9n7t23/dvT6Lnb+/3TyazH/q8xEv1EcwtJP4KoSy/ckgDQOP5UDZiuJ0l6OxW6mKMGwPr/Q/CM5kjR4D39gLdvWo548fA2vaBWohpwGhthfXBjpB6WsB7eyLrye1qt/0JZbdpgI1sBd8eUk9rC3h3N9Cjnq/R9uRsfbfvVJeJI6fJBBs2HHxnu1rf0aNglrtwyZ3nKvs6up482LAi+M4OZRHWNgp81y6gVFGWiaynOQ9WKIK3R9TTsQsoq+tBsRksn4dZ6lb2tTGmDdbOHeEZxnFtsN4L8QPFZjAzH+ojjbFtsHbUVg8bVrAzmbv3hNezfYeXyQzYzZwyYfa4urwfEuMaTtuF6Tt8GAAOvkedVoxVT5tTRlXPiGGAZXlrVCP70OnTp9MvFEuAhiaZADBz5ky8+eabeP/992GaJkaNGoWJEydi//33BwA89dRTeOGFFwIPth533HG46KKLcP/995NyTzzxRKxZs0ZZb9j3ypS6yih11WlgETC6SrC6SukD31peplLmYN32gtHXdqPCwHgOvLsG2+MgpH0ysTlF+xvdTp/3E0pdpardmb6MJwIWA7Ny4P1ke6m7YjvIfji6SfZ5ndu+XDcHqY/LDhQMaB8qjW+WK9kBHPGZC6O7ovaHzj0sXwbvLQPdpcBnnpyucvgaa+ZgNIeXYU1l8O5yOPnrKsNygu5SN+FPzBxYU0nt51hIPYJNAXvk9jO53S5hNrMY7VIBmFEKlcOKJfByeNzg9SOhA7hTD8v765HHS1cJvKsMlMrR40UFi4EhvF1YV9mupxyy4cxzYM3MHncg7GYA63b0rUhfmyGOS1Ff0qYcWB6hcZHR7Yy5Ssjx6oh2YcgBJg9tF68e4SVivrmtqoeci2X7ImWTwaL1zZWra4dKX7cela8xmGOTQgYL1jPUfWjDk0wXY8eOBWA7xG3btnm7p9/97nfx1a9+1Su3efNmzJo1CytXrsSJJ56olPfyyy9j0qRJ9VU6CVSvcAZQe5RZQ6TKET1wQ3WvBe4kqzfLGYDyk7Rn3drfqwB1ax9Z9zjjrRb5UUhTd1bNQ9bdlww/Q+jjsgMOA9OHEuNbfCto0vkYeo9Ul/D1CPbfSeoRZUg3Bta0GILdlwwp1wCVHsI9gXvlthV0DatL2XxiXYrrXlW1zGVR76i2FYuEvAlVZW/YG3l998RpOzdWUSC0fxXjRfnVHsR98udkVSHjRaqLA2Ch4zIC7n2xbKZ1SFxX1PWocRtdUXLd0qJBfGi/ksyoh0q3b9+Ov/71r9i8eTMAYOPGjQCAiRMnem+wu/fee3HooYdi3LhxeOGFF3DllVfi6quvxsEHHwwAgYdTR4wYAQA44IADsNdeewGw36bX1NSEY445BoD93WL33HMPfvjDH9bR+oQIG/DkK80zkh0HkSQTdeZodSZRA1F+3PIM9Wn/OI4uCwRkp9i9i6wD8dsnTVBr35jsPrJuhXyd4RuyGPQ+1GD+I32cC5whxcLm3kMFt0ryVxPLDNFBrgfOF70T4FDba7jBOqWGcE+UvW4Z97sak6w34j3yRiDVFLUsWeKYCPDmNISMh9jrFQrW4+O6EfbGQWwiJNlEbsKEEecQ5ZjzD+f+Y5JhcUSN9pLHMaV575VJNecFHanPhK//qdaD8LggdFNCYdMQRb+SzKiHSh999FEsWLDA+/wTn/gEAGDJkiW44YYbANhOc/Hixdi+fTv23XdffPGLX8TVV1+dWJebbroJf/nLX2CaJg455BCsXLkSH//4x2uwLkOETRKg9iCz1u+ajJPJZDUSYUXV5Gvks4bBgHo+DpZGfuw+Z+kW5iT117P969233vfYxWufVM4jKyJIPU9R77FZLzTIUZ+BjkHvQ6nv8/MFnCnlhWWtvKqEgFP1PZTKetx7QBAhALy6JvOotTTKz3nrS7hNgbVLXjt85FBNaLnyuS6BZQbInVuBp0x6lyR+dQZFnEWI7aJaK8MIfNh4Edsoyl63TNiQ9TJ70nVJ78jx4lat9A0xs6m+rBcRR7hzMaEP9dcl1yN8JsIdc6niARZCaKlNCQ7SXl8ZBQyWflwnRYP40H4lmVEPlc6fPx/z588PlXHzzTfj5ptvjl3nvvvuG6hz3rx5mDdvXmwZfQ8GMAOqaJLXmgI3GBDyvHok4pDM+qTT7Lpr1T8KzEBdK0ixcCbq83oQtb4kmb4dY2S7UMpZhSikyWRm1Dxkn9d7bNYLafpRc8wABr0PDRvfRoqx794jB2gMQT/izTeWYo1zA1sLwSyYpLc4r5lByOK2HJW9zFCTNvEeS7KXsslySAP1mXuPihSoyB8zAFbx60e1S1x47ceDG29yG8XwUzyKwANBmxnzkzhLaH/VpjoHQp2BYSjaVh4vgs3UmPDIn2q8eNsbxGeuv5XalhovIslMk0Tw5iIR16rmSJo57+jOVacXgOp1j8yCHhOumVFZ574gcw3iQwfNM5mDHmFOrj8zmXF2sMKO39QCb4eXcswZQnWEKSuk0T/Rcdl66M+r8uvZPgYDKhLLzPK5AsZ8WYVIWAmDoyzbX3WsqBHRILuwGv0MaXz7AsU066Z7T4CUsaA8S