{
"cells": [
{
"cell_type": "markdown",
"id": "79e882ac",
"metadata": {},
"source": [
"# Ripple detection in hippocampus\n",
"\n",
"This tutorial shows how to do ripple detection using pynapple and the pynacollada library.\n",
"\n",
"See the [documentation](https://peyrachelab.github.io/pynapple/) of pynapple to see how to install the package. \n",
"\n",
"The example data can be found [here](https://www.dropbox.com/s/1kc0ulz7yudd9ru/A2929-200711.tar.gz?dl=1)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "b50b1589",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pynapple as nap\n",
"import seaborn as sns\n",
"sns.set_theme()\n",
"from matplotlib.pyplot import *\n",
"import pynacollada as pyna\n",
"\n",
"\n",
"data_directory = '/home/guillaume/pynapple/data/A2929-200711'\n",
"\n",
"data = nap.load_session(data_directory, 'neurosuite')\n",
"\n",
"sleep_ep = data.epochs['sleep']\n",
"\n",
"# For figures. It's a small epoch with a lot of ripples\n",
"ex_ep = nap.IntervalSet(start = 445.972, end = 447.0, time_units = 's') "
]
},
{
"cell_type": "markdown",
"id": "74d17548",
"metadata": {},
"source": [
"-------------------------\n",
"\n",
"## __TL;DR.__ \n",
"\n",
"Here is the main functions of pynacollada to detect ripples."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "239279e5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Time (s)\n",
"0.7712 7.914231\n",
"0.9232 4.948669\n",
"1.0744 5.199697\n",
"1.6832 6.297219\n",
"1.8112 2.984879\n",
" ... \n",
"595.0304 1.449905\n",
"597.2712 6.576565\n",
"597.9744 1.223364\n",
"598.4904 3.645482\n",
"599.6944 8.550677\n",
"Length: 595, dtype: float64\n"
]
}
],
"source": [
"lfp = data.load_lfp(channel=15,extension='.eeg',frequency=1250.0)\n",
"rip_ep, rip_tsd = pyna.eeg_processing.detect_oscillatory_events(\n",
" lfp = lfp,\n",
" epoch = sleep_ep,\n",
" freq_band = (100,300),\n",
" thres_band = (1, 10),\n",
" duration_band = (0.02,0.2),\n",
" min_inter_duration = 0.02\n",
" )\n",
"\n",
"print(rip_tsd)"
]
},
{
"cell_type": "markdown",
"id": "fac5ac34",
"metadata": {},
"source": [
"-----------------------------\n",
"\n",
"## Step-by-step tutorial\n",
"\n",
"First step is to load the EEG channel that holds the ripples. The sampling frequency is 1250 Hz. I know already that channel 15 is a channel that is in the hippocampus."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "6a4a0382",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"frequency = 1250.0\n",
"\n",
"lfp = data.load_lfp(channel=15,extension='.eeg',frequency=frequency)\n",
"\n",
"lfpsleep = lfp.restrict(sleep_ep)\n",
"\n",
"figure(figsize=(15,5))\n",
"plot(lfpsleep.restrict(ex_ep).as_units('s'))\n",
"xlabel(\"Time (s)\")\n",
"show()"
]
},
{
"cell_type": "markdown",
"id": "72066159",
"metadata": {},
"source": [
"Then we can filter the lfp in the desired band in this case 100-300 Hz with the function bandpass_filter"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "b38f7c4c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"signal = pyna.eeg_processing.bandpass_filter(lfpsleep, 100, 300, frequency)\n",
"\n",
"figure(figsize=(15,5))\n",
"subplot(211)\n",
"plot(lfpsleep.restrict(ex_ep).as_units('s'))\n",
"subplot(212)\n",
"plot(signal.restrict(ex_ep).as_units('s'))\n",
"xlabel(\"Time (s)\")\n",
"show()"
]
},
{
"cell_type": "markdown",
"id": "82b21ea7",
"metadata": {},
"source": [
"Second step is to look at the enveloppe of the filtered signal."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "b5347dd2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"windowLength = 51\n",
"\n",
"from scipy.signal import filtfilt\n",
"\n",
"squared_signal = np.square(signal.values)\n",
"window = np.ones(windowLength)/windowLength\n",
"nSS = filtfilt(window, 1, squared_signal)\n",
"nSS = (nSS - np.mean(nSS))/np.std(nSS)\n",
"nSS = nap.Tsd(t=signal.index.values, \n",
" d=nSS, \n",
" time_support=signal.time_support)\n",
" \n",
"\n",
"figure(figsize=(15,5))\n",
"subplot(311)\n",
"plot(lfpsleep.restrict(ex_ep).as_units('s'))\n",
"subplot(312)\n",
"plot(signal.restrict(ex_ep).as_units('s'))\n",
"subplot(313)\n",
"plot(nSS.restrict(ex_ep).as_units('s'))\n",
"xlabel(\"Time (s)\")\n",
"tight_layout()\n",
"show()\n"
]
},
{
"cell_type": "markdown",
"id": "dbd0e5e7",
"metadata": {},
"source": [
"Then we can apply a threshold"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "d8a150aa",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Z4fH6+fz34fLlCYIIP719TtS2mbGiYOToCo64KBUuXZSCL0+34bMjTWFsHREu3B4f/H4GR8q6IJeJsXhWPNRKGW69LBcdBjsqm4xT3USeikBb8tOjgl6fkxEFkQgoqaPU2oG06K1D/obFtT3432cVEItF+P7N8/G9m+bj8sWpyM+IxgMb50KnkeNPr53A58fGNzalxaXwQ4IFcV7CMAxO13Zjfk4Mbrt8FowWF05Vd6Op04JDJR0TLl58eaYdbT02LJw1uWXNHv/uajz+3dXQKNnsrelsutmityAjYfjoE4VcgosXsGXiTFaqnsCx/VgzDH1OfGvTPNxzVT6yk3Xw+Rl8eaadTBvPM8oae+H2+LEkLx7ROgXaemz4+zun+dUbvdHBV/4hhuZQSQd+8+JRbDvcSINBYszsOdmKv719GqX1BjQNWI0+Wt4FAFg+BsECAO7dkI/lcxKw5WADuoxkHn2+4PH68e4XNfj+EwfwwON7sb+4HcvnJEARMDNfmhcPjVKKA2c7pril/RRVshFAMYHFKo4ItRz56VEoqtTTfVFAY2cfHv7fcTz+9mmYB4wtvzzThqc/KkFGQgQevX/FoHF8jE6JR+9fgcRoFQ6VduBIaSfe2FkFi3101Vhe+7wS3/nHPjhc3mkles00yMOCOC/p7LWjt8+F61ZnYUFOLBJj1HhuSxnEIhH8DIMWvRUmqwuLZsdh1dzQngpj4USlHmnxGly+JHUCWj96hLmyUokY9hFSQl7ZXgGD2Ymf3bk43E0Los/mhqHPhXWJQ6eDcKwpTMLnx5pxts6ASxamTELrpjd+hsHeU61Ymh+PWQF/lN99bRnMVhd+8vQhlDf2In0EIYiYPhwr74JWJUN+RhQ0KinMVje/WhYfpUS3yYnPjzdj05qsqW3oNEZvtOPVz6vg9fnx0f56KOWSC8b3hmEYiMLsxzTTqW4x4c1d1QD6V6rvXDcbVy1Ph8/vx5en25CfHoXE6JHNr4WIRCLctX42ztYZ8MHeOjx48/wJb/t46TLa8cxHpbC7PPj29fOGLdVqtLhgc3qQGqeZ8X2NYRj877MKHCvvwup5ifD4GBgtTty5bja/j0wqwaq5SdhX3A7rKCep4aSr146Gjj7cfvmskNuXFyTi9R1VaOu2IY3GBgBYgYfjJ08fwsULkvHVDfnweP14Z08NZqdF4vs3z4dSHnraq1XJsKYwCR8faMCrn1fC7fVDJBLh7ivzRvzsL8+wZry//e8xGC0u/OPBi3ijVGLioAgL4rzDaHHhk0ONAIB5WdEQi0W456o8iERAfLQKGYla7CxqwfEKPT7eXz9hn5kUqwm7sedwRKhlMA9Tf9vq8GB/cQfKGo2Tqrx7fX5+9TgnRTfi/qlxGkRHKKhaSICWLitsTi9fa50jUqtAdIQCzV2Uqzocx8q7cLSsc0x9/tMjjahuMU14WxwuL05V92BlQSKkEjGyknT42Z2L+O3XrMzEgtxYbD3UGNYUtvOdz4+3AGDwjwcvwsLcWLy3t3ZGRhp5vD50GGz8v3v7nPjRUwex52T4fU5cHl9QpM/5EPHm9vhw8GwH3B7fkPswDIPPjjZBq5Lh8e+sxk9uX4i5WdF4Z08NHn/rFJ54rxg9ZieuClHJajREahW4ZlUGTlZ3h+UeMh4aO/vw/14/id4+J1xuH575qIQ3++WwOjx44ZMy/PHVIvz82UP4/UvHxx3+Ph1hGAbv7KnBt//+JY6W93uafXa0CcfKu3DLpTn45qZ5+N6NhfjNvcugUcqC3n/xgmR4fX7smwYeQ0fKOiECsHJuYsjtS/PiIRIBxyv12FnUggf/tR9bDzdOahunEx6vD6erezAnIwpzMqIgEYtw8GwHTlV343hFF9weP26+NBfqAb/5QDiRzx24L5Y39o742cJxh9HC3kMrmynKIhxQhAVx3tBjduDL0+3YcbwZfj+Da1dlIiGwQjIvKwZP/nAtNEopGjstePmzCrR22yAOuCibbW6U1hsgEgFrCpPH9LkMw6DX4uSNL6eKlDgN2rptQ24vbegXABwuH9TK8F/eTZ0WPPbWKTjdPkjEImQOY7jJIRKJMD8nBscr9HC5fXxY5oVKVXPoXFUAyEyMQFPXzJuoTRR7T7Xi9Z3sSqrH58faBSNH7Hi8fny4jxUyr1yWjk0XZUGrGn4gEwqf3w8RREGeNs1dFnh9fiyY1X+vEIqcKXEaKOUSnK0zoNNgp9WxEFgdHhwq6cCawiRERyjw9esK8PuXjuO5LaX4zb3LJuW+Nlm89GkFjlfo8fSP10KtlKGuvQ9Whwdv7qrGqnmJgyZVE8mPnzqI+CgV/vCNFThZpcczH5fil3ctRn7GyGU+p4qXPq1AUaUePWYHblybM2g7wzB4/8s6nK0z4JZLcxAXpUJclApzs6Lx6eGmwHuduHZVJhYPEIjHwoYVGdh5vAUHz3YgL8R9OxwwDIPiOgOOlnXC5vQiN0WHzl472rpt6DI6EKmR46d3L4SfAf702gn85Y1TuHdDHiI1Cug0cjz90Vm06G2YkxGFq1dkoK7NjI/212P5nAQwYE2BRSIRMhK006paxmjZV9yOnUUtAICPA+fVYbBj84EGrChIwLUjVGbKTIpgF7uON2NF/vj7xrniZxgcLevCnMzoIVfpdRo5CjKjse1wIyRiEXx+Bp8cbMDKuYlIiLrwKti8uasanb123HBxNp/m9cv/HMGrn1fB4/UjOzkCuaNYTJuVFgmVQgKHy4dLFqZgf3E7eswOxOqUQ0YiGQYIgwBQ0WjE6nnnHtlNBDNznvzEjMbh8uLRl4tgc3qhUkjwy7uWIGNA+gE36chO1uEP31iJj/bX49MjjTBaXHjo+SP8alJBZsyowrV8fj+cbh8YBnB7/IiZ4hCv9Hgtdp9shc/vh8vtx+6TLbhiSRp/3hZ7v7+F0eqalIH9W7ur4XSzq13ZKbpRGwqunpeE/cUdKKrU4+IFYxOQZhqVzSYkRKsG5aoCQEaiFsV1PXB5fGTWOACn24vNBxuQnx6FTqMdZQ29oxIseswO/u/dJ1pgc3rwwDjKmT36chHiIlX44a0L+NfaDWxee2pccOWBgsxoVDQZkRitQoSavV6buiwXhGBhtrrw5q5qVDabcNXydGwcIRXmcEkHPF4/rliSBgDQqeX4zvXz8I93z+C1HZX4zg2FQ77X5/ejttWM1HjtuESoyeZ4BRvG3NxlxZzMaHT09AvSNS1mLJodHs8kn98Pl8eH1m4rb0IIsAL0dBUszFYXH/a9+0QrrlmZOUjs/uxoEz4/1ozLl6QGlQ6WiMW4/uJsXH9x9oS0RSGTYF52DEoaDJOSwmN1ePD0h2dR3WpGpEYOnUaOrYcaoVHJkJUUgbz0KGxck8WPa35+5yK8uLUcT7x/Nug4D95UiKX57ISut8+Jh54/gj+8egIeL9sfOL6ybjauHGcEylSgNznw9u4azMuOwWWLUvHMxyU4UtqFA2fboVJIcfeVeaP6jdYUJuOdPTXoMTkQN0UT/xOVeuhNDtwwQl+9ZlUmyhuN8PkZPHT3Evzj3TP45GDDuJ5l5zM+vx8nKruxpjApKCLl69fOweaDDVArpLj3qvxR/f5SiRiPfWcNalpMSE3QYn9xO/7vP0cgl4nx8zsXIzNRi/3FHVg9Lwmt3VZ0GGyI0rLX3A9uno+CrGi8sr0SZ2p74PX5IZVQEsNEQoIFcV5wqrobNqcXD95UiOxkXcjJ3UBS4tRgGNa8zeP1Y01hEg6XdmJ/cXvQw8Dr80MsFgWthDIMgxc+KUdRpR4P37ccABA9is8MJ2kJGnh9fnT1OlDdasLmAw04XqHHnx5YCSDYkNNkcQ2aNE00PWYHalrNuOXSHMzNikFSzOjzgfPSo5Aap8G2I41YOTcBMum5TcYZhsHuE604W2/APVfmIXEMbZlKQtVaF5KZGAGGAVr11vNy1StcuNw+vL27Bha7B7fekoudRS2oaxtdqdxuE7si8qt7lmDzgfGZ5+lNDrR229DabUNbj42/1jp6bFDIJYME0e/dVIiaVjMitQpEqOVQyCRo6rTgovkzW6xzuLz461unYexzIilWjY/216MwJwZZSaFXu/wMg72n2zArNTJIkJ6TGY2Na7Kw5WADLlnYi7lZMYPea3N68OQHZ1HbasbKuYn49vXzwnZeE4HD1e9H1NxlwZzMaLQbbIjSymF1eFDdYgqbYNFj6l8VbOjsQ2sg3UZvcgz1linnbCCF8O4r8/DmrmqcqNLz14/eaMfHBxpwrLwLKwoScM8oJ6jnwvycWBRV6tHUZRmyP08Ub++uQV17H766IR9rFyZDIhbD4fJCLhNDIh48KcpNicSjX1+B4jp24mTocyEtXoPFs/sjB2J0Sty5bjbe2FmN3BQdvn5tAVQKKd7cVY2399Sgts2Mb1xXMGzVr+nC4ZIOeL1+fP2aOYiOUCA9QYv/fVYBgJ24RqjlozoOF+VY39E3JYLFZ0eb8MGXddCqZFg2Z/goj3lZMbj7yjxkJUUgNzUS65akYUdRM65dlYmUMI/9phO1rWbYXV4sGmCkOTcrJuRzYiS0KhkffXX75bNwsKQD7T02lDX0Qm+0481d1bw/DgDeiyorWQelXIpV85JwvEKPU9XdWFEQOqWHGB8k/xDTFovdjU8ONuBwaQf2nGxFXKQSS/LiRyVWAEBKoL76/uJ2SCUifO3qfGQlRfAh+AA7QP7BEwfwyvZK/jWrw4NfPneEX83h8lSnOsIiMzAoqmgyotvIDizbe2zweNmVEZujfwDM5dKFk1PVPQCAZXMSkJ2sg0oxev1TJBLhznWzoTc6sP0c82jNVhde38kOssoaevHRBPmWTAbNegscLi/mDKi1zsGl2DSRj0UQr+2oxIGzHViQG4vc1EjMSo2Eoc81qn7fHZiUJUSpoNPIYbGNvfLO2doe/m9hebl2gw0psepBkyWNUsYPqMRiEVLi1EHeBTMFp9uLXSdasPtEC6wOD/73aQW6jQ785PaF+L+vLIFGKcWnh4cuCVlc04MuoyOkufG1qzIQH6XEq59XDvJ1cbl9+NNrJ9HQ3geVQoITlXr0DeP3Mx1oF/z+DYEqFu09NmQmRiArSYe69tEJcOf62TUtZl6oaO+Zvn3ybK0B0REKXL4kFUkxauwsaoHfz6BVb8UfXjmBM7U9uGZVBu6/tmBSjCQXzY6DVCLC4dLOkXc+B4wWF46WdeLK5em4bHEqL1CoFNKQYgWHQi7BioJErClMxqY1WUFiBccVS9Lw9++twa/uWYqUgLfU924sxI1rs3GiUo8XtpbD75/elSgYhsGxcjaFIiYQuv/gzfOxel4S7t2Qj4vHIAqnxmsgk4rR2DH5z1uD2YkPvqzDgtxY/ParS0e1iLNuaRq/kHH1qgzIZRJsOdgQ7qZOKyqbTRCJMC5xYiSuXpmBPz2wEsmxajR1WtAW4v5Y2WyESAREalhRrDA7BqnxGryyvXJSxuEXEiRYENOWlz+rxOaDDfjvtgo0dlqwaU3WmAYiSTFqiAD0mJ3IStJBJpUgJ0WHhk4L/xDuMNjhChh52Z3sxGXroUb0mPtXoDhzyNEKJeEiNU6DrKQIfHGqFV3G/pWwjkAYus3pQaSWvWkax2Gg5nKHNjKzOz1B4aIclYEQ97E6rXPMy47B8jkJ2Ha4adwre312N3730nHsP9OOSxel4OqVGefFZIXjTE0PRAAKhnjYRkcooFXJyHhTgMfrx+maHqTFa/jw14xENrWirWdkv49ukwNymRg6jRw6tRx943CFr2oxIS5SiSitHC36/t+mq9c+qkijxBg1OntnVllEhmHwxHvFeHt3Dd7aXYMfPnkAJ6u7cfvlucjPiIZaKcUlC1NwuqZnkCEgADR09OG1HVVIidNgWf7giCOZVIJvXDcXLrcP/+/1k0HC87GKLnT12vHgzfPxm3uXwedncLBk+pQoFNLQwZbfawl402QnR+B4RReqmo3o7HUgKVaNlLjw9g/umQGAj0wSi0TTVrDw+vwobezFwtxYiEUiXH9xFlr0VrzzRQ2e+bgEMqkYf7h/BW67bNakRQRoVTIsmh2PQ4EV2HBRVNEFBsDaMKVOxuiUQT48YrEI11+Uja+sn41T1d34yxsnYTAPvl6nC42dFnQZHUHpAAlRKnxz01xcvjh1TGNGqUSMnNRIVLeawtDS4eHGmbdfPov3ZhsLOrUcVy5LR1Gl/oIaL9S2mZEWrw1rCnRmUgSauixo77YhOVaN6AgFCrPZMVtNIE2Lu4akEjEevGk+nG4fjpaFV8y80CDBgpiW6I12FNf24NpVmfjBzfNx95V5Y/Y6kMskiItiRYbZgXKROSk6uNw+vPtFLdp7bKgVPJg+O8qu9Dd1WZCXFolHvs6mglQ2myAWiXgFdSpZU5iEDoMdlU1G3lyptZsd+FqdHkRr2QluqAmB1+eH1RF6NXnXiRZ895/7BtWvPlrWiR//+yB++vTBIEd0hmFQ22YetnTaaLhz3WxIxCK8s7tmXO/fVdQCm8OD335tKb529RysKGANxIQGpNOZE1XdyEuPGrJviUQiZCVHoLolfKut5xvVrSY43T7cfGku71OQFMulZIw8yTOYnbyJlk4jg9Ptg9vjQ0Vj76grJdS39yE3NRLpCRFo0bOTFb+fgdHiRmzkyMJmUowahj5XSCHwfOVkVTeqW8346oZ8/O5ry7BxTSZ+cMt8XLUig9+HnUAAr+2owqdHGvGfzaX4aH8dNh+ox/97/SQkEhG+c/08yKShhyZ56VH4wzdWQqeR481d1fD7GTAMgz0nW5Eap8HC3FikxGmQnx6FfWfa4J/Eakmj5fktZWjRW/mV+W/fUAiNUoYtBxvg9fmREK1GUowGFrtnyPv1udJjdkKrkiEhWoXagGAxNzsafXYPLJNU1tHj9eP//nMYR0YxqK9uMcHl9mFBIEppRUEiFs2Kw+4TrTD0ufDdGwsRPwUh/LdflguJWIx39ozv+TUSDMNgX3E7spMjkBw7uWH+65el4/5rC9BusOOf750ZtjLLaOmzuye8gtmRsk5IxCIsnSCjzNWFyahv78MjLx8P2/UXirN1BsTqlEiOHX8669Ur0qFSSLDj+Myp/jIUXp8fnx1tQllDL2aFOV02MzECRosLlc0mpCdo8dh3VuNHty2APPCcGpgCmhSjRm6KDvuK2+F0e0MdkhgHJFgQ05KthxohkYixbmkaFufFY93StHGFeXJpIdzEen4OO6DddaIFr35eido2M19/efuxJhw824HePidiIpXISIxAXKQSXp8fURHyoFWIqSIrmU0Lsbu8KMyJgVQiQmtgwmRzeKFVyZAYo0JXiNW5PSdb8avnj4Qsp/hJIIxQGOnQZ3fj9Z1VSIpRQ62Q4bktpfx7O3vtsDo8mJV2bg+K6AgFrr8oC2dqe3C2bmwiA8MwOFzaiYWz4vgc4ozECOjUsjEfaypo67GhvceGZUP4V3DMz45FZ699WueXTyb6QHRRpsDjQKeWQaOUjirNwuLwQBfIaeb+b7K68Ld3zuD/vX5yxPf39jlhtLiQk6JDeoIWHQYbXB4fTFYX/AyDmIjRCRYAQl6noXB7fBMyYeCExlCThh6TAy9/VsGnzIyV45V6RGnluGRRCrKTdbj5ktxBYehxUSpcsyoDZ+sM+HBfPerbzfjsSDM+OdSI+TmxeOTrK0Y0ItVp5Lj1sly0dtvw/Cdl+E9AALh6ZQb/jLh0cQq6Tc5RlaWbTGpaTfx1XNtmhlgkQlykEvNzYlHZbALArg5z/SNcURZmqwuRWjlidUq+VHZhIMprsqIsmvUW9JideHFr+Yj7clEgnMeAWCTCd2+ch+/eWIjffW3ZpFXqGEhclApXLElFWUNvWKIQjlV0ocNg5w1oJ5uLFyTjezcWosNgx/8+qzin0rd1bWb8+KmDeHuc4o7X50eHwRZ07+qzu3GguAPL5iRMWEWddctZgbW5y4oDxe0TcsyR8Hj9qGgyYkFu7DmlM6mVMqwoSMTJ6u4gj5yZyLbDjfjgyzrIpOKwef1wcGMNl8eH1DgNpBLWO4aLhOGMN4XcsDYb3SYHXvhk+qdVnS9Ma8GioaEBd9xxBzZs2IA77rgDjY2NU90kIkwIV/+LKvU4VNqJdUtTR1XNYzhS47UQAfzEOkItxx+/sQKXLGRV9JpWM7KTdbj3qnykx2ux51QrjBYXYgPpH2nx7OD5XNsxUaTH9w/ms5N1yErWoaqFDY22OTzQqGRIilGjI8RAt0Vvhc3pDQoHBthJjM3JPtyEOXc7jjfD6fbhuzcW4u4r82CyulHawE4AmgI51znJ5242duXydCRGq/DuFzXw+f3oMTuw/VgT780xFM2dFhgtrqCHlVgkQkFWDKpbTBO+kjPRnKjUQwRg2QgrQ1w53dL66S/CTAaWwASLq7YBsJEoybEavkrHcFgdHj4yIyIQ2dIcCM/vGcWko5kP5ddhQW4sfH4GX5xsRW8fe+3E6Ea+V3CrpaOdHP7+f8fx0PNHgl5zuLz46dMHcaq6e1THAIAztT34f6+fxJen2wZte/qjEhw42zFkGCvDMIMisDi8Pj/KGgxYEAjZH44b1+bgZ3cswm+/ugx/+95F+M/PLsFfv7MaP7hl/qgreyyfk4CLFyTjRKUeta0mrJybiFXz+kPCl+YlQKuSYf+ZyZlwjJY3d1YjLlLJP18itXKIRaKge1h8tApJgVXWzlH05/FgsroRpZHz7QDYFD0AQXnaNqcHde2hBa5zhXuGABjxXt/YaUFijDrIJ0kmlWD5nASkT3GlnYvnJ0MkEuGTQw0T+j31mBz436eVyEnRTal537zsGNx0SQ6KKvV46LkjQZGWo8XvZ3gTzN0nWqEfo9FxQ0cffvviMfzmxWN4+qMS/nv+4Ms6eLx+XH9R1pjbNBRREQo8/t3VyEjU4sDZjkmJsqhpNcHl8WF+TuzIO4/ARfOT4fb4caJKPwEtm54wDINjFXoUZEbj+Z9fNiHf23BwKacAawDNMTdr6IpKhdmx+Mq62ThT24NDpdMzPfF8Y1oLFg8//DDuuusu7NixA3fddRd+//vfT3WTiDDAMAye/bgUv3j2MEobDHhzZxVyUnS4+ZLBddbHyoYV6fjZnYuCBsIikQhL8uLh8zPQGx3ISNRCIZcgLyMKTZ0W+PwM71eRGs9OLEazajoZCMu4LZuTgMKsGDR2WGCxu2FzeqBRSpEUo4bZ6h6ksHOTMWHOPRAsUnCTLpvTgy9Pt2NpfgKSYzUozImBViXD8XK2/F1bjw0SsYgfWJ8LUokYN1+aiw6DHaX1vdh2uAnv763DP94tDhmevPVQA/7wShE+3lcLAHwuIcfstEiYrO5plXfrcHmx/VhTUATAqepuzE6LRGQIdV5IQrQK0REK1LRSWgjArqpplNJBJcNS4zVo1VtHnDRY7W5oA2IHF2FR39E36s/nIhASo1XIS49CQWY09he3o9fC9rfR3CtS4tRQyCSoa2M/9509NfjXe8Vo6x7cfoZh71MmqztIMKhqMcFkdePtMaRTNQTOkyunyeH3M7zYE0rsZBgGf3rtJH7y9CE0dg7+rsoaeuFw+bBw1sgrXWKRCPOyY5CTwoqdMqkECVGqMa0sikQi3H9tAV74v8vwz+9fjG9fPy/IgFAmFWNpfjxKGnr5ctaTjd/PBK2sdfXa0ay3Yt3SNMzPYe9ZXN71wtz+AXesToH4KCVfSeZc8Pr8vDeTELPNhUitghfXRABS4jRQKSRo77HBzzD4/UvH8YMnDuDPr53Exwcm3sivQXDNNYxgctjcZUFWUsSw+0wVcVEqXLIwGQfOduDfH5ZMmGix9XAjAOB7NxYOmSI1WWxak4U/PbASMTol/rO5FA6XFxa7e0gBcyDHA5EiN61lq7OVNRphtIzOJLnP7sa/3iuGz89g1bxEnK7pwe4TrXxE7IaV6ROeLhMXqcLVKzPQ2WvHD588gNNjEIXHw9k6A6QSEQoyh54Aj5bcFB0So1U4VDJz/RNau23o6rVPWBrQSKgF0TvccwsArljKRj4N5eO2bmka0uI12HGcLZ9OnBvTVrAwGAwoLy/Hxo0bAQAbN25EeXk5enunV4gnce6crunBmdoeuDw+/PPdYvTZPbjtstxzLnUJsBEVodyDhd4LXLhXmiB6gasIwgsWo1g1nSx+fNsC/Pi2BVDIJJibHQMGrM+G3emFRilDUgzb5oGOxgZesAg2JjRZ+0UBzvviw331cLq92LiarWUvlYixMDcWJfUG+P0M2rptSIxRT1id6UWz4qCUS3CyqhvFdT1IjlWjrs2M3/73GPpsbrjcPnzwZR22H2vCxwca0NhpwZ6iFsxOixxkhsr9ttNlgs8wDJ764Cze31uHJ98/C4fLi94+J1r0ViwcRSijSCRCbmokasN4Pl+eacMbO6vOC7OuPrsnZJm67GQd7C4vnzISCoZhYA2kTgGATsP+v6G9f/I0lPksh97kgFIu4Y9RmBODLqODn1yO5l4hEYuRk6JDbZsZbd1W7CxqQUm9Ab976TjeEJRMAxBkIHtGUJ2kopGNrBo4zx/Ot6E+cJ61beagiXxvn5NP92rvHhz10WGw8xPMkvr+Z3BlkxG/ev4InvzgLLQqWdhXugYyXJWEhbPi4HL7xrUifK74GQb/fO8M/vrmKf575X67pfnx/Ip5W+C7lsskuHhBMjITIyARi/n+UdM2ctuH+r3dHh9+9fwRfP+JA/jjqyd4oYmNlHEjUivnIw/lMglEIhFSYjVo77Gh2+jgvZGAfkPAiaSly8o/X4e775itLhj6XEEpYNONr6yfjcsWpeBMbU/QNTpe7E4vjpZ34aL5SVNu9s2RHKvBNzfNRZ/NjZe3V+J3Lx3HT58+hL2n29DWYwuZagoAHQYb3vmiFhmJWly3OgvREQpsP9qEnz1zCL96/siIEQzv7K6Bw+XFj29bgAeum4s5GVF4e08N3t9bh0Wz4nDT2nNf2ArFijmJyA1MTsPR/4WU1BuQnx4VtCA1XkQiES6an4zqFtOMTSPdfrQJCplkyHLw4eDOK2bh5ktygp45CVEq/L9vrcKNASFuICKRCDeuzUFXrx2PvXka24824X+fVkxLb6XzgWkrWHR0dCAxMRESCXsBSyQSJCQkoKODQmtmGtuPNSEuUomH7l4CmVSMDSvSkZ9x7krzcKgUUly9ks1VzA6kNQgFCz4lJI5LCZkegwYAWJAbhwW57EQ3M1ELsUiEsgYDGABatQy5qToo5RK8ur2SX+Hz+f38asZAwUK4StJrcaG+vQ/7Trdh/dJ0ZAgGifNzY2FzelHXbkZbjxWpE1jrWyYVY+GsOBws6YDZ6sbG1Vn46R2LYLF7UNpgwPZjTfjsKBt5AQC3XsYaLl5/8eAHRWpgpbBmCpy+Q1HRZERViwnL5iSg2+zAGzurcbqGHdQuGOUEjy3b6QxLmaw+mxtv7KjGF6fa8OgrRfhwX92Ef8ZEYrG5oVMPTh3gruPhoiUcLi/8DIMILiUkIHw0ClayR/IN6DY5EC+ICOAMv45X6KGUS0Zd3jc3VYdmvQUVAwxi955qC/KrEKaNCMUYbiLeY3byq+gOlxc/evIAjgUioYT4/Qzq2vugVcng8zNB0T7cOWclRaCj1z4o55b7LLlUjOpAdQ63x4fntpSiy+hArE6BDSvSJ0zAnAgKMqMhk4pRPAETyLFgtLjwoycPoLzRiNo2M58H39RpQXSEAnGRKuRlREGtkGLTmiz+ffdfW4CHA0bPANuvWvTWYXPRud87lHHloZIOGPpcWFGQgA6DDW8GhDCrwwOfn0GURoHC7Fj831cW4ye3LwTARlm09dj4Z8Qv7lyEq5ano6PHNmF52D1mB+xODzp67ZiXFYMItYxPswoFJ5ANF3491cikEtx1ZR6SYtR4b2/dkJP30XLwbDs8Xj/WLkiZoBZODNnJOly6KAUnKvWw2NhItdd3VOF3/z2Gjw/0lxP3+vzYdrgRb+yswh9eOQG/n8ED182FWCxCYXYMH+3p9vpxvGLwvYqjuLYHR8u7sHFNFlLjtRCLRfjRbQtx3zVz8Is7F+EHt8wP2z1HLBbh1/cuxZyMqKDnw0SjN9rRYbBjfu7E+TCsKUyCCMD+M+3YVdSCfWcGpwBOFV6f/5x8cvpsbhyv0OPSRSkhFy7CxVUrMrBRcL/mSIpRD1uZaElePL5/83y0dlvx/pd1OFjSgX2n2Wd8W7cVz20pxdu7a6Z9CvN0IHx1YKYBsbFTm9s4nYmPnx6rFeUNBtS19eHbN83HRUvSsXx+yqSVJfvebYtw54Y5iI1k3cUjo9RYkp+AqAgF5s9JhFQiRlycFg/cUIhLF6chapr4WAwkIymCnwDnpkdjdnYcvnvLQvzr7VPotrpRmBsHvdEOP8NAJhWjvcce9Pv7atkJU2ZSBPocHhyv6oZaKcUDN80PCoW7VKvEf7dV4HCZHt0mJ65Zkz2h/ei6i3P4idaVa7KhkEnwn82laO62o6XLgtR4DWJ0KqxdnIprVmfhnuvmQTKEEWpBdizqOy3Top8f2V4JnUaOX399BT74ohZv7ajEkbJOzEqLxMKCpFGFwi8vTMY7e2rQbXEjL2diDaa+KK6Cn2Hwtx+uxfbDjfj0SBNmZcRgvaC6w3TC7vYiPTFi0G8bE6OBUi5Bq8E+5O/eHih7mix4v0ohgcMlEAiMDiybP/REwWh1IU3w/sgoNaSS0zD0OZGfEY2EhNH5umQkR4JhEDIiRCSTIj5eC2OfE//9lM39lknFcHj8iI+PgM/nR1uPDblpkahrNcNg8yIzPQbVzUbYnF6cqTNg46Wzgo7Z0G6Gy+3DjVfm4t1d1TA7vYiPj4Cxz4meQJTVpUvT8eqn5XAyQKbgO2zosiJGp8CaBSnYeawZuig1Dp9tR5/dgz9/dw0WzJqc0NyxsiiPTQuJi9Oek5ndWNh5sg02pxd3XpmPL062oK7TgtvjI9Dea0duWhTfb97587XDtmnNolRsPdyI2k4L1sxPwfHyTqTEazFLEB1YVm+AzenFvuJ2XH/ZbP51g9mBLYcaMSczGr/9xiq8vr0CH+6thSZCCZuXHRinp0QiPj74OsrLisGBsx2o77JCLAJWLkqDyw/sLGqBTyJGYkDAd7q9qGjoRWFuXFC6wkj3W4/Xj/v/+gVkUjE8Xj/ysmLRbXaizWALeu9Ln5TiWGkn1q/IwMHiNsToFFgyL3nSfsPx8s0b5+OP/zuGk7UGbLx4fCv/tS0mfLi/Hovy4rFiQcq0O+fv3LoImalRWJQXj6QYNQ6XdOBQcTv2nmrD3Jw49JidOFHRhbJAVMKSOQn4wW2LEBeo4vLtWxZCb3ZidWEy9p1uxb7idty6Ph+SAcKDx+vD23tqkJEUga9tCk6LSUuJCus5Cvti4ax4fPxlLcwuHz7YU4Pv37YQ2jFMlKubjThe3ok+qxsp8RrccElu0G/6/r56SMQiXLU6G/HRE1PpJj4+AksLEvHZ0Sb+teOV3Vg+NxG3rcsL2pdhGOw71YrOXjtuX5cXVnN5v5/Bz5/aj5oWE/7yvYtQOA6R5nhVPfwMg02XzpoW47vRsD4+AjExGpyo6EJFgwGv76zG6zuDIymXFyZh9TDjjvFwvnw/o2XaChbJycno6uqCz+eDRCKBz+eDXq9HcvLoS1saDFZyZw1BfHwEurunR+j3+7uroVFKsSg7ZsraJPzc799UCAAw9vYrwGsKEuBxutHtnJxyb2MlNU6NxsCqslzEns+sJC1kUjG2H6pHp94CZSDUsCAzGmfrDKht6OG9E1o7zBCBjdY4WdUNh8ODnJRI2CxO2CzBPhDzc2Kw73QrACA7QTuhv1lKtBKpcRrMzYqBtc8BK9hVxmOlrPHVhhUZuPWyXADsOQ7XjzMTtDhVqUdto2FKy9HanR4cK+3EpYtSYDLaccXCZNQ296KoUo9rV2aip2folUUhEXIx5FIxTpZ3Ii9l4h5CPr8fnx5swLysaMSqZbjrilno6Lbi2Q+L0dltgd7ogMPlRYRajha9BXOzYrBuadqoowjCgbHPhVkpkSF/+4LMaBwt6cB1K9Kx93Qb5mbFIDMxgh+ENQeqDTBeH//+CJUcDpcDuak6tmrBllKY+5x8BBZHY2cf3txZjZYuK+ZlBt+vMhIjUN/eh8Ro1aivCV8giqI7hGBR22iADAyeeL8YJqsL65elobHTgs4eK7q7LXwI9pq5iahvM+NkeQfSY1WoamCFyzPV3WjvMAcN8otK2JX+RTkx+EgqRlltD+alR+FHTx2AzelFXKQSc9JYseVocRvUEvY7Y/twB9bMT8bsFB22eXw4eLIF2482ISFahSSdYto8TwZSkBGFovIunCztQOYkeCAwDINdx5pQmBODq5amorHdhLI6A9o7TGjtsmL+GJ5zCRFyJMaose1APWqbjNh6uBEiAFevysAtl+ZCLBKhpJr1IqluNuFMRSdS4zSwOjz47X+Pwen24u71s9HTY0VWvAZ+P4NDp1vBBMZEUjCD2hIZ8NTYd6oFiTFq9Jns0AVeK6nSQxZYBfzLGydR02rGtasy+XvyaMYVXLQLl46kU0iQmajFmepu/plktLiwORDl9fr2CmhVMtx6We6o75VTSVa8mk1Z2FmF5bPjxjz58/r8+MsrxxGhluG+q/On7TlfOj8JAOCwubA4JwZJkQqcqtLjH2+d4ve56ZIcPoKI8XiD+sYvv7IYAKBVSPD0RyV4a3sFrl6ZAa/Pj7ZuG5QKCUrqDNAbHfjpHQthMk5O5RpgcD9OilLC52fwk3/tAwDMy4zCqnlJozpWl9GOR14ugtvtg1ophc3pRbfBhhvXsiamH+2rQ5fRgYsKkwCvd0Lvo5tWZ6K4phtXLElFc5cV1c1GVDT2Yn5mdFDp7apmI/7x1mkAQE6ilo9UDAd6kwM1gWi993ZVIXEMqdbVLSYoZBLsLmpGapwGGqlo2j53QpEeo0L6RVkozIzC42+dxtL8eCTHarA0Px7PbSnDy1vLkJOgnTDBaDrN80aLWCwaNtBg2goWsbGxKCgowLZt23DDDTdg27ZtKCgoQEzMYD8C4vzE4/XhbF0PLipMnpDcvQuVnGQdb7AUF8U+iFQKKRbPjsP+4g7sL+7AFUtSAQCLZsfhbJ0BLXorL1iYA6GdKbEa7Hd2wOb0DpkbuH5pGh/NIXROngjEIhH++MDKoNcW5MbyOcEDzTWHY1l+PDYfqMcnBxtw74b8CW3nWCiq1LMTy0J2gCMWi/CdGwrxzU3+YfPvByKViJGVrEP1BKa5uDw+/HdbOYwWF74a+I7EYhG+ff08PPXhWbz7RS1kUjEkYhHcHj8SolX4aH89mrosePCm+RPWjrHg87PVhCJCpIQAbPjl6ZoefP+JAwBYL5bMxAj87mvLIBaL+HxprapfxIrQyKA3ORCrUyI/PRqfHW3CJ4cacPXKDDAMg/r2PqQlsGJeXcAD4qIFwcL5rNRI1Lf3jaligSYwEewJkWfca3GBYRhUNhmxbkka7lqfh+e2lPKhyZxx7qy0KKTGafl2cdEaLo8PNa2mIP+eqhYTIjVyJESpkBavQWOnBd0mB2xOLzRKKf7vrsWI1SkRHaHA58eaUd5oxOLZcbDYPXB7/Vi7IBlp8RrIZWJ8cqgB9e19uOXSnGm3Aixk+ZwEvL27BvuK2/HVpPDfBwxmJwwCsWtWaiSOlnXhoeePws8wmD2GMtAikQjL58Tj0yNNcHv8iNTKMT8nFtuPNiM3JRJL8uLR2m2FQi6By+3D7/57DA9sLIDJ6kafzY3ffHUpUgNpjrmpkZBKxKhsMkIiEUEiFiEjRF/l9ne4fJifw/6dEscayrV1W7EkLx4Wu5v3B9pZ1IxrV2UEReINx4kqPSRiEXwB0SQ5Tg2lXILNBxpwurYHy/IT8NKn5ZCIRfjzt1ZBIZMgQi0bsfLMdEEkEuHyJWn4z+ZS1LSaxpzaeqC4HXqTAz++bSFvCHw+kByrwYM3FaK6xYxLF6Wgy2jHolEY8C6eHYfFs+Pw0f46pMRp8PqOKhj6+hdJCjKjMS+EB9lkIjRZBIDqVvOoBYv399ZBLAL+9r01iI5Q4L/bKvDpkSZUNZtQ1WJCRqIW916Vh4vmj34hdrSkJ2jx5A8vhlLOPmc6e+349QtHcaqmG1cuSwfA+t98cao/XaSk3hBewSKQepiRoEVpQy+8Pv+QKT0erw9bDzehpsWECI0cJyr7jaInwpB/qpidFoV//3gt/7sAwPUXZeG5LWX4+EA9brk0d1zH7e1zQi6TjLrS1vnItBUsAOCRRx7BQw89hGeffRY6nQ6PPfbYVDdpWtFnd0Mll0yIOeVUUN5ohNvjx+Iw11Ce6QgHRcKb4IYVGXw1gMOlrKCxeFYc3pLUYH9xO+Zlx6Cq2QSTxYVIjSKo4kfuEAPrgqwY/O5ry8AwmJSJyuK8eLy2owoAkJ8RNer3JcdqsG5pGnafaIVaKcXNl0zuxIphGNS19WH3yVYkx6oHOdyPRazgWDw7Du9+UYvaNjPvm3Au/HdbOU5VdeOOK2bxpVMBsOkr9y5Fa0DUUisk8HgZqJVSvLe3FjuPt8BocU1Jqd8+Gys4DFVZZWl+PLYeboTe6MA3ritAaUMvjpV34XhlF1bNTYI5YGCpFQge3MQgLlKFG9dmw+H24stTbeizuVHW2IsXt5YjSivH0jxWxPvxbQsH+bfkpUdhZ1HLmIwBVQHBottkh0Iuwdr5yUhP0OLl7ZXotbjgdPvg9vp5070orQImSw8YhkFjhwVSiRjJsWrkp0fhwNl2ON2s4WiEWgaHy4uSegMvWLjcPhTXGrBqXiJEIhFmp0Vh7+k2XgD56R2LEBdIjVs1NxHbjzWjx+zkS6YWZscgKykCIpEIly1Kxc6iFogArCmc+IH2RKJRyrA0Px5FFV24+8rZ47ruxkJVYPUwPz0KALBqbhKqA9VcblybPWZT0ry0KGxjmtDUZcH6ZWm444pZqGg04uP99chKikCr3oqsxAh+QP/fbWz6UEFmNHJT+u8RcpkEs9MiUdbQC7lMgqykiJCpl9ERCijlEjjdPl58U8qliItU8ibOtYEopRvXZmPzgQZUt5pHNTllGAalDb1YkhePr16dj1a9FRqlDGqFFIkxanx+rBnbDjeit8+F9UvTkBA1MeHxk838nBhIJWKcrO4ek2DR2NmHD/bVYU5GFF9F5nxiaX4Cluaz98iUUfpbiUQifPXqOXjo+SN44v1iqBVSfHPTXDhdXrQHqopMtSAaJXjWzE6LREVjL/x+ZsSV8Pr2Ppyq7sb1F2Xx9/A71s1Ce48NtW1mbFyThesvygqr749wPJgUo0ZqvAanqvoFiw++rENRpR4bVqSjusWME5Xd2LgmK6RAyDAMalrNyEnRjbvNXQFBfXVhEt79ohbtPbYgnzQhb+5ix6lJMWpUtZiQFKOGy+OD1eHBqrlTV+Z3IhD+LgArrJc39uLTI02YM0CkYxgGe0+34UxND+7ZkD/ovuhweVHe2ItnPi5FVlIEfnnXkhm7ADytBYvc3Fy8//77U92MaUl5Yy/+/WEJYiOVWD4nAalxGiybRMfcieBQSQc0SmnYDTZnOslDlBbNTtbhobuX4O3dNWjqskCnkSNSq8DGNZnYfKABO4634L29bGnQedkxSIzpP06eIE861HEni0iNHHeum420eM2YBy53XjEbXq8fnx5pgs3pxb1X5YVt8OP3Mzhwth1lDb246ZIcNHZa8OLWcgDAtzbNnZDPvWxRKj490oQdx5ox6+ahIxz8DIPdJ1oRE6HAwllxIUviVTUbcbKqGzetzcaGEF4VYpEoaCAhCzwpLl2Ygs+PNaOoUo+rlqef8zmNFW71LXaIUFKlXIrff205eswOZCRGYHVhEmpb2YFYb58LH3xZB42SnYBx6DScYKHkq+HsPdWGH//7IL+PyepGt9mBlDhNkLjDsXh2HB66ewlyU0d/bWgCq9LdRgfUSinuupLNLX7/yzoY+5y8uMKlNEVHKOD2+mFzsgOU2WnsqvnyggTsOdWK0zU90BsdSI3TQCwW4Wh5F9YtTUNcpArFdWwVJm6gNzuNFVgOlXTwJS05br0sF7PTopAcp8azH5eCYRjcuyGf78M3X5IDpVyCJXnxUyJajZUls+NxtKwLdW19yAsICeGAYRgcLeuEViVDSqD6hVopxXduKBz3MXMFwmR+ejQkYjHuuSoPz20pw+s7qtDaY8PF85Nx62W5uOfKPDz21il0GOy47fLBq3QFmdH4aD9rjHjNqqH9aRQyTrDov/7T4rV8RZP69j5IxCKsW5qGbYcbUd1iGpVg0d5jg9nqxrzsGGiUMv65LxKJcOWyNLwRyOm+d0M+Lg7DivNkoZRLUZgdg9PV3fjKutkj3vttTg9e2laBM7U9iNTKcf+1BVM+SZ9MIjVyfGXdbBwr78K1qzOnPKIiFDddkgOH04uMRC1e2FqO5z4pw31X5w8ZWeT3M3h9ZxUitfKg56tOLcfv7lsGv5+ZEoPipXmsoN9nc8PnZ7D7RAvWFCbh9stn4XBpJ176tAJHyzpDCtH7itvx2udVuHPd7HE/+7uMdihkEiwKLL7Ud/SFFCwMZif2F7fjquXpuHPdbFgdHj4i0en2TWlKajgQiUS4+8o8VDaZ8M6eGvz+a8tworIbu0+2wO708kLPY2+ewpLZ8ei1OHH9RdmoaDLyY3iANQ//7j/34Y4rZmHJ3CTEas6f6LTRMLN+9QsEhmHwzp4auDw+GMxObDnI1kj/1vVzsWru6ELVphKGYXDwbAdOVffgquXpU15j/HxHJBLhW5vmhvwe89KjsGxOPJq6LHzlk+VzErD5QAO2H+s3ZFozL4mfxEVp5dPqNxnvw1EsFuHeDflQyqX4/Hgz5mZGh0XU8/sZPLelFCeq2NVomVSMbhM7sf7BzfOxOG9iDAkVcgnWFCZhz8lW/gEeamD70b563mwrLlKJR76+Ampl/63e6/PjnS9qEaNThBQrhiMxRo2EaBUqGnsnRbBwe3w4WdXNRwZwZXeHK/WnVkqRoWQHQWKRCHMyo3CopJOPFkiN1wY9xDmncS6vNzc1EppAvrGQxk4L0uJDrxyKRKIxT4bVgUGX2+tHjGDFJVanRLfZyZczFQoqAFDTakJrtw23XMqKD7PSIqFVyVDZZITJ6sKstEhsWJ6Bx98+hbd21eCHty5AeWMv1AopX/I3Lz0SIgClDb1IiFZBIVhtF4lEWBSIenv4vuUQiYKjqeQyCW4MUynBcDAvOwYSsQjHKrrCKlgU1xlQ1mjEV9bPnrBBokohxe2Xz4JELMKSPPY3WTgrDlctT8fWw40A2NBvhUwChUyC39y7DN0mR0i/jsuXpEIplyAhWoWCzKEXCS6an4zPjjYFpTelxmtQUm+A1+eHwexEjE4BjVKGnGQdSusNuO2ykcOYd51ohUQsChllsnZBMhwuL+ZlxyArafIE8XCxJC8eZ2p70NhpGVbg93j9eH5LGSqbjbjh4mysW5o2o0O6h+KShSm4ZOH0qogihPfiYBg0dlqws6gFUVo57lofbGBpsrrQ1WtHRZMRTZ0WfPv6eYMm12KRCGLJ1Ewil+TF45NDjThe0QWpVAyvj8G1qzIhEomwel4Svjzdhtd3VGNORnTQM9bPMNhygJ1nnKrSIzVOg5c+Lcev7lmK+DFEQumNDiREq5AQpYJGKUVjhwVYNHi/qha2EhWXKiO8JmaaWMEhk0pww8XZeHFbOb7zj31gGLbiHRctnJcehX++ewZ7TrEecu0GO18dDAC+d2Mhuox2FNca8O4XtXj3i1o8/p3VvNntTGBm/vIznJpWM1q7bbjvmjlYWZCInj4nnny/GMfL9dNCsOjtc+KNndVQKaT4yvrZQTcbh8uLF7eW40xtD/LSIgcZ2xHjY7icygW5cfhwXz0/4UmMYfOGLXYP1AopblibzU8If33PUiRMkFP1dEAkEuGWy3JQ0WTEm7uqUZAVDYVMghNVeiyZHT8hFWkOnG3Hiapu3HpZLkwWF3afZB8od1wxa8LECo5V8xKxs6gFx8q7sKuoBRctSA4qjej2+LD3dBuW5sejMDsGr35ehc+PN/M5nx6vH89tKUVTpwXfuWHeuM5/XlYMDpd1Dpt/OlEUVerx0qcVSI5TIy1ei6YuNoUhZgxlhvPSo3iPF4AdtAmJHCAIaJQy/PP7F6HH7MRvXjyGzKQINHVa0GdzI2oMPiojIRSRVIr+3yE/Iwp7Trbyq9Zc+3ICIf7vfcGuqHCljcUiEeKjVDD0OdFnd0OnliMzKQJXLc/AloMNaO22oqLJiPyMKD6MOUItR1KsGh0GOxYO49QeTsf4yUKlkOKi+cnYd7ods1MjR51/PlY+O9qEWJ2S9wuaKEI9Iy9fkorPjjbB52eCynGrldIhzUU1ShnWLxtZZLz5khxctiglKHomKUYNn59Bt8kBs82NSA27bdW8JLy2owr17X3DVsexOz04eLYDly1OCRmVI5NKcN3qrBHbdr6wOC8Osp1iHChuH1Kw+PxYM7YeboDD5cO9V+Xh8iVpk9xKYqyIRCLcuW427C4vdp9oxdGyLqyel4SbLslGU6cF//6wBPZAGeLFs+OwomB6RT2nJ7CmmrtPtiInRQedRs5H6IrFItx/XQF+8+IxnK7pwbql/f2xucsCs82NhCgVqlvN+Me7ZwAAJyr1WJAbi+Q4zahEWqPFhVidEiKRCKnx2iHLm1a3mKBRSpE6xALBTGXF3AQ0dPShrceGK5elY0FubNAz+PHvroHD5UVpQy9eClQP+84N8zArNZIXmFbPS8LPnz2MeTmxM0qsAEiwmLZ09trR1m3Dkrw4MEDQzeDL021QKaRYWZAIhVyC1DgNCnNiceQcJhFcDeCJCEX85FADb5RoMDvw868s5tv08mcVOFtnwFfWzca6ZWkzKlxpupIWr0FBZjQKAnXsxSIRspN1qGgy4vqLsvh8RoBdrZ1pSMRi3HfNHPzh1SJ88GUdYiIU+PhAA9YvTePD8MdLl9GOTw41IjtZh2tWZsAoECzCYaSVkRgBtUKKj/bXweHy4eP99Vg+JwFJMWr02d14fUcVHC4vrliShoLMaFQ0GbGzqBlWhwcSsQjtPTZUNBlx95V5WFEwvjzQ+bmx2Hu6DSX1BiyeHd5ylp0Bk66G9j489cFZmALlN4WT/ZFYPDseZQW9WDk3EVlJukFVY5YXJMDnZ5AkSImSSSVIjtXg+Z9fivYeOx59pQhAcD7zuSKViCGXieH2+INyWi9dlIKdRS3YVdQCANBp+1NCoiMU6AqkfQijPWIjlahtNbHmjIHzW7c0DduPNeHFreXoNjmDrnMAKMyORYfBjlXzzu984NFw49ps1LaZ8cLWciTFqid8Fb/H5EBtqxm3XZ4bdp8MgO2HKwoScLxCP8hP5VwRi0WDBrqciM0JFsmBa2Xl3ER8uK8Ob++pwfJhSvLVtpnhZxgsy59eE7hwoVHKsGpuIg6XdeKWy3KhlEv4inXPfFyK6hYTnG4f5mZF49pVmUHmuMT0584rZiFCJUNNqxm7TrRg1wn2Xp0Uo8Y9G/Lg8zFYUZA47VJ7RCIRrlqejuc/KYPe6MDS/PigNibHapAQpUJpvSFIsDhby5aove+aOXj87dP86+9/WYf3v6zDN64rCBrvWB0evPp5JeIjVbj9iv7y2n12Ny+opsZpcLS8EwzDDPqeatv6kJsaecHNDyRi8bBjUrlMArlMghUFCahoMsJocWFBbmzQ+CFGp8Tj312NWVlxk1pdZzIgwWIa0WN2oKnTgha9FZ8cagQAZCZGoNNox82X5ODKZeno7LWjqFKPyxenBhmrFGbH4MvTbahrMwd5Qphtbvh8rMP4UAMpLqS9o9eOH9+6ENERCnxxqhXzc2ORGB3aH2Eg7T02vLajCjdclIVjFXpcPD8Z+RlReOnTCpyo1GPVvCRUNhlxoqqbPZcpyH+/UBGJRPhFoIwYx9eumQODyYE5w4QGzyTYFed07Djewr+293QbNq7J4kPux0pzlwV/e/s0RCIR7gn4Y8TolLjvmjlweXxhCe0Vi0SYnRaJ4joD/1pJvQFJMWo89cFZNHVacMulOZgTMCi96ZIcnKnpYcXMQCnB+66Zc07ht4XZMYhQy7DvTHvYBAurwwOtSsYLFscq9LxYMVa0KtmwPgI6tXzI9BaZVIIowYpwlHZinfs1ShncHhdfdhhgB42xOgX0JgfEIlFQP1o0Kw57T7fh2tWZQYO8OJ0SJwLfD5fiolXJeINMYHAU1q2X5WJJXtyketJMFVFaBX5z71L86vkjeH9v3aD74blS2tALAKPycpgo7royD5cuSp0UgzXO6E1vdMBsdfEGyCqFFPdclY/nPynDO7uqkZukRXaKbtBEo6bVDIlYhOyUmd/XOK5YkoYDZzvwz3eL0W1ywOXxISYgOM7LjsG8rBisX5Y2JV4GxLmhVspw2+XsRLyq2YjqVjPkUjEump887VN6lub3P7NDRWQX5sTgYEkHPF4/vD4//rO5FKUNvZibFR00Xvza1fl47fMqMGDT4TjBoq3Hhr++cZJPqbzpkhzIpGIwDAOr3cObXKfGa+Bw+WC0uILSTzxeHzoN9kGRkEQ/MqkED2ycO+T2uEjVtErrnihIsJhG/PXNU+jtcwFgbxoapQyVzUaIALy9uwaMn8HR8i7IZRJcuzoz6L0FmdGQiEUoqe9FfkY0vD4/nv24lI90iI5Q4N6r8pGTokNcHBP03j2nWvn8+1c/r8SawiS8tbsGmoMNWDU3CZcsShmxXN97e2tR3WLC3985AwZsyGpmUgQ+OdSAL063ITlWg1c/r0SkdujJATF5JESpzlsX9vFy8yU5aOq0wNDnxNeunoO/v3MGh0s7x52WtPlAA0QiEX77tWVB32W4c3GX5MWjrNGIWy/LxRenWlFa38uX1bz7yryglZHEaDX++f2LoJBLYHN6IRWLRl2CcCikEjGuWp6OD/fV42hZ54SH2HcYbPjNi8dw74Z8dAUEi+pA9YVYnWLSRTZhCdWhHM3Hi1ohhdHiGuQanpWsg6GvG7oBpllfWT8bt16WOyiPNzaEiSgAvkRaYox60EBaJhVfUIbHKoUUG1Zm4P29dXhuSylyUyLPSTjvs7nR1m1FXkYUztT2IFanCIrSCTcapSysnhxCdBo5FDIJOnrtsDm9iBSU3FxRkID9xe14ZxdbzWledgxidQrMy47FssAKbm2rGRmJ2iCvlJlOZlIEH+WWHKvGsvR41Hf04Zub5mJ1mNKSiMknPyP6vLqPSiVi/ObepbA4PCEF1sKcWHxxqg01rSYcr9DzYiz3LPnzN1fCH/BXWJAbh7f31ARVTnnlswqIxSLcfEkOPtpfj+pWE+ZlxcDh8sLnZ/jnKRcZ1tptDRIs2nvs8DPMmEqEExcGJFhMIx66awlsTi+iIhTQqWX8CprH68Nf3jiFd76ohUQswvduKhwUmqxSSJGbosPJKj02rslEUYUeZ2p7cPXKDMRHqfDFyVY89eFZAMCS/AQszI3B/JxYqBRStpRORhQW5Mbhvb21KG3o5UsI7TnViqPlnXjk6yuCBsVCztYZcLbOgHVL0nCiWo+cZB2/anfV8gy8uasaj75SBI1Sih/eumBCfAMIYqzIpBL8/CuLeYfuORlR+PRII1bNSxxzqH+r3ori2h5ctyZr0oWftQtTcPGCZIhEIvTZ3PjsaBMqmnqhlEtCDoQ5gUKnnrjogGtWZuJkVTc+2FeHpfnxE1Za2e1hy28CwLt7aiCUVuVSMR7/7ppJD7MVCgYTnTLFpbYoFcHfHxfZtnDAgFIqEYdckY3VCQWLfmFCJhXjznWzJ6y95zuXLUrFqepuHK/Qs+kU8ZpxheO73D78671ivvpSn82NjWuypl0I+EQhEokQH6VEXStb0lQniDQSiUT47o2F6LG6UVTWgc+PNoMBsL+4A5lJEXjgugI06y3Twl9rsvnhLQtQUm9AXkbUhN5/CeJcyB2mLPqcjChIJSKcru5BUWUXLp6fjPuumcN7KSTH9qegRUcosCw/Hicq9Wjo6EN8tAp17X245dIcrF+Wjo8P1KOqmRUsLHbWIJITLLKSdJCIRahqNvF+TADQorcCAAkWxCBIsJhGxEWpECqgVCaV4Ff3LEVJvQFp8RokDJGmcc2qTPz7wxL88dUTcLi8yEyKwG2X5QYcgBNxuroHLXor9hW341SVHglRKizNj0efzY3v3ViI7OQIHC7tQGu3DfdfV4DEaBUaOy146oOz2FHUPMgRGQB2FbXg7T01iNEpcNvlubjt8twgk5jLl6Si3WCDQirBxjVZY8o9J4iJRujQfe+GfPz2v8fwxalW3HzJyC73HAzD4K3d1VArpVMWLcRNjG64OBuGPicaOy24a/3sSbu+xGIRbrk0F/949wyKKvUhy6CNh3+8ewY1gUmRO5DCIhGL4PMziAmYdU0Ft1yag+gIxYTn1OZnRKGm1Qynyxf0+iULk9HVa+dXtUZCOLijidHQqBRS/ObeZXB5fHjkf8fxyvZK/OzORUiMVsPt8eHLM+0w21zYtCZrUNQLwF77L31agcOlrInrnIwoVDaboNPIsX7ZzDZNjI9S4XQNG7E50AdGq5IhOyMGWfEaXL8mG2IxcLi0Ex/uq8cT75+Fw+VDRuKFNwFRyCXnXbl54sJGKZdifk4sX41iSV78sObLc7NiIBKxqalcKeT8dNbcPCFazRtr9tmDUxYVcglyUyNR3mQMOl5ZoKLVhRYBTIwMzR7PE2RS8Yg5XQtnxeEndyzEq9srYbF78MNbF/ADfKVcitWFSVgN4Bs3zcfeY014dnMpth9rxvycWD609Nf3LoWhz8WHa83PicXyggQcPNuBWy/NDYqOqGk14e09NViYG4t7N+SHjJwQi0S496r8ifkSCGICSY7VYE5GNE5UdqMgIxpv7q7Bt6+fN6Kyf7KqG5XNJtx7Vd6U56vKpGJ8+/p5U/LZBVnRiItU4lBJ6LrtY6Wt28qLFULWLU3DzqIW3s9iKghXBYPV85Kw7XDToHzThGg1Hrx5/qiPM1RKCBEahUyC+68rwN/fOYNHXi7Cw/ctx1u7qvnwZ6lYjJsuGVy69VR1Nw6XdmJedgxuuCgbs9Ii0dlrR3SEYsanOwirRw0XkcZ5aly6KBUmq5svuz7R6VQEQYSHa1Zl4nRND+IilbxZ+1BoVTLMTo3EvjPtmJUWCalEHGSs2RYQLLgIC6GgPjczGlsONqDP5oZOI0djZx9OVulx6aLUGVGhiphYZp4rxwXOvKwY/PGBlfh/31o1pBO6Ui7FsjkJ+MEt87GmMAnfvn5u0LaBruNrCpPgdPtQFhjMAexK09u72ciK79xQGJSDRhDnC8vmJKCz146/vXMG7T02fnA9FC6PD+9+UYP0BC0uXTSx5QvPN8QiEdYuTOFrzo+XPSdb8a2/fRkkVgjvQVctT0dKnGZGpjYkx2rw1wcvxu2Xjz7CZyj+9t01+M4N88jEb5TMTovCnx5YCalYhF+/cBSlDb24c91sLMuPx+6TLfD6/EH7MwyDbYebkBijxk9uW8inByXFqGe8WAEgKLKTK4U4EmsKk6CQSRCjUwRVtSEIYvoyKzUSf/4mO48Yzb3tnqvy4fL4cLKqGysKEngBPiVOA73RDo/XBwsfYSEwkZ7NVkE8U9sDv5/BP98thkwqmfHRasT4oJHNDEQhkyB+FOFUi2fH44GNc0c04ZuTEQ2NUoqT1d38a5VNRjR2WnD9RdmT4lJOEOFgjcDzYWFuLE5Xd/Ohi6H44Ms6GPpcuPvKPFoBALBuSSrUCile21EFe8AVfDS4PD5sPlCPlz+rwJu7quH1+VHXxgoWj393NX7z1aX8vtERCvzpgZUz1qx3Xk7sORuhAmyUxXhL1V6oxEepcP+1BQBYo+v1S9OwoiARDpdvkAhX2WREU5cFV69IvyCvfWGIdqh0mVDER6nwzE8vwd++u2bCfG4Iggg/ybGaUYvfaQlafO+mQsxKjcSNa7P7X4/XgGGA1m4b+myDBYv0BC1idUoU1/agtdsKq8ODu6+cPerqhMSFBaWEECMilYgxNysGFU1GvmbyodJOaJRSrJ5HA2Ti/EUhl+D/vrIYRqsLybFqFNcZUCIo0SWktN6APSdbceWy9Elz55/uqJUyfP3aAjy7uQTff2I/5ufE4vs3z4dMKkZpgwGvbK9EhEqO61Zn8rncp6q78dKnFXC4ggWOmlYzlHIJ4iKDxdaZamRITA8W58XjL99ahbgoJcRiEX9tVzYbg8zpth9vhk4jx5rCC888EgDio8eXUz7Rvi8EQUw/CrNjUZgdG/TanED1lNJ6A7pNTkRq5EHCpUjE3m8rmnr5CMu8tKhJazNxfkERFsSomJMZDaPFBb3JAT/DoLShF4U5sbRqQpz3zMmMxup5SchMjEB0hAInKvUh9/tgXx0SY9S49bLBue0XMkvz4/Hbry7DqnmJKKk3YOvhRgDAvtPt6O1zwev349nNpahsMsLj9ePVzysRH6kc5L2hNzmCzPy+f/N8/OCW0fs4EMR4SYxRQyJmh0M6jRxp8RqU1PenQLbqrSit78W6pWkX7DMvVsf6VlyycGIMdgmCmNnoNHJkJkWgpL4XepMjpOiZmaiFyerGySo9oiMUQ1YjJAiKsCBGRUEmq5Q+8nIRlHIJ+mxuFGaPvRwcQUxXRCIR1hQm4bOjTegxORAnCIFu0VvR3GXF3VfmXbATluHITtbhW5vmwe3xY++pVqxfloaSBgMuX5KKOy6fhYeeP4JnN5dCIZPAYvfgW5vmYV52DCRiEaJ1Cvzz3TNwuHxBgsVIJsMEES6W5MVj66FGmG1uRGrk+Px4MxQyCS5ffOH61kjEYjz1o7VQKej+RxDE6Fg0Kw6fHGwARAhZdp0z6KxsNmH5nASKqCSGhCIsiFGRFKPGrZflwuX2wWx1I0orpwkFMeO4fHEqxCIRth1pCnr9dE03RABWFFCJuuG4ZlUGbE4v/vBKEdweP5bnJ0Auk+CrG+YgN0WHWWmRuP6iLMwNOI8vm5OA3JRI3nNHN0z1AYKYLJbNSQAD4EhpJ4wWF46Vd2HtguQprwo01WhVMj4ShSAIYiSWB+6lDIOQpUqF1YM4I2OCCAVFWBCj5tpVmbh2VSZKGwxIjdNCpaDuQ8wsYnRKXL44FXtOteKalRlIjGHNn2pazUiN1/I1xInQ5KZE4qL5SThU0gmtSob8jCgArBv4otlxQ75vblYMmrusYBhmklpKEEOTFq/FnIwo7DrRApfHB5+fIed6giCIMZISp0FavBat3daQKSEqhRQr5ybiWHkX+VcQw0JSOTFmCrNjER1BK6HEzOS61ZmQiEXYUdQCAPD5/ahtM2M2qf+j4mtXz8HNl+TgW9fPHXV456WLUgCA7ivEtOHaVZkwWlzYcrABs1Ijg8p6EgRBEKPjN/cuxd1X5mHRrNCLFt+4rgC/uHMRnx5CEKGgJXKCIAgBkVoF1i5Iwd7TbThZpcdFhclwuX2YE/BxIYZHKhFj45qsMb0nMVqNR+9fETJklCCmgnnZMchMjGBLma7MmOrmEARBnJco5BKsWzp0hJpUIkZBFnniEcNzzoLFo48+iiNHjkAul0OtVuM3v/kN5s9nnd0dDgd+9atfoaysDBKJBL/85S9x+eWXn9M2giCIcHPnutnw+RmcrNLj8+PNUCkkWJgbO/IbiXGTnqCd6iYQBI9IJMKPb18It8fHe6wQBEEQBDH5nLNgcckll+DXv/41ZDIZ9u7di5/85CfYvXs3AOCll16CRqPBrl270NjYiLvvvhs7d+6ERqMZ9zaCIIhwI5OKcd81c3D75bPwwtYy5CTrIJeROz5BXEgIq9YQBEEQBDE1nLOHxeWXXw6ZjHXOXrRoETo7O+H3+wEA27dvx5133gkAyMrKQmFhIfbv339O2wiCICYLtVKKH9+2ENdfnD3VTSEIgiAIgiCIC44JNd188803cdlll0EcKHvV3t6O1NT+uuXJycno7Ow8p20EQRAEQRAEQRAEQcx8RkwJuemmm9De3h5y2+HDhyGRsGHSn376KbZu3Yo333xzYlt4DsTGUk70UMTHkxsvcf5D/ZiYCVA/JmYC1I+JmQD1Y2ImMNP68YiCxccffzziQXbt2oV//etfeOWVVxAX11+2JiUlBW1tbYiJYd1fOzo6sHLlynPaRhAEQRAEQRAEQRDEzOecU0L27t2Lv/zlL3jppZeQlhZctubqq6/Gu+++CwBobGxESUkJ1q5de07bCIIgCIIgCIIgCIKY+YgYhmHO5QCrVq2CTCbjoyEA4JVXXkF0dDTsdjseeughVFRUQCwW4xe/+AXWr18PAOPeRhAEQRAEQRAEQRDEzOecBQuCIAiCIAiCIAiCIIiJZkKrhBAEQRAEQRAEQRAEQUwEJFgQBEEQBEEQBEEQBDHtIMGCIAiCIAiCIAiCIIhpBwkWBEEQBEEQBEEQBEFMO0iwIAiCIAiCIAiCIAhi2kGCBUEQBEEQBEEQBEEQ0w4SLM5znn76aeTn56O6unrE110uFx5++GFcddVV2LRpE373u9+FPKbP58Ojjz6K9evX48orr8T7778f1nMgCCA8ffmZZ57Bddddh+uvvx4333wzDhw4ENZzIIhw9GOO+vp6LFy4EI899lhY2k4QHOHqx5999hk2bdqEjRs3YtOmTejp6QnbORBEOPqxwWDAt771LWzatAlXX301HnnkEXi93rCeB3FhM9p+3NraihtuuIH/74orrsCKFStCHvN8m+tJp7oBxPgpKyvDmTNnkJKSMqrX//a3v0GhUGDHjh0QiURDDhS2bt2K5uZm7Ny5EyaTCTfeeCNWr16NtLS0sJ0LcWETrr68YMEC3H///VCpVKisrMQ999yDgwcPQqlUhu1ciAuXcPVjgB1cPPzww1i/fn1Y2k4QHOHqxyUlJXj66afx6quvIj4+HhaLBXK5PGznQVzYhKsfP/fcc8jNzcULL7wAj8eDu+66Czt37sS1114btnMhLlzG0o/T0tKwZcsW/t9//vOf4fP5Qh73fJvrUYTFeYrb7cYf/vAHPPzwwxCJRCO+brPZsHnzZvzoRz/iX4+Liwt57M8++wy33XYbxGIxYmJisH79enz++efhPSHigiWcfXnt2rVQqVQAgPz8fDAMA5PJFL6TIS5YwtmPAeCFF17AZZddhqysrLCdA0GEsx+/8soruP/++xEfHw8AiIiIgEKhCOPZEBcq4ezHIpEINpsNfr8fbrcbHo8HiYmJ4T0h4oJkrP144Hu3bt2KW265JeT2822uR4LFecqTTz6J66+/Hunp6aN6vaWlBVFRUXj66adx8803495778WJEydCHrujoyNIsUtOTkZnZ+fEnwRBILx9WcjmzZuRkZGBpKSkCW0/QQDh7ceVlZU4ePAg7rvvvnA1nyAAhLcf19XVoaWlBXfffTduuukmPPvss2AYJmznQly4hLMff+9730NDQwMuvvhi/r+lS5eG7VyIC5ex9mMhX3zxBRITEzFv3ryQ28+3uR4JFuchp0+fRklJCe66665RvQ4AXq8XLS0tmDt3Lj766CP8/Oc/xw9+8ANYrdbJajZBDGKy+vLx48fx5JNP4h//+MeEnwNBhLMfezwe/O53v8Ojjz4KiUQS1vMgLmzCfT/2+XyoqqrCyy+/jNdffx379+8PCl8miIkg3P34888/R35+Pg4ePIj9+/fjxIkT03plmjg/GU8/FvLhhx8OGV1xPkKCxXlIUVER6uvrsW7dOlxxxRXo7OzEN77xDRw6dCjk6wcPHkRKSgqkUik2btwIAFi4cCGio6PR0NAw6PjJyclob2/n/93R0UGr0kRYCHdfBtib+y9+8Qs888wzyMnJmczTIy4QwtmPu7u70dzcjG9961u44oor8Oqrr+K9994b0aCTIMZKuO/HKSkpuPrqqyGXy6HVarFu3TqcPXt2sk+TmOGEux+/8cYbuP766yEWixEREYErrrgCx44dm+zTJGY44+nHHF1dXSgqKsKmTZuGPP55N9djiPOeyy+/nKmqqhrx9a9//evMgQMHGIZhmPr6embFihWM2Wwe9L4PP/yQuf/++xmfz8cYDAZm7dq1THNzc/hOgCACTHRfLi4uZi699FLmzJkz4Ws0QQxgovuxkKeeeor561//OrENJogQTHQ//uSTT5if/exnjN/vZ9xuN3P//fcz7777bvhOgCCYie/H3/72t5l///vfDMMwjMvlYu677z7mzTffDFPrCYJltP2YYRjmP//5D/PDH/5w2OOdb3M9irC4gHj00Ufx/PPPY9OmTfjpT3+Kxx9/HDqdDgDwzW9+EyUlJQCAG264AWlpabjqqqtw++2348EHHxw2T4ogJpvR9uVHH30UTqcTv//97/kyT1VVVVPZdILgGW0/JojpzGj78XXXXYfY2Fhce+21uPHGGzFr1izceuutU9l0guAZbT/+9a9/jZMnT2LTpk248cYbkZWVhdtvv30qm04QQXz88cch00HO57meiGHI8YggCIIgCIIgCIIgiOkFRVgQBEEQBEEQBEEQBDHtIMGCIAiCIAiCIAiCIIhpBwkWBEEQBEEQBEEQBEFMO0iwIAiCIAiCIAiCIAhi2kGCBUEQBEEQBEEQBEEQ0w4SLAiCIAiCIAiCIAiCmHaQYEEQBEEQBEEQBEEQxLSDBAuCIAiCIAiCIAiCIKYdJFgQBEEQBEEQBEEQBDHtIMGCIAiCIAiCIAiCIIhpBwkWBEEQBEEQBEEQBEFMO0iwIAiCIAiCIAiCIAhi2kGCBUEQBEEQBEEQBEEQ0w4SLAiCIAiCIAiCIAiCmHaQYEEQBEEQBEEQBEEQxLSDBAuCIAiCIAiCIAiCIKYdJFgQBEEQBEEQBEEQBDHtkE51A8KJ0WiD389MdTOmHbGxWhgM1qluBkGcE9SPiZkA9WNiJkD9mJgJUD8mZgLnYz8Wi0WIjtYMuX1GCxZ+P0OCxRDQ90LMBKgfExOFzenBW7uqcce62dCp5ZP62dSPiZkA9WNiJkD9mJgJzLR+TCkhBDHN8DMMPF7/VDeDIC4oztYZcKSsC2/srJ6Sz2eYmTW4IAiCIAiCmAgmRbC44oorcPXVV+OGG27ADTfcgAMHDgAAGhoacMcdd2DDhg2444470NjYyL9nuG0EMZP579ZyfPvvXw67z+mabtz/1y/QZbRPTqMIYoYjEYsAACV1hin5/G88thfPbSmdks8miLHg9fln3OodQRAEMX2ZtAiLp556Clu2bMGWLVuwdu1aAMDDDz+Mu+66Czt27MBdd92F3//+9/z+w20jiJnM0fIuAIDR4hpynxOVegBATYt5UtpEEDMdp9sHAHB5fJP+2Vx0xfEK/ajfY7G7YXV4wtUkghiSb/3tS/zj3TNT3QyCIAjiAmHKUkIMBgPKy8uxceNGAMDGjRtRXl6O3t7eYbcRxEwnVqcAANS3Dy1GKOWs/Uy4Jldenx8vfFKGtu7zy7SHIMaLw+Xl/w5XeoZ/iOPaBZ89Wn701EH86KkD59okggAANHVasPtEy6j3r2gyhrE1BEFcKDhcXpyp6aG0SGJYJk2w+PnPf45NmzbhkUceQV9fHzo6OpCYmAiJRAIAkEgkSEhIQEdHx7DbCGKmkxSjBgDUd/QNuY9Czl4bTvfYJzqjocNgx9HyLjy3pSwsxyeI6YZQsPCFIdzd6fbigcf2Ys/J1kHb+mzucR2TxnfERPHE+8V4a3cNbM7ho3Yc4xDXCIIgQuFnGPzffw7jqQ/PorOXUpyJoZmUKiFvvvkmkpOT4Xa78ec//xl/+MMfcN9994X9c2NjtWH/jPOV+PiIqW4CMQRSGStGuLzMkL9TdKQKACCWSsLyWzoDnp8uj29a95Xp3DbiPEPSr99HRWugUkzs4/FgcRsA4GR1N+68uiBom0jW/1kD+7TF7kbEMFVLBu7/5ckW/OOtU3jj0asRqVWca7OJCwStWg6zzQ2DzYOs9Jgh9xNG3Q3se3Q/JmYC1I8nD6PFCZuTFUEZSXjGsxcqM+27nBTBIjk5GQAgl8tx11134bvf/S5+9atfoaurCz6fDxKJBD6fD3q9HsnJyWAYZshtY8FgsJIxVAji4yPQ3W2Z6mYQQ2CzewL/dw/5O1msTgBAj9EetI/D5YXb60ekhp3gVDYZ8fjbp/H3761BjE456DgVjb0oqtTjq1fPCXq9S88e0+rwTNu+Qv2YmEh6TQ7+786uPmhVsgk9/r6TbLh9QpQqqN/Gx0eguc0EAJDLxEHb9EY7Hnr+KG5am41NF2Xzr3u8/algA6+B/37CGnfWNhqQkTizBixE+EiOVaOt24qTZZ3IiFUPuV9Dc38qyMB+TPdj4nyH+vHkIjSOb24zISVq8DiVGDvnYz8Wi0XDBhqEPSXEbrfDYmG/NIZh8Nlnn6GgoACxsbEoKCjAtm3bAADbtm1DQUEBYmJiht1GEDOJUDntXElTr2/o0qZuD7vNYg8O3/3Tayfwk38f5P99uKwTAHC6pifkcf72zhl8eaYdLnewF4Y7MCFyuiffgJAgpgKnINR9uGtvvPSYWJExlO+MOZASopIHryEYzOx7Pj7QECS+C6/7gfcQs5U9lnuUpZENZid+8+JR/rOICxOuSk6HwTbsfiZrf/rSwOcGQRDEWHC6+u8h402NJC4Mwh5hYTAY8IMf/AA+nw9+vx+5ubl4+OGHAQCPPPIIHnroITz77LPQ6XR47LHH+PcNt40gZgKna7rx7w9L8Jdvr0JidP+KFicW+HxDRwdxkxGrPfgG32Fg1WqGYSASiXg/jBEHoTYXEuWCNngmfsJGENMZh2Dy5R3lZH9Mxw8IInbnYA8AbqAmkwavIdgFgzm318eb7QqrgzhdPqiV7OvCyIvRTib3F7ejw2DHgbPtuHFtzqjeQ8w8uD7vGaHvm6391assdjcUclVY20UQxMxFKOCb7SRYEEMTdsEiPT0dmzdvDrktNzcX77///pi3EcRM4NMjTQCAHrMzSLDgIyz8Qw8cPYGbfJ89tEGa1eFBhFoOsYhbNQttZiQSscZ9Zqs7pGhCEBcKQREWYUgldAQMcu2uwdesJTBQ8wyI7BDu6/H6oZRz+/e/bnd6eMHCLFihmojoqPr2PqiVUl74JGYuXN8bKbrIJOhjFocHcVEkWBAEMT6ExvF9VhIsiKGZsrKmBHGh09TJpkpJA6G4HJxgMVyEhSuwz1CO7iY+LJydtHQL8vOFSMTsLcA8IBRPuMoWjvB4gphuTESExQdf1uFoIA1r0PED0RIO12AhgYuk8AyIbHIIojGE16RFsBJlE+wjDK8dbQUhLqUklEbzp9dO4NcvHB3VcYjzG+4+7xnmuQMER/dYaEWUIIhzgBPW5VIxRVgQw0KCBUFMAQzD8KUTB66qukfhYcFFWAyc4HCYAmG73CRnqHx2iUQUtD/fBo9wcjR8mTuCmAk4XF5EqFmjzeGim4bCaHHhs6NNeGFr+aBtfobhIzjsIURGbtvAyCa7IOpDeJ+wOIIjLELtH8orIxS2wLGEE1HiwsM7iucOwF4nnN+FUCzz+fz49Egj9SOCIEYNJ1gkRKvIw4IYFhIsCGIKcAdFMASvaHF56ANfD/X+oYQIoyVYsBhytTXwEWbrwAiL4Nx5gpjpON1evjKI1zv2lJCiSv2Q21xuH3ephYyw4NJFvD4myFzTPkSEhU0wKQyKsHAL/x7ddctFV5kHiJZCfOMQcIjzCz4lZIToIofLC12gCpVw36NlnfhwXz0+PlAfvkYSBDGj6Bcs1CRYEMNCggVBTAFBKReCv/0MwwsVvuGqhPCihr8/pFsw0eEiJnhhw+MfVOLX4/Xzq7ADJytCIWSoKA6CmCkwDAOny4eIgGAxMOppNLT39BvbDjTW5AZl0REKuDy+QavYTldogTAowkJwTQojoIT7CP8eq2AxcLAoFC17+waLGQzD4G9vn8aRIVJgiInDZHXhVHV3WD/D4x0c8RcqldDu9EKnDggWgn3LGwwAAGOIvkIQBBEKTmSPi1TC6vCCCVE5jyAAEiwIYkoYyiMi6PVhjP+EIgL3t0NoXhSYfHgEYeEDQ8SFobsDzTuFgsVoyyMSxPmKx+sHA0ATECyGEwuHQhjdMLAqDyckxOqUgX2Dr0XhtSu83oaKsHB5fHxYvkMgUgijN0ZbJYSLrhroYyOsUNJlHGzaa3d5UdFkxIshUmCI0cMwzIiD9N+8eAxPf1QS9FtPNN4BpptHyjrxy+eOoKrZGLSfw+VFhIYT9vrbfTZQOrtFbw1bGwmCOH/Ze6oV+4vbg15zun2QScWI1Mrh9flHncpIXHiQYEEQQzBwcNhjduCJ94vRNwHGQMJVVGHqx2jNLl1BggJ7rFCTG+Fq2cBJkjCs3DEgZUS4uuoZY0rI9mNNOB3m1UCCmEicgUGSRjn+CAun2welXAIA0BuDV6Y5j4oYnQLAYB8Lh8sHReC9bk9whAUnTARHWPj49BWhwMF9jkohHbXpJmecODDCQnj/CxVhIdyfUkbGz3+3VeBXLxwdUowwmJ38tqHMkyeCfsGCfR5x9/CBv73DFTrCwmhxsu3tcw5pBk0QxIUJwzB4fWc1XtleGfS6K/Dc5J5nQ3mmHSrpwCvbK2EwO8PeVmJ6QoIFQYTgbF0PHvzXftS1m/nXnvzgLM7WGVDbah7mnaNjNBEWw63yBgsK7H5BgoWvPxWEY+AEhlv1VcglQSUdB77PM4YIi94+J97fW4d/f1Qy6vcQxGTBMExIrwZ3QMzjyoMOV6FnKBwuL18aeKCoyQmCMYEIC2EkBBMw5IwM+AJ4BkRY6EK87vL4oFZKIRq4v8sLsUgEnUY+qpUqn98Pt9cPkYgVPvyClX7hBHrg/QEI9r1p67YN2k6MjiNlndAbHThY0gGA7Q/CZ0KPuV+kGCiETSTcM4PrT5wPEmfMzGEXmtMO6KtcBBH33vFgdXgGpS8SBDH98I8iOoyjWyA0CAV7p9sLhUyCCBX7nBvKtPfDfXXYX9w+rFcUMbMhwYIgQvDpkSYAQEdPfyg0NyifiBw74SRDuJrLRUvIZeLhTTc9fqgV7OSKm5gI89e5gaRQ2BgYYcG1IVItH2QE6BlnSgiXz85NsghiMvB4/Shr7B1xv/3F7fjJ04fQ2h0cts5dQ5pz8LBwuHyIjlBAIhYNFiwC11dU4LoQignOgCEnd80IxUKHy9MvZPiEgoUfcpkEMpk4+Bp3+aBSSKCUS0blYcGljXAr5p4hvDFCHUt4jhMRdXahEh/FTvK5iLcP9tXhW3/7ko9aEZbb1YczwmJAlZDegOjgCPJR8cHrY6BVySAWifqNOn1+eLx+JMexgp1pnIKFzenBD588QMadBHEe8MBje/HfbaNLCaxtNfF/N3Za+L/ZyEQptOqhIyz8DMO/PrCiHXHhQIIFccHwzEcl+NFTB0a1LxdFwU0shBP40ZrZDYcw7Fu4mstNGFRy6bApIW5vf0j4wAgL4aqr2+sHtz42MKedE0d0Gvmg6Ath+8YSYdEVWAFUyOjWQkweO4ua8Y93zqCk3jDsftUt7HV9YsAqDZcS0l8lZOg+X9lkDDlBd7q9UCmkiFDLBg26uElfVASbEhKU9hFYbeKECe66ZAKDtOjAe4Iq93h8UMgkkEslwZ4XLrYNStnoBAtuH04scQk+w+EcXrAQRlgMNBklRg93X+a+4+1HmwH0V38RRrfoQ3iJeLw+nAn4R5wLngEeFiZesBCmKLF/qxRSSKUi/tnFtT0lVgNg/BEWXATJiSpKKSSI6QwXCXGkrGtU+7cLFv9aBT43TrcPSoWEN7y2OgY/W81WN3yBqKvpKlhUNRvR3GUZeUdi3NCsgrhgOFndPWR+nBCvz8+XIOTyu4WrTKMJte7tc6KiyTjk9qEjLAKChUI6pOkmwzBwe/z8ajC3IuvysG2MUMv4QafH6+fDd4eKsIhQy+Bw+YIiR9xeP6QSceDv0Qs03MRlNN8zQUwUrsA1UNYwfJQFJxQMnOBxKSGaQErIUNeez+/H42+fxmNvnhq0jRt46dRyWIcQLCJDRFgM3MZdzw6XD26vH3GRKgCDU0IUMglkUnHQ646AYKGQS4IEyjM1PSE9Erh29Ed3DG4Xe26D3ysUbWwkWIwbLoLCPeC5wt1Lue1xkUp0mwbnb7+9pxZPfXgWjZ1959QOrpSv18cEPQOF/YAT11QKKWQSMf/s4vZJimEjLIwhJhUMwwSlt4SCM3dVKyTjPxGCIEbFkbJOvLC1bFzvbeoc2+TcZHUhOkIBkSj4ecE9y7hx6sBnJxCcFmeyTs9ovsfeOo1HXi4aFL1JTBwkWBAXHCMZxAlDobmJd5BgMYqVy7+/cwZ/e/v0kIaVQ5U15fZXKSRD5tFzYkS/6R434GVfVytl/aabXj8iAuHeTs9AY012H51GDj/DBJcy9fr5ydtYIiy4Aa3T7Rs0ACeIcCEN5Nk3dAw/aevsZSdEbT22oGuTEzw4082hIixsDvYa6jAEr3QzDMOKBXI2wmJgBIbN6YVIBERqFYHPE0ZYsMfUDYiwMNvYSR+XMjCwco9cJh4kWDjdXqjkgZQQQcnipz48i7+8cXLQ+fARFupg8RPov+dpVbIhIyy4e8RAE1FiMGarC0cHlIDlUikANspH6CHCGVdyERbJsZqQq4sVgVSosfiIfHqkEb987nBQSWw/w0AmZYeEQZVnBGIVF22hVkghlYj5ZxG3f4RaBq1KFjIl5GhZF/7vP0dQIwgNH0hXLzsxUcqlg7Z9cqgB/3jn9KDXS+sN+OJU65ieUwRxvtNhsA17LY2Ez+/Hi1vLcbSsa5CYzTAMDpV0DFuViBNIVYrB12oojBYXYiIUUCukg8p1y6ViqBRSiEUiWEJ4WHBGm2nx2mkRYfH+3locr+iPLBFGQ7dSlaSwQYIFMeM4eLZjkLGeMHoglIIrRBjezEdYuIWrjYMH70+8X4znP+lXqjk398YhVGjh5MPrDxYKAPYh4PP5g9r94b46nKru5vfhDAK5Y7k9/avEvOmm1zd0hIWPi7AICBqCh4jb6+vP5w8xEDTb3Hj5swqcGlANxOYcLPZMFNuPNuG1HVUkhAyBz+/Hsx+XBBnFzgQMZide+rQcZ+uGTvfgBlbD5fj7/Qy6jA7ERSrh8zNBIaqcmKdRcREWoSc/oQZTADtg8fkZqBQSRKjl/H2Dw+b0QKOUQSFjV45dQmHAyU32uMoL7DXPpVzERbERFkIRxeXmUkLEA6IifFByk8nA/ly50tZuG2rbgvsGd0/gPts1oEIJAERp5UN6WMRGKiGViGd0SojT7cXWw43nXG7v8bdP44Wt5UF9VPi9utw+9AqM6ThxzOH2QSQCEqJVg1ItfH4/TIHft7lr9APlD/fVo9vkRGdAeOOeBapApRrh7xlcNre/Co2wj3HnoVRIEaVVhEwJqW9nJzjljUNHHnIRFvYQE6XNBxpQ1mgMKr/rZxj8871ivLGzGqUNw6eDEcRM4k+vncRf3jg1pFjcZ3MPe1+ubjbxfw8U4Ovb+/DSpxV46dOKId/Pif+jrRBlsroQpVVApZAGtcvrY6N5RSIRtCHSKQGgJ3BfnJWqg8nqCukj12dz49nNpYOqXU00fj+D7cea8dyW/vG+8DOdND4NGyRYECHx+vznZT6W0eLC/z6rwF/eCA7ZDjWR1hvt+N+nFYOiIIQl2fgIiwEhbEIYhsHZOgOOlXfxoWuJgdDYgRMEjqCypt7+m69L4GHBAPwKGMMw+PRIE57+qISf0HCmm9yEhSt1qlHJ4Akc0y2IsBgYGcKbbgZWdoXmbm6vH9oBgoiQj/fX48DZDvxnc2nQqqDd6eHbNdFGfB/sq8OXp9tw4GzHqN9jdXjwzMcl5+RaHy7e2FmFpz8qCfr+zgW90YETVd3457vFE3K8qeKt3dU4KPiNPznUgEMlnbyhayi4iZTV7oGfYXC8ogtn64LTPsw2N7w+P5bmxwNA0P3NPcoIC6ugT7sGCAUAuzLMChbBgy670wu1UsoLFkKRwRq433ARU1x1IFMgwiIuko2wCDbC9bGmm1JJcISFhy0RJ1z9FrquP/7WqaDvxTXAw2Kg+KGQS6AeokSqw+WFRimDWikNOcGcKew52YqP99djx7HmcR+jz+7mJwWVglRB54BUQ5NN6AvSH2GhkksRE6GA0+0LEhDaum38bzja53WHoT8Sg1uh5fqQMnDvFj4vnQIPC+7ZqFFKIZWIBqWEqORSRGnlQaKC8PyAwaHkXp+fn8D0BFJeBk46hJOicoG5rtBHhZtAEecPbk/4IzFPVnUPOQ6z2N3TcmwwElxEHwDsLx48HvL6/Pjxvw/iL28OjqrjaBeIFMJ7AtAfqShcIBsI94xze/yjKqFtsroQFYiwcAyIsOAiuyJUspBVQnrMTkSoZUiIVgc+b3Cf+fxYM05U6nHgbPuIbTkXevoGp+UJ01Tco4jAJsYHCRZESA6VdOCRl4twoHjwxe/x+vDl6bZhTSGnCs6UTG9yBN1EhQ8lbvXz7d01OFjSgbKG4BUfbmUrSivnV1SFk/mBgoXwBjtw9WioPD/PEBEWdhd7LG4C4R1gasa+Fhxh0Z/+4YNYJIJSLuk3UBuFhwX3WUEPEY8fSoUUItHgCAun24tDgRJ8Pj8TNGi0Ob1IimXFmomMsGAYBrKAp0ZviAfGUBwu7cTJqm5sO9w4YW2ZCHx+P7441YZT1d04XBJ6Iu5wedHWbR11VZpQrv5TzZ6Trfh8DBM9hmGw+0Qr/vdZBX+dcpOf4c6Lm/D4/AxsDg+e21KGJ94/G7QPd7zclEgo5JKgFWlu0qdSBEqFDpGOJbzWuwQTJO5eo5SzubhOty9ICLU52AgLecCMVngP6QtEg0UH0kU4czHuuuIqjwRXCfFBESIlxOX2BgQL0SDB4ud3LgLDBBsacpElXJUQoTjp8viglEmgVEiD7n8cDhf7WRqldFweFgzDjKl/TxWVgZXIYxWhzeVsTs+I0RfCUthCwcIxIMJC+Myy8R4WXigVEkQF+odQDOAi+HJTdDCM8r7YJBA26trYiYnX1y+UA8EpPkIximuTRiWDVNpfyYqLQGQjjEJPOjoDz+YGgdeGn2Hwy+eO4Lf/Pcoex8V5ILmD+gWXKgIELwIIc9uF+0wURkvo1VxiYvj9S8fxi/8cDtvx69rMeObjEjzx3mAR3+Xx4UdPHcQjLx8P2+eHix5BJFYoMYYT99u6bUN6KnT12iGTiiERi9A+hGABsN9hKITju74RxnpOt5evoqVWSoPuLx5fv1+aViULWhTgMPQ5ERep5BfXQqWFcKJLb194BahOw+DUOy59ExgcYeFweYPu/8T4IcHiAqOu3YyfPLFvRGMYbjVoe4jJxuYDDXhtRxVOVA2uh9zb5xyyjvJY6LO58c6emjGH4Qrr1AvD3ISTXE6E4AbnA83KuJtpUox6kOmmSDQ4UkFohNZvOunmzyMU/IqWXDKolj3QLyLwq62CGzRnCMhHWPApIYG8dkGortvrZ0PHZeJBKjhvuhlY2RWu9nl8rOrNToiCz7em1Qyfn8FVy9MB9A8afX5W+U6M5gSL8UdYOFzeoAmqxeHhz3OosPxQtPew/bw7TOUAPV7/sH20w2ALGWnS0NE/aahtMw3a7nB58dv/HsPvXjqOw6VDRxYIEYaTh1rxaO6yTMi1KcTr8w95TIZh8Oauary3t3bUg37h5KgqMFHkVnWtDg+8Pj/++sbJQSVMhX1FKBoKRVWu30SoZUhP0KJZLyit5uEiJCSQSsX8dTcQYd+zCf52CKoncEKifcDKtEbFhtFLxKKgPsPl+0dpA9c8J1jY3JBKxFArpEHCBGe6y6eEDBAZ5DIuwoLhvzcASI3XIiMxIki8HVglRLja6fawERZDlUh1uHzs+Sqkw3pY6I32kCLjqepu/O6l43hrd82Q751q/H4GVc1sf+ow2AeJZgazEz988gB+9OSBYcOvGzr6IBGLUJAZjfae/gEvdzyFXAKXxxcymsHp8vGRC0Cw+F7f3geNUoqMxAj+N/L6/Hh2c+mQYnlXrwMiAJmJEbzIwT0vVAGzy6AIC6GI4hBGWPRH8fApIXIptCp5yHs0J/BZ7R7+flDW0AujxcWvUHKf5fUxwZEkgu9M6I/BRWRoVbIgAXEi+PxYM372zCEUVQ4e5xATg97kgMXumfDnEseek60A2OfKwEhG7rlqsXvG5H+y9VDDoFTYcPG/zyrw/Cdlg56f3LUdF6kM6ZnApV/JpGL+OxhIl9GB5Bg14qNU6DYGj48aOy3IT4+CSASUD2Eeb3X0exgJx7kOlxfPflwSNObiru8orZxNCRFc215hhIVaFvLe0WN2IjZS1W/MOWAfhmFQHRAFRvKxOle4NDqhd4dw0W7geHDzgQb89c1TYevjFxIkWMxQalvNIV3DPz/ajNoWE57fMrwzMDeQCbXCwD3ABzqWMwyDx986jRe3hq7L/N4XtfjXe8WjCgHcdqQRO4ta+JV8jiNlnXhrV/WQ7xPmBwsHNsJVqf6UEHbfsoZebD5Qzw+QuMFaQrQKVocnKPwuSqsYNHgXrvJwD0bu5jQwyuB0TTeauyzB1UAEkyOb0wOxSNRfXtHHlXLqbz83mVINSAlxe3yQcyJDwP+CC7dTD8gbBNjJtlQi4idYwtU+r9cPmUQ8qGwiwK4QSsQirJqXyJ5/oB/YBd+b8HscD/96rxgP/ms/P4AVTngGepDUt/fhF88eQk8IUaIm8BCraTUPm3rh8/txoLg96Ld0eXzYfKA+5HE5Hn/rFB5+6XjICXlZYy9+8+IxvLlzcH/lQrFT4zRBXgocu0+28hOTTw41jCptRLjCOnC10eHy4pGXi/Dw/0K3dby8sr0SP3zyQMhrWigYdgkGRAazc0gBSXjN8tdjIOLJ6vDA0OdEdasZZ2uD89XtLi8kYtZ4U2iGJZwccv0mQi1HRoIWLXor/726PT5IxCJIJeKgUPeBCPuecCWF66cquUTgUyGMsPDy6SYKmQRud//xjVYXtCoZZIH3cde32epCpEYOkUgEmUCY4P4v56uE9JdBZWvas68PjLDQKNm0AuGEtz8lZLDppjPgk8EKFoOvZdbgUwq1UjbkZL24tgcPPX8UT31wdtA2LnJh35n2sK5im6yuQSHPY3mv18egMCcGwOBc74omIxiG/U2GM8Br7LQgNU6D+ChVUNoH9yyJ0rA+IcJni31ghEWgvK1QvG7qsiAzKQKqQJg1wzDoMNhxolKPvafbQralq9eO2EglYnQKXlT2DHimcBMKrUoWVNbU5vQEzF4lbJUQzsPC1S/4adUyuAZEGDlcXljsHmhVMvj8DH+ewgUGl4c9//6Uwv5rjeuzmUkRQZOj7sD9em5WNO9/MRH4GQZbDzcAAEpHqDxEjA/huGdg+t5EwDBM0GR74HNcOLEd7f3B5vTg4wMNePqjkolp5DAwDIODZztwrLxrkEDC9ftlcxIGRRMD7PWSnqDF6nmJOFLaGXKyrDfakRCjhm5ARBTDMDD0OZGZFIGcZB1O13SHvD9b7B6kxLFljIXXZGWTESequvHK9kr+Ne65Hq1VDEoh9ATGmgCgVcsHtdXPMDCY2QgL7RCVRByu/lS51m4r/ENU+ZoIuLFMYLgBgL0ni8AKvsIFTT/DoKiyC36G4UUkYvyQYDGDaOq04FR1N7w+P/7fGyfxh1dOBG13e3woqWcH+m09tmEnYpzi6vIE58w63V4+HK1tQJRGt8kBvcmB0gYDTFYX6trN/HsZhsHnx5tRUm/AjqKWQZ83cOWKG8gMLA364tZy7D7ZOuSKnt7ogDyg1goHhsLVUIudNSPiJnh17X345FAjjpazEx3u2LE6JT8YFQoWAxVUbvIllYjhcHphc3jA3d+FUQZGiwv//rAEf3/nDDxe1khNKZfwogTATvLVSimvOHtDRVhwHhYDPCZcHn//6qrXz79XJhVDqxr8IODEDC5v2TEgwkIqGRxyDrCD5PQELVJi2YcVN8nnBthxkUqIMP7KAQzD8GGOBwL5mZxLtEYpHXQeh0s7YOhz4bOjTUGve31+dPbaoVFK4fL4YBH0h7ZuK7YcbOCPdaamBy9vr8Svnj/KP+xK6gz45FAj/u+5IyHTn5q7LKhr74Pe5EBdiIcRJ7Y1hcgt7zY6oFXJkJcehbYe26ABQUVjL7KSInDPVXnoNjmDFPyhEAoWwhBFAPx1b7S4eBHnXGEYhl+lOhlixamqxcT/zU3m/AyDX794FL987kjI3GFhOUROQOMjLOwePtxzYL663eXjSyoK7xnC7577rbVqGb8izd0DORNLgL2OB1bosQfC/oV9Tzgw4dqqVAh8KtwDIiwC16tCLoFLMJkzW12IUMt4wYU33bS5+VV1uUCY4O4/bOSURJAS5gfDsK9LJWL4ApUfrHYPb5IYHaGA0dLfT7hziFAFfG6CKqdwgoV0kEjLirg+qJRsSshQgsWZWnYi0qy38tcwBzeA8/r8IT0PQmG0uMZkrsgwDP729mn85sVjqBb0x9HCpVkVZnGCRfDEpqbVxIdVVw1xfIZh0NjRh6xkHZtmGPBSAfqFriitAm5Pf0qIXCruj7BwsxEWXDi08F5gMDuREKViq0r52XKkXKRBSb0h5ESjs9eOxBg1dBo5Lwr0R/wFp4REauVBzwWh8CaViHhxzeFiq+Ao5BI+Ys/q6H8f9/zKSNQGtnmCXgfY69vh8vGeLcJnttnmglQiQnKsOki87zE5EamVIyVOA5PVPWRVrrHS1m3jhZpzXbFlGAZNnZZBRuCTRWm9YVSVFc7W9Uyqn4OwTXrj2CMgvT4/Xvq0HLuKWkL287YeG/psblyxJBUA0DTAlLa5y4IYHSsCtgiiFP719qmQAisAlNZPnnglfJ5XtwQ/s40WFxRyCWanRQIIjkACWIEgOkKB9cvS4fb6B4mXXp8fPWYnEqNV0KqDI6IcLi/cHj+itApctjgVbd22QWXAPV42mjY5MAYUPhe5Z7iwTdxrUREKXlwF2GvD4/NDKhWkhDg8QQs03P0yVqfkn1MDozC448/JiILXx0xIJRE/w4RMh+GObXf2R+0YLewzXK2QBs0PalvN/P2qPoQZutXhwScHGwY9G4nQkGAxDTFbXfjFs4fwxPvFIUPV/H4GNa2moJs0wzB49JUiPP1RCY6V968wCi+ezl473F4/7r56DgCgZIiVA4ZhoDc5+DDh3hAhmMDgMmqcms0wwE+fPoQ/v3YSO46zKSXCC7JiQDj34dIOPPiv/fxDgzs/IDjfVxhaP5SJUo/ZiZwUHUQIXq21OjyQSsT8hNfqYI91w8XZ/D7cQM/m9EIhk/BVMlijMx9kUjE0qsGD99ZuG6IjFIiOkMPu8vBRFQlRKlgEN999Z/ofGmwpp2BzvA6DDbWtZmiU0v7Jy4B8dqBfxJDLJBCLRPzqtoc34mMjLPiVWKkkZKidx+uDLPCdAMEDRG/gIRJKsDCYnYiLUkEuk0CnkaM78NsK85tVCim/Mj5WhIMmTgzi+k9mUsSg8+C+75IBg4leiwsMA+RnRLPHEOQ2fn68GVsONuD1HVUA+ld7fX6GF2CEq/OhJiNlgusnlCEkJ/rZQqxudJsciI9SIiVOA4fLGzQI9zMMmrosyErW8dEq+lGsHvb2ufgJ7sBa5WdqeyAWsX1qoqqICMWAUCGynQY75IHJHBdGWd7Qy/ennUWD081MFsHqc2DFmOtHdpeXFxg6e4PvPQ6nh/+unG4fclJ0AILzWS12N0RgRa/kgM8Kt1riDKQ/AKxgMTDC4qHnj+KRl4tgsXv4azMowsLV72EhHxBh4WcY2J39E72BlT1MFjaSgivNKvSw4MqgSgXmmtx7ufSvfsGyPyyfP1YgZYebREbrFEGrUU4Pe1/jUgGEIoswJcTlDi656fb44WcYqORSqIYx3WzusvITbU40A/pNndMT2AnsaML5LXY3fvbMIfzz3eJRG0zWtfX1pzcOEDSF+P0M3tpVjRc+KQsSJ7nIrvyMaEjEokERFrVtZhRkRiM3RYfyIZ6n3SYHbE4vspIjEKVVgEH/iiT3O0Rq5XB6+iMsYnTK/iohLi+UCilf9o8TMjgBLVqn5IUGh8vHRxoYLS60DnhGMwyDzl47kqLVrNdEwKSWE8kGpoREaoIrxHDVbgBAKhXzXi8OtxdKuTQoOlAo1nNjCO735iY4wuea0eKCn2EQywkWAhGsz+pGpEaOKK0CZlu/v4XJ6kK0VoHoQPSJccB9r7XbOmzloKHgxh8XzU9Ce7dt0IJKW7d1yJSbgRw424FHXynCI68UhXXlNxQVTUb8871i/PXNU8NGMfWYHHji/bN47M1Tg7YNl/Z3LgjHhMP5XZ2t68EzH5cMWjSoajbhUEkn3t5TEyQ4cHCpgZctZgULYfSk1+dHW7cNy+ckBF3XzV0WfHGiBWdqe0KmWnDjAKlEBD/DwOX28SljY+VoeSf+8ErRkCKR8JzaeoLbYrKw/T4tnr2eBrbVGKjIkRavxbys6EFedF29dvj8DFLiNAHfiP7vn7tWY3QKrJqXCI1SirP1wSIx1x+456hwjMNFd/bZ3LwA25/2yJlu+uD3M/D5GTAMIAs8ryJUMjBMcJUibnEiPqo/wmJgujF3/FkBAWe0KcA+v3/I6+J4RRf+/PpJXuiubjGhorGXv3cz6L9/N3RYkJ4YAbmsP8Lik4NsKgjX9lAVAw+XdmLzwYZhzVFD4fH68f6XteO6t53PTGvBoqGhAXfccQc2bNiAO+64A42NjVPdpEmhtKEXhj4XztYZcDKET8TWw434yxuncKq6X/UUrpq+IQhBbxSsDvx/9t47PrKrvP//3Hund2k06m0lbdH2XdtbbK8buK07NsaBAMYQQuAbSoBQEkJJaCH5EYrBcSi2CQEbjHsHt7XXXtvbu1a7q95GZTS93bm/P849d+4UbZVW7Xm/XvvSaprOzJx7yuc8z+fhi/N1SyvhdZlz3Lb1hGIpxJMyFtV5ABTfQC5tLMHAaDTHvbtrMAy7xQC3umkCsps+LjAsrvPgaF9Qm3wURcH/vcBymN8+xISW4fEYYgkZVV4bIvG0dtpzRKcyc8U5v6RSMJJAqcsCl92Ue3oTS8FhNcBiMiCRlLXFUEOFE5+8eTnsFoO2AInEU7BZDJoBWTyRRiyZhtVsgMUoaRuDYDSJ59/qwrYDg2iuccNmZqHRfDCtLrNDUbKDOTf5k0QBSTW6QR9+/k//sw3dQ2HYLEZIug0HkHsawQdEgyTAZMwKCkm1nrUWYaHebjCIBZMSgJx0EYMk5kSksFJTQsHmKqMoGAkmUOZii0qP3aQN4Nww1G4xwG41IJIoXISMhRLaJqB/JFL0ZFXvr8Lf90gwAbNRQkWprcCUiT8+EE7kbKpG1L7K+7E+raRb/S746dnhroC2WOdCXO9wBG6HCSajiO2HCzfkw+Nx2C0GrG4pw96jhaeZfDLR92GOfzwOn8eKilK2ydZPsMMB1v8bK50oV0ta8tfac3QY/3r/OwXRTQA7kW+ocLL/550wdA+FsbypFKUuc9Hyh4qi4I39A3jk1WPaonpHmx9vHRycMB2FX48NFc6iDv3+QAzlJdacqgGHuwMQBQFL6j3YlZfWsf2wX/OVEARoIfIZRYFX7W/d6vseDsRzTlOjCRk+jxU8SrPayxZiOalgMXZdS6Kobar45i+Z0kdYCDmL47FQAuFYCoOjUexo88OnfifFIiysZgPMqrEmv25iiTQUIBthYcwNGw2EEnDZTZBE9jw+pgXUlBAAOeH3vJKQ2SjBqLv++WvyCAsASKVZehoXX7WNnTqm87QPTWTJ88PgERaF71cVaMwGLcIiv//LmQx6/GGsa62Aw2rMOakeHItBzihaxZbBUzhh1Ze1PVUj153tfkiigE0rq3Cgc6zAf4jz6u4+/Hl7D948MIin38gKG1zwKvNYUF5iLTBaHRiJoqnKhbWLy9E1FM4R2Dl8obqg0lVgnMlP8VmEBYvkk0QBLns2soFFWEgQBEE1rMtNk/O6zNrYFUumMTgW0/pyfqg9Cx+XUVfhgNNm0sS0dH5KiK5yTTIla98tM49ljzHqxPZkKqO1oVieeWACwSIQKVxblKrXun7MHI8k4bKb4babWFUR9bMJRpNw2U1av9YfUnQPhfEvv3wLX7nnjdP2t2jrDqDEacbK5jIoyB2fe/xhfO2Xb+Gb971d9PvWI2cyePx1lloyHk4W3dy+vrcf3/vtjrPyfJoIHnU4NBY7YWTda2o04FAglhNFFImn8O3fbMcXf7Y1R3DkvLq7D1++542CqNO/bO8pati+99iIdvDEry1ByB5GvbSzF//0P2/mrDl+/uh+bD/szzmIA4Ddur5dLMLxYMcoykusqPU5YDZKOeJY33AEckZBY6ULbodJmy/17/F/nmTRG/rvnossaVlBIJTAF372Or7/fzsnPEAbGoviya0dBYLXsb4g7n38ADoGQnhpZ3GPCS5CnL+kvOBwcCzMIii8bgssJgk9Q9n703IGoWhKuyZWtZRheDyes7nlFUJqyuyaSa4mAurEBUkUUV/hLBDneF8tc1tgkIRcM2rd4Qof58bCLCKEeTyx8SGWTOuigNnYUUyQ2HNsBJIooKXGo/mx5QtofJ24sNYDINeUdCLaugP4zI9ewz/c/Tp2Hilc371ziN3GD6a+99sd+MHvd+WsKSJx5rXWOxxGc7WLpU+qffd5NZK8taEE9eXOom3qVNP2R4OJnH42NBbFziP+CSPGnnqjA8+82YXHthw/6fucS8xoweLrX/863v/+9+O5557D+9//fvzLv/zLdDfpnHCwcwwOqxHlJVa8WCSUi5voPP1mh3a7XphIpGQsW8BCWPWqHp+0q8rsWFJfgkOdY0U3I3whtLCGqZV6wYIPessXeCFnlJxT67FgHF6XBdeubwDAvAx4WNvgGDP6umxNDVLpjNYu/3hcW3zwvHSudq9s9rLHBPhrsNvL3Bb0+MMIx1L4h5++jnuf2I+MokBRFIxHsicx+lNmJlgYtQGF/02bxYDzl5Rj3dIKbbPESxBa1BNXXkrOajawcG51sf6b5w7j9y+2AwCaqlxabh5fUPIQdX56wDd1wUgSsURaFSwKw8/tFgMMIk8JYffpQyZ5hIFBFHMEhWQqG2GhIHviahBZfeuClBA5A6OBLYQ9jlyBJ5VmVTmMBinntFkLz1NPwfQL6HiO8aCxIMIilc7gCz97Hf/48zcQT6bxT/+zDZ/7yWsFhnz8ZKGh0ql9hyPBOEpdZjitTBTim7pESsbgaAwWEwuJ1r9HPkEszhMsUmlZC1ccHo8jFE2idziMTSurAQA96n19IxE0VjixssmLHW3+gtOx4fE4ytxWrGj2Yng8nhMCyXO2F1Sxk36930smw3IyfR4rSp3scxzVhelzQaG+woFSlwWiIGjPv+ex/TjeHywYFwDWxz1OM+wWQ07fT8sZDIxEUeOzo6HCWfR0+lDnGP7niQN4YmsH2roDGAsl8NM/7cU9j+3Ho1uOFTweYJEaJU4zljR4MDgaKxhLWBSJFS67WZvk/YEYvG4zzltcjsHRqDYm9QyFcfcje/Hnd3pgt7DSoLFkWhMUePQE/2wUZDe5qbSMtJyBw2rUosIqSlWhJC/k3KFWw+CLJt5381NC+HX3yKvH8Pm7X9deI5GStbD2RJEIC6vJoIuwYH2UC5b8b5pMub4wLCXEpBMpmfdMJJ7WxF8eNQXoIywkNVVETS/QG4dK2ZQyPvYB2UokPISWVxWRRCEnWgvgYoaYNRHVnXply1hKsJmNyChZX4KB0ShS6QwGR2NIpTOor3CgTvUM4fDvfVljKSRRKPAfGA7E8IPf7cwpUcfnxUtXV2PnkeGctgajSTy65VhBaHRbVwCNVU5sWFqBVDpTYNbK2bKnD3XlDixbUIote/q0vjwaisNsZKVdS12WnOu0eygMBUB9pRPrW8shCMC//25nweL+WF8QBklEjc8Oj1ONgNIEo2wkA8DmBhalI2qlr+O6vskqsrD+xDd8XpdFJ67LGBqLob7CgfoKR0Eod4dq9ttY6dQqwwQjSa1vcf8ILug7bSYoyKaMRBJpTfzSRwcy8ZtvOtjr5oSJq++XnwjrIywq1Gub5+VzcVIfYcHndX498M1nMKIKFo5cIQ7IRtQoAJ7Z1om0nMHhrrGTRjkoioIjPeNYWOuGz8Paoh+/9eVtX9zRo73/P716tEBIO9obxGgwgY9e1wqTUcw5ZApGknhpRw9++dRBtHUHtGi/U0FRFPz4j3vw1XvfnLACgZzJoL1nHBctr4QkClp6lp7X9/bjF08ewOOvd2jpEXpB++k3O9E5EEIiJeO3z7flfHbxZBr3PXMIQ4GY1oa0nMHLO3vx2xfa8OtnDuUIhAc7x/DDh3bjX+97m6UkqPNxY6UToWgK0Xgav3nuMPpHolrE3nAgpo2zegFEURTsaR/BymYvnDYjjuUJBmk5g0PdASxVU7nceesbvv5srHTCbTdphzUjQTYWX7u+Ht1DYfzuL0fwoLrGA9gagqccH+oa0/roRJU0fv+Xdvzp1WP4xZNZX7fxSBL3PLYPJU4zFtW68YbOVHtkPK59xkNjMZQ4zWiudmE8kszZxAdCLJpSFATU+hyakA9kN+9csOCfgT6yudcfhiCwNSr3leHiKb+GStXnN1Q60eMPT2BgbYI9rxTp0FhMi1bkh1k8IgTIHWP4uMIjAouJnbvbR7CozqPNQ06rsSAih7e5WY