diff --git a/docs/tutorials.rst b/docs/tutorials.rst index d342de1..ef4b265 100644 --- a/docs/tutorials.rst +++ b/docs/tutorials.rst @@ -10,3 +10,4 @@ The following introductory tutorials will help you get started with ``21cmSense` tutorials/understanding_21cmsense tutorials/cli_tutorial tutorials/reproducing_pober_2015 + tutorials/SKA_forecast diff --git a/docs/tutorials/SKA_forecast.ipynb b/docs/tutorials/SKA_forecast.ipynb new file mode 100644 index 0000000..f661f71 --- /dev/null +++ b/docs/tutorials/SKA_forecast.ipynb @@ -0,0 +1,1325 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Forecasting Sensitivity for SKA-AA* and SKA-AA4\n", + "Authors: Daniela Breitman, Steven G. Murray\n", + "\n", + "In this notebook, we provide an example how to forecast the sensitivity for SKA configurations AA4 and AA* using the new version of 21cmSense." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Table of Contents\n", + "\n", + "1. [Define the Observatories for each SKA configuration](#define-the-observatories-for-each-ska-configuration)\n", + "2. [Set the parameters of the Observation](#set-the-parameters-of-the-observation)\n", + " 1. [Deep Survey](#deep-survey)\n", + " 2. [Multifield Survey](#multifield-survey)\n", + " 3. [HERA-like Drift Scan Survey](#hera-like-drift-scan-survey)\n", + " 4. [Deep survey with optimistic foreground removal](#deep-survey-with-optimistic-foreground-removal)\n", + "7. [Compare Sensitivities](#compare-sensitivities)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from astropy import units as un\n", + "from astropy.cosmology import Planck15\n", + "from matplotlib import colors, rcParams\n", + "\n", + "import py21cmsense as p21sense\n", + "from py21cmsense.observatory import Observatory\n", + "from py21cmsense.sensitivity import PowerSpectrum\n", + "from py21cmsense.theory import EOS2021\n", + "\n", + "rcParams.update({\"font.size\": 20})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we define some helper functions. `get_senses` is a function that takes in a `21cmSense.Observation` instance, the frequency bands of the survey, as well as the $k_\\perp, k_\\parallel$ bins at which we want the sensitivities. This function simply loops over each band and calculates the sensitivity of the given observation at that band and $k_\\perp, k_\\parallel$ bins." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def freq2z(f):\n", + " \"\"\"Convert frequency in MHz to redshift.\"\"\"\n", + " return 1420.4 / f - 1.0\n", + "\n", + "\n", + "def z2freq(z):\n", + " \"\"\"Convert redshift to frequency in MHz.\"\"\"\n", + " return 1420.4 / (z + 1.0)\n", + "\n", + "\n", + "def get_senses(\n", + " observation,\n", + " freq_bands,\n", + " kperp_edges_hmpc,\n", + " kpar_edges_hmpc,\n", + " calc_2d=False,\n", + " foreground_model=\"moderate\",\n", + " theory_model=EOS2021,\n", + " **kwargs,\n", + "):\n", + " \"\"\"Calculate the sensitivity for a set of frequency bands.\"\"\"\n", + " h = observation.cosmo.H0.value / 100.0\n", + " redshifts = kwargs[\"redshifts\"]\n", + " mock_senses = {}\n", + " mock_senses[\"kperp_edges_hMpc\"] = kperp_edges_hmpc\n", + " mock_senses[\"kpar_edges_hMpc\"] = kpar_edges_hmpc\n", + " mock_senses[\"redshifts\"] = redshifts\n", + " mock_senses[\"freq_bands\"] = freq_bands\n", + " mock_senses[\"h\"] = h\n", + "\n", + " for _i, band, zval in zip(range(len(freq_bands)), freq_bands, redshifts):\n", + " this_z = {}\n", + " band_name = str(np.round(band, 1)) + \" MHz\"\n", + "\n", + " sense = PowerSpectrum(\n", + " observation=observation, foreground_model=foreground_model, theory_model=theory_model()\n", + " ).at_frequency(band * un.MHz)\n", + " if calc_2d:\n", + " sense2d_sample = sense.calculate_sensitivity_2d_grid(\n", + " kperp_edges=kperp_edges_hmpc, kpar_edges=kpar_edges_hmpc, thermal=False, sample=True\n", + " )\n", + " this_z[\"sample_2D_mK2\"] = sense2d_sample.value\n", + "\n", + " sense2d_thermal = sense.calculate_sensitivity_2d_grid(\n", + " kperp_edges=kperp_edges_hmpc, kpar_edges=kpar_edges_hmpc, thermal=True, sample=False\n", + " )\n", + " this_z[\"thermal_2D_mK2\"] = sense2d_thermal.value\n", + "\n", + " both = np.sqrt(sense2d_sample.value**2 + sense2d_thermal.value**2)\n", + " this_z[\"sample_and_thermal_2D_mK2\"] = both\n", + "\n", + " sense1d_sample = sense.calculate_sensitivity_1d(thermal=False, sample=True)\n", + " this_z[\"sample_1D_mK2\"] = sense1d_sample.value\n", + " this_z[\"theory_1D_mK2\"] = sense.theory_model.delta_squared(\n", + " zval, sense.k1d.value * mock_senses[\"h\"]\n", + " ).value\n", + "\n", + " this_z[\"k_1D_Mpc\"] = sense.k1d.value * mock_senses[\"h\"]\n", + " sense1d_thermal = sense.calculate_sensitivity_1d(thermal=True, sample=False)\n", + " this_z[\"thermal_1D_mK2\"] = sense1d_thermal.value\n", + "\n", + " sense1d_both = sense.calculate_sensitivity_1d(thermal=True, sample=True)\n", + " this_z[\"sample_and_thermal_1D_mK2\"] = sense1d_both.value\n", + " mock_senses[band_name] = this_z\n", + " return mock_senses" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define the Observatories for each SKA configuration \n", + "In this tutorial, we will produce sensitivity estimates for two SKA configurations: AA* and AA4." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "aaast = Observatory.from_ska(\"AA*\")\n", + "aa4 = Observatory.from_ska(\"AA4\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The two configurations differ from each other in the following ways:\n", + "- AA4 has more stations (512) than AA* (307)\n", + "- AA4 has more stations clustered at the centre than AA*\n", + "\n", + "Let's check this by plotting the station layouts of each experiment:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AA* has 307 antennas\n", + "AA4 has 512 antennas\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "aaast_antpos = aaast.antpos.value[:, :2] # exclude z position\n", + "aa4_antpos = aa4.antpos.value[:, :2] # exclude z position\n", + "print(\"AA* has\", aaast_antpos.shape[0], \"antennas\")\n", + "print(\"AA4 has\", aa4_antpos.shape[0], \"antennas\")\n", + "plt.scatter(aa4_antpos[:, 0], aa4_antpos[:, 1], label=\"AA4\", color=\"r\")\n", + "plt.scatter(aaast_antpos[:, 0], aaast_antpos[:, 1], label=\"AA*\", color=\"k\", marker=\".\")\n", + "plt.legend()\n", + "plt.ylabel(\"Y position [m]\")\n", + "plt.xlabel(\"X position [m]\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also plot the baseline distribution produced by each experiment:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# aa4.baselines_metres has shape (Nants, Nants, 3):\n", + "# it gives us the basline vectors between all pairs of antennas in x,y,z.\n", + "# We ignore the z coordinate and plot the x and y baselines for all antenna pairs.\n", + "fig, ax = plt.subplots(1, 2, figsize=(14, 6), sharey=True, gridspec_kw={\"wspace\": 0.1})\n", + "im = ax[0].hexbin(\n", + " aaast.baselines_metres[:, :, 0].ravel(),\n", + " aaast.baselines_metres[:, :, 1].ravel(),\n", + " label=\"AA*\",\n", + " gridsize=20,\n", + " bins=\"log\",\n", + " vmin=100,\n", + ")\n", + "plt.colorbar(im, ax=ax[0], label=\"Number of baselines\")\n", + "im = ax[1].hexbin(\n", + " aa4.baselines_metres[:, :, 0].ravel(),\n", + " aa4.baselines_metres[:, :, 1].ravel(),\n", + " label=\"AA4\",\n", + " gridsize=20,\n", + " bins=\"log\",\n", + " vmin=100,\n", + ")\n", + "plt.colorbar(im, ax=ax[1], label=\"Number of baselines\")\n", + "ax[0].set_xlabel(\"X baseline [m]\")\n", + "ax[1].set_xlabel(\"X baseline [m]\")\n", + "ax[0].set_ylabel(\"Y baseline [m]\")\n", + "ax[0].text(0.8, 0.95, \"AA*\", transform=ax[0].transAxes, fontsize=20, verticalalignment=\"top\")\n", + "ax[1].text(0.8, 0.95, \"AA4\", transform=ax[1].transAxes, fontsize=20, verticalalignment=\"top\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This plot shows us that while we have a very wide range of baselines available, the baseline density is highest at shorter baselines due to the clustering of the stations. Let's zoom in on this region:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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e8vs2vD3R5LHndGLknME0bl38IKcv++yCL/89bj+fQS8Wn57s6z7bsHmKD7c9eQPXjyheEM7OzGH2Q2/x0eTPCzuxKooVER3O/TPu5pxrTy9226E9yUwc+Aqrv1hbboyiz7Fpu0TGvDmsxPTkzWv/ZWzf/Om0Xn6tPOWS4z3Tk486yLnso5W8MLDsQk9RBa/B1UMuY8C44tOTC6bTzn74bTS61IJyUQUF4Tuf68dVg4tPT85My+LVB97gi5nflnvgtui4YuKjGfn6YE69rPj05L3b9vPcbVNZ9+OGcmMUUpQ5PfmvFX8z7pYj02nLDZP/t3VW71MZ/uqdxaYna6357q1lTB48g5zMHO8+GyxNn5FX0e+JG4pNT3bnuXnrmQ+Z//QClPLus8HudDB40u1c2r94QTg1KY2pQ2bx/TvLvfpsMAxFXJM4Rs+9l+PPK/6deOem3Yy7ZQp/r95cxr1LKmt68trv1jG+3xSS96VU/NmQP+4Lbz6HwZP7l1kQPprkN6KySPGvFOeeey5Lly6tcLt+/foxY8YMnM6yp0VYlsWdd97JrFmzytxm4MCBvPbaa+W2PR88eJDLL7+c1atLX9zU5XIxdepUBg4cWO6YV65cydVXX83evXtLvb1x48YsXLiQU0+tnkcohP9ysnJ4/eG3+WDSZ8Wm5njrxAu6MuL1wTRsnlBsDRZfFByV7Hn3Jdz5XF/Co8KLr8Hiw8dRwfTkgWNvpvewyzEMo3ANloyUTJ+eX8H05Adm3cMZV57imZrz4mfMfvitYlNzvKGUomXnZox5cxhtjmtZfA0WL5LGI4EADadfeTL3T7+b+o3qFVuDxRcFU7muu+9Kbn/6Rq+nJwtRnVV1cvzvxsZEBzk5TkuzaN1xj+w7qzlv32taaz59dTGvPvBGsem03jh6n5aXk+f3PvvoJTf83WfDkenJY+Z79mmbf/uXcX0nl5xOW2EgSuzTAtlnW5bF9fdfyW1P3YjNYfN7n3309OSs9Gz/9tkcmZ486o17OenCY/3eZwOeg5wnH1mDef3PmxjXdzJ7t5WcTltumPyCcMH05Oj6UYXrpnlT6Dn6+WmtC9erVErx9tiPmP/UAqD0LssyY9kNXOHOwjWY0w9nMPXeWXz31jKvCj3FnuNR05PLmk7rraLTk3/7/k/G3zqVpD1ldFmWMyZt6cI1mCOiw/li1ne8PGw27jy3z6+7Uorbn/4f1z3QEzPP5I3H3uP9CYu8O2B+VKzImPDC9SqT96fw0l2veU7SV2SqvVfPMX968pj5QznmpDb8u247Y/tO9pxYx4/qQtH1Kld+/ivP3z6NtKR0355f/veMgunJzjAHC6d8wczR88vssiwzVn4DxJ3P3cJV9/QgJyuXWaPf5ONpX5Y7a6rUWPkFYW/Xq5T8RlQWKf6Vol27dmzZsoUmTZpw/fXXc84559CiRQtM0+Snn35i4sSJ7Nq1C4D//e9/vPXWW2XGGjNmDOPGjQPgxBNPZNSoUbRt25YtW7bw3HPPsXbt2sLtnn322VJjmKbJeeedx7JlywC45ppruOOOO4iLi2PlypU8/fTT7N+/H8Mw+PTTT8vsJNyxYwcnn3wyBw4cwG63c//999OzZ08APv30U1544QXcbjcNGzbkl19+oVmzZl6/ZlL8q942rvqHsTeXvgaLt2x2A4fLwUW3nMt3by0rtgaLrwxDEd80jpMvPp7Fb/wA+JY0Hq3Dqe2Ib1yfFR+v9jlpLFCQqJ3V+1QO7DjEpgDOxmjYDFBwSb/zWLP4N5J2J/uUJBSLZTcIjwzj/P+dzddzlxRbg8VXylA0aes5cl/eVC4hagJJjkVV8ea9lrQ3mbF9J/NbOdNpvdX6uJZkpmSyf8dBv/fZBfu0487rzOZf/w1sn20z0GhOuuDYwunC/u6zDZtBWKSLdie05o8f1/u9z4aCLsAGRESH8e+6wM/k2/6UNhzalUzyvsP+77PziwInXNCVDT9vwp3rW6GnKJvdAKU4vnsX1n67zudCT7Fx2Qyi6kXSvGMTzwleAnndlacLUNkUO/7e7VehxxMI0ND5jPbs2rzX50JPUQXdaCdeeCzrlq73udBTVMGsl65nd+TXb9b5XOg5elyxCdE0bNHAp66zsrTq0pycrFyfi8BFFfzujz23E1v/2E5WWnZArzvACRd05ffv/0JrHVAsV4ST9qe04/fv//S5+F5UwUlKYuKj2fLbNr9iFNXuxNakHEzl4K6kgD+TLxt4IUMm9y/3QLzkN6KySPGvFD179qRfv35ce+21pc71P3jwIGeddRabNnnW2lqyZAnnnntuie02bdpEly5dcLvdnHLKKfz444+Ehx9ZhyAzM5Pu3buzZs0a7HY7GzZsoF27diXizJ49mwEDBgBwzz33MG3atGK3b968mZNPPpnU1FTatWvHhg0bsNtLrg3Rr18/5s2bB8B7773H9ddfX+z29957jxtuuAGAW2+9lTlz5pT3MhUjxb/q7bpGAwJKqkrw8ehgqSHyj0YHRRDGUyxcAElxZcYKBsNmENsghvd2zwj1UIQISFUnx1s2JlZKcty2417Zd1Zz3rzXZo6ez/sTP6lW+1nhB3ndQ0Ned1HdBfE9+vDbw8s9G3Btym/at2+PzWZj8ODBDB48OKiPIXwX3N9yLfHpp5/Sp0+fMhf5TEhIYOLEiYX/XrBgQanbvfTSS7jdbgCmTJlSrPAHEBERwZQpUwDPen4vvvhiqXEmTJgAQFxcHM8//3yJ29u1a8eYMWMATyHwo48+KrHN3r17efPNNwHo0aNHicIfQJ8+fejRowcA8+bNK3NqsKh5Mr1YO8UnQdj5BbUeFuSEMZjFuupU+ANPt0ZmamaohyGEELVKbnYehlHxmVW9Vr12HXWHvO6hIa+7qO6C+B7Nzc4LXrBqbvXq1axfv14Kf9WEFP/8dP755xf+vGVLyemBWms+/vhjADp27Mjpp59eYhuA008/nQ4dOgDw8ccflygUbNq0iQ0bPIvC9unTh4iIiBIxAG677bbCn0sr/i1atAjL8hR/br/99rKeVmEcy7JYtGhRmdsJIYQQdYmpdaVchBBCCCFCRfKbukOKf37Kyckp/Lm0DsF///2X3bt3A9C9e/dyYxXcvmvXrsKz7xYoWOevojiJiYm0b+855fry5ctL3O5tnKK3lRZHCCGEEEIIIYQQQtQcUvzz05IlSwp/7tSpU4nb168/cmavjh07lhur6O0FXX6BxNmxYwcZGRmlxomNjSUxMbHMGI0bNy5cW+DosQghhBB1lVVJFyGEEEKIUJH8pu6Q4p8fLMsqPIMveKbjHm3nzp2FP1d01tzmzZsX/rxjx46A42iti92vaBxvzuBbEOfosQghhBBCCCGEEEKImqXkKWFFhV588UVWrVoFwDXXXMPJJ59cYpu0tLTCn6OiosqNFxkZWfhzenp6pcapKEbROEfHKConJ6fY1OfU1NQK4wohhBA1lYnGDPKq9MGOJ4JDchwhhBB1heQ3dYd0/vloyZIljB49GoCGDRvyyiuvlLpddnZ24c9Op7PcmC6Xq/DnrKysSo1TUYyicY6OUdTYsWOJjY0tvBTtXhRCCCFqG1NXzgWgW7dudO7cmWnTpoX2SQpAchwhhBB1R2XmN6J6keKfD/766y969+6N2+0mLCyM999/n4YNG5a6bVhYWOHPubm55cYtenQ5PDy8UuNUFKNonKNjFDVmzBhSUlIKLzJFWAghhPDP6tWrWb9+PYMHDw71UASS4wghhBCi9pFpv176999/ueSSS0hOTsZms/HOO+9w7rnnlrl9dHR04c/lTZ8Fip2c4+hpuUfHKVoM9DVOZmZmhWMpGqe8KcIul6tYp6EQQghRm1XGAtayIHb1JDmOEEKIukLym7pDOv+8sHv3bi666CJ2796NUorZs2fTq1evcu9T9MQaR59842hFjygfPbXEnzhKqRIn9ij4d0UxisaRaS5CCFH9LVmyBKVU4WXFihV+x3riiScK48TGxhZbesJb27ZtQynFnDlz/B6HEEIIIWqX487tzNfW+4WXzme09ztW30evK4yzMPkNHC5HQGNTSjFp+TPFxidEbSPFvwocPHiQiy++mK1btwIwZcoU+vXrV+H9OnfuXPjzxo0by9226O2dOnUKOE7z5s2LnfyjaJyUlBT27t1bZow9e/YULmx99FiEEEJUP2+88Uaxf8+dO9fvWEXvm5qaysKFC/2OVdtYKMwgXyxUqJ+WEEIIUSUuvrV78X/3617Gll7EuuXIfSNjIzjr6m5+xwK46p4eARUjazLJb+oOKf6VIyUlhR49erB+/XoAxo0b5/V6PK1bt6ZJkyaApyujPD/++CMATZs2pVWrVsVuO/vsswt/Li/O3r172bRpEwBnnXVWidu9jVP0ttLiiJrHdJtYpjRfiyNMt4npNkM9jEKWZfHdW0vZvPbfgGNlZ+bwyauLObjrUMCxDu5O4pNXF5OV4Xv329E2//Yv3765FMsK7t9iVlYWCxYsAI4s1fDee+8VWwPWW8uWLSs80FUQy5tC4rvvvkteXl6F2y1atEjOmipqNa1lhXMhhCiNM8zJOdeeDkBmmuekkudefyYOp++rkHU5qyNN2iYWi1W0GOir+CZx3P7M/7Asi8MHJE8RtZcU/8qQmZnJFVdcwa+//grAww8/zIMPPuj1/ZVShVODN27cyM8//1zqdj///HNhx16vXr1QqniVvH379oUdeO+99x6ZmZmlxik6vap3794lbr/qqqswDM+v+/XXXy9z3AVxDMPgqquuKnM7UTNs37CTIaeNqVaFHhF67lyToWc8xH8bd4V6KOzbfoCRFz7B2L6Tuafbg8x59B3ycisuJJVm/U9/c8ex9zP5nhn07zycr+ct8evLuNaab99cyoDOw5l8zwzuOPZ+/lxefud1Wdx5buY98T6Du41m3C2TGXH+4+z5d59fsUrz0UcfkZaWBsDkyZMBSE5O5pNPPvE5VkGhr1GjRjz88MMALF68mH37yh7vkiVLuPHGGznppJNYvnx5qdv8999/9OrVi169evHiiy/6PK7qwtKVcxG1wwnnd0VrMGySWgshxNHO6n0qkTERALw8bDYAMXFRnH7lKT7HKugYTNp7mLee/RCAky85nnoNY/0a25ApA4iMieCrOT+w/a/KO8GTzW4QHhVGh1PbVdpj+EPym7pDMpRS5Obm0rt378IvMsOGDePpp5/2Oc7w4cOx2WwA3HvvvWRlZRW7PSsri3vvvRcAu93O8OHDS40zYsQIAJKSkhg1alSJ27ds2cLYsWMBaNeuXanFv8TERG6++WYAvvrqq8JOkaLef/99vvrqKwBuueUWEhMTvXmaohoyTZP3Jyzi7hNGsHXd9lAPR1RDm3/bxl0njOCDFz8NejeaN7TWfD7zWwZ0uY+/8gtr2tK89cyH3HPKg2z9w/v3bW52LjMenM/ws/+P/f8dBCArPZvnbp3Ko1ePJ3nfYa9jJe9P4fFrnmfcLZPJSvN0/B3YcYj7zv0/Xhsxl9zsis+YXuDfP/9jcLfRzH3yvcLu279++ps7ut7PZ9O/DkqXUEHB7rjjjuP222+nQ4cOxa73VnZ2Nu+/71nf5oYbbuCWW27BMAxM0+TNN98s837du3fn3XffJTMzk3POOYc777yT5ORkANxuNxMnTqRz58788MMPPPvssz4dRBOiJjmzVzemrhxL03aJJQ7kCiFEXVfQmbfl9218NeeHwgPQvnbsOVwOzr3O00G45L0VfDPvR0zTwma3ceHN5/g8rrN7n8rZvU/l8IFUZoya5/P9fXH8eV2Ytf4lWnZqVvHGQlQCKf6V4n//+x+LFy8G4IILLmDAgAH8+eefZV4KptserX379owcORKANWvWcNZZZ/Huu++yZs0a3n33Xc466yzWrFkDwMiRIznmmGNKjXPrrbcWTsGdNm0a1113HV999RWrVq1i6tSpnHnmmaSmpmIYBpMnT8ZuL719+plnnqFBgwaFz3H06NEsW7aMZcuWMXr0aG666SYAGjRo4FexU1QPuzbv4b5z/o/po+bhzjOx3DLlV5RkmRbuXDevPvAG9537KLu3lL0WaLAd3HWIhy57hhfvfJWczBzMIu9RrTX/bdjFoFNG8dazH1bYtbrply3cdcII3p+4CK31kSnu+XW1VZ+v5faOw1jy/k8VjmvpBz/Tv+Mwfv70l8KxgOe1QsMHL33KnceP4O/Vm8uNY7pN3hn3EYNOGsW2v3YUjgXAclvkZOXy0t3TGd3jKQ7s9H968p49e/jmm28A6Nu3b7H/fvnllxw4cMDrWIsWLeLw4cOFMZo2bcr5558PVFxI7NOnDxs2bGDChAksWLCAc889F4D77ruP0aNHc+utt7J582bGjBlT7hnrq7tgr4dTcBG1xzEnteHV3yZwwyjPTA7pAhRCCIhLrMdJFx0LwLdvLs3/r2fZq1MuPYHYhBivY51x1SlE1/csTfLN/B85tDuJ37//E/C9kBgRHc7gyQMAmDFqHmlJ6T7d3xs2u4Er3Ml9r93FuK/+jwbN4oP+GIGS/KbuUFoWKCnB1yO2LVu2ZNu2baXeZlkWd9xxB7Nnzy7z/gMGDGD69OmF03JLc/DgQS6//HJWr15d6u0ul4upU6cycODAcse6cuVKrr766jJP+pGYmMjChQs57bTTyo1ztNTUVGJjY0lJSSEmxvsPcBE8lmWx6OWvmD5qnmedPyn6CS/Z7AY2u427J95Kz7svqbSulYLptJMHzyAnM7fitSgVHHNiG0bPH0qLjk2L3ZSXm8dbz3zIm898gFKq3FhKgdbQ/fozGPryHcTERxe7PTUpjalDZvH9O8sLty2LYTPQWvO/0b3p++h1OJzFzy634+9djLtlMpvWbC3/ueXHcoU7uXfqQC665VyfX/cJEyYwcuRIDMPgv//+o2nTpvz777+0bdsWrTWTJk1i6NChXsXq2bMnn332GR06dChcimLOnDncfvvtAPzxxx8ce+yxFcbZunUrZ555Jvv27cNms/Hhhx9W2hISVbXfKXicFX81Jio6uMWc9DSLM7vskX1nNefPe239T38ztu9k9m0/gJb5T0KIOuy6B67kruf7YZoWN7ccxKHdSSS2asgbm6dgGAbThs1m4ZQvvIr11KLRnN7zZP7buIsBnYcDcMmt5zHydc+6/Hcc9wDb/vzPq1j3ThvIVYN68MeS9Txw/mMATPjucY4/rwsAFxvX+/hMSzr2nE6MemMIia0aen0fyW9EZZFDkpXMMAxmzZrFZ599Rq9evWjSpAlOp5MmTZrQq1cvPv/8c2bOnFlu4Q8gISGBFStW8PLLL3P22WcTHx9PWFgYbdq04Y477uCXX36psPAHcNppp7Fu3ToeeeQRunbtSlRUFFFRURx77LE88sgj/Pnnnz4X/kToFaybNm3obPKy86TwJ3xiui1ys/OYPHgmoy56kv3/ed8x5q3kfYd5rPdzjO83haz0bO9OQqM900PuOmEEC174BNP0dAH+u247g7uN5s2nP0BbusJYBcW8pR+u5PaOw1ix6MhBlJWf/UL/TsMLOwMrOhxmmRba0rw99iMGnfwgW37f5rnesvjwpc+48/gRbPltW8XPLT9WVkY2z902lUd7jSdpb7JX9yswb55nesp5551H06ae4mjr1q0588wzAe+n/u7fv79wyYeC5SEArr32WsLDw4GSZxQ+Wl5eHpMmTaJbt25kZGQAEB4ezrXXXsvQoUM5dCjwE7AIUZN0PqMDM9a9wNVDLgPAMKQLQghRN13U1zMj4I8f/uLQ7iQA9m7bz/oVntlz3nbs1WsQwyk9jgfgu7eWFl6/9IOfyc70nOjsklu9i9Xp9Pb0vOti8nLdTLpnhndPxEs2u4HDZeeel25nwveP+1T4E6IySeefCArp/AsNrTVfzPqOl4e/jjs3r9j0SSH8YdgNnC4Hgyf1p8ft5welC/DHBT/x4p2vkZmWFdCZpzudfgxdzurIR5M+Q2v8iqUMhbY05914FoZN8d2bywqv85VhM0BB73svZ+Oqf/hr+d8+xygaKzwqjOGv3sl5N1R8pvXffvuNE088EYDZs2cXdugBvPrqqwwaNAiAv/76i86dO5cb66WXXuK+++4DPJ17rVu3Lrztxhtv5N1336Vx48bs2LGjcB3boj788EMefPBBtmzZwoABA7jnnns46aSTmDFjBocPH+bxxx/Hbrfz8MMPM3ToUFwuV8UviBeq+sj4sj+bVMqR8bO77pZ9ZzUX6Hvt9x/+Yly/KSTtTg7JGqtCCBEqbY9vxatrnwdgQv9pfDXnh8Lbet51McNeuROAAV3u478NO8uN1XvY5dzzoiffuaXNYPZu219420NvDef8G8/i0O4kbmoxqNzPWpvdxiu/Pkfrri14e+yHzH747cLbgtH516FbO0bPu5dm7Zv4dX/Jb0Rlkc4/IWqwX77+o9R104Twl+W2yM7IYeLAV/gtfw2VQGz5fRtP9XmBjJSMgAp/ABtXbmbBxE8w3ZbfsQqKfD+8u5zv3lpW7DpfWaaF5bb44MVPWf9T6Wu/+hIrIzWTZ/73Ev/8WvGU4YKuvoLuuqL69OmD0+kstp03sc4888xihT/wnPwJPOsLfv311yXuu2TJEq699lrCwsJYunQpM2bMoH79+oDnRFYjRoxg/fr1nHvuuYwaNYrx48dXOB4hapvjz+vCrL9epPsNZ4R6KEIIUaUuyj8zb3ZmDks/WFnstiXv/URuTh5w5Ay+5SnoEPxr+cZihT/wrP8HEN8kjpMuPq7cODc82IvWXVuwZ+s+5j/1gXdPxEsDx/Vl0oqn/S78CVGZpPgnRA2WejA11EMQtVjKgcDfXykH04CKp9N6I6iN6ppiJ+IIOFww1vTKD3G4gtfd7Xbz1ltvAXDllVeWOKIaFxfH5ZdfDsCbb75Z7tHvP//8k7Vr1wJHThZSVI8ePQpPFFUwzbio7t278/bbb/Prr78WnpjqaC1atGDRokUsXLiwzLPa1wSyILYIRER0OP8bc02ohyGEEFXGsBlc8L+zAfj5k1/ITMsqdntacjqrPvfkIBfcdHa5s01adWnOMSe1AeCbN5eWuH3NV7+RvD8FODLNuDRN2yVy00Oeg6ZT751FbnauD8+ofIbN4IZRvUqdJVGdSX5Td0jxTwghhKhBvvrqK/bt2weUXrArev3OnTv5/vvvy4xVsJafw+GgT58+JW632+3ccMMNACxcuJC0tLQS29x44404HI4S1x+tV69eMvVDCCGEqCNO6XECcYn1gCNn9z1awfUNmydwwvldyox18a3nAZCX62bJeytK3G6ZVuH1Z17djfCosFLjDHv1LlzhTn5c8DOrvljr7VPxSiWdL0+IoJHinxBCCFGDFEzTjY+P59JLLy11m549e1KvXr1i2x/NNM3CDsLLLruM+Pj4UrcrmPqbmZnJggULAhl6jWZiVMpFCCGEqI0KpummHExl9Ze/lbrNyk9/IS05HYCLyjjxh2Ec6SBc/cVa0pLSS93um3meQmJ4ZBjnXnd6idt73H4+J17QlYzUTF4e/rpPz6U2k/ym7rCHegBCCCGE8E5KSgqLFi0C4NChQ4Vr+5Xnww8/5OWXXyYyMrLY9d988w27d+8GYNGiRV6d3GXu3LnFTi5SmlatWgV3irYQQgghapSImAjOuOoUAGITYvgy950K73P2NacxZfDMwjP3FjjpomNJaBoHwJm9uvG19X6FsS66pXuxk4sA3DDqagD+WLKeY8/pWOr96jWMLfz5vBvOBCA7I4efP/2lwscUorqT4p8QQghRQ7z33ntkZ2f7dJ/09HQ+/PDDwg6+At6cDORoS5Ys4b///qNFixY+37em01ph6eDO6dFBjieEEEJUB937nIErvOIDlEVFRIdz9jWnFZ68o0BZHYHlOa57Zxo0T+DAjoOF1zlcntLHGVeewhlXnlJhjIffvg+Avdv21+rin+Q3dYcU/4QQQogaoqBg17hxY1544YUKtx85ciQ7d+5k7ty5xYp/aWlpLFy4EIALL7yQgQMHlhsnNTWVu+66C6018+bN4+GHH/b/SdRQlbGAtSyILYQQojYqmPJ7aHcSrz7wRoXb3/HcLTRsnsBFt3QvVvwLjwrjzKu7AfDrN3/wxaxvy40TERPBfa/dhWEYXHzLubz17IcBPIu6QfKbukOKf0IIIUQN8O+//7J8+XIArr32Wm688cYK7/Pzzz8zadIkvvvuO3bt2kXTpk0BWLBgAZmZmQAMGjSIa6+9tsJYL7/8Mr///nudLf4JIYQQomKJrRrS5awOACz9cCU/vFvyBB1H63R6e64ZdgUnXNCV+CZxHNqdBMC5151OeKTn5B2fvLqYZR+urDDWVYN60PaEVlzYt3jx75Y2gyu874TvHuf48zwnHrnYuL7C7YWoSWQlRiGEEKIGmDt3buFaetddd51X9ynYzrIs5s+fXywWQEREBJdddplPsf7++29Wrqw4+a5tTG1UykUIIYSoTS7qdy6G4dm/LV3ws1f3+TF/O5vN4KK+5xyJld9BmJWRzWovz8774wc/AdCiY1M6ntrO63HXVZLf1B3yWxFCCCFqgHnz5gHQsGFDzjnnnAq29jjzzDNp3Lhxsfv/999/LFmyBPCc5TciIsKrWEW7A/1ZL1AIIYQQtd9FfT0Fu+R9h1m3dINX91m/4u/Cbr8L+54LQIPmCRzXvTMAq7/4jZysXK9iLfvgyAHKi/v5vl6gELWVFP+EEEKIam758uVs2bIFgN69exceUa+IYRj07t0bgL/++otffvmFefPm+dxBCNCpUyc6d/Yk4e+++y65ud4l4bWFhcLCCPJF1sQRQghRe3Q5swNN2yUCsHzhqsJ8oyJaa5YvXAVA664tOOakNlx8S5EOwvxuPm/8t3EX2/7aAUD3Pmdid8hKZ+WR/KbukOKfEEIIUc0V7bTzZn2+oo7u2CvoAHS5XFxxxRV+xTp06BCfffaZT/cVQgghRO12UZFOu6Uf+LZEyNKjOvYKOgBzs3NZ+dmvPsUqWBswNiGG0644yaf7ClFbSRlcCC9orVn1xVpaH9uChs0TAoqVm5PHT4vW0O3SE4iIDg/SCIUIvqy07IBjZGcGHqOuycko+Zq99tprvPbaa17HSE1K4/fv/+LMXt244IILvD7yXpEnn3ySJ598Miixaho5G54IVMbhjFAPQQghKtWku6cz6e7pft33t+//DNpJNt547F3eeOxdn+834oLH/X5My9Lk5ebhcDr8jhEKkt/UHdL5J0QFDu1J5pErx/JIz7H07zScL2d/5/cX6c1r/2XQSSN5+oYXGNDlPn7/4a+Axta4bSIoMGzypyyC77WRc1mxaLXf91/73TpevOPVII6obnhp0Ax+/eYPv++/8rNf6N9pOE9eP5GhZzzEjr93BXF0Qgh//PzpLzx29XOhHoYQQohKoi3NoJNGseX3baEeihClkoqBEGXQWvPd28vo32kYa776HYCczBwmDnyFhy5/loP5i9J6w53nZt4T7zP41NHs3LQHgKTdSYy44HFeHv462Zk5fo2x02nH8MIPT5LQNA7DkCMsIrgy07J47OrneO62qaT70LGSlZHNlCEzGXXRk6QeTKvEEdZOaYfSePCSp5h0zwyy0rO8vl9GSgbP95/GI1eOI/WQ53Xf/Ns27jx+BB+8+CmWZVXWkOsEORue8EdGSgbP3T6V/7tqHGm1vfNPAQ4HylGzul7EEcrpxGiQgIoIfGaKCnNhxNWX94OoU3b8vZt7uj3Im09/gOk2Qz0cr0h+U3fIb0WIUhw+kMIT101g7M2TyErLxjKLf2n+9Zs/GNB5ON++ubTCLsBtf+1gcLfRzH3yPSzTKoxlWZ77LZz6BXccez/rf/rbr7Eee04nZv75AlfcdTGAFAFF0Oj89+i3by6lf6dhrP7qtwrv8+fyjdzR9X4+eXUxcOR9LrxX8Jp9Pv1rBna936sz5f36zR/073wf38z7ETjyu7NMC3eum1cfeIP7zn2U3Vv2Vt7AaznPgtjBv4jaq+Dv8tv5S4Ejf5e1ks1AucIw7HaU3Y5yucDLExOJ6sGIicFIiMdwOrHVr48RH+ff71ApjNhYbLGxGA4HRv16GFFRwR+wENWQZVpYbos5j73D4FNHs339jlAPqUKS39QdslcW4ihLP1xJ/47D+GnRGoBSi3uWaZGVls24Wybz+DXPk7w/pcQ2pmnyzviF3H3iSM8Zp8rI+bWl2f/fQYaf/X/MHD2f3Jw8n8ccHhXO0Gl3MP7rR6mfWE+mAYugskyLwwdSeeiyZ3jxrtfITCvZjZabnctrI+Zy37n/x4Gdh2r3l9wqYlmag7uSuP+8R3n1/jnkZJXsEM5Kz2LSPTN48JKnOLzvcIkDFUX9veof7jj2fj555augrQEohCjJl7/L2kA5nRhOF0od+bKnDAPldKLssrx4daccDmwNG2BERxX7HRphYdgaNkSFh3kfy+XClhCPEeY6cp1SGJER2OLjUHLWVVFXaPj3z/+4+8SRvD9hEaZZM7oARe2mtHwDEEGQmppKbGwsKSkpxMTEhHo4fklLTmfKkFl8//YylFJefzk2bAYR0eHcP+Nuzrn2dAB2btrNuFum8PfqzT6NQRmKZsc0ZvT8obQ/ua3PzwEgIzWTV++fw5ezv0cZSoowIqgMwyCuSX1Gz72X48/rAsDfqzcztu9kdm/ZK++3SqIMRePWDRk9fxidTjsGgHVLNzDulskc3HnI5w7LE87vysjX76FhiwaVMdwqUVX7nYLHef/3jkRE24IaOzPN5PrjN9bofWdd4Mt7LZC/yxrHZkM5HMUKRqXRloXOy4Xa/nrUQEZMNCoqqsLfoZWVhZV8GMrKjZXCiInGCCu/UKi1RmdmYqXX8inwQhyl0+nH8ODce2narnGF20p+IyqLFP9EUNT04t/Kz3/l+dunkZaU7tcR+oJi4Xk3nEnr41oy/8n3sUwL0+17LMNmoLWm7yPXcdPD12D38yjpys9+4fn+L/v9nIQoi2EoLEvTa/CluCJcvD9xEUopeZ9VMsNmoC3NtfdfiTs3j4VTv8AwDL9ed5vdwOFyMHjyAHrcdl6FX/yqI0mORVXx5r2Wk5XD64+8wwcvfer332VNohwOn7r6tNbgdqPd7koclfCaw46tvm/r8WnTxDp8GJ1dvAtduZwY0dEom/efjzrPjZmaCvJ+EHWEYTew2W3c+dwtXHVPD4xyptRLfiMqi/Reizpvw8p/eKTn2IC65Apq6Eve+4kf3l0R0HgKvjDMf2oBOVm53DG+r19xTrviZGZveImp987m+7eXBTQmIYoq6Gb5eNqXhdfpsua1i6Ap+GxYMHFRiet8ZbotTHcOEwe8jNNl54KbzgnKGGuzyljA2pTjr7XG+xM+4cNJn4H2/++yRiiYzuvjAQOlFDgcYLOhc3PL7iATlUcp0BoVHeUp1vn6O7TZMOLi0FlZWIc9y90Y0VGosDDfYzns2OLqY2VkoDMyfbqvEDWR5fasBTht6GwSWzXk9J4nh3pIhSS/qTtkYTBR5x3c5TlrbzCmKwazkVYpOLjrUEAxYuKieejNYdgcwT2aI4SoHQybwYGd3p+5XAhRutRDadhq+Xq7yuXyq/BXLIZhgA8dYiKIIiKwNWyALSbG79+hUgojIgJbgwTP2n7h4QHFskVFIecFEHVN6qG0UA9B1FHS+SdEdRXEaXiGYWAiC80KIYqrgbN9Q8bCwAryMVNLOmZFTaGUp3AXlFBK3vkhoJQK2glYlGEEr3szvyNRCBEakt/UHbX7EKUQQgghhBBCCCGEEHWYdP4JIYQQQlTA1ApTB7dVMtjxhBBCCCF8IflN3SHFPyGEEEKICpgYmEGeMGHKtBghhBBChJDkN3WHTPsVQgghhBBCCCGEEKKWks4/IYQQQogKWNrA0kFeEFsWuRdCCCFECEl+U3dI558QQgghhBBCCCGEELWUdP4JIYQQQlRA1sQRQgghRG0j+U3dIZ1/QgghhBBCCCGEEELUUtL5J4QQQghRAQswtQp6TCGEEEKIUJH8pu6Qzj8hqqsgLpRqWfIRLIQoybI02Rk5oR6GEKK60xrtdqODkJsEI0adooLzpVxbFlZ2dnB+h7l56Ny8wONoHdR8VwghRNmk80/UeQlN4wBQhkJbgSUgSqmgJbVaaxKaxgcUIzUpjalDZmHmmUEZkxCidtGWZsGLn3DMSa05s1e3UA+nWrMwsIJ8zDTY8UToNO/QBHeeCQpq61JHOi8P3G5wOFA2m+/31xpM0xNDeEXZDAreVNoM8EBuZiZWZiYqzIVRr57fv0MrJRWdkeEZX0Q4RlQUyo8CpTZNrLS0Wvv3IsTRDJuBZVk0aZcY6qEUI/lN3SG/FVHndTrtGJ7+ZDQx8dEYNv/+JAqSnnP7nM7tT/8Pu9OOze5fLMNmoAxF3/+7ntufvtGvGAArP/uF/p2Gs+T9n/yOIYSo/XIyc3is93OM7zeF9MMZoR5OtWVqo1IuonboefcljJ43lPCoMAw/9/81gtbo3FysvDyfDnbq/PvpvMC7xeoEpfKLcwVFNYUyjKB0AersHMx9+7EyM337HebmYu7fX1j4A9CZWZiHknzqAtRaY2Vne+6Xk+vT2IWoqZShaNAsnheXPEnXszqGejjFSH5Td8hvRQjgtCtOZvaGl+je50wAn45gGjaDyHoRPPr+Azzy9v3c9NA1zPhjIu1ObO3zOJRSNG2XyNSVY+n3eB/sDt+bczNSMpgw4GUeuXIcqYfSsAI9UiyEqNUKOp6/e3sZ/TsNY/VXv4V2QELUQEopLrz5HGavf4kTz+8a6uFUPrcbnZOD9mJZEe12o7OzQZYg8YqyGZ5CX4kbFEqp/G7AAGmNlXwYKykZbZY/O0RrjZmSinngILhL2dY0MZOTMdPSKywmasvCSknBSkmV6b6iTjAMz3fKK+++hBl/vkDXszuFeERVq1u3bnTu3Jlp06aFeigCmfYrRKGYuGgeenMY5153Oi8MfIWM1KxyC2cFU3xP73kyw1+7i/oNYwtva9a+CZNWPMOCiZ/y+iNve45ylhPLsBloS3P9iKu49Yk+OMOcfj2HX7/5g/G3TuXw/hSAgKcxCyHqDsu0OHwglYcue4bL77iIuyb0IyI6PNTDqjYsFBbBXhA7uPFE6CU0jWfsl4/wxazveHnYbNx5bkx3LS16ae0pANrtKLu9xIFTrbWn06+C4pLIp1R+Z185nwv5r7EyjKCsl6ezszH352DUq4cRXvLzXufmYSYnezVVW2dmYubkYIuNQTkcJW63snOwUqXoJ+oOw2ZQr2EsD74xhJMuOi7UwylTZeY3q1evJiYmJqixhf+k80+Io5zd+zRmb5zEGVedApTeBWjYDMKiXIyeN5THPxxZrPBXwGazccOoXrzy63O06tK8zFxOGYqGLRJ4adlT3DG+r1+Fv6z0LCbdM4MHL3mKw/sOS7efEMIvBQcMvpz1HQO63Mdv3/8Z4hEJUfMopbh84IXM/OtFOp/ZIdTDqXxuNzq3eBegNk1Pt58U/rxS0O3n9cyT/EJhULoALY2VlIyZlFT4O9RaY6WmYR444NsajaaJmZSMmX6kC1BbFmZKClZKihT+RJ2g8rv9Lu7XndnrX6zWhT9Rt0jxT4hS1GsQy2MLRjDmzWGER4eVWL/vpIuOY/aGSVx48zkVJmqtu7Zg2upx9HusD4bNKFxXsKANvNfgS5mx7gU6n+HfF4R1SzcwsOv9fD79a8Bz9k4hhAiEZVkk7U5i5IVPMG3obLIz5YzAsiaO8FViq4ZM+O5xBk/uj8Nlr91rAVqeLkArNxcrJwedK2u5eUUpMApO6uHrXT1dgqVOEfaDzsrG3LcfMz0d68BBz8k4/I2VkYmZlIyVkelZ2y9b9iGibjBsBjFxUTz9yWhGzLqHyNjIUA+pQpLf1B3yWxGiDEopLvjf2cxa/xInXXw8AK4IF/fPuJtnP3+IhCZxXseyO+zc8uj1TF05lqbHNAYgrkmc50vBpP6ERbj8GuOGlf9w/3mPcnBXkhT9hBBBVfCZ8vHLX/J47+dCPBohaibDMLh6yGVM/+MFWndtEerhVD7TlLX9vFXQvRfoSTyCcBKQQpaFTkkNzolZ3G6s9HR5P4g6pfv1ZzB74yROu+LkUA9FiBJkzT8hKpDQJI5nPh3Dqs9/pfWxLWjYooHfsY45qQ2vrn2enz5eTbfLTgx4Pa09W/aCRqb5CiEqjbY0O/7eHephhJyJgRnkY6bBjieqr2bHNGbk64O5+8SRoR6KqEYCLvwJIaoNw2bw0FvDQz0Mn0l+U3dI8U8ILyilgnYEx+lyFJ5VWAghhBB1gxGM9dmEEEJUS1LLF9WdFP+EEEIIISpgaYWlg3w2vCDHE0IIIYTwheQ3dYccghRCCCGEEEIIIYQQopaSzj8hhBBCiApYlbAmjiXHYIUQQggRQpLf1B1S/BNCCCGEqIClDSwd5OQ4yPGEEEIIIXwh+U3dIb8VIYQQQgghhBBCCCFqKen8E0IIIYSogInCJLgLWAc7nhBCCCGELyS/qTuk808IIYQQQgghhBBCiFpKOv+EEEIIISoga+IIIYQQoraR/KbukN+KEEIIIYQQQgghhBC1lHT+iWonKz2Lw/tTadymUcCxkvYmowyD+g1jgzCy6sftNkM9BCFEHWAG6bPm4O4kHE47sQkxQYlXlUyCv4aNfILXLZbbCvUQhBBCVBKtQz0C/0h+U3dI55+oVn79dh23dxzGre3vZc7/vUNebp5fcbTWfDb9a/q1HcKt7Ybw9dwl6Jr6iVyGrX9sZ+5j74V6GEKIOuDQ7mTmPfk+7jy3X/e3LIuFU7+gX7sh9Gs3hO/eXlbrPpOFKM/OTbt5vv/UUA9DVDPyOShE7WGZFk/f8AKph9JCPRQhSiXFP1EtZGVkM2XITB68+EmS9x5GW5q3nv2QQSc/yNY/tvsU68DOQ4zu8RQv3T2dnKxcsjKyee62qTzaazxJe5Mr6RlUHdNtel6bU0axf8fBUA9HCFFHzH3iPYacOpptf+3w6X77th9g5IVPMG3obPKy88hKy2bszZN48vqJHD6QUkmjDb6CNXGCfRG1m2VZfDjpM+447gG2/enb346o5bQGrQMvANaFAqLNQDmdgcUoaGyKjkJFRQU8JABsNjCq1+e4ctgxoqJAydlWQ2Hphyu5veMwVixaHeqheE3ym7pDfisi5P5ctoE7ut7PJ68uBsCyPEmM1podG3cx6JRRvPnMBxVOO9Na8/XcJQzoPJzff/iryA2e/6z6Yi39Ow1nyXsrKuV5VIX/Nu7i3tMf4vX/exvLbaGtOpDwCSGqBw3//rWDu08cybvPfYxpVvyZ/PnMbxnQ5T7+Wr6x2PUAKz5eTf+Ow1j20cpKHXawmNqolIuovfb8u48HznuMV+6bgzvXjSnTfsXRtAbLojBZ9emuGtBoq3a/r5TLhS08AsPpxIiIAJufn5s2O7ZGDbDXr4ctrh62hg08xTt/GAbK6cKwO1D5l+rAiIrEqFcPIyIcW3wcyhVgwVT4zDIt0pLTeezq53jutqmkH84I9ZAqJPlN3SG/FREyOVk5vDZiLvd1f5QDOw+VWsiyTAvLbTHn0XcYctoYtm/YWWqspL3JPNprPM/dNpWsjOxSE2zLtMhMzeLpG1/kqT4TSTmYGvTnVFlM02TBC59w1wkj2PrHNn9yRCGECJjltjDdJjNHz2fYWY+wc9PuUrc7uDuJhy57hhfvfJWczJwyP5PTD2fyxLUTGNt3EmnJ6ZU9fCGqhNaaT1/7moFd7mP9z5tCPRxRA2jTQluW912ABV2DZi0u/NlsGBERGI4jhTVlGBhh4T53AaroKGyJjVAu15HrwlzYGjdCRUX6Fstu9xT88jvrlFIomw3ldIWsC1DZ7dji6mNERBwZl2Fgi43FiImWLsAqVvCd9ts3l9K/83DWLP49xCMSwkOKfyIkNq76hzuPH8EHL30K2vMlsFwatq7bzt0njOD9iZ8U6zj54d3l9O80nFVfri3ctsww+UnVso9W0b/TcFZ8XP1bsndv2cv95z7KayPmSueAEKLa2PzrVu48/gE+mvw5Vn7nidaab+b/SP9Ow/j123UVxij4TP7h3RWez/Ev1lbqmAOhUVhBvuggL7AtQm//joM8eMlTTBo0ndzsPDnJh/CeN12ARbv9avF0X+VyYYSFoUoppimljnQBVlRss9mwNWyArX49lFHy81YZhqdo1jCh4o5CQ6GcTpTNXlhgO3pcni7Aqj2fphEZgVG/XpmPa4SFYYuLC3zatPCZZVqk7E9hzKVPM2nQdLLSs0I9pFJJflN3yNl+RZXKzclj/pPv8864hShD+TRt1XJbWMD0kXNZ+sFP3PPS7bw/YRE/LvgZpZRPa6YUtmT3fo6L+p7L4Mn9iarn25G/ymZZFp+++jWvjngDS87qK4SoZky3hem2eHn46yz94GfunHALbz3zIT8tWuNZW8mH76WWaZFyMJWHr3iWS/ufz90v3EZkTESljV3UbDk5OSxbtoyDBw/SunVrTj311FAPyVP4nvcjU4bMJDc7N9TDETWYNi1QqmThq2B9wNq85IvNhuFylVr0O5oyDIzwcHReHjq35N+ciorEqBfrVSwjLAzVOBEr+TA6I7NkLJsdbLZSi37FtlMKbHYwDHReXuUWaO12bDHRXhUblc3AiI1BZ+dgpafX6sJxdVOwnNXnM75h5ee/8uDcezm+e5cQj0pUZ5WZ40jxT1SpR3uN59ev/0BrjTb93/FsXL2Ze09/CCP/KJ0/iyUXFB6/e3sZ65ZtYM7fk7E7qs+fxGsPzOXDSZ+FehhCCFGhP1ds5N7Tjnwm+7M0QcFn8uI3lrBu6QZmrX8Jm7/rMVWCyljDRtbEKWn79u1MmzYNgIceeoh69eoVu/3nn3/muuuuY8+ePYXXnXjiiXzwwQe0bNmyKodazCevLGbKkJk+F76FKJXWaNNE2QwK3lR1YW0/ZS+9q67M+yhPN5622bBycjydkzYDIz4OIyzMt8c3DGzxcVgR4ViHkjxF1oJuPh+n8yplgMMJpok23T7d16v4EREYkRG+v1bhYSinAystDZ2bF/RxibJZlubQ7mRGXPA4L/74FF3P6hjqIRWS/KbqhDrHkd+KqFL//Lo18LOaQWHhsMLpwl6wTIt92w6QlZ4dcKxg2vTr1lAPQQghvBLsz+Rd/+zFnRv8L0yi+vvwww+ZMGEC33zzTYmkODU1lauvvpo9e/Z4DiLmX3799VeuuOIK8vJC92V256bd2B02KfyJoCpcC7AWr+1nuFyFa/v5UswqShWsD5gQh61xos+Fv2LjCQ/HiIvzFP0cTp8Lf4VjUsrTlRfEdQCN6Chs9etji4oM7LWKjQ3amIT3LNMCDbs37w31UESIhDrHkeKfEEIIIUQFLK0q5SKK+/rrr1FK0atXrxK3TZ8+nf379wMwdOhQPv74Y+655x4ANmzYwBtvvFGlYxWiStTyKZrKbve7wFYsjlKeE14EI5ZheE7iEYwTZQTxZBvKbkcFYZZSUJ6XqDUkv6k6oc5xpPgnhBBCCCGqha1bPV3vp5xySonb3nvvPZRSXHPNNbz00ktceeWVTJ06leuvvx6tNR988EFVD1cIIYQQwiuhznGk+CeEEEIIUQETo1IuorgDBw4A0Lhx42LXp6Sk8OuvvwJw2223FbvtxhtvBOD333+v/AEKIYQQtYjkN1Un1DlO9Tm7gRBCCCFENVUZ01hkWkxJaWlpAJhm8bPcr1ixAsuysNvtnHfeecVua968OQBJSUlVMkYhhBCitpD8puqEOseRkqwQQgghhKgWChbA3r17d7Hrf/jhBwBOOOEEIiMjS71vWACL/AshhBBCVKZQ5zhS/BNCCCGEqICFUSkXUVyXLl0A+OijjwqvM02zcC2co4+IA+zatQuARo0aVckYhRBCiNpC8puqE+ocR6b9CiGEEEKIaqF3794sWbKEefPm0ahRI8455xzmzZvH9u3bUUrRp0+fEvdZs2YNcGRqjBBCCCFEdRPqHEdKskIIIYQQFTC1qpSLKO6uu+6iU6dOaK2ZMGECvXr1YsGCBQBceeWVpZ4h76OPPkIpxemnn17VwxVCCCFqNMlvqk6ocxwp/gkhhBBCiGrB5XLx7bffcs0112C329Fa43A4uOWWW5g3b16J7X/88UfWr18PQI8ePap6uEIIIYQQXgl1jiPTfoUQQgghKiBnw6s6iYmJLFiwgJycHJKSkoiPj8fpdJa6bfPmzfn+++8BOPvss6tymEIIIUSNJ/lN1QpljiPFPyGCKC83j6z0bGLiogOOZbrNijcSQgghaimXy0Xjxo3L3aZ169a0bt26ikYkRAgoBVoHJ47dDnl5gccy8iePWVbgsWw2z/MLwnPUDhvkmQRadtAATgfkBuG1CsbvrrozjOC8F4SoQ0KR48i0X1GlomIjMGzV8233xmPvkpOV4/f9N6z8h4Fd7uN/ze5i0ctfYQWwE/zh3eVsWr3F7/sLIURNpQyFM8yBzW4L9VCK0drACvJF6+q5PxS+i02IwTTly2+NpRQYBsqoRn+TSmGEh2OLjMQICwssVkQ4RrtWGMe0QjWM9zxff4cVGYGtaWNsTRujIiMDGpaREA+NG6IaNYAyOl+8oe0G7jaJ5DWPx92kPjqA/Yc2DEioD22aQ+MGRwqd/sSyzKAVxVR4mKd4GyCtNWZaehBGhOc9GhGBLToaIzIyoPdVXRKbEHiTSDBJflN3SOefqFKPfTCSZ296if827EJXsyNhi17+itVfrGX0/GF0Ou0Yr++Xm5PHvCfe593xC1GGwjItpgyZyY8LfmLUnME0bNHA61iHD6Qw+Z4ZLP1gJQEfthRCiBrGsBnUbxTL6HlDsTuqV4piogi8n6RkTFG2lJQUFixYwE8//cTevXvJzMzk9ddfp2XLloXb7N69m8OHDxMWFkabNm1CNtbrR1xJZloW7034GMMwsKQQWGMom+Fp9covXCibDW1ZIe3YUnY7yuVCFYzJbsOIjMTKzgbTh5khSqEaxqPi6+c/PQUJcaiYaKydeyDbh4PehoEtIQ4VHl54lS0hDh0ZjnkoCXx5z7uc2JokgtPpeY52G6phPDotA1JT81vvvGPFRmK2ToT85gLtspPXLA5bUjpGapbXn7I6f1w63HWkiBUTBZHhsOcAZGR5PSatNdqdF5zCn2Fgi4lGBVAcLRxXXh5mappv76EyKIcDFR5e+FIpux0jOhqdlYUORndpLWOzG9jsNu5+4TZOvfykUA+nGMlvQiMUOU71yqxFrdfmuJa88utzzH9yAW+P85y5prokyNrS7N12gGFnPswNo3pxy+N9cLoc5d5n82//MvbmSezYuNuzozePZCt/LttA/873MWRyf3rcfn5hAleW5QtXMXHgK2SkZOYPKOCnJIQQNYIyFNrSXHLbedw98VYiYyJCPSQRYlOnTuXhhx8mPd3ToaK1RilFRkZGse1++OEH+vbtS1hYGDt37iQuLi4Uw8UZ5uSO8X0546pTGHfLZPb/dxBtyY68WlMqPzdTJQ64ejoANbqqc1SlMMLCULajO9cUSoEtPBzLnYf2pmgXHobRLBHlcBTryFJKgcuB0aYF+sAh9IGkiocVEY4RH1dqLqvCwrA1aYx1KBmdmVlxrPj6GAnxR4qRRW+LioBwFzrpcIVTbrXNwGzeAJ0Qe9QDeH6fZkI0VqQL+/5UVAW/R20odGS4Zwpy0edYMFW6eWNIToUDh6CCv2ttWZ7CXxCKxyosDCM6KuCGOq01VkYGOtP7AmbZg/J0pCpHye9ISilURATanYeVmVU3pjx7qeNpx/DgG/fSuE2jUA9FVAOhynGkH1NUOYfTwe1P/4/JK54hsXVDlFF9jgxYpoXWmnef+5i7TxzJP79uLXU7d56b+U8tYHC30ezctKfULkbTbZGTmcPEga/w0BXPcnB36clVWnI6Y/tO4vFrnic9OaPaFEOFEKIqGDaD2IQYnvnsIR6YMajaFv4sfWRR7OBdQv2sqqfHHnuMYcOGkZaWhtPp5OSTTy5z2xtvvJHExERycnL44IMPqnCUpet6VkdmrHuBXvdcClBtlzqp65Qtf4pvuVUV5SnCVdFURmW3Y0RElFL4K86w27FFRnoKVaUG8nT7Ga2bo5yOMsbvKXyqBvEYbVuCq4yuMsPASIjH1iCh7NdLKZRhYGsQj61BfNnTZJ1ObK1a5Bf+8ouupcTCbocG8RBT9tRIKyYCd9dW6PiYMrcB0GEO8prHY0aHlXpMXQPa5UDHRHket7zfdb1oaN0cIkqfgq219hRm83IDL3oZBrZ6sZ6Ov7JeKy/pvDzMpOTgFP7yu/tUBZ35qnC78psoajub3cDutDPohdt4YcmT1bbwJ/lN1QpljiMZiQiZjqcew/TfJ3Dt8J6gqleCrLVm1z97GHLaGOY98T7uPHfhbdv+2sGQU0cz9/F3sUzLq2Ldr1//wYDOw/nuraXFCoWrv1xL/07D+eHdFYWPK4QQdUFBB8l5N5zJ7A0vceplJ4Z4RKI6+OWXX3j66acB6Nu3L3v37mXVqlVlbm8YBtdffz1aa77++uuqGma5wiPDGDy5P8998yhxifWqVX5T5+UXqnwppijD8EwNrsQxGWFhno4/rwqNCpTCFh6OcrmK3+RyYrRtgUqI86popJRCuZwYbVui4usXvy08DFuTRIyI8DLuXUq88HBsTRoXmxoMoOLqYWvdAuVyevUclVKo6EjPWoBFCk3aULhbNMRs38xzfUWxlAJDYTaIwZ0Yiy7ye9RKoaMj0BHh3hV4lfI8ZosmcNS6idqyPEW/YEyndbmwxdUPuHBW0O1nJh8Ozrjy15/0rhjpKS4bERGe909dXAtQQdsTWjH99wlcM/wKjOq0nqgImVDnOPIuFCHlCndx14R+vLjkSRo0i692XYCWaTH3yfcY3G00W//YznvPezoC//1rh08H9SzTIistm7F9J/PEtRPYtWUvL9zxCg9d/iwpB1Ol208IUacYNoOoehE89sEIxswfRnT9qFAPqULBXgy74CKKmzp1KlprzjjjDObOnUtsbGyF9znjjDMAWLduXWUPzycnXnAsM/96kR63nw9QrXKcukgZ3nT7lXlvT0dbkIsYhd1+fp7IwdMFGAE2GyohzlPEc3pXYDsyiPwuwEYJGG2aewqI8XHYGjbwvfNRKZTNwNYwASMhzrO2X8vmGA0SPGPyMRYOO6phAkRHYUWFe7r9GlT8mVAaHe4kr3kcZqQLy+lAx0aBvycGqR8DrZuhXc7gdfsphS02BltsTADvUw/tdmMlH8bKqHgadoXsds8JPfwsRiqHAyM6uuxO1VrGsBnY7AYDnrmJySuepXmHpqEeUoUkv6k6oc5xZM0/US10PbsTM/58gZkPzmfRy1+FejjFadi2fgd3nTAisDD5ScGKRatZsWj1keulL1oIUcec2asbw165g3p+fokToZednc1DDz3EmjVr2Lx5M0lJSdSrV4+2bdsycOBA+vbti8OPL4s//vgjSimGDBni9X1atWoFwK5du3x+vMoWGRPB/dPv5uzepzH+1qmkHkwN9ZDqpiAU7pRSnqmjQZqloRwOjKM793wO4unCsrVogg73tnOwrFAKXC5sjRuhgpCbGpGRqPg4T49YIK+9UugG9TDjIsg/M4vfcVAKHROByg6wE04pcNrRpjsoXXUosJWxpqKvdJ4bMzk58DGR/x6NCHQpDs96lRhGcF6raq5l52aMmT+U1se2rHhjUeeEOseRkqyoNsIjw7h36kAuuuXcand03HIHrzNPW7rwIoQQdYlSiq5nd+TR9x+ocYU/C1Upl5oqPT2dV155BaUUV1xxBffffz+9e/dm165d9O/fn549e2L5cabLPXv2ANChQwev7xMW5lmDKyfHhzOXVrFTLzuRJxaODPUw6qxgFFWA4J7AIJjTAH3t9iuLUqgiZz4OiGH43u1XBstpy3/tgzCuoOX0CrKygxMqoK7U4rTprngjbwWzWy8YZz6u5pShmLZ6XI0r/El+U3VCneNI55+odhJbNcSwGZhW7T86JIQQdYkyFA1bJATvi7gImbi4OFJSUnA6i58owO12c/HFF7N48WK++OILrrjiCp/iOp1OcnJyOHz4sNf32bdvHwD16tXz6bGqWnU9mY2oBeQjVVRzCko96UptYhgKh7Nun+RElC/UOY50/gkhhBBCVMDUqlIuNZVhGCUKfwB2u53evXsDsHnzZp/jtmjRAoB//vnH6/t89913gG9H0oUQQggh+U1VCnWOI8U/IYQQQogKVKcFsffv38+nn37Ko48+ymWXXUZCgqebUinFbbfd5lOs7du388ADD9CxY0ciIyOJi4ujW7duPP/882Rm+r5YvGVZfPnllwB07drV5/tfeOGFaK159dVXvdp+165dTJ8+HaUUl1xyic+PJ4QQQtRl1Sm/qe1CnePItF8hhBBCiBqkUaNGQYnzySef0LdvX1JTj5yEIjMzkzVr1rBmzRpmzpzJZ599Rrt27cqMkZuby7PPPovWmkOHDvHtt9+yceNGbr/9di688EKfxzRkyBBefvllfv/9d5566in+7//+r8xt//77b6677jpSUlKIjIzkrrvu8vnxhBBCCCGqQqhzHCn+CSGEEEJUwEJhBXkaSzAWxG7RogUdO3Zk8eLFPt1v7dq13HDDDWRlZREVFcWYMWM4//zzycrK4p133mHGjBls2rSJK664gjVr1hAdHV1qnNzcXJ544onCfyulGDFiBGPHjvXr+bRt25ZnnnmGUaNG8fjjj/PZZ59xzTXXFN7+/vvv43A4WL58OYsXL8ayLJRSvPTSSzRo0MCvxxRCCCHqquqa39RGoc5xpPhXhv3797Nq1SpWrVrF6tWrWb16NYcOHQLg1ltvZc6cOT7F++KLL5g+fTqrV6/mwIEDNGjQgG7dunHnnXdy2WWXeRXD7XYzc+ZM3nzzTTZu3Eh6ejpNmjThoosuYujQoXTp0sWrOAcPHmTy5MksXLiQbdu2AZ5TSF999dUMGzaM+Ph4n56bEEIIIarOo48+Srdu3ejWrRuNGjVi27ZttG7d2qcYw4YNIysrC7vdzuLFiznjjDMKb7vgggs45phjGDVqFJs2bWLixIk8/vjjpcaJiopCa41lWezevZtPPvmEhx56iJ9++onPP/+cmJgYn5/fiBEj0FrzyCOPFOZhBSeJefLJJwu301pjs9mYMGECAwYM8PlxhBBCCCGqUihzHCn+lSFYU2osy+LOO+9k1qxZxa7ftWsXu3btYuHChQwcOJDXXnsNwyh7bvzBgwe5/PLLWb16dbHrt27dyvTp03njjTeYOnUqAwcOLHc8K1eu5Oqrr2bv3r3Frl+3bh3r1q1j5syZLFy4kFNPPdXHZyqEEELUXhoV9CPZ2s94RTvt/LFq1SqWLl0KwIABA4oV/go88MADvP7662zYsIFJkybx8MMP43CUfRZDwzBo1qwZgwYNIiEhgT59+vDMM88wfvx4v8Y4cuRIevbsyYQJE/j00085cOBAsdtjY2O5/PLLGTNmjF9rCwohhBCieuU3dUWochwp/nnB3yk1AA8//HBh4e/EE09k1KhRtG3bli1btvDcc8+xdu1aZs6cSYMGDXj22WdLjWGaJr179y4s/F1zzTXccccdxMXFsXLlSp5++mn279/PXXfdRdOmTcvsJNyxYwdXXnklBw4cwG63c//999OzZ08APv30U1544QX27NnDlVdeyS+//EKzZs18fr5CCCGEqN4WLlxY+PPtt99e6jaGYdCvXz/GjBnD4cOH+f77771ebLpgux9++CGgcXbq1Kkwh/rvv//Yv38/pmkSHx9PmzZtyj1oKoQQQghRXYUix5HiXxmCMaVm06ZNTJgwAYBTTjmFH3/8kfDwcAC6devGVVddRffu3VmzZg3PP/88/fv3L3VR7TfeeINly5YBcM899zBt2rTC20499VQuu+wyTj75ZFJTUxk6dCgbNmzAbi/5q3344YcLq8pvvfUW119/feFt55xzDieffDI33HAD+/fv55FHHvF5arMQQghRW1m6EtbECXI8bxXkFJGRkZx88sllbte9e/fCn5cvX+518W/37t0A5XYK+qpFixa0aNEiaPGEEEIIUbvym5qqqnIcOWRahieeeIKePXsGNP33pZdewu12AzBlypTCwl+BiIgIpkyZAnjW83vxxRdLjVNQQIyLi+P5558vcXu7du0YM2YMAJs3b+ajjz4qsc3evXt58803AejRo0exwl+BPn360KNHDwDmzZtXYmqwEEIIIWq+DRs2AJ78obSDhQU6duxY4j4F1q9fT2ZmZon7ZGZmcv/99wNw+eWXB2O4QgghhBAiQFL8qyRaaz7++GPAkzyffvrppW53+umn06FDBwA+/vhjtNbFbt+0aVNhwt2nTx8iIiJKjXPbbbcV/lxa8W/RokVYlgWUPcWnaBzLsli0aFGZ2wkhhBD+0JaueKNqyNJGpVyqWnZ2NgcPHgSocHmP+vXrExkZCXiWDinqvffeIzExkcsvv5x77rmH0aNHc8stt9CiRQu+/PJLzjnnHO67777KeRJCCCFENaNrZnpTa/IbUTGZ9ltJ/v3338JpL0WnzZSme/fu/P333+zatavE9OKCqTkVxUlMTKR9+/Zs2rSJ5cuXl7jd2zhHT/G58847yx17sO3avIfFb/yAmWdW6eMKIYSofJZpserzX/l7zRY6nNI21MPxSWVOi0lNTS12vcvlwuVyBfWxCqSlpRX+HBUVVeH2kZGRZGRkkJ6eXuz6nj17snv3blasWMFPP/1Eeno6sbGxHHfccdx4443079+/3K7Cihw6dIj58+ezdOlStm7dSlpaGqZZfm6glGLLli1+P2ZlykjNZP5TC0I9DBEoBVTHL/imBTZbUEJpCNJS/cF7oVQwDxqpIP4SDQPymysCoj2NIwVn/AxIMGIU0Dpo46qOfzbBZpkWbz37ITeM6oXNHpy/x6og036rXqhyHCn+VZL169cX/lx02kxpjp5WU7T452ucTZs2sWPHDjIyMgqP1heNExsbS2JiYpkxGjduTExMDKmpqSWm+FQmy7JY9PJXTB81DzPPXWWPK0TIKeW5BCN5FKIGyEzP5t7Tx3DTmGu4+f+uxeEM3rpwNVXz5s2L/fuxxx7j8ccfr5THys7OLvzZ6XRWuH1BETIrK6vY9aeccgqnnHJKcAeX7/333+fOO+8sLIoePSuiLEH54lwJfv12Hc/dOoXkfSmhHkrdFawiTZgLKzoCtS8p4BqSthvgckJObsDDstx5qHAnmIGdY1MrhRkXiT0lE2UGVq7RCtxRduzp7sDGBKhsN4Q7wBF4QcUKt6N0HsodeDlKtW6O3r4TcvMCHJSFlZqGER3l+Rzz97NMa7Dbg/Z+13l5KKczKAVFIyICKysL3LX7e97r//c2yz5cyej5Q2nRsWmohyOqoVDmOFL8qyQ7d+4s/LmiaTVFk/6jp9X4E0drzc6dOwunExeN480ZfJs3b85ff/1VYiyVZd/2Azx321T+WLK+4o2FqEWUw+FJqgDtdqNzckI8IiEqX8G037ee/ZBlC1fx0JvDaHNcyxCPqmIWCitI/TBFY4Jn3x8TE1N4fWV1/QGEhYUV/pybW3HRISf/c+nodYsry8qVK7npppuwLAutNU2aNOHEE08kLi6uxp3dNysjm5kPzmfRy19hGAqrhk55r9FsNgyXC2UYaMtC5+X5XhTJL/JZTROw2jQBm4FumoCxfhsq28fCnfL8n0psgIqr57kuIxMOpfg1Z1A7bJitEtGxkaA1RmYuRmaez59UGtAOg7z64WiHDXf9CJz7U7Gl+ZeXuGNc5DSNBbuNvFyTsH0ZqBzTv3GF2bHCHBgW6FwT7TD8K0Zp8l9jhRXuQOVZqOzACpMqIhw6tEXv2Q8HkwLqDNU5OZh5edhiogtzQ19Z2TlY6elBmX+qnE5Pnqo1mCbYDPzuCTUMDLsd5XCgs7OxSlkvttbQsPWPbdx1wggGPHsTvYddji1IXbmVpTLzG1FcqHMcKf5VEl+m1RTt0Dt6Wk2w43g7xae0GEXl5OQUfiGAklOWvKG15otZ3/Hy8NdxB3rETIiaxDA8X0aKJAPK4UDbbFg52Z7pO0LUclprdmzcxaBTRtHvsT7c+ODVNWqaTDDFxMQUK/5Vpujo6MKfy9vPF8jIyAC8yx+CYfz48ZimSXh4ODNmzOCmm26qksctKhg5zp/LNzKu72T27/CsryiFv6qnXC6U3V7YLaEMA5xOME1PEdBL2unA6tgCXf/I3w71o7FO64zavBNj10Hviz5hYRjNGqNcRYo7UZEQ5oKDhyHb+2KbFReN2aIhFHxuKoUV6UI77djSsr3uAtSAO9qFGV2kw8tukNukHrbUbBz7Ur2edqsNRU7TWMzYsMJY2mkjq1k0juRsHEnZXpcEtKEwI51Hnh+gNJBroe0qvxjlbTDAKvJ6KIV22tB2AyMrL6COSWUYqKaJ6Nho9H+7wYf3VgmWhXk4BRXmwoiOzn8JKxhZ/tRcKzUN7cUBnQqVkqMCntzU8LHwqhQYxpG/QaVQ4eEohwMrIx3trp3LPJluC7B4bcRcln7wMw/OvZcmbcueeSfqjlDnODXrEGoN4su0mqJH+I+eVhPsOIFM8Slq7NixxMbGFl6OnrJUkYO7k3josmd48c5XycnMyf+QFKL2Uw4HRnh4yaQKTwJphIX7fcRXiJrGMi0st8WcR99hyGlj2L5hZ8V3CpGCNXGCfalqYWFhxMfHA8VnF5QmOTm5sPjn637eXytWrEApxejRo0NS+IPAcpzc7FxeGzGX+879Pw7sPFRjT3BTo9lsGBERGA5HiWlSSilPQdDlAqOcv7/8m6zGcZjdOhYv/BWw29AdW2KeeAyUt3xBfiyV2ACjTYvihb/CWHZoFA/x9Squ9dgM3G2bYLZpXKwwVnh7fueeFe4otx6pActukNsgEjPGVWpRx4wJI7t1PGZUxXmJGe0iq30DzHrhJWMpRV5cONnNo7GcRsXjctkxY8JKfX4KMNwalWdW3OGWX/QrVvgrylBYEQ60yxbwmnQqKhLVoS0UdHQG8PGus3MwDyWhvWiOsHJy87cNvPBXXo7qeTArv3PWi1fLMIoV/oo9jt2OEROLUUUd5aH09+rNDDz2fha9/FXhyTerm9qS39QEoc5xpPhXSXyZVlP06PLR02qCHSdYU3zGjBlDSkpK4cXbKcJaa76Z/yP9Ow3j12/XeXUfIWoFpTDCwz1HU8s5aqqUwnA6MSIifDuqLURNpmHruu3cfcII3p/4SYWLHovAdO7cGYDNmzfjLmf9pY0bNxb+3KlTp0ofF8Dhw4cB6NGjR5U8Xmn8zXH+Xr2ZO48fwQcvfeqZJipd3FVOOZ0YYWGeLr/ytjMMlNPTGVga7bBjHtsGq0OLUgtQxcTFYJ7eBatxfH7wo253uTDatcJIiCt/zSalIDoSmjTyrAVYCqteFO6urdD1K+jEVQoryoVZLxxdSpFTA2aUk9yGkWhnBc/PbiO3ST1yE2PQpYy/oNsvu2V9dAVr8lkuO1nNY8irH+YpHx0VThsKM8qFFVHxOnPKApVrlT5bQusj3X66gjqcUmiXHSvSgTZUQEVAZTMwmjdBtWkBtgAn2OV3AZppaflrghUZmdZoy8JMScVKTQ18mq/hXY5a8NiYVtmPqRTYbJ6/sYry3YgIbLGxQTtZTXVkui3ysvOYMmQmD178FPv/OxDqIYkQCnWOI98sK4kv02oKjqpDyWk1wY4TrCk+LpercJqSL9OVJg2azvh+U8hKz5akWNQZyuHAiIgo+0hqafeRLkBRx1huC3eeyfSRcxlz6TNeL4BcVWrTkfGzzz4b8Ozvf/nllzK3W7JkSeHPZ511VqWPCzwnHoPQnrzDnxxn2UcrufeMh9izdZ90+4WCzfB0+zmdXr93lFKeNc2O6gK0GtX3dPvF+zAV325Dd26FeXxbTxdfwWM0TMBo2xIV5sM6ng47JCZA/djCq7TNwN0mEbNtY8/tXtIOG+64CMywI/fRdoPcBhG4i0zNrZBSmLHhni7AiCN5iRnpJOuYBrjjInyKlRcfTnazaCz7ka+iltPm6fbz4aQeR7oAixSjihb+vI4E2AxPATAYXYDRUaiObYv9Dv2ls7Ixk5LQRU6IqHNzPdcFYa1oT7efbzkqUHoXYDndfmU+vt2OLTYWVQe6AP9Yup4BXe5j+/qqWVffW7Upv6nuQp3jSPGvkhQ9sUZF02qKHlE+emqJP3GUUiVO7FHw74piFI1TGVN8ln640vOD5MWiDlAOB0ZYmHdHUku7f34XoKrExf+FqI7WfruOXF8X0hdeu/rqqwt/fv3110vdxrIs5s6dC0C9evU4//zzq2JoXHTRRQDlFiWroz+WrPec1EMObFat/Cm8Rlh4hd1+ZSnoArRaNsLs2hqrU0ufCmzFJNTDPK0zqkE8RtuWGA3j/fuSpxTERmG1TMRsHIe7Syt0XIx/J7pQCis6jNz6YeTFuMhpGIl2+vn8HDZym9Ujp2msp9uvdVzFnYNlsMI8XYBmuMPT7RdZ+tRjbyhLQ66VP8WXirv9ygyU3wXoCrwTTdlsGC2aQkwpU8Z9ZVqYyYcxU9MwU1IxU1I9zzWQ8eVP8fU3RwU8hVZLe93tV+ZYlMIWEYEqMuOtNrLcFtkZOfy9ekuohyJCJNQ5jhT/KknBlBooPm2mNOVNq/EnTvPmzYud/KNonJSUFPbu3VtmjD179hQubF1VU3yEqK0MV9lTinzh7xcaIUTw1KYj46eeeirnnHMOALNmzeKnn34qsc3EiRPZsGEDAMOGDcPhKGdNsyAaMWIEYWFhTJgwwavZCtVJKLsV6ypls5W6tp/PcZRCN45HJwTeqYXDjtEoARUehEKG04HVNAH8LdYVoZ12zGj/C2yFlMJdL9y3br+yGJ4z71Y0XdirYRFA0e9o5a0H6StXxVOYvaWzs4PS7Qf5Z/MN0nRbZbMF5fMvWOMRvqlN+U11F+ocR75RVpLWrVvTpEkToPi0mdL8+OOPADRt2pRWrVoVu61gak5Fcfbu3cumTZuA0qfmeBsnFFN8hBBCiOquOiXHy5YtY86cOYWXBQsWFN62efPmYrfNmTOn1BiTJk0iPDwct9vNJZdcwtixY/n555/5/vvvueuuuxg1ahQA7du354EHHvBrnP7o0KEDb775Jrt37+bCCy/kr7/+qrLHFkIIIeqa6pTf1HahznECP4wkSqWUolevXrzyyits3LiRn3/+mdNPP73Edj///HNhx16vXr1KHDVp3749nTp1YsOGDbz33ntMnDiRiIiIEnGKJve9e/cucftVV13FoEGDsCyL119/nRtuuKHUcRfEMQyDq666ytunK4QQQogqMnPmTN54441Sb1u+fDnLly8vdt1tt91WYrsTTzyRd999l759+5KamspDDz1UYpv27dvz2WefFVt/uLL1798f8MxYWL16NccddxzHHnssHTt2LDX/KUopxaxZs6pimEIIIYQQPgl1jiPFv0o0fPhwpk+fjmma3Hvvvfz444/FzqCblZXFvffeC4Ddbmf48OGlxhkxYgQDBgwgKSmJUaNGMXXq1GK3b9myhbFjxwLQrl27Uot/iYmJ3HzzzcybN4+vvvqKBQsWcN111xXb5v333+err74C4JZbbiExMdHv5y6EEELUJhqwgjOhrFjMULryyiv5448/mDRpEp999hk7d+7E6XTSrl07rr/+eoYMGVJhMhpsc+bMKTwQqpRCa826detYt25duffTWkvxTwghhPBRbcxvqqtQ5zheFf+efPLJgB7EW48++miVPI43li1bxubNmwv/ffDgwcKfC6bUFFXaUfX27dszcuRIxo0bx5o1azjrrLN48MEHadu2LVu2bGH8+PGsXbsWgJEjR3LMMceUOpZbb72V2bNns3z5cqZNm8bevXu54447qF+/PqtWreKpp54iNTUVwzCYPHky9jLWGHvmmWf48ssvOXDgAP/73/9Ys2YNPXv2BODTTz9l4sSJADRo0ICnn37a69dKCCGEEFWnvOm8vmrZsiUvvPACL7zwQlDiBapFixaydp4QQgghap1Q5zheFf8ef/zxKhlkdSr+BWNKDXgKbvv372f27NmsXbuWG2+8scQ2AwYMKLfYZrPZWLhwIZdffjmrV6/mgw8+4IMPPii2jcvlYurUqVx22WVlxmnevDmffPIJV199NXv37mX8+PGMHz++2DaJiYksXLiwxNmChRBCiLqsMtawkTVxStq2bVuohyCEEELUGZLfVJ1Q5zg+nfBDa11pl9rKMAxmzZrFZ599Rq9evWjSpAlOp5MmTZrQq1cvPv/8c2bOnIlRwdk8ExISWLFiBS+//DJnn3028fHxhIWF0aZNG+644w5++eUXBg4cWOF4TjvtNNatW8cjjzxC165diYqKIioqimOPPZZHHnmEP//8k9NOOy1YT18IIYQQQgghhBBChJBPa/79+eefdO7cOagD+PPPPznuuOOCGjMYgjmlBuDyyy/n8ssvDyiG3W5n0KBBDBo0KKA4CQkJPPXUUzz11FMBxRFCCCHqCjkyLoQQQojaRvKbusOnzr/KIOu6CCGEEKIu69atG507d2batGmhHooQQgghhKiF5Gy/QgghhBAVqMwj46tXryYmJiaosYUQQgghKiKdf3WHV8W/77//HoDWrVsHfQCtW7cujC+EEKGmIWgnu68LsYSoKyQ5Di6bzQZ4ZoC43e4S1/vj6Fii9itYOzwoM4m09lyCEKu67rODFatgtfagxFKegMEaV3V7raqtIL3XPaGC9DcoQkLym+CrrjmOV8W/7t27B/Qg5YmIiKjU+KJ6cTgdKOXZ3wgRLMpuB6XQbndAby4dHQntW6BzcuGfHaicXP/iAHltEsg6tTXO3alE/LEHw235F0spsrokkt0ugbB1u3Cu343y8ylquw3drhnUi/Y8v0Mp/gUSopIZhkJVcCIsUbOVdbK3mnoSOGeYA8uqmWP3hhEbg4qKQqelY6Wmhno4R+TlYeXlYbhcnlzAX+Eu7Gl56EwTd2wY2P38/NEalWeiwx1o00Llmn4XkLSCnPphmNF2bNkWthzL71imA9KbOXCHG0TsM3Gk+R8rL1JxuJ0drSB2m4kj089AQHY9xcEuETjTLOqvz8Ge49/fkAbSmzjIaOYg/KBJ1M48DP/SLrSC3DgnZng4rkM5OJJzAyoCqgb1ITEevX03pKYHECmIDAPcbrRSYLf7XbjTWqNzctBpaaiwMIyICP9jWRZWdrZf961pXOHOUA9BVLLqmuPItF9Rpe577U7G9ZtCZmoWlunnXlmIAoaBYbMdOXJpt4NloU3TpzBaKWjZGJo28FwR5oSTOqK37oR9ST4lfVaYg8wz2+JuXh+0JqdVffISo4lavQPHgQyfxuWOCSPj1OaY0S5QiuyTWpDXMp7wpf9gS/MtQdJxMegOLcHuOeKku7RB70tCbdmJcvv2eglRlGEzsCyLLmd0YMPKf0CB5Wex22Y3MOw27p0yAKfLEeSRBkZrhQ7ykexgx6tJHnvsMZ+ur+6uva8n//y6lV+/WRfqoQSXw4EtPg5sNs+X+ugobOFhmEnJkJcX6tEVHvCzsrNRDgfK6fSt+KAUxMVCdCRKg3JbOA5lYkY7scIdvnVGWRpbthtl5ndU2Qx0uAE5bpSPhWEzzEZ2o0i0XYFSmGEGltPAnuH2qailgZx6BhlNHGhDgYKMJnYcaSYR+0wMH3b/WkF6UxsZTQ0KeuKSO9iI2KeJ3GP5dGDSskF6M4Oc+gZoyKlvsO+McOr9nUvEHrdPeZc7TJFyjIu8CAOUIquBjZx6BrFb83Cm+7YvMp2K3FgH2gCUIifBhTvKTtjeLIw8P760G6BcTkCj2rZAHzqM3rUXQvgdSNntRw6uaQ15eWibDeVjR5I2TaycHLA8z0VnZ2Pm5WKLjEI5fNt/W7m5WOnptbo7xDAUlqXpedfFnNGrW6iHU4zkN8FXXXMcpUNdfhS1QmpqKrGxsaSkpFS4blHy/hQm3T2d5QtXoZQKeQVc1EzFkpeiCr4IeNkFqKPCoUMrT8GvtCQ/OdXTJZdb8Zec3JbxZJ3ZBm23gVEkVv7UirDNB4n4c6/ni0F5Y1KQ3b4BWZ0aefLrouOyPNOSwn7ZjnPj3goTZG0z0G2bQWI8JSaxaA15btTf/6GSq1Enh6gxDEMR3zSO0fOGcty5ndn827+M6zuZ/zbs8uuzvfOZHXjwjSE0aZtY4ba+7HcCUfA4Z308BHukK6ix3Rk5LO81tdKfgwiMt+81rTWfz/iGV+6bQ16e2+8ieHVhxESjoqNLLaZprbFS09BpaSEYWTmUwggL866QEeaChPpgM0rd/1tOG+4Yl+f28miNyrMwcsrp8sszUXkVdwF6us7CyKvnKj0n0drrLkDLDulNHeTGlPJaaFCWJmKvG2d6xZ/VeRGKlHZ23OGUHJfW2LIhZpuJI6vCUOTEKNJaGGibKnVebdhBN/U35GLLrSBXAjIT7aS1yM/f1FE3oonYZxK1K6/CwqRWkBttx4wo/bVCa1wHsnGk5HlXmCzrLaM1uE2s7bsgzbcDwgE7+oB5KbcXFvnLobVG5+Whc8ueHaPCwzHCwyuOZVlYGRnlxqoNDJtBbIMYRs0ZwimXHF/h9pLfiMoic2pElavfMJbHPhjBmPlDCY8Ow+bv1ApRNxkGhsNR9pRA5TlKruz2cpN/rRS6RSIc377swh94psie1BHdoD5l5Y6Wy05G9/Zkntce7Tiq8FcwJiC7bTyHL25PXlxEmeMyo12knt+OrM6NPHGOHpfh6SbIPrU1mT26YJWzs9b1o9HdOkOjuIKBlByX044+ti3WMc3RFX3BESKfkf8ev/yOi5j114scd25nANqd0JpXfn2O/43pjTIUhhfvKZvdwO60c/fEW3lhyRNeFf5CwUJVykXUHkoprrjzYmb8+QKdT28f6uH4z27H1qhhmYU/8DxXIyYaW6OGnq776kJrrKwsrJycsg9AFHT7JSZ4uuHLeI5GronjUCZGVl7ZBxMtjS3Lja28wh+A3fBMBT46PyjCdNnIbBFdduEvf+xmmEFelN3TnVaGnFiD5PYucqPLyIMUaJsio6mD9EQbVhmxPNNpDQ4da8cdXkpOUjgmRXJHGxmJquxcyQapLQxS29jyOxpL3y473sbeM8LJbGQrM5bbpUjqEkZaS2d+rlTy+aEUmY1sHOriIi+ynNfdochOcGKGl5VXAoYip1E4Wc0isOwVfG6Xt9tTChx2jHYtUc0TPQW3KqDsdoz8JXLKZFmeLkCr7IMW2rKwsrIqLNbprCzMlBTPcjxlPVxuLubhw7W68Kfy/94v7HsOs9e/5FXhLxQkv6k7gra3/v3331m6dClbt24lLS0Ns4Jpd0opZs2aFayHFzWMUooLbjqH487rwsSBr7Dmy99CPSRRA5TZ7VfatkqBYaAMo0QXoI4Mgw4tITys4ik9Snm+HHRoCQn10Jt3oPKOJDN5zeuTeWZbtNN+ZPtyYlkRDlLPa0PYpoNErN9XOBVIA9ntEsjqmliy268M7gbRpPU6nvDV23D8s79wN6ttBrp1U2iSQMVLVufflhiPjouFv7ehDleTNWlEtWTYDOo1iGHUG0M4+eKSiazD6eD2p//HGVedwti+k9mzdR+6rClvCtoc14rR84fSomPTSh65EFWjcetGTPzhCT6e+iXTR81DWxZmDekCVNFRGDEx+bug8vdDKr+QYWvUECslFZ1effYdOi8PbZqetQCLHgh0OaFBffByiqPSYE/Nwcp2F+8C1BrltjCyvVzTL3+frsMc6KO6ADX53X71yyn6HRVL2z2davYsCyP3yNdsy+ZZ+y63nvdTOPNiDFIjDSL3uHFkHvmsdodByjF28iLKKPoVG5Pn/zIaG+TU83QB2ousTpIb7en2q7BwVvD8bJDUNYzwhm7qbczBlj/5QgNZjeyktiyl26+MWKZLkdTRRcReN1G73YVdgBrIi7bhjiinG+4oZriNjFZRhO3Pxp56VBegouLxFN08vj4qJtrTBZgewMKJ5T6Iqrjod7RS1gL0ptuvBNPETEnxdAAW6QLUWnu6/XJyfHkmNY5hM4iqF8mI2fdwxpWnhHo4wkfZ2dk89NBDrFmzhs2bN5OUlES9evVo27YtAwcOpG/fvjh8nN5eHQQ87XfDhg0MGDCAlStXen2fgjMCVVQgFDVHIO3JWmu+ev17pg6dTV5uXo2fJiMqQUVTFSqgtUabpudoZvNG0CK/s8jXeFp71mn55z90ajpZp7Yir11D/86YpjW29FyiVu1A5ZlkdGuOu36438/Rvvsw4Su2oBxOdMeW4PRxraL8MaEU7DqA2roLJVPyRRHKUGhLc8lt53HPi7cRGRtZ4X1ysnKY83/vsuDFTzAMo3CtV8NmgILbnriRPiOvwmb3/exnVT0t5rSFQytlWszKqyfLtJhqLpD32o6/dzG+3xT+Xr2lkkYXJHY7trj64HD4tWC/zl87zExKhmp2xmXldKKcDlT9WIiJ8j+XUJ7ufMtpw5Zrotz+nn1Le6bd5rqx7IqcxEgsR+lTj71huC3sGSa5UQbpzRxoG37Hch42Cd9vktXIIK2FzbsC29Hyp8lG7rYIP6jJaGKQnWD4d/pcrTHcUH99Ds5Ui5R2rtKnMXsZy5atid2ai+GG3HpH1vbzhy3DTdieTM8ajH438GnPsekDSehd+/wNUiplt6EM/88sChR29Vo5ORDA93Zlt2FERnkKf+nphesE1kYFJ7bs3udMhk4bSEx8tM8xJL8JvYMHD9K8eXNOPfVU2rdvT4MGDUhOTuaLL75g+/btXHLJJXzxxRcYNezkdAF1/m3dupWzzz6bw4cPF7bWR0dHU69evRr3QojQUUpxaf8LOPHCY3n+9mn8/sNfoR6SqEaUH4sQl4ihFNpuh86tIdKLbr+yA4HdhnlsGzIaO9AFU9b9iacUZpSTlAvaoiy87vYrizsxlpwLjsWVavlXjKTI4zeOh6QUSK5mazmJ0FEQExfFiNmDOb3nyV7fzRXu4q4J/Tjr6m6Mu2UK+3ccBA0tOjVlzPxhtDmuZSUOWlRnP/74Y6XEPffccyslrr+ad2jKpBXP8P6ET3j9kber5cnOVJgLIz7eq26/MmMoBU4HKjy82q0DqN1uVMum/h0UK0JpsKXlosL8PzuqJ5CnoJZXz0VufRfgR4GtCMtukNrcRl5s4N+9cmIN0psaaAcB5Eqe+2Y0MchM5Mhz8yecUlh2ONQ1DHuWP9XD4rHMMEVaSydhyX7mSUWYETbc0XacaYEUu5WnWJRQHw4dhuzgdMMpP4v4R9O5ueVO3fU6jtvTBVgXRMRGcN9rd9P9+jNCPRQRgLi4OFJSUnA6i5+Z2e12c/HFF7N48WK++OILrrjiilLvX11znICKf48++ijJyckYhsGIESMYNGgQrVq1CmhAou5q1LIBz33zKP931XhWffErZS70IeqWIB1IUBFhnpN7BIE7wkAHcJT+yKCU530ejKdoKByZ1pG4gbA0Sgp/oojwyDBmb5jk1xFsgK5nd2LGny8w7/H3iIyNpM+oq3A4a9Z0CTkbXnCdd955QflyWpRSCnc16zoDsNls3Pjg1TRr35gnrp0Q6uGUoMLC80sqgf4+FDrLizM+VLUwV/4ZV4PApoK2kpUZbifQwl8Bdzlr2vnEUOggvVQoFZz8RuE5K3EwPi8U2LOCFUvhSA/S502eO2iFPwwjaJ+t5a3/J0pSSvH6hknUb1Qv1EPxieQ3JRmGUaLwB2C32+nduzc//PADmzdvLvP+1TXHCegj+ZtvvkEpxfDhwxk/frwU/kTADMOg/clt/JoCJoSo2TtaUX1Fx0X5XfgrEB4Zxp3P9+PmR66tcYU/UTm01kG/VGdNj2kc6iGULUhfUoL8Xaf2C9brJa97aMjrLoowbKrGFf6qo/379/Ppp5/y6KOPctlll5GQkIBSCqUUt912m0+xtm/fzgMPPEDHjh2JjIwkLi6Obt268fzzz5OZ6ftam5Zl8eWXXwLQtWvXcretjjlOQJ1/qampAFx77bUBD0QIIYQQorqytMIK8pHsYMerSb7//vtQD0EIIYSo86pbftOoUaOgjOGTTz6hb9++hTUrgMzMTNasWcOaNWuYOXMmn332Ge3atSszRm5uLs8++yxaaw4dOsS3337Lxo0buf3227nwwgvLvF91zXECKv41b96czZs3Y7cH7aTBQgghhBDVjkyLCa7u3buHeghCCCFEnVed85sWLVrQsWNHFi9e7NP91q5dyw033EBWVhZRUVGMGTOG888/n6ysLN555x1mzJjBpk2buOKKK1izZg3R0aXPbsnNzeWJJ54o/LdSihEjRjB27NhyH7+65jgBTfvt0aMHAKtWrQrKYIQQQgghhBBCCCFE3fPoo4/yySefsHfvXrZv385rr73mc4xhw4aRlZWF3W5n8eLFPPTQQ5xxxhlccMEFTJ8+neeeew6ATZs2MXHixDLjREV5zlJtmiY7duxg2rRpzJw5k/POO69YR2FNEVDx74EHHiA6Oprnn3+epKSkYI1JCCGEEKJa0fnTYoJ5qcudf0IIIYQIveqW3zzxxBP07NnT7+m/q1atYunSpQAMGDCAM84oeeblBx54gE6dOgEwadIk8vLyyo1pGAbNmjVj0KBBTJ8+neXLl/PMM8/4Nb5QCqj417JlSz788EOSkpI488wz+frrr4M1LiGEEEIIUYdZlsW3337L008/zZAhQ+jfvz979uwptk1ubi6ZmZnk5ATpTJlCCCGEqLEWLlxY+PPtt99e6jaGYdCvXz8ADh8+7NMafZdccgkAP/zwg99jhNDkOAEv1nfBBRewdu1azjzzTC699FLq169Pu3btiIiIKPd+Sim+/fbbQB9eCCGEEKLSaSDYJ5MtCNetWzdsNhuDBw9m8ODBwX2QGurTTz9l6NChbN++vdj1I0aMoHHjI2fNnTlzJvfeey9RUVHs3r2byMjIqh6qEEIIUWNVZn4TCsuWLQMgMjKSk08+ucztiq7Lt3z58sKiXkV2794NgMPh8HuMocpxAi7+rVixgltuuYWDBw+itSYpKancNQCVUmitUUqmugghhBBCrF69mpiYmFAPo9qYMWMGd999Nzr/20hCQgIHDx4sNXccOHAgjzzyCCkpKXz00Uf07du3qocrhBBCiGpiw4YNALRr167cE9N27NixxH0KrF+/nlatWpVoaMvMzOT+++8H4PLLL/drfKHMcQIq/q1fv54ePXqQmZmJ1pqwsDCOOeYY6tWrh2EENKNYCCGEEKLasFAognvg0gpyvNrgn3/+Kex+vOCCC5g6dSodO3YsM690Op1ce+21zJo1i8WLF0vxTwghhPBBZeY3R58Uw+Vy4XK5gvpYRWVnZ3Pw4EEAmjVrVu629evXJzIykoyMDHbs2FHstvfee48XXniBs88+m1atWhETE8OuXbv44osvOHToEOeccw733Xefz+MLdY4TUPHviSeeICMjA5fLxcSJE+nfvz9hYWEBDUgIIYQQQtRNL774Im63m65du/L555/jdDorvM8555zDrFmzWLt2bRWMUAghhBDeaN68ebF/P/bYYzz++OOV9nhpaWmFP0dFRVW4fUHxLz09vdj1PXv2ZPfu3axYsYKffvqJ9PR0YmNjOe6447jxxhvp379/uV2FZQl1jhNQ8W/58uUopXjooYe45557Ah6MEEIIIUR1pCvh7Lxytt+SvvvuO5RSDB8+3KukGDxTe4ASR+6FEEIIUb7KzG927NhRbFmTyuz6A0/nXwFvcoiC8WRlZRW7/pRTTuGUU04J7uAIfY4TUPEvOTkZgEsvvTTggQgBkJGSwc+f/YKZZ4Z6KKLWCeXSs1UjaM9Q6hHiKDa7LdRDCDlLK1SQk2NLin8l7Ny5E4Djjz/e6/sULICdmZlZKWMKBsuy+OGdFaEeRhm0Z7X3IKzHravjDiTYK9kHS8Eq+8FYB72aPsVg0fmXoLy7quFbNKhjqq7v9zrAdFus/OwXTrui7JNMVEeVmd/ExMRU6ZrGRWeh5ubmVrh9wVl0w8PDK21MRYU6xwloYb6CedSmKYUaEbhfv/mD/p3vY8tv20I9FFGN6IKiQyD7JAVk5uB2Z1W4aYXjUWDPNLEcgSdXWmm0XWO5LHSAmbtGk9XYhmX3jDEgNht5HZt64gTjS4kj4HNLiRCx2Q3Co8K447lbQj0UUUcULHjtS5J76NAhAGJjYytlTIHau20/Iy54nLee/SDUQymVlZaOdrsLFx/3m9YY0VHB2W8A2IK0fnhWNvpwasXbeSPPBDMI+3/Alu1GGyrgup0GbDkWWgU+Lk+IwHMSDw3hwfmOaDk1OiwYuRJk11OYjuDUS7MSw9FG4HmXcjrRTRp4xhTon4/WQfvbUbKGv88euXIcEwa8TEZKRqiHUidFR0cX/nz0VN7SZGR4fk/eTBEOhlDnOAH9RV955ZUA/PjjjwEPRNRdWelZTB48gwcveYrD+w6jLTliVeflF51Ui8aoTm3hmJbgZ5u4VmBGODh4zTEc6B5PUmcXlp9JnwZy6yt2Xu7gUDdNWuv8ZNvPRM2daJJ2QSapF2SR28rtXxDlKfxlNNfsPUex/So7WYn+DUgD2oDUFg6SLmlB0g3H4a4X5n+CbLdja9IYe4vmGI0agiSRNc5x3bswa/1LnHPNaaEeSshpXTkXUVzTpk0B2Lp1q9f3WbZsGQBt2rSplDH5S2vN5zO+YWCX+1i/4u9QD6dspom5bz86Lc3/AqDW6JwcVG4eRkQEyo+1kAophREVhS22HrZ69QKLZRgYUVGo9Cw4kAym6f8fntYoU2Nk5qKy8gL6A86Js5PSLoKseAN3uJ8FQOXJcVLbQtJxkN5S447wb0wa0DZNRts8stvmkdssD+30t9imwWWiOqSjOqVDmwywWfhbbrMiTfKOySa7aw55zd0BFTndkZqMZnDoOMhq4HcYNJAXrsho7CSpSwx5Uf6/R7UCd6QTq0MLrJM6QJh3UwFLo5wObI0TUQ0SUPViAirEa8tCu/3MTeu4r+cuoX/n+/j1mz9CPRSv1Kb8JiwsjPj4eOBIl11ZkpOTC4t/R69NWFlCneME9E1s5MiRNGzYkOeff55t27YFPBhR96xbuoGBXe/ns9e+BsCSwp8AiIxAdWmHahDvOUIS5oJ2LaCh58Pcq2Jb/jaZHePZ268LOS09R0ty6tvYf1I42Q18mMaYn2AnnWBjx2V28mIVKMhurEk+wSIvUnufIOd3+2WemE3mSTloJ2CDrK65pJ+eheXDkW2Nxu3SJB1vkdFSgwFmhGL3BTb2nW7Dsvl2NDov2iCpk4uceDsohbtRFIduOp7Mk5vmH432PpiKicbWvCkq3NN+b0RFYmveDBUZ4f2AREjY7AaucCfDX72T8Yv/jwbN4kM9JFGHnHfeeWiteeONN7zaPiUlhVdffRWlFBdccEElj857B3cdYsylT/PiXa+Rk5WL6bZCPaQKWalpmPsP+NYFqDWYJjo9HbI906eUUhhhYRh+nARQORzYYmMxXC6UUiibDSMmBsOPKVnK6cSIjj5SPMzJhb2HIDO7/DseTWswLTA9k5oVYOSZGOm5nuu9DQNYdkVK63DSm4ejbQqUIi/KICfW8HSQ+RArLxL2d4P0Fp442g6ZjTVZDX3vAnTXM0nrmou7vuf5aJcmp1keZj3TxwKghoY5nsJfhCeWqueGLulQL8+nMWmlcTfOxd0iFxyAAneim+wuOVgRvuRKoG2QHa/JiwUM0DZFWmtFcgd86gLUgGWD3GiF6fK87pbLIKV9JGktwvNnTHj/HC2HgTs6DO3Iz0ljozC7dcFq1tDnLkAjNgYjsRHK6fD87YSHoxrEg8vHYqLWWG63FP4CYJkWh/cd5sFLnmLy4BlkpQc+80h4r3PnzgBs3rwZdznv440bNxb+3KlTp0ofF4Q+xwmo+NeoUSO++uorYmJiOO2005gxYwaHDx8OeFCi9svJyuHVB97g/vMe5eCuJCn6CQoyatUsEdW+NeroTj+loFG8pwhYwQKpWoHlsnPwqnYkX9oaHVb8iKy2Kw63d5HU0VnhNFkN5MYodlxuJ/lYGxjFNzbD4fCxnuKbN12AeQ1M0rpnkdek5FQYd4JF6nlZ5DavOOHSaDKbag6daOGOPupGpUhrZ/DflXayG1QwoPzCZlpzByltnVjOo3YLdoP0s1uS3OdYzGhnxcVEmw2jcSK2Bgklposouw2jUUOMhg2CNy1MBF2n09sz488XuOLOiwunJ4gjC2IH+yKKu+uuu1BKsWTJEubMmVPutocOHeLqq69m79692O127r777qoZZDm01nwz/0f6dx7O2u//DPVwfJeXh7l3Hzo9vcICoM7v9tNp6aUWwZTdjhERATbvDrYZkZGeYt1R2yulMCIisMXGehfL+H/2zjtOsqrM38+5oXJVp+menIcBZoaogyJBQUDdXVfUVRQRVsGf6IzAoqKyBtRVzIqKCAbMi4grCqgoikowkETJMDl1DlVd6da95/z+qOqe7umq7krd1dNzns+noKfq3ve899ate773Pe95j8jbCoUm3sOUgoE49A7kfZ7sGEfSVzxFse5dKIWRdBCZ8rIAnWaLgcPD5GITs8SkT5BuNXCnipeKvC5JrITu54EbFhM+z8VgeJnCDU7tkzIUqZU5UqtdlD2xLbfNw1mcQ9lTDXIq8EnEYUmMRVnEAVJCWAqxKg0rUmCOVPArjQx55FZnkS3ehBOvgorMuiy5xW5ZAUA3pEi3K2SRCSROk6DvKMiUMcalADcgcCIiH7gdixBkOvz0r4+SC5lTejWS7eeF/RN0JaaBOmwp8ri14DvwSymCbWMunI/R3DThehemiWhpRjSVlwWopETmciBn/2DFbGfk2faO63/LRRsu55/3PNlgj0oz1/TNySefDOSn9D700EMlt/vjH/84+vdJJ5007X5B4zVOTYWYRlIPU6kUPT09XHzxxbzjHe9g3rx5hEKTZ3cIIdiyZUstzWsOUp7867N86s1fZt/WLlD50RGNhmAAsXIpIjDF9N5gIB8A7O6Hnv68KDxAZaUPa2Hw9OXI4OS3uGybRU/MpOm5LIH+A65DUXhGOMqg/ygTDhR6B2ybXqxwWhSxZwzMFIixalXkBXZ6g0NusTt5gNCC9DEOuYUeoUf9iOx4WwqQfsXQWpkfwZ4ENyLYc6ZJ0zOStodk/uHlgHOVCxnEl9tI/+RjQbmFUXrPO5bI/TsJ/31f0fMuIhGMeW2ISWrNCCEQ0QgiGED29KJSejR0NmBaBoZp8LZPv5lXbX45hp6irWkQxx13HJdeeilf+tKXuPDCC/nVr37Fa1/72tHP77//fv7+979z33338aMf/Yh4PI4Qgg996EMsX768gZ7DQNcgX3z79fz5Fw8WvUceTMihOKQzmK0t+WDc2MDBSFAsmcpPo50EYRgYgUA+m7BQWH3CNraFEY5MCPpN2M6yMJuakOk0Kl2i7/D5MILBqQcuMg509UJzDEJFIm5KgVQwxZieAITjoVyJDNr5QI4Y32crE4aXBnCapgjkCEEuauL5Ff6EBDm+bUV+wLF/HeSikx+fsiG1SGHHFYHe4sX8czGP9Ao3PwNhMlsBRXaJg9VvYg6Z4/XNiGftDmJhZkLQb8IhtuZQURd2BCE+8XwoofDm54oG/cYbAneRi9fs4d/iQ2TEBK2EAdlmhZwioKosQXw1ZFsVsW0g3InnXZmQCxUJ+h2ADJgMHhEh2JUlvCeTt3PAfUDaBl7QNzHodyDNUbwT1iO27MbY2zv+nlL4W8RiGM2xSa93IQSEguD35WtfFlsEQSmk5+mg3zQgpaJ3Tz+Xv+TDvPayf+Mt//MG/MHpXfH2UOfss8/m6quvBuDGG2/kBS+YWLpGSsn3vvc9AJqbmznttNNmxLdGaxyhaqjuW8vDgRBCLxQyh4jH4zQ1NTE0NDTpij63fOE2bnjv9xGG0EE/zShiUQcsaK88yyiVhl2dKCeXD7D5TAbOWE56bWtldpQi0OvRtMVBFMrSuFHoPNkiO6/C+5yE0B5BaFc+lVGQHzlPHZNFlTEKPxbhQPBxH7499ugqd6kFksRKBRUuvmonFPPv8/D3FnwQkFxkk24/4KGuHFu7h2i689l8xoMCTAOjvR2jwim9SilUYhjZ26eLnzWYwzeu4f3ffxdL1i5qtCtlU26/U692jvzf92GG6ivYvVSWJ9/46Wk/hoMNpRSbN2/muuuum7RfGJGwl112GV/4whemzZ9yrrUn//osV77iE6QS6bmlb4TITyeMRBhZmVZls5CucOoshayibHZcwNAIhxGFKb4V2XJdvOHh/bYK2YHCLiNT6kCCfmg5IDPKq3zdYkVehyi/hRL5/j/bZDK8JICyKtUSCt+wxMruj/cML4P4SqYOGh2AyEGoS2BmRD5TzoD0Mpdcm5w8wFbMVlrg67ZhJEBmK8TyFCJS2TOdUkC/DbuCIAvHGFTkFjvgq1APSLD3Wlj7rNEAoBtUOIUpvpUgcorYDgj0F/wkn+3n+alYK5lpj9i2FGbKy8fqBHhBG+WrIvemP4755DZwCjNDLAtzXuvEWTJToJSCVBoVT+x/T9f2mzGEIVi4aj5f+OPHaFvYUnI7rW/Gs337dlauXAnABRdcMGXGHMCpp57KPffcg2VZ/OlPf+LEE08c9/lnP/tZrrjiCgA+8pGPcNVVV9XkYyU0UuPUlPl3wQUX1MUJzaHDTZ/6Wf6Bvw4rpWkOcsJBME3E4gWIYqPu5RAKwmHLybpDeHgMvXgpMlyF8BeCTLuF02QS7syQiwn6jzGnHOEtigGppYpsqyS6J7+oh7Nsimy/EigfpI5zyHZIfFt9pJZKnObK7UA+S2D3WSZtDylC+xTJxTZeoLoBnNySJvrefBxttz6NNexitLVOmbFRDCEEIhZFBAN4OycvyquZPk74l+P42M/fh1nFd6jRTAdCCK699lrOPvtsPvWpT/HHP/4ReUBGihCCE088kQ9+8IO84hWvaJCn+7n7f++de4E/yGcEDQ6hMlmMphhks+BWN3g/mgXoeSjPwwyHq+o7YEwWYCqFkhIjEKh+ZdJ0FrJ9+dIiMGW2X0mfyGcBelLhLAiSbbZxmq3qylwYAidmkhUSw1MklpOvN1wFyobkYoWdlJhZyCxxUVU+56ugIrvUwT8kwFD5bL8qvkIhgLZ8FqC3M4QKSmTrFNl+pTAgt8TFi3lY2/14YfCqlJXKFgytgdweRaiL/GIs1WhBwAuaDBwZIbYljZ10y8v2K0VrDO+E9Zj/3IpQ+fp+1VzvQggIh8DvQ3Z254MLOttvxlBSsfe5Th76zaOcdcFLGu3OrOXee+/lueeeG/13b2/v6N/PPffchODff/7nf06wcc0113DSSSeRTqc566yzuPLKKznttNNIp9PcdNNN3HDDDQCsXbuWd7/73dNyHKVopMapKfh344031ssPzSGCDvlpRgn4MVYsqd2OYZA+eiGpxWXUo5sC6RN0v8hGVr/Q2iheGFIvKD7FqVJy8z1S4TqIM0OQWGmQC5nVLlA8ivKZeGsW4t+XqfmHLWwbLLPqB0pN9ZiWwdGnrteBvzKQqvjUuVptakpz5plncuaZZ5JIJHjkkUfo7u7G8zza2to49thjmTdvXqNdHIdhCOQcvY0px8lP860RIQTC58svwlFjTVEhRH4hkHpkjkuJcL2y6xNO6pdSJFbWZ3ErNyQYXlkHQwKcNgmByrP9JmCAWpjFtGvXJcKn8JY41O4UyLDCqdP6VE5MYCfrcH8WAqfZhyHM2h+CbAtjQTtGprKFU4q6ZVko6ekHMw0w+/TNN7/5zZILYtx3333cd999494rFvw77rjj+PGPf8x5551HPB7nyiuvnLDN2rVrueOOO4hGDyyePjM0QuPUFPzTaDQajUajORQYKXNWb5uaqYlGo5x66qmNdkOj0Wg0mjnHXNU3r3zlK/nHP/7BNddcwx133MHu3bvx+XysWbOG173udWzevHnKdSpmgpnUODr4p9FoNBqNRqPRaDQajUajaSjf+c53yqrrVw7Lly/nC1/4wrTWBT6Y0ME/jUaj0Wg0minIj4zXd1rMbBgZPxi57bbbuPnmm+nt7WXlypVcdNFFHH/88Y12S6PRaDSagw6tb2YX06lxyqoUunPnTnbu3Dktq/N6njdqX6PRaDQajUZz6HL33XfT0dHBsmXLGBwcnPD5hz70Ic4++2x+9KMf8Zvf/Ibrr7+eF77whXz/+9+feWc1Go1Go9GUZOPGjaxbt45rr7220a7MChqtccoK/q1YsYJVq1bx9NNP16XRsTz11FOj9jUajUaj0WhmI0qJaXlpxvPLX/6S3t5eNm7cSHNz87jP/vGPf/DJT34SpRRKKZqbm1FK4boub3/729m+fXtDfNZoNBqN5mBlOvXNAw88wBNPPMGmTZsafJSzg0ZrnLLXCFfTnLs53fY1Go1Go9FoNLObe++9FyEEZ5xxxoTPrrvuOpRStLS08NBDD9HX18ff/vY3WltbyWazfP3rX2+AxxqNRqPRaDRT02iNU3bwD0AIPUKt0Wg0Go3m0ENN0wv0tJix7Nu3D4D169dP+Oz2229HCMHmzZs57rjjAHj+85/P5s2bUUpx1113zaivGo1Go9Ec7EynvtGMp9Eap6IFP8466yxs26650bHkcrm62tNoNBqNRqM5mHjggQeIxWKNdmNW0NPTAzBhOsyWLVvYs2cPQghe/epXj/vslFNOGd1Go9FoNBqNZjbSaI1TdvBPKcWePXtqblCj0Wg0Go3mYGM6avTpmn8TGSkDMzQ0NO79e+65B4CmpiaOPfbYcZ+1tbUBkEqlpt9BjUaj0WjmEFrfzByN1jhlBf8uuOCCmhvSaDQajUajOWiZjnksel7MBBYsWMCOHTt48sknR0e7Ae68804ATjrppAn7JJNJAFpaWmbGSY1Go9Fo5gpa38wYjdY4ZQX/brzxxpob0mhA143UjKE5ijIFeIpargppQWK5gROT+IYEhqzemvB7tCwewvUM4gORmkatWsPDHLNkF/uGY2wdbIOqj1KxODbE8iUDPL1vAZ1DzVX7BIrggjT+5TmcJ6OoRPVlHJRQ9B8bZHC9n457E1hpWbUtaRl461chEinE9r0IqRXDTOG5kofvepTXXPYv2L7qr4e//vJhfvDxW3jVppfz0jedou/1mqp54QtfyPbt27nuuus477zzCIVCbN26lZ///OcIITjzzDMn7PPMM88AeVHdKAxDIOfyvUspvFQKYdsIy6r6N66UQmWzqGQSMxxG1FBOSCmFymRAKfD5EEZFpczH2/JZeC0hkApz2KlJl2SbLTwfCK/wqtYnFE6bh4p4kDERbvXHJ4SiuS1BIOTQNxjFcSuq/DQOn+myoWMfwlA8NzCPnKzeVshy2LB4H0OZIFv75yFV9ccY8DtE1yZI9oVI9YWo9swrFG6TZGi+JLTNwh6q4boCss0G2RaDyF4XM1vDPcKTCATYFuTc6u0AyjQQq1dCYhjV3VNToEb4fBjBIDKdRjlOTX4dKghDa6RDlUZrnOrvZhpNFZz/kddjWAaGqS+9Qxa/D7F+DbQ1gxBgCpQhqtIdqfkm218VItMhkAHIdCjcoEJVbE3hW5ii6cQeAmGHSCzDgiX9+PyVixhDSDYs2c1p656mNZBiQ3snJy/ZRsjOVmzLZ7g8b8Eujl+0m9ZwkhcdtoXnrdiGZXoV27Jsl/YFQ4QWprBacwRf1I+9Kgmi8jPvBhTphZBa5mN4VYDtb5xHYpW/YjsK8CJ+cguboCWKWjYfuXEdKhqq2Jameh753T/ZtPH9bPvnjor3TcZTfO7Cr/HBf7uap//2HJ8+/yt85NWfYaBrsP6ONprCtJh6vtDTYiZw0UUXAfCPf/yDDRs28B//8R+88IUvJJPJEAwGOffccyfs86c//QmAtWvXzqivY3nFRS+lfUkbxlx9qFMKpERls8hMZnTqUkUmPC8fIMhmwfPw4nG8VKo6W66LSibB80BKyGTy71VoSwGyLYZ32BKUz0IFbNzWENKuXKdKAwYPjzBwfDMIUBZIX3U/c+lTDK/PkV3mgQlEPFTIRVXRZ/sCDotW99DUnMLvc1nUMUBTJEk1EZ/50SFOWfMs7eFh5gWTbFy4i/bgcMV2QLEkOshx8/fQFMiwrHmAFyzdTsyfrtiSEIrmSJK2liR20KVlaZx5q/sx7cq1kjIUstnFm+fhhRWJo3IkV+dQRhXXqAEyAG7EwA0bDK6xSbeZlZ91pTBSDr7uRD74Zxrg90EVwW4FyIAPFQkhQgHE/HkYa1dBoHINhxAYkQhmNIqwLMxoFDMazWt7TUnWnbiWF/7b8xrtxni0vpkxGq1xdARGM6P8+ztfxtce+DRLD1+kM0MORea3IY5eC+Hg/u9fiPzgrFl+AFCa0L3Rx+6XBXFDxn4bBjgtCqdVlS3UhM8jcuwA4XVDCEPlTQkwTUn7wiGaWofLDpA1h5KcueEJDl/YOWoHoCWQ4rRlz7GiqY9yxfaCcJwXL3+O+eFE3s+CrWVt/Zy14TE6YvGy7IAiEk3TvmAI2/bydgQIA+y1wwRP7EeEyxtBVkKRaVFk20GZBacMgfQZ7HtZC/vObMILlPe7VqaBOz+K2xpm9GQJAUE/8nlHIFcuQul7xIygFOx4YjfveN4V/O/VP8Nzy3tgevh3/+TCdZfx2+/9sWAnf23/9Y6HeeuRl/GnW/48bT5r5i6nn346l156KUoptm/fzs9+9jN6e3sB+OxnP8u8efPGbZ/JZEZHzE899dRGuAzA8nVL+cZjX+DfLj4LYO4GAQE8D5lKotwy+w6lkI6DTKfzgbqxn6XTeENDldlKp1HpdP7mNRbHASdbdgBQ2RZy1ULkojYwxvRDpoHXFMQL+8rWJdkmi54XtZJaGsi/UehrMfIBQGmW1/srFNkOj8HnOeSa1X5bALaCqIuyysy0F4rm9jgLV/Vi+9xxXW1LLMWi9kFsq7zzbpsuxyzexXFLd2MZctSOJSRHzuviyLZOLKO8viNoORzbsZflsYHx3b+d4/lLdrKqtQdBecfot3PMbxkiFMgP1o7IBl/EoeOIHkKtKco58wqFDHjItlz+PMPoec8ukAw9zyEXK88nRX5WivSx/zoQgCFILbKIr7bxfGWZAk9i96ewB9NjpGjhhPlssMrPulSGkR9c9fvG6y6/H7F2FXTMm9rIiAe2jdncjOHzFX1f+Mo9wEMDwzKwbJO3f+58vvCnjxFtiTTaJU2DaLTGEaqa4TaN5gDi8ThNTU0MDQ2VtWJhzsnxw4//lB9d/X8IIZBe9VMGNQcBPhuxeinEpujslAKpQJWerJFuN+g8OUAuMia6NsFO/uUbFJgZ8iOlRTbyzc8QOmIIYZZuUCnwXIP+nhhOtvj0JCEkRy7ax5GL9hX+XcInAb2pMI90LSbtFhdGtuGyvn0fi6NxlCpua+T9rd3z+OfuJXjSLGrLtDxa24axCqK/+AHm7TlPR3C3l54m4/kV2bb8SHbJL0cqzKxi/h+GiGwvnumoABn247aECoJ4khOfymA8vg2RrDwTQFMlAg47bhXv/8ElLDticdFN0sNpvvG+H3Dbdb8pOdVRiPxX+OLXv4hLrr2IWFu07q5W2u/U2s7KG/8bIxSoq22ZyrDtLZ+Y9mM4GLn99tv5yU9+QmdnJwsXLuT888/n9NNPn7DdzTffzBVXXIEQgj/84Q8sX7687r5Ueq09/Lt/8pkLvsJA19Dc1zeWieEPlBzQVVIisxko4zwYwSAiGCxty3X3T/OdCp8PTLOoLQWolihyUev+AEjRBvOaxIxnMNzi/isD4qvDJJcHyQdlSrskJAhnki7UViTX5Mi1qVHNUJKsgLRZQt+A7c/RvmQA21+6/x85jf3xMPHhYMkG2yMJjlq0B9v0JrXlSoNn+jvoy4RLOK1YFImzoql/6u7f8fFY10KGneL3XIEiFkkRCU4yQ6NwDjNDfgZ2NSHd4lpJGQoVc1G+Sa6rwkf+vSahHSaiRIkZJQ4I+pWypRThfS7+fllyMyPtYI0L+pUwpoBcLq+fS7nu96ECvkmz8pRSiEwGuWMPZEucVyEwQiGMwNR9ocxmkclkeb/XuYyANceu5P0/uITlRy4paxetb+Y+jdI4OvinqQvV3qSefuA5rj7vy+zd0omay7VyDmXaWxHLF+0fVZ+KkVvSAbUApQF9x/oYWG8zlcAei5kG35AYJ9SE7RE6YghfR3ZqgQ2j2ioxFCQ+EB63QyyY4gWrtxELpss6PKlAKsE/exaxK948zlZ7KMExHXvwTSKwx7mlIJ2zeXDrSnqHxwZXFOFohlhzKm+9TFty0Cb7jxgqtX8kWQmF0wRuubGbwvmMPp2m4944prP/d61MQa41ggqWWeNJFQLB2/cidnZWM0NZUwWGmS/NcNHVb+LVl/4LxpipRf+850k+9eYv07O7r6x7tmEaRFvCvOfbm+o+zUWLY81MUc21loyn+Prl3+HX374bYYi5rXGEwPD7EWOykJRSqFyu4hpgwjIxwpGJtrLZfICjEkwDfP5xAUBlmcil7ahIsHw7SmGkcxjJ8bUAnZjF4FEx3KBR/lRHBcKdWAvQafNIHuYWsurLs4MCkibCM8Z90DRvmOaOREX9v5Oz6O6P4Xr7A2SW4XHEgn0saR4qORg5wScBXckIzw3Mw1P7bQXMHGtbe4j5yyuBMiIFt/a3sWOgjbGK0GfnaI2mMAoZiOXYUlIwuKuJ9OD+712hUAGJihYyFss870ZGEHnawho2xr6NsvKvSkoN2sOS8O4c5thL25NYQ2nMTIV1/VwPDsigVYaBCgfyU4TLPFlKKdS+bujtH/eRsG2MSCT/e6rAlhweRlX6250DGKYBAi646hzOueJVmFbx4HMxtL7RTBc6+KepC7XcpJyMw3c+dBM/+cJtGIYx90fJDxVsK5/t11Rlxs+YLMBsq0HnqQGcaJmCY5wdRrMArYzAbk8TPnIILFW5KQVuzqS/J4rrWKxd2Mn6xXsQQiAqiUyNEch/71qMJw3WtXeyNDZYnsA+wCeA57o7eHz3YoShaGkbxheoohi0LDwEPBXF3RnE85HP9iv3YWScLYWZkSz4/RChXQ4y7MNtCU+e7VcKpWA4jfHENkQqU6EjmlpY96LDed93N9O2qIUbP3gTP/3S7RXfp0cCH2de8GI2fekthJtKZYVUxkyL4xXf/uC0iOPtb/0fLY5nObVca3+94yE++9avkegfnvv6xrIw/H5Qquxsv1IYoRAiEADPKz/brxQ+H1gWqjkyfopvJSiFKGQB4kkSq0IMryxky1czw9sDIwfKUqRWuzjtsrzByGJkDUgb+Hwu85YM4gvkqupmAfqGIiSSAdrCSY5etAefNcnMgUls5aTJ0/0dDGSCLAgnWNncj0F1umvY8fN450KSOR9N4TThYLbswOZ+Q/nt0wMBBnc34SmBjLrgr+K6KuwS2G0S3JkXSFNm+01mSynCe138AxIzncMaSle38NnIl+jk8lPf/TYq4K+qBp9SCpFO57MAnRxGOFxWtl8pZCaDTKUOmSxAIQTL1y3h/T+4hNXHrKh4f61vNNOFDv5p6kI9blKP3fskn3rzV+jaWduqU5pZQHMUsWZZ+SONpVCKgSMteo8rqKqaSigpWjuGCLaVme1X2gym8Fgb6SUWyNR0eFKBJwWuMrGN8rL9SrqlYO9wjJ2pVqCG0144N4ntUdKJQI3fX96xhX/I4kvXWGJWKUhnMR96Kj+6rZkRTMvAMAwiLWEGe+I1ZS8ZpkFze4yP/eL9HP781TX7psWxZqao9VqL9yf46uZvcfdN902Dd3MXYdt1qQ+tBMjDlkFL7eUHPAviK3376w3XgBuWpNbkKs4Wm4CCSDDDvJbEaDm4Wmixk3SEkhUPRo5zqdBVZFwLf7k1CiexlZUm2+NtqBqPTylIp216Bwq/4xrPe2CPib/TrP2kK0XLI0MEe2pfLVcphfJZddHgODlEd38h2FqbrdFpwHMZkQ/8nfuB1/CmD70W21fdauZa32imi+rXZtdo6syGk4/kG499gSte+lGe+ttzjXZHUwuL59cuOgCEoPfYyWuUlIvtd/OBP6hN7AloC6RqDvxBPvlAGQpb1Rb4g/wp6nGitZ8qAdITpIeDNQZb87b8far2wB+AEIieQR34m2E8V+IhGegaqtmW9CQD3UP87Mt38P7vXVIH72aY6Vi9Tq+GVxae5zEwMEA6nZ5yMYdly5bNkFflE2uNcuWPLuOIEw7jusu/02h3DhrqtjBcOFiXwB9AttmsS+APwOnwag/8kd+/uSmJqENXawhJRygfoKnlEEfqvtYa+BuxNZzzg6FK1jisyFY6UPs5BxDg661D4A8w07Iugb+8MTP/qhUhEOlsfX6HQiAzh8bMja/8+ZMcvnFNo92oDK1vGspMahwd/NPMKoLhAM9/2bE8+8g2vJx+yD9YEdVM7SxprD5m6manvqYqn7oyGbMwY7a+Xb/a/0ShOSgR4uCtfaZU/S89fSmXpre3l6985SvceuutPPHEE0g5dRBBCIFb5qqxjeC4M45qtAuaWqm7AKiTqVkmuerNSNhv1t0y6+XQbO4M6nTihRCz7/urM6ZpHHyBP7S+aQSN0jg6+KfRaDQajUajmTXcf//9vOY1r6Gnp2fKUXCNRqPRaDSzk40bN2KaJps2bWLTpk2NdmdW0EiNo4N/Go1Go9FoNFMxsrpmvW1qxtHX18erXvUq+vr6iEQiXHTRRTQ3N3PVVVchhOCb3/wm/f39PPjgg/ziF78gk8lw0kknceGFFzbadY1Go9FoDj6mUd888MADuubfGBqtcXTwT6PRaDQajUYzK/jqV79KX18ffr+fP//5z6xfv57HH3+cq666CoC3vOUto9vu27ePc889lz/96U+ceOKJfPrTn26Q1xqNRqPRaDST02iNU4fSsHmklPzud7/jf/7nf9i8eTNvfetb2bdv37htHMchlUqRzWbr1axGo9FoNBrNtKOUmJaXZjy/+tWvEELw1re+lfXr10+67cKFC/nlL3/J6tWr+dznPsfvf//7GfJSo9FoNJq5gdY3M0ejNU5dgn+33347a9as4ayzzuIjH/kI1113Hd/97ncZGBgYt903v/lNotEoHR0dJOf6Ut8ajUaj0Wg0mop47rnnADjjjDNG3xu72qTnjV8MLBgM8l//9V8opfj6178+M05qNBqNRqPRVEijNU7Nwb9vfOMbvOpVr2L79u0opWhraytZuPCiiy6iqamJ4eFhfvazn9XatEaj0Wg0Gs3Moer80kwgHo8DsHz58tH3AoHA6N+JRGLCPs9//vMB+Otf/zrN3mk0Go1GMwfR+mZGaLTGqSn49+yzz46u2nL66afzxBNP0N3dXXJ7n8/Ha1/7WpRS/OY3v6mlaY1Go9FoNBrNHCMSiQDguu7oe62traN/b9++fcI+mUwGYFINqtFoNBqNRtNIGq1xagr+ffGLX8R1XdavX88vf/lLjjjiiCn3OeWUUwB45JFHamlao9FoNBqNZsbQNXFmhjVr1gCwc+fO0feam5tZsGABAHffffeEfe69914AwuHwDHio0Wg0Gs3cQeubmaPRGqem4N/vf/97hBBcdtll+Hy+svYZOeBdu3bV0rRGo9FoNBrNzFHvKTF6akxRXvCCFwDwwAMPjHv/5S9/OUopPvOZz/Dss8+Ovv+Xv/yFz372swgh2Lhx44z6qtFoNBrNQY/WNzNGozVOTcG/3bt3A3DMMceUvc9IxDKVStXStEaj0Wg0Go1mjvGyl70MpRT/93//N+79yy+/HMuy6O7uZv369WzcuJF169ZxyimnMDg4CMCll17aAI81Go1Go9FopqbRGqem4N/IyiSVBPL6+voAaGpqqqVpzRzF8zye+MszeK439caaWUuJNX80mtrRF9dBTakFwQ4OxDS9GBV511577cwdzizlZS97Geeffz4vfOEL2bZt2+j7GzZs4LrrrsM0TVzX5aGHHuKpp54aXRnvqquu4uUvf3mj3C6Lp//2XKNd0MxVDuZba5nU9xAPgRNWL+p0qg7u/r88PE+y+5m9jXajCqZP32jG02iNY9Wy8+LFi3n22WfZunXraC2/qRiZs7xq1apamtbMQfY8t49Pn/8VnvzLs1NvrJm9CKCnH8JBELXd+BUQ3eqRWF3TrQqAXNbCzZpYfpdaOiSBYtAJohQIoWq2lX/t/6t6FAtDQ2wbbkNATbaEIQk0p8kMBmvwJ0+2WeDEBHa8tqMDUPOaYVc35Nwpt9XMPkzLwPLZnHn+SxrtyqzjgQceIBaLNdqNWYFt23znO98p+tmFF17IySefzHe+8x0ef/xxXNflsMMO481vfvPoanizkUwqy7fe/0Nu/eqvGu1KafIdx6xCeR7CNGs3lMxAKgNBf226RIB/SJJaAKpWtwTYvQa5FlmjIQBFIhWgJZak1gduT0HKtQhZ9elnLeHiKrNmv2J2mrjjx1VmjVoJIqEM2awNqJptZed7BPbVrlG9oEl6no9gr1OzLaSkIFJrNqVCAUilEbLWm4PCCASQyWTNPs1qFLzt6Hfztk+fx9nvegWGUVOelWYO0miNU9Pd6iUveQnPPPMM3/3ud7ngggum3H5oaIivf/3rCCE4/fTTa2laM4eQUvKLr93JDVd8X2f8zQUiYUR7G7geWAV1XKkAKTyExFdZpBZYiBwoa8xnFZlSIGDR4j7aYnEy0iKZ81VuqGDLb+R4SdszLAkOsM9poc+LVmwnjyJqpNkY3ootPB5IrqLbrf7hv8lMs37eHvpjYX7ffQRDboDqxLYiYLk0r+5meCBE1442pFf9CJ4yBfteZNG0VdL0rJe3UqmGVAqUwsqBWLMCua8bBuNV+aNpHBtOPpL33riJ+cvbG+1KdUxHDZtZFmw5GDj88MO5+uqrG+1G2Tx+/9N86s1fpmtHT6NdKY5tYTY3g2Egh4ZQmWwNtmyMcAikRCZT4NWm6ZTnoaTEsKzqAhmi8J9FHQhMcCXKMqqypcjrkMQSG2WI/BtVxlYUChmEzCIJngBT1RQba4mkWNY2AEIxnPMhVeV9tkChgMMiPawO95CSfnqcKLKKDB6BwkCyLryXDmuIbdkOnsvMr3JgUmELydJwH4dHunhsaBG70y0V2tiPLTwWNafpiCTZ0d1KMludHiy4RnahhxuRhLbbiByIamwpEJ5gaF0TTmeG2HOJ/HtV9A9KgAz6wM5f73g1hjf9NmrhPOiPI9LV3xuU64HrIiwL5XlzehaH67hc91/f4Z6f/oUrvruZhSvnN9qlqdH6ZtYw3RqnpnD029/+doQQ/PGPfywZwRyhr6+Ps88+m87OTizL4uKLL66lac0coXN7N+85/SquveTb5DI5pFuPEVDNjCMAIRBLFyJWL0P47LxoyXkgVUWdvBLg+gV7TwnQe5wfZQmEFAgHqPjyUARDWQ4/cjftHXEMA0KWS4s/jSU8yu+Z8tutDvVwzqIHWR7qxxSKJf5+Vvm7sCjf1kiO35GBvZwefYImM03IcDg18hTHh7ZhIPMByzL9MpAs8/eywt+LLSTz/Qlet/ghjo7tgUJbZdsSkojPIWi7CAHR1hQrNuwh3JQu08YEk3kMwdAak30nWeTC5Xs0gsi42P0pjFw+C8RcshBj2WKoR0aIZloxLQM7YPOur17EZ+768MEb+NNoKsTJOHzjiu/zX6d8iO6dvaiaM2fqj4hEMOfNQ9g2wjQxWlowmpuqGrAT4RBGJIwwDIRlYcSiiECgdieVQuZyKFmFPgwFUYevhLZmhBAIVyGylesSgEyrSf/hAXLRMf1ONcEZFJmFkuHDXGQAQOQDgJ6o0J7CNCSr5vewan4flimxDEWTL4vfrETf5G2FTIeT521hbbQH04ColWVZsJ+QUXkmWqs1zEmxZ1noG8I0YE2wmxdFnyVkZCv0C5qtFMuDPQTNHD7D4/iWXWxs2Y4t3Ar0DYAibDlEfVlMofDbLoct6mZR69CoLquIMZt7UUVinYPTVuE1qkBIMBwwvHw5rczCIL0b28jF7MpsAco2kNEg+ArBctsEn1l9YHkk7msaqHlNyLZY5fcGpZDpNCqdBqVG7w91yeid5Tzxl2e4aP1/cfv1vz0kpjxrDg5qyvw77rjjuPTSS/nSl77EhRdeyK9+9Ste+9rXjn5+//338/e//5377ruPH/3oR8TjcYQQfOhDH2L58uU1O685eFFK8atv/Z6vXfptXD2F7+AnHEIsW4Twj1/1WwB4EiUpOwswsdyk92g/yh6/nUAgXFBS5bMAJzEzMoK9cFE/HfOHJjRpGYpmf4a0a5N07UmNCRQ+w+XUtmdYFeqb8HnUzHBEcA97nFYGvMikxwaKsJFlY2gLLdb4WqlCwGp/D/OtOH9LriorozBqZFjm78c2xmdXWIbkRW1bWRnu5Xc9R5B0/VOOtvtMj6CVm3iubMmiNT3E+8J072xFyTKyAEponFzMYO/JguZnPWJbZL6tUnpIKVBgxTMYuYnZIyIWwQitQO3rRg0lJvdH0zAO37iGK767mcVrFjbaldrRI+MNxXVdBgYGAGhpacGyap9qN10889AWrn7TNex5rhOlFMqbZV+0lc/2E77xAQYhBCIUQvj9yMFBVLaMwI9tYYTzQb+JtoIon40cTuanItaAcl2UYWCY5uQ6opDtpxa2Q1vzhG2FArIeWGLKLMDRbL+lPpxYiWDFyFc7ZbeokAFILXeREypqFAJ/HmVnATaH0ixr78e2xp9XISBs5/CZHknHVxgzLW5wRCutDvdyWLQb84BUM0tIFvqHSHgBepxo4VBL2xIojgjuY7FvYMJpjVkZToo9y3OZDrZmOqbIAlRYQrLAP0TInHgNLgzGafU9zT+GFrMv01zCxnhbEdvBNMYfnxAwvzlBLJRmR3cbaWdyPVgwVxwTMstd3GaP4A4b4U6RBajIb+NNbFEGTAaOaSa4N01063D+mp3kFqIEqKAPZRf5bRgC5ctnAYpy70PFZJ4QEA4i/T5EfxyRmfreoDwXlc5MCLQLIfKDt0LM6SxA6UocV3LNO27gT7f8mfd8+510LJ3XaLeKo/VNw5kpjSNUjaFopRSbN2/muuuuG10ApNR2AJdddhlf+MIXamlSMwuJx+M0NTUxNDQ0Zd2i3j19fP7C63jwN4/OkHeaaaEgsMXi+TCvZdLfPxT6ANMAQ0wQJ0qA9Am6n+8jtWDqm52iEAAsqsUVwaDDshXdBIO5KW25UpBwArglpsmsCPZyatuzBM2pbcW9IDuzbXgY42yNCOy1/k6ODOyZILAnHIGCZ7Pz+Wd6aZFagAoDxWLfAK1WcspB2Jw0+Ev/Sh5PLC74caAtCNoOtjn1g1nOMena1kYqUaQW4MgUqDJ7FN+gZN7fXaxUcaktMjms4WxZ017kUBy1p6vmh0tNfTAsA0MILrz6Tbz60n/BnKYR/kr6nXq0s/RrV2EE65DJNAaZzrDrnVdN+zEcrDzxxBN8/etf56677uKZZ54Z1ZJCCA477DDOOOMM3v72t7Nhw4Zp9aPcay3n5PjRJ/6PH37ipwghkN7suyeJSBgjGp26z1YKlUohh0qXWMgHCn3l2Uqna5tSPLZdy5oQbIRCNxQKoJYuhAMGI4v6JcgHRgqzFw4k02wwvNiHssrMdiqxmUKRXSDJzpdlBPYKwT+jWBBQYQjF8vZ+WiKpKft/pSCVs8nKYrpKETJzHNu8ixbf1Nn9OWnQ7cRIy+LntcVMsiG8m6AxtVYadIP8I7mMlCw+5TZmpejwJTDKEAB70k08OrgETxlFgomKkJUjYLplnauuwRj7BmKlA5PlPjG7ENxt4esv0vcVgixGrrxpvWbapempOFbcLXrpKMtAhvx5bT0VUiFy3uTHUc4sb6UgmcEYiBe3pRQym4Xc1NdCfnDEm/P6zbQMfAEfm79yIWee/+Ip75la3xwaNELj1Bz8G+G3v/0tn/rUp/jjH/+IlAeOQgle+MIX8sEPfpBXvOIV9WhOM8so9yZ1z//9lc++5atkU86sFMWaCggFEcsXIQL+inZTgnwW4EgtHiCx1KT3WD/SV/50AoUCgzFZgPlb2YKFA8xfMFjRzASlIOXapNx8FoQALOFxatuzrA71VGTLVQZ7nFYGvfCoT2HDYWNoC61WZYWOE16AvyZXM+CFGDlXESPDMn8fPqOyWkq70838vudw0p5vVNT6DJegPTHbbzKUgqHeCD07W1BjA6bV9CSeovkZj9g2WfgKC9l+iQyGU9nxKddF7umExBwvJj3bEbDm2JW8/weXsPzIJdPa1IyL42s/Oj3ieNNHtDg+ACkl733ve/nyl7+MlLLklCkhBIZhsHnzZj7/+c9PW3H1cq61fdu6+MjZn2H7Y7tm5xQv08RsaUb4pg6KjUW5bj4L0Nn/IC8sCxEOVTx1T+XcfMH/ejzoF8kCVAvaob2loqmJ+ew+A6z8wKQClFnI9muqcuBitFtUKD8kl7vIUKVGVD4LcIy9WDDN8o5+fFZl/WPOMxjO+cZ004KV4V4Oj3ZNORg5ziMFcTdAby46Ot4nUKwNdrLU11+RlvCU4Nn0ArZn92dCmSgW+AcJW5VNNc54Fn8fXEJ3duS3qTCFImJnsYzKfouprM2O7jYyuTFTTKr8OVuDBqEdFnhiVKYKr5DxV4khpQjtThPZNjxqR1HI9vNNkQlbxBY5OXEBj8pLO4LrIfriiEKGsFIKISWyMMW3EpSUczoLEBgdIH/Bvx7Pf//vZQQjpRfV0/pmbtNIjVO3fMIzzzyTM888k0QiwSOPPEJ3dzee59HW1saxxx7LvHmzNM1VM6N89V3fIp3INNoNTbUUpu6KjjboaJty5KoYQoHKeTgtFoYU9B7jI7m48luRQORrADoKf8wBoVi2oodQqPL6NGOnyShP0WSnObX12YoFKOSnySz399LkJunKNbPY7md9cA+WqPxhJ2pmOD36OI+nl/Bcdj4LfEO0WcNV1T1fEhzkDUse5Fdd6+nKxghaubKy/Q5ECGhuHyYcy7DzyQV4uRqyukzB4JEW6fmSBfc7CMcrO9tvgl+WhbFsMWpgELW3u3qfNDXxLxedwSXXXoRpzb16PqryMmFl2dRM5Nxzz+UnP/nJqCBev349J5xwAvPn5wund3V18cADD/DYY4/heR5f/vKX2bt3Lz/+8Y8b5vMvrr2THU/snn2BP9NEBPwY0RiinOygAxCWhdHWhhxOooaHEcEAwu+vrv+3LYymGDKeqHkxEKRESomIhsEwYOlCqHAwEgoxD1eiPMjFbNygYHhJBdl+RVAolA1OiyS7QFZZYV2ABz5fDiVgUesQbdGps/2LYZuSJiMDUuJIi6Ob9tLmr3ygTAhosjOETIeBXAgDxYbQnqJTc6fCFIojQvvosIf4e3I5fsOlwx+vKBg5QsB0eUHrdranWnlsaBEByyVYRrZfMUL+HIcv6WRHdyuDw+HKDYzBbZYkIg7hp2zMjFF2tt8EhCC1NES21Ufro4MIBTLky1/3VdjCZ6I8mQ8CQnWBPwDLRHU0owYTiKEkynFQZWT7FXXLyE/BV647dzvGwmH99Y6Huf/nD/LSN53SWH/GMJ36ZuPGjZimyaZNm9i0aVN9GzlIaaTGqftk4mg0yqmnnlpvs5o5gq7vd5BjWRhHrq7ZjACyLYLuF1Q8FF7ElqC9LU7r/ASiKlW1H9uQnDHvcWJW7QHqZivF80I7arZjCFgT6CJg1f7b8RkeR0S7yOArPqWlAmy/SyiaIdFfmzgGyLYaGOkMVqq2bBAhBMSiOvjXQE5/48lzMvCnmTluuukmbr75ZoQQHHPMMdxwww1s3Lix6LYPPPAAF198MY888gi33HILN910E294wxtm2OM8nuthGAJZY0yr3pgd7VUF6sYihMiv4mvX/tgghED4fahUlQtJHYBqa0HMa6b6VQ0KfimIr/ThBeqQPSogsb4eelfgtzzWLu2q2ZIhYFF4iGWByjL0imEbkqPCuwlXsRjIgbTaKVaFepC1rUGJELAoOMTebGvNPhkCWsLpmoN/kJ+d4kUkvoRRcw00L2zhdISxk3W4yZgGoh4zsISAoL8uuksIAYaRzwCc43ju3D/GER544AGd+TeGRmuc6ZkfodFoNBqNRjOXUNP00ozjhhtuAGDt2rXce++9JUUx5DMK/vSnP3H44YejlOL666+fKTc1Go1Go5kbaH0zYzRa4+jgn0aj0Wg0Go1mVvDoo48ihOB973sf4fDUmTfhcJj3ve99o/tqNBqNRqPRzEYarXHqMu3XdV3uuOMO7rnnHrZu3UoikcCbImVXCMHvfve7ejSv0Wg0Go1GM70oUVixqM42NeNwnPxUwqOPPrrsfUa2zVVZb0qj0Wg0mkMWrW9mjEZrnJqDf/feey9vfvOb2blz5+h7kxU7FkLkVwOqteCERqPRaDQajWZOsXz5cp588kmGhobK3icej4/uq9FoNBqNRjMbabTGqSn499RTT/Hyl7+cdDqNUgqfz8dhhx1Ga2trXZYi1mg0Go1Go5kNCFXlSo1T2NSM57WvfS0f//jH+elPf8ppp51W1j633HILQghe/epXT7N3Go1Go9HMLbS+mTkarXFqCv598pOfJJVKYZomH/3oR7nkkkuIRCI1O6XRaDQajUajOfS4/PLL+eEPf8j111/Pqaeeyutf//pJt7/lllu4/vrrWblyJe95z3tmyEuNRqPRaDSaymi0xqkpPe/3v/89QgguvfRSrrzySh3402g0Go1GMzfRq+HNCE1NTdx1110cf/zxvPGNb+Tss8/m1ltvZc+ePeRyOVzXZc+ePdx66628+tWv5pxzzuH444/nd7/7HU1NTY12X6PRaDSagwutb2aMRmucmjL/ent7AfQ0C41Go9FoNHMbXRC7rpimOeU2Siluu+02brvttkm3efDBB1m1ahVCCFzXraebGo1Go9HMbbS+qTuzVePUFPxrb29n7969BIPBmpzQaDQajUaj0Rw6TLY4XKXblWtLo9FoNBqNZrqZrRqnpuDfySefzM0338xjjz3G8ccfXy+fNBqNRqPRaGYX0zGN5RCOWX3kIx9ptAsajUaj0Wi0vqk7s1Xj1BT8u/zyy/npT3/KNddcw7nnnotl1WROo9HMdpRC7e6CtiZEMFCTKc9nEuiBbAuomm4dioxh0JcK0hpKYdSQZW4gUQiy0sInXEQNtvzCpcVwSCuTjJo69XsyokJxoj/BE7kgQ7K2+2zAyLEuspdnk/NxajjxSoEMSKzWDO6Av7b0fg+SiwP4hjwC3VlqmSigci4YJkjJIa88GsCOJ3dzzEvWN9oNzUHAbBXGtSDl7LvnyKEhRCCAEaitz1a5HGo4iQj4ETXqfeV6Ne0/FmFbiJyHskxq6bSVACMHCIXnoyZb0gQjYaD8CuWr7ZowTI+BTICIz8E2ZA2WFH7DxZEmPsOrSd8IFEusIfzCo8sLo2rotW0ULw720+n5edKJQA22lIJlwX76nDBJz1+1HQAPQVMsxXDSj+fVoOEUSFOQaVX4B0DIGk68UjgRC2kLfINuTVoJpcCT+eu8FuEMqEwW5boIw0AYNS0noLO4NXOG2apxavqFbty4kS996Us8+uijvOY1rxmtAajRlOKlbzoFAFGL6tA0BmEgXAkDcXhuF6qrr6pOWpoQXxkk1xTATggiuwR2gqriNMKSBJYmSZsWg5kgOwdbSOeqeyhpslK8sHkrCkFG+UhKP7KqgJZivjnMxsA+wsKj3XRoMRxEFQcogCWmwfP8itV2ln8LDbLOTlVlSylIezat/hTLg/28uO0Z5vuGKrYDkPMMuhMRVMjDbs0SWDaM8Ff3MGemILJLkOkIEF8bYXB9FM9X+XlXSqEG4rBzX16AWhbUKEI1lfPVzd/iW1f+CCeba7Qr9UcXxNZMwon//nws28S0Ztd9R6XSyP4BvIEBlKw8eKSUQiYSyL5+lOMg4wlkOl1V/6+kxBseBsepeN8J+GyM1csRPh/CkxiOWxj0qRw3aJJYFcLMgZ0C3zBQRSBXociFFZkOMLIGZtzESBhV/s4V0ViKYNQh7dr0pMIMOz6qiY1YwmNFsI+YlcXDJC19uKq66zRmpDkj9CwrrCEWmsMcYfcRFNXd7+ebLmcE0xzrT/CKcC+vCncTEpXXs1IKctJEYtJqJzks3M2iwGBVWkkqGMr6yQmTYNChfV6CUDBLVV+iB+agheczcJpgeCm4wepu+sJTWGlwIyaZNh/JpQE8u8pnKdfDSDkIqRCeRLge1VxYSilUZw9q226QEuW6SNet7t6gFDKXq/o3fLBgmAYt85s46tQjG+3KeLS+OWQQqoYQ+8c+9jEAfv3rX/OXv/yFYDDImWeeyRFHHEEoFJpy/w9/+MPVNq2ZZcTjcZqamhgaGiIWi0267T3/91e++LbrSMbTSG9u3+TnCsIsBNQODNoGfLB0ASJQ3girE7OIrw4hbTHBVi6kyLRDeUlyCqvJwW7P5M2I8Z81B9JlZwEaSFaFelgW6AcOdEsRFA62KG+U3IfHWl8f86w0aoxbSuVHkfulTbbMLMCQgDWWSVCMD5YrBX3S4t50lESZtlxlkJH2uNF5pfLHujvTxOOJxbhl2FIKhrN+hjIBxp10le/jc/1+3H4/ZY3cSwj0gS9+wLZKITxFdEuSQI9T1si2yrmofd2Qyhz4Sf6/rodWITOHEIKlRyziAz+8lDXHrpy2dirpd+rRztLPfxyjxoznA5HpDLve/aFpPwZNbZR7re3b2sWnL/gKj9/39Ax6VwGGgdHcjFFmn61yObzBQcgVCciYJkYkjCijqDmAcnLIZLKqIMOBiNZmxIL2fN84tn8EMI2yswCVgEy7D6fFN/EzwA1RdhagNBVOK3gTbhEKZYAX9cCe0gwAlu3S0jKMackJmsRneDQH0lhGeeexyUqxJDiAiZpwGCYePqO8WQ4CxVpfD+t9nYDAEIX+teDGPi9CpxemnP7fQnGUL8ty2xvVIpAPvDnK4K5UG8/kImUdn1TgSBt5QD6LUpCVFjvSraTKzAJ0PJOhbABPTRCWZLMWg0MhpCwjaKpAZAyMhIkoMohsD+X1T7HPJtpSGLl8VuoBlwKgCPQ6+IbKzAJUCpF1ESWevZRplJ0FqDJZ1I49RXQXIATCNMvOAlSFwOFcRhgCJRVnnHcqm778ViLN4Um31/pGM13UFPwzDOOAh1JVUUaX59Uv7V/TWCq9SQ10D3HNxTdw361/Qwih07xnK6KQwl/qdy3IC5D5bdDeUvL3Lw0YXhYkM9/PuKjYASgD0vMU7iSaT1gS34I0ZmgyoaCwDcn8aJyAVfo+EzXTbIjuJWg4k4pfC4+g4YyK3WK0m0kO9/VjcqBYH/Eof9gJaTJ0QCDuQBaZgqWmAYiitmQh2PZQNszTuQMCcWPbVJCRFu4kFR6UAkdZPBpfQo8TLbmd6xn0p0I4njlpe8oxyHaGUE7pB0IzDcFugXAnf0zw92WJPZvEcIufd6UUDA2junonfaBUSoGSc35EeTZhmHnR/+YPv443vP9sLLv+ZUFmXBx/bprE8Xu0OJ7tVHKtSSm59cu/4hvv/wHSk7NykFOEghixWMmHc6UUajiJTCSmthUM5qcCl+hElVLIZKo+2X62hbFkISI8RYKBEEjbnDT72w0YpBcFkNbEwcixeDbkQpQMiigUXihfwoSJMaNx26mAQoblJB2fIhJNE4lm8ptMsl2TP0PIypV03USyODhAi50uZYR8EwqfkcOcRN9ERIYTgrtoMdIl21MK0spmu9tEZpKSIu2Gx/H+LH6hip7SkWDg006Y36XaSpZNUSo/sJlTFpNpEoCubIzObKyk7lIKEo6flGtPakspiMdDpDOlt8MDM24hnEkCXwoMFwLdYGUmUUFSYWWByS4ZwEx7hLqyJbUSkM/2c9wpx0GVAMzSul8pBT39qL3djI78lkCY+d/gZPcG5XlzXpsZpkG4KcR7vvVOXvSqjWXto/WNZrqoeW6CUmr0deC/p3ppGseOHTt497vfzRFHHEE4HKa1tZWNGzfy2c9+llQqNe3tt3Q08ZGfvocP/OASgtHArJsmo8ln+wlzitHzkZ9xVx9s2YXKThT3TtSk/+gYmY7CyPok5oSEULcg2AVMiNkpzJhDYEUCMzjVCKEgJ012DzXTlwpNiAsJFKuC3Wxs2k7QKC2eR3AxScgAjjQn2LLxWOfrYb2/F1MUD/zl28wTER4LzCy+iQdIQMAG22SpmRdLpWwZhRItJwSSnBWMExYTbbnKICn9kwb+IP/1+oTLCc3bOSq6G+sAW/lsPx+diSiOV1pkj9gyfJLAsmGsliLTZCT4eyG0Ny98pxoqyrb66H1eM5m2IlkZrova3YXq7Jkyk0QIkZ8KbOq6tDPFSNDje1f9mM0nvJ/tj+9qtEsazYxgGAavuexfuf7vn2P1MStqKWE2bahUGq+nB5nNTvzMdZF9fWUF/gBUOo1MJPIP8Qd+lsshh4bqEvgTLU0Yh61EhIJlOKUQjgtFpjMqAel2H8llQaQ9yeBmATMH/jgYjppoy1Bk2yDbRv6JajJ9g8DICMwBE4rMkrUsl3kd8Xzgb5Ig4oi1oWyQvnQIt0gNuaiV5ohIJ83W5IE/oFDn2EfWs4p0pYo1dg9nhp+l2chMeqqEgKDIcYTdS4eZ5MD+30RxtC/LScEMgRKBvxE7AIfZSd4S280qOzlhG6kgK21yapIgXMGWEDDfH+fwSBdBY+J1mPMMetPhSQN/I7YMA5qbU7Q0JzGK1F8UGQOzz5488Ee+GWlBahFk2hTqwMCrUhhOfpqvmCLwB+AFTBLLgmRj1sRYnFKITA4jO3XgD0Ao8iV+ikx7V1kH9ex21J6uQjR0clvK8/JarYhGU1Ki5vg035Gg58mvPoEbn7qm7MCfRjOd1JT5pzk4ue222zjvvPOIx+NFP1+7di133HEHa9asKdtmLSMUvXv7+cLbvs4Dv3qkov0008RU2X4l9yv8f8E8aGsGQzC8NEB6QWEaaAXmFIAB6Q6FGwJMiX9+GjNSzbQAhc/0mB9J4Lc8ImaG9ZG9hM1sVQWv81mAWQwBbWaKI3x9WCWy/Up7lP9PQlmFBTwECwvZfqJEtl8ppAIJPJCN8FzOj1Jiymy/kn4Vpsn8Pb6UvlwEVwoGUiGybplzlQ6wpbIm2c4gKmdiZiDYNXW2Xyn83VliW5J5UZpIojp7qxKNSqn8fmruCs7ZhmHlr+u3fuKNvPbyf8Msc5rgVMz4yPhn/2d6Rsbf+0E9Mj7LqfZa81yPmz/7C777kZtQgHRn331HhEMY0RgIUMkUsoQ2LMtWKIjw56dYylQKigwIVoxlYSxZgIhMPk2uGIr8A7i0LTAErr+Q7Vek9Eg5jM0CdIOKbCuTZvuV9kuhggoZkiAU4UiGaCw9RbZfcUQhCzBo5TCFZHFgkFZfNYP4+by4kSzAsMiyMbCbedbE4NuUlhQklc32XBMOFm2Gx/P8WYJi4tTjqewIAY9nw/wh3UZGmnjKKCxWVtmJGp2enG2iKxtFKcFwzkcy56vKllIwFA+RyfhAghE3MbJV9G2FLMBgF5hZUXa2XymslEewu5AF6EoMJ1d11ZORLEAF0DuQD/pNke1XipEsQOCQyfYLRgJc9vX/x0vOOani/bW+0UwXOt3qEOORRx7hnHPOIR6PE4lE+MQnPsH999/P7373O972trcB8Mwzz/Cv//qvJMoc9a2VeYta+cTtH+Dd33on/pAfw5yFw+SHCqY5dbZfKUaKu+7rJTfQS/9R0XzgT1QW+IOClpYQ6hQEvBzBFQnMcLX1QASOZ7FrqIn51hAbm7ZVHfiDfBZgWvpZa/dxlL8Ha5Jsv9Ie5U9LVLgsNh022AbLTANjkmy/UhgCTAEnBoY5zpcmJf24VBdcEQL8hssLW7bRIobpisfIutVlywkBht8jsHSY4LBHaE952X6lyLb76D86itfdk59uUqVwHMkCxKhPAEozNdKVeK7HN973Ay47+YN0bu9utEsazYxgWiZv/MCr+dqDn2HZEYtn5WJnKpnC6+7G6+2tKfAH+YxCGU8gh+J1CfyJpmg+22+qab6l9odCbYscmRaL5PLysv1KYebyi4FkWxTZeUyZ7VfaL4FIC+wkzJsXzwf+qggiQj5kN5gNIj04ItJJi13t7B1RyAK0WWIOclb4GVrN6mwJAWGRY52vl+f7kpwcyFQc+BuxA3CkL8kbIvswlIEzRbbfZLaEgIX+IZb4++nPhKoK/I3YMgxoaU4RsbJYvXZ1gT8YzQJMLgbPLj/brxRu0CSxJICULka2+sAf5LMASTuo53agdneWle1XCuV5+RXD3bmd7TfCCa84jm8/+aWqAn8azXSig3+HGJdeeinpdBrLsvjNb37DlVdeyYknnsjpp5/ODTfcwGc+8xkgHwD8/Oc/P2N+CSF4+VtO49tPfJH5yztmrF3NGCapy1Epw8cuwAtUL7DHYqxNIaoU2GNp8aXZ0LQXo7oB/3EsshIssoehRreEgBbDJixETed+ZM/HshFkNWkIB/jkSoPHBhYX8gBqOEIBIm5id1mIWr9AIfBt7UMMDNdmp2BLZ/41hmce3MoP/+enjXajKoSanpdm7rPq6OV87cFP8+/vfFmjXSmOlMUX9aiGOmb1iCULEZPUHysXGTTJdgSqGow8EKcJ3MqTECcgEETaU1i+8hYUm4rDY11VDUYeiI3HC4I7MVCT1jmeCiEgaJgssfcH3qrFEPCkEyU1SS3BSvzamWwlJ+sgLIFsZ7iQIleLU/kFPQKDdfBIgD3sYqXrU1df9Q3AcB3LQR0Cfd57b9zEx37+PloXtDTalbLR+ubQQQf/DiH+9re/cc899wBw4YUXcuKJJ07Y5t3vfjdHHplffvyaa64hlytSmGQa6VjWzkvfdAqmrbNyGkOdshJqGFmfQH30GaaoX7DHELIeCxYC+QeAep0rt063dFnIAKgHokg9oqrxZNkr0WlmL06mDlMBG4GaphewceNG1q1bx7XXXjtjh6OZWWyfzb++/cxGu3FQUbdMyTpmXKp6PjmJevW0YFaRWVcMo2CnHrbq2Vt7yqibPVkvYQn1C2bVM1BSz4peY5dj1kyJaRmcdcFLZmWW96RMo77RzC508O8Q4tZbbx39+y1veUvRbQzD4PzzzwdgcHCQu+++eyZc02g0Go3mkOWBBx7giSeeYNOmTY12RaPRaDQajaYu6MHN2UVZ+dOrVq0C8iNwW7ZsmfB+NRxoSzP93HvvvQCEw2Ge97znldzuxS9+8ejf9913H2eddda0+6bRaDQajebQ4TWveQ1CCK655hqWLFnSaHc0Go1Go9HUmQceeOCQXPBjtmqcsoJ/27dvByam34+8Xw0HXTrsHODJJ58EYM2aNVhW6a/+iCOOmLCPRqPRaDQaTb249dZbEULw8Y9/fNz7hmFgGAb/+Mc/WLduXYO802g0Go1Go6mO2apxygr+XXDBBRW9r5l9ZDIZent7AaaMPre0tBAOh0kmk+zatWsm3NNoNBqNZlYjqH8Baz0MCqpIfapi72k0Go1Go6k/Wt9MH7NN45QV/Lvxxhsrel8z+0gkEqN/RyKRKbcfCf4NDxdfWTObzZLNZkf/HY/Ha3dSo9FoNBrNIUE0GmV4eJiuri7Wr1/faHfGoTWORqPRaDSaapmtGkcv+HGIkMlkRv/2+XxTbu/3+wFIp9NFP7/66qtpamoafS1durQ+jmo0Go1GMxtRYnpehygjJUauueaaogONjSwPozWORqPRaA4ZtL6pO7NV45SV+ac5+AkEAqN/O44z5fYjI97BYLDo5x/4wAe4/PLLR/8dj8e1ONZoNBqNRlMW5557Lg888AC33347ra2tzJ8/H9u2Rz8/66yzxv27HOq1mJzWOBqNRqPRaKpltmocHfw7RIhGo6N/l5rKO5ZkMgmUniLs9/tHswM1Go1Go5nzqMKr3jYPUd71rndx3333ccstt+C6Lnv27Bn9TCk17t/lUq+RdK1xNBqNRnPIoPVN3ZmtGqes4N/OnTtrbqgYy5Ytmxa7mokEAgHa2tro6+tj9+7dk247MDAwGvzTI90ajUaj0aDFcZ0xDIObb76ZP//5z9x1113s2bOHbDbLd7/7XYQQ/Pu//zvNzc2NdlOj0Wg0mrmN1jd1Z7ZqnLKCfytXrqx7w0IIXNetu11NadatW8c999zDc889h+u6WFbxr/+pp54a/fvII4+cKfc0Go1Go9EcYpx44omceOKJo//+7ne/C8AnPvEJ1q1b1yi3NBqNRqPRaGpitmmcshb8UEpNy0szs5x88slAfkrvQw89VHK7P/7xj6N/n3TSSdPuVzGU1NeH5hBCX+7lo/uOgxopJfu2dR+UGkCo6XlpDh369g402gWN5qBF3y4bxEHYXzcKKRXJeKrRblSM1jeHDmVl/t14443T7YdmBjj77LO5+uqrgfx3+oIXvGDCNlJKvve97wHQ3NzMaaedNqM+Ahz94nXc9KmfAQbSkzPe/iFLIShfcz0BAfbOQdx54fr41Weh2lxqdWsoF2A45yNsOTXbGvCCSASGUjXZUkAWlxAWSomabEkFy6w0jznRqTeeAguPdn+CnmwEqO1kybCHYUvIGTVagtyCKPmTpGp/ChBCC9pGoODJPz/Dlf/ySd79rXcwb1Froz3SzDKknHv9vlKKX3/793z1km832pWDBwEqmYZQoGZdYmQ9RE6iLEGtAsBKsr//qbFTyw37CLRk8/ZqtNWdibAsPFibEcBRFv1ukBYzXbNWcqTEMxQCgVGLVlKwzE5Buq02hwq25vmH6c0Wr2lemTGwow7OUGDqbadAWuD5wHBqvhTwgiZK1Cf4IsJBVJ8etCgXJRUXrruM933vXRx3+lGNdkczC2m0xikr+HfBBRdMtx+aGeCEE07glFNO4Z577uFb3/oWF1xwwbg0VIDPf/7zPPnkkwBceumlFa9CUw+OO/0ovv7IZ7n6vC+z9dHt+vl8plAKPBdMq6A8qpQflkW0D3xPJoivCdcktt0gpLtDmMrBnpepyS2fJfnTwBo2RPexLDiAUtW6pcgoi7+kF7PO30uLmalKtysFEtjpGezFY41l4qe6AKBSEJcmcakIiixp5avCo/3PH/1uhHmRJK5hMpAOVmVrJD7npmzSiyHYo7CTVX55Km8smDYRa5bBrk5IZ6uzNeqcvrE0kofv+gcXrruMS7/2Nk5748l1W6hhWtE1cTRV0Lu3n89feB0P3vn3Rrsy/QiBMM38YKLn1WYrEkaF/AjTyI9u1eSWILozRbrdTy5Wva5VgOFBZBek54Pnp2pNogxFUlo4fRGam5MYRrWDiQpLSDqdGEoIlgQHMah+YFKguDu1mvX+Lg739aAQGBVGkUa6171eiH86IY7xOyyyvKq0klTgIXg2F8JvODjSRiKqsJT3y1UmnjBoDSQZzAaRqgZbOZOsX+QHOZMGooawnZkBJwy2AKtaeaPy/7GHPaTPxsi5iGp/O0qhpEQNJap05gAMAyMSBimRyVRNGkz4fIimGGSyyESd/KsjA52DXHHGx3jVppdz4afeRDBce3B42tH65pBBqINx7o2mah555BFOOukk0uk0kUiEK6+8ktNOO410Os1NN93EDTfcAMDatWt58MEHx60SPBnxeJympiaGhoaIxWJ18dVzPW761K1872M3g0JnAc4khgHCqPyBvKUJ0d6CMPIVBaQliB8WJttW2aqJSkCmTZGLMarJhM/DvyCF8MkKRK3CEIrWUIqAvb/GaLsvwTHR3fiMSjIKFQaKgJHDHBXCisVWgsPsvrwULcPWiPhNSZOBURGbr8Gw1DRYaBllC2Sp8ts95gR4zAmO2pJKkJY+XMxyDy4f+0XwdHIBndmmUQ8yrklXIkZOGmV6VdB0riDbGUKm948xWUkI9ghEhT9lO+ES25LCzMqCfQW9A9DZl3epgl5MSQmyxodSTV0QQqCU4qSzT+DSr/8/WjqaKtp/OvqdydpZ8T+fwAjUV8TLTIbtH/zvaT+GgxXP87j11lu56667eOyxx+jv7wegtbWVDRs2cMYZZ3D22WdjmuXf66qhmmtNKcXd/3sv17zzG2SS2bmvYQwDYZqjukEphfLcygJ3hRE+sWQBtDXv1yBKITxZ+cOkAOm3wdxf5SgXMknP96MMyh4BVAAGuH4YSWFTKJwmyI4ko1Ugl6TfQ8a80eJLQiii0TThkFO+kYIXEdshbO+f0WALl+XBfqJ2pREkhU+4mGK/xmo1UpwQ3ElYlD9jQilwlMl2t4mk8o3aXmx6HOvPYkJZWYAjA7S7cgHuTM0jLu3R911lklMmZWuSwpZ9Toi9mWZk4cRLBUPZAGnXN+n+BxpTQCIeJDkc2O+DB2bCBJfyg4CFgIu/H6z0/n2MnMJOAbKCy0opjJwitDczqpXywk5iuJVrHpVIIvfsgyr2PRDh9yNCwf33hpEAYC5XsS2jKYYIhfbbyuXwBgchN/vWERCGoGPZPN7//UvYcNIRFe2r9c2hQSM0jg7+HYLcdtttnHfeecTj8aKfr127ljvuuIM1a9aUbXM6b1LP/X0bnzrvy+x8cs9BWSfq4EUgLHP070mxLMSidkQoOOEjBWTm+UisCaPMybMAFQoZEKQ6FKro4LzCas1it2bLygIM2VmagxkMY+J1YwmP9ZG9LAkOlpEFmBfFPuEV3S4ocqzz9RAzspPaKSSw0S9t0qp44nVMCFbbBr4psgCVgoQyuC8doV9OtKUU5JRZdhZgvxPmieRCsnLiiVcK+lIhBjNTZAEWFHZu0CbXE8xHcQ9AeBDoATs1hU8q33BkV4ZgZ7ZoqyqTzWcBZsp4YFIKJT2d8TcLMUyDcCzIf33jHZzymonlKEox4+L449Mkjj+kxXExfv3rX/P//t//Y8+ePaPvjWiAsQNTS5Ys4YYbbuBlL3vZtPlS6bU20D3ENRffwH23/m00yD1nKWT7jQz6jUUpBVKWnwUYCSGWLUL4iwRjlAKpys5kUqaB8ltFO3dpQKbdTy469QQoBUg7/ypmy7MV6fkgy+hqlVDImIsKFD8Gny9Hc1OqjCxAhSkUzf40tlksqKyY50uyODBQ1sCkgcRn5IoG5QwkG/ydHGb3wiS2RgJs3W6IPV4UVeRk+IXkOJ/DgimyAGVhZsSf0m38PRstuqVUgqy0C/HgSXSlAlcZ7Eq3kvCK37/TrsVQJogsx1bOZHAgjOsWuXYUiLTASJWXBWimwD8AQhbZVimsFFjlxIOVwt+fw9/nFJ/qqxRGroxA/Ehd/r1dqMHiz4gVYRgY4RCiyCwypRTKyaFS5WUBCp+N0dyMKLJYpVIKNTyMTAzX7nOdMUwDKSWvu/yV/OfH34AvUF6gWeubuU+jNE5dg39btmzhz3/+M52dnaRSKd75zncyb968epnX1JEdO3ZwzTXXcMcdd7B79258Ph9r1qzhda97HZs3byYUClVkb7pvUjknxw8+dgv/+6mfIYSY+yPos4mpsgCbo4iOtqLCfyyeLYgfFsFpLd7xKRTZNnD2J52VRPgLWYB2sSzAfLZfSyhF0J56JHC+L87Rsd1YwisifItl+5VCsdSKs9runyC292f7GQxI32iGXikMYLllMN+cmAU4ku33ZC7Ao9nglLakEqSkD69IFmB+6rHg2eR89mSbmerEZ3IWXcPRolmASgFeIdsvNcUDlRqTBVhCqFpJj9iWFFZm8t+6Ugq6+/OvUlmAUuYDf5pZy0iA5LQ3nMTmr15IrHXqrHMtjucu3//+93nLW94yboG4FStWsGDBAgA6OzvZsWPH6GeGYfDd736XN73pTdPiTyXX2j3/91e++LbrSMbTc1+rHJDtVwqlFMp1iz/kj2T7LeqA9tapZxxIhZCTZAEKkD4LrKkzJZyISaa9eBZgsWy/UigUTjNkR0qYFovl+CVezJ1yqUUhJLFYmlCwVFaUImw7ROyps/F8hsuKYB8hs9S2E7P9SjHPHOaEwC6CIjdhW6Ugh8H2XBPDaqqZHopllsvRPgeDiadWKej0/Pwq2c5gkcHICe0qE3eSLMB+J8jeTAveFCfeU4KhTICMV6TNwsDtcCLIcGJMtl8p3EIWoFckC3Ak228gH/ybKkho5BR2skT9vkK2X3BfZkqtVE4WoBpO5bP96pFF5/PlA39T3RukRCaTk7ZpxKKIcHhqW04hC9CdnVmAi1Yv4AM/uITDN06dXKP1zdymkRqnLsG/hx9+mMsuu4z77rtv3Pv//Oc/xy1hfO211/LRj36UpqYmnnjiiYbUk9NMDzN1k3rqb89y9XlfZt/WLr0i8IwykgU4puO1TMTCdkS4/ECxAjIdfhKrw6NiW6GQfkG6Q+VHzst2SWG3ZrFaxmcBBm2H5mAas0i2Xyls4XJUdA8LA/ExWYAKn/DwicoWGwkJh/W+HiKGM7qmhAIGpE2qgmkqAE2FLEC7kAWoFCSVwf2ZMD3FBGoJ8tNwLDLKHtf+YC7I48OLyFRw4qWCvlSYoUwhy7MQnXSHbJyeIBQbwS6BcCHYM2a6SyHbL7w7Q2hf8Wy/Uqh0Jp8FmB3zwKSz/Q46DNMg2hrhiu9s5oRXHDfptjMtjld+bHrE8bYPa3E8lh07dnDEEUeQzWYJh8N84AMf4KKLLqKjo2Pcdj09PXzzm9/k6quvZnh4mEAgwFNPPcWyZcvq7lM519rwYJIvb/omd//vvXM/2w8QljXloN9YSmYBhoKI5YsQgQrKgxSyAJHj88smy/YrhTQF6Q4fbnj/oNVU2X6l8HyFLMAxXa0SChn1UIFK5nCC35/PAhRCjWoSUyia/Gl8RbP9SqFo9w2zKDA4bmBysmy/Uph4HO3fx2pff75bFflD6vGC7HGjo9NpyyEoJMf7HdpNb1QnKeDedCsPZ2NFMwdL4SmBMyYLUCnwlMGuTAtxd+KMlMlI5ywGs8HxtlyTgYEwbq6sUvl5SmQBmmnw9YNRgVZC5qcBm2PjwUrhG8gR6C2R7TeJLcN1USO/nZFsv84eVP9gBYZKIARGJFw0268U+SxAB5Ucv0qusG2M5qaKbclEAjWcLHufmcIwDZRSnPuB1/Dmj7wOc5IBCq1v5i6N1jjl36VLcPvtt3PSSSdx3333jUYvSwme888/n3Q6zdatW7n99ttrbVpzCHLECYdxw6Of45UXn9VoVw4x8qP2amSoPRZBrFxaUeAP8iIx2J2l7eFBjKyXz/ZrheTiCgN/AEqQ6wuQ3RVGKIVA0hpK0hZOVRT4A8gpi4fjy3l4aGnBT0nIcPBXVBMwT0r5eDC7iG25ZpSCrDLo9AKklEWlRaWHlOJRx6PLyx/PMzk/tyebKgr8QV7s+w2XiJEhJw08JXgmOZ+H4ssrCvxBfpS+PZxkcWwQJChPkNkTwukKVRT4A1AWpBZAel7+Ic5Ke7Q+liBcYeAPQAQDsGYZtDUX+iGZrzc1xx/A5xrSk8T7Elz16s+QcyqvBzStKDE9L804rrnmGrLZLJFIhHvuuYcrr7xygigGaG9v5wMf+AD33HMPkUiEbDbLNddc0wCP89zy+dv4w4/zg+BzOvAnBMK2Kwr85XcrTA+2bShM3ROLOhBrV1QW+Cv4gGlAITteAdJvoQJ2xSt5GZ4itC9LsCuLQqEEuAGQvsnLlBTDdAThXeAbzGcDKp/Ea8uhgpUF/gCyWZvunihuLn+eQ1aOecFkhYE/AEGPE+Wp4QW4ygAUtsjhrzDwB+Bh8kh2CX9KrcRRJq4yeM5pYZfbVFHgDyCtDO7L+Pl71oeLoNfz8f34Yh7KNlUU+AMwhSJgOBhIlIIhN8hTyfkVB/4AgrZLR2gYE5UfcB0O0NMdqyzwByBAhRReszcyzQJfP/h7Kwz8ARiCXETghMkHvHOS8K40wZ4KA38FW9K2UJaZ10rpDPK57fUJ/PnsfE2+CpN7hBAYfj9GUwwK+xrRCMa8tqpsmbEY5ry2in+/0430JEoqfviJn3L/Lx5stDvj0fpmxmi0xqkp+Ldv3z7e+MY3ks1mWbduHb/61a9ITLLqTjQa5d///d8B+NWvflVL05pDGH/Qzxve/+pGu3FoYhqIw5ZjLOrIr8BXrZmsxB5Mk1gBTgtVr5YHILMWIddjYSxByFdbsGBfNh+wCxtOGdN8S6MQbHeb2eMF6JE+vBoO0AOezBncnGjmwWy4JlumUAzkgtw7sIZdmVZqOfFB28UaEKS3RZHJGrK4BeRi0PJEnJZ/JrDS1U+TE4YBHS35VatrXWlS0zCUVOQcd+5PmdQU5Te/+Q1CCN773vdy7LHHTrn9Mcccw3ve8x6UUtx5553T72AJUok0Zg394qynEPQzbLum1bmFEIjWJsSGtYj582pb6dsQKL+FCvnKmuZb0ifAl3BRJrhBwKzh+BD4B8Frz+E1u1Sw7tYElDLIpH10hBLE/JPXFJ6KrLQZyAUICAfbqGThtIl0e1EezC7kMaed+JTTfCdDsN21+cbgEn6YWER/xaPAYyyJ/MIpjycWsSPdhqeqP/GmobCVpGtfM4l4iJpEqgWmowjtAzspaloRWPoEga4M0W2pmrQSQoBlIp/agty6E2odaDMNjOYmzEik4kGBcW6ZJkZTDHPBfIxotLb7jM8Hdc5kqyfpRLrRLmgaRKM1Tk0q5Ytf/CLJZJLly5dzzz338LKXvYxwODzpPi95yUtQSvHQQw/V0rRGo2kQok4rDgmoSRQfaKvSEezJrNVrsDA/el0fY7naE7ULiJpE8XhL9RvZE5UnRmg0M4uappdmHDt37gTgjDPOKHufM888c9y+mumhpkDdAXZEDcG6A4zVL8Nn7LzYWplYGrd6U7NQ30iMijP0SuHU0dZUtf3KRZAPvtbLlqiXVlIl6v9Vg6zfAFstQb9xdoSoq63Zlv03a9H6ZsZotMap6df161//GiEE7373u2lubi5rnyOOyC91vW3btlqa1mg0Go1Go9HMMbxC1q5ZwUCTVZhGKuv4MKvRaDQajUZTTxqtcWoK/u3YsQOAE044oex9Rgo+Dg/PvuW4NRqNRqPRaIoxknFR75dmPIsXLwbg/vvvL3ufkW0XLVo0LT5pNBqNRjNX0fpm5mi0xqkp+OcWltKuJAo5NDQEQCQSqaVpjUaj0Wg0Gs0c47TTTkMpxac+9Sn27t075fZ79+7lU5/6FEIITj/99BnwUKPRaDQajaZyGq1xagr+LViwAICtW7eWvc/f/vY3gJqXKdZoNBqNRqOZMXRNnBnhXe96F4Zh0NPTwwte8AJuueWW0WkyY5FScsstt3DiiSfS1dWFYRhs3ry5AR5rNBqNRnMQo/XNjNFojVPhuuXjOeWUU9i2bRs/+clPOPfcc6fc3nEcrr/+eoQQvOQlL6mlaY1Go9FoNBrNHGPDhg18/OMf57//+7/Zu3cv55xzDs3NzRx//PF0dHQghKCrq4uHH36YwcFBlMo/YXz84x9nw4YNDfZeo9FoNBrNCBs3bsQ0TTZt2sSmTZsa7U7DabTGqSn495//+Z9873vf4xe/+AW//e1vR1ciKYbjOJx//vls2bIFwzB429veVkvTGo1Go9FoNDPHdNSw0SPjRfnABz5AU1MTV1xxBalUioGBAX7/+9+P22ZEEIdCIT772c/yjne8oxGuajQajUZzcDON+uaBBx4YXfNBk6eRGqem4N9LXvISzjnnHH784x/zyle+kksvvZTXvva1o59v376dwcFB7rvvPm644Qa2bt2KEIKLL76Y9evX1+y8RqPRaDQazYwwHdNYdPCvJO985zt5/etfz4033shdd93FY489Rn9/PwCtra1s2LCBM844g7e85S3Mmzevwd5qNBqNRnOQovXNjNMojVNT8A/gO9/5DolEgl/+8pd87nOf43Of+xxCCABe+cpXjm43Er18zWtewzXXXFNrsxqNRqPRaDSaOcy8efN473vfy3vf+95Gu6LRaDQajUZTNxqhcWpa8APA7/dz++23c/3117Nq1SqUUkVfS5Ys4Wtf+xq33HILpmnWw3eNRqPRaDSamUEXxNZoNBqNRjPX0PrmkKHmzL8R3va2t/G2t72NJ554ggcffJDu7m48z6OtrY3jjjuO448/fjQjUKOpleRQqtEuHJooheztRzTFEHZttw/hQXS7x/BSA2XWdm9wMhbxvhDRtiS13GaUgm3JNtr9CRYHh2rySSrBs5n5zLeHiJmZmmxlpEV3LkarNYwlZE22Eq6flGsRML2azhVAzjVRhgIJgtpOvJACJVTNNUeUV9v50Wg0mmpRc/lhRymU54Fh1K7nlYLhFERC1NwRSQVIMERttpTC35MhF7XJNdk1uaQAX7dBrkmi/DWZQiroHorQFk1iGrVdYGnXZkeqlWWhfowaT3t/LkxS+OnwJWqyoxQMuUFswyNguDXZcqVBxjXxmV7Nx5fzjHwRNAXUom8AkavNl1GUQkhQhkDIGm82UoFhgJS137iUQmYyCJ8PYdSWV6RcF+U4iFCo5vuM8rw5flPWaCqnbsG/EdatW8e6devqbVajGeXB3zzKZy74SqPdODRxcqjOHlR3H2LxfIymygu4KkAGbfwJm8ATHtHtHr3HWjjN1QuGwe4mAOJ9Eeav7MX2TVwyfSqkEqQcm79kVwGwLrqXE1u3YhuVB5OSno8d2Xk4ysJIS44K7uYwf2fFzyVKwe5cK4+kVuBi0p2LsdTXR5OVrtgnTwkeGVrKw0PLUQjSriTmy2BV8TDhuga7d7UxnAmCDXiAq6oKANoJSccDWQxlgCVQUoEnq5LaKpGEHXuq2FMzmxCGYNkRi7H9tT2A1xsxDQWx615gW9Mw1j5/NZ7rYRgCWeuD+SxFeR54HlhW9Q/5Ph/CVYiBYRjOINti4Kvit17ILBEo8BQYoGyzugCgJzHSDtEhiQJSS4IMr4hAFQOTSoCyBcHdNoE9iswSF2eerDp+lMr6SWUDdA/GWNbeRyyUrdwnlQ/89WU6AMGOVBvHN+8kalduy1OC7myMhBcEYIEzyLrQHnxG5bor6fn4Z2opcS8IKFqsFK12dYO4vdkwfx9cQlbapFxF2M7hMyof5FQKehNhdve3gFkI/nlQ1RcoIbDPwB4s/FYEVWdDiZwiutvBlALlN1GuROSq00qks4hdexGmiTKM/O9a1jBwKhUqlUalMxjhEMLnq9iEUgqVzaJSBX2bTGE2NyOquDcoKZHxBGQrv76nG8M0MAzByqOWNdqVcWh9c+hQ9+CfRjNdpBJpbnjv97jjhrswah3S09SGlKhd+5BDCcSi+QirvFuJMgVuNICy9mcO2GlYcL9LfLXB4BqzMrF9wKaphJ/tjy2iY1k/sTKzAJUCxzNJu/Y4g08mFrIz1crp7U+zqMwsQKmgM9dEdy42akti8Gh6KbudVk4IbyFilidGMtLikdQK9rkto+95mGx3Omjxhlns68css2ftd0L8vvcI+nLhUb88ZTCQDRKycoSsXNkCOT4UZOeODlx3zIOfCcogHwCUZRpSiqYtLm3/dPaLYSHyxSgME+V6ZQsH5UnUvm7o6a91gF7TQEaCJq9658t569XnYtSYQaDRzCRnnHcqLfOb+PQFX2WoJ46cw1nIynVRQiAsq/zsHCEwgkHU2MzBnIvo7Ec1hSEWLj9wV2xKmQSR9VC2AWaZ9w6lEI6HSDujXYcAQrvT+Pscho6I4cbKCz4oQFmgTEb7IaEEwV029qAktTyHqjQmIkb/Q84z2dLZQVt0mMVtg2VnAbpSMJzz4ykxaiueC/CHnsNYF+tkVbi37NM+7Proyjbjjelou3JN9MUjHBXaVXYWoFKw02njmfR8GHPmB9wQSc/PfP8Q/jKDia4UPJVYwI5U2xivBMmcD8fwCNtO2VmAjmuyo7uNeDqw/01BIQioQO4/h1NhpgShHSYie8DMiCoCgL5Bj+huBzH2lJiFWTOOLD8LUCno6Ud09u6/RoUA00SYJjJXY4qiUsjhJMJXyNwrsw9XnodMpsAdk/npuni9vYhIBCMaKfs+o7IO3uBgfpBiliEErDxqGR/4wSUsX7e00e5oDlGmPfj36KOPcsstt9Db28vKlSt505vexOLFi6e7Wc0c49E/Ps6nz/8KfXsHAObsqPrBhooPo5IpjMULELFo6e0AGbDxIr6J4l7lNUhsiyTUpeg51iQXK0MwFNUBAiUFXdvnMdwfZv6KPqxJsgClglTOhysn1iFVCJKen190Hs3RsT2c0LIda5IswJRnsyM7j6yyijgn6PfC3Bk/imNDO1nl655UbO9xWng4vQJXFa+POuCFSaSDLPP3Ep1kSrFU8I/4Ev42uKLg00S/Uq6N45lEfdlJswA9T7Bndxv9fSWyPQUoG5SnEO7k04CtpKTjwSzB3iLnc+TEWGZZWYBqOIXasQecgmjVt4aDEsMQtC5s4X3fexfHnrah0e7MOBs3bsQ0TTZt2sSmTZsa7Y6mSp535jF8+4kv8bX/upHffvePCKOQzTwXUQqVy5WXBWjbCL8fxMSeQQAMJRGpLHJeE0xWUqSMOlIiJ8FT+SDgZB2tlBgpB+FO7IcEYGU8Wh8ZILksRHJ5mMkiSEqAHBk/LLKZlTCIPuEjvdQl11pGFuAkn/clwsRTAVZ09BMJlh5MVAoynkXqgIFNyOsbEDweX8TedBPHt+wibDklbXlK0JONEvdCE9tBkFMWDydXsijXz5GhvdiTlCdJeTaPpZYw6IWLfCpwlMWuTCutdpIWKzXpV9jvhPj74BLSnl3wZTw5aTKUDRC2HXxmaZ+Ugv7hMDt7WlCqSIMjb5lq6ixACf4uA3+XUVoHjbw91bXs5rP9/EPFtFL+P2VnAWayiF37IJ2d0PZIYE3Ydu1ZgIBycqhcfMoswHy2n4NKlS7lpIaH8TIZzJZmhF06EK+UQsYTqGSyJt+nA6MwGPHmD7+ON7z/bKwayyZpNLUglKp+MvwDDzzApk2bsCyLX/7ylzQ3N4/7/Prrr2fTpk2MbSISiXDLLbdw5plnVu20ZvYRj8dpampiaGiIWKzyqaClyKSyfPvKH/GzL/8SwzTm9Ej6QU9zFGPhfMQBC/ooQ+DGAvnpOFMhCvVfDjMZWm0UF9tlZ3YpDFPRsbyPaMt4AalUXhSmchNFcSlbMSvDS9ufYn5g/Mi2KmT7dY3J9puKdivOCeGthIzxYtuRJn9PL2d3rq0sOwCtZoJFvoEJWYCDuSC/7z2CHidSpl+KsOUQtNwJYjuRCLBzewe53JiUhtJmAPIBwAOzAJUius1l3j8chCxjSsBI31EkC1BJidrXA919NU2l0TSWkeDIKy56KRd//gJC0WDZ+05Xv1OqndVXfhIzEJh6hwrwMhm2fPLKaT8GTW1Uc639+bYH+dxbv8bwYHLuaxfDQJjmxOwcITCCATDLnB0AqOYIRIvUAqyigHzRLEClEDkPkXLK7BnBC5kMHRnDjdgTPjsw228qcjGP9HIXVSqOUYHGaW8aZlHLEMYBA3deIdvPVSWikeOaUwgU65v2siLUP+G0pzwf+7JNeMoowzmFT7gcHd7FPHt4/CcKdjstPJ1eWGhxalt+4THfPzRhSrGnBE8n5rMt2Vbo/qc+aT7DJWTnJsjKnGuwo6eVodTEwGYJtwoj2hPPrZGG0A4LI1NBHeQS17RvyCO6K5/tN6WlglYSjseEuKtS0DuA6OyZtL3x+0hkrrb6i6P4fBihEOKAE688iUwloYJ2jGgUEQlPuM8op5Dt587GbD/B0iMW8YEfXMqa41aWvZ/WN5rpoqbQ82233caDDz7IWWedNSHwt23bNi655BLkAaMHiUSCc845h6effpr29vZamtfMcZ74yzN86rwv07m9G2Dui+eDncEEcjiFsXghIhouZPtZeBF/RVN5BND0rEeoS9J7jEUuWu08ToH0BJ1b2xluTtKxvB/LlkgF6ZyPXJFsv8lsJdwAP9t3LMc17eL5LTswhSItbXZk2siocoOIeXrdKL8eOorjQjtY4ctPuenMNfFgaiU5Vdltud+LkMgEWebrJWJmUQoeSyziLwOrRkf3yz3GpOsj61nEfFlMQ+F5gr17WunrbSr/6AobHpgFaKYkHQ9lCXVX8DsemwXoSZD5I1KpNGr7HsgWgqc68HdQYpgGTfOivPfGTWx8+XGNdmdqpmP1On3tzllOfOXzufGpa/jypm/yx5vvR4g5XHteSpSSYI7JArRtDH8F/T+F7mNwGJHOIltj+SzAGn53IidRnoKRLECpMNLZfHZgBT5ZaY/WhwZIrgiTXBoCQ0yZ7VcKO25iPWHkswBbxmQBVix1BD1DEeLJIMs7+ggHnEmz/UoxEoj759AS9qWbObZ5FyErh1SCHifCkFssQ6+0T46yeXB4FUt9fRwe2oclJBlp81hqMf1upCJbWWWxM9NKmz1Ms5VGCBh0gvx9cAlJz0eh4mNZONIklzXHZQEODAfZ0dOGV265krxbecZmAapCtl/nJNl+k9kbm4XnKSJ7cgQGKghkFX5jymeiXIVwC1mAWSef7ZeqcNE5YWDYNrIOWYA4DtLNYYTD+cxCpVCOg0pWvnCjTCQQmQxGSzPCsvLZfokEanh2ZvspqXjD+8/mvA+/Dt8sq2E8Aa1vDhlqCv794Q9/QAjBy1/+8gmfXXvtteRyOYLBID/84Q956Utfyp133skFF1zA0NAQX//61/nQhz5US/OaOYqTzfH9q27mx5/5+dyeMjMXcT3kjt2o9lbUYUtQVXZ2AvAlFAvvzdF3lElyiVlTLbfhwRCpRICOVX0ovyprlPhARvZ5ZGgp21NtbGzbTlyGCu9WZk8h8DB5MLWKndlWgqZbUbbfePJTbrZk5xMiwxPxhXRmm6q25SqT/mwQ04HOXW04jlXwuQoMUD6IPpej/ZED6tVU5JbI17cRCrW7E8bUq9EcvJz2hpPY9OW3Em2p5IGwceiC2JpKibVF+eBN/8Upr3kBX7z4etKJzNwdyFSFWoCmiRmJlF0L+EDyQYscxr4+ZFsTBGvLRhFSQdZDoTCyuep+c4WByfD2JL7eLAPHNiFD1esS4QlC222cuEt6mQeVjEWOt4TjWjyzt4P5LXHCoWzJciHl0OeEubtnLetj+5DCxFXV113d5bTSnYuy2DfALqcVSbW2BH25CAk3QDLnZ2uyrSrdNRIoHM75MR2P3qEog8lKApvjTOUxFUYKQtstjLSoPPB3gD077hHb6SCqTboTAixQpgF7+zD29lB95FxgWFY+AFhr/TypkInh/MI+SlWU7XcgKpfD6+5BhEOorDO+TuAsQRiCBSvaef8PLuXIFxzWaHfKQuubQ4eaqmnv2ZNfVfHoo4+e8NnPf/5zhBC8/e1v5+yzzyYajfIf//EfXHzxxSil+PWvf11L05o5zO1f/w0//szP8yM6c1Ukz3HkwlaUr8aaFoWOKD2/HkX/BRgg/eVND5nKlmEo4jK/eEat9nq9JnbnWmv0Ke/XXwdW0JWtPbVeScHOrfMLgb8ajk+Af0Ay/wEHw61RCAgBvQP5wB/oEcWDGNtv89GfXcH7v3/JQRP402hq4cWvfxE3PnkNx7xkfaNdmXaMcHhC+Y9qUAD+ylcNLYpUmJkqA39jEIAbs/DCtQ1IjuCGVY1PYiNdoUBYqmj94spsCaQyyChfIYhYy0EKsspmu9OOh1mjVhJ0ZaJsTbZRD921b6CZwWSZ03wnd4vQFgszXUXG34GmcoqmrQWtVJMhAfEUxp7ufKCtDtd83XByNQX+xqIOXCBkFvGaS/6FG/7x+YMm8Kc5tKipy+npydcPaGsbn7GyZ88etmzZAsDrX//6cZ+dddZZADz11FO1NK2ZwyT6hzEsvcrjQY3Prmiqz2TIymbUlsSYpNhzpViGrNv0rRHhXg88adUhuEm+4HUZtYLKwXDqGKVzyyl+o5nNGIbgxFc+jxe9amOjXakOVeeXZgIf+9jH+NjHPsadd97ZaFfqSsv8Zi7+wgWNdmPaEcYUC21UQt1W/K7fj03adZy/Xce6/6ah6qOVhCp7ddyZxFNm3bp/KcupX1gehlsfO0LWQ70VbNUxKFbD0gCHJIZpcPEX/hN/0N9oVypH65sZodEap6Zux3Hy9ZaSB6ysc8899wAQCoXYuHG8wJ8/fz6Qr/2n0WjmJnr9BY1GUxQhsGrNCtbMaa666iqEEPzsZz9rtCt1Z8KCGHOQuX+EGo1GU5xD4BavqZFGa5yahtRGFuwYyfIb4be//S0AL3zhCzEPSP3PZPJFRw9cIESj0Wg0Go1m1lLvUXE9Ol6Ukdkky5Yta7AnGo1Go9EcAmh9M2M0WuPUFPx7/vOfj1KKb33rW6Or+vb19fF///d/CCF46UtfOmGfkUDhSAagRqPRaDQajUYDsGbNGgA6Ozsb7IlGo9FoNBpN/Wi0xqkp+Hf++ecD+Wm+J598Mu95z3t40YtexNDQEJZl8aY3vWnCPvfffz8Aq1evrqVpjUaj0Wg0mhljZDW8er804znnnHNQSnHzzTc32hWNRqPRaOY8Wt/MHI3WODUF/1796lfzH//xHyil+Mtf/sIXv/hFnn32WQCuuOIKli5dOm57z/NGswJPPvnkWprWaDQajUaj0cwx3vnOd3LMMcfwve99j+985zuNFghhfwAAuphJREFUdkej0Wg0Go2mLjRa49Rcdfumm27ia1/7Gj/5yU/o7Oxk4cKFXHDBBbzlLW8pum1XVxcA//qv/1pr0xqNRqPRaDQzw3TUsNEj4xPo7Ozkm9/8JhdeeCEXXnghP/rRjzj33HM5+uijaWlpmVBL+kB0rUCNRqPRaCpA65sZo9Eap+bgn2EYbN68mc2bN0+57Zve9KaiU4E1Go1Go9FoZjPTMY1FT4uZyIoVK0ZXxVVK8bvf/Y7f/e53Ze0rhMB13el0T6PRaDSaOYXWNzNHozVOzcE/jUaj0Wg0Go2mXiiliv6t0Wg0Go1GczDTSI2jg38ajUaj0Wg0U6GnxcwIN954Y6Nd0Gg0Go3m0EHrmxmj0RpHB/80Go1Go9FoNLOCCy64oNEuaDQajUaj0dSdRmucugT/HMfhhz/8IbfeeiuPPvoovb29pNPpSffRdVk0k6JHCw5q9NfXGNShcOYPgUOcyyiliPcmGu1GdeiRcU2NOGmn0S5MOwqFaLQThyCHwq3kUDhGzcGNkgopJYZhNNqVytD65pCh5ivzmWee4dhjj+Wiiy7itttuY+fOnaRSKZRSU740mmIsX7cEz/UQhpaPBy3DKajTb9waViBrt+U5JkoCsnafUjkbqM8hjtqo0ZZSELJydelshVAYllcXW7kQqHr9lIP+OhnSNAolFQ/+5lGuf8/3cDJzPxCi0YzwxF+e4eOv/0Kj3Zh2lOvVT+O7Xn06WiHq9hxqJT0Q9enUjIygXpHSXM6oy6mSUuBKUTd9M/KqFdtwqdfJsiyXuggcBV6gPleWMkHWKV6k/L66Xe+iTtf6oYKUivecfhWd27sb7YpGU5SaMv+SySSveMUr2LZtG4Zh8KpXvYr29na+8Y1vIITggx/8IP39/Tz44IP89a9/RQjBiSeeyJlnnlkv/zVzkJeccxLBSIDPvuVaEgNJpFd5tMa0DEzL5OLP/yc5J8c33vcDlJR4bh0iP5opMZ7egUpnUSsW5bVaNeJBKYQnWfqzBH0bg8SPDOW1WpU6xEgbJO9rI7ghjtmSq85Iof3OwWb6emI8f8UOgj6n2sNDAU/3zSfnWRzVsQ8TWZUtqcD1TPq6owzjJ9qUyp+mKv2SaZPgIGRM8IKV28gbyrfvG1Z4psIaOeVVCcmCMSeXPyY9dnTQ89Mv3c6fb3uQD/zgEg7fuKbR7pSFXg1v5pFScvfdd/PnP/+Zzs5OUqkUn/jEJ1i4cOHoNo7j4Loupmni98++AQInm+N7H/kxN3/2F4fEoKYcHsYIBiEYrD5woBQoiXxuO2JBO6I5VptTngTHAcvK90E1BDTspCK61WF4mY0yqd6WgsBOEyMtSK90C1qpOjso6N/eSlPbMJH2VNVaSRW0xIN7lnFYay9t4WRNumswG2JPIsqalj6CVq5qrSQEDA6H6RmK0NqcxBCqalsoIGVC2oSArD6eqEC4IKQCl9qeqJXCTEuMZAZh2SjbrMFY3icRCkI6U3vkNRDIy65UHQb1fb68jVyVGvwg4Yn7n+ai9f/FO7/0Fl5x0UsPigCq1jeNoREaR6gahuc+//nP8973vhfTNLnzzjs5/fTTefzxxznqqKMQQuB53ui2jzzyCG9+85t56qmn+NKXvsTmzZtrdl4ze4jH4zQ1NTE0NEQsVqNIG7HZn+Crm7/F3TfdhxCiopHkDScfwRXf2czCVfMB2PX0Hj59/ld4+sEtOnAwg6hwELluJYQDFQtkM5HBHEyNdh7Dy/10ndaE5xdQ7gNUYV/fIFjDIAqRI2tFCt/hw3mXyjWl8iPig30Rshlf3kfDY8OS3azu6B0VqOXaSjh+HulawrATACBgORw3fw/tofLF9kibe/qbeXj7crJuPiPR9uVo60hgWl75p70QjMzuCJPeGh1N13MDCqdZVfZgIvPis+NvWWLPufvjdYL8d1fJtVAQiuq5XZBIlr+fZtZjmAZKKd74/ldz3of/A9tnV7T/dPQ7k7Vz+H99EtMfqKttL5vh6S9eOe3HcDBy++23c8kll7Bjx45x7//zn/9k3bp1o//+2te+xrve9S4ikQh79+4lHA7X3Zdqr7VnH97K1ed9md1P7z30ZrxYFmYkgjCMivt/mckgk2Pu980xjCULoVJbSiHSWXBy+7sv0wTLrNgnZQjc5iAykL9PSQOSiyyclgoDNYUAlOHsfzj2ApLk4S5uRFUejMoKjLiFKPTZvkiW1mWDGHYFg4mF/n847SeeDDIyyrYwGufw9q6Kgm1KgVSCrUOtdCWj5JWXYnlTP0ujg0BlWinrWvxjz2L6UxEADEMyrzlBOFhZ5rhS4GRsena34Dr5SJ0yFITd/Dy4Cs4VAnzdBqGtFoYrCrZAjnRhldhCEd2aIrItr3cVIAM2MuKrXCtJhbGnFzGUzH+DI4G2aspsGQIRCCLM/PWtPA+ZTKKqCNwJ00T4/fl7wYitbBbk3E/IeN6ZR/Oeb7+TeYvbKtpP65u5T6M0Tk0JxrfddhtCCF7/+tdz+umnT7rtcccdx913301HRweXX345Dz30UC1Naw4BYq1RrvzRZXz4J+8m3BzCMCe/XE3LwPJZvOOL/8nn//DR0cAfwNLDF3PN/Z/gwk++CdMyMa2DrBbDQYpIpjEefBKxY195cz+UAk9id8WxBlLjRo0iO7Ks+N8eolsyhW2naLwgroOdYA+LQuAPQOBuD5O+tw0Zt8oeyMykfHTvax4N/AF40uTRncu55+nDyObssg5PKXimv517d60eDfwBZFwff96zgke7FuEpMeVM53y2n8Fft6zkz8+tHg38AeQcm849LQzHg/tHuqfwS2ZMEg+2kd4SGzdP18oIgt0CMzO5jbyh/P+C3R4rfp6iqRD4g0LsUAFeufOA8p+r7n7Uo8/owN8cRHoSJRX/e/XPeMfxV7Dl0e2Ndmly1DS9NBP4xje+wate9Sq2b9+OUoq2traSwbOLLrqIpqYmhoeH+dnPfjbDnhbHzbl8/6M/YfMLPsCeZ/cdeoE/ANfFGxxEZjLlHb9S+Rka8fj4wB/AYBz51BZUuf2AUuB5iEQSMTbwB+B5+SzyCuajekELpyMyGvgDMCREd7tEt+cQrirvt1zIFjOy47NizIxB9FGb4HYzX5qknO5RghgyMYb2B/4AnGE/XU+1k+oL7t92MlMKXGnQOxglngzBmF57X6KJv+xcyWCmPFsAcSfAw12L6UrGRm0pBNuH2vh792Ky3tS6a+Tz3YPN3LNlzWjgD0BKg+7+GN39UWQ505MLX/NAV5R9W+eNBv4AhBSQsCBjVPT9RZ60iDxjjwb+8rYK32u58SylsFIu8/46SHTrfr0rADOTy2vgXPnT3sVwGvOZ3RiFwB/kp+wKnw/8/soCibaNCIVHA3+QD+AZ0ShGhYEH4fMhAoHRwN+orWAQYVc24Hcw8ve7H+Ot6y7jt9//4+zuB7S+mVEaqXFqioA88cQTALz61a8u+rk8IKLf3t7O5Zdfjuu6fPWrX62lac0hxCmvfSHffvIaTnzl84ES9ScErDluJd/4x+d5zaX/WrTQqmmavOF9Z3Pdw59h+bqldauzopkcoRTGtn0YDz0F6eykQsZIZvHtHcTIFh+lNLOKhXcNsfDOAQxHFq8FWOhw7CEIdDNOnI3bLGmR/nMruWci+VqAxUwpkJ6gvyfCQF8UVaIgS08ixm8eX8+O3rbR/YrZSub83Lt7Fc8NdJQoiS7YEW/l7h2HMZAJFfe7YLt7KMad/9zArr42il7MSjDUH6FnXzOuW6IWUOG97K4QQ39px4v7imyUF8i+gfyr5IPJSLbfX7Ms+U0aO1n8exZQCABS+lpQCnIu6qmtsH3PITE6fCijlGLX03t55/Pfxw//56d4rjf1To1Ai+MZ4dlnn2XTpk0AnH766TzxxBN0d5eun+Tz+Xjta1+LUorf/OY3M+VmSbY/votNG9/P9z52M9KTVZUumUvIVAovHkdJOWn/L7NZvMHB0plFrovathO5c09+Gu8k/YfIOIhEKj8ls8Q2ZJ18IHASn5QQ5FpCuC3hfNZhEXwJSfMzDr74JPetQrDOyILhFpefAkFwj0XTIzZmUkx+b8gJjH4bI2uOGdgc05w0GNzdTO+WFrwp+v9k2k93fwzHLT5vNePaPLxnKU/3dOCp4sG2QtIZWwZb+WfPArJe8aBOwgnwYOdS9gw3je5XzFbOM3lw5zIe37cYTxbLrBQk0wF2d7WQzpYOICkFTtZi75Z24n35LMSJlgQia8KwBR7Fz3vhPbtP0PSwD19f8WxPARi5/MBzye+voH0i29O0/3kAX6K43hWewhxMYySdybWSlBi7ezC2dyFK9J3CNCEQyGe9ToYQiGAQIxAo+qwlhMAIBDCbmxH2FPOcTQMjFMLw+Urb8vvzJQIOgmmx1eK5kvRwhs9c8FU+fPanGegabLRLxZlGfbNx40bWrVvHtddeO2OHM5tptMapKfg3ODj4/9m77/ioyqyB47/n3inpCb0IKoKAFVFg7V3Xuoq9oKCgqFQ72HVXAStVESkW7H1X9LU3UATsFEF6b0lIz5R7n/ePSUJCJpmaTEjO9/OZ3Zi5c/LMZWbumXPP81wA9ttvv4rfVZ6LXLTnmTvguOOOA+Dbb7+N5U+LJqZZ60wefPcORs8eTnJ6UkXnXvnafoPG9GPCD4/SoWv7kLE6HbovUxaO5doHL8MwjZAdhSI+VEExxsKlqPXbqp5xL+v2c2wvwJlTHNYaEemrPez/+k7S1nnKYlDx/4Yv0O3nKlBBk+IqtMK3OpWSeS2wC6ufjS4tcbJ9SxalJaHXWPBbJr+s258f/u6C1++oqEuWP9VVu1ry/foDyPeEXkSv2O9i3sZO/LmjLXalZNvWCss2WLh6f+auOJBSX/BiXWVej5Ntm5pTlF/WZVhpXLbHoODn5pT8nQl27ftKoXCUKJK2K8w9Z9toTVK2xX7/LSZruS9kXV1Rtk5ORRfgHuF25qJ/Xw55hSGfn2gcyoskLz74BkP6jGLd0g2JHpJIkGeeeQa/388hhxzCxx9/TPfu3UM+5oQTTgACS8wkimVZvDHuA27qeSdrl26Qwm5lfj9Wbm5gql9le3b7hdMZk5uHvXwlFBVXixXo9itGebzhnd/119wFaCeVdfslh+5OMixIX+8nbb0PZe1xTNPBu/1qYpYYZPzuJHm9WfUEQdnPKt/E2OUIdK2F4ClIYttfrSjJrX78t2zFjl1p5BWl1HAysjLFxrxm/LRhf/I9SVV2ldZQ6HXzy7YObCnMJNSZdVsbrN7Vkt+3t8dbqQuw/P+35GXy/cou7CxMD/n8LNtkW3YmO3LTqFJbLvvn3LUjnc2rWuGrpUBY8Qytsi5Aj1H938+C1OUO0v5yYvhC7/fyLkD2rMVpjVlq0XLhLjJWFoV8PSjALPHhyC0JFPb2eI2q4lLMFZswcgtD/wsqhXK7a+4CdDhQqakoR+jFCwNdgBkYKcFPUiuXCyMpuUq3X62xUlIadxdg2T/bgk9+5bqDRvDt2z8mdjz1bOHChSxdurSi4NXUJTrHianqkVL2pq9c0c/Kyqr4ef369TU+duvWrbH8adEEKaU49aoTmLF0PD1PPxyA/Q7uyHO/PM7ld12AGeqMViUOp4NrHriUyT+NoWWHyNZhENFTtsZYvQnjl+WBhBswir24Nudhlka2joijxKbd/+2i7Re7KpJtZz4kbau5268mutBBybzm+FamVqztl7szjdyd6dgRXn5ta14mny0+hE05zYDAlYF/2NiJ5dltsCP6yFWs2dWSr9d1qZhys7MgjU//PIR1O1sSSeuq1opdOens2JKJ5Q+Mwbspmbz5rfDvimzxWMNWuLIVrl0qULyzNC1/9tLx/0pwFUT2bXd3F2DZFeB9fvTytbB6Y6CzQzQ9Gtb8uZ4Rx93X4DoAyxfEjvdNVPXVV1+hlGLkyJG4XKFPcAB06RK4aMyGDYkrGr/79EfMGP0qlt/ClouLBWUXFe3uAgRsr7f2br+a+PzYq9Zhb9wSaDkr6+QLdPtFuO8rdQFqQCvwZSXja5YCEZ4cducFugCdhWWfXXagC6ymbr+aKK1I3uAg4zdn4IrAgPIpjGwnRmnwbr+aaMsgd30zslc3wy4rGBaXutiWm4nXF1nBpcTnYtHGfVmZ3Qq7rNtvbV4zft/RjlJ/ZLHyPMks2tqRLUWBIp/fNvllQ0f+2NwBnx3J1TMUhcXJbNrenNKyIp/P62DL6pbk7Qje7VdzJIUqNaHQDFzEA3DuCnT7uXdEtt/LuwCVl4pZKqnrS2j1Qw6uvMjW4FOWjZlbglHs3d3tt2knxuqtKF+EsfbsAizv9ovwAj1KKYzkZMysrMAamgBG7d1+tcZyuzGSkhr1rCzbb1OcV8x/Ln+aX774I9HDqULym/qT6Bwnpqv9durUiT/++IPNmzdX/K5ly5Y0b96c3Nxc5s2bxyGHHFLlMeVr/YX7ZIXYU8v2zXlszj0sX7iSLj074QjVel6LA488gEFjr+axK8fHb4AiJJVfhLlkLUa7Nhi+6L/gKyDj71J86S5KOqYEztxGSyt8K9PIdzrxO1TERb/KfJaDhWs6sba4GYVeN7aOPlaRz823azuTYfvJKUollszIU+pi59LmJJWCXRj9WVaFwlEMLX7zkJRj4SyM/givAGyNXrEGXVwamIYlmjTbsinKK8bv82M6Yrvqodj7bNy4EYAePXqE/ZjyBbCLi4tDbFl3dm7KweE08cdwTGsKtM+HtWtXoPgQzYUIKsvOBdMMdCzFujyE38LfKh3b5Yi46FeZ4Ye0dX7yDgys3xdLLcNRZJC6zEFRJw2+MGYz1KI0P4lt65pjZnnxWbF8/VOs39WcHE8SpqEprWGKbzgsbbAytzVrd7SkxOuKaVx+y2TrjkyS/BpPiYvKaxdHSlkGjs2KpF0KR370+z0wywFSVhaTlOPBWRBbvmsW+1DbcgMXsImw6FclllKBDkCtA++fGKbdKtPESEsHjwcMI7ZYDgfYrsCVuRup8ubNnZtyEjsQkTCJznFi6vzr1SuwBtuiRYuq/P60005Da80TTzxBTs7uF/fq1asZO3YsSimOOOKIWP60aOKUUnTvc2BMhb9y8YghIqdsHVPhrzLDF3m3X00snxlT4a+yfE9yTIW/3RQ5RWnE45Sotg2sGAp/lZkeYir8VVHqlcKfaNjCXeMm0puoovzLYyRJbnZ2NgCZmZl1MiYRZ1rHXvgrZ9mxF/7KaIcZU+GvXHnRJx5ZidIK5TNiKvyVs20DXw1r+0Wq1O+MqfBXWUFpcowFyXIKT7E7psJfRSStcObHZ78blt7dDRoj5fPHVPirEivGwl9FHKXiGkskgOQ39SbROU5MR7gzzjgDrTX//e9/q/x++PDhQKDY17VrVy699FLOOeccjjjiiIouwRtvvDGWPy2EEEIIIRqZffbZBwjkkOGaO3cuAAcccECdjEkIIYQQIlaJznFiKv6dd955nHjiiaSnp7Nq1aqK3x933HE88MADaK3Jycnhvffe49NPP6WwMLB4+3XXXcdVV10V28iFEEIIIeqJrIlTP04++WS01rz00kthbZ+Xl8fUqVMD6wKfemodj04IIYRoXCS/qT+JznFivuDHN998w/fff0/nzp2r3PfQQw/x+eefc/nll3PIIYfQrVs3zj//fN5++22mT58e06CFEEIIIUTjM3jwYJRSfPvtt7z44ou1bpudnc2FF17I1q1bcTgc3HTTTfUzSCGEEEKICCU6x6nTxc5OO+00TjvttLr8E0IIIYQQda8u1rCRM+PV9OzZkxEjRjB+/HgGDhzIJ598wsUXX1xx/w8//MBvv/3GvHnzeO2118jPz0cpxf33389+++2XwJELIYQQeyHJb+pNonMcudKBEEIIIUQokhzXm6eeegqPx8Nzzz3HO++8wzvvvFOxSPbgwYMrttNll04cOXIk9913X0LGKoQQQuzVJL+pV4nMceJzSUshhBBCCCHiQCnFlClT+PTTTzn55JNRSqG1rnIDOOaYY5gzZw5PP/10gkcshBBCCBFaInOcuHX+ZWdn89JLL/HFF1/w559/kpOTA0Dz5s059NBDOf300+nfvz8tW7aM158UQgghhKgXquwW75iiZmeccQZnnHEGBQUF/Prrr2zfvh3LsmjRogVHHHGE5JRCCCFEjCS/SYxE5DhxKf5NmjSJe++9l6KiImB3iyLApk2b2Lx5M5999hkPPfQQ//nPfxgxYkQ8/qwQQgghhGjk0tPTOfHEExM9DCGEEEKIuKrPHCfm4t+dd97J008/XVHwy8rKomfPnrRp0waAbdu28dtvv5Gbm0tRURG33XYb69atkykaQgghhNh7yJo4QgghhGhsJL9pMmIq/n366ac89dRTAHTo0IGnnnqKvn374nBUDWtZFu+99x533nkn69evZ8KECZx11lmceeaZsfx5IeLCU+xJ9BCaJK01dnEJKjmpYpHTaKkiD45tNr626TGPy5Vt40tX+NNjbFjX4NhhYmVaaFeMg7LAlQPeLGJeqdXwaFy7LHyZBsRhv1Pih2R3bIMCsO3YYwghGp3t27fzzTffBF1S5uSTT6442SyaKNtG+/woZxwmMxUWQ0oSuJ2xxdEaZ4EfX4oJZqy5hMaZD750Yj5mY4FRqLDT4/Ct3KPQhkIlxX7sVqUK7QDMGANpMIvBSiL2Ve1tjeHV2E5i3++2DuwrKw773TQCNyv2/a59PnA4UEZsO0trDX4/mGbM+TxKgcsFXm9scYTYS9R3jhPTkXLSpEkAtG/fnp9++ol27doF3c40TS699FJOOOEEevXqxZYtW5gwYYIU/0TC/frVn0y9/aVED6NpKizCLixCpSRjtGqJckT+caS1Ruflk/pFLmlaU9yjLQXH7QfOKDJIS5O22Ufyrxa2AdlHGuR1i65AZnggc4WJK8+B7dIUH+HB39qKfEyAucsg7Vc3ZrGBP0WT39XGSokqFKnrbFr/6Mf0QWlzg7wubmxnFImarUlfuIWk+ZsDZ/ZaNYPWLSCKBFJbFnr9FrCi2z+i8TEcBhnN0nDE48t8HCkduMU7pghu06ZN3H777bz//vv4/f6g25imSd++fXniiSfYd99963mEVbXq0AK/Tz7H6pVhQFExuqgYnZaKSkuNqvigbRt7Vx7Gug1o00B33Rfdpnl0RR9b4yj2krWrFMtlkN8pBX96dJ9lyq9J2QFpW8GbBnmdNbY7uuKKWQKurQ6U7cTf0o+3oy+6b4EajGwHantS4D/be6CNJ6pdpS3Qm5Jx5bjQhsbXyo+dFl1RS3kgZY0TR6GB7dQUt9HYSVGFwpWnab4MTI+N5QRvuoGOpoirNe5dftxFYKe6wevHKPVHtRaaBjAUNM8M/CKvAApLoogUeL3rkpJA8U8pjLQ0DFd0Z6m1ZWEXFoDfAsPAcLtRZpRVXIeJkZGOMgx0SQlW7q5Gd2K4/MIOLTu0SPRQqpD8pv4lKseJqdS/YMEClFKMHj26xsJfZW3btmX06NForVm4cGEsf1qImJQUlTJ52AzuOv0RCrILEj2cJk0Xl2Ct34hdUFhlvdCQj/P5sDdvwc7OQZU9LvmPrbSc/RvOzfkRjcFRaNH8Lw9JOwNf3AwbWi2y2edzC0dhBEcvDUnbFC1/NnDmB9I7w6tIW5BE8u8u8EUwKBvcy52kzkvCLAl8VDtKFM1+N0jepCJqpzc8mjbf+Wj3XaDwB+DOtWn1SwlJ2cEPODVxZJfQ+vVlZPywefeBfUcurFwPJaURxdL5Beglf0POrogeJxq3w088mCmLxmE6Ym0DEXuruXPncuihh/L222/j8/mqXQWv/Ob3+3nnnXc4/PDDmTt3bkLHfNGt5zL4yWtxOE0MR6xtRyIUw+HAqHzSsLAIvTMnUNCIgPZ4sLZsRRcUAqAsG2PZWow/V4Englhao7x+HPmlGP5AwcL02mQtLyR1QwnYkeQSGrNU4yrUGGX1ZFchtPwDkrdriCBXwg7MHHDnKpQdyEvMnSbJi5Mw8iJ8nXoUzrVuzO0OVPklAja7YXkqujSyWLrARP+VDjmBLktlK1zbnDi3OiCSGroG5w6D9CUuHIWBMRg+RepGhTs7slwJS5OxUtPyFzDLGs9MHyTl2pildkT7XflsMtaWkL6+dHeu5DSx09wRFxI1BDpIFYGCtFKQlRE48WpGuN99PuyCgt3vE62xCwqwCgvRERTatNbYJSVYu3YFCn8Ato1dUoLt9UaUzwOQnIRKS6voQlRJSZht26CSoqzgNkCGaZCWlcKD797BkacdlujhiARKZI4TU3ZSfoGPf/zjH2E/pnzb8scKUd8Wz/uLGw67jf8+9ykAdiQJmagbWmNv34G9bTvaX3vWp7XGzsvH2rAJXVp1yrbSYBZ4afb2YtLmrgV/iETG1qRu8pH1txfTq6udjU3aodn3f34y/g6d9BleyFpqkPm3gbJVtTNerg0OMr5JwbEz9MeukW+QNjcZ90pnIMEuj6VBaUXqOkXWnwZmGCd9UzbY7Pehj7T1VQekNBh+aPaXl6zlHpQ/xPvA1qT9vJU2s5fi2llS/cy11xsoAG7LDrmvtGVhr9uE/ntdYKqIaPJMh4ErycnwZ2/g8c8foHXHBngVV11HN1HF5s2bOf/888nLy0Nrzdlnn83bb7/NunXrKC0tpbS0lHXr1vHOO+9wzjnnoLUmPz+f888/n82bNyds3KZpcslt5zP1tyc54LD95FKHdcUwMJzO4J3mfn+gABjGyUStNVbuLqyt24N2nqucPIwFS1Dbc0KPydaYxV4cxb5q/+wKSN7mofmSAhyFoY93ytK4CzWO0uo5idKQsRaaLQ+c1AvFKIXk7QpHadVICoXyKZJWuHGudYYutmkwsk2cq92oEqOs8FfpGRY7YFkaepsrZH1MW2BvSEKvSgOfwZ5vFLPIwL3ehVEUOldSXkj920nKOmdFYbPyc3TlQuoGhRHG6j7OAk2bhZC2oWxElZ6H0uAu0Ljz7bCKuK5dPpotL8KZv8eOVQoMhZ3iwnY7Qn78a0Arygp/qnonqssJbVpCanLIMWmtsYqKsIuKguZo2uPBysvDDqN4ri0LOz8fu7g4+P1eL3ZpSXjFRNNEZaSj9uw8VAplGJgtW2A0bxb71OsEKu9GPuZfvZj51wSO7xt+3aTeSH5TbxKd48RU/OvQoQMAHk/4a6aVb7vPPvvE8qeFiJi31Mu0O1/m1hPvZ8eGbLQU/RocXVSMtWEjdmHwkwPa78feshV7Zy0FJh1ImFN+3kyL137Dsa0w6GaOIpvmf3lI3l7zFAylwbCg9U8W7b+yMIuD/033DkWLnw1cuTUnJwoV6AKcn0zyny4I9h3ABvffTtLmJmEW7plgV43lLFI0+80geUvwM9uGV9N6no/23/gxPbW33yfttGj9SwnunODfAMxdpbR+6y8yv9uIsnXw5Lf8V9uzA0XA0uDHBV1QhF66EnbmVn2caNK6/+NApi9+hvNvOjP2NYPqkiTGdW7MmDHk5eVhmiYvv/wyc+bM4eKLL6Zjx464XC5cLhcdO3bkoosu4qOPPmL27NkYhkF+fj5jx45N9PDZ76AOTP5pDAMeuQLDYWBE2JkjaqbKu/1CfEbowiJ0dg66hpNL2uMNdPvll838CPZe1KD8FsaSNRiLV4MveCzltXAUlGL4ai50KMq6AP8qJGVTDV2A5d1+BRpl1V47duZDiz8DJyiD5kI2uHIhKUehQtRfHDtMkhe7MQpqeJ16FY51LhzbXChdy6i0gk3JsCIV7Qm+nS4y0cvTIbu2KaaBDkXXVieObTV0AWpwZhukL3bhyK/5/aVQmF5F6gaFK4fg/862Jn2NptUicJTWvt9NLyTn2Jg1FF6VX5O+roSMdaUYtf0bKoV2lXUBGjXsKwgU/YwgRb9KcTAUNMuAllk1Lr2ifT7s/HwIVdizbez8/EAXYLACodbYpaVYu3bV+N6qYNnYxcW1dwEmJUFaamDctbynjeTksi7AOKwvXc8M0yA5PYnRr47gwXfuIKtVZqKHVDPJb+pFonOcmDKSc889F4BPPvkk7Md8/PHHVR4rRH1YvnAlN/a4g3ee+Qg02HFYKFfUEdvG3rYda9t2dNnZeK01dn4B1vqN6DCnlirAsctD8zf/IPXH9bsXR7Y1KZt9ZK3wBO32q0nyVs1+//WTvnp3F6DyQeYyRdZyA8OqqVRXSdnB0LXOQca3yZg5uz+CjQJF2rwk3CucgQQ7jFPCSivS1hhkLTEwKu2W5M02+/7XR/qa8I6+CjB80HyZh8y/K3UBak3q79tp+/ISnFuLw29k8Xjg73WwI6diX2nbxt6wBb1iTegEVDQJpsPA4XJw89MDePrbR2h3gFy4QQTyRKUUN9xwA/369Qu5/VVXXcWNN96I1po5c+bUwwhDMx0mV997Mc8uHEfHbu0bdkF7b1DW7RfRhQl8fvSO7EAhsPw4pDX2rjysrdtqLOYFo3bmYvy0BHbu2v1LW2MWeXAUe8Nb20oHjrUpWzw0W1aAWby7qqWswBTfYN1+QcdDYHmSzDWQtSJwsq+c4Ql0+5kl4b3mFArlNXD/5cK53gHl6bEGI9fEucqNURzBEgxFJixNR+/Y3QWobbA3J6H/TgVv9W6/mjgKDdwbXBjFu7dXPkhZ6SBlTfVuv9qeozsnMBXYqHQdCUehpvUiSF9bvduvxlga3Pk2rjyrShHXme+n2V9FuHaF+boq7wJMrdoFGLLbryZuF7RtEbhgTXksrbGKi2vs9quJ9ngCBb5KuZq2LOyCgkCsCGivF11aWrULsLzbz+0K77NRKZRpYrZsidEsa6/qAjzqzB7MWDqeU688Xo4DAkh8jqN0xJPyd9u8eTM9e/akoKCAzz//nOOOO67W7X/44QdOP/100tPT+eWXX6T7rxHJz88nMzOTvLw8MjIyEj2cCj6vj1f//S6vjXkPpZQU/fY2poFq3jywoHcN0wvCoQGrRQqFpx5ISp6JGWaCXZOifRS7ujtIW2eg/GEU/YJRgcTM08mH7dYkrXBVneIbaSylKepgk7bBT+ZKO5DJRhFLA7ZLkd8O0uevx70hxjUxk93oFlnoTdvAI1dvE2UUdD2qM6NeGUbHbtHlAvV13Cn/O4fe+BimK77rD1neUhZPu6fBHTsTKTk5Ga/XyxdffMEpp5wS1mO+/vprTjvtNNxuNyUl0S2CX5tYXmuSh8RGxeFqpDidkJqMvSsPvLGdfLLbNIdO+2B6regXtFeBWkxR+yS8zV0hO85qowFtQv5+YDsUzuLosxuNRrs13n29GHlOjKIY111N96Nbl8LmZPCEX/QLxp9hgWGTst6BsmJ7jp4WNq68wBTqcIt+QWMp8KYoknd6SMqNYQkTHZhRYZT4dq/rF4sSD3p7dqBQF+sFM9xulMOBLi6KuZtLud0YaWmQ5I6+EKY12raxsnMa7BWBAyc2nQydNJB/Djg5qucq+U3jlegcJ6ajafv27fn4449p27Ytp512GiNHjuS3336r0t6rtea3337j1ltv5dRTT6Vt27Z88sknUvgT9eLZkS/y2mPvoW0tCffeyLLRO3bGVPiDsik3RT4ythD2mfXauHIUGatMjGgLf1DWBaBwr3GStNwVXrdfbbFsRev5fjJW2hW/i4YicIW7Fu//hWtj7BfD0cWl6NUbGmySJuqfUoqBj17FxB8ejbrw19j07t2bgw8+mClTpiR6KAnXrFkzADIzw58eVb5t+WMbEqfLyYB/X8GkHx+j1b4NcC3LBkxF2u1XA+31Ym/fGXPhD8Ao8eLwxFD4g4ouQEepxhlD4Q/KugAtcOXHVvgLxFIoj4Fjkzv2wh+gC0xYkwoek1gXwXTuMEhd44yp8AeB55ixEjLWlC2HEsO/Y2ANxmLcsRT+oKILUNc2xTcC2g506cXlSrkeD7oo9sIfgEpJia3wBxVdgMHW6WwoDjvhYGYufYazrjtFuv1ENYnOccK6yPsBBxxQ6/3FxcV4vV4mTZrEpEmTcLlcNG/eHKUU2dnZeMu+9GmtKS4u5pJLLkEpxapVq2J+AkLUZuvqbZFfcUo0Tg5HjeuhREo7yk7bx+WgHkMBcQ+mP/bCJgC2jQpx4ZWwVcz7iU84sXdThqLP2Udyxai+iR5K5OpiHZuyeAsXLpQz42V69erFnDlz+PPPPznyyCPDesyff/5Z8diGqlvvLtz/5q0M7TM60UPZa8Tti3M880C3K27Hf+2M33qQtjNuoeI4rTJ+hQ8jzCm+4TB98RuZEa+8S8dvTDqCKe31STkd8XtPN9Din2Eoxn1+P0acvm/UmzrMb0RVic5xwir+rV27Nqxg5UUWj8fDli1bgm6zfft2II4HdCGEEELsFZRSpGaGvjKhaLqGDx/ORx99xOOPP86ll15KSkpKrdsXFxczbtw4lFIMGzasnkYZHVdSbRc6ECIW8r1KiERThtr7Cn+iXiU6xwmr+Ne/f/+Y/5AQQgghxN5K6dqvmh1tTFHV6aefzoMPPsjDDz/MySefzLRp0zjiiCOCbvv7779z4403snz5ch588EHOOOOM+h2sEEIIsZeT/Kb+JDrHCav4N2vWrJj/kBBCCCGEEACPPPJIjfcppejVqxeLFi3iqKOO4rDDDqN37960bt0apRTbtm1j4cKF1abCPPLIIzzwwAP1Mn4hhBBCiGAaao4TVvFPCCGEEKJJkzVx4uqhhx4KuQSMUgqtNX/++WdFElyZ1hqlFIsWLWLRokUAUvwTQgghIiH5Tdw11BxHin9CCCGEEKLehXtBrtq2k4t6CSGEEKKhaYg5jhT/hBBCCCFCkDVx4su27UQPQQghhGjyJL+Jv4aa40jxTwghhBAiFJkWI4QQQojGRvKbJkOuRS2EEEIIIYQQQgghRCMlnX9CCCGEEKHImXEhhBBCNDaS3zQZUvwTQgghhBANVn5+PgUFBViWFXLbfffdtx5GJIQQQggRu/rMcaT4Jxqcwl1FZG/OYb+DO8Ycy1PijcOIhBBCxIXWe+3nsiyIXb8+++wznnvuOb7//ntyc3PDeoxSCr/fX8cji55cmVgIIRqvvfUjXvKb+peoHEfW/BMNyvyPfmZA12EMOuw2pt7+Ep4ST1RxbNvmvfFzWDz3rziPUOy1fP7AUTkOR2blt0GpOAwKID5jArAN4hNLGWhDDg8i/mxbM/9/P/PJjC+lECJqdNNNN3H22Wfz3//+l5ycHLTWYd8aquwtuTx366xED2OvErd/z7gdrwG/Fbd4yorf8T8QKy6h4jcFMI5vR61AxymgNuK4q4w4vbZU/MakTDNOkeJLW3b8qmPx2u9xZls2U0bMpLQ4uu+vomlIZI4Tduffv/71L55//nnatWsX8x8VYk9FeUVMGTmLz1/6FmUEjoDvTZjDj/9bxOjZw+ne58CwY21ZvY1x/SexZN7yOhyx2Nsojw/+WInuvh+4nNEn71rj2FZE0votlPbsCIYRXRKiAQWu9btQXgtPlxZlA40mViDpt3bswOFzQIusyGNUjmXb2MkuzMKSwDBj2FdKKVn2Q1Rh+S2evmEq370zn9tn3EzL9s0TPaTwyJo49eL5559n2rRpAKSnp9O3b1969OhBVlYWxl54UkJrzTdv/sD4m55vGl8I3W6wbfD5Yo+lVOAW4xceRRzfarl52E4Hqn1rFMRUCHTvLEUD/ixXbGPSmrT1fkramPjSYyj8aDBsTepKH0UdHFhJKqZcyfBB0jabkjZGoEgWQ73G9Nq4c228WSYQWyytNIZXo10xfJ7owP/Yhsbw2btfq1GPSWGnuzGLvCg7hler1uB2oVJS0MXF0cepA3ZuLjTLwkhOjiGKDnwcuJOgpCReQ4urD6f8H/M/+plRrwznkGO7JXo44ZH8pt4kOscJu/j30Ucfccghh/D4448zaNCguhyTaGJ+/vx3Hh8whV3b8wDQZQc9bWu2rtnO8GPu5YpRF9LvgUtxuZ01xtFa89HznzP1thex/KHnzIumR+UVwqJl6AP2gXYtqajAhaOsa1Ct2YzatAM34FyfQ8nxXfC3yYhsILZG+SxSf9mIa0sBAO6NeRT26YidEmFhUmuMvBJSv/sbM7c4cKxt1Qw6dwDTiDwZzc2HvzegfH5sCBQ3TTPiAqAuKyLqMNavEE3TL1/8wcCDRzJ8yg2cetXx0ReZRaNSnhQfdNBBfPXVV7Rp0ybBI4rerh15TLj5Bea+91PgREgD7kyMmWFgpqWhnM5Ah4LHg11UFF0s08BwJ6EMI7DPLCtQUIyCtqz4H4e2Z6PzC1H774NOckf32WUHso/k7aX4C32Utk1GmxEWkLRGWeDa5cP0a5J2WZS0MinoWJZHRDgsV55F5ioPpk+TttFHfmcXhfs6I0qVyrdN2qlJ22KjbEjOtijY18SbGeGAdOA5pq+3SNlqowB3nqaovQPbSVT7Kn2jD1dB4LVk+Wz8yWbk+0prDK+Ne1sRptcO5F0OA+00oyoAaofCcjvAUNhJDswCD2ZpFFP7tIb8QlRufuC9k5KC9ngaTh5m29jZOeiUZIysrMD7JoL9pbUGnw8rJyfQgdtAaVuzff1Obj3hfi6941/0f/gyXEkxFvhFo5HoHEfpMDMRwzAqDm6nnHIK06dPZ//996/LsYm9SH5+PpmZmeTl5ZGREV4hpKSwhGl3zeajqZ9hGAq7ljNdSin2PWgfRs0eTpcjOlW7f/uGnTx53RR+/Wpx1M9BNC26WTq6237gdIROPrSGohLUsrWoPaaia8DbrS2lvfYLxKmtC7C822/jLlJ+24zhrZq8aFNRfGhbSru0DPzN2sZV9tHt/mMTSX9srHamWLsccOC+0CyM92NZoY5VG2F7bvUcWCkMh6Pi5xDBQIPt9++9i5+I+lPWknPsBb0Z+fxgmrXODPuh0Rx3olH+d4645lFMV1JcY1veUn575d46fw57k9TUVEpLS3njjTe49NJLEz0cILrX2rwPFvDUoOcoyivGtqIrXO0tlNuNkZparQimLQu7qAgdQRegcrlQTmf1WLYdKAKGe1zRun6OQ21aotq1Cr8LsIYOG21Aaesk/BlhFgm0xlFk4Sy0qh2z/W5FficXvtQwiisasDUZ67wkb/dXi1WaZZB7iBvLHV4sw69JX2fjKtR73kVpC0VBh7LZEiFTCY2zSJO50o+jdI+7FJS2MCltbhBuF6Ar1yJtiw9jj5qRVuBPMbGdYXbcaI0rpxRnrqfan9VKod2OwHjCeC1owE4y0Y7qJ2qVx48j3xNeF2B5gXxHLni8e9yl0T4f2tvA1to1DMzmzVBJ4RxTA91+dl4+urCwzocWT0op9jmwLaNfHUHXozqH/TjJbxqvROc4YfcWfvfddxx44IForfn666859NBDGT9+fOM+iynqzB/fLWXQobfx8bTPAWot/EHg4LVh+WaG9B7F7H+/g9/nr/j9py9+zcCDR/LHd0vrfNyi8VC5BahFy2B7LYuslnf7rd2C+mV5tcIfBHI89/KtpP33d8ycopq/aNga5bdI/Wk9aQs2VCv8QWDNntTft5Dx7WqM0lq+tGiNUVBK2pw/Sf5tQ9DkUHn9sGQ1/L0eQq2zklcIP/+FClb4K/t7ts+Htu2Qn/nasrF9Pin8ifCUvUzmf/Qz13cfwffvzk/seGqj6+gmqkhLSwPgwAPDX+6jISnILWRMvwk8dNETFOYWNe7Cn2FgpKcHOv6CFDuUaWKkp2OkpoaOZRoYKSkYLlfwWIYBDkegGz0EbdfjcWjbTvTyNYGiS6i/Z1Pje17ZkLy1lKRNxbWvBag1ytK4c3y4ghT+ABweTbO/PKRt9INd+1qArgKLln+UkBKk8AeQtMumzfwSUjaXdaLVEsudY9NsmVWt8AdlXY7ZmhY13L/7+QG2Jm2DRfPF1Qt/ELiQQPJOi/T1fgxfbfsKlF+Tvs5Lxsbqhb/yWI4iC0dR+brQNY1LY3gtkjcW4gpS+AvE0qhSH8oXukitTYWV6qyxW1C7HfhapGC5w5jGXVAEm7ZXK/xBoPhkuFwYKSmB2SANhW1j7czGys0NFPZr2F+B4qUfa9v2va7wB4Hxb161jaH/GM3LD71V8f21wanD/KZ3794cfPDBTJkypd6eTkOW6Bwn7E+B448/nj/++IPRo0djmibFxcXcfvvtHHvssSxbtqwuxygaEU+Jh+dufZHbT3mQnZtyQhb9KrMtG9uyefmhNxnaZxS/fbOE+84fw5PXP0tpkQfL34gTbFEnlN/CWL4OtWT17guClNMaiksDRb8N20KeWDYLSkn95E+Sfl4XtNjm3FZA5mcrcG/KCzku584isj5bgXtNzu6xlP+/1riXbCH9w99xZNc+pUoBalsO/LIM8vdImrQOjHPlBli8CuUN3ZmhLQtd0Umxx3u3vEDYUKaXiL2KbdkU5RXxyKVP8eiVz5CfU5DoIYkEOeiggwDYsmVLgkcSuYX/9yvXHzSSb978AaBRnyBXLhdmZiaGq/ZONaUURlISZlYWyhF8tSHlcmEkJQcKfCFiKYcjUAQMpvw4VN9XfC4pxf5rNXrbzrJ/8z2PjwQKf2FwFvlJWVuIozD4c3AUWyTt9GL6an9tKSB1m58WSz04SvbIScoKbOlrPTRbWorDU3ssw4Lmf3lp+Wtp9WJbWbdfxiqLjA02RojnaXoh82+LtPVW9cKk1jhKNC3+9JO22Q6ZdzlKNRlrfbhzg/9RV75FsxUe3Pm1D0oBpk/jyvdjBPsuoTXOXR6S1xdgemrPcRSBi8Kp0vLCa/UOSMttYiU7Qq8XbSisrGR8mUnoam2GOjD1desOyMkLWWxUhhF4j4V4v9Y3XVQcKOwF6UzUWmPnF2Bt2w4N+CruodiWjbY1s//9Drf0ups1f65L9JDq1cKFC1m6dClDhgxJ9FAahETnOBGdAnC5XDz66KMsXLiQI488Eq01CxYsoGfPnvz73/+O+dLDovG795wxvD/pY9BEfTZca1j953ruPPUhFn36e3wHKJoklZ2HWrgUdu4K/EJrWL8tUPgrCn9BYaXBvXQLaR/9gZlbttCy3yJ10QbSflyH4Qn/M1L5bdJ+3Uz63DWosscZRV7S/m8JyT+vi2hBaOXxwZ+rAtN6y9dNKiiCX/5Cbc2ObFmgiiLf7vevtizp9hMxK3/5fPfOfG7pdTdWAyskK103N1HVjTfeiNaa119/PdFDicjnL3/LPec8Rt7O/Mbd7adUoNsvPT1ksa7Kw0wTIyMj0IFUzjAwkpNr7ParMZZhgNNZpQuwXrv9gtEavWUHesVa8JSdTCsv+kU4JMPSJG0pIWlLMViBBwe6/by4CqyIPjccpZrmyzykbt59gtNZFOj2S90avNuvJkk5Fm1/LCZ56+5cxp0b6PZzF0SQkwApOzXNl1k4i3ef3EzbaNHiTx/OkghiaUjZYZG23hcoTBLYV2nrvaSvD97tV1ssR5GFo3j3vlI+m+RNhbizSyPaV+VdgPh3z5io6PZzRbY2oE5y4GuZil25C7CwGDZtg9Lwp/NWdAEmJ4fVQVtvLAtrx06s3F2795XPh7V9B7qg8ZwI1FqzbulGbj7qblb8vCrRw6lC8pv6k+gcJ+wLflTWo0cPFixYwFNPPcVDDz1ESUkJDz30EO+++y4zZszgqKOOivc4RSOxZsn6igt6xKI8RqNOsEW9Un4LtWwtemsOeH0RFf32ZOaVkDrnT6zu++DcWYhREv2JEde2QjI/+QtP62Rca7NRUXa4KoAtO9G5+ZCWAjt3xXKxvEAXYHkhUYp+Io5sy2bb2h34vX7M5BiuXCn2SldddRXvv/8+r776Kn369GHo0KGJHlJY/v5lNabDbLwXHDMMjKQklNsdUdGvMqUUKjkZTBPt9aIcjqgv9KOUAocDu7Q00HHeUI5DxSXYy9dgHBrbVT4V4CzwY3iK8DV34yixo/4yrTSkbfHjzvHjTzFI3hFZ0a8yww8tlnopzNfYDjOiot+eHB7IWm7hyQRnkd5dCIyCs0STscaLL83AlWdhRpl2KcD0aswiD2gbR4E3+v0OKJ+F32Viu4Ov7Rc2Q+HPTMKxcitGcWlERb9q4zJNjOTk6C/IU0d0URGWpxTldqOLGtaViuOl/Hvr2sUbIloDUDQeic5xoir+QeACIHfeeScXXXQRN9xwA9988w1//PEHxxxzDB06dAj5eKUUq1Y1rKq3EEKo3Pz4xNEa94ZdcYll+CzcK3fEJZYq9caUNFbRUL5sCVEfgszmi0tMUc2rr77KHXfcwciRI3njjTe47LLL6Nq1KymVu8ZqcOKJJ9bDCINr1BesVirQMRSPUKaJcjrjEgtoeMeiOI7HsDTO4vic6HaWaFxF8Zml5c7T2K7Yn6cCUnbE5/mVX1k4PrE0joI45UqKwNp+McdR4PPFJYeLtuhe5/wW2t84C38NmuQ39SqROU7Uxb9ynTt35ssvv+TMM8/kyy+/xLIs1q5dG/JxDfZDRwghhBBCJIzT6aRHjx40a9aMH3/8kR9//DGsxymlZAkaIYQQQjRYicxxYi7+/f333wwaNIi5c+cG1hIwjLA6/4QQQggh9hZ1sYaNrIlTnd/v58orr+S9994DGvdFM4QQQohEk/ym/iQ6x4m6+GfbNk888QQPP/wwHo8HrTWHHHIIM2fOpHfv3vEcoxBCCCGEaAKmTp3Ku+++C8B+++1H//796dGjB1lZWRgNaZF6IYQQQogIJDrHiar49/vvvzNw4EB+/fVXtNY4nU5Gjx7NvffeizOea3gIIYQQQjQEsiZOvZg+fToARx99NF9++SXJcVpnTgghhBBBSH5TbxKd40RUXvR6vdx777306dOnovDXu3dvfv75Zx566KFGVfgrLCzku+++48knn+Syyy6jU6dOgauUKcX+++8fcbzFixczePBgOnfuTHJyMq1ateKEE05g6tSpEc3d/uSTT+jbty8dOnTA7XbToUMH+vbtyyeffBJ2DL/fz9SpUznhhBNo1aoVycnJdO7cmcGDB7NkyZKIn5sQQgjR2JVPi4n3TVS1cuVKlFKMHj1aCn9CCCFEHZP8pv4kOscJu/Pvhx9+YNCgQSxfvhytNcnJyTzyyCPceuutjXIaxvnnn88333wTl1gvvPACQ4cOxevdfXWm0tJS5s6dy9y5c5k1axZz5syhZcuWNcawbZsbb7yRGTNmVPn9pk2b2LRpEx988AGDBg3i+eefr/XfY+fOnZxzzjksXLiwyu9Xr17NtGnTeOmll5g8eTKDBg2K8tkKIYQQQkQnNTWVkpISOnbsmOihCCGEEELETaJznLCrdieccEJF4e+kk07ijz/+4Pbbb2+UhT+ouvhi8+bNOfPMM0lLS4s4zscff8xNN92E1+ulTZs2TJw4kZ9++olPPvmEiy66CIAFCxbQt29fLKvmy9Pfe++9FYW/nj178vrrr7NgwQJef/11evbsCQTaSO+7774aY1iWRd++fSsKfxdddBGffPIJP/30ExMnTqR169Z4PB4GDx4cUSehEEII0ejpOrqJKnr06AHAunXrEjwSIYQQogmQ/KbeJDrHCbtyp7UmPT2d5557jq+//prOnTvX5bgS7qqrruK1117j77//Jjs7m08//ZQWLVpEFMPn8zFs2DBs2yYjI4N58+YxbNgw+vTpw1lnncW7777LLbfcAsDcuXN55ZVXgsZZsWIFTz75JAC9evVi3rx5XHHFFfTu3ZsrrriCuXPn0qtXLwCeeOIJVq5cGTTOSy+9xNy5cwG45ZZbePfddznrrLPo06cPw4YNY968eWRkZGDbNsOHD4/5UtJCCCGEEJG46aab0FpXm+kghBBCCLE3S3SOE3bx75xzzmHJkiUMHjy4LsfTYNx4441ceeWVdOnSJeoY77//PqtXrwZg9OjRQQumTzzxBM2aNav4OZjx48dXFOImTZpUbX54SkoKkyZNAgLr+T3zzDNB45QXEJs3bx70b3Xp0oXRo0cDgfno77//fsjnKIQQQjQVsh5O3bvooou46aab+Oijj7jjjjtqnRUhhBBCiNhJflM/Ep3jhL3m30cffVSX42iUPvjgg4qfBwwYEHSblJQULrvsMp5//nmWLl3KihUr6Nq1a8X9Wms+/PBDALp3787RRx8dNM7RRx9Nt27dWL58OR9++CGTJ09GKVVx/4oVK1i2bBkAl112GSkpKUHjDBgwoKIA+P7773PppZeG/XyFEFVp24ayCwXFFEfLUVQI0TS8/PLLHH300fz6668888wzvPPOO1x00UV07dq1xtylsmuvvbYeRtk0adtGxWO5nzge0+J6fFQqbmPTfj+YZszHf7QGW4MRYxx2z8KLPRKBMcVpXFh2IE6s+6p8XIrYY2kNlgWmGZ8x+S1wxCeW1jr215UQIiESneOEXfwTkSufYtutWzfatm1b43YnnXQSzz//PADz5s2rUvxbs2YNmzdvrtiuNieddBLLly9n06ZNrF27lk6dOlUbS6g4bdu2pWvXrqxYsYJ58+bV+veikdE8ncLcImzLjntsIRoau7gYDAMjKSnqL0zattGVLhYkRGNnmAauJCdmPL4oxZPWcS1aVMQUVQwYMKDKF9sNGzYwYcKEsB6rlEpY8S8lI7lx5zaWhZWbi3K5MFJToz+mlb/mDSPm95T2+wMFmjhQSUkY6WmB55lfALEsfWPb6CUrIC0VOrZHuZzRj8sGs9CL7TTQSY6oi1oawKHQKLA0WDrqIqDyWSRtLkEr8LZOxUqN8vlpjSO7GNfWfLTLgbddBtodZSxb48gvxVHkw3aZWOnuwGssGl4/5tqtUFgCGWmQlRF1kVOXlKJWrsHw+tBdO6Lbt4z631Dt2AXZuwLvIZcLFWVhUmuN9vmieqyIj5SMBnYle8lv6k2ic5zGebWOBqCwsJANGzYAgY692lS+v7w7r9zSpUuDblcfcTZs2EBRUVGt20bq4Q/uonOP/eN02lGIvYBtYxcXY3u9EXUoaK2xfb5AAdFuxF8ohahEGYrW+7Zk7Kf343DK+cmmSmsd9S1RLr39fE696gQg8DpurLTXi5WXhx3hSSmtdaAbvrxYp8o6vczIv4porbE9HuzS0ogfW41hYGZlYmako5RCORyYzbIwUkN3YIRUWIRevgqdsyvm16bhszGLvOCPLB/QgFYEvvGV7XPtMNBOI/L1+LXGKPJgFnpQtsawNElbCnFtKwoUFCOgvH6S1uTg3pKP0mB4/bjX5uDILoq4aKA8ftzbCzGLAgUtw2vhyClGeSIs4GqNys7HsXgNqrAk8Lv8QtiyHTwRvt5tjb1tJ/aqdeDxBvbXX+sxflsJpRGe0PX5MZauxVyytmLfaK834rwyMC4bu7RETiongGEaGKbBNQ9cyjHn90r0cEQCJTLHkcy6jmzcuLHi5w4dOtS6beVLPZcXDBtCHK01GzdupFu3brVuH4l9u+/DpPmP8ebjH/LSQ2+CpnGfKReijPZ60ZYfwx26C1DbNrbHE7eOBiEaOsNQ2LbmgiFnMXDM1SSluBM9pGrqYh0bWRenujVr1iR6CFFJzUzl7peHccLFR/PkwGcpyituvPmNbWMXFKDd7kAXYIhOJq114CTWnl9cyh8XQRegtixsT2lgKmWMlNuNkZ5WbfxKKUhJwXS7sfLyYzsW2zZ6w2bIy4cO7VGxnNSwwSj2oV0m2m2G7CDTUNaxpqtvayi0ywB/YPpuqHK18lkYxYEi1p4cBV4cxT5K26Rip4To3NMaR24Jrs15VT//ymbrOnYWYhaW4m2XiXaF2Fda48j3YBZ6q41faXDkl2K7Tay0pNCdez4/5rptGLuCND34/LBlB2SmQ1Z66P1e6sHeuAVKPRXPrWJcufkY85egu+2Lbts8ZCyVnYfx1waUL0gh07ICBXWnM2QXYHm3nxT9EkMpxT5d2jJq9nC6HtXwLpoq+U39SXSOI8W/OlJQUFDxc1paWq3bpqamVvxcWFjYoOOU83g8eDyeiv/Oz8+vNWZlpsPkqnsu4ujzjmJMvwmsW7JR1jQTTYMV6AJUbjfK4Qj6hUn7/fHpZhBiL2EYiubtmzPq5WH0OPmQRA+nZhoib5UJI6aoYr/99kv0EGLKcY69oDezjpvAhJtf4Pt356OUarQ5jvZ4sHw+zLQ0lLN60UeXF/RCda+XdwGiA+u/BftbWgdOosVjuqJSgU4/d80nGZRS4HBgNm+GXVSMLi6O7W/mF6KXr4QO7VBZmVGHUYDyWuC3sZIdQTsndcWGqmymTQ0FJqXQThUopPrs4FtpjVHsxfDWXABVAJYmeXMhvgwX3pYpQYttymfh3piHWeipdl+V51fqx70mG1+rNKxmKUELZMpr4cotAX8N4y5jeCyUtxgr3Y12B//aq3IKMNdtQ4Uq1ucVQEkJtGwOQaZya63RO3PQ23bWPMNJg7Js1NK16O252N33g2BTnf0WxspNGFtzap8tVf6+cDhqzivlhHLCGKaBtjWX3fkvrn34clzRTmuva5Lf1JtE5zgy7beOlFb68u5yuWrd1l0p+SgpKWnQccqNGTOGzMzMilvlrsNwHXD4fjy7aBxX3XsRylAYUUz9EGJvpMumK+lKX4i01lilJVL4E01G+dTIswaexowlzzTswp9oUmLNcTJbZvDA27dz7+sjSclIbtz5jW1j5edjFRVVKXJWdPtFtGyFCnQB7lHA0JaFXVISl8KfcrswWzRHhciFK7ZXCiM1BbN5s9gv/mDZ6HWbsNduCKxXGAtbYxT5UKX+Kh2TFd1+hqq9aFRZWRegNlTV7+t+CzO/tNbC354c+V6S1+djlFT6t9IaR24xySt21Fr4q0wBrh2FuDfkoryV9pUOrO3n2lGEClH4q4hV9hgzf4+OUb+FuXozjtVbQhf+ynn9sHk77Cqout89XuzV6wOFPwir8KGy8zDmL4FtuVV/n1OAuWBZoPAXZiz8frTHUy2vrFg+Rgp/9a58GZPxc//NoLH9Gm7hTzQpe3U2osquohnL7cUXX6yTsSUlJVX87A3RYl357HJyctUFQBtanHKjR48mLy+v4rbnNONwOV1OBjxyBZPmj6HdAW0a9To5QlRhWYG1AH2+3cmZX5Iz0TQYpkFWqwwe+/gebn1+MCnpDWzx6yCUXTc30fDEK8c5+fLjmLF0PL3+2SPwi0ac4ujSUqxduwJTC8vX9oum41GVFQANY/fafiUlsa99qxRGRjpmZmZg6Y0ILrpQsRZg82aoGvLiiOQVoP9ahc4rCL1tbeMi0AFnFPnQll22tl8ERb8qwVRgHUBnYL8bxV7MAk/Qab6hxmT4bZI2FeLaWQxeP+51ubg35kUcC8Ao8eFem425qxjl9ePaXoRZUH2ab1ixPH4cuYE4alchjsVrMXKCz3AKaVc+bNkRKPrtzMFeuRYiPXmrQfktzMWrMf5cDaVejBUbMP9YFXyab8h4OnBy2efDtqzASWZPeMVWET/lJ3suHHo2L/z5NAcfE7/ls+qK5DdNh0z7rSPp6ekVP9c0dbZc5Ytq7Dklt67iVC4GRhKnnNvtrtIhGKtuvToz7fcneemBN3nryf/GLa4QDZ0kZqIpOvXK4xky8XrSslJDbyxEPYtnjtOiXTP+87/RfPbSN0waOh1PcSNec8u2sb1ejDjsOw2BTvh4dCwpFej2i/Iqq7vDKJTbha5hVkxELAudX4DKTA+9bW1jgkA3m9ZRX5F2z4BmYSnKH/3VgMvH5cgpxbElL+aat9Lg3FmETvahYoymbI1j/c5A8S5WXh/26vVxeY2q7bmY2fm7n10MUya1zycXikug5u2aNfxlTESTtVcX//a8om002rVrF4eRVLfPPvtU/Fz5YhvBVD6jvOfUksoX54hnnJYtW4aMo5QKeXGQeHIlubjh8WvIyy7gs5e+QcdhMWchhBANh1KKw048iLtfHpbooURO1sSpFwcccEDUj1VKsWrVqjiOJj6UUvxzwCm07NCcUWf+J9HDqVPKEcevFvGaqugwQ15oK2yxTtetRKWlBop2MRYlAXDGOCW5nNYY/vh8MCkdxwKUacSvcbY0jidd4zidNm7Pr5GuMbo3UIZixpJn9orZDFVIflNvEp3j7NXFv+7duyd6CDVKT0+nY8eObNiwgb/++qvWbSvff9BBB1W57+CDDw66XaxxjjjiiJBxOnbsWOXiH/WlVYcWGKaBZcsUSCGEaEyUoWi5T/NED0M0YGvXrg172z0vphFrZ1dda962WaKHUOca+D9BwyM7LAKyr0TDZhhq7yv8iXqV6Bxnry7+NXTHH388r7/+OsuXL2fr1q20bds26Hbffvttxc/HHXdclfs6depE+/bt2bx5c5Xtgvnuu++AQNfh/vvvX20slf/eFVdcETTG1q1bWbFiRdCxCCGEEE2V0oFbvGOKqvr37x9ym6KiIlasWMEff/yBUoqePXty2GGH1cPohBBCiMZF8pv6k+gcR4p/dejCCy/k9ddfB+DFF19k1KhR1bYpLi7mrbfeAgLdeV27dq1yv1KKCy64gOeee46//vqL+fPnc/TRR1eLM3/+/IqOvQsuuKBaZbhr164cdNBBLFu2jLfeeounnnqKlJSUanEqXwClb9++kT1hIYQQQogYzJo1K+xtlyxZwsCBA/nzzz+55557uOiii+pwZEIIIYQQ0Ut0jrNXX+23oevbt2/FvO4xY8YEnaN95513kpubW/FzMCNHjsQ0A2t5DBs2jJI9FhouKSlh2LDA+kkOh4ORI0cGjXPHHXcAkJOTw1133VXt/lWrVjFmzBgAunTpIsU/IYQQopzWdXMTUTvkkEP44osvaN++Pddee23I5VGEEEIIsQfJbxqkushxpPhXg5UrV/Liiy9WuZVfbbewsLDafVu3bq0Ww+l0MmnSJAzDID8/n+OOO47JkyezYMECPv30Uy655BKeffZZIDAt95prrgk6lq5du1YUBhctWsRxxx3Hm2++yaJFi3jzzTc57rjjWLRoERAoIB544IFB4/Tv379iKu+UKVO45JJL+PTTT1mwYAGTJ0/m2GOPJT8/H8MwmDhxIo54LtoshBBC7MXKp8XE+yZik5aWxm233UZxcTFPPPFEoocjhBBC7FUkv2m44p3jSHWnBnPnzuW6664Lel92dna1+77++uuga/qdc845TJ06laFDh7Jt27aKDr3K+vTpw/vvv1/R3RfMo48+yvbt25k5cya//vpr0DX7Bg4cyH/+U/NV5EzT5IMPPuCcc85h4cKFvPvuu7z77rtVtnG73UyePJmzzz67xjhCCCGEEA1Fr169APjyyy8TPBIhhBBCiPiJZ44jnX/14IYbbuDnn3/mhhtu4IADDiApKYkWLVpw/PHH89xzzzFv3jxatmxZawzDMJgxYwZz5szhggsuoH379rhcLtq3b88FF1zAxx9/zPTp0zGM2v9JW7ZsyQ8//MCzzz7L8ccfT4sWLUhKSuKAAw6oGOegQYPi+fSFEEKIvZ+uo5uIWfnV8LZt25bgkQghhBB7GclvGrR45jjS+VeDAQMGMGDAgLjFO/TQQ5k2bVrMcc455xzOOeecmGI4HA5uvvlmbr755pjHI4QQQgiRSJ9++ikAmZmZCR6JEEIIIUT8xDPHkeKfEEIIIUQIdbGGjayJE7s33niDMWPGoJTi+OOPT/RwhBBCiL2K5DcNV7xzHCn+CSGEEEKIBuH6668PuY1t2+Tm5vLLL7+wefNmtNY4HA5GjRpVDyMUQgghhIhconMcKf6JBkfLpcGFEKLRsi070UOIjtaBW7xjiipefPFFlFJhbVueL2RkZDB9+vSKRbGFEEIIESbJb+pNonMcKf6JBmXtkg18MuNLLJ+V6KEIIYSIM9uy+WnOLyyeu4xDjz8o0cMRDdC+++4bMjE2DIP09HQ6derESSedRL9+/UJeOC3RvB4f/53yf4keRp3TtkY1tMsJxvU7aHhf2sJS/oU7zC+CIWPFZWyKeEWKK0389lU8n5yi4V3YQCkpvCSI5bf5ZMaXnHX9qWEXeETTkugcR4p/okGwLIt3n/6Imfe+jm3vpV0hQggRJcNhYCjFiZcey/yPfqa0uBTbH91noWEapGQk0+fsnnzz5g9Aw+q2Ky32cOtJD3DJrecz4N+X4052J3pIYZE1cerH2rVrEz2EuFv52xrG9pvI+mWbEj2UOmeXlmKkpAS+3MTw5VcpBU4n+HyxD8rvx/Z6MVyu2OJoDW4XFMWnuKK37UQlJ0GSO+ailplfipXuBtOIIZYGBTZ+TNsMFLaijaV1oF5X6kG5XbEVQrSGUg/a50OlpUQfh7JOmuQkKC4BVOwFGkecXqOAtm1QcRhTg6tGNi1P3zCV796dz+3Tb6Zl++aJHk5YJL+pP4nOcRrauTnRBG38ewsjj7+PF+6ejeW30LZ8Wgghmg6loNOh+zL11ycYPXs4M5eNp9eZPaKIE/jCcOwFvZn11wRGzx7BlIVj6ditfYM6A61tDRreHf8RN/a4g78W/J3oIYVH19FNNFp+n5/Z/36HIb1HsWH55qaxrIllYRcUYHu90T1ea7BtrKKiuBRVlMOB2bxZ7IU/wPZ4sXNy49NVZZooFKzbDDtyopx2F3iMKirByC3EuSEHVVAa3Xi0Bo8fc/kGjI070Nt2gDf6/a9LSrHWrsfeth1r23a03x/1frOLirA2bcFetxF74xa0ZUceS2u01ujtO7HXb8IuKkb7fFG+JwOxrJKSuBX+yseIbVP+7xp9jCbwOdPA/frFHww8eCRfvfb93vG5L/lNkyHFP5Ewtm3z/sSPufHw2/j759WJHo4QQtQrwzQwTIP+D1/B5J/GsN/BHQFo0a4Z//nfaO6YeQtJqW5MR+hDteEIdPvd89pIHnj7drJaZQLQ5YhOPPvz41wx6kKUUhhmwznsa1uzdc12hh97LzPvfQ2vJ45fooRIsHVLNzD0H6N5+aE3sS27QXXf1gddWopVWBgoZkTw5df2+bAKCsDvj3kMRmoKRrMslCOGiU5ao20bKy8fOz8/9sKfUiinC8Ph3H1SJicP1mwMFNsiie+zUHmFKK8v0KSnNc6dBTi27IIIC2RqRx6OJWsxCsuKh5aF3pGNzs0rixNGrLICm7VtB9b6jeAr+zf0eLE2b8UuKAz/uWmNtiys7Tuws3cXXHVeAfbKteii4ghCabTHi71qHXpn7u7fe73YJSWBjrsI9pX2W9jFxWDVzRJF2rIDBaOIXmuB16mW2VMNguW3KSkoZUy/iTx88ZPkbs9L9JCEAKT4JxJk69rt3HHKQzw7chY+jx8ryultQgixN1JK0bFbe6YsHMvV912Mw+modv8/B5zCjKXjOfzEg0PG63VmD2YsHc8pVxxXrcvP5XZy/aNXMfHHR2nbqTXKaDhdgLZlo23NG2M/4Jaj7mLlb2sSPaQalU+LifdNNC6WZfH2k//lpp53snbx+qa99JZlYYXTBag16EC3ny4pif3vlnf7pabG3PWsvV6s7By0xxP7uEwT5XShjCBfv7y+QAFwZ27oYltZt58qLEYFeYEZJV6cG7JRRSHGrDV4A91+jvXbUcE6xoqKy7oA/bV2MAUKbB6sNevQubuC/i07d1egC9CyQha27OISrM1b0SVBOhn9fux1m7A3bQ1RuCvr9tuRg71qHXiCvA5tG7u4GDuMLkCtNXZpKXZpad2vqVdWdA6rC1Dr6LohRZ0qfz39+L9FDDxoBN+/91OCR1QzyW+aDin+iXqltWbOtM8ZdMitLP1xeaKHI4QQ9cowDZRSXDHqQp79+XG6HNGp1u1bd2zJuM8fYPizN+BKclbpAjQdBkmpbu6YeQv/+d9oWrRrVmus7n0OZNrvT3LRiHNB0bC6ALVmw/LNDOk9itn/fge/L/auHyHq26aVW7j1hPuZdtcr+H2WnNgso0tLA9N4ayjUaL8fq6AwLt1+KiUFM9Zuv/Jpnfn5WHl11O1Xk+xdsHZTzV2Afj8qf3e3X41/0tY4t+fj2Lqrxi5AtTMfx+K1GAUhCq5+C719J+QVVC9MlnX72TuysdZuCDlVWJd6AlN4C4uC3FnWZbljJ/bO7LIpsLXE2pUf6AIsDjJ+rcHjw169Hr0ju/bnx+4uwBpfo5Yfu7g4MH25HtXaBail229vYFs2hbuKeeSSJ3ns6gkU5EbQAStEnMkFP0S9euK6KXz+8reJHoYQQiRE206tGT17ON37HBj2Y5RSnH/TmfQ6swfj+k9iybzAiZPDTjyYO2cNoXXH8K8A5k52c9NT/Tnuwj6MvWYi29fvjPg51JXyaZEvP/Qmiz77jae/fQQjWIdMoth1sJZSE1+byTTNuMZTSuGv5y/n5X758k/uO38Mlr9upgLu9fx+rIICVHJyYP29sgtC2MXFcSn6YZqYGekopzP6GGVXk9VeH1Z+QcjiU1gMAxVO0a8yjzfQBdiyGTTPqvi1KvGAxxvRxWqN4kAXoL9VOjo1KfAc/Rbm2m0YeUEKcLUpLApcwKNFFrq8uOr1Ym3aCpGs8ag1dk4uurgEo2XzwD5SKrBOYHZOZPvd58deuxHVPAvVpmUgDqCzc9HbsyMr3No2VnExyuWq8hrVHk+9F/2qKCuwKtMINAJSdkFfKfrtNcq7AL996wd++eIPJs1/jHad2iR4VJVIflMnGmKOI8U/Ua9++viXRA9BCCESIinVzbTfn4z66rbtDmjD098+wpznP8fhcnDW9adGPaXtsBMOYvrip7m45fX4vA2ry05rWDJvOT6Pb6+5ErCIzl6xEHqY5v9vEZbPanJr+0VKl5Rg+XwohyMwlTbG14Byu8E0MVJTYp7ia5eWon1+dGmUF82ozDBRpoEyovzyp4EduVDqhZbNUKVeVJTFHmVrHNvysZ2FaJeJsTkbFe3r1O9Hb9uJneQCW6NzckM/pga6tBRr8xaMzExsjxddHP46ftVi5exCFxahWjYPrFMYbLpwuLG8XizLCrxGvd4GM51WW3bF1Zfl4oh7J9uyyduRz5/fLWtYxT9RJxpijiPFPyGEEKIeJKclxVzMMgyD82/+Z5zGk4zT7Wxwxb8Gqy6uXtfw8sJ61b9//5ger7Xm448/Jjs7u0Ek2YahsKXxLzS/P26dVMrlwkhOikssu7gkbhdxMGLpQKzM48Uojr0YqQAjvzimolhlOjcvPvvKDqwFGBdeH3rztvjEsqzA2oQNTQP4nBONkOQ3daIh5jhS/BNCCCGESKDevXtjmiZDhgxhyJAhiR5OvZk1a1bUj/3ggw948MEHyc7evZ5Xx44d4zEsIYQQQoiYNMQcR4p/QgghhBAhKOJ/9brySYoLFy4kIyMjvsEbqY8//pgHH3yQX34JLCOitaZdu3bcc8893HDDDQkenRBCCLF3qcv8RkSmrnMcKf4JIYQQQoRS0xUXY40pwvL555/z4IMP8tNPPwGBhLh169bcfffd3HzzzSQlxWfqpxBCCNGkSH6TcPWV40jxTwghhBBCNEjffvst999/P/PmzQMCCXGLFi248847GTp0KCkpKQkeoRBCCCFE5Oo7x5HinxBCCCFECErXwbQYOTFeox9++IEHHniAr7/+GggkxFlZWdx2222MHDmStLS0BI9QCCGE2PtJflP/EpXjSPFPCCGEEEI0CIsWLeL+++/ns88+AwIJcXp6OiNHjuS2224jMzMzwSMUQgghhIhconMcKf4JIYQQQoSiy27xjikA+P3333nggQf46KOPgEBCnJqaytChQ7nzzjtp3rx5gkcohBBCNEKS39S5hpLjSPFPCCGEEEIkxJIlS3jwwQd5//33gUBCnJyczM0338zdd99Nq1atEjxCIYQQQojINbQcR4p/QgghhBAhKK1Rcb56Xbzj7W2uvPJK3n77bbTWaK1xu90MHjyYUaNG0bZt20QPTwghhGj0JL+pGw0xx5HinxBCCCGEqHdvvvlmxc+tWrVi+PDhdOzYsWItnGhce+218RiaEEIIIUTUGmKOI8U/Ua/cSS6UUmg5GyCEaEKUUriSXIkeRjXOJCeqsLTBfSYbpoEyjEQPoyq77BbvmE2cUgqAnTt38sADD8QcK1HFP4fTxLYb1vuoKbCLi7FLSjAz0lGO6L/WaJ8PLCt+4/KUgmmiTEfFazziMWkNHg/+jZsxsjJQqanRx7JtrPwC8Hox3O7Y9pVtx3VfNUhKBW5aB25CxJHDaSZ6CFXVYX7Tu3dvTNNkyJAhDBkyJM5/pOFraDlOA8usRWN3x8xbyGyVgWFG/9IzTAMUHHn6YTjdDgyHvIyFEA2XYRpktc7gjpm3JHoo1dz90lDSm6fF/JmslOLI0w/D4TRji+UwSEp1c9eLQ3G5nVHHqQvl02LifWvqyqfDxOuWKP8achadDu1IlLUZES3LAr8fKycXu6g44teA1hqrsBArd1edjE37vIFiWYS0bQce6/WCbWPn7MLesRPtj7zoZpeUYm3ZCh4PaI1dWopVGvlJH601tteLXVwc8Rj2Jso0UIZCKYUyGuCJKLF3Kjs2HHtBb475V6/EjmUPdZnfLFy4kKVLlzbJwh80vBxHOv9EvTry9MOZuWw8k4fN4KvX5kbcBagMRauOLRg9ewSHHNuNjX9vYew1E1m+YGUdjloIISKnDIW2NadedTxDJlxPWlZqoodUTe+zejLrrwlMvOUFvn37x4pGh3ApQ9G2U2tGzx5O9z4Hsm7ZRsb2m8jK39ZEdaW3HicezB2zhtC6Y8vIHyz2Ol9//XWihxA3bfdvzeQFY3lj7Ae88sjbANiWtHbWJ7uoCOX1YKSH1wWofX6s/Py67WLTOlDEC7MLUGsdKBpa/ur3lXqwtmzFaJ6FSkkJHcu2sXN3oYuCFOv8fmzbwnAnoczQXUjattEeD7oxd/wpVbZPVfXfmwZa3s8iSqbDwJXsYsSzN3LqVcdH3cEr9i4NMcdRuqHN9RF7pfz8fDIzM8nLyyMjIyOsx8x9/yeeHvQcRfklIRNkw1DYtubCYWczcMzVJKW4K+6zLIt3n/6Imfe+HjgrKQdnIUSCGaZBWlYqt8+4mWP/1TvRwwnLt2/9wDODn6eksDT0Z7JpYNs2F488j+v+cwXu5EqfyX6LNx//kJceehN06AKI6TAwHSY3P3Md5954ethJcTTHnWiU/50Tj38AhyMprrH9/lK+m/tInT8HEZtIX2srf13DmH4T2PDX5gY3pb6pMNJSUcnJQT9PtNbo4mLsYEWxuqQUyuGssZNM23ag6BdGp6BKTsJo3qzGwp1dWoqdnRtWYVM5nSiXq+Z95fejPZ6QcfZmyjQCJ6xCFmdtkOn9IkK9zuzB7TNupuU+LcLaXvIbUVekj1kkzPF9/8HMvyZw7AWBL8Y1feEzDEXzds144ssHGTLh+iqFPwDTNLnszgt4/rcn6HTYvjLlRgiRMOWfPydc9A9m/TVhryn8AZx02bHM+msCfc7pGfhFDZ+lylC03Kc5T3/zCDc91b9K4Q/AdJhcdc9FPLtwHPt23ydkMa/7Pw5k+uJnOG/wGXI2XDQKXXp24rlfnuCKUReilIppKryIjl1YhL1rV7VONe33Y+fuqv/CH+zuAvT7qxSFtdZoy4/2ecMq/AHosqm8e07B1baNlbMLe/vOsDsatc+HXVJSfV/ZNnZpaeMu/JVN7QUVsvAX2NwIFAqFCMF0GLhT3Nz2wk089sm9YRf+hKhL8uklEiqrVSYPvH0797w2kpSM5Crr9ykjcBA+a+BpzFg6niNOObTWWPsd3JHJP42h/8NXYJiGJNtCiHplmAYpGSnc98at3PfmbWS0SE/0kCLWrE0Wj3xwN3e9NJTk1CTMSp/JRtln8nmDz2D64qc57ISDao3Vucf+PPvzOK669yKUUbUAYjoMHC4HNz8zgKe/fYR2B7SpmycUT+ULv8f7Jholl9vJ9Y9exYQfHqXt/q0qchpRf7TPj5Wdg11Sgm3b2EXFWDm5aH/1KbX1Oq6yQp+2bbS20X5fdGOyNfbOHKyd2WjLQns8WFu3oQsLo4hlB/aTxxPYVz5foLDYiKf5KtPYfWGPyB4Z6LiUk1WiFocc150ZS57h7IGnNfwTm5LfNBlSHREJp5TilCuOY8bS8fQ6s0fgd4Yiq1UGj318D7c+P5iU9OSwYjmcDq6+72KmLBxLx27t63LYQghRRZ9zAuvnnXTZsYkeSkyUUpxxzUnMWDqeHicfEvidoWjWNotxnz/A8Ck3kJwW3mey0+VkwCNXMGn+GNod0CZQAFGBzqhpvz/JRSPOxZDF1EUjdtA/DmTaH09x0fBzEj2UJssuKMTOzsEuKkr0UHYr7wL0ht/tV2Oo4hKszVuxtu2AKC4IUiWWz4cuLm7c3X4AZd1+sRRl5EIgIhhnkpOhkwbyxJcP0ma/VokejhBVyAU/RIPRol0z/vO/0Xzxynes/HUN1zx4adQL5Hc5ohPP/fI4gw65jc2rtsZ5pEIIsZtScFzff/DA27c3/LO7EWjVoQVjP72f/5v5FeuWbuSaBy8lNSMlqljdenVm2u9P8vqY90nNTKHviHMww1hkviFROnCLd0zR+LmT3dz09AA6Hb4fT17/bKKH0zQ19i6Uxv784skwGtWxWjQcSsELfzzFPl3aJXooEZH8pumQ4p9oUJRSnHHtSZxx7Ukxx3K6nLTv3EaKf0KIOmU4TA44fL9G+WVCKcXZA0+LSyxXkov+D18el1hC7I269uqc6CEIIYSoI4Zp7HWFP9G0SPFPCCGEECKUuljDRrp1hBBCCJFIkt80GbJYgRBCCCGEEEIIIYQQjZR0/gkhhBBChKDswC3eMYUQQgghEkXym6ZDin9CCCGEEKHItBghhBBCNDaS3zQZMu1XCCGEEEIIIYQQQohGSjr/hBBCCCFC0WW3eMcUQgghhEgUyW+aDOn8E0IIIYQQQgghhBCikZLOPyGEEEKIEJTWqDivYRPveEIIIYQQkZD8pumQzj8hhBBCCCGEEEIIIRop6fwTQgghhAhFroYnhBBCiMZG8psmQzr/RKNmuhwopRI9DCFEI2ZbNg5nbOfStNZ8MuNLLt/nRl55+G38Pn/UsbweHzNGv8oVHW7ky1e/R0sCJkSD8PNnvyd6CEIIIeqIZdks++nvRA9DiBpJ8U80atc8cCktOzTHMOSlLoSoGwcf05V/Xndy1I/fuTmHe855jKdvmErOllxefuQthvQexZrF6yOO9fcvq7mp5528+fiHZG/JZew1E3nooifI3Z4X9fhEGQ3Ycb5JXbZJyNuZz78ve4rn73g50UMRon7FM/+OVyzbjlNXkgZpMBCVKGDEsfcy457X8Hp8iR5O+CS/aTKkIiIatW69OjN98TOcPehUAAxDDtJCiNiZDgOHy8HNTw/g6W8foXnbZhHH0Frz5avfM/DgkfzyxR+V7oC1SzZw85F38ca4D7AsK2Qsv8/PKw+/zdB/jGbT31sC3X5lidf8j37m+u4j+P7d+RGPUexWviB2vG+icfvhvwu5/qCRzH1/QaKHIkT9MQyMrCzMli0w0tNjCqWcTszWrTDbtkGlpcZleDrGAqDWGm3XwVTJxso0UUlJqKSk+BaEG5jA7FnNm+M+4OYj72Tlr2sSPaSwSH7TdDTed58QZVLSkxk5dTBj/u8+MltnYpjyshdCxEBB5yP2Z9rvT3LRyHOj6izO3Z7HQxc9wdhrJlJSUIpt2VXuty0by28xY/SrjDj2Xjau2FxjrDWL1zOk9yhefuQtbMsOGqsor5hHLn2Kx64aT35OQcTjFUJEpnBXEeP6T+LBCx+nILew2vtSiMZKJSVhtmiO4XahlMJIScZs2QLldEYcy8hIx2jVEuV0opTCzMzEbNkCTDPmcWrbDhQBI25R0nHsHmzkFCiXC8MVeC0opVAuV1Svhb2J1pqNK7YwpM8oXnkktqVchIgnqYKIJqPXmT2YuXQ8p119AgBKugCFEBEwTAPTYTDw0auY+MNjdOy2T1Rxvn93Ptd3H8H8j34GCLkm38pf13DD4bfz3oQ52PbuAoJlWbwx7gNuPvIu1i3dUOv3l/K/8e3bP3L9QSP5ac7PUY29SdPsXhQ7brdEPylRFxZ99jvXHzSCr16bCxDoEBKisTMURlYmZmYGao+TYso0MZplYaSnhRfL6cBs3QojPb3a2t3K7cZs3QqVWtYFGEs6rzXaCq+QF+j2swPbi9BMA+VOQu1RqFVKoRwOlNvdqLsAy0/GvvzwWwztM4q1SzYkekg1k/ymyWi87zghgkjLSuWuF4fy8Ad3kd4sTboAhRDhUbDfwR147ufHuWJUX0xH5F0H+TkFPHbVeB659CmK8orD7gSy/DZ+r5/nbn2R209+kC1rtrFxxebAujKjX8XyW1j+8GLZlk1+dgH3nT+WJwc+S1FeUcTPQwgRXHFBCeNvep7RZ/2HXTvypdtPNBkqyY3ZogWG213zNkphpKRgtmiOquUiWSo9DbNVq1q7w5RhYGZlYrRsEZcCUuguQOn2i0Sg289d60UXlWE0iS5ANKxZsqFiPeZwlnIRoq7EdnlCIfZSx/6rN4f+1Z2Jt7zAt2//mOjhCCEaMGUo+t13CVfde1HUV/Vd/cc67jrjEQpyCoHQ3X41WTp/Bdd3H1H2/SO6GOVdSJ+//C0L/+83nvzqwai7GJuU8rPZ8Y4pGoU1i9dz77mPkb0pF5BuP9FEKBWYmpuUFP5DHA6MZs3QxcXYhZVOQDkcmM2yUC5X2LEMtxvVujV2Xh66uCSSkVenNdrSga7FSkWrWNcHbFLKC3phXghFKQUOBxgG2ucLFFgbIbvsBO30UbP5/r35PPbxPWQ0j20tzLiS/KbJkLYn0WRltEjnvjdv4+Lbzkv0UIQQDdijc+7h2ocui7rwB4GpvgU5sa/7Zftt/D4rom6/GmNZNrnbdvHDh4tiiiOEgE9nfkX25twqU/OFaLTKpm2aLVtEVPgrp5TCSE3FbNEcXC5UWlpgKm8Ehb+KWIaB2awZRrOsiB8bTHkXoNYabVlSxAiHUoF1GSMo/FV5eFnRsDFPAy63fMFKfprzS6KHIZqoxv8OEyKEQ47tnughCCEasAMO3y8ucRriOqNyBfQI2HV0E42CbWt5P4kmw0hNxczKrLa2X6SUw4GjVYvAOoFRFI2qxKplynHEtG60XWhxpxRGUlJgHb8Y/g2VUtXWB2ysGlxnuOQ3TYYU/4QQQgghhBBCCCGEaKRkzT8hhBBCiBCU1qg4T/+KdzwhhBBCiEhIftN0SPFPCCGEECIUWRBbCCGEEI2N5DdNhkz7FUIIIYQQQgghhBCikZLOPyGEEEKIUOTMuBBCCCEaG8lvmgzp/BNCCCGEEEIIIYQQopGSzj8hhBBCiFDkzLgQQgghGhvJb5oM6fwTQgghhBBCCCGEEKKRks4/IYQQQohQbEDVQUwhhBBCiESR/KbJkM4/IYQQQgghhBBCCCEaKSn+iSbPMOJ9qkMI0Zj8+uUfMccwDANtNbzToLat5TMwTErrOrmJxsO25d9TNA12SQlWfj7aju24pi0LKzsXu6AQHePnofZ6Y3q8iJLW2B4P2rJiDKNjfj2J6Eh+03RI8U80eUeefhhHnHpozHFMh4HD5SCrdSZKvkzXG8M0cCe7yGiZLkUMUSfGXTuZJ66fQlFeUdQxTr/2RPY5sB1KxfYaNUyD1MwUUtKTMcwYD+EK9j+kI6dceVxscZqK8gWx430TjcJpV59AakYc3pdC7A28XnRJKVZ2DnYURTetdaCAmJ2NLi3Fzs/H3rkT7fNHFcvKy8fOyY34sSJObBvt9WJ7vVEVcbXWgeJtjAXEhk4Zin0ObEevf/ZI9FCqkvymyZAMRTR5yWnJPP75Awx/9gZcSU5MR3Rvi259DmTGkmeYvWYKF404FxTyJaAe9Dj5EGYtn8js1VM454bTAenmFPH3xSvfcf3Bt/LLF9F1Abbr1Iapvz3JZXf+C6VUxJ8N5UXDky47lpdXTebFvydxzL96VbkvXIZpYJgG19x/Kc8uGkfLfVpE9HghRHXdendh5l8Ton5fCrFXsm3s3F1Y+QVhF320ZWHn5WHnF0Clh2ivD2v7duzC8LsAtdeLtX0HurAwmtGLeLMsdARdgFprtN+PLi2FRtz1Z5gGKLj0tvOZ9vuTNG/bLNFDEk2U0rH2WAsB5Ofnk5mZSV5eHhkZGYkeTtS2rN7GuP6TWDJveVjbl3+JHjTmavqOOAfD2P2F/s/vlzH2mons2JiNlqlAcWU4DJxOBzc/M4Bzbji9ypesRZ/9zuMDJpO3Ix+7AU6zFHsvw1DYtua8m87kxsf7kZyWHFWcpfNXMLbfRLau3R7WZ4NhGqRmJHPb9Js5vu8/Kn6vtebrN+Yx4eZpeIo9WP7Qr3elFB26tmP0qyM48MgDohp/Q1Ffx53yv3N655E4THdcY/stD1+sGr/XHzsbu0hea9G8L4VoFEwTMyMD5XIGvVtrjS71YBcUhOwKUi4XRrMslCP4tSm11uiCwkAs0TCZJsrprPFESEW3XyMu+kGg26/1vi0Z9cpwDj2ue1iPkfxG1BVpSxKiknYHtOHpbx/h5qcH4HA5au8CVNC5x/48/9uTXHzreVUKfwCHnXAQ0xc/zXmDzwCkGy2eDj66Ky8sfppzbzyjWlLR68wezFw6ntP6nQAgU7BF3JSv5/XxtM8ZdOht/Pn9sqjiHHx0V6b98RR9h50D1NwhXP7aPuZfvZj514Qqhb/y+0+98nhmLB3PkWfUPoXEMA2UUlx+1wVM/e3Jvb7wJ0RDVfl92fP0wxM9HCHqj2Vh5eZiBVm/T9t2WbdffljTAcs7+uyiouqxfD6sHTuk8NfQ1dIFqC2r8Xf7lX3/uOCWs3jhz6fDLvwJUZek80/ERWPp/Ktsw/JNjL1mEit+XlVlWkLgSzT0f/gKLrvzX5gOM2SsX774g3H9J7Nre550o0XJdAS6LG8Ydw0XDD2rWrE1mB//t4gnr3+Wwl1Fst9FXBmmgW3bXDziXK579ErcydGdMf392yWMu3YS2ZtyqlwswHQYuFPcjHjuRk654riQUwi11nz64jdMHjYDn9eHXanbSBmKtvu3ZtTs4Rx8dNeoxtkQ1fuZ8QNG1M2Z8dUTGtWxszGK9rWmtebTWV8zefhM/F6fdAGKpsM0MTMzUE4ndmlp2RTf6L5yKrcbo1kWGAa6sDAQS+xdHI6KLk7t80Ijz8kN06B52yzuemkoPU89LOLHS34j6op0/glRg47d9mHiD48y8NGrMB0mhqlQSrHvQfvw7KLHuXJ037AKfwBHnn44M5c+wxnXnlTHo268uvTsxLTfn6Lv8HPCKvwBHHN+L2b9NYETLj66jkcnmhrbskHDexM/5sbDb2fzqq1Rxelx0iFMX/wMZw86Ddjd7XfkGT2YsXQ8p155fFhrhymlOOu6U5i59BkOP+HgwO/Kzjr3HXYO0/54qlEV/oTYGyilOOv6U5mx5BkOPf6gRA9HiPpjWVg5ufh3ZmPnhdftVxPt8WBt3Ya1bbsU/vZWZev66dLSxl34K0vX/nndKUxf8kxUhT8h6pIU/4SohekwuWJUX5775XEOO+Fg+t1/Cc8uGscBh+8XcazUzFTumHELt04bXAcjbdyOv+gfTPjhUTp0bR/xYzNapHPfG7cycMzVdTAy0dRpW7N1zXa+em1u1DFS0pMZOXUwY/7vPrr16cLtM27h0Y9G07J984hjtd63FY9/8QDDpwyi+z8O5MmvH+LmZwaQlBLfM7pNU11cCU8mXzQFbfYLvC+vvu+SRA9FiPoVz6u3NvIrwYpGQMOjc+7htmk3kZqRkujRREDym6Yi+CqqQogqOh26L09+9VBcYvU4+ZC4xGlKep3ZA9MMr8uyJkeefhgzRsdpQEJUokwj7CsT1qbXmT3odWbta/eFNR6lOP/mf3L+zf+MOZYQIj4Mw+Cky47h1f+8k+ihCCGEqAOmw6DP2T0TPQwhaiTFPyGEEEKIUCrOZsc5phBCCCFEokh+02RI8U8IIYQQIhS7Dqax2JIcCyGEECKBJL9pMmTNPyGEEEIIIYQQQgghGinp/BNCCCGECEXbgVu8YwohhBBCJIrkN02GdP4JIYQQQgghhBBCCNFISeefEEIIIUQosiC2EEIIIRobyW+aDOn8E0IIIYQQQgghhBCikZLOPyGEEEKIUORqeEIIIYRobCS/aTKk808IIYQQQgghhBBCiEZKOv+EEEIIIUKRNXGEEEII0dhIftNkSPFPCCGEiIG27EQPQdQHTR0kx/ENJxq2jSs2J3oIQggh6ohtaXK25tK8bbNEDyUykt80GTLtV4h61u6ANhzXt0/gP1T0cZQReHB68zSUiiEQYJgGhmmQnJaEYcb2sWCYBu4UN6bDxHTEFksZig5d2/GP846KKQ7AAYfvx1FnHB5zHCEqMwxF8/bNOemyYxM9FCFEA2X5LV577D3+ffnTiR6KEEKIOqK15vqDRvLNm/MSPRQhgpLinxD1zDAMHnznDu56aSjJqUkYURTIDNMgo0U6//nfKN7cPI2r77sYZajoCncK9ju4A1N/fYLZa57lxEuODvw60npi2fZHn3cUr6yewgt/PkXnHvtHVeA0TAMUXHr7v3j+tydp2b555EH24HA6GPN/9zHiuRtxJTljLkyKpq28+H7WwNOYseQZ9u2+T4JHJOpc+bSYeN9Eo7b+r00MO/oeZt3/OtqSf28hhGjMivNLePTK8Txy6ZPk7cxP9HDCI/lNkyHffoVIAKUUZ1xzEjOXjafnKYdG9DiAky47lpnLxvOPc4/C6XLS/+HLmTR/DO07t6koSoRS3u13zf2X8uyicXQ6dF8yWqRz7+u3cv9bt5GamRp2MdF0BLoGR70ynIfeu5NmrTPp2G0fJv74GAMfvQrTYYQdSxmKVh1bMP77/3DDuH64klxhPS6s2Epx3uAzmL74GQ46umvc4oqmxTANslpl8NjH93Dr84NJSU9O9JCEEA2Mbdu8+8xHDD7iDlb/sVamQAkhRBOgy4pe8z5YyHXdRzDvgwUJHpEQu0nxrwZr165l0qRJXHzxxRx44IGkpKSQlJREhw4duPDCC3njjTfw+/1hx1u8eDGDBw+mc+fOJCcn06pVK0444QSmTp0aUZxPPvmEvn370qFDB9xuNx06dKBv37588sknYcfw+/1MnTqVE044gVatWpGcnEznzp0ZPHgwS5YsCTuOiF3LfVow5v/u49bnB+NOdtXajWaYBmlZKTzwzh3c8+oIMpqnV7m/W6/OPP/bk1x6+79AUWuxTRmKfbq0ZdL8x7j2octwOKsu/3niJceUFRePLHtA7c+j56mHMXPpeE67+oQqU5BNh8kVo/ry3M+Ps9/BHWqNY5QVLS8YchbTFz/DIcd2q/2PxqDdAW146puHufmZAThcDukCFGEpL6yfeuXxzFw2gd5n9UzwiES9su26uYlGZ/Oqrdx64gNMvf0l/F4/ll/+nYUQoimxLZvC3CIeuugJxl4zkYLcwkQPqWaS3zQZSmvpydzT/fffz6OPPkqoXdO7d2/eeecd9t1331q3e+GFFxg6dCherzfo/X369GHOnDm0bNmyxhi2bXPjjTcyY8aMGrcZNGgQzz//PIZRcyFj586dnHPOOSxcuDDo/W63m8mTJzNo0KAaYwSTn59PZmYmeXl5ZGRkRPRYEbB17XYeHzCZP79bVuX3Sim01hx3YR9GTL2RZq0zQ8Za8sNyxvSbwPb1O9H27texYRpoW3PZnf/i2ocvx+V21hpHa82Xr37PxCEv4C3xVvkCYzoMHC4nQyZcx1nXnxpy3UG/z89rj77H7P+8g1IKu9JFEgxD0bxdM+5+eRhHRNAJGQ8blm9i3LWTWL5olXRmiBoZpkFqZgp3zLiFYy/onejhCOrvuFP+d05vPQiHEb9OZAC/7eWL7dPl2NnAhfta01rz0dTPmHr7S1h+S4p+QgghKpZruuvFIWGdOJb8RtQVaXcJYsuWLWitSU1NpV+/fsyaNYu5c+eyaNEiXnnlFXr3DnzxW7hwIaeffjqFhTVX8j/++GNuuukmvF4vbdq0YeLEifz000988sknXHTRRQAsWLCAvn37YllWjXHuvffeisJfz549ef3111mwYAGvv/46PXsGPkSmT5/OfffdV2MMy7Lo27dvReHvoosu4pNPPuGnn35i4sSJtG7dGo/Hw+DBgyPqJBTx0Xb/1jz51UMMmXA9TnegG810GCSluRk9ezgPvntHWIU/gEOO7cYLfz7NBbecBQQ6lpShaL1vS8bP/TeDxvYLWfiDQOHx9H4nMnPp+GpFuUOO7c6MJc9w9sDTwrrgiMPp4NqHLmPyT7unJ5c/7p/Xn8qMIH+jPnTstg8TfniUgY9djekwKzoQhajsuAv7MOuvCVL4a8pkTRxRi5ytudx1xiNMHDIdb6lPCn9CCCGAQBdg3s587jnnMZ6+cSre0uANQQkj+U2TIZ1/Qdx99920aNGCm2++mfT09Gr3W5bFVVddxVtvvQXAww8/zAMPPFBtO5/PR/fu3Vm9ejUZGRn88ssvdO7cuco2Q4YM4dlnnwVg1qxZDBgwoFqcFStWcMghh+D3++nVqxffffcdycm715gqLi7mpJNOYtGiRTgcDpYtW0aXLl2qxZk5cyYDBw4E4JZbbmHKlClV7l+5ciVHHXUU+fn5dOnShWXLluFwOKrFCUY6/+Jr44rNPDXoOdKyUhkx9caYLnjx29eLmThkOkedcTgDx1xNUoo7qjhaaz6Z8RWvPfYul9x2Pv+65Z+1dpnWxlvq5aUH32LehwsYMv66BjN9cs3i9Qz7x2g8JQ3soCwSauTUGzn3xjMSPQyxh3o/M95qYN2cGd8xQ46dDVw4r7Xpo2bz9lP/q9LVLoQQQuzp3tdHcvLlx9V4v+Q3oq5I8S9K2dnZtG/fHq/Xy2GHHcYff/xRbZu33nqLyy+/HIAxY8YwatSoatsUFxfToUMHcnNzOfjgg4OuuXfLLbfw3HPPAfDjjz9y9NFHV9tm/vz5HHPMMRXb71nYAzj44INZtmwZzZs3Z8OGDaSkpFTbZuzYsYwePbpi/Jdeemltu6GCFP9EYzHo0FtZt3RjoochGpA3Nk2jRbtmiR6G2EO9J8ctr6+b5HjnTDl2NnDhvNaeHTmL/z33KX5fzbM4hBBCiDtnDeHM/ifXeL/kN6KuyLTfKLVo0YLDDz8cgFWrVgXd5oMPPqj4OVhHH0BKSgqXXXYZAEuXLmXFihVV7tda8+GHHwLQvXv3oIU/gKOPPppu3QIXSPjwww+rrVe4YsUKli0LrCV32WWXBS387TnO999/P+g2QgghRJNj67q5CSGEEEIkiuQ3TYYU/2Lg8XgAME0z6P1z584FoFu3brRt27bGOCeddFLFz/Pmzaty35o1a9i8eXO17WqLs2nTJtauXRt0LKHitG3blq5duwYdixBCCCGEEEIIIYTYu0jxL0rbt2+v6KQ76KCDqt1fWFjIhg0bgEDHXm0q318es9zSpUuDblcfcTZs2EBRUVGt2wohhBBNgdZ2ndyEEEIIIRJF8pumQ4p/UXriiSfw+/0AFdN2K9u4cfeaYR06dKg1VseOHSt+Li8YNoQ4WusqjxNCCCGEEEIIIYQQe5fwLuUqqvjpp58YP348ECik3XzzzdW2KSgoqPg5LS2t1nipqakVPxcWFjboOOU8Hk/FtGcILBgqhBBCNFq6DtawkWuuNUiS4wghhGgyJL9pMqTzL0Lbtm3jkksuwe/3o5TipZdeCnrxjNLS0oqfXa7ar57jdrsrfi4pKWnQccqNGTOGzMzMilvlrkMhhBBCiL2V5DhCCCGEaGz26uKfUirm24svvhj23ysoKODcc8+tmAo7duxYTj311KDbJiUlVfzs9XprjVv57HJycnKDjlNu9OjR5OXlVdz2nGYshBBCNCpa181NNDiS4wghhGgyJL9pMmTab5hKS0u54IIL+PnnnwG44447uOuuu2rcPj09veLnmqbOlqt8UY09p+TWVZzKxcBI4pRzu91VOgSFEEIIIRoDyXGEEEII0djs1cW/Pa9oG4127dqF3Mbv93PZZZfx9ddfAzBo0CCeeOKJWh+zzz77VPwc6qIZlc8o7zm1pPLFOeIZp2XLliHjKKVCXhxECCGEaBJsG1Scr14nV8MTQgghRCJJftNk7NXFv+7du9f537Btm2uuuYb//e9/AFx++eU8//zzIR+Xnp5Ox44d2bBhA3/99Vet21a+/6CDDqpy38EHHxx0u1jjHHHEESHjdOzYscrFP4QQQogmS2tAFsQWQgghRCMi+U2TsVev+VcfBg8ezBtvvAHA+eefz+zZszGM8Hbb8ccfD8Dy5cvZunVrjdt9++23FT8fd9xxVe7r1KkT7du3r7ZdMN999x0Q6Drcf//9g44lVJytW7eyYsWKoGMRoklQKtEjEEIIsRfS8mVHCCGEEA2UFP9qcdtttzF9+nQATjvtNN5++20cjvCbJS+88MKKn2u6sEhxcTFvvfUWEOjO69q1a5X7lVJccMEFQKAjb/78+UHjzJ8/v6Jj74ILLkDtUcDo2rVrRTfgW2+9RXFxcdA4lcfZt2/f4E9MiEbsnEGngQLDjO3jUSlwJZddWTsO9UR3iqva+zryMQUe70pyxvz8DNNAGQrDNDAdscdyuAKfrYYR485SgX0VL73+2YNmbTLjFk/svbRt18lNNA5HnHIoWsd+7Kj8+Fg/801H4HM6HpQKfN7H/BldHs9QMR87Ku+feO73WI/ZylQYhorPucSyfCTW51cRLg77vfJrINbXg+Ew4nbOtTwniddrPi77vWwo5e+fWMdTETbG5xjXz4Z473dDYcT82VApXgP7TE5OS6Jbny4xxYk3yW+aDin+1eChhx7imWeeAeDYY4/lww8/jHjx5759+3LAAQcAMGbMGFatWlVtmzvvvJPc3NyKn4MZOXIkpmkCMGzYMEpKSqrcX1JSwrBhwwBwOByMHDkyaJw77rgDgJycnKAXK1m1ahVjxowBoEuXLlL8E03SRSPO5Znv/k2rji2iSmTKH3P2oNN5a8sL3PXSUJJTk6JKZAzTwOE0ufHxa3hnx0yuvu/iiiQrmlhpzVJ5+P27eH3D85x4ydGB8UaRxyil6NC1Hc8uHMf0xU/Tucf+MX1Z6vXPHsxe8yzjPrufrDZZUT8/FFw84lze2T6DEc/diCvJGdWXHNNh4ExyMnzKIB77+N6wu72FaEo2bdrE+PHjOfPMM9l3331xuVy0bduWiy++mJ9++inRw6t3x17Qm8k/jWGfLm2j/oKoDEWb/Vox4YdHeeCdO0jLSonpi+uhxx/ESysmMWhsP0yHGdXnYfkx7ZwbTuPVtc9x5nWnVPl9JCof02Ytn8DBx3SLOEblWOXHtGe+j/6YDYFjWsdu7Xn253Hc/fIwktOiO2aX6/3PI3h51RSuvu+SmI7Z5ce02WumxHTMNh0GrrJj2vTFz9ClZ6eoj9mGaZDZOpMx/3cf4z5/gGZtoztmA6DggMP2Y9qfT8d0zC7fJydefDSvrn2OS249L+qTuOVFrKvvvZhXVk+hzzk9K8YaTazk1CTunDWEZ38ex77d94n6s8EwFK06tOCZ7x7hkQ/vJr1ZWkyfDd3/cSCz/prATU/1x+FyxPTZcMa1J/Hq2mc598YzKsYaKcMROJF8/aNX8dLfk+hx4sGhH1RTLNMgNTOV+9+6jUnzH6Ntp9bRfzYYinYHtGHygrHc+/pIUjKSY9rvPU4+hBlLx7PfQbKmfkPXWHMcpWWOQjWTJk1i+PDhQGAK7ZtvvklmZu2dH926dcPpdFb7/ccff8z555+Pbdu0adOG++67jz59+pCbm8sLL7zAu+++CwSm5X7zzTcVRb49jR49mrFjxwLQs2dP7r77bjp37syqVasYN24cv/76a8V2jz32WNAYlmVx0kknMW/ePAAuvvhibrjhBpo1a8aCBQv497//zfbt2zEMg48++oizzz47jL0VkJ+fT2ZmJnl5eWRkZIT9OCEaqpKiUmaOfo0PJn+CYShsO/RHpWEaZLZM585ZQ+h9Vs+K3+/clM2T1z/Lz5//Ef4AFHTusT+jZw9nv4N3X8Bn+aJVjO03gU0rt6LDGJNSCq01J1x8NCOeu4HMlrvfn9+/O5+nb5hKcUEJthX6DJ1hGmhbc8WoC+n3wKW43IHPPMtv8faT/+XFB95Aa8KL5TBwuZ0MnTSQM/ufXJEQF+UV8dxtL/HprK9RhgrrORqGosU+zRn1ynAOr5Qwblm9jccHTGbx3NrXS93Twcd24+6XhtK+c9uIHifqV30dd8r/zqnJl+NQ8esqBfBrL1+VvLlXHjtHjRrFuHHj6Ny5MyeffDKtWrXi77//5oMPPkBrzWuvvcbll1+e6GHGRSSvNa/HxysPvcWbj3+IMlTYn622ZXPRiHO57tErSUoJnGzO3Z7HhJumMe+DBRWf5aGYDgPDYXLTk/0576YzKk5erFm8nrH9JrL6z3VhL+1UcUx7cSi9/3lExe8XfPIrT1w3hfzsgrCeHxD0mGbbNh9O/j9euPsVbMvG8oeOVdMxrcoxu2x/hvP8gh3Tojlm13RMi/SYDTUf0yI9Zpfb85i2+5j9JlrrsGKVH4/P6H8StzxzHWlZgTXBi/KLmXrbi/zfzAiO2WWFzf4PXc7ld12A6Qh894nmmG2YgU6qW58fzEmXHVvx+8VzlzH2mkls37Az7P2uDEX7zm0ZPXs43XoHOrO01nwx+zsmDZmOt9Qb1mu0XM/TDuPOWUNo1aEFAD6vj1f//S6vjXkPpcL8bCjLP/91yz8ZNK4fyalJAORnFzBxyHS+fesHlApvebVAt5/BDWP7ceHwsys+G9b/tYmx/Sby96+rI/psSG+Wyh0zh3D0eUdV/P7nz3/n8f6T2bUjP+zXqFKK/Q7pwOjZIzjg8P2AwH7/6PnPmXrbi1h+K7z9rgANx/yrF7c+P5hmbbIA8JR4mHXfG7w7/iMMI/zPBtu2uez2f9H/kctxJQWO/Tlbc3nqhqksmPNLxd8LxXQYOJwObhl/HWcPOi2sArDkN4nXWHMcKf4FcfLJJ4dcX29Pa9asqbbOXrkXXniBoUOH4vV6g97fp08f5syZU+sVeG3b5oYbbmDmzJk1bjNw4ECmTZtWa5fKzp07Oeecc1i4cGHQ+91uN5MnT2bQoEE1xghGin+isfr1qz95vP9kcrbuqjFhKE94T+93IkMmXl+RFFemteaT6V/y7MhZ+H3+GhOZ8qT42gcu44pRF1YkxZV5S7289OBbvPXkh7UmMuVJ8cipN3Ly5cHX8Mzdnsf4wc/zw4cLa01klKFo16k1o2aP4KB/HBh0mzV/rmNMv4msWbw+ZEJ0xKmHcuesIbTuGPxz76c5P/PEdVMoyC2q+fmVJcXn3XQmNz7ej+S05Grb2LbNB5M+4YW7Z6Ptmr9cmg4DpRQDx1xN3xHn1HgiRjQckhwn1nvvvUeLFi046aSTqvz++++/57TTTiMtLY0tW7ZEPGuiIYrmtbb0x+WM6TeRbet21Fp8MAyDFvs04+6Xh9HjpEOq3a+15uvX5zLhlhfwFHtCfgk+6OgDufvlYezTpV21+/w+P6+PeZ/Z/34HqPlETcUx7ZoTGTIh+DGtILeQycNm8NVrc2stTIZzTNu4YjNjr5nE8oUra31u4RzTwjlmlz/Hdge0YfTs4XTvU/2YprXmkxlf8eyImbUes8v1PPVQ7qjhmBb2MTuMY1q4x+zyQs+gsmNasO8GaxavZ8zVE0Iesw3TIC0rlTtm3sIx5/cKuk04x2woK/Qc3IFRs4cHZg3sIdxjdvlzP/q8o7h12mCat21WbZOSolJmjHqVD6f8X60nccsLPZfedj4D/n1FRaGnsh0bs3niuin8+uWfNT43COx302Fy8zPXce6Npwct9CxfuJIx/SayeVXtBWHDNMhqncndLw3lyNMPD7rNt2//yDODp1JSUFp7UUtB16M6M+qVYXTstk+1uy2/xVtP/JcXH3wDajmJW15oPPnyYxk2eRAZLdKrbVOUV8Szt77IZy9+U2tB2DANtNZcfe/FXHXvRThd1Ztotqzexrj+k1gyb3nNz41A8d2d7GL4lBs47eoTgu73P79fxthrJrJzY3atJ/SVoWi9b0tGvTKcQ4+rfnFRrTWfv/wtk4ZOx+fxhfxsOOyEg7jrpaG03b91rdtVJvlN4jXWHEeKf0HEu/gHsHjxYiZOnMiXX37J5s2bSU1N5aCDDuLqq69m0KBBYa8l+PHHHzNt2jQWLlzIzp07admyJb1792bw4MFhd+r5/X5eeOEFXnvtNZYtW0ZRURHt27fntNNOY8SIERxySPXkMxQp/onGrCi/mOfveJlPpn9ZLZEpT4pvn34zx17QO2SsrWu38/iAyfz53bJq9yml2PegfRj96oigSfGelvywnLHXBPlyWZYU/+PcI7nthZuCJsWVaa356rW5TLhlGt6Sqme2y5Pii0eex3X/uQJ3cu0HOb/Pz2uPvserjwa6misnkOVJ8U1PD+C8wWeEPPuZn1PA5KEz+PqNedW+XJYnxXe9OISjzuhRaxwo/3I5keWLVlX/kqPgwJ4HMGr2cPbtXj0pFg1TvSfH7svqJjn2vNXojp3//Oc/+eyzz1i4cCG9egUvFuxNon2tlRZ7mHnPa7w/8eNqxYfy/z73xtO58YlrSUmvXuipbOfmHJ4a9ByL/u+3avcZDgNDKa5/7GouGhn65MXfv6xmTL+JbFy+uVrRruKYNuNmjv1X6GPa3Pd/4ulBz1GUX70brfyYNmr2cLoc0anWOJZl8c5THzHrvterd6OVHdP6nHskt4dxTAt1zI7kmFbbMTvSY9qSH5Yzpt8Etq+v3o1mmAZZrTK466WhIY9ptR2zgYiOabUds8sLPSdddizDpwQv9FQW6pitteaq0Rdx9f0XBy30VLZh+SbGXTsp6DE7MI3ZxbDJgzj9mhND7vdfvvyTx/tPIndbXvXXqKFo3bElo14ZxqHHH1RrHK01H7/wBc/d+mKNBeFDj+/OXS8Opd0BbWqN5S318uL9b/D20/+rVhAuf83+87pTuPnp/qRmVi++V5a7bRfPDH6eH/+7qFpB2DADJzYHPHI5l97xr6DF98pW/7GOMf0msG7JxqCfDSnpydz2wk2ccPHRtcYBmP/Rzzx5ffCCsDIU+3Rpy6jZI+jWq3OtcWzb5oOJn/DCqJoLwkedcTh3zLyFlvu0qDVWSWEJL9w9m/8991n1z+SyjuELh57N9WOuquiyrMn2DTt58rop/PrV4mr3mY7AepE3jLuGC4aeFfHyMZLfNGx7c44jxT8RF1L8E01B5alO2rYDSfGlxzBsyqAq02lDsW2b/z77KdPufBnLskETUVJcWWmxhxmjX+WDSYHpySiFO9nF0EkDOePakyJaX2bn5hyeGvgciz79DQh8OW3ZoQWjXhnOYSfUnhTvacXPqxjbbyIbV2ypSCAPOa4bd780LGRSvKfv3/uJZ24IfLnUtkZrzZkDTuaWZwaETIorq/zlEjSaQJ7c/+EruOzO0EmxaFiacnK8fft2FixYwIIFC1i4cCELFy4kOzsbgP79+9d4kbFg1q1bx8SJE5kzZw4bNmzA7XbTuXNnLrvsMoYMGUJKSkqkT4vzzjuPOXPm8Ouvv3LEEUdE/PiGJtbX2u/fLGHstZPI2ZyLbduB6bStMrjrxaH0OjP0yYtyWms+nfU1k4fPxOf1YfttUNDliE6Mmj08onWk9pyeHMsxbdeOPMbfNI157wemJysjUPi5clRf+j1wSUTHtLVLNjC23wRW/7EOrcvWYHU7GTZ5UMTHtD2nJ0d7TNvzmG2XFR+iOabteczWgLajO6bt3JQdOGZ/9juwu8tyQBTHtIpj9t9b0LYOdFmmJ3Hr8zdx0qXHhB0Hqk9PDjadNhyWZfH2k//jxfvfAHRF0WfP6bTh2HN6sgJsW3PBkLMYOPbqkIWeyras2cbj/XdPT66YTjuuHxcOOzuiQs/ieX8x9pqJFQXh8um0d84awj/OPSp0gDKVpyd7Sr3YfhulFPsf2pHRr46g06H7hh3L5/VVFISVUth2IE899oLejHx+MM1ah38RtPzsAiYNnc43bwamJyujbDrtHRfQ/+HLgnZZ1mTD8sD05BW/BKYnV0ynnXA9Zw88NaLPhl+++INx/Seza3ugIGyYBs3bZnHXS0PpeephYcfRWjNn2hc8d+usKtOTu/XuwqhXhtGha/uwY1XWlPMbkBynLknxT8SFFP9EU1GQW8iU4TNZ+OlvDJs0sMapR+HY+PcWnhgwmfycQka9PCyipHhPv3+zhMcHTKZjt/bcNv3mGqfThqK15v9mfsW0O1/hlCuP44ZxwacehcPr8fHyg2/yv6mf0f+hy6usMROp3O15TLzlBZb8sJzbpt1UZY2ZSK1ZvJ5x105C25q7Xx5WscaM2LvUe3LsuhSHCr+IEQ6/9vGV9+2In0NtX3IiSYz/97//0a9fP/Lz84Pe37VrV+bMmUOXLuF/Nq1fv56uXbvSvHlzNmzY0Cim0MfjtVZcUMK0O19mzrQvOOPak7hl/HVBp9OGY9u6HTxx3RQWz13GNQ9exhV3B59OG46l81cwtt9E8nMKuHVq1XXTIqG15us35jHh5mlktc6scTptOCpPT+5x0sE1TqcNR/kx+8tXv+f8m8+M6Zi28e8tjLt2Iit/XVtt3bRI/fb1YsZdOwmfx1dt3bRIlB+zp4yYRbsDWldZNy1S5cfst578b2A6baV10yJVvl7lDx8u4JJaptOGo3x68uZVW7n56QGcc0Pw6bTh+OnjX3jiuik4nCZ3vTSMI08Lv9BT2e71KmdzwOH7cvfLwafThqPy9ORTrjiOoZMHktG89i7LmpSvV/nrV4srptM6nOHNLttT+XqV2VtyGfHsjZx61fFR7/fv3vmRZ258ntSsFEbPHsEhx0Z3sZ/Ka0wffGw37noxsum0lVVeY/rsQacx+MlrSc2IvBAEu6cn/7VgJdf9+0ouuf28mI59TTm/Aclx6pIU/0RcSPFPNDVa66iToLqK1RDH1FBjlR/64jUuUf+acnJc+XW777770r17dz777DMg/MT4119/5bjjjqOkpIS0tDRGjx7NKaecQklJCW+88QYvvPACEEiOFy1aRHp66C+jPp+P008/ne+++46XX36Za665Juzn1JDF87VWkFtIerO0mMektaZwV1FcYvm8Pvxef9RFscqKC0pwJTmjLjhUVpBbSFpWalw+p+O1323bpji/JOrCbWVejw/bsisu8BKLovxiklLccelgj9d+j+dr1LIsSgtLI+qMrElpsQfDUFEXIysryisiOT056iJwZQ3xs8Hv8+Mt9YVcliAcJYUlOFyOiDqBa1K4q4jUzJRG+9nQlPMbkBynLsV+ZBZCiCYonkWjeMVqiGNqqLGk6CcipW2NVvE9Xxrt+dcHHniA3r1707t3b9q0acPatWvp1Kn2NdX2NGLECEpKSnA4HHz22Wccc8zuqX2nnnoqBx54IHfddRcrVqzgqaee4qGHHqo1nm3bDBgwgO+++44bbrhhr0yK60M8vmRC4DMsXrGcLmdcvpADcSkSlIvX84tnLMMw4vLlHqi4unA8RNuxFExDfI2aphmXwh8Ql2JruXiNCRrmfnc4HXEp5ANxOblQLl7vQWiYnw31rSHlNyA5Tl2K/TSFEEIIIURjp+26uUXh4Ycf5rzzzqNNm8jWzyy3YMECvv/+ewAGDhxYJSkud/vtt3PQQYF10SZMmIDP56sxnm3bXH/99bz22mv069ePqVOnRjUuIYQQQtSzBpTfgOQ4dUmKf0IIIYQQTcgHH3xQ8fN1110XdBvDMLj22msB2LVrF19//XXQ7Wzb5rrrruOll17iyiuv5MUXX4zLFDghhBBCiEhJjlOzvXfkQgghhBD1RNu6Tm6JMHfuXABSU1M56qiaLzRw0kknVfw8b968aveXJ8Uvv/wyl19+Oa+88spet/i1EEII0ZQ1pvwGJMepjRT/hBBCCCGakGXLlgHQpUsXHI6a13Pq3r17tceUK58G8/LLL3PppZcye/bsvT4pFkL8f3v3HhVVtfgB/DvDa4DhJQ8RMcQHKkrpDc0U4mqZrbxen9kT8YEhdNVLmZmaaGZmlqlkJpbArZuv1rV0+aiu10AQEF/lK5WCpNQEM8FBhIH9+4MfJ2DOzAAOMMx8P2vNWoc5++yzz7jZfN1nzjlERO0bM45+fOAHERERkTGiGkDz72Gjv87WVV5ejuLiYgCAv7+/wbIeHh5wdnaGRqNBYWFhvXWvv/46UlNToVarERQUhDfeeENn+7Fjx6J///4mazsRERGZmIXkG4AZxxhO/pFJ1D7Rp6SkpI1bQkRE1qD2783dPFGuKbSoBEy8Ky1qbjDd8G+ng4MDHBxM90TKukpLS6Vltdr4Uw5rg/GtW7fqvV9QUAAAuHXrFpYvXy67bdeuXdtdMJbDjENERK2F+ab5mHEM4+QfmUTtL1qXLl3auCVERGRNSktL4ebm1mL129vbw9fXFxlX97ZI/Wq1WudvZ0JCApYsWdIi+ysvL5eW7e3tjZavDem3b9+u935KSgpSUlJM2jZzxYxDREStjfmm6ZhxDOPkH5mEn58fCgsL4eLiAoVCcVd1lZSUoEuXLigsLISrq6uJWkhkntjfyZqYsr8LIVBaWgo/Pz8TtU6eSqVCfn4+KioqWqR+IYTO382WPCuuUqmk5cYc0507dwAAjo6OLdYmc8eMQ9R07OtkTZhvdLV2vgGYcYzh5B+ZhFKpNHpdfVO5uroyLJDVYH8na2Kq/t6SZ8TrUqlU9QJle+bi4iItN7zMRY5GowHQuMtnLBUzDlHzsa+TNWG+aVvMOIbxab9EREREVkKlUsHT0xMA8Msvvxgse+PGDSkY85JXIiIiMmfMOIZx8o+IiIjIigQHBwMA8vLyoNVq9Zb74YcfpOU+ffq0eLuIiIiI7gYzjn6c/COz4+DggISEhBa/JwCROWB/J2vC/m4ewsLCANRc7nLs2DG95dLS0qTloUOHtni7rAF/B8hasK+TNWF/Nx/MOPopRGs9Q5qIiIiITK6goACBgYEAgKioKKNPqDty5AgeeOABAEBMTAw+/PBDnTLV1dXo168fzp07B3d3d1y7dg12dnYmbzsRERGRPsw4psNv/hERERFZkUGDBiE8PBwA8PHHHyMrK0unzLvvvotz584BAObMmWMVoZiIiIjaN2Yc/fjNPyIiIqJ2JCMjA3l5edLPxcXFePnllwHUXLoSHR1dr/yUKVN06jhx4gSGDh2K27dvQ61WY8GCBRg2bBhu376NrVu3IikpCQAQFBSEo0eP1nuCHhEREVFLYMZpOZz8IyIiImpHpkyZgtTU1EaX1xf1du/ejeeeew4lJSWy64OCgrBnzx706NGjWe0kIiIiagpmnJbDy36JiIiIrNDo0aPx/fffIz4+HkFBQXBycoK7uztCQ0OxcuVKnDhxwqpCMREREVkGZhxdnPyju1ZQUIDExERMmDABPXv2hJOTE1QqFfz9/TF27Fhs3brV4GO2Gzp9+jRiYmLQvXt3ODo6wtvbG+Hh4fjwww+bVM++ffswbtw4+Pv7w8HBAf7+/hg3bhz27dvX6Dq0Wi0+/PBDhIeHw9vbG46OjujevTtiYmJw5syZRtdD1NDPP/+Ml156Cb1794azszM6dOiAgQMHYtWqVSgrK2vr5pEFO3r0KF5//XU8+uij0vioVqsRFBSEqVOnIiMjo0n1mdNYW1xcjMWLF+Pee++Fq6srXF1dce+992Lx4sW4fv16k47LnKWkpEAI0eiXIQEBAVi9ejXOnz8PjUaDGzduIDc3F/PmzYOTk1MrHZF5Yr4hajrmG2orzDeWgRmnBQmiu7Bo0SKhUCgEAIOvgQMHip9//tlofUlJScLe3l5vPYMGDRJFRUUG66iqqhLTp0832J7o6GhRVVVlsJ6ioiIxcOBAvXU4ODiITZs2NenzIhJCiF27dglXV1e9fSsoKEhcvHixrZtJFig8PNzoeA1ATJ48Wdy5c8dgXeY21mZnZwtfX1+99XTq1Enk5OQ06fMi68V8w3xDTcd8Q22F+Yb5hozj5B/dldqB0dnZWTz33HMiOTlZZGRkiKNHj4pPPvmk3oDXs2dPUVpaqreuPXv2CKVSKQCIjh07inXr1omcnByxb98+MX78eKmesLAwodVq9dYzf/58qeyAAQPEli1bxJEjR8SWLVvEgAEDpHWvvvqq3jq0Wq0ICwuTyo4fP17s27dP5OTkiHXr1gkfHx8BQCiVSrF37967+gzJuhw/flw4OjoKAEKtVovly5eLw4cPiwMHDogZM2bUC8glJSVt3VyyMN27dxcAhJ+fn5gzZ474/PPPxZEjR0RWVpZYvXq16Ny5s9QHn376aYN1mdNYe+nSJeHt7S0ACFtbWzFv3jyRnp4u0tPTxbx584Stra0AIHx8fERhYWGzPz+yHsw3zDfUNMw31JaYb5hvyDhO/tFdmTdvnli5cqXeP+JarVZMmjRJGviWLl0qW66iokJ069ZNABCurq4iLy9Pp0xcXJxUT3Jysmw958+flwbB0NBQUVZWVm+9RqMRoaGh0gCq7+zjxx9/LO0rLi5OZ/3FixelM5s9evQQlZWVsvUQNVR7ZtLW1lYcPnxYZ/3bb78t9b2EhITWbyBZtFGjRolt27bpnWAoKioSQUFBUh9MS0uTLWduY21kZKRUz/bt23XWb9u2TVofFRUlWwdRXcw3zDfUNMw31JaYb5hvyDhO/lGLKy4uli51CQkJkS1Td+BasWKFbBmNRiM8PDwEABEcHCxbJjY2VqonKytLtkxWVpbBwVgIIfr06SMAiA4dOgiNRiNbZsWKFQYHY6KGcnJypD4TExMjW6aqqkrqf+7u7qKioqKVW0nWbvfu3VI/nTVrlmwZcxprr1y5In2rauTIkXqPa+TIkdJZ9itXrugtR9RYzDdENZhvqD1gviFrxwd+UIvz9PTEvffeCwD48ccfZct88cUX0vKUKVNkyzg5OWHSpEkAgLNnz+LChQv11gsh8OWXXwIAevfujcGDB8vWM3jwYPTq1QsA8OWXX+rcKPTChQs4d+4cAGDSpEl6bwZat507d+6ULUNUV91+PnXqVNkySqUSkydPBgD88ccfOHjwYGs0jUgybNgwaVluzDa3sXbXrl2orq4GoP/3qm491dXV2LVrl95yRI3FfENUg/mG2gPmG7J2nPyjVnHnzh0AgI2Njez62qcv9erVC76+vnrriYiIkJYzMzPrrcvPz8fly5d1yhmq59dff0VBQYFsW4zV4+vri6CgINm2EMmp7VvOzs64//779ZYz1M+JWlrteA3Ij9nmNtY2th7+XlFLYL4hYr6h9oH5hqwdJ/+oxV27dk06+9GnTx+d9bdu3UJhYSGAmrMshtRdX1tnrbNnz8qWa416CgsLodFoDJYlqu1rPXr0gK2trd5yhvonUUtLS0uTluXGbHMba2vrcXNzMzi50qlTJ7i6usq2hag5mG+IajDfUHvAfEPWjpN/1OJWrVoFrVYLANJlLXX98ssv0rK/v7/Burp06SIt1wZqc6hHCFFvO6KGysvLUVxcDMB4v/Lw8ICzszMA3f5J1JKqq6vx1ltvST+b25gtN9bW/mysjrr18PeKTIH5hoj5htoH5hsiTv5RC8vJycGaNWsA1AxcsbGxOmVKS0ulZbVabbC+2sAA1JxRN+d6iOpqSr8C/uxb7FfUmt577z0cOXIEADB+/HjZy7fMbaytrYe/V9SamG+IajDfUHvAfEPEyT9qQb/99hsmTpwIrVYLhUKB1NRU2RuelpeXS8v29vYG63RwcJCWb9++bdb1ENXVlH4F/Nm32K+otaSlpWH+/PkAAB8fH2zYsEG2nLmNtbX18PeKWgvzDdGfmG/I3DHfENXg5J+VUCgUd/1KSUlp9P5KS0sxatQo6evKb731FoYPHy5bVqVSScsVFRUG6617o1ZHR0ezroeorqb0K+DPvsV+Ra3hzJkzGDduHLRaLVQqFXbs2AEfHx/ZsuY21tbWw98r68R80/r1ENXFfEPmjPmG6E+c/COTKy8vx5gxY3Ds2DEAwNy5czFv3jy95V1cXKRlY19Vrnsj1IZfgTa3eojqakq/Av7sW+xX1NLy8/Px6KOP4saNG7CxscHWrVvx0EMP6S1vbmNtbT38vaKWxnxDpIv5hswV8w1Rffofx0QWxRRP/unUqZPRMlqtFpMmTcLBgwcBANHR0Vi1apXBbTp37iwtG7updN2bmNa90SpQ/2aopqzHy8vLaD0KhaJRN2Ml66VSqeDp6Ynr168b7Z83btyQ/og37J9EpnT58mU88sgjuHz5MhQKBTZv3owxY8YY3Mbcxlp/f3/89ttvjXooQW09/L2yHMw3za+H+YZMgfmGzBHzDZEuTv5ZCWOPGTeF6upqREZGYvfu3QCAJ598Ehs3bjS6nYuLC7p06YLCwkL88MMPBsvWXd/wEe3BwcGy5e62nv79+xutp0uXLvVu2EokJzg4GIcOHUJeXh60Wi1sbeWHYEP9k8hUiouLMWLECPz0008AgMTEREyePNnoduY21gYHB+PYsWO4efMmrl69Cl9fX9k6rly5gpKSEtm2UPvFfNP8ephvyFSYb8icMN8QyeNlv2QyMTEx2Lp1KwBg9OjR+PTTT6FUNq6LhYWFAQDOnz+Pq1ev6i2XlpYmLQ8dOrTeusDAQPj5+emUk5Oeng6g5qx8165dZdtirJ6rV6/iwoULsm0hklPbtzQajXTZmBxD/ZzIFG7evImRI0fi7NmzAGruW/bCCy80altzG2sbWw9/r6i5mG+IDGO+IXPBfMPfKzJAEJlAfHy8ACAAiIcffliUl5c3aftt27ZJ269YsUK2jEajER4eHgKACA4Oli0TGxsr1ZOVlSVbJisrSyoTFxcnW6ZPnz4CgOjQoYPQaDSyZVasWCHVs3379kYcJVm7nJwcqc/ExMTIlqmqqpL6n7u7u6ioqGjlVpKl02g0YujQoVJfXLhwYZPrMKex9sqVK0KpVAoAYuTIkXrbPHLkSAFAKJVKceXKlUYcJRHzDfMNNQbzDZkD5hvmGzKMk3901xISEqSBa8iQIeLWrVtNrqOiokJ069ZNABCurq4iLy9Pp0xcXJy0n+TkZNl6zp8/L2xsbAQAERoaKsrKyuqtLysrE6GhoQKAsLW1FRcuXJCt5+OPP5b29cILL+isz8vLE66urgKA6NGjh6isrGzyMZN1Cg8Pl/rf4cOHdda//fbbUt9LSEho/QaSRbtz54549NFHpT42Z86cZtVjbmNtZGSkVM+OHTt01m/fvl1aHxUV1fQDJqvEfMN8Q43HfENtifmG+YaM4+Qf3ZV169ZJA07nzp1FRkaGOHXqlMGXvjN9e/bskc5udOzYUSQmJoqcnByxf/9+MWHCBGk/YWFhQqvV6m3T/PnzpbIDBgwQW7duFbm5uWLr1q1iwIAB0rpXX31Vbx1arbbemaMJEyaI/fv3i5ycHJGYmCh8fHykMyx79+6968+RrMfx48eFo6OjACDUarV48803RVZWlvjf//4nnn/+eanPBQUFiZKSkrZuLlmY8ePHS31s+PDh4vvvvzc4Xp8/f15vXeY01l66dEl4e3tLYfyVV14Rhw4dEocOHRKvvPKKsLW1FQCEt7e3KCwsvKvPkKwD8w3zDTUN8w21JeYb5hsyjpN/dFciIiKkQa2xr/z8fL31JSUlCXt7e73bDho0SBQVFRlsU1VVlZg2bZrBNkyfPl1UVVUZrKeoqEgMHDhQbx0ODg5i06ZNzfnYyMrt2rVLOtsn9woKChIXL15s62aSBWrqeB0QEKC3LnMba7Ozs4Wvr6/eenx9fUV2dnZTPzKyUsw3zDfUdMw31FaYb5hvyDhO/tFdMXU4FkKIU6dOiRkzZohu3boJlUolPD09RVhYmNiwYUOTLj/Zs2ePGDNmjPDz8xP29vbCz89PjBkzpklnsisrK8UHH3wgwsLChKenp1CpVKJbt25ixowZ4vTp042uh6ihgoICER8fL4KCgoSTk5Nwd3cXoaGhYuXKlXrvDUJ0t0wZjmuZ01hbVFQkFi1aJPr16yfUarVQq9UiJCRELFq0SBQXFze6HiLmG6LmYb6htsB8Q2ScQgghQERERERERERERBZH2dYNICIiIiIiIiIiopbByT8iIiIiIiIiIiILxck/IiIiIiIiIiIiC8XJPyIiIiIiIiIiIgvFyT8iIiIiIiIiIiILxck/IiIiIiIiIiIiC8XJPyIiIiIiIiIiIgvFyT8iIiIiIiIiIiILxck/IiIiIiIiIiIiC8XJPyIiIiIiIiIiIgvFyT8iahVTpkyBQqFA165d27opbSolJQUKhQIKhQIFBQU66y3pc6o9loYvueNuTd9++61su5YsWdKm7SIiovbHkv5u3w3mG+YbIjJvnPwjskK3bt1CQEAAFAoFvLy8UFRUZHSb+Ph4KUQkJye3QiuJiIiIGo/5hoiISB4n/4iskFqtxoYNGwAA169fx5w5cwyWz8nJwbp16wAAI0aMwNSpU1u8jWQ5/Pz8cOrUKenVuXPnNm3PwIED67WHiIgsA/MNtSbmGyJqTzj5R2SlHn/8cTzzzDMAgC1btmDPnj2y5SoqKhAdHY3q6mo4OTlh48aNrdlMq5OSkgIhRJtfOmJKdnZ26Nevn/Sys7Nr0/Y4OzvXaw8REVkO5hvzxHzT8phviMgQTv4RWbG1a9fCy8sLABAbG4vS0lKdMitWrMDp06cBAG+88QYCAwNbtY1ERERETcF8Q0REVB8n/4ismJeXF9577z0AQGFhIebPn19v/dmzZ/Hmm28CAAYNGmT08hkiIiKitsZ8Q0REVB8n/4is3HPPPYfHHnsMALBhwwZkZGQAAKqrqzF9+nRUVFTAzs4OH330EZRK0w0Zv/76K1588UUEBQXByckJ3t7eGDVqFPbv329wO41Gg23btiE6Ohr9+/eHm5sb7Ozs4O3tjYiICLzzzju4deuW0f3v3LkTY8eOhb+/PxwcHODi4oJu3bohPDwcr732Go4cOWJw+4MHDyIqKgrdunWDk5MTXF1dERISgpdffhmXL19u0mdRl7Gn4TV8cltubi6efvpp6Tg6d+6MyMhInDt3rlH7O378OGbOnIlevXpBrVbD2dkZvXr1QmxsLC5cuNDs42iqhsd99epVzJ07V+ofnTt3xqRJk3DmzJl62xUUFGD27NkICgqCo6MjOnbsiGeffRY//vhjq7WdiIjMD/MN8w3zDRFRHYKIrF5BQYFQq9UCgOjdu7coLy8Xa9asEQAEAPHaa6/d9T6ioqIEABEQECByc3OFj4+PVH/D14svvqi3noiICL3b1b4CAwPFuXPnZLfXarXiiSeeMFrH/fffL7v97du3xVNPPWVwW2dnZ7Fr1y7Z7ZOTk6Vy+fn5Bj8nObXbJiQkiPXr1wtbW1vZNjg5OYm0tDS9n2NVVZWIj48XCoVC73HY2tqKjRs36q3DGGPHoq/syZMnha+vr97P9tChQ0IIIQ4cOCDc3Nxky3l4eIjTp083qp11P1MiIrIczDfMN8w3zDdEVIPf/CMiBAQEYPny5QCAH374AbGxsVi4cCEAoE+fPtKyKZSVleGJJ57AzZs3MX/+fKSnp0tP2+vUqRMAYPXq1Vi7dq3s9lqtFiEhIVi4cCF27tyJnJwcZGdnY9u2bXjqqaegVCqRn5+PsWPHory8XGf7DRs2YMeOHQCAsLAwpKSk4NChQzh+/Di++eYbvPvuuxgxYgRsbGx0thVCYOLEidi6dSsAYPTo0fjkk0+QmZmJrKwsrF27Fvfccw80Gg0mTpyIo0ePmupj0/HVV19h1qxZ6Nu3LzZv3ozc3Fykp6cjPj4eSqUSZWVliIyMREVFhez2s2bNwnvvvQchBB566CFs3rwZ3377LY4cOYJNmzahb9++0Gq1iImJwa5du1rsOBoqKyvDuHHjUFFRgTfffBOZmZnIzs7GkiVLYG9vD41Gg8jISOTl5WHs2LFwcXHB2rVrkZ2djYyMDMTHx0OhUODGjRuYPn16q7WbiIjMD/MN8w3zDRHR/2vbuUciMhdVVVVi8ODB9c4uKpVKkZmZaZL6a898AhB2dnayZ21//fVX4e/vL50BvXbtmk6ZCxcuGNzPN998I5RKpQAgPvroI5314eHhAoB44IEHRGVlpd56rl+/rvNeUlKS1P59+/bJbvf777+Lvn37CgBi6NChOutNdWYcgHj88cfFnTt3dMq88cYbUpn//Oc/Ouu//vprab3cZyREzTcAhg8fLrXF0GelT3POjAMQXl5eIi8vT6fM+++/L5Xx9vYWPXv2lO0jL7/8slTu+PHjRvddW5ZnxomILA/zTX3MN8w3RGSd+M0/IgIAKJVKJCUl1XsvLi4OQ4YMMfm+YmJi8NBDD+m87+fnh3fffRdAzb1vUlNTdcr07NnTYN2PPPII/v73vwMAvvjiC531V69eBQAMGTIEtra2euvp0KFDvZ+FEFi5ciUAYPbs2dJ9hBry8PDAqlWrAACZmZm4ePGiwfY2l0qlQnJyMuzt7XXWzZ49W3r/0KFDOuvfeustAMCECRP0nj1WqVR4//33AQA///wzDh48aKqmG7Vs2TJ0795d5/1p06ZBpVIBAIqKirBu3Tp4e3vrlIuNjZWW5Y6fiIisB/NNfcw3zDdEZJ04+UdEkszMzHo/+/n5tch+pk6dqnfduHHj4O7uDgD473//a7SuoqIiXLx4EadPn5ZetYHpu+++0ylfe+nN7t27UVxc3Og2nz17VrrJ8sSJEw2WrRv8s7KyGr2PphgxYgR8fHxk17m4uEj/ifjpp5/qrSspKcG3334LwPhx9OnTB15eXgBa7jgaUigUmDRpkuw6R0dH6bg8PDwwcuRI2XKBgYFwcXEBoHv8RERkfZhv9GO+Yb4hIuvAyT8iAlDzdLpXXnml3nvLli0z+VPF7O3tcd999+ldb2dnhwEDBgAATp06JVsmMzMTTz75JDw9PeHj44OgoCCEhIRIr02bNgGAbPiNiooCAOTl5aFHjx6YNm0atmzZgl9++cVgu+ve3+bBBx+Unkon91Kr1VLZ2jPxpta7d2+D62vP7JeWltZ7/8SJE6iurgYAPP300waPQ6FQSJ9hSx1HQ15eXjrfSqir9j9OPXr0gEKhMFqu4fETEZF1Yb5hvmG+ISLi5B8R/b/Y2FiUlJRAoVBg1apVUCqVuH37NmJiYky6nw4dOsjebLqujh07AgB+//13nXVLlixBWFgYtm/fLru+rtu3b+u8N23aNCxYsAC2tra4efMmkpOT8cwzz6BLly7o0aMHXnrpJdmzqdeuXTO4L33KysqatZ0xTk5OBtcrlTXDe1VVVb33ze04GmrscTX3+ImIyLow3zDfGMJ8Q0TWQv8NIYjIamzbtg27d+8GUHO/mrlz5+LSpUtITEzEgQMHkJKSgilTpphkX4bOZhpz4MABLF26FADQrVs3zJ07F2FhYbjnnnvg7Ows3eNm8eLFWLZsmd56li9fjueffx7//ve/ceDAAWRnZ6OsrAw//vgjVq9ejcTERKxbtw4zZ86Utqkbsnbv3o2uXbs2qs36Ll1pK3WPY+PGjY2+55GHh0dLNYmIiKhFMN8w3xjDfENE1oKTf0RW7vfff8fs2bMBAJ07d5Zu+rx8+XJ88cUXKCwsxNy5czFq1CjZmw831fXr11FVVWXw7Phvv/0GQPem1LWXu3h4eCA7O1tve4ydMQeAgIAALFiwAAsWLEBlZSVyc3Oxfft2bNy4EeXl5YiLi8MDDzwgXaLj6ekpbevu7o5+/foZ3Yc5qnscTk5O7fY4iIiIDGG+Yb4hIqI/8bJfIisXHx8vXSqxfv16uLq6Aqi5qfIHH3wAoCbQ/vOf/zTJ/ioqKmRvVF1Lq9Xi5MmTAKAT3M6cOQMAGDZsmMGgXvf+NY1hZ2eHIUOGYM2aNfjss88A1Dz97vPPP5fK1IZkQPfG4e1J//79pW8ntOfjICIiMoT5hvmGiIj+xMk/Iiv29ddf41//+heAmiejjRkzpt76v/3tb9KTyT777DN89dVXJtlvamqq3nU7d+7EjRs3AACPPPJIvXVarRYAoNFo9G5/4sQJ5OTkNLttDz/8sLRc94baf/nLX+Dv7w8ASEpKQnl5ebP30Za8vb0xePBgADX/pkVFRW3cIiIiItNivtHFfENEZN04+UdkpTQajXSzaw8PDyQmJsqWW7dunXQ/lJkzZxoMpo21YcMGZGRk6Lx/9epVzJ07F0DNJRu1T66r1bNnTwBARkYG8vLydLYvKipCZGSkwX1/+umnUsiW8/XXX0vLgYGB0rJSqcSCBQsAAD/99BMmT56MO3fu6K2npKQE77//vsG2tJVFixYBqGnjxIkT8ccff+gte+fOHaxfv77d/meAiIisC/ONPOab+phviMjacPKPyEotXLgQBQUFAIB33nkHvr6+suU6duyIVatWAQAKCgqwePHiu9qvt7c3/Pz8MGLECCxYsAAZGRnIzc3F+vXrcf/99+PSpUsAgGXLluncTHry5MkAaoJ9REQEEhMTcfjwYRw+fBjvvPMO7rvvPpw9exYPPvig3v1HRkbC398fcXFx+PTTT5GVlYUTJ05g//79eOmll6R9qNVqPPvss/W2nTlzJsaNGwcA2LFjB/r27YtVq1YhLS0NJ0+eRHp6OpKSkvDMM8/Az88PS5YsuavPqqU8/vjjmDNnDgAgPT0dffr0wdKlS3HgwAGcPHkSmZmZSE1NRXR0NDp16oR//OMfBv9DQUREZC6Yb5hvAOYbIiIdgoisTlZWllAqlQKAGD58uNHy1dXV4q9//asAIGxsbMSxY8eavM+oqCgBQAQEBIjc3Fzh5eUlAMi+Zs+erbeeqVOn6t3OxsZGrFmzRiQkJEjvNaRv27ovNzc3sW/fPtn9V1RUiNjYWKFQKIzWExgYqLN9cnKytD4/P9/g5ySndtuEhAS9n5EQQkRERAgAIiIiQnZ9dXW1WLp0qbC1tTV6HM7OzqKsrMzg/uQYO5bmlDV2XLUCAgIEABEVFWV03439TImIyLwx3zDfMN/8ifmGiOriN/+IrExlZSVmzJiB6upqODo6Iikpyeg2CoUCSUlJUKlUqKqqQnR0NKqqqprdhtDQUBw/fhyzZ89G9+7doVKp4Onpicceewx79+7F2rVr9W67efNmfPLJJwgPD4eLiwscHBwQEBCAyMhIHD58WDrjq8/p06excuVKjB49GsHBwfD09ISNjQ3c3d0xePBgJCQk4Pz583jsscdkt7ezs8MHH3yA7777DrNmzUJISAjc3NxgY2MDNzc39O/fH9OnT8fnn3+Oc+fONfszamkKhQKLFy/GhQsXMG/ePISGhqJDhw6wsbGBi4sLgoOD8eyzzyI1NRVXrlyBo6NjWzeZiIhIL+Yb5huA+YaISB+FEEK0dSOIiMjyTJkyBampqQgICJAuwTJHtU8HTEhIMNtLmYiIiMg8MN8QUXtk29YNICIiy1ZZWYnTp09LP/fq1Qt2dnZt1h6NRoP8/Pw22z8RERG1f8w3RNSecPKPiIha1OXLlxESEiL9nJ+fj65du7ZZe3JzczFs2LA22z8RERG1f8w3RNSe8J5/REREREREREREFor3/CMiIiIiIiIiIrJQ/OYfERERERERERGRheLkHxERERERERERkYXi5B8REREREREREZGF4uQfERERERERERGRheLkHxERERERERERkYXi5B8REREREREREZGF4uQfERERERERERGRheLkHxERERERERERkYXi5B8REREREREREZGF4uQfERERERERERGRheLkHxERERERERERkYX6P+XIsv59kY0YAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 2, figsize=(14, 6), sharey=True, gridspec_kw={\"wspace\": 0.1})\n", + "m = np.logical_and(\n", + " abs(aaast.baselines_metres[:, :, 0].ravel().value) < 2000,\n", + " abs(aaast.baselines_metres[:, :, 1].ravel().value) < 2000,\n", + ")\n", + "im = ax[0].hexbin(\n", + " aaast.baselines_metres[:, :, 0].ravel()[m],\n", + " aaast.baselines_metres[:, :, 1].ravel()[m],\n", + " label=\"AA*\",\n", + " gridsize=20,\n", + " bins=\"log\",\n", + " vmin=100,\n", + ")\n", + "plt.colorbar(im, ax=ax[0], label=\"Number of baselines\")\n", + "m = np.logical_and(\n", + " abs(aa4.baselines_metres[:, :, 0].ravel().value) < 2000,\n", + " abs(aa4.baselines_metres[:, :, 1].ravel().value) < 2000,\n", + ")\n", + "im = ax[1].hexbin(\n", + " aa4.baselines_metres[:, :, 0].ravel()[m],\n", + " aa4.baselines_metres[:, :, 1].ravel()[m],\n", + " label=\"AA4\",\n", + " gridsize=20,\n", + " bins=\"log\",\n", + " vmin=100,\n", + ")\n", + "plt.colorbar(im, ax=ax[1], label=\"Number of baselines\")\n", + "ax[0].set_xlabel(\"X baseline [m]\")\n", + "ax[1].set_xlabel(\"X baseline [m]\")\n", + "ax[0].set_ylabel(\"Y baseline [m]\")\n", + "ax[0].text(0.83, 0.95, \"AA*\", transform=ax[0].transAxes, fontsize=20, verticalalignment=\"top\")\n", + "ax[1].text(\n", + " 0.8, 0.95, \"AA4\", transform=ax[1].transAxes, fontsize=20, verticalalignment=\"top\", color=\"w\"\n", + ")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This plot shows us that the bulk of the baselines are less than 1km for both instrument configurations (although more so for AA* than AA4). Baselines with low density will not contribute significantly to the sensitivity estimates. This will be useful shortly, when we define our `21cmSense.Observation` instance.\n", + "\n", + "\n", + "For these two SKA anteanna layouts, we will now consider four different observational strategies:\n", + "- Three surveys assuming a moderate foreground removal model where we exclude all k-modes below the horizon limit plus a buffer of $0.1 hMpc^{-1}$ (default value)\n", + "- One survey assuming an optimistic foreground removal where we exclude all k-modes smaller than the primary field of view." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Set the parameters of the Observation \n", + "We choose the centres of the frequency bands for which we want to forecast the sensitivity. By default, each frequency band has a width of 8 MHz. The values chosen here are illustrative.\n", + "We put the observation parameters into `observation_params` for convenience." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "freq_bands = np.array([60.0, 80.0, 120.0, 125.0, 140.0, 160.0, 180.0, 200.0, 215.0]) # MHz\n", + "zs = freq2z(freq_bands)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "observation_params = {}\n", + "observation_params[\"ndays\"] = 180.0\n", + "observation_params[\"cosmo\"] = Planck15\n", + "observation_params[\"h\"] = Planck15.H0.value / 100.0\n", + "observation_params[\"freq_bands\"] = freq_bands\n", + "observation_params[\"redshifts\"] = zs\n", + "observation_params[\"time_per_day_hrs\"] = 6.0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The sensitivity calculation requires the $k_\\perp, k_\\parallel$ bin edges at which we want to calculate the sensitivity.\n", + "We put these and other information, such as the foreground mitigation model we want to use, into `sense_params`." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Only needed if we want to calculate the 2D sensitivity\n", + "# Set the kperp and kpar bins at which we want to calculate the 2D sensitivity\n", + "sense_params = {}\n", + "sense_params[\"calc_2d\"] = True\n", + "sense_params[\"foreground_model\"] = \"moderate\"\n", + "sense_params[\"redshifts\"] = zs\n", + "sense_params[\"freq_bands\"] = freq_bands\n", + "sense_params[\"kperp_edges_hmpc\"] = un.Quantity(np.logspace(-1.5, 0.3, 15), \"littleh/Mpc\")\n", + "sense_params[\"kpar_edges_hmpc\"] = un.Quantity(np.logspace(-1.5, 0.3, 15), \"littleh/Mpc\")\n", + "sense_params[\"kpar_mpc\"] = (\n", + " np.exp(\n", + " (\n", + " np.log(sense_params[\"kpar_edges_hmpc\"].value[:-1])\n", + " + np.log(sense_params[\"kpar_edges_hmpc\"].value[1:])\n", + " )\n", + " / 2\n", + " )\n", + " * observation_params[\"h\"]\n", + ")\n", + "sense_params[\"kperp_mpc\"] = (\n", + " np.exp(\n", + " (\n", + " np.log(sense_params[\"kperp_edges_hmpc\"].value[:-1])\n", + " + np.log(sense_params[\"kperp_edges_hmpc\"].value[1:])\n", + " )\n", + " / 2\n", + " )\n", + " * observation_params[\"h\"]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we've set the parameters that are common to all observations, let's define each of the four surveys:\n", + "1. We observe the sky for 6 hours a day and track the same patch of sky during the entire observation (single deep field)\n", + "2. We observe the sky for 6 hours a day and track the same patch of sky for 3 hours before switching to a different patch (multiple fields but less deep)\n", + "3. We observe the sky for 6 hours a day and do not track i.e. drift scan mode (HERA-like)\n", + "4. Survey 1. + optimistic foreground removal model\n", + "\n", + "Note that in each case a \"field\" or a \"patch of sky\" is defined by the beam of the instrument which is assumed to be Gaussian. We can check the area of the beam (which is frequency-dependent) by doing the following:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AA* beam area:0.00350 rad2\n", + "AA4 beam area:0.00350 rad2\n" + ] + } + ], + "source": [ + "print(f\"AA* beam area:{aaast.beam.area.value:.5f} rad2\") # for 150 MHz (default value)\n", + "print(f\"AA4 beam area:{aa4.beam.area.value:.5f} rad2\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The beam areas of the two SKA configurations are the same because it only depends on the dish size and frequency, which are the same for both configurations here.\n", + "\n", + "We will recycle the observation parameters from above in all three cases i.e. in all surveys, we consider 180 days of observation with 6 hours per day, and estimate the sensitivity at the same frequencies and same k-bins." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Deep survey \n", + "\n", + "We set the number of tracking hours to be the same as the number of observation hours per day to obtain the deepest observation possible.\n", + "Note that the argument for the number of tracking hours is called `lst_bin_size`." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "Using these observation parameters, we create an instance of the `21cmSense.Observation` class. \n", + "\n", + "Earlier, we looked at the baseline distribution for both SKA layouts and found that the bulk of the baselines are shorter than 1 km.\n", + "While longer baselines are crucial in a real observation (e.g. for calibration purposes), here we include a baseline filter to exclude baselines greater than 1 km as it significantly decreases the computation time and they will not contribute at all to the sensitivity at the scales considered in this tutorial (for an illustration of the baseline value as a function of frequency and $k_\\perp$ see Gorce+23 Fig.3). " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "obs = p21sense.Observation(\n", + " observatory=aa4,\n", + " lst_bin_size=observation_params[\"time_per_day_hrs\"] * un.hour,\n", + " time_per_day=observation_params[\"time_per_day_hrs\"] * un.hour,\n", + " n_days=observation_params[\"ndays\"],\n", + " cosmo=observation_params[\"cosmo\"],\n", + " coherent=True,\n", + " # To point to dish off-zenith, use: phase_center_dec=-30.0*un.deg,\n", + " # max baseline is 73km and there are ~260k bls so the gridding takes a very long time.\n", + " # we add a baseline filer to only keep baselines up to 1km.\n", + " baseline_filters=p21sense.BaselineRange(bl_max=1e3 * un.m),\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We calculate the sensitivity for each frequency band for the AA4 configuration:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ska_aa4_senses1 = get_senses(\n", + " obs,\n", + " **sense_params,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We clone the `21cmSense.Observation` instance we just made and switch the observatory from AA4 to AA*:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "obs = obs.clone(observatory=aaast)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ska_aaast_senses1 = get_senses(\n", + " obs,\n", + " **sense_params,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Multifield Survey \n", + "We set the number of tracking hours to 3 hours to enable the tracking of multiple fields." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "obs = obs.clone(observatory=aa4, lst_bin_size=3.0 * un.hour)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ska_aa4_senses2 = get_senses(\n", + " obs,\n", + " **sense_params,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We clone the `21cmSense.Observation` instance and switch the observatory from AA4 to AA*:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "obs = obs.clone(observatory=aaast)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ska_aaast_senses2 = get_senses(\n", + " obs,\n", + " **sense_params,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### HERA-like Drift Scan survey \n", + "We set the number of tracking hours to the beam-crossing time (i.e. the time it takes for the sky to drift through the beam FWHM) to disable tracking and operate in drift scan mode." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "obs = obs.clone(\n", + " observatory=aa4,\n", + " lst_bin_size=aa4.observation_duration, # beam-crossing time\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ska_aa4_senses3 = get_senses(\n", + " obs,\n", + " **sense_params,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We clone the `21cmSense.Observation` instance and switch the observatory from AA4 to AA*:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "obs = obs.clone(\n", + " observatory=aaast,\n", + " lst_bin_size=aaast.observation_duration, # beam-crossing time\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ska_aaast_senses3 = get_senses(\n", + " obs,\n", + " **sense_params,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Deep survey with optimistic foreground removal \n", + "\n", + "We set the foreground model to `optimistic`, and, as in the deep survey, set the `lst_bin_size` back to the number of daily observation hours:" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "sense_params[\"foreground_model\"] = \"optimistic\"" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "obs = obs.clone(observatory=aa4, lst_bin_size=observation_params[\"time_per_day_hrs\"] * un.hour)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We calculate the sensitivity for each frequency band for the AA4 configuration:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ska_aa4_senses4 = get_senses(\n", + " obs,\n", + " **sense_params,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We clone the `21cmSense.Observation` instance and switch the observatory from AA4 to AA*:" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "obs = obs.clone(observatory=aaast)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ska_aaast_senses4 = get_senses(\n", + " obs,\n", + " **sense_params,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Compare sensitivities \n", + "We compare the sensitivity curves for the four surveys and two SKA instrument configurations. \n", + "To do so, we first define some plotting functions:" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "def compare_senses(\n", + " senses1,\n", + " senses2,\n", + " redshift,\n", + " kperp_mpc,\n", + " kpar_mpc,\n", + " label1=\"AA*\",\n", + " label2=\"AA4\",\n", + " plot_1d=True,\n", + " **kwargs,\n", + "):\n", + " \"\"\"Plot the 2D sensitivity of two observations at a given redshift.\"\"\"\n", + " # We assume both senses have the same redshifts / freq bands\n", + " if np.all(senses1[\"redshifts\"] != senses2[\"redshifts\"]):\n", + " raise ValueError(\"Redshifts do not match\")\n", + " closest_redshift = np.argmin(np.abs(senses1[\"redshifts\"] - redshift))\n", + " band_name = str(np.round(z2freq(senses1[\"redshifts\"][closest_redshift]), 1)) + \" MHz\"\n", + " if (\n", + " \"sample_and_thermal_2D_mK2\" in senses1[band_name]\n", + " and \"sample_and_thermal_2D_mK2\" in senses2[band_name]\n", + " ):\n", + " fig, ax = plt.subplots(1, 2, sharey=True, figsize=(12, 6))\n", + " mask1 = ~np.logical_or(\n", + " np.isinf(senses1[band_name][\"sample_and_thermal_2D_mK2\"]),\n", + " np.isnan(senses1[band_name][\"sample_and_thermal_2D_mK2\"]),\n", + " )\n", + " mask2 = ~np.logical_or(\n", + " np.isinf(senses2[band_name][\"sample_and_thermal_2D_mK2\"]),\n", + " np.isnan(senses2[band_name][\"sample_and_thermal_2D_mK2\"]),\n", + " )\n", + " vmin = np.min(\n", + " [\n", + " np.nanpercentile(senses1[band_name][\"sample_and_thermal_2D_mK2\"][mask1].ravel(), 5),\n", + " np.nanpercentile(senses2[band_name][\"sample_and_thermal_2D_mK2\"][mask2].ravel(), 5),\n", + " ]\n", + " )\n", + " vmax = np.nanmin(\n", + " [\n", + " np.nanpercentile(\n", + " senses1[band_name][\"sample_and_thermal_2D_mK2\"][mask1].ravel(), 90\n", + " ),\n", + " np.nanpercentile(\n", + " senses2[band_name][\"sample_and_thermal_2D_mK2\"][mask2].ravel(), 90\n", + " ),\n", + " ]\n", + " )\n", + " ax[0].pcolormesh(\n", + " kperp_mpc,\n", + " kpar_mpc,\n", + " senses1[band_name][\"sample_and_thermal_2D_mK2\"].T,\n", + " norm=colors.LogNorm(vmin=vmin, vmax=vmax),\n", + " )\n", + " ax[0].set_title(label1)\n", + " ax[0].loglog()\n", + "\n", + " im = ax[1].pcolormesh(\n", + " kperp_mpc,\n", + " kpar_mpc,\n", + " senses2[band_name][\"sample_and_thermal_2D_mK2\"].T,\n", + " norm=colors.LogNorm(vmin=vmin, vmax=vmax),\n", + " )\n", + " ax[1].set_title(label2)\n", + " ax[1].loglog()\n", + " plt.suptitle(\"Redshift z = \" + str(np.round(redshift, 1)))\n", + " fig.colorbar(im, label=r\"sensitivity [mK$^2$]\")\n", + " ax[0].set_xlabel(r\"$k_\\perp$ [Mpc$^{-1}$]\")\n", + " ax[1].set_xlabel(r\"$k_\\perp$ [Mpc$^{-1}$]\")\n", + " ax[0].set_ylabel(r\"$k_\\parallel$ [Mpc$^{-1}$]\")\n", + " plt.show()\n", + " if plot_1d:\n", + " plt.plot(\n", + " senses1[band_name][\"k_1D_Mpc\"],\n", + " senses1[band_name][\"sample_and_thermal_1D_mK2\"],\n", + " label=label1,\n", + " )\n", + " plt.plot(\n", + " senses2[band_name][\"k_1D_Mpc\"],\n", + " senses2[band_name][\"sample_and_thermal_1D_mK2\"],\n", + " label=label2,\n", + " )\n", + " plt.yscale(\"log\")\n", + " plt.title(band_name)\n", + " plt.xlabel(r\"k [Mpc$^{-1}$]\")\n", + " plt.ylabel(r\"$\\log_{10}$ sensitivity [mK$^2$]\")\n", + " plt.legend(frameon=False)\n", + " plt.show()\n", + "\n", + "\n", + "def compare_all_senses(senses, redshift=None, k=None, labels=None, colors=None, lss=None):\n", + " \"\"\"Plot the sensitivity of observations at a given z vs k and at a given k vs z.