8ieJJ3D7j2WXA+C/tBHGhT1WCF+zj0uS5IG4R6LImQiXNIAhb1OG5GkQLxHJvDEJnMta7jbRlQWTG4jbnmJqaC9bpkYJDNATuC/R2x/5aY6j8hkum0r3SePiahNCXeOKH2DgiABVcIo16PYaKkS9BQBnqs7NRZk3d12SRXrueNWRTKpcRky58My0oawvtQbDeJDNclsBEQF8rLzSArDqIEExhjoXha2DiyTczCD1fmRT6O+8tPoH7vP0+zCx4B4rKqeJD+we4psF8qkmcZUmcyM2p/oc8bqO/brBstC4nO+ta5zGo0HmRiIgVWaDRbnHk6RMjKwRbqNIjF7QtUjbpxxOTMlwV3zVPYaYZlMkQiJ84dYlzicOcZC6mL0PJTXOZk4y7dEHR0Ng9dGROxBEjKHZYaShoQkU5Yn2ssMgBFtxF096KrsdqIIlxSfRW1KcJf8KfyysBcQ/IxVC/hsosaLmMlMPxfJ8STPA6uGOe/OX9VR5ArRjwwRcY16vJAZ03qgQXyoJpkNARYeTNY4cGzZKVkmtZsoo17ZFs/5NngmM43+cfu8XplMof56knxmGP5EI+chzwSlgMEAK0H7uDvjsVFfkln3sV8vNMgurEb/ghnSBp9VHTeBz5LIkwNOpqgLqC2TqcqeiOIE/8lU89mylPYywwBXnLDw3SP5aVJeBGlgqiOdIjF1SY73kUBc3GosC8hx79YkYAbzfIJ8bJseL4rPPGVCSKZD4AOPKshtJI4nmbh4ZRBqq922Qf8SiP245bsnaJO7+a6w13uGUvGZq6OPZILIEoskUyEvBJ5+sl9jREzhlEkz572xSbQtuTnChXsohIwXby72hatqEB/aoBHKEETYrkqtA6fGQDUq6GcZPpcm1Rz+PEVWCGufLOZsGv1j9zkDq0Om0R9E1DuTKbZPxruESQPIpMe8ssxkksdl9RKuMYgRyC6KwXyKsW8IR/SiXhrjBb+1kkzpI8OAb02z5AyjLMwhOSp7VVkawH+PTBoCQTS3A2TVxqR7PSqTybmfOFP+v6YX/wiZzIgjwDwqSwzYpE2Z9XP8jxzjSG3kI/nKNT+CZRoG/Xx1YLxw6TO5Gh6x+R6SUGCGIntLkC53k59J+sVF2NFS6ug6R7o572UyAYLB0xs+ys15Ht6N3pue9YaoC53JbASQDqEKXmsKvKYgOMaEInYyM0FfZTL7k8QqELvPI8ZOanBhMa5nprfOx2UZc3bFYyJxFpV5/9QMss/rPTbrhQbZhdXoZ6iyJ0BNx2WDzzCyIEERj84lrsshGhXqxT/+wNYjdkDIcVkr/LgsRZrh1zuwfgTaFhGZTLuNeIn4cnk5KA+QO5nA82omMyk8cgLiuCwxXtxnIUOOy6pO49hZRKptpdNlAmlW+pSoI8JuJpO6LooJvPhHrsf5UY0XJhaUPjIYuJOF5dKmRDCjatvsZZaTwtE96NeIuejN+XTPZDLDAOdl0HNRmCPCW2zVpwdDEhvMoMlsPdAgPlSTzIZAxE5qzW+XrYGk8Rj1M6NumczQoy5Zoe7HcdMcl42fyazPcVn5OFSdoHo5RVZIugGSIpOZ2XOTqud1GhEN8kXSGv0M+Xk0kRzWksmkjr2rMplp5rAblKueA5MzmTlJPxlhmUz3mUxKQ1UmU3Uc0LKzekp7Q57J9O6Rg18yk2khHTOB0H6ELwg8kxnjxT9WSAzhXg8cl4W6bVU+hSPcV3rPZMawSfUZIBxjDclkqgaz8rgsFUfwqk2ZP5OpsLnWZzIlw6uPikn1EEQXQJXAq2IGw0DmMYoKDeJDNclsFIRN4izeLhtygiIcMSaU7FSzQh9lMuv9YqG6HpcN28GtBeKLf+rZ/nKAknEmM/mLf5KeGkgoP7RuYue5QV/8w7mVOCuc6bO4Go0B6risi5rfLivKCqkrzeMenk8l/GNgTRPO33kERbyHI/RIp3dEj9JDuCegh2IDz4DaZ7hv6Qx+4L8nsAlJtW3KhdHrQxDkT5HJhJHqGTvli3/IPhQy7KQ4Hm6x+3bZwOYHZZPiM6cegEdkMlXjRejHqLfLivMj3UOZRD3SZy68Y6xp3y7L6HGb+Lgs4GXGyapC5mLGaBQfqklmIyCKKNQ6cGohIXGC/jpxTNcp1j3QrnOmNJX+sfu8TpnMwIsd6gTymcx6yo9AQoLLsiT5VJ838leYJN1V1cdlhx5U2ROgxuOyVF2KwNb+MFk9LCKwDTxjx/z6ifA2U0OIkGpuGHI97j1EXW49qsyUu5aRpADCPTEymVl8hUmcTKYb8EeShpBnMt3NAv8HfnkisQjLZIZtOhph40WA75nMkPES+pypArJN3nXiPu78k/adG76j64rPZF1qyWRSsYM81uPENWEZaYNlvxGuQoP40H49a/Xss89i9uzZmDx5MhhjeOSRRwJl/vSnP+GjH/0oWltbMXz4cBx//PH461//6n2+ZcsWzJ07FxMnTsTw4cNx7LHHYtWqVd7nb7/9Ni699FLst99+KBaLOOCAA7BkyRL09vZ6ZZ5++mnMmTMHkyZNwvDhw3H00Ufjxz/+cV1tT4w6ZjJZrUFwZP11CoTdzcN6H5et