2u5pv/TEbB8f4gUmkZb+4fyPH6+PXTByFJLCLs54/uz5mfEkkZ+1Tx6mDnWM7B6PB4XFuPROMpdPQHoShAS41b9aeSIWcySMkZLF9Qik/dshwlLjNGgvECUb9jIKQdSvFU1vFIEt/77Q785OG9+O7/7igQu+LJtCaG8Ej7Y33BnNdOpWVs3dNXcKA725mxgsXIyAgOHDiA66+/HgBw/fXX48CBAxgdnfsGSG3dASyu9+DSVdVo7xnPOR1o7xlHOJZCU7ULx/tD2kaA5+rfdlkzAOD8xT7YzIYc1W5wLKq59C5pKEEkntZU3D1HR/Dsti5muDPOLn6eWqHfUPoDMVjNBiyoYie5+lD1MTVv7srza/GTz27C0oYSbaIfDcbhspvQ2sDC84+oYVbd6uZpZbMX3UNhxJNpTbBY0cQECx7KNzQWg9NmRGOVCwOjUWw7MIhQNIU39w/iSHcA0UQaaVlRBYvcCYqXFTSr4c0xdaLhg2epk4VKp9LsVNdqNuR4O8QSsmaoxxfmesV0eVMpM7ZMpLX7feqgFoomIWcy8AdicNmM7MRG9drg4ef6wSaZzpZ54gNOt66iAZ8EDJKoucsDqoeF+pqs3bL2OKfViEgslbPg0Ne/9jjM2iJQURQ1wkJNCdEZ8Q1rp3psIWe3GrUFdEy3aXNYCisHvLF/AIrCojR+8eRB7fa/7Mg9Yej1R+B1mVHttWsT0ch4HF63RVtAR9RIlvufOYSMomDjskoA2VOsIz0B+MfjEASgxmeH2SRp4lqPn52ubFjKTEN3HhmGogDNNW54XRb0qZ4Sg6MxVHntOG9xOYKRZMEpCi+1tXaRDwZJwMs6EYFfd1w41J9ujIbikDMKytyWghNvgEV2CACqvHYYJBGlLrMaVp7S+tbbB4cwFkrgube6cLhrTE2dYBtTj9Oc0/f5aXZtGasSMTASzZm4FUXB0292aiU3dx8dxos7eiAITOx5amtngcjBJ8mmahcqSm1Iy5mccUJRFE2w0AsH/gDLuV9S7wGQjbzasidrrru0sRRWk4RYIq2JXhWq+Nc1GNL6LE8z0fwjTBI2raoCwPqz227KOQ0Jx1Lagig/DYqXCQWgRShlMgqeUMvhlrkt2qa/uswOo0EsiLAQBJamkW+6ydvA03XMBlG7L5Vm0V4uO1t8CgJLAwtqz2H9w2jIVv7RxFa1ekgyzU7AtQgLtawpwBbu+vfGN5P8fXOTTkFg0Vp6000edaKVktOXbtN5dugFjWRKxlfvfRP/9D9vahv3+gon6sod6B2OaOMZF2+rVSPKIZ1JbCqdwS+ePICDnWP49dOHMDLOFnqHusawpKEE5y8uRyIl56SA3f2nvXj89Q58/7c7NPEjkZRVt/sSLKzzwGY2FJyk/WV7D+763os43h/CRSuqcNHySowEE5q/xlgwgVKXGYIgoNRpzkkx4u+vocIJt8OMf3jfagDAy7tyxcQ9R0ewqM4NgyTCbVcjASK8Kgb7/Lk4Pq4KFmajpAlePDUH4ONtboRFqcuSM1eFoiyVaOOyShztC+ZsaDsGmHhSrZ6sAmx+4n3LYs4Vp3gqERfY9BEWBknI+qfIGW38cGopIbl57XaLQRvvsoJFAjWqiMHTTbMpIbkRFm6HSfv8xtVoulA0BbcuwoKPo2k5gz1HR3DRikpcvKIKr+7uxxfuZqfhj7524lPJkfE4xkIJLKz1oMzN5nC+BkkkZbxz2I9LVlXjklXV2N8xirScwfNvd+HJrZ146KX2nCiKXUeGIYkC1i7yMbFYnccD4QS+df/b+M3zbfC6zLhkVTW2t/mLpgcoioJMRsFwIIY39w8gLWdwtC+IXe3DGBiN4kd/3I3X9vQXbIa6BsNIpGSsaPZiUZ0nJ0IJYH3lgecOaz5EH93cCiArJsaTaby4oxfrWsvxyZuXYygQyxE99J4wh7rGkEzJ+Nov38IDzx3W1iDb27IRwk+okSYjwQTaugMYDcbhtBlR6rIgFE3mRGBx/yceFbK0sQTHB0LapnlgNIqhQAyrmr1ornYXRFh09IeQSMpYqq43PXZTjojfORiCxSTBV2KF255d+4yMx1FeasUNFzXir969EIvrPFq7FEXBcDCOJepr6s1Yi/mcjAbj2me+99ioJrA+/PJRBMJJfPKW5VjVUoaRIIvgGw8n8MWfb8WPH96TnT/dFtT4mE8Ej7LIKAoC4aRmwlubZyCtr8gBsLQNu8WQ4+HRNxyBT03rdWieM2o0BI+w4IJFhRNpWclJh+P7Bp/HqvlO8LYNj8fRoqZk8s81EE5q1ygf6xJJWTsY4HM6Tzfjr5dKZ9A/HNG8OgAU9WMLhBOwqQdlHqcZ/gCbM/6/h3bhX+9/B3/7H6/g3icO4Ok3maA4FIhhcCyGGy9agC/+1RpYTBL+8FJWmNp7bATJdIZVExsMFXiscP+2SDytRavUlrNInnhKxsAIE+03LquEzWKE12VBIinnpE7GEixCb+PySrjsJhxSx41Xd/UiEE7imnX16BgIaWujjPp+vvizrYgnZWxcVonh8TheeKcH//bAO3hMHdei8RR+8eRBfPf+t0/J+2w2MWMFi/7+flRUVECSWOeWJAnl5eXo7+8/yTNnN4mkjOHxOOrLHdiwrBKCALy+j73nVFrGnqMsPOrWS5kwcbCTDZoDo1FUltpwzfp6fPa9q3DxyipWrkh3MjA4GtNO/blwcKiLKXQ/+sNuPPRSO17Z3aedIvlKrHA7TDnmP33DEVSUWFGulq7UX8ijoQRKXBYIggC7xQifh1XZiCXSmpjhsptQWWrTJrvuIab0Xri8Eor6e/9IBC6bEY2VuafT/kAM5R4rKkttGA7EsXVfP1tMgoWa84vT5TChxGUpKGXqsBq1AUUfYQFkhYtoghmf6ReRBREWPCUkksRFKypx7xcvQ63PwXK542ltM8iV02A0hZFxtkltVdXugdEojIasQabeiT0UTeo2HAoi8RRGggksUgdtvgGSJAFmY9ZTQ+9hwdqd1h7nsBrVjb6u/rVOsNCfQPAcei0lRHcazEMi+aJSb7iXDYuXYLMYEY6nEYwkcf+zhxCOpXCgYxRuhwk+jwU72vyoKLFiZbMXr+/px5NbO7RFYbc/jFqfAx4naxN3rS5zZTeN4WgKD77QphmlrlfFh0A4ge//305893934FDnGEqdFrbpd5q1/sA3S+cvKQcAvK1Wlaj22uDzWDASjCOihkl7nGasbPbCajbg8deP4y/bezCqKuXD4zF41drg61sr8Orufm3hwv/GclWwyE35UK8vjxVWswFWs4Qx3UaobziCMo9F2/iWuS0YHo9pr3HNunqEYyl8/u7X8eCL7bjnsf2IJ2XIGQV2ixGevI06Tx+pLrOjvsIBBcgJId3VPoz9HWO4ZVMTli8oxe72Eew9NoJFtR78v1tXwGo24FE19DCVlvHbF9rwnw/uwvB4HMsaS1GpjgX6yiTjkSSS6Qx8HmuOcMBFjCqvHRaTpG0M9UaZV55fB4uZ9WveXyt1/hR88cI/44QmWBhw40ULcNfmVqxfWsEiO3QTdiia9XIwSExY4Ju/REqG2WTQ7ktnMlraw/uuaMF3Pr5B2/RXltq0cYQTT7AcfkEQCgQLvgDkCzaTPq0swt6fS908SiIrqcrFAR4xoq8SohdbjQYJisKuWd4efUpIWs7knn5bck/Q+bjGn5fMMd3MwGySNNFE7y8S04kmmvgTT2nfyfB4HM+93aUZJdaVO7SoC4CJTW47E88rSqxatMxYKIF//78daOsZ1/yFdrUPYygQw2gwgdZ6DxbXe+BxmPCyGko9HkniSM84m0MUBfc8tl8z7pUzChbXe2CQRKxs9mJ3+4i26RkOxPBbteLUknoPLl9To21Gjqv9cjQU104avS4LxiNJbZPeNRSG02bUNgbLGkuxYWlFTvpY/0gEA6NRrFnoU79PIwRkU7ZiCTbXcEEiEE7CYmLGrckUixySM4p2qmuzGDSxaVTXr3g6RjwpswhBswGXra6B1WzAK7uZgKIoCvYdG0VTlRMGScxGWOjKOlrVdvAxnYdo82ssEi8eYZHW9TG71QABeYbTQTb/2y3s/YejKS10vbrMnnMqarew98/bkMkoTIRRDyL4d84i7RS4bKwfmYyiNocd6wsimkhjdUsZrllfr71Pu8WAJ7d24NdPH8R9zxzESzt7C9IZ+KZ8SUMJ7BbmHcLb1t47jkRKxvmLfVjV7EUsIeNIdwA72obVKjCWnMiCXe3DWNJQAqvZoFaEYmL4O4eGMBpMYPOGBnz+jjXYvKEeULIRG09s7cCnfvgqfvzHPfiXX76FT/7wFXz1f97EvU8cwC+ePIDX9/bDZBTxjY9cgCqvHb96+mBBdAdP+V1c58GqZi/68ozWWch5Bp997yr884fOR2sjSxnkgt/OI8NIJGVcsbYWaxaVocxtwbNvdWnCyJGecfWE347D3QG88E43BkejWNnsxfc/sRFuu0nbsI+FEjjcFcBVF9RBADt4GxmPs/RdmwmhaEoT9de1luNQVwDxZBodAyGYDCIuWVWNVDqj+Sa9o1aqW9lchgXV7ABLv7Y50DEKQf0OAbb51kfbdQ6E0FDhhCgIcDtMCKrj7WiQRT5aTAZceX4d1izyqWV3E4gl0kio84+ArAFnc41Lm8eGAzH85OE9+PYD7+DuR/ZBURT89VWLkJYzONI7jrFQAm/sH8Clq6vRXO1GrZoi1esPa5/VnqMj6B4Ka2mjNWXqY9TosVA0BTmjaBELC6qciCXS6Of3q3MtnzsEQUCZx5rz3feNRFGjVvjQhEvduOKyGbU5hJvgalXLXjuOB19sR3mJVbum+ZgUUq/rBapgwVN9xkJZfy0+1iVS2UpCRt34BmTnl5FgHAqgpWHy9uanT/H9BcDWOb3+MHr9ERzoGIPVLKGhkh2wvrFvABlF0a6NpY0lcNlMuHpdHfYdH9UqK76xfwAOqxHrl1Ygmc4UGDZX6rw7htQUPLfdpO4PMtmUG1Vs4mluesGbR+g1VjqxpN6jVpxSsKNtGM3VLtx+RQsWVLm0KMMDHaPYd2wUsYSMS1dXszEDwJPqocpTb3Qik2GHgW8fGsLt716k/d25guHkD5m9eL2O6W7CadOuXhhLmsqwqKkMaxeX4839gzCbjXhYVQAvWFqBi9bW4WeP7kPHYAQ3XOqEfzyOVQt9qCh3oaKcDRa1FU509Afh87GL1T8ew4bl7ARycbMPVV47jvWHEJNZ2CQAHOgMMPMYg4im+lJUlTkwHk3B53NCllkqx7vX1WPhAi9MRgnBeBo+nxNJ1QCsttKp/b0m1exQFkUEYynU+Bzw+ZxYtciH13b3wet1YGAsjhqfAxtW1eCex/ZjOJxE/2gUDVVuNNSVsMFJ/RsjwTiWLvBiUWMpntzageP9Ibz3XQux/eAQjvWHcIH63hpqPIinFby8sxcOl1V1JZZRVmpDIJTA0FgUgjoY19eyxUS52maLzYRkWkGN04JqVTAxWoxIyRn4Sm3wemxIywo8JTYEI0lUlztRVck2UGUlNsQPD0E0sstqaQtbpKYVIKauidYtr8K2A4OIxNOoKTfArpphiib9pSjAqyq4DqcFf9nJBqw1SyrQ1jOOlCoo+MoccNpNyADs+8kALocZJR42mJpUR2VvqR0OBxu4JLMRZWUOCIIARRBgsxrh8zlRVebAoc4x+HxOLTLC47bCGYgjFEtp32lCPY1Z3FQGu9WIshI7oolB+HxOiOqCtbamBGUlNrT1BLC9fQSv7OqDwSjhWH8IK5rLsKi+BL96Yj/+6uolqPTa8a1fvok/vXoMR3qD+ObHN2BgJIoLV1bD4zQz8cTAjFLrq92oVVMsDGYjjqvmkV//2AZt4g/GdQ7NveO47Lxa7f2NR5Pw+ZwIxXshCMClF9Tjl08dwP6OMYiigGWLKlC5sw8HOka176OuyoX62hLcfGkzfvf8YRzoGMNwKIEPXtuKZCqDhho3fD4nPnHbahz50Su4+5F9+K/PXYqxSAqiKOCCFdVw2fdhLJLEt/93O67d2KiZXy5uKoPPa0eZx4ZIUtY+46FADI3Vbu33Sp8DB46PIqHqRps3NcFsMeKVHT2wW43o9YeRVNhrVpU7MRZJ4q0DA9r3PPhmFwySiFWtFWwD//BejESS2OhzIp5M48EX21Ff6cQd17Ti2Tc68N+PsJJtH7y2FY11pbju4gV4+KV2GCxGvLXbr6WklbosuOnyhdmc+ki2n/SoG9PWpjJkBAGhXX0w28wIx1JorPGgosKFxQ0l6PKHUep1YHAsilsua8F7LmuBx2nGE290QlYUSOr3sGJxeTb9qsaDwbEY/vTqMaxtrYRbTaspL3OgqtKNW9TrsbrcgbcPDWmfQzSRRlmJTWuj02aErF47afXa8fmcsFoMEEURFptZ/fzZNW61GIFgAosWeGGzGCCIovZaiijArl5LZvV5RrOBjY37mSC2cAG7ZtxOC/pGovD5nAion11dFfu+jQYBJrMRUIX6xloPfD4nHDYTogk2DkrqQrm22oNOdZHq9thg9rNFUmW5ExlBPe12Wdmmzsnem0cVl6C2PZlW4PVYtPfN31MmoyCZllHitqGpgYlusiBo79eophZUV7q0aBCT1YRRXdRZ12AYzbVuVFW6sVIG8NRBBOMyVvmcGA7GUafOFY01Hhzq7kBZmQP/+2dmoPf5D5yHy9bWYscRP/Z1jMKjnnRfuKYWVeVO3HhJMx54+iAiaQWd6snj7VcuxvlLK/Hjh3ahP5BA90gUoihgw6oa2CxGXHtRE948MIhDvUFcfl4dtqspiD/7xytQ43NAVM1UvW4L+gMx9v2Ek2ipK4HP50SDmiIpmgzwee3wB+JYUO1GuTrfsv7uxZsHBmF1MHH1f/98BAZJxJUbG+FV34PDZkRaYf0uIwhw2EwoL1O9ZyJJVPvscDstSMkZuNzs+ypV+63XbcPIOBunZagGspVuKGp/MZoNiCVleEtsqK3x4Lwl5ThwfARlZQ4c7R1H73AEn7xtFetHZrZRESSR9W0AFeWsHfGUDFFgfR8A7E4LnC4rUukMKsrYPO50mCFn2PuAyMRt3j/cDjOS/D6wiJLKMgcqKlxwqNedaGIiemONGw6bCaPqhrKqwgWn3aRdmyPjMSgKUFPpQlMDi7pMQ9DGhppKF8rLXShzW7Vx9E01//yCFdXwuq34yRcuRziaxML6Enztnq3YsqcfDqsRr+7ux9b9A/jXv70QFpOEPn8EW/cPoqnajdWtLGqvymtHMMauvf6dfRAEYP2qGgiCgHse349th/043h/EB65ZgqULSvG1e7bigRfa8KHNrRgYjeKmS5vh8zmxqNGLl3f1QTIbMTgeh8dhxiduWwVBnQ82ra7Bn7f3oKmuBI9tOYaMwgSPUpcZF7RWwiCJiCZSeEsV6S8/rxbnLa/GmqVV+M59b+GJrR2w2kx4emsHrt7QgAOdATTVuNGyoAxWhwW/f7EdxwbDaF3IhPod7ftQXmrDFesbtDbUljsxGmLz5K6j++ErsWLj6lqIooDbrliIex7Zi+/+30584Ool6BgMo6nWjaWNpXhuWycEQcDihhJ8+5MXAwDWLC7HzrYheL0OvLJ3AAqAmy9fiCO94+gYCmM8mkRtuRMVZQ5E4r0Ixlia7I2XtOCtg0PoGY2jbzSKBTVuXLi6Fvc8th8dQxHUVXvw7FvdOL+1AktafEhkWOreaCSNxjo2Vh3pC6K51o0F9ez3Sp8De46OaOvYnqEwNl+0gK0NfE68ursPJaV2jIbiOK+1Quu3q5dU4Pd/OYKxWFrbNLc0lKKspB/+MZaK+u51DfjvR/aifSCEu/+4G8kUi04NRZNYt7QSN162EL//yxF0DIYRirODhdvevYithdU+HIilcUgXCdXpj2IslEBDjQcLF3jhsBoxEmbfy0hUFUoaSuHzObFhVQ1+/fQh9AfiWL20CoI6P9TXlMCnHlDWVjhxvHccPp9TFY6juGhVNXw+J+rUKEbJyOarYCyFyjK79hlk1LFFEdn4zyOUGtU5y+uxotcfhs/nxFiMHTysXFSOp97oREphc9NYKI6G6gb4fE6Uq5t2q80Ep7qhLi1hf4+vWXlbukfYOmJho1drT7nXjt1H/NrvAEtVKy9lY+TSJi/+9FI7DqgeWz//0rvgdVvxwrZO/PihXUgqAnqGo/A4zVixuAKCIOC9Vy7Bs9u68ML2Xly2VsDOI8N4/9VLtLKtx/N8v5pqPcC2LhjNRoypY3Z5uYuN271BbS3cWFcCr9uKZjXaLK2bQ18/wES385ZVQRYEvHVwCF0jMXQOhnDndUvh8znxrnX1+MVj+6BIEra3jcBpM+H+r18Fo0HShGwebSJnFIRSGew9NoJrNzbig9e2Yq4xYwWLqqoqDA4OQpZlSJIEWZYxNDSEqqqqU36NkZGprcc7FRxoZxOt3SjC7w9hQ2sFth8awsMvtbMcWIcZH3jXQoyOhLGo1o0dhwbR1TOGkfE4PDYj/P5s6LbLasDgaASDQ0HEE2mMh5NwWdlX7veHsLDWjbcPDeKp10wQAKxo9uJQxygERYHHacbwcBgeuxFt3QFs39eHP7x8FPGkjJpSG4aHw6jy2nDg6Aj8/pCWGmIWBa0NBlUGOdo5Cv9YFAtr3PD7Q6grsyESS2HXwQEc6hjBsgVeyIkU3A4Ttu7uw9HecdxwYSP8/hAqSm042j2Gvv5xllJhNcClniYBQKPPjpExB17fN4AOXjoxJcOqKraHj/pRXWZHKJqEBECAgkg0haGRCERBQGg8irAgQE6yi76nfxyRWBKCoiCmqu5Dw2GEokmIUJBWT2MOtvshZxQYBWQ/8wyLlBgaYVEjSKdhMojo7BtHWF2MVXuyiqfFKEFOZxBPpHGsS52Eql344NWLEVajXHr7g3j0laMocZrRoqbhDKunmKFgDJLAFHW/P4RoIoWMnEFCDe0bUMNPI+GEVtng//3gJaxrLccnblqOqBre6/eHYDYIiMTT6O0LaCdO8XgKksAiSfh77Owbh9VsQDQcRzQch6CwE9zevgBGxiIwGyWMjoQhQkEoksJuNST0L2rOXd35tbiwtRxlDhMW13sgCAL+/RMX4vm3u/D46x347dMHIGcUeB0mLfzr7X1MsDFLAmT11Lu7L4CjveO4dHU1GspsSKnf3+u7ctNLmiqc8PtDcFgMaO8JwO8P4XhvAF6XBaHxGBoqnDjUFUBlqQ2BsQgsRhGj4zEc72YTr5jJwO8P4fJVVVhQ4cAjrx7DniN+HFbNAi1Str//v1tW4Jv3vY0HntqPEbVk2HggijK3BS9v74GcUfDTP+zGpaurmWiRTsPvD8FlM2JgOAK/P6S6l4dZOpX6ulYDa1O7Gk0lZTK46cIG3HRhA3a3D+NHf9yDt/ayz0iRZfhcLLJg54EBJJIy9rf7UV/hQGAsCkVR4LAase+IH+sX+/DIq8cwNBbDl96/BmOjETRVZEXeRdXss1vZWII/ZBQ8+9oxPP92N1pq3fjYda0QBAHjgayvzFv7+vCXtzuxuK5EyzV3WSQYVSfMt/awk16bOrbVltnx7LYu7Dk4gFQ6A4/NgFQ8CX88CUlgea/96omaRVf03GrKTtJ3/3EXPqKGMifiyZzxzyiwCIPOnjHYzAaMhxMwiNnr1WKSMBqIsWsnlgTU71rJKIgmU+jtV/Oyk+x7+ujmVjz5RgccanWO8WBce63AeBxmA3tf/NRodCwKvz+E7v4gzCYJkVAM0XAcSoaZK/r9IXSqY5Yiy/D7QxAFAeFwAkNqVEwillTblEEszp4zqN4Xi8SRVMXFvoEg/MP89gQifOzyh1n0TUrW2mo2ShgaCcPvDyEYSaC8xAK/PwRJFDAeYu8pkZRZ5EYqjVQsCUEAegaC2mtk25BAShVd+gaC6BwIQRAAn9uKoUAMC9TrzyIys+H9R/1YVOPE8b4gLl5Zxfq/haXpbd/Xj5e2d+PK8+uwrI7NFSubvHjmzS7EYil4HCaYoMDvD+H8hWX4vVHEg88dQiIlw+0wwWkSsazeA5fdhAdfOIxQlJnQRkJxREJx1JRaUOW14cHnD2NprRu7Dw+xqDtBwchIdkFaX+7AoeOj6B8YRyCUgFXtrwa1C7Z3jECUZXQOBHHR8qqcPsfnnUPtfngcJrz0TjeuvKAOGbUPASzseWiU9Y3xYBxGSdTmn1A0CYNgR0ZmUX19A6wPptT+IgkKgpEE/P4Qhsei7PTfH0JUFY36BkMs9Fzty4tq3Hhtdx927O/Ha3v6YZBEtNa6tO8YAPyjES1yLaX2p2AkAaNRQiLO55IgwkG2eeBjYlo9IfX7Q4hGk7BYsusPh9WIwWHWxzKKgl4/W6/4/SF230gEbcdYJINZEmC3GLTonHg0AYsxe23ylBazCERDMRgNInoHg/CqY4ygXjtuuwn9fvY3Dx0fZrn5iRT8/jTsBgF2lxnBQBRfeN8qyBmF+TocGcbPH9uHT//HS5qBHgB89LpW7b2UOk3oUvv+niNDqC6zIxLK+iO9qqYCLqv3oNJtwa2XNeMPLx3FYXW8bq50sPapa6+9h4dwuGMUdeUODOuqP1y3oR7bDw3iJw/tgs9jwTc+sg7dQyzakJ88B8IJvK0KFuctLNPaeOslC7CrzY8Hnmaplr999hAA4Hp1HWUCiwx7fMsxth6JpbDj0BCu29iQ04ZShwlvHRxCX38Au9v82LSyWrs2LlhUBv+lTfjL9h786y+3IaMouPGiRpS7zUgkWaTJ5g0NWpuaq5x4eUcP/v2Bt7CjbRjLm0phEYEFlU68vncAckbBkroSSGCVIg4cG0aZ24Jylwl2iwHPvH4MR7rHsGllNdKJFBbXefDbZw/hsVeOQhIF3HbJAvj9IZTYWETP2/v7Uee1Ip5M41DHKK66oC475okC4klZWysn0xn4XGb4/SEYRVbZbu/hQcQSMnwltmw/VqPqDh4dRkDd/BugwOs0wz/GogWb1TnzO/e9DbfdhH/+0HnwOMw42juOhkonwsEYmqrdePvAAKwmFmljVteNfD7e3z6Mve3DuGhFJQ50jOHPbzH/FbtRxPBwGNVeG9q7xuD3h3CkgwmtfCw0KArcDhN2HBzE+QvL0K+u+5KxBPx+do2zvUAUg4NB9I+wlFi+X0ip13jvQBCNPjv6/WHUq+M2AG3N2zMQRG9fAAAby2+4sEH7/MZDbEw6qvZ5k8BSwwb8Yew/MoSMArisEvz+EGLR7Lo6rV5vsWhCW/8AwNAIWw+1q+tig5LR2uOyGDAyHkdvX0Dzi/KPxeBrZPNYuYsddP3+hcNoqHRqY2+pnY1xew4P4kjXGGp99py+f/naWjy5tQNv7O1Hrc+Oy1dVamPPweMjcNqMuO2yZvz66UPwqdEc/pEIegZDqPHZ2fcpZxBLpDCkXjPRcByZZBqC+r6OdY0hEoojHEthz5FhlDjNSCdSaPTZIYkCvvmLNyGoY4nfH0Ktasq+dVcPdrYNYdmCEgR0afh15Q4c7QviouWVeH3fAB56/hDkjII1Lar/n25umg2IonDCQIMZmxLi9XrR2tqKJ598EgDw5JNPorW1FaWlpdPcsqlj15FhHO4OQBIFzdRl7aIyfOTaJbj+wkZ88651+Pz7VmuhXq0NJRgej+NtNTyOhz1xyjxWzc2Yh9zy8G0AuKC1HLGEjGfe7MKiOg9Wt5QhHEvhYOeYFgZb5rZiJJjAfz64C/uPj0ISBa3qwtpFPrT3stA+HurE896ArMFb/0gUsYSsveYi1cl3675+BKMptNS4IAgC1i70Yf/xUShKNmWl1udAjz/CwqcU9ntduQNXXVCHKq8NLbUsrC6RlLUwXrfdpKUsDI/HMaTm8DusRlh0KSE2i0E7WbCpp02xRBox7mGhpYSwhYzVlL2Nf548XJq9BltUjIUSWni4181SDAbUxWV5iVULtWOlDFlYLQ9l/dj1S1Ff4dQew0PfbryoUVtUxrRUD1Hz5ACYU7vJKGo1rbkRoEESNKUYAN46yPqLPiWEe1L0j0SzeYUSq6YQimYdpEfG49pjgayRIFvsydrnY7cwI749R0c000sAuGBJOURRwJKGkuxnbzHg2g0NsJolPPzKMUiigOULSrW+xH0OvLqUkI6BECKxlNbnjQaWi8nLk37mtpWo9TmwemEZAFaiKxhJIpWWMTga1TwR+N/gKSUlDjPSsoI+9dSWX2sGSURLjRvLF5SifySqpX7oP4vacgfWtZZjy55+HOoKaLnZ5R6rlmYDAK/s6kOpy6xVhSjRpat0D4WRlpWca9mjtqljIASnzaiF8APMQBfIluFzWI3ac7/32+34zv9uR1vPOJrUyBRBELCiyYvX9w3gZ4/uw5NbO7BhWYVW+tXnseL2y1vw+TtWa+2v8TlQ63Pg//58BMPjcVy6qhrlJbacMM2WGjf2d4yhazCMF97pxiOvHoPXZYbDatTEiza1jfx5TdUuyBlFKwnL80IBllYUS2RNN3naAQCUOi14/7sWar/rq2Po4SVBA+GkljLD67iz1zTqPCwyOWVN03JGixzhm4WGSic+dcsKzTsmJyUkmYbFnH2+IOhTQlhaAe/vJkNuWhkALTxfkkTImYx2v0k9qdFXCYkm0hAE1atCvX5TKTmbEmKSYDTwsshqSogxO9XbrQZN8Ikl0tq4ZTVl08sSutcS1aoVz7zZiV8/fVD19FH9anQeFpF4Cv0jEZR7rHj/lQtx+doa3Kp6KhkNIqq8NnQPhTUjPV4xoly9Fv+8vRuKAs2PBgDWLPQhoyho6xnHxmWV2mfosBpx0YoqvLa3H28fGsKKBV4IggCjQcQVa2uw99gIOgZC2LisQnstURBwy6Ym9A5H8OaBARztG2cmbUJWDANYzjY3hFWQDefl1/pIkM138aSMap8957m8b/vVfH8FwEUrcg9ZWDlRtUpIMg2rWcq5pi0mA0wGCcmUrh8Yszne0Xg6WypXHQ/5uMvTOfl3uryJrZd2tw9j28FBrF5Yli2va2T9NJbI5pJrc0xChtmg82NJylrIOE8TyTHdlLNzCcBSDHka2GgwjlQ6o4VRu+0mjIeTmgeUz50tV8jfPzMXzYaF889fEAQtxSyYF/ru81i0sPfuoQjqyh0F3y3AxkB2jQpYs8iHj12/FBlFQWOlEx+6ejH+8a/W5Hxn1WV2+AMxJFMyjvYG0VKTzaffvIEZjC+ocmnptlddUIemahdGgwlsXFah+WDwEPyOgSD6hqMF6zWfx4ov//V5uO2yZnzhjjWwmg05ZoMAmwv+45MX4pM3L9fWSABbp33hr1bjo9e14p7PX4qLllfivMU+XHl+rfaYv3r3QvQNR/D8293YsqcfNrMBm1bm9s0anwPRRBrbDgwhmc5gRXN2vS0IAq7b2Ihv/80GLKpzo9RlxtXr6rXUXQBYrHoTASy1o77Cgdf3DsBlM+IDVy4CwCo5JNR0J55SCbAUE5+HrY8uWFKuGutmsHYROxzg5UktJglf/eB5Wloy92R7fW8/UukMDnUFIGcUzWwSyK2OpDfcBLKGtzytg3uPAWzsdztM6B+OaGbc1V67VjlpaWMJyjxWrG4pQ2WpDZ+6ZQWqvHZYzQYsb/LCaePpYiXoGgzjcHdAW2vwz7Sp2oU3DwwgHEuhucaNxXUezQCSGzw3VrnQoZqf8hTpMnWsEQQBjRVOzXgzHEvBIAk586FPXYMEwomcCiEA84QAWDpHhqffurPrGpNRgtXMqqxwH4u/vXGZ9nxuuslTdwEWpeZSr3PuNVVVyh7P5zSWEqJWCZGy/lFGg6ilPQ4HYjBIQs6+gn8/fPzIZBSM6zwymqqz1+fFuuu4ystEgeP9QfQNR1Bfnnv96a+VD1y5CJIoaq/pD8RR4jRj08pq/PcXLkNtOXsvsURaq4YGQF2Ps7WDqEsP9ThMcNqM2NHmxw//sBv3PnEAbx8a0ry8Sl0WbFzO5r0VzV5t/1Jb7oDdYsDLu3oRjCRz1tIA2y986f1r8D51PfTG/kFYTJK23ptrzNgICwD4xje+gS9/+cv42c9+BpfLhe9///vT3aQp5f5nD2E8kkRztUvbsAqCgE2rqos+fnmTF8ARzSxmQV4n5QNK52BIW4jyxSHARIEqrw39I1GsX1ahlQQKx7LVDcrUiIBQNIWPXteKZQtKtU36+qUVePTVY3h6Wyfq1M1NhW6w5wuJY+rmrkR1ofa6LfC6LHjuLXbqzgeYC5dX4qWdvShxmrXban12vJxIa67RC6rYAvOOdy3E+65ogaC6JAPA9jY/rGYJdotBG3DvfeKAtrhubSjBeCShmW7adItEq2bCx/IUufGZADYoxROyWrKQDUBD6mlQjmChvsboeFxbQJaqXhrxRBqVpVYIggCnzYixUELNnWRVN3guO5/geEQEFyysqsEekM3vM4gCE2D0HhYGSRv8+e0GiQ28H7l2CX79DDt5ScuZnEUm99bYc2xEm1C5WWdazmDLnn7sbh9WJ7Psd8w3ktF4St20GQr6waWrq1FX7kBVmT3n89JjNkrYtLIaz7/djRVNXmaepG50j/ay/qM3PuSLiypdf6712XGoK4ByjxWrWsqwqqVMu8+ryyEcHItiYzWbHK5ZV49YPI13rWWTFZ+g+KKGm7xxeJ1vLvroJ3YA2LyxEW+oKQDNah4nn2yXLSjFsb5xdoqj2+z73Cw3PpmSNZMx/aKYP/9Iz7jmi8Ipc1lgNIhoU5/nsBpR4mC+LslUBmVuCyLxFDboNoE3XNSItw8NYdcRPy5dXa1Ndhye861nw7IK/PFltiDi+fh6ljeV4s0Dg7hmfT3ePjiEkWAc9WqJVd5fDnawqJWsYMHe44s7ezWTUU7Ww4KFCZt0i69SlxkLa1layHNvdWmiBr/mOFrlhXBC6+dO3cbIZjFoedO8hCeQLWuqN7fMx6zzoQCgiZwANB+LRJItxkZDCU2sBQCzSUQyyYwyeY4vHyslUUA6o2gGbbxN+iohfOzSL4gS6UzRsqbpdAZpOaONCQAXalgZ0lgi226r2aCNN4m8v8+9QLbs6ceahT6EYykIAtR2QGvXsJp3vbK5DCubs9cfwE6DDnSMaYtxLljUlzuYV9PeAbgdJm2RDgCNVU5sWlmFdw6zvqrnmnX1eGkHO91eszD7t959Xi2O9gYRjCRxSd7ced5iH4uyeLEdoWgKF68sjNis8dmhIFvOjldP4GPDaDCh5ZPXlE0gWIyzygllbgtq80QNh9WoeT/FkzLcdrMmIgDI8bTgwpJJ84dgaRTMkDZrgGkyiBAFQTMW5n3W4zCjrtyBR1QPmotXZMcBQRCYSJVII62Oq3x8BdQqNOr3n0xnNBNQPkex64RV50qlMznXqNtu0jYqPHKCj9UehxntveMYHmeVw0pdFs1bhr9/myXrGzGiMxcFVDEknNR5w7Dby9xWBKPMM6vXH8alq2twKqxrrcC61ooJ7+flyXceGUYskUazbkO0pKEE//ax9TnjiiSK+OIda/DG/oGc13XZ2aZl2wFWKpqXoNZTU2Yv6FP5lLosRXPTm6vdWts+ev3SgvtXNHnx7b9ZD4/DzDy9LNkSkxzeV5/Z1gmDJGJxXUnB61jNBnzxr9Zo37nZKGF1Sxl8HiuW6UQCo0HCF+5Yg8GxKBornZpArzdQLC+xaiXS+e8AcMV5tXh5Vx/cDpO2SVvXWq75ihik3LPWqy6ow4/+uAdf/NnrMJuYn8CiuuzfKdWJjZ2DIVYiXRU8+PXNRf/yktw5ttprR/9oFIl0Bj6PJUek3bCUXU+fvm1lweekZ+OySjz2WgdEEbhibW6/bKlxa/4VzdVulDrNmjcXP2havqAUz7/djbbuAIYDMbjsphxBotpnx77jzACW+7XpxTq9kKqvEAKwwwFJFFTjzyTSslKwruGVvnrViIQa3ZjmcbCIhiff6MTR3nGYTayqksdpxlgogX71+ucl3Hm7k6mMNqfpxU6ral4PqNXhnBYtjRZATqn36jI7gtEkMkrW06PEacZdm1uxZU9fjmDNRfNtBwYhZxRt/uE4bSb80wfPg8UkaYc1+vUqr+jG22o0iJo3Hf/bFpOEjMJMs61mSfsOBEHAwlqPto+5eEUVjvUHcfsV2bXX+9+9EBuXVaKpOruPEwUBK5vLtEOdJQ2512NFqU07fHPZ2X5iQZVLS2+ca8xowaK5uRl/+MMfprsZ54y6CgfGj41ihVrO82RUltqwqM6Dtu4AKkqsOYsNgJ0IioKgbe5EQUC5LiVBFAR86QNrmfGV15YzwPGSovqT+bWLfDknQeUeK644rxYvbu/BmkU+mIxizkTKjL2MaOcnq+6sInzN+nr89oU2lHus2sDRXONWTaRs2qDAxYg/v9MNl82oTS78dYDsonEsxIwpBUHQXPf55p6fPO884kciJSMcT+WcXOijIwBoERIWs4RAKAkF0Ew3AWBQXUy5HCbda7DPfzSU0D4nr8uC7qEwglIKC9UJlA++brtZNXdUtDBysyk7GAJZp/VcwUIVIgzZKiFyJoO0rMBkFLOP05luAsCmVdUQRQG/fOoghsfjSKXlrOmm3YQFVS7sPTqC89V0B4NB0PrUfarQASBnEZM9Xc1WUgGQM+guqHLlbJgn4vbLW7C6pQxV2kkc+66P9wchCgI8DjNEkW3SeNWKEl1/q1fTO+oqCkPKeL9s6wkglpA1z4v6Cic+895V2uP4BNWpVqOwmnM3wbw/tnUHNFdqPTVldtxySRPGQgm86zwmgmxYWoFILIXbr2jBDx/arVXX4PDFxPB4HO09LF1Ffx1x4SYYSWqu5xxRFFBZatM2gQ4rq4Rz08ULUF/pxNKGEghCts45wMaN/+//XQSzUcy5/URcsqoaw4EY1i+tyLluOBuXVWLtIh8sJgOaq9146+AgbrmkCUBW1OkYYOHg/PluuwkVpTYMjkbRUuvOeV2LSUI8mbspEwUBGUXRFg7VZTbIGUV77+Z8wcLBq1skNUNN/RjJTqtDyGTYhksvDqRlRYuwsBZ5vxaThPB4Cm/uH8DvX2yHUTV25egFjfFwApX1JTn3KYAmVFrNkva3JVGALGeQUE+e+Mm6waCPsEjlGGUCrJIEN9nVCxZ84affTPLSmImUjIyiaJ+71SxhKJAXYaE+b2ljCQ6ogtPgWBRhteqSKAqwmFlIdiTOzJXzF4KcxfUleGP/IF7e1ZcT9eW0mVhpwXASG5dW5sxDoiDgI5tbcee1SwpOy30eKz773lVQFCVHnLRZjPjc7atQDEEQ8O7zavGb55nZ5gWq8a4evljdq5a14xtis+qoPxpKaJ9vdd7m0mYxwGE1wj8WQ8dACEvUtDc9TptJK4MYT6RZaVhdH7Or5tAAEFKFbP792XXjbSSe1sYJQRBgNUuaKbJ+nj5/sQ/dQ2F4XWb1kCOL1SwhlkxrGwfed9JydjMKsAgL3if45pzPHWm1DG9OhIUaBaEo2eoCfGHNoy+Gx+PwOM0wqJF8QLbyldtuQlt3QK1aFtfMLwHAYzejfzSKkfF4zuaRjzMHO8c0h//JgEd+cfO75prcg6H8PgCwsYhHBOipKbNrUYCNlYWCxVTDRWFrEREWgDYv9o9EsayxpGBM5bCqQuw+URQm3LA7rEY4rO6c20pdFiyu8zBD6yZvTulFLuLU+hz48Wc2IZXOaJsvHl1TjFUtZfjse1fhlV292HN0BB+6ZnHO3Mb7xkgwjs6BEOordJ41fG2g+seVl9iQjGVNHSu9Nry5fwCReFqb/+9410JW+eUUv8MyjxU//PuLWERb3pqBRyzbLQZNsKqvcGCDbixcVOeB0SBiR5tfNa7OFRRqyxyQMwoGx2JqtbDcz8mnvv+hQCynQgjAPldW6SOpi5DIFW349aw3DOesWViG3/35CB55lZU/P3+xD4IgwOe24nhfEP3DEZQ4zVpUSq7pJi9rmh07bGaDtm6PJtKwW3P7ql58AbJlXPXiwsUrq4qK0S21Hq2am/5QiNOcd5vJKGnRXvq9B8DWAPzzyka6qYeWoUTBOmlBlRM72vy4bHU1PnTNkoK/bTEZcqKmOFecV4M39g+gtaFEE9mKsXaRDy/v7M0Rk+YaM1qwmG/cdmkzxoKJnDCmk3HLpgV4YmtHThgtx2yUUFtux7G+IBIpGQuqnQUbFJfNpIUjA8AdV7Tgz9t7tJPkpioXvvbh82GUxKKT3LvPq8VftvdgR5tfc13W43GY0aVuKMo8uafuABvc9Gpgfd6pQ1O1SyubdEFredEQT6vZgBqfHb3+COrUMC9REHDrZU1459AQrt/YqG1i+YASCCW0kyIgK1jw0Hy+UbWYDBgLZW+zqIM8Xxi68k5s2Wsk0Kj6TXjVVAQAuNSbe9rntpvgD8S0aAdRELRTCH6ixsvfWc0G7bZshIUamp6UtXKEJkO2pCEXNvSnq1xV52WX9P2h1mfHnqMjOWF65iIbWq9OfbdrKSEpNbxZ3YzqJo/8E4uJ4KkiHKNB1L77EqdZ6ycOq1GbKEp0ghHfMOaftAPZU5RdR1je9ESLWX6K2jccQZnbUtDfrGaDWrUjnvM56Lnhwsac3+srnJrPwh1XLMTBzlFcq4YSA9kJeHA0igMdY1izKPdkWj8Rl3kKP8vqMju6h8IwSKLWj29UKyxMRL64eTIcVmPRSZYjCIJ2bZ232IfzFmejMKxmg+rsnSpYaF2zrg73P3sYq/JEWqvJwNLZwkltMXDbZc146KV2eJzsO69UQ0y5YGEx5gkWWgnEpLbRc+Rdr5FYKif9AWAnpGk5k1MJIx+einXvEwe021obc0UJHiXB08842ZDYDIJqCUoOSwlhERaSKGgLOZNB0kTNWELWXk9fySieZFEiou55/D3oN5N2qxH9I9GsIGPmr2XQ0sh4tAZf1P79e1ZCzmTwpXve0C2K2WcpCgKLzoilEIxkQ3Pz4aev+4+PYs3CspwTwlsvbcajW45h88aGos8tNu4DWWH9dLh0dQ06BkJIyZmcaDFOuRqWvr9jDJIoaIt9AFq1oVRahttuKnodVZbatIoAtUXGGafNiHCMpXXEEjIsuvRDgF3vvCpISN04mXUpIQBzp4/EUzmpUnarUau0pO9vmzc2sJO4ElvB/GwxGxBPyFpZU4NBYGJcjJXI5oJZMi1r4jlPq+JzFZ+/TLq5wm03adfQkZ5xlDjN2mbTbTezig8DIW0jya9Lr8sMURBQ5bWrpatT7JRVJ+C6HKwE4EgwDq+rcGw82Rh/ulSU2mCQBBzoGIPLZtTm0DOhWhUszCapYAM0E7BbjChRT8bzxa3J5B/fv0a7pkVR50mmEwBOd45a2ezFymavVpJdj8fB+pU/EEPXUAiXrMyuxXj1OH8gDpNBhMtuwrBOsKgvd+ClHTJiiah2Yu+wGrVUlVPFaTPlrDk5C2vd+Pwdq9FcnT0Z/8ZH1uU8xmSUsGFpBV7ZxUSzK8+vy7mfi2Z9wxE1wiJ3zip1WSAILLVBXyFE+wzU+ZmXtM2fp912E7qGwghGkwURLmVuVu1tz9ERNFW78N7LW9jtHgsi8TQOdo1hgS5tiI9tvAoSUBhhwectfRWr7OdohMtmxNa9A9iwtKKgDOuJ2LC0QhMsJlq/5VNVZkd7z3jBd2cxSdp4y8dlvm8YDcYL2n3pambUq089ORWaq9347HtX5UQmFeN9l7dAFKBFC89FSLCYQdRXOPGvH1t/Ws9ZXF+i5Z8XY1ljKZ5Ry13lb6SKcdW6ely1LhsSLghCQaqJnopSG2rK7Ogdjmg5qno8TiZYmIxizubeIInaCfSJMEgiPnXLcryyqw/vf/eiCR+3ZmEZev0RbTMDANeub8C163MXwHxTMhKM54Sgm4wiJFHQSsXxzZfFJGm36SMsRoJxSGJuniDf2GQURVuAsu+GheNmJziWL+x2ZD0s8k+oeM55MJz92/mREwaJpYSk5UxOWDwXIfjmQ9JNLjz/zz8eQzKdGyrusrPyYnrVW7/wFcAWxfoNdTYlJI14Ig2nbkN966VNar79mYeneRyssoR+cnHYmGDhdphyBJfzl5TjhXe6cfUFhSkNZW4LrGYJO48MQxCykRL5lLjM2un4REJLeYlVC30/XVpq3ZoYyOGv88aBQUQTaaxqnliwyF9IANAiUurKHTM2FLDEYVYFi9zPbNOqarhspoLFMV+sDo1FtQ39Nevrc9JV+EkvFw9NeYKF1cxK/AYjSe2x+tBzq9mAZDorTGQjLASkdCkh+VE2/LG89Kj2erpKP7x0aUZREE/IOaKHdsKUlBGM5AoWBlGALCuaHw2HR30w74KU9nr8PSfUCIusj0aeaKkXLFTvjnxBhp+2A9l0Mj6OsTZLKC+xaYvanGgVqwE9/nCO50M+XrcFrQ0lONg5ViCwX7SiqsDrYaoQRUETECe6v6HSgaO9QSyoduWlI7ESw6FosujJOsDCpfnGoq7IOOO0mTQPCu5hoR8jPU6TJiyEo7kRFnq/EL2HBaCaeaqpJvrFsiSKE6Y8WE0GLcKCC+Zmo6RG0GRTIBOpDEKxJCRR0K4H3qdScqFPCo88ZOUsx7Ciyau9Rx4x1jsc0TZeXAThwkVVGRvTOgeZ6eaqluz4UOpkkYnMkDL7HfBQ8W0HByEKAqrLzlxY0GM0iLhgSYVajrLmrOazjcsr8cb+Qaxq8Z7V60wln7ltJToHQrigtTD6aLKY6L3r12RnSr5YAbBrusRpxoHjY6y6l04YEQQBZW4Leocj6sY+t23rWitw/7OHAQCbVuYeOk0GgiDkpNJMxDXr67FlTz8A4JJVuWMlX3sPjkYRUSvy6TFIIrwuCwZUbx59Ch3A5sVwjJWllkShYJ52q+kGwUhSS1/U8/e3roCi5H72PKJ6PJzMSfMzGkQIYGNK8QgLSSdYyAVpxIIg4M5rW/HTP+3FN379Ni5XI5lORYBoqXVj47KKHB+Rk3H1BXVo7xnPiaAE2B6hx5+NbAWya4DRYAILqnIPXx1Wo+Z5c7qcijBvNkn466sWn9HrzxZIsJjjbN7YgK37BpBMy1h3Ghfp6fBX716I3/3lCFa3lBXcxwcbt910xhP0yUQZgJlfpdKZk+at8lPYWELOOW0V1FPCkbwIC6fViKNqSo3eiHM0yMJU9e8pN6Sd/X9hrRs+jwWZjKItcLn9otNm0vKAk3mCBVehtQgL1fxOEgUtmoKFz7K/w3PMLeZshEXWw0LXRnNWYEgm5ZyQT5edLaQD6msZDGLOpuQnn70EZpOonayx95xruqlfKF+3sRGThT6nkm8688MWS10W/OCTFxV9viSKWFjrwZ6jI8yl21i4CQXYaXFFqRVdg+EJwz03LqtEJJbGzZtOHMVwqjht7ITnnUNDMEhCjlkYwCZ4n8cCfyBedDPITy49juLhsjOBpLowyfcUEFXju3x4vxsci024MeSPGVav2fzvlIcQByIJbZGlD5XVwu7VTaGWliGJkNWUELNJyunvHJvFoF2HHL2wYTaJTERIyFo6GYcLEYmUjGg8rZWeY39bYBEWqh8NRwu/TzMhhS8oLTrxg5neGnIez0sUm3IiLJjpJjc1zAoW7D2l5YwWaZYfLVFRasWR7gBsFmOO4azXZdFC3SfyqQGAz9+xGqMniE6aKVy4rBJHe4M57xFgkVqHu8eQyaDAsJCj769FIyysWaFNUXKFLoCJezF17A7lCRZcoBgNJiBnlBzvC33odLGooGJYzBIisTQ7lVaNWnmfslqMWh9MpliEhdOWzY3n80o6zTYe+v5aU8be9yu7+xCKprBEN3/rBTqeXsGvZT4/8zSMH/9xD+SMkrNR5JETI8F4jpDhspu0w5Nan+OU091Ohfdd0QKnzVjU3+d0aK5246ef3TRjxQqAHZzlR7pONV/+wFoMjcWmVHD3ui1a2kf+oYHHYULvcKTouGQ1G/CpW1YglZYnjB47F1R57fjGRy5A91C4QJAwG1ka1VAghlA0VTQ6xeexYk/7MOSMUpA24LAa0TscQf9INMcYnuN2mBBLpDESjOdEZHOKzZFlusMVvV8LTyc6UYQFPyQsFmEBAKsXluFT71mOnzy8F3969RjKPdai7cpHFAT8zQ3LTvo4PectLsfX77xAM9rU2mmSoHrRa2Mv93BLpOSi7SbODvpE5zh2ixHf+fgGGCRhUidwPUsbS/GvHy0eGbJ+aQVe3d2HTKbo3ZOGxWTA+3QGNhOh36A78wZ1m9mAMXWhzhf+btVQCECO6WYsIcPjzZ289AMU93IQBAHfums9MnxkA3DLpib88qmDKFHzdwEWDZErWKhmd7qUEIAN7HJShiCwUwO+uOR5fBZTkUgM3WRikNgJ2niE+XLoQ5H5xpdvVoxSrmBRzLsgK4Aw0838xffZsqTegx5/GFddkA2B5O00FjlJORHLF5Riz9ER3HSSdAl+uql3P9cz2afBgiCgtaEEu9qHsbSxtOjn/Nn3rsIfXz6qGXnqWdVShvKSLty8qWnS2jTZ3HVdK471BQvEmInIPb0vHhpsMTGzsERShskoFl3scoO+oCMJgyTkiQq51xj/3SiJaoRFasKNX/5GFkDOe+OVQPTVNLS/yzeBaXa/ftMpiSLSapWQnAgLKXuarU8xMesiLGLJtDbuSFpKCI+wyE05kDOKlgOsmW6q1248KWMkGIcgFBEsSmzYtn8QiVQmZxHq81g1wSL/JEqPKAhF05pmGheuqMLRviCuy0tR8bos2mc6UeQhFyzsFkNR8YZ7q3AzyvwUNo/TjIwaNcRNUM3qmO5Qv3f+3enHCkde9NCpYDWxEoHptKL1MX4d2C2GHHEtHE3lhEVrxq4ZRfW8yPbXmjJWKeHP7/TAaBBzovL0URE8j5w/lwszJU6zWilIxsZllTnVJ+p07v7512F9hQO9w5ECg9azxWU34Y53nXx9cSrMZLFiulhU59G8HKaKxarfG4ACLwAmAI9p/l35nDfB7eeaE4lJPo8V/cMRRGKpol4fPo8FBzuZD5HeOBYAHDYTwrEA+kciRaNcuODfPRTG6iKm28XQG4QvzPtuzUYRyQk8LPSmm9FEesI5eFVzmZa+dKpeImdKsde3mAvHXv364lRFY+LUoU90HjCdSl9rQwk+fsPSMwqfnwpyBIs8RVZfNYAvIvUDv9Uk5Swu7XnmSRaTBEFgNb0tuo17vnGVfsNr0G0s9IIFy0NnmzFByLbHZBART8ra8/iGhUdFWE3FqoTk+zBICKgKtv5UmivUPMrEIIkF7zEfUWSRKZGYWta0SPj82fDey1tw48ULchbjV6+rx+v7BrAyL6zxZFy+tgaL6jwnPT1atqAUHQMh1E9SDvSp8L4rWtA3HMH1E6RtVXnt+PtbixubeRxmfO9vN05h686elhp3UZOricg1xyw+fgmCALvFgGA0VeBfwfHYzegbicAeMMDrtuZsFvhzxiO514JBEiHLGeYVMcHYme+iDuSe2pmNEkLRVNFKIyZdVES+qZgkZVNC9NemFn6fzmiGl0BueklcV6mEjwHRIh4WXFDglS40PwxzNpVseDyeI6hyKkqsUMCqV+gj1PTpUzMxN/90MRslfKxIpQV9pJ9+E62npcaNjcsqccNFjUXv1/vkALkLXyCbBgdAKyWaTQnhqVK5udP6/wvAKY/DFhMLv07JhXOKzcxy1XlUXyiWzLkutT6ZYmVR9aKYKAqoK3egTS3jqG+n02bCdz++AV1DYS1ijIvEehPRr/z1eWpqR+4GSh9JtjpvDrjlkiY4baaCSC6CuPKCOjyxtaPoHPueS5tx8crqHDPs2YbPY9EqlOVXEwNYhYlXd7OUkvz5i5evj8TSRb05uB9UWlbgPoVIBoCNVV/78Pk51d04PGVS80vTzU82C/OwyGQUrWJfMURRwIevWYL/+sPugnHgXGDRDiV1on+RyoPE5EGfKDHlnEqFiHOFrYgqytGLE3wR6dZXAbEYC9z29TDjQem0Nu5cTIjmRVgA7JQ2LbOoBb7R4o/hzzOfKMKCm3Pmva7NYtRVQ8lNCQGgheMZJAGiKOA9lzQVdS/m2C0GDI/HkFGUgqiVs8VoEAs+l9pyB+75/KWoqnRjZCR8yq8lieIphbrevGkBNiyt0FztzwUVpTZ87xMzW3Q4l+g3wycSzexWI4LR1IRu9r4SK3YfHYZREnPME4HsJjA/JYSnacWT6QlfV3+y+++f2Ih0RskxNDSbJC2CAshdvOh9AfJ9CAxqlZBkSs4Za/g1EI6mkExltGuVv1Y8Jed4yOjHFSA3JYSbk3WqpXv5OMjHxlhSxsh4vGgUif6a0I+fXJA2GsQCF/y5hD4veSKvDrNRwt/cUCh2cLhgwSsd5c9DZqOkReFoERa6CjYmo6hFZzhthcJeiWpceSpYzQbEkjJSaUUTLHigkj6KJ6GmhDRW5lYBA6Clr5jyxunbLmvG4a6xAoNAILccH8D8nd57WTMu15V8nMhnSBAEXH9hAwySWHAaXOa2TlokBDG3cFiN+Pk/XJrjtaK/73RNPmca+kPBYv5b5y8ux704gEV1hZWLuL9cRlGKRo7p18Yu+6l/ThNFoTFT6kw2JSQvwiKZyiCspjOeKFJhZbMXd3/ukglFjanEokWiGbXxVh9hTBEWkw99osS8Qj+Q6zdFQG5urUfzBdDd5mA+HNwos1ioOg8XnijvPh8uJsQT6YIUB6NRBBK5YWb8FIvnDGqnxHoPC0NehEVefqHVLMGvntDlRFjkp4SorzPRqT/HZjHoFtDnxkfBpFZDmAokUSzIESXOLcU2wyd6nNlYfCqrLLUhLSvoGgoXlBnkC45gXkqIvsKGZYIUJ32uc7EUB7OReVgUi7DIemew+vH69yqJAlJpVbDQm/Cq/+d+HTwaip+Acw8LfsKjvQd10ZcbYcHafqhzDDazIesfoD73rYODONwdwIYinkcV+vFT126+CZ8o6mCuIAgCvnnXOm2hfSZYTKxE55EeVtqUn3Z+7vZV6PWzqAsehcPFNP0my24xon+EPU6/keDz0ankcmfbwqrd6Etc8xRILhSa1PDt0AQpIVolmryN4OlEVYmikFM56WS855LmU34sQXAmEqDnAvo1p6+IYGGQRPz4M5sKIm4B5BxI5Zf2BHIP7pwTlJY9HfIjLLh/DpCNUhgLJnJ+n4jpiiDnawP9waV+rX6u1sLzCRIsiHlFTmjqBBEWLHdXTQlxZDcGXJXmZd9OdPLbdILKKnq4mBBNpAvyxfkpW45hX16EBY/k0Eqvmgya8MEXklJBSggLowdyJ3C7xQBJFLSqC8XctothtxjRNcgiHZynob4TxETo+96J6oprm+0JFqJVuspF+RVWzPmChZFfW+xnJJ6ecPM3kZDB4aZixTwseL4+j4rSC5+SJCKdSSOdUXI2o3wzqZVT1keDmSStSgg/4TFoKSH89DvXq0YUBGQUBRWlNm1c48996o1OAIUlpgHkRE/oncubq9246eIFmmP7XGYyymWWOs1aSg6PZFnR5MUKtVqO3hDWaBBzIibsFoMWIafvB3zhfDoLZd4vw7GU1me4YKFFWJgMqqlyOieiI1uJhqcdzd3NIEHMdPTj8USRrhNFkegPaIr5X+iv+8kY/7ign0xnIIlCrpG7OiZlDfBn5jaVz8k5EZL6KilFKroRZ8fM7AkEcQ4oSAlRxQn9aSR/jH4Q5ws1u3Xiy2eikpj5cGU5lkgXPIefWOkH7GxKiJjTPv84NwstjLCQ8iIRip32AllPAG5CeOqCRfb1nFZSlYnJpfIEqTlcNJwoBUv/XF9eVRmz5mHBIyz4Zl9Np4hPnBICADde1Fhg3qZ/7UQyU9x008hFxiKChVrWVM5kiqaE8EWcPizXbJIQT6YRT8pFypoWeliIogC3w4SxUAKVpdnPRH86dP2FDTlGt3o+dM1ieOzmnOgzURROamZLZClRBQu33VRQjhfIRs4lUnJB6qEW+WAQc4Q6XonHaTt10Zj3y2A0pQl2+YKF02osGkFnyPNJyU8JIQji3GExGXD+Yh/CsdQZGbt+7cPnaxEP+egFhVM9jDsRJqOE8XCSVcPKi8yy5gsWM9QLgh+G6I2Z9Z/7TPHtm0vMzJ5AEOeAQg8LtgDXb9SrSu0oL7Hig1dn6xvbLEYEwsmiyu+d1y5BMJI85QkjGw0hF6SE8AWgPpKDbzx4FQC+gBwai0ESBVbjWmDlT+WMAoMkFLRFL1jkn0zbLEYt+qJY6GAxbDmGahRhQUwuJxLORtXIovWtxUs2O20m1Fc4IAoCli3IrVCS7/9i45t9A4+wSOVEJuRzoqosZqOEjKJo0Rs2fXWSPMFCf/1Ikgg5k2Gmm/qUEPUzGM1LCeGvF46mIGcUnREYM+0tZroJsDJzY6GENuYB2VQRgOU7T5RyddlJSkcTJ4enEeUbbnJMRubdk0pnCgQNLiS48kqF843ExuWn7hnF+0s4moRdFfdkWa2KZeIRG0a097L0FWcR082YJlhQhAVBTCefvGXFGT93Ir8Jzl9ftQg+j3VSqtxwX5xkKlMQmcXXp3yum6leEBcur8IFSyoK5lZOMWNu4uyYmT2BIKaQr995AfYcGylYCPIoCn1EgtkkFVRg+OxtK/HHV45iWZESjafrTs6Fh4yiFDXdBJDnzJ57gmo2SjCrecisSknWnFPWVRPRk2MAWCBYZO87owgLytsjJom/u3k5TrY0un5jI1x2EzYsKy5YAMA3PrKu6O38FDsQTkASBa2/8zQtRcmNQDod9NV78ktKZ1NCmJjhKDDdVFhZU5M+woL9v1hKiNkoIZBX/hhg1280Xvz0+87NS/Crpw5i3dLy7OuYJPzHJy/E8f7gKZnTEmfOFWtr8PLO3gn7tyAIcFiZOXK+sM5P7vIF8/oKJ37xj5eflrcPf41QNIUaX26EhSFPFGf/Lwx/nsjDgiCIucMVa2sn7bVMRhHJNPPOyZ+btAiL8ZmdEgIUHgTk3kcC7mQzc3sCQUwRDZXOonWVeYpHMcMiPWUeKz5x0/JJaYs+qiJ/8OMLQH3qiSkvJQRgDs/+vPJP7P7igkVOhMUEp3fF2jMR/Dk8woMgJoMLlpSf9DFLGkqw5AQVbE4EFxViCRkOq1ET+/QGYPnhqqf82rrojfwFlySKMEhCnoeFot4nsAiLtKx52ADZ6344GNfKTerfx8AYC9nXu5SbjRLiSSZk5F+XLpsJn33vqoJ2l7osE1a/ICaPWp8Dn7x5+QnTnZyqYJGfU760sQTPv92tlTbVc7pGxLy/KMj2kavX1eGXTx3UcrD16UcOW2FqZKyITwpBEMREsJRJ5mGRf3DID9R4mvNEZc1nKiaDqKXnEZPL7OoJBDGFVJbacOe1S7DmHNZ01qdd5Cuygnr+5igShqt/nstmgj8QzwkvzqaOFC5gbTkGgMXD8YBC74uJqFZLy/GTOYKYDRiNIgSwzVqO2CfmigFngt5Ys9gJkdkoIcA9LCxGpOJMWJDUkqrJVCZHLOHX83g4WbDJNZukbJUg3fswmyQgwp9Pm8mZxvknEeR4FSu9Qz8ALK5jAl2+SfOZoPd+4eL5RSuqcNGKKu12fYRFjhEsRVgQBHEGsCohGaTSmQIxna9BhwMxCDhxWfOZyA///uLpbsKchQQLglARBOG0UzrOFsMJIixSaXZyZS8iWOhNkPiCUr9ZMeaFt+vRl2/N35DxycGsSy85GasXluHilVUUXUHMKkRBgElNp9ILdQZdPy5miHgq6FNCSotsLC0mCZF4mi3IrEYEuGAhippZbjHTTSA3HYS/lnafw1Rwu4BT96MhZg5Zw+e86lEmCV+8YzXKJzB8PR30ETmGCcZvfRpITvpSgYcFjf8EQZwcs1FCWs4gnpRzvJqA7LwViadhtximrHz9VDGTU1hmO/TJEsQ0ciLBIpFiYWWOIqab+k0Qd/fXm+YVi8Tg6MtS5U8GPL3jdAyDBEHAXZtbT/nxBDFT4KGplhzvh0lICTFmS6bWlBWWZfU4zRgJJuBymHKue0kUkEjxEPvs7frNpCvP2FZ/3ZfpKqHwdC+L+dTFR2LmwL+zYmUGW4v4J50J+sowE4la3OA1PzRbqxKi+qSYT1LqlyAIAsjOq5FYCp48Qd8giZop52yLriCmFpLECWIayUkJkYpHWOhPtRLq6aveFC+iLhgvW52NDtEMBIucep1IjNCXsiOIuQ7f1FuLRCcBZ5MSkn1eMZdzr+oToRcbgFwBU/8a+vblR1hU6EqT6sUMLsLMVJd14sTwFLt8083JxGLSpxEW7+v8MXqhG8jOXXz+OdNrhSCI+QUfK0KxVNHILC6k2mkdSuiglQxBTCN6QSE/woIb9+gH7f5RZq7XUJFdPL7vihYsrvPkmA9qERZFUkJOdNrKNzekbBPzAR6+mV9dg3O2KSH5r83xurlgkXu6pPecMeekhEhw2U0IRpIFgoXe00J/bfPnW810Lc9GMqpgUcyHaLIQRUE7zZwowqKh0oFr1tfjyvPrcm7XIiwSrAy22SRBTpDZHEEQJ4bPTeFoqmgqsdVsQCCcnFKxlph9UIQFQUwjJ6oSkuKChS4Ut1ytYFKrO+2q8tpx7YaGnM0KX3xOtAj93O2rcOe1Swpu576ZtlnmzEwQZwK/niwTCBbmM04JyT6vmGBRpkZY5G9G9Ua3+eko/HVctokFi5w2qFEZdC3PTs5f7AMANExxiVmeM54f4ceRRBG3X95SYPIpicwWmiIsCII4HfhBQEZRih4K8DQ4h5XmLiIL9QaCmEakEwgWl6+pwZ9ePZajMn/wqsW46oK6HOf2YvDwXmmCReiKJm/x9qgbpvKTlHYliLlAlZdt9g1iodgHnHmpxtwIi8LX4GH2+YV1cgWLvHJv6sYyP8KC/76k3pP3N1TBglJCZiUbllVi7SLfGUf5nCrhGIuQOFk573wEQYDBIGppimaThOikt44giLmGXtAvlhLSVO3Goa7AlI99xOxiSlcyX/7yl7F161aUlLBQ9WuuuQZ/93d/BwCIxWL4yle+gv3790OSJHzpS1/C5ZdfftL7CGIuYTyBh8X1Fzbiuo25kRNWswGNla6Tvu7JIiwm4sLllUilM7h09bmtlkIQ04HPwzZpwWhSuy0nwsI0NR4W9WpK19q8Esp6HwFznljCIywMeeOEIAj4z09dVBBJwQWLYoIJMTs4Fwt27pXRWHn6kRwGSUQqnYEkCgX9kiAIohj6g4BihwILqtga1x+InbM2ETOfKT96+fjHP46//uu/Lrj9l7/8Jex2O1544QV0dHTgAx/4AJ5//nnY7fYT3kcQc4kTRVgAJ/abOBH8tU7Xi8IgiXjXebVn9DcJYrZRqqZmJFPZ3Ht9mdAzLdWoFzqKpYTU+By4+3OXFNynFx3yU0Ju3rQAXYMhLKgq3Fjmh+sD2SgO2kgSp0JNmePkD8rDKAmI4cyr6RAEMf/Qz4/F1r0ttW4AwJqFvnPWJmLmM22zzDPPPIM77rgDANDY2Ijly5fj1VdfPel9BDGX0EdV5Id6nw18k+I9jfKkBDHfWFznwXUbG/D+Kxdqt7kd2c3/mZ5wi4KgbeIm8pAoJmTkiCV5f3thrQc/+ewlJ00H056vLgSlWVbHnji3LKx1Q0DxjcPJ4KbRZ5o6RRDE/EM/txUTO912E+75/KW4Ym3NuWwWMcOZ8giLX//613jwwQdRV1eHz3/+82hubgYA9PX1oaYm2xmrqqowMDBw0vtOB6/39E8M5gs+39QaeRGnz8IFXvjO4JSrGLKaG99Y7Z7T3/Vcfm/EueETt60uuO3LH7oAv3nmIJobvWdsJthY5UJbVwBlXsdJ+ym/v2okGwJbXemC133mXjIOBxMrbTYTXSfEhPzgM5cik8lMWNb0RJiNBgAJWFVRjvoZMRegfjy1ZKTsWFPqsdHnPUXMtc/1rASLW265BX19fUXv27p1Kz73uc/B5/NBFEU8+uij+NjHPoY///nPkKRzo8aPjIS10mBEFp/PCb8/NN3NIPJJyZP2vfjHmP2ZWRLm7HdN/ZiYKhZVO/GvH12HYODMbQQvXFaJtq4AkD7xda3vx4l41ksjFIwhk0yf8d8PhuIAgGQiTdcJMSXwjEUexUP9jJjt0Lpi6gnrPKMSiRR93lPAbOzHoiicMNDgrASLRx555IT3V1RUaP+/+eab8d3vfhcDAwOoqalBdXU1ent7UVpaCgDo7+/H+vXrAeCE9xHEXOVMQnInYjzMJgRKCSGI6eGSVdVYvqBU88k4FfRpImcbZs/FepFSQogpgps6U0oIQRCnivkE5tIEMRFT6mExODio/X/Lli0QRVETMa655ho8+OCDAICOjg7s3bsXmzZtOul9BEGcHG5q5D2NzRJBEJPL6YgVQLZ0KXD6FX7yaW1g1bnW5FUiIYjJgnswmcl0kyCIU8RoPLHZPEEUY0o9LL70pS9hZGQEgiDA4XDg5z//OQwG9ic/+tGP4stf/jKuvPJKiKKIb33rW3A4HCe9jyCIk/OZ21bicFegqLEfQRAzE/31eqYVgjgNlU786stXnG2TCGJCuLnzuSi/ShDE3EDUzW0UBUycKlO6m7nvvvsmvM9ms+HHP/7xad9HEHONb921Dnbr6ZUfPRk+jxU+z5kb9hEEce7Rl3sjiJkOFyrOtPwvQRDzl1KXGQuqXNPdDGKWQMevBDHN1JZT9BBBELknTwQx0/F52OnomVQYIQhi/vJff38xRQATpwX1FoIgCIIgCOK0qPLaAQCxxJlXsyEIYv7hspumuwnELIPi+AiCIAiCIIjTosprAwCMBOPT3BKCIAhiLkOCBUEQBEEQBHFa8AiLcCw1zS0hCIIg5jKUEkIQBEEQM4RvfXTdWVcIIYhzgcdhwrvW1mLDsorpbgpBEAQxhyHBgiAIgiBmCLU+MuElZgeCIOADVy2a7mYQBEEQc5w5LViIIp1STQR9NsRcgPoxMRegfkzMBagfE3MB6sfEXGC29eOTtVdQFEU5R20hCIIgCIIgCIIgCII4Jch0kyAIgiAIgiAIgiCIGQcJFgRBEARBEARBEARBzDhIsCAIgiAIgiAIgiAIYsZBggVBEARBEARBEARBEDMOEiwIgiAIgiAIgiAIgphxkGBBEARBEARBEARBEMSMgwQLgiAIgiAIgiAIgiBmHCRYEARBEARBEARBEAQx4yDBgiAIgiAIgiAIgiCIGQcJFrOcn/70p1i8eDHa2tpOensikcDXv/51XHXVVbjhhhvwta99rehryrKMb37zm3j3u9+NK6+8En/4wx+m9D0QBDA1ffnuu+/GddddhxtvvBHvec97sGXLlil9DwQxFf2Yc+zYMaxatQrf//73p6TtBMGZqn789NNP44YbbsD111+PG264AcPDw1P2HghiKvrxyMgIPv7xj+OGG27ANddcg2984xtIp9NT+j6I+c2p9uOenh7cdNNN2r8rrrgC69atK/qas22vZ5juBhBnzv79+7Fr1y5UV1ef0u0/+MEPYDab8dxzz0EQhAkXCk888QS6urrw/PPPIxAI4Oabb8bGjRtRW1s7Ze+FmN9MVV9euXIl7rrrLlitVhw6dAh//dd/jddeew0Wi2XK3gsxf5mqfgywxcXXv/51vPvd756SthMEZ6r68d69e/HTn/4U999/P3w+H0KhEEwm05S9D2J+M1X9+J577kFzczPuvfdepFIpvP/978fzzz+PzZs3T9l7IeYvp9OPa2tr8dhjj2m/f/vb34Ysy0Vfd7bt9SjCYpaSTCbxrW99C1//+tchCMJJb49EInj00Ufxmc98Rru9rKys6Gs//fTTeO973wtRFFFaWop3v/vdePbZZ6f2DRHzlqnsy5s2bYLVagUALF68GIqiIBAITN2bIeYtU9mPAeDee+/FZZddhsbGxil7DwQxlf34vvvuw1133QWfzwcAcDqdMJvNU/huiPnKVPZjQRAQiUSQyWSQTCaRSqVQUVExtW+ImJecbj/Of+4TTzyBW2+9tej9s22vR4LFLOVHP/oRbrzxRtTV1Z3S7d3d3fB4PPjpT3+K97znPfjgBz+Id955p+hr9/f35yh2VVVVGBgYmPw3QRCY2r6s59FHH0V9fT0qKysntf0EAUxtPz506BBee+013HnnnVPVfIIAMLX9+OjRo+ju7sYHPvAB3HLLLfjZz34GRVGm7L0Q85ep7Mef/OQncfz4cVx88cXav/POO2/K3gsxfzndfqznxRdfREVFBZYtW1b0/tm21yPBYhayc+dO7N27F+9///tP6XYASKfT6O7uxtKlS/GnP/0JX/jCF/D3f//3CIfD56rZBFHAuerLb731Fn70ox/hP//zPyf9PRDEVPbjVCqFr33ta/jmN78JSZKm9H0Q85upHo9lWcbhw4fx61//Gr/5zW/w6quv5oQvE8RkMNX9+Nlnn8XixYvx2muv4dVXX8U777wzo0+midnJmfRjPQ8//PCE0RWzERIsZiFvv/02jh07hne961244oorMDAwgI9+9KN4/fXXi97+2muvobq6GgaDAddffz0AYNWqVSgpKcHx48cLXr+qqgp9fX3a7/39/XQqTUwJU92XATa4f/GLX8Tdd9+Npqamc/n2iHnCVPZjv9+Prq4ufPzjH8cVV1yB+++/Hw899NBJDToJ4nSZ6vG4uroa11xzDUwmExwOB971rndhz5495/ptEnOcqe7H//u//4sbb7wRoijC6XTiiiuuwLZt28712yTmOGfSjzmDg4N4++23ccMNN0z4+rNur6cQs57LL79cOXz48Elv/8hHPqJs2bJFURRFOXbsmLJu3TplfHy84HkPP/ywctdddymyLCsjIyPKpk2blK6urql7AwShMtl9effu3cqll16q7Nq1a+oaTRB5THY/1vPjH/9Y+d73vje5DSaIIkx2P3788ceVz3/+80omk1GSyaRy1113KQ8++ODUvQGCUCa/H//t3/6t8pOf/ERRFEVJJBLKnXfeqfz2t7+dotYTBONU+7GiKMrPf/5z5dOf/vQJX2+27fUowmIe8c1vfhP//d//jRtuuAH/8A//gH//93+Hy+UCAPzN3/wN9u7dCwC46aabUFtbi6uuugq33347PvWpT50wT4ogzjWn2pe/+c1vIh6P41/+5V+0Mk+HDx+ezqYThMap9mOCmMmcaj++7rrr4PV6sXnzZtx8881oaWnBbbfdNp1NJwiNU+3HX/3qV7F9+3bccMMNuPnmm9HY2Ijbb799OptOEDk88sgjRdNBZvNeT1AUcjwiCIIgCIIgCIIgCGJmQREWBEEQBEEQBEEQBEHMOEiwIAiCIAiCIAiCIAhixkGCBUEQBEEQBEEQBEEQMw4SLAiCIAiCIAiCIAiCmHGQYEEQBEEQBEEQBEEQxIyDBAuCIAiCIAiCIAiCIGYcJFgQBEEQBEEQBEEQBDHjIMGCIAiCIAiCIAiCIIgZBwkWBEEQBEEQBEEQBEHMOEiwIAiCIAiCIAiCIAhixkGCBUEQBEEQBEEQBEEQMw4SLAiCIAiCIAiCIAiCmHGQYEEQBEEQBEEQBEEQxIyDBAuCIAiCIAiCIAiCIGYcs0Kw+OlPf4rFixejra1tuptCEARBEARBEARBEMQ5YMYLFvv378euXbtQXV093U0hCIIgCIIgCIIgCOIcMaMFi2QyiW9961v4+te/DkEQprs5BEEQBEEQBEEQBEGcIwzT3YAT8aMf/Qg33ngj6urqzuj5Y2MRZDLKJLdq9uP1OjAyEp7uZhDEWUH9mJgLUD8m5gLUj4m5APVjYi4wG/uxKAooKbFPeP+MFSx27tyJvXv34gtf+MIZv8aJ3vh8x+t1THcTCOKsoX5MzAXssV6E9ryM5HA35FgQgmiAkklDsrpg8tXBueIyWGoXT3czCeKE0HhMzAWoHxNzgbnWjwVFUWZkCMK9996LBx54ACaTCQAwMDAAr9eL7373u7j44otP6TVGRsIUYVEEn88Jvz803c0giLOC+jExm5EH25Fsex0YPoaUvzN7hwIgLwNSAABnOQTJANFTCfOqzZAqbR3YhAAANidJREFUWs5hawnixNB4TMwFqB8Tc4HZ2I9FUTihyDJjBYt8rrjiCtxzzz1YtGjRKT+HBIvizMaOTBD5UD8mZiPyYDsSu55GunMHu0Gdok5k06TkiRgCAMFTDdOKq2BqvWyKWkoQpw6Nx8RcgPoxMReYjf34ZILFjE0JIQiCIIi5gjzYjvi2hyAPqOW5FVWkOJFQof7MFzMUAEqgD4kt9yF1ZCss62+niAuCIAiCIOYks0awePHFF6e7CQRBEARx2iQPvoz4lvvYLycSKtS0D4gSkJEBOQ2EhrS7NQGD/64A8kAboo99G+ZNH6ZoC4IgCIIg5hyzRrAgCIIgiNkGEyvuP6FQcaL0juTBl5E6+CqUTApIxoDwMADV6kJ9LQUKElvuQ7p7D/lbEARBEAQxpyDBgiAIgiAmGXmwHfFdTyHduROCKlborSiE0joYKlrgW3clQubqCV/H1HpZjpDBU0syPLVEfU0FgNyxA9HO3bDd+BUSLQiCIAiCmBOQYEEQBEEQk4g82I7o49+FosiaWAGoYoXFCfMFt2oihMXnROg0zLGkihbYb/wqkgdfRmLL/WDxFbrADUVG7JVfwXrpXSRaEARBEAQx6xGnuwEEQRAEMZeI73qKiRXIM8wUJNiu/sykeE2YWi+D7aZ/gtSwVouwALKGnNHHvwt5sP2s/w5BEARBEMR0QoIFQRAEQUwSsTcfRLpzZ1ZBUJEa1056qoZU0QLb1Z+GedOdECAURFokdj09aX+LIAiCIAhiOqCUEIIgCIKYBOLbHkJqzzM5aSCAMOUVPPhrJ7bcDwVK1tOicyeSB1+m6iEEQRAEQcxaKMKCIAiCIM6S5MGXkdj9dLYaiMq5Kjdqar0M5k0fzom0YNVD7kfy4MtT/vcJgiAIgiCmAhIsCGIOIQ+2I7HzScpdJ4hzCC9dKuSJFcZVm89pdMPEosUDNCYQBEEQBDEroZQQgpiFyIPtSLa9DiU6DiURhhIPIZ1KQYyMAFCQBABHGaSyephXbaZqAQQxRciD7Yi/9gCgKAVihWX97ee8PVwgiW+5D4omoGSQ2PU0bFd/+py3hyAIgiAI4mwgwYIgZhHyYDsSu56G3Lkj19NPyYZLCQKgKADCw0iHhyF37IBYuQiW9beTcEEQk4g82I7Qi7+AmMmw6w6AcA48K06GqfUypLv3IN2xAwD5WRAEQRAEMXuhlBCCmCUkD76MyGPfRrpzBzs5he6fkP2n8N+BrPneQBuij3+bctkJYpKQB9sRefy7EIMD2m0CAKlhzYwQBcyrNkMQREoNIQiCIAhiVkOCBUHMcJIHX0bowa8gvuU+FnaO3Dz5fPR38c2KAEBRFCS23If4toemsrkEMS+I7ngSUGRNKGSIMK/ePJ3N0pAqWmC++EMAoAmcQAbJttens1kEQRAEQRCnBaWEEMQMRR5sR2zbQ8gMtIHnfxQTKoTSOiAjA6IEQTJCql6CTGAA8tBRCLFxLXWER1ukdj8NebCdUkQI4gyQB9sR3fEkMt27IHBFEAArX/qhGXVNFUsNUaLj09sogiAIgiCI04AEC4KYgfCqA4BSUCaRIzWuPamhZvLgy0jueR7KeJ8uNBzIDLQh+vh3YbvxKzNqg0UQMxl5sB3Rx78LRZHzKoJMv2/FRJhXbYbcuRuKIgMKkO7aRV4WBEEQBEHMGkiwIIgZhDzYjviup5Du3JndEOWJFaciVHBMrZfB1HoZ4tseQmr309AfCCuKjNgrv4L10rtItCCIkyAPtiP68i+ZWAHkRVbMTLECYKkhxiWXIHnwJdWQN4PElvsBYMa2mSAIgiAIgkOCBUHMECY+vWWcTaUPXl4xR7RQgEygD9HHvwPzxR+izQtBTID+2kRBGsjMFSs4xkUXIXXoVU1s4QacUmktiZUEQRAEQcxoyHSTIGYI8V1PaRuKXLFCgHnTnbDf+NWz2lxY1t8O86Y7IUDIqSTCTlypegBBFIOXLi28NmeHWAFwA84Pailh7GcGiV1PT3PLCIIgCIIgTgwJFgQxA4i88XukO3dq5pocqXEtbDf906Rtikytl8G86cMQwMod6qsH0OaFIHKJb3sIkcf+jZUuzbk2Z49YwTG1XgapcW3ObXLnTip1TBAEQRDEjIZSQghimglv/T0y+549ZyZ+ptbLIJXWIvbKr5AJ9AFgezG+eZlNmzCCmArkwXZEtz4IxX+kiOnt7BMrOMyAcxcUJUOpIQRBEARBzApIsCCIaSS+/0XIBWIFpnxDJFW0wHrpXYg+/p28zQuZ8RHzG61Cj8JCKnLECkGc1X4vLDXkQ0hsua8gNcR29aenu3nEDEAebEey7XVkxnqhxMMQLA4maEeCUEQJyMhQTHYYJBFCMgLB4oBUUoP4uisBc/V0N58gCIKYg5BgQRDTROzNB5Ha80yBWGFctfmcbIiKb15ItCDmJ/JgOxJqhZ5ipYTPxvR2JmFqvQzp7j1Id+zQbqPoqvmNXqTIDLTlZj+pv+QXrFIAKOoNmYE29B1+FbYbqEw2QRAEMfmQYEEQ00B820NI7XmmYGNkXLVZq+hxLuCbF1ndvJBoQcxH8quA5IsV5/q6nGooNYTgJA++jMSW+6FwZSK//wtFn1ZIhspkEwRBEFMDmW4SxDkmefBlJHc/XbAwNG+6c1o2ReZVmwFByjPhVKhyCDFvSOx++oQVeuaSWAFko6uoasj8Jr7tIcS33AcFihZBkS/WnQwejaHoymSTkStBEAQxmczYCIuxsTH84z/+I7q6umAymdDQ0IBvfetbKC0tne6mEcQZIw+2I/HaA0UjK6YrmkGqaIHtxq8gsetppDt3MNFCAEC57cQ8IHnwZZYewXfuKlLjWphXbZ6zp8X50VVQKDVkviAPtiO27SFkBtqKRhRpOMogOtiaS4mHAdXDQrA4AACZ8CiE8LBWJhvIlsmmaB2CIAhispixgoUgCPjYxz6G9evXAwC+//3v4z/+4z/wne98Z5pbRhBnTmLX0ywMW8juj2ZCuLlU0QLb1Z9G9Pkfa7ntVDmEmOvIg+2IFwiIs7cKyOliXrUZUZ4aIlA62HzgZOlPYuUiSCU1MC666JQEB5ZS8gCAjCZ2K8hQeghBEAQxaczYlBCPx6OJFQCwevVq9PX1TWOLCOLsSB58GanOHTkmZlLD2mkXK/SYV22GIIh5JpyUGkLMTeK7ngR0AuJ8EisAfWqIQNf8PEAebEfwL/8DJVOY/iRWLoLtpn+G/cavwrLpw6csNJhaL4Ptpq/CWFabjVDS0kO+S/2IIAiCOGtmrGChJ5PJ4He/+x2uuOKK6W4KQZwRvFRibkUQEebVm6ezWQXwDQyg97Og3HZi7pE8+DLSnbvyBMQ180as4JhaL4N504eZWEHX/Jwlvu0hRB77N0ihwYL7jKs2w37jV884GkKqaIHvuk9mxW5BFb8UmfoRQRAEcdYIiqIoJ3/Y9PLNb34Tg4OD+OlPfwpRnBUaC0FoxHsOo++Bf4aSyWTFCkFA2TV/C9faK6e1bRMx8IfvI9L2ls6UT0DZtTO3vQRxOsR7DqPn/n+GoOivSRHVH/o3WGoXT2vbpgu65ucm8Z7DGP7Lb5DoOVgkBWRyv+Pgjhcw/Mx/ayaePGrHtmgdPBtvnrfXFkEQBHF2zFgPC873v/99dHZ24p577jltsWJkJIxMZsbrMeccn88Jvz803c2YF8iD7Qi9+EuIGb1vhQDzxR9Gom7DzP0eWq+CcOSdnLKHw8/ci6ipbMbkJFM/Js6UoWd+B4terIAA88UfQshcjdA57lMzph/PgmueOD14ZB+gFClXKsJ88YcmbR7y+ZxI1G2AeVNcK5PKRYto21uIHtkO241fob5EzGhmzHhMEGfBbOzHoijA63VMeP+MFix++MMfYt++fbj33nthMpmmuzkEcVpwczNRkbXbZkvYOU8NSWy5T1c8gaqGELMbebAdwbcfh3lwb25FkFlwTU41Odc8VQqa9TCx4r6sUJHnV2FZf/uUiAf8OtKLFgAANT2E+hJBzG/kwXYk215HZqxXqz4kSEYYl1wy7+dhYmJmrGBx5MgR3HPPPWhsbMQdd9wBAKitrcXdd989zS0jiFMjvutJKAozN8MM9q2YCF72kKqGEHMBLiBKqoCY3b/NnmtyqqFrfm4QfeNBpPc+U7QKyLmoSlVMtKC+RBBEfNtDSO4u7msj+48huf8vMFS0nHKVImL+MGMFi4ULF+Lw4cPT3QyCOCMS+19CunMXhGx4AlgFgg/NqkHYvGozZF72EFT2kJi9xHc9VURAnH3X5FRT9Jp/7TeQSmvpc5rhyIPtCL/+IIThI0X9Ks5lBZziogXNHwQxH0kefBmJHU9AiYwUFVIBZvqcGe1GarQbqYMvz6uKXcTJIQdLgphkYm8+iMTr+RVBZme5RCp7SMwFEgdeQrpzp1YRhDE7r8mpJuea51VDFBnJttenu2nECUgefBmRx74NwV8oVkiNa2G76Z/OeV/PqUAD5IgWyYMvn9O2EARx7pEH2xF5/DuIb7kPSjgrVuS7C+qrC7HfFSS23If4tofOcYuJmcqMjbAgiNlIfNtDSO3JD8Wd3Ruj7EnZfbpFJ+W2E7MDebAd8dcemBMC4rmCfy7xLfdDUVWL9KFXIVOY7oxDHmxHYtdTSHXuzOvjjHORAnIieJqRrKYZUaQFQcwP4tseQmr300ycyBubBABwlkOQDFDkNITQENSHgVvuKABSu5+GPNg+ZZ47xOyBBAuCmCSSB19GYvfTBYvGubAxys9tBygfmZj5yIPtCLzwPzAqCokVp4mp9TKku/Yg3bmDLR7JNHHGkTz4cjblYgaKFRzzqs2Idu4GFLkgUo9SjQhibiEPtiO+7SHIA21FTX+BwrGJCa9PQ+7M+idp3jcDbYg+/h2YL/4QzdvzGEoJIYhJgJePy180GldtnjMDrHnVZgiCSKG9xKyAh8gbI4NUEeQMEW1uXZWHrEhJTD+8CoiiMH+IQr+KO2eEWAGwNCPbjV+B1LAWALKpRmqkHkEQc4PkwZcRfezbOWKFPv1DrFwE203/XDA2SRUtsF39adhu+meIlYty0siYYJ6h9eY8hwQLgjhLsuXjlAKxYqYsGCeDbG475SMTMxueBsKvSaoIcmYYF10EcJFSoOt9psAF8mLmddPlV3Ey+IbE0LhWuyBZ5ZAdlKdOELMcebAd0ed+XFREFZAVKuw3fvWEEVVSRQvsN34VxlWbtbUmFzjJ12J+QykhBHEWaCWa8k3OGtbOKbGCQ/nIxExHHmxH9KVfAkpGO91hlUFEmC+miiCnAxcpc/1r6HqfLuTBdsR3Pol01y4tmi9biGp2pDoVVqFheeoA5uScSRBzHU1AhTJppZQt62+HsXEtYq/8CkqgDwBovJjnkGBBEGdA0Rw9jiDN6VPcnHxkRX/ySvnIxPQiD7Yj+vh3oSiytpMTAAiealgvvYv65hlAIuX0w/O702p+tz71cLb17+IiGNuEiK5y6k8EMYsoOLSbxFLKUkULrJfehejj383zv2HjRWZ8AOZVm2fFuEecPZQSQhCnCd8UFRMrpMa1LFd3Dg+gOfnIAuUjEzOH6I4noShyXk6/OGs2czMV86rNgCAByA/PpfLGUwkPs4489m9MrFA/+3yBfLb1b1PrZTkh3/wnpRsRxOxAHmxH6NFvF40wBiYvNY2vN/N9LRQAcscOthanOWheQIIFQZwG8mA7Qi/+osimiIW92a769KxaOJ4pE+cjkykfce6RB9sRevq/kOnelVfgXYB5E6WBnC0kUp574tseOrFQgdktkFvW315EtCARjCBmOnxsUgaPFBErmOHvZK6Fi/la8D+pKDJir/yKxox5AAkWBHGK8KoDYnAgb1M09ww2T5WilUNe+w1NHsQ5Qx5sR+SJ70Lp2ZVXpWd25PTPFiYUKbt20fU+yUTf+H325BKFQsVUbAqmA8v622HedCcAEsEIYjYQ0Y9NQu7YxIw1p87wl48XAoTsElwBMoE+RJ/4Hs1DcxxBURTl5A+bnXz7V29iLJiY7mbMOIwmCamkPN3NmFXIiSiU0W4ASn45aQjuSog2zzS0amaQiQagjA/khOqJTh9Eh3dK/y71YwIAUuN+CNGRWXtdzrZ+rKRiyAx3QVHHwnN1vc8XouEQTKFeACg4TQQAWJwQHaUQjNZpaN3EnE0/lsd6ocRDuvcrQCyrn3HvkZj7zLbx+FySjIYhjvcAQOF86/BCdPrOSTvy15wAzUP5zMZ+XOIy45/u2jDh/RRhQRAnIZ6UMTYaQKFYIcyaTdFUIto8ENyVmuqtQEDGYJnuZhHzgHAshf4Q63NZ5Z2uy6lEMFohuCtyrvekYJ7uZs16UnIGvcMRhALjALILcQEADGYINg/EsgZIJTVzbiMvOkq1/sQj9ZREdLqbRRCESiCcQGAsd2wCAJhsEMsazplYARRbc7J5KCIbz1kbiHPPnK4S8ombliOTmbMBJGeMz+eE3x+a7mbMeDKKguff6sbDrxzFUkcSd5legphJAxAgNa4md+I85MF2jLbvwS/elpE2WPAP71sFo0Gasr9H/Xj+oigKnnurG394qR31FaX41GV1sPS8DQGAcdFFs+q6nK39WB5sR7RzP361PYOOpIiv3bEUpS4SKk+XVDqD597qwpNbOwAAt51XgjWdTwByCoAA46prYVl/67S28VQ4236cPJhC4rXfQFEySCkiDi36CC66fO0ktpAgTs5sHY+nimg8hfueOYTD3QFcXifhpvhLEHLGppunrW3yYDuSba9DljN4pLcCL3VncP1yN27Z1AShMI9uXjEb+7Eonvg7m9OCBUGcKeORJH755AHsOz6KNQvL8JHNF8MaXIl03yEYqpfMqg3RuUKqaIGvogVX+/z46Z/24tdPH8Lf3LB03k8cxOSSljN44NnDeG1vP85f7MNHr18Ks1ECFiyd7qbNK6SKFjgrWnDrgjC+/Zvt+PHDe/CVD5wHs2nqRMq5xr7jI/jt820YHIvhvEU+3PGuhfC6LZAHq+bdXGNqvQxSaS1SfQfxzBETnt+WhL1uGKtbyqa7aQQxLzneH8TPH92H0WACt13WjGvW10MZWjRjxiapogVWtQ1/JWeQfu4wntzaieHxOD5ybSuMBkoimEvMaQ+LkZEwRVgUYTYqb+eSw11j+Plj+xFLpHHHFS24bE0NbbpPk6fe6MDDrxzDDRc24pZLmqbkb1A/nn8Eo0n87E970dYzjhsvasSNFy+AOMuvzbnQj3e3D+PHD+/B2oU+/N0ty2f9dzLV9I9E8PArx7CjzY+KEis+cOUiLG+a3bnXk9mPE0kZ3/vtDgyMRfGPf7UGC6pck/K6BHEy5sJ4fLYoioKXdvbi9385ApfdhE/ctBwtNe7pbtZJURQFT77RiUdePYYl9R586j0rYLfMzzSR2diPRVGA1+uY8H4SLOYhs7EjnwsURcGzb3Xh4ZePobzEik/evBy15RNfPMTEKIqC+545hC17+vHR61px0YqqSf8b1I/nF73+MH70xz0IhJO467ol2LC0crqbNCnMlX78/Ftd+P2L7bhuYwNuvbR5upszIxkZj+Ox14/j9b39MBklXLehAVevq58TJ4GT3Y/HQgl893+3IxpP4/N3rCbRgjgnzJXx+EyJJdK4/9lDeOvgEFY0efE3NyyFwzq7Nv1v7B/Ar546iPISKz733lUo88wtz59TYTb245MJFpQSQhAAIvEUfvXUQew8MozzF/vwkc2tsJrp8jhTBEHAB69ejOHxOO575hCcNiNWNlNoL3Fm7Dk6gnse2wezUcKXPrAGzdUz/7RnvnHlBXXoG4niqTc6Ue6xYtOq6ulu0owhFE3iqTc68eKOXgAKrjy/Dps3NsBlM01302YsJU4z/vH9a/Dv/7cT//H7XfiH962i654gppBefxh3P7IPg2NR3HJJE67b2DAro+U2LqtEqdOMnzy8F//2m+34zG0rSfCcA1CExTxkNipvU0l77zj++7H9CIQTeO/lLbjy/FpKAZkkovE0fvC7negdjuDTt63A8gWTF/ZM/XjuoygKXninBw++eAR1Pgc+fdvKOWfsOJf6cVrO4Ed/3IMDHaP4xE3LccGS8ulu0rQSjCbx3FtdeHF7L5JpGRetqMJNFy2A1z23+jAwdf14ZDyOf//dDoRjKXzmtlVYVOeZ9L9BEJy5NB6fDlv39eOB5w7DYjLgb29chtaGkulu0lnTNxzBf/1hN4KRJD6yuRXrl1ZMd5POGbOxH1NKCAkWBczGjjwVBCNJ/OnVo9iyux9etwWfuGk5mqpJhZ1swrEUfvC7nRgYjeLvbl4+aSZq1I/nNpmMgv/7cxte3NGL8xb58LHrl85JQ8e51o8TSRn/30O7cKwviE/eshxrFp67cnczhWAkiWff6sJLO3qRTMlYt7QCN17UiCqvfbqbNmVMZT8eDcbxg9/vwlgwjv/3nhWz3u+DmLnMtfH4ZETjafzfn9uwdd8AFtV58ImblsHjmDtlqscjSfzskb040jOOzRsa8J5Lmk5ajWIuMBv7MQkWJFgUMBs78mSSljP48zs9eGLrcSRTGbzrvFrceNEC2CyUAjJVBKNJ/PCh3egaCOG9l7fg6nV1Zx3FMt/78VwmmZJx7xMHsKPNj2vW1+O2y5pnZWjqqTAX+3E0nsZ/PrgTXYNhfPS6VmxYNjf8Rk5GKJrEM2924cWdPUilM1i/tAI3XDi3hQrOVPfjYCSJ/+/BXegdjuBvb1yG8+d59A4xNczF8XgiDnWO4ZdPHcBYKInrNjbgxosbIYmz308nn7Scwf+90IaXd/VhRZMXf3vjUtjmuBnnbOzHJFiQYFHAbOzIk0EqLeON/YN45s1ODI7FsLLZi/dd0TIvFpMzgURKxi+fOoh3Dg3hvEU+fPCaxWeVwz1f+/FcJxxL4cd/3IOjveO4490LceX5ddPdpCllrvbjWCKNH/9xD9q6A/jAVYtwxdra6W7SlBGNp/H82114/u1uJFIyNiytwPXzRKjgnIt+HI2n8F9/2IOjfeO489ol2LSSfFKIyWWujsd6UmkZf3r1GJ5/qxu+Eiv+5vqlaJ4FVUDOlpd39uK3L7ShzGPFp29dMafH59nYj0mwIMGigNnYkc+G/pEIXtvTj9f29iMUTaGu3IFbL23GymYKKz3XKIqCZ7d14ZEtx2A1G/DBqxbjvMW+M4q2mG/9eD7gD8Tww4d2Y3g8jo/fsHRenKLO5X6cTMm457H92NU+jGs31OM9lzTNqRO8RErGizt68PQbnYjE0zh/sQ83b2pCddncXQhPxLnqx4mkjJ8+shf7j4/ijnctxFUXzG1Bkzi3zOXxOJNR8Mb+ATz++nH4A3FcvqYGt1/eMidTLSeirTuAnz2yFyk5g7+5YdmkpSjPNGZjPybBggSLAmZjRz5d4sk03j40hC17+tHeMw5RELCqxYt3n1+HJfUeMtWcZnqGwvjFUwfQNRjGmoVl+MCVi07bTHE+9OP5ROdACD/8w27IcgZ/f+vKeWOuN9f7sT4ct7WhBB+/cRnc9tldHSMtZ/Dq7j48sbUD4+EkVjR58Z5LmtBQ6Zzupk0b57Ifp9IZ3PvEfmw/7Mc16+px2+VzN2WMOLfMtfFYURQMjsWw79gI/ry9B0NjMdRXOPDey1uwrLF0ups3LYwG4/jJw3vRNRjCzbO4GsqJmI39eFYLFsePH8eXv/xlBAIBeDwefP/730djY+MpP58Ei+LMxo58KiiKgqO9QWzZ04e3Dg0hkZRRWWrDppVVuHB5JdxzyEhoLpCWM3jhnW48tuU4BFHAey5pwuVramCQTu0Edq724/nIvmMjuPvRfXBYDPjc7avn1Qn1fOnHr+3px2+ePwyTQcStlzbjktXVs26RKGcy2LpvAE+83oHh8TgW1rpx66XN80ZcOxHnuh/LmQx+/+d2/GVHDzPlvWEpzMb5c1JMTA2zfTxOpGQc6QngWG8QR/uCONY3jkg8DQBoqnbh2vX1WLvozKJa5xLJlIz7nj2EN/cPYlljCT56/dI5ZTY6G/vxrBYsPvShD+HWW2/FTTfdhMceewwPP/wwHnjggVN+PgkWxZmNHflEjEeS2LqvH6/t6Uf/SBRmo4QLWsuxaWUVWmrc835gnun4AzH85rnD2Hd8FF6XGdduaMCmlVUwGk68+Jxr/Xg+klEUPP1GJx7Zcgy1Pgc++95VKHHOnUXDqTCf+nHfcAS/ee4wDncHsKDKhQ9dvXhWRCVkMgq2HRzE468dx+BYDA2VTrznkiYsX1BK84vKdPRjrezxX46gscqFT9+2ctZH7xDTy2wbjxVFQd9wBPuOj2LfsREc7h5HWs5AAFDts6OpyoXmGjeaa9yomUcHAaeCoih4ZXcffv/nIzCbJNx5zRKsXlg2J8b02daPgVksWIyMjODqq6/Gtm3bIEkSZFnG+vXr8fzzz6O09NTCmEiwKM5s7Mj5BCNJ7Djix/bDfhzsGENGUdBS48amlVU4f0k5rGaq+DGbUBQFe4+N4ImtHTjaG4TLZsS61gqsX1aBpipX0QlkLvTj+czAaBT3P3MIh7sDWL+0Andes2Re5dJy5ls/VhSWR/3Qi+0IxVLYtLIat2xaMCMj4DKKgh2H/Xj0tePoG46g1ufALZsWzJlF7WQynf14R5sf9z6+H1azAR++dsmczUsnpp7ZMB5H4ykc6BjDvuMj2HtsFGOhBACgusyO5QtKsXxBKZpr3LQOPkV6hyP478f2o8cfRnONC+9aW4s1i3yzOmJrNvTjfE4mWMzY3tzf34+KigpIEuswkiShvLwc/f39pyxYEHOLsVACO9r82H54CIe7A1AUoLzEimvW1+PC5ZXzKox8riEIAlY2l2FFkxeHugJ4cUcPXt7Vhz9v74HPY8H6pZW4YEk5anz2WRdGTuRyrC+IZ7Z1YsdhP8wmCR/ZvAQXr6iiDeA8QRAEXLi8CqtayvDYa8fx0o5ebDs4iOs2NOCqC+pgmgGLxIyiYPeRYTz62nF0D4VR5bXh725ejvMW+2j8mYGsXeTDP33ofPzPEwfw4z/uwbrWclx1QT0WVDlpXCFmPRlFQedACPuOjWDv8VEc6w0ioyiwmiUsbSzFiiYvli8oPW0fMIJRU2bH1z58Pl7b249n3uzEvU8cgMUkoaXGjRqfHTVlDvg8FjhtJkiSAEkUYJDEgp+iSGPNVDJjIyz27duHL33pS3jqqae02zZv3owf/OAHWLZs2TS2jDhXpNIZHOocxY5DQ9h+aBDH+4IAgLoKBy5cWY2LVlajcYLTd2L2E4ml8Oa+fryyowe7j/iRUQC71YiGSidqfA5UldlR43OgxudAZZl9VqvhcxlFUdDRH8TWPf14c18/OvqDsFsM2HzRAtxwcRNKaJE1r+n1h3Hfk/vx5r4BlHms+NDmVlyyphbSNCz+EikZL73TjcdePYqeoTCqyuz4q6sWT1t7iNMjlZbx4AtteHzLUcQSMpqq3bhwVRU2LKtCfSWJF8TsIRBKYGfbEHYcGsKOw0MIRpIAgJY6D85bXI41i8uxuKHklD2/iFMjk1Gw79gwXtnRi/aeALoHQ0ilM6f0XEEAJFGEy25Cjc+Bap8d1WUO1PjsqPY5UOm1w2ig7+tMmbGCBaWETB0zMVQoGk9hcCyG/pEIjveHcLw/iK7BENKyAkkU0FLjxvKmUqxe6KM8vHnIeDiBPcdGcKwviP7hCAbGYtoEDgACgFKXGRWlNvavxIbKUis8DjMMkgiDJEAS2U9RFLSFqyCw5wIC+78ACBA0Ff1sF7gZRYEsZ5BKK0hnMkinM0jLGaRlBWk5g5ScgSwryGQU9W8ytd5ikmA1G2A1G2blBBeMJnGocwwHOsZwoGMUw+NxCAKwsNaD8xf7cNGKKgpXVZmJ4/F0cKhzDL9/8Qi6BsMoc1tw5fl1WL+0Aq4p9iRIpmS0dQfw1qEh7DjsRzSRRkOFE1etq8O61vI5VYZ1KplJ/TiWSOON/QN4Y98AjqoHHU6bEYvqPFhc58GiOg9qyx0ULUMUMF1eLMPjcbT3jqO9dxxHe8bRNRQGALhsRixb4MWKplIsXVAKl408Ws4lciaD4UAc/vEYIrE05Axbs6UzbG2XlpWC24KRJAbGohgcjSEcS2mvJQiAz21FpVddo3ptqCyxotJrh8dhmlRBdSaNx6fKrPWwAIAPfvCDuO222zTTzT/+8Y/4zW9+c8rPJ8GiOBN15LScQSIlI5GU2U/t/xnImQwyGQVyRtF+6v/PfyqKgozCfs8oUH+yf0oGSKZlxBJpxBL8Zxpj4QRC0exFbTKKaKx0oanahZYaN1obSmhzQxRgd1qw/8gQBkajGBqNqRNEFAOjMcQS6Un5G/qQPy5icFGB/64ATIDQxIisICFPwvhjkETYzBKsFiMcVgMcFiMcNiOcVhMcNiMc1uw/p80Iu9UIh8V4zsITg9EkugZD6BoMo2swhM7BMAZHowAAq9mAJfUerGopw+qWsinffM5GZuPCYqrIKAp2tvnx3NvdaO8ZZyJXjRurF/qwsM6NhgrnWZ8oJlIyOgdCaOsO4GDnGI70MJM6i0nCmoVl2LSyGoup9PVpM1P78Vgogb3HRtDWHcDhrgBGgnEAbGxqqHCgsdKFxionGiqd8HmsJGLMYhIpGaFIEsFoCqFoEuFYCvFkdi0rZxQIAiAKgnoaLsBiMsBilmA1sQOC6koX4tEEbBYjbGbppObfp0MqLSMQTmIslMDgWBS9/gh6/WF0+yPaAYzZJKGpyoUl9R6saPaivsJJfXIWE46lMKhbm7Kf7PekLnLDbJRQXsIO2TwOE/vp1P3fYYbDajjl/jhTx+MTMasFi6NHj+LLX/4ygsEgXC4Xvv/976OpqemUnz9fBYtESkYwktT+jfOfUfYznsogHEnmiRLypGyuiiEKAkSR/TQaRO3k2Go2wGqS4HaYtFPxilJ2Mk6nWsTJmGhAVhQFoVgKAyNRBCNJVVzjSjhTwBUAUKD+VKCwH1CgQFGgPU7OKJoAob9N+yezCcdoELVIDvYz+3v2vuz9RoMISRRhNLDfBUHIqvSygkQqV9SLJdKIJtIIx1IIR1MIxVIIx1IThioKAGwWAxw2ExxWAxM3rMYcgcOZ97tdJ3IoCnvfsYSMeDKNeFJGKJrSxpPRUBx9wxH0+iMY10W6eF0W1Fc4sKDKhdbGEjRWOulaPgmzcWFxLugeCmP74SHsPDKMbvW00WgQUetzoMxtgddlgcdphtPGhDqnleUXA0woj8bTCMVSGA8n4A/EMTQWxVAghsHRGDLqsqeu3IHWhhIsbSxBa0PJpG5O5huzpR8Pj8fQ1h1Ae884OgZC6PGHkZZZfzAZRFSW2lBVZkeV14Zqrx1VZXZUlFgp9H4aSKRkhKJJhKIp9V8y52cwmsz5fzJ14tB9SRTYPK/O+aeCQRJgU9erZqMEk1GCySjCZMj+lCSBHc6pB3RyRkE8KSOeSCOWzM7jvLwox2gQUV1mR63PjqZqN5qrXaj1OcgLYR6QURQEQgkMqALGwGgU/rEYApEkAuEEgpEkiu3OTQaRHUpZjbBbDOyn+rvJwHw0RFFATYULy+rds2r9NasFi7NlrggWqTTbLIRjukFb/X84lkJIJ0YEI0nEk3LR17FbDHDZTSh1WyEJgMXEBl+LUYI57/9mI/8nwmSUtFNmURQKfoqiAFFQf1fFCUHI3k4QU8FsWSBPJYmUjLA6DoRjKYRiyZzfw7pxgv8/LU+8qNNfr5kTTA1mo4Qqr00zpGqocKCuwgmH1Tip728+QP345IyFEjiqhkt3D4UxGkpgNBg/5dxik1FEuccKn8eKGp8dTVVuNNW4KLx6Epmt/TgtZ9Drj6BzMIS+4Qj6R6LoG45okRgAGxfLS6woL7HC57bC57HAp/anUpcFVrNEETknIaOoIqJedODzUzSFcEz/O3tMcoLr2yAJcNpMcNlMqmDJfrrsJjitRjjt7D6HzQiLup41GcSc70iZQFgwWowYGAohGk8XHBgkUywKOZmWkUplkEhnkErLWuqyKLC1ryQKsKgHchaTAVYzS/F0q6fnJQ4zyjxWlHusJE4QRZEzGQQjKQTCCQTCCYxHkoio67hITD28iqcQian/4umcQ2eLScL/3979x1RZ/n8cfx04HFCCT4aGGJlmG8u2HKv0Y0IW/ogBB9TK7Wu1GSzactoqy8ZSo9VmlmumVrK1MnOt1LRcztzKQtQUSovVVxo/GpSYv0IR6JzDOffnj/OjQx0TiBvOgedjO7vPuc99bq63e3uf+36f67ruFx/+b0TdJp6CRQQVLL489qtqfznvu7DwHdQ7XHJcogBhscjXDdymRN/BOjHepv/8ben9Fcr/C0GknlgAwcjjnjMMQ06XR60dTrV1dAYKHK2+Lz2PYQSq+nG+ky3/0n9CmDjcxgl6HyKPe8cwDLUFXQBd7HB1+b6P9/Ui8l68xJCvJhtseexwunXyXLtOnG3TiTNtOnm2XafPd+h0S4c6HF3PyfwX0MEXz8Ns3vmHgh82a7T3eXTo9Vb/usCdB3xDEP/lnEqG77juPb57h+t651byPdx/LjuDXne6jcAF+V+3Dd7O5RsOGXofHrX90amL7a5LFsFjbdHe/6vDY3TFMNufvaaG2wJDHQNFieE2xdnM+/4ZbHmMocFfgPMvk69O1PmW9oFuVo9E7G1Nh6LK/z+lU7+3Bw7YyVcNV4LvuX/MevCBfHisleosgG6zWCzeHlS2YRr5n4FuDdB7FoslMJwpJWmgW4PBJtYWretGe+e2COYvlJ1u8RYvzl1wdOk1cKHdpd/Otft+ifdevPfVcFv/3ElWXxHDIsnjG+LgCSpIGL75w3o6/KG7LJJiYryFFWtwAca39M67ZFVMvO95nDUwbCu4+OAvRjAUC/h3LBZvgVOSYqSwuD14X6NgEUae+r/0gW4CAAAAQggulI1PSezWZ9yeoN4MnV17Njhd7i49FZwujzp98xkFz6PkXXadj8nbnj8nkYyyWALPLf7hub47YPnvjuUftmCNjlJMtKVLrw7/8q/rrEE9QvzDg+mxBKA/UbAAAAAATBAdFaVoW5TimDIFAHplUBcsGC5xafzbYDAgjzEYkMcYDMhjDAbkMQaDSMvjy7V3UE+6CQAAAAAAIlPk3KAVAAAAAAAMGRQsAAAAAABA2KFgAQAAAAAAwg4FCwAAAAAAEHYoWAAAAAAAgLBDwQIAAAAAAIQdChYAAAAAACDsULAAAAAAAABhh4IFAAAAAAAIOxQsItz69euVlpamn3766bLrHQ6HVq5cqdmzZ8tut2v58uUh9+l2u1VaWqqZM2dq1qxZ2rp1q6kxAJI5ubxhwwbl5uYqPz9f8+bN0/79+02NATAjj/3q6+s1adIkvfTSS6a0HfAzK493794tu92uvLw82e12nTlzxrQYADPy+OzZsyouLpbdbld2draee+45dXZ2mhoHhrbu5vEvv/yigoKCwCMrK0uTJ08Ouc9Iu9azDnQD0Hs//PCDjh07pjFjxnRr/csvv6zY2Fh99tlnslgslzxR2LVrlxobG7V37161tLRozpw5mjp1qlJTU02LBUObWbl88803q7CwUMOGDdPx48f1wAMPqKKiQnFxcabFgqHLrDyWvCcXK1eu1MyZM01pO+BnVh5XV1dr/fr12rRpk0aNGqXW1lbZbDbT4sDQZlYev/nmm5owYYLKysrkcrm0YMEC7d27Vzk5OabFgqGrJ3mcmpqqjz/+OPD6xRdflNvtDrnfSLvWo4dFhHI6nXr++ee1cuVKWSyWy65va2vTzp079dhjjwXWjxw5MuS+d+/erfvuu09RUVG66qqrNHPmTO3Zs8fcgDBkmZnLmZmZGjZsmCQpLS1NhmGopaXFvGAwZJmZx5JUVlamO++8U+PGjTMtBsDMPH7nnXdUWFioUaNGSZISEhIUGxtrYjQYqszMY4vFora2Nnk8HjmdTrlcLiUnJ5sbEIaknubxXz+7a9cu3XPPPSHfj7RrPQoWEWrt2rXKz8/Xtdde2631TU1NuvLKK7V+/XrNmzdPDz74oKqqqkLuu7m5uUvFLiUlRSdPnuz7IACZm8vBdu7cqbFjx2r06NF92n5AMjePjx8/roqKCi1cuNCs5gOSzM3juro6NTU16f7779fcuXP1+uuvyzAM02LB0GVmHj/66KNqaGhQRkZG4HHLLbeYFguGrp7mcbAvvvhCycnJuummm0K+H2nXehQsItDRo0dVXV2tBQsWdGu9JHV2dqqpqUkTJ07URx99pKVLl2rx4sW6ePFifzUb+Jv+yuUjR45o7dq1WrNmTZ/HAJiZxy6XS8uXL1dpaamio6NNjQNDm9nHY7fbrZqaGr399tvavHmzysvLu3RfBvqC2Xm8Z88epaWlqaKiQuXl5aqqqgrrX6YRmXqTx8G2b99+yd4VkYiCRQSqrKxUfX29ZsyYoaysLJ08eVJFRUU6cOBAyPUVFRUaM2aMrFar8vLyJEmTJk3SiBEj1NDQ8Lf9p6Sk6MSJE4HXzc3N/CoNU5idy5L34P7UU09pw4YNuv766/szPAwRZubx6dOn1djYqOLiYmVlZWnTpk368MMPLztBJ9BTZh+Px4wZo+zsbNlsNl1xxRWaMWOGvv/++/4OE4Oc2Xn83nvvKT8/X1FRUUpISFBWVpYOHz7c32FikOtNHvv99ttvqqyslN1uv+T+I+5az0DEu+uuu4yamprLrn/ooYeM/fv3G4ZhGPX19cbkyZON8+fP/+1z27dvNwoLCw23222cPXvWyMzMNBobG80LAPDp61z+7rvvjOnTpxvHjh0zr9HAX/R1Hgd77bXXjFWrVvVtg4EQ+jqPP/nkE+PJJ580PB6P4XQ6jcLCQuODDz4wLwDA6Ps8fuSRR4x169YZhmEYDofDWLhwobFlyxaTWg94dTePDcMw3njjDWPJkiX/uL9Iu9ajh8UQUlpaqo0bN8put+uJJ57Q6tWrlZiYKEl6+OGHVV1dLUkqKChQamqqZs+erfnz52vRokX/OE4K6G/dzeXS0lL98ccfWrFiReA2TzU1NQPZdCCgu3kMhLPu5nFubq6SkpKUk5OjOXPm6IYbbtC99947kE0HArqbxyUlJfrmm29kt9s1Z84cjRs3TvPnzx/IpgNd7NixI+RwkEi+1rMYBjMeAQAAAACA8EIPCwAAAAAAEHYoWAAAAAAAgLBDwQIAAAAAAIQdChYAAAAAACDsULAAAAAAAABhh4IFAADoF7m5uTp8+HC//K3a2lrNmzfvstu9++67euWVV/qhRQAAoKe4rSkAAOgT6enpgecdHR2y2WyKjo6WJJWWlio/P7/f2rJ48WJlZ2crNzf3H7dzOByaNWuWduzYoaSkpH5qHQAA6A4KFgAAoM9lZWXphRde0O23397vf/vUqVPKy8vT/v37FRsbe9ntn332WY0fP15FRUX90DoAANBdDAkBAAD9IisrSwcPHpQkrVu3TkuWLNHSpUuVnp4uu92uhoYGbdy4UVOnTtX06dNVUVER+Gxra6tKSkqUkZGhzMxMvfrqq3K73SH/zsGDBzVx4sQuxYqysjJlZmYqPT1dd999tw4dOhR4b/Lkyfryyy/NCRoAAPQaBQsAADAg9u3bp4KCAlVWVurGG29UUVGRPB6PysvLtWjRIq1YsSKw7bJly2S1WrV3717t3LlTBw4c0NatW0Put6amRuPHjw+8rq+v15YtW7Rt2zYdPXpUb731lq655prA+xMmTFBNTY15gQIAgF6hYAEAAAbErbfeqszMTFmtVmVnZ+v3339XcXGxYmJilJOTo19//VUXLlzQmTNnVF5erpKSEg0fPlxJSUlauHChPv3005D7bW1tVXx8fOB1dHS0nE6n6urq5HK5lJqaqrFjxwbej4+PV2trq+nxAgCAnrEOdAMAAMDQFDzJZVxcnEaMGBGYpDMuLk6S1N7erlOnTqmzs1MZGRmB7T0ej1JSUkLuNzExUW1tbYHX1113nUpKSrRu3TrV1tYqIyNDzzzzjJKTkyVJbW1tSkhI6PP4AADAv0MPCwAAENZGjx4tm82mr7/+WlVVVaqqqtK33357yR4WaWlp+vnnn7uss9vtev/997Vv3z5ZLJYutzKtq6tTWlqamSEAAIBeoGABAADC2tVXX61p06Zp1apVunjxojwejxobG3XkyJGQ20+bNk0//vijHA6HJO8cFocOHZLT6ZTNZlNsbGygJ4ckVVZW6o477uiXWAAAQPdRsAAAAGFv9erVcrlcysnJ0W233aYlS5bo9OnTIbcdOXKkpkyZos8//1yS5HQ6tWbNGk2ZMkUZGRk6d+6cHn/8cUmSw+HQV199pblz5/ZbLAAAoHsshmEYA90IAACAvlRbW6tly5Zp27Ztslgsl9xu8+bNam5u1tNPP92PrQMAAN1BwQIAAAAAAIQdhoQAAAAAAICwQ8ECAAAAAACEHQoWAAAAAAAg7FCwAAAAAAAAYYeCBQAAAAAACDsULAAAAAAAQNihYAEAAAAAAMIOBQsAAAAAABB2/gcNklwdh3lpaAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1080x360 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"low_thres = 1\n",
"high_thres = 10\n",
"\n",
"nSS2 = nSS.threshold(low_thres, method='above')\n",
"nSS3 = nSS2.threshold(high_thres, method='below')\n",
"\n",
"figure(figsize=(15,5))\n",
"subplot(311)\n",
"plot(lfpsleep.restrict(ex_ep).as_units('s'))\n",
"subplot(312)\n",
"plot(signal.restrict(ex_ep).as_units('s'))\n",
"subplot(313)\n",
"plot(nSS.restrict(ex_ep).as_units('s'))\n",
"plot(nSS3.restrict(ex_ep).as_units('s'), '.')\n",
"axhline(low_thres)\n",
"xlabel(\"Time (s)\")\n",
"tight_layout()\n",
"show()"
]
},
{
"cell_type": "markdown",
"id": "dbb7813b",
"metadata": {},
"source": [
