{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "70365e90-9f0b-49ae-88e8-2cf4569565fd", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import popstock\n", "import bilby" ] }, { "cell_type": "markdown", "id": "4d79d3ed-f2b3-4c6e-a172-7b17726a9d53", "metadata": {}, "source": [ "pretty plots preamble" ] }, { "cell_type": "code", "execution_count": 2, "id": "0c65505a-50ba-497a-99c4-cf12af536112", "metadata": {}, "outputs": [], "source": [ "import matplotlib as mpl\n", "mpl.rcParams['figure.figsize'] = (8,6)\n", "mpl.rcParams['xtick.labelsize'] = 20\n", "mpl.rcParams['ytick.labelsize'] = 20\n", "mpl.rcParams['axes.grid'] = True\n", "mpl.rcParams['grid.linestyle'] = ':'\n", "mpl.rcParams['grid.color'] = 'grey'\n", "mpl.rcParams['lines.linewidth'] = 2\n", "mpl.rcParams['axes.labelsize'] = 22\n", "mpl.rcParams['legend.handlelength'] = 3\n", "mpl.rcParams['legend.fontsize'] = 20\n", "\n", "from matplotlib import rc\n", "rc('font', **{'family': 'serif', 'serif': ['Computer Modern']})\n", "rc('text', usetex=True)\n" ] }, { "cell_type": "markdown", "id": "f4f8db18-c05a-4822-ada9-d6c99fb4f491", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# Models\n", "\n", "Instantiate the mass and redshift models; here we use \"standard\" choices." ] }, { "cell_type": "code", "execution_count": 3, "id": "bfb9c7b8-e5fc-473c-a3e8-1bf95a7b06f9", "metadata": {}, "outputs": [], "source": [ "from gwpopulation.models.mass import SinglePeakSmoothedMassDistribution\n", "from gwpopulation.models.redshift import MadauDickinsonRedshift\n", "\n", "mass_obj = SinglePeakSmoothedMassDistribution()\n", "redshift_obj = MadauDickinsonRedshift(z_max=10)\n", "\n", "models = {\n", " 'mass_model' : mass_obj,\n", " 'redshift_model' : redshift_obj,\n", " }" ] }, { "cell_type": "markdown", "id": "ce8e5a8a-4591-4644-832f-8e07e23f3a60", "metadata": {}, "source": [ "# Population $\\Omega_{\\rm GW}$ object\n", "\n", "Create a `PopulationOmegaGW` object, which manages the computations.\n", "\n", "This requires minimal input for initialisation:\n", "\n", "* The parameter population models (above)\n", "* A frequency array, used to downsample waveforms consistently" ] }, { "cell_type": "code", "execution_count": 4, "id": "c219de04-7f31-4816-9ad3-d658c48f14a9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initializing with the following models: \n", "mass: \n", "redshift: \n" ] } ], "source": [ "from popstock.PopulationOmegaGW import PopulationOmegaGW\n", "\n", "freqs = np.arange(10, 2000, 2.5)\n", "newpop = PopulationOmegaGW(models=models, frequency_array=freqs)" ] }, { "cell_type": "markdown", "id": "1f9d56a2-3c48-4a4b-860f-eb28186ff4c8", "metadata": {}, "source": [ "# Sampling\n", "\n", "An empty `PopulationOmegaGW` requires a set of event samples to get started. These can be fed in (if pre-sampled), or sampled by the object directly using the `draw_and_set_proposal_samples` method.\n", "\n", "This requires defining: \n", "\n", "* An initial set of population hyperparameters, $\\Lambda_0$ (these must match the formalism used in the `models` above)\n", "* The number of event \"proposal\" samples to use in the calculation" ] }, { "cell_type": "code", "execution_count": 5, "id": "acab40f9-5e41-42ff-8a7e-b1f54a69ce36", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using 10000000, got 55075 out of target 100000 samples after iteration 0\n", "Efficiency: 0.0055075, trying 8157058 samples in next iteration\n", "-----------------------------------------------------------\n", "Using 8157058, got 99730 out of target 100000 samples after iteration 1\n", "Efficiency: 0.005474400206545056, trying 10109783 samples in next iteration\n", "-----------------------------------------------------------\n", "Using 10109783, got 155640 out of target 100000 samples after iteration 2\n", "Efficiency: 0.005530286851854288, trying 7972461 samples in next iteration\n", "-----------------------------------------------------------\n", "Drawing redshift samples\n", "{'gamma': 2.7, 'kappa': 3, 'z_peak': 1.9}\n" ] } ], "source": [ "Lambda_0 = {'alpha': 2.5, 'beta': 1, 'delta_m': 3, 'lam': 0.04, 'mmax': 100, 'mmin': 4, 'mpp': 33, 'sigpp':5, 'gamma': 2.7, 'kappa': 3, 'z_peak': 1.9, 'rate': 15}\n", "N_proposal_samples = int(1.e5)\n", "\n", "newpop.draw_and_set_proposal_samples(Lambda_0, N_proposal_samples=N_proposal_samples)" ] }, { "cell_type": "markdown", "id": "299e689d-4b42-4594-a381-719d855e7f46", "metadata": {}, "source": [ "# Calculate $\\Omega_{\\rm GW}$\n", "\n", "The `calculate_omega_gw` method does just that; if no $\\Lambda$ parameters are passed, the ones used while sampling will be used.\n", "When calculating $\\Omega_{\\rm GW}$ for the first time, this may take some time as individual waveforms need to be evaluated. \n", "Activating `multiprocessing` is useful here. \n", "If $\\Omega_{\\rm GW}$ has already been calculated once by the `PopulationOmegaGW` object, the stored samples are re-weighted to the desired\n", "$\\Lambda$ set." ] }, { "cell_type": "code", "execution_count": 6, "id": "e3665724-48fc-4dda-ab34-f02af6693796", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "11:20 bilby INFO : Waveform generator initiated with\n", " frequency_domain_source_model: bilby.gw.source.lal_binary_black_hole\n", " time_domain_source_model: None\n", " parameter_conversion: bilby.gw.conversion.convert_to_lal_binary_black_hole_parameters\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Using multiprocessing, no status bar currently supported... \n" ] } ], "source": [ "newpop.calculate_omega_gw(Lambda=Lambda_0, multiprocess=True)" ] }, { "cell_type": "code", "execution_count": 7, "id": "4587acb9-12f4-4dd6-a4eb-a04057654a6b", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 8, "id": "0deff5a9-866e-4fe4-9931-b41e2895ef91", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, '$\\\\Omega_{\\\\rm GW}$')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.loglog(newpop.frequency_array, newpop.omega_gw, color='orange', linestyle='-.')\n", "\n", "plt.xlabel('Frequency [Hz]')\n", "plt.ylabel(r'$\\Omega_{\\rm GW}$')" ] }, { "cell_type": "markdown", "id": "164a6825-b660-4c8c-8262-a14c095d9ca0", "metadata": {}, "source": [ "## Example use: recalculating $\\Omega_{\\rm GW}$ for a different choice of hyperparameters $\\Lambda$" ] }, { "cell_type": "code", "execution_count": 9, "id": "71ee084d-20cf-4f0e-a3c1-99f3adfa9c7d", "metadata": {}, "outputs": [], "source": [ "# store the old omega for comparison\n", "\n", "import copy\n", "omega_0 = copy.copy(newpop.omega_gw)" ] }, { "cell_type": "markdown", "id": "b08e08e2-bb20-4ac9-8722-bebe7567f50d", "metadata": {}, "source": [ "when re-calling the `calculate_omega_gw` method with a new set of $\\Lambda$, the samples are re-weighted to satisfy the new population model configuration." ] }, { "cell_type": "code", "execution_count": 11, "id": "9e8fd1a8-f193-4cdf-a1ec-86fe6faa48a5", "metadata": {}, "outputs": [], "source": [ "# create a new set of Lambdas, with a different value of alpha\n", "\n", "Lambda_new = {'alpha': 4.5, 'beta': 1, 'delta_m': 3, 'lam': 0.04, 'mmax': 100, 'mmin': 4, 'mpp': 33, 'sigpp':5, 'gamma': 2.7, 'kappa': 3, 'z_peak': 1.9, 'rate': 15}\n", "\n", "newpop.calculate_omega_gw(Lambda=Lambda_new)" ] }, { "cell_type": "code", "execution_count": 14, "id": "cc92bd7e-eb4b-42d9-86ba-54213d5992b5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.loglog(newpop.frequency_array, newpop.omega_gw, color='blue', linestyle='--', label=r'new $\\Omega_{\\rm GW}$: $\\alpha=4.5$')\n", "plt.loglog(newpop.frequency_array, omega_0, color='orange', linestyle='-.', label=r'old $\\Omega_{\\rm GW}$: $\\alpha=2.5$')\n", "\n", "plt.xlabel('Frequency [Hz]')\n", "plt.ylabel(r'$\\Omega_{\\rm GW}$')\n", "\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "5a3a8af3-330c-4b15-9ca0-69e8e551fb2d", "metadata": {}, "source": [ "### With `popstock`, these calculations are really fast, we can sample over different values of the hyper-parameters efficiently! Below an easy set of examples" ] }, { "cell_type": "markdown", "id": "c2d3e25f-63d0-4636-b19f-b2f9961b6251", "metadata": {}, "source": [ "* VARYING $\\alpha$" ] }, { "cell_type": "code", "execution_count": 15, "id": "6ae87faf-c021-449b-8693-b7e3775a2b8a", "metadata": {}, "outputs": [], "source": [ "# draw alpha from a Gaussian\n", "alphas = np.random.normal(loc=2.5, scale=0.8, size=1000)\n", "omegas_alphas = []\n", "\n", "# re-calculate omega for each alpha\n", "for alpha in alphas:\n", " Lambda_new['alpha'] = alpha\n", " newpop.calculate_omega_gw(Lambda=Lambda_new)\n", " omegas_alphas.append(newpop.omega_gw)" ] }, { "cell_type": "code", "execution_count": 19, "id": "8b085381-4ebb-4c6c-8502-26ba565f9a20", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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aV/+bLwGw5bx1vPmsNQRVapSTz1tNp+uohoE9ewfUKGWalC8Q/uTP3oBz7Qn6kSCRRRAQVHVc9EjODx8Cnih21EHH2nPVHChyuJbAkcUJRxQ2OkBXBHDE/y4uXiyFpO1DdHZkAcTlMaf/NO23NBC0lS2S9qWAuII6xGZhXqKIgzhCOp4hsKCBubR+TxwriG2zggBBecs/eBYL8zXOCWc/fwO7g6erga44bv2bh/j0jd/jLW8+n5e95AycO34mAu26YhjG4cauK8uX4/cWgSNMVVVcf/31VFV1tIdiHMNYnRjTYHViTIPViTENVieGYRwv2PXq+CaoMtTAfPD803/+aTaf9oc87cxreWj3PP0QGKSfCy4cBYjf8fXH2R9qhgQQWNUrufELb2Xbrl/mz/+/t7DGlayQ6FYoRJIgkn0R0eUwcmRE+aAOsSXUPl+zo654tB6yvRrwvWGf++sBD/sBT/ghe0LNHIEBigp0BVY4YbUrWOsK1hcla13JGley2hWscgUrxTEjjp44uuKYSa+vcQVri5J1Rcl6V7DeFWx0JeudY5041krBGnGsFmElwgxCD6FQGTtv+0LNLl/xmB/ySDXg4WqBB4YL3Dfss60a8L162Pzcn34eqIc8MOzzeDqmhRDwIaScE6WjsEqENWmcK5yjRtmjNU+EitngCcA7fvl5/H93/Cz/9eM/iYgQCAw0MBtq/ssffpX//Du384qX/Rkf/+z32B88Qw2NW+VYxq4rhmEcbuy6snwxp8gSiAhnnnmm2aeMg2J1YkyD1YkxDVYnxjRYnRiGcbxg16vjB1Xla9/YwWf+5kHm5ip+5dcvbFpgAczOVzz+2DwAX779US55+Rl4FCfw3EtO5p/9q0t43vNP4sJLNrOhGO/H/oIXRtFEWo6N8WTy6ASpVRngqYIyRKlU8RqdIEVqSeVEKIiCR0+Kg7o5snOjwFEApcT1SwAVnIBqwGsUDFSEKgkaA6BOLpRKA16VOuWLxPPVanGl2gpQJzlTortj9FrrXMNU4oPIyFVSELNFOghd5+godKXAoRQ4VolDBSqUSgN7Uw+urjg2nLIC0RT0Lkp/ruJzf30/AOs3zfD0HzqFnXVFmbZ/2y0P88XPbefS15zFS158Gt3usTVlZNcVwzAON3ZdWb6IHg+3A7TYt28f69atY+/evaxdu/ZoD8cwDGNZ8ar77zzkdT5z1guOwEgMwzCWF/Y3sHGoWM0YB6PWOIFeqTIMgWee9kF27Vxg/YYe33jknWgKPa9V+bP/dhf/8Tf/ludfdArv+s1LeOnLzmiyP0Zkp0d+1k7maO03BIYowyRAVGkcSpz4z8JHzuhYTPgQoCMjsaMUoUz7dgLeK0EULzBIbbWyYOCBQfD4lDECRAEjtd6KAkfMIPG0Mz4OzP1YjBy83hx9zjfJv7Xth5lYt/U7j0V1dF7zucgiSVeEHo6OEzqpfVZHBESa483iVieds1Ice3b2+eyN32NutuLtv/q81DAs8m/f9Tf8zw/GHJj/+f++kTe84Vw6ueWZTRgahmEYxziH8vfvsSX7H0MMh0M++tGP8ta3vpVut3u0h2Mco1idGNNgdWJMg9WJMQ1WJ4ZhHC/Y9erYQVXZuXeBrVu/yuf/ZjvnP3sj/+63X968V6Nc8tLT+cT/3sae3QO+8o3Hec7zTqIQYYU4fv4dz+Gd//j5LXFCkcb7ESfstR18np5XqgzUM2gEkEAAXMryKEXoSHQ9TE64C2niH6HjHF2iu0OC4hEqCQyCMh88w3QMg+CpNQoK2c0RNFATH9dp/4GRyKGMOznyOcmDiA4VxSFRCEIRcU3AOkSxwmk8KzgokSjykMPX48J5u3n/0tqfokgTHJ/WUUVVCUh00ST3zABBNdBHKCRQhHgue+LoCHRU6BSOLo5ShKHEY680gAY6Gzr8vbc/g0IE9UpdpM9T4QuffhCAsnQ866Wn8kRd0UnC09e+/Ch/9Htf5ZWvehpv/InzOGvLUy+22nXFMIzDjV1Xli8miixBURRccMEFFEVxtIdiHMNYnRjTYHViTIPViTENVieGYRwv2PXq6DE7O2BuWLN2w0wTij7vlH//b/6Wug5873t7ee/7X5oCyWMbrMt+/lm8+GWn8SM/eiYvfM4plO0A9O5EFKmCjtLDG/fHIETxY5jcHyI0jpJSoLNEy6tSYiZHzzk6afkQlIEoCyHmiSxoYBg8w9TGKij4RvAIqb0VjbtiMbGDFNguAgWKE4dTKFwMR3fpwJyLok0BiHMjV4jG+HcRbYkqgigECckhItHlkZwo+XEcT3zQdp+Mxtj2ngiiiktjdel5VwSRAofggzJ0gWEILASlcEKfQJHyWmZ8QFILra4TulKwQoQqCSQLqqkPmFJ6F1txCXz44z/Jlz63nUce3E9nVcFAAz6pXR//6/v48+vv4c+vv4fQE97+jguSEOMoYbxmjhB2XTEM43Bj15Xli7XPMgzDMKbG2mcZhmEcHexvYONQsZpZPoQkbtz+lcd416/czFfveJx3vedi3vtvX0JIraNqVd78ihv4ypce5dTTV3Hz1/8+69b06DDZFmnMw5Cejt73jQASQ80HIVCnCXVHdBQUxMduQvwohNTuyTGDS86PQF9gwXv6KH0NDLynSm4Pr4GKOJHvScJHyvFoI2hqvRWdK6U4BKUUh9OQRiR0UHCucbqIgkabByFnb6BN1ohvMkOiwJHFDK+jeHjN22qdwvhMx7qHNe6a9HL+mSS2z0otyPI5HCkz8fiAIjlWXIhvD1AqAmgURtrtxbrEz7GLo+cKZhBcIcl9Mmp2FjR+lkUSp0SjMIPAL7/x43zxpugk+ew9P8dpW9ZQpM/8vrt38/Nv+kte/sotvP3tz+bSV59l7bYMwzCMpxxrn3UYGA6HXHfddfzcz/2c2aeMJbE6MabB6sSYBqsTYxqsTgzDeDK2bt3K1q1b8d4f1XHY9erI8cij+/ns32znhS8+ldO2rKFO9zmu2tjjtr97FIBbPr+dvb5uAtE74vj3v/tyNq2f4dzz1o+5NXQ0hT+WdqEKCxoaB8hAA7XG7RUp02PGCQVubHs586OXci+6SayoFebVs9/XPKGBQfAMUp5HnVwfwyR+aBIj2i6NwsXskJ5zqf1WHINocqQ4aY7ESXJhKIQk0AQN1CpUwYNCTdxnCHFfPvUAC43AITlavXVkRBcHsQ3YSNxwoxyV5lTE9UPQOMj0nrrcJiu2xspiTPZZ+NRKK+46IJracaUPSVNmyFCjcCREV0hHHCvFNfkoQ5S+VzrOjQQrUbrex/2F6PDoiYufkXMEkRgsT8ydCRpQja6Z373hddz91Z1867bHWX/GKvoaKAGnwmc++yAPfG8f/+O/38XTnrmO573iNHoizLiCDsLs7gVO2rTy4IU9BXZdMQzjcGPXleWLiSJLUBQFP/zDP2z2KeOgWJ0Y02B1YkyD1YkxDVYnhmE8GVdeeSVXXnllc6fc0cKuV4cPn1pgVSj/7b9+nXf90qcAeN9/eiW/8KvPb95bedoKnnbuWrq9gue88GRWONfc8Q9wyUWbU04GtCf6sxBSh0BfPQMNDFotsLIboCfCSjlQAOmJo+ccPRxFcn8MBOZDYDZ4+hpY8J46tZIaamhEkLYAErenjbshBoMLpSqCo3DSuC1cFghUwcWJ/Ni2yzfumOzsCEl8IB23JrFCUjZKfFmjM6L5vyxxpMyUEMPbcTHvY9SmS3Aaw9nVjQLR8+l1AkWRHReu5Q5RnIs5Hiqjc6mtUQbie0EVH5RKlSAxJyWLNZ10FCrRKaJJYXHEbJOOkyZXpR/SZ5nahZUS3TX7Q8AJuCCjQHZcynuRtE+gFJ5x0Umcd9Em+sGnY4mtxh57bI5ur2A48Lzw5aczFzxzQOE9e3cscPGWD/OMZ2/kHb/wXP7Fr19MuYiTaBrsumIYxuHGrivLFxNFlqAoCp7znOcc7WEYxzhWJ8Y0WJ0Y02B1YkyD1YlhGMcLdr36/vnutj188qbv8Tef385vXfMyTj51VfPeM59/UvP4bz7/IG/55QuSA0BYJY7P3fF2Vq/Kd7oq406HcSfIoCWCLIRAQFP+h9AVmJFibOJaiBkVPedYkQQQH5Q+gXnv2alD+i33R259VaVJ+TAmfkTBIGZRFNGpoHHS3hUuuj9SdkfO8qhRquCpNbog2u2ssttidLwjr4dDKMmh6ZICz+NkflBFnaAyEkeUkVBBcuFIEUPfGwlJSGHrkkLmxzNBYl+u0UjETQoAaRytbubRGSNkv0tHRiHtQbJzJrlZNAXLQzwXQSlFKYJDXBR9hhLHn8fck+hCqQMMxeOTCFI6h9OUoyIS2421htsVRycFuZcizIgj+9CyAPUP3vsi3vbPn8c3/u5xTn/uWvZWFUURl//c5x5AFb79zV1se3gfj1RDSoQZ55hxjju+/AjPu+Ak1q+b4cmw64phGIcbu64sX458EtZxynA45A/+4A8YDodHeyjGMYzViTENVifGNFidGNNgdWIYxvGCXa+mQ5MLpB88s75ml6/4/Wu/ypW//Ck+8qd38/m/eYh+CMz6mt2+4mnPXc9Lf+xMfvVfXsg/uuL5rHcla13JKikoRVi9qjOSCjSLINK0wtpTVzxaDbh/2OcRP2BfqAkoK5xjrStY7QpmxFGKY8YVrC1KTi46nF522ew6rHDCnK95oF7gW4M5vjGc455Bn/uGfbZXCzxaV+z08WdX8MyGKLoIyowIa13JSUXJSa7klKLLpqLHelewwjlmXBQA6hCYCzW7fc3j9ZBHfcUj9ZDH6yG7g2dWPQPVmOuh4JSmTVcPYYaCFcCMCB2RmHcirbBzAZHouihcQYeYcTIjjhWuiD/iWCHxcU8cXeI5KSQKK67lsEFjynsIEDS234onX6PIIzmpJDT5JEGjxOGSoFWkc95JohQSg9qH6hniUy6Mp9IoMgGsEsfaomSDK9ngCnoUeBc/5756vHo0aJN9UhFbiQWBAkcH8KIsqKcfamY1nvN9oWY+hbEPVVnQwD7vedxXPFQP2V4N2FENma2HVBqa879qZZcXv+IMpChYQNnva/bUFQMHF1x8Ms4JL3zF6ewPcR87fcX39ve59MeuZ9PGrbzi1R9hztepjdni2HXFMIzDjV1Xli/mFFmCsix57WtfS1naKTKWxurEmAarE2MarE6MabA6MQzjeMGuV4ujKRT9v/23b/Cxv/gud9z2KLfd8wvMzJTNexe99LRm+Vtu2c6lP30upRNmcJSu5GOf+Om8tfT/2jwl5Vz4FIS+4AMLGhimu/9zK6yVUowFYecQ9BUuTsy7oMwLzHvPLvXMhyhEtNtfVSRHSNpGbh1VitBL7o8SxanDFQ6XHRWpZVRseRUn/Kt07KE1H54fOmjEBdHo8XAEVKIAkTcbJIaE5yQQJ0KhWZTQpu1XdltodoFMtHGKQkIcoxNFnEJw6Y7SkEaUhQ5w4gCNkysijMLX4zY0HVcMaPd4osMmEFotvuI6AW227lJ4fYHgnKOXMlRcWm6A4tVDAOdgJY5VInhiMP1QlaELDL0nOIdDKdXhXNxfyOcjfR5O4zHVAnXKXQmikASUIuW2BAQfAn0noCGFs6cQd4nOktgCLZ6xl//k2bz0J85i794FOr2CnVWVcmmEu778GIOFWEFrT57hkbqiKzUrXcEq5ygDdMpRSxu7rhiGcbix68ryxT7xJXDO8fSnP/1oD8M4xrE6MabB6sSYBqsTYxqsTgzDOF6w61Vkfn7IPfft5fxnb4wT/6k90+c+v50b/2obAH/75Ye56GWnU6e2SS/8kc38xr9/CS99+Rm86MJT6bn4tT1P5ufHkgJChOiuWCCw4JVBEkFyIHopsGoREWSG2L6oJ446KLPqebyumA910wIrBp8HhhrzP/Jd/JK20Uk5I70kWHRckd7XKNBoIIhQhTimSkNqfUUKCR8XP2LWBEn8iO+q5CZZgoo2eR9jooeMWlXlllutAJU8oqjJxHl+CqeIuugiyS8SooCgUUQJ4lDNAkxAGydIDJ0PQBWqJETE9lSe9DsF09dEKSVmgcTWV7lNliqElAEStPUJiySnTzN8Sonh8jn3I4pYBV2JWxvm4HiNwtQKHKsQQqfEqzJQZUE8Qz86RpfOU5nPnaS2YukDceoIoWYoDo/H1fkzEMrgmtwSr9APnr4jpaFEN8uMFPRE6DnH+rU9SpEmzH0+BGR9yZve+Wzu/PwjvOwtZ7PPV3ScYy54diO89eX/i/Ofvp5/cuWLePlLz7TrimEYhx27rixfTBRZgsFgwNatW7nyyivp9XpHezjGMYrViTENVifGNFidGNNgdWIYxvHCcr1eacpYqFT56Z/8GJ/51AOsW9/lru2/lFoYRWHkBT+ymf/537/JhpNmYki1E1YSW2BtWN/h1696MY0HRBWV8TyQOsS2RwPNThBNbZiEjkBvIg+kFGGFxDZRpcRx7Peex+ph4wKpQ2BIdIIEogCSBYtComCxKjlAogASPQ0uJo0n90cUAgaqDJMTIsS32zEVo/wKkkNBtGk7JTiQkIQfRwc5wM2RZaEshsRtCiEExAniYlutHMgeHRwxcD22p5IkcERXRRQrfAy1JzAMnlpjC6ua2LKqSu4YTeembdBBkhukeTnEcPecUaI+OjMkCggBHTu/2nqcERl94g5wSUpxRLeHJBdJF+i6gl6qoZ6Ly9QoFYFahVJjTswKSqQj1CFQowwkHn8/hFhjKVskfy6FgDiHisMFUCcp+N1TS/rEvCCiFOLohOQqSTXSJzDvlGg80ZQlUtAj1s8znrmB93zgZXiUQarHgtj27L7bdvDVWx/jq7c+xte+voPP3/H3mfGBP/qDP1x21xXDMI4cy/XvFcNEkSXpdDpcfvnldDqdoz0U4xjG6sSYBqsTYxqsToxpsDoxDON4Yblcr57YMc/nbtnOoAq84S1Pp27lIdSqDIeeJx7v89W7d3DWM9ancHHh773pXF7yQ6fzrGdvRFL4dwz3Hk2Ot0O9qxBYUB/zIlqh6EXK0pgRNyaCdCW6QGZUKFAWBPZ7zw6tmPc+5lWEQE1goHGSP4egO6IDZEUSQFxygChQpPZXIYV2LwRPHbQRUsJIKxhrAdVJ7g+X3B4hHipIPm5pxI+oYxSxQZVq05IKUp65RJFGcssnBXHgQ3TGiEgru4O4vxDHV+GpfIgikChDhUprquSECdlhkgQaVUnnJo4giheBIC4KG4xyYUjrZ6eHJuGDfKxEoSNKG+3I+XR82nK7CIiGxqWimh1CAdWawkvzeZciuFBT5mwSogCSa2ClFFGMAQa5RVlyk6wUECkpXKyBKrXlChrrY15zWH2In416Cgq64lAXhQ+faqFKbiVVJefKl+LoqNAVR5Hafu33nlmiUuaBjocVUqTWWwVd56hUufu+PazZ0GN294C3/9rzeMJXdBFe9dNvQVsttQzDMH4QlsvfK8aBmCiyBM45tmzZcrSHYRzjWJ0Y02B1YkyD1YkxDVYnhmEcL5yo1yufJsArlL1zA84+7b9Q14FnP2cTr/mpc5tsjFqVF750M/fes5sXv+x0ZpxjnSubFlarNhScsnElMJJBXCu4e6DaiCCDlghSirDCCQWucU8IcQJ8hXP0EESVBVH2+prHNND3Pgo0qa1WzgLJ0/KFxKDsXmrNVOJwzqUWWHE8dav11UBD0/5Kk36QczBKorsgvpbyMkTjsUmM/BaJ42xbR7Qlfmg6BhUoHHRTUDwuhpln0UODRueGKOpH531YeQbAUHXM4eGT4BFQJD2uU2i5QJPv4dHYCksVzYJIzi/Joon6dP4lN+ZidEDaOD8cIOKSmtM0AcOJmxB6JGWW5LEAKqi4eJ5d3m5sceUJ+BBrZ6BRgHGpDnJrsRKhdFEo6qpQuvgZr3QFHaLQ4lOvspDcK06jyFY4xxpXoin7pEruIh8KhuqpEdT76AjBIRLoiKNLFKg05Y7UGlgIED8BQVKWSI/Ytq1EqFH2SQ0KXmoKhJXO8Yq3nM2r3vA0PvdXD/CcN23hweGA1UXB2lNP4huP7eOf/4NPctV7XsxP/Pi5h/Av2DAMY5wT9e8V48kxUWQJBoMBH/jAB3j3u99t9iljSaxOjGmwOjGmwerEmAarE8MwjhdOlOvVrj0L/Plf3MPffH47L7z4FN7xzuc37xUzJRe84CS+dvvjfOuundy/Yz+bNs1QimOlOH79X1zCb1z1Q8BI+EhNn8jT6RAFgQUNLPhAvxWK7lIboRUuBmy3RZCZJIJ0RQhemRNlj6+ZCzX9oClDIgoCNa1WWKoUTug5YUYKSoXSuehKkSgWVAqD4BmSHBUEgrabd40C1V3K/hAZ5WFE4SM6IooktEhzDrLwkbeTfCFOcKQg9eQc0eRuGKoSGuEjMKijm2FASGOtG6FHmsQR0EAKYo+v1NFnQaXx/ARVxEXBxaNJt4gCTpHFiJztoSOBI0Bs0dUISw4RTW2npPk/h0SHRdP+S3HRK5NEonRO035b/pTYCkxG5yy32/ISj0O1wLuQ8ksCPrlM+iEONopH4DwUCkUhSHCUQCeJaiVRMOk46ODoOReXFSiSMOZzCIsKhTp6DtaKwwchaE2NUDuovYutugDvQxJLopNphYwq3msUc2bx7NEaSWJQ6YQeQk+jA2c/ym4NuI7w3LdsQUSog+exasif3nQTu750Mrd8Zju3fGY7//r//hH+zXtfMpaZYxiGMS0nyt8rxqEjqi1/73HAvn37WLduHXv37mXt2rVHbD8hBHbs2MFJJ52Ec+7JVzCWJVYnxjScSHXyqvvvPOR1PnPWC47ASE48TqQ6MY4cVifLl6fqb2DjxOFo18zxeL3at2/AUAOr1nQbx8d92/Zy8TP+OwAv+7Et/M8bf4paYx6DAv9j69d45MH9vPRHz+BVrzmLVStj+w1NvZA0GyJ0JGr4EBig9EPOAwnxDvqUd1GmyeRMIaRQbUdHHD4o+9WzP3jmQs0gTfIPdeTiGLVtUrppvZ4IRcoCiW6CKMh4JTpS0nHlCfZm/5CEglH+R8zJAJIYQLrrP5MfhdZ2cuurMgk+DvBJVAmS3CuiaIAaH0UiYsbJgo7C3zOqMcMknd6YD5LDxkMUQDRnjoTJtmTSuGByu6vsCEFj9oiTnOVBM8FfxHfSKwFHgWP0OcccE0mNtbKLIgXHi4wJIIIk50kUc7woKTM+hq6nwefMEm0EJSXgqEKNSmxZVqPJ4RKzTOLvKNr4kD+LkXCDRnFEXRJAIOXRRDGnk2qxk35iDbh0ThyFI+WlxPcKcRTpswuEmMfioPYksSQQNLdUi62/JJ17B9QBhhIFKxB6Aj0ndBm1KStwrHDCcO8cv/0zX+Dbf7eDTq/gL77yVp55zgZO6nRY58pF8mcMwzCW5nj8e8VYmkP5+9ecIkvgnOOUU0452sMwjnGsToxpsDoxpsHqxJgGqxPDMI4XjvXrlWqcaK008OlPP8C/+LXP8u1v7uQ//O4r+cUrXxDDpFFOftoqTjtjNY88tJ+vf+VxBr6mVxYxsBzhXe+6KG4viyD53n4dBWXnrIWBDyyklk5O4kRyKbBaigkRJN5d34SiqzIXAo+mUPRhE4oehRCfjgVyKy1Y4YokgghF4XA58yJtbyEEhgSq5ALJiCqluJjZoQKEJusEaPI/ShHac8+jTJTkgEmB510XhRgRwYfUhkqgyo4GlL73zIfAAnqg+KFZ4NEkemgSbqLTQyWJM3EQUWyQLFqAZDEkhZyHNJGfRajsyHESs1dccnVk0SYLGi5lhAhFFAYE0CI5Q2Jbq0YIEoCCGN6ujTLkk1ChxByOLOSEtH6YuF01yzg5daQjDgm51VpsVxXPu9BTTTkvLrY2Q/AiUdwrYiJKPmdeomhUK6hXVGtEo+ijmpwyDiiir6UEJNViKTHcvUPMC8nt0lwSkQoFVzpEBQnKCudYIQVoFOJqjcKHahxbFX03IEpJdK2QWm/tDYrXmhLHyvRB7POgq3v8s798NV/72IP0dw6pz+hy/3CB2VCzqeyweihsXD2z6L97wzCMSY71v1eMI4eJIkswGAy4+uqr+Y3f+A2zTxlLYnViTIPViTENVifGNFidGIZxvHCsXa/uf3Aff/P57Xz51kf5p79+ESdtXtk4BzqrSu6+aycAt976CJf758R2SsRJ4H/7uz/KSZtWcPElm1nRGTlBcjsqTZPCeVa8Tg6QfnJfVDoKRe8IzEgxFoqeQ817GifYhwKzvman1k0o+iCMZ2NMhqKvFKGLUOIoXGznlJ0qA+8ZqGeAUjMSEeJd+tKEqQuKutzEKbexim2WRgHoKf8jPW63v+okBwIiBFdE90fQ5NzweJRBHZhD47kJNcNG+wiEIPE3KbgbpQqanBFpf8lJIOIaZ0aTR+Jc3JKS2lnFzyQ7b8q2CJKEkexUSN2tGrEkix1RA3J4Yj+qEJPb0aCoRGeGShxvFG0g+JSlQnR+1CN9Jy6l0tSXIji0Ob9tpSnnkqhG0WSu+dR1JMbgKEn1leSTgoBIQSnQJQAlXsHjqSUKMqFIoe04vApBc44JVApDBfUx6N3pyNmh6d+ECLgihqe7JKS57CoZRtGkQBCX2mMRx5fbwLn07yBQNAKkD8qQ2A5MBboqIAVBA/uS+FcG5a7b7+Diiy/mGT91Bk7hkeGANa5gP55dvuI33vDXnLl5NX/0h5dy0qaVB7ssGIZhHHN/rxhPHdY+awlUldnZWdasWWP2S2NJrE6MaTiR6sTaZx05TqQ6MY4cVifLl6PdCsk4/jjaNXM0r1e7dvdZvb7X3JXuUf7dv/4i/+nqWwH48Ef+Hq9783nUaaK1P6h58ekf5pzz1/O6N53Hu//Vi8daWMW78WOLoxTxQDthYxBGAshCKxS9kDg5nJ0ImZ44ZlIougZlIMps8MwFTz+EJhQ9iyA5FF1THkgXoescZQrFFokiiCQBYqDZRRJarbDiwGOroyiCODS5GkaU4hrBQFOrpyQNpONXChcnuWObp3SOJOWWpDyLikDf18wTXSl9Da2WXhA0ix9CTQyCr8PIbUJL/HBoEp8kOUM0nc8oDOS2Tl2RlP2RJvFbx+xcdEHEFmAFLp0vJw5Pdq2AD4KOCR2aMlmiyBGSJSSf11YzryaEPZpS0oEkI4RqiM6b3K6LeHdyaM6w4IMf+6zaH40kl0tIUoq2XleUkFUdcmpLQSGBQgXXOExyHLuSfS/ZpeJRfGpxpU6a9nAhRJGp+XwZOVq0FVI/EmriuMvC4ZxQJpdQR2IuTie97yS6jQqNTpNChU7h0r+5mGvjQ2wtFyTnxMRz1B9WFL0u3VSvohqzUQrh6//P/Xz4XV8G4HkXncyXvvx2VhZ2L7BhGEtj369OLKx91mHCFEJjGqxOjGmwOjGmwerEmAarE8MwjheeiuuVpuyPWpXfvOpv+PMb7uGRh/azbdevMDNTptZSynMuOrlZ50u3PsIrfupsCmJ7p5UrunznsSvo9eLX4+wC0dbkc0xdiK8tBGUQ6iaHIxCFhlKEFSnEuh2K3kuh6J0kgsyLstfX7A81/RAnogcpWyTngWQXSscJK8QlESSHohN7OmmcnO+HetE8EIFGBJEUlO7z3HnKBengRoHfjCb6VQUXAq6Q5AYg5W7EKfcqCyAa23D1fWBOA/3k/vBZUGlaYUVxoSIw1BR+nt6L7oF4zlwWP5yLQkIKInGNyCSN4JSPUSS2eFJAXHZ6QKGKSGzb5Al4cWhQajyqUYzx6mMbKSWGihMn/ZvPIFVBzgahaSumcaw6cq/kFl2kz8B7n3JPFHWxhlSSEJVC7ZvWXhpI4SzkWPqmxtN/gyhoSLUhhAAkmcSl8zDS7Xw83wKx6VjcbDzXSpHdQprrG5wUjTOlk6UOya6XeH4UUBddJZocJoomQSyKZAFlwXvwUXjLR+MaJwsUTuIPQjcJX2VwSeQrEFW6IvRSXQyTUCgI3U6JU2UBUK0oKCjwuEqZm1FWrO/Q31Nx2W++kG8N5jm7O8OmsothGMZS2Per5YmJIkswHA7NPmU8KVYnxjRYnRjTYHViTIPViWEYxwtH4nrlfeCLX36YW297lEEV+OVfe1GafI88+vg8D3xvHwB/95XHeP6LT40NggRe8MOn8u7/88VcdMlmLrpkM+tcaoOV21/1iuZxzpCAGMA6QFnwo1D03IKpI8IKKZqWQDAZii5UXpkn8ETKAxkkR0Tj5GAUip5zI3quoJvuoi8L1wRShyT+PFkeiEvuCSQKRpL7QiHM5J5R8egbF0h2wHRklLUR0pR23ThAogNlvq6ZU2U+1LFdlI7aQtVp0t6jDFJLJE0uDAm5pVWaHk+iRXRSpCwPp2miXHA6ylpxSfiIj8FpDPZ2GgWVWj0I1CG6SSpVFkSpQ0VNzDMJMnI65GyPLDjk9lWSWpgVGscXZ/NdI1EEHxpBJ+agC0EUkXicuSFX0JBaRwlFcp6EoM04cpZIblsV0gcwkuEOxOmo9ZRTTcHtSQIRUKdNhkkzEo1uGJeyXDR4cDCE2HIsFl4jtOWI4aaLmkbPSs4L0byOxnZisXZdbJUmOU8lCkmxtgGN+SVeoghWQWw/FsIoxD7ulRLolLEtVwmUFPQKoaMxaF0IfONrd/Lc5z6PjivwQI2nT6ybc37iNN75og1899OPsfZH13PPwjx7fc15nRnO7M5QWIiyYRgT2Per5Yu1z1oCVWU4HNLtds0+ZSyJ1YkxDSdSnVj7rCPHiVQnxpHD6mT5crRbIRnHH0e7Zn7Q61W/X7Fn/5D1m2bixKcqVQg8c/MH2b1rgZNOWcGdD/5ikz9Rq3LdB7/ONVd9kedeeDJX/buX8CMvOyPmGLT2H1CauWvinHK7tdUwRPdH/El3pyehoEy5FOOh6DCDo5cm7YfAfAjMqqfvPRXKMARqAgMdzwMRogjRFUeX6DCJTpBRE6WBKsNQt/JARq2VohMk5TQwaj0VUySAFITdzG9rFkeAEFtxlanlVCCFoWtoskAqlPnUAms+5AD0dBZT/ked2l9VqRVZSPP0TkcCSLROKOocgdC0WYrCUm6pFM9rDDwf5Xw4dZQ5HwSo074roqMkpH3XyaGQP+Nas9CQGi9l0QNpxA4JSRJy6R1Rau9HbaUQ1BFdHbGJV2zBhSMlcMRlQ9zTIL1Sp/Pp03n3RFdIyMfVbC07XWjGVrT+DTTdxlTxEs93dG1Ic2T5ca7IDskZRHKBpHZfIQsomnYWQvS/tEQnlzWWdG5dNr60d9AMTFIjrpHbpJH2NI205VpSEYIGNLUxC6ktVtCRu8k3Il1ozodD6BHbxRXp35sEWFWUlGlbPp2jhSQ2keq8Q3RCnd7pcXrZ47b/cR9vfNnZXPKiUzEMw8jY96sTC2ufdZgYDAZ0u2azNA6O1YkxDVYnxjRYnRjTYHViGMbxwrTXqzyxWWngnnv38HNv+yu++fWd/OzPX8AH/surU4usKCg898KT+fynHmTH432+++BeztyyhkKEGXH8/M8/l1/+pRdQlvFu8CyANI2QsgCS5jyqEBgQGHht2lcpNJPzUbAoxkSQUlI7qzSBPRRl1nt2hcCc900eyHAiDwTi3HsnjbXQKIZICkXXECeScyusKk2upzPEKA/EIUqctk8z1lkMKXBjY21aYSFICBRFzAJxEqedgwiVKkjKVqk8cwTmgmdeQ2zPJClzIp2bOrW/qnUUAp5bLwG4kCbSnUsijKbz5uiIo8TFHAhGuRKqgVKiSyC3WKrxTfD6vEJNTUWcRM8T6CGMHB/5M22LDkWIuxcnaBIDvPeNmBBy36mWSyN+HiSHBBACQ+L+68bV4RvBJU/8SxIJIOaWANGVo7FtliSDQtCQajJmj3iNx6ESxTDfnpDLD7PIEaIM4TQFlSA4l89JcmYQXTIQ9Y+QXE3ZbSTEdmW4KIb5VJ11OomNEBNy1dLUHsmNgctyCKm9WVpXoqCRiW6T0ecTT3V0xxTqGseNzyKPOJSA17j9Ov0MUSSkLBKEAs+sD3SDo+egqw51QklsuVYBw5Sv0xfP/LDPlz+1nT/5tS/ygVVf4s+u/wl+8nXnYRiGkbHvV8sTE0WWYDgc8ru/+7tmnzIOitWJMQ1WJ8Y0WJ0Y02B1YhjGk7F161a2bt2K9/6ojmOp65Wqcv/2Wf76r+/jttsf46d/9pm8+KWnN3eUrzmpxzfu3EEIyh23P8ZeX5Pjp0sR3v5Lz+XH33QuF150Kk8/bQ1dN8oB6aws433mqtFl0PQFiqHNA5RhaoM1SFkjhUShoRBYOdEKC6JwMeMcXY0TyzkUPeaBRDGhHYruW2JB6eJd7p2iHYqexpTukB+08kBGIkicvM6uFNF4R7w6aW7NF+IksKQ+RzlWfOQj0dQKK74WJMoFlcY2WDWBudozhzLnYw6Iphl+n+7092g8TyG5RzS2UIqui5z/EdtfhWRCydkfPRFKFXAxjySGnbvUmmrk/giqeHEEhQWi+DDUkVDmiS2hPHECXpP4kAO9OyGeK5E4KS+A9zVBJIoYTnDiIUsWTpq2U0LsApU/uzoJWE07q6QQZJdKKXECpRRAk4/BxbOP+mTESGPQFEIvcVuOGCheShSuSgpQpYwfJ4WLAkf87NO/lda/JyW5d0JIrbegEm1aqNXpHEsIOI1tqUJqfRUIjQikRAEkihDjO3BJ4BqF3I9GETRGwg8RCAEkil5Rthp9Hkw6PZwD1ZEzJrlDpBBQSfLUyM0UVOgkT0z2TOXPxBPdS4/s3MOmTesp1VEE6OIofBT8ZopYHR0VKnz8N6bwmQ/dE/N8Ziv++OPf4aWvOpONXfs7yjAM+361nLH2WYZhGMbUWPsswzCMo4P9DWwcKsdCzdR14Bvf2sl5z1iPdBw+OQz+/KPf4Z1vvxGAf/F//BC/9q9f3ISlB5SfvOQjBK9c9MObef8fvoqOxIyBLFaE1BIoz9kGGeUtQGql02p/NdBApTFbJLfBKmBsmxAdIjMIM85RiuC90hdln6+ZC3UUCFQZanSWtPNASCJIl1EoeqfJL4h3xNeaAtWJIkpo9yTSmCeS80BUkmgD5CnnjozPYuc8EEmCRG6FNWpZlCfnYxbIbF0zl9wojZsgve+Jk8iDEN0dtcag8qYFVsqQUMn5HzoKPie1FUuiTSmS3CNQEl0xiOCJE/o+5NB1T6W5VVXKnchH1WopJa0J+0Z0CHFJrxAKiBPxucUVqRWUQlBqgWGqrVqJOSjJRZQFJSGKHS4JH2gSnBRUfRIX0vlqPgaJAolkB05sgVao0pEochTpKOIIA3WI7geExtmRp2SyqNV8gq3PMgBOsvglTeUUSTxzSSwahihSDFFqjT6QOo3bByX7ljRVUFMrZEENfKqjdIiMzpImnUhaW8htyeK2XBI0RuJcXDamgYwEvPyapM87O43QgEuCi5dRuzbfOjM+HcXoaEgiYTz/XZQOjtIBWrCgNVXf8+l3fZVer+Dn/vCHeebKVbx01XrO7M1gGIZhnDhY+6zDQAiBHTt2cNJJJ8W7GwxjEaxOjGmwOjGmwerEmAarE8Mwjgf2B8+/+60v8Pu/czv9vufTt/59nvfCk6mTqPDMF53ULHv77Y+ygKdA6KUWOJ/58s/S6cRJ0iyAQJw8DjJqkQRxYrQOo/ZXC6pUKQfEJQGkl1peuTEBJAai95yjg6BBqVxqhVXXTR5IncLFh2nsI/+N0hWh5wpmUAoKChdFjXwXfswD8QwIY3kgShRkOu0J5eT4iHfdx4nhbtOQiVEbonhScC45T0gNi1IeiI9WGea8Z77dCitPLod0zohB6HXKw8inuYjWB0oNqCuS6yY6McrUNqyUkQDSSQJIzF1xlCiIo8KjQRgSqCXuJyixpRijc5k/kjipDUWIronYIUrwvkLFMUDBReErRkZEh4ok4SMgDNSnfJmRswAd5ZF0kpAzQ0zEUJcn/wMpZoSQRBMhhrgXAqUr6cToerrJCZNrUPPxMHLUeIE+MUg8Ox1Q0HQenSqiMSOjTK3akgGoJTMwluORG2ZlSSO3nPJJoAtJDdOkJjmUMp2jlckxEp02RQw6TzWQw95rRtkyhfpmnyQxqS2D5GwUEHwW8dI4fZQ4aLckGx1IaD2P7hGfH6tPR+5A01ZUU15O3IOk/9ZUjYtEGDl7+sQ0mD5QECgDlNSUODorSl75X15AVQv3+wFz/cBe73ntmo2cPbMCwzCWL/b9avliosgSVFXFhz/8Yd797nebfcpYEqsTYxqsToxpsDoxpsHqxDCM44FKA71VBf1+nFz90q2PcObz1kcxQGDLuWv4rd9+Gc9/4Sm88IUns9Z1gJYA0kntolpuAYgTsj4o860g9KqVA1KkHJDeRA6IAD1JAojGqdUhynwI7KuHzAfPIGUdDDRQL5IHAiRxRegicZI8tYPKwdL9UKcsEW1aFOU74xfLA9HU5kuIjgono4n2uGYavSrOxRBtJN5brykPJGhshTVfe/YTg9GHxFZLAHUrC2SgUZyIoSIxH8IlF0hIA8nSS0dKek5wGgUQSQJBbgOVRR0VoU5iS0WgL0oVfKsVVRStssFg1PpK6KpSpJZTSnR/eBUGhJSjIeCKuJ4qQYWB9wyJrce8ZKeOIhrbPeX2Vln4oOX2cK5IbqV4dmOrtPi5dCjiMWXHTVo/tp6KdVc5WEBBfWyNlcaRrTqSHUuMcmmEKIbl1liKxlB6AgvJGVMnkShn55AyQlSzCJKEA4liUG7x5tCY0QJJAFBc4RCRRnRShQWNUsYof2UUsC7EuurScof4NE2Ut5ECzH36J1XHf6zJydT4lVJQ+mhfIVV/uxHYqFGWa9wf6V9EEl0Co385WQiK7cCKtOSOx3dyyimbYouwJENqa82a6JQpiPXm8JQEikIoC2GOikEd6Kvn0cdn6X5xP7/xSxdjGMbyxL5fLV+sfZZhGIYxNdY+yzAM4+hgfwMbh8rRrJkHhn0+/zcP8d53fprnXXgyf/8fPYcfu/SsNAk/anHVZBpomlSeaIFVpbvgFxNAnCRnATImgMAoB6Sjsb2QB+ZCYE4D86FmIQkgOQukhia3Io+ncLEdT09iK6yuSAyYFtA0yZ/HlvNA8iRuDLNO49LkEIm9nxDRNMHrUjbHyD0CcX4diQJEFgxEJbUSUrwGKgLz3jOn2hxPMogQUluuIZ5h0NiGS6Ojoshp36pRBEFx6Vx2k8hRihtNQAsp/8JFd4M4PJ46xEnsWgKDdHweovMgiSH5I3EILiiimkLuoxjkNeZD4LIQFCfKnSohRNFgQGw5Vqcg+Cx+dARKJxSqFFK0XBYhOWZoAtkLkdQWy9HB0QU6LnoPcr5FDCmP7dAqQDV6I/JxZddRFIZGTaGIZTvyQQhUPk71VxqdOCFochyNRKKW5+cA2hJCu4NVGElk6bEcsCVJ4kKRXC0lQsdFn0yhSi+NvJT4yeDimFVja7B8LrKgEcfQkvZyvYoiIXVUS/skO23imWscIHl8+djz43i2pSWejMiumPb5aP+MZJUsssV6zVkrdetxezt5ubxstbvi83//dnZ9a5Z/8wcv57d+5cVLfi6GYRjG8YG1zzoMhBB46KGHOOOMM8w+ZSyJ1YkxDVYnxjRYnRjTYHViGMbxwGpX8uqXn8lfffZ1bD5tc5z0TrOTIc6kEu/Dz3fPQxWeRAAR6EhBOSGAlCLMpEn9UsAHYZ7Q5IAstMLQawJVbq3UZGpEAaTTuEDAUVC6kT8laMoD8f6APJA4IR9bFRWk7ATJk7IxyN05R0l0EkSTgjaqgaZeRJ3oa2jyKoIqQ4nX/b6Pgeh99ewPnhAAWbwVVkjHJIBIgUutsHAOVUkiCKxIolIpLplz4lRzSUGHLIDEfeQWWFXwjQOhTu4JiK3ComiglEmAycHnwdex1ZMTgniEIrWRAqdRlFgIqVWZRheIaAqSlziBvRIoiiKeNoUg8TPxIT6WJCKVUsRWSQJd5+KYWsJHrYFKYlsz1Kfpf5qWbI6YASJNcyhpsk1UoAqeSqFKglpQjYKNH7XQysJApqnWdJ7j89wWTZvPqnFxMC4QtIWF7MgYJYqMfBf5taJxtyTnTvBjY2qMLQgS0ueWjj0LDNnN41I9t19vfD7J3aNOxoSRLHBFF8dopLE1WrsRVycJIrFhmCO6maIvRNL5HJ2P9rnxaSxZxMpntC165POVBRJpPc/L3ffxR9n1rVkAfvvf/h0vf/PZvGrzKRiGsbyw71fLFxNFlqCqKq6//nquvPJKs08ZS2J1YkyD1YkxDVYnxjRYnRiGcTxQCPiq5n//1V/yD3/+H9LtdhcRQPwPJIB0nKPyykCUueDZqYE5nzIlWjkggSiAtCeWOwIrnIvB5kpzN70KSLqjfxB8uts/JAfEKCLaaRQRsitkLA8kZVh0xTX7y23BlLh9KeIXcUEIsSdSbOskSuUDC8Gzn5DC3XNANngNKYBaGQalCiE5SeK0eJzUVzTnbTBqhZWzMPI5Loj5GgWOMp0nFaEOgTmBKgybDBCfBJDsABHixHondeLKfc5CCDHPwwlNLybnUo5GQIPQ17px1tSMuz+6IqyUojnHPk2Q+xAFja44nBN6FHRE6JbRzYOM8jVCcn3MEc8V2TWShZuQ3B5CkkDSNL3E9k/eB4ZEF5AP8bOvQjvYe9QuKleVZAdOOuOuEQm0EcdQT8zRcC2xIZ7/eLriuSha/05y/eTnbQdHaF7LAfbaCAYwEkGyGJD3N3J+aBIzQvNb0/ueAx0r7ceOLKwAfhSWPv4jLUFlJAU15yztv8xyhkTXl1fXnOfRuYiv1GkMs7v3smrDukYICeRcEZIYM0o1yQJJFImysAMD4PS3n8ne787x+E1P8PL/cRF/Xu2k3itcuu5kDMNYPtj3q+WLtc8yDMMwpsbaZxmGYRwd7G9g41A5mjWzy1dRRJhogTVMjg2FODGf3ApxcnjUOguWFkDmg2dBY/uoOgkgFfHOfc94DkgWQIoUqO5SGyyROD2cWyxVwDDEtlSVtieF23kgUdUQDQQXw75dEggWywPJI1A0jSFNVIeYc+FTHshwohXWII1JNYogsR1QYNC0woqT7bn91sFaYRWpFZYjZ67ElkqiErcVovBQi8Z8iywqaBRC2i2witQCSyTmkFShjssV0rQ+S5YFRANeYUGjM6eWeK6zrNSBRvhqWl+lNl8hndeY7VFSitAjtkTT5PoIhJTFMRK82lP9RZqMb/k94icjjjqJXXUS44ak1lYaz3NottP6FJPLYxR2Hs9FFjyySDJyK7jUPi1moZRpLK7IeTAuuo1UUxh8PN/Nc2i2qtDUcxYVRhLMqEZHPhRtRjkSUKRxjwRGoo02exnVbl6bia1p66y0Xwut59J6nmkvu9RrbZeHEgXD/DnCSECBWK8xTj27c0bukUxuoZXbZLXFk5pxQlCqPRUrN3ZZAaynwxtWr+enN52OYRiGcfxh7bMOAyEEtm3bxrnnnmv2KWNJrE6MabA6MabB6sSYBqsTwzCOB3bXFbO+5oGHH+bU0zZTuqLJdlgpxaICSA+hJ0LphNoz5gCZHz65AKKqdFwUBLqFi8HTIhSuSO2q4iRqrTAMNYM8sa7jE7ZONTpIiE19VJXg4r5EopjTw6Xg7NF975CyRlyc9B+1SooT+cM06b0QKvbXgT6B/cHHFlRJoIDYCmtIdIH4eGBxW1IgIU6w4wpUoxujEMcKiRPIJS6GjTch3AWFBsQVBDw+QB+loiaEKAY1bbBk5DYRoBfGW2AFhMrFTBQIsR2UiwJI7X2T/1GJNg4NJzHEu2l/FbI4Ed1ClWrM+3Ax6LzXtL1yqCTBJgQWBPpaEzcbJ8iz+6FEmv8jZYooyXGDMNQ65sakHJkqt01rHBKxVZjKyNEQbT158j2A+uRqAIejJwXOxbyaIkTHjRSSPhPBp/qsNFCLYyFEd4z6UaB4SDJEO1Z83B0yklvGfSOTbbZyw6ooW7jWe9JaJz4aNa+S1rL5vbYjJLQEvhxi3t7u5PMskIzqPtIWcNpHEiaWy4KFEl0cURYZCZQujVeAUCmdDk2QenaEtN0iRWvbuWVWezwD0mSYE8qNXRaI/x4qKv58/062717gyrOfRlnalJlhnOjY96vli13hl6Cuaz75yU/yi7/4i3S73aM9HOMYxerEmAarE2MarE6MabA6MQzjeMADwQfu/NKXecub3kSnHE1RtgWQQmIGSHaA7AqHJoD0koukUCido3BxilSA4OLy86GOgeoolebJ3zT9nbNAmlvhQ2yFpUoQKFGccymgmjT7q027Jg1QuNSOSSG4mLXgNRAEau9ZCJ45AvtDHd0YIU49e9WmFdYgpDyQ1AorT/KX5FZYyWUhQoeCbm6BJTSOhCI5YpzmSWxHrYGBKMNQUScXQnaBkFwurmmDldpQpRD0oTDKAEktsAoN1AH66qO4JNG1gkbnRymwComfQ+xFBirRfeMDHefS+Xasd0JHHLTcHzXKHAGvHjRP/wtlkBRw3nIOJNfHILk+FjTgCVQB6qZdWqD5xMURZDQ5HnCgOYPFN+3dYiaFo+NKCpRuEAonOCd40k8SWeI5Aq81vpZG4Bh3VdRN3Y6/M2pF5Vvr5cn9LH+M1s1rTDIuZmTBIgsII0FkfI22s2Mx2gJKXr+9H5Z4fbK9V5tJIWTy/UkBxU0sF7NsYGEwz0xn5dhyBSO3iaTXcrssYSS4aGu5yTB2D8yqcvfW7/IXf7qdR//fV/Kvnv8MVls7HcM4obHvV8sXa59lGIZhTI21zzIMwzg62N/AxqFyNGvm4WqB/SGMCSBOILQEkGlbYGUBpKMtAUTaAoiiGic3FzS2RqrSHeZBR/fLO2JGgWu1wVInY5O+jfOg1QpLU8soiE6QoqDJsQgecGlSf4lWWCmLfLwVVgr+XqwVlk8T95LcH12JY8qB6NFlQ8pDiesGCdQhuhqGBIYqSWSIAkE+QIdQqCKa7rBPLpAKQYvslEiOEY0umgNaYCUHSDe14irFJV0k5X+kc95x8b0ZifkqnXzOkjhTERg2MxFxajpnUEBsSaaEKH4QqH1gIbVi82lMgZz1EuL5k9jWDGnMQdFDkZbJR+iSq6bjovDUCVAWOTxcGKbPK7o9cn2OxIdAbqI1kjlGAsJoT22nQ/tIXeu1/LtIMkUe87iLQ5r9jBjtNWdqtPfRFmgWc3XQ+r1Ye6s2woHIxM9S60zua7HtKAeOtd0Cr30O26222q27Rq3BDly2LTrlddph7W22/9cH+O7/9W0AVp+7kn/08ZfzG2eezWmrVy9xBIZhGMaxhLXPOgx477n77rt51rOeRVEUT76CsSyxOjGmwerEmAarE2MarE4MwzgeWCsFRVDu3nYPm885h11ODkkAWdoBMhJA+i0HiEdRlWzigCSAdMRFAYScu5EmliWFuqcskGYadbSBZra1dFEg0KhUoAoVSgiBBQ3sHx7YCqtObaIO1goriiEQXEHQ5PRIrbAcQucgrbBqPHXQpt3PMMTh1hr3qaR8EYSupv1K3F4MoSdaRCgQl5IcfGBAzNioNLbVylkOXWILrE5REMK4AFKr0nNCVzp0RFIrLwcu5jV4iTky8xo/3ywyRWECstTjolbF0HuGCkOtqIiB8n5S/ECi6yN9Rtn1oUlsEnUUxFDznispJNALjqJwOJEkTgmVemqEBafUqT5HYkJsbhUn0vWAif/RZLw2jo/82kjQiKKLSxKJa5aIW4ih4LEOqybNJK5XN9W6mD9jJMBkyc+13nGjSj9ABJk8jrZ40t52W0jRiWXb24LFRje+/YMt0xZW2tttCzGdif1XfWDF6FjaIsik8wPGt5WXgwPzRQBOeeNmHrruQfr3zXPK287g7hWef7XzPq6sT+Oi9SctdZiGYRzH2Per5YuJIkvgvedLX/oS559/vv2jMJbE6sSYBqsTYxqsToxpsDoxDON44FvDPvPVgE999zu89PTNhMIdPAOkJYA459JkfBRAPDAfqpYDZCSAIDkIPWVhSHSEhDTxHVRjayygg4th6TQDGBNAVGIrrBzynCdbvUbxofbKQvDMq2e/1vQ1tsISYjYGi7TCUtXkfsitsASVOF1dpFZYnSSG5FZYLrWhyq2wohtCqAkstFphxXyUdD5ldFd8N0RBRBGC9wwhOmIk5mLgXAyLD8KC1lQa22CpBkSFjkBPYLU4VJNHQWDoFa+5BVZJr8kySQKIKsPg6RNdM8EnaUFHAojg4lglHlflA/MaRZNhcn/4LGxIdLJk1wcSp/tVlYBHNLfSihkvHVfSQekpFGVBDuMeBE8twqyA93XjIpoUPrLvYrJdVRYF8oT7yIkQ67STpvDj66PWZ9pEmgs+hZx7JO1Nmm23vSfa2kd+hyd5HJ/HUS/msljKDXKw12Bc5MlM+1fHgeMbP6+LPdaJHxb5PRI7+pSsaMaYl8kiSHv7jpEjxE28v5io0z2py/P/5EL23raHzW8+jSFwH4H/sPch3l4PectJFsBuGCca9v1q+WLtswzDMIypsfZZhmEYRwf7G9g4VI5mzXx6/25mfT0hgECprhFAChHK5FLIAkgNDMdaYKX2UyqNfhHDlXMbpCg0+KRqONHsO4gCSNNKqdUCK337LVyIbatUmrvLQ5oa9xqoCPS9Zw5lztcspNZRCk2mRBBloIoPMUNEQww+l5QN0mRYiFBA00Yqt/EqiDvuiKNIrbBqiYJFjVITXRM1rSwQopjjECQoTrXJAwnBU6sQijg5H3UfAY2B5X1iS6wqnXOHNG2wnDhEQUWpQzxxhcQ2WB1xzBDbYOEEHzS6LCSGq0fiWSzILbCEIo01CyCDlP1RhcBQc+B4oECiiDQxS6+qeAKO6PzoSBFdKapxLCkgPQALwVOTwuPHXB9t4QPaTajazomQHBZtp4KQBToht2zKLa5GAkpsVTaa3BdGMkvcU9vBkPc92b6p3dppMSfHJJNCwWIT/IvFBbffn3SRTIoQ+ZgmRZqlxIrF9nEwlmqx1R734j6Z8RZhbXKmSPu8Lkb+TA6FLnAJPd570hZWrVp1iGsbhmEYTwVHrH3Wtm3b2LNnDxdeeOEPNMDjAe89d955Jy94wQtMKTSWxOrEmAarE2MarE6MabA6MQzjeGBGhAWFR+5/kLPP3kK36IwJIGEJB8iBAojQkXxffhQZYjA2iIwmnLtSRGfB5DStCISAOOJ20ox3nNAuYyC3BmoCc96zgNIPnnnVphWWT1kdXj2VCMMQGheKg9iWipjVoUWBKsnt4WIgOjG/wkkOQwdHQSeJJkGU2oe4bSoqH4WJnJkxaoUVA9FRcEUKRA+BgeRjUsTFNlIEmFPfhIFryhHpCHRFWJl9DepRHD45TzoizEjJTCn0WiHouQVWX2s09gEDhEKFDqTWUFGk8CiVj5kxQw1UQWPIdRI4yO2vkgIhOCoN5MD2GJrt6LmCrlNWhAIpXXT/aBQ/+iLsU0/t6zHxIyzq+lByQLs2z3N9RfdJbE8WG3l1kNZEuqJR2mkyWrIIQrOtuPTkBHsWQXI4eHan0Hq8mEAxKYg8WYuqSWFiMZfGk/Fky7RzNybdI5PrL/XewULWF2vx1T6eA8bX97Ai/g20lFukzWKOmEMVROa+O8e9NzzM4D1P5x/s+C6/tP9k/t6p5hoxjBMB+361fDkkUeSGG27gqquuYv369Vx88cWsX7+ePXv2sG3bNs4991yuv/561q9ff8B6e/bs4X3vex8AmzZt4t577+Wiiy7ine9852E5iCOB955vfvObPPe5z7V/FMaSWJ0Y02B1YkyD1YkxDVYnhmEcD6xxJYGarz54P+eftQVEFhVApDX12RZAJAkgGt8CiXJHQZysX0wAUaIeULicU5EmrMVFN0kKQ6810A+BBZS5UEcBJLkW0OgCUVUqUaoQ80C01QorZ0MUTSsscBIzQEqJ4eKFpFDzRghxuDAKBvd4hqIMNLbg8gTqlAuSOkbFCfpAqxXWKBAdAiqKK2LeSeU9A5ThpAsEWA0UroguF4mOk0pji65OUdKVgpWpDZYK1BpdFnvUQysDpCAGvmcHiCYHyNArC1ozTIHkQ1LAvejoU5A8ue3iNvGQcj9KHD3XoUdghTgKV0S3B9FVssspdVUxJDtLRuJHblLVlEnTlmo0BV40Xg/IEkiHkTQSHQMuTajnQPUY8p58Q4zkFFp7jFSMJu7b7avazo/MUo/bTpK2SyK7HtrLLyZ6TE76LyWMLOU4WUw0WGr5pYSNg+0jr7eU62Ox8R5cqBkCK4DpxI1pnStLse/OvXztH36FendFtWvIM6++gP+48AQfuf8Jrlp1BhecZFkjhnE8Y9+vli+H1D7r/e9/PzfddBPbtm1j27ZtrF+/nnPPPZcrrrhiSYFjz549XHTRRVx//fVjDpOrrrqKPXv2cO211x7SgK11gGEYxtHD2mcZhmEcHexv4OXDtm3buOaaa5qbzS655BIuu+yyQ97O0ayZL8ztZtb7AwSQPJFdpNZMqrkFVspSUCFIdGCUYy2wDmzUo0ERF1s/SX4rCOqiuyGkFlcLIdDXmHUxH2JrrkkBxGeBohX+7tDYPqnVCgtiYHlBbHnVSUJBdnKIxOySMkolBAmEAJUqtQSG0QxBpSkbhRDbVuVWWEERJ4gIlfd4oQlE1xTSTmqDVRHdJEoAFUqBrouulHiC4vR9FHyEGQddKekBXedwEh0i7TZYWUzILbBcFg5aGSB9DQw0UAdtBJDs2skCCOk4Y/B5TMkoUDoUzBSx/VXPxSl/L1CFwECiqDPZ+iq7MtqR47mdlbayOOJRO7IzJLs+mnpJ9ZNbXeWY87bcIc0y2lpnFMjdbsmkrdfbwsJiE/xZ6MhiV/s5rec5T2TSIdKu/kknCSy+z9G5OtBN0l7nYJNB07hOpn1t8vXvx9FytHjixse46598Hbyy5oXreMGfXki5anR/8Rbg17un8ILTTjt6gzQMwzCAI9g+C+Daa6/l3HPPnXr5yy+/nMsuu+yAllvXXHMNGzZs4PLLL+c1r3nNoQ7jiFPXNbfeeiuXXHIJZWl59MbiWJ0Y02B1YkyD1YkxDVYnhnFic8cdd/DqV7+a++67rxFFLr/8coDvSxg5Wsz5wGxd88D93+Pcs8+hl9tKoSDSCA8kzaMRQOBAASRGYuBcnKyH5EJIDpCQsj1qH6IAUgf6BPpZANGUP9AIIDAkh6GDD9GiUSZxwqGU4vBC0wqraELFR62wnGgURCgoNQk7ongfmBcYUlGHmAPikxtFRJpJ8W7K7chZIBWKOgcSJ/opkhgThH52YkAMRCdmgawUcFLgNHomgkbBpRDoOGGFFKwQF4WSlgtknwZIThAktsHqkqWL2OJq6GMbsYEGhiFQJZFFJxwg5McpAB2NolCXgl5R0PWBXqdsMiAWQqAvsC946hCdGSF5PqIYMOn+yL+zYBOLImd+tDNmILo+4u9AlZbVtGVJskaNUiRBZSS+5PZL2ow1t7/KwkZ+3BZA2nkb+bOdFD5kYp1JJrc1KZ6015t0mLDI6wdzlbTJx7xYtsjBXCK6yGuLMbkNWeRx+1/71C2t+n1YsWLapX9gTn79qVzwe7D9vz3A8//rC8cEEYAHgV8bPs76+x/nbbKOn3na2U/Z2AzD+MGx71fLlyP6aW/bto1PfepTS7pB3vrWt3LVVVdx++23H8lhfF+oKtu3b+fiiy8+2kMxjmGsToxpsDoxpsHqxJgGqxPDOLH5pV/6Jd761reOtSS+4ooruOKKK44rUWSNKxhIxeyuXbizzm4EEIitpLotAaQJAwcQQYOOCyBMCCBA7ZWFUCUBRBmEdhC6xqyQNLldkVtgJdeET2HoxNZTILHnVtQHmpD2lUQxZLIVllOh1OgmqDW2wlogMEjZIzWKb7XCckR1pas5TkOofc0QIRTRl0Byh+ADQ5RB2naNIqltV9fBDIK4EqdRnKh8FIQ6DjrSYQZhxgkijpBcIAuEKPxIbAhV4igBh8NJCqoPgb5CPwxiDohmh0nAiUTRIna+iucrCSBOYx5HT0o6pbAiQK+I+R+Vasz/KIS91TC5hpZuf5XJeSDRHxPlgegucql9V57Ez0JGzvpwjQdEGsEjO0DiejWahBIYNPvL2S3t56PHeX/t9lZZ+Mjv5dcnHR4j0WX0fLJF1qSjo738NELHYjzZMk/m7miLOIey3iSTgsnkMRzMOXKsccobTuXk15+CuKVloD3AtbqXa++/k2cBV/RO5YWbNz9VQzQM4/vEvl8tX46oKHLDDTcALOksOe+88/jgBz/Inj17Fs0iOZp0Op3mrizDWAqrE2MarE6MabA6MabB6sQwTmzuuOMOrrjiirHXLr74YrZt28Ydd9xxgPv+WGVIoCgKXnLJDzVtskRo8imARgAZtcBK08CSQ7WVoJpaYFWLOkA0uTAg3uE/nBRANE6sS5rIL4FQxFZULgkWXSkogVIkiSUxbyMHfjvV2GpKYu7HQJV58QyS02PUCisGootCR4EQg889SgjKQEAlNkhyrgA8eGGexQLRlV4ORBcB9XgVaqBI+5mRkvUdodsIRoGKwH6UEDyaTnoZhI5EV4Uk5WfoPXOqLKiPuSloS7iS1CpsFIKuBCQJINkBskKVmaJAxTHUwCAE9ouyq66oNQoVWQABkuwwcm3k17LjIyNIEm3Sq+LwOhI/NIkfkvwc0rS78mn7EsPe0/bazbdCWioLGJNCwGJuj8kWV9p63hYv8lFNCgrlxL7q1uP2Ou1xwIHbWmwqfilHR3ucTyamtIWfSbfIUvs42LaeEnHjKXSJtJkURPyC59v/8i7O+qfnsuoZq8feuxv454PH4P7HuAi4cmYz55x66lM3WMMwpsa+Xy1fjqgoctNNNx1U7MhiyW233XbMtdCq65pbbrmFl73sZWafMpbE6sSYBqsTYxqsToxpsDoxjBOXbdu2Lfp6/j61bdu240YU6UrBgnq+/e1v8YxnPpNCiiSARKdCnICNE/SaXA1ZAOkHz0JygIy3wMqB6HF6PQsgPrWuQnMbpdjKqYC4fYhmEISSglKiAOLExewSiSuXqXlUgaMmoBqFlgWUocZWWAFN40nuA4n76YR0LCoQYiB6cIB4FHCpFZb3ygI1laZA9CQS9YBVCM4VjQukTmJF1wmlK1lNwQonOFx0qRBdJX31ySEToqOFGJouErddExgE6IeKQcsFEghJoMrnSKJwoAFRmlyXnitZgdJ1BSKOGhgEz6zAbl9TBb+oADKaHB/Fn7eFBk3nukjT/aNcjTiOOi2hmsWPeP6lET8KPKFpd6Vpz4Hx9leLiR/ZCZKDzNviR8lIOFmspdRkHkgWLvI2x8WYAwUN1/qd968TP21qxsWR9vaezLmxVOZIe9mDiSaTLb+OGTfHU9w+azFUle/85rd4/C8fY+dndvCcP3wBG39006LL3g78o4VH4f5HeQ5whWzgeU972lM6XsMwlsa+Xy1fvq9P+4Ybbjjgj/b3vOc9Byy3a9cuNm7cuOR22n/gH2uoKvv27eMQcuiNZYjViTENVifGNFidGNNgdWIYJy5Luev37NkDHJvfmZaiSwwOH8zN0QlQlBDzM4o4Ia+BWmMGSBZA5sccICkEnSVaYLUcII4UjJ4m9TVlf3QoovgBrRwQGiHEaXy9JuA1OS0EKiqGjQhD4wIREZwKhYJLidgCVD45GCSAOHBR9JEUiD7U6FqIbgvBtVwgIkJQjyKEtM+uCD0pWVcKPXHgYnurWqMLRHXkAikUOiLNmdAU0D5ILpBBiOJCUIiq0cgFAkmMwiMIHYQZV9KRwEpxSMpVGYbAPLA3eKpQpRD0A1tgZa9PI3gxCmoXGGt/1ewf8EnqyKLGqPUVjd8jJDeIkkWC6BtpCx7ttld5n/m9SfFD0muetkhD4yTJ28vCSFv4yMtMigXttliu9ZjWMu0fP7H+ZCup9nvtMU1ysL8G7C+FI4efrZn79n4A1CszZ85Mtd5dwLt0N9y/m/XAP2SGN531zCM2TsMwnhz7frV8+b6C1t/73veOOUDe//73c+mll3LTTTeNLZv/gF+KLJgcbLnBYMBgMGie79u3D4Cqin8g1XXsIFqWJVVVISIHPB4OhxRFQVEUBzwuyxLnHIPBgE6nM/b4jW98I4PBoPmHMRwO6Xa7zeNer0cIgaqqFn1c1zXdbhfvPd77Ax7XdY2q0ul0Dnh8pI4pP24fhx3T939MIsIb3/hGqqqirusT4phOxM/paB9TCIE3vvGNhBAYDAbH9TEBEJSirvHdDhICznt8Jz8O+E6JhID4QOiUx/wxHSu1p6q84Q1vOKGO6UT8nI72MTnn+PEf//FFj+N4PaYT8XM6UsdkHH6uuuoqLr300id1re/Zs4f3ve99AGzatIl7772Xiy66iHe+852HdTyXXXbZAXmLt912GwD33nvvYd3XkaRG6ZQlL7r4xaiGmC0RAvN1oK8xwDuLG40AokqQkQOElgCSHSAy5gCJwoBD6OIoJU+8u5gNEo0cdFwUQCTZSWoE72MI95xUDBrhA+qQBBAEkTjRXaaZd3GCDzGo3IsgKRDeFbE1lw8wwCcRRCFngQiskhiIjgqqIbpiiGPsFCU9cayQ6JqIE++BAcqCVuClGVOh8XhF4jHWBIZBmQ81A/VUSspTiS4QzSKEpEn/EJrJ+w6OmaJgxjs6nRg7PlRlAWGH91RaLymANBtlJIDE7WbXh0sTDblplzTuFsUxaqFVt2STuIfYBm1cGAit/S7VoikLHQcTP3JYetzmgbRbZEUx7kCXSJZ1ion12lkgbRFjMbEjvzbZSovW83ZbraesLdXxwlF2iQCUazu86IZL+PZV32TDSzey8pxVh7yNPcB/YoH/dP+dAFwIvGdmM6damy3DeErJ87/G8mPyBoaDctlll3HNNdcc0BLrPe95D7fddhvvf//7x17ftWvXVFkhO3fuXPK9973vfaxbt6752bJlC0AjwNx8883cfPPNANx4443ccsstAHzsYx/j1ltvBeCjH/0od94Z/4fmuuuu4+677wbgQx/6UHPH1datW3nooYcA+MAHPsBjjz3GJz7xCa6++mpmZ2cZDodcffXVDIdDZmdnufrqqwHYsWMHH/jABwB46KGH2Lp1KxDv5PrQhz4EwN133811110HwJ133slHP/pRAG699VY+9rGPAXDLLbdw4403HtFj2rFjB4Ad02E8pptuuolPfOITfPzjHz9hjulE/JyOhWP6xCc+wQMPPHBCHNPKvbO85PpPALBmxx5e/BdxLOsfeYILP/45AE564BFe8MkvHDfHdCzU3p/8yZ/wkY98hLquT5hjOhE/p6N9THfccQd/8Ad/QF3XJ8wxnYif05E4pj/7sz/DOHzccccdXH755bz//e9/0hu59uzZw0UXXcTb3vY2rrnmGt7znvdw7bXXcu+99x6Q//GD8kd/9Ed86lOfamp2z549zfiOtQzGg7GzWuCBhXluvvtr3NWf5VvDPtvqAY/WFbvqmoW6ZiF49oWa3X7IPq3ZrTV764qhD6ACAQqFQqK6EU0YQs8VrJKCta7DBumwwXVY50pWS8maomB14VgtjpUIXSexZVVQ9lOzK3h2hYpd1OzUmj3Bs6AhuSmUUqHjYyZIRwHvqTUwLJSBBOo0s16oUvnAnPfsqGue8BV7Qs0gBEqUtSKsK0pWS8z8CCpUAUSUFUWHjUWX0ztdNnd6rHcdOsAcgb1aszdUzGqgDrGlVwfHDI6eFPgQ9/lEPeChwQLbhwMeqgbs8RVzwTOUKCypCF6h1jh+UWWVlGx0BWcUHU4re2zodBBgXyE8VlU8VA14tB6yu66YVc8CniGBOnk5ILfAUork0HEoHRwrKOjh6CH0cBQ4PFHyWEhtvurkjZD0O2eELADzKPOt30OiIFGlx7E914jceqoDdIEZYEV63Eu/s0DSDj/P67ZFk5oYuj5IY1lI+/VpG2X66aXfbXHFp/XzeOvWT9Xa9kLrp59eGzJynbRFlHarrOxMMUFkgn7/aI8AgGJFwbP/83PZ/NbTx15XVR79i0cIg8Wkt6W5A/iZhUd51f138qr77+Rd99/Jbfd/7/AN2DCMRanrmk984hPNDUvG8kH0MPmDLr/8cm644YYxu5GIcOGFFx5wt1Pmjjvu4KKLLuI973kP11xzzaLLLOYU2bJlCzt27GDTpk1H7M5BEeEzn/kML3vZy1i5ciVwbN85eCLeDXk8HFNd13zuc5/j5S9/OZ1O54Q4phPxczrax9Tv97nlllt41atehaoe18f044/efchOkU+d+dxj+piOldqbn5/nc5/7HJdeeikhhBPimE7Ez+loH9NgMODmm2/mta99LcAJcUwn4ud0JI5px44dnHzyyezdu5e1a9difH988IMf5Prrr+fCCy/kvPPO44orruD666/nsssuW3KdSy+9lAsvvHDR7ysbNmzg+uuvP6z5iHv27GlENYC3vvWtbNiwgWuvvfaQnCn79u1j3bp1R6VmPrTjIXZVQx58aDunn3E66qILwavigaABlBRsnlwfKDiXQtAlTUhnBwgUFE0LLFEoXWyT5VJrKC9Qh+gu8ZKyM4jto2JQd3I0SHaOgASN4ckieF8TEHyaMXdIFGfwaNDUCgtqAQ0x4LsjSkcEp7EVlqpPE9lx3KWLQe4zCB3JIeBJJEguGCROhZcpe8Mll0qNMvSxxdgATx2iCyRMuECygyMHzufztqJwdL3S7RRo4wIJVD4w0NDElGcXSM78GH2bnwxBj86X3AIrvidNCyxSAHp+1TWf6ui4c/urPFV8sBZSWciYDD3PweWTORs6sU5rViK2QmPczdF2YhStx5M5JKH1u72P9rbajo/2cbSXlYn1n2wSRpZ47dCm2U9QjoFMkYPx0HUPcs//cTcrz1vFM//jBay7cP1h2e5JwBvp8vYtz8S5Q7q/2TCMg1DXNTfffDOvfvWrLVPkBOBQ/v49bKLIVVddxfvf/35uv/32JgBww4YNbNy4cUmrdxZF8h1X03A0/7g3DMNY7rwq2bsPhc+c9YIjMBLDMIzlhf0NfPjJ30UOJops27aN8847j3vvvXfRzI8rrriC2267bewmsD179vDqV7966nG8973vPagok8d50003HZL4cjRr5ncfu59doTpAAHFJANHFBBBx6a78UQh6kWaGy5SfIRoVkSBQ+zjR7SWMMkBQ6pYA4iT2jXItAURFwNfUgHeuESWyuEJQBmgSLhi1whKhyyikXTSKBlWIQe8dJ5TiWIFjxjmcOLwqdfAMXBSxvSoiKeOEKB+42JuLga8ZagxOr4Iy1NDIFCGdrzyTrqp4ojBTIqx0JR0CMwjiCrzAQvDRZeE9w0YU0EXaYI2EFSCNLAetQ5ZFJB1PICTJIwsgfkycAJcC0MezNwLjgsGkAJJ/2iLIUpkebafH6BikabPVFltgXPxo72/SjTF+HOMtrdrLLXYMiwkfk8tMjmdS+MjHttQEzVLbmhRhzFly9Kj2VHzppZ/Hz0X/zws/cjHrf2jDEdvfucAvso6XnHX2EduHYRjG8cSh/P172CSw8847D4g9b7MocrCQdYjtteDYtIJXVcWNN97I61//ejqdztEejnGMYnViTIPViTENVifGNFidGMZTyw033AAsHYJ+3nnn8cEPfpA9e/Y032nWr1+/pFN+GtrbgijMrF+//rC6UY40HsWHwKOPPMqpp56K65SNK6JAKKWIAogIRQoKL1PuRSdPwmsUUDxCSGHmtXiGgZRPkRwg2hJAEArVFISe3BS+pgKCc4hEoUFclGdciNkdFUrVFkAQiuQCWakx7Dy6QKQJLS9FmJGCdUVskRUdA7EV16x6NMQgcCdCGQQRiQH0RLfJwAf6ITDEU/u4b01Ch0p0r2SCggZPiSQXSEHXS3KBOAYhMECYD4FBXR/gAsnySmY8CF1SSyzXtMUitd/KQfc1DjRvNceiK4qL55a2EBHGxJDJCfq2+JHFjezU0PS4LUK0cz7yOnFM4yJFHE0kT3LkffmJbU6KH+2xtttZwYHjb4snMvG+TixDa/yLkZfL4svk9tpOExidm8XGtdRrJyTHsFOks77DCz96Cd/5zW+y6lmrj6ggArAN+E32QuvGtXOAX0G45KznH9F9G8aJgn2/Wr5MLYpcccUVfOpTn3rSgL+2EHLhhRc2XyQWI/fHXepLxtFERFi7di0ik/dvGMYIqxNjGqxOjGmwOjGmwerEMJ5abrrppoPewJW/x9x2222HRbS4/PLL2bNnT5OfCDFj8b3vfe8PvO2nFAc4odftsqIs6YqjEJfCzwUnUVRwOIo0IV8RCBrbX1UCFVEA8ckp0RZARATRmDmSBZCAIEkA8RL3MSmADJMDZFIAKbMAgmtmokWiC6QiCjmdomSGghknFLgozATPQJR+iA2UVBiJC+JiCykRhsEzCMpCCAzTOIhrNK6Z+JLDayDouAuklOgCcc7hRVgInv2Fo65qBkm4yC6QLHmMT96PRBAltSUjyiFRNCiSAKV4HKJxa6P1QuM0qRkF02tqmLWYALJU+6u2AJJbYY2LAvG/Lr3Sbn2Vf4qJbeV12yHqWfyYzORot+5aLBB9sRZVk22wwiLvtZ0rk0LJYtkm+Zzk42nve1IMyssudn4nHy8mRBlPLWues4YL//zFi2aK3PeBe9nwso2sf/GRE0vuA96DjgklJwM/C7zZHPyGcQD2/Wr5MrUoctttt7Fr164D7lzKZIEju0Qg9t89mCiSAwSPxbueyrLkla985dEehnGMY3ViTIPViTENVifGNFidGMZTy65duw7qfs/fi/L3mh+UjRs38ra3va15/sEPfpCNGzdO3Wr4WGFT0cGpcMrm0xHRlJfhcBooXIHi8RonvIcoFRWVahRFiMJIkjRIOeuxfVYAWUQAEYnTyFkAKYIy9IsLIEVbAHECqiDgQ1y+FKEUoScF6wroOIfgqPFUqsxpkg9UQYROSG4XTQKDwNAH+sEzIFD7mA8y5gKhNVl+gAukpOsDnU4BLRfI7uAbF4hPDbBG7bBobTNOiceJ9jiVHoWalFeCS0LTyD8ijUdCUCpIy9SMZ3G0BYz8vC0GLOYAybQFkJFQIGl8o/ZXdSPyRHknCx+LTVxkx0geT1sIameBTDpXDtbearFg87bAk8WJSRFl0n3SXic7YNr7mNx2xjH5eY4cLEbiGHWJtJFCKFYWY6/t+bvd3P9727j/97Zx+ju28Iz/61lP2XieAH4P+L2WULIK+GfApSaUGMsc+361fJk6nek1r3kNu3fvXvJOqY985COsX79+zPWRxY477rhj0XVuvfXWY1IQgWifuv7666mq6mgPxTiGsToxpsHqxJgGqxNjGqxODOOpJd/4tRRZMHmy5ablmmuu4dZbb+Wqq67iqquu4t577x1zjRyMwWDAvn37xn6A5npR1zV1XTevLfZ4OBzivV/0cQih2c9Sj1UVVaXnlRVB+d7ddyNDj6gQgmd/qNmjFTt8zWP1gB2hZqev2VNX9DXmaNShpghQ+kDhA6WCVjXDumbgYubGwA8ZuujqkBDwXpmrK3bVFY/7mkd9xZ5QM9QA3rNaYW1RsgphhTicwsB7fFBEhE6ATa7kjE6Pk13JhqJDD+gHz75QsycM2VtXyTUCZR3oiaML1L5iznueqAc8MOjzwMICj1QL7PJD5nwURnxyjFQoQ62pNYAGujg2uILNlJziOqzvdFAfmHXwWFXzYNXnUT9gl6/Yp54F4vYq6hRcPprqdwgFGoUVHF2EHtBLckJAqHAsRE9OEp2i7yOgLKAMCcwD+wnMocwDA2DY+mmLGiXQST8zkPYXf0oWd2jkSX8FhigDYB6YQxkycpB0gRWMxASf9l+l3wNGbo86/QyBfvoZtMbeFhUmM0Py87ZbpUhjKBh3urSFobbIUjLeFiyPeTERRlrbzUweR37e3pfRot8/2iP4vnjkzx5qHq9+1uqjOJLIHPAfiJmR+eea++8cu5ZPPgYIISz5eDgcAuC9X/RxXddj/5t0NP73yY7Jjmnycb/f5/rrr2d+fv6EOaYT8XM6lGOalqlFkbe97W28//3vX/S9bdu2cccdd3D99dePvX7uuefymte8hmuvvXbR9W644QauuuqqQxjuU4eIcOaZZ5p9yjgoVifGNFidGNNgdWJMg9WJYTy17Nq1a6r8w507dx6W/a1fv55rrrlm7Gda3ve+97Fu3brmZ8uWLQCNqHLzzTdz8803A3DjjTdyyy23APCxj32MW2+9FYCPfvSj3HlnvJP4uuuu4+677wbgQx/6UOOG2bp1Kw89FCf3PvCBD7Bjxw4Arr76amZnZxkOh3zic59hn6/RNau55etfYbfWbF+Y58t33cVsCOwczPPte76DoPTnZrnvnnsoFeb27mfbfdvwGnhs7yz3PPggA5TH9u5i+yMP44Ly2I6d3P/E4+zxNd/ZtYPv7t7F3hB4dMdOZvfuYQ3C/ONPEPbtY5UreOLxx9m1fx5VZfv2BxnOLrDJddn93ftYudBnY9Fl27e/zZ5qjlmtufVb3+KxhTnmRfnGN+8iVJ7SB77zjbuQoMwNFrj9u9/msXrAfYP93LZ9O0/UA3aHIdufeBwVWKg8T+zaRQDm+jU7du6kVKGYHzJ8ZCdndDp09u1nz2OPU4vwvdm9fHv3Th6tBjwwt4+HZ/cxh2f3/nn29ecJKPv2zjHf7wPK/r37GPY9BcL8rj1oH3oIe3ftxlex1dWjO3bRJ1DhefzRJximaffHH9vBAoF5lAd27mQWZRbPY7v3MgcsALv27aciChD7Z+cA0Aqq2Xm6gOvDYPdeuoD2Pf29swAs9PvMzs6jQL/fpz/bRxDm5/vs6/cZAHv6ffb2+1TA/L456n6fHjDcN4v2PQWwb3aefj8KGnv2zTKoolgwu29/I87s37+/Ge/8/rlGJKnn+4144efmR5ki/f7I8dKPy1DF1wuAfnzdAb7vqdMyod/Hp8fa7xP6/Sj49Ptompyv0jIAvt+nTtuJy/soyvT7+H4SPvp96ioJH+0J/sPxuGo97rcf+9bj/g/42Lcet/ZftR4fyWNq3j++julZ//E5POPfPp0NP7qR095yxtgxhX1z0X12lI/pr4Ef33YHP/bA1/ixB77Gj//+1QyHQ2ZnZ7n66qsB2LFjBx/4wAcAeOihh9i6dSsQ5wU/9KEPAXD33Xdz3XXXAXDnnXfy0Y9+FIg3Rn/sYx8D4JZbbuHGG28Entr/fbr6ajsmO6bxY/rsZz/LmWeeySc/+ckT5phOxM/pUI5pWkRzY9YpyKJI2769bds2Lr30Uq644opFbd179uzhoosu4vrrrx9rrXX55ZezcePGJQWTpTiUFHnDMAzj8PKq+w/tf2QAPmOWbMMwjB8Y+xv48HPHHXc031Muu+yyRZcRES688MIlg9PzNt7znvcckoBxJBgMBs3deBBrZsuWLezYsYNNmzY1d9KVZUlVVYjIAY+HwyFFUVAUxQGPy7LEOcdgMKDT6Sz6uNvtAvA7j21jnwKihBAoizL2iQqBAoc6CD6M7oSXgBQODbGBkxPB+8BQoXYwCDHLwqWcC6fQdS5mikgMMffBx7v9pUBCoHSOmaKkE2q6rkNRFFQ+No4aOsHXgZCiPDQEOlJQOkFrT1EIuIJhVTEQ6Gtg4D01kvI0QgwpFyFoGq/GllQOR0kMVe85oRviGEPpGNQ1A6BSpcIn94KkLcav5e08ifguCA5J244RsLG1WKCgbjwQo1QNl1pRZQ9J3QSuj//AeFumdiustpuh01p+Mh8jOyhyPkZuaTUZOu7SdnzadrslV9upwcTrfpH38zJ5PO02U5MB6JOB53mZPN72tuDANl2LZXS024W1jxOszZXx/fG939vGzk/v4Lz3nn/Ew9l/EK4A3rrleVRVRa/XI4Qw9riua7rdLt57vPcHPK7rGlWl0+kc8Biemv99Gg6HY48XOw47JjsmO6bj95jm5uam/s50SKIIwKc+9Smuv/76sXyR9773vWOCxyR79uzhqquuYv369WzatIl7772Xiy66iHe+852HsmvgqftCOBwO+ehHP8pb3/rW5gM2jEmsToxpOJHqxESRI8eJVCfGkcPqZPliosjhZxpRZMOGDWzcuJF77733oNu45pprjrncj6NZM1ufeIAnhgO+d//9nHv2OVE8CB6PQDGaaC4Q0IAGpU/M/qg0Bnq3Q9C7EsPNMwp4DXiEjsRMj54UdFXpFQUiDq+KV89QIGgMcY+Z7EKZxRSkCUOvvGegMFDPQAM+kMSENM2eHHoBUA3pGLTJAumJ0FOlU8bkiYGG6GrwddN2yqfRt0PRc9y5pin6dhZIiTSB41EEyWsXBALCKAydZh/a2teoDdNSYejttk+5JVZoPQ8Tz0dCQM4AGX0m7eyMDuMCRXtM7TySSWGkLdi0aYsZTKw/eSyLsVimSMn4GJc6P0y8vtQYjaeIfn8sV0RV8fN9Qn+Bcs1qXG/091G1Zy9zd98Tn2SX7cRvKQqkLFjz3GcjbnSdqfbui26jskjLlDG3qCyQooy/3dTNV5ZkuHPIl19+C37OQyG85Asvo7d55gfe7lPB+4Aftu96xnGOfb86sTiUv3+nDlrPvOY1rznkHJD169cfsiPkaFMUBRdccAFFUTz5wsayxerEmAarE2MarE6MabA6MYynloOFrENsrwVM1WJrOTH0gQpl9bqNDCQGeBeFQzSgHhbQ5JaAQAClEUBWiiDqcC6JD1IQgjJMAelZAOmRQtDbAogThloTwkgAcQFKcYi0BJDgmQ/KgnqGLQEkpGyOgIJEGUCJk65BY1B6AaxwHboEuhqvyxVQhcB+J1S1p6JugsKz+BEaASQKF/kqniWRIjlM4msQcHgCVWvKXsb8JFAjTTB526mQJ/c9iwd+t0WQovV6W0DJtJepaQsCOiak5GXzvoccKERMOkBgcWfFpMtjUpDIY5KJ99rL5PUm8zsmM0Xya5OCShaEaoynilDX1Lv3ImVBZ8P60evDinv/wweo981S79tPvXcWP7efenb0Q+oj/4I/vZYNL/2hZt3Zr93F197xq1Pt/+XfvW1M5HjgDz7Mg9f+8ZOut+HlP8IL/uQPxl674y3vYP6794FzcZtOEEm/nYuvi/C0X/1HrH3R6+idMcP8d+bY/Oa1fO0X3oGUJa4sR4JMp0zCTKd57bz3/hozZ57e7HPfV7/O4x+/iWLlCopVKylWrky/W8/T4xVbzpjqnDwZ7wVo3TR3BfAzJpIYxxn2/Wr5csiiyHKhKIqDul8MA6xOjOk4luvk+3F+PBUsR0fKsVwnxrGD1YlhPLVceOGF3HDDDUu+nwPWzz333KdoRMcHoRAKdaxdv5qFEAWQ6LoIaBJAOgIrBZwWiBNUPYqLgoZET0BZFPQo6BVCN4kUnoAPgYGDfqibCXYnUAQ5QAAZBs9cCNG58SQCCAheUwy5ekqEDo6OOFaoUpQOh6OvIWZiBM+w9gd1gcRA80iBoikEPU7WS5JdCgLRKROlBt/4QmDUGCsfa56oD42/5EBxIYsVS7lA8gjbjou2CyMHfudlJh0gWWTJAgit5+1WWgcTQNqCRnt77W3l8bePaylRwzEKOm8LMu3lHAeKKe02XcaRY/YbdzO/7XsMH3ucwaOPM3j0MYaP72C4czfVrt3Ue/eBKluu+Iec995fa9aTsuChP/4zmKLJSWi1EDxUZGJCVOspm6EtMq56dj/1vtknXdXPzbP62Wu45MaX8Oj/ephVFwTu+InvTLXbs9413nll7jv3sv2P/uRJ1yvWrOZHv37L2GsP/tGfsPeOr9HZsJ7upg30Np9K77RT4u/TN1OuWztVnt21wLWt73HnAh8+zr+jGSc+9v1q+WKiyBIMh0Ouu+46fu7nfs7sU8aSWJ0Y02B1YkyD1YkxDVYnhvHUcumllx5UFMlhlIfqpD+SbN26la1bt+L90Us3eKIesquqeGLHE2w+6WS6zrFSQCjixJp6AtIIIF2BwpV0UxuqrsT0kEYAEaUfqqZllYijEwQnDsf0AohP6y4lgBQ4uq6kFwK9ogARhhKdL/sFhrWnPogLhPR6nsTPLpCYMxJfGUkeock7zkklHnBJOgiMuy3aLZuy2NCeonStn+ykaIsZjXjUWkfSGD3ZtdN+fSSq5PXhwHZcjgPdKbB0tkZbUGk7S/K+FxNAJsWSSfcHrfV9a70slEzmoUy6YYzvD1Wl3rsvCRyPj4kdUpY849/95tjy9/3277Prs1940u1Wu3aPPRfnKFavws/uH73WKSnXrKFcu5pizRrKNaspVq6knHDtzZx5Blt++RdawoXmwcdfQVHvIYQDJv1XPet8Tv57r0F9QL1H6zr+9gGtPeprtPasPPesA45hZssZqA9Ne0BCQEMA1fg7xN/FypXxeArhtLeewcJDj+B6PUJdN+6XpXDl+HSeVtP5mtounMze277Kjk98eul9zczQO+0UTnnj6znnn//K2Hv9B7bTPXkTRaulWWYbB97s9pPAu00oMY4h7PvV8sVEkSUoioIf/uEfNvuUcVCsToxpsDoxpsHqxJgGqxPDeGrJYscdd9yx6F2Et9566zEliABceeWVXHnllU1P5aPBBlfiXaBYuZ7VKfkiaBQMui4KIDM4uhIzQbIAUqkmAaRGUYJAIVCE6NYQjY6QILFd1SDoIQsgaKCARgCZCYFu4UBcbIOlgYXCsc/X1EmoyO6PwPjEanti36VnZRJApHmnJBCa1lP5aNtb8ow7QSZFkHYbrMkg9Mk2WG0hAUbCiLJ0G6y8rXYbrNBaVhh3W0yGoE9mcYyflwOXaQsgk/eeTwogeVztcPe2KNM+L5Pbao/PODRCVTF8YiedjRsoZnrN67tu+RL3//4fJQHkCcLCwqLrl+vXHSCK9DafsuiyxaqVdDZuoLNxA92TNrL62c84YJkX/j8fws30KNeuoeysxq3vTeVcWHnuWZz3G//sSZdbjNMufxOnXf6m72vd5//X3/++1ps54zRe/u0vA1F0uvPtf8eeL+4EPM/8nWex6RWbohhT1XRPPXls3ZNe92OsPP9c/HwfPz+Pn5uPj+fmx553Nx0Y5F7t3nPQcYWFBfr3PYDfPzf2uqryd695Czoc0tm4gd7pm5k5fXP8fcZp6flp9M7YTPekTYhz/CXwlxNCyWrgL00oMY4S9v1q+WKiyBIURcFznvOcoz0M4xjH6sSYBqsTYxqsToxpsDoxjKeWc889l9e85jVce+21i2Yk3nDDDdx0001HYWTHNrUqNcLatSsoxTUOkI64NNEeqFVZEGVeA0EVJLU+UkdHBNEkKyQBJGaABIYhLh8nvEPjdHgyAaSXHCCd1ON/CNQh0C8ce310gGQXBGhLtmhP8sfXYkC3Sy4QSfkW2SkSBZ4cgS4tz0T2lGRBYtQGa1wAaZMFj7YAUqblitY6WTRoZ4jktl4Vi7fBys/z/itGYkbe3qRIMxkwfigCCK1l4UDBop1P0l5/0pniJtZrj8sEkCdHQ2B+2/1R2HjkMQaNwyO5PR55nOGOnaDKi/7Xf2fdRS9s1g39BfZ++fYn3Ue9Zy9+YYFiZhQYfvLrL2XFuWfTO/UUeqedSm/zKXRPOWlsmaVY89xnfV/HejwjIjznDy5k+399gD1/u4vNb3464kZC0ODxAfW+OVY9fRUA3ZM20j3p4DlYS/H8P95KtXsv1a49DJ/YEWvi4UdjXTzyKINH4u/e6ZvH1qt27EKHsYFetSu2Qdv/jW8tuo/JvJe5797Hrs99gd7mU9i7+RResv1huqecjOt2mmVWAX+8+kw2bdr0fR2XYUyDfb9avpgosgTD4ZAPfehD/OIv/qLZp4wlsToxpsHqxJgGqxNjGqxODOPwkUPS8++luP7667nooosOcItcfvnlvPOd7zzmnCLHApuLLl2Fu751N8941jOpC+irMq81PijqoIPgVOLvNJXvBWrvmVNlEALDoMmtEafEBQERNM0LKoJqbGQlGpKrYNQCq+MczjkGRAFkvnBU3lOHpQUQoCVv5AyO+Ep2gbiUFaIUjQskCyZZBAlp61lsaIsFWfjIk/mTYkY7SHypNljttlbtLJDcBqudn1EycorkfefWXVmYmRRA2mNsk8/UUgJIHnNmsQyQvH5bAFksAyQLIO391q3HJoCMoyEw3LEzihuPPt6IHasveCanvOG1Y8vd+tqfhjD56R7I4JHHxp5nt0exZjW9zafEn1NPoZt+Z7Gjd+opuF5vbN2Nr/gRNr7iR37wA+33YZFWTScinfUdznn3eaiee4Az5oE//B4P/fcHOPnvncp5v3k+M2d8/+ekWLGCYsUKZiZEj0l0oqWX+ppT3vR6Bg8/ykISUZZq+9U747Sx53tv+wr3/rvfPmC5zkkb6Z1yclNTLz7naTztnT9/wHLHe56kcexg36+WLyaKLEFZlrz2ta+lLO0UGUtjdWJMg9WJMQ1WJ8Y0WJ0Yxg/GDTfcwLXXXsu2bduaPJArrriCa665hnPPPZcrrriCyy67bGyd9evXc/vtt3PVVVexfv16Nm3axL333sull17KO9/5zsV2s+zZp55ZAuuedgZzBFxI7g+EXrrTuUapgmegqQWWjwJInNCPk7UuOUtIrougStCAw1GgSQAp6IVAmQSQoUDtpxdAgNRyqy0wCEUSa9oukJBcIHUSRaAeay0Fo1ZYfuL55HIwEiyyeNFuJzUZPN4OSM9CybD1Xl6nLTbk9/JP21HSboNVT2wnk/c9mSvSdpIUSyzT3lZ2uhQT708KIJMB6FkAMfFjcR79879i9y1fYuGhR9Jd/Y8tmitx6pvfMCaKuLKke9Imho8/ceBGnaN78qZG2OhsHG+1tOrZz+Bld32RctXKw348U1MuD0GkzaQgMtwx5JH/Zzso7Lz5Cc7/v54aJ81kGH1v86lc8J/f1zwPdc3w8R0MHn6EhYceTWLJIyw89Ai9zaeOH8Ojjy+6j2rHLqodu+Cb3wZgxblnHyCK3PNvrmH9XXez8vzzWPXMp7Pq/PNY9Yzz+MJFrzoch2ksM+z71fLFPvElcM7x9Kc//WgPwzjGsToxpsHqxJgGqxNjGqxODOMH47LLLjtA9JiG9evXL9o+61jkWAhadwhdKTh59RqcSMr/CCyoZ6CBOsTsjpCkAoHU/opGBAmqePUIQgl0KOgK9FQpSwfqqCQ6QOYKR+09w1C3Jvtzsyqa7ca96ZjwACO3ymJtsLIAos1oQRqJZbw1VXuSP5/9dluppcLQ204PGDlH8jrt9laLtcFqt7Bqt8FqB4q3c0Da45s8P+3f+fX82mS4eebJBJD2+aF1DtrHZwJIJAyG9O9/gPl7v8f8vfcxv+1+5u+9j3rfLD/0mf89tuzeW7/CY3/+V0+6zUm3B8BpP/NmwrA6wO3RPXnTAQHebVxZHvT9p4TOky9yolOsLDj73efx4Afv59Q3bqa7afzu9mr3kHJ9Z6rclcOJK0tmUq7IuosPvuzJP/E6Zs7aMnI1PfZE83j4+A60jgLfYlk0e2/7Kvu/8S323vqVsde7mzaw6lnPYPUzn86qZ53P+h+6iFeetYWrzVViHAT7frV8MVFkCQaDAVu3buXKK6+kN2H7NIyM1YkxDVYnxjRYnRjTYHViGMaTcSwErVfes2O4wH0Pb2fz6ZupcUlYiIg4RKL8EDRNqmv0UxRAl4Keg06AoowOk6HCkMB+FYZ1zACJk+0HhqBrI2xoIzDEV4QOriVOLCWAKEXjWolMui1gvJVTOwgcRiJC/plsg5W31RYaFmuD1V6n/Tu3usptsNriRVv4mMzbGLUEGxdAFhMk2veEL7bMUgJIdsa0W3jlc2ICyDj9+x/koes+yvy27zF/7/dYePChJdta1XPzYw6NmTNGrY7KtWvonX4avdNPpbf51DGxY2bLGQds65x3/+rhP5inimXUPmspipUFT3vn2Zzxji2EwXi9aFC+8tbbKNeWnPVPzmXjKzc95eLINKx6+jmsevo5i74XW8HtYvjY4yDjcqyq4vfvX3S9audu9nzhy+z5QgyrP/c3/hlf/uVf4FUp2N0vDNj1uS+w+tnPYObM07luxWls2XzwlmHGiY99v1q+mCiyBJ1Oh8svv5xOx25DMJbG6sSYBqsTYxqsToxpsDoxDON44Ht1n3mUNaefQtUKQCcFoKv65MwQVrgOHQLdAJ1SCLjoJkEZiLJQB+L/ZcFiXAAJrQj0kQCSA9GjA2Q0AmkEEI+kdl1hbFI/T+ZXjFpftV0WjvG8jbbro90GazJYvJ2X0c76yAJI3h6MCymTra7ayzOx3ZrF23TlZYrWe5O5I4u5QNpiSm7L1RYyJvNNxgWoUWuuwy2ATLbZOpYJw4r5e+9j/933MHf3PZz8hktZ+/xRoG89u5/tH7ru4BsRoXfaqVS7do+JIpsveyObLn0VM6dvplyz+kgdwrHHMhdE2hQzBcXMeEurHZ98gvl75gC4f+t9bHzl8RdSLs7RO+UkeqecdOB7IvzQZ/+Sau8+5u+5l7nvtH6+fQ/Vzt3Nsque9Yyxdee+813uuuLdABSrVvKcp5/LinOexsqzn8aKc57GirPjT2fd2mad04D/kx7POuupaVFmPPXY96vli4kiS+CcY8uWLUd7GMYxjtWJMQ1WJ8Y0WJ0Y02B1YhjG8UBHHEpNgaPWQIFQInRdSRECPRGKwuERKg1UwD48w3rkbMgCyMhhEsayLGA8hyOLLKP3pNmObwQV32qBNSK7MrL7YlKEaLd9yqJGS+qhQ5z8LxgXANoCQXv9pdpghdYy7VZXi7Whaos1+b22YJP33z7WLHKMT6GO7yMzKYCMPpfRsbTbfLXH++Tx3dOzmAByLAoiqsrwscfZ/60ofuy/+zvMffu7zH/3vqYNEEBn4/oxUWTFOWc1j93KFaw87xxWnnvW2O8V5zyNYmbmgH1GR8ipB7xuLG+KFY6V569i/p45zrrynANcIqp6TDpHDpXOurWsu/hFrLv4RWOvD5/Yyf5vx3+Ha5737LH35u6+p3ns5+aZvfMbzN75jQO3fdJGXvK3n8B1OjwC/AoDBl/+JFJ26GzaMNX5exPwOtnAOaecwswi/36NYwf7frV8MVFkCQaDAR/4wAd497vfbfYpY0msToxpsDoxpsHqxJgGqxPDMI4HVruCgQ88dN/3OP+csynLkhqoNTAshL73DGvfmkjPwoc2QkZuA5XbPEEUPkoUh0tfZOX/z96bx1l2leX+33etvfcZa+y500PSQ9LpTJCESUHmQVAUJU4oigzBG3FCCeI8IATvBf1huDKJehEVuF4cEBkUcGAQiIaQgZA5ne5OjzWfc/bea72/P/Y+1aeqqzun0pXuqu717U99us7Zw1lV9dY6u9az3+cpu0JMj42WzH7WPV/vwv1CokL3/I65gkb3/27Xhpn3HMzt0OjtVum+RvecC9lg9eaFpOVx8y25dN45uq/R3d5rg9VrW9VlIQGke2zv12Lmbet9rd6vd/73qte267EQK5ajAOKzDDPvjuL//qFXMf7lrz3isb2LsgBRo87j/vr9VLdsorJ+7VmxWP2YE+yzTsro01fzhKet4ui/HWbkO+Z2ibQebHHLT/wXm1+zlXUv2YBJTpQUtHJJ1qxidM0qRp/65OO2NXfvYuvrXl2Kl3fS3rN3wXOYSuW43/G73/qHHPjYP2KbDWpbNlHdupnalk3Utm6itnUz1S2bqG5cPxtG/7fA3+pRePjoAq+wMKuAt9Jgx9aQb3E6CX9fnbsEUeQExHHMK1/5ytA+FTgpoU4C/RDq5Oyh60e7GD7bZ7BfqJNAP4Q6CQQCK4EYIRJhzQWbGMOT5SkexZcygCtFj24XyPxg76LjwhDhsRgsWhphKVrmkxQL98e6SKA3TeSYddP8jo+uSNLbhdErgPSKH/MDwXXeOXrFhN58j97tXVFivjDT23VBz7aukMK87b3iTu/3a7591fwlzvnWVd0xda20enNGuufo/egVkGDu92v++M9G0oOHmbz1DqZuvZ2pW+9g6vY7AY4LPa9u2nicKCJRRH37+TR27aS568Li/0suOu41hp901WP3BZyNBEHkEREjjD79eOupB//4Pmbunuab199GNpax5drzT//gziADl+5i4NJjNliu3ab9wB5m7n2A1n3lx70PkCwQ7t6+f09xzNQ0U7d9k6nbvnncPhJHbL72J9j2iz895/npu+6humnjgh1fvRwGXs00nOBvzibw4bUXUgu/A0tK+Pvq3CWIIifAGMPatcdPhIFAL6FOAv0Q6iTQD6FOAv0Q6iQQCDwSN954IzfeeCPOuUfe+THioSxlqlzGd3OW0xWZ171RiAZSihFF54eZ7aGI8GX+h/bIAL2iRpdeSyo4tpDfaynVK250F/0tc7sh5i/692aA0PN/t7uj+3lX/IiYKzTMt8Hqfb7bZdLd1rtPV8ww87b1ihwnssHqPbabW9I77l4hpVdE6RVB5o9l/mucjWTjE4x94T9LEeQOpm79JumBgwvuOz/0fPiJV5IdOkJj1w4auy6kuWsn9e0XYJKwyBZ4bFiop2j+c73zharS3tcGwDYtG37ovMdwdCsDW63SuHAHjQsfuTNj+ClXY5sNWg/sKTpMFniP1SwnajbmPJdPTvGV53wfAMm6NdTKDpM5nSbnbyEeHnrEMUwBLzxw54LbXgW8rM+b8QJzCX9fnbsEUeQEdDod3vrWt/LGN74xtE8FTkiok0A/hDoJ9EOok0A/hDoJBAKPxHXXXcd1113HxMQEQ0OPvMjyWCAIGY4jh8cYWTXc03lR9HLEdDNAunsXHSCuDFR3sx0k+RwBpDcEvXfxv2s51dvx0BUFekWN3s6OhYLQu497Fxa75+wVXbrH9goqXTGhV+TwPcf3I4DMz/7oPYeddwwcL4DYBc7j5+3T29nS3d6bPXIuCCA+z5m5+z7ikeE5Qc7Td97NrT/1iyc91lSrNC7cdlzo+YYffAkbfvAlj9mYAz0sA/us3k6w7kf38fxt3f2L3+Pis24OEqUEPCcfSaRHoJXZ4wFO5K42p6tMe/vnyt9/BRXY+SdP4uGbjnD0vim2DVVwPVlN+79whCgWVj1hZI69YM5ca8H53W7zu97OVra94WdmP/d5Tmfvflr3P0jr/j20Hyj+b92/h/qObXOOa5UdJgDpwwdJHz7I+H/edNz5o8EBrvzYB6lv2/qoxvc+4H3zOky2Ar/BIBdsveBRnfNcIfx9de4iqrqi5q/uxf34+DiDg4OP2euoKpOTkwwMDARfz8AJCXUS6IflXCePxg5qsfRrH9XLY2lTdSo8luNaznUSWD6EOjl3OV3XwIGzhzNZMz91/zc4WvaIxKXxVbFY2O34MOVinJRWWIpFZxfv4diCXndBjp7H8/fpLvjD8QJIb0fE/EW9iOOtu3pFFuV4MYV551hoLL2WU/MFl94cEDh+MbHXumr+6/Wex8zbZ364+UKvMX885wKu1WL6jruOdX/cdgfTd9yF73TY8eu/xKaffNnsvvnUNP9+2VOLFWSKRcrmJbtoXnoxA5dcRPOSXdQu2IqJwr2lZxtR+RGXH1WKuauKpYqhbix1a6mJoWGEho2pm4hYhFggFiFCiI0hEYsBEum5C1nBGtvTcSaIyOzvcpfeS7tj9oDlfKPa85zO+X3udoA578lUyRRS50uBWUlL20JXnreb8dTynsx72mnOW7/j0xy+Z4rLX7qZF9/weKJ6RKYer5CjdNST+tKqUIvjHa44F0rG8dZ/vmdsvXNWd47tzUs6W5n+1t088K4/KQSUB/aQHTpywn2f+o3/mNNp8tAHP8LeD36Egct3M3T14xi66nHUtm09pb8BtgC/ZUY5PwSLzxL+vjq7WMz1b3g3PwlBIQz0Q6iTQD+EOgn0Q6iTQD+EOgkEAsudilgq5cKylJ0fWSk/eDxmNgPkGDlzM0B670aG4zM14Njd2V0RoWsV1RuC3ruoOL9zpJvf4Xu2d7f1WlP1Ch3zczR676aeLzbMH3OvtRfMFXB6zwlzFwm7X9t8+6zecc/v8sjn7Xsusf9v/oEj//oFpm69g5m77wO/8JLr5K13zHkcNRts/5VfoLrpPJqXXER108awQLaCMUACVMqPGkIdyyARjcgybCKGrGXYxowmlkGTMCARg8ZSN4ZKFGHMyg8iV50rOCvgtOwQUeio588/eBuH75kqdngw5QWrVxMbgxVDyztSPOo9Y94x7nIyFIvBeUdLlWnvmMHT9oVwkqOoKk5BjYAWogpAJAbUle8ESoqS4Wc77U7UedL7XrCSulMaO7dz8TvePPs4n5qm/cAeWg/smdNpkk9MHme9NXnzN5i+406m77iT/R/+GADxqhEGr7yCoSc8npGnPIHmJbuQRdTpA8Ar/BG4/5g48+PAT5zj1lvh76tzkyCKnIA0TUP7VOARCXUS6IdQJ4F+CHUS6IdQJ4FAYCXgRMjUc/DgEVavGQXmWj51F756A7zniyHzLay6AkivkNDdr9e+qvt5r7jRfZ1s3vl7LW7m22h1hYvecc0XRxaynOoVbeg5pje3hJ5jejNGuo+jBbbnPccuZO+1khYJlwI302LqtjtoPbiX9S950ZxtRz777xz4+3864bG1C7bQ3L2L4Sdffdy2za/6sSUfa2CJmZ7BNOql0FGETzeIGCVidZSwKopZV0lYEyWMSMyoMQxUq+eswNXtSOklkmOybx3LT//YZciM47d/44u8453P4oJagxnvMQLnSZVIhMw7FMGpcshlTPscawwVFXJVWuqYUs+4y2h5R9v7wrZLIStnpxyl7XNyhaoYEoXcQEuVGe9Ic0cLpY2jXVp72bLHEOa+Z6TMtVLs0ttluByJmg2auy+iufuiR9zXzcyAtXPyS7LDRzn86c9x+NOfK843Msymn3wZ57/u1Y96TH8G/FnpiBAB34/hlRt3nTPB4+Hvq3OXYJ91AlSVNE1JkuScffMMPDKhTgL9sJzrJNhnLY7H2j5rudZJYPkQ6uTcJdhnBRbLmbXPuoUx/BxBoSuEwFzhoXfxv/v/HH99jgkgdt455ltN9QoIvWJLV0zoDUGfb6VFz/69QkXWs998oaJ33PO7Qnptu3rFm/mWX705IL3Cy/zvx/x8khX1R/wp4lotpm67k8lv3M7k129l8pbbmLnr3qIDxFqedut/YKvV2f0feM+fcc/vvQOJIxo7txcWWN2Piy887m7swPKja2XVBAYRVpGwNko4L05Yj2VTfYC11jJ4hrNFzjamZ1K0aktBQ2mpZ8/+Kf72z+7gZ37hKqKkMDq0CFPqOJLnqCh1MURicN4z4z1jPmfKOzJVUu+oSClMa5m9pJ6OKk6VhrVUvNBBmfYZ0+qZyXPGS3uvjjo6KFGZsOLRUi4p7MC64kjK3Oyl7v/z339WGq7dZvKW2xn/yn8x/tX/YuJrN5OPT8zZ54Jfeh1br3vl7GNVZeyLX2Ho6sdjklMTNrYDr4zX8JSNG0/pPMuZ8PfV2UWwz1oiOp0OSZKc6WEEljmhTgL9EOok0A+hTgL9EOokEAgsdybxzHBs8X6+GNC74N8bTtx93LtPb0dGbwdJd7+uaDHfSmp+CHpvh8f8u4p7F87mv2bvmHttq+Zv64o33XOZnvP0iim9i3a92xfKEukdU/f4c0UM6ex/mHv/17uYvOV2pr9195w7pefgHFO33cnQlZfPPrXuxS9g5NueSGPndkwlvF8uV2KgDowAq0jYECVsSqpsSapsiqqssZZqj9gFPd7/jUZYvHwMaNSL35eKCNPeg4ff/ul/5ZN/fw//8H/v4r0feiEXXjhCrp6GWOqR4XApgCQGqiIMWEvDGMZ9zph3tERI1eNRmhgygRQhQci9I1Wlg6duI9aaKh1VJk3KsCpjLmNGI6ZdzrR3ZIDFEOHQMqQ+QclQOhTvB71ddd15tsIxQTmb/0Uvc2y1yvATHs/wEx4PgHrPzF33MPblmzj671/i6Bf+k5GnPXnOMdN3fIubf+Q12GaD0ad/O6uf+3RGn/k04qHF3yBxN/Cm7CDcf5Am8FJp8L2rNjDUOLvE5fD31blJEEVOQJqmvOMd7wjtU4GTEuok0A+hTgL9EOok0A+hTgKBwCNx4403cuONN+JOtIh8GuguTrUmpqkNNubkfvSKFb3iyHzrrIWWO3tzO7rCAxwTJLpdGV0BpLvffGGm203Su52ex/OFie4x3bH2CiDzxRJ6Pp9vy9U79vkC0PwxL8TZJoj4TsrUHXcyecvtNHZcMMfOylSr7P/I3y54nEQRjQu3M3D5bgYuu4Tqprl3MFfWr6Oyft1jOvZAf0RAg0L4WEPClrjCjkqN8+MG5yfJcaLHIxGug04PsRiGjPCVbxzmM/94LwAH9k1jhyxtdVTFlt0awtooYcA7DuYZU+KLrhFjWE3MoIk55FImvKPjPW1RDDCgQiZCagwRgveetnd0FBrWss5U6GjRgdJWz1ERZjRiIs9pqcOVXSMxoOVsGuNIKTpGuhlVvfNsxFxLxYVyoFYCYgyNC3fQuHAH5/3YD+Dz/LhMkUOltZabmubgxz/FwY9/Cqxl+ElXsfZFz2PNC59DPDK86NeeAv5Up/nTQ3cxcAieJw2uWbWBdStcIAnzyrlLsM8KBAKBc5hgn7U4luu4AoHA2U+4Bg4sljNZMz94/820OCYewMJdEPOFA+l5fn5XR68FVtcSa76V1HyBoysydAWQ+eHlJ7JT6X1N5ZjF1fwOlvk5ICc6//wckd6xrag/xk8Bn2ZM33nXrP3V5C23M/3Nb6FZ8dPZ8MPfx0Vv+fU5x3zpaS+ivXc/jZ1dAWQ3A5ddTGPXhdhqWLhaLlhgABgC1hOzOa6yo1JjZ9JkYxwvWvgILC++/NX9vOIVn+D633gyz/+e7Ux7hxGoi8WK4LtLiqoc8Y4Jn5MYQw3BiBApjLucoz5n0jtyVTLvqUcW66FD0SmiQO6UdmmV1TRCLIaW98x4R8c7jvicMZ8zkWV08HiEiGKOdYDBkJORc0yc731/gGPdehnHxBHh2Jx8NnD0C//J/o/+HYf/5d/Ix8aP2y5RxMhTn8T6738xa7/7+af8euuA702Gef7QGkbq9VM+XyBwKgT7rCXAe8+hQ4dYvXo1Zp7qGgh0CXUS6IdQJ4F+CHUS6IdQJ4FAYCUwiJCXfu+9QkevANLtHukNXO/u0yuAwFyBIe/5f74Y0u0A6bXamr8g1hU13LztvV0nvQJIb45H99iIuefv7fLoFUC6+/d2pZxr7P2Lj7Lvr/+GqTu+haYnNq6ZvOX24567/M/fRWXDujl5IYEzR0IhfqzFsMlU2VWtc3FlgPPjmNppyvYI10GnnyddvZ6bb3o5qYWW9wway4x6jmYp3/iPh3nGM7egKIiw2sQ0vOWwS5nEU8egYhiKYoaIOOgyxl3OtAipL2btpkTUxNDyjtQKVhXvlQnviURpGkPVxMx4Q80bhtRyWCxHfM5MnpPSFa8VxRFhiYAIT4aScux9Bo7NzbXy87Tc1hVLejsJVyoj3/ZERr7tifg8Z+Kr/82hz3yeQ5/+HO37HwRA85wjn/sPTK22JKLIw8C70zHefXCMKzC8dHAtTx5YRRStjCXnMK+cu4Sf9gnIsoz3v//9ZNlKcxwMnE5CnQT6IdRJoB9CnQT6IdRJIBBYCaTFEhnTR8dm7Uq6nR1de5MWxZ283cWomML3vWtxYigWproBul2v+N7n2uVHh2N3Bfd2j8zP7YC5IogtX68r1szvPum9s7i7Lxy/uNabh+LmjTWfd66zDZ/nTN1+J/s+/DHu/PW34Oe9P2VHjzL59duOF0REqO/cxrrv+y52/MYb2Pnbv3zcuesXbA2CyBmgQnHn92VEfI9tcH1zHR8Y3cY/bbmcj269gndtvYw3bd7J9605j4sHB0+bIALhOuhMEceWhrEMWos1QsNY3vuWm7jmef+P1//Mv9CayREERamJcF5UYVAipr1nRj2pejJgg03YElVYbSNqxmDEMqGe1HsGJWLQWGpiiKyhYQ2xChPeMa2OhhiGbMyQidkaV9hsE9YkFQbEYlDSciY2GASlIjENLA0MFYr3mO5c3iuC1ygs3hocez9IYPaYXptHYWUtopooYvjJV7PjV1/Pkz73d1z1D3/J5mt/nMrG9UCRv9SLzzIefO+f0zlw8FG/5s14fm1iPz/80K382d77eHhm5pS+htNBmFfOXYJ9ViAQCJzDBPusxbFcxxUIBM5+wjVwYLGcyZr5iftvYQw/J8Ojt/tjoSyOhQLQu/8vFIA+vxukt2uj97n5wey9+9Hzf++C1/wuE+btM19wOVfwec7M3fcx+fVbmfrG7Ux+/TambvsmvtOZ3eeqj/8VA5fsmn185PNf4Os/cR31beczcPlumpdezMDll9DcfRFRI9isnEkMMAysBs43dR5XG2B3pcHWgYEzO7DAssar8p9ff5hvv/Iv8F6xVvjov30/T7l6I1aKGbc7T3a856DLcPhC7BBDLEIF4ZDLOJxnTKknV8XjqYulqkJHoOUdHRRRyPGk3tEwMYlCKsqMKq0855DPOOoyJvOcDmARIlGMFiKNiOBUyfCkeHLmCuXdrkWDYNBZMbsrcPd2Kjrm2mx131dW2vuAes/4125m4LKL5wjPBz/5L9x67S+Atax+ztPZ9IofYehJVyGyUMpXf1SAZ0mdl6xaz45685TOFQj0Q7DPWgK89zz00EOcd955oX0qcEJCnQT6IdRJoB9CnQT6IdRJIBBYCaQ9gki386M3AH2h4PHuR78B6At1f3RFjfkCSbf7o3tcbwZIr53W/MWtXistWPmWKo8W12px84++thBAWu2T7jt5y21zRJHhJ1/NU2/5d6Lmyg7iXenUKcSPTVTYldR5XG2QHZXKae3yWArCddCZx4jwpMvX8Y53PpPrX/95fv5NT+QJV21g0ufUjKUixc/FoFSN4TxJZjNFEgNahqyvjhJGTMR+lxaWWr6w50oFmliqUUzqHJPiUTXUBdrqaQMDYhkRwUZQ85YmlkOmsOZquZxUhUSUWAziHRhLrEXHSFsdGW52vu++l/hypo8RKlCacc3tQjQU3SNwTDjpvp/0iu7LPZ9EjGH4CY8/7vl9f/3/ik+c49An/4VDn/wXGhdfyKZX/AhrX/ydjyrLqQN8Qmf450P38O1UeOnoeVzcXF7iSJhXzl3CT/sEZFnGRz7ykdA+FTgpoU4C/RDqJNAPoU4C/RDqJBAIrAQsBgGmJqYWtL/qfnRtr7oWWF1v+PnCyUJB6l0BpGuF0tvF0SuCKMwG8XatvHpDdXstsnr/OO61wZp/d/DZhnrP9F338vDHPs5dv/377PnAh+Zst7Ua7T17FxREqls3s+a7ns+2N/08V3zovax90fPmbDeVJAgip5Fu98dFCC80DX6luY6/WrOTj2+9gj/begVv3rqLH9uwhcuGh1ecIALhOmi5ICL8zP+4kv+6+cd5/fVPoGIMAyai7T1TPqeT5nikEAxEGI5iNkUVUJhSR66eKe9IBc6PK2xNaqyyEVVj8Ahj3jHtMirGMmoiBoxFjKFqDZEKR31ORz2DGOrWsDpJOD+qsiFKGIkTKkCu0PFKLoZYwSrEAk2xDGBJsMRQfggGKTsTtZRMIMLSRBgCBimstrqWWjFQ5ZjNVldEZ/acxyy7Vgo7f+uNbH3dq0nWrpl9bvr2O/nmG36TL337C7j37e8iPXL0UZ07BT5Lh58/cg9vfegu7pyeYrkYF4V55dwl2GcFAoHAOUywz1ocy3VcgUDg7CdcAwf65cYbb+TGG2/EOcedd955RmrmB++/many84U6RHrpFTnm21/BiQPQe4/t3bd3YYp5n/cKJ91tK9H65FRQ72nd/yCTX7+NyW/cXlhh3XoHbmp6dp/BKy/nyr/58znH3fKqn2P6m99i4PLdDFy6e9YKKx4K89GZIgaGgA1E7IpqPL4+xKXVOgMrUOwIrFxUlWn1tL1HVfn7v7+b33vTf/C+D72QSy9fg5FCGMi1mG/HXM6Yy4iNoYogIgwYS6TwkEsZy3Mm1ZGXS5V1Y6ghZCgTzpGiiCodihMOmEKGn9Qc7+FQ3uGwz2e7RnKERISKMYiH7juAEyHzxfaic0Tx5TuIQ+d0hhhsz/uHkpUf3ZB2OJYpZTjWWdJLb1dib6fjcsSnGQc/8Wn2/MmHmLz5G3O2mVqVC3/v11j/khed0muMAs9OBnnx0Bo21ZundK5AoJfF/M0URJET4L3nnnvuYdu2baF9KnBCQp0E+mE510kQRRbHYzmu5VwngeVDqJNzlyCKBBbLmayZF99/M9OAz8DEx55fSADppTe0vLt/7+d+3j7dWXChDBDTcxw9+51LAsh89n34Y9z1O/8TNzl10v1MtcpTv/HvmOiY27bPMkwcn+SowGNJAqwCNpOwO6lzVW2IHdUq1XMsiD5cBy1fOt5z+71HeeYTPsTY0Q7VWsQ/fvEHueyS1QDEIngtLKmyMmskw1MTSySCFWHUREyrY2/WYcI5pr3DqRKLUBeLEZj2jpZ6VMB7aPmMQRNTEWHGK94oU3nGwTzjiM+ZyXLaKEaEihEihEilED6kFOy90lYlK+V7RfDIrMlW0WVoyk5DwQIqAmWAfI6nw1zxv1udDmZzTHozrk6UU7LcGL/p6zz0gQ9x8BOfQfPCRPLqT3yY5sUXLsn5tyF8z+A6nt0coREnS3LOxRLmlbOLxVz/hp/2CcjznE996lPk+bnqHBvoh1AngX4IdRLoh1AngX4IdRIIBFYCGaUYkbeO68bo7fYwFNZWlrn2Vd39e4WThayyuiKHLPCRc7xl19ksiKgqrQcf4sDHP8Xdb/kD/vtl1zJzz/1z9omHhxYURCob17P6+c/igl/6aS7/s3fx5C98Yo4gAgRB5DQhFPkfW4HvkCqvq63iT0Yu4JNbr+BDW6/ghq0X8+MbtnLp8PA5J4hAuA5azlSMoa6GzVuLRcjnvGArW3cNM60OVSXTIvS8IkJiDBvjCiMmZsY72urJS6FEFC6Ka2xJqqyOYurGkANHfc6MepoYhk1EpIIINMQyrZ4ZVWrGUMPQiGK2JTU2RVVWJQkDUQTqmXFK6pVUlBih2v2whmZkGTIxVSISDDFKQmGhZTC4sjvElWHsomAwVDA0TMyoJKzCMIKhzjGh3lCImnUK+61u/ggcyyOplft0bbi625YDQ1dezu53vpUn/es/cN4rfoS13/2C4wSRiZu/QfuhfY/q/Peg/O+J/bx1333cPDWG86f/nTrMK+cuoVMkEAgEzmFCp8jiWK7jCgQCZz/hGjiwWM5kzbzw/ptpc0z86L07dn4A+vyukIUC0Ol5vJAF1nK+y/axQFXpPLRv1v5q8pbbmLzldvKx8Tn77XrHm+dYnHT2P8zXvudHGbjsksIG67LiI1k9erq/hEBJlSIA/QKpcmVtgCurA2wZGDjTwwoEHjWtVsZv/O4Xee0vXMngUIW293RwNCXCSpEzUhFDjpKrknnPEZfRRqmJKbtGYJXEeFEeyDqM5zkT6si8xwo0JUJEmfaOGQWjWmSBKDSNIUaY9o7IGMZcxoGssNRqZY4OHiOGihFipMj9EINTxUkheHhVnPN0Shstj5b9IpTWWr60axQsRfcJFF0kmCKbBO9Kcd7TLoUUKN6zbM/n3dyq7uPeTspeq6353ZBnCi3FrS4+z/nq86+h9eAeNr7sGrZe96pH/Z6yGXhOfRUvGlrNquTcE30DS8Nirn+jk249h3HOcccdd7Br1y6sXUnRSIHTSaiTQD+EOgn0Q6iTQD+EOgkEAiuBbraHa4HU5gag9y7u9C4MdQUT17O91yKruxgU7uOErzz3+5m5655H3G/mW3fPeVxZv45v+/KnH6thBR6BmMJHfwsxlyYNnlgfZnu9Thy6cPomXActf2q1mLe9+Tvo+CJMvWqKcPRvfPMw3/jKAV72Y7tpqy+CykXAGNaZClMu54jLiYxQxXBAM+piuCipc8ikPJSnTErOtPeM+ZymMQyYmMjnTKFYEWIPEz5nwFiaUUTHOwZtxIAYGi7jkMmKgHfn6aiiBhCDVyURIab4PDOe3FoiB84VFlleAHU4BIeZfT/L8WWWiEFQYl+IJAZLhCe2MQ0F7x0OpV1abXWPjyi6RLrvkd1Oy26YezerpPvRfb88U52PvYIIwIGP/SMzd98LwEMf+BD7/vr/sfmVP8rm176CqFFf1LkfBP5q5jB3dVq8eHg1j6sPEZ0GO6swr5y7BFHkBDjn+NKXvsTOnTvDL0XghIQ6CfRDqJNAP4Q6CfRDqJNAILBSKESMFkptduFnfgB6r4WILLDtbLa7WghVpbPv4TIE/Tambrkd26hxybv+55z9KhvWHSeKxKtHZzs/Bi4rgtAr69aezuEHejDAMLABy+64yAC5vFqnFkLQT4lwHbRyqJii62PSO1qtnJ/5kU9y2y2H+MK/7uFtf/AMGo0Eh1I3ho56mjaiJoZDPmfSO+pimMHTcR1GbczFJuLevE2cZ0yoZ9p7UvEMEBEbw4TPyUWoq2Gm7PSoGktFlRkDF9gazdzwcJYyhWfG5aRe6eCxBlQMsVLkjmiEqJJaT2YtkVfUg1PIUVQMXl35v8FJ0V0ieNKy1zHCYMUQOS1i2o0lFYgVBrwvbbiKLpJO+T0Tiu4xKN7/ertIuuJJrzjSPeZMvleueu4z2PI/fpI9H/gQvtXGz7S4/53vZd9H/pbtb/oF1n73848TUk5GC/g3N8OBww/xzLTFdw6sZvAxzhoJ88q5S7DPCgQCgXOYYJ+1OJbruAKBwNlPuAYOLJYzWTPfe//NzBAC0E+GqtLZu5/JW26fFUAmv3Eb2eGjc/azzQZP/fq/IT13yz7wxx9g7ItfpXnZxaUAcgmV9WsXtfAUWDoEaALrEC60dR5Xa3JFdYC1jcaZHlogcMZRVd7/f27l1T/+TwDs3DXC33zhGtY0q9hyzqqW/7fL5clp7zicZ8RGqIgp9zGsMRF7Xcr+PGXc5XRUMSgDEmEEJl1OC4i0a1el1I0l0kKitwi5eh7KUya8Y8bltL0jLV83NoWVVk0FKwYjoN6TGSEFvHpQxauQOYczgqJQBsg7hLx8TNlZIqVAYjDEBsQDRgqrLqUQTHwhpqQ4ZjgmhHQztLodJPPtJHuFE8uZvZmgc+AQ9//Re9n3l/8XzY71dA4/+Wp2/NYbaV60Y9HnXAM8MRnge4bWsr3WwIT3uEAfBPusJcA5x80338wVV1wRlMLACQl1EuiHUCeBfgh1EuiHUCeBQGAlkFJ6obcccW3uXJWzPHzRTyeqCt4jPfP2oU/+C7e+9vWPeKzEMemBg1TWr5t9bstrX8GW177iMRlr4JGpUyzWXSBVLq81ubo+zOYggJwWwnXQykNEeNXLL8UCb/jFz/Mnf/Ui1jSrtLwjMYZEDG1VYhGaxtBST8NYqpFwxOdMeUdNDG08e33GuihmwFruS9uMu4wpD+PkDGrEoI2J1DGlHlvqEtPeUzeGqhicFqLHjqTK4TzngBGmvDDjPB3nyb3ijOJFiVEqWGJjqQJVBG8MKYWIElmLuqJrJHO+6BYRpeoFJ0Iu4EprrhxF1JH7QgSxahGg5sEYyIwQS0SslqYW4ksLz0xpzaUUXSIwVwiR8vljVl5zhZTT+V5bWbuaC3/7l9n0ky/jrt96G0c+++8AjH3pq3ztRT/Ezt/5ZTb+8Pcv6pwHgc+mkxw5nPHcwdU8eWCYmln63/swr5y7BFHkBDjnuO2227j00kvDL0XghIQ6CfRDqJNAP4Q6CfRDqJNAILASONbTkJJxbtkFze8Amfz6bUx943Z2/s4vs/ZFz5vdr3nxhccdG4+O0Lz0Yga6HSCXXkzlvA2hA+QMktDNAUm4rFrn8dVhtlcqVKshBPhMEK6DVi6vePmlvPT7LySvShGIbiNa3nNopk3TWqjG5Ko0xOBMYaO0xiTMeMdhl1EpU6b25hmjNuKiuM490sLkhXAypjnD1jJgIhLvGMfhESrAjHdUMSTWEnstzh1HNJ3lkM84TEZqPNPekXqH84CFXB0xRbdKIpAgxBoxINBWR8cKOY6KWNAift3hyQUiUfDgRcgpRRIU9YpTh1Gl6COxGIWKKpFCZgyZKWzAmgh4xwyeqVIg6QohQiGMZByzoKyVz3VvPjgT3SP187dw+Qf+iEOf+Tx3/dbbaD/4EAADl1/yqM43A3zZtzk6tp99vsPzGqOsXuIQ9jCvnLsE+6xAIBA4hwn2WYtjuY4rEAic/YRr4MBiOZM184L7b571SD/bae/dP5sB0hVAsiNHj9tv87U/wfZf/rnZx6rKra99PfUdFzBw2SUMXHYxlY3rgwByBono5oBE7I7rXFYb4Ipqg2bIAQkElgxVZVo9be9RVV7745/krm8d5X0feiEXXDAEQEWEighT6vEKufccchm5QA1BRGiIYVQs97mUA1nKhDoy72kaS8NGOO8YczkdChEhRxEj1NRgRcgVxIBVZco5Hi4ttTre0xFPOy/Mqowp5uRYhEQMCRCLQXxhneVE6ODoaFd8UNQX5pG5c+QCKoAqRepIkSHiUKTsZrHqke4/ERIB6yE3hlwKOy4tO0hmKCzCeq20lGNiSPc5z9z8EcvcLJLTgWt3eODG92GqFbZe96pTPt8W4Or6CC9sruKCaj3YaQUWJNhnLQF5nvOVr3yFJzzhCURR+DYFFibUSaAfQp0E+iHUSaAfQp0EAoFH4sYbb+TGG2/EOffIOz9GzAoirRacJQvKqkp25CjJqtE5z9/+87/C+Je/dtJj49ERxJo5z4kIl7777Us+zkB/GGAAWI9hm63x+HqTSyoDbAw2WMuacB208hERmmKJEG784//mb/7ymwB833P/L/9+64/RqMR0VMlQmmJpU3hMrTcVxvKMSXXUMEzjyYDz4yqRCFGeMkbRNeJQhsWy2saMaU5LFaOC8TCDp4YhMgJeUYEhG9G0EUddyiGXM+U8dWtoidJxOaiQGSVXR0cMMZ6qCBHFomoFi5oir6QjSipChpKYiIqCU8V5Ry6CASyKYHBSCiRiZmNIYlVS1UJg0SJ4PSoFktQIA2oZ8EqOYwpHq/y+RkDMse6R7nPJAs91RZTHGlutcMHrrzvueXWOB/73n3Dej/8w0UCz7/M9ALRnjjKWpTx/YIQrGsNUlsBOK8wr5y7hp30CVJU9e/Zw9dVXn+mhBJYxoU4C/RDqJNAPoU4C/RDqJBAIPBLXXXcd11133eydcoHFo6q09+xl6tY7mLzltsIK65bbAPj2mz47p5tj4LLdc0SRWQusy3czcOnu0AGyTKgDa4HzpcZltQZX1YbY2ux/MS6wPAjXQWcPVWP4jidv5ILtQ9x79zi/+danESWWljpqYvEKk+qol7kj094xHMUk3nDIpVRLo8a9LuW8KCnttWCSQgQ5imNYIkZtzJTzTOLwQIzSwaNeSMQiFIHnkVHW2gpDNuZonnPQZ1S8J6PIM2m7HE/RHZKqJzOGGKEqkIhBVEnEUANygUw9HaNliLtgjMwKJOr9rO2VNSDe4Mp9MzmW025VaWnRdSIKFYUYQxopqpZRIrzzzOCY7rHX6tpoZRQCiCmfyzmWRxKV+3bFktPJfX/wx9z/zvey///+PZe+5x00dm7v+9gDwH9l08yMO8ac59sHRmmcouVVmFfOXYJ9ViAQCJzDBPusxbFcxxUIBM5+wjVwYLGcyZp53v03n5GFlkdLNj7B4X/+V6ZuvaP4uO2b5BOTC+775H//R6qbNs4+PvrFr3D0P74cBJBlRBVYBWymwsW1Bo+rDHBhpRpyQAKBZcjRsTZ/9Tff5JqX7wYK0SBVTyKFzRUUdlpVMUyqwyuk3nPApSQiRGKwAutszLR67uu0mfA5U94TCwxLRGwMqSqHXYoiRAoiRddKjMyxYYpEUC1EjSN5xkGfkXpP7j1tlI535KqzY0OK8PYESnstg4hgFUDxUoy3I0qmigO8KqYUSPBFV4wH1IJxhTCSqZICqBbh6eoxCIglFiXxAlZIjeJdYbfVwTFV2mvBsXyvnGPZI4ZjwogrH5+uzhGA7OgYX37Gi8nHJwCwA00ufffbGfm2Jy7qPHVgp1R4ysAQz26MLHnOSGDlspjrX3PSrecweZ7zuc99jjzPH3nnwDlLqJNAP4Q6CfRDqJNAP4Q6CQQCK4HZUNdW62S7nXbcTIvxr91M6/4H5zyfHjzMHb/wq+x5/wcZ+9JXFxRE4lUjjD7923HzvqaRpzyBbb/406x5wbOohlD0004CrAGuIOEH4kHePHQef7FmJx/cegVv2bqLl6/dzOVDw0EQOUsI10FnHyPDVX7qJ6+gYYrlSVsKIH/+gW/wuc8+AEBHlSl1DIgtsj2MYYNNyBU66nEK+/KMmlh2VmqM2IgBY3EKRzUnVyURYZ1NiAVyU7xPWaUIRldf9JmoknkFUerGsj5O2JXU2RpXGIgiBkzReTISxYV4gmK1sOHqqDLhHeOa0/YZbbTM8BBqxjKMZbWJGcbQMAZrBGsNEhnqkaVuDA0nRCLEKtSMYQQp9hXBG0MmQq6Oti+ss2a8xzqlpmBiJbKWVbbCBiJ6++AsRadIzLH350r50c0ficr9HmvikWGu+vsP0dx9EQBucoqvv/x/sP+jf7eo88wAt2uHz08c5WNTh7m/PY1/lPf8h3nl3CXYZ50AVWViYoIV1kgTOM2EOgn0Q6iTQD+EOgn0Q6iTQCCwElgOM1R65Ohs10fRAfJNZu69H7xn6+tePcfnvH7BFkytim+1AUjWr2Xgkl00d19UWGFdtpvKhnVB8DjDxBQ5IOswbI/qXFarc2l1iI31+pkeWuA0Ea6Dzl5qxhKJMOkd//ml/bzpus/hvfKG33oSr3/jk3AKE+poliJBG1hPzAGX0cJTE8P+PGWNjbkoaXBXNoPNYVI9h1zKahsTG8s6iTni8qLrAyVBEMCVnRiRyGwGSC0yVNQQG8OoTYrMEZ/R8lDF4vDMqCfFI14RLKqelhG85sQICUKCnb0jvWosNVW8kaKDxPgiQ8QK3ihVQH1R6ymeGEis4B1kBtrq8WjxO6CeloIxlthB3YO3grOWQbUM+cJaawrFoXNstLrdnAnFwnAOpb1Y8R7+WMoDtS2beNxHPsBtr7ueI//yb2iec8cv/jrtfQ+z9adf1fd7bQp8kww3OcaMy3muruLCauNYF0+fhHnl3CWIIicgjmNe/OIXn+lhBJY5oU4C/RDqJNAPoU4C/RDqJBAIrARmO0VOc8j6vg9/jEOf+ixTt95BZ9/DJ9xv8tY75jwWa7nwd3+FZM0qmpfsOi5MPXD6sUATWFMGoV9crXNZdZDtIQfknCZcB53dxGIYNsIH3/8N8rx4J5kcy2h5R0UMRoRJ72kYQ80YWsA6STjkMmbUUxfDQZexykbsSurcLW2iPGfc5xx0OSMKdWNZZWM6XjmiGRmKqFBBMMaQ44kQMELLK1aVujWoEWJbZcTHtHLHIXVMeEeiHu+Vti0EEg8Y77Fi8eqZMUILj8VQAVQsVgSlyFWpqcGZwmIrNUpHPWrBK1SJ8N6jHlI8BiUWg1clFSUVQBXvHR6lg2DV0FBBjdCJDXVnaHhlhpypMpx+fsYIFF0jvbZaSc/njwVRo86l73kHd/3277P3z/8agPv+1434mRYXvOF1fQsjHriLnHxmvMhk8Z6La01i078xUphXzl2CKHIC8jznn//5n3n2s59NFIVvU2BhQp0E+iHUSaAfQp0E+iHUSSAQWFG0WksqjPg8Z+bu+5i67Zu07rlvTrcHwNStd3D4M59f8FhJYhoX7WTgkosYeuJVx21f//3fvWTjDCwOAzSA1QhbpMal9Qa7qwPsSCokSXKmhxdYRoTroLMfI8Kfve8FXHD+EJ/97IP86u9+G1aEGTwVLTJEpr2nZgobqmnvWRMlHM6PCSOHXY4rhZG7aGEcTLicIz7HiTKApRYZztMqB/MOKUpHwKsvAtulsL6KxeBRJn3RsVE3lqqxJImlqUruHQecY9ylRBhqXlGBlhRh7yAYr4gYPJ4ZoKWeGEMshUBiBBCoGUNNwRtLx3tyo7RVwRqcKlWNoBRdUvVYAzUPmTG01JOX2SPeO6YQjEYkuWIxpDFUfUzDQ0cdR8nJKebeKsc6RyxFp0jGsZD2ruXWYyGOmChi52+9kdrm87j7zW8H4IH//Se4Vosdv/5LSJ/ChgfuRcla42SqtNVxeX2QqunPECzMK+cu4acdCAQCgceU0xHmHggEAoFA4OzCtVpM3f6tY/ZXt93B9B134Tud2X02/tgPUlm7evZx85JdQBHc2tx9Ec3dFxU2WJfsor7jAkwcn/avIzCX7h3Ko8AWalxYrXN5o8lFtkLtNHcWBQKB5Ym1ht/5jW9n5k05baN4hQaWlne02ikDtYSW91SNYcBYJr1jVRQz5jImvaMuhjGX44GdSY1KZhAE43LGncMZZdhHRAY2xFUmXM6Yz8nwOIREDRUBUcFL0TXhgXHnqBhDQwTBMGOEzSZiQ5Qw7XIO+Zxp74hMRNNDJtAhL8QNBaMAQoYnBWZUiUWoqqDGFIHqAnVjEIUBI3S8p1VabOVqMOV4hKJ7RFBiDHlprZWLIVewvghcN0aoOKWqhk6kWG9Y7yt01DGGIyttteoU4kgKC9psRVBmpCwtIsLmV78cU6vxrV99MwBH/vWL5JNTxEMnD8nuRYEHAdeeIPdKy3me0Bymbk9HUkpgpSK6wkzTFpMiHwgEAoGTczYJFp/desVj/hqP5vt1OsYVCATOfsI1cGCxnMmaOZXri/a+h/n6j/0UM/fcB96fdN/LPvBHrHrmU2cfZ+MT5OMTVDefF/I/lgHdu5CHgU1U2V6pcUmtziVxneGQAxIIBPrAqTLlHZkqBx6e5rue8VFe+TNXcO1PPQ6ARISKCFPeozArcDTEICIMGMs6G7MvT9mTdZj0jmnvSIywSmIiU3RtZAqHXUpHPSBYoCqGChaHw4lgETxKpkpiDANiiBCmVXF4VCFTzxGXMeZyOqpF+LcqqR4TSIxSiDRAjqKlyBKJUqXohjEokRESD7kIuVfa4mmpkqnHledRVZwqKSAGnPN0yrwUFGzZQYKxJAKJF9JIcR6sh1QdR8hnO0G6weud8nOY20kCx4SSpWb/R/+O+298H4/7y/dSWb/uUZ9nI3BRMsDTaoM8YWCEZhBGzikWc/0bOkVOQJZlfOITn+A7v/M7icMdRYETEOok0A+hTgL9EOok0A+hTgKBwIpinn2WqtLZu5+pW+9gsgw/H3nak9n04z80u0+yepTWA3sWFERqF2yhubsMQL9kF0NXXj5nezw0uKg7SwNLh1B40g8BG4jZkTS4vF5nR1RnQ6NxhkcXOFsI10HnHlaEQWM5ON3hZd/zd9x71xi/+jOfpzWT8XOvfwKpKgo0jWHKewZthABjPqeOYdI7vCobooTYGB5MW0QUAez7NWOtxKUgARviChMuZ9zlKDCjngylKoY6QkZhq1Utcz0O+5xIDINGqEhEjmfawwZTYV1coe1yDjvHpM+wCjWNcAJtV4So53jEg1XB4smBSRSjWog9DjIRLEpsLBU11EXJUKbF0VElV0+MYL2W4eyCtULNFZZgLSmEGeMdHSA1lsRD3UvZOWLZ4C2Tms0Gsnfn8274ekQhcjsKQSSh6MxYanFk/UtfzNrvfgGmcmq2iXsB0skikB544iMII2FeOXcJosgJEBEGBwfDHUaBkxLqJNAPoU4C/RDqJNAPoU4CgcBKwec5rbvuZerue5m8tWuB9U3ysfE5+4k1c0QRE8cMXHYxvt2hWVpfNXdfRPPiC4maYXF9OdBdMBsA1mM5P26yu1rh0sogm4IAEngMCddB5yYiwppGhec8dyv//bUDnLe5yXd97w5m1FEXS6bFQn5XGBmwEUaEIy6jjmEaz5485bwooZY0uDdvE7ucSZezP08ZtRGDYkAMw1HMgLEcdhktr+R4phQ6ZUj7oAgdlFyhJgYFxrwDLQLghyVCUaZVMTaiZiK8Jkyr42j5msYqDRUysaR4OlAEvnslEQNadHq0AYtQQ8ilyFuxKA2gJhFt5+lYw5R3iBUESPCoU3KExHhq3tAq80mkFEdyCnGk6qHihXak1F1M0ytT5ExQZJd0w9a7XSJdcSTnWN6IoxBOlor5gohrdzjy+f9gzfOftajzFMLIFACK8qSBEZp24SXwMK+cuwT7rEAgEDiHCfZZiyPYZwUCgTNFuAYOLJYzbZ9156++mb0f/Mgj7tu4aAdP+ORH5zynqmFxYpnQK4CswbItbrKrWuHiyiDbggASCAROM//7vTdz1dM2sm3HMJkqGZ66FF0A8620Wt5x2GXUSiutihjOixIUuDdrczjPmPZ5GdxuWWtjRIRYFIPQVuVwnpHj8aWZVKRCwxjqYkiBNg6LIAhpGXheMYYhY6mIkCNMuhxXpnE4r0x6x5jLmPaOvBQrMoGOd6QUllrGF0HtiuKkSGOvCFQxWBEigQiLBTrqaeNoqZKqx5fnRIWOd3ijiBfaokUAvBbdKAYQY6kCkQhtA3gF5xkjZ7rsGulaaqXMtdRKeWwttfLpGb7xmp9n7D++zIVv+TU2/vD3L/ocG4GdSZOn1QZPKowEzh6CfdYSkGUZH/vYx/je7/3e0D4VOCGhTgL9EOok0A+hTgL9EOokEAisFBq7LjzuuXj1qjL4/KLZLpDalk3H7RcEkTNHlUIAWY1la9TgklqViyuDbK1UiKKwfBA4s4TroMBPvfoK2t4z5R2xCKhhRh01zOyi/aC1TDhHzVhWIxxyKTUMnZ6OkR1JjboY9mUQ45hSz4N5uxBGTGHBVTOW82LDlM856nIAnCiT6phRpWEMo8aSqTCtDitCguAVDrkMVKgbw6AIkUS0UabEMWKE4SgiVWUyzxjzjpnSBkuAVJWWKTJJFCHWokOkA3RKEaahgjVgMcRGGNKIOkobxzRKKkXuSNVY1BfHJQIVNYU4IoXdlvGOFiAmopmDt0LbGkap0HQ5R8jJy+9rlUL8cMztGsl5bCy1Dv7jpxn7jy8DcOev/h6VdWtY9azvWNQ5uh0jpryuWEgYCfPKuUu4qjkBIsKmTZvCBXngpIQ6CfRDqJNAP4Q6CfRDqJNAIPBI3Hjjjdx444045x5558eQoSsvZ83zn0nz8kuKHJBLdlFZu/qMjikwlyrQoOgA2WxqXFyrcWl1kAuq1SCABJYl4TooAFA1BgEmvSMC/r+3fpVDh1v83u8/nQ6A97PCSNUY1pJw0KVUMaR49uQdNkYVNiVVGsZyf94mco5p53g4z2hazxoTk6oSoQzZmIaJmPAZk67o+XB4Jrxn2htqIgyZCCNFKLxTpSoWEUjVs88rVjyD1rBWIrwIU5ojKJU4YRXQUWUsTxn3HuM9sQoqSttBW4oOEuMVg8GrZ0IEcUpNPBVjsAqxEQY1oopnxhlSUVp4vPFUjEVKcaRiKGy1RGmJxygYnzMBGG9oeoOLwFjDOl9hRjPG8TgK8aMbvN7tJDQ9j2OWThhZ/9IXM/3Nu9jzvv8DznHrdW/gcX/9fgYvv2RR59kPRJ0pLEJsLVfVh2j0ZIyEeeXcJdhnBQKBwDlMsM9aHME+KxAInCnCNXBgsZxp+6zA8iKh6AAZxXK+qbGrVuPi6gA7KtVwZ2wgEFiRdLznl974ed75+18D4PW/8STe+KtPBgrhpCLCRCliZN5zyGUkIogIVmBDVKFuLB2Xc3+eciTPaKtn2jtEYI1JaFiDV6FijnVxjLuMGV+ct7DVUkShYiyDxlDB0MYzg0cVIgSHkqniFCpGGLERVQw5yrhz5HgoHK+Y6Qa0u4wcMN7TEWj7nLZqcU4xoJ6OFNZdVRGqCJEpQuNjD7koHV8ExrfwOPVYQF1hs+Us4JQZlDaKVRD1GITEGire0I4U9WCcMk7GZGkDZik6RlIKUcRTiCE5xd33rvw4VdR7bnvdGzn48U8BEK8e5cq/+fMFu0xPRgRsxrCz2uQZ9WEeVx+kdpLw9cDKZTHXv+Y0jWnFkaYpH/zgB0nT9EwPJbCMCXUS6IdQJ4F+CHUS6IdQJ4FAYEXRap3pEZyTVIFVwE4MzzFNrmus4R2rtvEX63fxnq2X8qbN2/m+1Ru5uDkQBJHAiiJcBwV6qRjD7p2js4+rFUtbi6X4tvd0VBmyEUYgNobVtuj+0FKceCjrMO4yKjZiR1Lj/EqNQWsZthGxCvvzDvvyFFVP5gtRo2IMa2zChrjKsI2IpFhYVYG2eg7mGftcRgaMSsQaGxFJkQ2SiKFhDCgcyDPuzzqMu5whY9lgE4aiGCtCI4rZnFTYVW2yJapQi2KqYhk0MaujmKaJ8AKZCBUVKqq01TOmOVM+p+08M1KIEg0RVkeWUSwNiUAErFCxhsQLgqFhLUNiURGcGLwImfNMiZLkUBPBWWHEVthAVFiEcaxTpJs7Ui0fO451jZwqYgy7/tfvMPTEKwHIDh3h6z9xHdnRsUWdJwcewnN3e5p/mxnn1vYkHV/USphXzl1CT+wJsNaye/dubFAOAych1EmgH0KdBPoh1EmgH0KdBAKBlUVypgdwVtNdkGoCIxi22BoXVursrg2wI4qpVqtneISBwNISroMC83ntq69gfKJD0oj5sVddSkc9HfVUxND2HmNg0ERM+JzYGNYSc8TniCpGhIfzjFSV1TZmfZQwgOHBvI1FqJRdI/f7DmtszIAYOhT5HlUjVKWw1WqpZ9LnZF5RKa21nDJRdnAMGsuwTUhVmdAim6SGmRVSpvIOVgxD1rCmFC6mNGdGldE4ZoSYGec45HImXEbTQl0tHe9piSdFSXwRDt9BaZOTeEsNwRvBqDJgLBXxzDhoG+ioKzJJXNGh0gaGMaSm6CxRwHrHNIWl1qA3pDEIlvXOMEHOBB5PIX44ik4Rw7HskW7XSH6KP2NbrXDpe97Bf730FczcdQ+te+7nllf9LFf8xbuxi3ifS4E9OOJ2i38TIRHLRdU6UZhXzlmCfVYgEAgsQ06XTdPZZG8R7LMCgcDZTLgGDiyWYJ91dtG9C7