9/dw1j2TmVx8kvrr2vzkM5lZ15GgbOK5liHJjxOANArcDE/SHw0fBrsPDfgm7v2Tym9591DPZIZlatLMM8URPWU9CLHJ2Uylq2HK+cFUATSlh1gmLLOnzGS6MqS6SFk1bBZ6fYiALsHxEpc0RNUlt533D/G5OpMZ5muYqm3JrKlwD1VPVFykanuRTEaOFx7edhGozsUY7xpwyqSLVd0NHyB6LorfjZumKofM9uUzmQPch/YrydyzZw+mTp2K22+/nfz8zTffxKmnnopDDjkETz/9NP77v/8bX/7yl1EoFLwyF198MTZu3IhHH30Ur776Kj72sY/hggsuwB/+8AcAwJ///GdYloU777wTr732Gr7zne/gjjvuwBe+8AVPxvPPP4+jjjoKq1atwn//939jwYIFuPjii/HYY4/VtwFiI8LJZXFctl5EsO7yeR+QzPqKryvJtCtILj8J6tj+pFPJ/JnMBEjBMTPDYCKZGplg0PtQijRwxWeJ5FFZDelvOZOTqBo3SKXIlJo0pMqeeIGt6jOiHlePQD0R/lRJhGR5ctuFkL+E8PuE2gk8Dzu6K44X5WeI34dhULRtYuLskKl0riHEJoJjeseea5mLZNNSm0tIWY/zozxSLtos30ghYrz0EcdsFPTrcdmzzjoLZ511lvLzL37xi/jHf/xHfOMb3/CuHXDAAb4yzz//PFasWIETTjgBAPClL30J3/nOd7Bu3Tocc8wxOPPMM3HmmWd65ffff39s3LgRK1aswLJlywDA5ywB4Morr8SvfvUr/OxnP8M555xTs51ZwNuIoVDrgK41Tu2nRKZXd93j7D4gsSFxAolEHLMO+nuLvvfP0ECquZZVJrOOsvsalgXyC8vDoJ/JDGDQ+9C4R/uSyosKNgEvyGapN0kVTjsNmY16blCZmVKTTPK20GCeOTxIRWgJOe4HFEFJDRUpANGHIZ8pRJKgNgqU9UTIUuqQZryk2JQICzZUmx+kIuGXI6HKmFKIyrBHVxaug1xPyC2h4tCH/LJBfOiAfSbTsiz84he/wLXXXotZs2bhD3/4A/bbbz8sXrwY5557rlfu5JNPxsqVK3H22Wdj1KhReOihh9Dd3Y3p06crZbe3t6OtrS20/vb2dhx66KHKz3t6etDT0+P93dHR4f2eL2bcrGYORiEPq5jPVq4DW7aZ+jkJ116V3ayQB7dK9RltDDAKZt3aBgCMYlB+lM2J5Lt9W4/VqSkPVjDBe7Npn4DdOVbX9jeKJqyyCZTrc+iCFfPgOQ4Y4Y2ftr9Z0QSMHLhVx/ap49gHB9BVD7kptnv1cdlEGAw+1CjklGuj95nqeoJ7kDOU65g3h8vSZ2aKe+D6Q7P6RlkI60tzzvbFie1Ndo9tryKmKJpgpgleyie8Jx+8B3ZbcJiBNdazeVhCe4tp7A3xUwUTrClP+khWNMGNSjCYL5pgeaKNANvfIk/6FKNgIsfte2Rfou5f04nPgqor7TUi7G02walxW8iDGwR5KZhgTXQcobzHpzsP+FC17mq/FnqP6rNm0+4T0l4T3OQA8sQ9efqeZtOOGeR7ABjFPKzuHFARX7iFIe1DGVduS/UtGGN4+OGHPee3ZcsWTJo0CcOGDcNXv/pVzJgxA6tXr8YXvvAF/OY3v8FHPvIRAMDOnTtx4YUX4le/+hVM08SwYcPwn//5n5g5cyZZz6ZNmzBt2jQsW7YMl112GVnmoYcewty5c7F+/XocfvjhZJkbbrgBN954Y+D6gw8+iGHDhqVoAQ0NDY2Bhc7OTnzqU59Ce3s7Ro4cWbO8jo4OtLa24rRhn4DJmhLdW+a9eKrzJ5npMtigfaiGhobGwMJQ96EDOpMJAHPmzMHVV18NADj66KPx/PPP44477vAc5Je//GXs3LkTv/71rzF27Fg88sgjuOCCC7B27VoceeSRPpnvvvsuzjzzTJx//vlK5/ib3/wGCxYswF133aV0jgCwePFiLFq0yPu7o6MDU6ZMAQDcc+kqlLrK6Y2XYeZgjBgBa2d7djIFGG2jYe3cWVMm85K7z1PazVpHgnd2AqUM28QTDhhtbbA+2J69bAfG2DZY7/vlR9mcSP6YNljbt9cxk1kA79iVibiA3TkGY2QrrB07M5EvwxjdCmvXLqBcn2MerGUEeG8v0NMbWi5tf7Nis53R2NNZq6okqLGZJUqc+OL1LNAgu7CNjMHgQ41xzvimslbjx8Da9kHw+rgxsN7/INE9MA0Yra2wPtgR+IgNK9hzePee2u8BwEa1gnfuAXqr64i7vtx37VPoefe9hPYmbyPkDBijR9FrR7HZzkru2h28Z9Qo0teyYjNA3QOAjRoJ3tUF9PjXEm9NvWwVSnuCa2q29jIYo0fT9haawJqaSR/JWlvAe3qAbsk/FJvB8nnwDsLe1hbw7h7Spxhj25Dr2oVL7vpYwJeE2vvBdjqTqbLXYHZcp7K3uRm8nbB3ZAt4L2FvWBup7nHstbbv8DKZog9V6+7ERO8FdU9zD5rzYMUi+M6OwEesZQR4uQR09QTvKRTB2xPc49q7YwdQqQ7Ooe5DByzJHDt2LEzTxGGHHea7fuihh+K5554