"The ripples epochs are contained in the time support of nSS3. Now we can exclude ripple events that are too long or too shorts."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "bac355f6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" start end\n",
"0 0.7360 0.8116\n",
"1 0.8876 0.9580\n",
"2 1.0332 1.1196\n",
"3 1.6436 1.7172\n",
"4 1.7804 1.8444\n",
".. ... ...\n",
"612 595.0156 595.0476\n",
"613 597.2308 597.3140\n",
"614 597.9620 597.9892\n",
"615 598.4604 598.5268\n",
"616 599.6500 599.7384\n",
"\n",
"[617 rows x 2 columns]\n"
]
}
],
"source": [
"minRipLen = 20 # ms\n",
"maxRipLen = 200 # ms\n",
"\n",
"rip_ep = nSS3.time_support\n",
"rip_ep = rip_ep.drop_short_intervals(minRipLen, time_units = 'ms')\n",
"rip_ep = rip_ep.drop_long_intervals(maxRipLen, time_units = 'ms')\n",
"\n",
"print(rip_ep)"
]
},
{
"cell_type": "markdown",
"id": "e342b755",
"metadata": {},
"source": [
"Final step is to merge ripples that are closer together than a given threshold"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "8b1dc551",
"metadata": {},
"outputs": [],
"source": [
"minInterRippleInterval = 20 # ms\n",
"rip_ep = rip_ep.merge_close_intervals(minInterRippleInterval, time_units = 'ms')\n",
"rip_ep = rip_ep.reset_index(drop=True)"
]
},
{
"cell_type": "markdown",
"id": "cff6c8b8",
"metadata": {},
"source": [
"Here I defined the center of the ripples as the time of the maximum value in the normalized square signal"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d6ba53ad",
"metadata": {},
"outputs": [
{
"data": {
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Z4fH6+fz34fLlCYIIP719TtS2mbGiYOToCo64KBUuXZSCL0+34bMjTWFsHREu3B4f/H4GR8q6IJeJsXhWPNRKGW69LBcdBjsqm4xT3USeikBb8tOjgl6fkxEFkQgoqaPU2oG06K1D/obFtT3432cVEItF+P7N8/G9m+bj8sWpyM+IxgMb50KnkeNPr53A58fGNzalxaXwQ4IFcV7CMAxO13Zjfk4Mbrt8FowWF05Vd6Op04JDJR0TLl58eaYdbT02LJw1uWXNHv/uajz+3dXQKNnsrelsutmityAjYfjoE4VcgosXsGXiTFaqnsCx/VgzDH1OfGvTPNxzVT6yk3Xw+Rl8eaadTBvPM8oae+H2+LEkLx7ROgXaemz4+zun+dUbvdHBV/4hhuZQSQd+8+JRbDvcSINBYszsOdmKv719GqX1BjQNWI0+Wt4FAFg+BsECAO7dkI/lcxKw5WADuoxkHn2+4PH68e4XNfj+EwfwwON7sb+4HcvnJEARMDNfmhcPjVKKA2c7pril/RRVshFAMYHFKo4ItRz56VEoqtTTfVFAY2cfHv7fcTz+9mmYB4wtvzzThqc/KkFGQgQevX/FoHF8jE6JR+9fgcRoFQ6VduBIaSfe2FkFi3101Vhe+7wS3/nHPjhc3mkles00yMOCOC/p7LWjt8+F61ZnYUFOLBJj1HhuSxnEIhH8DIMWvRUmqwuLZsdh1dzQngpj4USlHmnxGly+JHUCWj96hLmyUokY9hFSQl7ZXgGD2Ymf3bk43E0Los/mhqHPhXWJQ6eDcKwpTMLnx5pxts6ASxamTELrpjd+hsHeU61Ymh+PWQF/lN99bRnMVhd+8vQhlDf2In0EIYiYPhwr74JWJUN+RhQ0KinMVje/WhYfpUS3yYnPjzdj05qsqW3oNEZvtOPVz6vg9fnx0f56KOWSC8b3hmEYiMLsxzTTqW4x4c1d1QD6V6rvXDcbVy1Ph8/vx5en25CfHoXE6JHNr4WIRCLctX42ztYZ8MHeOjx48/wJb/t46TLa8cxHpbC7PPj29fOGLdVqtLhgc3qQGqeZ8X2NYRj877MKHCvvwup5ifD4GBgtTty5bja/j0wqwaq5SdhX3A7rKCep4aSr146Gjj7cfvmskNuXFyTi9R1VaOu2IY3GBgBYgYfjJ08fwsULkvHVDfnweP14Z08NZqdF4vs3z4dSHnraq1XJsKYwCR8faMCrn1fC7fVDJBLh7ivzRvzsL8+wZry//e8xGC0u/OPBi3ijVGLioAgL4rzDaHHhk0ONAIB5WdEQi0W456o8iERAfLQKGYla7CxqwfEKPT7eXz9hn5kUqwm7sedwRKhlMA9Tf9vq8GB/cQfKGo2Tqrx7fX5+9TgnRTfi/qlxGkRHKKhaSICWLitsTi9fa50jUqtAdIQCzV2Uqzocx8q7cLSsc0x9/tMjjahuMU14WxwuL05V92BlQSKkEjGyknT42Z2L+O3XrMzEgtxYbD3UGNYUtvOdz4+3AGDwjwcvwsLcWLy3t3ZGRhp5vD50GGz8v3v7nPjRUwex52T4fU5cHl9QpM/5EPHm9vhw8GwH3B7fkPswDIPPjjZBq5Lh8e+sxk9uX4i5WdF4Z08NHn/rFJ54rxg9ZieuClHJajREahW4ZlUGTlZ3h+UeMh4aO/vw/14/id4+J1xuH575qIQ3++WwOjx44ZMy/PHVIvz82UP4/UvHxx3+Ph1hGAbv7KnBt//+JY6W93uafXa0CcfKu3DLpTn45qZ5+N6NhfjNvcugUcqC3n/xgmR4fX7smwYeQ0fKOiECsHJuYsjtS/PiIRIBxyv12FnUggf/tR9bDzdOahunEx6vD6erezAnIwpzMqIgEYtw8GwHTlV343hFF9weP26+NBfqAb/5QDiRzx24L5Y39o742cJxh9HC3kMrmynKIhxQhAVx3tBjduDL0+3YcbwZfj+Da1dlIiGwQjIvKwZP/nAtNEopGjstePmzCrR22yAOuCibbW6U1hsgEgFrCpPH9LkMw6DX4uSNL6eKlDgN2rptQ24vbegXABwuH9TK8F/eTZ0WPPbWKTjdPkjEImQOY7jJIRKJMD8nBscr9HC5fXxY5oVKVXPoXFUAyEyMQFPXzJuoTRR7T7Xi9Z3sSqrH58faBSNH7Hi8fny4jxUyr1yWjk0XZUGrGn4gEwqf3w8RREGeNs1dFnh9fiyY1X+vEIqcKXEaKOUSnK0zoNNgp9WxEFgdHhwq6cCawiRERyjw9esK8PuXjuO5LaX4zb3LJuW+Nlm89GkFjlfo8fSP10KtlKGuvQ9Whwdv7qrGqnmJgyZVE8mPnzqI+CgV/vCNFThZpcczH5fil3ctRn7GyGU+p4qXPq1AUaUePWYHblybM2g7wzB4/8s6nK0z4JZLcxAXpUJclApzs6Lx6eGmwHuduHZVJhYPEIjHwoYVGdh5vAUHz3YgL8R9OxwwDIPiOgOOlnXC5vQiN0WHzl472rpt6DI6EKmR46d3L4SfAf702gn85Y1TuHdDHiI1Cug0cjz90Vm06G2YkxGFq1dkoK7NjI/212P5nAQwYE2BRSIRMhK006paxmjZV9yOnUUtAICPA+fVYbBj84EGrChIwLUjVGbKTIpgF7uON2NF/vj7xrniZxgcLevCnMzoIVfpdRo5CjKjse1wIyRiEXx+Bp8cbMDKuYlIiLrwKti8uasanb123HBxNp/m9cv/HMGrn1fB4/UjOzkCuaNYTJuVFgmVQgKHy4dLFqZgf3E7eswOxOqUQ0YiGQYIgwBQ0WjE6nnnHtlNBDNznvzEjMbh8uLRl4tgc3qhUkjwy7uWIGNA+gE36chO1uEP31iJj/bX49MjjTBaXHjo+SP8alJBZsyowrV8fj+cbh8YBnB7/IiZ4hCv9Hgtdp9shc/vh8vtx+6TLbhiSRp/3hZ7v7+F0eqalIH9W7ur4XSzq13ZKbpRGwqunpeE/cUdKKrU4+IFYxOQZhqVzSYkRKsG5aoCQEaiFsV1PXB5fGTWOACn24vNBxuQnx6FTqMdZQ29oxIseswO/u/dJ1pgc3rwwDjKmT36chHiIlX44a0L+NfaDWxee2pccOWBgsxoVDQZkRitQoSavV6buiwXhGBhtrrw5q5qVDabcNXydGwcIRXmcEkHPF4/rliSBgDQqeX4zvXz8I93z+C1HZX4zg2FQ77X5/ejttWM1HjtuESoyeZ4BRvG3NxlxZzMaHT09AvSNS1mLJodHs8kn98Pl8eH1m4rb0IIsAL0dBUszFYXH/a9+0QrrlmZOUjs/uxoEz4/1ozLl6QGlQ6WiMW4/uJsXH9x9oS0RSGTYF52DEoaDJOSwmN1ePD0h2dR3WpGpEYOnUaOrYcaoVHJkJUUgbz0KGxck8WPa35+5yK8uLUcT7x/Nug4D95UiKX57ISut8+Jh54/gj+8egIeL9sfOL6ybjauHGcEylSgNznw9u4azMuOwWWLUvHMxyU4UtqFA2fboVJIcfeVeaP6jdYUJuOdPTXoMTkQN0UT/xOVeuhNDtwwQl+9ZlUmyhuN8PkZPHT3Evzj3TP45GDDuJ5l5zM+vx8nKruxpjApKCLl69fOweaDDVArpLj3qvxR/f5SiRiPfWcNalpMSE3QYn9xO/7vP0cgl4nx8zsXIzNRi/3FHVg9Lwmt3VZ0GGyI0rLX3A9uno+CrGi8sr0SZ2p74PX5IZVQEsNEQoIFcV5wqrobNqcXD95UiOxkXcjJ3UBS4tRgGNa8zeP1Y01hEg6XdmJ/cXvQw8Dr80MsFgWthDIMgxc+KUdRpR4P37ccABA9is8MJ2kJGnh9fnT1OlDdasLmAw04XqHHnx5YCSDYkNNkcQ2aNE00PWYHalrNuOXSHMzNikFSzOjzgfPSo5Aap8G2I41YOTcBMum5TcYZhsHuE604W2/APVfmIXEMbZlKQtVaF5KZGAGGAVr11vNy1StcuNw+vL27Bha7B7fekoudRS2oaxtdqdxuE7si8qt7lmDzgfGZ5+lNDrR229DabUNbj42/1jp6bFDIJYME0e/dVIiaVjMitQpEqOVQyCRo6rTgovkzW6xzuLz461unYexzIilWjY/216MwJwZZSaFXu/wMg72n2zArNTJIkJ6TGY2Na7Kw5WADLlnYi7lZMYPea3N68OQHZ1HbasbKuYn49vXzwnZeE4HD1e9H1NxlwZzMaLQbbIjSymF1eFDdYgqbYNFj6l8VbOjsQ2sg3UZvcgz1linnbCCF8O4r8/DmrmqcqNLz14/eaMfHBxpwrLwLKwoScM8oJ6jnwvycWBRV6tHUZRmyP08Ub++uQV17H766IR9rFyZDIhbD4fJCLhNDIh48KcpNicSjX1+B4jp24mTocyEtXoPFs/sjB2J0Sty5bjbe2FmN3BQdvn5tAVQKKd7cVY2399Sgts2Mb1xXMGzVr+nC4ZIOeL1+fP2aOYiOUCA9QYv/fVYBgJ24RqjlozoOF+VY39E3JYLFZ0eb8MGXddCqZFg2Z/goj3lZMbj7yjxkJUUgNzUS65akYUdRM65dlYmUMI/9phO1rWbYXV4sGmCkOTcrJuRzYiS0KhkffXX75bNwsKQD7T02lDX0Qm+0481d1bw/DgDeiyorWQelXIpV85JwvEKPU9XdWFEQOqWHGB8k/xDTFovdjU8ONuBwaQf2nGxFXKQSS/LiRyVWAEBKoL76/uJ2SCUifO3qfGQlRfAh+AA7QP7BEwfwyvZK/jWrw4NfPneEX83h8lSnOsIiMzAoqmgyotvIDizbe2zweNmVEZujfwDM5dKFk1PVPQCAZXMSkJ2sg0oxev1TJBLhznWzoTc6sP0c82jNVhde38kOssoaevHRBPmWTAbNegscLi/mDKi1zsGl2DSRj0UQr+2oxIGzHViQG4vc1EjMSo2Eoc81qn7fHZiUJUSpoNPIYbGNvfLO2doe/m9hebl2gw0psepBkyWNUsYPqMRiEVLi1EHeBTMFp9uLXSdasPtEC6wOD/73aQW6jQ785PaF+L+vLIFGKcWnh4cuCVlc04MuoyOkufG1qzIQH6XEq59XDvJ1cbl9+NNrJ9HQ3geVQoITlXr0DeP3Mx1oF/z+DYEqFu09NmQmRiArSYe69tEJcOf62TUtZl6oaO+Zvn3ybK0B0REKXL4kFUkxauwsaoHfz6BVb8UfXjmBM7U9uGZVBu6/tmBSjCQXzY6DVCLC4dLOkXc+B4wWF46WdeLK5em4bHEqL1CoFNKQYgWHQi7BioJErClMxqY1WUFiBccVS9Lw9++twa/uWYqUgLfU924sxI1rs3GiUo8XtpbD75/elSgYhsGxcjaFIiYQuv/gzfOxel4S7t2Qj4vHIAqnxmsgk4rR2DH5z1uD2YkPvqzDgtxY/ParS0e1iLNuaRq/kHH1qgzIZRJsOdgQ7qZOKyqbTRCJMC5xYiSuXpmBPz2wEsmxajR1WtAW4v5Y2WyESAREalhRrDA7BqnxGryyvXJSxuEXEiRYENOWlz+rxOaDDfjvtgo0dlqwaU3WmAYiSTFqiAD0mJ3IStJBJpUgJ0WHhk4L/xDuMNjhChh52Z3sxGXroUb0mPtXoDhzyNEKJeEiNU6DrKQIfHGqFV3G/pWwjkAYus3pQaSWvWkax2Gg5nKHNjKzOz1B4aIclYEQ97E6rXPMy47B8jkJ2Ha4adwre312N3730nHsP9OOSxel4OqVGefFZIXjTE0PRAAKhnjYRkcooFXJyHhTgMfrx+maHqTFa/jw14xENrWirWdkv49ukwNymRg6jRw6tRx943CFr2oxIS5SiSitHC36/t+mq9c+qkijxBg1OntnVllEhmHwxHvFeHt3Dd7aXYMfPnkAJ6u7cfvlucjPiIZaKcUlC1NwuqZnkCEgADR09OG1HVVIidNgWf7giCOZVIJvXDcXLrcP/+/1k0HC87GKLnT12vHgzfPxm3uXwedncLBk+pQoFNLQwZbfawl402QnR+B4RReqmo3o7HUgKVaNlLjw9g/umQGAj0wSi0TTVrDw+vwobezFwtxYiEUiXH9xFlr0VrzzRQ2e+bgEMqkYf7h/BW67bNakRQRoVTIsmh2PQ4EV2HBRVNEFBsDaMKVOxuiUQT48YrEI11+Uja+sn41T1d34yxsnYTAPvl6nC42dFnQZHUHpAAlRKnxz01xcvjh1TGNGqUSMnNRIVLeawtDS4eHGmbdfPov3ZhsLOrUcVy5LR1Gl/oIaL9S2mZEWrw1rCnRmUgSauixo77YhOVaN6AgFCrPZMVtNIE2Lu4akEjEevGk+nG4fjpaFV8y80CDBgpiW6I12FNf24NpVmfjBzfNx95V5Y/Y6kMskiItiRYbZgXKROSk6uNw+vPtFLdp7bKgVPJg+O8qu9Dd1WZCXFolHvs6mglQ2myAWiXgFdSpZU5iEDoMdlU1G3lyptZsd+FqdHkRr2QluqAmB1+eH1RF6NXnXiRZ895/7BtWvPlrWiR//+yB++vTBIEd0hmFQ22YetnTaaLhz3WxIxCK8s7tmXO/fVdQCm8OD335tKb529RysKGANxIQGpNOZE1XdyEuPGrJviUQiZCVHoLolfKut5xvVrSY43T7cfGku71OQFMulZIw8yTOYnbyJlk4jg9Ptg9vjQ0Vj76grJdS39yE3NRLpCRFo0bOTFb+fgdHiRmzkyMJmUowahj5XSCHwfOVkVTeqW8346oZ8/O5ry7BxTSZ+cMt8XLUig9+HnUAAr+2owqdHGvGfzaX4aH8dNh+ox/97/SQkEhG+c/08yKShhyZ56VH4wzdWQqeR481d1fD7GTAMgz0nW5Eap8HC3FikxGmQnx6FfWfa4J/Eakmj5fktZWjRW/mV+W/fUAiNUoYtBxvg9fmREK1GUowGFrtnyPv1udJjdkKrkiEhWoXagGAxNzsafXYPLJNU1tHj9eP//nMYR0YxqK9uMcHl9mFBIEppRUEiFs2Kw+4TrTD0ufDdGwsRPwUh/LdflguJWIx39ozv+TUSDMNgX3E7spMjkBw7uWH+65el4/5rC9BusOOf750ZtjLLaOmzuye8gtmRsk5IxCIsnSCjzNWFyahv78MjLx8P2/UXirN1BsTqlEiOHX8669Ur0qFSSLDj+Myp/jIUXp8fnx1tQllDL2aFOV02MzECRosLlc0mpCdo8dh3VuNHty2APPCcGpgCmhSjRm6KDvuK2+F0e0MdkhgHJFgQ05KthxohkYixbmkaFufFY93StHGFeXJpIdzEen4OO6DddaIFr35eido2M19/efuxJhw824HePidiIpXISIxAXKQSXp8fURHyoFWIqSIrmU0Lsbu8KMyJgVQiQmtgwmRzeKFVyZAYo0JXiNW5PSdb8avnj4Qsp/hJIIxQGOnQZ3fj9Z1VSIpRQ62Q4bktpfx7O3vtsDo8mJV2bg+K6AgFrr8oC2dqe3C2bmwiA8MwOFzaiYWz4vgc4ozECOjUsjEfaypo67GhvceGZUP4V3DMz45FZ699WueXTyb6QHRRpsDjQKeWQaOUjirNwuLwQBfIaeb+b7K68Ld3zuD/vX5yxPf39jlhtLiQk6JDeoIWHQYbXB4fTFYX/AyDmIjRCRYAQl6noXB7fBMyYeCExlCThh6TAy9/VsGnzIyV45V6RGnluGRRCrKTdbj5ktxBYehxUSpcsyoDZ+sM+HBfPerbzfjsSDM+OdSI+TmxeOTrK0Y0ItVp5Lj1sly0dtvw/Cdl+E9AALh6ZQb/jLh0cQq6Tc5RlaWbTGpaTfx1XNtmhlgkQlykEvNzYlHZbALArg5z/SNcURZmqwuRWjlidUq+VHZhIMprsqIsmvUW9JideHFr+Yj7clEgnMeAWCTCd2+ch+/eWIjffW3ZpFXqGEhclApXLElFWUNvWKIQjlV0ocNg5w1oJ5uLFyTjezcWosNgx/8+qzin0rd1bWb8+KmDeHuc4o7X50eHwRZ07+qzu3GguAPL5iRMWEWddctZgbW5y4oDxe0TcsyR8Hj9qGgyYkFu7DmlM6mVMqwoSMTJ6u4gj5yZyLbDjfjgyzrIpOKwef1wcGMNl8eH1DgNpBLWO4aLhOGMN4XcsDYb3SYHXvhk+qdVnS9Ma8GioaEBd9xxBzZs2IA77rgDjY2NU90kIkwIV/+LKvU4VNqJdUtTR1XNYzhS47UQAfzEOkItxx+/sQKXLGRV9JpWM7KTdbj3qnykx2ux51QrjBYXYgPpH2nx7OD5XNsxUaTH9w/ms5N1yErWoaqFDY22OTzQqGRIilGjI8RAt0Vvhc3pDQoHBthJjM3JPtyEOXc7jjfD6fbhuzcW4u4r82CyulHawE4AmgI51znJ5242duXydCRGq/DuFzXw+f3oMTuw/VgT780xFM2dFhgtrqCHlVgkQkFWDKpbTBO+kjPRnKjUQwRg2QgrQ1w53dL66S/CTAaWwASLq7YBsJEoybEavkrHcFgdHj4yIyIQ2dIcCM/vGcWko5kP5ddhQW4sfH4GX5xsRW8fe+3E6Ea+V3CrpaOdHP7+f8fx0PNHgl5zuLz46dMHcaq6e1THAIAztT34f6+fxJen2wZte/qjEhw42zFkGCvDMIMisDi8Pj/KGgxYEAjZH44b1+bgZ3cswm+/ugx/+95F+M/PLsFfv7MaP7hl/qgreyyfk4CLFyTjRKUeta0mrJybiFXz+kPCl+YlQKuSYf+ZyZlwjJY3d1YjLlLJP18itXKIRaKge1h8tApJgVXWzlH05/FgsroRpZHz7QDYFD0AQXnaNqcHde2hBa5zhXuGABjxXt/YaUFijDrIJ0kmlWD5nASkT3GlnYvnJ0MkEuGTQw0T+j31mBz436eVyEnRTal537zsGNx0SQ6KKvV46LkjQZGWo8XvZ3gTzN0nWqEfo9FxQ0cffvviMfzmxWN4+qMS/nv+4Ms6eLx+XH9R1pjbNBRREQo8/t3VyEjU4sDZjkmJsqhpNcHl8WF+TuzIO4/ARfOT4fb4caJKPwEtm54wDINjFXoUZEbj+Z9fNiHf23BwKacAawDNMTdr6IpKhdmx+Mq62ThT24NDpdMzPfF8Y1oLFg8//DDuuusu7NixA3fddRd+//vfT3WTiDDAMAye/bgUv3j2MEobDHhzZxVyUnS4+ZLBddbHyoYV6fjZnYuCBsIikQhL8uLh8zPQGx3ISNRCIZcgLyMKTZ0W+PwM71eRGs9OLEazajoZCMu4LZuTgMKsGDR2WGCxu2FzeqBRSpEUo4bZ6h6ksHOTMWHOPRAsUnCTLpvTgy9Pt2NpfgKSYzUozImBViXD8XK2/F1bjw0SsYgfWJ8LUokYN1+aiw6DHaX1vdh2uAnv763DP94tDhmevPVQA/7wShE+3lcLAHwuIcfstEiYrO5plXfrcHmx/VhTUATAqepuzE6LRGQIdV5IQrQK0REK1LRSWgjArqpplNJBJcNS4zVo1VtHnDRY7W5oA2IHF2FR39E36s/nIhASo1XIS49CQWY09he3o9fC9rfR3CtS4tRQyCSoa2M/9509NfjXe8Vo6x7cfoZh71MmqztIMKhqMcFkdePtMaRTNQTOkyunyeH3M7zYE0rsZBgGf3rtJH7y9CE0dg7+rsoaeuFw+bBw1sgrXWKRCPOyY5CTwoqdMqkECVGqMa0sikQi3H9tAV74v8vwz+9fjG9fPy/IgFAmFWNpfjxKGnr5ctaTjd/PBK2sdfXa0ay3Yt3SNMzPYe9ZXN71wtz+AXesToH4KCVfSeZc8Pr8vDeTELPNhUitghfXRABS4jRQKSRo77HBzzD4/UvH8YMnDuDPr53Exwcm3sivQXDNNYxgctjcZUFWUsSw+0wVcVEqXLIwGQfOduDfH5ZMmGix9XAjAOB7NxYOmSI1WWxak4U/PbASMTol/rO5FA6XFxa7e0gBcyDHA5EiN61lq7OVNRphtIzOJLnP7sa/3iuGz89g1bxEnK7pwe4TrXxE7IaV6ROeLhMXqcLVKzPQ2WvHD588gNNjEIXHw9k6A6QSEQoyh54Aj5bcFB0So1U4VDJz/RNau23o6rVPWBrQSKgF0TvccwsArljKRj4N5eO2bmka0uI12HGcLZ9OnBvTVrAwGAwoLy/Hxo0bAQAbN25EeXk5enunV4gnce6crunBmdoeuDw+/PPdYvTZPbjtstxzLnUJsBEVodyDhd4LXLhXmiB6gasIwgsWo1g1nSx+fNsC/Pi2BVDIJJibHQMGrM+G3emFRilDUgzb5oGOxgZesAg2JjRZ+0UBzvviw331cLq92LiarWUvlYixMDcWJfUG+P0M2rptSIxRT1id6UWz4qCUS3CyqhvFdT1IjlWjrs2M3/73GPpsbrjcPnzwZR22H2vCxwca0NhpwZ6iFsxOixxkhsr9ttNlgs8wDJ764Cze31uHJ98/C4fLi94+J1r0ViwcRSijSCRCbmokasN4Pl+eacMbO6vOC7OuPrsnZJm67GQd7C4vnzISCoZhYA2kTgGATsP+v6G9f/I0lPksh97kgFIu4Y9RmBODLqODn1yO5l4hEYuRk6JDbZsZbd1W7CxqQUm9Ab976TjeEJRMAxBkIHtGUJ2kopGNrBo4zx/Ot6E+cJ61beagiXxvn5NP92rvHhz10WGw8xPMkvr+Z3BlkxG/ev4InvzgLLQqWdhXugYyXJWEhbPi4HL7xrUifK74GQb/fO8M/vrmKf575X67pfnx/Ip5W+C7lsskuHhBMjITIyARi/n+UdM2ctuH+r3dHh9+9fwRfP+JA/jjqyd4oYmNlHEjUivnIw/lMglEIhFSYjVo77Gh2+jgvZGAfkPAiaSly8o/X4e775itLhj6XEEpYNONr6yfjcsWpeBMbU/QNTpe7E4vjpZ34aL5SVNu9s2RHKvBNzfNRZ/NjZe3V+J3Lx3HT58+hL2n29DWYwuZagoAHQYb3vmiFhmJWly3OgvREQpsP9qEnz1zCL96/siIEQzv7K6Bw+XFj29bgAeum4s5GVF4e08N3t9bh0Wz4nDT2nNf2ArFijmJyA1MTsPR/4WU1BuQnx4VtCA1XkQiES6an4zqFtOMTSPdfrQJCplkyHLw4eDOK2bh5ktygp45CVEq/L9vrcKNASFuICKRCDeuzUFXrx2PvXka24824X+fVkxLb6XzgWkrWHR0dCAxMRESCXsBSyQSJCQkoKODQmtmGtuPNSEuUomH7l4CmVSMDSvSkZ9x7krzcKgUUly9ks1VzA6kNQgFCz4lJI5LCZkegwYAWJAbhwW57EQ3M1ELsUiEsgYDGABatQy5qToo5RK8ur2SX+Hz+f38asZAwUK4StJrcaG+vQ/7Trdh/dJ0ZAgGifNzY2FzelHXbkZbjxWpE1jrWyYVY+GsOBws6YDZ6sbG1Vn46R2LYLF7UNpgwPZjTfjsKBt5AQC3XsYaLl5/8eAHRWpgpbBmCpy+Q1HRZERViwnL5iSg2+zAGzurcbqGHdQuGOUEjy3b6QxLmaw+mxtv7KjGF6fa8OgrRfhwX92Ef8ZEYrG5oVMPTh3gruPhoiUcLi/8DIMILiUkIHw0ClayR/IN6DY5EC+ICOAMv45X6KGUS0Zd3jc3VYdmvQUVAwxi955qC/KrEKaNCMUYbiLeY3byq+gOlxc/evIAjgUioYT4/Qzq2vugVcng8zNB0T7cOWclRaCj1z4o55b7LLlUjOpAdQ63x4fntpSiy+hArE6BDSvSJ0zAnAgKMqMhk4pRPAETyLFgtLjwoycPoLzRiNo2M58H39RpQXSEAnGRKuRlREGtkGLTmiz+ffdfW4CHA0bPANuvWvTWYXPRud87lHHloZIOGPpcWFGQgA6DDW8GhDCrwwOfn0GURoHC7Fj831cW4ye3LwTARlm09dj4Z8Qv7lyEq5ano6PHNmF52D1mB+xODzp67ZiXFYMItYxPswoFJ5ANF3491cikEtx1ZR6SYtR4b2/dkJP30XLwbDs8Xj/WLkiZoBZODNnJOly6KAUnKvWw2NhItdd3VOF3/z2Gjw/0lxP3+vzYdrgRb+yswh9eOQG/n8ED182FWCxCYXYMH+3p9vpxvGLwvYqjuLYHR8u7sHFNFlLjtRCLRfjRbQtx3zVz8Is7F+EHt8wP2z1HLBbh1/cuxZyMqKDnw0SjN9rRYbBjfu7E+TCsKUyCCMD+M+3YVdSCfWcGpwBOFV6f/5x8cvpsbhyv0OPSRSkhFy7CxVUrMrBRcL/mSIpRD1uZaElePL5/83y0dlvx/pd1OFjSgX2n2Wd8W7cVz20pxdu7a6Z9CvN0IHx1YKYBsbFTm9s4nYmPnx6rFeUNBtS19eHbN83HRUvSsXx+yqSVJfvebYtw54Y5iI1k3cUjo9RYkp+AqAgF5s9JhFQiRlycFg/cUIhLF6chapr4WAwkIymCnwDnpkdjdnYcvnvLQvzr7VPotrpRmBsHvdEOP8NAJhWjvcce9Pv7atkJU2ZSBPocHhyv6oZaKcUDN80PCoW7VKvEf7dV4HCZHt0mJ65Zkz2h/ei6i3P4idaVa7KhkEnwn82laO62o6XLgtR4DWJ0KqxdnIprVmfhnuvmQTKEEWpBdizqOy3Top8f2V4JnUaOX399BT74ohZv7ajEkbJOzEqLxMKCpFGFwi8vTMY7e2rQbXEjL2diDaa+KK6Cn2Hwtx+uxfbDjfj0SBNmZcRgvaC6w3TC7vYiPTFi0G8bE6OBUi5Bq8E+5O/eHih7mix4v0ohgcMlEAiMDiybP/REwWh1IU3w/sgoNaSS0zD0OZGfEY2EhNH5umQkR4JhEDIiRCSTIj5eC2OfE//9lM39lknFcHj8iI+PgM/nR1uPDblpkahrNcNg8yIzPQbVzUbYnF6cqTNg46Wzgo7Z0G6Gy+3DjVfm4t1d1TA7vYiPj4Cxz4meQJTVpUvT8eqn5XAyQKbgO2zosiJGp8CaBSnYeawZuig1Dp9tR5/dgz9/dw0WzJqc0NyxsiiPTQuJi9Oek5ndWNh5sg02pxd3XpmPL062oK7TgtvjI9Dea0duWhTfb97587XDtmnNolRsPdyI2k4L1sxPwfHyTqTEazFLEB1YVm+AzenFvuJ2XH/ZbP51g9mBLYcaMSczGr/9xiq8vr0CH+6thSZCCZuXHRinp0QiPj74OsrLisGBsx2o77JCLAJWLkqDyw/sLGqBTyJGYkDAd7q9qGjoRWFuXFC6wkj3W4/Xj/v/+gVkUjE8Xj/ysmLRbXaizWALeu9Ln5TiWGkn1q/IwMHiNsToFFgyL3nSfsPx8s0b5+OP/zuGk7UGbLx4fCv/tS0mfLi/Hovy4rFiQcq0O+fv3LoImalRWJQXj6QYNQ6XdOBQcTv2nmrD3Jw49JidOFHRhbJAVMKSOQn4wW2LEBeo4vLtWxZCb3ZidWEy9p1uxb7idty6Ph+SAcKDx+vD23tqkJEUga9tCk6LSUuJCus5Cvti4ax4fPxlLcwuHz7YU4Pv37YQ2jFMlKubjThe3ok+qxsp8RrccElu0G/6/r56SMQiXLU6G/HRE1PpJj4+AksLEvHZ0Sb+teOV3Vg+NxG3rcsL2pdhGOw71YrOXjtuX5cXVnN5v5/Bz5/aj5oWE/7yvYtQOA6R5nhVPfwMg02XzpoW47vRsD4+AjExGpyo6EJFgwGv76zG6zuDIymXFyZh9TDjjvFwvnw/o2XaChbJycno6uqCz+eDRCKBz+eDXq9HcvLoS1saDFZyZw1BfHwEurunR+j3+7uroVFKsSg7ZsraJPzc799UCAAw9vYrwGsKEuBxutHtnJxyb2MlNU6NxsCqslzEns+sJC1kUjG2H6pHp94CZSDUsCAzGmfrDKht6OG9E1o7zBCBjdY4WdUNh8ODnJRI2CxO2CzBPhDzc2Kw73QrACA7QTuhv1lKtBKpcRrMzYqBtc8BK9hVxmOlrPHVhhUZuPWyXADsOQ7XjzMTtDhVqUdto2FKy9HanR4cK+3EpYtSYDLaccXCZNQ296KoUo9rV2aip2folUUhEXIx5FIxTpZ3Ii9l4h5CPr8fnx5swLysaMSqZbjrilno6Lbi2Q+L0dltgd7ogMPlRYRajha9BXOzYrBuadqoowjCgbHPhVkpkSF/+4LMaBwt6cB1K9Kx93Qb5mbFIDMxgh+ENQeqDTBeH//+CJUcDpcDuak6tmrBllKY+5x8BBZHY2cf3txZjZYuK+ZlBt+vMhIjUN/eh8Ro1aivCV8giqI7hGBR22iADAyeeL8YJqsL65elobHTgs4eK7q7LXwI9pq5iahvM+NkeQfSY1WoamCFyzPV3WjvMAcN8otK2JX+RTkx+EgqRlltD+alR+FHTx2AzelFXKQSc9JYseVocRvUEvY7Y/twB9bMT8bsFB22eXw4eLIF2482ISFahSSdYto8TwZSkBGFovIunCztQOYkeCAwDINdx5pQmBODq5amorHdhLI6A9o7TGjtsmL+GJ5zCRFyJMaose1APWqbjNh6uBEiAFevysAtl+ZCLBKhpJr1IqluNuFMRSdS4zSwOjz47X+Pwen24u71s9HTY0VWvAZ+P4NDp1vBBMZEUjCD2hIZ8NTYd6oFiTFq9Jns0AVeK6nSQxZYBfzLGydR02rGtasy+XvyaMYVXLQLl46kU0iQmajFmepu/plktLiwORDl9fr2CmhVMtx6We6o75VTSVa8mk1Z2FmF5bPjxjz58/r8+MsrxxGhluG+q/On7TlfOj8JAOCwubA4JwZJkQqcqtLjH2+d4ve56ZIcPoKI8XiD+sYvv7IYAKBVSPD0RyV4a3sFrl6ZAa/Pj7ZuG5QKCUrqDNAbHfjpHQthMk5O5RpgcD9OilLC52fwk3/tAwDMy4zCqnlJozpWl9GOR14ugtvtg1ophc3pRbfBhhvXsiamH+2rQ5fRgYsKkwCvd0Lvo5tWZ6K4phtXLElFc5cV1c1GVDT2Yn5mdFDp7apmI/7x1mkAQE6ilo9UDAd6kwM1gWi993ZVIXEMqdbVLSYoZBLsLmpGapwGGqlo2j53QpEeo0L6RVkozIzC42+dxtL8eCTHarA0Px7PbSnDy1vLkJOgnTDBaDrN80aLWCwaNtBg2goWsbGxKCgowLZt23DDDTdg27ZtKCgoQEzMYD8C4vzE4/XhbF0PLipMnpDcvQuVnGQdb7AUF8U+iFQKKRbPjsP+4g7sL+7AFUtSAQCLZsfhbJ0BLXorL1iYA6GdKbEa7Hd2wOb0DpkbuH5pGh/NIXROngjEIhH++MDKoNcW5MbyOcEDzTWHY1l+PDYfqMcnBxtw74b8CW3nWCiq1LMTy0J2gCMWi/CdGwrxzU3+YfPvByKViJGVrEP1BKa5uDw+/HdbOYwWF74a+I7EYhG+ff08PPXhWbz7RS1kUjEkYhHcHj8SolX4aH89mrosePCm+RPWjrHg87PVhCJCpIQAbPjl6ZoefP+JAwBYL5bMxAj87mvLIBaL+HxprapfxIrQyKA3ORCrUyI/PRqfHW3CJ4cacPXKDDAMg/r2PqQlsGJeXcAD4qIFwcL5rNRI1Lf3jaligSYwEewJkWfca3GBYRhUNhmxbkka7lqfh+e2lPKhyZxx7qy0KKTGafl2cdEaLo8PNa2mIP+eqhYTIjVyJESpkBavQWOnBd0mB2xOLzRKKf7vrsWI1SkRHaHA58eaUd5oxOLZcbDYPXB7/Vi7IBlp8RrIZWJ8cqgB9e19uOXSnGm3Aixk+ZwEvL27BvuK2/HVpPDfBwxmJwwCsWtWaiSOlnXhoeePws8wmD2GMtAikQjL58Tj0yNNcHv8iNTKMT8nFtuPNiM3JRJL8uLR2m2FQi6By+3D7/57DA9sLIDJ6kafzY3ffHUpUgNpjrmpkZBKxKhsMkIiEUEiFiEjRF/l9ne4fJifw/6dEscayrV1W7EkLx4Wu5v3B9pZ1IxrV2UEReINx4kqPSRiEXwB0SQ5Tg2lXILNBxpwurYHy/IT8NKn5ZCIRfjzt1ZBIZMgQi0bsfLMdEEkEuHyJWn4z+ZS1LSaxpzaeqC4HXqTAz++bSFvCHw+kByrwYM3FaK6xYxLF6Wgy2jHolEY8C6eHYfFs+Pw0f46pMRp8PqOKhj6+hdJCjKjMS+EB9lkIjRZBIDqVvOoBYv399ZBLAL+9r01iI5Q4L/bKvDpkSZUNZtQ1WJCRqIW916Vh4vmj34hdrSkJ2jx5A8vhlLOPmc6e+349QtHcaqmG1cuSwfA+t98cao/XaSk3hBewSKQepiRoEVpQy+8Pv+QKT0erw9bDzehpsWECI0cJyr7jaInwpB/qpidFoV//3gt/7sAwPUXZeG5LWX4+EA9brk0d1zH7e1zQi6TjLrS1vnItBUsAOCRRx7BQw89hGeffRY6nQ6PPfbYVDdpWtFnd0Mll0yIOeVUUN5ohNvjx+Iw11Ce6QgHRcKb4IYVGXw1gMOlrKCxeFYc3pLUYH9xO+Zlx6Cq2QSTxYVIjSKo4kfuEAPrgqwY/O5ry8AwmJSJyuK8eLy2owoAkJ8RNer3JcdqsG5pGnafaIVaKcXNl0zuxIphGNS19WH3yVYkx6oHOdyPRazgWDw7Du9+UYvaNjPvm3Au/HdbOU5VdeOOK2bxpVMBsOkr9y5Fa0DUUisk8HgZqJVSvLe3FjuPt8BocU1Jqd8+Gys4DFVZZWl+PLYeboTe6MA3ritAaUMvjpV34XhlF1bNTYI5YGCpFQge3MQgLlKFG9dmw+H24stTbeizuVHW2IsXt5YjSivH0jxWxPvxbQsH+bfkpUdhZ1HLmIwBVQHBottkh0Iuwdr5yUhP0OLl7ZXotbjgdPvg9vp5070orQImSw8YhkFjhwVSiRjJsWrkp0fhwNl2ON2s4WiEWgaHy4uSegMvWLjcPhTXGrBqXiJEIhFmp0Vh7+k2XgD56R2LEBdIjVs1NxHbjzWjx+zkS6YWZscgKykCIpEIly1Kxc6iFogArCmc+IH2RKJRyrA0Px5FFV24+8rZ47ruxkJVYPUwPz0KALBqbhKqA9VcblybPWZT0ry0KGxjmtDUZcH6ZWm444pZqGg04uP99chKikCr3oqsxAh+QP/fbWz6UEFmNHJT+u8RcpkEs9MiUdbQC7lMgqykiJCpl9ERCijlEjjdPl58U8qliItU8ibOtYEopRvXZmPzgQZUt5pHNTllGAalDb1YkhePr16dj1a9FRqlDGqFFIkxanx+rBnbDjeit8+F9UvTkBA1MeHxk838nBhIJWKcrO4ek2DR2NmHD/bVYU5GFF9F5nxiaX4Cluaz98iUUfpbiUQifPXqOXjo+SN44v1iqBVSfHPTXDhdXrQHqopMtSAaJXjWzE6LREVjL/x+ZsSV8Pr2Ppyq7sb1F2Xx9/A71s1Ce48NtW1mbFyThesvygqr749wPJgUo0ZqvAanqvoFiw++rENRpR4bVqSjusWME5Xd2LgmK6RAyDAMalrNyEnRjbvNXQFBfXVhEt79ohbtPbYgnzQhb+5ix6lJMWpUtZiQFKOGy+OD1eHBqrlTV+Z3IhD+LgArrJc39uLTI02YM0CkYxgGe0+34UxND+7ZkD/ovuhweVHe2ItnPi5FVlIEfnnXkhm7ADytBYvc3Fy8//77U92MaUl5Yy/+/WEJYiOVWD4nAalxGiybRMfcieBQSQc0SmnYDTZnOslDlBbNTtbhobuX4O3dNWjqskCnkSNSq8DGNZnYfKABO4634L29bGnQedkxSIzpP06eIE861HEni0iNHHeum420eM2YBy53XjEbXq8fnx5pgs3pxb1X5YVt8OP3Mzhwth1lDb246ZIcNHZa8OLWcgDAtzbNnZDPvWxRKj490oQdx5ox6+ahIxz8DIPdJ1oRE6HAwllxIUviVTUbcbKqGzetzcaGEF4VYpEoaCAhCzwpLl2Ygs+PNaOoUo+rlqef8zmNFW71LXaIUFKlXIrff205eswOZCRGYHVhEmpb2YFYb58LH3xZB42SnYBx6DScYKHkq+HsPdWGH//7IL+PyepGt9mBlDhNkLjDsXh2HB66ewlyU0d/bWgCq9LdRgfUSinuupLNLX7/yzoY+5y8uMKlNEVHKOD2+mFzsgOU2WnsqvnyggTsOdWK0zU90BsdSI3TQCwW4Wh5F9YtTUNcpArFdWwVJm6gNzuNFVgOlXTwJS05br0sF7PTopAcp8azH5eCYRjcuyGf78M3X5IDpVyCJXnxUyJajZUls+NxtKwLdW19yAsICeGAYRgcLeuEViVDSqD6hVopxXduKBz3MXMFwmR+ejQkYjHuuSoPz20pw+s7qtDaY8PF85Nx62W5uOfKPDz21il0GOy47fLBq3QFmdH4aD9rjHjNqqH9aRQyTrDov/7T4rV8RZP69j5IxCKsW5qGbYcbUd1iGpVg0d5jg9nqxrzsGGiUMv65LxKJcOWyNLwRyOm+d0M+Lg7DivNkoZRLUZgdg9PV3fjKutkj3vttTg9e2laBM7U9iNTKcf+1BVM+SZ9MIjVyfGXdbBwr78K1qzOnPKIiFDddkgOH04uMRC1e2FqO5z4pw31X5w8ZWeT3M3h9ZxUitfKg56tOLcfv7lsGv5+ZEoPipXmsoN9nc8PnZ7D7RAvWFCbh9stn4XBpJ176tAJHyzpDCtH7itvx2udVuHPd7HE/+7uMdihkEiwKLL7Ud/SFFCwMZif2F7fjquXpuHPdbFgdHj4i0en2TWlKajgQiUS4+8o8VDaZ8M6eGvz+a8tworIbu0+2wO708kLPY2+ewpLZ8ei1OHH9RdmoaDLyY3iANQ//7j/34Y4rZmHJ3CTEas6f6LTRMLN+9QsEhmHwzp4auDw+GMxObDnI1kj/1vVzsWru6ELVphKGYXDwbAdOVffgquXpU15j/HxHJBLhW5vmhvwe89KjsGxOPJq6LHzlk+VzErD5QAO2H+s3ZFozL4mfxEVp5dPqNxnvw1EsFuHeDflQyqX4/Hgz5mZGh0XU8/sZPLelFCeq2NVomVSMbhM7sf7BzfOxOG9iDAkVcgnWFCZhz8lW/gEeamD70b563mwrLlKJR76+Ampl/63e6/PjnS9qEaNThBQrhiMxRo2EaBUqGnsnRbBwe3w4WdXNRwZwZXeHK/WnVkqRoWQHQWKRCHMyo3CopJOPFkiN1wY9xDmncS6vNzc1EppAvrGQxk4L0uJDrxyKRKIxT4bVgUGX2+tHjGDFJVanRLfZyZczFQoqAFDTakJrtw23XMqKD7PSIqFVyVDZZITJ6sKstEhsWJ6Bx98+hbd21eCHty5AeWMv1AopX/I3Lz0SIgClDb1IiFZBIVhtF4lEWBSIenv4vuUQiYKjqeQyCW4MUynBcDAvOwYSsQjHKrrCKlgU1xlQ1mjEV9bPnrBBokohxe2Xz4JELMKSPPY3WTgrDlctT8fWw40A2NBvhUwChUyC39y7DN0mR0i/jsuXpEIplyAhWoWCzKEXCS6an4zPjjYFpTelxmtQUm+A1+eHwexEjE4BjVKGnGQdSusNuO2ykcOYd51ohUQsChllsnZBMhwuL+ZlxyArafIE8XCxJC8eZ2p70NhpGVbg93j9eH5LGSqbjbjh4mysW5o2o0O6h+KShSm4ZOH0qogihPfiYBg0dlqws6gFUVo57lofbGBpsrrQ1WtHRZMRTZ0WfPv6eYMm12KRCGLJ1Ewil+TF45NDjThe0QWpVAyvj8G1qzIhEomwel4Svjzdhtd3VGNORnTQM9bPMNhygJ1nnKrSIzVOg5c+Lcev7lmK+DFEQumNDiREq5AQpYJGKUVjhwVYNHi/qha2EhWXKiO8JmaaWMEhk0pww8XZeHFbOb7zj31gGLbiHRctnJcehX++ewZ7TrEecu0GO18dDAC+d2Mhuox2FNca8O4XtXj3i1o8/p3VvNntTGBm/vIznJpWM1q7bbjvmjlYWZCInj4nnny/GMfL9dNCsOjtc+KNndVQKaT4yvrZQTcbh8uLF7eW40xtD/LSIgcZ2xHjY7icygW5cfhwXz0/4UmMYfOGLXYP1AopblibzU8If33PUiRMkFP1dEAkEuGWy3JQ0WTEm7uqUZAVDYVMghNVeiyZHT8hFWkOnG3Hiapu3HpZLkwWF3afZB8od1wxa8LECo5V8xKxs6gFx8q7sKuoBRctSA4qjej2+LD3dBuW5sejMDsGr35ehc+PN/M5nx6vH89tKUVTpwXfuWHeuM5/XlYMDpd1Dpt/OlEUVerx0qcVSI5TIy1ei6YuNoUhZgxlhvPSo3iPF4AdtAmJHCAIaJQy/PP7F6HH7MRvXjyGzKQINHVa0GdzI2oMPiojIRSRVIr+3yE/Iwp7Trbyq9Zc+3ICIf7vfcGuqHCljcUiEeKjVDD0OdFnd0OnliMzKQJXLc/AloMNaO22oqLJiPyMKD6MOUItR1KsGh0GOxYO49QeTsf4yUKlkOKi+cnYd7ods1MjR51/PlY+O9qEWJ2S9wuaKEI9Iy9fkorPjjbB52eCynGrldIhzUU1ShnWLxtZZLz5khxctiglKHomKUYNn59Bt8kBs82NSA27bdW8JLy2owr17X3DVsexOz04eLYDly1OCRmVI5NKcN3qrBHbdr6wOC8Osp1iHChuH1Kw+PxYM7YeboDD5cO9V+Xh8iVpk9xKYqyIRCLcuW427C4vdp9oxdGyLqyel4SbLslGU6cF//6wBPZAGeLFs+OwomB6RT2nJ7CmmrtPtiInRQedRs5H6IrFItx/XQF+8+IxnK7pwbql/f2xucsCs82NhCgVqlvN+Me7ZwAAJyr1WJAbi+Q4zahEWqPFhVidEiKRCKnx2iHLm1a3mKBRSpE6xALBTGXF3AQ0dPShrceGK5elY0FubNAz+PHvroHD5UVpQy9eClQP+84N8zArNZIXmFbPS8LPnz2MeTmxM0qsAEiwmLZ09trR1m3Dkrw4MEDQzeDL021QKaRYWZAIhVyC1DgNCnNiceQcJhFcDeCJCEX85FADb5RoMDvw868s5tv08mcVOFtnwFfWzca6ZWkzKlxpupIWr0FBZjQKAnXsxSIRspN1qGgy4vqLsvh8RoBdrZ1pSMRi3HfNHPzh1SJ88GUdYiIU+PhAA9YvTePD8MdLl9GOTw41IjtZh2tWZsAoECzCYaSVkRgBtUKKj/bXweHy4eP99Vg+JwFJMWr02d14fUcVHC4vrliShoLMaFQ0GbGzqBlWhwcSsQjtPTZUNBlx95V5WFEwvjzQ+bmx2Hu6DSX1BiyeHd5ylp0Bk66G9j489cFZmALlN4WT/ZFYPDseZQW9WDk3EVlJukFVY5YXJMDnZ5AkSImSSSVIjtXg+Z9fivYeOx59pQhAcD7zuSKViCGXieH2+INyWi9dlIKdRS3YVdQCANBp+1NCoiMU6AqkfQijPWIjlahtNbHmjIHzW7c0DduPNeHFreXoNjmDrnMAKMyORYfBjlXzzu984NFw49ps1LaZ8cLWciTFqid8Fb/H5EBtqxm3XZ4bdp8MgO2HKwoScLxCP8hP5VwRi0WDBrqciM0JFsmBa2Xl3ER8uK8Ob++pwfJhSvLVtpnhZxgsy59eE7hwoVHKsGpuIg6XdeKWy3KhlEv4inXPfFyK6hYTnG4f5mZF49pVmUHmuMT0584rZiFCJUNNqxm7TrRg1wn2Xp0Uo8Y9G/Lg8zFYUZA47VJ7RCIRrlqejuc/KYPe6MDS/PigNibHapAQpUJpvSFIsDhby5aove+aOXj87dP86+9/WYf3v6zDN64rCBrvWB0evPp5JeIjVbj9iv7y2n12Ny+opsZpcLS8EwzDDPqeatv6kJsaecHNDyRi8bBjUrlMArlMghUFCahoMsJocWFBbmzQ+CFGp8Tj312NWVlxk1pdZzIgwWIa0WN2oKnTgha9FZ8cagQAZCZGoNNox82X5ODKZeno7LWjqFKPyxenBhmrFGbH4MvTbahrMwd5Qphtbvh8rMP4UAMpLqS9o9eOH9+6ENERCnxxqhXzc2ORGB3aH2Eg7T02vLajCjdclIVjFXpcPD8Z+RlReOnTCpyo1GPVvCRUNhlxoqqbPZcpyH+/UBGJRPhFoIwYx9eumQODyYE5w4QGzyTYFed07Djewr+293QbNq7J4kPux0pzlwV/e/s0RCIR7gn4Y8TolLjvmjlweXxhCe0Vi0SYnRaJ4joD/1pJvQFJMWo89cFZNHVacMulOZgTMCi96ZIcnKnpYcXMQCnB+66Zc07ht4XZMYhQy7DvTHvYBAurwwOtSsYLFscq9LxYMVa0KtmwPgI6tXzI9BaZVIIowYpwlHZinfs1ShncHhdfdhhgB42xOgX0JgfEIlFQP1o0Kw57T7fh2tWZQYO8OJ0SJwLfD5fiolXJeINMYHAU1q2X5WJJXtyketJMFVFaBX5z71L86vkjeH9v3aD74blS2tALAKPycpgo7royD5cuSp0UgzXO6E1vdMBsdfEGyCqFFPdclY/nPynDO7uqkZukRXaKbtBEo6bVDIlYhOyUmd/XOK5YkoYDZzvwz3eL0W1ywOXxISYgOM7LjsG8rBisX5Y2JV4GxLmhVspw2+XsRLyq2YjqVjPkUjEump887VN6lub3P7NDRWQX5sTgYEkHPF4/vD4//rO5FKUNvZibFR00Xvza1fl47fMqMGDT4TjBoq3Hhr++cZJPqbzpkhzIpGIwDAOr3cObXKfGa+Bw+WC0uILSTzxeHzoN9kGRkEQ/MqkED2ycO+T2uEjVtErrnihIsJhG/PXNU+jtcwFgbxoapQyVzUaIALy9uwaMn8HR8i7IZRJcuzoz6L0FmdGQiEUoqe9FfkY0vD4/nv24lI90iI5Q4N6r8pGTokNcHBP03j2nWvn8+1c/r8SawiS8tbsGmoMNWDU3CZcsShmxXN97e2tR3WLC3985AwZsyGpmUgQ+OdSAL063ITlWg1c/r0SkdujJATF5JESpzlsX9vFy8yU5aOq0wNDnxNeunoO/v3MGh0s7x52WtPlAA0QiEX77tWVB32W4c3GX5MWjrNGIWy/LxRenWlFa38uX1bz7yryglZHEaDX++f2LoJBLYHN6IRWLRl2CcCikEjGuWp6OD/fV42hZ54SH2HcYbPjNi8dw74Z8dAUEi+pA9YVYnWLSRTZhCdWhHM3Hi1ohhdHiGuQanpWsg6GvG7oBpllfWT8bt16WOyiPNzaEiSgAvkRaYox60EBaJhVfUIbHKoUUG1Zm4P29dXhuSylyUyLPSTjvs7nR1m1FXkYUztT2IFanCIrSCTcapSysnhxCdBo5FDIJOnrtsDm9iBSU3FxRkID9xe14ZxdbzWledgxidQrMy47FssAKbm2rGRmJ2iCvlJlOZlIEH+WWHKvGsvR41Hf04Zub5mJ1mNKSiMknPyP6vLqPSiVi/ObepbA4PCEF1sKcWHxxqg01rSYcr9DzYiz3LPnzN1fCH/BXWJAbh7f31ARVTnnlswqIxSLcfEkOPtpfj+pWE+ZlxcDh8sLnZ/jnKRcZ1tptDRIs2nvs8DPMmEqEExcGJFhMIx66awlsTi+iIhTQqWX8CprH68Nf3jiFd76ohUQswvduKhwUmqxSSJGbosPJKj02rslEUYUeZ2p7cPXKDMRHqfDFyVY89eFZAMCS/AQszI3B/JxYqBRStpRORhQW5Mbhvb21KG3o5UsI7TnViqPlnXjk6yuCBsVCztYZcLbOgHVL0nCiWo+cZB2/anfV8gy8uasaj75SBI1Sih/eumBCfAMIYqzIpBL8/CuLeYfuORlR+PRII1bNSxxzqH+r3ori2h5ctyZr0oWftQtTcPGCZIhEIvTZ3PjsaBMqmnqhlEtCDoQ5gUKnnrjogGtWZuJkVTc+2FeHpfnxE1Za2e1hy28CwLt7aiCUVuVSMR7/7ppJD7MVCgYTnTLFpbYoFcHfHxfZtnDAgFIqEYdckY3VCQWLfmFCJhXjznWzJ6y95zuXLUrFqepuHK/Qs+kU8ZpxheO73D78671ivvpSn82NjWuypl0I+EQhEokQH6VEXStb0lQniDQSiUT47o2F6LG6UVTWgc+PNoMBsL+4A5lJEXjgugI06y3Twl9rsvnhLQtQUm9AXkbUhN5/CeJcyB2mLPqcjChIJSKcru5BUWUXLp6fjPuumcN7KSTH9qegRUcosCw/Hicq9Wjo6EN8tAp17X245dIcrF+Wjo8P1KOqmRUsLHbWIJITLLKSdJCIRahqNvF+TADQorcCAAkWxCBIsJhGxEWpECqgVCaV4Ff3LEVJvQFp8RokDJGmcc2qTPz7wxL88dUTcLi8yEyKwG2X5QYcgBNxuroHLXor9hW341SVHglRKizNj0efzY3v3ViI7OQIHC7tQGu3DfdfV4DEaBUaOy146oOz2FHUPMgRGQB2FbXg7T01iNEpcNvlubjt8twgk5jLl6Si3WCDQirBxjVZY8o9J4iJRujQfe+GfPz2v8fwxalW3HzJyC73HAzD4K3d1VArpVMWLcRNjG64OBuGPicaOy24a/3sSbu+xGIRbrk0F/949wyKKvUhy6CNh3+8ewY1gUmRO5DCIhGL4PMziAmYdU0Ft1yag+gIxYTn1OZnRKGm1Qynyxf0+iULk9HVa+dXtUZCOLijidHQqBRS/ObeZXB5fHjkf8fxyvZK/OzORUiMVsPt8eHLM+0w21zYtCZrUNQLwF77L31agcOlrInrnIwoVDaboNPIsX7ZzDZNjI9S4XQNG7E50AdGq5IhOyMGWfEaXL8mG2IxcLi0Ex/uq8cT75+Fw+VDRuKFNwFRyCXnXbl54sJGKZdifk4sX41iSV78sObLc7NiIBKxqalcKeT8dNbcPCFazRtr9tmDUxYVcglyUyNR3mQMOl5ZoKLVhRYBTIwMzR7PE2RS8Yg5XQtnxeEndyzEq9srYbF78MNbF/ADfKVcitWFSVgN4Bs3zcfeY014dnMpth9rxvycWD609Nf3LoWhz8WHa83PicXyggQcPNuBWy/NDYqOqGk14e09NViYG4t7N+SHjJwQi0S496r8ifkSCGICSY7VYE5GNE5UdqMgIxpv7q7Bt6+fN6Kyf7KqG5XNJtx7Vd6U56vKpGJ8+/p5U/LZBVnRiItU4lBJ6LrtY6Wt28qLFULWLU3DzqIW3s9iKghXBYPV85Kw7XDToHzThGg1Hrx5/qiPM1RKCBEahUyC+68rwN/fOYNHXi7Cw/ctx1u7qvnwZ6lYjJsuGVy69VR1Nw6XdmJedgxuuCgbs9Ii0dlrR3SEYsanOwirRw0XkcZ5aly6KBUmq5svuz7R6VQEQYSHa1Zl4nRND+IilbxZ+1BoVTLMTo3EvjPtmJUWCalEHGSs2RYQLLgIC6GgPjczGlsONqDP5oZOI0djZx9OVulx6aLUGVGhiphYZp4rxwXOvKwY/PGBlfh/31o1pBO6Ui7FsjkJ+MEt87GmMAnfvn5u0LaBruNrCpPgdPtQFhjMAexK09u72ciK79xQGJSDRhDnC8vmJKCz146/vXMG7T02fnA9FC6PD+9+UYP0BC0uXTSx5QvPN8QiEdYuTOFrzo+XPSdb8a2/fRkkVgjvQVctT0dKnGZGpjYkx2rw1wcvxu2Xjz7CZyj+9t01+M4N88jEb5TMTovCnx5YCalYhF+/cBSlDb24c91sLMuPx+6TLfD6/EH7MwyDbYebkBijxk9uW8inByXFqGe8WAEgKLKTK4U4EmsKk6CQSRCjUwRVtSEIYvoyKzUSf/4mO48Yzb3tnqvy4fL4cLKqGysKEngBPiVOA73RDo/XBwsfYSEwkZ7NVkE8U9sDv5/BP98thkwqmfHRasT4oJHNDEQhkyB+FOFUi2fH44GNc0c04ZuTEQ2NUoqT1d38a5VNRjR2WnD9RdmT4lJOEOFgjcDzYWFuLE5Xd/Ohi6H44Ms6GPpcuPvKPFoBALBuSSrUCile21EFe8AVfDS4PD5sPlCPlz+rwJu7quH1+VHXxgoWj393NX7z1aX8vtERCvzpgZUz1qx3Xk7sORuhAmyUxXhL1V6oxEepcP+1BQBYo+v1S9OwoiARDpdvkAhX2WREU5cFV69IvyCvfWGIdqh0mVDER6nwzE8vwd++u2bCfG4Iggg/ybGaUYvfaQlafO+mQsxKjcSNa7P7X4/XgGGA1m4b+myDBYv0BC1idUoU1/agtdsKq8ODu6+cPerqhMSFBaWEECMilYgxNysGFU1GvmbyodJOaJRSrJ5HA2Ti/EUhl+D/vrIYRqsLybFqFNcZUCIo0SWktN6APSdbceWy9Elz55/uqJUyfP3aAjy7uQTff2I/5ufE4vs3z4dMKkZpgwGvbK9EhEqO61Zn8rncp6q78dKnFXC4ggWOmlYzlHIJ4iKDxdaZamRITA8W58XjL99ahbgoJcRiEX9tVzYbg8zpth9vhk4jx5rCC888EgDio8eXUz7Rvi8EQUw/CrNjUZgdG/TanED1lNJ6A7pNTkRq5EHCpUjE3m8rmnr5CMu8tKhJazNxfkERFsSomJMZDaPFBb3JAT/DoLShF4U5sbRqQpz3zMmMxup5SchMjEB0hAInKvUh9/tgXx0SY9S49bLBue0XMkvz4/Hbry7DqnmJKKk3YOvhRgDAvtPt6O1zwev349nNpahsMsLj9ePVzysRH6kc5L2hNzmCzPy+f/N8/OCW0fs4EMR4SYxRQyJmh0M6jRxp8RqU1PenQLbqrSit78W6pWkX7DMvVsf6VlyycGIMdgmCmNnoNHJkJkWgpL4XepMjpOiZmaiFyerGySo9oiMUQ1YjJAiKsCBGRUEmq5Q+8nIRlHIJ+mxuFGaPvRwcQUxXRCIR1hQm4bOjTegxORAnCIFu0VvR3GXF3VfmXbATluHITtbhW5vmwe3xY++pVqxfloaSBgMuX5KKOy6fhYeeP4JnN5dCIZPAYvfgW5vmYV52DCRiEaJ1Cvzz3TNwuHxBgsVIJsMEES6W5MVj66FGmG1uRGrk+Px4MxQyCS5ffOH61kjEYjz1o7VQKej+RxDE6Fg0Kw6fHGwARAhZdp0z6KxsNmH5nASKqCSGhCIsiFGRFKPGrZflwuX2wWx1I0orpwkFMeO4fHEqxCIRth1pCnr9dE03RABWFFCJuuG4ZlUGbE4v/vBKEdweP5bnJ0Auk+CrG+YgN0WHWWmRuP6iLMwNOI8vm5OA3JRI3nNHN0z1AYKYLJbNSQAD4EhpJ4wWF46Vd2HtguQprwo01WhVMj4ShSAIYiSWB+6lDIOQpUqF1YM4I2OCCAVFWBCj5tpVmbh2VSZKGwxIjdNCpaDuQ8wsYnRKXL44FXtOteKalRlIjGHNn2pazUiN1/I1xInQ5KZE4qL5SThU0gmtSob8jCgArBv4otlxQ75vblYMmrusYBhmklpKEEOTFq/FnIwo7DrRApfHB5+fIed6giCIMZISp0FavBat3daQKSEqhRQr5ybiWHkX+VcQw0JSOTFmCrNjER1BK6HEzOS61ZmQiEXYUdQCAPD5/ahtM2M2qf+j4mtXz8HNl+TgW9fPHXV456WLUgCA7ivEtOHaVZkwWlzYcrABs1Ijg8p6EgRBEKPjN/cuxd1X5mHRrNCLFt+4rgC/uHMRnx5CEKGgJXKCIAgBkVoF1i5Iwd7TbThZpcdFhclwuX2YE/BxIYZHKhFj45qsMb0nMVqNR+9fETJklCCmgnnZMchMjGBLma7MmOrmEARBnJco5BKsWzp0hJpUIkZBFnniEcNzzoLFo48+iiNHjkAul0OtVuM3v/kN5s9nnd0dDgd+9atfoaysDBKJBL/85S9x+eWXn9M2giCIcHPnutnw+RmcrNLj8+PNUCkkWJgbO/IbiXGTnqCd6iYQBI9IJMKPb18It8fHe6wQBEEQBDH5nLNgcckll+DXv/41ZDIZ9u7di5/85CfYvXs3AOCll16CRqPBrl270NjYiLvvvhs7d+6ERqMZ9zaCIIhwI5OKcd81c3D75bPwwtYy5CTrIJeROz5BXEgIq9YQBEEQBDE1nLOHxeWXXw6ZjHXOXrRoETo7O+H3+wEA27dvx5133gkAyMrKQmFhIfbv339O2wiCICYLtVKKH9+2ENdfnD3VTSEIgiAIgiCIC44JNd188803cdlll0EcKHvV3t6O1NT+uuXJycno7Ow8p20EQRAEQRAEQRAEQcx8RkwJuemmm9De3h5y2+HDhyGRsGHSn376KbZu3Yo333xzYlt4DsTGUk70UMTHkxsvcf5D/ZiYCVA/JmYC1I+JmQD1Y2ImMNP68YiCxccffzziQXbt2oV//etfeOWVVxAX11+2JiUlBW1tbYiJYd1fOzo6sHLlynPaRhAEQRAEQRAEQRDEzOecU0L27t2Lv/zlL3jppZeQlhZctubqq6/Gu+++CwBobGxESUkJ1q5de07bCIIgCIIgCIIgCIKY+YgYhmHO5QCrVq2CTCbjoyEA4JVXXkF0dDTsdjseeughVFRUQCwW4xe/+AXWr18PAOPeRhAEQRAEQRAEQRDEzOecBQuCIAiCIAiCIAiCIIiJZkKrhBAEQRAEQRAEQRAEQUwEJFgQBEEQBEEQBEEQBDHtIMGCIAiCIAiCIAiCIIhpBwkWBEEQBEEQBEEQBEFMO0iwIAiCIAiCIAiCIAhi2kGCBUEQBEEQBEEQBEEQ0w4SLM5znn76aeTn56O6unrE110uFx5++GFcddVV2LRpE373u9+FPKbP58Ojjz6K9evX48orr8T7778f1nMgCCA8ffmZZ57Bddddh+uvvx4333wzDhw4ENZzIIhw9GOO+vp6LFy4EI899lhY2k4QHOHqx5999hk2bdqEjRs3YtOmTejp6QnbORBEOPqxwWDAt771LWzatAlXX301HnnkEXi93rCeB3FhM9p+3NraihtuuIH/74orrsCKFStCHvN8m+tJp7oBxPgpKyvDmTNnkJKSMqrX//a3v0GhUGDHjh0QiURDDhS2bt2K5uZm7Ny5EyaTCTfeeCNWr16NtLS0sJ0LcWETrr68YMEC3H///VCpVKisrMQ999yDgwcPQqlUhu1ciAuXcPVjgB1cPPzww1i/fn1Y2k4QHOHqxyUlJXj66afx6quvIj4+HhaLBXK5PGznQVzYhKsfP/fcc8jNzcULL7wAj8eDu+66Czt37sS1114btnMhLlzG0o/T0tKwZcsW/t9//vOf4fP5Qh73fJvrUYTFeYrb7cYf/vAHPPzwwxCJRCO+brPZsHnzZvzoRz/iX4+Liwt57M8++wy33XYbxGIxYmJisH79enz++efhPSHigiWcfXnt2rVQqVQAgPz8fDAMA5PJFL6TIS5YwtmPAeCFF17AZZddhqysrLCdA0GEsx+/8soruP/++xEfHw8AiIiIgEKhCOPZEBcq4ezHIpEINpsNfr8fbrcbHo8HiYmJ4T0h4oJkrP144Hu3bt2KW265JeT2822uR4LFecqTTz6J66+/Hunp6aN6vaWlBVFRUXj66adx8803495778WJEydCHrujoyNIsUtOTkZnZ+fEnwRBILx9WcjmzZuRkZGBpKSkCW0/QQDh7ceVlZU4ePAg7rvvvnA1nyAAhLcf19XVoaWlBXfffTduuukmPPvss2AYJmznQly4hLMff+9730NDQwMuvvhi/r+lS5eG7VyIC5ex9mMhX3zxBRITEzFv3ryQ28+3uR4JFuchp0+fRklJCe66665RvQ4AXq8XLS0tmDt3Lj766CP8/Oc/xw9+8ANYrdbJajZBDGKy+vLx48fx5JNP4h//+MeEnwNBhLMfezwe/O53v8Ojjz4KiUQS1vMgLmzCfT/2+XyoqqrCyy+/jNdffx379+8PCl8miIkg3P34888/R35+Pg4ePIj9+/fjxIkT03plmjg/GU8/FvLhhx8OGV1xPkKCxXlIUVER6uvrsW7dOlxxxRXo7OzEN77xDRw6dCjk6wcPHkRKSgqkUik2btwIAFi4cCGio6PR0NAw6PjJyclob2/n/93R0UGr0kRYCHdfBtib+y9+8Qs888wzyMnJmczTIy4QwtmPu7u70dzcjG9961u44oor8Oqrr+K9994b0aCTIMZKuO/HKSkpuPrqqyGXy6HVarFu3TqcPXt2sk+TmOGEux+/8cYbuP766yEWixEREYErrrgCx44dm+zTJGY44+nHHF1dXSgqKsKmTZuGPP55N9djiPOeyy+/nKmqqhrx9a9//evMgQMHGIZhmPr6embFihWM2Wwe9L4PP/yQuf/++xmfz8cYDAZm7dq1THNzc/hOgCACTHRfLi4uZi699FLmzJkz4Ws0QQxgovuxkKeeeor561//OrENJogQTHQ//uSTT5if/exnjN/vZ9xuN3P//fcz7777bvhOgCCYie/H3/72t5l///vfDMMwjMvlYu677z7mzTffDFPrCYJltP2YYRjmP//5D/PDH/5w2OOdb3M9irC4gHj00Ufx/PPPY9OmTfjpT3+Kxx9/HDqdDgDwzW9+EyUlJQCAG264AWlpabjqqqtw++2348EHHxw2T4ogJpvR9uVHH30UTqcTv//97/kyT1VVVVPZdILgGW0/JojpzGj78XXXXYfY2Fhce+21uPHGGzFr1izceuutU9l0guAZbT/+9a9/jZMnT2LTpk248cYbkZWVhdtvv30qm04QQXz88cch00HO57meiGHI8YggCIIgCIIgCIIgiOkFRVgQBEEQBEEQBEEQBDHtIMGCIAiCIAiCIAiCIIhpBwkWBEEQBEEQBEEQBEFMO0iwIAiCIAiCIAiCIAhi2kGCBUEQBEEQBEEQBEEQ0w4SLAiCIAiCIAiCIAiCmHaQYEEQBEEQBEEQBEEQxLSDBAuCIAiCIAiCIAiCIKYdJFgQBEEQBEEQBEEQBDHtIMGCIAiCIAiCIAiCIIhpBwkWBEEQBEEQBEEQBEFMO0iwIAiCIAiCIAiCIAhi2kGCBUEQBEEQBEEQBEEQ0w4SLAiCIAiCIAiCIAiCmHaQYEEQBEEQBEEQBEEQxLSDBAuCIAiCIAiCIAiCIKYdJFgQBEEQBEEQBEEQBDHtkE51A8KJ0WiD389MdTOmHbGxWhgM1qluBkGcE9SPiZkA9WNiJkD9mJgJUD8mZgLnYz8Wi0WIjtYMuX1GCxZ+P0OCxRDQ90LMBKgfExOFzenBW7uqcce62dCp5ZP62dSPiZkA9WNiJkD9mJgJzLR+TCkhBDHN8DMMPF7/VDeDIC4oztYZcKSsC2/srJ6Sz2eYmTW4IAiCIAiCmAgmRbC44oorcPXVV+OGG27ADTfcgAMHDgAAGhoacMcdd2DDhg2444470NjYyL9nuG0EMZP579ZyfPvvXw67z+mabtz/1y/QZbRPTqMIYoYjEYsAACV1hin5/G88thfPbSmdks8miLHg9fln3OodQRAEMX2ZtAiLp556Clu2bMGWLVuwdu1aAMDDDz+Mu+66Czt27MBdd92F3//+9/z+w20jiJnM0fIuAIDR4hpynxOVegBATYt5UtpEEDMdp9sHAHB5fJP+2Vx0xfEK/ajfY7G7YXV4wtUkghiSb/3tS/zj3TNT3QyCIAjiAmHKUkIMBgPKy8uxceNGAMDGjRtRXl6O3t7eYbcRxEwnVqcAANS3Dy1GKOWs/Uy4Jldenx8vfFKGtu7zy7SHIMaLw+Xl/w5XeoZ/iOPaBZ89Wn701EH86KkD59okggAANHVasPtEy6j3r2gyhrE1BEFcKDhcXpyp6aG0SGJYJk2w+PnPf45NmzbhkUceQV9fHzo6OpCYmAiJRAIAkEgkSEhIQEdHx7DbCGKmkxSjBgDUd/QNuY9Czl4bTvfYJzqjocNgx9HyLjy3pSwsxyeI6YZQsPCFIdzd6fbigcf2Ys/J1kHb+mzucR2TxnfERPHE+8V4a3cNbM7ho3Yc4xDXCIIgQuFnGPzffw7jqQ/PorOXUpyJoZmUKiFvvvkmkpOT4Xa78ec//xl/+MMfcN9994X9c2NjtWH/jPOV+PiIqW4CMQRSGStGuLzMkL9TdKQKACCWSsLyWzoDnp8uj29a95Xp3DbiPEPSr99HRWugUkzs4/FgcRsA4GR1N+68uiBom0jW/1kD+7TF7kbEMFVLBu7/5ckW/OOtU3jj0asRqVWca7OJCwStWg6zzQ2DzYOs9Jgh9xNG3Q3se3Q/JmYC1I8nD6PFCZuTFUEZSXjGsxcqM+27nBTBIjk5GQAgl8tx11134bvf/S5+9atfoaurCz6fDxKJBD6fD3q9HsnJyWAYZshtY8FgsJIxVAji4yPQ3W2Z6mYQQ2CzewL/dw/5O1msTgBAj9EetI/D5YXb60ekhp3gVDYZ8fjbp/H3761BjE456DgVjb0oqtTjq1fPCXq9S88e0+rwTNu+Qv2YmEh6TQ7+786uPmhVsgk9/r6TbLh9QpQqqN/Gx0eguc0EAJDLxEHb9EY7Hnr+KG5am41NF2Xzr3u8/algA6+B/37CGnfWNhqQkTizBixE+EiOVaOt24qTZZ3IiFUPuV9Dc38qyMB+TPdj4nyH+vHkIjSOb24zISVq8DiVGDvnYz8Wi0XDBhqEPSXEbrfDYmG/NIZh8Nlnn6GgoACxsbEoKCjAtm3bAADbtm1DQUEBYmJiht1GEDOJUDntXElTr2/o0qZuD7vNYg8O3/3Tayfwk38f5P99uKwTAHC6pifkcf72zhl8eaYdLnewF4Y7MCFyuiffgJAgpgKnINR9uGtvvPSYWJExlO+MOZASopIHryEYzOx7Pj7QECS+C6/7gfcQs5U9lnuUpZENZid+8+JR/rOICxOuSk6HwTbsfiZrf/rSwOcGQRDEWHC6+u8h402NJC4Mwh5hYTAY8IMf/AA+nw9+vx+5ubl4+OGHAQCPPPIIHnroITz77LPQ6XR47LHH+PcNt40gZgKna7rx7w9L8Jdvr0JidP+KFicW+HxDRwdxkxGrPfgG32Fg1WqGYSASiXg/jBEHoTYXEuWCNngmfsJGENMZh2Dy5R3lZH9Mxw8IInbnYA8AbqAmkwavIdgFgzm318eb7QqrgzhdPqiV7OvCyIvRTib3F7ejw2DHgbPtuHFtzqjeQ8w8uD7vGaHvm6391assdjcUclVY20UQxMxFKOCb7SRYEEMTdsEiPT0dmzdvDrktNzcX77///pi3EcRM4NMjTQCAHrMzSLDgIyz8Qw8cPYGbfJ89tEGa1eFBhFoOsYhbNQttZiQSscZ9Zqs7pGhCEBcKQREWYUgldAQMcu2uwdesJTBQ8wyI7BDu6/H6oZRz+/e/bnd6eMHCLFihmojoqPr2PqiVUl74JGYuXN8bKbrIJOhjFocHcVEkWBAEMT6ExvF9VhIsiKGZsrKmBHGh09TJpkpJA6G4HJxgMVyEhSuwz1CO7iY+LJydtHQL8vOFSMTsLcA8IBRPuMoWjvB4gphuTESExQdf1uFoIA1r0PED0RIO12AhgYuk8AyIbHIIojGE16RFsBJlE+wjDK8dbQUhLqUklEbzp9dO4NcvHB3VcYjzG+4+7xnmuQMER/dYaEWUIIhzgBPW5VIxRVgQw0KCBUFMAQzD8KUTB66qukfhYcFFWAyc4HCYAmG73CRnqHx2iUQUtD/fBo9wcjR8mTuCmAk4XF5EqFmjzeGim4bCaHHhs6NNeGFr+aBtfobhIzjsIURGbtvAyCa7IOpDeJ+wOIIjLELtH8orIxS2wLGEE1HiwsM7iucOwF4nnN+FUCzz+fz49Egj9SOCIEYNJ1gkRKvIw4IYFhIsCGIKcAdFMASvaHF56ANfD/X+oYQIoyVYsBhytTXwEWbrwAiL4Nx5gpjpON1evjKI1zv2lJCiSv2Q21xuH3ephYyw4NJFvD4myFzTPkSEhU0wKQyKsHAL/x7ddctFV5kHiJZCfOMQcIjzCz4lZIToIofLC12gCpVw36NlnfhwXz0+PlAfvkYSBDGj6Bcs1CRYEMNCggVBTAFBKReCv/0MwwsVvuGqhPCihr8/pFsw0eEiJnhhw+MfVOLX4/Xzq7ADJytCIWSoKA6CmCkwDAOny4eIgGAxMOppNLT39BvbDjTW5AZl0REKuDy+QavYTldogTAowkJwTQojoIT7CP8eq2AxcLAoFC17+waLGQzD4G9vn8aRIVJgiInDZHXhVHV3WD/D4x0c8RcqldDu9EKnDggWgn3LGwwAAGOIvkIQBBEKTmSPi1TC6vCCCVE5jyAAEiwIYkoYyiMi6PVhjP+EIgL3t0NoXhSYfHgEYeEDQ8SFobsDzTuFgsVoyyMSxPmKx+sHA0ATECyGEwuHQhjdMLAqDyckxOqUgX2Dr0XhtSu83oaKsHB5fHxYvkMgUgijN0ZbJYSLrhroYyOsUNJlHGzaa3d5UdFkxIshUmCI0cMwzIiD9N+8eAxPf1QS9FtPNN4BpptHyjrxy+eOoKrZGLSfw+VFhIYT9vrbfTZQOrtFbw1bGwmCOH/Ze6oV+4vbg15zun2QScWI1Mrh9flHncpIXHiQYEEQQzBwcNhjduCJ94vRNwHGQMJVVGHqx2jNLl1BggJ7rFCTG+Fq2cBJkjCs3DEgZUS4uuoZY0rI9mNNOB3m1UCCmEicgUGSRjn+CAun2welXAIA0BuDV6Y5j4oYnQLAYB8Lh8sHReC9bk9whAUnTARHWPj49BWhwMF9jkohHbXpJmecODDCQnj/CxVhIdyfUkbGz3+3VeBXLxwdUowwmJ38tqHMkyeCfsGCfR5x9/CBv73DFTrCwmhxsu3tcw5pBk0QxIUJwzB4fWc1XtleGfS6K/Dc5J5nQ3mmHSrpwCvbK2EwO8PeVmJ6QoIFQYTgbF0PHvzXftS1m/nXnvzgLM7WGVDbah7mnaNjNBEWw63yBgsK7H5BgoWvPxWEY+AEhlv1VcglQSUdB77PM4YIi94+J97fW4d/f1Qy6vcQxGTBMExIrwZ3QMzjyoMOV6FnKBwuL18aeKCoyQmCMYEIC2EkBBMw5IwM+AJ4BkRY6EK87vL4oFZKIRq4v8sLsUgEnUY+qpUqn98Pt9cPkYgVPvyClX7hBHrg/QEI9r1p67YN2k6MjiNlndAbHThY0gGA7Q/CZ0KPuV+kGCiETSTcM4PrT5wPEmfMzGEXmtMO6KtcBBH33vFgdXgGpS8SBDH98I8iOoyjWyA0CAV7p9sLhUyCCBX7nBvKtPfDfXXYX9w+rFcUMbMhwYIgQvDpkSYAQEdPfyg0NyifiBw74SRDuJrLRUvIZeLhTTc9fqgV7OSKm5gI89e5gaRQ2BgYYcG1IVItH2QE6BlnSgiXz85NsghiMvB4/Shr7B1xv/3F7fjJ04fQ2h0cts5dQ5pz8LBwuHyIjlBAIhYNFiwC11dU4LoQignOgCEnd80IxUKHy9MvZPiEgoUfcpkEMpk4+Bp3+aBSSKCUS0blYcGljXAr5p4hvDFCHUt4jhMRdXahEh/FTvK5iLcP9tXhW3/7ko9aEZbb1YczwmJAlZDegOjgCPJR8cHrY6BVySAWifqNOn1+eLx+JMexgp1pnIKFzenBD588QMadBHEe8MBje/HfbaNLCaxtNfF/N3Za+L/ZyEQptOqhIyz8DMO/PrCiHXHhQIIFccHwzEcl+NFTB0a1LxdFwU0shBP40ZrZDYcw7Fu4mstNGFRy6bApIW5vf0j4wAgL4aqr2+sHtz42MKedE0d0Gvmg6Ath+8YSYdEVWAFUyOjWQkweO4ua8Y93zqCk3jDsftUt7HV9YsAqDZcS0l8lZOg+X9lkDDlBd7q9UCmkiFDLBg26uElfVASbEhKU9hFYbeKECe66ZAKDtOjAe4Iq93h8UMgkkEslwZ4XLrYNStnoBAtuH04scQk+w+EcXrAQRlgMNBklRg93X+a+4+1HmwH0V38RRrfoQ3iJeLw+nAn4R5wLngEeFiZesBCmKLF/qxRSSKUi/tnFtT0lVgNg/BEWXATJiSpKKSSI6QwXCXGkrGtU+7cLFv9aBT43TrcPSoWEN7y2OgY/W81WN3yBqKvpKlhUNRvR3GUZeUdi3NCsgrhgOFndPWR+nBCvz8+XIOTyu4WrTKMJte7tc6KiyTjk9qEjLAKChUI6pOkmwzBwe/z8ajC3IuvysG2MUMv4QafH6+fDd4eKsIhQy+Bw+YIiR9xeP6QSceDv0Qs03MRlNN8zQUwUrsA1UNYwfJQFJxQMnOBxKSGaQErIUNeez+/H42+fxmNvnhq0jRt46dRyWIcQLCJDRFgM3MZdzw6XD26vH3GRKgCDU0IUMglkUnHQ646AYKGQS4IEyjM1PSE9Erh29Ed3DG4Xe26D3ysUbWwkWIwbLoLCPeC5wt1Lue1xkUp0mwbnb7+9pxZPfXgWjZ1959QOrpSv18cEPQOF/YAT11QKKWQSMf/s4vZJimEjLIwhJhUMwwSlt4SCM3dVKyTjPxGCIEbFkbJOvLC1bFzvbeoc2+TcZHUhOkIBkSj4ecE9y7hx6sBnJxCcFmeyTs9ovsfeOo1HXi4aFL1JTBwkWBAXHCMZxAlDobmJd5BgMYqVy7+/cwZ/e/v0kIaVQ5U15fZXKSRD5tFzYkS/6R434GVfVytl/aabXj8iAuHeTs9AY012H51GDj/DBJcy9fr5ydtYIiy4Aa3T7Rs0ACeIcCEN5Nk3dAw/aevsZSdEbT22oGuTEzw4082hIixsDvYa6jAEr3QzDMOKBXI2wmJgBIbN6YVIBERqFYHPE0ZYsMfUDYiwMNvYSR+XMjCwco9cJh4kWDjdXqjkgZQQQcnipz48i7+8cXLQ+fARFupg8RPov+dpVbIhIyy4e8RAE1FiMGarC0cHlIDlUikANspH6CHCGVdyERbJsZqQq4sVgVSosfiIfHqkEb987nBQSWw/w0AmZYeEQZVnBGIVF22hVkghlYj5ZxG3f4RaBq1KFjIl5GhZF/7vP0dQIwgNH0hXLzsxUcqlg7Z9cqgB/3jn9KDXS+sN+OJU65ieUwRxvtNhsA17LY2Ez+/Hi1vLcbSsa5CYzTAMDpV0DFuViBNIVYrB12oojBYXYiIUUCukg8p1y6ViqBRSiEUiWEJ4WHBGm2nx2mkRYfH+3locr+iPLBFGQ7dSlaSwQYIFMeM4eLZjkLGeMHoglIIrRBjezEdYuIWrjYMH70+8X4znP+lXqjk398YhVGjh5MPrDxYKAPYh4PP5g9r94b46nKru5vfhDAK5Y7k9/avEvOmm1zd0hIWPi7AICBqCh4jb6+vP5w8xEDTb3Hj5swqcGlANxOYcLPZMFNuPNuG1HVUkhAyBz+/Hsx+XBBnFzgQMZide+rQcZ+uGTvfgBlbD5fj7/Qy6jA7ERSrh8zNBIaqcmKdRcREWoSc/oQZTADtg8fkZqBQSRKjl/H2Dw+b0QKOUQSFjV45dQmHAyU32uMoL7DXPpVzERbERFkIRxeXmUkLEA6IifFByk8nA/ly50tZuG2rbgvsGd0/gPts1oEIJAERp5UN6WMRGKiGViGd0SojT7cXWw43nXG7v8bdP44Wt5UF9VPi9utw+9AqM6ThxzOH2QSQCEqJVg1ItfH4/TIHft7lr9APlD/fVo9vkRGdAeOOeBapApRrh7xlcNre/Co2wj3HnoVRIEaVVhEwJqW9nJzjljUNHHnIRFvYQE6XNBxpQ1mgMKr/rZxj8871ivLGzGqUNw6eDEcRM4k+vncRf3jg1pFjcZ3MPe1+ubjbxfw8U4Ovb+/DSpxV46dOKId/Pif+jrRBlsroQpVVApZAGtcvrY6N5RSIRtCHSKQGgJ3BfnJWqg8nqCukj12dz49nNpYOqXU00fj+D7cea8dyW/vG+8DOdND4NGyRYECHx+vznZT6W0eLC/z6rwF/eCA7ZDjWR1hvt+N+nFYOiIIQl2fgIiwEhbEIYhsHZOgOOlXfxoWuJgdDYgRMEjqCypt7+m69L4GHBAPwKGMMw+PRIE57+qISf0HCmm9yEhSt1qlHJ4Akc0y2IsBgYGcKbbgZWdoXmbm6vH9oBgoiQj/fX48DZDvxnc2nQqqDd6eHbNdFGfB/sq8OXp9tw4GzHqN9jdXjwzMcl5+RaHy7e2FmFpz8qCfr+zgW90YETVd3457vFE3K8qeKt3dU4KPiNPznUgEMlnbyhayi4iZTV7oGfYXC8ogtn64LTPsw2N7w+P5bmxwNA0P3NPcoIC6ugT7sGCAUAuzLMChbBgy670wu1UsoLFkKRwRq433ARU1x1IFMgwiIuko2wCDbC9bGmm1JJcISFhy0RJ1z9FrquP/7WqaDvxTXAw2Kg+KGQS6AeokSqw+WFRimDWikNOcGcKew52YqP99djx7HmcR+jz+7mJwWVglRB54BUQ5NN6AvSH2GhkksRE6GA0+0LEhDaum38bzja53WHoT8Sg1uh5fqQMnDvFj4vnQIPC+7ZqFFKIZWIBqWEqORSRGnlQaKC8PyAwaHkXp+fn8D0BFJeBk46hJOicoG5rtBHhZtAEecPbk/4IzFPVnUPOQ6z2N3TcmwwElxEHwDsLx48HvL6/Pjxvw/iL28OjqrjaBeIFMJ7AtAfqShcIBsI94xze/yjKqFtsroQFYiwcAyIsOAiuyJUspBVQnrMTkSoZUiIVgc+b3Cf+fxYM05U6nHgbPuIbTkXevoGp+UJ01Tco4jAJsYHCRZESA6VdOCRl4twoHjwxe/x+vDl6bZhTSGnCs6UTG9yBN1EhQ8lbvXz7d01OFjSgbKG4BUfbmUrSivnV1SFk/mBgoXwBjtw9WioPD/PEBEWdhd7LG4C4R1gasa+Fhxh0Z/+4YNYJIJSLuk3UBuFhwX3WUEPEY8fSoUUItHgCAun24tDgRJ8Pj8TNGi0Ob1IimXFmomMsGAYBrKAp0ZviAfGUBwu7cTJqm5sO9w4YW2ZCHx+P7441YZT1d04XBJ6Iu5wedHWbR11VZpQrv5TzZ6Trfh8DBM9hmGw+0Qr/vdZBX+dcpOf4c6Lm/D4/AxsDg+e21KGJ94/G7QPd7zclEgo5JKgFWlu0qdSBEqFDpGOJbzWuwQTJO5eo5SzubhOty9ICLU52AgLecCMVngP6QtEg0UH0kU4czHuuuIqjwRXCfFBESIlxOX2BgQL0SDB4ud3LgLDBBsacpElXJUQoTjp8viglEmgVEiD7n8cDhf7WRqldFweFgzDjKl/TxWVgZXIYxWhzeVsTs+I0RfCUthCwcIxIMJC+Myy8R4WXigVEkQF+odQDOAi+HJTdDCM8r7YJBA26trYiYnX1y+UA8EpPkIximuTRiWDVNpfyYqLQGQjjEJPOjoDz+YGgdeGn2Hwy+eO4Lf/Pcoex8V5ILmD+gWXKgIELwIIc9uF+0wURkvo1VxiYvj9S8fxi/8cDtvx69rMeObjEjzx3mAR3+Xx4UdPHcQjLx8P2+eHix5BJFYoMYYT99u6bUN6KnT12iGTiiERi9A+hGABsN9hKITju74RxnpOt5evoqVWSoPuLx5fv1+aViULWhTgMPQ5ERep5BfXQqWFcKJLb194BahOw+DUOy59ExgcYeFweYPu/8T4IcHiAqOu3YyfPLFvRGMYbjVoe4jJxuYDDXhtRxVOVA2uh9zb5xyyjvJY6LO58c6emjGH4Qrr1AvD3ISTXE6E4AbnA83KuJtpUox6kOmmSDQ4UkFohNZvOunmzyMU/IqWXDKolj3QLyLwq62CGzRnCMhHWPApIYG8dkGortvrZ0PHZeJBKjhvuhlY2RWu9nl8rOrNToiCz7em1Qyfn8FVy9MB9A8afX5W+U6M5gSL8UdYOFzeoAmqxeHhz3OosPxQtPew/bw7TOUAPV7/sH20w2ALGWnS0NE/aahtMw3a7nB58dv/HsPvXjqOw6VDRxYIEYaTh1rxaO6yTMi1KcTr8w95TIZh8Oauary3t3bUg37h5KgqMFHkVnWtDg+8Pj/++sbJQSVMhX1FKBoKRVWu30SoZUhP0KJZLyit5uEiJCSQSsX8dTcQYd+zCf52CKoncEKifcDKtEbFhtFLxKKgPsPl+0dpA9c8J1jY3JBKxFArpEHCBGe6y6eEDBAZ5DIuwoLhvzcASI3XIiMxIki8HVglRLja6fawERZDlUh1uHzs+Sqkw3pY6I32kCLjqepu/O6l43hrd82Q751q/H4GVc1sf+ow2AeJZgazEz988gB+9OSBYcOvGzr6IBGLUJAZjfae/gEvdzyFXAKXxxcymsHp8vGRC0Cw+F7f3geNUoqMxAj+N/L6/Hh2c+mQYnlXrwMiAJmJEbzIwT0vVAGzy6AIC6GI4hBGWPRH8fApIXIptCp5yHs0J/BZ7R7+flDW0AujxcWvUHKf5fUxwZEkgu9M6I/BRWRoVbIgAXEi+PxYM372zCEUVQ4e5xATg97kgMXumfDnEseek60A2OfKwEhG7rlqsXvG5H+y9VDDoFTYcPG/zyrw/Cdlg56f3LUdF6kM6ZnApV/JpGL+OxhIl9GB5Bg14qNU6DYGj48aOy3IT4+CSASUD2Eeb3X0exgJx7kOlxfPflwSNObiru8orZxNCRFc215hhIVaFvLe0WN2IjZS1W/MOWAfhmFQHRAFRvKxOle4NDqhd4dw0W7geHDzgQb89c1TYevjFxIkWMxQalvNIV3DPz/ajNoWE57fMrwzMDeQCbXCwD3ABzqWMwyDx986jRe3hq7L/N4XtfjXe8WjCgHcdqQRO4ta+JV8jiNlnXhrV/WQ7xPmBwsHNsJVqf6UEHbfsoZebD5Qzw+QuMFaQrQKVocnKPwuSqsYNHgXrvJwD0bu5jQwyuB0TTeauyzB1UAEkyOb0wOxSNRfXtHHlXLqbz83mVINSAlxe3yQcyJDwP+CC7dTD8gbBNjJtlQi4idYwtU+r9cPmUQ8qGwiwK4QSsQirJqXyJ5/oB/YBd+b8HscD/96rxgP/ms/P4AVTngGepDUt/fhF88eQk8IUaIm8BCraTUPm3rh8/txoLg96Ld0eXzYfKA+5HE5Hn/rFB5+6XjICXlZYy9+8+IxvLlzcH/lQrFT4zRBXgocu0+28hOTTw41jCptRLjCOnC10eHy4pGXi/Dw/0K3dby8sr0SP3zyQMhrWigYdgkGRAazc0gBSXjN8tdjIOLJ6vDA0OdEdasZZ2uD89XtLi8kYtZ4U2iGJZwccv0mQi1HRoIWLXor/726PT5IxCJIJeKgUPeBCPuecCWF66cquUTgUyGMsPDy6SYKmQRud//xjVYXtCoZZIH3cde32epCpEYOkUgEmUCY4P4v56uE9JdBZWvas68PjLDQKNm0AuGEtz8lZLDppjPgk8EKFoOvZdbgUwq1UjbkZL24tgcPPX8UT31wdtA2LnJh35n2sK5im6yuQSHPY3mv18egMCcGwOBc74omIxiG/U2GM8Br7LQgNU6D+ChVUNoH9yyJ0rA+IcJni31ghEWgvK1QvG7qsiAzKQKqQJg1wzDoMNhxolKPvafbQralq9eO2EglYnQKXlT2DHimcBMKrUoWVNbU5vQEzF4lbJUQzsPC1S/4adUyuAZEGDlcXljsHmhVMvj8DH+ewgUGl4c9//6Uwv5rjeuzmUkRQZOj7sD9em5WNO9/MRH4GQZbDzcAAEpHqDxEjA/huGdg+t5EwDBM0GR74HNcOLEd7f3B5vTg4wMNePqjkolp5DAwDIODZztwrLxrkEDC9ftlcxIGRRMD7PWSnqDF6nmJOFLaGXKyrDfakRCjhm5ARBTDMDD0OZGZFIGcZB1O13SHvD9b7B6kxLFljIXXZGWTESequvHK9kr+Ne65Hq1VDEoh9ATGmgCgVcsHtdXPMDCY2QgL7RCVRByu/lS51m4r/ENU+ZoIuLFMYLgBgL0ni8AKvsIFTT/DoKiyC36G4UUkYvyQYDGDaOq04FR1N7w+P/7fGyfxh1dOBG13e3woqWcH+m09tmEnYpzi6vIE58w63V4+HK1tQJRGt8kBvcmB0gYDTFYX6trN/HsZhsHnx5tRUm/AjqKWQZ83cOWKG8gMLA364tZy7D7ZOuSKnt7ogDyg1goHhsLVUIudNSPiJnh17X345FAjjpazEx3u2LE6JT8YFQoWAxVUbvIllYjhcHphc3jA3d+FUQZGiwv//rAEf3/nDDxe1khNKZfwogTATvLVSimvOHtDRVhwHhYDPCZcHn//6qrXz79XJhVDqxr8IODEDC5v2TEgwkIqGRxyDrCD5PQELVJi2YcVN8nnBthxkUqIMP7KAQzD8GGOBwL5mZxLtEYpHXQeh0s7YOhz4bOjTUGve31+dPbaoVFK4fL4YBH0h7ZuK7YcbOCPdaamBy9vr8Svnj/KP+xK6gz45FAj/u+5IyHTn5q7LKhr74Pe5EBdiIcRJ7Y1hcgt7zY6oFXJkJcehbYe26ABQUVjL7KSInDPVXnoNjmDFPyhEAoWwhBFAPx1b7S4eBHnXGEYhl+lOhlixamqxcT/zU3m/AyDX794FL987kjI3GFhOUROQOMjLOwePtxzYL663eXjSyoK7xnC7577rbVqGb8izd0DORNLgL2OB1bosQfC/oV9Tzgw4dqqVAh8KtwDIiwC16tCLoFLMJkzW12IUMt4wYU33bS5+VV1uUCY4O4/bOSURJAS5gfDsK9LJWL4ApUfrHYPb5IYHaGA0dLfT7hziFAFfG6CKqdwgoV0kEjLirg+qJRsSshQgsWZWnYi0qy38tcwBzeA8/r8IT0PQmG0uMZkrsgwDP729mn85sVjqBb0x9HCpVkVZnGCRfDEpqbVxIdVVw1xfIZh0NjRh6xkHZtmGPBSAfqFriitAm5Pf0qIXCruj7BwsxEWXDi08F5gMDuREKViq0r52XKkXKRBSb0h5ESjs9eOxBg1dBo5Lwr0R/wFp4REauVBzwWh8CaViHhxzeFiq+Ao5BI+Ys/q6H8f9/zKSNQGtnmCXgfY69vh8vGeLcJnttnmglQiQnKsOki87zE5EamVIyVOA5PVPWRVrrHS1m3jhZpzXbFlGAZNnZZBRuCTRWm9YVSVFc7W9Uyqn4OwTXrj2CMgvT4/Xvq0HLuKWkL287YeG/psblyxJBUA0DTAlLa5y4IYHSsCtgiiFP719qmQAisAlNZPnnglfJ5XtwQ/s40WFxRyCWanRQIIjkACWIEgOkKB9cvS4fb6B4mXXp8fPWYnEqNV0KqDI6IcLi/cHj+itApctjgVbd22QWXAPV42mjY5MAYUPhe5Z7iwTdxrUREKXlwF2GvD4/NDKhWkhDg8QQs03P0yVqfkn1MDozC448/JiILXx0xIJRE/w4RMh+GObXf2R+0YLewzXK2QBs0PalvN/P2qPoQZutXhwScHGwY9G4nQkGAxDTFbXfjFs4fwxPvFIUPV/H4GNa2moJs0wzB49JUiPP1RCY6V968wCi+ezl473F4/7r56DgCgZIiVA4ZhoDc5+DDh3hAhmMDgMmqcms0wwE+fPoQ/v3YSO46zKSXCC7JiQDj34dIOPPiv/fxDgzs/IDjfVxhaP5SJUo/ZiZwUHUQIXq21OjyQSsT8hNfqYI91w8XZ/D7cQM/m9EIhk/BVMlijMx9kUjE0qsGD99ZuG6IjFIiOkMPu8vBRFQlRKlgEN999Z/ofGmwpp2BzvA6DDbWtZmiU0v7Jy4B8dqBfxJDLJBCLRPzqtoc34mMjLPiVWKkkZKidx+uDLPCdAMEDRG/gIRJKsDCYnYiLUkEuk0CnkaM78NsK85tVCim/Mj5WhIMmTgzi+k9mUsSg8+C+75IBg4leiwsMA+RnRLPHEOQ2fn68GVsONuD1HVUA+ld7fX6GF2CEq/OhJiNlgusnlCEkJ/rZQqxudJsciI9SIiVOA4fLGzQI9zMMmrosyErW8dEq+lGsHvb2ufgJ7sBa5WdqeyAWsX1qoqqICMWAUCGynQY75IHJHBdGWd7Qy/ennUWD081MFsHqc2DFmOtHdpeXFxg6e4PvPQ6nh/+unG4fclJ0AILzWS12N0RgRa/kgM8Kt1riDKQ/AKxgMTDC4qHnj+KRl4tgsXv4azMowsLV72EhHxBh4WcY2J39E72BlT1MFjaSgivNKvSw4MqgSgXmmtx7ufSvfsGyPyyfP1YgZYebREbrFEGrUU4Pe1/jUgGEIoswJcTlDi656fb44WcYqORSqIYx3WzusvITbU40A/pNndMT2AnsaML5LXY3fvbMIfzz3eJRG0zWtfX1pzcOEDSF+P0M3tpVjRc+KQsSJ7nIrvyMaEjEokERFrVtZhRkRiM3RYfyIZ6n3SYHbE4vspIjEKVVgEH/iiT3O0Rq5XB6+iMsYnTK/iohLi+UCilf9o8TMjgBLVqn5IUGh8vHRxoYLS60DnhGMwyDzl47kqLVrNdEwKSWE8kGpoREaoIrxHDVbgBAKhXzXi8OtxdKuTQoOlAo1nNjCO735iY4wuea0eKCn2EQywkWAhGsz+pGpEaOKK0CZlu/v4XJ6kK0VoHoQPSJccB9r7XbOmzloKHgxh8XzU9Ce7dt0IJKW7d1yJSbgRw424FHXynCI68UhXXlNxQVTUb8871i/PXNU8NGMfWYHHji/bN47M1Tg7YNl/Z3LgjHhMP5XZ2t68EzH5cMWjSoajbhUEkn3t5TEyQ4cHCpgZctZgULYfSk1+dHW7cNy+ckBF3XzV0WfHGiBWdqe0KmWnDjAKlEBD/DwOX28SljY+VoeSf+8ErRkCKR8JzaeoLbYrKw/T4tnr2eBrbVGKjIkRavxbys6EFedF29dvj8DFLiNAHfiP7vn7tWY3QKrJqXCI1SirP1wSIx1x+456hwjMNFd/bZ3LwA25/2yJlu+uD3M/D5GTAMIAs8ryJUMjBMcJUibnEiPqo/wmJgujF3/FkBAWe0KcA+v3/I6+J4RRf+/PpJXuiubjGhorGXv3cz6L9/N3RYkJ4YAbmsP8Lik4NsKgjX9lAVAw+XdmLzwYZhzVFD4fH68f6XteO6t53PTGvBoqGhAXfccQc2bNiAO+64A42NjVPdpEmhtKEXhj4XztYZcDKET8TWw434yxuncKq6X/UUrpq+IQhBbxSsDvx/9s47TI7qSvtvVXXOMz09OWlmFEZpJKEICITIAgmwMcY4YWyzu/auw9peY3ttHNZm2eTPAZvFCbC9NtiYLJJNkEAghHIejaQJmtgTO6fq+v6outVV3T3Ko0nn9zx6JHVP99zqvnXDe99zDlucL59bCq/LrMu2rSUYTSKWEDGrygMg/wZybm0BegYjuuzd7b0h2C0GuJVNE5DZ9DGBYXaVB0e7AurkI0kS/u8VOYZ52yFZaOkfiSIaF1HmtSEcS6mnPUc0KjNTnLNLKgXCcRS6LHDZTfrTm2gSDqsBFpMB8YSoLoZqSpz4zM3zYbcY1AVIOJaEzWJQE5DF4ilEEylYzQZYjIK6MQhEEnj53XZsPdCL+go3bGbZGs0G0/IiOyQpM5izJH8CzyGhuBu09vNv/GIrOvpCsFmMEDQbDkB/GsEGRIPAwWTMCAoJpZ616rBQHjcY+JxJCYAuXMQg8DpHilxqisvZXKUlCQOBOIpc8qLSYzepAzhLGGq3GGC3GhCO5y5ChoJxdRPQPRDOe7Kqza/CrnsgEIfZKKCk0JaTlIn9/HAorttUDSh9lfVjbVhJh/JdsNOzw+3D6mKdCXGd/WG4HSaYjDy2H87dkPePxGC3GLCooQh7j+aeZrLJRNuHGf6RGHweK0oK5U22doLtH5b7f22pE8VKSUv2XnuO9uN7j7yX424C5BP5mhKn/O+sE4aOvhDm1xWi0GXOW/5QkiS8vb8HT246pi6qdzT78e7B3lHDUdj9WFPizJuh3z8cRXGBVVc14HDHMHiOw5xqD3ZlhXVsP+xX80pwHFSLfFqS4FX6W4dy3f3DMd1paiQuwuexgrk0y73yQkwXChaV72uB59VNFdv8JZJahwWnWxwPBeMIRZPoHYxgR7MfPuU7yeewsJoNMCuJNdl9E42nIAEZh4VRbxsdDsbhspsg8PLr2Jg2rISEANDZ71klIbNRgFFz/7P3ZA4LAEim5PA0Jr6qGztlTGdhH6rIkpUPgzkscq9XEWjMBtVhkd3/xXQaJ/whLG8sgcNq1J1U9w5FIaYltWJL72mcsGrL2p5uItedLX4IPIfVC8twoG0oJ/8QY9PuLvx1+wm8c6AXG9/OCBtM8CryWFBcYM1JtNozEEFdmQtLZhejvS+kE9gZbKE6o9SVkziTneLLDgvZySfwHFz2jLNBdlgI4DhOSVinD5Pzuszq2BVNpNA7FFX7crbVXraPi6gqccBpM6liWio7JERTuSaRFNXvVk4eK/+MUSO2J5JptQ354syHRxEshsO5a4tC5V7Xjpkj4QRcdjPcdpNcVUT5bAKRBFx2k9qvtYcUHX0hfOtX7+JrD759xvktmjuGUeA0Y2F9ESTox+cT/hC++at38Z2Ht+X9vrWI6TSeeUsOLRkJJfJubt/a241///2Oc8r5NBrMddg3FD2ps+5NxQ3YNxzVuYjCsSS+/9vt+MrPtugER8am3V2458G3c1ynf9t+Im/C9r3HBtSDJ3ZvcVzmMOq1nZ34xi/e0a05fv7Ufmw/7NcdxAHAbk3fzudwPNg6iOICKyp9DpiNgk4c6+oPQ0xLqC11we0wqfOl9hp/8Zzs3tB+90xkSYkShoNxfPlnb+H+/9s56gFa31AEz21pzRG8jnUF8NAzB9DaE8RrO/PnmGAixNI5xTmHg0Mh2UHhdVtgMQk40Zd5PiWmEYwk1XuiqaEI/SMx3eaWVQipKLKrSXJVEVAjLgg8j+oSZ444x/pqkdsCg8Dpk1FrDlfYODcUkh0hco4neXyIJlIaF7A8duQTJPYcG4DAc2io8Kj52LIFNLZOnFnpAaBPSjoazR3D+PyP3sQ/P/AWdh7JXd+9d0h+jB1M/fvvd+A//7hLt6YIx+Rca539IdSXu+TwSaXvvqw4yRtrClBd7MzbpjYlbH8wENf1s76hCHYe8Y/qGHv+7Va88E47nt58/JTXOZWY0ILFvffeizvuuAMvvfQS7rjjDnzrW98a7yZdEA62DcFhNaK4wIpX81i5WBKdje+0qo9rhYl4UsS8GbKFVavqsUm7rMiOOdUFONQ2lHczwhZCMytktVIrWLBBb/4ML8S0pDu1HgrE4HVZcP2KGgByLgNma+sdkhN9rVlcgWQqrbbLPxJTFx8sLp2p3QvrvfLPDLP3kB8vcltwwh9CKJrEP//0LTz07H6kJQmSJGEknDmJ0Z4yy4KFUR1Q2O+0WQxYOqcYy+eWqJslVoLQopy4slJyVrNBtnMri/XfvnQYf3y1BQBQV+ZSY/PYgpJZ1NnpAdvUBcIJROMpRbDItZ/bLQYYeBYSIj+ntUwyh4GB53WCQiKZcVhIyJy4Gni5vnVOSIiYhtEgL4Q9Dr3Ak0zJVTmMBkF32qza85RTMO0COqZLPGjMcVgkU2l8+Wdv4V9+/jZiiRS+8Yut+OJP3sxJyMdOFmpKnep3OBCIodBlhtMqi0JsUxdPiugdjMJiki3R2mtkE8TsLMEimRJVu2L/SAzBSAKd/SGsXlgOADihPNc1EEZtiRML67zY0ezPOR3rH4mhyG3Fgnov+kdiOgski9meUSaf9GvzvaTTckymz2NFoVP+HAc1Nn0mKFSXOFDosoDnOPX1Dz69H8e7AznjAiD3cY/TDLvFoOv7KTGNnoEIKnx21JQ4855OH2obwi+ePYBnt7SiuWMYQ8E4fvqXvXjw6f14avOxnJ8HZKdGgdOMOTUe9A5Gc8YS2UVihctuVid5/3AUXrcZF80uRu9gRB2TTvSF8MCTe/HX907AbpFLg0YTKVVQYO4J9tlIyGxykykRKTENh9WousJKChWhJMty7lCqYbBFE+u72SEh7L57ctMxfOmBt9T3iCdF1dYez+OwsJoMGoeF3EeZYMl+p8mkzwsjh4SYNCKlnHsmHEup4i9zTQFah4WghIoo4QXaxKFCJqSMjX1AphIJs9CyqiICz+ncWgATM/hMElHNqVemjKUAm9mItJTJS9AzGEEylUbvYBTJVBrVJQ5UKTlDGOx7n1dbCIHncvIP9A9H8Z9/2KkrUcfmxcsXlWPnkX5dWwORBJ7afCzHGt3cPozaMidWzi1BMpXOSdbK2LynC1XFDsybUYjNe7rUvjwYjMFslEu7Frosuvu0oy8ECUB1qRMrGovBccB//GFnzuL+WFcABoFHhc8Oj1NxQKmCUcbJAMhzg+zS4dXS1zFN35Qrssj9iW34vC6LRlwX0TcURXWJA9Uljhwrd6uS7Le21KlWhgmEE2rfYvkjmKDvtJkgIRMyEo6nVPFL6w6UxW+26ZDfV2cTV66XnQhrHRYlyr3N4vKZOKl1WLB5nd0PbPMZCCuChUMvxAEZR40E4IWtbUiJaRxuHzqly0GSJBw5MYKZlW74PHJbtOO3trztqztOqNf/l01Hc4S0o50BDAbi+OQNjTAZed0hUyCcwGs7TuBXzx9Ec8ew6vY7HSRJwo//vAdff+idUSsQiOk0Wk6M4JL5pRB4Tg3P0vLW3m788rkDeOatVjU8Qitob3ynDW09QcSTIn7/crPus4slUnj4hUPoG46qbUiJaby+sxO/f6UZv3nhkE4gPNg2hB8+vhvfe3ibHJKgzMe1pU4EI0lEYin89qXD6B6IqI69/uGoOs5qBRBJkrCnZQAL671w2ow4liUYpMQ0DnUMY64SyuXOWt+w9WdtqRNuu0k9rBkIyGPx9Suq0dEXwh/+dgSPKWs8QF5DsJDjQ+1Dah8drZLGH//Wgr9sOoZfPpfJ6zYSTuDBp/ehwGnGrEo33tYk1R4Yiamfcd9QFAVOM+rLXRgJJ3Sb+OGg7KbkOQ6VPocq5AOZzTsTLNhnoHU2d/pD4Dh5jcryyjDxlN1Dhcrra0qdOOEPjZLA2gR7VinSvqGo6lZkh1nMEQLoxxg2rjBHYD6xc3fLAGZVedR5yGk15jhyWJvrFXc12/yn0xKOdweQTIl4Z3+PLtfHbzYehCDIjrCfP7VfNz/FEyL2KeLVwbYh3cFo/0hMXY9EYkm0dgcgSUBDhVvJTyVCTKeRFNOYP6MQn71lPgpcZgwEYjmifmtPUD2UYqGsI+EE/v33O/CTJ/bivt/tyBG7YomUKoYwp/2xroDuvZMpEVv2dOUc6E52JqxgMTAwgAMHDuDGG28EANx44404cOAABgenfgKk5o5hzK724PKmcrScGNGdDrScGEEomkRduQvHu4PqRoDF6t+6ph4AsHS2DzazQafa9Q5F1Cy9c2oKEI6lVBV3z9EBvLi1XU64MyLf/Cy0Qruh9A9HYTUbMKNMPsnVWtWHlLi5q5dW4idfWI25NQXqRD8YiMFlN6GxRrbnH1FsVh3K5mlhvRcdfSHEEilVsFhQJwsWzMrXNxSF02ZEbZkLPYMRbD3Qi2AkiXf29+JIxzAi8RRSoqQIFvoJipUVNCv25qgy0bDBs9ApW6WTKflU12o26HI7ROOimlCPLcy1iun8ukI5sWU8pT7vUwa1YCQBMZ2GfzgKl80on9gouTaY/Vw72CRSmTJPbMDp0FQ0YJOAQeDV7PKAksNCeU+53aL6c06rEeFoUrfg0Na/9jjM6iJQkiTFYaGEhGgS8fWrp3ryQs5uNaoL6Khm0+aw5FYOeHt/DyRJdmn88rmD6uN/26E/Yej0h+F1mVHutasT0cBIDF63RV1AhxUnyyMvHEJakrBqXimAzCnWkRPD8I/EwHFAhc8Os0lQxbUTfvl0ZeVcOWnoziP9kCSgvsINr8uCLiWnRO9gFGVeOy6aXYxAOJFzisJKbS2Z5YNB4PC6RkRg9x0TDrWnG4PBGMS0hCK3JefEG5CdHRyAMq8dBoFHocus2MqTat/adrAPQ8E4Xnq3HYfbh5TQCXlj6nGadX2fnWZXFslVInoGIrqJW5IkbHynTS25uftoP17dcQIcJ4s9z29pyxE52CRZV+5CSaENKTGtGyckSVIFC61w4B+WY+7nVHsAZJxXm/dkkuvOrS2E1SQgGk+poleJIv619wbVPsvCTNT8ESYBq5vKAMj92W036U5DQtGkuiDKDoNiZUIBqA6ldFrCs0o53CK3Rd30lxfZYTTwOQ4LjpPDNLKTbrI2sHAds4FXn0umZLeXyy4vPjlODgMLqK+R+4fRkKn8o4qtSvWQREo+AVcdFkpZU0BeuGuvjW0m2XWzJJ0cJ7u1tEk3metELSWnLd2mydmhFTQSSRFff+gdfOMX76gb9+oSJ6qKHejsD6vjGRNvy5VElH2aJLHJVBq/fO4ADrYN4TcbD2FgRF7oHWofwpyaAiydXYx4UtSFgD3wl7145q1W3P/7Har4EU+ISrb7Asys8sBmNuScpP1t+wnc9e+v4nh3EJcsKMMl80sxEIir+TWGAnEUuszgOA6FTrMuxIhdX02JE26HGf/8wUUAgNd36cXEPUcHMKvKDYPAw21XnABhVhVD/vyZOD6iCBZmo6AKXiw0B2Djrd5hUeiy6OaqYEQOJVo1rxRHuwK6DW1rjyyelCsnq4A8P7G+ZTHrxSkWSsQENq3DwiBwmfwpYlodP5xqSIg+rt1uMajjXUawiKNCETFYuGkmJETvsHA7TOrnN6K46YKRJNwahwUbR1NiGnuODuCSBaW4dEEZNu3uxpcfkE/Dn3rz5KeSAyMxDAXjmFnpQZFbnsPZGiSeEPHeYT8uayrHZU3l2N86iJSYxsvb2vHcljY8/lqLzkWx60g/BJ7Dklk+WSxW5vHhUBzffWQbfvtyM7wuMy5rKsf2Zn/e8ABJkpBOS+gfjuKd/T1IiWkc7QpgV0s/egYj+NGfd+PNPd05m6H23hDiSREL6r2YVeXROZQAua88+tJhNQ/RJ9c1AsiIibFECq/u6MTyxmJ85ub56BuO6kQPbU6YQ+1DSCRFfPNX7+LRlw6ra5DtzRmH8LOK02QgEEdzxzAGAzE4bUYUuiwIRhI6BxbL/8RcIXNrC3C8J6humnsGI+gbjqKp3ov6cneOw6K1O4h4QsRcZb3psZt0In5bbxAWkwBfgRVue2btMzASQ3GhFesvqcWHrpqJ2VUetV2SJKE/EMMc5T21yVjz5TkZDMTUz3zvsUFVYH3i9aMYDiXwmVvmo6mhCAMB2cE3EorjKz/fgh8/sSczf7otqPDJeSKYyyItSRgOJdQkvJVZCaS1FTkAOWzDbjHocnh09YfhU8J6HWrOGcUNwRwWTLAocSIlSrpwOLZv8Hmsat4J1rb+kRgalJBM9rkOhxLqPcrGunhCVA8G2JzOws3Y+yVTaXT3h9VcHQDy5mMbDsVhUw7KPE4z/MPynPE/j+/C9x55D3/3X2/goWcPYOM7sqDYNxxF71AUGy6Zga98aDEsJgF/ei0jTO09NoBEKi1XE+sN5uRYYfnbwrGU6lapLJadPLGkiJ4BWbRfNa8UNosRXpcF8YSoC52MxmWH3qr5pXDZTTikjBubdnViOJTAdcur0doTVNdGaeV6vvKzLYglRKyaV4r+kRheee8E/u3R9/C0Mq5FYkn88rmDuO+RbaeV+2wyMWEFi+7ubpSUlEAQ5M4tCAKKi4vR3d19ildObuIJEf0jMVQXO7ByXik4Dnhrn3zNyZSIPUdle9T7L5eFiYNt8qDZMxhBaaEN162oxhc+0IRLF5bJ5Yo0JwO9g1H11J8JB4faZYXuR3/ajcdfa8Ebu7vUUyRfgRVuh0mX/KerP4ySAiuKldKV2ht5MBhHgcsCjuNgtxjh88hVNqLxlCpmuOwmlBba1Mmuo09Wei+eXwpJ+X/3QBgumxG1pfrTaf