\"\"\"\n", + " # We assume all senses have the same redshifts / freq bands and k bins\n", + " closest_redshift = np.argmin(np.abs(senses[0][\"redshifts\"] - redshift))\n", + " band_name = str(np.round(z2freq(senses[0][\"redshifts\"][closest_redshift]), 1)) + \" MHz\"\n", + " all_band_names = [str(np.round(z2freq(i), 1)) + \" MHz\" for i in senses[0][\"redshifts\"]]\n", + " closest_k = np.argmin(np.abs(senses[0][band_name][\"k_1D_Mpc\"] - k))\n", + " # plot sens vs z at fixed k\n", + " fig, ax = plt.subplots(\n", + " 1, 1, figsize=(12, 6), sharex=True, layout=\"constrained\", gridspec_kw={\"hspace\": 0.05}\n", + " )\n", + " ax = [ax]\n", + " for i, sense in enumerate(senses):\n", + " sensitivity_at_k = np.array(\n", + " [sense[band][\"sample_and_thermal_1D_mK2\"][closest_k] for band in all_band_names]\n", + " )\n", + " theory_at_k = np.array([sense[band][\"theory_1D_mK2\"][closest_k] for band in all_band_names])\n", + " m = np.isinf(sensitivity_at_k)\n", + " ax[0].plot(\n", + " sense[\"redshifts\"][~m],\n", + " sensitivity_at_k[~m],\n", + " color=colors[i] if colors is not None else None,\n", + " ls=lss[i] if lss is not None else None,\n", + " label=\"sensitivity\" if i == 6 else None,\n", + " )\n", + " if i == 6:\n", + " ax[0].plot(\n", + " sense[\"redshifts\"][~m],\n", + " theory_at_k[~m],\n", + " label=\"EOS2021\" if i == 6 else None,\n", + " color=\"blueviolet\",\n", + " alpha=0.6,\n", + " lw=2,\n", + " ls=lss[i] if lss is not None else None,\n", + " )\n", + " ax[0].set_xlabel(\"Redshift\")\n", + " ax[0].set_ylabel(r\"$\\Delta^2_{21}$ [mK$^2$]\")\n", + " ax[0].set_yscale(\"log\")\n", + " if labels is not None:\n", + " plt.legend(frameon=False, fontsize=18, loc=\"upper left\")\n", + " ylims = ax[0].get_ylim()\n", + " xlims = ax[0].get_xlim()\n", + " plt.text(\n", + " xlims[0] * 1.1,\n", + " ylims[1] * 0.1,\n", + " \"k = \" + str(np.round(senses[0][band_name][\"k_1D_Mpc\"][closest_k], 2)) + \" Mpc$^{-1}$\",\n", + " fontsize=20,\n", + " )\n", + " plt.show()\n", + "\n", + " # plot sens vs k at fixed z\n", + " fig, ax = plt.subplots(\n", + " 1, 1, figsize=(12, 6), sharex=True, layout=\"constrained\", gridspec_kw={\"hspace\": 0.05}\n", + " )\n", + " ax = [ax]\n", + " for i, sense in enumerate(senses):\n", + " sensitivity_at_z = sense[band_name][\"sample_and_thermal_1D_mK2\"]\n", + " m = np.isinf(sensitivity_at_z)\n", + " ax[0].plot(\n", + " sense[band_name][\"k_1D_Mpc\"][~m],\n", + " sensitivity_at_z[~m],\n", + " color=colors[i] if colors is not None else None,\n", + " ls=lss[i] if lss is not None else None,\n", + " label=labels[i] if labels is not None else None,\n", + " )\n", + " if i == 6:\n", + " ax[0].plot(\n", + " sense[band_name][\"k_1D_Mpc\"][~m],\n", + " sense[band_name][\"theory_1D_mK2\"][~m],\n", + " color=\"blueviolet\",\n", + " alpha=0.6,\n", + " lw=2,\n", + " ls=lss[i] if lss is not None else None,\n", + " )\n", + " ax[0].set_xlabel(r\"k [Mpc$^{-1}$]\")\n", + " ax[0].set_ylabel(r\"$\\Delta^2_{21}$ [mK$^2$]\")\n", + " ax[0].set_yscale(\"log\")\n", + " ax[0].set_xscale(\"log\")\n", + " if labels is not None:\n", + " plt.legend(frameon=False, fontsize=16)\n", + " ylims = ax[0].get_ylim()\n", + " xlims = ax[0].get_xlim()\n", + " ax[0].text(xlims[1] * 0.3, ylims[1] * 0.35, \"f = \" + band_name, fontsize=20)\n", + " ax[0].text(\n", + " xlims[1] * 0.3,\n", + " ylims[1] * 0.6,\n", + " \"z = \" + str(np.round(senses[0][\"redshifts\"][closest_redshift])),\n", + " fontsize=20,\n", + " )\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here, we plot the sensitivity of the three surveys and two SKA configurations for a fixed wavemode (plot 1) and fixed redshift (plot 2):" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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xBdHR0ZU+71tvvaUGXWU9+uijvPTSS+Tn53PixAl69+4NQMOGDbGxsUGv13P58mWzsMuSZs2aRUREhBpqNWzY0Gzd2MI4efLkcmt3q0WLFkydOpWVK1fy9ddflwu7fvzxR9LS0nBycmLWrFm1+tpCCCGEEEII62AwGDh06JA6WH7r1q0UFRWp63Z2dowZM0YNuAYMGFDh92qi+iTsEsICfH19cXR0ZO/evXh4eDB37lx8fHzo0qVLhY9PSkoCQK/X06dPn0qf11itl5uby40bN2jZsmW5x4wYMaLCj23btq36dnp6uvq2k5MTvr6+REVFERQUxPPPP8/EiRMZNGiQWZtlXZsyZQoNGzYkOzubtWvXmg2Bv3r1KpGRkUDVWhhr4vnnn2flypVs3LiRq1evms0eM7YwTps2TQ02hRBCCCGEEPe/jIwMoqOj1eqtWw8B69Spkxpu+fj40KhRIwvt9P4mYZeoVc44k0OOpbdRq5xxrvXn7NatG4sWLeL5559n27ZtbNu2DVAqhry9vZkxYwaTJk1ST080nvqn1+u5evVqlV4jL6/idtLKqpyMbYsAxcXFZmuLFi1i0qRJ7Nu3jw8++IAPPvgABwcHhg0bxqOPPsrcuXNp2rRplfZVW5ydnZk6dSpLlixh+fLlZmHXypUrKS0tpXXr1vj7+9+T1/f09KRPnz4cPnyYsLAw/vznPwPKSZdxcXEA6mwvIYQQQgghxP1Jr9ezZ88eNdzavn272cggR0dHvLy81IDL3d1d/T5P3DsSdolapUFT6y1/96unn36a8ePHs2bNGuLi4khOTub8+fOsXr2a1atX4+Hhwc8//0yjRo3UvyxbtWrFlStX6nyvHTt2ZM+ePURFRfHLL7+QlJTEvn37SEpKIikpiYULF/LDDz/g4+NTp/sKDg5myZIlxMfHc/78eTp06ACYWhhnzJhxxxbRu/H888/z0ksvsWjRIt588000Gg2LFi3CYDDQr18/Ro0adc9eWwghhBBCCGEZ165dIzIykvDwcCIiIkhLSzNb79WrlxpueXp64uTkZKGdPrikGVQIC2ratCnPPfccq1at4ty5c6SmpvLnP/8ZjUZDQkICCxYsAKB169YApKWlkZuba5G92tjYEBgYyOeff86uXbtIT09nxYoVdOzYkZs3bzJjxgyz/vO64OXlRYcOHdDr9axYsQKAw4cPs2fPHuDetTAaBQcH4+zszMmTJ4mNjaW4uJglS5YAUtUlhBBCCCHE/aK4uJiEhATefvtthgwZQqtWrZg1axYrVqwgLS2Nhg0bMmXKFL766itOnz7NkSNH+OyzzwgMDJSgy0Ik7BKiHunWrRsLFy5kxowZAERFRQEwZswYQJnJtXnzZovtr6yGDRsyY8YMFi9eDChzsg4cOFCljy07dNFgMNR4DxqNhpkzZwKmai7j7wMGDGDgwIHVfk7j3qqyr8aNG/PUU08B8PXXX6vzu5ycnNR9CSGEEEIIIazPuXPn+Oabb5g6dSrNmzfH09OTv//97+oP1gcNGsT8+fPZsmULN27cYN26dTz33HN07tzZshsXgLQxCmERhYWFNGjQoNJ1Y/pvDF569OiBl5cX8fHxvP322/j7+9/2JM309PRam6FVVFR020H0ZX9SUdWTQ8oOYczIyKBJkyY13l9wcDALFy7k8OHD7Nq1S63wqmlVl3FvGRkZVXr8888/z+LFi1m/fj1nz54FZDC9EEIIIYQQ1qagoICtW7eqs7eOHDlitt6sWTMCAgIICgoiICBA7b6p7/R6Pfv27SM8PByDwcBbb71l6S3VCansEsICXnzxRaZNm8batWu5du2aej0nJ4evvvqKZcuWATBx4kR17T//+Q+urq4cP36ckSNHsmHDBgoKCtT1ixcvsnz5cnx9fXnzzTdrba/JyckMGDCAzz77jCNHjqDX6wGl8ik5OZkXXngBgPbt2zNgwIAqPae7u7saoBlnXNVUr169GDp0KAAvvPAC58+fx9bWVq2Oq65+/foB8Msvv5Q7OaUiQ4cOZciQIRQVFbFjxw5AWhiFEEIIIYSo7wwGA8ePH+eLL75gwoQJNG3alMDAQPX7HhsbG0aPHs37779PSkoKV69e5bvvviM4OLjeB13Xr19X99qmTRsGDx7MW2+9xWeffaZ+P3e/k8quB1BoaCihoaFmJ0SIulVcXMyaNWtYs2YNAK6urtjZ2ZlVE40dO5a3335bfb9fv36Eh4fz+OOPc/ToUSZPnoytrS1ubm7k5eWRn5+vPrZr1661ut8DBw7wyiuv8Morr2Bvb0+jRo3IzMykpKQEUKqhvvvuuyoPg3d2dmbWrFksXryYN954gwULFtC8eXM0Gg2PP/44n3zySbX2FxwczK5du9i1axcAfn5+tGnTpno3+ZvZs2fz6aefkpqaSseOHWnRogWOjo4AJCYm0r59+3If88ILL/C73/0OQAbTCyGEEEIIUU9lZ2cTFxenVm+dPn3abL1t27bqYHk/P7+76kCxlNmzZ7N8+XKzggIXFxd8fX0JDAykuLj4tl1G9wsJux5A8+bNY968eWRlZd22FU7cO3/5y18YMmQIcXFxHDlyhCtXrpCTk0PLli0ZOHAgTz31FMHBweXCozFjxnD8+HG+/vprfvrpJw4dOkRGRgZOTk707t2bIUOGMH78eB599NFa2+uwYcNYvXo1cXFxpKSkcOnSJdLS0nB0dKR79+4EBATw8ssv07Zt22o9b2hoKB06dGDt2rWcPHmSc+fOAZQ7yaQqnnrqKV599VWKi4uBuxtM36NHD+Li4li4cCE7duzgxo0baqhn/P1Wjz/+OM888wwGg0GquoQQQgghhKgnDAYD+/fvV8OtpKQk9XsGAHt7ezw9PQkMDCQoKIh+/fqh0WgsuOOqO3/+PBEREURGRhIWFoaLiwsA7dq1w2AwMHDgQIKCgggMDGTMmDG3HU1zP9IY7qZ/SFg1Y9iVmZlpNkNJCFE9a9eu5fHHH8fJyYlLly7JvC4hhBBCCCEsJD09naioKMLDw4mIiODy5ctm6127dmX8+PEEBQXh5eWFq6urhXZaPQUFBSQkJKjB3eHDh9W1n3/+WR2BY7zfmna61HdVzTGksksIIe7Sf/7zH0CpMJOgSwghhBBCiLpTWlrKzp07iYiIIDw8nJSUFLO5VM7Oznh7e6vtid27d7fgbmtm/fr1zJgxw2x0jY2NDcOHDycoKIhevXqp1+/XkKu6JOwSQoi78PXXX7NlyxZsbGx45ZVXLL0dIYQQQggh7nuXL19Ww62oqCjS09PN1vv166e28I0dO1adwVvfZWdnExsbS0REBL6+vkydOhWA3r17k5+fT9u2bdWWSz8/P5o2bWrhHddfEnYJIUQ1bd++nSeffJLMzEz1UIHf//739O3b17IbE0IIIYQQ4j5UVFREcnKy2sK3b98+s/XGjRvj7++vBlwVHSpVHxkMBvbt26e2XCYmJqpzgq9fv66GXe7u7hw8eJA+ffpYzUwxS5OwSwghqqmgoICzZ89ia2tL165dmT17Nm+99ZaltyWEEEIIIcR94/Tp02q4FRsbS05Ojrqm0WgYMmSI2po4YsQI7OysK94oKCige/fuXLx40ex69+7dCQoKYtKkSeo1jUYjP1ivJuv60yCEEPWAl5cXcraHEEIIIYQQtScvL48tW7aoAdfx48fN1lu2bKm28Pn7+9OiRQsL7bR6SkpKSElJITw8nGvXrvHVV18B4OjoSIcOHbh58yY+Pj5qVZo1zhSrj+Q0xgeYnMYohBBCCCGEEMISDAYDR44cUWdvbdmyhcLCQnXd1taW0aNHq9VbDz30EDY2NhbccdVdvHjRbKaYcfSJra0tN27coHHjxgCcPXuW1q1b06BBAwvu1rrIaYyiUqGhoYSGhlJaWmrprQghhBBCCCGEeEBkZmYSExOjVm+dP3/ebL1Dhw6MHz+ewMBAfH191VDImrz00kvqae1GTZo0UWeK2draqtc7depU19t7YEjY9QCaN28e8+bNUxNRIYQQQgghhBCitun1en799Vc13EpOTjYrumjQoAHjxo1Tq7d69eplFQPYDQYDqampavXW559/Trdu3QDUIfIjRoxQ2y6HDRtmFnKJe0/aGB9g0sYohBBCCCGEEKI2Xb9+naioKPWEwWvXrpmtu7u7q+HWuHHjcHZ2ttBOqyc7O5u4uDg14Dp16pS69t///pd58+YByvfZxcXFNGvWzFJbva9JG6MQQgghhBBCCCHuqZKSEnbs2KFWb+3evdvsMCdXV1d8fX3VAexdunSx4G5rJjExER8fH4qLi9Vr9vb2eHh4EBgYSGBgoHpdCknqBwm7hBBCCCGEEEIIUWUXLlwwG8CemZlptj5w4EC1emv06NE4ODhYaKfVc+PGDbUqbeDAgfzpT38CYMCAARgMBrp27arel7e3N66urhbesaiMhF1CCCGEEEIIIYSoVGFhIQkJCWr11qFDh8zWmzZtSkBAAIGBgQQEBNC2bVsL7bR6SktLSUlJUYO7lJQUtSpt2LBhatjVqFEjzpw5Q7t27Sy5XVENEnYJIYQQQgghhBDCTGpqqhpuxcXFkZeXp64ZB7Abq5yGDh1qdQPYDQYDvXr1IjU11ex6v379CAoKYvz48WbXJeiyLhJ2CSGEEEIIIYQQD7icnBzi4+PVgOvkyZNm661bt1bDLT8/P6sZwF5YWEhSUhLh4eHs27eP8PBwNBoNGo2GIUOGkJaWhr+/P0FBQQQEBNC+fXtLb1nUAgm7hBBCCCGEEEKIB4zBYODgwYNquJWYmEhRUZG6bm9vz9ixY9WAq3///mg0GgvuuOpOnjyp3ldsbKxZVdqRI0fo06cPAKGhoTRu3Bg7O4lG7jfyb1QIIYQQQgghhHgA3Lx5k+joaDUIunTpktl6586dGT9+vDqAvWHDhhbaac299957LFiwwOxaq1at1NMgy1ZuWUt1mqg+CbuEEEIIIYQQQoj7UGlpKbt371YHsG/fvh29Xq+uOzk54eXlpVZv9ejRwyqqt26tSvvrX/+Kp6cnACNGjMDOzk6tSgsMDGTAgAHY2NhYeNeiLknYJYQQQgghhBBC3CeuXLlCZGQk4eHhREZGcuPGDbP1Pn36qOGWh4cHjo6OFtpp9aSnp6tVaREREWZVaUOHDlXDLh8fH9LT062yKk3UHgm7HkChoaGEhoZSWlpq6a080BYsWMB7771X5ccbj8C9VWZmJosWLWLz5s0cOXKEtLQ0XFxcaN++Pd7e3gQHBzNkyJA7Pv/Zs2f56quviI6OJjU1lZycHJo2bUqrVq3o0aMHHh4eeHt7M3DgQLOPKy0tJT4+ns2bN5OcnMyxY8fIysrC1dWV3r178/DDD/PCCy/QpEmTO+5h3bp1/O9//2Pv3r1kZWXRpk0bAgICeP311+nevXuFH1NYWEhkZCQRERFs376d1NRUcnNzcXNzo1+/fjz22GPMnTsXZ2fnSl83ISGBPXv2sGfPHnbv3s3Ro0cpLS1l3LhxxMfH33HfQgghhBBCWEpxcTHbtm1Tq5z27t1rtt6oUSP8/PzUKqeOHTtaaKc1d+zYMfr06VOuKs3b25ugoCAmTpyoXndwcMDBwcES2xT1iMZQ2XfQ4r6XlZVF48aNyczMpFGjRpbezgOnbNjVqlWrOz7+ypUr5a6tWLGCl156ifT0dPWam5sbubm5FBcXA8qxwLNmzeKrr77CycmpwudesWIFzz77rNngxkaNGqHX68nJyVGvderUiTNnzph97DPPPMOiRYvU921sbGjUqBEZGRnqtVatWrF+/XpGjhxZ4esbDAbmzp1LWFiY+hyurq5kZWUB4OzszJo1a5gwYUK5j/X39yc6Olp9387ODhcXFzIzM9Vr3bt3Z/PmzZUGZpWVakvYJYQQQggh6qOzZ8+q4VZMTAzZ2dlm60OGDFHDrZEjR2Jvb2+hnVbPpUuX1Kq0Vq1a8fnnnwOg1+tp27YtzZs3V6vSxo4dazVVaaL2VDXHkMouIeqBioKsO/n000957bXXAOjVqxfvv/8+EyZMwMXFBYPBwN69e/niiy9YtmwZy5Yt49ixY8TFxZULvHbu3ElwcDB6vZ4BAwbw7rvvEhQUhIuLCwDXr18nOTmZ9evXk5KSUm4fxcXFtGzZkuDgYB577DGGDh2Kvb09OTk5fP/997z55ptcvXqViRMncvToUVq0aFHuOT7++GM16PrrX//Ka6+9hqurK8eOHUOr1ZKcnMy0adM4cOAAXbp0Kff6nTp1IiQkhEmTJjFw4EBsbGy4efMm33zzDe+99x6pqamMHz+eAwcOVPg/RCcnJ/r378/gwYMZMmQIP/zwAxEREdX+dyKEEEIIIcS9kJ+fz9atW9WA6+jRo2brzZs3JzAwkKCgIPz9/av0w/T6oKioiKSkJPW+9u/fr661atWKzz77DBsbG2xsbDh27BiNGze24G6FVTGIB1ZmZqYBMGRmZlp6Kw+kv/71rwbAUJP/DGNjYw02NjYGwODj42PIzc2t9LHffPON+jparbbc+owZMwyAoWXLloaMjIzbvm5eXl65a9u3b6/wulFycrL6+h988EG59fT0dEPDhg0NgOG5556rcL1169YGwDBz5sxy6wkJCYbi4uJKX3/lypXq6y9fvrzCx5SUlJi9P3v2bANgGDduXKXPK4QQQgghxL2i1+sNR44cMfz73/82BAUFGRwdHdWvaQGDjY2NYcyYMYYPPvjAsHPnTkNpaamlt1wjI0eONLsvjUZjGDZsmOEvf/mLITEx0WrvS9w7Vc0x5DgCIazQ66+/jl6vp0WLFnz//fe3nUf1u9/9Dq1WC0BYWBgHDx40W//1118B8PLyuuNPSipqgxwxYkSl7ZEAo0aNok+fPoBSRXarH3/8US27nj9/frn1Jk2a8PzzzwOwdu1acnNzzdbHjh2LnV3lRarTpk1Th1NW9PoAtra2lX68EEIIIYQQdSErK4v169fz/PPP06VLF3r37s0f//hHwsPDKSgooH379vzud79jzZo1pKWlkZiYyDvvvMPQoUPr9UmDubm5bNq0iT/84Q/069fPbHSKp6cnrVq1Ijg4mO+++45r166RkpLC+++/z5gxY+r1fYn6TdoYhbAyO3bsYPfu3QDMmzeP5s2b3/Fj/vKXv7BkyRL0ej1ffvklX375ZbnHXLhwodb3amRsHazoUISoqChAORWmU6dOFX78+PHjWbBgAfn5+SQmJhIYGFjl17axsVFnFMihDEIIIYQQor4wGAzs27dPbeFLSkqipKREXXdwcMDT01OdUdWnT59KZ83WJwaDgYMHD6qnJiYkJFBUVKSub9myhfHjxwPKCJOFCxdKqCVqnYRdQliZ2NhY9e2pU6dW6WM6d+7MoEGD2L17N3FxcWZrw4cP5/DhwyQnJ/Ppp5/yhz/8oVZPL0lLS1Oryfr3719u3bjWr1+/Sp+j7NqhQ4eqFXYdOHBAHeBf0esLIYQQQghRV27cuEFUVJQaBN06u7dHjx7qYHkvLy91jq41+b//+z/mzZtndq1Tp05mg+WNbtehIsTdkLBLiHqgdevWt12fPn26ehLJoUOHAOUnPcb2wKp46KGH2L17N8eOHaOkpERt/fvzn//M2rVryc7O5rXXXuNvf/sb48aNY+jQoQwZMoSRI0fi5uZWsxtDqSorKirCzs6OOXPmlFu/dOkSAO3atav0OZydnXFzcyMjI0N9fFW9+eabgHJK5RNPPFGtjxVCCCGEEOJulJaWkpKSolZv7dy5E4PBoK67uLjg4+OjBlzdunWz4G6rrrS0lN27d6uh3XPPPUdwcDCgjEdxcnLCy8tLvS93d3erqEoT9w8Ju0St2/51FoU5ektvo9Y0cLVh5LOVH2laG65evXrb9czMTPXtGzduAMosq+qU+xrbHQ0GA+np6bRs2RKAnj17smXLFp577jl27tzJzZs3Wb9+PevXrweUNkAPDw/++Mc/Mnny5GrcFXz//fd89dVXgDJnrGfPnuUeY5zXdaef6jg7O5ORkVHuWOXb+ec//8nmzZsB+Oijj2jatGmVP1YIIYQQQoiauHTpEhEREYSHhxMVFcXNmzfN1vv3769WOY0ZM4YGDRpYaKfVc/nyZSIjI9X7Mn5fAtC+fXs17Orduzfp6ekVnoIuRF2RsEvUusIcPQXZ90/YVRfK/nTHEgYNGkRKSgq7du3il19+Ydu2bfz6669cuXIFvV7Pli1b2LJlC3PmzEGn01XppzIJCQmEhIQA4OPjw/vvv3+vb8PM6tWr1YH3wcHBPPvss3X6+kIIIYQQ4sFQWFhIUlKSWuW0f/9+s3U3NzcCAgIIDAwkMDDwth0N9VVGRgbt27dHrzd9n9eoUSP8/f3V6i0jjUYjQZewOAm7RK1r4Hp/DResb/fTrFkzAG7evIler69ydVdaWpr6dmUVTkOHDmXo0KHq+2fOnGHt2rX84x//IC0tjSVLljBkyBBefPHF277Wtm3bmDhxIvn5+YwZM4YNGzZUemJiw4YNSU9PNzuVpSLGdePJirfz448/8vTTT6PX65k6dSqLFy++48cIIYQQQghRVadOnVJbE2NjY81ODNdoNAwbNkyt3ho2bNhtTw+vT06fPq3eV2lpKT///DOgBHZDhw5Fr9er4daIESPUg6CEqG+s4784YVXudcvfg844p6uoqIhDhw5Veej63r17AaVtsar/s+3cuTOvvvoq48ePZ+jQoeTn57No0aLbhl3btm0jKCiI7OxsRo0axebNm3F1da308W3btiU9PZ2LFy9W+pi8vDwyMjLUx9/O+vXrmT59OiUlJUyZMoVVq1ZZzRcXQgghhBCifsrNzWXLli1qEHTixAmz9VatWhEYGEhQUBD+/v5VOjG9PsjLyyM+Pl6tSjt+/Li6ZmdnR1ZWFo0aKd/fJSQk1OpBVkLcS/IdoBBWxtfXl7fffhuAtWvXVinsOn36tBp2+fj4VPs1+/Tpw9ixY4mKiuLYsWOVPi45Odks6IqIiLhjJVa/fv04ePCgeipjRcqu9e3bt9LH/fjjj0yfPp3i4mImT57M999/L0GXEEIIIYSoNoPBwOHDh9Vwa+vWrRQVFanrdnZ2jBkzRq3eGjBgQLXm6VqKwWAwG0ny9NNPq7N6Qbmv0aNHq8Fd2R9aS9AlrIl8FyiElRkxYgSDBg1i7969hIaG8uKLL97xJ0cffvihOhfshRdeqNHrGv9HV9kAzVuDrvDw8Cq1HPr7+7Nq1SqOHDnCuXPn6NixY7nHhIeHA+Dk5GR2VHFZ69at48knn1SDrtWrV0tZtRBCCCGEqLKMjAxiYmLUgOvChQtm6506dVLDLR8fH7Xiqb7LyMggOjpard7aunUrXbp0AZSvxffu3au2Jvr4+NC4cWML71iIuydhlxBW6OOPPyYgIIC0tDSmT5/Ozz//jJOTU4WPXbx4MTqdDoA5c+aUqwSLjY3Fw8PjtsHQxYsXiY6OBmDw4MHl1ssGXaNHj65y0AUwZcoU/vjHP5Kdnc0//vEPvvzyS7P1jIwM9UTHqVOn4uLiUu45fvzxRzXomjJlCt9//70EXUIIIYQQ4rb0ej179uxRQ6Bt27ZRWlqqrjs6OuLl5aVWOfXs2bNKBzVZml6vZ/fu3Wpot2PHDrP7ioiI4Pnnnwfg2Wef5YUXXrCK+xKiOiTsegCFhoYSGhpq9heesC6+vr4sXLiQN998k9jYWAYPHsz777/PxIkTcXZ2BpQZXV988QVLly4FlOHzoaGh5Z7rjTfe4OrVqzz99NM8/PDDDBkyRA3O0tPTWbduHX/729/Izs4G4NVXXzX7+O3bt6tB15gxY9i8eXOVgy6AJk2a8M477/Dmm2/y1Vdf0bp1a1599VVcXFw4fvw4c+fO5fLly7i4uFR4ouOGDRvU1sWpU6fWaEZXTk4OBQUF6vuFhYUAFBcXmw32t7W1pUmTJtV6biGEEEIIUX9cu3aNyMhIwsPDiYyM5Pr162brvXr1Uqu3PD09K/2Bcn1Ttj3xp59+YsqUKWbrvXv3Vu/Lw8NDvS4jP8T9SmMw9jaJB05WVhaNGzcmMzPTakpw7ycLFizgvffeA5SBlneybt06Ro8ebXZt2bJlvPzyy+rwdo1Gg5ubG7m5uWYzBWbMmMHXX39dYVXUqFGj2L59u/q+RqOhUaNGFBcXm52Q6ODgwMcff8xLL71k9vE+Pj7ExcUBSnB1u17+Dh06sHPnznLXDQYDc+fOJSwsDFBCJVdXVzIzMwFwdnZmzZo1TJgwodzHdu3aldOnTwPQvHlzbG1tK3390aNHs27dunLX58yZo4aCt9OpUyfOnDlzx8cJIYQQQoj6oaSkhO3bt6tVTrt37zZbb9iwIb6+vmobX+fOnS2z0WoqKipi27Zt6n1NnjyZv/71rwBkZmbStWtXtSotMDCQTp06WXjHQtSOquYYEuMKUQ9cvXr1jo8pG14ZBQcH88gjj7B48WJ++eUXjh49yo0bN3B2dsbd3R0vLy9mz57N0KFDK33euLg4YmJiiI2NZefOnZw4cYL09HQMBgPNmzfH3d0db29vtFotXbt2Lffxer1effvmzZu3vQdHR8cKr2s0GnQ6HRMnTuR///sfe/fuJTs7m06dOhEQEMAbb7xB9+7dK/zYsq9ftgqrIunp6bddF0IIIYQQ1u/cuXNEREQQHh5OTEyM+gNUo0GDBqlVTqNGjbKa8RdnzpxRw63Y2Fi18wKUr7ONYVfjxo25du3abX8ILMT9Tiq7HmBS2SWEEEIIIYSwdgUFBSQkJKhB0OHDh83WmzVrRkBAAEFBQQQEBNC6dWsL7bR69Hq9esJjaWkpzZs3Vzs6AFq0aKFWbgUEBNCyZUsL7VSIuiOVXUIIIYQQQggh7jsGg4ETJ06o1VtxcXHk5+er6zY2NowcOVIdLD9kyBCrqHIyGAwcOXJEDe3Onz/P4cOH0Wg02NraMn78eC5cuKC2XA4aNEgNw4QQ5iTsEkIIIYQQQghRr2VnZxMXF6cGQcaZrUZt27ZVWxP9/Pys5lChzMxMYmJizAKusk6cOIG7uzsAK1askFMThagiCbuEEEIIIYQQQtQrBoOBAwcOqCFQYmIixcXF6rq9vT0eHh5qwNWvXz+rCIKM82aNFVnvvPMO//3vf9X1Bg0aMG7cOPW+evTooa5Zw/0JUV9I2CWEEEIIIYQQwuLS09OJiopS2xMvX75stt61a1fGjx9PYGAg3t7euLq6Wmin1XP16lUiIyOJiIggMjKSH374AU9PTwCCgoKIjo5WWy49PT1xdna28I6FsH4SdgkhhBBCCCGEqHOlpaXs2rVLrd5KSUkxO2nb2dkZb29vtcqpstO565vi4mK2bdtGeHg4ERER7Nmzx2w9MjJSDbsmTJjAxIkTLbFNIe5rEnYJIYQQQgghhKgTly9fJjIykvDwcCIjI0lPTzdb79u3rxpujR07FkdHRwvttHqKiopwcHAAYP/+/YwbN85sffDgwepg+VGjRqnXpTVRiHtDwi4hhBBCCCGEEPdEUVERycnJapXTr7/+arbeuHFj/P391SCoffv2ltloNeXn57Nlyxb1vkaOHElYWBgAgwYNok+fPjz00EMEBQUREBBAq1atLLxjIR4sEnYJIYQQQgghhKg1p0+fVuduxcTEkJOTY7Y+dOhQtXprxIgR2NlZx7elR48eVVsut2zZQkFBgbqWm5uLwWBAo9FgY2PDwYMHpWpL1DuXLim/hg619E7uPev4W0UIIYQQQgghRL1UtsopPDycY8eOma23aNFCHcDu7+9Py5YtLbTT6ikoKDBro3z88cc5dOiQ+n6HDh3U+/L19TULtyToEvVBfj4kJkJEBERGwoED0L8/7N9v6Z3dexJ2CSGEEEIIIYSoMoPBUK7KqbCwUF23tbVl9OjRavXWQw89hI2NjQV3XDV6vZ69e/eqVWm//vorV69excnJCYDJkyfTrl07NeDq3bu3hFqiXjEY4PBhU7i1ZQuUKUBEo4EGDZQQ7Lc/1vctCbuEEEIIIYQQQtxWVlYWMTExasB17tw5s/UOHTqo4Zavry+NGze20E6r5/r160RERKi/rl+/bra+Y8cOvLy8APjwww8tsEMhbi8tDaKjlXArMhIuXjRfb9sWAgMhIAD8/KB5c8vss65J2CWEEEIIIYQQwoxer+fXX39VB7AnJydTUlKirjdo0IBx48apAVevXr2sosqppKSE0tJSGjRoAMDSpUt5/fXX1XVXV1d8fX3VgfldunSx1FaFqFBxMWzbpgRbERGwe7dS0WXk6AienqaAq29fpaLrQSNhlxBCCCGEEEIIrl+/TlRUlBpwXbt2zWzd3d1dDbfGjRuHs7OzhXZaPefOnVNbE6Ojo/nPf/5DcHAwAEFBQaxYsUK9r1GjRuHg4GDhHQth7uRJJdiKiIC4OMjONl/v188Ubnl43P8tilUhYZcQQgghhBBCPIBKSkpISUlRWxN37dqFoUyJiIuLi1mVU9euXS2426orKioiPj5eva8jR46YrW/ZskUNu/r168fevXstsU0hKpWVBbGxpuqtU6fM15s3B39/JdwKCFBaFYU5CbuEEEIIIYQQ4gFx4cIFsyqnjIwMs/WBAweqVU6jR4+2iiong8FAVlaWOicsIyODwMBAdd3GxoaRI0eq9zV48GBLbVWICpWWKu2IxnBr2zblmpGdHYwebareGjwYrODMB4uSsEsIIYQQQggh7lOFhYUkJiaqVU4HDx40W2/SpAkBAQEEBQUREBBAWyspEcnKyiI2Nla9r65duxIbGwtAy5YteeSRR2jZsiWBgYH4+fnRpEkTC+9YCHMXLpjCrehoSE83X+/e3RRueXtDw4aW2ae1krBLCCHqmW+//ZaEhAR2797NgQMHKCoqIiwsjDlz5lh6a0IIIYSwAqmpqercrdjYWPLy8tQ1jUbDiBEjCAwMJCgoiGHDhmFra2vB3Vbdvn37+OWXXwgPDy83MD89PZ3CwkJ18PxPP/1kqW0KUaG8PNi61RRwHT5svt6oEfj6mloTraRruN6SsOsBFBoaSmhoKKVl6yKFEPXGO++8w9mzZ2nevDlt2rTh7Nmzlt6SEEIIIeqx3Nxc4uLi1CqnkydPmq23bt1abeHz8/OjWbNmFtpp9aSnp9O0aVP1/bfffptNmzap7/fo0cNsYL4x6BKiPjAY4MABU7iVkACFhaZ1jQaGDTNVb40YAfb2ltvv/UbCrgfQvHnzmDdvnllfuxCi/li0aBE9evSgU6dO/OMf/2D+/PmW3pIQQggh6hGDwcChQ4fUcCshIYGioiJ13c7OjrFjx6pB0IABA9BoNBbccdWUlJSwY8cO9b52797NmTNn6NixIwBTpkzB1tbW6gbmiwfHtWtKS2JEhBJyXblivt6+vSnc8vODMlmuqGUSdgmLWLBgAe+99x6A2YkvQgjw8/Oz9BaEEEIIUc/cvHmT6Ohodbj8xYsXzdY7d+7M+PHjCQoKwtvbm4ZWMuDn6tWrbNy4UR2Yn5mZaba+fft2NeyaO3cuc+fOtcQ2hahQUREkJ5uqt/bsMV93cgIvLyXcCgyEXr2Uii5x70nYJcQ9dvbsWb744gs2bdrE+fPnadCgAd26dWPatGnMmzcPZ2fne/bab775Jv/85z/V9+Pi4vDy8rrtxxQVFbFs2TLWrFnD/v37SU9Px97ennbt2jF69GieeeYZRo8eXeM9xcfH4+3trb7v6urK1atX7/h5yM/Pp3Xr1mRlZVXrfoQQQgghrJFer2f37t1qldP27dvR6/XquqOjI97e3mr1Vo8ePayiequgoIDCwkK1w2Tr1q0888wz6nrTpk3NBua3adPGUlsVohyDAU6cMIVbcXGQm2v+mAEDTNVbY8eCo6Nl9vqgk7BLiHto48aNzJw50yygycvLY9euXezatYtFixaxadMmunfvXuuv/euvv/Kvf/2rWh9z9uxZJk6cyKFDh8yuFxUVcfz4cY4fP86SJUv4wx/+wOeff14rX1Dl5OSwfv16ZsyYcdvHbdiwwezzKIQQQghxv7l69SqRkZGEh4cTGRlJWlqa2XqfPn3UwfIeHh44OTlZaKdVZzAYOH78uDowPz4+nvnz5/OXv/wFUCraR48erd7XkCFDrGZgvngwZGRAbKypNfHMGfP1Fi1MQ+X9/UHy2fpBwi4h7pG9e/cyffp08vPzcXV1Zf78+Xh7e5Ofn8+qVav45ptvOH78OBMnTmTXrl21Wmqu1+t59tlnKSkpoWXLlly7du2OH1NcXGwWdA0YMIBXXnmFnj17kp2dTWJiIp9++im5ubn85z//oW3btvz5z3++q306OjpSUFDA8uXL7xh2LV++3OxjhBBCCCGsXXFxMdu2bVODoD239EA1atQIPz8/dUaVsZ2vvisuLlZPTQwPD+fMLenA7t271bebNGlCUlJSHe9QiMqVlsLOnabqrR07lGtG9vZKxZaxNXHgQLCxsdx+RcUk7BLiHnn55ZfJz8/Hzs6OyMhIRo0apa75+PjQo0cP3njjDY4fP86nn37KggULau21v/jiC3bu3EmvXr2YMmUKCxcuvOPHbNiwQQ26Ro0aRUJCgtlP1fz9/Zk0aRKjRo2iuLiYjz76iNdeew07u5r/NTJp0iRWr15NVFQUV65coXXr1hU+7tq1a0RGRgLw6KOP8v3339f4NevCq6++SmHZo1bu4OWXX6ZHjx73cEdCCCGEqC/Onj2rzt2Kjo4mOzvbbH3w4MFqa+LIkSOxt4Lj2QwGA5cvX6Zt27bqteDgYLUq38HBAQ8PD/W++vbta6mtClGhc+dM4VZ0tFLNVVbPnqZwa9w4cHW1yDZr5NQp5d4iI8HZGb791tI7qhsSdglxD6SkpJCQkAAogzTLBl1Gr776KmFhYRw5coTPP/+ct99+u1a+mDl37pxaFv7VV18RFxdXpY9LTk5W354/f36F5eNDhgzh4Ycf5scffyQjI4MjR47Qv3//Gu81ICCArVu3cuXKFVauXMmf/vSnCh+3cuVKSkpKaN26Nf7+/vU+7Prf//5H7q3N+7fx+OOPS9glhBBC3Kfy8/PZunWrGnAdOXLEbL158+ZqC5+/vz+tWrWy0E6rJy0tjaioKLXl0tnZmZMnTwJgb29PSEgIpaWlBAUF4eXlhYuLi4V3LIRJbi5s2WJqTTx61Hy9cWPltMTAQKU1sXNni2yzRjIzlVlixoDrt/8sAXBxUYbqOzhYbn91RcIuUW/9+uuvBAYGcu3aNVq3bk1ERAQDBgyw9LaqZP369erbISEhFT7GxsaG4OBg5s+fT0ZGBnFxcQQEBNz1a8+bN4+cnBxmz57NuHHjqhx2lT2u+nbHOHfr1q3Cj6kJW1tbnnrqKT777DOWL19eadi1bNkyAGbMmHHHGQ63nvSZkZHBZ599xg8//MDZs2dxcHBg4MCBPPvsszz11FNV2mdSUhJhYWEkJCRw+fJlCgoKaNmyJQ899BDjx4/n6aefxs3NTX18Tk5OlZ5XCCGEEPefsjOqwsPDiY+PNxvBYGNjw6hRo9Qqp8GDB2NjJT1Qe/bsYcOGDYSHh7Nz506zU9VdXFzMKvX//e9/W2iXQpSn18P+/abqrcREJfQxsrGBESNM1VvDhsFdNLDUKb3evI3ysceUGWNGdnYwerQS2gUEWM993a0H5DaFtUlISOCRRx4hMzOTzp07Ex0dbRay1HeJiYmA8j/9IUOGVPq4cePGqW8nJSXdddi1evVqfv75Z5o2bconn3xSrY/t2bOn+vapU6cqLS83/sROo9HUSjXSrFmz+Oyzz9i7dy+HDh0q97qHDx9W51fMmjWLX3/9tcrPffr0afz9/dU9A+Tm5hIfH098fDzr169nxYoVlbZi5ufnM3fuXFauXFlu7eLFi1y8eJFNmzZx/fr1Wm1DFUIIIYR1yc7OJjY2ttIZVe3atVPDLV9fX5o0aWKZjVbThQsXaN26tfq10qJFi/i///s/dX3AgAHqPLExY8bQoEEDS21ViHKuXoWoKCXciopS3i+rY0cl2AoMBB8fsJL/LAFTa2JUlFLFdeyYMigflIq0CxdMQ/O9vKAWx0NbDQm7RL2zadMmnnjiCfLz8+nbty+RkZFm/f/WwFie3r1799vOtOrVq1e5j6mpjIwMXn75ZQA++ugjmjdvXq2Pf+qpp3jnnXfIysrio48+YsKECeWqqPbu3cumTZsApcqqUaNGd7VngEGDBtG3b18OHTrE8uXL+cc//mG2bhxM369fPx566KFqhV3Tp0/n9OnTPP/88zz++OM0btyY/fv389FHH3H8+HFWr15N27Zt+eyzz8p9rF6v59FHHyUqKgqAHj168Pvf/56hQ4fi7OzM5cuXSU5OZvXq1TW/eSGEEEJYJYPBwL59+9TB8omJiZSUlKjrDg4OeHp6qgFXnz59auUU63utsLCQhIQE9b4OHjxIQkICY8eOBWDy5Mmkp6cTGBhIYGCg1X2NLu5vhYWQlGRqTbz12wZnZ/D2VsKtgABwdwcr+M8SgKwspVqrotZEUNamT1fefuMNmD+/7vdY30jYJeqV7777jtmzZ1NSUsLw4cPZvHkzTZs2rdFz1cYXFGFhYcyZM6daH1NQUKAeE92+ffvbPrZJkya4uLiQm5vL+fPna7pNAN544w2uXLnCmDFjmDt3brU/vnnz5ixfvpynnnqKpKQkhg0bxh//+Efc3d3JyckhKSmJTz/9lKKiIgYPHsynn356V/stKzg4mDfffJPvvvuOhQsXqv/uDAYDK1asUB9TXTt37uS7774za1ccOnQoTzzxBB4eHuzbt48vvviCuXPn0q9fP7OP/e9//6sGXVOmTGHlypXlflo5ceJEPvjgAy5fvlztvd3OokWL1OrAAwcOqNfi4+MBGDt2LL/73e9q9TWFEEIIcXs3btxQZ1RFRERw5coVs/Xu3bur4ZY1zai6evUqq1evJiIigri4OPLy8tQ1Gxsb9u/fr4ZdAQEBtTJ2Q4jaYDAoFU3GcCs+Hsr88QVg0CBTa+Lo0WAtxYclJUqbpbOz8v6PP0LZb0vt7GDUKFP1VtlmokqnvhQWQnKyMtRr8uR7tPP6Q8IuUW98+eWXvPjiixgMBnx9fVm/fj2u1nTMxW/KnqhTlf0bw667mfOUkJDAokWLsLOz46uvvqpx0Ddp0iR2797Np59+yuLFi5k9e7bZeqtWrfjggw945plncDb+zVsLnn76aebPn8/58+eJj4/H29sbgPj4eM6fP4+NjQ0zZsyo9vM+/PDDFc7latiwIV9//TUjRoxAr9fz1Vdf8d///ldd1+v1fPzxx4ASWC5btqzSsnwbGxvatWtX7b3dTmJiIkuXLjW7lpSUZHYst4RdQgghxL1VWlrKzp071dbElJSUcjOqfHx81Cqn7t27W3C3VZednU1OTg5t2rQBlNMhX3rpJXW9TZs2amuin58fzZo1s9RWhSjn5k3ltERjhdO5c+brrVqZwi0/P+V9a3HqlNKWGBkJMTHw7rvwyivKmr+/UolWrdZEgwEOHlSeNCoKtm5V0sCuXSXsEqKufPjhh+oJgpVV0VSXsSLmbtypMqsiZQeQOlThmAvjfebn51f7tUAZEv/ss89iMBj405/+VK5CqbrPtWzZMjZs2GD2xZzR1atX+fbbb+nSpQuTJk2q8evcql27dnh7exMTE8Py5cvVsMvYwujj41OjQKmywwEAhg8frrZPRkdHm639+uuvXLhwAYBnnnmmzkPXJUuWsGTJkjp9TSGEEELApUuX1FMTo6KiuHnzptl6//791eota5lRZTAY2L9/vxraJSUlERwczKJFiwDltO1JkyYxZswYgoKC6N+/v1W0XIoHQ0kJpKSYqrdSUpSB7EYODuDhYWpNHDDAeloTCwth8+bKWxMTE01hV9u2ShXbHV26pKSBUVHK77dUoNK6tVLiVlAAjo61ch/1lYRdwuL+9Kc/qae1hISE8M0339zxxL2quJvQ5244lvlLoyqnFRYWFgLg5ORUo9f7+9//ztGjR+nYsSN//etfa/QcoAxuHz9+PAkJCdja2vLGG28QEhJC165dKSgoYMeOHbz//vskJiYyefJkPvnkE14x/u1bC4KDg4mJiWHt2rWEhoYC8MMPP6hrNTFs2LDbrg8fPpxDhw5x/PhxioqK1HBy79696mM8PDxq9NpCCCGEqP+KiopISkpSg6D9+/ebrbu5ueHv769WOtV2Nfe9YjAYWL16tXpft7ZcHj9+XH3b1taWDRs21PUWhajUmTOmcCsmRum6K6t3b1P1lqcnWEnHMCUlcPkydOigvK/Xw5NPKqEXmE5NNFZvDR5chSfNzYUtW0zVW4cOma87OcG4cUppmL8/9OtnPWngXZKwS1icMejq168fixYtspqjlyvTsEw9aVVaE3Nzc4GqtTze6ujRoyxcuBCA//znP3c1G2LBggUkJCQAlGthdHBwwN/fH29vbwICAoiLi+P111/H19eXgQMH1vg1y3rsscd44YUXyMrKUivLsrOzcXFx4bHHHqvRc7Zs2fK2661+q2s2GAzcvHlTfd84cw1QS/yFEEIIcX84deqUOncrJiZG/VoMlJmvw4YNU6u3hg0bdtvDhuqL0tJSTpw4oR5+pNFoeO+999QDkJydndWWy6CgIKtpuRQPhpwc5UTByEgl5Dpxwny9SROlJTEwUMlrOna0zD5r4vRpU+VWTIyyd2Om7uQEs2YpBVZVbk0sLYXdu03hVnIyFBeb1jUaZYCXMdyypkFltaz+/80t7ntTp05l7dq1HDx4kJdffpn//Oc/tfK8Bw8evOvnaN++PW5ubtX6GEdHR5o1a8aNGzfUVrjK3Lx5U/0Cq4Mx4q+Gzz77jKKiIrp27UpeXh6rVq0q95iyn4fY2Fj1J3uPPPKIGo4ZDAZ0Oh0A7u7u5WZ1GdnZ2fHBBx8wduxY9Ho9S5YsqfAkw5pwdXVlypQprFixguXLl6ttlFOmTKlxiCcl+EIIIYTIy8sjPj5erXI6cct30q1atVJDIH9//2qfaG0pFy9eVFsuo6OjKSwsJD09XW2tfOaZZ7h8+TKBgYGMHTvWKlouxYNBr1dOSjRWbyUlmec1trYwcqSpNXHo0NsMXa+HoqKUgfIVtSZevKicrGg81P6bb6rwhKdPm8KtmBhlcFlZnTopwVZAAPj4gMzZAyTsEvXAypUrmTZtGuvXr+e///0vdnZ2tRKg9O/f/66foyanMQL06dOHhIQEUlNTKSkpqfQngkePHlXf7t27d7Vfx9gCeerUqQoHsd/qgw8+UN8+ffq0GiJdvXqV9PR0AAYNGnTb5xhS5qiPsvuvDcHBwaxYsYLIyEizazV19erV24aIV69eBZRQrEmTJur1sl/kXr58Wf0pqRBCCCHqP4PBwJEjR9Rwa+vWrerXTKD88G7MmDFqwDVw4ECr6SzYvXs3q1atIjw8vNwPdt3c3Dh+/Lj6NfCf/vQnS2xRiApdvmyqcIqKguvXzde7dDGFWz4+0LixZfZZXSUlsHMnjBgBxr9GVqwA41lTZVsT/f2Voqs7BncZGRAbawq4bk3MGjVSPknG6q3u3R+Y1sTqkLBLWJy9vT3ff/89U6dO5eeff+bf//43dnZ26ml41mjs2LEkJCSQm5vL7t27GTFiRIWP27Jli/r2mDFj6mp75ZQN40pKSm772OIyP3ap7bJ+X19f2rRpw+XLlwFo27Ytvr6+NX6+nTt33jbs2rlzJwA9evQwO0xgcJkG+a1bt6oD84UQQghRP2VkZBATE6O2J54/f95svWPHjowfP56goCB8fHxoZCyrqOdSU1Np2bKlut+YmBg++eQTwHpbLsWDoaAAEhJMrYm3nh3m6gre3krAFRgI3bpZT15z6pQpuIuNVWaK7d5tmrE1bZrSjljl1sSiIti+3RRu7dxpPoXfzk4pdTOGW8OGKdfEbclnSNQLDg4OrF27lilTpvDLL7/wySefYGtryz/+8Y8aP2dFpwnWlcmTJ6uztMLCwioMu/R6PcuWLQOUn8TVJFCpyql9CxYs4L333gMgLi4OLy+vco9p2rQpjRo1Iisri23btt22Gq1sQNelS5dq7/l2bG1tmTVrFp9//jkAs2bNuquftC5durTSeV87d+5UfyLq5+dntjZw4EA6dOjA+fPnWbRoEa+++mqdn8gohBBCiMrp9Xr27t2rVm9t27aN0tJSdd3R0ZFx48apQVDPnj2tYrxBTk4OcXFxanviyZMn+fbbb3n66acBmDhxIocPHyYoKAg/Pz+rabkU9z+DAY4cMbUmbtkCZQ+b12iUMMhYvTVqlHKSorU4eBC+/LLi1sQmTeDsWVPYNWGC8qtSxk+WMdyKj1cGzZfVq5cp3KpSYiZuJWGXqDccHBxYt24djz76KBEREXz00UfY2dnx4YcfWnpr1TZ8+HA8PDxISEhQh72PGjXK7DGffvqpOjT05Zdfxt7evsLnMn5h1qlTJ86cOXNP9mtjY8PEiRNZuXIlly5d4m9/+1uFJzvevHmTN998U33/4YcfrvW9fPTRR3z00Ue18lw//fQTq1evZtq0aWbXc3JyeO655wDl3o1vG9nY2PD666/z0ksvceHCBYKDg1m1apVZ9ZeRXq/nypUrtG3btlb2LIQQQoiKXb9+ncjISLV66/otfVC9evVSwy1PT88an3Rd127cuIFOpyM8PJyEhASzKnp7e3uzr//69u17xx90ClFXbtyA6GhTldOt44rbtDGFW35+0KKFZfZZXcbWxKZNoWdP5dr16/B//6e8bWxNNI7JqlJr4tWryicrKkr5/eJF8/UWLZRPkr+/8nsN5jkLcxJ2iXqlQYMGrF+/nkmTJhEVFcXf/vY3bG1t1coka/L5558zZswY8vPzCQgI4K233sLb25v8/HxWrVrF119/DSgD4V999VUL7xbeffddNmzYQF5eHgsWLGD37t3Mnj2brl27UlBQwPbt2/n3v//NuXPnAKXlMCAgwMK7vr2hQ4cyY8YMtmzZwuOPP06jRo3Yv38/H330EceOHQNg3rx5DBgwoNzHzps3j40bNxIVFcWPP/5I//79+f3vf8/QoUNxdnbmypUrbN++nZUrVzJjxgwWLFhQx3cnhBBC3P9yc3NZu3YtOp2OrVu3mlXuu7q64ufnR1BQEIGBgXTu3NlyG62G9PR0rl+/Ts/fvosuKirijTfeUNe7dOmihnbe3t5mJ30LYUnFxUq3nbE1cdcupUjJqEED8PQ0tSb27Wt9rYnGGfCZmfDSS/BbwwmjRyvv+/lVsdAqP1/p4zRWb+3bZ77eoAF4eJiqtwYONA39ErVCwi5R7zg6OrJhwwYefvhhYmNjef/997G3t+edd96x9NaqZdCgQXz//ffMnDmTrKws3nrrrXKPcXd3Z9OmTfXii5hevXqxYcMGnnrqKdLS0ti4cSMbN26s8LE+Pj6sWbOmjndYfatXr8bX15cvv/ySL7/8stz61KlT+de//lXhx9rY2LB+/Xpmz57NDz/8wPHjx/njH/94j3cshBBCCIPBwI4dO9DpdKxatYrs7Gx1bdCgQepg+VGjRlVYdV3flJaWsnPnTrUiLSUlBR8fH6KiogBo06YNL774Iu7u7gQFBdG9e3eraLkUD4ZTp0ytibGxykmCZfXta6re8vQEKymoBJQ86tVXK29NLNt406CBKfiqkPGISWO4lZgIZQ7GAOChh0zh1tix1vXJskISdlmRixcvsmbNGn755ReOHj3KlStXaNq0KWPGjOGNN96odAi6NXJycmLjxo1MmDCBLVu28Je//AVbW1vmz59v6a1VyyOPPML+/fv5/PPP2bRpExcuXMDBwYHu3bvzxBNP8OKLL+Ls7Gzpbar8/Pw4evQoixcvZvPmzRw6dIiMjAzs7Oxo3bo1w4YNY8aMGUyaNMkqvgjr0qULu3fv5pNPPuHHH3/k7Nmz2NvbM3DgQJ599ll1/kVlnJ2dWbNmDXFxcYSFhZGYmMiVK1coLS2lVatWPPTQQzz88MNVOglTCCGEELd39epVli9fjk6nU0c9AHTt2hWtVktwcPBtD56pb1auXMmGDRuIjIzk5s2bZms3b95Er9ers0n/85//WGKLQpSTlQVxcabqrVtDoGbNTO17AQHQrp1l9lldxtbE8+eVAfIAjo6waROcO2d+amJAgDJ/646tiefOmcKtmBhISzNfb9/eFG75+kLLlvfk3kTFNAZLTvEW1fLnP/+Zjz76iG7duuHl5UWLFi04ceIE69evx2Aw8N133zF9+vQqP19WVhaNGzcmMzPTak6kEeJOyg7kl7/ehBBCiPqtuLiYX375BZ1Ox6ZNm9Qh805OTjzxxBNotVo8PDzu6sCaulBYWMiePXvMZrSOHz+e8PBwQDmMqGzLZfv27S21VSHM6PXKSYLGcGvbNiUYMiobAgUGwqBBVQiB6olTp5QcKjLS1JrYpIkyf8t4D999p7QkVqk10ZgEGgOu48fN141HTBoDrp49raeP04pUNceQyi4rMnz4cOLj4xk3bpzZ9YSEBHx9fXnhhReYPHkyDRo0sNAOhRBCCCGEuLPDhw8TFhbGsmXLuHbtmnp91KhRaLVapk2bVu9/GHvy5Em1NTE2Npbc3FwuXLhAu99KXUJCQhg2bBhBQUEMHz680pOuhahrFy+ahspHRSmD5svq1s3UmujtDfX8P8Vy/vUv5eTEiloT/fwgI0OpUAOYMeM2T1RSAikppsRsxw4oc+orNjYwfLjyifL3hxEjzHsfhUXJ37hW5LHHHqvwuoeHB97e3kRGRnLgwAGGDh1axzsTQgghhBDi9rKysvj+++/R6XRs375dvd6qVSuCg4MJCQmhd+/eFtzhne3du5fFixcTERFBamqq2VqrVq04efKkGnZNmzat3InQQlhCfj5s3Wqq3jp0yHy9YUOly87Ywtetm2X2WV3G1sTISPjjH6FxY+V6ZqYSdFW7NdFggBMnTJVbcXHlh5R1726q3PL2Bje3e3R390BWFly6BL16WXondULCriq6du0aKSkppKSksHPnTnbu3MmN3yLw2bNnV+sI4LNnz/LFF1+wadMmzp8/T4MGDejWrRvTpk1j3rx5NZrhZP9bgiw/MRJCCCGEEPWFwWBg69at6HQ61qxZQ35+PgC2trY8/PDDaLVaxo8fr34tW58YDAYOHjxIs2bNaNu2LQDHjh0jNDQUUL7uHjt2rDowf8CAAfW+3VI8GAwGOHjQFG5t3Wo+K12jgWHDTK2J1lSQVNGpiaAcZjh5svL2zJkwdGgVWxPT0pQnMgZcv508r2raVEkCjQGXlZz6CkBRkXJ8ZnS08islRRmSv2uXpXdWJyQZqaJWrVrVyvNs3LhRPZ3PKC8vj127drFr1y4WLVrEpk2b6N69e5Wf89y5c0RHR9OmTRv69+9fK/sUQgghhBCips6fP8/SpUtZsmQJJ8v0EvXu3Zu5c+cyc+bMWvv6ujalp6cTHR1NREQE4eHhXLp0ib/97W/qqdr+/v4899xzjB8/Hm9v73rfaikeHNevK3mG8eTEy5fN19u1M7Um+vmZ2visRUIChIRU3prYvLnpWo8eyq8KFRRAUpIp3Nq7V0kHjRwcYMwYU7hlTUPKjBYtgrVrlZQzL898LTtbST4fgNFHEnbVQMeOHenVqxeRkZHV+ri9e/cyffp08vPzcXV1Zf78+Xh7e5Ofn8+qVav45ptvOH78OBMnTmTXrl00vGMMrQz1nDVrFoWFhXz00UfYWtt/iEIIIYQQ4r5QWFjIhg0b0Ol0REZGqgfFNGzYkKeeegqtVsvw4cPr3YnO2dnZfPbZZ4SHh7Njxw70er265uTkZPZD6mbNmvHVV19ZYptCmCkqUobJG8OtPXvMMxsnJxg3zlS91bu3dcxKL9uaWLZaq1278q2J/v4wZEgVWhP37zeFWwkJSl9nWf37m8ItDw9wcblXt1f7zpyB+HiYPdv0Lzg2Fn47HIOWLZXKND8/5fdOnSy10zonpzFW0V//+leGDRvGsGHDaNWqFWfOnKFLly5A1dsYPT09SUhIwM7Ojq1bt5qd1gLw8ccf88Ybb6ivt2DBgts+n16vZ9asWXz33Xc888wzfP3119W6JzmNUQghhBBC3K1ff/0VnU7HihUrSE9PV697eXmh1Wp57LHHcKlH3zxevnyZc+fOMWLECACKiopo1qwZOTk5APTt21dtTfTw8MDR0dGS2xUCUDKb1FRTa2JcHPz2R1Y1YIAp3Bo7Fqzlj66xNTEyUslpjK2Jjz4K69ebHhcRoQRdd6wJuXhRKXMzBlxlDsEAoE0bJfwxlrm1bl2bt3NvpaUp//KNrYmnTinXDx6Evn2Vt6OilPf9/KBfP+tIOauhqjmGhF01VN2wKyUlRf0f6nPPPVfhT4T0ej39+vXjyJEjuLm5ce3atUrnF+j1erRaLUuXLmXmzJksXbq02jMCJOwSQgghhBA1kZ6eznfffYdOp2Pv3r3q9fbt2zNnzhzmzJlDt3oy5bqoqIjk5GTCw8MJDw9n37599OjRg+PHj6uP+ec//0nTpk0JDAykQ4cOFtytECaZmUr4Y6zeOn3afL1FC6UYKTBQ+b1NG8vss6ZKSpSiqqNHza8bWxMffRSefroKT5STA1u2mMKtw4fN152dlTI3Y/VW377WFwD98gv85S/l2y5tbWHkSPjkE+X3B0BVcwxpY6wj68tE0iEhIRU+xsbGhuDgYObPn09GRgZxcXEEBASUe5xeryckJIRly5bx1FNPsWTJEhmGKYQQQggh7qnS0lKio6PR6XSsX7+eoqIiABwcHJgyZQohISH4+fnVm7Eaq1atYtWqVcTExKhVW0aNGzcmKytL/UbJ2F0hhCWVliqzw43h1vbtyjUje3tlnJRx9tZDD4E1fBtYtjXx4kUwNiTZ2SmBXWqqUrHl76/c1x1bE42fKGO4tW0bFBeb1jUaZUK9MdwaNcp6ZlSVlMDu3UrVlr8/DB+uXLe1VXpVQanWMrYmenpCNQpXssnmIhfpxf1/IqOEXXUkMTERABcXF4YMGVLp48aNG6e+nZSUVC7sKht0TZ8+neXLl9ebLyiEEEIIIcT95+TJkyxZsoQlS5Zw4cIF9fqgQYPQarXMmDGDpk2bWnCHkJuby5YtWwgICFBPJ4+Li2PDhg0AtGzZUm1N9Pf3p0WLFpbcrhCq8+dNrYnR0XDzpvm6u7upNdHLC1xdLbLNaqusNVGjgX/8QznkEGDxYqWL8I6tiSdPmsKt2FjIyDBf79LFFG75+JheoL4zGODYMVNbYny86ZOVkWEKuzw84NtvlXurRglfCSXsZCdRv/2zne30pz972FPrt1LfSNhVR44cOQJA9+7d1f8BV6RXL1PCavwYI2Pr4rJly3jiiSf49ttvJegSQgghhBC1Li8vj7Vr16LT6YiPj1evN2nShJkzZxISEsKgQYMstj+DwcChQ4fUUxO3bt1KUVERSUlJjB49GoCZM2fSuXNngoKCGDhwoHRCiHohN1c5JM9YvXXLt3w0bqwU7Rirtzp3tsg278qLL0JoqPk1Y2tiQIBSoWZU6amJ6elKqGUMuG7t4XRzU4IfY8BVT9qmq+XyZRg2TCl3K8t4b2XbEp2dq9jTCSc5SSSRRBFFLLFkkmm2nksuBRTgiJUMdashCbvqQEFBAWlpaYAyx+B2mjRpgouLC7m5uZw/f95s7f3332fp0qW4urri7u7Ohx9+WO7jJ0+ezEMPPVThcxcWFlJYWKi+X/ZkGSGEEEII8WAzGAzs2LGDsLAwVq5cSXZ2NgAajYaAgAC0Wi2TJk2y6MD2Q4cOqScnXrzlG8ROnTqpX3MDeHh44OHhUddbFMKM8TBAY7iVkKCcpGhkY6MU7xjDreHDlfa++q5sa2JUFHzzjXLiI8CgQco9jBql3FOVWhOLiiA52RRu7d4NZU5GVZ/QGG4NHWodnyhQKrW2bFEqt5ydldI2UEraSkuVFsuxY02tiYMH3+GTZS6ddGKJVau3TmMeDDahCb744v/bP13oUpt3V29ZyZ8O62b8QgHAtQp1p8aw69bZAmfOnAEgJyeHv/3tbxV+bOfOnSsNuxYuXMh7771XtU0LIYQQQogHwtWrV1m+fDk6nc6ss6Br166EhIQwe/Zsiw1tLygoICcnh+bNmwPK19WLFy8GwNHRES8vL4KCgggKCsLd3R2NtQ2dFvela9eUvMYYcF29ar7eoYMSbgUGWlfHnbE1MSoKYmJM3XagXDeGXU8+CdOm3aE10WBQBskbw60tW5Syt7J69zaFW+PGVaHXsZ4oLFQGrhlbE3fuNA1fa9kSFi5U+jk1GuXeu3UDJ6cqP30RRWxjmxpu7WIXekzBoD32jGY0AQTgjz+DGYwtD15HmIRddaCgoEB928HB4Y6Pb/Db8Lz8/Hyz68ZZCTU1f/58XnnlFfX9rKwsOW1GCCGEEOIBVFxczObNm9HpdGzatImSkhIAnJyceOKJJ9BqtXh4eFik9c9gMLBnzx7CwsJYsWIFTz31FF9++SUAw4YN44033sDHxwdPT0+cqvENohD3SmGhUpRkDLfKHFAKKMU8Xl6m6q2ePa3jMECDwbTPmBil6Kissq2J48ebrru4VPKEV64o4U9UlPL7pUvm6y1bKk/o76/8foeuqHqj7CcKlAqtpCTzx/ToodyTr68SfBmr0vr1u/PTY+AIR4giikgi2cIWcjEPBvvSV63c8sQTV6xkuNs9JGFXHShb6l1Utma1EsZWw9r+n3eDBg3UIE0IIYQQQjx4jhw5QlhYGMuWLeNqmXKTkSNHotVqmTZtGo0bN7bI3tLS0lixYgU6nY79+/er15OSkjAYDGg0Gmxtbfnoo48ssj8hjAwGOH7cFG7Fx5cvSnroIVO4NWaMdRwGWFICKSmm6i1vbzBOzhk5UgmxhgwxtSbesdsuL08ZUGas3jpwwHzd0VE5TdBYvdW/v3UcLwnKDLHoaCUFTEyEo0dNpweMHQsnTpjCLV9f6NSpWk9/latEE61Wb13CPBhsRSv88MMff/zwox3tauvO7hsSdtWBhmXKLW9tTaxI7m9/U1al5VEIIYQQQojbycrKYvXq1eh0OrZt26Zeb9myJcHBwYSEhNCnTx8L7hD+8Ic/8L///Y/i4mJA+SHtlClT0Gq1+Pj4SHuisLibN5V56caA6+xZ8/WWLU2nJvr5KeOYrIHxkMPISCW3KTvWOT/fFHa5uEBampJPVUqvhz17TOFWUpL5gDJQBnoFBCjh1pgxd3jCeuTGDeUTZAy4Tp0yX9+6FSZMUN5+911Tq2IV5ZNPAglquLWPfWbrjjjiiSf++BNAAP3pjwb5e/F2JOyqA46OjjRr1owbN26YHddckZs3b6phl7QYCiGEEEKImjAYDGzduhWdTscPP/xAXl4eALa2tkycOBGtVsuECROwL3ssWh06ceIEXbp0UU8pb9iwIcXFxQwZMgStVstTTz1FkyZNLLI3IcA0gN0Ybu3YYT4v3cFBKeAxVm8NGGAdRUlFRcreQalQGz1amTFmVLY10d/f/GMrzKXOnDGFWzExyimKZXXoYKrc8vWFFi1q83bunbw85RNk7Mn87jt46SXTup2dUu5mrN4aPty05ux8x6fXo2cf+9RwK4EECik0e8wgBqnh1hjG3PenJ9Y2CbvqSJ8+fUhISCA1NZWSkhL1f+y3Onr0qPp2b+OEPyGEEEIIIargwoULLF26lLCwME6ePKle79WrF3PnzmXmzJm0tlDJSU5ODmvWrEGn05GYmMjPP//MxIkTAZg3bx5PPvkkAwYMsMjehAClWssYbsXEQEaG+XqvXqZwa9y428ymqkeMrYnG6q1z55RfxvnoEycq1V3GcOuOpyZmZkJcnCngOnHCfL1hQ6X/0Rhwubtbx4CykhLlBEjjUPnkZPjvf+GZZ5R1Pz+lzdJ4YqKnZ7UH5l/gghpuRRPNda6brbenvTpU3hdfWmAlwWA9JWFXHRk7diwJCQnk5uaye/duRowYUeHjtmzZor49ZsyYe7KX0NBQQkNDKTWeCCGEEEIIIaxWYWEhP/30EzqdjsjISPS/lZ80bNiQJ598Eq1Wy4gRIyzSCmgwGEhKSkKn07F69Wq1g8HGxoZ9+/apYVe7du1o105mzoi6lZOjHAIYEaH8On7cfL1slVNAAHTsaJl9VtfZs7B5sxJuxcaan5oIyngpY13F4sV3yKKKi5WyNmO4lZJiOlkQlGRsxAhTuDV8OFioYrTaMjNh+XIl3IqLM+/hBKUl06h3bygzS7AqsslmC1uIJJIoojjKUbN1V1zxxlsdLN+TntKaWIsk7KojkydPZuHChQCEhYVVGHbp9XqWLVsGgJubG97e3vdkL/PmzWPevHlkZWVZbACpEEIIIYS4O7/++ithYWF8++23pJdpHRo3bhxarZapU6fiYsHSk7S0NEaPHs2JMpUf3bt3R6vVEhwcLOGWqHN6PezbZ6reSkxUshwjY24TGKj8Gjr0DlVO9URmJjg5mdoTQ0Ph449N67e2JpadlV4u6DIY4NgxU7gVHw/Z2eaPcXc3hVteXmAt31NeuqQMHjNWkOr18PLLpv7UJk3Ax8fUmti9e7WevoQSdrFLrd7axjZKKFHXbbBhOMPVcGskI7HHSoJBKyRhVx0ZPnw4Hh4eJCQksHjxYmbPns2oUaPMHvPpp59y5MgRAF5++WWLzVAQQgghhBD1U3p6Ot999x06nY69e/eq19u3b8/s2bOZM2cO3av5DVptKSoq4sCBAwwZMgSAZs2a4eTkhIuLC9OmTUOr1TJmzBgZNi/q1JUrSrBlPGGw7HwqgM6dTa2JPj7g5maJXVaPcZ6Y8b527IBNm5T7ABg/HrZvN1Wk3bE18fp1pbopKkr5/fx58/VmzZTwxxhwVfNkQYvJzFRK94ytiUeOKEPxExOV9SZN4IUXoH17JeAaNKja6eZJTqrhViyxZJBhtt6Nbmq45YMPbrjVzr2JO5Kwq4oSExNJTU1V309LS1PfTk1NZcmSJWaPnzNnTrnn+PzzzxkzZgz5+fkEBATw1ltv4e3tTX5+PqtWreLrr78GwN3dnVdfffWe3IcQQgghhLAupaWlxMTEoNPp+PHHHyn67XQzBwcHJk+ejFarxc/PD1sLlaDs379frTDLz8/n8uXLNGzYEI1Gw8qVK+nYsaOcMi7qTEGBcgigsTXx1s4zFxcl1DKenNi9u3WMlLpxA9asqbw1cdcuU9jl7a38qlRBgRL4GAd5/fqr+bpx+r4x3Bo0yDqm7xt9/DGsW6ckgmVbLjUapYqrtNQUav33v9V66pvcJJZYNeA6hfmpjG644YuvGnB1pevd3o2oIY3BYDBYehPWYM6cOSxdurTKj6/s07px40ZmzpxJ1q39wL9xd3dn06ZNdfITOWMbY2ZmJo0aNbrnryeEEEIIIaru1KlTLFmyhCVLlnC+TKXFwIEDmTt3LjNmzKBZs2YW2dvNmzdZuXIlOp2O3bt3q9fbtm3LTz/9pFZ3CXGvGQzKDCpja2J8POTnmz9m8GBTa+KoUaZ2v/osI0MZIWWcE3b4MPTta1pv2lQpRqpSsZVer6R+xtbEhAQl8CprwADTk3l4VOlEQYsz3ldyslKhZUwtH3sMfvxRedvd3dSW6OWlfOKqoYgitrOdKKKIJJJd7EKP6VhOe+wZxSh1sPwQhmCLFfS+WrGq5hhS2VXHHnnkEfbv38/nn3/Opk2buHDhAg4ODnTv3p0nnniCF198EWdr+ItFCCGEEELUury8PNatW4dOpyMuLk693qRJE55++mm0Wi2DBg2y4A5h3bp1zJgxg8LCQgDs7e2ZNGkSWq2WgICASk8dF6K2pKcrXWmRkUrIdeGC+XqbNqYWPn9/aGEFh9pV1Jr4xBOwcqWy3ru3kuEMHqzc1+DBd+i4u3DBFG5FRyutimW1bWsKt/z8oFWre3Zvter0aVNbYmysMoMLlCSzWzfl7RdegEceUQKuap4qYMDAUY6qQ+XjiSeXXLPH9KGPWrk1jnG4IpWr9ZFUdj2Ayp7GePz4cansEkIIIYSwIIPBQEpKCjqdjlWrVqkdABqNBn9/f7RaLY8++iiOjo4W2d+pU6fIy8ujX79+AJw7d47OnTvTr18/5s6dy9NPP03z5s0tsjfxYDAeCGgMt3buVCq6jBo0AE9PU2tiv37W0ZoI8M03EB4OMTHlWxPLjpe6o+xspazNGHAdNT/5DxcXpbLJGHD17m09nySAVavgrbeUsKss430tXAj9+9foqa9xjWii1dbEi1w0W29JS/zwwx9//PCjPe1reBOWdYMbXOIS/anZ56m+qGpll4RdDzBpYxRCCCGEsJyrV6/y7bffotPpOHz4sHq9S5cu6omFHatZlVBbbq0wmzBhAps2bVLXjx8/To8ePWTYvLhnTp0yhVuxsUpLX1l9+phaE62l6y4zUxmPNW6c6dqwYcq8Lbj9qYnlGEvBjOHW9u3KNSMbG+U4SWO4ZS39m7m5SsIXHQ1PPqlM1wfYsAEmTwY7Oxg5UvlE+fnB8OFQzYPd8sknkUQ13PqVX83WHXHEAw+1emsAA7DBimaW/aaAApJIUoO8PezhIR5iD3ssvbW7Im2MQgghhBBC1DMlJSVs3rwZnU7Hzz//TMlv35w6OTnx+