DYL/U4Hvf+x42bNjgObOpU6di7dq1uP3223HHHXd4923evBkzZszAySefjB/84Adknc888wxmz56N73znO7j44otD9WtubkZzczP5WamrjFJXhgPL5DDMMqwsZQowusuwusr0l+ImgMpu1lwG7yoDpTroz5ijf50mMhAqP4u+9uTXY/5XGBjK4Bm3j2d3zoDRVMexWXTGZrlSF/ksXwbvKQcCIBWS9jdDDsjxzNvfRb3HfrleDlKj7hgMPtTortjznwiO7M+C49O7TpEQxT0wczCa6bnEmEnP4TT3AGAFxx/2Bj8r9VRs4pHY3mT3IJdz1lZqfufA8iyoey4Ho6CwFzmAugeCvYo1VrWmZmuvobaXG2BWjta9uQzeXQa65c9yYBWFvc1qez3dEbQ70l4iCaC01zDUvoEbYFxhb5PjD2V7w9pIdQ/o2NI/tyndWfTcTnAPLAbG6BiI5cvgpTIgf2ap4yblPaK9laq9Q92HDliS2dTUhOOPPx4bN270XX/99dexzz77ALDT0ABgSF8Gn8vlvF1cwN59nTFjBqZNm4Z77703UB6wX8F+zjnn4JZbbsHll1+etTkaGhoaGi4sDrCBvwvbyNA+VENDQ2OQokF8aL+SzN27d2PTpk3e32+99RZefvlltLW1Ye+998Y111yDCy+8EB/+8Ie950n+7//9v3j66acBAIcccggOPPBA/PM//zOWLVuGMWPG4JFHHsGaNWu8V6e/++67mD59OvbZZx8sW7YM7733nlffxIkTAdjHe8455xxceeWVOO+887BlyxYAtpOOermBhoaGhkZCcA7y/FfkPRoitA/V0NDQGIJoEB/aryTzpZdewowZM7y/3ecz5s2bh/vuuw//9E//hDvuuANLly7F5z//eRx88MFYtWoVTj31VABAPp/HL3/5S1x33XWYPXs2du/ejQMPPBD3338//vEf/xEAsGbNGmzatAmbNm3CXnvt5avffefR/fffj87OTixduhRLly71Pv/IRz7iOWMNDQ0NjWzALQ6ecBd2gLyjbkBB+1ANDQ2NoYdG8aH9SjKnT58eafQll1yCSy65RPn5QQcdhFWrVik/nz9/PubPnx9ax3333Yf77rsvtIyGhoaGRkbgFpLvwqZ7Zvz222/HN7/5TWzZsgVTp07Fbbfd5n0nZKND+1ANDQ2NIYgG8aH1+fI5DQ0NDQ0NBbjFU/0kxcqVK7Fo0SIsWbIE69evx9SpUzFr1ixs27atDlZpaGhoaGjUH43iQzXJ1NDQ0NAYlPj2t7+Nyy67DAsWLMBhhx2GO+64A8OGDcM999zT36ppaGhoaGgMaNTqQwfs22UbDe6Rpc7OTpR4KdvXFnMOg/fCqtOrkA3LkZ0ylQ4ebjfjveC8BNRFf1bVv04g5UfYnEp+PY7LcwbGDbv9M5En2c2NurZ/tW3q9BUmccdmyv5m3AB4Lrv2l1DvsV+GLTvrZznKvCfxeuPq0tHh/+4y1Vdh9Pb2Yt26dVi8eLF3zTAMnHHGGXjhhRdSaK1RT1A+tDr/ia9vUIz9sPVUOV+4pfyM8Rw9h9PcA8Wa464vVq+zrqaxN/49YbrbX3HBE9prANQ9KnuByDU1W3tD/BQ3wDhLqLuijcLuEfSj7B749ia8B1JsyRVzO6CfOqZLc48dAyWYi2nvke11MOR9KNfIBO+88477zaj6R//oH/0zqH7eeeedTNbJrq4uPnHixNR6jBgxInBtyZIlZF3vvvsuB8Cff/553/VrrrmGn3DCCZnYo5EdtA/VP/pH/wzWn6HqQ3UmMyNMnjwZf/zjH3HYYYfhnXfewciRI/tbpT5DR0cHpkyZMqTsHoo2A9ruoWY35xy7du3C5MmTM5FXKBTw1ltvobe3N7U+jDHfNWoHVqPxoH3o0FpfhqLNgLZ7qNk91H2oJpkZwTAM/N3f/R0AYOTIkUNqErkYinYPRZsBbfdQQmtra6byCoUCCoVCpjIpjB07FrlcDlu3bvVd37p1q/f9jhoDB9qHDk27h6LNgLZ7KGEo+1D94h8NDQ0NjUGHpqYmTJs2DU8++aR3zbIsPPnkkzjppJP6UTMNDQ0NDY2BjSx8qM5kamhoaGgMSixatAjz5s3DcccdhxNOOAHLly/Hnj17sGDBgv5WTUNDQ0NDY0CjVh+qSWaGaG5uxpIlS4bcM0JD0e6haDOg7R5qdjc6LrzwQrz33nu4/vrrsWXLFhx99NFYvXo1JkyY0N+qaRAYqvNsKNo9FG0GtN1Dze5GR60+lHGe8Xt1NTQ0NDQ0NDQ0NDQ0NIYs9DOZGhoaGhoaGhoaGhoaGplBk0wNDQ0NDQ0NDQ0NDQ2NzKBJpoaGhoaGhoaGhoaGhkZm0CRTQ0NDQ0NDQ0NDQ0NDIzNokpkRbr/9duy7774oFAo48cQT8fvf/76/Vao7nn32WcyePRuTJ08GYwyPPPJIf6tUdyxduhTHH388WlpaMH78eJx77rnYuHFjf6tVd6xYsQJHHXWU90XKJ510Eh5//PH+VqvPcfPNN4Mxhquuuqq/VdHQGFTQPlT70MEM7UNtaB86tKBJZgZYuXIlFi1ahCVLlmD9+