9wFMUeK0oLbegfjmHLvm55MQnZas5uTpfDhAKXJaeUqcNqVAcUrcMCyAgXkbic+Ey7iMxxWLCQkHAClywoxUNfWYNKn0OO5Y6l1M0gU04DkSQGRuRNaqOidvcMRmA0ZBJkajOxByMJzYZDQjiWxEAgjlnKoM02QILAwWzM5NTQ5rCQ251Sf85hNSobfU39a41goT2BYDH0akiI5jSYWSLZolKbcC9jixdgsxgRiqUQCCfwyIuHEIomcaB1EG6HCT6PBTua/SgpsGJhvRdv7enGc1ta1UVhhz+ESp8DHqfcJpa1usiV2TSGIkk89kqzmih1hSI+DIfiuP//duK+3+3AobYhFDot8qbfaVb7A9ssLZ1TDADYplSVKPfa4PNYMBCIIazYpD1OMxbWe2E1G/DMW8fxt+0nMKgo5f0jUXiV2uArGkuwaXe3unBhv2O+IljoQz6U+8tjhdVsgNUsYEizEerqD6PIY1E3vkVuC/pHoup7XLe8GqFoEl964C089moLHnx6P2IJEWJagt1ihCdro87CR8qL7KgucUACdBbSXS392N86hFtW12H+jELsbhnA3mMDmFXpwT++fwGsZgOeUqyHyZSI37/SjP9+bBf6R2KYV1uIUmUs0FYmGQknkEil4fNYdcIBEzHKvHZYTIK6MdQmyrx6aRUsZrlfs/5aqslPwRYv7DOOq4KFARsumYG71jVixdwS2dmhmbCDkUwuB4MgCwts8xdPijCbDOpzqXRaDXv44NoG/ODuleqmv7TQpo4jjFhcjuHnOC5HsGALQLZgM2nDysLy9bmUzaPAyyVVmTjAHCPaKiFasdVoECBJ8j3L2qMNCUmJaf3pt0V/gs7GNfa6hC7pZhpmk6CKJtr8IlGNaKKKP7Gk+p30j8Tw0rZ2NVFiVbFDdV0AstjktsvieUmBVXXLDAXj+I//24HmEyNqfqFdLf3oG45iMBBHY7UHs6s98DhMeF2xUo+EEzhyYkSeQyQJDz69X03cK6YlzK72wCDwWFjvxe6WAXXT0z8cxe+VilNzqj24YnGFuhk5rvTLwWBMPWn0uiwYCSfUTXp7XwhOm1HdGMyrLcTKuSW68LHugTB6BiNYPNOnfJ9GcMiEbEXj8lzDBInhUAIWk5y4NZGUnUNiWlJPdW0Wgyo2DWr6FQvHiCVE2SFoNmDNogpYzQa8sVsWUCRJwr5jg6grc8Ig8BmHhaaso1VpBxvTmUWb3WPhWH6HRUrTx+xWAzhkJZwOyPO/3SJffyiSVK3r5UV23amo3SJfP2tDOi3JIoxyEMG+c9lpJ8Flk/uRycirc9ixrgAi8RQWNRThuhXV6nXaLQY8t6UVv9l4EA+/cBCv7ezMCWdgm/I5NQWwW+TcIaxtLZ0jiCdFLJ3tQ1O9F9G4iCMdw9jR3K9UgbHonAW7Wvoxp6YAVrNBqQgli+HvHerDYCCOdStr8KXbF2PdympAyjg2nt3Sis/+cBN+/Oc9+Nav3sVnfvgGvv6Ld/DQswfwy+cO4K293TAZeXz7E8tQ5rXj1xsP5rg7WMjv7CoPmuq96MpKtC5bztP4wgea8K8fW4rGWjlkkAl+O4/0I54QsXZJJRbPKkKR24IX321XhZEjJ0aUE347DncM45X3OtA7GMHCei/u//tVcNtN6oZ9KBjH4fZhXLOsChzkg7eBkZgcvmszIRhJqqL+8sZiHGofRiyRQmtPECYDj8uaypFMpdW8Se8pleoW1hdhRrl8gKVd2xxoHQSnfIeAvPnWuu3aeoKoKXGC5zi4HSYElPF2MCA7Hy0mA65eWoXFs3xK2d04ovEU4sr8wyGTgLO+wqXOY/3DUfzkiT34/qPv4YEn90GSJHzkmllIiWkc6RzBUDCOt/f34PJF5agvd6NSCZHq9IfUz2rP0QF09IXUsNGKIuVnFPdYMJKEmJZUx8KMMiei8RS62fPKXMvmDo7jUOSx6r77roEIKpQKH6pwqRlXXDajOoewJLhq1bI3j+OxV1tQXGBV72k2JgWV+3qGIliwUJ+hYCa/Fhvr4slMJSGjZnwDMvPLQCAGCVDDMFl7s8On2P4CkNc5nf4QOv1hHGgdgtUsoKZUPmB9e18P0pKk3htzawvgsplw7fIq7Ds+qFZWfHt/DxxWI1bMLUEilc5J2Fyqyd3Rp4Tgue0mZX+QzoTcKGITC3PTCt7MoVdb6sScao9ScUrCjuZ+1Je7cNvaBswoc6kuwwOtg9h3bBDRuIjLF5XLYwaA55RDleffbkM6LR8GbjvUh9uumqX+3qmC4dQ/Mnnxeh3j3YQzpkW5MebUFWFWXRGWzC7GO/t7YTYb8YSiAC6bW4JLllThZ0/tQ2tvGOsvd8I/EkPTTB9Kil0oKZYHi8oSJ1q7A/D55JvVPxLFyvnyCeTseh/KvHYc6w4iKsq2SQA40DYsJ48x8KirLkRZkQMjkSR8PidEUQ7luGp5NWbO8MJkFBCIpeDzOZFQEoBVljrV31enJDsUeR6BaBIVPgd8PieaZvnw5u4ueL0O9AzFUOFzYGVTBR58ej/6Qwl0D0ZQU+ZGTVWBPDgpv2MgEMPcGV7Mqi3Ec1tacbw7iA9cORPbD/bhWHcQy5Rrq6nwIJaS8PrOTjhcViUrsYiiQhuGg3H0DUXAKYNxdaW8mChW2myxmZBISahwWlCuCCZGixFJMQ1foQ1ejw0pUYKnwIZAOIHyYifKSuUNVFGBDbHDfeCN8m01t0FepKYkIKqsiZbPL8PWA70Ix1KoKDbAriTD5E3aW5GDV1FwHU4L/rZTHrAWzylB84kRJBVBwVfkgNNuQhqQv5804HKYUeCRB1OTklHZW2iHwyEPXILZiKIiBziOg8RxsFmN8PmcKCty4FDbEHw+p+qM8LitcA7HEIwm1e80rpzGzK4rgt1qRFGBHZF4L3w+J3hlwVpZUYCiAhuaTwxje8sA3tjVBYNRwLHuIBbUF2FWdQF+/ex+fOjaOSj12vHdX72Dv2w6hiOdAXzn7pXoGYjg4oXl8DjNsnhikBOlVpe7UamEWBjMRhxXkkfe+6mV6sQfiGkyNHeOYM1Fler1jUQS8PmcCMY6wXHA5cuq8avnD2B/6xB4nsO8WSUo3dmFA62D6vdRVeZCdWUBbr68Hn94+TAOtA6hPxjHR69vRCKZRk2FGz6fE39/6yIc+dEbeODJffh/X7wcQ+EkeJ7DsgXlcNn3YSicwPd/tx3Xr6pVk1/OriuCz2tHkceGcEJUP+O+4Shqy93q/0t9Dhw4Poi4ohutW10Hs8WIN3acgN1qRKc/hIQkv2dZsRND4QTePdCjfs+977TDIPBoaiyRN/BP7MVAOIFVPidiiRQee7UF1aVO3H5dI158uxX/+6Rcsu2j1zeitqoQN1w6A0+81gKDxYh3d/vVkLRClwU3XTEzE1MfzvSTE8rGtLGuCGmOQ3BXF8w2M0LRJGorPCgpcWF2TQHa/SEUeh3oHYrgljUNeN+aBnicZjz7dhtESYKgfA8LZhdnwq8qPOgdiuIvm45hSWMp3EpYTXGRA2Wlbtyi3I/lxQ5sO9Snfg6ReApFBTa1jU6bEaJy76SUe8fnc8JqMYDneVhsZuXzl+9xq8UIBOKYNcMLm8UAjufV95J4DnblXjIrrzOaDfLYuF8WxGbOkO8Zt9OCroEIfD4nhpXPrqpM/r6NBg4msxFQhPraSg98PiccNhMicXkcFJSFcmW5B23KItXtscHslxdJpcVOpDnltNtllTd1TvnaPIq4BKXtiZQEr8eiXje7pnRaQiIlosBtQ12NLLqJHKder1EJLSgvdaluEJPVhEGN66y9N4T6SjfKSt1YKAJ4/iACMRFNPif6AzFUKXNFbYUHhzpaUVTkwO/+KifQ+9KHL8KaJZXYccSPfa2D8Cgn3RcvrkRZsRMbLqvHoxsPIpyS0KacPN529WwsnVuKHz++C93DcXQMRMDzHFY2VcBmMeL6S+rwzoFeHOoM4IqLqrBdCUH82b+sRYXPAV5Jpup1W9A9HJW/n1ACDVUF8PmcqFFCJHmTAT6vHf7hGGaUu1GszLdyf/finQO9sDpkcfV3fz0Cg8Dj6lW18CrX4LAZkZLkfpfmODhsJhQXKblnwgmU++xwOy1Iimm43PL3Vaj0W6/bhoEReZwWoSSQLXVDUvqL0WxANCHCW2BDZYUHF80pxoHjAygqcuBo5wg6+8P4zK1Ncj8yyxsVTuDlvg2gpFhuRywpgufkvg8AdqcFTpcVyVQaJUXyPO50mCGm5esAL4vbrH+4HWYk2HOQHSWlRQ6UlLjgUO473iSL6LUVbjhsJgwqG8qyEhecdpN6bw6MRCFJQEWpC3U1susyBU4dGypKXSgudqHIbVXH0XeU+PNlC8rhdVvxky9fgVAkgZnVBfjmg1uweU83HFYjNu3uxpb9Pfje310Mi0lAlz+MLft7UVfuxqJG2bVX5rUjEJXvve6dXeA4YEVTBTiOw4PP7MfWw34c7w7gw9fNwdwZhfjmg1vw6CvN+Ni6RvQMRnDT5fXw+ZyYVevF67u6IJiN6B2JweMw4+9vbQKnzAerF1Xgr9tPoK6qAE9vPoa0JAsehS4zljWWwiDwiMSTeFcR6a+4qBIXzS/H4rll+MHD7+LZLa2w2kzYuKUV166swYG2YdRVuNEwowhWhwV/fLUFx3pDaJwpC/U7WvahuNCGtStq1DZUFjsxGJTnyV1H98NXYMWqRZXgeQ63rp2JB5/ci/v+byc+fO0ctPaGUFfpxtzaQry0tQ0cx2F2TQG+/5lLAQCLZxdjZ3MfvF4H3tjbAwnAzVfMxJHOEbT2hTASSaCy2ImSIgfCsU4EonKY7IbLGvDuwT6cGIyhazCCGRVuXLyoEg8+vR+tfWFUlXvw4rsdWNpYgjkNPsTTcujeYDiF2ip5rDrSFUB9pRszquX/l/oc2HN0QF3HnugLYd0lM+S1gc+JTbu7UFBox2AwhosaS9R+u2hOCf74tyMYiqbUTXNDTSGKCrrhH5JDUa9aXoP/fXIvWnqCeODPu5FIyu7UYCSB5XNLsWHNTPzxb0fQ2htCMCYfLNx61Sx5Laz04eFoCoc0Tqg2fwRDwThqKjyYOcMLh9WIgZD8vQxEFKGkphA+nxMrmyrwm42H0D0cw6K5ZeCU+aG6ogA+5YCyssSJ450j8PmcinAcwSVN5fD5nKhSXIyCUZ6vAtEkSovs6meQVsYWiZfHf+ZQqlXmLK/Hik5/CD6fE0NR+eBh4axiPP92G5KSPDcNBWOoKa+Bz+dEsbJpt9pMcCob6sIC+fexNStrS8eAvI6YWetV21PstWP3Eb/6f0AOVSsulMfIuXVe/OW1FhxQcmz9/KtXwuu24pWtbfjx47uQkDic6I/A4zRjwewScByHD1w9By9ubccr2zuxZgmHnUf6cce1c9Syrcez8n7VVXqAre0wmo0YUsbs4mKXPG53BtS1cG1VAbxuK+oVt1lKM4e+dUAW3S6aVwaR4/DuwT60D0TR1hvEnTfMhc/nxJXLq/HLp/dBEgRsbx6A02bCI/deA6NBUIVs5jYR0xKCyTT2HhvA9atq8dHrGzHVmLCCRVlZGXp7eyGKIgRBgCiK6OvrQ1lZ2Wm/x8DA2NbjHQsOtMgTrd3Iw+8PYmVjCbYf6sMTr7XIMbAOMz585UwMDoQwq9KNHYd60X5iCAMjMXhsRvj9Geu2y2pA72AYvX0BxOIpjIQScFnlr9zvD2JmpRvbDvXi+TdN4AAsqPfiUOsgOEmCx2lGf38IHrsRzR3D2L6vC396/ShiCREVhTb094dQ5rXhwNEB+P1BNTTEzHNqGwyKDHK0bRD+oQhmVrjh9wdRVWRDOJrEroM9ONQ6gHkzvBDjSbgdJmzZ3YWjnSNYf3Et/P4gSgptONoxhK7uETmkwmqASzlNAoBanx0DQw68ta8Hrax0YlKEVVFsDx/1o7zIjmAkAQEABwnhSBJ9A2HwHIfgSAQhjoOYkG/6E90jCEcT4CQJUUV17+sPIRhJgIeElHIac7DFDzEtwcgh85mnZadE34DsGkEqBZOBR1vXCELKYqzck1E8LUYBYiqNWDyFY+3KJFTuwkevnY2Q4nLp7A7gqTeOosBpRoMShtOvnGIGA1EInKyo+/1BROJJpMU04oq1r0exn4ZDcbWywT/+52tY3liMv79pPiKKvdfvD8Js4BCOpdDZNayeOMViSQic7CRh19jWNQKr2YBIKIZIKAZOkk9wO7uGMTAUhtkoYHAgBB4SguEkdiuW0L8pMXdVSytxcWMxihwmzK72gOM4/MffX4yXt7Xjmbda8fuNByCmJXgdJtX+tW2fLNiYBQ6icurd0TWMo50juHxROWqKbEgq399bu/ThJXUlTvj9QTgsBrScGIbfH8TxzmF4XRYER6KoKXHiUPswSgttGB4Kw2LkMTgSxfEOeeLl02n4/UFc0VSGGSUOPLnpGPYc8eOwkizQImT6+z/esgDfeXgbHn1+PwaUkmEjwxEUuS14ffsJiGkJP/3Tbly+qFwWLVIp+P1BuGxG9PSH4fcHlezlITmcSnlfq0FuU4viphLSadx0cQ1uurgGu1v68aM/78G7e+XPSBJF+Fyys2DngR7EEyL2t/hRXeLA8FAEkiTBYTVi3xE/Vsz24clNx9A3FMVX71iMocEw6koyIu+scvmzW1hbgD+lJbz45jG8vK0DDZVufOqGRnAch5HhTF6Zd/d14W/b2jC7qkCNNXdZBBiVTJjv7pFPem3K2FZZZMeLW9ux52APkqk0PDYDkrEE/LEEBE6Oe+1WTtQsmqLnVlNmkn7gz7vwCcXKHI8ldOOfkZMdBm0nhmAzGzASisPAZ+5Xi0nA4HBUvneiCUD5rqW0hEgiic5uJS47IX9Pn1zXiOfeboVDqc4xEoip7zU8EoPZIF8XOzUaHIrA7w+iozsAs0lAOBhFJBSDlJaTK/r9QbQpY5YkivD7g+A5DqFQHH2KKyYeTShtSiMak1/TqzwXDceQUMTFrp4A/P3s8TjCbOzyh2T3TVJU22o2CugbCMHvDyIQjqO4wAK/PwiB5zASlK8pnhBl50YyhWQ0AY4DTvQE1PfItCGOpCK6dPUE0NYTBMcBPrcVfcNRzFDuPwsvJxvef9SPWRVOHO8K4NKFZXL/t8hhetv3deO17R24emkV5lXJc8XCOi9eeKcd0WgSHocJJkjw+4NYOrMIfzTyeOylQ4gnRbgdJjhNPOZVe+Cym/DYK4cRjMhJaMPBGMLBGCoKLSjz2vDYy4cxt9KN3Yf7ZNcdJ2FgILMgrS524NDxQXT3jGA4GIdV6a8GpQu2tA6AF0W09QRwyfwyXZ9j886hFj88DhNee68DVy+rQlrpQ4Bse+4blPvGSCAGo8Cr808wkoCBsyMtyq6+rh65DyaV/iJwEgLhOPz+IPqHIvLpvz+IiCIadfUGZeu50pdnVbjx5u4u7NjfjTf3dMMg8GisdKnfMQD4B8Oqcy2p9KdAOA6jUUA8xuaSAEIBefPAxsSUckLq9wcRiSRgsWTWHw6rEb39ch9LSxI6/fJ6xe8Pys8NhNF8THYymAUOdotBdefEInFYjJl7k4W0mHkgEozCaODR2RuAVxljOOXecdtN6PbLv/PQ8X45Nj+ehN+fgt3Awe4yIzAcwZc/2AQxLcl5HY704+dP78Pn/us1NYEeAHzyhkb1WgqdJrQrfX/PkT6UF9kRDmbyI21SQgHnVXtQ6rbg/Wvq8afXjuKwMl7Xlzrk9ilrr72H+3C4dRBVxQ70a6o/3LCyGtsP9eInj++Cz2PBtz+xHB19stuQnTwPh+LYpggWF80sUtv4/stmYFezH49ulEMtf//iIQDAjco6ygTZGfbM5mPyeiSaxI5DfbhhVY2uDYUOE9492Ieu7mHsbvZj9cJy9d5YNqsI/svr8LftJ/C9X21FWpKw4ZJaFLvNiCdkp8m6lTVqm+rLnHh9xwn8x6PvYkdzP+bXFcLCAzNKnXhrbw/EtIQ5VQUQIFeKOHCsH0VuC4pdJtgtBrzw1jEc6RjC6oXlSMWTmF3lwe9fPISn3zgKgedw62Uz4PcHUWCTHT3b9nejymtFLJHCodZBXLOsKjPm8RxiCVFdKydSafhcZvj9QRh5ubLd3sO9iMZF+ApsmX6suOoOHu3HsLL5N0CC12mGf0h2C9Yrc+YPHt4Gt92Ef/3YRfA4zDjaOYKaUidCgSjqyt3YdqAHVpPstDEr60Y2H+9v6cfeln5csqAUB1qH8Nd35fwrdiOP/v4Qyr02tLQPwe8P4kirLLSysdAgSXA7TNhxsBdLZxahW1n3JaJx+P3yPS7vBSLo7Q2ge0AOiWX7haRyj3f2BFDrs6PbH0K1Mm4DUNe8J3oC6OwaBiCP5esvrlE/v5GgPCYdVfq8iZNDw3r8Iew/0oe0BLisAvz+IKKRzLo6pdxv0UhcXf8AQN+AvB5qUdbFBimttsdlMWBgJIbOrmE1X5R/KApfrTyPFbvkg64/vnIYNaVOdewttMtj3J7DvTjSPoRKn13X969YUonntrTi7b3dqPTZcUVTqTr2HDw+AKfNiFvX1OM3Gw/Bp7g5/ANhnOgNosJnl79PMY1oPIk+5Z6JhGJIJ1LglOs61j6EcDCGUDSJPUf6UeA0IxVPotZnh8Bz+M4v3wGnjCV+fxCVSlL2LbtOYGdzH+bNKMCwJgy/qtiBo10BXDK/FG/t68HjLx+CmJawuEHJ/6eZmyYDPM+d1GgwYUNCvF4vGhsb8dxzzwEAnnvuOTQ2NqKwsHCcWzZ27DrSj8MdwxB4Tk3qsmRWET5x/RzceHEtvnPXcnzpg4tUq1djTQH6R2LYptjjmO2JUeSxqtmMmeWW2bcBYFljMaJxES+8045ZVR4saihCKJrEwbYh1QZb5LZiIBDHfz+2C/uPD0LgObXqwpJZPrR0ytY+ZnVicW9AJsFb90AE0biovucsJZPvln3dCESSaKhwgeM4LJnpw/7jg5CkTMhKpc+BE/6wbJ+S5P9XFTtwzbIqlHltaKiUbXXxhKjaeN12kxqy0D8SQ58Sw++wGmHRhITYLAb1ZMGmnDZF4ylEWQ4LNSREXshYTZnH2OfJ7NLye8iLiqFgXLWHe91yiEGPsrgsLrCqVju5lKFsq2VW1k/dOBfVJU71Z5j1bcMlteqiMqqGevBqTg5AztRuMvJqTWuWCNAgcKpSDADvHpT7izYkhOWk6B6IZOIKBbmaQjCSySA9MBJTfxbIJBKUF3ui+vnYLXIivj1HB9SklwCwbE4xeJ7DnJqCzGdvMeD6lTWwmgU88cYxCDyH+TMK1b7E8hx4NSEhrT1BhKNJtc8bDXIsJitP+vlbF6LS58CimUUA5BJdgXACyZSI3sGImhOB/Q4WUlLgMCMlSuhSTm3ZvWYQeDRUuDF/RiG6ByJq6If2s6gsdmB5YzE27+nGofZhNTa72GNVw2wA4I1dXSh0mdWqEAWacJWOvhBSoqS7lz1Km1p7gnDajKqFH5AT6AKZMnwOq1F97b//fjt+8LvtaD4xgjrFmcJxHBbUefHWvh787Kl9eG5LK1bOK1FLv/o8Vtx2RQO+dPsitf0VPgcqfQ7831+PoH8khsubylFcYNPZNBsq3NjfOoT23hBeea8DT246Bq/LDIfVqIoXzUob2evqyl0Q05JaEpbFhQJyWFE0nkm6ycIOAKDQacEdV85U/6+tjqGFlQQdDiXUkBlWx11+T6Mmh0VaV9Y0JaZV5wjbLNSUOvHZWxaouWN0ISGJFCzmzOs5ThsSIocVsP5uMujDygCo9nxB4CGm0+rzJuWkRlslJBJPgeOUXBXK/ZtMipmQEJMAo4GVRVZCQoyZqd5uNaiCTzSeUsctqykTXhbXvBevVK144Z02/GbjQSWnj5KvRpPDIhxLonsgjGKPFXdcPRNXLKnA+5WcSkYDjzKvDR19ITWRHqsYUazci3/d3gFJgpqPBgAWz/QhLUloPjGCVfNK1c/QYTXikgVleHNvN7Yd6sOCGV5wHAejgcfaJRXYe2wArT1BrJpXor4Xz3G4ZXUdOvvDeOdAD452jchJ2riMGAbIMdssIayEjJ2X3esDAXm+iyVElPvsuteyvu1X4v0lAJcs0B+yyOVElSohiRSsZkF3T1tMBpgMAhJJTT8wZmK8I7FUplSuMh6ycZeFc7LvdH6dvF7a3dKPrQd7sWhmUaa8rlHup9F4JpZcnWPiIswGTT6WhKhaxlmYiC7pppiZSwA5xJCFgQ0GYkim0qqN2m03YSSUUHNA+dyZcoXs+uXkohlbOPv8OY5TQ8wCWdZ3n8ei2t47+sKoKnbkfLeAPAbK9yiHxbN8+NSNc5GWJNSWOvGxa2fjXz60WPedlRfZ4R+OIpEUcbQzgIaKTDz9upVygvEZZS413PaaZVWoK3dhMBDHqnklah4MZsFv7Qmgqz+Ss17zeay45yMX4dY19fjy7YthNRt0yQYBeS74r89cjM/cPF9dIwHyOu3LH1qET97QiAe/dDkumV+Ki2b7cPXSSvVnPnTVTHT1h/Hytg5s3tMNm9mA1Qv1fbPC50AknsLWA31IpNJYUJ9Zb3MchxtW1eL7n16JWVVuFLrMuHZ5tRq6CwCzldxEgBzaUV3iwFt7e+CyGfHhq2cBkCs5xJVwJxZSCcghJj6PvD5aNqdYSaybxpJZ8uEAK09qMQn4+kcvUsOSWU62t/Z2I5lK41D7MMS0pCabBPTVkbQJN4FMwlsW1sFyjwHy2O92mNDdH1aTcZd77WrlpLm1BSjyWLGooQilhTZ89pYFKPPaYTUbML/OC6eNhYsVoL03hMMdw+pag32mdeUuvHOgB6FoEvUVbsyu8qgJIFmC59oyF1qV5KcsRLpIGWs4jkNtiVNNvBmKJmEQON186FPWIMOhuK5CCCDnhADkcI40C791Z9Y1JqMAq1mussLyWPzdhnnq61nSTRa6C8guNZdyn7NcU2WF8s+zOU0OCVGqhAiZ/FFGA6+GPfYPR2EQON2+gn0/bPxIpyWMaHJk1JVn7s9LNfdxmVcWBY53B9DVH0Z1sf7+094rH756FgSeV9/TPxxDgdOM1QvL8b9fXoPKYvlaovGUWg0NgLIel9cOvCY81OMwwWkzYkezHz/802489OwBbDvUp+byKnRZsGq+PO8tqPeq+5fKYgfsFgNe39WJQDihW0sD8n7hq3csxgeV9dDb+3thMQnqem+qMWEdFgDw7W9/G/fccw9+9rOfweVy4f777x/vJo0pj7x4CCPhBOrLXeqGleM4rG4qz/vz8+u8AI6oyWJmZHVSNqC09QbVhShbHAKyKFDmtaF7IIIV80rUkkChaKa6QZHiCAhGkvjkDY2YN6NQ3aSvmFuCpzYdw8atbahSNjclmsGeLSSOKZu7AiULtddtgddlwUvvyqfubIC5eH4pXtvZiQKnWX2s0mfH6/GUmjV6Rpm8wLz9ypn44NoGcEqWZADY3uyH1SzAbjGoA+5Dzx5QF9eNNQUYCcfVpJs2zSLRqibhk+MUWeIzDvKgFIuLSslCeQDqU06DdIKF8h6DIzF1AVmo5NKIxVMoLbSC4zg4bUYMBeNK7KRcdYPFsrMJjjkimGBhVRLsAZn4PgPPyQKMNoeFQVAHf/a4QZAH3k9cPwe/eUE+eUmJad0ik+XW2HNsQJ1QWbLOlJjG5j3d2N3Sr0xmme+YbSQjsaSyaTPk9IPLF5WjqtiBsiK77vPSYjYKWL2wHC9v68CCOq+cPEnZ6B7tlPuPNvEhW1yUafpzpc+OQ+3DKPZY0dRQhKaGIvU5ryaGsHcoglXl8uRw3fJqRGMpXLlEnqzYBMUWNSzJG4PV+Waij3ZiB4B1q2rxthICUK/EcbLJdt6MQhzrGpFPcTSbfZ9bjo1PJEU1yZh2Ucxef+TEiJoXhVHkssBo4NGsvM5hNaLAIed1SSTTKHJbEI4lsVKzCVx/SS22HerDriN+XL6oXJ3sGCzmW8vKeSX48+vygojF42uZX1eIdw704roV1dh2sA8DgRiqlRKrrL8cbJVdKxnBQr7GV3d2qklGGZkcFrJN2KRZfBW6zJhZKYeFvPRuuypqsHuOoVZeCMXVfu7UbIxsFoMaN81KeAKZsqba5JbZmDV5KACoIicANY9FPCEvxgaDcVWsBQCziUciISfKZDG+bKwUeA6ptKQmaGNt0lYJYWOXdkEUT6XzljVNpdJIiWl1TACYUCOXIY3GM+22mg3qeBPP+v0sF8jmPd1YPNOHUDQJjoPSDqjt6lfirhfWF2Fhfeb+A+TToAOtQ+pinAkW1cUOOVfT3h64HSZ1kQ4AtWVOrF5YhvcOy31Vy3XLq/HaDvl0e/HMzO+66qJKHO0MIBBO4LKsufOi2T7ZZfFqC4KRJC5dmOvYrPDZISFTzo5VT2Bjw2AgrsaTVxSNIliMyJUTitwWVGaJGg6rUc39FEuIcNvNqogAQJfTgglLJjU/hBxGISekzSTANBl48BynJhZmfdbjMKOq2IEnlRw0ly7IjAMcx8kiVTyFlDKusvEVUKrQKN9/IpVWk4CyOUq+T+TqXMlUWnePuu0mdaPCnBNsrPY4zGjpHEH/iFw5rNBlUXPLsOu3WTJ5IwY0yUUBRQwJJTS5YeTHi9xWBCJyzqxOfwiXL6rA6bC8sQTLG0tGfZ6VJ995pB/ReAr1mg3RnJoC/NunVujGFYHn8ZXbF+Pt/T2693XZ5U3L1gNyqWhWglpLRZE9p09lU+iy5I1Nry93q2375I1zc55fUOfF9z+9Ah6HWc7pZcmUmGSwvvrC1jYYBB6zqwpy3sdqNuArH1qsfudmo4BFDUXweayYpxEJjAYBX759MXqHIqgtdaoCvTaBYnGBVS2Rzv4PAGsvqsTru7rgdpjUTdryxmI1r4hB0J+1XrOsCj/68x585WdvwWyS8wnMqsr8nkKN2NjWG5RLpCuCB7u/mehfXKCfY8u9dnQPRhBPpeHzWHQi7cq58v30uVsX5nxOWlbNK8XTb7aC54G1S/T9sqHCreavqC93o9BpVnNzsYOm+TMK8fK2DjR3DKN/OAqX3aQTJMp9duw7LieAZfnatGKdVkjVVggB5MMBgeeUxJ8JpEQpZ13DKn11Ko6ECs2Y5nHIjobn3m7D0c4RmE1yVSWP04yhYBzdyv3PSrizdieSaXVO04qdViV5PaBUh3Na1DBaALpS7+VFdgQiCaSlTE6PAqcZd61rxOY9XTrBmonmWw/0QkxL6vzDcNpM+MZHL4LFJKiHNdr1KqvoxtpqNPBqbjr2uy0mAWlJTpptNQvqd8BxHGZWetR9zKULynCsO4Db1mbWXndcNROr5pWirjyzj+M5Dgvri9RDnTk1+vuxpNCmHr657PJ+YkaZSw1vnGpMaMGivr4ef/rTn8a7GReMqhIHRo4NYoFSzvNUlBbaMKvKg+aOYZQUWHWLDUA+EeQ5Tt3c8RyHYk1IAs9x+OqHl8iJr7w23QDHSopqT+aXzPLpToKKPVasvagSr24/gcWzfDAZed1EKif2MqKFnay6M4rwdSuq8ftXmlHssaoDR32FW0kiZVMHBSZG/PW9DrhsRnVyYe8DZBaNQ0E5MSXHcWrWfba5ZyfPO4/4EU+KCMWSupMLrTsCgOqQsJgFDAcTkAA16SYA9CqLKZfDpHkP+fMfDMbVz8nrsqCjL4SAkMRMZQJlg6/bblaSO0qqjdxsygyGQCbTul6wUIQIQ6ZKiJhOIyVKMBn5zM9pkm4CwOqmcvA8h189fxD9IzEkU2Im6abdhBllLuw9OoClSriDwcCpfephRegAoFvEZE5XM5VUAOgG3RllLt2GeTRuu6IBixqKUKaexMnf9fHuAHiOg8dhBs/LmzRWtaJA09+qlfCOqpJcSxnrl80nhhGNi2rOi+oSJz7/gSb159gE1aZUo7Ca9Ztg1h+bO4bVrNRaKorsuOWyOgwF47jyIlkEWTm3BOFoEretbcAPH9+tVtdgsMVE/0gMLSfkcBXtfcSEm0A4oWY9Z/A8h9JCm7oJdFjlSjg3XToD1aVOzK0pAMdl6pwD8rjxP/94CcxGXvf4ybisqRz9w1GsmFuiu28Yq+aVYsksHywmA+rL3Xj3YC9uuawOQEbUae2R7eDs9W67CSWFNvQORtBQ6da9r8UkIJbQb8p4jkNaktSFQ3mRDWJaUq/dnC1YOFh1i4SaUFM7Rsqn1UGk0/KGSysOpERJdVhY81yvxSQgNJLEO/t78MdXW2BUErsytILGSCiO0uoC3XMSoAqVVrOg/m6B5yCKacSVkyd2sm4waB0WSV2iTECuJMGS7GoFC7bw024mWWnMeFJEWpLUz91qFtA3nOWwUF43t7YABxTBqXcogpBSdYnnOVjMsiU7HJOTK2cvBBmzqwvw9v5evL6rS+f6ctpMcmnBUAKr5pbq5iGe4/CJdY248/o5OaflPo8VX/hAEyRJ0omTNosRX7ytCfngOA5XXVSJ374sJ9tcpiTe1cIWq3uVsnZsQ2xWMuoPBuPq51uetbm0WQxwWI3wD0XR2hPEHCXsTYvTZlLLIMbiKbk0rKaP2ZXk0AAQVIRs9v3ZNeNtOJZSxwmO42A1C2pSZO08vXS2Dx19IXhdZuWQI4PVLCCaSKkbB9Z3UmJmMwrIDgvWJ9jmnM0dKaUMr85hobggJClTXYAtrJn7on8kBo/TDIPi5AMyla/cdhOaO4aVqmUxNfklAHjsZnQPRjAwEtNtHtk4c7BtSM3wfz5gzi+W/K6+Qn8wlN0HAHksYo4ALRVFdtUFWFuaK1iMNUwUtuYRYQGo82L3QATzagtyxlSGXFVIfo7nuVE37A6rEQ6rW/dYocuC2VUeOaF1nVdXepGJOJU+B378+dVIptLq5ou5a/LR1FCEL3ygCW/s6sSeowP42HWzdXMb6xsDgRjaeoKoLtHkrGFrAyV/XHGBDYloJqljqdeGd/b3IBxLqfP/7VfOlCu/nOZ3WOSx4of/dInsaMtaMzDHst1iUAWr6hIHVmrGwllVHhgNPHY0+5XE1XpBobLIATEtoXcoqlQL039OPuX6+4ajugohgPy5ypU+EhqHhF60YfezNmE4Y/HMIvzhr0fw5Ca5/PnS2T5wHAef24rjXQF094dR4DSrrhR90k1W1jQzdtjMBnXdHomnYLfq+6pWfAEyZVy14sKlC8vyitENlR61mpv2UIhRn/WYySiobi/t3gOQ1wDs88o43ZRDy2A8Z500o8yJHc1+rFlUjo9dNyfnd1tMBp1rirH2ogq8vb8HjTUFqsiWjyWzfHh9Z6dOTJpqTGjBYrpx6+X1GArEdTamU3HL6hl4dkurzkbLMBsFVBbbcawrgHhSxIxyZ84GxWUzqXZkALh9bQP+uv2EepJcV+bCNz++FEaBzzvJXXVRJf62/QR2NPvVrMtaPA4z2pUNRZFHf+oOyIObVg2szjp1qCt3qWWTljUW57V4Ws0GVPjs6PSHUaXYvHiOw/vX1OG9Q324cVWtuollA8pwMK6eFAEZwYJZ89lG1WIyYCiYecyiDPJsYejKOrGV3yOOWiXfhFcJRQCAy7360z633QT/cFR1O/Acp55CsBM1Vv7Oajaoj2UcFoo1PSGq5QhNhkxJQyZsaE9XmarOyi5p+0Olz449Rwd0Nj1zng2tV6O+29WQkKRib1Y2o5rJI/vEYjRYqAjDaODV777AaVb7icNqVCeKAo1gxDaM2SftQOYUZdcROW56tMUsO0Xt6g+jyG3J6W9Ws0Gp2hHTfQ5a1l9cq/t/dYlTzbNw+9qZONg2iOsVKzGQmYB7ByM40DqExbP0J9PaibjIk/tZlhfZ0dEXgkHg1X68QamwMBrZ4uapcFiNeSdZBsdx6r110WwfLpqdcWFYzQYls3cyZ6F13fIqPPLiYTRlibRWk0EOZwsl1MXArWvq8fhrLfA45e+8VLGYMsHCYswSLNQSiAl1o+fIul/D0aQu/AGQT0hTYlpXCSMbFor10LMH1Mcaa/WiBHNJsPAzRsYSm0ZAKUHJkENCZIeFwHPqQs5kEFRRMxoX1ffTVjKKJWSXCK95HbsG7WbSbjWieyCSEWTM7L0MahgZc2uwRe0/vW8hxHQaX33wbc2iWP4seY6T3RnRJALhjDU3G3b6uv/4IBbPLNKdEL7/8no8tfkY1q2qyfvafOM+kBHWz4TLF1WgtSeIpJjWucUYxYotfX/rEASeUxf7ANRqQ8mUCLfdlPc+Ki20qRUBKvOMM06bEaGoHNYRjYuwaMIPAfl+Z1VBgsrGyawJCQHk7PThWFIXKmW3GtVKS9r+tm5VjXwSV2DLmZ8tZgNicVEta2owcLIYF5VLZDPBLJESVfGchVWxuYrNXybNXOG2m9R76MiJERQ4zepm0203yxUfeoLqRpLdl16XGTzHocxrV0pXJ+VTVo2A63LIJQAHAjF4Xblj46nG+DOlpNAGg8DhQOsQXDajOoeeDeWKYGE2CTkboImA3WJEgXIyni1unU/+5Y7F6j3N85qcZBoB4EznqIX1Xiys96ol2bV4HHK/8g9H0d4XxGULM2sxVj3OPxyDycDDZTehXyNYVBc78NoOEdF4RD2xd1iNaqjK6eK0mXRrTsbMSje+dPsi1JdnTsa//Ynlup8xGQWsnFuCN3bJotnVS6t0zzPRrKs/rDgs9HNWocsCjpNDG7QVQtTPQJmfWUnb7HnabTehvS+EQCSR43ApcsvV3vYcHUBduQsfuKJBftxjQTiWwsH2IczQhA2xsY1VQQJyHRZs3tJWscp8jka4bEZs2duDlXNLcsqwnoyVc0tUwWK09Vs2ZUV2tJwYyfnuLCZBHW/ZuMz2DYOBWE67L18kJ+rVhp6cDvXlbnzhA006Z1I+PnhFA3gOqlt4KkKCxQSiusSJ731qxRm9ZnZ1gRp/no95tYV4QSl3lb2Rysc1y6txzfKMJZzjuJxQEy0lhTZUFNnR2R9WY1S1eJyyYGEy8rrNvUHg1RPok2EQeHz2lvl4Y1cX7rhq1qg/t3hmETr9YXUzAwDXr6jB9Sv0C2C2KRkIxHQWdJORh8Bzaqk4tvmymAT1Ma3DYiAQg8Dr4wTZxiYtSeoCVP5uZDtuZoKT44XdjkwOi+wTKhZzHghlfne2c8IgyCEhKTGts8UzEYJtPgTN5MLi//wjUSRSequ4yy6XF9Oq3tqFLwd5UazdUGdCQlKIxVNwajbU77+8Tom3P3t7mschV5bQTi4OmyxYuB0mneCydE4xXnmvA9cuyw1pKHJbYDUL2HmkHxyXcUpkU+Ayq6fjowktxQVW1fp+pjRUulUxkMHe5+0DvYjEU2iqH12wyF5IAFAdKVXFjglrBSxwmBXBQv+ZrW4qh8tmylkcs8Vq31BE3dBft6JaF67CTnqZeGjKEiysZrnEbyCcUH9Waz23mg1IpDLCRMZhwSGpCQnJdtmwn2WlR9X301T6YaVL05KEWFzUiR7qCVNCRCCsFywMPAdRlNR8NAzm+pBzFyTV92PXHFccFpk8GlmipVawUHJ3ZAsy7LQdyISTsXFMbrOA4gKbuqjVuVWsBpzwh3Q5H7Lxui1orCnAwbahHIH9kgVlObkexgqe51QBcbTna0odONoZwIxyV1Y4klxiOBhJ5D1ZB2S7NNtYVOUZZ5w2k5qDguWw0I6RHqdJFRZCEb3DQpsvRJvDAlCSeSqhJtrFssDzo4Y8WE0G1WHBBHOzUVAcNJkQyHgyjWA0AYHn1PuB9amkmJsnhTkP5XKWQ1hQ51WvkTnGOvvD6saLiSBMuCgrkse0tl456WZTQ2Z8KHTKzkQ5IWXmO2BW8a0He8FzHMqLzl5Y0GI08Fg2p0QpR1lxTvPZqvmleHt/L5oavOf0PmPJ529diLaeIJY15rqPzhejXbt2TXa2ZIsVgHxPFzjNOHB8SK7upRFGOI5DkduCzv6wsrHXt215YwkeefEwAGD1Qv2h0/mA4zhdKM1oXLeiGpv3dAMALmvSj5Vs7d07GEFYqcinxSDw8Los6FFy82hD6AB5XgxF5bLUAs/lzNNuJdwgEE6o4Yta/un9CyBJ+s+eOapHQgldmJ/RwIODPKbkd1gIGsFCzAkj5jgOd17fiJ/+ZS++/ZttuEJxMp2OANFQ6caqeSW6PCKn4tplVWg5MaJzUALyHuGEP+NsBTJrgMFAHDPK9IevDqtRzXlzppyOMG82CfjINbPP6v0nCyRYTHHWrarBln09SKRELD+Dm/RM+NBVM/GHvx3BooainOfYYOO2m856gj6VKAPIya+SqfQp41bZKWw0LupOWznllHAgy2HhtBpxVAmp0SbiHAzINlXtNekt7fK/Z1a64fNYkE5L6gKXpV902kxqHHAiS7BgKrTqsFCS3wk8p7opZPus/HtYjLnFnHFYZHJYaNpozggMiYSos3y67PJCelh5L4OB121KfvKFy2A28erJmnzN+qSb2oXyDatqcb7QxlSyTWe2bbHQZcF/fuaSvK8XeB4zKz3Yc3RAztJtzN2EAvJpcUmhFe29oVHtnqvmlSIcTeHm1Sd3MZwuTpt8wvPeoT4YBE6XLAyQJ3ifxwL/cCzvZpCdXHoc+e2yE4GEsjDJzinAK4nvsmH9rncoOurGkP1Mv3LPZn+nzEI8HI6riyytVVa13SubQjUsQ+AhKiEhZpOg6+8Mm8Wg3ocMrbBhNvGyiBAX1XAyBhMi4kkRkVhKLT0n/25Odlgo+WgYqv0+JQspbEFp0YgfctJbg+7nWYlik85hISfdZEkNM4KFfE0pMa06zbLdEiWFVhzpGIbNYtQlnPW6LKrVfbQ8NQDwpdsXYfAk7qSJwsXzSnG0M6C7RkB2ah3uGEI6jZyEhQxtf83rsLBmhDZJ0gtdgCzuRZWxO5glWDCBYjAQh5iWdLkvtNbpfK6gfFjMAsLRlHwqrSRqZX3KajGqfTCRlB0WTlsmNp7NK6mUvPHQ9teKIvm639jdhWAkiTma+Vsr0LHwCnYvs/mZhWH8+M97IKYl3UaROScGAjGdkOGym9TDk0qf47TD3U6HD65tgNNmzJvf50yoL3fjp19YPWHFCkA+OMt2uo4193x4CfqGomMquHvdFjXsI/vQwOMwobM/nHdcspoN+OwtC5BMiaO6xy4EZV47vv2JZejoC+UIEmajHEbVNxxFMJLM607xeazY09IPMS3lhA04rEZ09ofRPRDRJYZnuB0mROMpDARiOkc2I98cWaQ5XNHma2HhRCdzWLBDwnwOCwBYNLMIn33ffPzkib34y6ZjKPZY87YrG57j8On18075c1ouml2Me+9cpibaVNtpEqDkolfHXpbDLZ4U87abODfoE53i2C1G/ODulTAI3HmdwLXMrS3E9z6Z3xmyYm4JNu3uQjqd9+nzhsVkwAc1CWxGQ7tBd2YN6jazAUPKQp0t/N1KQiEAuqSb0bgIj1c/eWkHKJbLgeM4fPeuFUizkQ3ALavr8KvnD6JAid8FZDeEXrBQkt1pQkIAeWAXEyI4Tj41YItLFsdnMeVxYmgmE4Mgn6CNhOW8HForMtv4ss2KUdALFvlyF2QEEDnpZvbi+1yZU+3BCX8I1yzLWCBZO415TlJOxvwZhdhzdAA3nSJcgp1uarOfaznfp8Ecx6GxpgC7Wvoxt7Yw7+f8hQ804c+vH1UTeWppaihCcUE7bl5dd97adL6564ZGHOsK5Igxo6E/vc9vDbaY5GRh8YQIk5HPu9hlCfoCjgQMApclKujvMfZ/o8ArDovkqBu/7I0sAN21sUog2moa6u9lm8CU/Lx20ynwPFJKlRCdw0LInGZrQ0zMGodFNJFSxx1BDQlhDgt9yIGYltQYYDXppnLvxhIiBgIxcFwewaLAhq37exFPpnWLUJ/HqgoW2SdRWniOyxvWNNG4eEEZjnYFcENWiIrXZVE/09Gch0ywsFsMecUblluFJaPMDmHzOM1IK64hlgTVrIzpDuV7Z9+ddqxwZLmHTgerSS4RmEpJah9j94HdYtCJa6FIUmeLVhO7piUl50Wmv1YUyZUS/vreCRgNvM6Vp3VFsDhy9lomzBQ4zUqlIBGr5pXqqk9UabL7Z9+H1SUOdPaHcxK0nisuuwm3X3nq9cXpMJHFivFiVpVHzeUwVsxW8r0ByMkFIAvAQ2r+rmwuGuXxC83JxCSfx4ru/jDC0WTeXB8+jwUH2+Q8RNrEsQDgsJkQig6jeyCc1+XCBP+OvhAW5Um6nQ9tgvCZWd+t2cgjMUoOC23SzUg8Neoc3FRfpIYvnW4ukbMl3/tbzLljr3Z9cbqiMXH60Cc6DRhPpa+xpgB3r597Vvb5sUAnWGQpstqqAWwRqR34rSZBt7i0ZyVPspgEcJxc09ui2bhnJ67SbngNmo2FVrCQ49DlzRjHZdpjMvCIJUT1dWzDwlwRVlO+KiHZeRgEDCsKtvZUminUzGViEPica8yG52VnSjiqlDXNY58/Fz5wRQM2XDpDtxi/dnk13trXg4VZtsZTccWSCsyq8pzy9GjejEK09gRRfZ5ioE+HD65tQFd/GDeOErZV5rXjn96fP7GZx2HGv//dqjFs3bnTUOHOm+RqNPTJMfOPXxzHwW4xIBBJ5uSvYHjsZnQNhGEfNsDrtuo2C+w1I2H9vWAQeIhiWs4VMcrYmZ1FHdCf2pmNAoKRZN5KIyaNKyI7qZggZEJCtPemar9PpdWEl4A+vCSmqVTCxoBInhwWTFBglS7UfBjmTChZ/0hMJ6gySgqskCBXr9A61LThUxMxNv9MMRsFfCpPpQWt00+7idbSUOHGqnmlWH9Jbd7ntXlyAP3CF8iEwQFQS4lmQkJYqJQ+dlr7bw447XHYYpLt10kxd06xmeVYdebqC0YTuvtS7ZNJuSyqVhTjeQ5VxQ40K2Ucte102ky47+6VaO8LqY4xJhJrk4h+7SMXKaEd+g2U1km2KGsOuOWyOjhtphwnF0FcvawKz25pzTvHvu/yely6sFyXDHuy4fNY1Apl2dXEALnCxKbdckhJ9vzFyteHo6m8uTlYPqiUKMF9Gk4GQB6rvvnxpbrqbgwWMqnmS9PMTzaLnMMinZbUin354HkOH79uDv7fn3bnjAMXAot6KKkR/fNUHiTOH/SJEmPO6VSIuFDY8qiiDK04wRaRbm0VEIsxJ9u+FjnxoHBGG3cmJkSyHBaAfEqbEmXXAttosZ9hrzOfzGHBknNmva/NYtRUQ9GHhABQ7XgGgQPPc3jfZXV5sxcz7BYD+keiSEtSjmvlXDEa+JzPpbLYgQe/dDnKSt0YGAid9nsJPH9aVtebV8/Ayrklalb7C0FJoQ3//vcTW3S4kGg3wycTzexWIwKR5KjZ7H0FVuw+2g+jwOuSJwKZTWB2SAgL04olUqO+r/Zk9z/+fhVSaUmX0NBsElQHBaBfvGjzAmTnITAoVUISSVE31rB7IBRJIpFMq/cqe69YUtTlkNGOK4A+JIQlJ2tTSveycZCNjdGEiIGRWF4Xifae0I6fTJA2GvicLPhTCW1c8mi5OsxGAZ9enyt2MJhgwSodZc9DZqOgunBUh4Wmgo3JyKvuDKctV9grUBJXng5WswHRhIhkSlIFC2ZU0rp44kpISG2pvgoYADV8xZQ1Tt+6ph6H24dyEgQC+nJ8gJzf6QNr6nGFpuTjaHmGOI7DjRfXwCDwOafBRW7reXNCEFMLh9WIn//z5bpcK9rnzjTJ50RDeyiYL//W0tnFeAgHMKsqt3IRyy+XlqS8zjHt2thlP/3PaTQXmpyUOp0JCclyWCSSaYSUcMaTORUW1nvxwBcvG1XUGEssqhPNqI63WocxOSzOP/SJEtMK7UCu3RQB+thaj5oXQPOYQ87DwRJl5rOqM7vwaHH32TAxIRZP5YQ4GI08ENfbzNgpFosZVE+JtTksDFkOi6z4QqtZgF85odM5LLJDQpT3Ge3Un2GzGDQL6AuTR8GkVEMYCwSez4kRJS4s+TbDJ/s5szH/VFZaaENKlNDeF8opM8gWHIGskBBthQ3LKCFO2ljnfCEOZqOcwyKfwyKTO0OuH6+9VoHnkEwpgoU2Ca/yb5avg7mh2Ak4y2HBTnjUa1AWfXqHhdz2Q21DsJkNmfwBymvfPdiLwx3DWJkn51GJdvzUtJttwkdzHUwVOI7Dd+5ari60zwaLSS7ReeSEXNqUnXZ+8bYmdPpl1wVz4TAxTbvJsluM6B6Qf067kWDz0enEcmfaIle70Za4ZiGQTCg0Kfbt4CghIWolmqyN4Jm4qnie01VOOhXvu6z+tH+WIBijCdBTAe2a05dHsDAIPH78+dU5jlsAugOp7NKegP7gzjlKadkzIdthwfLnABmXwlAgrvv/aIyXg5ytDbQHl9q1+oVaC08nSLAgphU6a+ooDgs5dlcJCXFkNgZMlWZl30528lt3ksoqWpiYEImncuLF2SmbLmFflsOCOTnU0qsmgyp8sIWkkBMSItvoAf0EbrcYIPCcWnUhX7btfNgtRrT3yk4H5xmo7wQxGtq+d7K64upme5SFaJmmclF2hRVztmBhZPeW/Hc4lhp18zeakMFgScXy5bBg8frMFaUVPgWBRyqdQiot6TajbDOpllPWusFMglolhJ3wGNSQEHb6rc9Vw3Mc0pKEkkKbOq6x1z7/dhuA3BLTAHTuCW3m8vpyN266dIaasX0qcz7KZRY6zWpIDnOyLKjzYoFSLUebENZo4HWOCbvFoDrktP2ALZzPZKHM+mUomlT7DBMsVIeFyaAkVU7pHB2ZSjQs7GjqbgYJYqKjHY9Hc7qO5iLRHtDky3+hve/Px/jHBP1EKg2B5/SJ3JUxKZMAf2JuU9mcrHNIaquk5KnoRpwbE7MnEMQFICckRBEntKeR7Ge0gzhbqNmto98+o5XEzIYpy9F4Kuc17MRKO2BnQkJ4Xfv8IyxZaK7DQshyIuQ77QUyOQFYEsLTFywy7+e0kqpMnF9KTxKaw0TD0UKwtK/1ZVWVMas5LJjDgm32lXCK2OghIQCw4ZLanORt2veOJ9L5k24amciYR7BQypqK6XTekBC2iNPacs0mAbFECrGEmKesaW4OC57n4HaYMBSMo7Qw85loT4duvLhGl+hWy8eumw2P3axzn/E8d8pktkSGAkWwcNtNOeV4gYxzLp4Uc0IPVeeDgdcJdawSj9N2+qIx65eBSFIV7LIFC6fVmNdBZ8jKk5IdEkIQxIXDYjJg6WwfQtHkWSV2/ebHl6qOh2y0gsLpHsadDJNRwEgoIVfDynJmWbMFiwmaC4IdhmgTM2s/94mSt28qMTF7AkFcAHJzWMgLcO1GvazQjuICKz56baa+sc1ixHAokVf5vfP6OQiEE6c9YWTcEGJOSAhbAGqdHGzjwaoAsAVk31AUAs/JNa45ufypmJZgELictmgFi+yTaZvFqLov8lkH82HTJVQjhwVxfjmZcDaoOItWNOYv2ey0mVBd4gDPcZg3Q1+hJDv/i41t9g3MYZHUOROyOVlVFrNRQFqSVPeGTVudJEuw0N4/gsBDTKflpJvakBDlMxjMCglh7xeKJCGmJU0iMDlpb76km4BcZm4oGFfHPCATKgLI8c6jhVytOUXpaOLUsDCi7ISbDJNRzt2TTKVzBA0mJLiySoWzjcSq+aefM4r1l1AkAbsi7omiUhXLxBwbRrR0yuErzjxJN6OqYEEOC4IYTz5zy4Kzfu1o+SYYH7lmFnwe63mpcsPy4iSS6RxnFlufsrluouaCuHh+GZbNKcmZWxn5EnMT58bE7AkEMYbce+cy7Dk2kLMQZC4KrSPBbBJyKjB84daF+PMbRzEvT4nGM81OzoSHtCTlTboJICszu/4E1WwUYFbikOUqJZnknKKmmogWXQLAHMEi89xZOSwobo84T/zDzfNxqqXRjatq4bKbsHJefsECAL79ieV5H2en2MOhOASeU/s7C9OSJL0D6UzQVu/JLimdCQmRxQxHTtJNSS5ratI6LOR/5wsJMRsFDGeVPwbk+zcSy3/6fee6Ofj18wexfG5x5n1MAv7rMxfjeHfgtJLTEmfP2iUVeH1n56j9m+M4OKxycuRsYZ2d3GUL5tUlTvzyX644o9w+7D2CkSQqfHqHhSFLFJf/nWt/Hi2HBUEQU4e1SyrP23uZjDwSKTl3TvbcpDosRiZ2SAiQexCgf44E3PPNxO0JBDFG1JQ689ZVZiEe+RIWaSnyWPH3N80/L23RuiqyBz+2ANSGnpiyQkIAOcOzP6v8k/x8fsFC57AY5fQuX3tGg72GOTwI4nywbE7xKX9mTk0B5pykgs3JYKJCNC7CYTWqYp82AVi2XfW031vj3shecAk8D4PAZeWwkJTnONlhkRLVHDZA5r7vD8TUcpPa6+gZki372izlZqOAWEIWMrLvS5fNhC98oCmn3YUuy6jVL4jzR6XPgc/cPP+k4U5ORbDIjimfW1uAl7d1qKVNtZxpImLWXyRk+si1y6vwq+cPqjHY2vAjhy03NDKaJ08KQRDEaMghk3IOi+yDQ3agxsKcRytrPlExGXg1PI84v0yunkAQY0hpoQ13Xj8Hiy9gTWdt2EW2Issp52+OPDZc7etcNhP8wzGdvTgTOpK7gLXpEgDmt+MBubkvRqNcKS3HTuYIYjJgNPLgIG/WdGIfrxcDzgZtYs18J0Rmo4BhlsPCYkQyJgsLglJSNZFM68QSdj+PhBI5m1yzSchUCdJch9kkAGH2etpMTjSWnkKQY1WstBn6AWB2lSzQZSdpPhu0uV+YeH7JgjJcsqBMfVzrsNAlgiWHBUEQZ4FcJSSNZCqdI6azNWj/cBQcTl7WfCLyw3+6dLybMGUhwYIgFDiOO+OQjnPFcBKHRTIln1zZ8wgW2iRIbEGp3awYs+ztWrTlW7M3ZGxyMGvCS07FoplFuHRhGbkriEkFz3EwKeFUWqHOoOnH+RIing7akJDCPBtLi0lAOJaSF2RWI4aZYMHzarLcfEk3AX04CHsv9TmHKedxDqefj4aYOGQSPmdVjzIJ+Mrti1A8SsLXM0HryDGMMn5rw0B04Us5OSxo/CcI4tSYjQJSYhqxhKjL1QRk5q1wLAW7xTBm5evHiokcwjLZoU+WIMaRkwkW8aRsK3PkSbqp3QSx7P7apHn5nBgMbVmq7MmAhXecScIgjuNw17rG0/55gpgoMGuqRZf74TyEhBgzJVMrinLLsnqcZgwE4nA5TLr7XuA5xJPMYp95XLuZdGUlttXe90WaSigs3MtiPn3xkZg4sO8sX5nBxjz5k84GbWWY0UQtluA125qtVglR8qSYT1HqlyAIAsjMq+FoEp4sQd8g8GpSzsnmriDGFpLECWIc0YWECPkdFtpTrbhy+qpNihdWFoxrFmXcIWoCwTynXicTI7Sl7AhiqsM29dY87iTgXEJCMq/Ll+Xcq+SJ0IoNgF7A1L6Htn3ZDosSTWlSrZjBRJiJmmWdODksxC476eb5xGLShhHm7+vsZ7RCN5CZu9j8c7b3CkEQ0ws2VgSjybzOLCak2mkdSmiglQxBjCNaQSHbYcES92gH7e5BObleTUlm8fjBtQ2YXeXRJR9UHRZ5QkJOdtrKNjekbBPTAWbfzK6uwTjXkJDs92Z43Uyw0J8uaXPOmHUhIQJcdhMC4USOYKHNaaG9t9nrrWa6lycjaUWwyJeH6HzB85x6mjmaw6Km1IHrVlTj6qVVusdVh0VcLoNtNgkQ45RsjiCIk8PmplAkmTeU2Go2YDiUGFOxlph8kMOCIMaRk1UJSTLBQmPFLVYqmFRqTrvKvHZcv7JGt1lhi8/RFqFfvK0Jd14/J+dxljfTNskyMxPE2cDuJ8sogoX5rENCMq/LJ1gUKQ6L7M2oNtFtdjgKex+XbXTBQtcGxZVB9/LkZOlsHwCgZoxLzLKY8WyHH0Pgedx2RUNOkk+Bl9NCk8OCIIgzgR0EpCUp76EAC4NzWGnuIjJQbyCIcUQ4iWBxxeIK/GXTMZ3K/NFrZuOaZVW6zO35YPZeYZRF6II6b/72KBum4lOUdiWIqUCZV97sG/hcsQ84+1KNeodF7nswm312YR29YJFV7k3ZWGY7LNj/51R7sn6HIlhQSMikZOW8UiyZ5Ttrl8/pEorKDolTlfPOhuM4GAy8GqZoNgmInPfWEQQx1dAK+vlCQurK3TjUPjzmYx8xuRjTlcw999yDLVu2oKBAtqpfd911+Id/+AcAQDQaxde+9jXs378fgiDgq1/9Kq644opTPkcQUwnjSXJY3HhxLW5YpXdOWM0G1Ja6Tvm+p3JYjMbF80uRTKVx+aILWy2FIMYDn0fepAUiCfUxncPCNDY5LKqVkK4lWSWUtXkEzFliCXNYGLLGCY7j8N+fvSTHScEEi3yCCTE5uBALdpYro7b0zJ0cBoFHMpWGwHM5/ZIgCCIf2oOAfIcCM8rkNa5/OHrB2kRMfMb86OXuu+/GRz7ykZzHf/WrX8Fut+OVV15Ba2srPvzhD+Pll1+G3W4/6XMEMZU4mcMCOHm+iZPB3utMc1EYBB5XXlR5Vr+TICYbhUpoRiKZib3Xlgk921KNWqEjX0hIhc+BB754Wc5zWtEhOyTk5tUz0N4bxIyy3I1ltl0fyLg4aCNJnA4VRY5T/1AWRoFDFGdfTYcgiOmHdn7Mt+5tqHQDABbP9F2wNhETn3GbZV544QXcfvvtAIDa2lrMnz8fmzZtOuVzBDGV0Loqsq3e5wLbpHjPoDwpQUw3Zld5cMOqGtxx9Uz1Mbcjs/k/2xNunuPUTdxoOSTyCRk6sSTrd8+s9OAnX7jslOFg6uuVhaAwyerYExeWmZVucMi/cTgVLGn02YZOEQQx/dDObfnETrfdhAe/dDnWLqm4kM0iJjhj7rD4zW9+g8ceewxVVVX40pe+hPr6egBAV1cXKioynbGsrAw9PT2nfO5M8HrP/MRguuDzjW0iL+LMmTnDC99ZnHLlQ1Ri42vL3VP6u57K10ZcGP7+1kU5j93zsWX47QsHUV/rPetkgrVlLjS3D6PI6zhlP2XPlw1kLLDlpS543WefS8bhkMVKm81E9wkxKv/5+cuRTqdHLWt6MsxGA4A4rIooR/2MmApQPx5b0kJmrCn02OjzHiOm2ud6ToLFLbfcgq6urrzPbdmyBV/84hfh8/nA8zyeeuopfOpTn8Jf//pXCMKFUeMHBkJqaTAig8/nhN8fHO9mENkkxfP2vfiH5PRnZoGbst819WNirJhV7sT3PrkcgeGzTyN48bxSNLcPA6mT39fafhyPZXJpBANRpBOps/79gWAMAJCIp+g+IcYEFrHIXDzUz4jJDq0rxp6QJmdUPJ6kz3sMmIz9mOe5kxoNzkmwePLJJ0/6fElJifrvm2++Gffddx96enpQUVGB8vJydHZ2orCwEADQ3d2NFStWAMBJnyOIqcrZWHJHYyQkTwgUEkIQ48NlTeWYP6NQzZNxOmjDRM7VZs/Eep5CQogxgiV1ppAQgiBOF/NJkksTxGiMaQ6L3t5e9d+bN28Gz/OqiHHdddfhscceAwC0trZi7969WL169SmfIwji1LCkRt4z2CwRBHF+OROxAsiULgXOvMJPNo01cnWuxVmVSAjifMFyMJkp6SZBEKeJ0XjyZPMEkY8xzWHx1a9+FQMDA+A4Dg6HAz//+c9hMMi/8pOf/CTuueceXH311eB5Ht/97nfhcDhO+RxBEKfm87cuxOH24byJ/QiCmJho79ezrRDEqCl14tf3rD3XJhHEqLDkzhei/CpBEFMDXjO3kQuYOF3GdDfz8MMPj/qczWbDj3/84zN+jiCmGt+9azns1jMrP3oqfB4rfJ6zT9hHEMSFR1vujSAmOkyoONvyvwRBTF8KXWbMKHONdzOISQIdvxLEOFNZTO4hgiD0J08EMdHxeeTT0bOpMEIQxPTl//3TpeQAJs4I6i0EQRAEQRDEGVHmtQMAovGzr2ZDEMT0w2U3jXcTiEkG+fgIgiAIgiCIM6LMawMADARi49wSgiAIYipDggVBEARBEARxRjCHRSiaHOeWEARBEFMZCgkhCIIgiAnCdz+5/JwrhBDEhcDjMOHKJZVYOa9kvJtCEARBTGFIsCAIgiCICUKlj5LwEpMDjuPw4WtmjXczCIIgiCnOlBYseJ5OqUaDPhtiKkD9mJgKUD8mpgLUj4mpAPVjYiow2frxqdrLSZIkXaC2EARBEARBEARBEARBnBaUdJMgCIIgCIIgCIIgiAkHCRYEQRAEQRAEQRAEQUw4SLAgCIIgCIIgCIIgCGLCQYIFQRAEQRAEQRAEQRATDhIsCIIgCIIgCIIgCIKYcJBgQRAEQRAEQRAEQRDEhIMEC4IgCIIgCIIgCIIgJhwkWBAEQRAEQRAEQRAEMeEgwYIgCIIgCIIgCIIgiAkHCRaTnJ/+9KeYPXs2mpubT/l4PB7Hvffei2uuuQbr16/HN7/5zbzvKYoivvOd7+Cqq67C1VdfjT/96U9jeg0EAYxNX37ggQdwww03YMOGDXjf+96HzZs3j+k1EMRY9GPGsWPH0NTUhPvvv39M2k4QjLHqxxs3bsT69etx4403Yv369ejv7x+zayCIsejHAwMDuPvuu7F+/Xpcd911+Pa3v41UKjWm10FMb063H584cQI33XST+mft2rVYvnx53vecbHs9w3g3gDh79u/fj127dqG8vPy0Hv/P//xPmM1mvPTSS+A4btSFwrPPPov29na8/PLLGB4exs0334xVq1ahsrJyzK6FmN6MVV9euHAh7rrrLlitVhw6dAgf+chH8Oabb8JisYzZtRDTl7Hqx4C8uLj33ntx1VVXjUnbCYIxVv147969+OlPf4pHHnkEPp8PwWAQJpNpzK6DmN6MVT9+8MEHUV9fj4ceegjJZBJ33HEHXn75Zaxbt27MroWYvpxJP66srMTTTz+t/v/73/8+RFHM+76Tba9HDotJSiKRwHe/+13ce++94DjulI+Hw2E89dRT+PznP68+XlRUlPe9N27ciA984APgeR6FhYW46qqr8OKLL47tBRHTlrHsy6tXr4bVagUAzJ49G5IkYXh4eOwuhpi2jGU/BoCHHnoIa9asQW1t7ZhdA0GMZT9++OGHcdddd8Hn8wEAnE4nzGbzGF4NMV0Zy37McRzC4TDS6TQSiQSSySRKSkrG9oKIacmZ9uPs1z777LN4//vfn/f5ybbXI8FikvKjH/0IGzZsQFVV1Wk93tHRAY/Hg5/+9Kd43/veh49+9KN477338r53d3e3TrErKytDT0/P+b8IgsDY9mUtTz31FKqrq1FaWnpe208QwNj240OHDuHNN9/EnXfeOVbNJwgAY9uPjx49io6ODnz4wx/GLbfcgp/97GeQJGnMroWYvoxlP/7MZz6D48eP49JLL1X/XHTRRWN2LcT05Uz7sZZXX30VJSUlmDdvXt7nJ9tejwSLScjOnTuxd+9e3HHHHaf1OACkUil0dHRg7ty5+Mtf/oIvf/nL+Kd/+ieEQqEL1WyCyOFC9eV3330XP/rRj/Df//3f5/0aCGIs+3EymcQ3v/lNfOc734EgCGN6HcT0ZqzHY1EUcfjwYfzmN7/Bb3/7W2zatElnXyaI88FY9+MXX3wRs2fPxptvvolNmzbhvffem9An08Tk5Gz6sZYnnnhiVHfFZIQEi0nItm3bcOzYMVx55ZVYu3Ytenp68MlPfhJvvfVW3sfffPNNlJeXw2Aw4MYbbwQANDU1oaCgAMePH895/7KyMnR1dan/7+7uplNpYkwY674MyIP7V77yFTzwwAOoq6u7kJdHTBPGsh/7/X60t7fj7rvvxtq1a/HII4/g8ccfP2WCToI4U8Z6PC4vL8d1110Hk8kEh8OBK6+8Env27LnQl0lMcca6H//ud7/Dhg0bwPM8nE4n1q5di61bt17oyySmOGfTjxm9vb3Ytm0b1q9fP+r7T7q9nkRMeq644grp8OHDp3z8E5/4hLR582ZJkiTp2LFj0vLly6WRkZGc1z3xxBPSXXfdJYmiKA0MDEirV6+W2tvbx+4CCELhfPfl3bt3S5dffrm0a9eusWs0QWRxvvuxlh//+MfSv//7v5/fBhNEHs53P37mmWekL33pS1I6nZYSiYR01113SY899tjYXQBBSOe/H//d3/2d9JOf/ESSJEmKx+PSnXfeKf3+978fo9YThMzp9mNJkqSf//zn0uc+97mTvt9k2+uRw2Ia8Z3vfAf/+7//i/Xr1+Of//mf8R//8R9wuVwAgE9/+tPYu3cvAOCmm25CZWUlrrnmGtx222347Gc/e9I4KYK40JxuX/7Od76DWCyGb33rW2qZp8OHD49n0wlC5XT7MUFMZE63H99www3wer1Yt24dbr75ZjQ0NODWW28dz6YThMrp9uOvf/3r2L59O9avX4+bb74ZtbW1uO2228az6QSh48knn8wbDjKZ93qcJFHGI4IgCIIgCIIgCIIgJhbksCAIgiAIgiAIgiAIYsJBggVBEARBEARBEARBEBMOEiwIgiAIgiAIgiAIgphwkGBBEARBEARBEARBEMSEgwQLgiAIgiAIgiAIgiAmHCRYEARBEARBEARBEAQx4SDBgiAIgiAIgiAIgiCICQcJFgRBEARBEARBEARBTDhIsCAIgiAIgiAIgiAIYsJBggVBEARBEARBEARBEBMOEiwIgiAIgiAIgiAIgphwkGBBEARBEARBEARBEMSEgwQLgiAIgiAIgiAIgiAmHCRYEARBEARBEARBEAQx4ZgUgsVPf/pTzJ49G83NzePdFIIgCIIgCIIgCIIgLgATXrDYv38/du3ahfLy8vFuCkEQBEEQBEEQBEEQF4gJLVgkEgl897vfxb333guO48a7OQRBEARBEARBEARBXCAM492Ak/GjH/0IGzZsQFVV1Vm9fmgojHRaOs+tmvx4vQ4MDITGuxnEGHD3y58AADx0zW/GuSVjD/VjYiqQ3Y+n0z1MTD5G6580HhNTAerHFw6a68aOydiPeZ5DQYF91OcnrGCxc+dO7N27F1/+8pfP+j1OduHTHa/XMd5NIMaAgbgfwPT5fqfLdRJTG3u0E8E9ryPR34GuE28DHIfwn78OweqCyVcF54I1sFTOHu9mEsRJ5xgaj4mpAPXjC8N0W69eaKba5zphBYtt27bh2LFjuPLKKwEAPT09+OQnP4n77rsPl1566Wm9x8BAiBwWefD5nPD7g+PdJJ/jJQAAOF1JREFUDGIMSCZFAJgW3y/1Y2IyI/a2INH8FtB/DEl/m/p4OhUHACT7O5FEJ2IdBxHc8TLgLAYnGMB7SmFuWgehpGG8mk5MY0abY2g8JqYC1I8vHNNpvXqhmYz9mOe5k4osE1awuPvuu3H33Xer/1+7di0efPBBzJo1axxbRRAEQRBnj9jbgviujUi17ZAfUDR1lqaJZWvSZm2SJADBPkgA0sNdEFt3gPOUw7TgGpga11yQdhMEQRAEQYwHE1awIAiCIIipgtjbgtjWxyH2KOW5JUWkOEk+aeYPzM45LQGQhrsQ3/wwkke2wLLiNnJcEARBEAQxJZk0gsWrr7463k0gCIIgiDMmcfB1xDY/LP/nZEKFsxgImgCOA+cuB8QUEOxTn1YFDPZ/CRB7mhF5+vswr/44uS0IgiAIgphyTBrBgiAIgiAmG7JY8chJhQpteIfw1D4AgOPmH6ivTx7cBCmdBBJRINQPQBYvmPNCgoT45oeR6thD+S0IgiAIgphSkGBBEARBEOcZsbcFsV3PI9W2E5wiVkjQ5KgorIKhpAG+5VcjaC4f9X1MjWt0zgkWWpJmoSXKe0oAxNYdiLTthm3D10i0IAiCIAhiSkCCBUEQBEGcR8TeFkSeuQ+SJKpiBaCIFRYnzMver4oQFp8TwTPI5i2UNMC+4etIHHwd8c2PQPZXaIwbkojoG7+G9fK7SLQgCIIgCGLSw493AwiCIAhiKhHb9bwsViArYSYnwHbt589LrglT4xrYbvoGhJolqsMCyCTkjDxzH8TelnP+PQRBEARBEOMJCRYEQRAEcZ6IvvMYUm07MwqCglC75LyHagglDbBd+zmYV98JDlyO0yK+a+N5+10EQRAEQRDjAYWEEARBEMR5ILb1cST3vKALAwG4Ma/gwd47vvkRSJAyOS3adiJx8HWqHkIQBEEQxKSFHBYEQRAEcY4kDr6O+O6NmWogCheq3KipcQ3Mqz+uc1rI1UMeQeLg62P++wmCIAiCIMYCEiwIYgohJaJIhwYodp0gLiCsdCmXJVYYm9ZdUHfD6KLFozQmEARBEAQxKaGQEIKYhIi9LUg0vwUpMgIpHoIUCyKVTEIcaQMARJ7+N8BRBKGoGuamdVQtgCDGCLG3BbE3HwUkKUessKy47YK3hwkksc0PQ1IFlDTiuzbCdu3nLnh7CIIgCIIgzgUSLAhiEiH2tiC+ayPEth36nH5Sxi7FAZAkAKF+pEL9EFt3gC+dBcuK20i4IIjziNjbguCrvwSfToPjoLgaxj5nxakwNa5BqmMPUq07AFA+C4IgCIIgJi8UEkIQk4TEwdcRfvr7SLXtkE9OofnDKX+gbJq4zHMSALGnGZFnvk+x7ARxnhB7WxB+5j7wgR71MQ6AULN4QogC5qZ14DieQkMIgiAIgpjUkGBBEBOcxMHXEXzsa4htfli2nUMfJ5+N9im2WZFdFxLimx9GbOvjY9lcgpgWRHY8B0iiKhbK8DAvWjeezVIRShpgvvRjAKAKnEAaiea3xrNZBEEQBEEQZwSFhBDEBEXsbUF06+NI9zSDxX/kEyq4wiogLQK8AAxbwJlsEEqWQOw7Ci46ooaOMLdFcvdGiL0tFCJCEGeB2NuCyI7nkO7YBY4pggDk8qUfm1D3VL7QECkyMr6NIgiCIAiCOANIsCCICQirOgBIOWUSGULtkpyEmsJT2wFATa6XOPg6EntehjTSpbGGA+meZkSeuQ+2DV+bUBssgpjIiL0tiDxzHyRJzKoIMv55K0bD3LQOYttuSJIISECqfRflsiAIgiAIYtJAggVBTCDE3hbEdj2PVNvOzIYoS6zIJ1SMhqlxDUyNaxDb+jiSuzdCeyAsSSKib/wa1svvItGCIE6B2NuCyOu/ksUKIMtZMTHFCkAODTHOuQyJg6/JiUGlNOKbHwGACdtmgiAIgiAIBgkWBDFBGP30VuZcKn2w8oo60UIC0sNdiDzzA5gv/RhtXghiFLT3JnLCQCauWMEwzroEyUObVLGFJeAUCitJrCQIgiAIYkJDSTcJYoIQ2/W8uqHQixUczKvvhH3D189pc2FZcRvMq+8EB05XSUQ+caXqAQSRD1a6NPfenBxiBcAScH40U0UIgIQ04rs2jnPLCIIgCIIgTg4JFgQxAQi//Uek2naqyTUZQu0S2G76xnnbFJka18C8+uPgIJc71FYPoM0LQeiJbX0c4af/TS5dqrs3J49YwTA1roFQu0T3mNi2k0odEwRBEAQxoaGQEIIYZ0Jb/oj0vhcvWBI/U+MaCIWViL7xa6SHuwDIezG2eZlMmzCCGAvE3hZEtjwGyX8kT9LbySdWMOQEnLsgSWkKDSEIgiAIYlJAggVBjCOx/a9CzBErMOYbIqGkAdbL70LkmR9kbV4oGR8xvVEr9EiypUInVnD8pM73IoeGfAzxzQ/nhIawykLE9EbsbUGi+S2khzohxULgLA5Z0A4HIPECUiPHAE5A8Knvg0uEwVkcEAoqEFt+NWAuH+/mEwRBEFMQEiwIYpyIvvMYknteyBErjE3rLsiGKP/mhUQLYnoi9rYgrlToyVdK+FyS3k4kTI1rkOrYg1TrDvUxcldNb7QiRbqnWR/9pPxHLVglJuSHe49AUu6RdE8zug5vgm09lckmCIIgzj8kWBDEOBDb+jiSe17I2RgZm9apFT0uBGzzIiqbFxItiOlIdhWQbLHiQt+XYw2FhhCMxMHXEd/8CCSmTGT3/6x7gf03+x5BmspkEwRBEGMDJd0kiAtM4uDrSOzemLMwNK++c1w2ReamdQAnZCXhlKhyCDFtiO/eeNIKPVNJrAAy7iqqGjK9iW19HLHND0OCpDoocoSIU8DcGJKmTDYlciUIgiDOJxNWsBgaGsKnP/1pXHvttVi/fj3+8R//EYODg+PdLII4J8TeFsTffDSvs2K83AxCSQNsG74GQ80SgFND90GVQ4jpQOLg63J4xBhX6JlosKoh6jAkUdWQ6YLY24LQMz/ICOej/aCjCHzpLPCls8B5ysEVVgEGE2Cygi+dBTiKMqIXlckmCIIgxogJGxLCcRw+9alPYcWKFQCA+++/H//1X/+FH/zgB+PcMoI4e+K7Nso2bC5zsjkR7OZCSQNs134OkZd/rMa2U+UQYqoj9rYgliMgTt4qIGeKuWkdIiw0hKNwsOnAqcKf+NJZEAoqYJx1Sd7QDuGp7QAA+4avA2AhJY8CSMsOPU5261B4CEEQBHG+mLAOC4/Ho4oVALBo0SJ0dXWNY4sI4txIHHwdybYduiRmQs2ScRcrtJib1oHj+KwknHRaRkxNYrueAzQC4nQSKwBtaAhH9/w0QOxtQeBvv4CUzg1/4ktnwXbTv8K+4euwrP74aQsNpsY1sN30dRiLKjNWDTU85D7qRwRBEMQ5M2EFCy3pdBp/+MMfsHbt2vFuCkGcFaxUor4iCA/zonXj2awc2AYG0OazoNAQYuqROPg6Um27sgTExdNGrGCYGtfAvPrjip2f7vmpSmzr4wg//W8Qgr05zxmb1sG+4etn7YYQShrgu+EzGbFbDQ8RqR8RBEEQ58yEDQnR8r3vfQ82mw0f+chHzuh1Xq9jjFo0+fH5nOPdhGlD7MRhdL35KCBJGbGC41B03d1wzV98Xn+X0SgAOMfv17cePb0HEG5+F0AmNMTc8Q5cS64+D608f1A/Js6G2InDOLH5Ub2AyPEoWXMrLOPQp7T9+Lzcw2fcgMlzzxNnRuzEYfT/7bdInDiYJwSEQ9H1f3dG3/Ho/XM2iq67G/0v/K+axBMAxLYdEF//GTyrboalcva5XApBXBBoXXFhGJe5bhox1T7XCS9Y3H///Whra8ODDz4Inj8zQ8jAQAjptHTqH5xm+HxO+P3B8W7GtEDsbUHw1V+BT2vzVnAwX/pxxKtWnvfvIZkUAeDc37fxGnBH3tOVPex/4SFETEUTJiaZ+jFxtvS98AdYlFAQGQ7mSz+GoLkcwQvcp7L78Xm7h8+USXDPE2cGc/YBUp5ypTzMl37sjOeh0fqnz+dEvGolzKtjaplUlpAz0vwuIke2w7bha9SXiAkNrSsuHOM2100DJmM/5nnupEaDCR0S8sMf/hD79u3DAw88AJPJNN7NIYgzgiU344Pd6mOTxXaer+wh2cSJyY7Y24Kh5/4H5t69utIIk+GeHGt09zyFhkx6ZLHiYdnZhzz5KjZ8fUz6fCbEiNPMHQAoPIQgCMjzcHTzIxD72yD2HUPoz99E+MnvUoUq4qRMWIfFkSNH8OCDD6K2tha33347AKCyshIPPPDAOLeMIE6P2K7nIElycjNM4LwVo2FqXINUxx6qGkJMCZiAKEjyqU5m/zZ57smxhu75qUHk7ceQ2vtC3iogF6IqFesr2U4L6ksEMb2JbX1cLqcMQEpFAQDpwQ4AgOg/hsT+v8FQ0jBqlSJi+jJhBYuZM2fi8OHD490Mgjgr4vtfQ6ptFzjdERMH8+qPTapB2Ny0DiIrewgqe0hMXmK7ns8jIE6+e3KsyXvPv/lbCIWV9DlNcMTeFoTeegxc/5G8+SouZAWc/KIFzR8EMR1JHHwd8R3PQgoPqGOTmj5K+VuSZPEiOdiB5MHXp1XFLuLUTOiQEIKYjETfeQzxt7IrgkzOcolU9pCYCsQPvIZU2061IojM5LwnxxrdPc9CQyQRiea3xrtpxElIHHwd4ae/D86fK1YItUtgu+kbF7yv6yrQADrRguzfBDH1EXtbEH7mB4htfhhSKCNWZGcX1FYXkv8vIb75YcS2Pn6BW0xMVCasw4IgJiOxrY8juSfbiju5N0aZk7KHNYtOObbddu3nxrNpBHFKxN4WxN58dEoIiBcK9rnENj8CSVEtUoc2QSSb7oRD7G1BfNfzSLbtzOrjMhciBORksDAjUQkzIqcFQUwPYlsfR3L3RlmcyBqbOAAwGOV/OYvBBfug/Jicc0f5d3L3Roi9LbCsuI3mnmkOOSwI4jyROPg64rs35gzMU2FjZGpcA6F2ie4xFo9MEBMVsbcFw6/8Apy2pDCJFaeFqXENDDWLAeXUS6KkiROOxMHXEXn6+0hNULGCYW5aB3ByCUNy6hHE1Ia5KhK7N6ouvXxjk1BcD6G4Ds4P/QdsN/0rhJolGodFRrQQe5oReeYHtN6c5pBgQRDnAVY+LnvRaGxaN2U2RuamdeA4nqy9xKSAWeSN4V6qCHKW8Da3psoDiZQTCVYFRMpTBUQW5e6cEGIFIIcZ2TZ8DUKNLHpTFRqCmJowEVXsac4b/sGXzoLtpn/NGZuEkgbYrv0cbDf9K/jSWbowMlkwT9N6c5pDggVBnCO68nFZYsVEWTCeD/KVOiXRgpiIsDAQdk9SRZCzwzjrEoCJlBzd7xMFJpDnqwIyXvkqTgXbkBhql6g3pFw5ZAfFqRPEJEfsbUHkpR/nFVE5ZIQK+4avnzS0QyhpgH3D12FsWqeuNZnASXktpjeUw4IgzgG1RFN2krOaJVNKrGBQPDIx0RF7WxB57VeAlFZPd+TKIDzMl1JFkDOBiZT6/DV0v48XYm8LYjufQ6p9l+rmyxSimhyhTrlVaOQ4dQBTcs4kiKmOKqBCOm+llC0rboOxdgmib/wa0nAXANB4Mc0hwYIgzgKxtwWxrY/rbG8qnDClT3HNTesQadsNSKKsfKsnr49S6UNiXBF7WxB55j5Ikqju5DgAnKcc1svvor55FpBIOf7IiTU3ItWmfAeS/vRyMvXv/CKYvAnhXcXUnwhiEpFzaHceSykLJQ2wXn4XIs/cJ683oR8v0iM9MDetmxTjHnHuUEgIQZwhbFOUT6wQapfIsbpTeADVxSNzFI9MTBwiO56DJIlZMf38pNnMTVR0SRN19lxKmjiWMJt1+Ol/k8WKfAnsOGHS9W9T4xqd5Zv9TeFGBDE5EHtbEHzq+3kdxsD5C01j683svBYSALF1h7wWpzloWkCCBUGcAWJvC4Kv/jLPpki2vdmu+dykWjieLaPHI1NSPuLCI/a2ILjx/yHdsSurwDsH82oKAzlXSKS88MS2Pn5yoQKTWyC3rLgtj2hBIhhBTHTY2CT1HskjVsgJf8/nWjhfXgu1mogkIvrGr2nMmAaQYEEQpwmrOsAHerI2RVMvwebpkrdyyJu/pcmDuGCIvS0IP3sfpBO7sqr0TI6Y/snCqCJl+y66388zkbf/mDm5RK5QMRabgvHAsuI2mFffCYBEMIKYDIS1YxOnH5vkxJpjl/CXjRccuMwSXALSw12IPPvvNA9NcThJkqRT/9jk5Pu/fgdDgfh4N2PCYTQJSCbE8W7GpEKMRyANdgCQkL125Nyl4G2ecWhVLvv69wIA5hctuGC/Mx0ZhjTSo7Pq8U4feId3TH8v9WMCAJIjfnCRgQl9X56M7H48HvfwmSAlo0j3t0NSxsILdb9PFyKhIEzBTgDIOU0EAFic4B2F4IzWcWjd6P3zXMZjcagTUiyouV4OfFH1uF0jMX2hdcXoJCIh8CMnACB3vnV4wTt9Z/R+ZzvXZa85AZqHspmM/bjAZcY37lo56vPksCCIUxBLiBgaHEauWMFNmk3RWMLbPODcparqLYFD2mAZ72YR04BQNInuoNznMso73ZdjCWe0gnOX6O73BGce72ZNepJiGp39YQSHRwBkFuIcABjM4Gwe8EU1EAoqptxGnncUqv2JOfWkeGS8m0UQhMJwKI7hIf3YBAAw2cAX1ZyxWHEu5K455XkoLBovWBuIC8+UdlgMDISQTk/ZyztrfD4n/P7geDdjwpOWJLz8bgeeeOMo5jqGcJfpBfDpFAAOQu2iCZmd+Oan5OokT9184S21Ym8LBlv24JfbRKQKanHPh5fAaBDG7PdRP56+SJKEl97twJ9ea0F1iROfW2OH5cQ2cACMsy6ZcPflycjux+N5D58JYm8LIm378evtabSKPnzzY0tR6CKh8kxJptJ46d12PLelFQBwxyIBi9seBcQkAA7GpusnVLjhaP3zXMfjxMHXEX/zt5CkNJISj0OzPoFLrrj0nNpKEGcKrSv0RGJJPPzCIbx32I8rqmK4KfYkuPM0Np3rXCf2tiDR/BZEMY0nO0vwWocFN15cg1tW14HLjaObVkzGfszzHLxex6jPU1lTgsjDSDiBXz13APuOD2LxzCJ8Yt2lsAYWItV1CIbyOZNqQ3ShEEoa4CtpwLU+P376l734zcZD+PT6udN+4iDOLykxjUdfPIw393Zj6WwfPnnjXJiNAjBj7ng3bVohlDTAWdKA988I4fu/3Y4fP7EHX/vwRTCbxk6knGrsOz6A37/cjN6hKC6a5cPtV86E122B2Fs27eYaU+MaCIWVSHYdxAtHTHh5awL2qn4saiga76YRxLTkeHcAP39qHwYDcdy6ph7XraiG1DdrwoxNQkkDrEobPiSmkXrpMJ7b0ob+kRg+cX0jjAYKIphKkGBBEFkcbh/Cz5/ej2g8hY9eMwtrFlfIm25rw7gP0JOBJbN8eP/ldXjijWPweay45bK68W4SMUUIRBL42V/2ovnECDZcUosNl84AT4LYuFLpc+DvN8zDj5/Yg18+dwD/cMt8+k5OQfdAGE+8cQw7mv0oKbDin29rwvy6TOy1UDI95xp23TfPE3Ho9zvwv8/sx798aDFmlLnGu2kEMW2QJAmv7ezEH/92BC67Cfd8ZAkaKtzykxN0bDIIPO68fg6KPFY8uekYhoNxfPZ9C2C3UJjIVIEEC4JQkCQJL77bjideP4biAiu+/MFFqCwe3Z5EjM66lTXoG4ri2S2tKC6w4pIFZePdJGKS0+kP4Ud/3oPhUAJ3b5iLlXNLx7tJhEJTQxE+eEUD/vhqC57cdAzvv7x+vJs0IRkYieHpt47jrb3dMBkFvO+yOly7vJpOArMwmwR87taFuO932/Hff9yFL92+iEQLgrgAROMpPPLiIbx7sA8L6rz49Pq5cFgnx6af4zisv7gWRW4Lfv38Qfzgt9vxxQ80ocgztXL+TFdIsCAIAOFYEr9+/iB2HunH0tk+fGJdI6xmuj3OFo7j8NFrZ6N/JIaHXzgEp82IhfVk7SXOjj1HB/Dg0/tgNgr46ocXo77cPd5NIrK4elkVugYieP7tNhR7rFjdVD7eTZowBCMJPP92G17d0QlAwtVLq7BuVQ1cNtN4N23CUuA041/uWIz/+L+d+K8/7sI/f7CJ7nuCGEM6/SE88OQ+9A5FcMtldbhhVc2kdMutmleKQqcZP3liL/7tt9vx+VsXkuA5BSBZn5j2tHSO4Nu/3oY9Rwdw+5Uz8Q83zyex4jxgEHh89pYFqPQ58NO/7MO+4wPj3SRikiFJEl7e1oEf/Xk3ij1WfPPjS2nTMkHhOA4fuWYW5s0oxMMvHsK2Q33j3aRxJxBJ4E+vt+Bffv42XnmvAyvnleC+u1fh9itnklhxGhS5rfjqHUvgsBrwP4/tQnPH8Hg3iSCmJFv2deN7j76HSDyFL9++GOsvrp2UYgVjdnUBvv7Ri2Ay8Lj/9zuw9UDveDeJOEdIsCCmLYFwAg+/cBD3/XY7OA742kcuwjXLqihJ5HnEZjHgS7cvQpnXhp88sRe7WvrHu0nEJCGdlvD7V5rxx78dwZKZPnztIxdRFYoJjkHg8Y+3LEBDhRsPPbMfO4/4x7tJ40IgnMDjr7Xgqz9/Gy++045FM4vwb59agbvWNcLrpj58JnjdFnz1jiVw2c34n8d2Yd8xEr4J4nwRiaXwy+cO4JfPHURtqQvf/sQyNNYUjHezzgvlRXZ842NLUVPqxP8+sx9/fv0oVY6cxNAxMjHtSIlp/PW9E3h2y3EkkmlcvawKGy6ZAZuFboexwGE14ku3L8IPH9+Nn/x5Dz5wRQOuXU7CEDE6iaSIh549gB3Nfly3ohq3rqmf1Kc90wmzScDnb23Cfz+2Ez97ch8+eUMjVs6bHvlGgpEEXninHa/uPIFkKo0Vc0uw/uJalHnt4920SU2hy4KvfXgJ/uexXfjRn/fg7zbMw9I5xePdLIKY1BxqG8Kvnj+AoWAC6y+uxYZLayHwU+sc22034SsfWoz/e6UZG99pQ0dfCH+3YS5slIxz0kE7NGLakEyJeHt/L154pw29Q1EsrPfig2sbaDF5AXDZTLjnw0vwq+cP4vHXWnC0cwQfvW422aKJHELRJH785z042jmCD101E1cvrRrvJhFniM1iwJdvX4wf/3kPfvHsAUTiKaxdUjnezRozIrEUXt7Wjpe3dSCeFLFybgluJKHivOKym/AvdyzG//vTHvz86X24MzEHqxdSnhSCOFOSKRF/2XQML7/bAV+BFV/7yBLUV0zdUEuDwONj181BdYkTv3+lGd97dDs+9/4FND5PMkiwIKY83QNhvLmnG2/u7UYwkkRVsQNf+EATFtZ7T/1i4rxhNgr4h5vm4cVSJ57cfAzNvxzGR6+ZjYtm+8htQQAA/MNR/PDx3egfieEfbp5Pp6iTGKvZgC/e1oQHn96P373cjIFADO+7rG5KneDFkyJe3XECG99uQziWwtLZPty8ug7lRbQQHgtsFiO+9MFF+OmTe/GbjYcQjYu4ZhkJmgRxOqTTEt7e34Nn3joO/3AMVyyuwG1XNMBsEsa7aReENYsrUF5kx8+e3It/e/Q9fHr9PCxqoGTwkwUSLIgpSSyRwrZDfdi8pxstJ0bAcxyaGry4amkV5lR7aIM8TnAch+tX1mBBnRe/fP4AfvbUPiyeWYQPXz2L8hNMc9p6gvjhn3ZDFNP48u2LMKvKM95NIs4Rk1HAZ26Zj/97pRkvvNOO1u4g7t4wD2775HZWpcQ0Nu3uwrNbWjESSmBBnRfvu6wONaXO8W7alMdsEvC59y/EQ8/uxx//dgTDwThuvYJCxggiH5IkoXcoin3HBvDX7SfQNxRFdYkDX7p9EebVFo538y44s6o8+Nady/CTJ/biJ3/eg5sncTWU6caEFiyOHz+Oe+65B8PDw/B4PLj//vtRW1s73s0iJiiSJOFoZwCb93Th3UN9iCdElBba8IE19bh4fincDvN4N5FQqCx24F8/thSvvNeBpzcfxzd+uRXvu6wOVyyugEGYOiewxOmx79gAHnhqHxwWA/7lQxfRCfUUgtlx68rd+O3Lh/Gvv3gH77+8HpctKp90i0QxncaWfT149q1W9I/EMLPSjX+4aT6JaxcYo4HH3980D3/8awtefLcd/uEoPrV+LszG6XFSTBCjEU+KOHJiGMc6AzjaFcCxrhGEYykAQF25Cx9YU48ls6a3q7XQZcHXPrIED794CE9uOobm9iF88sa58NAeYUIzoQWLe++9F3fccQduuukmPP300/jWt76FRx99dLybRUwwRsIJbNnXjTf3dKN7IAKzUcCyxmKsXliGhgr3tB6YJzIGgcf1K2qwdHYxfvvSYfzhr0fw8rvtuH5lDVYvLIPRQIvPqU5akrDx7TY8ufkYKn1yqFaBkxYNU5FLF5ahrtyF3750GI++dBib93TjY9fOnhSuhHRawtaDvXjmzePoHYqiptSJj147G/NnFNL8Mk4IPI87rp4JX4EVj/3tCP7j/3bic7cunPTuHYI4EyRJQld/GPuOD2LfsQEc7hhBSkyDA1Dus2PJLB/qK9yor3Cjgg4CVExGAZ++cS5mVXnwx78ewb2/fhd3XjcHi2YW0Zg+QZmwgsXAwAAOHDiA3/zmNwCAG2+8Ed/73vcwODiIwsLpZ2Mi9ATCCew44sf2w34cbB1CWpLQUOHGJ66fg6VzimE1T9iuTWTh81jxxduasPfYAJ7d0orfvdyMZ948juWNJVgxrwR1ZS6aQKYgPYMRPPLCIRzuGMaKuSW487o50yaWdrpSXmTHv9yxGG/v78Hjr7bgu49sw+qF5bhl9YwJ6YBLSxJ2HPbjqTePo6s/jEqfA//0vgW0qJ0gcByHa5ZVochtwUPP7Me3f/0uPn79HIpLJ6Y0kVgSB1qHsO/4APYeG8RQMA5AHl/XLqnA/BmFqK9w0zr4FHAchzWLKjCz0oP/fXo/fvKXvaivcOHKJZVYPMtHjq0JxoTtzd3d3SgpKYEgyB1GEAQUFxeju7ubBItpylAwjh3Nfmw/3IfDHcOQJKC4wIrrVlTj4vmlZCOfxHAch4X1RVhQ58Wh9mG8uuMEXt/Vhb9uPwGfx4IVc0uxbE4xKnz2SWcjJ/Qc6wrgha1t2HHYD7NJwCfWzcGlC8poAzhN4DgOF88vQ1NDEZ5+8zhe29GJrQd7ccPKGlyzrAqmCbBITEsSdh/px1NvHkdHXwhlXhv+4eb5uGi2j8afCciSWT5842NL8YtnD+DHf96D5Y3FuGZZNWaUOWlcISY9aUlCW08Q+44NYO/xQRzrDCAtSbCaBcytLcSCOi/mzyikPGBnSUWRHd/8+FK8ubcbL7zThoeePQCLSUBDhRsVPjsqihzweSxw2kwQBA4Cz8Eg8Dl/8zyNNWPJhBUszgder2O8mzBh8fkmvg03mUrjUNsgdhzqw/ZDvTjeFQAAVJU4cNtVs3DJwnLU0um7DqOy2J8M3+9oFBe7cNnSaoSjSbyzrxtv7DiBjW+34rktrbBbjagpdaLC50BZkR0VPgcqfA6UFtlJDZ+gSJKE1u4Atuzpxjv7utHaHYDdYsCtV87E+kvrUECLLN39OhXu4dPBB+DzHyrErVfNxsPP7cdfNh3Dpj3d+Ni6Rly2uBLCOCz+4kkRr73Xgac3HcWJvhDKiuz45zuWjFt7JiIn65/j2Wd9Pid+PLsYj73SjGc2H8W7B/tQV+7GxU1lWDmvDNWlJF4Qp8dEGHuHg3HsbO7DjkN92HG4D4FwAgDQUOXBB66cicWzizG7pmBS5/yaaHPdbWVu3HrVbOw71o83dnSi5cQwXt3RiWQqfVqv5zg5VM1lN6HC50C5z47yIgcqfHaU+xwo9dphNFy472uifK7nC06SJGm8G5GPgYEBXHvttdi6dSsEQYAoilixYgVefvnl03ZYDAyEkE5PyMsbV3w+J/z+4Hg3Q0cklkTvUBTdA2Ec7w7ieHcA7b1BpEQJAs+hocKN+XWFWDTTR3F4J+Hmp9YBAJ66eeM4t+T8MhKKY8+xARzrCqC7P4yeoag6gQMAB6DQZUZJoU3+U2BDaaEVHocZBoGHQeAg8PLfPM+pC1eOk18LcPK/OYADp6ro57rATUsSRDGNZEpCKp1GKpVGSkwjJUpIiWkkxTREUUI6LSm/U1brLSYBVrMBVrPhgk5w54tAJIFDbUM40DqEA62D6B+JgeOAmZUeLJ3twyULysiuqpA9Hk/Ve/hUHGobwh9fPYL23hCK3BZcvbQKK+aWwDXGOQkSSRHNHcN491Afdhz2IxJPoabEiWuWV2F5Y/GUKsN6Phitf06kdUU0nsLb+3vw9r4eHFUOOpw2I2ZVeTC7yoNZVR5UFjvILUPkMB79WJIk9I/E0NI5gpbOERw9MYL2vhAAwGUzYt4MLxbUFWLujEK4bFMnR8tkmOvEdBr9wzH4R6IIR1MQ0/KaLZWW13YpUcp5LBBOoGcogt7BKELRpPpeHAf43FaUepU1qteG0gIrSr12eBym8yqoTqTx+HThee6kRoMJu2L0er1obGzEc889h5tuugnPPfccGhsbKRxkDEmJacSTIuIJUf5b/XcaYjqNdFqCmJbUv7X/Zn9LkoS0JP8/LUH5W/4jpYFESkQ0nkI0zv5OYSgURzCSualNRh61pS5ctbQKDRVuNNYU0OZmmuN2mLF6YTlWLyxXH7M7Ldh/pA89gxH0DUaVCSKCd/b3IhpPnZffq7X8MRGDiQrs/xIgCxCqGJERJMTzIJgaBB42swCrxQiH1QCHxQiHzQin1QSHzQiHNfPHaTPCbjXCYTFeMHtiIJJAe28Q7b0htPcG0dYbQu9gBABgNRswp9qDGy+uxaKGojHffBKTlzk1BfjWncuws9mPl7Z14A9/O4I/vnoEMyvcWDTTh5lVbtSUOM/5RDGeFNHWE0RzxzAOtg3hyAk5SZ3FJGDxzCKsXliO2VT6elJjNRuwdkkl1i6pxFAwjr3HBtDcMYzD7cPYftiv/kxNiQO1pS7UljlRU+qEz2MlEWMSE0+KCIYTCESSCEYSCEWTiCUya1kxLYHjAJ7jlNNwDhaTARazAKtJPiAoj6YQi8RhsxhhMwvnNfl3MiViOJTAUDCO3qEIOv1hdPpD6PCH1QMYs0lAXZkLt6yegQX1XlSXOKlPjiMCz6sHYWdDKJpEr7I27RmMKn9HcKhtCAmNc8NsFFBcIB+yeRwm+W+n5t8OMxxWw7RORj+hd4Hf/va3cc899+BnP/sZXC4X7r///vFu0qQgnhQRCCfUPyPs74j8dyyZRiicyBIlxPOyucoHz3Hgeflvo4FXT46tZgMKnGbUljnVU/GSQvlknE61iFNhsxjlxWapS/e4JEkIRpPoGYggEE4o4hpTwmUFXAIACcrfEiT5L0iQIElQf05MS6oAoX1M/SPKE47RwKtODvnvzP8zz2WeNxp4CDwPo0H+P8dxGZVelBBP6kW9aDyFSDyFUDSJoWAc7X0hhKLJUa2KHACbxQCHzQSH1SCLG1ajTuBwZv3frhE5JEm+7mhcRCyRQiwhIhhJquPJYDCGrv4wOv1hjGicLl6XBdUlDlwyvxSNtQWoLXXSvUycNjzH4aLZxbhodjE6+kLYfrgPO4/04/HXWgDI91mlz4EitwVelwUepxlOmyzUOa1yfDEgC+WRWArBaBIjoTj8wzH0DUXQNxxF72AUacVYWlXswNolFZhbW4DGmoJpvRicqhQ4zbisqRyXNclid/9IFM0dw2g5MYLWniD+ur0DKVHuDyYDj9JCG8qK7Cjz2lDutaOsyI6SAuuktt5PVuJJEcFIAsFIUvmT0P0diCR0/04kT27dF3hOnueVOf90MAgcbMp61WwUYDIKMBl5mAyZv/9/e/ce21T99wH8fXo5bbe1Y/cL4zqT/cTfI1lEeJBNdFxcNjoGKsmDmuCImEjAqChmEXBGE0SJQYYKiVFEYhQQlEiQRNExQNgUlOjDfLbhbwM2doFB23W9nueP09YOOjZwp+vW9ytpTs/p6dn32316es7nfL/fo1YL8sU53wU6j1dCj9ODHocbduffv+P+24v6aTUqZCbH4r8mJmJiZjyyM03ISonjWAgjiHx8FY/szPhey72ShC6LA62+BEbr5W60X7Gjy+ZEU5sF12xOhOr/IGpU8kUpgxaxeo089c2LGnkcDZVKwOg0E+4aGz+ijr8iOmGRnZ2NXbt2DXUxhpzLLZ8sWO1BO23fc6vdBUtQMuKazYkepyfkdmL1GphiRSTGGxAfJ0IvyjtfvVYN3XXPdVr/QwVRqw5cZVaphBumKpUAleCb9yUnBOHv5UThJAgCTDHiiGo62ReHywOrbz9gtbtgsTt7zfv3GZ3XevCfSxZYul1we/o+qAv+vnpv0ltQp1UjIykG/56YiNHJcRiXFocxaUbEGbSDWj+KXmNS4zAmNQ6l+RNxxeJAg6+5dHObFU1tVpyu7xhw32JRq0LqKAPSE2NwT04KJmbEY+JoU1TsI6i35HgDkuMNuO/fGQDklqUX2m34zyULLnbY0NLZjfrzV3Hij0uB96gEAakJBqQmGJASb0DKKD1SRhmQMsqARJMeBp2aLXL64ZV8ScTgpIP/OLbbBas9eF5ex9nH91ujFmD0/cYbY7RIT4yFMUYLU6wIo0ELY6z8WlyMFnrf8ayoUfX6H0l9JBa0ei1a2yzo7nHfcMHA6fIGLvRZu11wuL1wuT2BrssqQT7+UKsE6HUaGEQ1knzxYdBpEO+7ep4Qp0PyKANSRxmYnIhSKkFAokmPRJMek8bf2HPA4/Xims2FLqsDXVYHrtqcsPmO6Wx2+eKVtceFCx022Owu2HrcvS4660U13njqv0fUbeIjOmERbX44fQH156/6TjJ8O3W7C44+EhCCAF8zcBGmGC3GpxthihURHyteN5WvQvmvEAzHvk1EdCOdVg1dvBpJ8QMbuFKSJDhdXljsTtjs7kCCw2J3wWZ3yV23fL95elEtN5f1Tf0HhKYYkQfoFFYJRh2m/CsVU/6VGlgmSRJsQSdAVrur15hVsb5WRPLJi5bxSiFp1CqMS5e7hARzOD1ovdyNi502XOywobWzG+1X7fi/812wOzzXbUM+gZZb+8hTgyiPPxT8EDVq+bk69HKNf1ngzgO+Loj/cEwlybdfl/fvcnddeWwl38Pz99QdNO/2SIET8uvXDV7P5esOGXobXth63LB2u/pMgutEtfxdjdHCFCNidHJs4LP0d3X0f66mGPli2z/9PguC/PnGGVS9Eu0pKUa0p3CcNBpaapUKCUbdgBMO/gScf5qWasLVrm6FSxleTFhEkJr/bUPblW7EGeQdc1piDIy+5/4+64HmrzEiYnQaZmeJaMAEQZBbUIkGJMf3vz5RpBIEIdCdKSNpqEtDI41OVIdMZPgTZe1ddrR32XH5mqNXq4Fr3S5cutwNh8sDp+/EfrC62/rHTtL4khgCAK+vi4M3KCEh+cYPu9XuDwMlANBq5cSKJjgB45vK4y5poI31PddrAt22gpMP/mQEu2IR/TP+BBwAaIGIuD34YGPCIoK8+D+5Q10EIiIiIgohOFE2IcPU/xsgN+8OtFBw927Z4HR5erVUcLq8cPvGMwoeR0me9h6PSS7P34NIqgQh8Fzwd8/13QHLf3csf7cFjVoFrVro1arDP71+mSaoRYi/ezBbLBFRODFhQURERESkALVKBbWogp5DphAR3ZYRnbBgd4m+8bMZmdLj0gFEz/83WupJI1twHEfbd5iGl5vFJ2OWRgLGcXjwt05Zw+1z7a+8giTdZCh4IiIiIiIiIqIhMHJu0EpEREREREREIwYTFkREREREREQUcZiwICIiIiIiIqKIw4QFEREREREREUUcJiyIiIiIiIiIKOIwYUFEREREREREEYcJCyIiIiIiIiKKOExYEBEREREREVHEYcKCiIiIiIiIiCIOExbDXGVlJXJycvDnn3/2u9zhcGDdunWYO3cuzGYz1qxZE3KbHo8HFRUVmD17NubMmYNdu3YpWgciQJlY3rJlC4qLi1FSUoKFCxfiyJEjitaBSIk49mtsbMTkyZPx5ptvKlJ2Ij+l4vjAgQMwm82YN28ezGYzOjo6FKsDkRJx3NnZiWXLlsFsNqOwsBCvvvoq3G63ovWg6DbQOD5//jzmz58feBQUFGDq1KkhtznczvU0Q10Aun2///47Tp8+jczMzAEtf+utt6DT6fDtt99CEIQ+DxT279+PpqYmHDp0CF1dXSgtLcX06dORlZWlWF0ouikVy3fffTfKyspgMBhw9uxZPP7446iuroZer1esLhS9lIpjQD64WLduHWbPnq1I2Yn8lIrjM2fOoLKyEtu3b0dKSgosFgtEUVSsHhTdlIrjDz74ANnZ2di2bRtcLhcWL16MQ4cOoaioSLG6UPS6lTjOysrCV199FZh/44034PF4Qm53uJ3rsYXFMOV0OvHaa69h3bp1EASh3+U2mw379u3Ds88+G1ienJwcctsHDhzAo48+CpVKhcTERMyePRsHDx5UtkIUtZSM5fz8fBgMBgBATk4OJElCV1eXcpWhqKVkHAPAtm3b8MADD2D8+PGK1YFIyTj++OOPUVZWhpSUFACA0WiETqdTsDYUrZSMY0EQYLPZ4PV64XQ64XK5kJaWpmyFKCrdahxf/979+/fj4YcfDvn6cDvXY8JimNq0aRNKSkowZsyYAS1vbm7GqFGjUFlZiYULF+KJJ55AbW1tyG23tLT0ythlZGSgtbV18CtBBGVjOdi+ffswduxYpKenD2r5iQBl4/js2bOorq7GkiVLlCo+EQBl47ihoQHNzc147LHHsGDBArz33nuQJEmxulD0UjKOn3nmGZw7dw55eXmBxz333KNYXSh63WocB/v++++RlpaGu+66K+Trw+1cjwmLYejUqVM4c+YMFi9ePKDlAOB2u9Hc3IxJkybhyy+/xKpVq7BixQpYrdZwFZvoBuGK5ZMnT2LTpk3YuHHjoNeBSMk4drlcWLNmDSoqKqBWqxWtB0U3pffHHo8HdXV1+Oijj7Bjxw5UVVX1ar5MNBiUjuODBw8iJycH1dXVqKqqQm1tbURfmabh6XbiONiePXv6bF0xHDFhMQzV1NSgsbERs2bNQkFBAVpbW7F06VIcPXo05PLq6mpkZmZCo9Fg3rx5AIDJkycjISEB586du2H7GRkZuHjxYmC+paWFV6VJEUrHMiDv3F988UVs2bIFEydODGf1KEooGcft7e1oamrCsmXLUFBQgO3bt+OLL77od4BOolul9P44MzMThYWFEEURcXFxmDVrFn777bdwV5NGOKXj+NNPP0VJSQlUKhWMRiMKCgpw4sSJcFeTRrjbiWO/S5cuoaamBmazuc/tD7tzPYmGvQcffFCqq6vrd/mTTz4pHTlyRJIkSWpsbJSmTp0qXb169Yb37dmzRyorK5M8Ho/U2dkp5efnS01NTcpVgMhnsGP5119/lWbOnCmdPn1auUITXWew4zjYu+++K61fv35wC0wUwmDH8ddffy298MILktfrlZxOp1RWViZ9/vnnylWASBr8OH766aelzZs3S5IkSQ6HQ1qyZIm0c+dOhUpPJBtoHEuSJL3//vvSypUrb7q94XauxxYWUaSiogJbt26F2WzG888/jw0bNsBkMgEAnnrqKZw5cwYAMH/+fGRlZWHu3LlYtGgRli9fftN+UkThNtBYrqioQE9PD9auXRu4zVNdXd1QFp0oYKBxTBTJBhrHxcXFSEpKQlFREUpLS3HHHXfgkUceGcqiEwUMNI7Ly8vx888/w2w2o7S0FOPHj8eiRYuGsuhEvezduzdkd5DhfK4nSBJHPCIiIiIiIiKiyMIWFkREREREREQUcZiwICIiIiIiIqKIw4QFEREREREREUUcJiyIiIiIiIiIKOIwYUFEREREREREEYcJCyIiIgqL4uJinDhxIix/q76+HgsXLux3vU8++QRvv/12GEpEREREt4q3NSUiIqJBkZubG3hut9shiiLUajUAoKKiAiUlJWEry4oVK1BYWIji4uKbrudwODBnzhzs3bsXSUlJYSodERERDQQTFkRERDToCgoK8Prrr+O+++4L+99ua2vDvHnzcOTIEeh0un7Xf+WVVzBhwgQsXbo0DKUjIiKigWKXECIiIgqLgoICHDt2DACwefNmrFy5EqtWrUJubi7MZjPOnTuHrVu3Yvr06Zg5cyaqq6sD77VYLCgvL0deXh7y8/PxzjvvwOPxhPw7x44dw6RJk3olK7Zt24b8/Hzk5ubioYcewvHjxwOvTZ06FT/88IMylSYiIqLbxoQFERERDYnDhw9j/vz5qKmpwZ133omlS5fC6/WiqqoKy5cvx9q1awPrrl69GhqNBocOHcK+fftw9OhR7Nq1K+R26+rqMGHChMB8Y2Mjdu7cid27d+PUqVP48MMPMXr06MDr2dnZqKurU66iREREdFuYsCAiIqIhMWXKFOTn50Oj0aCwsBBXrlzBsmXLoNVqUVRUhAsXLuDatWvo6OhAVVUVysvLERMTg6SkJCxZsgTffPNNyO1aLBbExsYG5tVqNZxOJxoaGuByuZCVlYWxY8cGXo+NjYXFYlG8vkRERHRrNENdACIiIopOwYNc6vV6JCQkBAbp1Ov1AIDu7m60tbXB7XYjLy8vsL7X60VGRkbI7ZpMJthstsD8uHHjUF5ejs2bN6O+vh55eXl4+eWXkZaWBgCw2WwwGo2DXj8iIiL6Z9jCgoiIiCJaeno6RFHETz/9hNraWtTW1uKXX37ps4VFTk4O/vrrr17LzGYzPvvsMxw+fBiCIPS6lWlDQwNycnKUrAIRERHdBiYsiIiIKKKlpqZixowZWL9+PaxWK7xeL5qamnDy5MmQ68+YMQN//PEHHA4HAHkMi+PHj8PpdEIUReh0ukBLDgCoqanB/fffH5a6EBER0cAxYUFEREQRb8OGDXC5XCgqKsK9996LlStXor29PeS6ycnJmDZtGr777jsAgNPpxMaNGzFt2jTk5eXh8uXLeO655wAADocDP/74IxYsWBC2uhAREdHACJIkSUNdCCIiIqLBVF9fj9WrV2P37t0QBKHP9Xbs2IGWlha89NJLYSwdERERDQQTFkREREREREQUcdglhIiIiIiIiIgiDhMWRERERERERBRxmLAgIiIiIiIioojDhAURERERERERRRwmLIiIiIiIiIgo4jBhQUREREREREQRhwkLIiIiIiIiIoo4TFgQERERERERUcT5fztt9TGyYjZ3AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1080x360 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rip_max = []\n",
"rip_tsd = []\n",
"for s, e in rip_ep.values:\n",
" tmp = nSS.loc[s:e]\n",
" rip_tsd.append(tmp.idxmax())\n",
" rip_max.append(tmp.max())\n",
"\n",
"rip_max = np.array(rip_max)\n",
"rip_tsd = np.array(rip_tsd)\n",
"\n",
"rip_tsd = nap.Tsd(t=rip_tsd, d=rip_max, time_support=sleep_ep)\n",
"\n",
"figure(figsize=(15,5))\n",
"subplot(311)\n",
"plot(lfpsleep.restrict(ex_ep).as_units('s'))\n",
"subplot(312)\n",
"plot(signal.restrict(ex_ep).as_units('s'))\n",
"subplot(313)\n",
"plot(nSS.restrict(ex_ep).as_units('s'))\n",
"plot(nSS3.restrict(rip_ep.intersect(ex_ep)).as_units('s'), '.')\n",
"[axvline(t, color = 'green') for t in rip_tsd.restrict(ex_ep).as_units('s').index.values]\n",
"axhline(low_thres)\n",
"xlabel(\"Time (s)\")\n",
"tight_layout()\n",
"show()"
]
},
{
"cell_type": "markdown",
"id": "8e7dd66c",
"metadata": {},
"source": [
"There are a few utilities function to streamline this process and check the output. The first one is saving the ripple epochs in a format readable by neuroscope. It's a good way to check the quality of the ripple detection"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "49e08c5b",
"metadata": {},
"outputs": [],
"source": [
"data.write_neuroscope_intervals(extension='.evt.rip', isets=rip_ep, name='Ripples')"
]
},
{
"cell_type": "markdown",
"id": "7e63d178",
"metadata": {},
"source": [
"![image](screenshot_neuroscope_ripple_detection.png)"
]
},
{
"cell_type": "markdown",
"id": "becab407",
"metadata": {},
"source": [
"Next step is to save the ripples times into the NWB format. We can use the data.save_nwb_intervals and data.save_nwb_timeseries for this."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "9ab1d482",
"metadata": {},
"outputs": [],
"source": [
"data.save_nwb_intervals(rip_ep, 'sleep_ripples')\n",
"data.save_nwb_timeseries(rip_tsd, 'sleep_ripples')"
]
},
{
"cell_type": "markdown",
"id": "8c31873f",
"metadata": {},
"source": [
"We can use the same interface to retrieve them for future analysis."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "abe35472",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Time (s)\n",
"0.7712 7.914239\n",
"0.9232 4.948673\n",
"1.0744 5.199699\n",
"1.6832 6.297220\n",
"1.8112 2.984884\n",
" ... \n",
"595.0304 1.449906\n",
"597.2712 6.576567\n",
"597.9744 1.223363\n",
"598.4904 3.645479\n",
"599.6944 8.550664\n",
"Length: 595, dtype: float64\n"
]
}
],
"source": [
"rip_ep = data.load_nwb_intervals('sleep_ripples')\n",
"rip_tsd = data.load_nwb_timeseries('sleep_ripples')\n",
"\n",
"print(rip_tsd)"
]
}
],
"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": "3.8.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}