OOPo9Vq8fT0xMYCw6BvV2Gm1+spKSlRWxTd3d3rfH/i/padDXFxpoCrzNlggDJqyd/f1J7Y3gqKa0pKICXFdBLkjh1KMVV6OjRsqDzm+eeVEyPv2JpoMMDJk6Zwq6Ip9V27msItHx8lPavvSkqUtM/YmpicrJTyATg5mcIub2/lyElPT6jmgRd69OxnvxpuJZBAAeYzyx7iITXcGstYnHCqjbuziEUsYg1rSCCBfMwH2JVQQiGFNKCBhXZXdyTsEkIIIYQQ4h47evQoYWFhLFu2jCtXrqjXR4wYgVarZfr06TRu3NiCO4RZs2axYsUK9f0uXboQEhLC7NmzLVZhJu5fej3s2WMKt5KTzQuT7OyUYiRja+IdZ1TVI+Hh8PXXSmvirRVp7u5w7pxp2Pzcubd5ovR05UmMAdeZM+brbm7KXCpjwNXVyk7+O3lS+Rd76yepQwfToHyjRo1gwoQqP/VFLqpD5aOJ5jrmM8va0Q5//AkgAF98aUnLu7kTiznPeeKIYxaz0KBU2sYTTySRALShjVkLZhvaWHK7dUrCLiGEEEIIIe6BrKwsVq9ejU6nY9u2ber1Fi1aEBwcTEhICH3LHq9Wh4qLi9m8eTMeHh40+a36w9PTk3Xr1vH4448TEhLCuHHjLFJhJu5fly6Zwq2oKLhxw3y9a1dTa6K3t5Jv1HeZmUpF2siR0Lq1ci011XQYYLVaEwsLldTPGG7t3m0+nMzeHkaPNoVbQ4ZYRwJ48aIS2kVHK6cHfPSRcr1zZ2X/TZoolWjGUxO7d6/2PLEccognXq3eOsIRs3UXXPDGW63e6kUvNRyyJllkEUec2pp4jGOAUpk2gAEAhBDCUIbijz996GOV91kbZGbXA0xmdgkhhBBC1C6DwUBCQgI6nY41a9aQl5cHgK2tLRMnTkSr1TJhwgTsqzljprYcPnxYrTC7du0a//3vf5k3bx6gzOkqLi62eIWZuH/k50NCgingOnjQfL1hQyXjCAxUwiDjYXr1mbE1MSrKdGpiaSn873/w7LPKY86cgRUrqtiaePCgKdzauhV++ztD1aePKSmrQQufRWRmKsPyja2JZYfld+gAZ8+awqxTp5QEsJqhXSml7GKXGm5tYxvFFKvrNtgwjGFquDWSkThgBTPLKhFFFAtYwA52UEqpet0GG4YznE/4hDGMseAO647M7BJCCCGEEKKOXLhwgWXLlhEWFkZqmWFDvXr1QqvVMmvWLFobyz7qWGZmJt9//z06nY4dO3ao11u1amX2OGdrmPAt6jWDAQ4dMoVbW7dCQZnRSBqNMjPdGG6NHFnt2eIWc+YMvPJKxaOyevZU2i6NOneGt9+u5IkuX1YCoMhI5fcybc0AtGqlVDj5+yu/t2tXi3dxj5SWmodVnp6wf7/pfeO/eGPllsFgCruq0Xp5ilNquBVLLDe5abbela5quOWDD02wgplltzBg4ChHiSaa0YxmCEPUtWSSAehBD7U10Rtv3HCz0G7rNwm7HkChoaGEhoZSWlp65wcLIYQQQogKFRYWsnHjRnQ6HREREej1egBcXV158skn0Wq1jBw50qInFubm5tKxY0d12LytrS0PP/wwWq2W8ePHW6zCTNw/0tKUzCYiQslvLl0yX2/XzjR3y9cXmje3zD6rw9iaaG8PEycq19zclAMB9fpqtibm5iqpn7F669byNicnJRwytib271/tFr46p9crx0oaWxN37VJaFR0dlXUvLyXlNIZbXl7KCQPVlEEGscSqs7dOccps3Q03fPBRA65uWEFpYAWucpUYYogiimiiucAFAF7hFTXsGstYvuEb/PGnE7f7AyeMpI3xASZtjEIIIYQQ1bdv3z50Oh0rVqzgRpmhQ56enmi1Wh5//HFcXFwssrdz584RGxvLnDlz1GuPPvooqampaLVaZs6cWa6iS4jqKC6GbdtM1Vu3jpVydIRx40zVW3361P/spqQEdu5U7qlsa+KoUcoILSOdTsmibtuaWFqqTN43hlvJyVBUZFrXaJQnMIZbo0ebQqL67Px52LxZCbdiY8sPXIuLU0ItUP6Q1CBIL6aY7WxXw62d7ESPXl23w45RjFIHyw9hCHZWXL+TRhq++LKf/WbXG9AADzyYyUxmM9tCu6u/pI1RCCGEEEKIWnLz5k2+++47dDode/bsUa+3a9eOOXPmMGfOHLp3726RvRUUFLB+/Xp0Oh3R0dEYDAY8PT3p+lt70PLly2nYsKFFK8yEdUtNNYVbsbGQk2O+3r+/Kdzy8LCO7MZo7lxYu7bi1sQRI8w77rTaSp7k9GlTuBUbq5yiWFanTqZwy8fHOsrbrl9Xqs6MM8JWrYI33jCtu7oq4ZaxeqvsYRtVDLoMGDjGMSKJJIoo4oknB/M/XL3oRQAB+OPPOMbRkIZ3eWN1r5RS9rKXKKLQo+dtlB7XZjQjjTQABjFIbU0cy1iccLLklu8LEnYJIYQQQghRgdLSUmJjY9HpdPz4448UFhYCYG9vz+TJk9Fqtfj7+2NrgdPQDAYDe/bsQafT8d1335GRkaGueXt7q22LgFTwi2oztvEZWxNPmXeP0by5ktsEBiq/t21rmX1WR2amkkPt2AELF5oCrMxM5VfTpqZRWXdsTczIUJ7MGHCdPGm+3qiRcpykv7+SANbgdME6l5urnCZgHCq/bx8sXw4zZyrrAQGwcaMSbPn5wfDhNareus519STBKKLUlj2j5jRX2xL98ac97Wvj7urcaU6bzRdLRwlAm9Oc+czHBhs0aFjLWrrRjRa0sPCO7z8SdgkhhBBCCFHG6dOnWbJkCUuWLOHcuXPq9QEDBjB37lxmzJhBcwtXZqxfv57HHntMfb9Dhw5qhVnXagx8FgKUzrvdu03h1rZtyjUjOzsYM8ZUvTVoENjYWG6/VVFZayIoFVru7srbb70Fb755h9bE4mLYvt10BOPOncrcKiNbW2XavjEpGz7cfGJ9fXX9Onz1lRJubdum3GdZhw+b3h44UJk9Vk0FFJBIohr87GWv2bqxZc8Ybg1kIDbU8z9cd/AYj/EjP5pda0QjvPHGH3+KKaYBDQAYyUhLbPGBYAX/BQohhBBCCHFv5eXlsW7dOnQ6HXFxcep1Nzc3nn76abRaLYMGDbJIK2BJSQmRkZGUlpbyyCOPABAYGEjLli3x8fEhJCQEX19fi1SYCet14YKpNTE6unznXY8epnDLywsaWlH32KJF8NprFbcm+vub51CDB1fwBAYDHD1qqtyKjy/fu2l8Mn9/5RNU3ysoDQY4cgTy82HIbyf86fXw7rumx3TsqNyPr6/SblmD+X569BzggDp3K4EECigwe8xABqrhlgceVtmyV0gh29imVm5FEqm2WPaiF3bYMZKR6n0OY5hVzxezRjKg/gEmA+qFEEII8SAzGAzs3LkTnU7HypUr1dY/jUaDv78/Wq2WRx99FEcLDSA6ceIEYWFhLF26lEuXLtGnTx8OHjyoBm6FhYU0aNDAInsT1icvTynMMVZvlS3aASWr8fU1BVxdulhmn9VhbE2MioI5c5SCKlC67SZNquapideuKamfMeC6eNF8vXlzU5+jn58SDNV3Fy4oJyYaT028fFn5lxwdbXrMK68oZW5+ftCtW43aLS9yUa3ciiaaa1wzW29LW3WovC++tML6DskwYOAgB9X73MpW8shT1zeykYd5GFAGzzeggVXOF7MGMqBeCCGEEEKICly7do1vv/0WnU7HoUOH1OtdunQhJCSE2bNn09FC38jm5OTwww8/oNPpSEhIUK83a9YMf39/CgsL1fBNgi5xOwYDHDhgCrcSEuC3sXOA0oY4bJgp3Boxov533pWUQEqKqZuwbGtikyamsMvHR3ncbVsT8/OVT4ox3Nq3z3y9QQNl2r6xemvgwPrfu2n05z/Dhg1KdVpZjo7g7Gw+df9f/6r20+eSyxa2qIPlD2OenLrgghdealVTb3qjoZ7PLKuAAYO672/4hud4zmy9Fa3UofIjGKFeb44VHEDwAKjnf52JeyE0NJTQ0FBKyzbiCyGEEELcx0pKSti8eTNhYWFs3LiRkpISABwdHXn88cfRarWMGzcOGwt/M/v73/+e5cuXA2BjY0NQUBBarZZHHnkEBwcHi+5N1H/G4iRjwHXlivl6hw6mcMvXVxnKbi1OnVLCq1tbE93dlfsJCjJdc3FRgjwzej38+qsp3EpMNE//QAm0jOGWh4dyGmF9VlgIycmwZw+8+qrp+v79StBlYwNDh5pOTBw9ukZHZZZSym52q1VNySRTjGm+lwYNwximhlujGIUD1vf3VTbZbGGLep9/5I88y7MAeOGFE06MY5x6n/3oZ5Uh3oNC2hgfYNLGKIQQQoj73dGjRwkLC2PZsmVcKfOd/4gRI9BqtUyfPp3GjRtbZG+XLl1i2bJlTJkyhZ49ewIQGRnJiy++iFarZdasWbRr184iexPWoahIyTqM4daePebrTk7KOCljwNWrV/0/FLBsa2LTpvDhh8p1vR5atlR+r3Jr4rlzpnArJgbS0szX27UzhVu+vjWaUVWnjIGdsS0xIUGpUAM4fx7a/3ZyYUwMZGUp//KbNKnRS5U9TTCGGG5y02y9M50JIAB//PHBh6ZYUXL6m1JKSSFFvc/tbKeEEnV9KlP5gR8ApcqriCJ1sLywHGljFEIIIYQQD6Ts7GxWr16NTqcjOTlZvd6iRQuCg4MJCQmhb9++FtlbUVERGzduRKfTER4ejl6v58aNG3z88ccA+Pv7c+zYMYsMwhf1n8EAJ06Ywq24OMjNNX/MwIGmcGvsWKUbrz673amJ7drBBx8oAZ2NjbLWufNtWhOzspRh8sY+x+PHzdddXZUAyBhwWUP6Z/S//8Hbb8ONG+bXW7dW0r+CMkPgfX2r/fQZZBBHnDpY/iQnzdYb0xgffNSqpm50s7qqJgMGMsnEDTdAqeQay1j0mE7W7EpX9R598FGva9BI0GVlJOwSQgghhBBWz2AwkJiYiE6nY/Xq1eTlKYODbW1tmTBhAlqtlgkTJlisFXD//v2EhYXx7bffklamumTs2LEMNw4aAgm5RDkZGUqhjvHkxLNnzddbtlSCLWOlU+vWFtlmjXl6wrZt5td69jTdU9nxUt263fLBZYd4RUXB9u2mpAyUhGz4cFO4NWIE1Pd24OvXldK26GiYNw8eeki57uamBF0NGyqBnbE1sU+fGgV2xRSzgx3q3K0UUsxCn7KnCQYQwFCGWuVpgte5TgwxavVWe9qTjPJDEDfcGM94nHDCH3/88KMrXS28Y1FbrO9PqxBCCCGEEL+5ePEiy5YtQ6fTkZqaql7v2bOn2grYpk0bC+4QiouL8fHx4cZvFRlt27Zl9uzZzJkzB3d3d4vuTdQ/JSWwa5cSbEVEKNVMelMGgYODUrEVEKBUcA0YUP/npmdmKlVoxkH5O3eaRkeNHKmMl6pSa6KxtM0YbsXFKdVcZXXrZnoib28lJKrPcnOVT0p0tPKr7KD8Ll1MYVdQECQlKcPI7O2r/TIGDBzjmBr6xBNPNtlmj+lJT7U10Qsvqz1NcCtb+ZmfiSKKX/nVbO0GN8gjD2ecAfiZny2wQ1EXZGbXA0xmdgkhhBDCGhUWFqqtgBEREeh/SwJcXV158sknCQkJYdSoURapkiotLSU2NpaffvqJzz//XB14//rrr3PmzBlCQkIICAjArr4feyfq1LlzptbE6Gilmqusnj2VYCswEMaNUwaw12e3a00EJafy81Pezs5WDgistDUxLU0pbTMGXOfOma83aaJUOBmrt7p0uSf3dE8cOABDhkBxsfn1gQOVT9ATTyjVaDV0a1XTec6brTejmdqy548/HehQ49eyFD169rOfgQxU2yqnMpV1rFMfM4AB6j164KEGXcI6ycwuIYQQQghxX9m/fz86nY5vv/1WrZIC8PT0RKvV8vjjj+NioRTg1KlTLFmyhCVLlnD+vPIN5dSpU/Hy8gLgn//8p7QoClVurjJaytiaeOyY+bqbm6nSKSDgDkPY6wm93lRh9p//wCuvmK8bWxP9/ZVqLqOGtxYPFRQoFUzGcGvvXqWiy8jeHsaMMYVbgwffJimrBwwGOHzYNFS+Vy/45z+VtV69lKFqbduahuT7+Ci9qTVQQAFJJKnh1h7MTyxwwAEPPNTg5yEewoZ6XhZYgTOcIZpodXj+DW5wnOP0oAcAT/AEjWiEP/744ksr6vnBA+KekLBLCCGEEELUWzdv3mTlypXodDp2796tXm/bti1z5sxhzpw59OjRwyJ7y8vLY+3atYSFhREXF6deb9KkCTNmzDA7SVGCrgebXg/795taE5OSlJMUjWxslADI2Jo4dCjU9+K/jAxTa2JkJCxYALNmKWu+vspJin5+pkzqtq2JBw6Ywq2tW00nDBr162d6Ik/P+l/aduGCKdyKjoYyJ8Fy9Kgp7LK3h9RUJdyqwd8RBgwc4IAabm1lK/mYf+7ul6qmfezjf/yPKKJIJdVsrSENzcKuJ3/7RzzY6vlfoUIIIYQQ4kGj1+uJiYkhLCyMdevWUVhYCIC9vT2PPvooWq2WgIAAbC1czbF7926Cg4MBJczy9/dHq9Xy6KOP4mgcSCQeWFevmoKgyEi4ds18vVMnU2uij0/9Hy1lnAUfGalkUre2JkZGmsKu/v2V+630P9FLl0zhVnS08skqq3VrU7jl5wcWnrt3R/n54ORket/LC06WOc3Q0RE8PExD5ctqVb2qo0tcIppoIokkmmiuYv65a0MbNdzyw4/WWNmJBUARRWxnO+1oRzeUUwnOcY7/4/8AsMWWEYxQ73M4w7Gn+nPMxP1Nwi4hhBBCCFEvnD59Wm0FPFdmLs+AAQOYO3cuM2bMoHnz5hbZ29WrV1m+fDl6vZ433ngDUE5SDAgIYOzYscyePZuOHTtaZG+ifigshMREU2ti2TnjoBQjeXubqrd69KhRMU+dyskBV1fl7fR0pXuwrJ49lTwqIEDJd4w0mluCrpwc2LLFFHAdPmz+RE5OyjAy45P17Vu/PzkFBcoRksbKrRMnlHTPWI4XGAi7dyvBlp8fjBplmshfTbnksoUtavXWIQ6ZrTvjzDjGqYPl+9BHnV1lLQwYOMxh9R63sIVccnmLt/gbfwPACy/mMU8dnt+YxhbetajvZED9Ayg0NJTQ0FBKS0s5fvy4DKgXQgghhMXk5+ezbt06dDodsbGx6nU3NzeefvpptFotgwYNskgbYHFxMb/88gs6nY5NmzZRWlpKkyZNuHTpklRuCQwGZdaWsTVxyxbIyzN/zODBpnBr1ChlPFN9dmtrYufOSjeekZ+f0p54x1MTS0uVIyWN4da2beZD2DUaZTC7sXpr9Oj6/8k5ehR++kkJtxISlMCrrJ07lf5TUP5w1PDvrFJK2cMeNfhJIoliTJ87DRqGMEQNt0YxigbU889dJTLJ5A/8gWiiucxls7UWtOD3/J4FLLDM5kS9VdUB9RJ2PcDkNEYhhBBCWILBYGDXrl3odDpWrlxJZmYmoLQC+vn5odVqmTx5ssUCpaNHj7J48WKWLVvGtTK9ZyNGjECr1RIcHCxh1wPq5k0l6zBWb503P9yO1q1N4ZafX43njNeplBT45ZeKWxNdXODGjSrmUKdOKU8SGQmxseWPlOzc2RRu+fhAs2a1eBe1zGBQ2hBbtzaVtn3wAbz7rukxrVsr/5KNrYnt29f45c5wRg23YoghnXSz9U50UsMtH3xoRj3+3FUihxy2spVMMnmKpwDlJMWWtOQGN3DEEU881dbE/vS3yuH54t6T0xiFEEIIIUS9cv36db799lt0Oh0HDx5Ur3fu3JmQkBBmz55Np3pw7NySJUv45JNPAGjZsiXBwcGEhITQp08fC+9M1LWSEiUAMoZbO3cqw+aNGjRQRjEZA67+/et39x3AuXNQtuP2vfeUsMvI3d10CqSX122Crps3lVDLWL116pT5euPGSqhlDLi6davfn5xr15T7MbYmnj0Lq1fDE08o60FByh8AY7jVp0+N7yeTTOKII4ooIoksN3C9EY3wwUcNfrrT3epaE0spZRe71BBvG9sopph2tONJnkSDBhts+IIvaEUrxjAGR+SHCKL2SNglhBBCCCHumZKSEsLDw9HpdGzcuJGSkhIAHB0dmTp1KlqtFi8vL2xs6v4n+Hq9nq1bt6LT6QgODsbPzw+AkJAQjhw5glarZcKECdjby+DjB8mZM6bWxJgYyMoyX+/TxxRueXqCcz0/3C4zU8lwjIPlT55Uchxj4PXYY0oF1x1bE4uKlHZEY7i1a5d58mdnp/RqGsMtazhS8vx5+Pe/lXBr/37zNXt75Q+D0bBhShtjDRRTTAopariVQgqlmErobLFlJCPxx58AAhjGMOys+Fv113mdRSwigwyz653pjD/+5JOvngo5gxkW2KF4EFjvf0FCCCGEEKLeOnbsGGFhYSxdupQrV66o14cPH45Wq2X69Om4Wej4uXPnzrF06VLCwsI4ffo0AAUFBWrY1bNnTzZs2GCRvYm6l5NjmlMVEaHMGi+raVOlmCcwUMlwOnSwzD6r4/hxWLlSuadbWxPt7ODXX01h19y5yq9yDAZlkLwx3NqyBXJzzR/Tq5cp3PLygoYN79Ed1YLiYqVn09YWRo5UrhkM8K9/mR4zcKCpNdHDQ0kBa8CAgROcIJJIoogijjiyyTZ7jDvuarjlhReNsL6xMje4Qcxv/3zO52plVimlZJCBG25mFWpd6Wp1FWrCeknYJYQQQgghakV2djZr1qxBp9ORlJSkXm/RogWzZs0iJCSEfv36WWRver1e3VtUVBTGsbWNGjXiySefZG6F3+2L+5FeD3v3msKt5GTz2em2tkqBUmCgUu00ZMgtJwvWQydPKhVmbdoo7+/bBwsWmNZ79jS1Jo4bd5tM6soVpcopKkr5/dIl8/UWLZQgyBhw3cWcqnvOYIBDh5TyvOhoiI9Xks2JE+Hnn5XHdOwIb74JgwYpR2XexZC1NNKIIUZt2zvHObP1ZjTDF1919lZHrO/01gIKSCJJvce97MWA8nfpNKbhiy8AL/AC05nOUIZiSz3/j0fctyTsEkIIIYQQNWYwGEhMTESn07FmzRpyf6v8sLGxYcKECWi1WiZOnIiDg4NF96nRaPjwww/VWWHe3t5otVoee+wxnOt7H5q4a5cvm8KtqChISzNf79JFCbcCA5XMo3Fjy+yzqsq2JkZGKuOyPvgA3nlHWff1VUZNGavROlaWq+TlKScLGqu3bm3lc3RUKpyM4daAAWCBluNqMRjgd79TBpGVqSoFlDK9WwOtf/yjRi9TSKFZ8LOHPWrwA+CAA2MZq1Y1DWKQVQ9cX8MaggmmAPNTKPvRD3/8aUtb9VoPetT19oQoR8IuIYQQQghRbRcvXmTZsmWEhYVxokzfl7u7O1qtllmzZtG2bdvbPMO9k5aWxooVK1i9ejURERG4urqi0Wh47bXXOHnyJHPmzKFr164W2ZuoGwUFSoZjDLgOHDBfd3VVZqcbq7e6d7fMPqsjO1vpuKusNbHMwaE0barMVi/HWNZmDLcSE5VZXGUNGmQKt8aMASene3I/teLmTaVi6/BhePtt5ZpGA6dPK0GXk5MS1hlbEwcOrHFYZ8DAQQ6qc7e2spV88s0e05/+arjliac6l8qanOe8GuA9zuNMZSqgtF0WUEAb2qj36IsvbWhj4R0LUTGNwVjDLR44VT2yUwghhBACoKioiI0bN6LT6QgPD0f/23BqV1dXpk+fjlarZdSoUWgscOJaSUkJkZGR6HQ6fvrpJ4p/60sLCwtjzpw5db4fUbeM46WM4daWLUrgZaTRKO2IxnBr1Chl/nh9dvKk0kXo4aG8X1wMzZopoRdUozXx7FlTuBUTAzdumK+3b68EWwEBSklYixb37J7uWkGB0ndqPDFx927TkPxr10x7j49X/lCMGqVUp9XQZS6rwU800VzBvFKsNa3V4McPP6sMfjLJJJ549T6Pc1xde5qn+ZZvASXsO8xh+tBH5m4Ji6pqjiGVXUIIIYQQ4rYOHDiATqfj22+/Ja1M/5eHhwdarZbHH38cV1dXi+ztypUrfPHFFyxdupRLZeYLDRkyBK1Wy6OPPmqRfYl778YNJe+IiFBCrosXzdfbtjWFW35+0Ly5ZfZZVRkZpkH5xtbEbt0gNVVZt7eHv/wFmjS5w6mJmZnKExkDrlsn7ru6Kr2axuqtnj2VNLC+++gjZRBZgXkbHb16Kf+Cy1aoeXnV6CVyyWUrW9Xg5yAHzdadcGIc49TB8n3pa9XBTwYZtKQlxZiG1tlgw3CG448/E5moXtegoS99LbFNIWpEwi4hhBBCCFHOzZs3WblyJWFhYezatUu93rZtW2bPns2cOXNwd3e34A4VBQUFLFy4EIBmzZqpg/AHDBhg4Z2J2lZcDNu3m8KtXbuU4h0jR0fw9DQFXH37WkeG8+WX8O23ykGBt7YmtmunzFQ3Zsmvv17BExQXK32NxnDr1ieytYXhw03h1ogR9beszWBQStqio5UqtAULlH+RAK1bK0FXmzamtkRfX+WTVEN69OxhjxpuJZFEEabQTIOGwQxWw63RjKYBDe7yJuuWAQNHOareow02bEA5bdYNN/rSl1xy1Qo1L7xww82ymxaiFkjY9QAKDQ0lNDSU0rL/ExRCCCHEA0+v1xMbG4tOp2PdunUUFhYCYG9vz6RJk9BqtQQEBGBnV/dfQhoMBpKSktDpdOTn57Ny5UoAOnfuzNtvv82gQYN45JFHLD4IX9Qug0FpSdTpYP16UwufUb9+pnDLw6N+j5cCpVorKgq0WlPedPAgbNumvN2zp6mj0MurktZEgwGOHzeFW3Fx5T8xPXqYwq36PnH/6lVl2r4x4Dp71rQ2apQp7Hr0UaVXtVevu0oxz3LWrDUxnXSz9Y50VE9M9MGH5tTzksAKXOUq0USr93gRU9mjAw7kkafOE9vKVhpSWQ+sENZLZnY9wGRmlxBCCCEAzpw5w5IlS1iyZAlny3yj2b9/f+bOncvTTz9Ncwv1gFU0CN/GxoYLFy7Qpo31zccRVXPxIixZAmFhSqGPUfPmpjAoIEBpVazPKmpNBGUu/JgxytspKcohiLdtTbx+XQmCjAHX+fPm602bKpVOxoCr0ieqZ5KTTZ8II3t7GD1auZ8pU0xhVw1lkUUccepg+ROYt3U2ohHeeKuVTT3oYXWtifnk44Qp6Z3IRH7hF/X9BjTAAw91tthDPGTVJ0OKB5vM7BJCCCGEEJXKz8/nxx9/RKfTERMTo153c3NjxowZaLVaBg8ebJFh8wBxcXF88sknZoPwXVxc1EH4rVu3tsi+xL1TVAQbN8LixUqronHueMOG8NRTMGeO0oFXw8P06tTWrTB/fsWnJo4ZY35t+HDll5mCAiURM4Zbe/earzs4KE9kTP4GDaq/n5jiYiXRM1ZujRqlzN8CGDxYKcfr2dPUmjh2LLi41PjlSighhRQiiSSKKHawg1JMn3BbbBnBCDXcGs5w7KmnbZ2VKKXUrP0ymWROcIKOdAQgkEAuc1kNt8Yy1iwME+JBIGGXEEIIIcQDwmAwsGvXLnQ6HStXriQzMxMAjUaDr68vWq2WyZMn42ShXjC9Xo/Nb9+wHzt2jF9+USoT6sMgfHHvHDyotCkuXw5lzj/A0xPmzoWpU+8q+7jnTp1Sqrb69zcVKTVooBQtQRVPTdTrlfIuY7iVkFB+EHv//qbKLU9PcHa+p/dVYwYDHDqkBFvR0crJiDk5pvWMDFPY5egIV67AXXSZGDBwghNq8BNHHFlkmT2mBz3UuVteeNGYetzWWYnLXOYnfiKaaGKI4SY3zda3spWZzATgD/yBl3jJEtsUot6QsEsIIYQQ4j53/fp1vv32W3Q6HQcPmk4X69SpEyEhIcyePZvOnTtbZG/p6emsXLkSnU7H7373O1544QUAnnzySc6fP8/s2bPrxSB8UbsyM+H775UqrpQU0/U2bZQKrpAQZexUfZSZqYyYioxUciljm+XvfmcKu4YOhUWLlEKlSjsKL15UniAyUgmGrl0zX2/TxhRu+fkpA9rrq4wMcHMzvR8YCGVOR6VZM2WYvHGofFk1CLpucIMYYtSA6yxnzdab0hRffNXZW52wkrbOMtJJx4CBZjQDIJFEnud5db0RjfDBBz/81PZLI2trwxTiXpCZXQ8wmdklhBBC3L9KSkqIiIhAp9Px008/UVJSAoCjoyNTp05Fq9Xi5eWlVlLVpdLSUmJiYtDpdKxfv14dhD9q1CiSjeUw4r5jMCjtfTodrFkD+fnKdTs7mDRJGdoeGKi8Xx/l5Sm5U0WtiaNHK62Wzz9f+ceTna1M2zdWbx05Yr7u7KxMpTcGXH361N/jJG/eVIaRGau3btxQwjrj3ycvvACnT5vCrYED76rNspBCkklW527tYQ8GTN/G2mPPWMaqrYmDGIQttnd7l3Wq7D1GEcVudvMe7/EX/gIoAd8Upqjh1jCGYSe1K+IBJDO7hBBCCCEeQMePHycsLIylS5dy+fJl9fqwYcPQarU8+eSTuJWtwKhDBoOBDz74gEWLFnG+zIDtAQMGoNVqefrppy2yL3FvXbwIS5cqw+ZTU03X+/RR2hRnzoSWLS23v4qcPKkUXKWnw9tvK9ecnZX3S0ur2JpYUgK7dpnCrW3blGtGGg0MG2YKt0aNUmZx1Vc7d8KPPyrh1u7dpqFqoARZx48rJyUC/N//3dVLGTBwiENquLWVreSRZ/aYfvRTwy3P/2fvvcObOrP17VtykSumFwPG9Gp6770k9F6Nvc2kTkkIKTPz+2ZO5sw5JyEJqUxmEryFMaaE3kICptfQey8uYJoxuDdJ+/vjtSSbXizJhvf2xWXr3draawtb5dGznkV3fCnBva4PIYssvud7NrKR7Wwnm+wi2wuH6VegAtvZ7uwSJZJSixS7JBKJRCKRSEo56enpLFmyBKPRyM6dO23rFStWZMqUKYSHhxMSEuKS2vLy8vAseAOv0+nYv38/iYmJlCtXzhaE36pVK5cF4UscQ14erF0rXFzr19t1ET8/4YBSFBE2X1L+2+/eFa2J1q5C69REHx+YMUNkcIE4n+rVISjoATeiaUIls4pbmzeLnsfC1K5tF7d69xZTFEsiZrMIxW/c2B6YtnIl/N//2a/TuLE9VL5HDwh4vhys61y3uZpiieUa14psr0IVm7jVl74EUsJHcT6Aq1wlgQQ60QkQjrSP+Zh00gH7OfYt+KpOdVeWK5GUaqTYJZFIJBKJRFIK0TSNXbt2oaoqP/30E5mZmQDo9XoGDRqEoigMHjzYJjQ5u7bffvsNo9HITz/9xOHDh22ZYB999BGTJ09m2LBheHl5Ob02iWM5dUrkcEVHw61b9vVu3YTANWZMyQub/+MfYfbsokYla2ti//5CuLOKXZ063bNzSopo5bMKXHFxRbeXLStELavAVbeuA8/kOdA0YbuzTkzcvFm0Kq5ZA4MHi+sMHgxXrghxq3dvofo9B1lksZ3tNoHrOMeLbPfGm+50twXLN6NZqcuiSiedrWy1CXinOU1d6nIBYXH0wIP3eR9ffOlHv1J5jhJJSUWKXRKJRCKRSCSliKSkJObNm4eqqpw/b29xadCgAYqiMGXKFAIDXeN4uHHjBtHR0aiqyulCeURLly5lxowZAHSxJnhLXhjS0kTYvKrC3r329WrVYOpUETZfEmYMWE1XGzaILrsqVcR6YKAQup6oNTE3V4xZtIpbBw8KociKVSWziltt24JbCc6OOn8ePvlEiFwJCUW3lSkDhVqh6dTpAWrfk2PBwmEO28Stnewkjzzbdh06WtHKJm51pjNelE5B/N/8mxhi2MteTNhbV/XoqUAF0knHH/ELZs3kkkgkxYsUuyQSiUQikUhKOHl5eaxduxZVVVm/fj2WAguKr68v48aNQ1EUOnfu7LJWwISEBP7whz+wbt06zAXJ3d7e3owePRpFUejevbtL6pI4Dk2DnTuFi2vJEhHeDkLrGTxYZHENHOjasPm7d0WG+oYNRVsTAUaPhokTxc+KIlorHzg1UdPg5Em7SrZ9u/1krTRpYhe3evQQvZolkfR0UX+5ckKQA3F+qip+9vQU69apiW3bPvd/YAIJttytTWziNreLbK9JTdvExD70oSIVn+t4zkZD4xzn2MQmfsfv8MADgKMcZSeipbwudW2tib3pTTnKubJkieSlQYpdEolEIpFIJCWU48ePYzQaiY6OJjk52bbetWtXFEVhzJgx+LnojXVaWpptClKFChXYvHkzZrOZjh07Eh4ezrhx4wh4zgwfSckjKQnmzRP6SCFjIY0aCYFryhS7Y8qVrFsHw4Y9eGpi//4iF97KfeH4164Jp9PGjeL7taLZUVSuLMSg/v3F9+ds53MY+flidKR1YuLevSIgf/Rou9hVvz58/LEIUOva9bl7TNNIYytb2cAGNrKRc5wrst0ff3rRy5a91YAGpa5t7xa3iC342shGEhHDNprTnK50BSCMMJtLrTa1XVmuRPLSIsUuiUQikUgkkhLE3bt3WbhwIaqqcuDAAdt6tWrVmDp1KuHh4TRwUU9YamoqixcvRlVVMjMzOXbsGDqdDl9fX1RVpWnTpjRp0sQltUkcR36+EI8iI0XYvFVA8vODceOEyNWxo2vC5i9dsju3+vWDN98U661bP8XUxMxM4XiytiaeOFF0u5cXdO9ud2+FhIjpgyUViwVGjhQiV0ZG0W21a4t/VnQ6+NvfnvlQJkzsZ79N3NrLXszYFUY33GhPe5u41YEONvdTaWMzm3mP9zjCkSLrnnjSla5o2NtZOxR8SSQS1yHFLolEIpFIJBIXY7FY2LJlC6qqsnz5cnJycgDw8PBg6NChKIpC//79cXdBT5jFYmHbtm2oqsqyZcvIzs4GwM3NjQsXLlC/fn0AxowZ4/TaJI7l9Gnh4Jo3D27etK936SIErjFjnN+x96jWxIwMu9hVrRpcvSryuO7DbIZDh+zi1u7dIoXeik4HrVrZxa0uXYTgVRJJSBCurbg4+Mc/xJpeDzduiDukQgV7W2KfPlCnznMdTkPjAhdsuVtb2EIqRSdO1qOeTdzqRS/KUva5julsCmeLdaITPegBgC++NqGrBS3oS1/60Y9udMMHHxdWLJFIHoQUuyQSiUQikUhcRFxcHFFRURiNRuLj423rzZo1IyIigkmTJlGpUiWX1bd8+XJmzJjB5cuXbWtNmjRBURQmT55MlZLQryYpVtLT4aefhItrzx77epUqImxeUYRbyhXk50NQkKjRiru70KL69RMZYYUpInRdvmwXtzZvFlMUCxMUZBe3+vSBiiU0OyolRah91tZEay+pXg/vvQfW1uHPPhNKZPPmz+1CSyGFTWyyCVxxxBXZXo5y9KGPTeAqjW17ccTZJiYWzhabxjSb2NWWtixgAb3pTRXkY59EUtJ5ZrHrH9ZPDhzM357DVit5MLNnz2b27Nm2AFmJRCKRSCTOIzs7mxUrVqCqKps2bbKtBwQEMHHiRBRFoU2bNi4Jm8/JySEnJ4eyZcsC4OPjw+XLlylTpgwTJkwgPDyc9u3buywIX+IYNA127RIurp9+El19IIYIDh4sBK5Bg8DDid1nJhP8+quImfrv/xZrHh4iaiou7glaE60WMKvAdeFC0e1lykCvXnaBq3591/RhPg0ffihErMLTH93cRABZ375CDbTSteszHyaXXPawxxYsf5CDRVr0PPCgM51twfKtaY0bJXji5CPIIINWtOICRX8/rNliVqELREvmBCY4u0SJRPKM6DSt8KPlk6PX653yQkcKMo4jLS2NgIAAUlNTbQGzEolEIpFIih9N0zh48CCqqrJgwQJSU+1tP3379kVRFIYPH463t7dLajt06JCtttdee41PP/0UEK/DlixZwtChQ/HxkW06LxrXr0NUlBC5zhXKEW/YUAhcoaFQtapza7pwQdQTFSXC8EHUVtAtS3Y2PPDPJD9fKGNWcWvfPpFdZcXNTYSwW8Wt9u2dq949KdYWy9hY4d7617/AmtH3n//AG29A48ZC3OrbV6h9zzkIQkPjFKdsuVvb2EYWRSdONqWpzbnVne74UUInTj6EPPJsAl4OOXzO57ZtjWnMec7TgQ62c2xP+1KbLSaRvOg8qY7x3G2Mz6iVPRHyU0OJRCKRSCSlmVu3bhETE4Oqqhw/fty2XqtWLcLDw5k6dSrBwcEurc1oNHLs2DHb+rZt22w/u7m5MX78eFeUJ3EQ+fnw889CUFq3zh427+srwuYVRbinnPkyPDMTli0TrZPbt9vXK1QQ0x0Lx2XZhC5NgzNn7OLW1q33h7E3aGAXt3r2fG5RyCFommhFtIpbmzcLV5qV2Fi72DVunLDaFcP0x+tct00TjCWWJJKKbK9MZZvw05e+VKeETpx8CBoaJzlpO8dtbCMTYVn0wYf/4X8wYABgCUsIIogyyA//JZIXiecWu06cOFHsU3dOnDhB8+bNi/U2JRKJRCKRSJyByWRiw4YNqKrK6tWryS9oLTIYDIwaNQpFUejVqxd6F05ze+2115g7d26R2kaOHImiKPTu3dtldUkcx5kz9rD5Gzfs6507C4Fr7NiHtAM6gdWrRR4YCJFtwAARgD90KHh6FrrizZtC/Nm4UXy/cqXoDVWoINxOVoErKMhp5/BUWCz2HK1ffxU9ooWxtlj27QuvvGJfL1tW/HsGsshiBztsuVvHOFZkuxdedKe7TeAKIQQ9JXji5GMYxziWsKTIWmUq07fgy4Ld9deMZs4uTyKROIESGVAvHV0SiUQikUhKG+fOncNoNBIVFcW1a9ds623btkVRFMaPH0+5cuVcUtuFCxeoW7eu7TWWwWAgPz+/RNQmcRwZGSKDS1VFJpeVypWFuBQeLjrinMmtWzB/PpQvbxe4hg+HNm3E96lToWbNQjtkZsLSpcL2tWNH0RszGEQ2lVXcatnyucPYHUJ6urCsWd1bQ4bA//yP2Nali7DVWXO3+vYVd8ZzTl61YOEIR2zi1k52kktukeu0ohX96Ed/+tOFLnhRQidOPoQMMtjGtiLB8tbg+Na0Zi1r6U5329TE0i7gSSSSp+O5M7uOHz9e7M6ukydPEhISgk6nk5ldDkRmdkkkEolE8nxkZGSwZMkSVFVl586dtvUKFSowZcoUwsPDXeZWT09Pt9W2a9cutm3bRvfu3QExBTItLU066V9ANE1MUYyMhMWLi4bNv/KKcEy98opz46rMZtiwQdS0erVopWzQQLjNHvgZt6bBgQNihwULio5fbNHCLm517QolMUvOYhHqonVi4m+/icR9K+3aiUwxK7m5Qrh7ThJJtIlbscSSTHKR7TWoYQuV70MfKuG6Sa/PggkTBzhgO8c97MGE/X6NIYaJTAQgnXQ88Ch1Ap5EInk8Ds/s2rJlCwC1axf/aNnatWvbbl8ikUgkEomkJKFpGrt370ZVVRYvXkxmgZqg1+sZNGgQ4eHhDBkyBM8i/VfOq23nzp2oqsqSJUuK1Hbw4EGb2OWqnDCJ47hxQ7QoqqoQkaw0aGAPm69Wzbk1XbwIRiPMnQtXr9rX27YVNZnN9xiYbt8Wtq/ISCiUcUft2mKH+2xfJQRNg2vXIDDQvjZyJCQXEpvq1oU+fYRzq1evovs/o9CVTjpb2WoLlj/L2SLb/fCjF71srYkNaYiO0tNBo6Fhxox7wVvWxSxmMpOLXCeY4CLZYlb8cVFPrkQiKTE8s7NLUvqRzi6JRCKRSJ6cpKQkoqOjUVWVc4VG19WvXx9FUQgNDSWw8JtdJ3PlyhV69erFhQsXSlxtEsdgMsH69UIbWrvWHjbv4yMyuCIiRJecqxJCJk+GmBjxc/ny4rKiCHOWDYtFOKAiI2HFCsjLE+sGA4waJU6iZ8+S154YH293bm3eLKxzV67Y7+y33oKUFCFu9ekjBLvnxISJ/ey3OZv2sreIs0mPnva0t4k/HelY6iYKJpPMJjbZ3Gm/5/fMYAYA17hGU5oWEfDqUtfFFUskEmfjtGmMEolEIpFIJC8qeXl5rF27FlVVWb9+PRaLCDX29fVl7NixKIpCly5dXJI3mpeXx5kzZ2ytiIGBgVgsFnx9fRk3bhyKotC5c2eZhfoCcvascExFRcH16/b1jh2FNjRunHPD5jUNDh4UetXbb0OzgrzvadOEuUlRYNiwewxMCQniJIxGIRxZadlSnMSkSVDScuQ2bRL5YbGxUEhUBoTCePUq1KghLv/rX899OA2Ni1y0iVub2UwqqUWuU5e6NuGnF70oRwm7zx6DCRNb2Wo7x8McLrJ9E5tsYlc1qpFMsszdkkgkT4QUuyQSiUQikUju4cSJE6iqSnR0NMmFWpG6du2KoiiMGTMGPz8/l9R29OhRjEYj8+fPB+Dq1asYDAb0ej0rVqygTp06LqtN4jgyMuw57YXi4ahUSbQoKgoUc4zuY0lOFs6twl2HXl7w5Zfi5549xT8bubkitCsyUoR4WRtMAgKEuBURAa1bO/EMHkF2tsjd6tIFvL3F2s8/w7//LX52c4P27e2h8h073jM68tlIIYXNbGYjG9nABuKIK7K9LGXpQx+bwFWHOs99TGdiwcINblAN0VNrwsRQhpJNtu06IYTYQuW7073I/lLokkgkT4oUuyQSiUQikUiAu3fvsmjRIlRVZf/+/bb1atWqMXXqVMLCwmjYsKFLaktJSWHhwoWoqsqhQ4ds64GBgVy4cIGmTZsCyMD5FwxNg717RQ7XokVC8ALR0TdokNCGXn21WDSWJ8Zsho0bRU2rVt3fdThq1AN2OnFCCFzR0SKXy0rPnuIkRo2yC0quwmyGQ4fsExN37hTi3MaNQswCGDFC9I727Qs9ekAxxIDkkcce9thytw5wAA17yowHHnSiky1Yvg1tcMPtuY/rTBJIKDIxsTKVOcEJALzwYgxjAGy5W1Wp6spyJRLJC4IUuyQSiUQikby0WCwWtm7diqqqLFu2jJycHADc3d0ZOnQoiqIwYMAA3N1d95IpJiaGiIgIcnNzAfDw8GDYsGEoikK/fv1cWpvEMdy8KXShyEg4fdq+Xq+ePafdVRFsZrNwkt26JS63bi30qgkT7uk6TE8XCl1kpJhGaKVaNQgPF//q1XNq7Q/k6FH4xz9E7tbdu0W3Va8ucresdO0q/j0HGhqnOW0Tt7axjUwyi1ynCU1szq0e9MCP0ufUjCWWFawglljOca7ItmyyuctdylIWgCiiXFChRCJ50XmmV0f5+fkcP34cd3d3QkJCHpoFcezYMY4cOUJoaOhzFSmRSCQSiURSnMTHxzN37lzmzp1LXFycbb1p06ZEREQwefJkKlWq5JLaLl26hMlkokGDBgC0bt2a3NxcmjdvjqIoTJo0iYoVK7qkNonjMJngl1+EY2rNGnEZRBTUmDFC5OrWzblh89nZIjN+7VoxJFGvFy6yP/xBiF2KIiK2bGga7N4Nc+bATz9BVpZYd3eHwYOFKjZw4D0jGB+PZtG4eTafzGQz/lXdKBfkgbvhGe6I69eFa6tWLbtopdPB8uXi54AAMSnR2prYoEGx3OE3uEEssbZcqiSSimyvTGVb215f+lKDGs99TGeSTz6/8Rud6WxrM1zAAowYAXDDjfa0t51jBzrgifOn1UokkpeLp57GuGTJEt58803u3LkDCPv8p59+ysSJE++77scff8w//vEPzNbRMJIShZzGKJFIJJKXiezsbFauXImqqmzatAnrS6CAgAAmTJiAoii0bdvWJYHuWVlZLFu2DFVV2bp1K+PGjWPRokW27adPn6ZRo0YybP4F5Px5IXBFRcG1a/b1Dh3sYfPOfJmmaaKbT1VhwQK72WnDBujX7yE73bgB8+YJF9fZs/b1hg3FSYSGQpUqT12LKU8j6Ugu8XtyyLprsa3rdFCmmjvlg90pF+z+cPErPR22bbO3Jp4QrXNMmiTUOxDTIL/4QrQltm791ELcg8gmmx3ssIlbRzlaZLsXXnSjm8291ZzmpSqLyupOs7YmbmUrGWRwgAO0oQ0AP/Mz61hnC84PIMDFVUskkhcFh0xj3LdvHxMmTMDNzY1+/frh4eFBbGwsU6ZMYceOHXz//ffPXbhEIpFIJBJJcaFpGocOHUJVVRYsWMDdQm1Kffr0QVEURowYgbcL8oI0TeO3337DaDSycOFC0tPTAdDpdGRlZaFpmk3caty4sdPrkziOzEx72PyOHfb1ihXtYfMFMWxO484d0TqpqqKzz0qtWqLj8L56TCb49VdxEvda0caOFSJXly7P5IzKy7SQsC+XhP055Gff/7m8pkFqkonUJBOXdz9A/Kqq4f5KXxF4Zq0LxBVbtYKQEPuaXg/vv//UNRbGgoWjHLWJWzvYQS65Ra7TkpY2casrXfHGxRllz8ARjvAlXxJL7H3utIpUJJFEm9j1SsGXRCKRuIqnErtmzpyJXq9n8+bNdOnSBYCEhASmTJnCDz/8QHZ2NkajUX7qKJFIJBKJxKUkJycTExODqqocO3bMth4UFER4eDhTp06ldu3aLqwQRo0axYoVK2yX69SpQ3h4OKGhoQQFBbmwMokj0DTYt09oQ4sWCdMRCK1l4EAhcA0Z4tyw+cKcPg1/+pP42WAQWewREdC7t6jRxsWLQhGbOxeSCgke7dvDtGnPZUXLvG0mfk8OSUfzMJuKilwV63pQpYkn6ddNpMSZyLhlFndqyh20q1dI3ZtDaof2dvErdSDlvf0oV9VEuZ4NcO/fS7QoVqjwTLXdyxWu2CYmbmITt7hVZHt1qtOPfvSnP33oQ2UqF8txnUUmmexgB9WpTghCHEwllXnMA8CAoYg7rQUtSpU7TSKRvPg8ldi1a9cuhg8fbhO6QLxo3LRpE1OnTmXevHmYzWbmzZsnBS+JRCKRSCROxWQysWHDBlRVZfXq1eTn5wNgMBgYOXIkiqLQu3dv9HrnvyHLz8/n559/pm/fvvj6+gLQpUsXfvnlF0aPHo2iKHTv3t0ltUkcy61bdsfUyZP29bp1hcAVGgo1nBzRFBcntCqdDv7+d7HWqROMHi26+SZOhPLlC+2QnS1yrebMga1b7esVKsCUKUIVa9bsmeu5m2gibncON8/kUVji0umgWognwZ288K9a8LYl/jpciyXv5A7u7LpESkY5Ugx1yDBUE22IHu7C+dVtFKn9J3PZ31+IX3fcKX/InXLBec+U+ZVOOlvZanNvneFMke2++NKLXjbxpxGN0FF63g+ZMXOQg7bWxN3sJo88fs/v+ZZvAehEJz7iI/rQhy50KZXuNIlE8vLwVGJXSkoK9evXv/9G3N2ZP38+Hh4ezJs3D4vFQnR0dLEVKZFIJBKJRPIwzp8/j9FoJCoqiqRCTpO2bdsSHh7OhAkTKFdkTJzzOHXqFKqqEh0dzc2bN4mKirIN7nnttdeYNm0aAQEyy+ZFw2QSGVeRkbB6tb2TzttbCEoRESJs3pnaZk6OCJtXVRFfpWnCgPX++6LzUKeDJUvu2enQIXEShcO7dDoR3hURAcOGCRvYM6BpGrfO5hO3O4c7iaYi29w9dNRoa6BWBy+8AgrdSb/7nRDcAE+gClDFxwc6dyevRzB3+niQcstTOL8KOake2/b4APHLhIkDHLCJW3vYgwl7nXr0tKOdTdzqSMdSGbqeRRZTmMJmNnOXu0W2BRFEBexOOE88+T/+z8kVSiQSybPxVGJX1apVuXXr1gO36XQ6jEYjmqYRHR2NxWKhXkkYJyyRSCQSieSFIyMjg6VLl6KqKjsKhR5VqFCBKVOmEB4eTvPmzV1SW2pqKosWLcJoNPLbb7/Z1qtUqUJurj3Hx9/f3xXlSRzIhQtgND64w09RYPx4MfDPmRw/Dj/8ADExIpfLSt++oqb78tjv3BHiVmQkHD5sX7eGd4WFiZ+fEYtJI+lYHnG7c8i8XXSIlcFPT62OBmq0NuBhyYal0TB0KFjF6mbNwM1NpPf37Qt9+kDHjuDpaRe/Cm4rL9PCnXgTKXH59rbHAh4mfuUFJ3M8eDdbgtawybDhPvGnDnVs4lZvelMO14joz0oKKWxmM8kk8wZvAOCNN4c4xF3uUoYy9Ka37RzrUa9UudMkEomkME81jXHAgAFcvnyZc+fOPfQ6mqYRFhZGdHQ0/v7+ZGRkyGmMJRQ5jVEikUgkpQlN09i9ezdGo5HFixeTkZEBgF6vZ+DAgSiKwpAhQ/B0VegRwgVfs2ZNsrKyAOF+Hzx4MIqiMHDgQDw8PFxWm8QxZGWJsHlVFYP/rFg7/BSlaB66s/l//w/+53/EzzVrCr0qPByCgwtdyWIR7YmRkaJdMSdHrHt6wvDhIourT5/nsqLlZ1tIPJBLwm+55GZaimzzq+hGcGcvqjXzQH/0kHBvLVwIaWkweza89Za4Ylqa+P4Mr1sfJH7lkctVkrjCFa5yhTREkJqms3C3WhJZwdepF1yFLkEt6G/oQ13qPvP5u4JcctnFLltr4kEOoqERQADJJONe4HtYy1oqUpG2tLWtSSQSSUnFIdMYBw0axPTp09mxYwfdunV74HV0Oh1z585Fp9PJ7C6JRCKRSCTPzbVr15g3bx6qqhb5wK1evXooikJoaCjVq1d3SW3x8fHs3r2bCRMmAFC+fHk6dOjAjRs3UBSFyZMnU6VKlcfciqS0oWmwf78QuKyaDAiH0IABosNvyJBn7vB7JiwW2LxZ1BQaKkLvQQhb58+Lmvr0EcYoG1evChuaqsKlS/b1kBCxw+TJzx3onp1qJn5PLlcP5WLKL/oZe/la7gR39qJihXR0Mf+BsEgoNFCCOnWgIOMOeObgewBPXz3lmsDZJiKXanPmdhLi71AxrjYV4+pQ5lYV9OioQhWqazWokVSDSkmV0O3WodPBrWrumIOzHtr2WNKYwQz+xb/IJrvIehOa0I9+ZJFFGcT9OZjBrihRIpFIHMpTiV1jx47lxo0b3L59+5HXs7Y0BgcHEx8f/1wFSiQSiUQiefnIy8tj3bp1qKrK+vXrbS5xX19fxowZg6IodO3a1SUfqmVnZ7Ny5UqMRiOxsbHo9Xp69epF1apVAVi+fDkBAQHyA78XkORke9j8iRP29dq1hYNr6lThnnImCQmiddJoBOvL7uxsu9hVty4sXlxoh/x8WLNGuLh++UWoZAD+/jBhgnBxtW0rlLvnIO2aCJ2/fjKPwn0kOqByY09qd/EioLq7GEtZrRZkZoorGAwwapSoo0eP53KTaWic4Qwb2MBGNrKVrWRScBxfoAn4NcmnCcH0zmxOSHwncuM8n7jt8VGZX87iCleILfj6lm9trZV++JFNNlWpSl/60o9+9KUvgQS6pE6JRCJxNk/VxuholixZwpgxY1xdxgvP7NmzmT17NmazmXPnzsk2RolEIpGUGE6cOIHRaCQ6OrpITmiXLl1QFIUxY8a4JOtK0zQOHjyI0WhkwYIF3LWGdQO9evXi22+/pWnTpk6vS+J4zGYRNq+qsGqV0IoAvLxE2LyiPLcm89RoGvz0k9CrYmOxiUkBATBpkjBltW59z05nzogd5s2Dmzft6926iR1Gjy7qonqmujRSLpm4vDuH25fyi2xzc9dRvZUntYJS8Dm8VfR4Whk6VKh206aJE3iOgRI3uUkssbZg+atcLbK9IhVtmVT96EcNHjwK81GZX/ei00FAoDvlarlTvrYHZWu6O0z8SiONrWy1nWPhqZDLWMZIRgJCBLvLXZrSVOZuSSSSF4onbWN8LrHr7bffZvbs2c+6exGioqKYNm2abUy4xPHIzC6JRCKRlASsge6qqrJv3z7betWqVZk6dSrh4eE0bNjQhRXC/PnzmVLozXlQUBBhYWGEhYVRu3ZtF1YmcRSXLgmBa+5c0e1npW1boQ2NHw9ly7qqOmjVCo4cET/36iVqGjlSTHy0kZEhRizOmQO7d9vXq1QRNjRFgWL427KYNa6fzCN+Tw5p14uKQp4+OoJauVPz1iY85/9od5NduiQscdY6fX2fyU2WTTY72WkTt45wpMh2Awa60c0mbrWgBXqeXpksCeLXSlYymtGYsR9bj562tKUf/ZjMZBrR6LmPI5FIJCUZh2R23cv333+Pl5cXX3zxxfPcDP/5z394yxo8KZFIJBKJ5IXHYrGwdetWVFVl2bJl5BQEYru7uzNkyBBboLv7faPiHI/JZGLDhg14eHjQr18/AF599VXKli3LoEGDUBSF3r17o3emlUfiFLKzYdkyYYDautW+Xr68PWze2UM+794VuWALF8LatfbYqvfeg7NnRSZXnTqFdtA0+O03cRKLFgkhCYT17NVXhSr2yitQDMMSTLkaVw7lkrA3h+y0oqHzPuXcqBV4g+p7InGbaITCE927dxcnZsXP74mPacHCMY6xkY1sYAM72UkOOUWu04IWNnGrG93wxvsht/bkePrqqdLEkypNxACMx017vHvVxN2rwuX2NOKXhsZZztqcW0MZSgQRtvMyY6YudW3n14tepW4qpEQikTiD53J26fV6dDodH3zwAf/3f//3TLcxa9Ys3n//fTRNw2AwkJ2d/fidJMWCdHZJJBKJxNnEx8cTFRWF0WgkLi7Ott60aVNboHvlypVdUtu5c+cwGo1ERUVx7do1OnTowN69e23bc3Jy8PLyckltEsehaXDwoNCGFi6E1FSxrtNB//5C4Bo2zPlh81u3CmfZsmX24Yg//ig6/R7IrVsiUCwyEk6dsq/Xq2cPFAssnrym3HQLCftySDyQS35O0bcSAYHu1O7iReULG9ANG2LfULWq3U3WoMFTHS+PPNawhuUsZyMbucWtItsDCaQf/ehPf/rQhyo4fyhEXqaFlDgTd+LzSblsIiP5yZ1feTVT2GrYZBO4rnDFdt2hDGUVq2yXE0ggiCCHnotEIpGUZJzi7GrUqBFnzpxh5syZeHp68vHHHz/V/v/85z/5+9//jqZpeHt7s2zZsucpRyKRSCQSSQkkJyeHlStXoqoqsbGxWD9nK1OmDBMnTkRRFNq2beuSQPf09HSWLFmCqqrs2rXLtl6hQgU6deqEyWSyucuk0PVikZwMMTFCGzp+3L4eHGzXhoKcrCkkJ8P334uw+cuX7evW4YjDh9+zg9kMGzeKkygcKObtLTK4IiKEi6qY/rYyks3E7crh2vE8LOZCIpcGlQxJ1A6+Tdnx3cXfcq1eInura9dndpMd5zgqKvOZTzLJtnVffOlJT5u7qTGNXZ5L5emrp2pTT6o2tTu/HiZ+WTTN5vw6s+8Ooz+sQz559tvSPOmq60o/+jGQgUWOI4UuiUQieTKey9l1/fp1evTowfnz59HpdPzjH//gr3/96xPt+5e//IVPP/0UTdPw8/Nj1apV9OrV61lLkTwD0tklkUgkEkehaRqHDh3CaDQSExNTJNC9d+/eKIrCiBEj8PHxcV2RwMiRI1mxYgUgHOsDBw5EURSGDBmCp6enS2uTFD9mswh0t2pDeQX6gnUAYEQE9Ozp3LD5wiQmQq1awm1WpgxMnCiEt/uGI8bF2QPFEhPt623aiJOYMKHYAsU0TeNugmjHu3WuaLauPi+Xanf3Erz9K/xObIemTYVyaC02I+OpWhQB7nKXhSxEReUAB2zr1ajGZCbzKq/SiU54Unr+Ps2Y2Zd9kLVpG9nktpGsvFw++3Gdbfv7U4eS6ZVKq0s9aX2xJ80SO1ClchmnBN5LJBJJacMpzq6qVauyefNmevTowaVLl/jb3/6Gp6cn77///iP3e+edd/j222/RNI2AgADWrVtH586dn6cUiUQikUgkJYDk5GRiYmJQVZVjx47Z1mvWrEl4eLhLA92vXr3KvHnzmDRpEkEFlp1JkyZx4sQJFEUhNDSUwGJq85KULC5fFm6pe7Wh1q3t2tBzDAB8Jo4fF3pVcrLoPgSoWRM+/BCaNBHiWxEtOCcHVq4USt2mTfYRjOXKweTJ4kRatCi2+jSLxs2z+cTtyuHuVVOhDRoeN69Q4/IagrZ+hVfObbHu5QUtW0JWln2q4xMKXRYsbGELKirLWW7L4PLAg6EMJZxwBjAA9+d76+JU4ohjAxuIJZZNbCLFOwVrdJgOHSHvmdHHB3AnPp9v1q8g96Zbkf2fNfNLIpFIJILncnZZSUhIoEePHsTHx6PT6fjyyy/54x//+MDrvv7668yZMwdN06hQoQK//PILbdq0ed4SJM+AdHZJJBKJpDgwm81s2LABVVVZtWqVbbKywWBgxIgRtkB3Nze3x9xS8ZObm8uaNWswGo388ssvWCwWPv74Y/72t78BIihfp9O5pIVS4liys2HFCqENbd5sX7dqQ4oitBlnkpoqcsFUFfbvF2s6HcTHC6HrgRw7Jk5i/nxISbGv9+kjBK4RI4TQVEyY8zWSjuYSvyeXzJSiuVNeZfTU2vcDNRb/DXctVyy2aiWCxCZOfGo3WTzxzGUuRozEE29bb0YzIohgEpOoRKXnPSWncJe7BBBga6ecyEQWstC23R9/etHL1nrZgAZFWi9zM0Tg/bNkfknxSyKRvEw4xdllJSgoiM2bN9OzZ08SExN599138fT05I033rBdx2KxEBYWRkxMDJqmUaVKFTZs2EBISEhxlCCRSCQSicTJXLhwwRbofvXqVdt6mzZtUBSFCRMmUM7ZdpkCjh49itFoZP78+dy+fdu23q1btyKvPeRExRcLTYNDh4SYtGCBfeCfTgd9+wptaNiwYtWGnogDB+Drr2HpUnvYvIcHDB0qarrPUGhVxSIjxc5WatQQ4xfDw6GYHZJ5WRYS9+WSsD+XvKyCyYpmC8TH4d+wIsGDq1G1qSf6TS1hvRdMniaKb9XqqY6TTTYrWIERI5vYhIb43D2AACYyEQWFNrRxeQbX48gllz3ssYXKH+AAxzhGU5oCMJCBJJBgE7fa0Q4PHp5ZZvArmvn1KPHreaY9SiQSyctCsTi7rFy4cIGePXuSlJSEXq/nhx9+QFEU8vPzmThxIsuXL0fTNKpXr05sbCwNGzYsrkNLngHp7JJIJBLJ05KZmcnSpUtRVZXt27fb1itUqMDkyZMJDw+nRTG2Uj0LWVlZVK5cmczMTAACAwOZOnUqYWFhNHjKKXCS0sHt2yJsXlXh6FH7eq1aQhcKCxM/u4off4TXXhM/N2kiNKIpU6BSYdOSpsGOHULgWrJEWNOgqCrWvz8Us0My646Z+D05XD2ch9lU8Lbgzh04c5YKpzcQfGM9Ff4wDN1nM8U2iwVyc0UI/hOioXGQg6ioLGABqaTatvWhDwoKIxiBN09+m67gClf4iZ+IJZZtbCOLrCLbI4lEQXHIsaXzSyKRSAROdXZZqVevHps2baJXr15cv36d1157DZPJxJo1a1i3ToQwBgcHExsbS506dYrz0BKJRCKRSByEpmns2bMHVVVZvHgxGRkZgHBFDRgwwBbobjAYnF6b2Wxm06ZNbNy4kZkzZ6LT6fDx8WHy5Mncvn0bRVHo37+/S1ooJY7FbBbRVZGRIsqqcNj8yJGiTbF3b+eGzeflwZo1QnQbPBjefFOsjxsnHGdhYdC+/T1h89euQVSU2On8eft648aiPfA+Vax4SE0yEbc7hxsn84S3Kj8fLl5Cd+YUVeNiCc7cTpn8JKhWDSoXOr5e/8RC1y1uEUMMKirHsY+8DCKIcMIJI4xggov1vIqTJJLQ0KhOdQBOcpL3eM+2vTKV6Utf+tGPvvSlBjUcVot0fkkkEsnTUazOLiunTp2iZ8+eJCcn2zIwNE2jXr16bN68mRo1HPdEIHlypLNLIpFIJI/i2rVrREdHo6oqZ8+eta3XrVvXFujuquf0S5cu2VooEwsSxw8cOGDLAdU0TeZwvaDExdnD5hMS7OutWgmBa+JEKF/euTWdPClEt+hoEThvrefQoYfsYDLBzz+LndatE8odiGD38eOFi6tjx3tUsedH0zSSL4jQ+ZT4oqHz7gvmUf3GZmpl7sSbdKHWRUTAoEHg/uSfj5swsYENqKisZjX5FGT4YWAkI1FQ6E1v9JS8FuJ00tnOdjYWfJ3iFDOYwWd8BkAWWYxhDL3pTT/60YxmJeY8pPNLIpG8LLjE2WWlSZMmbNq0id69e9tyMpo2bUpsbCxVqlRxxCElEolEIpEUA/n5+axbtw5VVfn5558xF7wJ9/HxYezYsSiKQteuXV0iJGVlZbFs2TJUVWXr1q229XLlyjFp0qQi+WBS6HqxyMkRYfOqev8gwkmThMj1lNFRxYLRCP/+N+zbZ1+rVk04uMLDH7DD+fNC4IqKguvX7eudOgkX19ixTzzB8GmwmDSuHc8jbk8OGbfM4g69fBkaNcLT141aHQzUSL6K54azEPERhIaKE3kKznMeI0aiiCKJJNt6W9oSTjgTmEA5XJPh9yhyyOEzPmMjG9nDHkzYRUAdOq5j/3/ywYd1rHNFmY/luZ1f1QvEr2APyga54+4pH0MlEknp5rmcXf/4xz8euf3IkSOsXLkSvV7Pm2++SaUnsGBbpyNJHI90dkkkEonEysmTJ1FVlejoaG7dumVb79y5M4qiMHbsWPz9/V1YIaxbt47BgwcDQszq168fiqIwbNgwvJydOC5xCocPC20oJsYeNg8ibF5Rin0Q4WPRtKJmqxEjRAuluzsMGSKMUAMG3GOEysoSyfSRkVAo545KlYSopCgiyMsB5OdYuHIwj4TfcshJM8OVq3DmDMTF4Zt3g+D/HUO1qR1w89CJOr29n8pNlkEGS1mKisoOdtjWK1CBKUwhnHCa09wRp/ZMaGhc4AJxxNGPfra1QAJtolZtattC5XvTm/I42SboIJ7a+SXFL4lEUkJ5Uh3jucQuvV5f7J+cWj9BljgeKXZJJBLJy01qaiqLFi1CVVX2FbKmVK1aldDQUMLDw2nUqJFLart+/TrR0dF4e3vz+9//HgCTyUSvXr0YMGAAoaGhBAUFuaQ2iWNJSRGTFCMj4cgR+3pQkD1sPjjYuTUlJQkz1ty5ovuwbl2xvnWrGJY4ZQoUaV7QNDh4EObMEVMV09LEul4v1LBp00SboKenQ+rNSbUQvy+HKwdyMaWkw9mz4l96BmXz4qmdsY1KTX3QzfwU+vR5qtvW0NjNbowYWcxiMijI8EPPQAaioDCEIXjimHN7Wm5xi81strUmJpBAJSpxneu2FsRv+RZPPOlLX+pS18UVOwcpfkkkktKK08Su4kSn00mxy4lIsUsikUhePiwWC9u2bUNVVZYtW0Z2wcQ3d3d3hgwZgqIoDBw4EPenyOgpLvLz8/n5559RVZV169ZhNpsJDAwkISFBBsy/4Fgsoj1RVUW7Ym6uWPf0FO6piAgRNu/MX4O8PBGnFRkJ69eLGgH+v/8PHtrcYB0LGRkJx47Z12vXFg6usDBwYM5d+g0ROn/teJ5o9bx9G5YtQ6dpVMo5RbD+COUm9BR3aMuWT3Xb17jGPOahonKOc7b1etRDQSGUUFuQe0ngX/yLOczhMIeLrHvgQRe6sJSlVKCCi6oreeRmWLgTZyIlPp87cVL8kkgkJRenZHZt2bLleXaXSCQSiUTiJBISEoiKisJoNHL58mXbepMmTYiIiGDy5MlUrlzZJbWdPn2ayMhIoqOjuXnzpm29Y8eOKIqC2WyWYtcLSny8cEsZjeJnKy1aCD1m4kSo4GQ9IiUF/vd/Yd48KNTRS9euoqYxY+7ZwWKBzZuFi2vFivvHQkZEQK9eDhsLqWkad+KEyHVr/024mwq1gwHQV6pAoH8CwVWT8H1tLIz44YknKQLkkcc61qGisp71mCnI8MOHsYxFQaErXdHhOqHDgoWjHGUjG3mLt/BDZJ4lkGATukIIsbUmdqMbvvi6rN6SisFPT9VmnlRtVijz6yHil6bB3Ssm7l4xcXmXzPySSCQlE4dMY5SUDqSzSyKRSF5scnJyWLlyJaqqEhsbi/Upv0yZMkyYMAFFUWjXrp3Lw9zffvtt/vWvfwFQpUoVWwtl48aNXVqXxDHk5IicK1WF2Fh72HxAgAibj4gQYfPO/LW0WOxaVFaWyGZPS4OqVWHqVGHKatDgnp0SE4VKZzSKEZFWWrQQbYoOHgupWTRunMonbmsqqbvOiyyuGzfBYMBj2hRqdvIlqL0Bgy5bTHl8Ck5yEhWVaKK5RaEMPzqjoDCWsfjjugy/eOKJJZaNbGQTm0hGjMBcxzpe4RUATnCCIxyhL32pSlWX1fqiIJ1fEomkpODSaYwSiUQikUhcg6ZpHD58GFVViYmJ4W6hVO9evXqhKAojR47Ex8fH6bUVbqF866236NSpEwAREREkJSURHh7OoEGD8PDwcHptEsdz5IgQuObPhzt37Ou9ewuBa8SIpzIdPTeaBjt3io7DEydg/37xJt3HBz77TAhegwbdEzafmwurV4udNmwoqtRNnChOpHVrhyp1pjyNpMM5xC+7TNaBc3DxAuSLCYLeWirBDcwETsrFPbhiwR5PJnSlksoiFqGiso9CGX5UJZRQwgmnEa7J8LOyla28xmuc53yRdT/86ElPm6sLoFnBl6R4kM4viURS2pDOrpcY6eySSCSSF4fbt28TExODqqocPXrUtl6zZk3CwsIICwujTp06LqktPj6eqKgo5s6da2uhVBSFyMhIl9QjcR537oiweVWFQ4fs6zVqiLD58HARZ+VMrl0TYfOqCucLaSb79kG7dg/Z6eRJIXBFR0Nysn29Z08hcI0cKVQyB5KXaSFhXy4J+3PI33MEfvvNtq1MmRyCh9ag6juvogus9sS3acHCNrahorKUpeSQA4A77gxhCAoKAxmIu4s+H08ggRxyaICw1Z3mNE1oghtutKc9/ehHX/rSkY54IEVyVyKdXxKJxFlIZ5dEIpFIJC84ZrOZjRs3oqoqq1atIq8gK8hgMDBixAjCw8Pp06ePS/KuTCYTS5YswWg03tdCOX78eKZNm+b0miTOwWKBLVuENrR8uT1s3sMDhg8X2lDfvs4Nmwfh3Prv/xbTFK3zkHx9Yfx40abYtu09O6Snw+LFIourkLBEtWoiaF5RoF49h9edeTOP+DkHSbpZAXO5ArdWcC04eJCKTX0JVlpRflR7dE+RCZZAAnMLvi5TKMOPJkQQwWQmUxnXZPjlkMMqVqGispGNjGIUS1gCQCMasYY1dKMbAQS4pD7Jg5HOL4lEUtJwmLPLZDKxbt06duzYwaVLl0hPT3/spEWdTsemTZscUY7kAUhnl0QikZROLly4gNFoJCoqiqtXr9rWW7dujaIoTJgwgfIOzAp6EiwWC3Xr1iWuIMvI1S2UEseTkGAPmy8cYRUSIgSuSZOgYsWH7e0YzGa7qLZxI/TvL37u0kVoVWPHgp9foR00DXbvFkrdTz9BZqZYd3ODIUPEiQwceE9vo2O4uzeeuNl7uPnbLbSMTKhTB/r1RaeDaiGeBLfU8K/95LlZOeSwkpWoqMQSi0aBAE0ZJjABBYV2tHNZ2PwRjqCiMp/53MHe5zqQgaxjHXocE/AvcQ7S+SWRSIqLJ9UxHCJ2bdu2jbCwMBISEmxrjzqMTqdD0zR0Ot1jBbGXnfnz57Njxw4OHjzI8ePHycvLw2g0EhYW9tS3JcUuyYuAZtEwm5AvgiQvPJmZmSxduhRVVdm+fbttvXz58kyePJnw8HBatmzpktpu3bpFTEwMq1at4tdff8XTU3yy/69//YsbN24QFhZGbWf3qkmcQm4urFoltKGNG++PsFIUaNPGuWHz6elCp4qMhM6d4fPPxbrFAv/zP2KaYqN7o6du3hTjFyMjRdC7lQYNhMAVGirS6h2MlpPDrR9iubzoPHfjc8H68tlgwL1JPWr8sTe1OnrjFfBkwo+GxmEOo6ISQwx3uWvb1oteKCiMZCQ+uFaAnsQkFrDAdrkmNQkjjHDCqY187HgRkeKXRCJ5Vlwmdh05coROnTqRl5eHpml4eXlRv359ypYti/4J7NVbtmwpznJeOIKDg4mPj6dixYr4+voSHx8vxS7JC4+maeRlamTdNpN520LmbTNZt81k3baQlWLGYoHytdyp1dGLSg09XD5ZTiIpLjRNY+/evaiqyqJFi8jIyABAr9czYMAAFEVhyJAhGAwGp9dmMpnYsGEDqqqyevVq8vPzAVi6dCmjRo1yej0S53LsmNCF5s+HlBT7eq9eQuByQoRVER5myAoMFEMTH/gS1GSCX38VO61ZIy6DKHzsWCFydeniFKXOnK9x7Xgeca//h8yrWfYN1avj1bIeQRObUqOTHx5eTyZy3eY2McSgonKUQhl+BSJSGGHUwTUZfhYsbGITnehkC5T/iq/4kA8ZznAiiKAPfXDD+e3XEtchxS+JRPKkuCyz67/+67/Izc3FYDAwa9YswsPD8fLyKu7DvLTMmTOH+vXrU6tWLT755BP+/Oc/u7okiaTYMOUVCFrJdiErM1mIW6a8R+vyKfEmUuIz8C3vRlAHA4EtDfKFj6TUcv36daKjo1FVlTOFXCZ169ZFURRCQ0OpUaOGS2q7evUq3333HVFRUVy7ds223rZtW8LDw+ndu7dL6pI4nrt3YeFCoQ0dPGhfr15dBM2HhUHdus6v6z//gS+/hLNn7WtWQ9aUKQ8Qui5dEun0c+dCoTZg2rcXO40fD874EDA9nfz5S0isN4KEozpyMy0Q1ALuHoOGDfHr1IDgV6pRLcQTvfvjn8/MmNnIRlRUVrGKPESGnyeejGAECopLRaQ44pjLXIwYSSABFZVwwgFQUJjCFCpQwSW1SVxPcWR+lQ92p1ywB2VrSvFLIpE4QOzauXMnOp2Ov/71r7z55pvFffMvPX379nV1CRLJc2Exa2TfKXBnpVgKhC3xc0665aluS++mw6e8HosJsu6IF0GZKWZOr8/iwpZsarQxENTeC68yMudDUvLJz89n3bp1GI1G1q1bZ2vr9/HxYcyYMSiKQrdu3VzuXLxz5w6ffPIJABUrVrS1UDZv3tyldUkcg8UC27YJgWvZMsgRw/rw8IBhw4SLq39/54bN5+eL41lFrNOnhdDl4wPjxoma7jNkZWeLtPzISJGeb6V8edGiGBEBzZo5vnhNgz17yP4+hvhfb3DVrTmmXmehoZg2SJMmlH+1BcFdfahY/8mcyhe4YAubv0qhDD9ao6AwgQmUxzUZfjnksIIVRBLJJuy5vGUpSxpptstlkB0GkqI8q/jFTil+SSQSQbGLXTkFr4IGDhxY3DftUm7evMm+ffvYt28f+/fvZ//+/dy+fRuAqVOnMnfu3Ce+rfj4eL755hvWrVtHYmIiBoOBunXrMnbsWN5++20Z3Csp9WiaRm66VuDMEi6tzBS7W+tpmqd1gFeAHt+KbviUd8O3oh6fCm74VtDjFaC3Zf4ln88nfm8uty+LVqr8HI3Lu3KI251DtWae1OrkRZlqcgCtpORx6tQpVFUlOjqamzdv2tY7deqEoiiMHTvWJa3mmqaxc+dOVFXFw8ODH374AYBmzZrx7rvv0rVrVwYPHmzL55K8WCQmQlSUCJu/dMm+3qyZPWy+UiXn1nT2rDBkzZsHMTFgNRG++aaoa9w48L83r/3wYSFwxcQIaxoIFaxfP3Eiw4aBM9qACzLB0iJXE3e9Ote9Q9Dca4pwM3c3dECVJp4Ed/YioPrjn6syyWQpSzFiZBvbbOvlKc9kJhNOOC1p6bjzeQLSSKM2tUnB3ufal74oKAxnON54u7A6SWlDil8SieRpKfZ3fsHBwZw+fdqW3fGiUKVKlWK5nTVr1jB58mTS0uyfZmVlZXHgwAEOHDjAnDlzWLduHfWcMMpaInle8nMsdndWioWsZHNBnpYFU/7TxQF6+ugKRCwhZFl/9i6nx83j0S9IdDodlRp4UqmBJ+nXTcTvzeXa8VwsFvGCJ+l4HknH82Sul6TEkJqayuLFi1FVld9++822XqVKFUJDQwkPD6dx48Yuqe3q1avMmzcPVVW5cOECAAaDgZkzZ1K2bFkAZs2a5ZLaJI4lNxdWrxaC0q+/2sPmy5SBCROENtS2rXPD5jMyYMkSoVft2mVfX7TILnY1bCj+2bhzBxYsEDsdPmxfDwoStq+wMKhVyxnlA6DdusXtur2I8+zEbcMr4O