vWYOnUqZs2ahW3btvW3anXFnj17MHXqVNx+++39rUqf4ZlnnsHChQvxu9/9DmvWrEGpVMLMmTOxZ8+e/latrthrr71w8803Y926dXjppZdw2mmnYc6cOXjttdf6W7U+w4svvog777wTRx11VH+roqExqKB9qPah2ocOfmgfOgTBNWrGCSecwBcuXOj9XalU+OTJk/nSpUv7Uau+BQD+8MMP97cafY5t27ZxAPyZZ57pb1X6HKNHj+Y//OEP+1uNPsGuXbv4QQcdxNesWcM/8pGP8CuvvLK/VdLQGDTQPlT7UO1DBze0Dx2a0JnMGtHb24t169bhjDPO8K4ZhoEzzjgDL7zwQj9qptEXaG9vBwC0tbX1syZ9h0qlgp/85CfYs2cPTjrppP5Wp0+wcOFCnH322b55rqGhUTu0Dx3a0D5U+1CNwQuzvxVodLz//vuoVCqYMGGC7/qECRPw5z//uZ+00ugLWJaFq666CqeccgqOOOKI/lan7nj11Vdx0kknobu7GyNGjMDDDz+Mww47rL/Vqjt+8pOfYP369XjxxRf7WxUNjUEH7UOHLrQP1T5UY3BDk0wNjZRYuHAhNmzYgOeee66/VekTHHzwwXj55ZfR3t6On/70p5g3bx6eeeaZQe0k33nnHVx55ZVYs2YNCoVCf6ujoaGhMWigfaj2oRqDG5pk1oixY8cil8th69atvutbt27FxIkT+0krjXrjiiuuwGOPPYZnn30We+21V3+r0ydoamrCgQceCACYNm0aXnzxRdx666248847+1mz+mHdunXYtm0bjj32WO9apVLBs88+i+9973vo6elBLpfrRw01NBob2ocOTWgfqn2o9qGDH/qZzBrR1NSEadOm4cknn/SuWZaFJ598csictR9K4JzjiiuuwMMPP4ynnnoK++23X3+r1G+wLAs9PT39rUZdcfrpp+PVV1/Fyy+/7P0cd9xxuOiii/Dyyy9r56ihUSO0Dx1a0D60Cu1DtQ8d7NCZzAywaNEizJs3D8cddxxOOOEELF++HHv27MGCBQv6W7W6Yvfu3di0aZP391tvvYWXX34ZbW1t2HvvvftRs/ph4cKFePDBB/Hzn/8cLS0t2LJlCwCgtbUVxWKxn7WrHxYvXoyzzjoLe++9N3bt2oUHH3wQTz/9NJ544on+Vq2uaGlpCTwrNHz4cIwZM2ZIPEOkodEX0D7Uhvah2ocONmgfOrShSWYGuPDCC/Hee+/h+uuvx5YtW3D00Udj9erVgRcZDDa89NJLmDFjhvf3okWLAADz5s3Dfffd109a1RcrVqwAAEyfPt13/d5778X8+fP7XqE+wrZt23DxxRfjb3/7G1pbW3HUUUfhiSeewD/8wz/0t2oaGhoNDu1DbWgfOr/vFeojaB+qMRTBOOe8v5XQ0NDQ0NDQ0NDQ0NDQGBzQz2RqaGhoaGhoaGhoaGhoZAZNMjU0NDQ0NDQ0NDQ0NDQygyaZGhoaGhoaGhoaGhoaGplBk0wNDQ0NDQ0NDQ0NDQ2NzKBJpoaGhoaGhoaGhoaGhkZm0CRTQ0NDQ0NDQ0NDQ0NDIzNokqmhoaGhoaGhoaGhoaGRGTTJ1NDQ0NDQ0NDQ0NDQ0MgMmmRqaGSM+fPn49xzz+2Tuj744AOMHz8eb7/9dt3r6u3txb777ouXXnqp7nVpaGhoaAxNaB+qoTE4wDjnvL+V0NBoFDDGQj9fsmQJrr76anDOMWrUqLrrs2jRIuzatQt33XVX3esCgO9973t4+OGH8eSTT/ZJfRoaGhoagwfah2ofqjF0oEmmhkYCbNmyxft95cqVuP7667Fx40bv2ogRIzBixIg+0aWzsxOTJk3CE088gb//+7/vkzp37NiBiRMnYv369Tj88MP7pE4NDQ0NjcEB7UO1D9UYOtDHZTU0EmDixIneT2trKxhjvmsjRowIHPWZPn06Pve5z+Gqq67C6NGjMWHCBNx1113Ys2cPFixYgJaWFhx44IF4/PHHfXVt2LABZ511FkaMGIEJEyZg7ty5eP/9973Pf/nLX6K5udnnHHfs2IGLLroI48aNQ7FYxEEHHYR7773X+/ydd97BBRdcgFGjRqGtrQ1z5swJHBO65557cPjhh6O5uRmTJk3CFVdc4X02evRonHLKKfjJT36SUYtqaGhoaAwVaB+qfajG0IEmmRoafYD7778fY8eOxe9//3t87nOfw2c/+1mcf/75OPnkk7F+/XrMnDkTc+fORWdnJwBg586dOO2003DMMcfgpZdewurVq7F161ZccMEFnsy1a9di2rRpvnq+/OUv449//CMef/xx/OlPf8KKFSswduxYAECpVMKsWbPQ0tKCtWvX4re//S1GjBiBM888E729vQCAFStWYOHChbj88svx6quv4tFHH8WBBx7oq+OEE07A2rVr69lcGhoaGhoaHrQP1dBoQHANDY1UuPfee3lra2vg+rx58/icOXO8vz/ykY/wU0891fu7XC7z4cOH87lz53rX/va3v3EA/IUXXuCcc37TTTfxmTNn+uS+8847HADfuHEj55zzOXPm8EsuucRXZvbs2XzBggWkvv/xH//BDz74YG5