cJDGE4P66zLaqyu95gu63QrNXO8AgDgUDgzDHjHTPeA4WtlhGIpTDHaRhDLIYJn+MVVJUxn5OrYssciYYY1kcJ1hi8Kgdcxt6sTdsrLe/oqMeIsM7G1EyxeN59DdUiO6Stnhnv6ajDA75cbRUUi6FpLQNS2FtNqzKtbtZeK++x16rO2mtZOnimnCMvg9FzVY7kKUdcRkdBvCcVmPY5qYJVJRJDiuJQEinEkbi01Yp8YeXVxjHhlUw9goJXMu9JjYIvxJUWZd6IegRDxRrqapiyivGKd47D5EWOC5RZK8VHN2ckpbDaysvtp0J7z15uesnLSQ8eAmDti1/AxX/4lkVngTSB8yXh4lqTZzRGuLDWIAp5ImcNwT5rCUjTlPe///2hfSpwUkKdBPoh1EmgH0KdBPoh1EkgEFhRBPusR4WhCEBfC+zC8py4yatqq3jzqq28f+2FvHfrZfzKxu388NrzuKI5HASRwDlDuA4KnIi6sVRNscRZMYZv3XGUL37hIQCmvSdTX4ahF8HaIzamagyuvE98Wj335x3a3mFEWB8l7E7qrI5iBm3EkI2IFPbmKQ/lHTpltkfqC6GiagzDJmJNlLAuShgylqqYwloL8CjjLmdPnrE/L3on1tuE1bawzBKgIoZm+TU8nGfcn7WZUceosayRmCqFuLMurnBRpcmm0lqrIoYREzFiIyIjpKKIKlUVcvWMa86Ud3Sc0hIFAwMSsdpEDFmLEYMaIbIRNSIsULOGUbGoGDIxKErqHOMoVQdWBG8ta02FEYrgeyi6RhIKYcRSdDN2rbZOVXaobtrIZR/4I0y9eM9rP7QPNz2z6PNMAXs05Vvtab7QOspdU+O8N8wr5yTBPusEWGt58pOfHNqnAicl1EmgH0KdBPoh1EmgH0KdBAKBlUVYrH8kIorv0gCwhoTNcYVtSZWLqgNsjxMqlcoZHmEgsHwI10GBk9E0FlXly1/Zzw9999+SZY7/988v5fIr1jDtPWKEodJKyykMmIgIx7Q6DEKuyoNZYZU1HMVUbcQOYxlzOXvzDhFFfkfLOx7yberGsMomVERIfZmjYYQKEVVrSU3RPdLyjlSVHAVVOqq0c88RcmrWMiyGirG0VJlUBwp1MXiBKecYU0fdCKM2YgTDJJ4Z71gTJ4wSM+lyDuQZeEfFRKTADDltFOMhQUjxtPFUvcGLIUNJjGVYDVVxTImnpYpXR4Wi+6UDjAikYplSj1El8jkTFAJOwxtakVKXmLrzHCKjwzELrQ7HbB5TjmWNnErHyMClu9j9h2/h4D/9Mxf93q9hKo/OpnMMeMB3SFpCBcP2p1yNmNA3cK4RRJETYK3lkksuOdPDCCxzQp0E+iHUSaAfQp0E+iHUSSAQWFEETWQOCYVtRxNYS5WtSZULa1V2xk02VypEUfjzPBA4GeE6KPBINI3lnb//VQ4fKjoVf+dX/p2/+vvvxYow5R0DxjJkIia9I1OlZiyRl0KMoFiwP+AyWupZa2OsMYxGMUM24kDeYX+eEosUdlnes8d3aBrDsI2pGEOmigBWoCGWGpaGsWTqaTlHW5SOLxQUVZhxOdMIiQgD1rLaxogqY97T1pxEDBWBTJWHspRIDKNRxFqT0KLIMhmyEYM2YsrlPFyKI4mJ6ADT5KRA5BWL0KIIoK+J4LXs5jCGBKHllSmBthQCSM1D5sEbz6gK0wIdAauQO8+UNTRygQhaGNb6CpOaMU6RSVKlEENyjgkjGacujKx+7jNY/dxnnMIZCo4A97k2pmOobVzHEe9Yq3bRdlyBlUuQwU5Amqa8613vCu1TgZMS6iTQD6FOAv0Q6iTQD6FOAoHAiuIctc/q5n+sArYhfJup8cPJCL8yspE/Wr2DP9t6Bb+/9SJ+esNWnje8jgsajSCIBAJ9EK6DAo+EiPDBP/1OrnrCOp7ytPN43wdfSI7HlzZZk96RowwaS6Vc/I5NYT8Vi6A9+92fd5jxhVhiRdgQV9ldabAxTmhay6CNaBhDy3v2ZB32Zm1mvMej5F7pqMehVEQYkIjhKGGVjVkdxTTFEgmoACgpnsN5xv1phwPeUTPCBpswKBakEFmaNsIKHMwzHsg7OJT1JmG4tOAajGK2V2psTarUbGGrNWoiRk2EGKFjIFaI1TOjnjHv6Pji84wiV2VUIoaNRcSgVogjQ10tgqFuDUNii04TEZzLmNSc1HlqXnARNGzMOiJiCuEjKT88xV35Sfn8UssO2dg4nQMHF33cIeDBbIa/+frNfGn8CEf9qcbCB1YS4crrBERRxPOe97xwcRo4KaFOAv0Q6iTQD6FOAv0Q6iQQCKwoorO/VaQ3AH0Ew6aozva4wkX1BheYCqP1+hkeYSBw9hCugwL9MDBQ4Z8+8f2kFSGpFrXSUU+ihWgy6RwD1jJgI2wZ0C6lcNHBMa1FYHuuyp6sw5At8jesKWyutiQ11uQxD7uMIz4jkaJDpO0de32HqjGM2KJLRBW8CKKeyBqqGpGj1EyRc5J6zzSejvOFQNLtHnFCXHaPrDUxTpWxUqCpi8EBR/KMw5oxHFnWmJgOyqTPGS47RyZ6bLVWSUQbmCpft5s3MiFCjFJXg7dFx8iQxsTkTEvRWUIkVJ0vhB7RsmvE0C67RlLvSY3QdIIz4KxlgzMcIWWKY9kiXWut7uen2jHSZebu+7jlla/DDgzw+A+/H7uInC0PHARWb1zPLXmb4elJHt8YZNCGOeZcIPyUT4Axhh07dpzpYQSWOaFOAv0Q6iTQD6FOAv0Q6iQQCKwo4jM9gKXFAHWKEPTVxGyJq+xIqlxYHeACG9EIgeeBwGNKuA4K9MvqVXWcKuM+x2uRgdFyDsk81WpcCiNFQLulsNZSoGIskQrT6snLrpFxl9PynrVRTN0UeTa1KGKrtax1hThy1GckIuQobe95OMuIJGfAWAaMJTKGzCsZihWoiaGKIbVKVT2ZeNpe6eBIASkzSI7knqPkDFjLiLVYtRz2ntw7qmJQgXHnOKpuVhxpo0z0iCNjecYBl+O9Y7Uapr1nRhzeQ1WFFGWcnKqz1IzBolSNUBFLS4VJr6RWsT6ioUobTz0Sak4YK2PkjXdMAFUxNL1hysIwVWKXchQ/ewNBi2M5I50l+DmrKrf9zBtp3fcgAHf84q+z+4/etigLrBQYj2Fv2uar1tCILLsrTeohu+isJ9hnnYBOp8Pb3/52Op2l+DUNnK2EOgn0Q6iTQD+EOgn0Q6iTQCCwoljB9lkRMAhsBq4i4XvjIX5pcB1/uHoHHzzvEv5o627esHEb37d6I5c2B4IgEgicBsJ1UGAxWCmC1Y1Amjp+5uWf4tof+yTOFZkXE66wj6oYw5At9iuOMwyIpWEMUho9pVpYZO3LOuS+6CQREepRxAWVGruTBhviCg1jGLARTWsxIhx1OQ9mHR7OU1rezVprtX1hmZUYYcBEDNqY4ShiNIpZFSVUrcEisz5TEy7ngTRlX55TF2F9FFMzBo9SFUPNGCac496sQ1sd60zMkI0xIoxGCTsrNTZFFWIjNKxhtY2oG0Na5odUVWipZ9w7Ol5pUXS4DErMKrE0JMIYQQ1UjRA7UFFGKTpaMiOoCKnzTArUnIBRqqaw0zIUXRnV8mcjFFZap4qIsOvtv4ttFF2ZBz/+aR58958u+jzTrRZ7SXmg0+I/pye4t9MiKzuGAmcvoVPkBMRxzDXXXEMcn2W3NwWWlFAngX4IdRLoh1AngX4IdRIIBFYUK0Qo6AagDyKslwpb4xoX12vsiOqc12ic6eEFAoGScB0UWCxWhAFjefnL/oGPf+xuAK7/2c/xP//oWUCRHeIpAteHTcSUd6SqiAgVLLFRpr0j41jWyIw6VpkifL3bkVC1li3Wsl4TDucph8rukpoY0jJkfdoVIsiItdTEYpAidB0hksIWS8XSUU/FCLkoLa+0yEkVBKWtjn25pyrCiI3YaGMm1TM1r3NkrOwcWWcSpvFM+ZzVccxwFHMg73DIZQyYiFppudXRomvEqWdSDAmehjd4USrWMqrClIMpETLriTxEamjjqEeWilMm8HjA+owpDDVniERoW8taJxwiI6UQRtocE0ZONSGoedEOLv7Dt/CNV/0sAPe87Z00L72Y0ac+uf+T1GqMA/t8h7hdCEdVYzi/UsOG4PWzliCKnABjDJs3bz7Twwgsc0KdBPoh1EmgH0KdBPoh1EkgEAg8erqWHU1gGMMmW2VHXGNno842U2V1yP8IBJY14Too8GiIxfDaa6/gUx+/lygyPO+FF+BRTNmGMe2LzpG6KcLTW94xXXaDmFJUyVGmfRGc7hQOuIxx71hlI5o9+ROJGDbEVdZEyrjLOeRSJp2jIoYcJVXlQJZhTM6AWJrGEhtD7iEXLTI3jKGuESlKxXjqKrS9Z8Y7UhRU6Sjsy1OqYhi2ERtszMQC4sg4ntVRxFoTM6k5M17ZEFcYMRH7XMa0d4wqzADT4nAeakBbPUdVaYrHSSFuDJqIinomEVqmCK+vYsidR0UZUWFSIMMQqdLyjtgYqmpoW8MqFzFGTotjVlqwNMLI6uc8na0/ey33/+G7wXtue90bufrvP0R108ZFnecIEPk2lY6hYSx1Y1kfJ4uy4wqsHIJ91gnodDq85S1vCW2ZgZMS6iTQD6FOAv0Q6iTQD6FOAoHAiuIM2md18z/WAruxPC8e4H801vD7q7bxgbUX8t6tl/Ebm3bysnWbeGJzNAgigcAKIFwHBR4t3/WCbfzp/3khH/nES3jeCy/AIGhPzPeMLwQF1aJrZMjaWTstRIjEMGIsdTm2jNpRz948ZU/aplWGoHeJRFgVxexM6uxKaqyLE+qmWGgfsBEJwoTL2Zt12J91mNYcD+RKIYCoA4GmWAZLe61VUcKoiagaA1KMvq3K/jxlb54RIWy0ha2WlrZascCBPOUhVwgo62xEBVPYfiVVtsQVEhtRtYZRG1E3QkcUqxB5z5R6JtSRek9bILGWUWMZwpKIRa0hspa6WkQMA2KoG0tuDLkIWRkkX3MK1jJCRJUiYL37PyzNHfvn/+y1jD7zqQDkR8f4xk/9Iq7d51xRXq844DCwL+1wa3uGr7cmOeKyJRhdYDkiqqqPvNvyYWJigqGhIcbHxxkcHHzMXsd7z6FDh1i9ejXGBO0osDChTgL98Gjq5Jn337zo1/ns1isWfcyjeZ3A4uj359JbJ89+8JbH7HUCK5vwvnPucrqugQNnD2eyZk739YWluLN1EFhLzPlxnZ3VChdVBtlaqRBFwSAhEDgbCNdBgVOlXYofx1BmgzuAWIRBYxERVJVp9bT9sWwJI0W497R3tOctpzaMZdRG1MzCAd2peg7nGUdcxowvOi0yLSyxvEJsjmWZWGPoJppYgRjBK6QoqXra6pkurb68KhaZzRcZsRE1YzjqHC11RBQB8B3vqRrDGolQEY5qEULvVHk473DQ5Yh3dChswnLviTGkUnyPGkZIMEQCNQxt75nA01KPoojzRZi8VbyHcfWoelAlloiKKpkF7xzjOGbK70v39glPIUqcCtn4BF/77h+h/cAeANZf8z1c9LbfXHSnRwPYRMIF1TpPbQxyWW2AQRuuJVYCi7n+DT/RE2CMYe3atWd6GIFlTqiTQD+EOgn0Q6iTQD+EOgkEAuc6McVixRDCBipsSapcXK+zI6qzKeR/BAJnNeE6KHCqVEsxrSuMfPxjd/OVL+7jN9/6VBAhU2XM5wyaCCtCUyyJCFO+EC68AgiDNqapyrjPyUpxZNo7pr07oThSWGtVWBslTLicwy5jwuckasi1EDuOuJwxr0VHiYlIjAEPKoBARYSqWhI1VMXQUk/LOzqqoEXnyL48oyqGVdYybGIOe4docc5UlQd8xqA1rDMJU3imXD5rqbUnT1HvGBFh2mRMqxIrqHqmEGJRGmoQU3SNrMIw5XPGvcfZIhvFqNDGM4gwVdqGZZrhMVScgLUMOgDHNMVNDS2KDs9TFUXioUEufffbueklL8e32+z/yN+y+vnPYvVznr6o80wDB0ippMLXRBgwERdV61ROIHgFViZBWj8BnU6H3/qt3wptmYGTEuok0A+hTgL9EOok0A+hTgKBwIriFO2zKsAosB3hqabGT1ZH+Z1Vm3n3mp386dbLecvWi/ipDVt5xtCaIIgEAucA4ToosBRUjaFpLB//2F286oc/wY1vv4mfu/YzaNkR4hTGfU6qxeNEDMNd26qSXBUPrLYxozYi7ulEmPaOB7MOe9I2066w5OrFijASxWxPalycNFgfJTStLTNNLBWxTDvH3ixlf9ZhSnMytOgU8TobxD5oLEMmYtTGjNiYqjGIKKB01PFQnnHA5Qxby2obgxSv3TCGae+5L2sDylobEWOoRRHbKzU2RAmRKYSAVTYCI3iBKkKuyph6ZnxO2zscygARo1hqWDAWY4SaWCxCk0K88WLJ8LRRcEWQfRM7x0rLU3R+nirNiy/koht+HYkitr3xZ1n1rKc98kELXK9MAgd8h71Zm/9qT7AnbeNWltlS4BEInSInIEkSfv7nf54kSc70UALLmFAngX4IdRLoh1AngX4IdRIIBB6JG2+8kRtvvBHnTvV+yyWgVutrt94A9FVYNtsa25Mau+t1LrAVBvo8TyAQOLsJ10GBpaJqDJ3xDOcK4SOKDLYUNjxFR8iEc9SNUjcWU3aNVMquEVeujXdUEYQ1NiZVz7h3s50jM+qZyTtUxDBsi84P0yOeiAg1a9liLRvUM+ZyDuYpM96TSGl5pZ4DWUZsHcPGUhOLEUPmC/EjMabsHFGqIrR8EabewSOqzHjHTOoZtJa1NqblPUd90UniRDmQpVSMYa2JyEUY8xlr44QBY9mTp0UQuzFMkdFCiTwInkkMGZ6GFucprLUipnBMelDjqWLoeE/NCMYLU2Jx5bitClZgQA05noxCGOlQLFTnp/jzXfc9L2TwyiuobT6vvwMWuM7IKYLXk7xN1LE0zSR1E4Xg9bOIIIqchEqlcqaHEFgBhDoJ9EOok0A/hDoJ9EOok0AgcDKuu+46rrvuullP5eWGoVj4GATWEXFB3GB7tcKuyiBbk4Q4js/wCAOBwHImXAcFlorXvPJyBgYS/uZj3+KGdz4TL0JE8T7VXZSf8Z5MlaaxWBFiMQwboa2eGe8plvgL2yojwjob01HPWI840lHPw7nnkGQMmYhhExHNy8SJxbAmShi1MTMu55DLOeozYjVk4klVOZjlxMYxYGw5HlP6eSmVrjgihqrxzHhHq8wcEWDc5Ux7z4i1bIwSDjuPUzdrqfVgnjEaWdaZhDGXo5Gw3VoOZxn78g6DpujqmMDhvFJRpY2SemUIwZvCZmxYIyIcEyJ0jCPGIKrkRhjwMCWQq8cDsQpGDCMKR/DkFIvUGUXHyKne2tG3IHISUuAwSi1NuV0MIxJTtYOM2HCtcjYQ7LNOQJqmvPWtbyVN0zM9lMAyJtRJoB9CnQT6IdRJoB9CnQQCgZVAtfvJ5BQN4DzgahJ+IBnmV4c38u7VO/jLrVfwB1sv4Wc3ns93jW5gR6MRBJFAIHBSwnVQYKn54R/YxV/8xYuIbLE8mlPkd/T2ImVldkjXTktEqBnLiJ1rqeUVZlTRUhxZX1padXEKR1zOfXmb/VmHtj9+2d+KMBDFnJ9U2V1aazWspWEsTVuYSx3Jcx7KO4y7jFQ9DjlmqyXCoIkYsjGjUcygiTBlHonDc8hl7M0yGiKstTEqEIlQM4YjLmevSxk0hlUmwgqsiWN2JjVqNiYSwyobUTVCaqCigvGeo1qKMOpJUZrWMCqWuliMNSTGUHGUGS0CxuBRUhRRMGIZwmJgVpSCpV+wHvvy1zj4ic8svPEkdp/TwH5SDmYdbu5Mc2+nxfRy6MYNnDKi883tljmLSZE/FVSVNE1JktAWFTgxoU4C/fBo6uSZ99+86Nf57NYrFn3Mo3mdwOLo9+fSWyfPeuDrj9nrBFY24X3n3OV0XQMHzh7OZM18+MAeJr1nh024sNZkQ7N5Wl8/EAicnYTroMBjRa7KhM/xCvv3TfOjL/k7/uc7nsGV37ahDFcvqBlDXcyc+nOlTVVn3vKqEaiJQVUZK0PYe/cQoC6GYRtTN+aENZ2q53CecchltLzHaSGAZF6JjDBsCwHCisEAIpAgOIoulbb3THvHjHd4QCheZ9BaVtuIKe+Z8DkRQqpKpspIZBmUiKMuJxPFq/Jw1uGgy8E7Wh4m1YF6IoR2Ka4MYImMoaKeDGFKcybV470nc0obj0eZUsWrw2KIKISolnrGKbpvUkobs1P+yRbzxv3vfC/3/cEfY6oVrv6Hv6K+beuizmGB1cD5UY2d1QbfUR/mgmqdKMxDy47FXP+GTpGTEMK7Av0Q6iTQD6FOAv0Q6iTQD6FOAoHAcucH1m7iJ9dt5vGVOutDAHogEFhCwnVQ4LEgEmHIRKTtnJd/399z89cO8KLn/F8+9/H7SHoWvlveM+ZzMj22XG9FGLARwzaas69XmPZFuPiwjdgcVRgyFlOKEgpMq+ehvMMDWdH54Re4bz0Rw4a4wq5KnfPjCgNlKHvTWgQ4lOXscylTPiNHcV5JFTxKQ+zs2EajhJoxUIaxT7icB7IUA6y3MYpiy66RMefY61KGjGGozELZEFfYHleo2piaNYxGlsgIqUBVDV6Vo+po+5wWgjHF93SwK9iYYj+h6BgxYsnJyVFQqImlSSEWdftGl2LRWkRoP7AHvMfPtLjtddfj02xR53DAGHAg73Bf2uaWziSH8owV1mcQmEcQRU5Amqa84x3vCG2ZgZMS6iTQD6FOAv0Q6iTQD6FOAoHASiHMV4FAYKkJ80rgscSKUMuFwcHCPGvNuhoXXbkGI1J0h5T7OYVx55jybs6ieCTCYClAVOaJIzPeM62eho3YHCWssjFxzz5F7kjGvVmLQ3lK7o/vkYjFsDausKvSYEtcodkjjqjCgSxnX9ZhWj0ZHqfFeUVg0EQMGMuojRkyEVYERcnx7M8zDrqcNVHCoFg8Sl0MKDyYF0LLOhMRYWjYiO1JjWEbE2MZloimWDJxxKpE3jOpnml1tL0nQxnEMiiWxFpsJFRVEIQagpGIFF8KI0oVQ5VCGOmmB9kl+Nnu/O1fpr79AgCmbr2D+/7wj+fucBL7rC4d4CCeQ2nKNzst7mxNMbGABVpg5RDsswKBQGAZEuyzzh5O188l2GcFAmc34Ro4sFhCzQQCgUAgsHjSNOcX3vB5rnn5xVxy+RoAYhFqYmipnw1Qh8IiqyGWijn+nnOnSqu0r5pPRYSqGFrqGPPuuH2MQFMswzaiahaWBTL1HMozDrqsECDU09FCDKkZy7CxJMZgEQQlMQb10EbpeMekz5npeV2LMBrFNEU46DOcFkZbLe+oGcM6mzCDMulyFGUsz3go6+C1yAeZ8I7cORIxs3ZaDQyxESIPM+oZpwigzzPHjBTfy7YqisMiWIQczzhKRhG67im6ak7VSmvyG3dw00t+FM1yMIbHf/j9DF39+EWdwwCjwEZTYXulzjObI+ys1KnapZBuAktBsM9aArz3HDhwAL/A5BUIdAl1EuiHUCeBfgh1EuiHUCeBQGClEOarQCCw1IR5JXA6SJKIP/qDZ/Okx62f7Q7JVHl4qs2//ON9NMyxrhGvMOkd4y4nn3fPuRWh2RPI3ps+0VFl3DsUYX2UsDmu0DR2znknvOOBrMNDWYfWAh0JcY+t1sYooW4MTRNRN4a2y9mXpRzJM1LvcAiZV3JR6iI0bcSIjRm20WzHihPlYJ5ywOWssQkNMTgtukYyVe7POhiUtWWXy2iccGG1QdNGJGKLEHZr6EgRwu5UGVdP6j0d8VQQBrHEIhgrVHwhnCQIgiXFoygGQ6P8TsTAUqV2DFy6i/N/7qfKb7Dn9l/4NfKp6UWdwwPjwCHfYV/e5r/bk+zL2riV1W8QKAmiyAnIsoz3v//9ZNnifOYC5xahTgL9EOok0A+hTgL9EOokEAisFMJ8FQgElpowrwROJ1VjGLIRplyV/403/Bvf9+KP8cqf+Cd0Mp+TH5KpMuZyprw7boG8VxypGzN7vu5xE64IaV9lY7bGVUZshO2RAqa948Gsw560vaA4kohhU1Ll4qTB2iimZgwDpRAz5Yq8kQmXkaF4r3RUEYGmsQzZmFVRTNMUdlkKTHnHA1lKhLAuivFGiMWQGGF/lnHYZ6wyCRWEijGcX6mxJopADMMSMSARmXisgqhnQh1tVVKjVAQGsMTGEEeWyBfChwEMhhTFAxUMA+XXF1OMaynEkS2v/QkGryocFtoP7OHu3/2fxYY+7LO6ZBTCyMEs4560zZ2dGY64MCetRIJ9ViAQCCxDgn3W2UOwzwoEAktBuAYOLJZQM4FAIBAInDpelX/9z70888l/CUC9HvG5r/0IV1y0GihEC9ezsipAxRjqYjBy/FK+qtJWT0s9ft6KrJUicDxSZVK7oe5zd6qLYVUUU1vAVktVmXY5e13GuMtx5WtlXkmMMGpjKj2WWhUx5BQWWdPlR6qKARRh0FpGjWXce1paWFy11WNF2GAiMhHGfY6qMu5y9mRtcl/YaY15h/cOo0JqoEEhdlgROgpHNce5wjqsrY4OQgeHRYmxgDKBp00hiqTl9/ZUUzxaD+zhq9/5A7jpGQAufe8fsPq5z1j0eUaALabC5qTG0weGubjSoGGjUxxd4FQJ9llLgPeeBx98MLRlBk5KqJNAP4Q6CfRDqJNAP4Q6CQQCK4UwXwUCgaUmzCuBM4ER4elP3Mh7/+T5NAcSfvOGp3HBjhEmXCEgDIql0dMBokDbe466nGnv8PNEDRGhVoaeDxhL1COcOC06NSbwVI1hS1RhXTQ3lH1GPQ+WtlrteZ0jIkIzitmR1NiR1Bgow9jr1pCr8nCWcjhPSb3DI6SqeHS2a2TUxtSNRVEEZcLlPJRn1EUYtRFOlKoYROGBvOg+WVuGsA/bmJ2lMBCLYcRarAgOxXplSqGFJ1VPAgyJRayQGEOMJSnFEA/4sjekgcxaaC1Vakdtyya2/9ovzj7+1m/egH8U3WdTwEHf4WDe4ZbWFPvSznEWaoHlTRBFTkCWZXzkIx8JbZmBkxLqJNAPoU4C/RDqJNAPoU4CgcBKIcxXgUBgqQnzSuBMISK86hWXcfsdr+DVr7189vm29xzJM/7+Y3czJJZ6T3aIAq1SHFnIVguKjpJhGzFo7RzhwytMe8+Yd0Ri2LyAONK11dqfdciOC2oXRqKYiyoNNseVMm+kCISfco59LmXKF6KGKnTUUxVhwEaM2IghEyEiKEWg+948o6PKRokwKEaEmjEcylIOupw1NqZmCjutbZUaa6OYBMuoSahagwcihWlV2igpnrjMGBFbHCcYEro2Wh6Pw2KolV+TLb+nS7GQveEHX8Kq5zyd5u6LuPwD78Tk+aLPkQFjwKE844GswzfTaY64jBVmyHROE+yzAoFAYBkS7LPOHoJ9ViAQWArCNXBgsYSaCQQCgUDgsaHlHTO+6Gd4/7tu5o0/+zm+7Wnn8a53PYfLLlnNjHo65fYuXVutmhQWUguRq9LyRcYICxxbRZhWxxE311bLCAyZiBETEZnjZYOZPGevSzlaBsK31ZN7T81GrDKWSAxWCjElQmip0vI5k1rYWxVfiFKXiHVxzJT3TLicWISWegRho43JBcZKO63DWcaevIN6z6TmTHlfWGmJUhOhiiDl1zOtnnZeWIrl+CL/BE9EYfU1iZu10epQCCOLlzHmko1PYGs1TBKf0nmGgU2mwtakxnc0h9ldhs8HzgzBPmsJ8N5z1113hbbMwEkJdRLoh1AngX4IdRLoh1AngUBgpRDmq0AgsNSEeSWwXKgZy7CNaI13ePOvfQGAL/zbQxya7jDtHTUpOkCq8zpHurZak6U4MZ+op1tjoWPHvEMQNkUVVtl4NpDdKxx1OffnbcYX6FaoRxHbkhrbkxpNa2kYS81Y2q4QS6Y1J6ew70rVUxdhwESMmpimROWrCDPqeDBLiYA1UTxrpxUJPJinZChrJCISYVUcsy2pEhnDgETUjcWLEim0yo4RRalhqYohiQvRxwIGKW20PB6oAQnHbLSWIng9Hho8JoicQvPZNHDEdziUd/hGe4q9aTvYaK0QgihyAvI851Of+hT5o2ihCpw7hDoJ9EOok0A/hDoJ9EOok0AgsFII81UgEFhqwrwSWE5YETavavLBv3wRF2wf4pof2cUVV62jo8qYy2mrpy6GERvNsdUCZveZcDmZHi/yWRGaxjJiI2o9eSUAqSrj3lExhk1RwoiNkPLsTuHh0s6pNS9vxIgwGsXsqtRZF8VUjaFpIwzCgSzjQDdrRIvxWSM0xTJiLSNRUlh3CThV9uUZU+rZYGMiKTo+unZah3zOapNQwTBgI3YkNRIrDIilaSwOj1WYUaWF4kWpIiRAbA0RlghPjC2EGhwGO2uj1c0YOVVRZA55C59mHPj4pxZ9aAaMU9hoPZh1uCud4XAebLRWAsE+KxAIBJYhwT7r7CHYZwUCgaUgXAMHFkuomUAgEAgETg+dTs7hqQ7V4QTfs8r6qh/5R3bvGuX1P3c1IyNVOlpYRPl5K7FxmdGRyML3rmtpeTX/WAFqxmAVDvsiu6SXprGssTHxPEstVWXc5ezJO8x4T+o9Le+wRlhlE+rGYBCMQIKhpZ6OOsZdXthlqeBRamJZH8fMOMekOgxCWz1WhPUmYqocc9vl3JW16TjPlDrGXVZ0gxioqiHBkHvHpFEy55lyORm+FEU8MWAxzOCZpLjDv11+/XO/4kfH5C23cccv/QbTd3yLS9/zDlY/75mLOl4obLS2mAqbShuti6sNBoKN1mkn2GctAc45br31Vpxbil+vwNlKqJNAP4Q6CfRDqJNAP4Q6CQRWPjfddBPXX3/9gtvuuecerr32Wt72trfxnve8h/e85z2neXRLR5ivAoHAUhPmlcBypVKJ2LiqwbApOjsE+MoX9/G3H/kWb/mdL/PMZ32YlndUxDBiIhrzuj8yVSacY8zlpAt0jogINWMZMdFxYe4z3jONZ9TGbIorVHrySqa84/68zZF5nQsiwnAUc9G8rhGAA1nK0TwjV4/3Sts7qiI0TMSIjRk0EVKmpbRLOy0rwhp7zE4LhQfzjAQYtDEVG3FRUqdmLQ2xDNkIj6Ie2ii5lJ0pKlgLNQxFD0v5/aEQPyoI1fK5bhKIPbUfHQDTt97D9B3fAuDOX3kz2dj4oo5XChutQ77DIZdyW2eKA8FGa9kTRJET4JzjS1/6UnizDZyUUCeBfgh1EuiHUCeBfgh1EgisbG666Sae/exnL7htbGyM5z73udxwww284Q1v4DWveQ1f+9rXVqwwEuarQCCw1IR5JbDcMSI0yryR2/77IFFULLv+5P+4nJYqR8tOi6440jQW2yOO5KU4ctRldBbIzhER6qWtVm/miNdCAElV2RAlrJmXN3LILWypFYthS1xlW1KjUQoWFSOMOce+PKWlHhUhVUUEmlJ8baNRMiu+ePWzdlrrJUJRIhEqRtjvHE79bAD89qRG1Qo1IuomQlXx6mn5HKcKKoUgEhXdIxFgsSigKIKhUYollqJDYylkh3Uvfhajz3oaAOnBQ9z127+/6HOkwAQwluXcn3a4K21xZIF8l8DyIdhnBQKBwDIk2GedPQT7rEAgsBSEa+CVzT333MP111/Ptm3b+OhHP8pLX/pSbrjhhjn7XH/99YyNjfHud797znFXXXUVR48eXfRrhpoJBAKBQODMcve9Y7zzXf/F9b/9FOL4WE/DxFiH9/zhf/ELP3Mla9c06PjCZmp+Z4ERqIulaha+p92pMuMdnXnHVURIEMZ8zoR3s8KBQCFqmAg775wd73gw63CkzDlpOQcCq2xMw0ZEFKJMjKGjnvY8Oy3FU5eIdXHMUefoqAOElneMRBGJCmPq6Licb6UtWk4Z04yWc6goMaYIY/fKNDltr0w7T4rDATmeBDAY2nimuuMuv65TTRrq7H+Y/3zu9+MmizNf9oF3suqZT1vUOSwwApxnKmyt1HlGc5gLK3UawUbrtBHss5YA5xw33XRTuAMhcFJCnQT6IdRJoB9CnQT6IdRJILAy2bZtGx/5yEe44YYbGB4eXnCfj370o1x11VXHHTc2NsZNN910Gka5tIT5KhAILDVhXgmsNLZfMMwf/P4zWVutzBE23nvjf3PD736ZbRe8j7/4yB3EIgzbiEFri0Dzkm4HyIk6R6wIAzZiyFqinuM6qkypZ9BGnBclJOU2BY66nAfyDjPzukYqxnJBUmNLXKFW2mlZMRzMMw7nKZkq3iupOiq9dloSlWcWZtSxJ0tpSBGs7lWpG8vRPGcGz5BYKjZiZ1KjYosg98QY1Aspnrb6IidFDZE11ICIIt9EMOSAh9lgdihstJRTtNFqOSrr17HjV18/+9Sdv/p7uJnWok7jgElgzKcccil3tKc5mKdFF0xg2RFEkRPgnOO2224Lb7aBkxLqJNAPoU4C/RDqJNAPoU4CgbOXe+65h23bth33/PDwMJ/5zGfOwIhOjTBfBQKBpSbMK4GVihWhWdpeWaf8yR9/HYB2O+eiK1Zz1OVMe4dFGCpFjl5xxClM+hNnjsRiGLZzs0oUmPaeDsrGKGHUxkhpqZWp8lDW4WCe4nsW7K0I6+MKF8Y1BqylYSw1Y5lynv15Sls9DiFVjwgMiGXIWkZK4UVRMvXszTNAGLERuXpqYph0jmkthJHYRpwfV0isZUAssSnC3zvqyaSwIaurEEcRCUKEYsskE49HMTQQLIUYYgDhVEgBWP8D38vwtz8JgM5D+7jvD/73ozrTOMpYmnNP1uaedpujLjul0QUeG5asf+faa6/l2muv5corr1xw+9jYGG95y1sAWLVqFXfffTdXXXUVr3nNa5ZqCEtKkiT86I/+6JkeRmCZE+ok0A+hTgL9EOok0A+hTgKBs5OxsbETbhsdHeXw4cOnbzBLRJivAoHAUhPmlcBKx4owUkn48pdfxltu+E86meP8bUMo0PKeNp57bj/C2uEaWzcPkqlnxnuyUrjoZo7E4qkbQyxz73WvGUtFDTPqaZedJU5hQj1VY9gkMQd9Ttv72a6RGe9ZG8XUzLFei2YUc6G17Ek7HCLDCLScY5+mrIkiaiYC7/EiNCTCqCcGxrV7buWAyxiJIlbZmMM+o45h2hdWWQNiUBOzxSr3eU9TI8Y0wyu0cdTUIGKIJadqDc4Jngww5HgMDoNQp+jMiClstCxFt8aiqdWAwh7swt99E195/jVomvLg+/+Ctd/zQgYu2dX3qRSYAY7QoZ4Jt9sZVqcxdbHU7VLEwgeWiiXpFLnppptOGgA4NjbGVVddxQ/+4A/OBge++93v5u677+baa69diiEsOXme88UvfpE8P1VXusDZTKiTQD+EOgn0Q6iTQD+EOgkE+uP666/vq7tibGyM66+/nuuvv563ve1tXHvttWck2PzIkSMn3X4y0WS5EuarQCCw1IR5JXC2cP6WId5943N53x8/j9qcwHTldT/1z1y44/288tpPMj2ZMVTaavXaY2WqjDvHpMuPs2YyZVfKsI3mHNP2nhbKOhuzysazr9lRz56sw+F8bih4LIatSXWenZbwcJZzNM8KOy2FjjpqZcD8iIlpiAFVFOVIljKlntUmJhOlJoVgM+MdDWMYihLWRxUq1lI3FlByVdriMSixGowRqiJYDIYiUyQHFEMVQ6U73vL/RyU7tI7ZZNUv2MrW1726eOAcd77pd9FFdqelwDSF6HQg63BnZ5rDLthoLTeWRBS5/vrrT7r9mmuu4aUvfelxXSQ33HADH/7wh5dlO7iqsmfPHlZYDn3gNBPqJNAPoU4C/RDqJNAPoU4CgZNz0003cc011/C2t73tEYWElXjj1koizFeBQGCpCfNK4GwjMqYQE2xEzRi+8K8P8eX/2EuaOv793x6iUykyRSzHMkdsj09UR5UxlzPj3XG/F1GZU9KYI7rApPckIpwXJVR6skYOu4y9WYe8J7vEiLCutNNqztppGcad4+E8o+NdKYwo1nTFmJgBExULziJMuIyjzrFaCmGkKoYWSqqeugjr4phRG1M3EVVbBK3n6kmlEDgqaoitkGCIYNZGS/F4hDpmCW20Cra85sep79iGRBHDT3kCmi++/6QFjJEzkWfcm3a4P20z4YKgu5w4ZVHkPe95D9dcc80Jt99zzz185jOfOeEfFj/wAz/wiKLKmSCOY6655hriOH7knQPnLKFOAv0Q6iTQD6FOAv0Q6iQQWJj3vOc9PPe5z+Wv//qvee5zn9vXMcvxxq2FhJwjR46cMJx9ORPmq0AgsNSEeSVwtmLKTounXL6WX/zlJ9IcSPiFX34C1hra3jPmcqa8g1wZsfFx2SEz3nPU5wuGsdfKrpF4XhB7G2V9lDBio1khYVr9giHszSjmokqdURtRNYaGNXS8Y69LmVaPQ3GqOHS2S2XIRhS9H8K0Oo76nNUSk5fCyIwqCFTEsilKaFpbBK+LkANt7/BAjBALVKzBYDF4LIYMBRxRaaOlHAtdX3RWRGmfNfvzqCTsevvvcNU//CXb3/izmEpyggNPTE7RLXLEdzjsUu7szHAg6yyYCRM4M5ySKHLPPfcALBgI2OWjH/3oSffZvn07N91007JrCc/znM997nOhLTNwUkKdBPoh1EmgH0KdBPoh1EkgsDCvec1r+PSnP80NN9zA1Vdf/Yj7P5obt7qdJf1+dP8O6ofu30oL2WiNjY2xatWqvs+1XAjzVSAQWGrCvBI421m7psHv/953cO+9r+JHfmjXHOFj36EZdl74fn7nLV9E245hUwgUXXwZxj6+gKWWlSLAfcDY2XN2u0bqxrLBJnSlkbwMYT+Up8fZaW1Lamwu7bQGbNENciBLGc/zWTutVD0NEzFoY4ajuOxsUaa1EG5GJSJHqYgw5T3GQMVGbIkrJGJoWEukRTZIW4qekEppo1UHIiyCYDBkgIc5NlpJ+f1alI1Wj31Wl8HLL6G5a+diznIcKTABTGaOB7MO96St42zKAmeOUwpaf/e7380NN9xw0ruoPv3pT5/0zqbuHwBf/epXec5znnMqw1lSVJWJiYlQqIGTEuok0A+hTgL9EOok0A+hTgKBpaGfG7fe8573MDY2Nvu3zPDwMF/72tceszFt27bthDeKLae/k/olzFeBQGCpCfNK4Fxh9ao6UGSMtNXT8p4/eOtXeOC+CX79Tf/B3v3TvOMdz6JpLDUpAszT8vciKy21asZQE4P0dIhUjCFSYcq72fD2lvdYgY1RwiFfWnEBR1wRmr4+SohK8eX/Z+/O4+S6ygPv/84591ZVL+puLd5tbMs2GNnBQUKsIXjFEAgJQcKEkGESYovBycw7GbDimcwbSCbYMsa8yUSAHBMSzGqZYAggbMkYglllCcvBC9iS5UW2tfa+1L33nOf941aVWpa6dbu7ZHW3ni8f4aOuW1X3dD063XWfes5jjeHEuEyLsTyZVTEeRmyg22dUCcy3EZGxjIin1VqszVMtPT7vQTIkAQJ02ojekBEDQ15oxdBmI06JymwXoSJCfwh4AolxlAQqYhmJIMo8gYBg8OTbaIGlDYsn4MkrAI7EKiEhYGzx+oJAvo1WN1VaUsOjdpgT4zLt1jHHTemSvGqCSVeK3H777VxxxRWHPW7fvn3MmzdvzNvrbzLqVSfTRRzHvO1tb9OyTDUujRNVhMaJKkLjRBWhcaJUc0zkg1svlGXLlrF169YDvrZ582aAg7b4mgl0vVJKNZuu/Ru79wABAABJREFUK+pYY42htbYdVVb1edPxiuO//PfFDARPj88ICB21fiPP31KrJ2QHbddUrxoZ3WvES7511nwbMW9UE/ah2nZaw8/bTqszinlxqYWuKKbFOlqdZdgHdvqUqgQCMCJCbKDDRsxzpVrTd2FIPEM+ow2LGIM1MBQ8FWuYH8XMjyLanKPFGpJa5YkHYiyRgRZniHC1PiL5NlpCwGFo4cBttApXizxv+6zn8yNVnlh9C/e95V2EalL0UQGoAkNAX8jYHRIeGRlkr0/JNLl71E06KbJt27ZCv5wfblusesJkrOOq1Sp9fX0H/AFI0xTIyyfrpZNpmh5ynCQJ3vtDjkNtv71qtXrAOEkS7rzzTgYHBxERRIRqtXrAGCCEMOY4SfJ/KN77Q46zLDtgHkd6TqPHOqfmzGlkZIQ777yT4eHhWTOn2fg6He05DQ4Ocuedd5IkyYTmZLzH1s4xH+fnZbMDx6Z2vpOZk6mNXZLm9bP1sQiIHDwGCPvHJgRcOnqcNca2PvajxxObk82y/eM0w/iwf1w/9wPG6bScU5HYGxoaYt26dWRZNqk5HSv/no71OVWrVb797W83zns2zGk2vk5Hak6qeY7mB7d6enoO+d7n2muvZcOGDQfctmbNGtauXdv0c3ghZFnGnXfeqdvcKKWaRtcVdaxyxrBm9WX8fMt/4u/XXMrJp84B8q2uer3n/l/uoXv3MHNt3rC9zgv0ec/AIRqx13uNRKOarQ9KoGItJ0elRg+STISn0yo9Pj3g/mXrOLvUwolRiZKxtDpHGgLP+oQh8QSEVARroN065rlSo0n6gAQShBiDEcAaRoJQNpaTXYkWF9FiImIgC0JiBAi1bbQsLeQJDwMYTC0xAhUcldr51VOnhRIjh9g+a7RfXfvXPP6xf2Dw4V/x1Gc+X+QRDzAEdJPRl2Y8kVbZPjx80PdTvfAmlRS54YYbuOqqqwodW7Qx4N69ew/59euuu47Ozs7Gn9NOOw3IP90FcPfdd3P33XcDsG7dOu69914A7rjjDjZu3AjAbbfdxpYtWwC49dZbeeSRRwC45ZZbGm90Vq9ezY4dOwC46aabGudz44030t/fT5IkXH/99SRJQn9/P9dffz0Ae/bs4aabbgJgx44drF69GsjfQN1yyy0APPLII9x6660AbNmyhdtuuw2AjRs3cscddwBw7733sm7duiM6pz179gBw/fXX65yaNKd77rkHgDvvvHPWzGk2vk5He05///d/D8AzzzwzoTmd8sjjnPuD/BOipz/wK8756QMAnLn5Ic7c/BAA5/z0AU5/4FeTntOcPT0AvGbtnbT29gPw+i9+i/LQCC7NeP0Xv4VLM8pDI7z+i98CoLW3n9esvROAOXt6eOXX8u9v17O7Wfyt7wOw4MlnueCuHwJw4tYnOf+en01qTuf+YDOnPPI4AOff8zNO3PokABfc9UMWPPksAIu/9X26nt0NwCu/dve0nFOR2PviF79Id3f3pOd0rPx7Otbn9MADD/CrX/1qVs1pNr5OR2JOX/7yl1HNM9UPbk3m+VauXMny5cvZtm0bN998M8uXL+eGG25oHNPV1cX69eu57rrruPnmm1m5ciVLlixh2bJlhZ7jaH2YbKYlF3VOOied08yeU/05Z9OcZuPrpHM6MnM6f9F8rvxPv0Y5y/ItokQYGRnhT/7TOl7ykn/ixk/8jHIwdBpLSPNzDBLoGxmmO2SM+OzAf09pSqd1xCKkteMH0oTBNOUkVyIOQpZlCPBMdYSnR4YIIo15OGM4EcupNqJiDS0iEIRdacKekWGSEMiCkKUpbSavBCHzeITBkD+/ESEyhmqW4gm0WMfxYvPtv6wlC4FUAlUDIQhlMThniRFiwB2wjZbQRp4IiagnTabutCv/E9SSTU/8wz9SfW7nhO6fkjdd7wkJPVnCwyN97E4TBtJ0xsTeTPr3VJhM0KZNm2Tt2rUHfG39+vUCyKZNmw46HpDFixeP+3iAXHPNNYe8fWRkRHp7ext/nnrqKQFkz549IiKSpqmkaSoiIkmSHHJcrVYly7JDjr33jecZaxxCkBDCQWMREe/9mONqtSoiIlmWHXKcpqkkSXLIsc5J56RzOrbndOH2++WirZvk4sfuGzXeJBduv18ufuzA8UVb8/Fk5nTRts1y4fb75ZJfbZQLt/18//jxn8uFj//84PH2++XCbfvHF23bLJc8Onp8X2N8cX28dfR4YnO6+LH79o8fvU8u2rp5/7h+7geMN067OU0m9iYzJ/33pHPSOc3uOe3evVsA6e3tFTW++vuL579nGa2rq2tK71Gmo7/6q7/Ku5E+78+XvvQlERH5zne+I9/5zndEROTrX/+63HPPPSIictttt8mPfvQjERG59dZbG+/pbrnlFvnFL34hIiKrV6+WRx99VEREPv7xj8uTTz4pIiIf/ehHZefOnSIi8uEPf1h6e3tlZGREPvzhDzfex334wx8WEZGdO3fKRz/6URERefLJJ+XjH/+4iIg8+uijsnr1ahER+cUvfiG33HKLiOSvwa233ioiIj/60Y/ktttuExGRe+65R77+9a/rnHROOiedk85J53RMz6mnp0d6hobkLcuuF/iYwMdkwfE3yK7hEdnx3HPy0Y9+VIZ8Jg88sV3+dvX/ld1pIhsf/aV8Ys2nxYdw0Jw++4XPy540ke/85Mfy2a99Vfakidz5vXvk89/+pvxyZFD++Z4N8s/3bJDt1WH56iHm1Jcm8rGv3S6fv3+T3NO/T/7iG7fLVx66X345Mij/53OflXsefVgeGx6Uv/jnW+RL238p6/r2yNW3/pN868ltcnffHvnALWvkGzuflg17dsqKz94sn3x2u/zvJx6Rt93zLfnAUw/L1dsfkN/b8A35n08/Kn+6/X75nR/eKX+8/Rfyrkfvlzf//Ptyxfb75Z0P3y+/vfl7csX2++XShzfJxQ/+SC7dfr9c+PCP8z+THm+Sk//wnY3frU54+1vyrz96//5jth9m/MAP5O3b75cV27fIO+66Q/6tZ6dsefZp+dsZGHvT+d9Tb29v4fdMRmRim5itXLmSVatWHfC1DRs2cNlll7Fp06aDttSaO3cu8+bNO2h/3LrNmzezZMkSVq1axTXXXHPY5+/r66Ozs5Pe3l46OjomcuoTkqYp69at481vfrPuV6nGpHGiiphMnFz0xJYJP889p18w4ftM5nnUxBR9XUbHyRufeeiIPY+a2fTnzrHrhfodeDaov79Yu3btmFUWxhgWL148ZuP0+mNcc801B733ma6q1Wrj03iQx8xpp53Gnj17mD9/fuOTdFEUkaYpxpiDxkmS4JzDOXfQOIoirLVUq1XiOD7kuFQqAfmn9YwxrFu3jksuuYT29nZCCKRpSrlcPmicZRmlUqnxKfDnj7MsQ0SI4/ig8Qs5p9HjQ81D56Rz0jkd2TmNjIywbt063vrWt2KtnRVzmo2vk87phZ3TE09285d/9RO+8C8Pcdu3f5uLLltIkECUeeZWWshCoCepYuKYIAGfZZRLJVoFbJAD5uTimH1JFS+BKIrJfEYFg40cz1RHCEDkHJJ5TohjukqVA+bUPzLMUyFjAGEgqVI1MCeKmRvARhEla0mSlH4j9IpnKElojWJanWMwTXAuIoggPlC1hseSQfZWqwyYvA6kRN5jJQuBQQn5duUEqnjqnVNiDAZDH4EE8EB9w70x6wiGhw/bVyTt7uGnF/0OWU8vAC+//bN0vuLl497n+SrAPOAkypxWaeXVbXM4w5Y4obVtRsbedPz3NDg4WPg904Ra3d98882sWLFiQi/4eHv1Qr69FlBoi60XkjGGjo4OjGlGoZWarTROVBEaJ6oIjRNVhMaJUs3R1dVVaGus+fPnH/mTaZJyuUy5XD7o6/UEahRFB33t+eP6G9vxxqOfY7xxlmV0dnZSqeS7e1trG8c8f1x//Pqb8uePR5/7WOMXYk7PH+ucdE46pxd2TlEUMXfuXIwxs2ZOs/F10jm9sHM64/R5fP6ff4trr30Vp5zdSSaCNZYQW7bvG+Sh+3bxlssXMhICgwFsXCIIDACtkaP0vDktKJUZlMBICEQuIiNPNLyo3MJOn5KKYCLHbgn4LGX+qDnNqbTwYhGeTEagBHEIDPqAt4YTgFSgVIrpEiHLDCEWEgwuCGUX403+fgdraBU4MSozIpD5lGHv8VaoSqBsDK3WMmINcWYQ8scJ+FqDdUMblpSAI0+GHNhufuLiuV2c+T+u5tH//VEAHv3wDSz5+ucxrnA790bT9QGEPZKwNRlhQWuJuRIozcDYm67/nooq3FOk3hBw4cKFE3qCxYsXj9ugsP5mZKKPe6RFUcSFF154wDdeqefTOFFFaJyoIjROVBEaJ0o1x0z94NZMouuVUqrZdF1RamznvWQ+XS6izdpGH42/Wnkvb33Tv/Ku93yTge4RulzUaKAOMBQCvT7Dj9pEyBhDu3W0jWrYnoowgnCSK9Fm8wvYAuz1Kc+kVXzYn3KIjOH0UoWTohIVa2mzluEQ2OlTkEAigjWG+VFExVoswogJBCAgOJM3T8cI86OYuc7R7iyxMXiBrHb6ERYHtDiDw+IQHI4MwSNEGNpr51S/XD7mynGYKpG6k9/9DtrOfTEAA794mGdvu6PQ/eoEGAa6SRhKPU+mVZ6qVunxeVWEemEVTorcdtttrF+/nssuu+ygPytXrgTgyiuvbHytbvT4UOoJk0svvXQy53/EpGnK2rVrG01dlDoUjRNVhMaJKkLjRBWhcaJUc8zUD24VsXr1ahYtWsTSpUuP6nnoeqWUajZdV5Q6vBbr6HIRD27exa2f+QUA/3bHVrbvGcQjdLqI1uclPHpDRiLhoMfpdA5bS0IEgUEJzLMR81zcSLwMBM/TWUI6KjHijOGUuMxpcZmKtcxxjuEQeNYnIEIqgrWG46ISsckbxlcRYkxe6QKEYIhMXi3SYhyt1mGATALDRjBARSzWGSpYYvJkUAA8AYOhjG0kRBx5UuKQhocLfW+Nc5zz4f2tHx7/+CfJBocK3beuXi3SHVL6JOOxbIg9acJwmGoti5qowkmRq666ivXr1x/yz7XXXgvAP/7jPza+VldPdmzevPmQj7tx48ZplxCBPDN66qmn6vYUalwaJ6oIjRNVhMaJKkLjRKnmmKkf3Cri6quv5qGHHmLjxo1H9Tx0vVJKNZuuK0oV44zhN5eezJpb3khnV5m/+djrOeOsLvq8ZyB4Wow9KOHR5z2D4cCuG7GxdNr91SVCnhipWMsJrp6GgKoEnsxGGB51f2sMJ0QlTo3LlE2eGKkG4TmfQAikXigZy3FRBYshA6oiGMn7h2AgBdqt44SoTIuLKFtLCIKXgBchMoYSlsiZWuVIIMbhAU+GxdBaO8d6lUjhC+Fj6Hr1K1jw5vz3w3TPXnb88xcn/BgJMICnP8l4Jk14PBmmO6QErRZ5QU01Fg5r4cKFXHrppaxZs+aQt99+++2NSpPpJIoiXvOa12hZphqXxokqQuNEFaFxoorQOFGqOWbqB7dmEl2vlFLNpuuKUsUZY7jqfS/jkV/+MX985a81vj4SAt0+5ZGH99FlI8qjkozDte20Rl+cd8bQYR2VUdUlIyEgxnByFDcSJl7g6bRKr99fyWVqiZHTaomRdusYCcKukGEQEhFarGVBFGMJJAhgERGcybfFEiMsiEp0WEe7jYiwJAJVIwQDpQDOGsrWEuFwQFRLjFgMZeNoBQwQ1/57UBeQgttn1S285s9wc9o5/b9exSnv/f0J3RfypMgg0Cspg96zLRnhuSRhIIzZCl4dAU1JitT33K3/9/nWrl3Lhg0bDnrTsXz5cq666qpp+YYjSRI+//nPkyTJ0T4VNY1pnKgiNE5UERonqgiNE6WaY6Z+cGsm0fVKKdVsuq4oNXEnHt9GVxQf0Gvklk89wOILPscNH994yP4hPSEjHbWdVr3PSHttC6v6cfU+I62j+ozszFJ2ZUmjR4YxhuNriZF6j5HB4NkTMkBIQ2COjWipPXa1tvVVJiHfDisYYuDkqETFWFqcxZJvo5WQ9x+piCVyUMEQkSc+MiAhIAIt5I/harcdVI9RcPusutYzT+c1P7mLM//8A0TtbRO6b10CDBPozzJ2+SqPVgfZ51MyrRZ5wUwpvb5ixQruu+++RrJj+fLljTcYq1atahzX1dXFpk2bWLlyJV1dXcyfP5+tW7dy2WWXcdVVV01tBkeIc45Fixbh3EH5Q6UaNE5UERonqgiNE1WExolSh3e4D2zVrV27liVLlrB582YWL17c+Pp0/uDWTKLrlVKq2XRdUWryWqyjZCwPPLqXD6+8lywLXPuhf+eCJcdz+YWnEzlDf/AE2b+dVpvlgAqRirU4wwHHDRI4zkX0AL21Socen5GKcFJUwhrTSIwE8mqSAPT6jBKGNhshCMe7mCdDlUwEb/K+IkJeBeIlMMdFHBfFJLVG6oM+kFhPjCUyltgIwTkibwh4ApaUgCFgsVQQ+smbrlfJL4hnjZmVmKiorXWyLwXUnnsI6CGlklqeMgknV0eYYyPmR/GUHlsVY2SGtbfv6+ujs7OT3t5eOjo6jvbpKKXUEXHRE1smfJ97Tr/gBXkeNTEv1OsymedRSs0c+jvw+G6//XbWrFnDtm3bDmigvnDhQhYuXMiKFStYtmzZQffr6ek56INbS5YsmbYf3JoIjRmllFJKPV+SZPzP//eHfHzVRt73gQu4/u8uxBrosBGGvHF6OupSccXm216N5kXoD/6AqoY2a6lKYHeWNioxKsZyclQiqiVWRISn0irPplUGg2dQPKdGZSJjiYxhOHieyaoIhoqAN0JsHD4EsIbMBx7LRtiTpvT6BDFQNpY2LF6EISskaWBIAinSSIpE+UZc9JJXl3jypERgnObrE5R29xDP7ZrQfQzQASwg4oRymbPjFl7b2skZ5VbK9oh3vJiVJvL7r27EOIYkSbj11lv5wz/8Q0qliWcM1bFB40QVoXGiihgdJ5OhiZRjg64nSh3asmXLDpn0OJyurq4xt9CaqVavXs3q1avx/ujuS63rlVKq2XRdUWrqSqWIG69/A5dffgbnv+p4IK/46PUZrdbSYR2DEhgJ+fZZIyFvaj7HOmytf4gzhk7rGAieai0xMhgCZWM40cXs9BkBYUQCO7KEk6MSsbUYYzg1LpOIIFlC5oVnfcKprkwqUDaGDhvRGzISY3AYUgk4YwgBStZyvIsY9BmJWIZ9ILOBqjWUMZQFxBnKmQE8odbAPW/dbmnFkhBw5EmRxlZaw8MT7itSl/X18+SnP8vTn/kCL/uX1XS9+hWF7yvkVSsDZMxJHc+ahCeTETqjmBNMCTOq34tqPk07jcE5x6tf/Woty1Tj0jhRRWicqCI0TlQRGidKqcO5+uqreeihh9i4ceNRPQ9dr5RSzabrilLNc9lFp3N8S6XRKF2AH933HFd9YD1REg7qH9IbMvyoyhBjDHNcROuoioaqCMEYToxi6veuSuDprEpaS7JYYzijVKHDOdqcwwg851MgEDDMc/l9vQhGakkLU9tGi8A8FzPXRbQ5R2wMQfLzExEcFgeUncHWxhGWFMETiDHUN72qb1CVn/3kEiIAe+66hyc/+U+EapVtq/6eiW7INEK+jVZ38PT7jK3pCLuzlCFtun7EaVJkDM45zjvvPP1hq8alcaKK0DhRRWicqCI0TpRSM4WuV0qpZtN1RanmcsbQYR0t1rJ71xDvXfZv3PLpB3jDRbfRu3eYDuewtcyIl7xXSDKqATtAq3V0uAMTKAmSV4fUEi6pyAGJkcgYFsYV2qyl3UZUJdArgUBevXFCFGMMVA0YCXgJCAJisQZOiMq0GkdrLXGTSaBqwCGUxWGdpYIlwtT+B/kjmAOasTcuik8+J8IJb38LrS8+C4C+nz/A3u/+YMKPUQUGyRhMPTuzhO3JED0hI8ysjhczjiZFxpAkCZ/85CdJkuRon4qaxjROVBEaJ6oIjRNVhMaJUmqm0PVKKdVsuq4o1XzGGNqsY+sDe9m3ZwTIqzNCW37JuNNGRKOqSfq8Z/h5VQwlY+l0USOBEgSGCZzg4gMSI0+NSoxUXMTpcQsVa2kzlu4sJQ2ejFqfEOswCMHYvPeHgDV5P5A51nFcVKbiIkrWIiHvH5KJEFkoY4giSwlLjOBweEDIcFhayJMipdp/GR6e/PfPOc788w80/v74jf+AhDDOPQ6WkFeL9JIy5D3bkyo7k4QBrRY5ojQpMoYoinjjG99IFGnbFTU2jRNVhMaJKkLjRBWhcaKUmil0vVJKNZuuK0odOW9900K+94N3sfTVJ/FPt72FuBTR5/Om653WUR7V32IwBPp9dsBWUZExdI1KoASBYRGOH5UYyUTYkSVktaRBl4s4MSrRah1lY9kZUoIEPDDPxdjafZzYWtN0gxVDMMJxNqLdWtpN3kY9C5AYQQxEASIDJWfJ/0d+DHlz9QqWcu28LWCiKZSKAAsuv5j2X1uUf28e/hW7v71+wo+RAkME+jPPHp+wLRlin08P2LJMNZcmRcZgreXss8/GWv0WqbFpnKgiNE5UERonqgiNE6XU4axevZpFixaxdOnSo3oeul4ppZpN1xWljqxXLjmRH//w9znt5HYgrwwZCJ7dA1VasQf1D+kL/oAtnmytAfvoPiXDIhxn9ydGklrzdR8CxhhOjst0OUe7cyCwN2QIBgvMj0oYqDVHN2QEjAEfDCXrODkqUbGWVmcRwEsgETAYymJxllHbZRkCeecSMFRq5xwBNp7aBXJjDGf+j6sbf3/8pk8RsmxCj5EnRaCXhKEs48mkynNJlT4/scdRxelPkjFUq1VuuukmqtXq0T4VNY1pnKgiNE5UERonqgiNE6XU4UyXRuu6Ximlmk3XFaWOPGctHdZRqSVAsizw7nf+G7/9u3fgB7OD+of0HKIBe8fzKktGODAxUpXAc1mSN0c3htPjCi3W0mosg94zEjK8QJuxlG2e8AiSb6ElGGJryETojErMjWIqztFiDYlASkCAyFhKxhA5i8MRUa8WyZuul3CNViJ+YBADTKVb0bw3vJbOpS8HYHjbdnbd8e0JP0a19r3q94FuSdmWDNOdJaQyse24VDGaFBlDHMcsX76cOI6P9qmoaUzjRBWhcaKK0DhRRWicKKVmCl2vlFLNpuuKUi8MYwzt1tFmLR9e+QPu/s4TrPvmNt7ytq9hhYP6hzy/AbsxhjkuaiRWIL/YP89G2FpKZVACe3wKQIuLOCWu0GIdFWPZ7TMEISDMt3nT9RTBieAl7w4CYGp9S9pq94uoVYuYgEGoBINzlgqCIe8fIuRN1wOGMgYHVNrbGrdN5Xs2ulpk+//3aUKSTugxPHm1SB8pQ6nn6bTK02lCn9feIkeCJkXGYK3ltNNO07JMNS6NE1WExokqQuNEFaFxopSaKXS9Uko1m64rSr2wWqzjd956Fh2dJeLY8j/+8lX0SX6BvkgD9vZRFSeQbxE130WNSpNunzW2hzrOxcyL4nwbLWBfyAhYYmuYY6M8MWINAYOvNV3PgDbrONGVqdiIinP4kG/RlZo8UdEiEEWOEo4YiGpN1wMZEabRdL2eap1KtUjXq1/B3Ne/GoCRp5/hua9+Y8KPUQWGyLcm65WMx5Mh9qbVA5JOqjn0J8kYqtUq1113nZZlqnFpnKgiNE5UERonqgiNE6XUTKHrlVKq2XRdUeqF9+bLzuRHP343n/7c5bzuDacSBHp9hidvwF56XgP2wcMkRgLQ4fanHnb5hJHgscbwoqhEi7W0GcuA91SDJxPosm5U03WDrzVdj7AEA/OjmE7raDP5+aRiqEogiBBhiYyhxRkcFgcYbC0xAiVguKcPyC+ST7Wt+Zn/42qiuV0s/Iv/xgm/+1sTvr+QJ0b6SRlJPc9mKTuShB7tLdJ0RmRmtbHv6+ujs7OT3t5eOjo6jtjzhBDYs2cPCxYs0E8hqDFpnKgiJhMnFz2xZcLPc8/pF0z4PpN5HjUxRV+X0XFyyVP/cYTPKjeZmFFHl/7cOXa9UL8Dq9njaMeMrldKqWbTdUWpoyeI0B886ajLyA/+bCe/+ZpTGJLAcNhfyVAyhjnWYUYlTAaCZ6R2jAGGg2eoVv1QMpbTohLOWnZmCduqw/T6FG/gRBvjrGU4eHZnaePxASJjCAGcMfT5jMfSYfqzhL7gsQbKxlEWQ4YwZAJJ6hnCk2DI8DjyPiPDBAZr51mtnd9UNqzyIyO4SuXwB45jDnAcjhPLFRbGFX6jtYszK62UjK5945nI77/6nRyDtZbjjz9ef9CqcWmcqCI0TlQRGieqCI0TpdRMoeuVUqrZdF1R6uixtQbq9aqPb37tMS583Zd5z39eR5QK7XZ/9Uci+fZPYVQCpa3W+BzyaogWaynVNtJKJLC71l/kOBfT5RxtNsIHoV88IQito55bJO9lYjBYawgizIkiFriIFpdvo5WGvOl6IE98xIZG03VLvel6rgVLuTaeyvZZdVNNiAAkwCCewTRjZ5byVFLVapEm058kY6hWq3zkIx/Rskw1Lo0TVYTGiSpC40QVoXGilDqc1atXs2jRIpYuXXpUz0PXK6VUs+m6otTRVW/APrhnhKv/6C4Avvi5h/jMFx6kZAwdzjX6haTPS4yYWvVI3EiMGFrt/uP7gqfPZ1hjODWqUDGGVmvp9T5vjC77m65XEawEslrTdQGsEU6MSrS6iAqOksnPYcQEjBEqwWKdpQLEGEztmT2Bnc/topW8QiQiT9rsr3GZuok2XId6bxHoDZ4B8WzPhtmXJlSD9hZpFt0+awwiQn9/P3PmzDmg3Eup0TROVBGTiRPdPmv2KPq6jI6Ti5984AifVU63z5p59OfOsetob4WkZp6jHTO6Ximlmk3XFaWmjy9+5RHe95/X8du/dw6r//mNRNbQYaO86XrICLWrzc5Ah41wtX+zXoTeUbcnEhio9SFxBl4UVYit5YnqME9nVbp9RmwsC1xMycBen9Eb8ibpeRKjlt4web+RnVnKE+kIPT5l2Hsia2ixjkigSmBEhIEskJCSYcgIRECMZYDAEHlSJCXvOTKVi+bVnbt48lOfZe+G77N0w79OuIKkDHQBJ5gyx5XKvKqlgwva5nB8VJrCWc1uE/n9N3qBzmlGKpfLhz9IHfM0TlQRGieqCI0TVYTGiVJqptD1SinVbLquKDU9vPuKc3nxS+Zyyos7MMbgBXpDRoeN6LRRI/FR/3pnLTHiahUjfd4j5P1EygSqCF5gV5ZwSqnCKaUKPeJJQqA3eEaMxVhHl3MMhIxMhAoWb4SysQQMGGF+FNPjUzIJ+BBIRKhKwIohMhZnPC3W4IPDIxjy5EfAUMFQRQjklSKGqSVFHvubj7P7m3cC8OwXv8qpf/wHE7p/FRgAKuJpCRnbsmFOTct02OiA5vVqcvQ7OIYkSbj++utJkuRon4qaxjROVBEaJ6oIjRNVhMaJUmqm0PVKKdVsuq4oNb284tdP4PiWCq5WuBUEHnx8H9+56/FaEmT/1/tChq9tVhQbS9uoHiQtxjYuUA9KoM9nRMZwalSixTrKxtAjGaHWmH2ejTFAQsACqeQ1HVnIKz5Oisq0WEeLtVhj8BJIjcEKlMQS1fqZRAgWw6693Xg8BkOFPEkSkSdFpnLh/PSr39cYP/mpz+JHRib8GBkwTMZQ5tmVpjyZjNCrvUWaQrfPGoOIkCQJpVJJyzLVmDROVBGTiRPdPmv2mMj2WfU40e2z1Fj0586x62hvhaRmnqMdM7peKaWaTdcVpaanIEJ/8OzaO8xbL1zL1l9186mb38j7/uh8ekOGH7WVVqeNsLV/v/0+o1q7LF2VwIDPMMY0ttGKjOFXyTC70oRun9LhHHNMRGQNz6VVqiJ5fxCTJ1oEMCKIMTyVDPNcltAbMga9JzaGNizGWIYlIxFh0HuqeNJaPUiEBQL95Ntn1bfQmkoXj1/8lw+yZ90GAM763x/ktPe9Z8KP0QYswHFSXOaMUguvb+virHIrZa0WOchEfv/V7944tHmXKkLjRBWhcaKK0DhRRWicKKVmCl2vlFLNpuuKUtOPNYYO6/jnT27hVw/vw3th1aqf0juc0GEjbC2H6SVvqF7/fH67dY1qkrKxjSbsXmC3TzHGcIorUTGGFmPp8Z56a/V5Lm+6nhqpVYt4bO2+rtZ0vcU5Khji2n1GTMAhlMXirKGEqTVdzwkBh6XE/qbrAPtrWibujP96VWP81Kf/edLVIgN4BjPP7ixlRzJCb9BqkanSpMgYkiThE5/4hJZlqnFpnKgiNE5UERonqgiNE6XUTKHrlVKq2XRdUWr6Msbw1//7tbz/T3+d405o5Svf/F18yVKVUKsOyY/LalUl9fvMsVEjKdFqXKOHx0DwDPiM9ijiuKhEq3M4Y+j1KUEMJWtoM3m6IgMsBi+CMZBJnmQ5wZYo24iStWQhb/KeiOCMITYQO4sB9j23FwN4wGNowVAiv2ie145MXvtLX8yCN18KQLJ7D8984fYJP0YVGAZ6JWUgZGzPRuhOExKZypkp3T5LKaWmId0+a/aYzq+Lbp+l1MyhvwOridKYUUoppdQLTUTY/mw/c45vaXytxVoqxjaarwNUrKW91ldkKHiGQmiMh4PHGEPJWE6Py6QSeLA6yL4soz94TopiYuMwwI5shCBQwYIRImsJAg4hFXisOsRen9KTpiQGytbQKoYADFohTTKGCFSBDE8EOBwJnj7yRutV8uSIn+T3ZOCRR7nvTcsBKB23gFf94Ju4SmVCjxEBncDJpswJpTKvbOng19vmcFxUmuRZzU66fVYThBDYtWsXIWjWTY1N40QVoXGiitA4UUVonCilDmf16tUsWrSIpUuXHtXz0PVKKdVsuq4oNf0ZYzjz5A7aRvW7GPKef1u3jTZjG1UhIyEwUvu33GIsUW3rrFbrGj1HEgns8yklm/fTaLWOkjHsDRkiAWdgbqPpumAwZJJvp5WFvEfISVGZinW01qpCvAQSA9ZAWSByFo8nIhBhyci30SqN2kbLAVOpKGg/9xyO+62pVYvkDdehT7Jatcgw+7RaZEo0KTKGNE35zGc+Q5qmR/tU1DSmcaKK0DhRRWicqCI0TpRSh3P11Vfz0EMPsXHjxqN6HrpeKaWaTdcVpWaOFusaiZFVH/kJb3/L11h1/c9os/s7dAwGTyaCMaZRNQL5Nlq+trHRPp+RhsBxrkS7c7QZSxqEEREyqfclMQQEEcHUshfGGgKBOVHEXBfR6iLK5D1HMgQEIgEj0L3juVF9RcAjCIYW9vcWEaZ2Ef30/7qiMZ5qb5GhzLMrTdmRJPR77S0yWbp9llJKTUO6fdbsMZ1fF90+S6mZQ38HVhOlMaOUUkqpo+3en+3g9a/6UuPvP/zZH/CyJcc3qkSsgS4bYY05YButHp82enm0W8fJcZmeLOWX1SF6fEoCnOhiYmtJgmenz5OlLeRbYzljCUFwVhjwga3pMN1ZSp/PEANl46iIIUUYlsCgDySkpORJkQiIcfTiqQL1TkaT3UIL4MEPfJDeTVt40Qfex8nv+j1seeJbX7UB83GcUqpwVqmF32zt5MxKW6PS5lin22c1QQiBp556Sssy1bg0TlQRGieqCI0TVYTGiVJqptD1SinVbLquKDXz/MYrT+FvrvsNAD76iTfw4pcvIAbi2kX8IHlTdci30XK1a/tzjCPUPsc/EDyDIaPTRcyNYlpthIgwIB4JQsU6Kia/xJ1hsBiEvFokA9psxHGuRIuNKDtHCJBJwCNYA6kfoWINDte4b/5Y0IZpVIsEpnYh/ZyPXMurvv9NTn3vuyaVEIE8OTOIZzDN2JWlPJPmzdfVxGlSZAxpmrJ27Voty1Tj0jhRRWicqCI0TlQRGidKqZlC1yulVLPpuqLUzPS/Vr6KH973B1z5p78OwEAIVIzF1hIgiQgjIWCMaWyv5aylYm0jMbInyy/8n+pKtFhDq7X0eo9HCAjzXZ5kSBFEABEMYMQgBubZiDbnqOCITL6FVmIEgrBr29NYAxEGB8S13iLgcUCZ/AJ6NMXvQ+m4+bhKeUqPkQIjQI+k9EnGE1leAeNn1kZQ04Jun6WUUtOQbp81e0zn10W3z1Jq5tDfgdVEacwopZRSajrp9xnV2mVoa6DVWAZqlV8G6HIRzhj6fEZSO263T6l3GznexXRFMU9Uh3k6q7LPZ7QYy4IoxgLdPqMvZDgMJQNBDBbwxhAL7PJVHk+q9PiEIR+ILZRxRBhGjKcahEHvqeLJMAiBGIcQ6EHw5JUaR/tCegnoAE62ZU4ttfD6tk7Oa2lnjptq2mbm0+2zmiCEwGOPPaZlmWpcGieqCI0TVYTGiSpC40QpNVPoeqWUajZdV5Sa2dqta/S+ePjBvfzxH32HqPbPWdi/jVabdY3G5+3GktUSJHtDhg+Bk+MybdbWkiqeJAS8QKdzWCATQYLBkDdxd4CYwDxXotM62mxEhCENkJhA3/AgsQdrDSXyipH6BXPBY8mrRQzgaM7F9OGndvDLv/gIT//zlw5/8PMkwBDQFxJ6JGV7OkJvyJhhdQ9HnSZFxpBlGXfddRdZpvuyqbFpnKgiNE5UERonqgiNE6XUTKHrlVKq2XRdUWpmM8Ywxzq+d9cTvOk3buNLn3uYj374x40+IqkIw8HjTL49FkCLdY2L116E7pARW8tJcZlW6ygZw56QIhJwGOa5GANUybfP8hLy/wZDhOXEqEzFWFpd/qipDzy7cycYKBkoOUv+PzBYPCAYWti/hdZUUw/VXXv42SW/y7Nf/hpP/MMt+JGRCT9GCgwgDKWeZ5Iqu9KEYU0YT4gmRcZQKpX4wAc+QKk0ucY36tigcaKK0DhRRWicqCI0TpRSM4WuV0qpZtN1RamZzxnDCV0VRobz5OY3vv4Yoeobtw+FgBc5oOdIp40a1SLdPiMNgQWuRLtztFlHGoQRETKBdhtRMgZB8LUm6ZBXgQQJdEQRc6OIVueoGIMYw2lnnoE1Fhcs1jkqGCLAYQiAELC1xAhQS5hMXvn4BSy49A0ApHv28uyXvzbhx0iBKjAQMrpDyvZ0mL7gD3c3NYomRcbgvefBBx/Eew0oNTaNE1WExokqQuNEFaFxopSaKXS9Uko1m64rSs0Or3/tqXzkb1/H7793EXf+6F2Ycl7xAXkVxmDwedN1k3cTia0lNgYRQYA9PsUZw6m1qo+KMeyrbR8VEBa4GAwktZqOTDwGCIAlcLwr5fezFkTo7RsmQYiASITIGhwWg2AxjWqResP1uAnfg9P/9MrG+MlPf5ZQTSb8GCNALxmDmefpapU9WUIiWi1SlCZFxuC95yc/+Yn+sFXj0jhRRWicqCI0TlQRGidKqcNZvXo1ixYtYunSpUf1PHS9Uko1m64rSs0e137olXzqM2+krS0mCASRRmVIIkI1BMq1ZAhAh3H4WpKjP3iGg6fLRcyNYlptRAD6JSMEoWwtbdYBQn2zPS+CMeDJe5bMcyUqLqIklp6+fXgJCEIsBufsAdUiQl4tYmqJEWHqF9TbF72E+ZdemM/3uV08d/s3JvwYKXl/kcHg6Q4ZTyfD9HndXrAoIzOsC8tEusgrpdRMddETWyZ8n3tOv+AFeR41MdP5dZnMuSmljg79HVhNlMaMUkoppaazIEJPyAi1K9NlY6jWLlNbA3NtRIbQW0uE9vmMRALWGCrG8qJShf4s45HqID0+Y5jAKVGZyBhE4OmsShChBYs3QmQsIQSstVSD51fJEN1pSk/IMAYqxlESITUwFDyDXqiS4YGAEGMRAj3kyZWEqfUX6XvgQTa/7Q8AqJx6Mq+85+vYeGJ1KGVgHnBK1MI55VYubuvizEobzkxlg6+ZayK//2qlyBi892zevFk/gaDGpXGiitA4UUVonKgiNE6UUjOFrldKqWbTdUWp2cUaQ7vNt8gaGEi49kP/zt7nBgEIAkMSiI2lXLvAP8c66ptDjUigz2fMiSIWRCVaXb7hVU/IEAyullQxBhKTN13Pq1EMGXnPkuNcibK1JP1DZEFIJBAwOAFnLRXyC+f2ENUiMPWL6h0vO495b3hdPp+nn2HnHd+e8GNUgWGgPwvszlKeSRMGtbdIIZoUGYP3noceekh/2KpxaZyoIjROVBEaJ6oIjROl1Eyh65VSqtl0XVFq9ikZyy+37OYNL/8Cqz+xmf/xp/dArVpkpNZ0vdU6DGBqSRRfu32fz/uInBTFtFhLi7H0e08WPJnAHOdwmPx4AQgYY4gwBCPMtRFtxjLY040NgkdIDHniQwzOGiIiLILDkJL3FqkADoiaMP/T/+xPGuMnP/kZZBLr2zDQT5X+kPFUNkKfT5lhG0MdFZoUGUOpVOI973kPpVLpaJ+KmsY0TlQRGieqCI0TVYTGiVJqptD1SinVbLquKDU7nX1aJ0ODKQDr123n8cd6gP1N150xeVN0aCRIABIJdPuMios40ZVotY6yMewNWZ5EARZEMYZ8qysweAmA4EP+mCfEZRYtPItK5JAgZOLxAs5YImtoIb94bqg3gs+rReqrkJvi3Dtf8XK6XpP3gRt+/El2ffPOCT9GAgwBg5nnmTRlZ5aSaFLksDQpMoYsy/jxj39MlmmDGjU2jRNVhMaJKkLjRBWhcaKUmil0vVJKNZuuK0rNTicc38Yn/u5iLr78dH6w5T0sPKertmFV3nQ9kUCrsY1G7O3WkdUu+neHFB8CJ8Rl2p2j1TpGQmBE8mqRFuNq229J3tC99pyRzatFOqyjf+dztJh8+y0PpFawAjGWyDliIhyCwzaqRVrIEyJTTYoAnP5nVwFQOe0UbLl8mKMPJsAI0CsJvSHlqWSIvqDr5OFoUmQMIsLTTz+t5UZqXBonqgiNE1WExokqQuNEKTVT6HqllGo2XVeUmr3+4F3n8tVv/i4Lz+5CMFj2NwofCvm2Vy0mv4xdsY6odrMX6A4ZzhhOikqUjaVSqxYRETDCfBdDrbeIBVLJUyMhGGIM7OuhjKHsLCEIXoRM8sbszkCJerUItbPaXy1imfrF9a7XvILzb/k7XvndOzjuTZdM6jESYBBhIMt4Ok3YlyaNbcbUoRmZYT9NJtJFXimlZqqLntgy4fvcc/oFL8jzqImZzq/LZM5NKXV06O/AaqI0ZpRSSik1k3gRenyGsD8BUa/saK9tjdUTMrxAGgLdISMy+cZWZ8QVnDH8sjrIniyjO2TMtY45NsIZ2JmlDIsnqm2EFdUSLBKEYISt1WF2ZSndWUIAys5QEosXYQRh0HuqZGQYMgIxFgj0Ahn17bmOrlbgJCJOK7fwmy1dvKK9gzmuGZ1PZo6J/P6rlSJjyLKM733ve1qWqcalcaKK0DhRRWicqCI0TpRSM4WuV0qpZtN1RanZbXTvkCDCj3+4o3HbkOQNyFtNvmFVbC2xqff5gD0+xRrDKVGFijG0kCdQAkIA5rkYU2uWbkXw4gEhDRm/fOhh5tmIVmupOIsg+FrjdVvbtiumfhFdqG3GhcE0vj4dLrAnQD8ZAz7jST9Mn9e1cjzT4TWblkSEvr4+LctU49I4UUVonKgiNE5UERonSqmZQtcrpVSz6bqi1OzXaiwPbtnN2y/7V9564e3cs347AEFgRALlUcmQDuMaW0T1B89I8MxxjnlRiVbnMLXEiACxyatNQMhM3jtEBKwxDFRH6HSODudosxExllTAG8EgxGIo1XqL5AmQ2v1rW2gZmtNbpG7wsW08ftMnJ7zWZeQN1/szz640Y1eWNLYKUwfTpMgY4jjmbW97G3EcH+1TUdOYxokqQuNEFaFxoorQOFFKzRS6Ximlmk3XFaVmP2MM2x/u5offfxqAD19zL97nF/aHJRBEaK1VkzhrKRvTSB7syVKMMZwSxbRYS4ux9HtPFgJeoMtFOCATwUm+DVbkHEt+fTHOWY53tZ4kziK14wI0eotE7O8tEsirRWLyKpIIRnVBmbxtN/4DGy97B0/8/c3s+/6PJnz/EaCfvOH6M+kIg0GTImPRpMgYsizjzjvv1LJMNS6NE1WExokqQuNEFaFxopSaKXS9Uko1m64rSh0b/vDdi1j8ihM48+xOPvT/vhpra+3NJU+MxMZSqlWLzLERnjwpMiSBAZ9RcRHHuxKt1hEbw76QH2GBLpsnVTMDYMi85xcPPkDqA3NcxFznqFhLCUMaIDV5+iMSQ9k5SkS1yhBTS4wYyuRbeDUjXdu+6CV5CQvw5Kf+acL3z4ABoD/LeCKpsi+tanXdGI6tbitKKTVFk2mAvf6U847AmRxMm6ariZpozGhjdqWUmv5Wr17N6tWr8d4f7VNRSimllJowaw1rv/o2KgvKlEoOQaDWfn0kBCrG0mYdic8wxtBqHCMSsMaw12e0WceJcZm9IaMaPD3BU7WOMpY5ztWatQsRljQIRvI+IwHh+KjMPu+puEDm86buebWIIUWIgQRBMGSARYjIL7Dnf9/fHH4yjnvTJbQsPIPhbdvp/ekmejc/QOfil03oMUaA/pCyx6c8lyWcHFeouGZu8DU7GJlh6aKJdJFXSqlmm0ziYTIXkjXBMXvMptdfkyJKHT36O7CaKI0ZpZRSSs1kfT4jaVy2zpMiAGVjmOMiBoJnpLY91G6fNvp6nBiV6HARu7KEbdVhun2KGDjJxlhrGZbA7jTBYIhqFSMOyExeEfJ4OsKz2Qi9SUYVoeIMJbF4EaoI/d4zQlbrKyIYDBnCIODJkyNT8exXvsYvV34EgAVvvIjzb/7EhB9jAXBW1MLitg4ubp/Hgqg0xbOaGSby+69unzWGNE35xje+QZqmR/tU1DSmcaKK0DhRRWicqCI0TpRSM4WuV0qpZtN1RaljS5vdX90gQq1iBKoiZCK0GNvo49FubKPp+h6f4kNggYuZ4xxt1pEGYUgEL9BqHJExBITMezb/fBNePC6AGDjOxbTgKDmLRfCN3iIGi1AmrxAxSK0qRBp9RRxT7y1ywu++hdIJx+VzWf89Bh97fMKPMQz0ZJ4dSZV9aapbaB2CJkXGYIyho6MDY5rRJkfNVhonqgiNE1WExokqQuNEKTVT6HqllGo2XVeUOrY4Y6hYy769w3zkL+7lw9fc27htMHicMbTUmq63WNeoFMlE6AkZ1hhOicp583Rj2RcyQm2brHku7yiRYmiptCCSrzEBod1a5kUxLc7isKQBMpM3eXcYImuIar1F6k3XwVCCRu+SqbDlEqe+7z35X0R46uZ/mfBjjAB9JPR5z7NJlao2XD+IJkXGEEURF154IVGkbVfU2DROVBEaJ6oIjRNVhMaJUmqm0PVKKdVsuq4odeyJM+HCJV9k9U2bufn/3s/2bT0ApCKkEmgxllofdtpt1KgW6QkZaQh0uoi5UUyrdQgwIBkShBbrKBuDtYaXnvtSgjUYDDaAGMMCF9NmHBVnMQhZEMRAZBzO5s3VXe0PQEAoQaO/yFSd/PvvwM1pB2Dn175J9bmdE7q/B4aAnizlqTDCgGivuefTpMgY0jRl7dq1WpapxqVxoorQOFFFaJyoIjROlFIzha5XSqlm03VFqWNPuRTx3j86DwDnDJt/+lzjtqEQMMbQYvLL2yVriWqVZF5gX8gbsZ/qSlSMoQVDb/B4qFWLxPjM8+NN9xGyQCr542UIbdbS5WJanSXCkknecwQEJ4bYWGIiwDB6Y6p6tchU25pHc9o55Q/fCYCkGU//0xcm/BjDQH/IeDZJ2ZumBN1C6wCaFBmDMYZTTz1VyzLVuDROVBEaJ6oIjRNVhMaJUmqm0PVKKdVsuq4odWy65n8s5co/vYCfPvxefu/3z20kIVIREglUjMXVq0WMw9eO6PMZ1RBojSIWRCVancNi6AspPkDZWlqdY+7cLowxeCMYY4jFHFAt0jK6WoRAZAzOGSLy3iKOPBESgAr7e4tM1al/9AeYUt4gvftHG5EJboGVAP1k9IaMHckIiW6hdQCtORxDFEW85jWvOdqnoaY5jRNVhMaJKkLjRBWhcaKUmil0vVJKNZuuK0odm+Z2Vfi7v7uYwVDv3iHU25kPBs9cF9NqHP3iia2l5A2ePFGx16ecbMucFMV0h5SWYOkPng4reGBBXGLhWWchQIQhDZ7IWFKENuvodDGD4hn2llSEzEIkeeIktpYoRHg8gmAAwRAjZLUznEptRum4+Zz5waupnHoyx11+McZOvLZhCOjPUp7y+RZalaaka2YHrRQZQ5IkfP7znydJkqN9Kmoa0zhRRWicqCI0TlQRGidKqZlC1yulVLPpuqLUsasyqnfI6HSDF6iGQHnU1lntxjV6iwwEz1DwVFzEcS6mxVqcybfRQgwm82z64Y9Iswwk78VhDJTEEAzMP1RvEREMhtgaYvb3FskTMdLoN9KMSoQXXfVejv+tyzBucsmMEfIttHalGXuSBNEttBo0KTIG5xyLFi3CTTLo1LFB40QVoXGiitA4UUVonCilZgpdr5RSzabrilLHLmMMrSb/ty8i/Pt3n2pc4B8Uj0jeBwTAWUvF2sbtu7O8D9EJUYkWa2kxebVIKp7gLC896TSssaRGcMaQ1e6XIbRbS4eLqYzqLeKtEBmwAhVryTflylM1gf1JEke9nuXoyYB+PN0h4dm0SiK6hVadJkXG4Jxj8eLF+sNWjUvjRBWhcaKK0DhRRWicKKVmCl2vlFLNpuuKUse2irX87N4dXPbqL/OOy7/GPeufACAIjEggNpbSqGqRek1EVQJ9PqNkHSe6Eq3WERtDTwhEzvHSF59NexQjgEhefVKvFkkNLHAxrTjKzhAQUi8EgRIW5wxlDIb8IruQJyLqDdeb3bdiaNsTE+4tMgQMZBk7QpUhTYo0aFJkDEmS8JnPfEbLMtW4NE5UERonqgiNE1WExolSaqbQ9Uop1Wy6riil9j07zJbNuwD427/8MSHkqY9hCbVqkTxpaoyh1TpCrepjn88QEU6Iy7Q6R6uxDAXPQLXKN7+9jg7JL5JnRnAmb+IOeVVKu7V0RTEVaylj8AiZzW93QfKtuzDY2mV2A8RQa8TenGqRvgce5IE//jN+dvHvsPfuf5/QfYeA3pDxXJrSnaZNOJvZQZMiY3DO8epXv1o/gaDGpXGiitA4UUVonKgiNE6UUjOFrldKqWbTdUUp9e4rzuXXfv04znvZAv7iI6+mVhhCkDwx4oyhUttGq9U6TO2ARALdPsMZw4lRiUqtWqQf4dzzziWyltZadUmQvBLEmLwaxNeqRVpMROzyNu9ZEATBicEaQ4TDEBpbaAmGUu2cm1Etku7Zy77v/gCApz/z+Qnff4BAj095Nqs2tgc71jW7imfWcM5x3nnnHe3TUNOcxokqQuNEFaFxoorQOFFKzRS6Ximlmk3XFaWUtYZ/+9bbaVlQwdr9DdcBhkOgYvKeIVUCArQbS1/wOGPoDimdwbHAxexyCSPB02s8J7/oDDCWuTiGMk9qIBYhCUJsLB5ot5a5zjEkEVWfkorgrKlViAgxQoLBILWkiFACquSVIlOtz5h34W/QsvAMhrdtp+cn99H/i0eYc/65he8/BPRnGTuyKsPBM8dpSkArRcaQJAmf/OQntSxTjUvjRBWhcaKK0DhRRWicKKVmCl2vlFLNpuuKUgrg9JM7KLv6Je39m1MJ+6tFWmrVImXriGuHeIHukFeLnFSrFrHB89X1d5KmVRxCm9lfiRbY31vEGzguKtNq8t4iHshEEAGHoeQi4sYGWvl9Ie8tUm++PhXGWk79o3c3/v70P02sWmQE6AsZzyRVelNdQ0GTImOKoog3vvGNRJFmztTYNE5UERonqgiNE1WExolSaqbQ9Uop1Wy6riil6lrt/kvakrdIB2AkBLwILcZia8mQNhPha1tGdfuMNATmuZg5ztHuYl5y/vlk1uExdLqo1lsEnDEkITQevd1aOp2jxUSUMGQieANWBAvEGBz7L7Z7oEyeEKknRabSX+TEd/w2UVcnALv+7TtUd+2e0P378PR4z3MhbfRaOZZpUmQM1lrOPvtsrNVvkRqbxokqQuNEFaFxoorQOFFKzRS6Ximlmk3XFaVUXWwsJWN47pkBVv7Z9/jspx8A9leLGGNoMflaEVtLXOstIsDekGFr1SItLuLU44+nF4+I4KBRLSIi+NrzRSFPcsx1MS3WUrGGAASTJ0QchpKxOKJG4sPU/pRq/3WM3uxr4lxrCye/+x35uaUZOz73lQndfwjozRJ2JCMkIRz2+NlOf5KMoVqtctNNN1GtVo/2qahpTONEFaFxoorQOFFFaJwopWYKXa+UUs2m64pSarT+3SO86qX/wmc//QAf+5ufMjiYbwtVrxapGIurZSjajcPXUhL9PqMaQp7g8IG7v/VthtOEKoFQqxYx7K8WyWpJFg90WkeHjSgbRySQAMEYnEBk8+bqeZIkT6IEDOVRX4OpVYuc8t53YeK8Wu6Zz6/FDw8Xvm++hZZnp08YQpMimhQZQxzHLF++nDiOj/apqGlM40QVoXGiitA4UUVonCilDmf16tUsWrSIpUuXHtXz0PVKKdVsuq4opUY75cR2Lv+tMwEYGsp4YPOuxm1DwWOMobVW9RFZS7l2GVyAfT7FGsNplVbe8NrXUnExPSFDJDSqRaR2cL1apCR5AmReFNHiHGVjCB5SI/urQozF1dIfBghIY0ut+jFTUT7heI5/6+UAZD297PzXb03o/v1k7M4ydmtvJk2KjMVay2mnnaZlmWpcGieqCI0TVYTGiSpC40QpdThXX301Dz30EBs3bjyq56HrlVKq2XRdUUo939/89et4/397Off96j/z2tefQn2DqqoImQhla4lqW2e1GdvoLdIfPCPBMzcucdYJJ9JuHUkQqsjzeotI3ltEAhhDEKHTRsyxESUX4Qh5RYiBCItzhjIGC6OarhsqtXHM1LbQAjj1fe9pjJ/+py8gE9gKaxDoSxN2pknje3Gs0p8kY6hWq1x33XValqnGpXGiitA4UUVonKgiNE6UUjOFrldKqWbTdUUp9XznvXQBH7vpQhYc14pgsKNqMQZDXuNRb8rurKVsDFJLBuzzGWmS8JXVn8Z5T9mYRrWIJa8WCbUu6wEwGGIMgmGejWh1jjKW1ENm84brJggla2sX3E2tSbsQkydEDFOvGJlz/kvpfNUSOl+5mDP+n/fDBJIbQ0CvDzwdRhg+xvuKREf7BKarOI553/vep2WZalwaJ6oIjRNVhMaJKkLjRCk1U+h6pZRqNl1XlFKH0mIsVQICBJFaxsGQipBIoGQssQmkIrQZxz7JcMBA8HS5mP/ynj9kb6mC9yndwTNihFZj6XQR/eJJRXAGMgl51UgIdDpHuzf0Rw6bpXhv8cYQSd57JK7VkAh5QsViKCOk5MmRqW5e9bJ/WY2rVA5/4CH0k1eKDPqUducOf4dZSitFxmCt5fjjj9eyTDUujRNVhMaJKkLjRBWhcaKUmil0vVJKNZuuK0qpQ3HGUK6tCz4IW+7b31ukXg1xYLWIbVSLdAfPiSecwMmlCmWb9wnpk4wwqlpEACOGzOT3iY3BWUOXi2mxllItAZPZPPkRGRoN1y35dlm+Vi0yur/IlOY8yYQIQD/QnWXsytIpnsXMpj9JxlCtVvnIRz6iZZlqXBonqgiNE1WExokqQuNEKTVT6HqllGo2XVeUUmNpMZZ139jKb778C7zlwrU8+3Q/QKNaJDaWUq23yBzrajUc0FMd4X//n/9DS+bpdI4WY0mCMCKCYOi0FmMgqx3vRYhqvUXmuxJzjKMUOYSAeEHIEyOxdY2G60BtGy0o1/7bjMTIZI0AvVnKs8kI2THcV0STImMolUr89//+3ymVSkf7VNQ0pnGiitA4UUVonKgiNE6UUjOFrldKqWbTdUUpNRZnDJt//Cy/engf1arn4x/9WeO2/b1F8iSFMYZW6xARojjm3R94P+VymZOjMpVatUivZIgIsbG0GptvgSWG1AjBgMERW+iIIlqtpWwcKYI3ICJYYyhhcOS9K+pJkQp5tYhjf3JkKkSE7h/+lIf//C/xI8USxinQFzJ2hISRY7iviCZFxlEul4/2KagZQONEFaFxoorQOFFFaJwopWYKXa+UUs2m64pSaiz/c+WraJ9T4pWvPYm3v+sljYveXmAkBCJjKNeqRerbYgGEOGIwZHS4iI5atUgahBE8Hui0Ec7kW2AZ8r7mJQOZwHwb04IjtnkvEY8QkSc9SsbicLV70Xi+mPyCvCPvNzIVW//mRrb8wQp2/us32b1uQ+H79ePZk6X0ZVPtbjJzaVJkDEmScP3115Mkx25wqMPTOFFFaJyoIjROVBEaJ0qpmULXK6VUs+m6opQaz3ELWvnxpj/gm99bzut+81T2pyFgSDwickC1SMVakiTls5/9Z3aODGOM4aSoTNk6SsbQG3ytWgTKmEa1SJVAqO191eYcHZGjxUSUBDwQjMGKwTlDGbBIIwHiMZTIt86qb641lYvzC950SWP8zOe+Uvh+g0B3krDbH7vrqRGZWZuH9fX10dnZSW9vLx0dHUfseUSEJEkolUoYc7R2eVPTncbJseeiJ7ZM+D7ffdHLJhwnk3keNT3dc/oFhY4bvZ5c/OQDR/isJqfoXNSRoz93jl0v1O/AavY42jGj65VSqtl0XVFKHY6I0B0yQu1qtyNPVAC0WUuLdQwEz0gIiAi7swTJMqI45rRShYqxPFwdZFea0Bs8x0cxJWPxEng2S7FAMFDG4kQYNsKwz9haHWFfWmVAhLI1lAQShAzoDSkZeRVJfTutfvJtrFLyZMlkL86LCPe9+Z0MPvIoAEu++SXmnP/SQvc9z5T47Y4FXNq5ADdL1tSJ/P6rlSLj0OZdqgiNE1WExokqQuNEFaFxopSaKXS9Uko1m64rSqnxGGNoMfsvd49ONgxLngip316vFhmpVZ/tzVKsMZwQlahYR2wMfSFDglAylrLJq0WiIGT1ahGBdhvR7iIiF2FF8AIYg8PgjKGEq1WLGATwWOqdker9RiabkjDGcMofXtH4+45bbyt8315J2RESho/RviKaFBlDkiR84hOf0LJMNS6NE1WExokqQuNEFaFxopSaKXS9Uko1m64rSqkiKsZiDWzf1st/+aO7eGDTTgCC5IkRV0uGAJQzzxe+9EWyNGVYAkPBM8/FtDtHq7EMByEzkvcWcREAYixe8k4hLRgCwlwb0WINEYZMhNSCw2BEiJHaBXipVYUESuQJEcPkEyJ1x//ub+HmtAOw69++QzYwWOh+gwi705SBLJ3iGcxMun2WUkpNwGS2tZrMlkO6fdbsMZtef90+S6mjR38HVhOlMaOUUkqpY9Vd9zzBW974VbIscPEbT+cr3/pdIE9AzHURAvT4DAH6fUZVAtYY2ozllFKF3VnCY9Vh9vkUh7DAlnDW8GyWMCJCVLucXrKO4RCwEng0Hea5LKEvSykbRxmDN0IiQn/wJHgy6k3WDQnCQO18Uya/hRbAr/7X3/LMF9YC8JJVf8VJV7z9sPeJgSWuhXfPP5Ffa5kdvyvq9llNEEJg165dhGO0hEgVo3GiitA4UUVonKgiNE6UUjOFrldKqWbTdUUpVdQbXnsKJ5+aV09s3vgce57LqycEGKpVi5StJUhgpLsbX1tXBiUwPKpapMVYhgVSIwSBThthEKyxZBgMUDEGayxzXUyrtZSxpAipASPUttAyjebqAQgIZfJqkWZcnD/xnb/TGD/7la8Vuk8K9HrPs9UqfmbVTDSFJkXGkKYpn/nMZ0jTY7OESBWjcaKK0DhRRWicqCI0TpRSM4WuV0qpZtN1RSlVVLkc8X8++no++JevZNOjf8TxJ7Y1tqmqhoCv9RbJ0pQvf/nLRCEQaomBfVmKe15vkV7vEaBiDZExpAgRQlpLsGQE5tqIVhxxZAnkjdXzqhAoGUuEg1pyJH8mQ6k2zm+ZvDkvO4+2c88BoG/zAww+tq3Q/XpJeCYkJMdgslm3z1JKqQnQ7bPURM2m11+3z1Lq6NHfgdVEacwopZRS6ljX7dO88TngDI1xxVrarWMgeEZC3oB9l0+Ia03YXxSXiY3lF9VBdqcJA8FzoouJraXPZ/QETwRkAi3WkokgRngqGebpJKEnS8FCGYsTqFphOPMM4hGEDIhr6ZE+ICOv3DDklSST8fQ/fYHH/vpjAJx5zX/l9A/88WHvMxd4bWsnfzz3ZOZFpcMeP93p9llNEELgqaee0rJMNS6NE1WExokqQuNEFaFxotTMt3nzZlauXDnlY6Y7Xa+UUs2m64pSaqJajWuMRcDWyjFGatUiZYFnnnkGQWi1jnrtwN5GtUhMi7U4Y+gLHhFotw5rBI9gjBBEKBmDF+hyMW3WUTGGLIA3eaLDBqFkbe1CvKlVheSVJBF5pYhlan1Fjv/d3+LkP1jO4q9/nhf9lz8qdJ8+YF+SsjdNpvDMM5MmRcaQpilr167Vskw1Lo0TVYTGiSpC40QVoXGi1My2efNmLrnkkikfMxPoeqWUajZdV5RSE1W2lsjkKYiRxPPE1p7GbcMSCFnGuq9/nSxNaTcOX0tLDEpgJHiOcyXarKXFGAYlkEnAWkMbEYLBAcNGCLXkR4eNaHOO2EVYEXwQxORpEGsMJRwWwWFqvUUM5dr51NM3k71YX5o3lxf/7f+i44LzMabYZlyevNH8c0mVGbaZ1JRFR/sEpqtyucyf//mfH+3TUNOcxokqQuNEFaFxoorQOFFqZtq2bRsrV65k4cKFzJs3b9LHzCS6Ximlmk3XFaXUZFQw3PK5B/nY3/yUSovj3vvfg7GWkRBoKZX44J/+Gd0+y481llQEYwz7fMbJcZnjXInBEBgWYUA8HeKYU9t6K4jBkFeLVASGjDDXxvTYlCEMiQipM5S8QRBiIK/JEKT2/zH5BXohT4i80LVwvZLwTKiSIbUtvY4NWikyhhACjz32mJZlqnFpnKgiNE5UERonqgiNE6VmpoULF7J27VpWrVpFV1fXpI+ZSXS9Uko1m64rSqnJKFvL52/5BU9u7+NXD3ez9gu/bNw26DMe37qVuPb3tlHVIgPBUw2B46KYijGUMQyEgEggtoZWY/EIUYBEBLEGAnTV+pWUY4cQCF4IgMNQco4I10g95M9kGw3X69ULzUpNFKn+GAR2+oyRY2xt1aTIGLIs46677iLLsqN9Kmoa0zhRRWicqCI0TlQRGidKqZlC1yulVLPpuqKUmgxjDH/70d8A4MLLXsS558/D1LfJShPuvOsuSj5PCDhrKRvbSCZ0h4ySdcx3JVpsnswYFE9G3lsEDBiDF0Ekb+AuxtDh8l4kZePIyLfXQgRH3mDdAg5LADyBMlCiORfq0+4env7sF9n0u3/Is1/66mGPHwC605S+7NjamlC3zxpDqVTiAx/4wNE+DTXNaZyoIjROVBEaJ6oIjRM1GyxdupSNGzce7dNQR5iuV0qpZtN1RSk1WZdceDr/ft+7eekFx9W+kic94rjEe9+/ghbryHxGVYR249gjKTGGfp8x30acEMXszhLKxjAQPG3GEWOoGMOICJFAIoGKcwQR5lnHXiyD1lANgjdCqVa0UTaWqkR4PKZxJoYYISW/WO+ZfNP1kR3P8thHbgDAlkuc/O5l4x6fAPvSlJ1ZlVPKLZN81plHK0XG4L3nwQcfxHt/tE9FTWMaJ6oIjRNVhMaJKkLjRM0GmzZt4mtf+9oRfY6VK1eyYcOGwx7X09PDypUrWblyJTfccAMrVqzg5ptvPqLndqzQ9Uop1Wy6riilpuI1i09qjKX2/z54tjzyMEmW0WrzVufOWkq1ahEhrxZpcRFzo5g2GxEERiQgGDpshCBYa0jz3bOIjaPsHB1RRMVYIqklOazBYLEub67uyLfUqidAylCrIMn/7pic9vPOpWXhGQD0/mwzI8/uPOx9BiTluTQhHEPN1jUpMgbvPT/5yU/0h60al8aJKkLjRBWhcaKK0DhRs8Vdd93FjTfeyI033sj999/ftMfdvHkzy5cv54YbbqCnp2fcY3t6eliyZAlXXHEFq1at4pprrmHNmjVs3bqVFStWNO2cjlW6Ximlmk3XFaXUVETGUDL1bh0GAwTv2bxpMwNZiht1e7tx1DeT6g8ZWQic4EqUasf0hwwJgbLJt8PKyLfG8pJvhZWKMNfFtNiIMobMC5kBI4INQsna2kX5fCstQbAYSrXnnGxCBPLtwk74nTfnfxFh9zfvPOx9+gk8F1ISOXb6imhSZAylUon3ve99lEqlwx+sjlkaJ6oIjRNVhMaJKkLjRM0Gixcv5lOf+hQf/OAH+eAHP8jevXv52Mc+NqUEyc0338xll13GV77yFS677LJC91m+fDnLli1j8eLFB3x91apV3HbbbYUqTdTYdL1SSjWbritKqalqq1WDPPLgXq7+4/VUq8Lv//7vI1GEF6HF5pfKY2sp1fInXqA3ZLQ7R6dztBhLKlA1gsHQbhxBDM5A1YC3YAXmmIg2a4gihxHBe0FMXh1ijSHG4QiN3iKCocL+apHA5C/cH/+2NzXGO7++7rDH9wP7fMrIMZQU0Z4iY/Des2XLFi644AKcm0p+Ts1mGicz30VPbDniz3Hxtp9z4tYnee6sFyFOc9Hq0EavJ0qNRX/uqNng7rvvPuDvl1xyCZdccgkAP//5z/nYxz6GMYbFixdz8cUXF3rMq666iquuugrIq0UOZ9u2bWzYsIE1a9Yc8vZ3vvOdrFy5kk2bNjW+1tPT0zjPIq699lqWLRt/D+fZTNcrpVSz6bqilJoqZwxf+Mf/4L9f/V1E4NxFc3nD5RUWnbeIYWtpt47YBFIR5piI7pARGUNPyOiyESdEZbq9J5bAQMgo2xKt1tJHRt6rPSA4KhhGTKDLRfQGzwiQIETkFSsOIcZQBQz5Nl2BQIQlotb0nXzbrcloPfN05rxsEf0PPMTALx5m8LHHaTv7zDGPHwH2Vqv0pCldLp7ks84smhQZg/eehx56iPPPP19/2KoxaZyoIkwIHLf9GXaeeaomRdSYRq8nSo1Ff+6o2aCzs3PM217+8pfz8pe/HMgTJDfeeCMbN27kXe96F29/+9ubdg633347AAsXLjzk7WeddRY333wzPT09dHV1AdDV1XVAkkSNT9crpVSz6bqilGqGS97wosb4y597mBPPaOXcc19C1eZVIC3WknpPbC2u1mLDC/QFT6eLaHeOweDpD56MQGwtLcEyaAJODFUJVKwlBEuXidhNSn/sqGaeYAxG8sRI7CyxdyQELIaAEMh7i6TsT4pYYDL1G8e/7c30P/AQAHu+s4G2P71y3OO7vWdXVuUMWifxbDOPXp0bQ6lU4j3veY+WZapxaZyoIkIc8cAbX0uINQ+txqbriSpC40QdK/71X/+V66+/npUrV7J27Vre8Y53cMUVVzTt8devX99IdhxKPVly3333Ne05jzW6Ximlmk3XFaVUM5y/aAFXfuAC/vqG1/OdH72L5cveQRyXEPIG6iVjiWq9RdpMRFbbUqo7ZBjghCimxebH9Ie84focG1HvU5JKQEQoG0NsHZ1xRKtxlDBkkvcWsRgcEGGwtX4i9WqRGIjJL9rn/UYmZ8Hl+yuud995z2GPHyDl2ax6zDRbn9QVuttvv53169cDsG/fPnp6eli8eDGrVq0a8z49PT1cd911AMyfP5+tW7eyZMmSRpn7dJNlGRs3bmTp0qVEkV7IVIemcaKKMN5zyiOPs+PcMxH9RJMaw+j1RKmx6M8dNRvcf//9/Pqv//oBX+vr6+O2225j7dq1jV4eIsLixYu54oorWLZsGWeeOXbJ/0Tt27ePefPmjXl7PWGybdu2pj1nXU9PT6Em8Ic7ZrrT9Uop1Wy6riilmmX1/72UHp+R+YyNmzbx6xdcQBTFjISQV4sYS794KtYyEPIESSZCf/DMdyWetlXK3jBUS4DExlAykGCIxJAJVKxhkMBcW2KfyRi2noEQCFYggDFQMZZUIsKojbIMhhghIb9wn0xyji2nnUL7eecy8OAjDPzHQ4zseJbKKSeNefwgsMt7EglUzOy/djXhSpGbb76ZhQsXsmbNGtasWcPatWtZv349mzdv5qyzzjrkL+89PT0sWbKEK664glWrVnHNNdewZs0atm7dyooVK5oxj6YTEZ5++mnkGMmOqcnROFFFGBE6du3DaJyoceh6oorQOFGzwZVX5qX7fX193HLLLVx++eXMnTuXFStWsH79el7+8pfz6U9/mu7ubu677z4+9KEPNTUhAhw24VBPmDQrMdHT08PKlStZvnw527Zt4+abb2b58uXccMMNEzpmPNVqlb6+vgP+AKRpCuQXE7Msa3ztUOMkSfDeH3IcQmg8z1hjEUFEGl9/6qmnGBkZASCEQLVaPeQ4SfK3+977Q46zLDtgHkdrTqPHOiedk87phZ9TlmU8+eSTiMismdNsfJ10TjqnmTCnyBhs8GRpxnPPPpvPw2cI0J9UcSHgDKRpQoU8IZKlKXuTKs4YOoKhbPLKkN5kBI/QYSKyLMFZQ5VANUuxAq0GWoDIWpwImQ+IzbfHQoQSYMj/npFXhpTZXy1C7fbJWPCmWj88a+n7+QPjHtsH7E5GGA5+2rxO9fFEYq+oCSVFtm3bxooVKxqf3hpt1apVbNu2rfEmZ7Tly5ezbNkyFi9efNB9brvttkM+3tEWxzHLly8njo+N5jJqcjROVBEhinjoolcS9NNMahy6nqgiNE7UbLBp0ybOOeecAxIhl1xyyQGJkCuvvHLc3iNTtW/fvnG3z6rbu3dvU56vq6uLVatWsXbt2sabx7Vr13LNNddM6JjxXHfddXR2djb+nHbaaQCNCv+777670eR+3bp13HvvvQDccccdbNy4EYDbbruNLVu2AHDrrbfyyCOPAHDLLbc0qmZWr17Njh07ALjpppvYs2cPANdffz39/f0kScL111+PiPCmN72Jj3/84wDs2bOHm266CYAdO3awevVqIH+PecsttwDwyCOPcOuttwKwZcsWbrvtNgA2btzIHXfcAcC9997LunXrjsqckiShv7+f66+/Xuekc9I5HYU5bd26lYGBAeI4njVzmo2vk85J5zRT5vSTe77PT376E9761t/m7u9+nx//6Kf5nNZ9m59t3EiLcXzj3/6Nxx/+JQDf/Na3eGT7NgZDxrdu/TzdO3dSMoZvfve77Nyzi4o1fHfDd+np78cY+MY3v00YHiHJMu7/wY9oASwZTzz9NN6A9ylPPfUkZWvxCN37ejBANRX27eshBtJhkOHhPCky7GF4GCD/b4HxCZdfxEtW/RWv/cE3Of6S3xx1jB81zodheJgdgwP0ZNm0ep0mGntFGZnARw03bNjAZZddxlVXXcWaNWsOfjBj6Orqoru7u/G1bdu2cdZZZ7F169ZDNjJcsWIF9913X+GmhX19fXR2dtLb20tHR0fRU5+wLMu49957+Y3f+A0ty1Rj0jiZ+S56YmKL5mQY7zn9gV/xxMterNtnHYPuOf2CQseNXk8u2/HgET6rySk6F3Xk6M+dY9cL9TvwC8Ha/HNZy5Yto6enh+XLl3PFFVc0bV6bN29myZIlrF27lmXLlh3yGGMMixcvHvM9SP0xrrnmmnG3CJ5OqtVq49N4kMfMaaedxp49e5g/f37jk3RRFJGmKcaYg8ZJkuCcwzl30DiKIqy1VKtV4jg+5Li+z3+SJFhruffee3nlK19JW1sbIQTSNKVcLh80zrKMUqmE9x7v/UHjLMvyrSni+KDxCzmn0eNDzUPnpHPSOR3ZOVWrVe69917e8IY3YIyZFXOaja+TzknnNJPm9HTPAB/9m7v4t9v3cu1fv5p3v/d8siylzUa0xzG7RobBWYZEGEiqRFFEh4s4DsvjPuG5LGFXOsKCqEybi9ibDDNgDCWgmnnmxDHVEAhZxraQ8pxP6EtTKtZRxpCGQOYMQz5jpNZWPav1FRGgl7x6JCWvFplMw/WJOBvHlfNP4YK4dVq9TkVjb3BwsPB7pgm9m7700ksPu13D8xMft99++yG/XnfWWWdx880309PTU+jTWi8UEaGvr0+3p1Dj0jhRRRiB8tAIRibfIEvNfrqeqCI0TtRssHDhQh577LHG33t7e/nKV75Cb28vXV1dvPOd7zziiZ+urq5CW2PNnz//iJ5HM5XLZcrl8kFfr1eWjU6kjq42Gz0e3bx4rPHo5xhvnKYp/f39jftaaxvHPH9cP6Z+8eT549HnPtb4hZjT88c6J52TzumFnZO1lsHBQUSEKIpmxZxm4+ukc9I5zaQ5PfYfPfzj3z8JwP/92GaueM8ioigmre1X1VEuMxgC7SIMxRHOWAYlsCAucaK17AuelqjEIIEWgc64wrBPEAETOQRD2TrS2NDloU8yqtaRIkTGUHIWQShhSQgI+68bWQwlpNaAHSa2OdTkDOHZkVZ5RVsXttZsfjq8TnVFYq+opn3EsL4F1qWXXnrA19evXz9usqOeLLnvvvsOuu/RFMcxb3vb2472aahpTuNEFREixy9f9/KjfRpqmtP1RBWhcaJmg+dXb3R2dja24K0nSHp6epg7dy6XXnopZ5xxRtPPYbwm65BvrwVMqw9tzTS6Ximlmk3XFaVUs1160Rm87jdP4Yf/voNzXjKX3u4R5i1oJQhURagYy1CtK3oZSyaCNYaekHG8i5njHIPB0x98XuFhLS3BMkggDoZUAhXnyESYayP24Bh0nsQLmRFiMVgMsbPE3pHgcRg8gsNQRqiSX8DPyKtFjuTH43qB3T47JpqtT7jR+lhWrVrV2Ad3tH379o37pqP+RqO+t9x0kWUZd955Z6NER6lD0ThRRdjMc9bP/gObvRB5fTVT6XqiitA4UbNBfc/hQ6knSD70oQ+xfPly1qxZw9KlS/n4xz/O9u3bm3YOixcvHvf9R72KZKxqd3V4ul4ppZpN1xWlVLNlWcYV72rh7o1X8Lmv/jZzF7Q0bhsWjzGGSm3r1znWkdVSEn0+w4twfFSixVqcMQyEgGCYYyMM+XaticmTGLGxlJ2lPXKUiYglr/zIgEjyC/Rl8v9aLAEQAjG20XB9KimKfff+hF/95d+y8U3LCUk65nFDwJ4spSpHeqOuo68pSZGbb76Zffv2HXJP3sOVpdcTJmMdV61W6evrO+APMOkO9M8fhxAazzPWuN7o8PljgBDCmOMkSQDw3h9ynGXZAfPQOemcdE5HZ042zTA+7B/XztcdME73j5MUguwfi4DIwWOAMHoccLXzMiHg0qwxtvWxHz322Gz0OP9e2+zAsfH1cbZ//ALNyeicCs2p6L+nMM3ndKyuEdNtTvXnn01zmo2v05GY07Fi+/btXHvttbziFa/ghhtuYNOmTXzoQx9qam+Pyy67bNzb6wmT6VTJXtTq1atZtGgRS5cuPdqnopRSSik17b14YQsX/NpxAJhRtRheoBoCFZNfPnfWUjI2f68A9IaM+S6m1VoqwIgEQvA4oIQhGMESyETy/iEizHcxbc7mt3vwFjD5s8bWEuEwo2pBBKiQb581le2enrv9Gzzz+bUMPvIovffdP+ZxAuxLq/SmYydOZotJJ0Vuv/12VqxYwVlnncWmTZu4++67D/lJqn379hUqO9+7d+8hv37dddfR2dnZ+HPaaacB+bZcMPEO9LfeeiuPPPIIALfcckvjDc/q1avZsWMHADfddBM9PT1cfvnl3HjjjfT395MkCddffz1JktDf39/4hNuePXu46aabANixYwerV68G8jdSt9xyCwCPPPIIt956KwBbtmzhtttuA2Djxo3ccccdANx7772sW7fuiM5pz549QP7pPJ1Tc+b0/e9/n8svv5z169fPmjlNl9fp7Zu+z0f+/v/joie2sOwnG/jLT/0DFz2xhd+/907+4pZPc9ETW/jD736TD/3LZ7joiS380V1fn/Sczr/nZ5y4Nd9D8oK7fsiCJ58FYPG3vk/Xs7sBeOXX7mbOnh4AXrP2Tlp7+wF4/Re/RXloBJdmvP6L38KlGeWhEV7/xW8B0Nrbz6u+toGtr/w12nv6eeXX8nPpenY3i7/1fQAWPPksF9z1QwBO3Pok59/zMwBOeeRxzv3BZgBOf+BXnPPTBwA4c/NDnLn5IQDO+ekDnP7ArwA49webOeWRx1+QOb1m7Z0AzNnTo3MqMKci/56+9KUv8aIXvYgoiqbtnKbTGjEb170ic3rwwQfZt28fURTNmjnNxtfpSMzpy1/+MrPFv/7rvx70tfvvv59rr72Wc845h7POOotVq1axd+9errzyStavX08IgU996lNNO4d6smPz5s2HvH3jxo0zMiECcPXVV/PQQw814uhoiaKIyy+//IB9oJVSaip0XVFKNVt9XZkzRk+KYQk4YyjX+mvMMY56uqAneCywwMa01KpDBkVwxtJmHF4MsbEkJhAsIDDHRrRZSxxFGAmEIAhChAVriAGDEGFIAUGIyb8+lUqR+Re+rjHe9/17xz22J3j2hNmfFDHShE6d27ZtY/ny5Vx66aUHfYLLGMPixYsPWUUC+RuRJUuWcM011xzy01/VarXxaTyAvr4+TjvtNPbs2cP8+fMn1IHeOXfQOIoirLVUq1XiOG6MAe68804uvvhi2tragPwTevXGLUmSUC6XCSGQpukhx1mWUSqVGp/qfP44yzJEhDiODxofiTmNHo+eh85p8nNK05T169dz6aWXUiqVZsWcpsvrdPHjP8d6j4/j/NPsPuDjCBMCxgdCHGF8wIT62HPnab824TldtuNBbJoh1iLO5mNnEWtxaUZojFOCc/k4SfFRBNbk4zj/pdyl2YHjUgxBiEeqLPz5wzy69HyMYUJzMiKEqD7O+5PUP7VfH4sBcQ6bZYgx+fgIz8ll+Tifx8Rep2NtTneftbjQv6fBwUE2bNjAb/3Wb/HmJx6YlnNaf8p502aNmI3rXpE5jYyMsG7dOt761rdijJkVc5qNr9ORmNOePXs47rjj6O3tPeJNyI+0pUuXsnHjRr773e+ydu1abrvtNnp6ehCRRqP15cuXc8kll0zq8evvL9auXXtQ/5LRLrvsMhYuXMiaNWsOus0Y0/gdb6bq6+ujs7PzqMVMmqasW7eON7/5zQc0wlRKqcnSdUUp1Wyj15UBm1eH/GLLbuKS5SUvnQ9Ah3NYDD0+//19d1bF1apHToxKxMB/jAyy26cEhPkmX592SoIJkBmhzTiMQJXAvixlezpCT5JQNdDqLM5DYgJeoC9kZEBKIAYi8r4mA+RbboXan4lI9nXzoyUXgwhtLzmbpXfePuaxJwDv7TyZN3UuwNSSQTPFRH7/bUp6feHChdx9993MnTuXbdu2sXbt2sZtXV1dh91CC2D+/PmH/Hq5XD6gm31d/QfgRDvQjzUe/Rzlcpksy+jo6KBSqTQC4PnHAFhrxxzXH7/+Zvb549HnPta4mXMqOtY5TWxOHR0djYTIbJnT8+dxNOYk1uJr+zY+fyz1scsvkOdjd8h1ocicQhwdcuwPGO8/3pcmMLaGrBxTba0gzhJqr0HROdWz1qPHIdr/+YADx4eex5GYU308mdfpWJxTkX9P5XKZzs5OjDHTdk7TaY2YjetekTlFUcTcuXMbF81nw5xm4+t0pOc0023atKnx/RERFi5cyJVXXskVV1zBy1/+8ik/fr1Jev2/Y1m7di1Llixh8+bNLF68uPH15cuXc9VVV83ohMh0YIyho6Njxr2ZVkpNX7quKKWabfS60v3sEFf+yZ18984n+K3fPYt/WftWAIZDoNNFxCbfAqvdRvSHjMhYun3G6aUKnVHMQPD0Bk9mhbK1tGSWQROIxFCVQMU6QoC5LmJv5hiKHKn3+JBXhjgswQglLIIHLBmh0W9kuHbOGfnWTxNJjJTmzWXOy86jf8svGPzlY4w88xyVk0885LEDwHM+ITC16pTprmk1h11dXSxbtozbb7+dDRs2NN5EjNdkHfa/WSmyxdYLKYoiLrzwwqN9Gmqa0zhRRYhzbH/5S4/2aahpTtcTVYTGiZotzjzzTJYtW8aKFSs488wzp/x4t99+O2vWrGHbtm2N7dJWrFjBqlWrWLhwIStWrDioaqSrq4tNmzaxcuVKurq6mD9/Plu3buWyyy7jqquumvI5Het0vVJKNZuuK0qpZhu9rpy8oIWH/iPfXnfd17fy2C/3cfZL5pGK4EVosZbUe1qsoy/kO0NUJTAUPMe5iD3WEkmgP3jKxjLHRgz6BIuhSqCCEBsLRmiPHH1iGfGBTMCZ/CJ93jvEkAD19K8QsBhKCFXyRMVk2qDPu/B19G/5BQD7vv9DTv79dxzyuCFgn0+phkCrm71pkQn1FFmyZAlnnXXWmLfXm/nV+30ALF68uPHG5FDqVSSH6kdyNKVpytq1axvNMJU6FI0TVYTNMhbd87NG42qlDkXXE1WExomaDRYuXMhjjz3G9ddf35SECMCyZctYv349W7duzZtf1v5s3bqV9evXj7mNVldXF2vWrGHVqlVcc801rFmzZsYnRKZLo3Vdr5RSzabrilKq2UavK5VKzJ/9t8W86IwOPvqJCzn5tDmN44YlUDIWV8tUtBhLVutI0eszulxMu4uoGEMiQhoCsckbrqdGsAKZCKXa7XNtiRYcFWvwCGIAkbzhuqs3XAeLxQOCoV43Ptk0xfwLf6Mx3ve9H455nAB7kiqD2exeayeUFNm8eTPbtm077HZYo2+/7LLLxj22njCZbuXpxhhOPfVULctU49I4UUWIMfQdPw/ROFHj0PVEFaFxomaDFStWHO1TmNWmS6N1Xa+UUs2m64pSqtmev678P3+2mJ89/F7+5OoLaG2JkNpm0tUQ8CJUar1E2o3F124bCB4vwgIX02IcFhgxgYCl3TqMGGJrGQGCAYehzVraXUTJOCIgRRBriTBYAyXy5IfDEMirRSIgJr+Yb9lfSVLUnJctIprbBUD3j36GeD/msT1+9jdbn1BS5NJLL2Xr1q1jbnVV/8V7yZIlB9wH8oTKWPeZbgkRyMunXvOa1xyw37NSz6dxoooQ53j6vLORWVx2qKZO1xNVhMaJmg0+9KEPjXv79u3bX5gTUUeUrldKqWbTdUUp1WzPX1daW2LaS7U1ZlQCVoARCVSMxZpab0EsQfK0SV/ImG8dJWOIjWHIByTkxxuTb79lTF7J3EJeHdJlIyrOURJD8HlDdmsMRiC2lry9e8DUnt9giWvjqPbfiTDO0fXqVwDg+wcYeOiXYx7bR8pzSTLBZ5hZJpQUWb58ORs2bDjkbT09PWzYsIGFCxceUHK+cOFCLr30UtasWXPI+91+++2sXLlyIqfxgkiShM9//vMkszwA1NRonKgibJrxsrt+hE11+yw1Nl1PVBEaJ+pYoJUks4OuV0qpZtN1RSnVbIdaVyrG7u/nIeyvFpG8k0e5Vi3SYR1p7bbe4Clbx9wopsXkW15VCThjaDOWYCAKkIggxhACdFhLmzHEkUMIeC+IQITFWENEXg3iMORXk4QyNL4+mZq5ua/dv71q949+NuZxA8DOkBBkoqmXmWNCSZGrrrqKrVu3HjKJceWVVwKwdu3ag25bu3YtGzZsOKhaZPny5Vx11VXTslLEOceiRYtw+sluNQ6NE1WEWMvuM05G7ISWXHWM0fVEFaFxomaD97///ZxzzjmNP0uXLuX+++9v3L53717mz59/wDHnnHMO11577dE7aTVhul4ppZpN1xWlVLMdal1xxlC2lv6+Kp+8aTOf+8e8OXmQ/dUikFdz1K/yZCIMBM/xLqZsHZExDIpHMLTZCIPBGENa63tXthZrLB0upsVZSrXtuLwVLHkPkrK12FEbZeWPZhrVIpO5wjTvDa/j9P96FRd86R855b2/P+ZxA8Ben5LIZFq6zwwTrjlctWoVmzdvZvny5cybN499+/bR09PD4sWL6e7uPuR9urq62LRpEytXrqSrq4v58+ezdetWLrvssmnbyNA5x+LFi4/2aahpTuNEFSHO8uyLzzjap6GmOV1PVBEaJ2o2+PSnP8373/9+NmzYwJo1a7jkkksOOqa7uxupfTKtp6eHm2++mT/5kz95oU9VTYGuV0qpZtN1RSnVbGOtK0lfyuKzP0tPd5XjTmjlne85l5aWmGEJtNS2yUpEaLcRgyEjMpZen3FyXGaOcwwGz0DwpOIpGUtsIBGIBFIjlI1lWDxzbcQesZScIfH5NltODM4YgjXEIRAIgMUTsBgqCFXyniNjdwU5tJYXncqZf/6Bwx4XgF1pQhICFTs7E9GT+tjy4sWLWbt2LWvWrGHt2rWsX7+eVatWjXufrq4u1qxZw6pVq7jmmmtYs2bNtE2IQF4+9ZnPfEbLMtW4NE5UETbNePm3vq/bZ6lx6XqiitA4UbPJY489dsiECEAIgX379jX+3HXXXfT19b3AZzgzrV69mkWLFrF06dLDH3wE6XqllGo2XVeUUs021royr6vCb150GgC7dw7xo3/fAeTVIokEKrWdQFqNxdd2mBqSQNpouJ7XeNSrRTpMXpfgbJ5MESAylrKzdESOiomIMKSAWIMj7y1SwjS2ysprNgKuVi3ian+OlO4kpSebvc3WdS+XMTjnePWrX61lmWpcGieqCHG21mhdl1w1Nl1PVBEaJ2o2uPHGG8ftKbhw4cID/t7V1cU//uM/ct111x3pU5sVrr76ah566CE2btx4VM9D1yulVLPpuqKUarbx1pVrPrSU9155Pj/6jz/k4stPb3x9OARKxuIMGGPyHiL1CueQMd9FtNi84fpICPjgqViDQ8hqDde9CBWBFGGui2mxlrIxSIDUgEGIAOcsJaJabxFLBsioLbSO5GrYR8reoEmRY45zjvPOO09/2KpxaZyoIvKeIqdoTxE1Ll1PVBEaJ2o22LhxI2eeeeaYtx+q0XpnZyc9PT1H8KxUs+l6pZRqNl1XlFLNNt668rpXn8LffepSzjl3HgZDqDVVTyVPbtR7i7RbR1K7bSBkOAxdLqbVWAKGKmAxtBtHMBBjyUwAZzAB5tiIVusoW4cVIUggGIPFYAxECI78In4APIEyEDO5C/siwuCjW9nxuS+z/e/WjHncAMLORJMix5wkSfjkJz+pZZlqXBonqgiXZiy9426cbp+lxqHriSpC40QdC8baUmvbtm0v8JmoqdD1SinVbLquKKWa7XDrSj3xAWBk/9dHJFA2FgNE1lLCICJ4gYEQWOBKjYbrQ5IRMLRah8EgQBpABMrGEhA6raPsLLG1pAGCEZwBK1CqNVyvt1zPz2hqDdcfeO/VPPr/Xs+Tn/wnwhiJj35gV0gaVTCzjSZFxhBFEW984xuJogn3olfHEI0TVURwlseWnk/Q7bPUOHQ9UUVonKjZYLIVH5oUmVl0vVJKNZuuK0qpZjvculK2Fmv2/z3zeWvzagiN2+HAapHekNHhHO3OUTGWRCAVT2QNZQMptYbrPmCNIRVhrotoxRLbPG2SBUFEiIwFayhR31LL5n1HgBL59lkTXRGNMXS+Mm8uH6pVBh585JDHJcC+tEoqYYLPMDPoFboxWGs5++yzsbrdjRqHxokqQqyl+5QTdPssNS5dT1QRGidqNhARtmzZMqH7fPWrXx13yy01/eh6pZRqNl1XlFLNVmRdKYvh7ju388633MG1/+37QJ6UqEpoVJK0WEe9nmJEAlUJLHAxrTav8BiqNVyfY2MMgrWm1jsESsYRWcucyNFiHREGL0IGWBGsQGzrtSK5gGAxjW21RuVtCulc8uuNce+m+8c8bneSMhL8BB99ZtCfJGOoVqvcdNNNVKvVo30qahrTOFFFuDTlNbd9B5fO3r0Y1dTpeqKK0DhRs8FVV13Fn/zJn0zoPn/xF3/B+9///iN0RupI0PVKKdVsuq4opZqtyLqSDGS8713f5nvrn+Qrn3uYPXuGABiWQGTyhuoArcaR1aoqeoNngYupGEPJGIZDwHtPiwGHIRPBApkIZSARYa4t0YKl7EzeO8TkiY8Ig7WWGEOM4GpbcNWrRSbTcL1zyQWNce+msT+s1B0yerPZuRW8JkXGEMcxy5cvJ47jo30qahrTOFFFBOd48MJXErQhoBqHrieqCI0TNRssW7aMEALvete76OvrG/fYvr4+li5dSldXF7/3e7/3Ap3hzLZ69WoWLVrE0qVLj+p56HqllGo2XVeUUs1WZF2Z21XhP/3ReQCccFIbTzzeC0CQfButcq1aZI7Jt7aCvOG6hQMarieAYGgzlmAgMoaqEcQaHIZWa2lzEWUcjlpTdUPeT0TI+5aQJ1UCebVITL591kQv8Le95GzcnHYA+u67Hxmjb0gvKbuy2ZmI1o0Yx2Ct5bTTTjvap6GmOY0TVYRYS9/x8472aahpTtcTVYTGiZot7r77bs4880zOPPNMrrjiCi699FIWLlxIV1cXPT09bNu2ja985SvcfvvtdP3/7P15nFz1def/v87n3qrq1tqSWGyDDEh4E9gECWFI4oVYMvHEk20kMsnEyUywpZmQ+Wac/AbZmfl+H/FsSDiD55tv5FgKJJnBdoJaSYgTjEHC2DG2MULtyDYyJqjZxCa09CKpu+oun98ft7okoa7Wbbitqup+Px/Wg6u+1d2fqz4+t7pOfc7p6eGpp55q9ZI7xk033cRNN93E0NAQ8+fPb9k6lK9EpGjKKyJStLx55Xc/fhXXvO9Crv/wJRBk7WDNjFGfMs8FHDfAOUqpkXoPGMd8yrlBmQMuIvQpx31MNxXmuJChJCUFPB7zni6MUVJ6XMhQkDCaJIymniTwlDwEeAJnlNKQmAQjK5oEGGU8EVlhJO/0DwsC5v3YOznyjW9Te+Ugo/tfoHvxBac97hjwcjT+EPpOp50iTVSrVW655RZty5QJKU4kj6AW8ZNf+HuCmtpnSXPKJ5KH4kSmi7FCx/Lly/nc5z7H2rVrWbFiBUuXLmXFihWsXbuW3t5ePvCBD9Df38+8efNavWSZJOUrESma8oqIFC1vXll6SQ8///OXEgSOANcoPkTekwDlsd0iLiCqTxcZSGLm1geud5ujWh+4bg66zYiBUgqjaYqZEXtjnnPMckYpCEh9SuI93ny2W8QZISd2hniy3SLl+t8n3ULrqh9rHA8++o/jPuYY8EoSkzTZSdLJVBRpolQqceONN2pbpkxIcSJ5JGFI3z97L0mozXnSnPKJ5KE4kemkp6eHHTt28Oijj/LRj36UK6+8kksuuYQrr7ySj33sY+zevZv777+/pbsd5LVTvhKRoimviEjRJpNXupsMYx/1Kd0nDVw/+eM17zk3KNE9NnA9TQBjXhDiyXaUZAUWo8sMZ445LmRWYJQtIEkhtWyniMMoOSMgK8xAVhjJ5o5M/kX+eSfNFRlqUhSJgUNxjcjn3YPSOfQKXRPOOc4777xWL0PanOJEcnHG8QV6h6tMbLrmk+ueaT60rZkHL7rizA+aoaZrnMjMtnz5crZs2dLqZUjBlK9EpGjKKyJStMnklZI5QkuJvef4cI2jxyPe+IY5VNOUWYGjZEbkPd0WUPMJoTkG05hFQYnnbZSKGaN45iUJZTPKGLF5Au+JfUrZjKMkLHQhh72jHBhRkhKnEGIE3kicEaZGhCfEEZM2Bq7XAAPy7umY92PvBOcgTScctn4gqlFNU7rc9JqTq50iTVSrVT71qU9pW6ZMSHEieQS1iPf/+d1qnyUTUj6RPBQnItIplK9EpGjKKyJStMnmlaOHqnzit7/Guy7+U/7Hf/42kBUhqv7EwPU5Jw1cH05jQjN6ghLd5kg8jAKYMdsCPIaZywauGxiOLueYGwZ0WYDDSAwSjNAg8FCp7zoZK3/4kwauT2YfXThnNgvfey3nfGgVb7zh55oOWz+SxhyJp9/rWeabXXGbGhsYODg4OKW9hb33DA8PM3fuXMxsyr6PdDbFydQ5W+8ufy3fZ9K8p3J8lOqsLlCczDh54/LkfPJTz35vilf12pyt/49pp0hzuu/MXGfrOXBRvvrVr7Jlyxb6+/sBWLJkCatXr+aGG24Yd/3f/e532bJlC2ZGT08PK1eu5Bd/8RfP9rKnlVbHjPKViBRNeUVEijbZvHL0aI0LLvwcQ4M1uroC/vHpG1m0qJvAoMeFHEljUg8H4hoOcGa8ISyDh8eqxziURDg85wQVvE95Ia1hKeCgmwDznmOkjKYJT9VGORLXOJ56KoGjknpqQA3PsSRhlIS4XhhxGCN4Rsl2jBTpTcBvL3wzV89dUPBXLt5knv9qp8gEKpVKq5cgHUBxInnEJXUrlDNTPpE8FCfSzp5++mlWrlzJ6tWr2b59O7t372b37t309vayfv16FixYwO/93u+d9nlXXnkln/vc5/jjP/5jdu/ezdq1a1uweima8pWIFE15RUSKNpm8MmdOmV/99cvo7g5Z8ytvZ2Q020GReIjx4w5cH6wPXJ8bBHSdNHDdOWOWBSQGYZrtNvFm+BTmupBZLqBiAQ5P4lMSM0JzjR0hRvbCfsqJgetW/1OkIbK5ItONiiJN1Go1Nm7cSK02/X7oUhzFieQRRDHv+eI9BFHc6qVIG1M+kTwUJ9LOnnrqKVasWMHu3bu55JJL+Bf/4l9w8803c/PNN7Nu3TquvPJKvPds3LiRRYsWcccdd4z7dZYvX36WVz69bN68mWXLlrFy5cqWrkP5SkSKprwiIkV7LXnl//5P1/D9Zz/KZ7as4g1vmtP4eNX7Uwauj/VmGqkPXD+nPnA9AI6nKSnGHBdkc0DqrbWMbKC7B+a7gO4gpFw/l5ivF0KMkjlKBIyVQLKB6xAwuRZaeRwDXkpi0s5qNnVGap/VhPeeWq1GuVzWtkxpSnEydaZb+6wgiklKodpnzUCTaZ81lk/UPkvts5rRfWfmanUrpDwuvfRSALZs2cIHPvCBcR8zODjIXXfdxZYtW/jud7/L0qVL2bp1K9ddd13jMZ/+9Kf5xCc+QZIkZ2Xd01WrY0b5SkSKprwiIkV7rXllMImJvMd7T2LZ0HMDFgQhw2lC5D0DSUTNp4TmWBCELHAhe0aHeSWOqHrP+UFIaI4X4xoxnjAF57KCx3AaEwD7qiMcTCKOJjGBGZX6/oYRSxmJE46SkOJJgACjiuc4MNkJIGm1xrF/2sfcy98x7vmfKc/lt86/qO2Hrat9VkE0vEvyUJxIHqF2iUgOyieSh+JE2tGnP/1penp6ePLJJ5sWRADmz5/PunXr2L17N/v27eNjH/sYH/vYx7j++uv56le/ehZXLGeD8pWIFE15RUSK9lrySrfLXlI3s8aOkNMHrgeN4sRQmhU1xgaup0DVk+0WsQDvDXNGjey9tCUzwvrA9W7ncBix9yTOg/eUMErOEZzUMMvjCZl8C60f/d5/4xuX/zi7P/zL1F45NO5jDsUxtTSd3D9Sm1NRpIlarcZnPvMZbcuUCSlOJI8girm29z61z5IJKZ9IHooTaVdbtmxh+/btk/qcSy65hJtvvpknn3ySz33uc+zevZsbbriBHTt2MH/+/ClaqZwtylciUjTlFREp2mvNK2VzOMt2mjz0wHM8++wQAKM+pWKGMwido4Rlu0k8DKcJ5wVlyi6gbMZRn71GNCtwOOeJvccZJKmnC0fkPT2uTMUCKkH2En7sPWbgPARmlLDGi/v1ee2UmNwL/uGcWfj661VD33ts3MccSWMG4+n1mpbaZ4lIW5pW7bNkRptOcan2WSKt087PgZ966im2bNnCxo0bW70UOUk7x4yIiIhIp/vGd57n3/zavex7YoDf/N3lfGrjewCYHwRUvWc0TTmeJgymMRVzzDLHBaUKj1WP8VJUqxdJQkrOMZQkDKUxZQxv0GUBR5OYkhlP1UY5EEcMJjXMoIzDQdYqK445RkwExJwYvH4MyFvmOfD397H3tzYAcNH/tY5Lfuc3T3vMm4AN517Mu2a19xuX1D6rAGmacuDAAdJptjVIiqU4kVxSz6wjQ5B2VA1azjLlE8lDcSLtaOfOnXzwgx9s9TKkzShfiUjRlFdEpGivJ6+85eIenn0q2yGy7c4fUq1mOylG05SuegutWScNXD/+6oHrZhxLUzzGLOcAwwOJB8iGtid4elzILOeomJGkEJvHPAQeSubImmhlO0bGBq5PpoXW3CsubxwPN9kpchQ4UJvspJL2pqJIE1EUcccddxBF0+sHLsVSnEgeQRyz/Mv/QDDNthpKsZRPJA/FibSjgYEBrrrqqlYvQ9qM8pWIFE15RUSK9nryyhvOn80///mlvOe6C/nv//N9JJZVP2re44CwPrh9ljniemVkKI05JyjRZUYFGPEppClljLJluztc6qmmKc6MxHvmBwFdzihbgNVbdqXmcRhBYFQwHL5RCDFOFEby6LrwTYQLegAY/t5exmsqdRQ4kEbjnutUYasX0K4qlQqf/OQnW70MaXOKE8kjKZd46F99uNXLkDanfCJ5KE5EpFMoX4lI0ZRXRKRorzev3PmFn+F4vRgS+Wy3ydjA9S5zHPUJs13AsTQixBhKE84JSiwIShxLU0aSmBFSZhEyz0IO+hjnsmIIBiULMPPMcyHHgpjjiRF5jwug5D3mPaFzuDQrgiRk/y3Xj/O00DIz5r3rMg5//ZtEh48wuv8FuhdfcMpjUuBgNErifaPY0+m0U6SJNE157rnntC1TJqQ4kTwsTZl34DCmOJEJKJ9IHooTaUdLlizh0UcfbfUypM0oX4lI0ZRXRKRorzevzCqFuHqNwFEvZgBV76mYYUDJOUqe+sB1z3CacG5QpmSOkhnH0wQDZgcOwxN5j9V3iVTIdp70uJCyBZQDAzxp6vEeSjhCM0oEjV0iJ7fQymvuu5Y1jo/+4IfjPuZgnBAxfXaKqCjSRBRF9Pb2alumTEhxInm4JOGyrz2CS5JWL0XamPKJ5KE4kXa0atUqtmzZUtjXGxoa4umnny7s6800mzdvZtmyZaxcubKl61C+EpGiKa+ISNGKyCtj80MCM9J60SD2ngSouOzcnCBsFBSGkpg5QcDcIKBijqqHyCd4g7kWkBoEGDXzmDMCjFlBwBwXMMuFOIzYILHshf0AI6zPFHFkO0RgcoWROZe9vXF89IdPjPuYI3GNY9OoLbz5DmsGNpkp8iLSua57Zs+kP+fBi644K99HZDKmU1yerWt5Ld9HZLpr9+fAV111FZ/+9Ke57rrrJv25Q0ND3HXXXfT29rJgwQKOHDnCV7/6VeJp9EtXK7R7zIiIiIhMB4n3HElinu4fpPcvHufjG1YSho6u+nD0wSTBe8+LcZUuFwBwSamLQ0nEvtoIh5OYLoz5YYk0TXkhiSiRFT1mYXgPVVKOpwlP1aocjqscSz3lwFFOUhKDkdQz5GOqpMScaKU1AuQp94w89zzfec/PALBo1ft45+3/72mPuRD4f85bylu65xTzDzcFJvP8VztFmkjTlCeffFLbMmVCihPJw9KUBc+/rPZZMiHlE8lDcSLt6hOf+ARr1qzhmWeeyf05f/3Xf83111/PggUL6O/vp7e3l7vuuotVq1ZNqyGOM5XylYgUTXlFRIpWRF4JzPif/+VhVr7tz7n19x/m/vueAqDmU0KM0Awzo9uCRnutwZMGrpeB4z7FvKdkRpdlhYww9VS9x5kRe2OeC+l2jm4LcHgSn+KdYTiCwCjjTnmhf6ydVh5dF76JYG5W7Ki9cnDcxwwDB+Lps1NPRZEm4jjm/vvv1zvUZEKKE8nDJSmX7voBLtGTd2lO+UTyUJxIu1qzZg3Lly9nyZIl/N7v/R5DQ0PjPu6rX/0q/+7f/TuCIGDt2rX09PRw+PBhbrnlFubPnw9kwx6l8ylfiUjRlFdEpGhF5ZV3X/3GxvEX73gMgNRn80Aq9ee2c1xAbayFVpoQmLEgKNFd3z1y3CckGHNdCfCYc6QewKiY4YH5LqQSBHSbI06z3STgcd4T4gmBkFNbaOVhZlzx+c/x449+lRV/+4VxH3McOBDnGd3eGdQ+S0TaktpnyXQxneJS7bNEWqcTngMPDg7yUz/1U3z3u9/FzFiyZAlLliwBoL+/n/7+fiAbMrlq1So2bdrElVdeedrX+cQnPsGnP/1pEs3iel06IWZEREREpoMkSXnfT93FdddfxJqPvIM3vGE2gRklM+a6gCNJjAcOxFUCsp0jbwzLGPD90WMcTiLAc15QwZlnf1Ql9RAAYX0g+1Ef47zjyeoxXkkihpKYEKOCkRiMpinDPmGEhIRs4PpYC62inlX/8uyFfHTRhbg2fROT2mcVIEkSHnvsMf0yJhNSnEgelqac+/Tzap8lE1I+kTwUJ9LO5s+fz+7du/nYxz6G9559+/axY8cOduzYwb59+/Dec+WVV7Jjxw7uv//+cQsig4OD7Ny5swWrl6IpX4lI0ZRXRKRoReWVIHDc/+AN/PbNK7ngjXNI6jtCIu/xQLleRJjtQuKTBq7PdtnA9S5z1DxEPoWTBq47c9TMg4HDETqYGwZ0O0eIEeNJDMx7Ape14jpZNoi9OK/Uatkap4Gw1QtoV0mS8PDDD/OWt7yFICgyfGQ6UZxIHpakXPjYkxy64Hy8Uy1axndyPhFpRvcd6QRbtmzh1ltvZdu2bezbtw+ApUuXsmrVKi655JJxP+eBBx5oDFr/5Cc/yfLly8/mkmUKKF+JSNGUV0SkaEXmlYo5jpMVDE5uy1T1KV3OUU0SZplj0HtKls0Rib3nnKDEYBJz3KccTRNCV2aOCxlMUlI84PEeujGOk7LQlTlkMRXnqKUJsXnKPiuAhBYQ+mynSEr2sSL3dByKqlTTlIrr/Bys9lki0pbUPkumi+kUl2qfJdI6eg4sk6WYERERETm7BpOYyHsS70nxlMzhDBYGJY4kEYmHw3FEgicwY1EQMt+F7Bkd5mAcM+pT3hiWCQxeSWKOpSld3uPNKJvjWJLQ5Yx9tVFeiqoMJBE4o+KNBKilKUP1FlopEJMVR0br/z2TF7fdzfD3HiM5dpx3fOa/n3Z+KQH/z/lLeXNXd6H/bkVR+6wCJElCX1+ftmXKhBQnkoclKW984mlMg9ZlAsonkofiREQ6hfKViBRNeUVEilZ0Xukyx/BQlS/c/gP+4L88DIwNXE/psuxl+LkuIKrvJRk8aeD6rPrui1GfkPpsFonh8eZIAMPoco4Y6HEh3UFAxRxxAomD0ENgUOHE7hBjcrtF9v/ZF3nh8728/KWvkIxWTzs/RMKR5PSPdyIVRZpIkoS9e/fqZisTUpxIHtlMkRc0U0QmpHwieShORKRTKF+JSNGUV0SkaEXnlRLwvuVf4Hd/86v80a27OXjwOEDWcsocBpScIwS898TecyxNOC8sU6oPZh9Os7V02djckBRLPZFPCc2IfMr8IKTbjJJzmHnSJJtdYmaULCAkK4R4ThRG8piz7G1j/zAce+LJ084PAwei+HX8C7UPFUWaKJfL/Oqv/irl8qtH1IicoDiRPNJSyPc++OOkJY1xkuaUTyQPxYmIdArlKxEpmvKKiBSt6LzinOPnfiGbE1qrpdz35aey4/r0irGB67Nc0BjGPpjEzAlC5gYhlZMGrns8cywgwQicEdUHrpcsyAauByUq9YHrET4bzO6zxwYEjWJIQv5h642iCHD0scdPOz8KHEhqdNg0jnGpKNJEHMd8+9vfJo6nR/VLpobiRPKwJOHCx57E9I4mmYDyieShOBGRTqF8JSJFU14RkaJNRV5Z99F38W/Wv5Od3/ll1n7kHUC2Y6PqUyoueyl+tgXE9cLCcZ8SpSnnBiFdzhGacSxNSHHMcVlxI2uflbXi6jKj6j2LXEiXObpcNk8kMY/zHlJPV30tnvwFEYA57zhRFDn2o9N3igAcjmu55pO0OxVFmvDes3///mlR+ZKpoziRPMx75h04jClOZALKJ5KH4kREOoXylYgUTXlFRIo2FXnlnZedw2c2f4Arlp9HgDWKH6M+pVwfvG5mdFlA4rO2V0NpzMKgRLdzVDCO+xTzKYEzZtXniATeqJGCGWB0BwFzXEjJAgLvSdJstogzCDEC6oWU+n/zFEdmv21p47h5USSm5ju/LKKiSBOlUom1a9dSKpVavRRpY4oTySMNQ/ZedzVpqPZZ0pzyieShOBGRM9m8eTPLli1j5cqVLV2H8pWIFE15RUSKNlV5pVIfqh6YNdpkJfW2WBMOXHch3fWB68d9QgrMcwGQFU+8B8PTVS+2zHchFeco44i8J2WshVZACdcYsu7JVwQoL1pI6ZxFAOPOFAE4GNcYnQY79lQUaSKOY772ta9pW6ZMSHEieViScPF3f6j2WTIh5RPJQ3EiImdy0003sXfvXnbt2tXSdShfiUjRlFdEpGhTlVcqZlj92DyNnShV7xsFk5JzjRfmY+857hPOrQ9cL5txzKc4D90uoIQRkeJSTy1NcWYk3tMTBMw2Rzl0+HrhBCD1njI0iiKO/EWA2W+7FIDo0BFqBw+fdn6IiIG081/fUlGkCe89Q0ND2pYpE1KcSB7moXJ8FFOYyASUTyQPxYmIdArlKxEpmvKKiBRtqvKKmRF6+Or9z/DvfuVeev/yRwBU0xTHiYHrcywgrreiGkySxsD1LnNUU0/Np6Q+Za4FeAyrzw8xg9AcgTPmhSHdlrXdin194DpQwjUKM4115Vj7nHpRBMbfLTIIHIqrk/43aTfq5dJEqVTiZ3/2Z1u9DGlzihPJIw0DfvQTV7Z6GdLmlE8kD8WJiHQK5SsRKZryiogUbSrzyvcffZlf+pm7AXj5wHFu+OW31weue7qco5YkzHYBQ3FMaHAsTRoD1weSiNCnHE0TelyZWQEMJDFRCoGzbOC6c/XzJQ5aRNliqt5TcuBSjzOj4h0RKdkUEshT+pl9clHk8X9iwY9ffcr5EeDgNNixp50iTcRxzH333adtmTIhxYnk4eKEpY98Hxd3/vZCmTrKJ5KH4kREOoXylYgUTXlFRIo2lXnlJ665gLe8fQEA+350hMNHRgGovmrgenmCgevHfIpPE0IzZlmANyOsD1z3ZIWOOc4xOwgJgxDnPYn3mDnMTgxbH2ujlWd3xNx3LuOcD63iot9ez7yrfuy08zXglTjq+F172ikiIiIiIiIiIiIiIlIQM+O//LefZDRN+eDPXIIvZc2ronrhosscx33KPBdwMI0IMIbTlEWhY4ELOeZSRpKUUTyzgDku4GiakGB4D5inG6NK9jUOOeMYEAPOwKeeEoYDokmse86yt3H5H//BhI85FI2SAsFr+pdpD+Y7rKwzNDTE/PnzGRwcZN68ea1ejohMkeue2TPpz3nwoivOyvcRmQzF5eS9ln8zkelOz4FlshQzIiIiIq2Ves/hJNuFUqvvEAHodo4ucxypn3sprjbOXVAq4z38YPQYR5IIb3C+K+MM9sdVYg+l1OOcEZpjJE3xpPxo9DgvJTWGk5QugzRNqGEME3MMSMgKJkXsifkJN4v/dMESul17lUUm8/xX7bOaiKKIL33pS0TRZGppMtMoTiQPFye87ZvfVfssmZDyieShOBGRTqF8JSJFU14RkaJNdV5xZo2h6iFGRDZUveqzgeul+rnZJw1cHxpn4HrkU1I88yzI2mY5IyKbERKaETrHvDCkYg7nPRFgFuDMUcY12mgVVcI4mNYY6fBWhiqKNGFmzJs3D6sHp8h4FCeShzeozurCK0xkAsonkofiREQ6hfKViBRNeUVEinY28kqXy15+d2YkSdawKfUQ4emun5vjAuJ6M6ejaUKcppwXhJSdIzRjOI3x3uh2Ac48kfeYQeI9ZTMS75kfhHS5gDJG4gEz8CkBaaMY4slfGEmjiGNP9lM98Mpp544SM5B0doFaRZEmwjDk/e9/P2GosSvSnOJE8vBBwNNXvgMftNe2QmkvyieSh+JERDqF8pWIFE15RUSKdjbyStkc+544wu9v+AYrl/wZL7xwFICRNM1mftQHrlcsIK0PXB88aeB6F8ZR7/E+JTCYZQGpgfMQmyc1j/cwz0LmOke55Eh9SuxTHB4jwMgKImMD18/k4M6v843Lfpxdq36Rl//q7087PwS8oqLI9BRFEb29vdqWKRNSnEgeLo5Z9uAjuA7fWihTS/lE8lCciEinUL4SkaIpr4hI0c5WXvnrLzzO5tv6eOmFY9z1+R9m39t7UqBSnyUy1wVEZLtFhtOUwDkWBiW6XIADRvCkGHNc1gzLYyQp4I0ucyR4ZruQCgGl+nkwAhwVsh0ivv7nTLre9AZ8Lfs3OfbEk6edPw4cjDs7F6so0oSZceGFF2pbpkxIcSJ5eDOGzluIV5zIBJRPJA/FiYh0CuUrESma8oqIFO1s5ZWP/sY7ASiVHIcPjTQ+XvUpXfWiSNm5xi6Omk85niacE5Qo1eeSDPsEUk8XRskgxuO8p+bTrDUXnp4gYJZzlDFiPDiHxzO2D8bIVwzoXnIx1LudHH38n047n9D5RRHtOWwiDEOuvfbaVi9D2pziRPLwQcD+yy5t9TKkzSmfSB6KExHpFMpXIlI05RURKdrZyitvWbqAP/uLf8a177+QnkVdxD4lNMeoT5nlAkpmRN4z2wJGfEJojsEk5o2lCnODkJE0YSBNSEKPmWO+hRzyMc4ZsYeSQWCOboNZzhGWAogiUjyOFIejTMpxqO8fmXjHSNBVofuixYz0P81I/zP4JMFe1RL+lahK4j1BhxaqtVOkiVqtxuc//3lqtVqrlyJtTHEiebgo5l33fwsXqX2WNKd8InkoTkSkUyhfiUjRlFdEpGhnM6/88g1vZ9E53QRmpPWPpT7bFTK2W2SigeslM4aTGPMwO3CAJ/Yec57Ee7o8pBjzgpBuczg8iTcMhyMga7qVydNCa9bSi7M1VquMvvDSaecPRRE1n5728U6hokgTQRCwbNkyAg1GlgkoTiQP7xyvXPwmvFPKleaUTyQPxYmIdArlKxEpmvKKiBTtbOaVsmVD1cek9eJHNU0b5149cH0oTU4MXLds4HrqUwyY60K8QZBCRIp3hk9hngXMMkeFgMTAG3hSQrJCwNjA9TOZfemSxvHxJ/tPO3/Yx4x08OxcvULXRBAELF++XDdbmZDiRPLwgePFt16MD5RypTnlE8lDcSIinUL5SkSKprwiIkU7m3nFzCjXd4SEHg4OZLNFavUCSHmcgetDaULgHAtcSMWy3R6j9YHrs53DMDAj9dmuk4pzVFzIbOcolQKof23wBGTD1h35CgKzLr2kcXx839OnnR8m5kjSuXNF9ApdE7VajTvuuEPbMmVCihPJw0UxV97zdbXPkgkpn0geihMR6RTKVyJSNOUVESna2c4rZW/cvnkPP7XyL/iVD/0tkO3cqPqU7pMGro+NXB8buH5uWG4MXB/yCQZU6gPXIyDwkNQHqkeWMi8o0W2OAE/iwcjaaAVAyok2WhMZa58F4+8UGQYOdfCwdRVFmgiCgGuuuUbvQJAJKU4kDx849l92qXaKyISUTyQPxYmIdArlKxEpmvKKiBTtbOeVcuD4y/+zl8e+d5A9uw/wvT2vADDqUwIzSvWh5bPMEdfndQwmMXOCkLlBSMUctdQT+ZTUjLmWrducUcOTGgTemGOO2eYoEeABw+ExSpxooXUms5ae2Cly7MmnTjs/AhzUTpHpJwgCLrvsMt1sZUKKE8kjmylygWaKyISUTyQPxYmInMnmzZtZtmwZK1eubOk6lK9EpGjKKyJStFbklX/9G5cDsOLqNzB8LNuhkniIfErlpIHrSf3xrx64Xj5p4Hq3CwgsG7SOZbtAusxRco7ZzlEJXaN9luFzt84CCOfOofyG8wCoHTh42vkEOKiZItNPrVbjs5/9rLZlyoQUJ5JHEMWsvPsBArXPkgkon0geihMROZObbrqJvXv3smvXrpauQ/lKRIqmvCIiRWtFXvn1f7WMb3z3X/GVb/4SV1/7RvzYwHXvqZhh1OeP4PDjDFyvnDRw3Rl0W9AYuF5LUpwZMZ65QUiXBQR4UmjMFJlM+eedd/wh1z6yk3d//e/GPX84Gs0KMh1IRZEmwjDkgx/8IGEYtnop0sYUJ5JHGjieXHk5qdpnyQSUTyQPxYmIdArlKxEpmvKKiBStFXllQU8XV7zz3Oz7Y42h6tU0a5dVcacPXB+uD1xf6ErZwHUzRvB4jNkuK3M4jNiy1lgBjtkWMMs5AozsKxtZIy3qjz+zuZe9ncp552A2/hSSg1FErd7mq9PoFbomnHNceumlOLW7kQkoTiQP7xxHLjhf7bNkQsonkofiREQ6hfKViBRNeUVEitaqvDJW+DCzxnyPbOC6p+ukgetWH4lerQ9cPycsZQPXgSGfQOqpeChhJOZxZPNGujGcM2aboysI63NFPHbSXJEirvigjxnt0BZaupM0Ua1Wue2226hWq61eirQxxYnkEUQR1277CkHUuQOoZOopn0geihMR6RTKVyJSNOUVESlaq/JK2RyuvvnilRePc+CV49l6fEpoRljfmdFtjrjenurVA9ej1JPgwRmzLSDFCCDbueGy3SFzAkeXM4yUBKvvLck/bP1MhogZTJMzP7ANqSjSRKlUYu3atZRKpVYvRdqY4kTySIOAx95/NakGAsoElE8kD8WJiHQK5SsRKZryiogUrZV55dknBvjIL/4dVy35U27f/I8ARD4bml6pF0XmuiArfHBi4Pr5YUjFBZTMGE5jUm/McgHOwMyReo/3njJZsaTbHCVO7EgZmyuSpyiSxjHP37mNf/r9TfT/wR+ddv4ocCjuzEK1iiJNOOdYvHixtmXKhBQnkod3jqHzFqp9lkxI+UTyUJyISKdQvhKRoimviEjRWplXFs6tcP89T5Eknrv+zw9Jkmw2x6hP6TLXGLhesRMD14fThAWuRJczuuoD1/EpoTO6MGKy2SK1NKULR+gCZltAyQJSPGOlEAeNHSMTsSCg/9Y/5Pk//wte/pt7Tjs/AhyKtVNkWqlWq9xyyy3alikTUpxIHkEt4ie/8PcENbXPkuaUTyQPxYmIdArlKxEpmvKKiBStlXnlzRfOY/VPX8wbL5jDDf/qHRwdzV4zqvpTB67PthMD14dOGrjeZQEOOE5KUn+cx1NyRrXeViv1ntlBQHcYNMas+/qwdav/mYiZMWvpJdm6nn+RZGTklPMxcDCpFfLvcbaFrV5AuyqVStx4443alikTUpxIHkkY0vfP3ksSKuVKc8onkofiREQ6hfKViBRNeUVEitbqvHL7n15PqadEEDiiejEk9VCrt9AaJSuOuPT0gesvxTXKZhxNE7oJ6HJGkGaf770n9Z6Kc8zyjrI5AowIj+EbLbTylIJmLb2Y4X/8PgDH9z3D3Mvffsr5V2pVUu9xdqYSS3vRK3RNOOc477zzWr0MaXOKk/Zy3TN7Wr2E8Tnj+IJ5rV6FtMik4/K5F6dmITIt6L4jIp1C+UpEiqa8IiJFa3VeueC82RxJY1Kf7doYKy6M+pT5LiSwhMRDlzmqPiUwYzCJeWOpwtwgZDRNOJImJHhCb8wyxzApoTmqadoohsyqzxWpcaJtVt4SxuxLlzSOj+976rSiyOEkJvIpFeusObpqn9VEtVrlU5/6lLZlyoQUJ5JHUIt4/5/frfZZMiHFieSh+46IdArlKxEpmvKKiBSt1XllbGYIQGiOuN4ma2zgepeNtdA6ce5ompDUB66XXUBoxnCa4M2Y7bL9DyUzavj68HVjjgV0BQGQNoohAfkKA7OWXtw4Pr7vqdPOH0xqRGmese3tRUWRJsrlMh//+Mcpl8utXoq0McWJ5JGUQr699nqSkjbnSXOKE8lD9x0R6RTKVyJSNOUVESlaO+SVscLH6GjMfV/qx/uswFD1KZX6wPXAOSpmjYHrQ68auD7i00ZbrBJGQrYTJCusBMwyo+KyXSNZA638O0XGZooAHO9/5rTzR4kZijvvzZ0qikygUqm0egnSARQnkkesF7olB8WJ5KH7joh0CuUrESma8oqIFK3VeSUw40837+Gdb76d31hzD498J2upPepTnBnl+qyO2RY2dou8euC6Acd8gjOj2xwecBg17ylbNlOk24ywXhBxQIlst8iZdC2+AOpD30eefva084PAkbjzdvCpKNJErVZj48aN1Gq1Vi9F2pjiRPIIopj3fPEegihu9VKkjSlOJA/dd0SkUyhfiUjRlFdEpGjtkld65pQZOJIVFr74Z48BYwPXUyr1gkTFOYxTB66fG5YomRGacSxNSD10OQcGZSNroeU9zjnmEBCeNE3Ek68o4sqlrDACjDz1TGMny5jjwMtJ+rr/Dc4286++kjY3NDTE/PnzGRwcZN68qRtc7L2nVqtRLpcxy7uhSGYaxcnUaduh6a+F9wRRnLVFUpxIM4qThgcvuqLVS2hbuu/MXGfrObBMH62OGeUrESma8oqIFK1d8srwcJWll97Odasv4lc+dhk//uMXYPVdIvOCkCNJROJhKIkbA9fnBSHnByUeqx7jQFRjME04NwgJzDgYR4x6z2iaMMcFjKQpr8RV/ql6nINpjCclAkaA0Rzr+96v38Thr38TgGsf2UHlvHNPOX/T3PNZs/ANhf+7TNZknv+qT8cEqtWqelXKGSlOJI9w7MVukQkoTiQP3XdEpFMoX4lI0ZRXRKRo7ZBX5s6t8PgzHyMNs8JM5FNK9fZXaX3g+jGfMtscx3xCgHE0jTnXhZwXlhhMYgKfcixNmBeU6TLHqE8Izah6T9kgNGNWEBKkMQmGw2Nk+0bOtGOi59qrcF0Vui+5CLPTG08dikbx3ndUwVrts5qo1Wp85jOfafn2KWlvihPJI4hiru29T22RZEKKE8lD9x2RztfX18eGDRvGPbdz5042bNjA+vXrWb16NVu3bj3LqyuO8pWIFE15RUSK1k55ZW5l/DdIjg1ch1MHrqf+pIHrZpSBEZ+SpgldZmCekvdUfUpojpIZ3WaUcIAnJV/7LIA3/9t/w+VbbmPpJ36b8rmLTjt/II5JOqsZldpniUh7mlbts0RkUtQ+S+R0eg48PfT19fGBD3yAdevWsWnTptPO7dy5k5tvvhmAgYEBLrnkEm644Qa2bNky6e+lmBERERHpLGNtssYKDIEZgcGCoMRQElPzntE0ZSiNCM1RMcdF5S76qyM8VxvhcJow3wV0WcArcZUqnuP1jw0mMS/WquyrjTJERAwkZDNBXu9bM99FiY2L30a3y1tmmRqTef6rnSJNpGnKgQMHSNPOGxQjZ4/iRHJJPbOODGVTskSaUZxIDrrviHSm/v5+1q5dy1133cXChQvHfcyWLVsaBRGAnp4eNm3axNatW+nv7z9bSy2M8pWIFE15RUSK1m55pcsc3nse/daL/O32JwBIfNZOq6s+cL3LjTW+ynaRjKQJ5wQlSi4gNOO4T8Cgq16gCA1qPvt7JQjodnbSuPX8u0UmMkjEcBQV8JXOHhVFmoiiiDvuuIOow36gcnYpTiSPII5Z/uV/IIjVFkmaU5xIHrrviHSmJUuW0Nvby6ZNm+jp6Rn3Mdu2bePWW2895WNXXXUVkLXV6jTKVyJSNOUVESlau+WVIIHrVnyRD7+/l//0H75OrZa9PjCappTN4eqVjG5zjd0kg2nCnCBgbhDQZRB5iNOECoBB6I1Rn1IyRxmjKwhwuEZRYDJTQHySUH3p5dM+PgQMJJ31WoaKIk1UKhU++clPUqlUWr0UaWOKE8kjKZd46F99mKRcavVSpI0pTiQP3XdEpq+FCxdy6NChVi+jMMpXIlI05RURKVq75ZVyKeAtb10AwMEDI3zly08BnDJwHWC2OZL6ePRjaYz3noVBiS4LMWAUcOYoe8OZI/YpJAkVF9CFI8Qaw9XzFkV+sO7j/MM7ruXh934YnySnnDsKHEzao7CUl4oiTaRpynPPPdc226ekPSlOJA9LU+YdOIwpTmQCihPJQ/cdkelr3759p80ZGWubNbZjpJMoX4lI0ZRXRKRo7ZhXbvzoO/nx917A5j/7IO9b/WYAPKcPXC9bVs5IPAynCQtdQMWM0IxRnxCYUXEObxA6o+aMMkbZBZTqpRAja5+VtzDiazV8LWL0hZdO+XgEHFZRZHqIooje3t622T4l7UlxInm4JOGyrz2Ce1UlXeRkihPJQ/cdkXw2bNiQq+XUwMAAGzZsYMOGDdx6662sX7+erVu3noUV5rNlyxZWrVrF8uXLW72USVO+EpGiKa+ISNHaMa98+KeX8HdfXcMNv/oO5swqN9pkVb0nMGsUQ2ZZmO0AIWuh1R2EzAkCusyReKimKWUMMyiljlGfUgmMLowul7XPGpsnkmeuSPclFzWOR/qfOe38wWr19Vz2WRe2egHtqlKp8Du/8zutXoa0OcWJ5JGUSnz7hp9u9TKkzSlOJA/dd0Qm1tfXxy233ML27dtZuXLlhI8dGBhgxYoV9Pb2nlJ02LBhA+vXr2fLli1TvdwJbd++nf7+fnbv3t3SdbxWylciUjTlFREpWrvmlS5zHPcpgRmRTwkwYu+JvafLOWpJQpdzDNY3uFR9ymiacE5Y4nAcc4yEKindFhCkRuI8tSRllgsJXbaDJEgdESmefDtFZi05URQ5/vSzLHzfj59y/pUkIqkXbjqBdoo0kaYpTz75ZFttn5L2oziRPCxNWfD8y2qLJBNSnEgeuu+IjG/r1q2sXr2au+66i9WrV+f6nLVr17JmzZrTdmFs2rSJbdu2tXS4+dgOlh07djQdzN7ulK9EpGjKKyJStHbNK2Ntsl5t1J86cL1iQWMnyXCa0ONCKm6shZYnALqcw2xstkjCLHOU64PWHVlBJE+BoPviNzeOR546fafIoThq7FzpBCqKNBHHMffffz9xHLd6KdLGFCeSh0tSLt31A1zSOTcHOfsUJ5KH7jsi41u3bh07duxg06ZNueZv9Pf3s3PnTtavXz/u+RtuuIENGzac8rGxnSV5/2zfvv01X8/atWvp7e1lyZIlr/lrtJrylYgUTXlFRIrWrnklMKNkxv5nh/jMf32Eb3/7eSBrieW9bxRN5pw0cH0oTSiZY15Qapyv+pSwvg+khCd2RsUCup2jhMOTvzhwcvus4+O1z/IRx9vs33Eiap/VRLlc5jd/8zdbvQxpc4oTySMphez6+Q+0ehnS5hQnkofuOyLFGCtYNCs6LF26lK1btzIwMNDYqdHT03NWWlmtX7+eTZs2nbKDpa+vr+PmiihfiUjRlFdEpGjtnFce/tp+PrR6O97DvicHuPbaC+oD1z1d5hghJXQOV39fZeI9R9OEc4KQg85xLE2o+pQuF+DwhOY4nsTMdgFlc3SZcdRDSr72WeVzFxHMmU1y9BgjTz972vlhEo6lKQuK/EeYQtop0kSSJDz22GMkGngrE1CcSB6Wppz79PNqiyQTUpxIHrrviBTjTG2pxooljz766FlaUWbr1q2sXbv2lAJIf38//f39Z3UdRVC+EpGiKa+ISNHaOa+898cvoGdBFwBf+VI/R4/VgGz3x9hOEoDZ7sTA9aEkpicoUTEjMKMKuBRKOBxGaoZ5qJhRcQEBNGaKnKlIYGaNFlqj+18grdZOOX8UeCUeLebizwIVRZpIkoSHH364Lf9PIe1DcSJ5WJJy4WNPYmqLJBNQnEgeuu+IFOPw4cMsXLiw6fmxgslUFCMGBgYYGBg47eM7d+6kt7eXvr4+br311saf9evXd2QbLeUrESma8oqIFK2d80p3d4nf/v+t4BOfupZv/+AjdM3KGj5F3pPUd4sAzDLXmCty3GftteYHpey899TMUzbDnFEyRw1PxYJ6+6gTpYE8RYJZYy200pSR5/afcu44cKgN/x2bUfusJsrlMjfeeGOrlyFtTnEieaSlkO/+zPtavQxpc4oTyUP3HZFijFeUONlYweRMj5vM97vlllsauz62bt3K4cOHWblyJTfffDOQzREZGBgYd8B7ntZZ1WqVarXa+PvQ0BAAURQBNHplh2FIFEWY2WnHtVqNIAgIguC04zAMcc5RrVYplUrjHpfLZQBqtRrlcpnf+I3foFbL3kWYpilRFFGpVE47juOYcrlMkiQkSXLacRzHeO8plUqnHZ/taxo7Hu86dE26Jl3T1F5TEAR85CMfmVbXNB1/TromXVMnXZNzjhtvvJEoiojjuO2u6RP/cSWHoyqlUplqHON9TKlU5mhUoxvDBUYtSXBJSmqONE057KssCkNe8Cn4lNEUQu9J04QQGE0SKs6oBI5SAqPka58F0H3JScPW+59h9qWnvnHnYFSjWq22LPYmQztFmkiShL6+vrasFEr7UJxIHpakvPGJp7UDQCakOJE8dN8RKcbhw4cnbJ815tChQ4V8v56eHjZt2kRvby/ee7z39Pb2NgoiAEeOHGmce/WfPG655Rbmz5/f+LN48WIgaxUG8MADD/DAAw8AcO+99/LQQw8BcPfdd7Nr1y4Atm3bxp49ewC48847efzxxwG4/fbbG7tmNm/ezPPPZ8M+b7vtNg4ePAjAxo0bGR4eplarsXHjRkZGRvjWt77Fxo0bATh48CC33XYbAM8//zybN28Gst04t99+OwCPP/44d955JwB79uxh27ZtAOzatYu7774bgIceeoh77723JddUq9UYHh7WNemadE0tuqa9e/fyuc99jiRJps01Tcefk65J19RJ17Rz5076+vr48pe/3JbX9OSPfsRf92az8H70wx/yt3/3dwB857t93P23f0vFHLseeYTd//AQEZ5djzzCjm8/xPygxJ5dj/L0Pz1JbJ5/3LWbF557lsDge4//kAMvvkI3AcOHD5OOZEWR+NhxyN5LAyMjNJx0fP5Pf4B3ff5zXPPNe1n0E1ef9phnjh3mf7Y49vIyn/dZdpsYGhpi/vz5DA4OMm/evCn7PrVajW3btnHDDTc0Knkir6Y4yee6ZyaXmKYbF8Vc/uAj/OC6q0lL2qAn41OcnPDgRVe0egltS/edmetsPQeeDvr6+lixYgW9vb2sWbNm3MeYGcuXL286OH3sa9x8881s2rRpKpdbmPF2iixevJiDBw+yaNGis/4OT8h+Qf35n/955s6dq3et6pp0Tbqm131NIyMj9Pb28i//5b8kCIJpcU3T8eeka9I1ddI11Wo1/vqv/5pf+IVfoFKptOU1HYsiamFAkibU4pjucoU4iZljju5SmVdqo+A9B/G4+ozSJV2zeHrkGM/EVY56T8Un1DBG8Byp1pgVBBxIIp6uHucVYmrQ+PN6vNfN4j+ecyFzurtbEnvHjh3L/TuTiiIiMuVmelFERCZHRRGR0+k5cH55iiILFixg4cKF7Nu3b8KvsWnTplN2c3QSxYyIiIhI50u9Z//QCHf3PsHd25/gz7d9mFmzSpTMmB+EDCYxkfcMJjFVnxLWPx4Ce0ePczCJMO8JnDGcJBxNEpx5hqOEp6IRXkqrjAAxWSut1+NyQm5d/Ha63eRaWRVlMs9/J90+q6+vj/Xr17N27VpWrFjBihUr2Lp164SfMzAwwIYNG9iwYUNjWOCZPqfV4jjm29/+dqMaJTIexYnkYUlSH6CtdjfSnOJE8tB9R6QYEw1Zh6y9FpCrxZaMT/lKRIqmvCIiReuEvOLM+H9+9x/47Y/t5MH7nuXv734SODFwvWzZRJA55ojJ9j4cTRPmu5AuZ4RmRAZlD2YQmCdOjTlhSMmMAIcBntc/Z2OYmKEoOvMD28CkrnXr1q08+uijbNmyhd7eXnbv3s2mTZvYsGEDS5cuHXcQ4cDAACtWrOCXfumXGu+02rJlC/v27WP9+vVFXUfhvPfs378/dw9fmZkUJ5KHec+8A4cxxYlMQHEieei+I1KM5cuXN/pAj2fs95olS5Y0fUy72rx5M8uWLWPlypUtXYfylYgUTXlFRIrWKXnl1z6yrHH80IP7G8dVn1KxrKgROEdIdk2J91RJ6QlKlA3MQ0pWCAhwxJZiQJcLKGEYNP6cydD3HuOFv/gr9m38f0mrpzbcGgQGkvYtMJ0sd/us/v5+tm/fPu728bHt5atWrWoM8huzevVqli9fPm4v3gULFtDb28uqVatyL1jbwEU6j9pnichkqH2WyOn0HDi/PO2ztm7dyvr165v+AnzrrbeyYcOGtv8FeSKKGREREZHpwXvP73zi61z/z5fwY1efj5kRmOEMFgYlhpKYmvcMJzEjPiE0x7wgxAGPjxzjUBpjQOJTjnvPYFKjyztejKs8VRtlgJgq2UyRM5U09v77T3Dg774CwMqdf8PsSy9pnCsBv7/wzfz43AVT8w9xBlPSPmvLli2sW7du3HPLly9n1apV7Ny585R3XPX397Nz586mO0JuuOEGNmzYkHcJZ1Ucx3zta19r6+1T0nqKE8nDkoSLv/tDtUWSCSlOJA/dd0SKMfamrL6+vnHP79q1a1Jv3JLTKV+JSNGUV0SkaJ2SV8yM/3HLe7jqmjcSOgf1Nlmph5pP6XLZS/yzzBHV39RzLI3psYCycwRA5FMCDAeEBCQOyhZQPml/SJ6dIl0XXdg4Hn32uVPORcChZJq1z9q5cyeXXHJJ023my5cvB079xWL79u1A823nS5cupa+vb9y2W63mvWdoaKij3x0mU09xInmYh8rxUUxhIhNQnEgeuu+IFGPJkiWsWrWKLVu2jHt++/btbfvmrU6hfCUiRVNeEZGidVJeqdiJl/H9SdWL0TSlRLZrJHCOkjlS70k8VPHMD7LZIR4IPYCvzxXxzHYBoWVFE8hXKOi+aHHjeOSZ/aedP1SrnfaxdpS7KLJw4UIGBgbOWMAYG0oIsGPHjgmHE44VSx599NG8yzhrSqUSP/uzP0upVGr1UqSNKU4kjzQM+NFPXEkaBmd+sMxYihPJQ/cdkTMb+33k5N9LxtPb28vOnTtP2y2ydu1a1q1bp50ir5PylYgUTXlFRIrWSXnFmTWGqoc4Yp91mah5j+dE0WS2C4hOHrgehFTMEWDEzuMwQozYoOSgHJwYtp7mWMepRZHnTjt/MKmRdECRKXdRZMeOHRw5cqSxI+TVxnaQXHXVVY2PHT58mIULFzb9mmMFk4mGHLZKHMfcd999bb99SlpLcSJ5uDhh6SPfx8VqiyTNKU4kD913RMa3fft2Vq9ezdKlS1m9ejUA69evb/x9bAf7yXp6eti9ezdbtmxhw4YN3Hrrraxfv57Vq1c33UEi+SlfiUjRlFdEpGidllfKGN948Dn+3a99hX//b07M9R4buA5ZC62xosQxnzAXo+IcgRmRh5I5AnPgU1IP3ZYNaHdk7bPOVCzovnjiosihKCL2ecorrRVO5sET7frYvn07S5YsOaVocqZdJWMFk4keV61WqVarjb8PDQ0BEEVZf7KxoA3DkCiKMLPTjmu1GkEQEATBacdhGOKco1qtUiqVGsdWr7xVq1WCIHvXbq1Wo1wuN44rlQppmhJF0bjHcRxTLpdJkoQkSU47juMY7z2lUum046m4ppOPT74OXdNrv6ax6xqLx+lwTVPxcyL14IygFpGUsrQTRPGpx+USpJ4gzo4tTXFJQlIaO05JSiGWpliSkpZCLEmxdOw4wbwnDceOs3fej73APHbsDXwQ4OIYb5YdRzHeOXzgsuPA4Z0jiGLSxnFEGgTZcS0iCcP811Sr91NMU4IonR7XNB1/Tq2+pjiG+hOXaXNNr/Hn5L3v+Lw31bl87DnQdLqm6fhzKvqapLk1a9Y0Hao+kZ6enmlXANm8eTObN29u5AoRERERmR5c4ln/q/fyyoERSiXHf/n0ezn33FmM+pRuFxCaEZPtGskKI0bqjNku4LDFjCaeiiNrteUd3qDLwqz9Vv17nGmPR/ncc3DdXaQjo+O2z3rFR4wmCRXX3l0wcu8Umcitt94KcNovFIcPH56wkDLm0KFDTc/dcsstzJ8/v/Fn8eKsGrVjR1YNe+CBB3jggQcAuPfee3nooYcAuPvuu9m1axcA27ZtY8+ePQDceeedPP744wDcfvvtjV0qmzdv5vnnnwfgtttuY2BggOuvv54/+IM/YHh4mFqtxsaNG6nVagwPD7Nx40YADh48yG233QbA888/z+bNm4Fs98vtt98OwOOPP86dd94JwJ49e9i2bRuQDXC8++67AXjooYe49957p/SaDh48CMDGjRt1TQVd09e//nWuv/56duzYMW2u6Uw/p//4v+/gI1/9e657Zg+fuP1z/PJD93HdM3v4z3/8R6x5eCfXPbOHT/3h/+IXdn+d657Zw3/7n3/ArMFhAN7zxXuoHB8liGLe88V7CKKYyvFR3vPFewCYNTjMtb33ATD34ABX/022lp4XX2H5PV8H4JxnX+SK+78JwBv2PcvlDz4CwAWPP8Xbv5G1v7joe0/wlu98D4BL+vZySd9eAN7yne9x0feeAODt3+jjgsefAuDyBx/hDfueBeCK+7/JOc++CMDye75Oz4uvAHD13zzA3IMDAFzbe9+krundf7OTfVe/kzkDw9Pmmqbjz6nV1/TOBx5m6PxFpGEwba7ptf6cVj+5m40bN7L6yd186IffYePGjVz3zB7++fe+yX/7n3/Adc/s4Rd2f51P/eH/4rpn9rDm4Z2vKe9d98we/u3f/CX/9m/+kuue2cO/7/0CH/v77Vz3zB7+wxf+nH9z/99y3TN7Tsl7rc7ljz32GIcPHyYMwxl3z53p1/SXf/mXiORx0003sXfv3kYctUoYhlx//fWE4aTehyci0pTyiogUrdPySrkc8isfWQbAnLllfvhY9vtM4rNB6pX6m/znvKqFVo8LKZsROEfqs8JHGECSZjtMQhyOE7tFJmJmdL85G7Y++tx+/KveiHOUhKMd8OYc869zkkx/fz9Lly5l06ZN3Hzzzad+cTOWL1/O7t27x/3cvr4+VqxYwc0338ymTZvGfcx4O0UWL17MwYMHWbRo0dS9sx247777+Kmf+ilmz54NtPc7B6fjuyE74ZqiKGLHjh2sWrWKcrk8La7pTD+nDzy5e3q/W38Krqk0WmXJd3/IP628HDOmxTVNx59Tq68pHK2y9NHH+Kdrrsi+3jS4prP5c/rKBZdNOu998IW9k76m+974jpbm8tHRUe69914+/OEPY2Yz6p4706/p4MGDnHvuuQwODjJv3jxEzmRoaIj58+e3LGaiKOLee+/lQx/6UEf06RaR9qe8IiJF68S88sSTR/jGoy/y0//8EsJKQFAvY1TMmOUCjiTZ7xz74yqzXXZ2oYX8oHqMQ0lE5BMijNEk4ahPcXieGD3OS2mV40AMRGdYww/WfZyD9z8IwDUPfZmuC9/UODcbuPWci1g2u2cKrn5ik3n++7rLYKtXr+bmm28+rSAC2Xb0M7XQAli0aFHTc5VKhUqlctrHxwL15EreycF78vHYL7YTHZ/8PSqVCnEcM2/ePLq6uhqttF79GADnXNPjsa8/9svsq49PXnuz4yKvKe+xrmly1zRv3rxGQWS6XNOrr+Pk47QUjnucnHJ84vFJeRLHzhrH3jkS58Y99mPHQfYiZXYcNLb4nXx88tDqU4/Hv46puKa4UqI6qwsfONL6z6DTr2k6/pxafU1JKaQ6uxtvpz6mk6/pbP6cXmvem+w1tTqXh2HIggULGi+aj3dN0/meq2sS6Rxmxrx58xq/S4mIvF7KKyJStE7MK2+9dAHnXzKXyHu896SWDU+vec9soGRGBHSZI/ae0IzAGd2BI0iNEW+U8MRm+DTB4Sg7I0gdkJ6xfRZA16uGrZ9cFKkCI2n7/3u+rqLI2rVrWbNmTdNdHhMNWYesvRZMPKukVcIw5P3vf3+rlyFtTnEiefgg4Okr39HqZUibU5xIHrrviEinUL4SkaIpr4hI0To1r1TMEfkEM2uUMTzZwPWyGZH3zHYBR9KYEGPEp8xzIa9YRAAkgHOGSx0pRpdZY9h6HrMvvYTuJRfRfdFiXNepmxliYNi3/+D61zxTZMOGDSxZsqRpQQRg+fLljR7O4xnbRbJkyZLXuowpE0URvb29jQHaIuNRnEgeLo5Z9uAj2SBtkSYUJ5KH7jsiciabN29m2bJlrFy5sqXrUL4SkaIpr4hI0To1r1TMGrM/0jilVsteR6h6T8Wyl/u7zZH4FIDjPmGuC6iYEZjDgNRD4AyfespWIgACzjxTBOCNv/QLvPurf8u7/uyPmL/ix047n8bt/+/5mooiW7duBRi3IHJyu6zVq1dP+HXGCiarVq16LcuYUmbGhRde2FHbp+TsU5xIHt6MofMW4hUnMgHFieSh+46InEm7DFpXvhKRoimviEjROjWvmBkH9h/lv/6nb3Llkj/jS3/1JACx93iyFlpmRsUCYp+SeChZtsOk3tQdzCh5IyGlYlAmK5aM/Xk9UnvN+zDOmkmvcPv27QwMDIxbEOnv72fnzp2Nv48VO/r6+sb9Wrt27WrLgghk26euvfbaU/o9i7ya4kTy8EHA/ssuxQfBmR8sM5biRPLQfUdEOoXylYgUTXlFRIrWyXnlxWeG+cNbH+XlF4/xF/97b+Pjoz5t7BaZ7Ry1+scTjO4gIDQj9kaYJtmQdjNKzgjN4SimKGJp+jq/wtSbVFGkr6+P/v7+cYeqA+zcufOUVlhLlixh1apVbNmyZdzHb9++nQ0bNkxmCWdNrVbj85//PLVa7cwPlhlLcSJ5uCjmXfd/CxepLZI0pziRPHTfEZFOoXwlIkVTXhGRonVyXrnuvYtZcul8wtAxd26ZapQAJ+aKGNCNI2600EqZb1lRJMRInVFyDm9Z26wKEJJ9Xp5h62N8feD7yQ4m7f/vmbsM1t/fz9q1a1m1ahXr168/7fzhw4fZuXMnR44cOeXjvb29rFixgr6+PpYvX974+Nq1a1m3bl3b7hQJgoBly5YR6B27MgHFieThneOVi9+Ed+2/fVBaR3Eieei+IyKdQvlKRIqmvCIiRevkvGJm/On/+RDnvnkO550/uzE/JPUQ4ymZ4Z2jKxkrjDi6naNsRuCMKLVsroiH1BuVIMDFUWOnyJkKI89svp1X7tnByLP7efeDX6J87qLGuZdGp1FRZPXq1fT39zfmiYynp6dn3I/t3r2bDRs20NPTw6JFi9i3bx+rV69m3bp1r2nRZ0MQBKcUcUTGoziRPHzgePGtF7d6GdLmFCeSh+47ItIplK9EpGjKKyJStE7PKz95zQUcSbJuE2l9xwdAzXvK5qj5hFkuYNgnhEBQH8QeYBgpqUHJOUaShC4LCDACfK6dItWXDnB0748AGHn2uVOKIrFPir3QKZD77aj79u1rbIdp9ufVu0TG9PT0sGXLFjZt2sTNN9/Mli1b2rogAtn2qTvuuKMjt0/J2aM4kTxcFHPlPV9XWySZkOJE8tB9R0Q6hfKViBRNeUVEitbpeSUwo1QfEh96IyLbLVJNU0r1x3TbiRZaEcbsICQ0I8WBz1pm+XrLraDePivPvpnuixY3jkeefu6Uc8NMo6LITBMEAddcc01Hbp+Ss0dxInn4wNUHaCvlSnOKE8lD9x0ROZPNmzezbNkyVq5c2dJ1KF+JSNGUV0SkaNMhr3TVh6qbGS88dxTIWl/FQMmyuSEBjsR7qnjmYI25ItmWEAPnKDtHGSMgX8HglKLIM6cWRY4RFXFpU0qvvDQRBAGXXXZZR/+fQqae4kTyyGZFXKBZETIhxYnkofuOiJzJTTfdxN69e9m1a1dL16F8JSJFU14RkaJNh7xSNmP7Fx9n9TV/wU+84/9w+PAIcGLgOmSFk7jeFKvkjIoZJWeYO7ErxBmUcLkHrXdf3LwoMvA6r+ls0CsvTdRqNT772c927PYpOTsUJ5JHEMWsvPsBArVFkgkoTiQP3XdEpFMoX4lI0ZRXRKRo0yGvmBnf332Af9x9gGo14W//6p+AbK5ISFYUme0ckR8rdRglXFb+8NkskhAjTY2uINspEkD9M5vrWnxB43jkmf2nnDtWzKVNKRVFmgjDkA9+8IOEYe5Z9DIDKU4kjzRwPLnyclK1RZIJKE4kD913RKRTKF+JSNGUV0SkaNMlr/z6r10GwLuuPI+eBV2NjydAYNlOkdR7Eu9J8MwKXKNg4r2n5BwpKV31IeyOMxdFgq4uKm88H4DRZ08tiowUdWFTqLN/4lPIOcell17a6mVIm1OcSB7eOY5ccH6rlyFtTnEieei+IyKdQvlKRIqmvCIiRZsueWXl8vN5ZO+vcclbFhDXix+BGVWfUjFHYildLiDBE+DoxhE4o5Q6Yh9nA9a9JzTXaKeV5vi+XW++kOqLLxMdPkI8NEw4by6Qr/1Wq+ntqE1Uq1Vuu+02qtVqq5cibUxxInkEUcS1275CELX/oClpHcWJ5KH7joh0CuUrESma8oqIFG265BUz47K3LQIgNCOplyUi7xtFjlnmqNVbaJXMqGCUzPAGzoMFjrI5SgSNFlpn0n3xmxvHJ88VyVNQaTUVRZoolUqsXbuWUqnU6qVIG1OcSB5pEPDY+68m7eDBXTL1FCeSh+47ItIplK9EpGjKKyJStOmUVyp24mV+f9JeDY/hDLrNkXiPbxRGHM4MvKM+XoTQeUqQq30WQPebT5or8tzzJ45f57WcDWqf1YRzjsWLF7d6GdLmFCeSh3eOofMWtnoZ0uYUJ5KH7jsi0imUr0SkaMorIlK06ZRXAst2fkTeM3S4RhKnvOH82VR9Sgkjddm8kISstdYsZwSJw5kn9p4SRtVnu0Wcz1cUWfi+nyCYPZuuxRcw74rLGx+Pp+4yC6OdIk1Uq1VuueWWjt8+JVNLcSJ5BLWIn/zC3xPU1BZJmlOcSB6674jImWzevJlly5axcuXKlq5D+UpEiqa8IiJFm255ZX//IB/5xb/jisW380e37QayFlpjQ9W7nCMia7dVMqNkEOBIPTgzPFAJXO72WXMvfwcX/utf5pwPvJfyOZ31Jk/zY3tmOsTQ0BDz589ncHCQefPmTdn3SdOUgwcPcs455+CcakcyvpkYJ9c9s6fVS+g8qWfW4DDH588Fl6fWLjOS4uR1efCiKyb9Oa8ln72W71OkmXjfkczZeg4s00erY0b5SkSKprwiIkWbbnnlwCvHuOBNW4jjlPPfNJs9/b9BEDhmmeO4TxlOYg6nMXNdQC1NeC6qcjiOGEgiUmAojjmaxPQnIwwBo69jLa343Xkyz387/6c9RZxznHfeedPi/xAydRQnkoszji+Ypxe6ZWKKE8lB9x0R6RTKVyJSNOUVESnadMsr5507m9U/fTFveNNsfuGX3srw8RoAEZ7QjK76XJHEewyjbEZgBtn/MCAIjJDpXzSY7tf3mlWrVT71qU9Nm+1TMjUUJ5JHUIt4/5/frbZIMiHFieSh+46IdArlKxEpmvKKiBRtOuaVrbd/kH/s/w3+663vpTKnDIy10IKSc5QsmyviyIaNB+YwjAAw5wg9hAS52mcB1A4dZnD3Hl6++x7SuBOmiWTUPqsJ7z3Dw8PMnTsXM71rV8Y3E+NE7bNeA++pHB+lOqsLZkicyGugOHldZkr7rJl435FMq1shSedpdcwoX4lI0ZRXRKRo0zGveO85nMR4YMQndFtW3ugyY9R7DsY1RnzKbBdwMK5xIIp4OR4lxnMsSan6hGeqoxwk5iiQnOH7/WD973Dwvq8C8O5v3EP34gsAtc/qaJVKpdVLkA6gOJE84lLY6iVIB1CcSB6674hIp1C+EpGiKa+ISNGmW14xy9piAYQYkU8B8GTtsbqcIyHbI1HGCJxRsoDIZ7tGwFExR3Z0Zl1vvrBxPPrc84Vey1RSUaSJWq3Gxo0bqdVqrV6KtDHFieQRRDHv+eI9BFHnbCOUs09xInnoviMinUL5SkSKprwiIkWbrnmlbNlL/j5KefxHh4FsrkjJjAqO1EPiPYFBibEiiifAQ+opm2HkKxx0v/mCxnEnFUXUPqsJ7z21Wo1yuTxttk9J8WZinKh91mvgPUEUk5RCtUWS5hQnr8tMap810+47kml1KyTpPK2OGeUrESma8oqIFG265hXvPR+7aQd/fdcThCXH95+5kSBwlA1qHp6LRgnN8KnnlbjKK0nMS1EVzDgaRwwlMU8loxwFRs/wvQ597Zt8/1/fBMCbb7qRJf/x3wNqn9XRptOQHZk6ihPJI9S7/yUHxYnkofuOiHQK5SsRKZryiogUbTrmFTPj5ReOceTwKK+8fJxvfTPbweHJCj8Vc0TeU3aOwDkCczhzBCkEQYBzPhu8nuN7dZ/cPuvZztkpoqJIE7Vajc985jPTbvuUFEtxInkEUcy1vfepLZJMSHEieei+IyKdQvlKRIqmvCIiRZvOeeUXf/EtzJpd4ufWvoXynBIAKR5n0GWufmyUvBFilA1SAJ9S8gFlHEGO79N1wRsb3S5Gnt0/ZddTNLXPEpFJUfssEWlHM6V9lsxceg4seW3evJnNmzeTJAlPPPGEYkZERERkBjo+EnE4junqDjmaxsxxIQABMJqmPBdXmeMChpOYA0nEgajKUJJQ857RJOG5aIQDxBwFzlQ8+Pa111N98WVKCxfwE30PAmqf1bHSNOXAgQOkadrqpUgbU5xILqln1pEhSDuqBi1nm+JEctB9R0TO5KabbmLv3r3s2rWrpetQvhKRoimviEjRpnNemdVdYt6sbIdIgCP2J66x5BwBRoInNCMka6nlSQnxYFCq7xTJtVtkcdZCKzp8hHj4aPEXMwVUFGkiiiLuuOMOoihq9VKkjSlOJI8gjln+5X8giNUWSZpTnEgeuu+ISKdQvhKRoimviEjRpnteKVv20n/JjKi+32PsbZgVV58rguEgG7yOEZgD7ynXqwb55opc0Dgefa4z5oqofZbIDKZWWCIyXah9lkx3eg4sk6WYEREREZnZUu85nGRvvNy77zDLli6sFzk8R+KEAR8x1wKeiUYZTBKej0bAG0eTiIEk5qlklGPAmUbRP/2HW3n6M39M5Y3n847/9T/ouXq52md1qjRNee6556bl9ikpjuJE8rA0Zd6Bw5jiRCagOJE8dN8RkU6hfCUiRVNeEZGiTfe84sz40817uPodf8773n4nzz47dMpOkdRnw9W7MAIMZ4ZPPc45AvOE5NspcuGNv8p7H/8O137rK/RcvXzqLqhAKoo0EUURvb2903b7lBRDcSJ5uCThsq89gkuSVi9F2pjiRPLQfUdEOoXylYgUTXlFRIo2E/LK0cEqTz05CMB99z7V+HiXGQYkeAKDkjO6cSQODE9AQIjlKoqEs2fhKuWpuYApovZZIjOY2meJyHSh9lky3ek5sEyWYkZEREREdvW9xLVXf4Grf+JN/NpvvYs1v/BWsskixv6oCgbVJOVQXOOVuMbLSY3Ew/E44dl4hMMkvJbR6Wqf1aHSNOXJJ5+cttunpBiKE8nD0pQFz7+stkgyIcWJ5KH7joh0CuUrESma8oqIFG0m5JWrrjyfJ15ax5ceWMMHf3YJ3nu8B+89XWYkPqXbjNQ8oTnACAAzo0JWPJiOBYTpeE2FiOOY+++/nziOW70UaWOKE8nDJSmX7voBLpm+N1l5/RQnkofuOyLSKZSvRKRoyisiUrSZkFfMjPMWzgIgNCPGY2Z4g4o5Eg8ly2aKhJYVCwIzAjxlC7K/5/g+z3++lx9+/D/x3RtuxHdAkUnts0RmMLXPEpHpQu2zZLrTc2CZLMWMiIiIiADUfMpQklDzKRGe2RaQ4klSz3NxlTnO8VJU5XCSsj8aIU5TjqUJR6Iaz/oax4DaGb7H9z/6Hzi082sAXPvwfXzr3R+c6ss6jdpnFSBJEh577DESDbyVCShOJA9LU859+nm1RZIJKU4kD913RKRTKF+JSNGUV0SkaDMlr5Tq49JLGANDoyc+7hwOiIAQIwRKBh6PGQRBtkskTwGha/GbGscjzz5f5PKnhIoiTSRJwsMPPzzt/08hr4/iRPKwJOXCx57E1BZJJqA4kTx03xGRTqF8JSJFU14RkaLNlLxiZmz7P3v5mff2suL8O3j66UHwkHpP2RyJ95RdgDPoIiA2IzQjJCCEekllYt1vvrBxPPrs/im7lqKofZbIDKb2WSIyXah9lkx3eg4seW3evJnNmzeTJAlPPPGEYkZERERE+L8/9U3+2+9/G4BPb/kp/vVvvJOElIE4YSiNKXl4Nq4ymMTsj6rg4WgS80x8jAHg2Bm+/rEnn2Kobw/db76Q2W9/Cw9d8d6pvqTTqH1WAZIkoa+vb9pXCuX1UZxIHpakvPGJp7UDQCakOJE8dN8RkTO56aab2Lt3L7t27WrpOpSvRKRoyisiUrSZlFc+uPoiAC592wIsyPZ+eA8VZ3iyVlqQ7RAxjOx/RoUgVwFh9qWX8MYbfp6ea66i1DN/yq6jKCqKNJEkCXv37p0R/6eQ105xInlksyJe0KwImZDiRPLQfUdEOoXylYgUTXlFRIo2k/LKtVe/ie89/Rt88/sf4ec+8rbGxyv18kBqUMITmBHicd7jDMpkc0eCFq17qqh9lsgMpvZZIjJdqH2WTHd6DiyTpZgRERERkZMNJTE17xlMYma7APA4jOeiKoEzDkU1hpKEZ+MRRuKEEZ9yMKrygo84CsST+F6t+N1Z7bMKEMcx3/72t4njyfy4ZaZRnEgeliT1AdrT/50H8topTiQP3XdEpFMoX4lI0ZRXRKRoMy2vlCxrmxWaEZMSYMR4ymYk3tNlDrynjJEChidwhjH9igjT7XoK471n//79dNhGGjnLFCeSh3nPvAOHMcWJTEBxInnoviMinUL5SkSKprwiIkWbaXmlbFkpoGRGLU2xepGkbI7EeyrmMJe1zPIGzhkhRgmwFq57Kqh9lsgMpvZZIjJdqH2WTHd6DiyTpZgRERERkVf7/+74R+79Uj/f3/MKux7/1yQB1HzKK3FE2cNT8SjHkpRnohHwxlBc49lkhAFgdBLfR+2zOlQcx3zta1+bMdun5LVRnEgeliRc/N0fqi2STEhxInnoviMinUL5SkSKprwiIkWbiXnl6zue5d4v9bP/mWH+8bsHMKDis30gzhkOIzBwOJx5nAWETL9B6yqKNOG9Z2hoaMZsn5LXRnEieZiHyvFRTGEiE1CcSB6674hIp1C+EpGiKa+ISNFmYl55z3suBKBnYYXn9g/hMJxzOCABymYEZgR4vIfAoDzJksis4pddOLXPEpnB1D5LRKYLtc+S6U7PgWWyFDMiIiIi8movHTjGP70wxEVvX0DiPHMsoOY9h5KIiJTBOOZwFPF8WmU4TqglCS/FNV4mYhjIU0iYDfy92md1pjiOue+++2bU9imZPMWJ5OHihKWPfB8Xqy2SNKc4kTx03xGRTqF8JSJFU14RkaLNxLzyhvNmc9k7z6EcOBJ8Nmzdsh0iiYcuc+DG2mV5zKCcPST3fpGuKVt9cVQUERERERERERERERGZAUKMAPAeEu9JgYplZYLQDDOji4DUwAIjcNnj8xYSJjOQvVXCVi+gXYVhyPXXX9/qZUibU5xIHmkYsO/qd7Z6GdLmFCeSh+47ItIplK9EpGjKKyJStJmaV0pm1MwIMCJSHEaINc5576k4hyXgvBHgCKH+iOlBRZEmoiji3nvv5UMf+hClUqnVy5E2pTiRPFyc8JbvfI9/eve7SMPJDaeSmUNx8vrMlBlJuu+ISKdQvhKRoimviEjRZmpe8ZHnr7Y9zjf+YT9z5pf5/VveA+azoocZYf1PgCP1CSEBRv6iSHnqll4YFUWaMDPmzZuX9VUTaUJxInl4g+qsLrzCRCagOJE8dN8RkU6hfCUiRVNeEZGizdS8Ug4cv/ubX+XY0Yjz3zSb/3rLe6gBJcvmjJQJqPkUB6RAYFDGcLnGrEP3VC6+IJop0kQYhrz//e8nDFU3kuYUJ5KHDwKevvId+EDv/pfmFCeSh+47ItIplK9EpGjKKyJStJmaV8LQsfLdbwTglZeO89JLxwComJF4T1e2ZYSKMxLL5okEBLkLCZ3wr6miSBNRFNHb20sURa1eirQxxYnk4eKYZQ8+govjVi9F2pjiRPLQfUdEOoXylYgUTXlFRIo2k/PKJ//zu/mbHb/I7pc/yqI3zMIMSvVSQcUF4DwlMwxw+MZMkTx7ajph300nFG5awsy48MILZ9z2KZkcxYnk4c0YOm8hXnEiE1CcSB6674hIp1C+EpGiKa+ISNFmcl55//sWM5QkDKcJMR4HhPV/hpJlpZAuHN48GJTNcD4rJpyphJSvyVZrqSjSRBiGXHvtta1ehrQ5xYnk4YOA/Zdd2uplSJtTnEgeuu+IyJls3ryZzZs3kyRJS9ehfCUiRVNeEZGizeS8Etb3c4RA7H1jnghAYAZ4yhZgGOYcgYHz+XaBpFO26uKofVYTtVqNz3/+89RqtVYvRdqY4kTycFHMu+7/Fi5SWyRpTnEieei+IyJnctNNN7F371527drV0nUoX4lI0ZRXRKRoMzmvODMCywogsc92ipgZAYaZEZpRctmOEfNGSNBooXUmnbBTREWRJoIgYNmyZQQaeCsTUJxIHt45Xrn4TXinlCvNKU4kD913RKRTKF+JSNGUV0SkaDM9rxwbrPGN+5/l//vvu/inHw3gyeaIJN5TIYA0pQRASuCm16D1TlhjSwRBwPLly1u9DGlzihPJwweOF996cauXIW1OcSJ56L4jIp1C+UpEiqa8IiJFm+l5Zdvnf8jv/vbXADjvnG5+9a3vpGzGqIcug2FzlAxGMUp4QgzXEftAzkxvR22iVqtxxx13zMjtU5Kf4kTycFHMlfd8XW2RZEKKE8lD9x0R6RTKVyJSNOUVESnaTM8r115zQeN493deIqi3zwIoOwfms/8Chick326R7qlYbMG0U6SJIAi45pprZuz2KclnKuPkumf2TPpzHrzoisLXIa+fDxz7L7sUH6gOLc0pTiQPPT8RkU6hfCUiRVNeEZGizfS8svyKc1n3Wz/G5SvP5V3XnJ/tBLH6AHYzsIAyMVg2SyQk22GRjWFvrmvql/66qSjSRBAEXHbZZa1ehrQ5xYnkkc2KuODMD5QZTXEieei+IyKdQvlKRIqmvCIiRZvpeaVSCbn1f72fY2nC0TTBAOezckfgwUgp4zADZ1A2cB4CYKIeF2Xav8ikt6M2UavV+OxnPztjt09JPooTySOIYlbe/QCB2iLJBBQnkofuOyLSKZSvRKRoyisiUjTlFQjMCOstszxg9b8HgSMwo+ICwHAuIDTX2CkykfIUr7kIKoo0EYYhH/zgBwlDbaaR5hQnkkcaOJ5ceTmp2iLJBBQnkofuOyLSKZSvRKRoyisiUjTlFRotsxxGgie1bJ5I4qHijdSnBN6Rek9IvqJI2gHNqdp/hS3inOPSSy9t9TKkzSlOJA/vHEcuOL/Vy5A2pziRPHTfEZFOoXwlIkVTXhGRoimvZLND4jjlyR8eZuDQCNe+70KC+sCQigtwaUrJoOY9LudOkZRkqpf9uuntqE1Uq1Vuu+02qtVqq5cibUxxInkEUcS1275CEEWtXoq0McWJ5KH7joh0CuUrESma8oqIFE15JZsRsuyCP+FDy/+CT/zbBwmAsQYWZQxvnoqBxwgMSpy5KBJMOIa9Pago0kSpVGLt2rWUSqVWL0XamOJE8kiDgMfefzVp0P6DpqR1FCeSh+47ItIplK9EpGjKKyJSNOUVcM5YemkPAM/sG2R4sIrzWdmjFDgMI3QOI2s5VWpMIGmuqwOaU7X/ClvEOcfixYtbvQxpc4oTycM7x9B5C1u9DGlzihPJQ/cdEekUylciUjTlFREpmvJK5qd/5hLe9Oa5vPXKc0j9iV0UQf24C8PweLJiwpneyjlIPKXrLYJ2ijRRrVa55ZZbZvT2KTkzxYnkEdQifvILf09QU1skaU5xInnoviMinUL5SkSKprwiIkVTXsn8p/98LXf8xT9j3e9eyfyeCuaMECNwBhhlC8EZZr5RFJmoMGIdUHJo/xW2SKlU4sYbb5zR26fkzBQnkkcShvT9s/eShNqcJ80pTiQP3XdEpFMoX4lI0ZRXRKRoyiuZ0LKGWA4j9tk8kJBsjkjFPIbHvCOwrJVW9tjm5rr2//fUKy9NOOc477zzWr0MaXOKE8nFGccXzGv1KqTdKU4kB913RKRTKF+JSNGUV0SkaMormYBseHpoRkxKaA5nBt7TbSFHqVE2Y9QbIe6M7bOCND0Lq359VBRpolqtsnHjRj7xiU9QqVRavRxpU+0WJ9c9s6fVS5BxBLWI93zxHr7xKz9DUm7/arm0huKkM0w2zz540RWFfv92u++IyOT19fVx1113sWnTptPO7dy5kx07drBo0SL27dtHT0/PuI/rBMpXIlI05RURKZrySsbMCMwIMA4cHmXhnDJhaOChZOCtXkTwEFg2dH3CnSLW/iUH876+J6ZDDA0NMX/+fAYHB5k3b+reUeu9Z3h4mLlz52L1LUQirzaVcaICxzTiPZXjo1RndYHyiTSjOJmWii6K6PnJzHW2ngPL1Orr6+MDH/gA69atO63YsXPnTvr7+1m3bl3jY0uXLmX58uX09vZO+nu1OmaUr0SkaMorIlI05ZUT/vCPv8v//PQunn1qiN6v/gLvvPaNDKYxx9OEZ6NRjiQRr0QRUZrybHycAWC0ydf6F8FcfuvCJWdx9ZnJPP/VTJEJzOQKoeSnOJE84lL7V8ml9RQnkofuOyKdp7+/n7Vr13LXXXexcOHCcR/T29t7WqFk1apVbN++/WwscUooX4lI0ZRXRKRoyit13vPsU0MA/PB7h3CcmC0ScHK7KU+ZgIlKSK4D6ksqijRRq9XYuHEjtVqt1UuRNqY4kTyCKOY9X7yHIIpbvRRpY4oTyUP3HZHOtGTJkkbRo6enZ9zHrF69muXLl5/dhU0h5SsRKZryiogUTXnlhB+74jxmzylx5TVvYF5PBeeydlolM7wZXQQYHoedsaBwPGn/1zXUPqsJ7z21Wo1yuTzjt09Jc1MZJ2qfNY14TxDFJKVQbZGkOcXJtDQV7bP0/GRmanUrJCnOihUrWLVqVa5ZIZ3ePkv5SkSKpLwiIkVTXjkhSVIOJTHHSKG+S2Qwjqnheap6nONJwlPxKHGacDCKeJmY4cYjT3VDOI9/d8ElZ3P5gNpnFaZarbZ6CdIBFCeSR6h3/0sOihPJQ/cdkZlh69atAPzJn/xJi1fy2ilfiUjRlFdEpGjKK5kgcISBEQCx9zgzgnqdqMscZuAIcGaUnGGc3FLrVJFr/z0YKoo0UavV+MxnPqPtUzIhxYnkEUQx1/bep7ZIMiHFieSh+45IPhs2bGDnzp1nfNzAwAAbNmxgw4YN3Hrrraxfv75RjGiVnTt3sn79erZs2cKOHTuatttqd8pXIlI05RURKZryyqlCjMAs2/3hPa5eOig7BxglAyMrjhjj7xKpf2rbU/sskTal9lkiIp2v6PZZMnPpOXA+fX193HLLLWzfvp3e3l7WrFnT9LEDAwOsWLGC3t7eU2Z5bNiwgYGBAbZs2TIla8zbPmtsfRs2bGDdunWT/j6KGRERERGZjONpwlCSMJTGVJwxkqQMpQnDccT+uMqBqMZAEjOaep5JjnMUePU+GwM+1r2IXz7vwrO+frXPKkCaphw4cIA0TVu9FGljihPJJfXMOjIEaUfVoOVsU5xIDrrviIxv69atrF69mrvuuovVq1fn+py1a9eyZs2a04abb9q0iW3btuXaaTKVenp62LBhA+vXr6evr6+la3ktlK9EpGjKKyJSNOWVUz371BD/+T98jY+svps/+cw/YvWXJ0KXDVcvBw5fb6vVrHVWAMxy7T+fRUWRJqIo4o477iCKolYvRdqY4kTyCOKY5V/+B4JYbZGkOcWJ5KH7jsj41q1bx44dO9i0aRNXXXXVGR/f39/faFM1nhtuuIENGzac8rGxnRt5/2zfvn1S19DX18fAwMApHxu7lrvuumtSX6sdKF+JSNGUV0SkaMorp/Jxyh2f/R6PfOMFdj/8EkG9GBJiYFYvhKQYnnK9hdarGXA8bf+iSLOizoxXqVT45Cc/2eplSJtTnEgeSbnEQ//qw61ehrQ5xYnkofuOSDHGChZLliwZ9/zSpUvZunUrAwMDjZkePT097N69e0rWM1ZwWbdu3ZS17TrblK9EpGjKKyJSNOWVU7310gV0d4eMjMQcPHAcZ4ZhBOZwHireGoUQw49bFPHAcUvO4qpfGxVFmkjTlOeff54LLrgA57ShRsaXN040H2RmszRl7sEBhs/pwSufSBOKE8lDz09EinGmAeZjxZJHH32UVatWTfl6enp6WLJkyWk7V/r7+wFytwRrJ8pXIlI05RURKZryyqmCwHHPg2tZ9OZZdC2sYN4TGiQYJTNGzRGYIyWmjBGM8zUMiJL2b0emn3YTURTR29ur7VMyIcWJ5OGShMu+9gguaf9KubSO4kTy0H1HpBiHDx9m4cKFTc+PFUzGihJFGhgYOK1NFjBuK69bbrmFVatWnZXCTNGUr0SkaMorIlI05ZXTrVz5BhadMyv7i4Hz2X6QbnM4A8PhXFYccZxeXCgBC8L234ehokgTlUqF3/md36FSqbR6KdLGFCeSR1Iq8e0bfpqkVGr1UqSNKU4kD913RIoxXlHiZGMFkzM9bjLfb8OGDaxdu5b+/n62bt3K2rVrufXWWxuPufnmm+nv72f9+vWNx/7SL/0SO3bsyPU9qtUqQ0NDp/wBGr/kx3FMXJ9bFUXRuMe1Wo2kXpx/9fHYANJqtdr02HuP955qtUq5XObjH/94Y31pmlKtVsc9rtVqACRJMu5xHMenXEerrunkY12TrknXdPavKQxDfuu3fotKpTJtrmk6/px0TbqmTrqmIAj4nd/5HZxz0+aaXu/PKQCSWo3Up4CRxFVSnxI6RxrHlIEECDzjFkUqwAWV2S27prxUFGkiTVOefPLJRiCLjEdxInlYmrLg+ZcxxYlMQHEieei+I1KMw4cPT9g+a8yhQ4cK+X49PT1s2rSJ3t7exi/Evb293Hzzzac8bs2aNWzZsqXx2Fefn8gtt9zC/PnzG38WL14M0CiqPPDAAzzwwAMA3HvvvTz00EMA3H333ezatQuAbdu2sWdP1vb1zjvv5PHHHwfg9ttvb+ya2bx5M88//zwAt912GwcPHgRg48aNDA8PU6vV2LhxI6Ojo3z/+99n48aNABw8eJDbbrsNgOeff57NmzcD2W6c22+/HYDHH3+cO++8E4A9e/awbds2AHbt2sXdd98NwEMPPcS9997bkmuq1WoMDw/rmnRNuqYWXdMPf/hD/uRP/oQ0TafNNU3Hn5OuSdfUSde0c+dOnnzySb785S9Pm2t6vT+nwIw7//f/5pWXXwHgL774lwwNDVEGvv7QQ/g4JklSnn366RMzRUZGxo44cmSQkThq2TXlZd57P6nPaLGhoSHmz5/P4OAg8+bNm7LvU6vVuP322/noRz9KuVyesu8jnS1vnGimyMwWRDHL7/k6fT/zPpJS+28hlNZQnExPD150RaFfT89PZq6z9Rx4Oujr62PFihX09vayZs2acR9jZixfvrzp4PSxr3HzzTezadOmqVxuYarVauPdeJDFzOLFizl48CCLFi1qvJMuDEOiKMLMTjuu1WoEQUAQBKcdh2GIc45qtUqpVBr3eCwvjb3j7/bbb+fXfu3XmDt3LmmaEkURlUrltOM4jimXyyRJQpIkpx3HcYz3nlKpdNrx2bymk4/Huw5dk65J1zS11zQyMsKf/umf8rGPfYwgCKbFNU3Hn5OuSdfUSddUq9X48z//c37913+dSqUyLa7p9f6cPPAXf/s4P/jREXwKH/mtd3A0cNS858ljwww5z0tRRBwnPO1HOQqceAYKc4DfnPsGru8596xf07Fjx3L/zqSiiMhZoKKIiMjMVHRRRGYuPQfOL09RZMGCBSxcuJB9+/ZN+DU2bdo0qd0a7UQxIyIiIiKvxflv+CwHXj7OOed38/Cz/4bDUUw1TXgqHmUoiXg+qhKnnmfjUQbxjJ70uQuATyx6M1fPWXDW1z2Z579qn9VEkiQ89thjk+5HJjOL4kTysDTl3KefV1skmZDiRPLQfUekGBMNWYesvRaQq8WWjE/5SkSKprwiIkVTXhnf296RPVc++PIIAwdHCQxKzmHeCFPDA0Y2VP3VPOC9jXOmvago0kSSJDz88MP6P4VMSHEieViScuFjT2KJXuyW5hQnkofuOyLFWL58eaMP9HjGBqwvWbLkLK1o+lG+EpGiKa+ISNGUV8b3m//Xcv7XHavY/s01zJlfwmGYGWUHoTMCc5j3lHEEr/rcGBiKa61Y9qSoaXkT5XKZG2+8sdXLkDanOJE80lLId3/mfa1ehrQ5xYnkofuOSDFWr17N9u3bm54fK5isWrXqbC2pMJs3b2bz5s0t/+Ve+UpEiqa8IiJFU14Z38/93FIGk4ShNCbEGE0SwNOF46hBgBE7R5AYjmzXxclv73ROO0U6VpIk9PX1tfyXCWlvihPJw5KUNz7xtHYAyIQUJ5KH7jsixRgrdvT19Y17fteuXR1ZEAG46aab2Lt3L7t27WrpOpSvRKRoyisiUjTllfEFZid2gJjHWTaSvOQcYIQ4fP3vY0WRxucCpO0/wlw7RZpIkoS9e/dy+eWXEwSv3ggk08VrGYB+8tBcxYnkkc2KeIGXL7kQH6gWLeNTnEgeuu+IFGPJkiWsWrWKLVu2sGXLltPOb9++nR07drRgZdOH8pWIFE15RUSKprwyvrDeLivA8N4T4ICEshnOjJJlO0NCAoxsvsgYA4Y6oMikV12aKJfL/Oqv/irlcrnVS5E2pjiRPNJSyPc++OOkJdWhpTnFieSh+47ImY0NSR/7bzO9vb3s3LnztN0ia9euZd26dR27U6RdKF+JSNGUV0SkaMor43NmJHHCUz8aYOc9T1Ny4L0nNMOAitUHrVvWPuvVzbJStc/qXHEc8+1vf5s4jlu9FGljihPJw5KkPkC7/Svl0jqKE8lD9x2R8W3fvp3Vq1ezdOlSVq9eDcD69esbfx9vfkhPTw+7d+9my5YtbNiwgVtvvZX169ezevXqcXePyOQoX4lI0ZRXRKRoyivNrfnpu1l9xRf4t//iyxwdqBGY4XxW7AjNcAZYSokTRREHdAHnlkqtWfQkvOa3o27YsIHVq1ef8R1UAwMD3HLLLQAsWrSIffv2sWLFCtatW/dav/VZ4b1n//79XHXVVa1eirQxxYnkYd4z78BhXnjbxbR/V0VpFcWJ5KH7jsj41qxZw5o1ayb9eT09PdOuANIug9aVr0SkaMorIlI05ZXm3vq2BTz09f0APPn4YZZcfR5l53A4Qu/qbbOyFlt20qsYHjgWt/+bPc17P6nXXvr6+rjlllvYvn07vb29E/7yMTAwwIoVK+jt7WX58uWNj2/YsIGBgYHX9AvI0NAQ8+fPZ3BwkHnz5k3680VO9npnikzl9xERkc73Wu4ZIuPRc2CZLMWMiIiIiLxW//sLj/FXdz/JxW/v4ed/5a0svGgONTxP144zGMc8FY0QJykvJxGvkDBCNmT9TcBNCy7i3fN6zvqaJ/P8N3f7rK1bt7J69Wruuuuuxpb0M1m7di1r1qw5pSACsGnTJrZt28bOnTvzfvuzLo5jvva1r2n7lExIcSJ5WJJw8Xd/qLZIMiHFieSh+46IdArlKxEpmvKKiBRNeaW5X/6Vd3D7Fz/Eb/3nlbx5yXwCy5pklclaZ5UsG0zvyIohUJ8zQkBXBwzsyN0+a926dY2WV68eRjie/v5+du7c2XQ3yA033MCGDRvYvXt33iWcVd57hoaGmORGGplhFCeSh3moHB/FPGqLJE0pTiQP3XdEpFMoX4lI0ZRXRKRoyivNBRjOjGy0um/MDSm5AJ/EhDjMOcqpA580dl4YxmiatmjV+U1Z3WZsmOGSJUvGPb906VL6+voYGBiYqiW8LqVSiZ/92Z+l1AGDYaR1FCeSRxoG/OgnriQNgzM/WGYsxYnkofuOiHQK5SsRKZryiogUTXmluaA+TD0APB5HVkQqkxUUSgYpUDJHWP9YCiR4jnfAWz2nrCiyY8cOenp6mp4fK5Y8+uijU7WE1yWOY+677z5tn5IJKU4kDxcnLH3k+7gOGDQlraM4kTx03xGRTqF8JSJFU14RkaIpr0wswAjMGBlJsDQrdITOYQYVG3vM2ND1rIASYlSs/d/sOWVFkcOHD7Nw4cKm58cKJv39/VO1BBERERERkRll8+bNLFu2jJUrV7Z6KSIiIiLSwW7/7B7e9447+bGFW9n7jwcxM0Jv4I2wPlskdFlrLQeN/5acTfyF28CUFUXO1BZrrGBypsdVq1WGhoZO+QMQRRGQVfTGqnlRFI17XKvVSOqDa199nNZ7nFWr1VOOnXNcf/31JEmC9x7vPdVq9ZRjgDRNmx7XajUAkiQZ9ziO41OuY6qv6eRjXVN2bGlKEMWNYzd2nJx8nODiE8cnXxPA9ddfj/f+jNfkohirrzc45Tg6cVyLoF55DWoReA/en34MkJ44zq7j5OPJXdPYO9NdfOrx2MBnF8cnjqMYS1Jd0ySuydKUfVe/E+9s2lzTdPw5tfqa8J7+qy4jDYNpc03T8ec02Wsq+p5rZlx33XWEYdhx99zp+DzibF+TSB433XQTe/fuZdeuXS1dRxiGXH/99YRh7jGWIiITUl4RkaIpr0ysNhrzTP8g3sNTTwwQYpSdw5nhsHpbLaNUnzySFUQcc137T1qf0p0iE7XPGnPo0KEJz99yyy3Mnz+/8Wfx4sVA1p4L4IEHHuCBBx4A4N577+Whhx4C4O677278IrBt2zb27NkDwJ133snjjz8OwO23397YqbJ582aef/55AG677TZeeuklvvSlL7Fx40aGh4ep1Wps3LiRWq3G8PAwGzduBODgwYPcdtttADz//PNs3rwZyHbA3H777QA8/vjj3HnnnQDs2bOHbdu2AbBr1y7uvvtuAB566CHuvffeKb2mgwcPAuiaTrqmnhdfYfk9XwfgnGdf5Ir7vwnAG/Y9y+UPPgLABY8/xdu/0QfARd974pRr2rFjB1/60pe45557znhNV9z/Tc559kUAlt/zdXpefAWAq//mAeYeHADg2t77mDU4DMB7vngPleOjBFHMe754D0EUUzk+ynu+eA8AswaHubb3PgDmHhzg6r954DVf01u+8z0ALunbyyV9ewF4y3e+x0XfewKAt3+jjwsefwqAyx98hDfse1bXNMlrets3v8u8lw9Nq2uajj+nVl7Tj933Td51/7dwcTJtrmk6/pwme01F33P7+vr4oz/6I6Io6rh77nR8HnE2r+kv//IvEekkURTxpS99qVEIFBF5vZRXRKRoyisTe9vbFjJ7TonLlp9LuZK1xDIzuswomRHgIPWMTWQJyN7bWKL9d4qY937Sk0/6+vpYsWIFvb29rFmzZvwvbMby5cvZvXv3hF/j5ptvZtOmTU2/V7VabbwbD2BoaIjFixdz8OBBFi1a1HgnXRiGRFGUbeN51XGtViMIAoIgOO04DEOcc1SrVUqlUuPYzPjWt77FypUrmTVrFpC9Q69cLjeOK5UKaZoSRdG4x3EcUy6XSZKEJElOO47jGO89pVLptOOpuKaTj0++jpl8TT/11HdxSUpSCrE0xZKUtBRiSYqlY8cJ5j1pmB3ft/idjWuK45iHH36Yd7/73ZRKpabXtGr/D3BRjA8c3jmCKCZtHEekQZAd1yKSMARn2XEpq1QHUXzqcbmUvWM6zo4tTXFJQlIaO57cNZnPhjyPvVt67Ngb+CDAxTHeLDuOYrxz+MDpmnJeU1itcuHjT/HM5ZfiYFpc03T8ObX6moLRKov37uOZK96GS/20uKbp+HOa7DV95Q1vL/SeW61Weeihh3jf+94H0FH33On4POJsXtPBgwc599xzGRwcZN68eYicydDQEPPnz29ZzMRxzEMPPcRP/uRP6t2XIlII5RURKZryysRqccJAGjPgE8zgeJJQ9Z7nayMcTCKeq1UZTWIOJhEvk+CAN1mJjy9azNtnzz3r653M898pK4osWLCAhQsXsm/fvgm/xqZNm7j55ptzf+9WP7mX6eW6Z/ZM+nMevOiKs/J9RESk872We4bIePQcWCZLMSMiIiIir4f3nkNJzGASk+IZTT0jPuGVqMoLcZUXophjaY0jUcSLxATAG6zEzee+maXdc876eifz/HfK2mdNNGQdsvZaQK4WW60QRRG9vb3aPiUTUpxIHi6OWfbgI415BiLjUZxIHrrviEinUL4SkaIpr4hI0ZRXJmZmBAbOsvkhAZ7Ue0pmGEbJwGOUnBHUPycGjqVJK5edy5QVRZYvX97o3zyesQHrS5YsmaolvC5mxoUXXohZ+/dAk9ZRnEge3oyh8xbiFScyAcWJ5KH7joh0CuUrESma8oqIFE155cwCxgoeRuCyf6fQHGY0ZomUCHGAAalPOTqTiyKrV6+e8PxYwWTVqlVTtYTXJQxDrr32WvWTkwkpTiQPHwTsv+xSfBCc+cEyYylOJA/dd0TkTDZv3syyZctYuXJlS9ehfCUiRVNeEZGiKa+c2a5vv8jvf/wfuPHDf8fub75YL4YY5qHkDHw2YN01/mTn2t2U/cTHih19fX0sX778tPO7du1q24IIZIM1t23bxg033NAYtinyaooTycNFMZc/+Ag/uO5q0pJutDI+xYnkofuOiJzJTTfdxE033dToqfx6ee+Joog0TSf1ebVaja985Sv89E//tPKViBSiWV5xzlEqlfRObxGZNP1+dWZP7D3Mn332ewC8/59dxFuuOY+SczhzBB7Mecx7SmSttCrmKHfAmz2n7FWXJUuWsGrVKrZs2cKWLVtOO799+3Z27NgxVd/+dQuCgGXLlhF0wA9RWkdxInl453jl4jfh3ZRtzpNpQHEieei+IyJny/HjxxkcHGR4eJgkmXwLBO89b3vb29i/f79eqBSRQkyUV4IgYO7cucyfP59Zs2a1aIUi0mn0+9WZvf3tCxrH+58ewmF4g5IZJXMYhpnP/osRmCNOJvdmmlZ4TUWRsSHpY/9tpre3lxUrVpy2W2Tt2rWsW7eurXeKBEEw7g4XkZMpTiQPHzhefOvFrV6GtDnFieSh+46InA3Dw8Ps37+fUqlET08Ps2fPxjmn4oaItB3vPWmacuzYMYaGhhgYGODCCy9k7ty5rV6aiHQA/X51ZiuuPJ+//eoazl06h4XndXEszXpjletD2EOM1EMZh8focg43dRM7CpO7KLJ9+3a2bNlCf39/Yx7I+vXr2bRpE0uWLGH9+vWsWbPmlM/p6elh9+7dbNiwgZ6eHhYtWsS+fftYvXo169atK/ZKClar1bjzzjv5yEc+ou1T0pTiRPJwUcwV93+TPR/8CbVFkqYUJ5KH7jsiMtWOHz/O/v37mTdvHm9605tecyEkTVMOHTrEokWLcNoFKSIFmCivzJ49m3PPPZcXXniB/fv3c9FFF2nHiIickX6/OrN5cyv85Hsv4Egck5ASGkRpStnAmxGao0aCI9s9MisMmFU645dtudyvuqxZs+a0okcePT0947bPandBEHDNNddo+5RMSHEiefjA1Qdo6wUBaU5xInnoviMiU21wcJBSqfT/b+/+gxs57zvPf7oBkKORZqbJ0Y+xNBN7QHtjy/ZqA85442x+2DeAnawTX7JFzNxusrnknCFymd2rtbZCeKq2yqU/9ijQV3LV1k3WgKxs9pxNagbYjeOz4zjEnJWsL3bMIfaUjWTZEdtWrJEleYbs4UiaIQF03x9UQyTxgw0SJADy/aqaEoRGA0+DXz7sfr79fJ8tJUQkyTAM3XXXXcwuAdAxG/UrhmHo/vvv161bt3Tjxg2SIgA2xPVVMCEZChmGqp6hkOfJlTSokOSVFZYpmaYGPFOmZ2hQhiq9Xz1r+9YU6XehUEjvfve7u90M9DjiBEGsrBXxQLebgR5HnOxOH3z+qbb3+epbH2q6jb87ALaT53m6efOmLMvacjLDMAzdcccdHWoZAATrVwzD0MGDB+U4jo4cOUJiFkBLXF8FEzIM+WmjcMiQV/EUMQ2FTEORN7rZiEy5hmRKKntet5oaGLejNrG8vKzf+Z3f0fLycrebgh5GnCCIULmik5+/rFC50u2moIcRJwiCvzsAtlO5XFa1WtWdd9655fdyXVevvPKKXLcPbhUE0BeC9iv79+9XtVpVuVzeoZYB6FdcXwVzY/62/uLP/k7/14W/1t+UfqiQYazMEPE8DRqSJylihHSXaeq+yIDuGxjsdpM3RFKkiXA4rA996EMKh5lMg+aIEwThhkw9d/I9cimLhBaIEwTB3x0AG7lw4YIefPBBnTx5su19/YHGTqwB4t+tzV3aADolaL/il8EhKQtgI1xfBfO1J7+vX/mFL+jf/uuv6c//9HkZMhSRZMqQKUOG4ck0XN1hhnSnEdZAH5z/MfLShGmaevvb386igGiJOEEQnmlq4YH75BEnaIE4QRD83QGwkXPnzumZZ57RzMzMpt+jE4kMwzC0b98+kiIAOiZov0K/AyAorq+C+dEfPVx7/L3vODIlhUMhhQ1ToTfSC4YMuZKqhifX6/1+mJ94E0tLS3rssce0tLTU7aaghxEnCCJULuv9l/5UIaZvowXiBEHwdwdAv3BdVy+99BJ3agPoGPoVAJ3G9VUwP/p2S//iX4/q3/77D+rXP/4PZGol6TFomgobnkIyZHgr/w3LkHo/J8JC681EIhElk0lFIpFuNwU9jDhBEG4opKc/8D65odDGL8aeRZwgCP7uAOgXhmFoeHiYO7YBdAz9CoBO4/oqmDvuiOiRzE9qoVJRWa5uu64811spoWWaGpCpW3JlGtKdhqlDZu+Pa5AUacI0TR07dqzbzUCPI04QhGeaWrx3uNvNQI8jThAEf3cA9AvDMDQwMNDtZgDYRehXAHQa11fBhWQoZBiquFLYM3RL0qBhyvM8hYyQZFYVNgx53koprV5H+awmlpaWNDk5yfQptEScIIjQclk/+Z++qNAyZZHQHHGCIPi7A6BfuK6rH/zgB5S56RGjo6MaGRmRYRgqlUrdbk7fSCQSte+tWCx2uzl7Hv0KgE7j+iq4kGEopJUEtWlKnjyFzZVEScSQJENVT7qtqm671S63dmMkRZqIRCL62Mc+xvQptEScIIhqOKzSP/5pVcNMzkNzxAmC4O8OgH5hGIbuvvtuytz0iMuXLyuVSnW7GX0nn88rnU53uxl4A/0KgE7j+iq4kCSv6un7313UtRdflyFDkTdSCyvfnidXnqqeoYq8LrY0GJIiTZimqXvvvVemyVeE5ogTBGIaen3ooGRy8o4WiBMEwN8dAP3CMAxFIhEGL3uEZVmKx+PdbkbfsSxLp0+f7nYz8Ab6FQCdxvVVcP/vX7ygtx/694q/6/f1nz7z3xWSVhZV9wxFDEOSobAhSZ76YaV1fuJNLC0t6ZFHHmH6FOp88Pmnav/if3tFjzzyiOJ/e2XN8+v/YW8LLZf1gd/7PGWR0BJxgiA4PwHQL1zX1YsvvkiZGwAdQ78CoNO4vgru2AMHVC6v9L/Pz91YWefJNBUxTZmSDMNTVdKSJy15vd9PU6OjiYGBAX384x9nES+0VI2E9fXkh1WN8KuE5ogTBEGcIAjOTwBs5MKFC7pw4YKq1e7WcjYMQ/fddx93dAPoGPoVAJ3G9VVwx996UO956B7df/yAYj/xFoU8Q54hhQ0pLFOGDJmuFPI8hfpgpggjLy0MDg52uwnoAxUGMBEAcYIgiBMEwfkJgFbOnTunc+fOaXFxUYcOHepqWxi4BNBp9CsAOo3rq2AGBsL6i9l/pvlKRctyteS68lxPg4Yp05TCVVN3mmEdCIc01AdrpVI+q4nl5WU9+uijWl5e7nZT0MNC5Yp+6g++pFC50u2moIcRJwiCOEEQnJ8A6Bee5+mll16S5/X+QpsA+gP9CoBO4/qqPaYMhQxDhieZniFX0j7DkCFDYWPl/6ueoX7opns/bdMlAwMD+sQnPsH0KbRUjYT1X//ZRyh3g5aIEwRBnCAIzk8A9AvDMHTkyBHu6u4jjuNocnJSIyMjtf+3LEvj4+O116RSKV26dEmO40iS4vG4pqenZdu2ksmkSqWSJCkajSqfzysWi0mSksmkCoVCbdvc3Fzb7SuVSpqcnNTw8LAsy5LjOEokEhobG9vKYdf4x3/48OHac9FotOEC9Y7j6NSpU3IcR7Zty/M8FYtFlUql2rFls9k1+xQKBdm2Lcuyaq85f/68LMuqvaab328/oF8B0GlcX7UnZBgKSTINQ2HDk/tGqSxDnsIyVZarilzddqu6IxTqdnNbYuSlhaWlJX4psKFwucIgJjZEnCAI4gRBcH4CoF94nsfgZZ8oFotKp9O6fPnymkH6QqGgRCKhfD4vy7KUzWaVyWQ0NDSk8fHx2sB/NBrV7Oys0um0pqam6gbl8/m8UqmULMtSJpNpu32pVErFYlHT09OKRqO154eGhjQzM7PmPYvFok6cOLHmODZSKpWUTCbXJBr859PpdN3rLctSPp9XJpNRLpdTsViUbduamJhQKpVSLpdTJpOptSGXy+n06dNr2jQ1NaXjx49rdna2dkzd+n77Cf0KgE7j+io4PyEib+W/hgxFTFOGYShiSGV5qnjSUh9MFaF8VhPLy8v69Kc/zfQptBQqV/T+/Fcod4OWiBMEQZwgCM5PAPSaxx67oqNHP6OjRz+jJ5/8u9rznudpZmZOx45ldfToZ/Qv/+Xlun0/+tE/qu273u/93t/Utv2X//KdNdtu3lyubfvlX/5S3b6//utfrm2/fv3Wmm1f/OJcbVsu91TdvtHo4zp69DP62Z8t1G377d9+srbvt789v2bb17/+Ym3b5ORf1e174sTndPToZ3TixOfqtk1O/pWOHv2MHnvsSt22neDPuPATH6uNjY0pFovp7Nmztecsy9LY2JiKxWLde505c0aSGm4bGRnZ1IB9IpHQpUuX1iQPfJlMRlNTU7Jtu/Zco+PYyKlTp5ROp9ckRCQpFotpdHS04T7RaFTJZFKSND09XZtRk8lkND09vaYN6XRak5OTa/afmJjQ8PBwXdJlp7/ffuJ5nl5++WXKZwHoGK6v2vO3317Qr//SF/WP/8Ef6sL/PqOQpAGZMjxp0FiZfTFgrMwc6XUkRZoYHBzUJz/5SRbbQUvVgYie/LVfVHUg0u2moIcRJwiCOEEQnJ8A6DWLi0u6evVVXb36qpaWqrXnTdPU3XffU9u2sHC7bt8f/vD12vb1XnutXNv2+utrbxjwPK+27dq1W3X7Xr9+u7bddddelN+6Valte/XVct2+/rZXXnm9btvCwpvHWqm4a7YtLb35vouLS3X7vvTSa7p69VW99NJrddv877DRfjvh7NmzisVidQkHXyqVUqFQWDMQn0qlZNt2rZyT78qVK4rFYsrn8x1pmz8L4/HHH2+Y6PBLW/kzKvyyU+1Ip9NyHGdNmbBGn9GKX3JMWklqNCu5tV4sFluT0PHt1Pfbb0zT1P333y/TZCgLQGdwfdWegZCp6S99V3PPLui5by28MUPkjXVG9MaaIvKYKdLPXNfVK6+8Itd1N34x9i7X0/6FRcnt/V92dBFxgiCIEwTA+QmAXnPw4KAeeOAuPfDAXRocfLN2tOd5ct1qbdvQ0L66fe+5Z39t+3p33hmpbdu/f21pScMwatvuvvuOun0PH95X226aa8vs3HFHuLbtrrvqb0Twt9177/66bUNDbx5rOLz2Unpw8M33PXiwfmDlyJE79cADd+nIkTvrtvnfYaP9dkKhUNCJEyeabveTJdPT07Xn4vG4LMvSxYsX17x2bm6uti7GaqVSqW4WxkYcx6mVhGq2bojfNj95MDk52bDcVSuFQqHttq3X6vuTpIWFhbo1RiRpeHi4YbJkJ77ffuR5nikBqukAAELTSURBVMrlMjNFAHQM11ftOf7WgwqFDA3uC8mtejI9KWSaChmGwjIVlqm7TFMDod5POVC4vIlyuawnnnhCDz/8MNlCNBWqVBT7k7/Q15Mf5u5uNEWcIAjiBEFwfgKg1zz88Ak9/HD9gLDneTpwoKy/+7vxpnd1f+ELv9T0fX/t196jX/u19zTcduDAgF544Teb7vsf/sPPNd328z8/ohdeGGm63bbPNt32qU99QJ/61Acabnv/++9v2aYrV/55023nz/9DnT//D5tu307+LIWNyk1ZllU3a+H06dO1tTP89zp58qTi8XhtDRB/xkSxWNTExERbbfPLTTWbwbHa/Py8bNuW4zhNZ7w0Y9t2oNkgrQQt1+U4Tm0hdcuyZNu25ufnG752u7/ffuR5nq5du6b77ruPdUUAdATXV+0ZHAzrqe/+Lxq4e1Bl09Xtqqeq52rQDClkVnWXTB0wwtqv3l5kXWKmSFODg4M6f/48vxBoqToQ0dd++ecZwERLxAmCIE4QBOcnAPqFaZp6y1veQpmbHhe03JTjOHWD96lUSo7j1MpqFQoFjY2N1cpHNZoZ0Q7/fROJRKDXp9Ppnl1Tw7ZtjY6O6uzZs4pGo5qYmND4+HjLBM52f7/9iH4FQKdxfdW+o/cfUCRkyvQMmW+UzBo0VhZeDxumljxPVaP3Z/QxU6QJ13V19epVPfDAA/zB7SMffL5+scTtZLiuDlxzdPNuSx5xgiaIEwRBnCAIzk8A9Au/zE0kEuGO7h7ml1wKkhxZXyIqFovJsizl83nF43Fdv369ti2VStUWIV89o6Edfps2Kk0lrZSParbuyEai0WjT2RqdUCqVNDo6qomJibaSNtv9/fYj+hUAncb1VftChiFTK0mQkDx5kiIyJM/TgBlSyJAG+2AeRu+3sEvK5bLy+bzK5frF9wCfWa3q3U9+U2a1uvGLsWcRJwiCOEEQnJ8A6Bee52l+fp7a/30gHo+vWUR9PX+bPwi/2vj4uC5duqRSqaSTJ0/WnvfXACkUCpqent7Uehf+LIogiY5YLLbpNTXi8XhdabDVNrN4+2p+GbBGCZH1yZhcLrfm/7fz++1H9CsAOo3rq/aFJIW0kpgOm4Y8eQrLlGEYChuGynLfSJX0NpIiTQwODlJPDhuqRiL6+umfVTVCuRs0R5wgCOIEQXB+AqBfmKapI0eOcNdlH8hms7Jtu2liIJvNKh6PN5yNcObMGTmOo7Nnz9Ythj42NqbJyUkdPnx4U+3yy2a1SkpMTU1t+JqNZDIZWZalQqHQcHurhFEQpVKpaZmsUqm0pu3rj2M7v99+RL8CoNO4vmrfwvXb+oMn/kaZ83+pL178jkIyNGia8rRSkqrqmTL7YDYff0macF1Xzz33nFzX7XZT0MMM19XQ1ZdlECdogThBEMQJguD8BMBGLly4oAcffHDNXeXd4Hmebt++zR3dfSAajSqfzyuZTNYWXvcVCgXZtq18Pt9w31gspmg02nDQP5VKqVQq1Q3mBzUxMaFoNKp0Ol23rVgsKpVKKR6Pa3x8vDbjwnGcWqIkKL9EVTqdrjv+YrGoubk5SWqYNAqSjBkbG5Nt23XvncvlasfmOE5t8fXVtvP77Uf0KwA6jeur9i1cu6WJ3/qqfvfT/5+e/NLzkqSwjNo/0/DU+ykRyfD67K/J4uKiDh06pBs3bujgwYPb9jnLy8v67Gc/q9/4jd/QwMDAtn0OOmun1xQJlSuKfenPVfrIz6gaYYkeNEacIAjiBL6vvvWhpts4P9m7duocGLvHZmLm9u3b+u53v6vjx49r3759W/p813V17do13X333dzV3QMSiYSuXLlSG3g/ceKEpqen17zGtm1lMhmNjIxIkq5fv67Dhw9rYmKi5XtPTU0pFos1nEmSTCabJlSCSqfTtXb7SYhEIlFLBjiOo2QyKcuyNDw8XJv50S7HcZROpzUyMlL7LD8p4X8nlmVpdnZWw8PDSiaTdd9pOp1u+D3kcjnl83nFYrHazI6xsTFFo1GlUilduXJF8Xi8YYmt7f5++0nQfqWTfRmA3Y3rq/bdvl3WnXf+O7mup3fH7tHv/tdflOdJ31p6XfsMQ3eFw/qZ/ZYOhHZ+XKOd81+SIthVdjopAgBAp7VKimDv4hwY7ep2UgQAuoW+DAC21+/83l/rrnv36f53HJB1/11yDU/fWXpNpqT9Zlg/fechDYd3PsnUzvkvt+w0Ua1W9fTTT6vKgrdowXBd3fO9q5S7QUvECYIgThAE5ycA+oXnebp16xZlbgB0DP0KgE7j+mpzfvmfP6ifOnVMDxw7KNPw5HqeBg1TIcPUoGHIdXu/nyYp0kS1WtU3vvENfinQklF1dfTp52RUGcREc8QJgiBOEATnJwD6hed5evXVVxm8BNAx9CsAOo3rq80JGYZMw5ApyZQpV9LgG89FDFMVo/f7acpnYVehfBYAoN9RPguNcA6MdlE+C8BeRV8GANvrllvVtUpFt7yqlt2qbrhVLVbKqhjSvaEBRQfu0D0Rymf1pWq1qlKpRKYQLRlVV2/5zve4sxstEScIgjhBEJyfAOgXnufptdde445uAB1DvwKg07i+2hzDk1564ab+6s+v6ttPXZc8QxHTVFWeDMPQktf74xokRZqoVqt65pln+KVASytrALzIGgBoiThBEMQJguD8BEC/8DxPt2/fZvASQMfQrwDoNK6vNudvn13Q+0Z+T7/64T/Wf/x3fy3TkCIyFfFCOmCYGjB7P+UQ7nYDetXAwIB+5Vd+pdvNQI9zI2H99Yd+otvNQI8jThAEcQLfhqUgf+q9euIH31rzFCW3APQa0zR1+PDhbjcDwC5CvwKg0xj/3Zzo294sTfV9+4ZChqFB09SBUFhHB/ZpvxnqYuuC6f20TZdUKhV9/etfV6VS6XZT0MOMavWNhZHJKKM54gRBECcIgjgB0C9YEBlAp9GvAOg0xn835847B/Q//eq79Ov/20Ma+9i7JE8ri6ybhgxjZSH2XkdSpAnP8/TCCy/wxxYtGZ6ng6/MyyBO0AJxgiCIEwRBnADoF57naXl5mespAB1DvwKg0xj/3bzP/O6H9W+mflK/9M/fqZBWvsuqpOU+KQlO+awmIpGIkslkt5uBHueGw3rmg+/rdjPQ44gTBEGcIAjiBEC/ME1Tw8PD3W4GgF2EfgVApzH+u3khw1DIMGR6hgzDkOt5cj1P/TLnhpkiTVQqFT355JNMn0JLRrWqt/23b1HGBC0RJwiCOEEQxAmAfuF5nm7evMmdlwA6hn4FQKcx/rt5pv/PMBSS5MqTJ69vZoqQFGnC8zwtLi7yxxYtGZ40+PptGYQJWiBOEARxgiCIEwD9wvM8VatVrqcAdAz9CoBOY/x380IyZBqGPM+TV3blSXI9MVOk30UiEX30ox9VJBLpdlPQw9xwSN/+Rz8mNxzqdlPQw4gTBEGcIAjiBEC/ME1TlmXJNLnkBNAZ9CsAOo3x3837zrfnlYj9gWJ3P66p9F8qJEOepCWvP6oa8JekiUqloq985StMn0JLZqWqkW/+d5mV/viFR3cQJwiCOEEQxAmAfuF5nm7cuMGdlwA6hn4FQKcx/rt5h619+tbfXNfrr1X0wvcWZbzxfNXzVO6DElostA4AAAAAAAAAAAJ5y5E7ZQ0NaujuO3TfA3fJfCMr4koqy1Wkx+dikBRpIhwO68Mf/nC3m4Ee54ZDmnvfe7vdDPQ44gRBECcIgjgB0C8Mw9ChQ4e63QwAuwj9CoBOY/x38wzD0HMvp+S4VS2pqtcrnlzDW0mKuOr5+lQkRZool8v68pe/rJ/7uZ+jrlwHfPD5p9re56tvfWgbWtJZZqWqd/zVX+tv/+Hfp747miJOEARxgiCaxclu/TsLoH0XLlzQhQsXVK12t8ye67paXFzUwYMHqf8PoCPoVwB0GuO/WxMxTZmeK8M1ZBiuXM9bKZ+l3i+fxV+RJgzD0MGDB2UYxsYvxp7lGdLS/n3yCBO0QJwgCOIEQRAnADZy7tw5PfPMM5qZmelqOwzDUCgU4noKQMfQrwDoNMZ/tyZkGAppJcFgylDIMLTPMBXpg++TmSJNhMNhfeADH+h2M9DjvFBI3/uxd3W7GehxxAmCIE4QBHECoF8YhqEDBw50uxkAdhH6FQCdxvjv1vjJEMMwNGgautcc0B0hU4dCvT/rhpkiTZTLZeXzeZXL5W43BT3MrFT04Fe/KbNS6XZT0MOIEwRBnCAI4gRAv3BdV/Pz83Ld3i+fAKA/0K8A6DTGf7fmB1dfVebf/KX+1a98RRcff1pVeXI9yfO8bjdtQ8wUacIwDB09epTpU2jJMwwt3jssjzhBC8QJgiBOEARxAqBfGIahgYEBrqd6mOM4KhaLsm1bkmRZluLxuKLRaJdbBjRGvwKg0xj/3Zrbr1X0f35qduV/DEO/nlpZt7Kq3k86MFOkiXA4rPe///0Kh3v9R4hu8kIhvfDut8sLsSgymiNOEARxgiCIEwD9wjAM3XXXXQwy9CDbtpVIJJRMJmVZlsbHxzUxMaETJ04om81qdHRUhUKh283EHmHbtkqlUqDX0q8A6DTGf7cm+raD8rvkq99bVPWNGSKuen+mCEmRJpaXl/X7v//7Wl5e7nZT0MPMckV//8/+UmaZMiZojjhBEMQJgiBOAPQL13V1/fp1ytz0mFwup5GRESWTSU1PTysej8uyLElSLBZTJpNRPp9XOp1WMpnsbmPRk0qlklKplJLJpEZHRzU6OqpcLrfp9ysUChodHdXQ0FAtWZdIJDQyMqJEIiHHcWqvpV8B0GmM/27Nvn0R/dGf/RMVn/5l/cfi/yi/d65SPqt/hUIhPfjggwpxJyZa8ExTP3zb/fJM8otojjhBEMQJgiBOAPQLwzC0b98+7ujuIYVCQalUSplMRuPj401fF41Glc/nNTo6qmQyqXw+v4Ot7B25XI5yYuv4yY9sNlt7rlgsKplMKpPJaHZ2tpZka0c8Hpdt2yoWi7IsS9FoVOl0ui5O6VcAdBrjv1v3gQ/+iOYrZd3yqqp6rlzPU7XbjQqAK+omQqGQYrEYvxRoyQuZ+sHfe5u8EL9KaI44QRDECYIgTgD0C8MwdOeddzJ42SMcx9HZs2dlWZYmJiY2fH0sFtP4+LgKhcKeLaU1NzfX7Sb0FNu25ThOXaIiHo/r8uXLsm1707OLstms5ubm5HmeFhYWNDs72zBxR78CoNMY/926kGHINAyFZOjOUEiHQmHdZfb+98kVdRPLy8t64oknmD6FlsxyRT/2pT+njAlaIk4QBHGCIIgTAP3CdV398Ic/pMxNj7h06ZIcx9Hp06cD7+MPcK+eFbCXFIvFbjehp2Sz2aYzjGKxmOLxuIrFomzb3rY20K8A6DTGf7fOlGTKkGEYCqt/ktYkRZoIhUL68R//cTKFaMkLmW8seMuvEpojThAEcYIgiBMA/YIFkXvL9PS0JGl0dDTwPidOnJC0N5MDpVIp8OLfe0WxWNTx48ebJj1isZgkbev3Rr8CoNMY/926269VdOUvX9Qffe5ZfeMvX+yLRdYl1hRpKhQK6d3vfne3m7HtPvj8U23v89W3PrQNLam3mbbttJXa7g90uxnoccQJgiBOEEQn42QnzgF26m/5Tp2bAAjOMAzdcccd3W4G3rB6sWo05ziOisWizp492+2m9Jzh4WGVSqUNY2l+fn7b2kC/AqDT9sr473Z69plr+icf/M+SpF8ef48SP/UjXW5RMCRFmlheXtZnP/tZ/cZv/IYGBga63Rz0qFC5otiX/lylj/yMqhF+ndAYcYIgiBMEQZwA6Beu6+ratWu6++67ZZrMbus2f7HwdtbJ8GcEbGbh7F5TKBRk27Ysy6p9B+fPn687tsnJSZVKJUWjUZVKJSWTSQ0PD9e2+zNuNqNUKmlyclLDw8OyLEuO4yiRSGhsbGzT77mTpqen5ThO03jw48WfYdQu/2e02vr1b+hXAHQa479b9/aoVXv8/NwNVT1mivS1cDisD33oQwqH+YrQnBsy9dzJ98iljAlaIE4QBHGCIIgTAL3mscce02OPPdZwm+d5tTI3sVhMX/jCF9Zs/+hHPxqo1M7DDz+shx9+uPb/N2/e1Lve9a5A7fvjP/7jNSWjvvjFL+o3f/M3N9zvrrvu0rPPPrvmud/+7d/WH/7hH26470c+8pG6dThOnDihl156qeV+64+zkxKJhHK5XFuljbY6yN0rcrmcTp8+vWYwf2pqSsePH9fs7GwtYSRJmUxG0soAfTKZVD6fX7N9s1KplIrFoqanp9e839DQkGZmZmqfK62UqTpx4kRPJqNatalQKCgajdbKaLUjm83WJammpqaUSCTWJKIMw9DBgwcpnwWgYxj/3bp77t6v//Vf/ZiGHtivd733MOWz+p1pmnr729/e7Wagx3mmqYUH7ut2M9DjiBMEQZwgCOIEQK9ZXFzU1atXN3zdsWPH6p774Q9/GGjfxcXFNf/veV6g/STVLZx669atQPseOHCg7rmFhYVA+zYqH/TSSy9tuO/64+wkfzbClStXAu8zMzMjaWVAvxHHcZROp2Xbdm2gf2RkRBMTE3IcR7lcrnanfy6XUyaTqc3WiMfjyufzklYG0/0ZGn5bH3/88doA+dTUlNLptCQpHo+3PVsjnU5rbm5uTeJhYmJC2WxW6XS61o7tkkgkdOXKFX33u9+tSypkMhmlUimlUqnad5jP5xWPxwO9dzqd1tTU1KbbZllWW5/XjN+G9cnAIMbGxhomniYmJjQ5OampqalaHBmGoX379m2prQCwGuO/W2cYhv73/+NndL1SVlWe3P7IiZAUaWZpaUkXLlzQuXPnNDg42O3moEeFymW9748u65u/dErVSKTbzUGPIk4QBHGCIIgTAL3m4MGDeuCBxmsdua5bK3Fzzz331G2/5557mu67/jNWMwwj0H6S6kph3HHHHYH2veuuu+qeGxoaCrTv6nJLviNHjmy43/rj7LRMJqN0Oq1SqRTobv5cLqdYLNawvFOhUFA6nVYmk1mz3U+UrP+M8fFxnT59WkNDQ2sSItLKoPjY2JiGhoZ04sSJuiTFxMSEYrGYpqen1yQ22tFoHYxYLNZ00fBOyeVyKhaLyufzDWdZ+MmIbDarTCbT9tovmUxm099Jp9i2XYuFzSRXWs3EicfjSqfTtaSI67p65ZVXdO+991I+C0BHMP7bGaYk0zBU9TxVPE9Vz1Oox2f1kRRpIhKJKJlMKsKAA1pwQyE9/YH3yQ2Fut0U9DDiBEEQJwiCOAH6X6lU0sWLFwMNZK4vHdOLmpV88jxP5XJZkUikaamb9eW0gjpw4IBeeOGFTe378z//85ve91Of+pQ+9alPbWrfdmZobBf/zvtsNrvhHf3FYlGO4zSM01wup1Qqpbm5uboBbcuydP78eR0/frwu8WJZlsbGxlQsFht+ZjweV6FQaLjNtu1ND/4vLCw0fN5fOHy7OI6jVCpVO+5G/O/Pb8fk5GRtVky/SCQSmpiYqFv/oxNWfz+xWEyGYWh4eJjyWQA6hvHfzggZhvxUtStPVXkKqbf7alLrTZimqWPHjnH3AVryTFOL9w7LI07QAnGCIIgTBEGcAP2tVCrp1KlTgV7r32HerwzD0MDAAIOXPebxxx/XpUuXNnxdNptVPB6vu/PfH+ifmJhoeoe/nxhp5MyZM3Icp2Eywp8l0Sgx0u4Mikb8kl5TU1PK5XKybbthqbNOmZyclLQyS2Yj8/Pzsm1bjuN0ZA2TnZJMJjU2NrZts1VGRkYkvZlUpF8B0GmM/3aGKcn0pIXrt3Xt2q2+KKHFT7yJpaUlTU5OamlpqdtNQQ8LLZf1k//piwotl7vdFPQw4gRBECcIgjgB+pNt20omk7p48WLD0krrOY6z7escbDfXdfWDH/xArut2uylYxV+/odmMDF+xWGw4m8Qf6G+2zsjqz2nET7JcvHhxzfO2bdfec/02qfUC3xuxbVujo6M6e/asotGoJiYmND4+vqnkQzvJGT+pmUgkAr3eL0HVL9LptKLR6JbanEqlaomPVvx+k34FQKcx/tsZ3/z6D/Tue3P68Qd+V//+sVJfLLZOUqSJSCSij33sY0yfQkvVcFilf/zTqoapRIfmiBMEQZwgCOIE6E/RaFT5fF6ZTCbQ4K5fnqifGYahu+++mzu6e1Amk2mYePAVCgWdPn26YdLAH+jfKKEQjUYbxrC/yPr6pEyxWKytLbJ+hpTfns0olUoaGRmprWOylQXF/Zkm7bxekk6cOLHha0ulks6fP9928iedTsswjE3/Gxoa2tSMNP97aJQQaSdxdOXKFc3Pzzfdx3/eL8VGvwKg0xj/7Ywj9+7XzcVlSdL37UWF+6CfJinShGmaLN6FjZmGXh86KJm9/8uOLiJOEARxgiCIE2DXs227r8rnNGMYRsv1RLCzVq9TEY/HWw5cr1/zplgs1spdtROfzV6XSCRk2/aaRc799vjltVYP1Nu2vemZIv7MlkaD9+tLZ61OeDT7vHba4R9/kH1isVjdGixBZDIZeZ636X8LCwttJ4oKhULT9WZs224ryRKPx7WwsND0O7p48aIsy6p9l/QrADqN8d/OOP7Wg4q+w9IH4j+iH4vdqwGj97/P3m9hlywtLemRRx5h+hRaCi2X9YHf+zxlTNAScYIgiBMEQZwAu1+hUGhaeqifuK6rF198kTI3PWJ9EiSZTDYdvB4eHl4zSD09Pb2pAftm/Pj2Z4usXkfD37a6fNxWSmeVSqWmyZlSqbTme1n92N9ndeKm3YSlXzarVQJqampqw9f0klKpJNu2my6qXiwW674jx3GUTqcbxtuZM2dq38F6tm2rVCqtiQX6FQCdxvhvZwwMhDXzrf9Z+S//kv7VJ052uzmBkBRpYmBgQB//+Mc1MDDQ7aagh1UjYX09+WFVI5QxQXPECYIgThAEcQIE02wAbj1/sC6dTmtqakqpVKqt8jid5pcQ2g0Mw9B9993HHd09wrIspdNp5XK5WjJi9YD/avPz8yoUCioUCpqamlqzKHo0Gm26X6lUUiqVUiKR0OjoqEZHR9fMUFn9HtFotFbCq1gsrpmtEI/Ha4vBr9/WrrGxsbpZKdLKrBC/bY7jyHGcNcmXaDSqWCy2ZkC+3bb4i9E3+g6KxaJSqZTi8bjGx8drs1Ycx2maJOg2f22kubk5pVKpun/JZFLpdLougeYvbt9obRX/teuP2bZtJRIJZTKZNd85/QqATmP8t3NCWumbXU9yvd5fU4Qr6hYGBwe73QT0gQoDUwiAOEEQxAmCIE6A5kqlkiYnJ1UoFHTyZOu71BzH0ejoqPL5/JpBvHQ6rVQq1XCR6e1WKpW2NADcaxi47B0nT55UMplc81yz8kd+QsS3OlEXj8drswXWzwiIxWLKZrNyHEdDQ0MaHx9vugj32NiYpqam5DhOXXksfxZLqVTa8u9EJpPRyMiIUqmUYrGYDh8+XPv8aDSq2dlZnTp1SvF4vK6tly9fVjKZrC0Gvpl2zM3N1foUy7JqM0ISiUStj8lkMrWEw/DwcM8utu6XPWuVOG40qycej8uyrKbrwkxMTNSSRP76IpZl1fXNPvoVAJ3G+G9nhAxD5TeSIa56fyYGV9VNLC8v69FHH9UnPvEJfjnQVKhc0U/9wZf0X//ZR1QdYFEmNEacIAjiBEEQJ0BjuVyuNoCWSCTqFnFuJJlMamxsrG7QLZPJaGhoSMlkckcTFLlcTuPj4zv2edvN8zy99NJLOnLkCIOYPWBsbExegLs2o9Foy9edP39eU1NTymazTQfv/YHxVmWv/LJJuVyu7nWnT59WKpXSxYsXa0mMrRgfH2/6u9Uq+WlZlqanp7f8+RslOTr1Odttbm5uU/vFYjEtLCy0fE08Hg/U39KvAOg0xn87Z3USxJUnqbf7aZIiTQwMDOgTn/gE06fQUjUSXhmY4q5dtECcIAjiBEEQJ0Bjqwc9V5f6acZfDLjZgOjp06eVTqc1Oztbe85xHJ06dSpwm86fPx+4FJZ/9/hW1k7oNYZhMHC5C1mWpWw2q1QqpTNnzjS8k79Zea3VYrFYraTX+sF2y7IUi8U0NTW15ncQoF8B0GmM/3bO3LcX9J+/8JwkKfE//Ij+0cn7u9yi1riibmFpaYlfCmwoXK4wOIUNEScIgjhBEMQJsHX+TJJmiyaPjIwol8utWWfAsqxtG6AtFouanZ1VKpWqPecPLPtld3q1pE4rnucxeLkLjY+Pa3h4uLaGxPpZGOvXgWjm9OnTDRfmllZmkti23dEF3rE70K8A6DTGfzvjne8c1r94x6gkaZ/Z68WzSIo0tby8rE9/+tNMn0JLoXJF789/hTImaIk4QRDECYIgToDOmJ6ebjkrwx+kvXLlyo6U0BobG6ubVZLL5VrOZul1nufp5Zdf5q7uXWpsbEzxeFzpdFqjo6MaHh5WNBqtzf4YHh6uLZbejL9WR7P3v379+nY0HX2MfgVApzH+2zlhGbJCYZmSzD7oo0mKNDE4OKhPfvKT3W4Gelx1IKInf+0Xu90M9DjiBEEQJwiCOAE6Y35+XsPDw023+wmTIGWA2uU4Tq1c1kav62emaer++3u7bAK2xi+l1cxGa+TEYrGmM0Gi0Whfzo7C9qJfAdBpjP92jmEYfZVo6P25LF3iuq5eeeUVua7b7aagl7me9i8sSu7GixZiDyNOEARxgiCIE6AjNko4+AmTTiUmHMdROp1WMpmUbdvK5XJKJpOampqqe61t20qlUrXB5kQioVwut+FnLC0taXFxcc0/SSqXy5KkSqWiSqVSe67R4+Xl5doi267rbuqx53m1x+VyuXY95T/f6cdbbW+7x7Rdx8ExcUwc08aPXdet9VNBXh+036tWqw0f+++ztLTU9LHflvWP/fY2e7y8vCxJqlarDR9XKpU1/Xe7fTnHxDFxTMGOaXl5Wa+88oqWlpZ2zTHtxp9TO8cUFEmRJsrlsp544onaDwBoJFSpKPYnf6HQG7+EQCPECYIgThAEcQJ0xvz8fKBFzTtVvsdfEySfz9cuHvP5vCYmJupeG41Glc1mNTc3J8/zND09veEd95I0OTmpQ4cO1f4dO3ZM0kqpMEm6fPmyLl++LEn68pe/rK997WuSpM9//vOamZmRJP3pn/5p7frn+vXrun37tiTp2rVrtYvaV155pfaal19+uXYx+tJLL9UGOv3H165d00svvSRp5YL25ZdflrRyrfXKK69IWrm4vnbtmiTp9u3bte/89ddf18LCgiTptddeqyWoXn311VrCZ3XyZ3FxUa+++qqklSTUa6+9JklaWFjQ66+/3pFj8gdbOSaOiWPq3jFdu3ZNnue1PCa/7d/4xjc27PcuXbqkp556SpL0uc99Ts8++6wk6bOf/WxttuCFCxd09epVSdJjjz1Wa8+jjz6qmzdvanl5WY8++qiWl5d18+ZNPfroo7Xv5bHHHpMkXb16VRcuXJC0kvz+7Gc/K0l69tln9bnPfU6S9NRTT9XKzs3MzOjzn/+8JOlrX/uavvzlL0sK1pdzTBwTxxT8mIrFop544gn9yZ/8ya45pt34c2rnmIIyPD9t3ycWFxd16NAh3bhxQwcPHux2c/reB59vL2Ak6atvfWhHPgcAAPSWds8Bdurv/2bOTfoN58DBlUoljY6OKp/P163T4TMMQ7FYrOnC6f57TExM9E0Jn6WlpdqgpLQSM8eOHdO1a9d0+PDh2sBkOBxWuVxeKXGw7vHi4qJeeOEFRaNRDQwMyDAMGYYh13UDP5bWLoTseZ5M06wlgzr9WFLbbeSYOCaOaXcf061bt/T888/r2LFj2rdvX8t+b3l5WaFQSKFQqO5xOByWaZpaWlpSJBJp+NhfnHl5eXnN48HBQbmuq3K53PBxpVLRwMCAqtWqqtVq3eNKpSLP8xSJROoeb9SXc0wcE8fEMe3VY3rttdcCXzP1U6mvHeW6rq5evaoHHnhAprl2Qs1OJRI2YycGH0hwvMlwXR245ujm3ZY8k4lXaIw4QRDECYIgTjqnl8/nsP0sywpUGuvw4cPb35gOGRwcbLhAaCQSkbRyIbn+ufWP/USIpDXXQO0+NgxDnrdSPst/f39gtNOPN9vGzRzT+sccE8fEMe3sMUkrM0oikUjL1/ufFQ6Ha31fq35vo8er+9Z2Hpum2fSx//7+YOT6x6v77GaPOSaOiWPa+jG5rqvvf//7a8Z/+/2YfLvp59TOMQXF1XQT5XJZ+Xye8lloyaxW9e4nvymzzbp12FuIEwRBnCAI4gTojFaLrEsr5bUkBSqxhcY8z9P8/Hzt7nMA2Cr6FQCdxvjv3kVSpInBwUE9/PDDDe+2AnzVSERfP/2zqq7KTgLrEScIgjhBEMQJ0BmxWKxWM7kRfxZJNBrdoRb1lk4MOJqmqSNHjtTNugeAzQrar5A0ARAU4797F2eoTbiuq+eee06u63a7Kehhhutq6OrLMogTtECcIAjiBEEQJ0BnJBKJltv9hEk8Ht+J5nTUhQsX9OCDD+rkyZNt7+sPNHbiGsjzPN2+fZvBSQAdE7Rfqb4xo5akLICNMP67d/EXoolKpaI/+7M/qy3mAjRiVl29feZvZFbpPNEccYIgiBMEQZwAneEnO0qlUsPtMzMzfZkQkaRz587pmWee0czMTNv7RiKR2iKVW+V5nhYXF0mKAOiYoP3K66+/rlAotKbePAA0wvjv3kVSpImBgQH91m/91qYWasHeUY2ENfOLp1SNhDd+MfYs4gRBECcIgjgBOiMajSoejyubzTbcXigUlE6nd7hV3WcYhg4cONCRZIZpmrr33nu5UxtAxwTpV/zEyYEDB9Ys0A4AjTD+u3dxhtpEtVrV008/XZt2CTRiuK7u+d5VypigJeIEQRAnCII4ATbmL5Lu/7eZfD6vYrFYN1skmUxqfHy8b2eKbNWhQ4dULpf14osvbikx4nmebt26xUwRAB2zUb/ieZ5efPFFlctlHTp0aIdbB6AfMf67d3GbYRPValXf+MY39I53vEOhUKjbzUGPMqqujj79nK4/cJ887oJDE8QJgiBOEARxAjRWKBSUzWZl23ZtPZBUKqVMJqNoNKpUKqWxsbE1+1iWpdnZWaXTaVmWpcOHD2tubk6JRELj4+PdOIyesH//fh09elQvvPCCbt26pYMHD2r//v0KhUJt3XXtuq4cx5FlWcwWAdARjfoVz/NUrVb1+uuva3FxUeVyWUePHtX+/fu73FoA/YDx373L8Prs1p3FxUUdOnRIN27c0MGDB7vShg8+/1Tb+3z1rQ9tQ0vqbaZtAAAAQbR7PrNT5yWbOc/q5fO5RnrhHBj94cKFC7pw4YKq1aq+853vbDpmXn/9dd24cUM3b97k7kkAPS8UCunAgQM6dOgQCREA2KPauWZipkgT1WpVTz31lB566CEyhWjKqLo6Mvd3emnkR+SFuAMOjREnCII4QRDECYCNnDt3TufOnatdFG7W/v37tX//fh05ckTlcllum2X7qtWqnn32Wb3zne/kegpARzTrV0zTVCQSYQ0RAG1j/HfvIinSRLVa1TPPPKP3vOc9/FKgqZXa7i/q5eNHGZxCU8QJgiBOEARxAmCnGYaxqcVHl5eX9a1vfUvvfe97WbwUQEfQrwDoNMZ/9y7KZ21gaamiL3xhTktLb04Z/7fX/m7Na8wBU3fH75E52HxwYqfKOgAAAOw1lM8C6hEzAAAA2Eson9UBlUpFMzMzunXriE6f/r83fP1DfziqofcP70DL0EuMalUPPPtdXX3ncXlklNEEcYIgiBMEQZwA6Bf+9dTJkycVDnPZCWDr6FcAdBr9yt5F3YUmPM/TCy+8oPe//34dP35ITUtTGtK+H7lDh05aO9k89AjD83TwlXkZ/TXhCjuMOEEQxAmCIE4A9Av/eqrPChMA6GH0KwA6jX5l79qR8lmO42hyclKSdPjwYc3NzWl0dFTj4+Ntv1c3poF/7nNP61d/9ctNt7/z0+/RkV96S8v3oHwWAADA9qB8FvCmCxcu6MKFC6pWq/rOd75DzAAAAGBPaOeaadtnijiOo9HRUZ05c0aZTEYTExPKZrOam5tTKpXa7o/ftEqloieffFKVSkX/9J++q/FskTdmidz7C/d1pY3oPqNa1dv+27dkVKsbvxh7FnGCIIgTBEGcANjIuXPn9Mwzz2hmZqar7Vh9PQUAnUC/AqDT6Ff2rm1PiiSTSY2NjSkWi615PpPJ6NKlSyoWi9vdhE3xPE+Li4vyPE/hsKlHHvkJ1c2p8aS3fXxEZpgqZHuV4UmDr9+WwSw7tECcIAjiBEEQJwD6xerrKQDoBPoVAJ1Gv7J3bWv5LNu2NTIyorm5OUWj0brtqVRKV65c0ezsbOD37FbpgErF1d/7e0/oe9+7sZIcMaR9x+7Q+/6fnwiUFKF8FgAAwPagfBZQj5gBAADAXtIz5bMKhYIkNUyISNLIyIhKpZIcx9nOZmxKpVLRV77yldr0qbrZIswSgSSzUtXIN/+7zAplTNAccYIgiBMEQZwA6Bfrr6cAYKvoVwB0Gv3K3rWtI/rT09OyLKvpdj9ZcuXKle1sRsf4a4tIrCUCAAAAAAAAAEC/2dakyPz8vIaHh5tu9xMmtm1vZzM2JRwO68Mf/rDC4fCq51Zmi0jMEsEKNxzS3PveKzcc6nZT0MOIEwRBnCAI4gTARi5cuKAHH3xQJ0+e7Go7Gl1PAcBW0K8A6DT6lb1rW3/iG5XF8hMmrV63tLSkpaWl2v/fuHFD0krCRdKq8lZhlctlGYZR93h5eVmhUEihUKjucTgclmmaWlpaUiQSqT2WpMuXL+unf/qndeedd0qSlpeX9Qu/8IAe+oMHdehHB1W5+arkegpVK6pGIjJcV2a1uuqxq2okLMN1de3aNQ0MDKharaparWpgYECVSkWe5ykSidQ9lqTKzVdlVqryDMkLhWRWKvIMY+VxuSLPNOWFzJXHIVOeaSpUrsitPS7LDYVqj6uhsGQaK4/f+GUPVSprH0cigY/JqLpyI2EZVVeG6z+uyvA8uWH/8coAjl/mw3+8W47JcKuKlp7Vd3/snaqGQ7vimHbjz6nbxxRZWtb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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(20, 8) )\n", "\n", "ax[0].hist(alphas, bins=50, color='turquoise')\n", "ax[0].scatter(alphas[np.where(alphas<0.2)[0][0]], 0.5, color='darkblue', marker='v')\n", "ax[0].set_xlabel(r'$\\alpha$')\n", "\n", "for om in omegas_alphas:\n", " ax[1].loglog(newpop.frequency_array, om, color='turquoise', linestyle='-', alpha=0.1)\n", "\n", "ax[1].loglog(newpop.frequency_array, omegas_alphas[np.where(alphas<0.2)[0][0]], color='darkblue', linestyle=':', linewidth=2, label=r'low $\\alpha$ draw')\n", "\n", "ax[1].loglog(newpop.frequency_array, omega_0, color='k', linestyle='--', label=r'$\\Omega_{\\rm GW}$ at $\\alpha=2.5$')\n", "\n", "ax[1].set_xlabel('Frequency [Hz]')\n", "ax[1].set_ylabel(r'$\\Omega_{\\rm GW}$')\n", "ax[1].legend()" ] }, { "cell_type": "markdown", "id": "c7cdc9ca-53d4-458f-a979-192ea8f6893a", "metadata": {}, "source": [ "* VARYING $\\beta$" ] }, { "cell_type": "code", "execution_count": 21, "id": "03f52dda-20fc-4616-a4b1-cf66acff09c7", "metadata": {}, "outputs": [], "source": [ "betas = np.random.normal(loc=1, scale=2.0, size=1000)\n", "omegas_betas = []\n", "\n", "# reset alpha to some sensible value\n", "Lambda_new['alpha'] = 2.5\n", "\n", "for beta in betas:\n", " Lambda_new['beta'] = beta\n", " newpop.calculate_omega_gw(Lambda=Lambda_new)\n", " omegas_betas.append(newpop.omega_gw)" ] }, { "cell_type": "code", "execution_count": 24, "id": "301aa914-cee1-4c73-a0fd-daa4c07c3991", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, '$\\\\Omega_{\\\\rm GW}$')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(20, 8) )\n", "\n", "\n", "ax[0].hist(betas, bins=50, color='coral')\n", "ax[0].scatter(betas[np.where(betas<-4)[0][0]], 0.5, color='darkred', marker='v')\n", "ax[0].set_xlabel(r'$\\beta$')\n", "\n", "for om in omegas_betas:\n", " ax[1].loglog(newpop.frequency_array, om, color='coral', linestyle='-', alpha=0.1)\n", "\n", "ax[1].loglog(newpop.frequency_array, omegas_betas[np.where(betas<-4)[0][0]], color='darkred', linestyle=':', linewidth=2, label=r'low $\\beta$ draw')\n", "\n", "ax[1].loglog(newpop.frequency_array, omega_0, color='k', linestyle='--', label=r'$\\Omega_{\\rm GW}$ at $\\beta=1$')\n", "ax[1].set_xlabel('Frequency [Hz]')\n", "ax[1].set_ylabel(r'$\\Omega_{\\rm GW}$')" ] }, { "cell_type": "code", "execution_count": null, "id": "a057cf4c-9aca-48e2-a255-339339840a54", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "pops-py39", "language": "python", "name": "pops-py39" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 5 }