Zlnetp6eHF4tF/sQTT3DOOZ88eTL/4he/GGr3rbfeyvfdd9/QMhoaGhoaGmHQPlRDY3DD7F+Kq6ExNHDUUUd5v+dyOYwZMwZHHnmkd23ChAkAgG3btgEAXnnlFfzmN78hn01588038aEPfQhdXV0oFAq+zz772c/ivPPO83Z2zz33XJx88smezE2bNqGlpcV3T3d3N958801s27YNmzdvxumnnx5qS7FY9HaLNTQ0NDQ06g3tQzU0Gg+aZGpo9AHy+bzvb8aY75r7xj3LsgAAu3fvxuzZs3HLLbcEZE2aNAkAMHbsWOzYscP32VlnnYW//OUv+OUvf4k1a9bg9NNPx8KFC7Fs2TLs3r0b06ZNw49//OOAzHHjxsEw4p2e3759O8aNGxerrIaGhoaGRq3QPlRDo/GgSaaGxgDEsccei1WrVmHfffeFadLT9JhjjsEDDzwQuD5u3DjMmzcP8+bNw//6X/8L11xzDZYtW4Zjjz0WK1euxPjx4zFy5EhS5r777osnn3wSM2bMUOq2YcMGHHPMMekM09DQ0NDQqDO0D9XQ6H/oF/9oaAxALFy4ENu3b8cnP/lJvPjii3jzzTfxxBNPYMGCBahUKgCAWbNm4bXXXvPtxF5//fX4+c9/jk2bNuG1117DY489hkMPPRQAcNFFF2Hs2LGYM2cO1q5di7feegtPP/00Pv/5z+N//ud/AAA33HADvvWtb+G73/0u3njjDaxfvx633XabT7e1a9di5syZfdQSGhoaGhoayaB9qIZG/0OTTA2NAYjJkyfjt7/9LSqVCmbOnIkjjzwSV111FUaNGuUdyTnyyCNx7LHH4qGHHvLua2pqwuLFi3HUUUfhwx/+MHK5nPeq9GHDhuHZZ5/F3nvvjY997GM49NBDcemll6K7u9vblZ03bx6WL1+O73//+zj88MNxzjnn4I033vDkv/DCC2hvb8fHP/7xPmwNDQ0NDQ2N+NA+VEOj/8E457y/ldDQ0EiHX/ziF7jmmmuwYcOG2M+D1IILL7wQU6dOxRe+8IW616WhoaGhoVFPaB+qoVE/6GcyNTQaGGeffTbeeOMNvPvuu5gyZUpd6+rt7cWRRx6Jq6++uq71aGhoaGho9AW0D9XQqB90JlNDQ0NDQ0NDQ0NDQ0MjM+hnMjU0NDQ0NDQ0NDQ0NDQygyaZGhoaGhoaGhoaGhoaGplBk0wNDQ0NDQ0NDQ0NDQ2NzKBJpoaGhoaGhoaGhoaGhkZm0CRTQ0NDQ0NDQ0NDQ0NDIzNokqmhoaGhoaGhoaGhoaGRGTTJ1NDQ0NDQ0NDQ0NDQ0MgMmmRqaGhoaGhoaGhoaGhoZAZNMjU0NDQ0NDQ0NDQ0NDQyw/8H9118VGER56kAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from rockpool.devices.xylo.syns65302.afe import ChipButterworth\n", "import matplotlib.pyplot as plt\n", "\n", "test_freqs = [105, 390] #input frequencies\n", "fs = 48000 #sampling rate \n", "N = 5 #input duration (seconds)\n", "time = np.linspace(0,N,int(N*fs))\n", "\n", "EPS = 0.00001\n", "fb = ChipButterworth()\n", "B_in = fb.bd_list[0].B_in + 4 # quantization range for input signal\n", "\n", "plt.figure(figsize=(11,4))\n", "for i,f in enumerate(test_freqs):\n", " sig_in = np.sin(2*np.pi*f*time)\n", " sig_in = sig_in/np.max(np.abs(sig_in)) * (1 + EPS) * 2**(B_in-1) # quantize the sinal\n", " q_sig_in = sig_in.astype(np.int64)\n", " output,_, _ = afesim_external((q_sig_in,fs))\n", " ax = plt.subplot(1,2,i+1)\n", " plt.imshow(output.T, aspect='auto'); \n", " plt.grid(True); plt.xlabel('Time(sec)'); plt.ylabel('Freq(Hz)')\n", " ax.set_xticks(range(0,500, 100)); ax.set_yticks(range(N_filters))\n", " ax.set_xticklabels( [int(t * np.round(dt_s, decimals=2)) for t in ax.get_xticks()])\n", " ax.set_yticklabels(freqs); plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reconfiguration of filter parameters\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "**Figure 1:** Overview of the implemented filter architecture." ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import Image, display, Markdown\n", "\n", "display(Image(\"figures/block_diagram.png\"))\n", "display(Markdown(\"**Figure 1:** Overview of the implemented filter architecture.\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As mentioned above, the design values of the filter parameters are suitable for efficient audio processing. They have been carefully chosen to ensure good coverage of the range between $100Hz$ and $17kHz$, as well as numerical stability.\n", "\n", "Changing these parameters is **not recommended** for audio applications. However, the filter parameters can be modified by expert users in the simulator and also reconfigured in the relevant registers in hardware, for shifting the filter centers to desired values (for special non-audio use cases). In general IIR filters are sensitive to quantization and coefficient rounding and we advise users to approach filter modification with caution, especially regarding stability and numerical precision.\n", "\n", "The main parameters to modify are $a_1$ and $a_2$ in $H(z)$. Using scipy.signal.iirpeak(), we can compute the transfer function parameters given the sampling frequency, quality factor ($Q$), and center frequency.\n", "\n", "The following code blocks can be used to calculate the transfer function of a desired filter (i.e., the required $a_1$ and $a_2$ parameters). The example demonstrates how to modify the filters to cover a range between $300Hz$ and $20KHz$." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "modified filter centers are: [300, 396, 523, 691, 914, 1209, 1599, 2115, 2798, 3702, 4898, 6480, 8573, 11342, 15006, 19854]\n" ] } ], "source": [ "import numpy as np\n", "f0 = 300\n", "f15 = 20000\n", "N_filters = 16 # number of filters\n", "alpha = np.power(f15/f0, 1/(N_filters-1))\n", "new_freqs = [f0]\n", "for i in range(1,N_filters):\n", " new_freqs.append(int(alpha*new_freqs[-1]))\n", "print(f'modified filter centers are: {new_freqs}') " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from scipy import signal\n", "Q = 6 #Qfactor\n", "new_params = []\n", "for f in new_freqs:\n", " # Get digital filter coefficients (z-domain)\n", " filter_params = signal.iirpeak(f, Q, fs=fs)\n", " new_params.append(filter_params)\n", "\n", "b, a = new_params[0] #parameters of the first filter\n", "a1 , a2 = a[1], a[2]" ] }, { "cell_type": "markdown", "metadata": { "raw_mimetype": "text/restructuredtext", "vscode": { "languageId": "raw" } }, "source": [ "$a_1$ and $a_2$ parameters need to be quantized as follows:\n", "(In AFESim, the filters are quantized to match Xylo™Audio 3 specifications.) \n", "\n", "- $\\tilde{a}_1=[2^{B_b} 2^{B_{a,f}} a_1]~~~~~~~~~\\tilde{a}_2=[2^{B_b} 2^{B_{a,f}} a_2]$\n", "where: \n", "- $B_b$ : bits needed for scaling b0\n", "- $B_{af}$: bits needed for encoding the fractional parts of taps\n", "\n", "Without going into details, $B_b$ and $B_{af}$ are integer values defining the precision of each parameter in the filter. " ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext", "vscode": { "languageId": "raw" } }, "source": [ "They have been hardcoded in AFESim (see :py:class:`~.syns65302.AFESimExternal` or :py:class:`~.syns65302.AFESimPDM`) for each of the 16 filters and should not be modified." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$\\tilde{a}_1$ and $\\tilde{a}_2$ can be calculated as follows " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "a1_hats, a2_hats = [],[]\n", "\n", "for i, params in enumerate(new_params):\n", " b, a = params\n", " a1 , a2 = a[1], a[2]\n", " B_b = fb.bd_list[i].B_b\n", " B_af = fb.bd_list[i].B_af\n", " q_scale = (2**B_b) * (2**B_af) \n", " a1_hat, a2_hat = int(q_scale*a1), int(q_scale*a2)\n", " a1_hats.append(a1_hat)\n", " a2_hats.append(a2_hat)" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext", "vscode": { "languageId": "raw" } }, "source": [ "and replaced in `~.syns65302.ChipButterworth` module for each filter." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Equivalently in HDK, $\\tilde{a}_1$ and $\\tilde{a}_2$ parameters can be modified by setting `bpf_a1_values` and `bpf_a2_values` on the chip configuration:\n" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext", "vscode": { "languageId": "raw" } }, "source": [ "For example, in the tutorial :ref:`/devices/xylo-a3/Using_XyloSamna_and_XyloMonitor.ipynb`, a chip configuration is returned after mapping a network:\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```\n", "spec = mapper(model.as_graph(), weight_dtype='float', threshold_dtype='float', dash_dtype='float')\n", "spec.update(q.channel_quantize(**spec))\n", "xylo_conf, is_valid, msg = config_from_specification(**spec)\n", "```\n", "\n", "To set the new $\\tilde{a}_1$ and $\\tilde{a}_2$ parameters, modify the returned configuration as follows:\n", "\n", "```\n", "xylo_conf.digital_frontend.filter_bank.bpf_a1_values = a1_hats\n", "xylo_conf.digital_frontend.filter_bank.bpf_a2_values = a2_hats\n", "```" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 4 }