8OdetAo0a4Va9K9dYGanX0wqf8o+1xGhp72YuKymIWk046ADp0DGAACgpDGYoB52f4gcgJ28lOhjEMEG6t1rTmHOcIJ5wwwggm2CW1SV48Hip+xeWTEmci87YUvySSl51iF7uGDx/O6dOn2b59O506dSrumy8RBAUF0ahRIzZs2PBU+x0+fJhx48aRnZ2Nn58ff/7zn+nVqxfZ2dksWrSIH3/8kXPnzvHqq69y4MAB/O/7eFIicT4Wk0bWHYstHF58F4JWbubTtR26uevwqaDHt4KbzZ3lU8ENn/J6PH2Kp9XQv6o7zYa7U7+PNwn7c0k8kEN+tnjHJnO9JK7EYrGwfft2VFVl6dKlZGdnA+Du7s7gwYNRFIWBAwfi4eHhkvo2btzIl19+ya+//orFIv62/fz8GDduHIqiEBAQ4JK6JI7n+HF72HyBaR2AHj2EwDVqlHPD5kGIXO+8A4sXi59BtC2+8orQqwYPvmeHh/VbenrC8OHiRPr0cU6/5eXLsGsXlgmTuH4yj7jdnqQ3+gjy88QYyLr18CzrSVA7L2q2Nzz2+e8614kmGhWVM9gz/OpQBwWFUEKpSU1Hn9UDMWNmE5tQUVnBCkyYSCSRQAIBiCGGilREj4wTkDgWKX5JJJJ7KXax609/+hNz587l888/Z9y4cQQHBxf3IVzC3/72N9q1a0e7du2oUqUKcXFxTz1G/U9/+hPZ2dm4u7uzYcOGImJg7969qV+/Ph988AHnzp3jiy++4L/+67+K+SwkkgejaRq5aZptyqFd1LKQfcfM03i0dIB3ucLuLLtLy1BG5zRHlcFfT/3e3tTp5kXS0Vzi9+baXugUzvWq2dZAzXYy10viOG7evMkPP/yA0WjkUqF+sMaNGxMREcHkyZOLzT38tGiaZvubPHLkCOvXrwegW7duKIrC6NGj8fPzc0ltEseSmirC5lUV9u+3rwcGCuNTeDg422SenQ3eBZ1tvr6wfbsQuurXFwJXaKiorwhXr4qgeVW9v99y2jTRb1mxouOLz8mBlSshMhLTph1c8etA/OWe5FgKVMIBA8DDHZ9ybgR3Eh+2PMq1nE8+P/MzKirrWIcZ8fzljTdjGIOCQje6uUxEusxljBiZy1wSSbStt6IV17hmE7sqU9kl9UkkUvySSCTFLnZVqlSJn3/+mcGDB9OhQwf++c9/Mnbs2FL/ifDHH3/8XPvv27ePHTt2ABAREfFA19t7772H0Wjk9OnTfP311/z1r3912Sf8kheT/GxLESHL5tJKsWB+yrZDg6/+wS6tcvonmhrlLNw8dNRs60WNNoYH5npd2pnD5V0y10tS/Jw8eZIvv/yS+fPnk5ubC4C/vz8TJkxAURTat2/vknbalJQUFixYgNFoZPr06UyaNAmAKVOmcOfOHcLDw6lfv77T65I4Hk0T5idVhaVLhbgE4O4OQ4cK81P//uKyszCZ4Jdf7G2K8fFC8NLp4KuvRAZX1673tE7m58PatWKn9euFqwvEla39lu3aOaff8tgxmy0u924+8b6duVLlI/Jr1oXkXCgvxK6ywV4Ed/aiciMPdPqH13WKUxgxMo953MSe4deRjigojGOcy8PcV7GK4Qy3XS5HOSYxCQWFVrRyXWESySOQ4pdE8vLhkJczzZs3Z/v27XTo0IE33niDN998k4oVKz42eF2n03Hx4kVHlORyVq5cafs5PDz8gdfR6/WEhoby5z//mbt377Jlyxb69+/vpAolLyKmPI3LO7JJiTeRddtMXtbTCVruHoXaDiuKdkPfgu8eXqXLCVU41yvtmon4vTlcP5H34FyvTl5UaiBzvSRPj6ZpxMbGMmvWLH755Rfbevv27Xn77bcZPXq0S4aQmM1mNm3ahKqqrFixgry8PADmzZtnE7uqVq3K//7v/zq9NonjsZqfjEYo/DKrSROhC02Z4vyw+fPnhegWFQXXrtnXt2wRrYpg/27jzBkhLM2bJwLfrXTtKk5kzBhhCXMWixfD+PFkuFcmzrcX1+p0xdKwiQgQKyOiKCo18KB2Zy/KBrk/9DkljTQWsxgVlb3sta1XpjJTmUo44TTGNRl+GhoHOUgWWXSnOwA96YkvvnSmMxFEMIxheOHlkvokkmdFil8SyYuPQ8SuZcuWERERQXp6OpqmoWlakQlTD+NFfmO5c+dOAHx9fWnTps1Dr9ejRw/bz7t27ZJil+SZyUmzcHhhOmnXzY+8nk4HPuXdhKhl/V4w+dDg77y2Q2dSppo7ISP8qN/HQuL+HBIP5j4w16tWRwPVWshcL8njyc3NZeHChcyaNYvjx48D4jltxIgRvPfee3Tq1Mklf0sWi4WPP/4Yo9FIYqK91ahFixZEREQwceJEp9ckcQ55ebBmjdCGfv31fvOTokD79s4Nmwc4eBDefRcKzO6A6DIMDRU1NW16zw4PS6ivUgWmThU7FUmndxCaJo5vMkHPnmiaxt0m/bgc+Bq3aveGho2gRg3Q69C76agWIiYr+lV6cEaYhsZ2tqOisoQlZCNsdm64MZjBKCgMYhAeuMbhn0wyMcSgonKMY7SlLfsR/a4BBJBIIuUo55LaJBJHIMUvieTFo9jFrj179jB+/HjMZvGAUKtWLZo3b07ZsmXR60uXE6Q4OX36NAD16tXD/RH9AY0aNbpvH4nkaUm/buLQwgxy0uwB8l7+enzKF+RnWV1aBdMO9W4v5xOyVxk99fv4UKe79wNzvU79nMX5zTLXS/JwkpOT+fe//813333HjRs3APGhRkREBH/84x+pW7eu02vKz8+3tcDr9Xq2bdtGYmIi5cqVY9KkSSiKQqtWstXoReXECeGYio6G5GT7evfu9rB5Z5qfNE3oVdaZO/7+QujS62HgQFHT4MEiR77ITvv2CYFr4cL7E+qnTRPfnRH1cOOGcJJFRsLZs2ht23MzageXd+WQmgSE/zd4iNd1HgYdNdoaqNXBC4P/g58vEkkkiijmMpeL2G12jWmMgsJkJlOVqo4/rwdgxsxGNqKisopV5CEcoAYMNKABOeTYHFxS6JK86EjxSyIp/RS72PXPf/4Ts9lMQEAAMTExvHKfB/3lIycnh+SCV5w1atR45HXLlSuHr68vmZmZRT6FtzJnzhybS8zqHpgzZw5bt24FoGvXrkybNq0Yq5eUNm6dz+PYkkxMBRlc3gF6Wk/0x6+yEyZQlVIK53rdOidyvVLiiuZ6xe3OoWozT2p1lLleEjhz5gxfffUVUVFR5BRMfatRowZ//OMf+d3vfkfZsmWdWo+maezduxdVVVm+fDmnT5+mcmURDP3//t//46233mLo0KF4eclWoxeR1FTRURcZKTQiK9Wq2cPmnR3DdvOmENxUFRo3FhlhAA0aiHbKfv2gevV7dkpOFjtFRsLJk/b1unWFKjZ16gMS6h2A2SzscHPmCHucyYQZd5LK9yS+XASZi1LtUx093PEqo6dWRy9qtDbgbrj/DW0uuaxiFSoqG9iAVjD2xR9/xjMeBYUOdECHa98MT2Mac5lru9yGNigoTGCCFLckLz1S/JJISh/F/o7twIED6HQ6Pv74Yyl0FZCenm77+UmmWlnFrgzrJ5mF2LlzJ1FRUUXWdu3axa5C1v6HiV25ubm2kGSAtLS0x9YiKV0k7s/h9PostIJoroBAd1pN8MPgJx1JT4JOp6NyQ08qN7w/18tigaRjeSQdy6N8sAe1OhpkrtdLhqZpbN26lVmzZrF27VrbeuvWrXnvvfcYM2aM04eKXL9+nejoaFRV5cyZM7b1ZcuW8eabbwLQt29fp9YkcQ6aJqYVqqro8iscNj9kiOjuGzjQuWHzVo0oMhJWrxYdfyAyw7KywBpXFxZ2z06xsUJYWrVKhM8DeHnB6NHCxdW9u3P7LRVFuLmAPL0PiW1+R0KTCeTVbACe9r9x/ypuBHf2ompTzwc6pI9wBBWVGGJIIcW23oMeKCiMYhS+ONFmV4gssljOcrrTnSCCABjGMFazmslMRkGhBS1cUptEUhqQ4pdEUvIp9pdAWVlZgHAYSQTWT/0BPIv49B+MwWAAINv6yrUQc+fOZe7cuc9Ux//93/8991RJSclE0zTObcwmbo/9d61KI09CRvo+crS55OE8MtcrLp+UuHx8K7hRq8PjR8hLSjd5eXksXryYWbNmceTIEUAIo0OHDmX69Ol069bN6aLnxYsXmT59OuvWrbPFBnh7ezN69GgURaF79+5OrUfiPK5eFTqMqsKFC/b1xo2F+WnyZBFn5Wz+/W/45z9FfVbatRM1jR9vF7psxMUJi5fRCIWd7G3aiJ0mTABnOCRzcmDFCujWTWRuAQwfTtbPu4jvM4OrgX0xB5QvskuFOh4Ed/aiQp37Q+dTSGEBC1BROcxh23oNajCVqYQRRj3qOfy0HoSGxn72o6KykIWkkcbf+Tv/xX8BMJjBJJGEAYNL6pNISjNS/JJISh7FLnbVrl2bkydP2kQvCUXaRqwTsB6F1X3l7e1drHX8+c9/Zvr06bbLaWlp1KxZs1iPIXE+5nyN48szuXHG/rsV3NmLBn29peuoGLDmetXu5s01a65XSkGu1+2CXK8t2dRsI3O9XjRSUlL4z3/+w7fffsu1gnFx3t7ehIeH884771DfyX1hmZmZ+BaELZUrV45ffvkFs9lMx44dURSFsWPHEhAQ4NSaJM4hLw/WrhUC1/r19rB5Pz8hJEVEQIcOzjU/ZWWJCC3rS5zcXCF0VaggpjsqCoSE3LNTbi6sXCmsX7Gx2GzI5crBpEniRFq2dM4JHDsm3GTz58OdO/Bf/wV//zupV03E5fbhxlt70PT29n+dDqo2FaHz97aymzGziU2oqKxghS3ryhNPhjMcBYW+9MUN18QJ3OIW85mPisoJTtjWa1O7SD6Ye8GXRCJ5fp5b/KrhTvla7pQP9iBAil8SyTNR7M9oI0eO5MSJE/z666/S3VWAvzWVFR7YmngvmZmZwJO1PD4NBoPB5hqTvBjkZlg4vDCD1CTRK6LTQeNXfKjZVubyFDfunjpqtvOiRtsH5Hply1yvF4nz58/z9ddfYzQabR/cVKtWjT/84Q+8/vrrlC9f/jG3UHykpqayaNEijEYjer2e3bt3A1C+fHnmzJlD27Ztady4sdPqkTiXU6eELhQdDbdu2de7dhW60Jgxzg+b379fiG4LF8JXX4k8MBCOsurVRQvlfS81jh0TJzJ/PqTY2/no00ecyIgRdtXMkaSmwqJFQuQ6cMC2rNWsSTLBxM1NIyW+oPeyQOhy99BRvbWBWh0NeJctKlZd4hJzC74SKTTtlBZEEMFEJlKBCo4/r0eQTz6NacxtbgPghRejGY2CQg96oEd+QCOROIOnFr8STdxNNHFJil8SyTOj0zTrx2rFQ3p6Om3btiUpKYktW7bQtm3b4rz5EkNcXBy1a9cGYOrUqY9tLaxYsSK3b9+mRYsWtjaYB3Hnzh3bG6kxY8bw008/FVfJ95GWlkZAQACpqamUKVPGYceROIaMm2YOLUgnO1V8xO/uqaPFGD8q1nPNmPKXEWuu17Xjedz7SCpzvUoXmqaxY8cOZs2axerVq7E+NbZo0YL33nuPcePGPVEbenFgsVjYtm0bqqqybNkyW0u7u7s7cXFxVL8v1VvyIpGWJsLmVRX27rWvV60q8tkVRYS8O5PkZKFTRUaKaY9Wxo4VtT4Qq7AUGSkUMivVqwuFLDwc6tRxaN1FMJnEsW/eFJc9PLAMG8m1Pm8RZwoh43bRB3GDr56gDgZqtDHg6WMXhLLIYhnLMGJkC1ts6+UoxyQmoaDQCtdNO73ABVazmnd51xZ4/zt+xxGOEEEE4xlPWcq6rD6JRPJgctMtpMTlcyfedJ/4dS9S/JK87DypjlHs1gN/f382bdrEmDFj6N69O++++y7jxo2jQYMGL/UUqCZNmrBjxw4uXLiAyWTC/SGJsYUDhuWn9ZKHcftiPkd+ysCUJ16ce5XR03qCH/5VpZvImdyX63Ugl/ycB+R6dTQQ2ELmepVE8vPzWbp0KbNmzeJAIafHq6++yvTp0+nVq5dTxcpFixbxl7/8hcuXL9vWmjRpgqIoTJ48mSquCGOSOBxNg507hS60ZIloEQQx8G/wYGF+GjTIuWHzILLjJ04UkVaFc+NHjRI19ehxzw6aBjt22E+kcGr+sGFip/797ZMMHcmNGyIlf9o08c7Qmty/Zw/5U3/HlabjSTjrRc4NC2AXunwriND5aiGetsdsDY197ENFZRGLSEMM+NGhox/9UFAYxjC8cM3r3EwyWcYyIolkO9sB6EpX2tMegNnMxhPniPUSieTZMPjrqRZioFqIsMY+SvySzi+J5Mko9pdNboVewGiaxieffMInn3zyRPvqdDpM1tE9Lxhdu3Zlx44dZGZmcvDgQTp06PDA623bts32c5cuXRxSy+zZs5k9e7Yt1FhSurhyKJdTazNtTqIyVcXERZkV5Toem+u1Lovzm7Op2daLoHYGDP7y/8rVpKam8sMPP/DNN99w5coVQOQrhoaG8u6779KoUSOn1JGdnY3JZLK1u+v1ei5fvkyZMmWYMGECiqLQrl076Q58Qbl2DaKihIvr/Hn7esOGQheaMkU4upzJjRv2gHs3NxFnlZ8PbdsKV9kDc+OvX7efyLlz9nVrav6UKVC5suOLN5nEOMg5c0TImckkMsDatQMg559fEX9Ux5VDeZgOaIDFtmvZmu7U7uxFpYZ2N+4Nbtiyrk5xynbd2tQmnHCmMtU2ydDZWAW4SCJZxCLSEZO/9egZwIAi7YlS6JJISh9S/JJInp9ib2PU65/9TZxOpys1AszTtjHu27fPJnC9/vrr/Pvf/77vOhaLhWbNmnH69GnKli3LzZs3HTrGXrYxli40TeP8pmwu77JPXKzUwIPmo/zkE1gJQ9M0keu1J8ee/1KAXo/M9XIh169f5+uvv+Zf//oXaWnCnVG5cmV+//vf88Ybb1CpUiWH16BpGgcPHsRoNLJgwQJmzJjBX//6V0AMKFm6dCkjRozA577xdZIXgfx8WLdOmJ/WrxfuKRDZW+PHC0GpUyfnhs1nZ8OyZUKr2rFDDEq0dssePChMUS1a3LOTyQQ//yxOZN26+08kIgI6dnTOiVy6JIo3GiEpyb7esSN89hnp9TsSt/v+lnMdULmRCJ0vW1M8HpswsZ71qKisZS0mxGO4N96MYlSJybrawhZ609t2uQ51UFCYylRqUMOFlUkkEmcg2x4lLzMua2P8+9//Xtw3+ULQvn17unXrxo4dO4iMjGTq1Kl06tSpyHW++OILTp8+DcCf/vQnhwpdktKFOV/jxKpMrp+0T1ys1cGLhv290enlk1VJQ6fTUbmhJ5Ubet6X62WxQNKxPJKO5VGhtsj1qlhf5no5mgsXLvD5558zd+5c28Tbxo0bM2PGDCZOnOiUNvtbt24RExODqqocP37ctr5p0yab2GUwGJg0aZLDa5E4n9OnhR4zb549NgqgSxchcI0dK6YrOgtNE0KWqsKCBSJiC8Sboq1bxXBEgDZt7tnx/HmxU1SUsKZZ6dRJCFxjx0KhwTwOZ88e6NzZfrliRZgyBU2JIMWnAXG7c0jelFZkF72bjuotxYcOvhVFR8IZzmDEyDzmcZ3rtut2oAMKCuMYRwCumXZqwsQv/MJd7jKZyQB0pzsNaEAHOhBBBN3o5nIBTiKROA/p/JJIHk+xO7teVHbu3MmFCxdsl5OTk3n//fcB0W44bdq0ItcPCwu77zYOHz5Mly5dyM7Oxs/Pj7/85S/06tWL7OxsFi1axA8//ABAgwYNOHDgQJEpjo5AOrtKB3mZFg4vyhDjiBGfRDca5ENQ+5c3A680kpN2f66XFZnr5TgOHTrEp59+ytKlS7FYRMtSp06d+Oijjxg8ePBzuZGfFE3TmDx5MkuWLCG/IPjIYDAwatQowsPD6d27t1PqkDif9HT46Sdhftqzx75epYoImw8PByd1zBbhxAkhZh07Zl8LDhb1hIVB0L2deVlZwvo1Zw5s325fr1gRQkOFyNWkiRMqB44ehYQEkb8FwlFWu7Y4fkQE2uAhXL+gI253LmnXizprPbx1BLXzIqi9AU9fPemk8xM/oaKym92261WiEqGEEk44TWnqnPN6AOc4hxEjUURxjWtUoQqJJOKB+DDUjBk3nJB/JpFISh3S+SV5kXlSHUOKXU9IWFgYUVFRT3z9h92ta9asYfLkybb2mXtp0KAB69ato169es9U59Mgxa6ST0aymcMx6WTdLZi46KEjZJQvlRvK/I3SiilPI+lILgm/2XO9rHh462SuVzGgaRpbtmzhk08+YePGjbb1V155hY8++oiuXbs63ElnNpuLZFhan0Patm2LoiiMHz+ecuXKObQGiWvQNNi1S5iffvoJMjPFupsbvPqqcHG98go407xtNotYLWtrYmoqVKsmnKYjRwqtqlcv0WZd5EQOHhRK3YIFYkwkiCsNGCB2GjIEnDGlNDUVFi4UYtvBgyLILDHRntifmYnJw4erh3OJ35Njm1JsxTtAT3BnLwJbGnDzhB3sQEVlCUvIQkwDcMONV3gFBYVXeMVlOVcZZLCUpaio7GCHbb0iFQkllL/zd8ogX7NJJJKnQ4pfkhcJKXYVM8UldgHEx8fz9ddfs27dOq5cuYKnpyf16tVjzJgx/P73v3daTosUu0o2KXH5HFmcYXMBefnraTXBT+Y8vSA8LterWoiBWh0NcsLmU2A2m1m5ciWffPKJbbKim5sb48eP54MPPqB58+YOr+HOnTv8+OOPfPvtt6xfv55mzZoBcOnSJTIyMpxSg8Q1PCyjvUEDe0Z7tWrOrenyZRFjNXeuyIcvNHCUjRtF6Px9mmtKCsTECGHpXutXRISwftVwQiaUdbLjnDmwdKl9sqOHBwwfDrNnQ6VK5GZYSNiXS+L+nPtcswHV3Anu7EWVJh4k6ZOIIgojRi5gd+o3pCEKClOYQjWc/B/0AN7lXb7iK0CEzQ9iEAoKgxksg+YlEkmxIcUvSWlGil2SxyLFrpJL0tFcTq7OpKDrCv8qbrSe4I9XgHT7vIikXTMRvyeHayeKhicDIterk4GK9WSu18PIzc0lOjqazz77jHMFKoOXlxfTpk3jvffeIzg42OE1XLx4ka+//hpVVckssPL84Q9/4JtvvnH4sSWuIz9fZLSr6v0Z7WPHCm2oc2fnh82vWCEMWZs329fLlYNTpx4y3dFiEVeOjBQ7F+TaYTA8wvrlYP72N/jv/7ZfbtrUrhpWrEhmspm4PTkkHc3DYi76wFmpngfBnb3wCTazVrcWFZVf+RVLwfRFP/wYxzgUFDrRCR2ueWy9wQ2iiaYHPWiHmBh5hCOMYQwKCqGEUp3qLqlNIpG8XEjxS1KacLjYlZCQAED16tWLtGoUB2azmatXrwIQdF9whOR5mT17NrNnz8ZsNnPu3DkpdpUgNE3j4rYcLm7Ltq1VqudB89F+uBvkk8iLTk6ahYR9OVw5KHO9noS0tDT+85//8OWXX3KtICi7XLlyvP322/zhD3+gcuXKDj2+pmns3r2bL774gpUrV9ocvSEhIUyfPp0JEyZgMBgcWoPENZw5IxxTUVFw44Z93VUZ7VZ+/BE++ADu3hWXdTro21e0Tg4fDvfNYUhMFLYvVRUjGK20aAHTpsHEiVC+vOMLN5nEaMrgYAgJEWuHD0O3bjBhgrhTO3QAnY47CSbidudw62wehR8ldTqoFiImK16ucgoVlfnM5za3bdfpRjcUFEYzGj+cOA2gEPnkF5n2aMbMVKYyl7m262hoLhPgJBKJBKT4JSnZOFzs0uv16PV6jh07RpNiDiU9efIkISEh6PV6TCbT43eQPBPS2VWysJg0Tq7OJOm4feJizbYGGg/ykRMXXzKeKNervQGD38vp9Ltx4wbffPMNs2fPJrVghFz16tWZPn06v/vd7xw+3MNKXl4eQUFB3ChQOwYNGsT06dPp06ePdOG9gGRkiAwuVRWZXFYqVxYZ7YoCjRs7t6aUFPHdqketWiVEraAge9j8fcbGvDxYvVq4uH79FZudNCBAiFsREdC6tXPsaBcuiDt07lwx2TEsTKiIVjIzwdcXTdO4eTafuN053E0s+rrQ3VNHjbYGAtrnsDxgESoqBzlo2x5IIGEFX/Wp7/hzeggPm/bYkY68yZuEEuqy2iQSieRxPI34pddDmepC+Cpfy12KX5Ji50l1jOcKg3F0B6TssJS8LORlWTiyOIM7CfaJiw36+1Cro0G+aX4JcffUEdTei5rtDNw6m0/8XnuuV362xqUd2cTtzqFaiCe1Orw8uV6XLl3i888/R1VVcgvarBo2bMiHH37IpEmT8HRwUPbdu3dZuHAhr732Gm5ubnh6ejJjxgzOnTvHO++8U+wf/Ehcj6aJKYqRkbB4sT1sXq8XIfMRESJ03plh8xYLbNpk7zj86CP4+GOx7ZVXRBZX794P6Dg8dUrsNG8eJCfb13v0EC6ukSPBGZmh2dlismNkJGzdal+vWPG+LDCzpw/XDuYStyfnvjdWXv56anbw5EKbPXzsFclylpOLeFzwwINhDENBoR/9cH++l7vPjYbGYAZzkYsAVKaybdpjE+TjhkQiKfkY/PVUCzFQLUQ41h8lflkscDfRxN1EE5d2SPFL4jqe+9lfvhGXSJ6PzNtmDi/IsDl43Nx1hIz0pUpjGUT7sqPT6ajcyJPKjTxJTTKRsNee62Uxa1w9ksvVI7kvfK7XkSNH+PTTT/npp5+wFATZtW/fno8++ohhw4ahd3CO0OXLl/n666+JjIwkIyODwMBAhg0bBsCMGTMcemyJa7hxQ2hCqipaFq3Ury8cXKGhEBjo3Jri4oQBymiEgiQJAA4dsv/s4SHaFm2kpwuVLjIS9u61r1erJlxUigJOmP5chK5d7UXrdGKy47RpRSY75mVZuHIgl4R9ueRmFp2s6FfJDc9OKawNiWKuu5EE7HdGCCFEEMEkJlGRik47pcJoaOxmNzHE8CVfYsCADh2/43fsYhcKCq/yKh44USGVSCSSYuZe8SsnzcKd+HxS4kzciZfil6Rk8NxiV//+/fEo5o808/Pzi/X2JJKSyp2EfA4vyiA/W7gYDb5i4mJA9ZfDqSN5cgIC3QkZ6Uf9vvfnet2+nM/ty/n4VnAjuJMX1Zp7lvpcL03T2LZtG59++im//PKLbX3gwIF8+OGH9OjRw+HC3p49e5g1axbLly+3iWxNmjQp9uc8ScnAGhsVGQlr19rD5n18YMwY4eLq2tW5YfNWRo+G5cuLdhxOmiRqatXqnis/zI7m5gaDB4udBg0Cdyc8z9y5I2oIDxdh9yAcZLdv2yc71qxpu3r2XTPxe3K5ejgXU35Rd79/LY1zXbYTXe87NuvsyftlKctEJqKg0JrWLsu6usY15jEPFZVziEEZPenJWMYC8CEfuqQuiUQicQZeZaT4JSl5PFdml6PR6XSYzQ/vB5Y8HzKzy7VcO57LiVVZtilSfpXcaD3RD++yxTvwQfJi8qhcL08fketVs13py/WyWCysWrWKTz/9lN9++w0Qzzfjxo3jgw8+oGXLlg6v4e7duwwaNIi9hZww/fv3Z/r06fTv3/+FdM+9zJw7JxxcUVFw3R6lRMeOwvg0bhw4+yny5Elo0sQurL32mgif79NH1DRiBHh737PTzZvCjhYZWdSO1qCBEJZCQx8yirGY0TTYtg3mzBHtijk5IuxszBixPSdHOLgKvY5Mu2YiblcO108VnUirA7KbJhHbOZrowP+QSmrBuo4+9EFBYTjD8ebeO8M55JPPz/xMJJH8zM+YEY/FvvgylrH8iT/RghYuqU0ikUhKEo8Sv+5Fil+Sx+HwgPrw8PBnLu5pMBYOKpUUK1Lscg2apnF5Rw7nt9gnLlao40GLMb54eJUuYULiejSLxq1z+cTtybFlvlnRu+lKTa5XXl4eMTExzJw5kzMFb9S9vLwIDw9nxowZ1KlTx6HHN5lMuBc4XTRNo3379hw7dozJkyfzzjvvEGKdECd5IcjIgKVLhS60c6d9vVIloQmFh0PTps6t6c4dWLBA1HT4sOg67NBBbIuLExpS7dr37GQ2i5D5yEgROm8d6uMKO1pSklAMIyPh4kX7erNm8M9/QkHrrxVN07h9UUxWvH25qKM/zz2Hc612s7DTlxwst9u2XotahBPOVKYSTLAjz+aJOM3pIplbnemMgsJYxuKPC8ZxSiQSSSnhecSvskHupb6DQfJ8OFzskpReZs+ezezZszGbzZw7d06KXU7EYtI4tS6Lq0dybWs1Whlo/KoPejf5oC15Pu7N9SpMpQYehAz3xcO7ZAmq6enp/Pjjj8yaNYurV68CEBAQwNtvv80f//hHqlSp4tDjx8fH880337B48WJOnjxJQEAAAEePHqVKlSpUdYYTRuIUNE0ISKoKixYJwQvEi+hBg4RjavBgW2yUU7BYYMsWoQ8tXw4Fcxfw8IDvvhOOrgdy6ZJ9imHB3w0A7dsLgWv8eOfa0a5cEWMfrW58Pz+YMEHU0r59EbHNYta4fjKPuN05pN+wv7nR0LjqE8/uditY1P4bsnzSAPDCi1GMQkGhJz3R45rHsHTS+YmfuMIV/s7fbesjGEF96hNOOI1x8jhOiUQieUGQ4pfkaZBil+SxSGeXc8nPtnB0SWaRT7Ab9PUmuLOXbIuSFCs5qQW5XofsuV4A5Wu502ayP3p31/++3bp1i2+++YbvvvuOu3fvAlCtWjWmT5/Oa6+95vDHpAMHDvD555+zdOlSW7v8f/7zH157qLogKa3cvAnR0UJQOn3avl6vnj1svnp159d1+bKYmhgXZ18LCRH60KRJYjhhEXJyhCIWGQmb7ZlVlC8PU6aIHZ3lQDx/Hg4cEIKWlc6dxTuQadOEq8zXt8guplyNK4dyid+bQ06aPXQ+lVTOlD/Cmk4/cqjFRiwewp3WjnYoKIxnPGUp64yzug8NjZ3sREXlJ34iiyw88SSJJCpQwSU1SSQSycuAFL8kj0KKXZLHIsUu55F1R0xczEgWD9R6Nx0hI3yp2lROXJQ4Dmuu14Wt2bYhCNWaehIyytdlAuvly5f54osvUFWV7GzRytugQQM++OADJk+ejMEaYu0ANE3jl19+YebMmWzdutW23rdvX6ZPn86AAQOckkcpcTwmE/zyizA/rVlj7+7z9hY6jKJA9+7ODZvPzYWzZ6F5c3HZbBZtiWlpMHGiqKlNmwfUdPiwELhiYqBAGEang379hMA1bJg9/N2RZGWJDK45c2D7dmGBS0qCChXs23187tstJ81Cwm8FQzVyxeNQPvlc4hKHq+9gQ5d5XGt4Ck2vUZGKTGEK4YQTgutah5NIsoXNn+e8bb0hDVFQeJ3XCSDAZfVJJBLJy4YUvySFkWKX5LFIscs53E00cXhRBnlZ4pNsTx8drcb7U7Zmyc5Qkrw43L1i4kBUOmaTeLgP7uxFw373vyl1JMeOHePTTz9l8eLFNidV27Zt+eijjxg+fDhubo4fzJCYmEjt2rUxm824u7szYcIE3nvvPVq0kAHSLwrnz9vD5q9ds69bu/vGjROTDJ3J0aOipvnzRXtiYqL4DnDsmHCY3acR3b1rD/A6dMi+HhQkAsXCw6FWLeecwKFDQuCKiRHKHIh3EgMHwtdfixN4ABm3zMTtzuHasVwKhplyneuc5Sx7GqznROeNJAfFodfpGcQgFBQGMxhPXP8h0Bd8wQxmACJsfhzjiCCCTnRy2bRHiUQikdiR4tfLjRS7JI9Fil2O58apPI6vyLSJDL4V3Gg9yQ+fcnLiosS53Dybx5FFGVgf8BsN9KFWBy+HHlPTNHbs2MGnn37Kzz//bFvv168fH330Eb169XKowywtLY1NmzYxYsQI29obb7yBr68v77zzDjVr1nTYsSXOIzNThM2rqjAcWalYUXT3KYrISHcmd+/CwoVCqzp40L5evTps2gQNGz5gpwdNMQShjA0fLtoD+/QBJwjDNiIjxXGtBAcL1TAsDGrUuO/qmqZxN8HE5d053DonWvazyOIc5zjtdorjIVs533kH6ZVuUp/6KCiEEkoggc45nwdwkpOoqHSmM6MYBcBNbjKWsUxlKmMYgx9+LqtPIpFIJI9Hil8vF1LskjwWKXY5Dk3TiNudy7nYLNta+VrutBznV+ICwiUvD4kHcji1TvxO6oAWY/yo0qT4XRQWi4W1a9fyySefsGfPHgD0ej2jR4/mww8/pHXr1sV+zMIkJSXxzTff8P3335OWlsbp06dp1KiRQ48pcS6aBvv2CS1m0SJITxfrej0MGCD0mCFDnBs2b2XePHj99aJa1bBhQnTr3/8BWlVSkgiaV9X7pxhGRMDkyQ8I8HIAFosQ2zw8xARHgBs3hHNryBBRS69e4k6+B82icfNMPpd35ZCaZMKChQTiOcNZLnmd42LbPVxsvwc3fwtjGYuCQhe6uMwllUYai1iEispv/AZAD3qwla0uqUcikUgkxYsUv15snlTHkH1UEkkxYzFrnP45iyuH7BMXq7cw0GSwT4kIBpe8vNRs60VOmsalHdlowLHlmbT101EuyKNYbj8vL4+FCxcyc+ZMTp06BYDBYCAsLIwZM2ZQ7yHtTsXF6dOn+fzzz4mOjiY/X7hKGjZsyK1bt6TY9YJw65YIm1dVOHnSvl6njhCTpk59oOHIoVy5Avn5In8LRCZXTo5dq5o0CSpVumen/HxYt06odT//jK3Pz9/fPsWwXTvnhIpZxbbISDHlsUcPsGbaVakiBK8HZHEBmPM1rh7OJX5vLll3zNwhhTOc5TznuVPmBuc77iSu9X46GtrxL752uUtqBzuYwxyWsIRsRGagO+4MZjARRLisLolEIpEUL15l9FQLMVAtRGRaPkr8slhE7MzdRBOXdgjxK6C6O+WCPSgf7E7ZmlL8Kq1IZ9dLjHR2FT/5ORaOLckk+ZJ94mK9nt7U6S4nLkpKBpqmcWJlJknH8gDw8NLRXimDX6Vnb43KyMhgzpw5zJo1i8TERADKlCnDW2+9xZ/+9CeqVq1aLLU/jCtXrvDWW2+xZs0a21rXrl15//33GTx4sAydL+WYTLBhg9BiVq+2h817ecHo0UIX6t79gYYjh5GbK4LvIyNFbZMmCUeXlWPHxGDE+x72z54VO82bJ0QkK127ihN5wBRDh5CfL0S2OXPuF9smTYLvvntku2RepoWE/bkk7s8hIyuXi1zgDGe5xS1Sq1zjXOftmJveItRtCmGE0ZAH9W06nz70YTNikmUjGhFBBFOYQhWquLgyiUQikTiTp3V+SfGrZCHbGCUPZfbs2cyePRuz2cy5c+ek2FVMZKeaORSTQcYt+8TFpkN9CGzuhClZEslTYDFpHFqYwe0CUdY7QE+HiDIY/J9OLUhOTubbb7/lu+++IyUlBYCqVavy7rvv8vrrrxPgpCTwrKwsgoKCSElJYfjw4bz//vt06tTJKceWOI4LF8BoFKajpCT7ert2wsU1YYLzw+aPHxeusuhouH3bvj5okDBqPfAzjcxMWLJECEu7dtnXK1cWVjRFAWc7D0eNguXL7Ze7dRNi2+jRjxTbslLMxO/N4crhXK6YrnKGs1zmMmbM3KxzgYudd9KpTlMUncIABuDuogaCPPJYwxqMGJnDHKoiBPdlLOMXfkFBoSMdZdi8RCKRSAApfpU2pNgleSzS2VV8pCaZOLwgg9xM8em4h7eOVuP8KFereNrDJJLixpSrsX9uGmnXxZN5maputAsrg7vh8U/W8fHxfPHFF8yZM4fsbNEKVK9ePd5//31CQ0Px8nJc8H12djbz5s1j/fr1LF++3ObaWrNmDQ0bNqRBgwYOO7bE8WRliWz2yEgRH2WlQgV72HxIiGtqGz8eFi+2Xw4MFDnt4eEPGEj4qFCxV14RwtKrr9rHMjqSrCyR4D9ggGhLBDFZcfp0cQKK8pDEfDupV01c3pXDxdMpnOUs5zhLOhloOgtXmh6DzteZUG0Yk5hEZSo7/pwewglOoKISTTTJJAMwk5m8z/suq0kikUgkpY8i4lecicwUKX6VJKTYJXksUuwqHm6eyePY8kzM+QUTF8u70WqiH74V5MRFSckmN93Cb3PSyE4TIm3FOh60muiH3u3BT9AnTpxg5syZLFiwALNZPOm3bt2ajz76iJEjR+LmwClxKSkpfP/993zzzTfcvHkTgLVr1/Lqq6867JgS56BpsH+/cEwtXAhpaWJdpxP6jKLA0KFgcKJJVtPEZMcOHUS7JMD//i/8/e+ilogIETbvfq9xKTkZ5s8XIteJE/b1unXtoWLVqzvnBA4eFHUsWCDu1Jkz4f0C0acg0+5RYpumadw6l8/53ekcTbjIGc6SxFU0wOSRx43WJ2jTsQZhZSfQlrYuc0llksl85hNJJPvZb1uvRjXCCENBoR6OzQuUSCQSyYuNFL9KFlLskjwWKXY9H5qmkfBbLmd/zcL6R1Supjstx/vh6SMzgiSlg4xbZvapaeTniN/i6i0MNB3mUyRjbufOnXz66aesXbvWttanTx8++ugj+vTp49A8uvj4eL788kvmzJlDZmYmAEFBQUyfPp2IiAj8/FwXdi15Ph6mC9WuLdxSYWFQs6Zza7p6FaKi7IMRFy2CcePEtjt3hEZU+V7jktkMsbHiRFatgjyRh+eSULE7d4Rra84cOHrUvl6nDvzlL6KWx2AxaSQdz2XP7jiOJ5/jAhfIRZxTrm86vh0yGdy2A6O8h+HDg4Prnckd7lCNauSSizvuDGUoCq5to5RIJBLJi40Uv1yLnMYokTgQzaJx5pdsEvbn2NaqNfWk6TBf+eAlKVX4VXKj1QQ/DszLwGLWuHo0F0MZPXV7Gvj555/55JNP2FWQM6TT6Rg1ahQffvghbdu2dXhtx48fp1WrVjYXWYsWLfjggw8YM2YMHs5o/5IUO2azCHRXVaELWQ1GXl4iRkpRoGdP54bN5+WJsHlVhV9+KZrVXjhDvly5e3aMjxehYkYjJCTY11u3FqLSxIlQtqyjy7eTnS2UwtRUcdlgEHdqRMQT3an52RZOHbpF7N4TnM24yG1SbNv0FfII6VyJSSHjqOtR24En8WgSSSSKKI5znMWIntJylGMGMyhPeSYz2aVtlBKJRCJ5OXjktMd7xC+LBe4kmrgjpz06nVLj7IqMjGTXrl2oqurqUl4YpLPr2TDlaRxbmsGt8/aJi3W7e1O3p5y4KCm93DiVx9ElGZgtFi5euMiKo1+y+aR4M+np6cnUqVOZMWOGQzOxNE0jLi6O2rVr2y63atWKSpUq8cEHH9C3b1/5N1ZKuXRJiElz5wr3lJU2bYQWM2GCc3UhKykpIhv+1i372iOz2nNzYeVK4eKKjRXtgiCKnzxZ7NiypXOKv3pVqHOF3VoTJ8KpUzBtmvi5fPnH3kxmaj5r9u5j/6E4EvKuYkGofW64EVjTn96dm/Jqw8646VzTmp9LLqtZjYrKr/yKVuClPs5xmtHMJTVJJBKJRPIopPPLsbxwbYzh4eHMmzfP9gm/5PmRYtfTk5Nm4fDCdFuot14PTYb4Ur2lnLgoKd1kZmby4z9Wc3jFbTIyMgCNo7nLGBnRm3feeYfAwECHHdtkMvHTTz/x2WefERcXR2Jioq09MSMjQ7YqllKys+1h81u32tfLlxe6kKJAixbOrSktTeTG9+1rX+vSBS5fFnFa4eHwQD33+HFxIvPnFx3D2Lu3EJZGjLCHezmS/HxYu1bUsn69+Lj4xAlo2lRsz8oCb++HjIUsyvHrF1i+ezcXTtwhS8u2rVekIk0aVWN4547UqlnBUWfyWM5zntnMZj7zuY39Pu9BDxQURjO6RLRRSiQSiUTyOKT4VbzINkaJpJjJumNmvzGdnPSCiYteOlqO9aN8bdlOJSm93L59m9mzZ/PNN99w+/ZtQsq8QvOK/QkJCUFpHk7X1ysSEOiYp4qMjAwiIyP58ssviY+PB8DHx4cDBw7Qs2dPACl0lTIK56IvXGjvqNPpoF8/YUIaNsz5YfM7doialiwRrZRJSWLCI4gJi1WrPiBsPi1NhHbNmSMS9K1Ury5UsfBwkYXlDM6eFScQFQUFAxoAYUMryLIDwOfRW5+uGQAAwCJJREFU4k+6ls7iy+vZsfs8GRftTi0vDNRzq0enlvXo1qlBiRiwcoxjfM3XAAQSSBhhhBMuw+YlEolEUuqQbY+uwWVi17x5857q+hcuXHBQJRLJk3E+NtsmdPmU1dNqoj9+lVz/hkAieRYSExOZNWsWP/zwA1lZWQDUqVOHN2cMoV3Zcdw+J0y/hxak014pU6xvfm/fvs1XX33F7NmzuXPnDgCVKlXij3/8I2+++SYVKrjOTSJ5Nm7fFqYnVYVjx+zrwcH2sPmgIOfWlJRkD5sv/BKiUSMRt2X9NatRo9BOmgY7d9qVsYK/Ddzd7WMYBwwAB04evY/YWKEUWqlSRdjQFAUaNnzs7hoauy17WHjyFy7tzsL7ekXADR06alCDxt716d6uEXXb++Hp6/zhKhYsbGUrKirNac4HfADAEIYwlamMYxz96Y8b8vlWIpFIJC8GUvxyDi5rY9Tr9U+VvaJpGjqdTrYxFgOzZ89m9uzZmM1mzp07J9sYn4Dsu2Z2fJ2KBhh89XR+s4xL3hRIJM/LqVOnmDlzJjExMZhMJgBatmzJhx9+yOjRo3F3d8di0jg4P52UeLHdp5wbHSL8i+13/sKFCzRo0ABN06hXrx4zZswgNDQUb2/vYrl9iXN42BBCgwFGjhS6UK9ezg2bt7JihcjcsobN+/mJqYqKAp06PaDL7/p1uzJ27px9vXFjcSJTpjxgDKMD0DQ4cECEiL3yiljLzRWqYdu2omXylVfgCQY0XOMa0XkxrD90EK+9QfikioT9MpShIQ0JKduAkE6VCGxpwN3T+S+SE0ggiiiMGLnMZQCCCeYiF9Ejn18lEolE8vIi2x4fTYnP7PLy8iIwMJDXX3/9ia6/ZMkSDh8+LMWuYkRmdj05Z3/NIm6vmLxYv5c3dbrLN+WS0sWePXv45JNPWL16tW2tV69efPjhh/Tv3/++Dx/ysy3sM6aTcUs85gYEutN2qv8zvSneu3cvu3fvZvr06ba1v/3tb7Rs2ZJhw4bh5kyXjOS5uXxZDCCcOxcSE+3rrVsLMWnixAdMLnQwp09DRga0aycu37olug3btxda1ZgxQvAqgskkcq8iI0UOlvX1ha+vUMYiIh6ijDmA27chJka0TB4/LsStixftSmFW1mNbFAHyyWcd64jKWMCFfenU3t8ejxxv3HGnLnVoSEMaVKtB7c7eVGnigU7v/BfDK1nJ93zPRjbawubLUIaJTERBoS1t0fFiv0iXSCQSieRpeCrxy01HQHU3ygd7UK7Wiyl+lXixq127diQkJHCj8FzvRyAD6osfKXY9Gfk5FrZ/mYopT8PNXUf3dwPw9JGfOktKPpqm8fPPP/Ppp5+yY8cOAHQ6HSNGjODDDz+kffv2j9w/J9XCb5FptvbdSg08aDXO74neIFssFtatW8dnn33Gjh070Ov1nDt3jrp16z7/iUmcTna2cEtFRsLmzfb1cuXsYfPOGkJoJT1d5G2pKuzZA927w7Zt9u3XrkG1ag/Y8fx5sVNUlLiSlU6dhMA1diz4+zu8fiwWcWfOmSPu3MLWuNGj4bvvnnhE5UlOYsTIsuR1lNvTmFpHW6M3u1OFKjSiIXWoS2A9H4K7eFGulrtLp5pGEIGKmKzdi14oKIxkpAybl0gkEonkCXnZxa8SH1Dfpk0bDh06RGJiIjVr1nRVGRLJY7l6OA9TntCEqzX3lEKXpMSTn5/PwoUL+eyzzzhx4gQAHh4eTJkyhffff59GjRo90e14BehpPcmPfWo6pjyNW+fyObUuiyaDfR76Zjk3N5cFCxbw2Wefcfr0aduxJ0+ejPt9CeCSkoymwaFDQhdasADu3hXrOp2YZqgoMHy4c4YQFq5p1y4huv30kz1Sy81NCG95eeDpKdaKCF1ZWfbRkIUVsYoVITRUiFxNmjjtPACYMQO+/NJ+uWVL0ab4hNa4VFJZzGJUVM4nXKfh7u60PhuKNz40oAENaUh5fVmqhRgI7uyFX2XnOijvcIcFLEBF5T/8h7a0BeAN3iCQQMIJpw5OCviXSCQSieQF4qkyv8wadxJM3EkQ8SRW8atOd28q1n2xB6257J1Ht27d+PXXXzl//vwTiV1du3Z1QlUSSVE0i0bCbzm2y7U6OvFdnUTylGRkZDBnzhxmzZpFYkF/mb+/P6+//jp/+tOfqFEkifvJ8K/iTstxfhyKScdigSuHcvEO0D+wlffAgQMMHTqUawVumTJlyvDGG2/wxz/+kerVqz/fyUmchrWjTlXh6FH7eq1a9rD5WrVcU5uiiPZJKw0aCJ0qNFRMVCyCVa2LjBRqXeHRkAMGCGFpyBC7OuZI8vJgzRpo2lQk5AOMGiXu5EmTxEm0bv3Ym7FgYRvbUFFZpi2j7NnaNNjdnd6JwQRRi0Y0pAY18fR0o0ZbA7U6eOFVxnkf0FiwsJnNqKgsZzm55AJgxGgTu9oVfEkkEolEIike7hO/Ui2kxOdzJ87EnfgHi1+4pL/PubisjVHiemQb4+O5fjKPo0szAKhUz4PWk5zQ2iKRPCU3b97k22+/LTLdsEqVKrzzzju88cYblH3CVqhHce14LseWZ9ouNxvmS/WWBkwmk82xlZ6eTlBQED4+Prz77rv87ne/IyAg4LmPLXE8FosIm1fVoh11np4ibF5RoE8f54bN5+fDzz9Dx45iACEIzeq110SnYUQEdO78gEitlBSh1kVGFlXrgoPFiYSFgbMc5adPizrmzRNBYm+9BbNni22aBjk58ASDGQqHucfnJxJ0rDUN9nSl5u36NKQR9amPN954+esJ6uBFjTaeeHg57z8rk0w+53NRH/G29eY0J4IIJjKRilR0Wj0SiUQikUjs3Ct+Zd0x0/vDcrgbSmc7Y4lvY5RISgPxewu5ujpJV5ekZHHp0iU+//xzjEYjOTnid7VevXq8//77hIaG4lWM/WXVQgzkpFk4F5sNwI65iWy59h+OxG1n79696HQ6/P392bx5M02bNsXTGW4ZyXMTF2cPm09IsK+3bCnEpIkToXx559Z05owQ3ebNgxs34JNP4MMPxbZRo4QZ675ILYsFtmwRwtLy5WKCIbhmNGRGBixZIrK4du+2r1etKlLzreh0jxS6cshhFatQUdnIRtyzvKh7oCPDfgujSVYLGtKQyogJkX6V3Aju7EW1Zp7o3Z3zwlVDswXJGzDwAz+QRBIBBDCRiUQQQWtay7B5iUQikUhcjFeAnsDmBgKbC+dXXqal1ApdT4MUuySSh3A30cTdK6K32b+KG+Vryz8XScng0KFDzJw5kyVLlmCxiPD4du3a8eGHHzJ8+HCHTTes1cnAoT0n2bn0LAkJiZg0f87dvsK+ffvo0KEDAK1atXLIsSXFR06OcG+pKmzaJAxGILLQrR11zv5vzMgQGVyRkUX1ocqVi3YZGgzin43ERKHUGY1iTKSVFi3EiUya5Fy1TtPESMgzZ8RlNzd49VVRyyuvwBPk1h3mMCoqMcRwhzv43C1L8z2D6XJ4GI3zm1Gb2rgXvHwrH+xBcGcDFet5OC10/jCHiSSSbWzjMIdxL/j6H/4HTzwZwQi8kROLJRKJRCIpqXj6vhwZ1M/07j0/P5/jx4/j7u5OSEjIQ19gHTt2jCNHjhAaGuqU25JIipO4PUWzulw5vUoi0TSN2NhYZs6cSWxsrG194MCBfPjhh/To0cNhv6Nms5nly5fz2WefcWD/ATqUm0R172Y0qNOI8ZNiad6wgUOOKyleDh8WYlJMjD1sHkR7YkSECJt/go66YicvD2rXhuRkcVmvF7pQRITQiTzuzU615l9FRsKvvwpXF0CZMsKKNm2ayL9yxmN2crJQ6V5/XQhbOh2MGCGcXRERMHXqQ0ZCFuU2t21h7kc4AkDZa4EM2DWebqeG0VBriD/Cpq8DqjT1JLizFwGBzvkQ5kH1AcQSy0AGAhBGmFNqkUgkEolEInkSnjqza8mSJbz55pu2XJjAwEA+/fRTJk6ceN91P/74Y/7xj39gNj94FGZx3pbk6ZGZXQ8n646Znd+kogEGXz3d3wlwWmuIRFIYk8nEsmXLmDlzJocOHQLAzc2NcePG8cEHH9CiRQuH1/Drr78ycKB4Q+vl5UX41AgG13kPt2yRx+VbwY32ir+cVFoCSUkROVeRkXDkiH29Zk0RNh8eLqKsnMmNG/DLL0IHsjJpEuzfLyK1QkMhMPABO546JU4kOlrkX1np0UMIS6NGgY+Pw+u3BZxFRsLKlUJ8W7dOKHQA2dliROVjxDYzZmKJRUVlJSvJIw80qHGxKSN2v0mLy92oTnVbG6Cbu47qrQzU6mTAp5xzJiue5CT/zX+zghWiPrC5txQU+tAHN5w75VEikUgkEsnLjUMyu/bt28eECRNwc3OjX79+eHh4EBsby5QpU9ixYwfff/+9S25LIiluEn7LtQ2oCGpvkEKXxOlkZ2djNBr54osvuHTpEgDe3t5MmzaN6dOnE+xAhSI5OZmTJ0/So0cPAPr160e3bt3o1asXb7/9NpUrVyYvy8I+NZ3M22Yyb5s5vCiDtlP8cfOQfyuuxmKBzZuFFrNihT2+ytNTuLciIoSby0Hdrg/EZIL160VN69aJy23aQLNmYvv334scrvv0oYwMWLxY7Lhnj329WjWhlikK1K/vnJNITBTtkqoK8fYQdlq3LnpnPsYed5GLGDESRRRXuAKAzqyn74lxvLJboe7NEAzYezU9ffQEtTdQs53BKYKyGbNNwMohh8UsBqAFLYgggklMojxODnKTSCQSiUQieUqeSuyaOXMmer2ezZs306VLFwASEhKYMmUKP/zwg+3N2ZO00hTnbUkkxUl+joWrh8S7Qzd3HTXaGh6zh0RSfKSkpPCvf/2Lb775hlsF7pUKFSrwhz/8gbfffpuKFR030ezSpUvMmjULVVXx8fEhISEBHx8f9Ho927ZtK/J47Omjp/UkP/ZFppObaeFuoonjyzNpMcYXnV4+bruC+Hh7fFVhLaZ5c3t8VYUKzq3p3DmhDUVFwfXr9vUOHSA93X65yIdymgZ794qA98WLIbNgCqibGwweLE5m0KAnyr8qNs6dg0aNnjngLJNMlrEMFZVtbLOtV8ytQtjB92n322AC0ioV2ce3vBu1OhkIbGFwuIicTTbLWY6KSm1qM4c5ALSmNf/kn7zCK7RC5vFJJBKJRCIpPTzVK8Vdu3YxfPhwmzgFEBQUxKZNm5g6dSrz5s3DbDYzb968x4pUxXlbkqdj9uzZzJ49W7aEPoSrh/Iw5Ys3NIEtPGVrlsQpJCQk8OWXX/Ljjz+SWfDmPjg4mPfee4/w8HB8fX0dduwDBw7w2WefsXTpUlvgfePGjbl69Sr1C1wzD3oc9innRquJfhyYm44pX+PGmTzO/qqn4UBv+bjtJHJyYNUqYXyKjbVrMQEBIr4qIsJ58VX3smUL9O5tv1ypEkyZIsxYTZs+YIebN0WLYmQknD5tX69f355/VbWqw+sGRMvkiRMwdqy9hubNRdh9RISY8PgYB5eGxm/8horKIhaRjlD3dOh4JW0Yo397m8ADLdHyij7HlK3hTnBnLyo39HCocKyhcYhDRBLJAhaQSioA/vjzHd/hhRc6dPyVvzqsBolEIpFIJBJH8VRiV0pKiu2NT5EbcXdn/vz5eHh4MG/ePCwWC9HR0U67LcnT8fbbb/P222/bel0ldjSLRvxvRYPpJRJHcuLECWbOnMnChQsxmcT0zxYtWvDBBx8wduxY3B3oXjl69CjvvvsuW7Zssa0NGDCADz74gF69ej2RYBUQ6E6LsX4cWpCOpkH8vhwMZfTU7iL/dhzJkSPCMTV/PhTEXgJCXFKUJ9JiihVNg99+E3ntgweLtS5dhDbVpo2oafDgopMVATCbYcMG4eJavVr0N4IofuxYISx17eocte7elklfX+Egs/ZX7t79RJlgN7hBNNGoqJzGLtrVoQ7hN9+i+56x5B7zxWKBwqGplRt6ENzZi7I13R0uFs9nPp/xGcc4ZlurRS3CCWcqU/FC/v1KJBKJRCIp3TzVu6iqVava2mruRafTYTQa0TSN6OhoLBYL9erVc8ptSSTFxY1T+eSkCWdLpfoe+FaUwbuS4kfTNHbs2MHMmTNZt26dbb1Xr158+OGH9O/f3ynOKIPBwJYtW3B3d2f8+PHMmDHjmQLvK9bzoOkQX06sFo60c7FZeJXRUS1EtgAXJ3fuiLB5VYWCWQUA1KgBYWEibL5OHefWZDVjqaowQwUHi5x2vV4IWxcvPkQfunxZ7DR3Lly5Yl9v104IXOPHC3uao7GqdNaWyYwMse7mBn37ioR/f3+x9gihK5981rMeFZW1rMWMcE57480YbQwT4l+n0u5mJJ83kV1oP72bjsDmntTq7IWfA59vrPVYs7gucYljHMOAgRGMIIIIetMbPdLJLJFIJBKJ5MXgqcSuRo0asXXr1odu1+l0zJ07F4Do6Gj8rS8QHXxbEklxoGkacXukq0viOCwWC6tWrWLmzJns3bsXEI91o0aN4oMPPqBdu3YOO3Z6ejo//vgjSUlJfP7554B4HJ4zZw79+vUjKCjouW6/eisDOakWLmwTb+VPrMzE4KenfG2P5679ZcZiEe2AkZGwfLk9bN7DQ4TNKwr06+f8sPlffxU1rVlT1IzVrRukpYlIK7hHH8rJEYn5c+aIBH0r5cuL/saICAgJcdZpCL79Fv70J/vlp2yZPM1pjBiZxzxucMO23pGOhFsUep8eRfJud1KTTCRjsm338NJRs62BoPZeGPwdJzBd4hJGjMxlLl/xFaMYBUA44VSgAhOYIMPmJRKJRCKRvJDoNE3THn81wVdffcX06dPZtm0b3bp1e+j1NE0jPDzclrf1oGyo4rwtybPxpCM7XxbuJJjYZ0wDwL+KG51eLyNzhyTFQm5uLvPnz+ezzz7j7NmzgHBVhYWF8d577z2wpbu4uHr1Kt999x3ff/89qampuLm5cfHiRWrVqlXsx9I0jVNrs7hSMODBw6CjXbg//lWcGCT+gpCQYA+bj4uzr4eE2MPmHTir4JG88w58/bX9cvv2QnR7qBnryBGhjMXE2HsudTrhnIqIEKqdwQkuQItFBJuVKQMdO4q1hARo0gRGjRK1dOv22JbJNNJYzGJUVPay17ZemcqEEsrU/HDKHK5D/J4csu5aiuzrXUZPrU5eVG9lwN3gmOeXLLJsYfNbsLcoj2Y0S1jikGNKJBKJRCKROIsn1TGe6h3I2LFjuXHjBrdv337k9axtiMHBwcQXHgnloNuSSIqD+L12V1dwJy8pdEmem9T/n737Do+i6uI4/t1NJZUQeg1I770rVZAqndAhoNK7IL4qKCoKCiIgohJ676AiSFU6SO9SEmropLfdnfePm+wmkkBINglJzidPHnZndmbuhrT95dxzAwOZN28e3333HXfv3gUge/bsDB48mGHDhpE3FZttnzhxghkzZsTrBVayZEnef/998uTJkyrX1Ol0lG3lRGSQiQdXoomO1Di+LIRa/d1wdJfpUS8SGamazfv6qjZWsX+KcnNTzeZ9fKB69bRtNh8WBmvXqr5bsU3lu3RRvcJim80nWIz19CmsWKGquOLOuSxUSB3Urx+kQuCaoBs3VGro66tut2wJsdOHCxdWczFf0ItLQ+Mv/sIXX9awhvCYyYg22NCKVvjgQ9PQt7h71MSNIxHcDg+Ld7xbXhu86jqSp6w9epvU+Q+MJprhDGc5ywlC/eFGh443eRMffHibt1PlukIIIYQQr6KXquwSmYtUdlmEPTGy7/tANMDBRc8bI9zR20rYJZLn7t27zJw5k7lz5xIUpF50FihQgFGjRvHuu++m+rTsFStW0L17d/P9119/ndGjR9O2bVv0+tQPnQxRGscWBhN4V4VsLrlsqOnjip2jBF4JOX1aFT4tXapaRMVq2NCy8F8S+qJbjabB0aNqTCtWQHAwDBoEP/xg2R8dnUCzeU2DvXvVgWvXqmmLYJlz2b+/quZKizmXkZGq4f0vv8Cff1qSw+zZ1RTFGTOSlBre4haLWMQCFnCVq+btpSmNDz70oheuj3LhfyiCOyejMBri/0rlWcyOonUdyVEsdZrOhxGGE5ZPjtrU5jCH8cKLfvSjL30pTMqmKAshhBBCvEpSpbIrNZ04cYLFixczY8aM9B6KyIJuHI40r4pVuKaDBF0iWS5dusQ333zD4sWLiYqKAqBMmTKMGzeO7t27Y/9MOmAdYWFh3Llzx7yQR4sWLfDw8OCtt95i1KhRqdoLLCG29jqq9nDh8C9BhD01EfLAyMlVoVTr4SJfWzFiC5/mz4d//rFsL1DA0mz+tdfSdkwPHqjAbf58OHfOsr1oUShZ0nJfp/tP0HXnDixapA68agmEKF9eBVw9e6b9nMu2bVV5XKzGjdVY2rd/4TKVkUSymc344st2tmNCTUV0wQVvvPHBh9rUJvCWEb8DEZy+EBhvVUWdDvKVt6dIHUfc8ln/1ywjRraznfnMZzvb8ccfDzwAmMIUNDQa0lCazQshhBAiS0vXyq67d++ydOlSlixZwrmY36ylJ1fakcouJTrcxF8zAjFEa9jY6nhjlDv2TvIiQSTd4cOH+frrr9m4cSOx31Lr1avH+PHjadWqVapVUwUEBDBnzhzmzp1L0aJFOXLkiLl6JCQkBBcXl1S5blKFPjJyeH4Q0eHqY5KvnD0VOjpn2SnCJpOl8GnduviFT23bqiymWbO0bTYfS9NUuHb9urrv6AidOqkZhw0aqNUV44mOVlMB58+H339XTw7AxQW6dVNPpmbNtJlzGRysVlLs1MnSGf+nn+DTT1VqmMTk8BSn8MWXpSzlMZYSuwY0wAcfOtIRJ82JB5ej8TsQwZMbhnjH29rpKFjNgcK1Hcjmbv3/xKtcxRdfFrGI29w2b1/OcrrRzerXE0IIIYR4Fb2ylV3h4eGsX7+exYsXs2vXLkwxvyBrmpZlXwCJ9HXreBSGaPViPH9lewm6RJJomsbWrVuZOnUqe/fuNW9v27Yt48aNo169eql27TNnzjBjxgyWLVtmriBzdXXl/v375n5c6R10ATh72lC1myvHFgdjNGjcPReFo7uekm+m4Zy8V0BAgJpNt2ABXLtm2V6unKXwKVeutB3T1auqsuyDD8DWVmVS3bqpYqj+/VWz+djcKJ5Ll1Tvq0WL4J5l9UHq1YMBA6BzZ3B2Tv0noGlw6JD6wK5aBaGhEBUFgwer/X37qqTO9vm/5jzmMStYgS++HMfSW6wABegb81ac4pgMGndOR3HyYBAhD+P/Uc7BWU+R2g4UrOaAXTbr//w4xzmGMIS9WL7PeOJJT3rigw8VqWj1awohhBBCZHRpFnbt3r2bxYsXs379ekJCQgDMFRAScon0YjJq3DhiaUxfpJZjOo5GZATR0dGsXLmSqVOncvbsWQDs7Ozo0aMH77//PmXLlk21ax86dIhPPvmEP//807ytbt26jB49mnbt2mGTHiVBL5C9kC0VOzpzclUIGnD9QASO7noK18zcX2uaBocPw6xZsGaNKoQCcHW1FD7VqJH2zebXr1fFWHv2qG2VK0Pr1ur2p5/CF18kcGBoqHoS8+fDvn2W7blzq/5XPj5QunQqjz7GgweweLEay4ULlu0lS8ZfCvI5U4aNGNnJTnzxZSMbiSRm9VDsaEc7fPDhTd7EBhuiw01c/ycc/8ORRIbEX1nR2VM1nc9f0d6q03M1NAIJJDvZARVs7WMfOnQ0pzk++NCWtjiQBitYCiGEEEJkUKkadl28eJHFixezbNkybt26BVgCLltbW5o3b06PHj0IDw+nf//+qTkUIRJ073wUEUHqBUyuknY453z1wgLxaggJCWH+/PlMnz6dGzduAKp66r333mPkyJEULFgw1ccQEBDAn3/+iV6vp2PHjowePZratWun+nVTKndpe8q0cuL8b2qFuotbw3Bw1ZOnTOr0MEtPERGq0GjWrPi9uOrUgYED1Uy7tG42f+yYKsZavhxi1ktAp4PmzcHDw/LYeEVQCXWpBzWfsUULVcXVqpWag5lWgoLUCo7haiVEsmVTS0MOGKAqy16QHF7jGgtj3m5y07y9IhXpT3+6052cqN5iEYEmrhwK49Y/kebK31gehW3xqutIrpJ2Vv1j3X3us5Sl+OJLHvKwk50A5CUvS1lKPepRiEJWu54QQgghRGZm9bDr0aNHrFixgsWLF/NPzG/6cduC1a1blx49etClSxc8PT0BWLVqlbWHIcQLaZqG/8FI832vOpm70kQkz4MHD5g1axZz5szhccxSeXny5GHEiBEMHDgQj7hpgRXdv3+fuXPn4unpydChQwFo06YNkyZNok+fPnh5eaXKdVNLoeqORASauLYvAg04sz4U+156PAq/MuukpMjNmzB3Lvz8Mzx8qLY5OKgqrqFDoVq19BnX2bOqdVYsLy9ViNW3LxRKKDd5+NDSpT6mchFQPa98fFQlV4ECqTzqGH5+sHu36rkF4OYGb76pGuIPGKDmWsat5kpAGGGsZz2++LKb3ebt2clOD3rggw9VqIIOFVoFBxjwOxDB3bNRxO1oqkOFtl51HcleyHqfswYMbGMbvviymc0YUH3ArnOdRzzCE/V7kjfeVrumEEIIIURWYJXf2KKjo9myZQuLFy/mjz/+IDpmvkZsyFWmTBl69OhB9+7dM9wLNJF5Pb1pIPCuemHhltcGjyKZ40W3sI5r164xffp0fH19CY+pJClevDhjx46lT58+ODqmTjh64cIFZsyYweLFi4mMjCRPnjwMGDAAR0dHbGxsmDhxYqpcNy0Ub5yNiCATd05HYTRonFgZTE0fN1wyaEWlpqmG87NmwcaNlh7thQrBoEEqj0nLXlxGI+zYoZrMDxyotpUvD7VrQ7Fiaupkw4YJNJs3mdSB8+erJxLTBw5HR+jYUT2RN95I4MBUEBmpxjB/vhqTpqlBFy2q9q9Y8cLSOA2NoxzFF19WsIIgVDmbDh1NaYoPPrSjHY6or2FN03h0TTWdf3gtOt65bGx15K+kVlZ09rTu56kvvnzER9zlrnlbDWrQn/544407zw/yhBBCCCFE4lL06v7QoUMsXryY1atX8+TJE8AScBUoUABvb2969OhB5cqVUzxQIawtblVXkdqO0jtOAHDixAmmTp3K6tWrzQtoVK9enfHjx9O+fftU6YulaRq7du3i22+/ZevWrebt1atXZ8yYMdi+oMl2RqHT6SjXxpnIEBUuRIdrHF8aTK0Bbji4ZJyFIUJDVfHT7Nnxi58aNVJVXG3bvrAvulVdv66a3y9cqCrMnJyge3dVCKXTwf79ieRU/v7qwAULIGZqLgBVq6pkrHv3RLrUp4IzZ1TAtXQpPHpk2d6kiWXuJTw36Io7DfAc58zbvfCiH/3oQx+KUMS8XTNpBJyLwu9ABEEB8ZvO22XTUbimI4VrOGDvbJ3PzVBC0dBwQS0eYYstd7lLTnLSi170ox8VqGCVawkhhBBCZHUp+nW8bt266HQ6c8Dl7u5Op06d6NGjBw0aNJDw4BU1Z84c5syZg9FofPGDM6mwx0buX1TVCw4uevKWy3y9g0TSxYZNX3/9dbzm782bN2f8+PE0bNgwVb+fffLJJ3z++eeACoTatWvH6NGjqVevXqb7Pqq31VG5iwtHFgQRfM9IeKCJ48uCqdHXDVuHV/u5XrkCP/yg+l8FBqptTk7QuzcMGaKqqNJKeDhs2KDyoV27LNs9PNTqjhERKuyC/wRdkZGwaZM68M8/Mc/Vy54devRQIVeVKmn1NJTNm+Htty33CxRQUxf79VMlac9hwMAf/IEvvmxhi3kaoCOOdKITPvjQgAbosXwQDFEat49H4n8ogvDA+E3nnbLrKVLHkfyVHbC1T/nno4bGYQ4zn/msZCWTmMQYxgDQiU4440wb2mCP/AwSQgghhLAmnRa3odZL0uv15hdi/fv357vvvsMpGZ13V61aRbdu3dDpdFk6gElrQUFBuLu7ExgYiFvsq6Is4sLvYdw4qlZhLNE4G8Vez5bOIxLpwWg0sm7dOqZOnWruMWhjY0PXrl15//33U60q9dGjR0RERFAgpvfRmTNnqFOnDv369WPEiBEUL148Va77KokIMnFkfhDhMQtE5HzNjirdXNDbvFqBl8kE27erqYpbt1qyoddeU1VcffumXfFTXFOmwIcfqts6HTRtqnKqt99Wsw+fkVjlVOPG6sD27VXD99SmaXDggCqPa9ZMbQsNVY3nGzRQUyabNYMXVFBe4hILWMAiFhFAgHl7TWrigw9d6WpezTBWZIiJG4cjuHkskuiI+L/6uOdTTefzlLVDp0/55+A97rGEJfjiywUsq0a2ohW/8muKzy+EEEIIkVUlNcdIcdgFmAOv3Llz07lzZ7p160adOnWSfB4Ju9JHVg27osNN/DUjEEO0ho2djjdGumPvlHGmUImUCw8PZ+HChXzzzTdcu3YNgGzZsjFgwABGjx6dar0FL1++zHfffcfChQvp0qULCxcuNO8LCQnBxcUlVa77qgp5YOSIb5A5eChQ2YFybZ1eiWq2wEA1LXDOHPj3X8v2Fi1UyPXWW2nTwgpUNrV8OZQtq2b1gZqu2KCB6hfft6/Kip4RFAQrV6qQ68gRy/YCBdRBPj4vrJyymvv3YfFiNZaLF9WTOXvWsoJiePgLw7ZgglnNanzx5QAHzNtzkcs8DbA8z5bXhT404ncggjunozAZ4//Kk6u4HV71HPEoYmuVzzsNjW50Yx3rzFVm2chGZzrjgw9v8Ia5Gb4QQgghhHh5Sc0xUjSNcc+ePSxcuJB169YRHBzMvXv3zFPkvLy86N69O927d6dMmTIpuYwQVnXruGUp+QKV7SXoykKePHnCDz/8wPfff8/9+/cByJEjB8OGDWPo0KHkzJnT6tfUNI2//vqL6dOns2XLFvO074sXL2I0Gs09wLJa0AXgksuGKt4uHFsSgsmocftkJI5ueoo3Sr9Ky/PnVS+uxYtVwRGo6YA+PjB4MJQokTbjiO0Z7+urpitGRamALTbsKlQIrl61ZEVmmqaadM2fD6tXQ1iY2m5rq5qJ9e8PzZu/sHLKKoxG2LZNjWXzZjCo8AcnJ6hVS43N2VltSyTo0tDYxz588WU1qwlDPR89elrSEh98aEWrBKcBPrlhwO9AOPcvxW86r9dDvooOeNVxxCV3yj8O/vibe4HFBlkGDNSilrnKTJrNCyGEEEKkrRRVdsWKiIhgw4YNLF68mB07dpirs2L/SlqxYkV69uyJt7e3edpOXFLZlT6yYmWXyajx9/eBRASZ0AH1hrjjnEFXghNJd/PmTWbMmMFPP/1EaEyCUaRIEcaMGYOPjw/OsS+4rWzTpk189tlnHD9+3LytdevWjB49OtX7gGUk985HcWpNCLE/jMq1dqZgNYc0u77RCFu2qKmKcftflS0Lw4apHlhplUX6+VmazcftGV+lCrzzjlrlMUEBASqh8/WFS5cs20uXVgFXr16QJ08qjjwB770HP/1kuV+rlhpL166WhmKJuM1tFrMYX3y5whXz9pKUxAcfetGL/OR/5jjNpHH/klpZ8ektQ7x9tvY6ClZ3oEgtRxzdUvZHjhBCWMMafPFlH/s4z3nKoP6wd4ELGDEmWGUmhBBCCCFSJk0qu2I5OjrSrVs3unXrRkBAAEuXLmXp0qWcPn0agNOnTzNu3DjGjx9P/fr16dmzJ506dSJ7ejQ6EVnavfNRRMT0CMpVyk6Crkzu3LlzTJs2jWXLlmGIqSqpWLEi48ePp3PnztjZ2aX69Y8fP46joyN9+vRh5MiRlC5dOlWvmRHlKWtPqeZOXNymqnbO/xqKvYuO3KVSt2n3o0fwyy+q6XxssKTXq75Xw4ZBw4YJVE6lsu7d4eBBdfuFPeMNBvjjD1U5tWWLSu1AVUt17aoOrFMnbZ5ERARs3Ag1a1qmRnboAGvXqqCtf3+o8PyVBqOIYgtb8MWXP/gDE+p7tQsudKELPvhQl7oJTgM0RmvcORWJ/8FIQh/H/6OZo6uewrUcKVTdIUWLIGhoHOQgvviyilWEEAKoKrMDHDCHXbH/CiGEEEKI9GOVyq7EnDp1ikWLFrFixQru3bunLhjzS7ednR0tWrSgW7duhIaG0r9/f6nsSmNZrbJL0zQO/xxM4F0VetTo40oOr9QNO0Ta0zSNffv2MXXqVH791dIIulGjRowbN47mzZunSkXVtWvXmDlzJm+++SatW7cGVCP6uXPnMnDgwFSZIpnZXNoWht8htXCEjZ2OGn1ccS9glb/JmD1+rHKh9evVDLvISLXd01NVTg0cmEj/q1Rw4oSq4po0CXLkUNt++UW12YrtGZ9gs/krV1QF16JFcOeOZXvt2pbKKVfXtHgKcPq0CtuWLIEnT+D992HqVLXPZILoaHB4fpXeGc7giy9LWcpDHpq3v87r+OBDJzrhQsKldVFhJm4ejeTGkUiiwuKvrOiSy4ai9RzJW84evW3KvuYvc5m2tOUSlqq5EpTABx960zvBKjMhhBBCCGF9adKgPqmMRiPbtm1j8eLFbN68mYgI9WIm9gWnTqfDZDJJ2JXGslrY9cQ/miMLgwFwy2tL7XddZRpZJmIymdiyZQtff/01B2NKY3Q6HR06dGDcuHHUrFnT6tfUNI0DBw4wffp0NmzYgKZp1KtXj3379ln9WlmBpmmcXhdKwLkoAOyd9NT0ccXZM2UVmHfvqqKj9eth925LARRA1aqqiqtr17RZjPDJE1i2TGVVJ06obbNmqab3oFpuJfhtKTwc1q1TwdKePZbtOXNC796qqVi5cqk9fCUoCFasUGM5etSyvWBBGD0aRo164Sme8pQVrMAXX45xzLw9H/noG/NWkpKJHh/2xIj/wUhun4zEGB3/1xjPonZ41XXE87XkN52PJhp//CmOWhk1kkgKUIBwws1VZvWpL83mhRBCCCHSWJpOY3wRGxsbWrZsScuWLQkKCmLVqlUsWbKE/fv3o2kaaZC3CYHfwUjz7SJ1HCToyiSioqJYunQp06ZN4+LFiwA4ODjQp08fxo4dS4lU6ChuMBhYv34906dP5/Dhw+btb731FqNHj0bTNPn8SgadTkf5t52JDDbx5IaBqDATJ5aHUNPHFXvnl+uxdP26auy+bp2aFhj3x0zFimqGXYcOUL586s/yM5lUyDZ/vgrcYqvJ7O1V9Va1apbHPjOW48dVudfy5WqJyNgHNW+uqrjatlUnSismkwrVbt1S9+3s1LzP/v3hzTef2/jehIld7MIXXzawgQjUH77ssKMtbfHBh2Y0w/Y5v5oE3jHgdyCCe+eiiPubgw7IU84er7qOuOdP/q82F7mIL74sZjHOOPMv/6JHjwMO/MqvlKMcrqRR1ZwQQgghhEi2NKnsSoyfnx+LFi1i6dKlXL16VSq70lhWquwKfWRk/+xANFT/lteHu6d4WotIX1FRUSxcuJAvvviCGzENl9zd3Rk8eDDDhw8nb968qXbtDh06sGHDBkAFaz179mTUqFGUS6vKmkwuOtzEkQXBhDxQPw+yF7Cleh9XbOwS/5rVNLhwQYVJ69dbqqZi1a6twq327aF48dQc/bPu3IHChS0VZZUqqWyoe3c1ffIZseVf8+fDyZOW7V5eqoKrb1+1HGNauHdPJYaDBlmSuBEj4M8/YcAA1Y8rV67nnsIPPxbGvPnjb95envL0pz896EEuEj+Hpmk8vBKN34FIHvvFX1nRxk5HgcoOFKnjgJNH8ioAgwlmNavxxZcDHDBvz01uDnGIohRN1nmFEEIIIYT1vVLTGJNi//79LFmyhB9//DG9h5JlZKWw68LvYdw4qqoISjbNRtF6aTBfSaSKqKgoFi1axBdffIG/v3rhnC9fPkaPHs27776bKp/L/v7+ZM+eHXd3d0CtIDt06FCGDBnCoEGDyJPWq9xlARGBJg7PDyIiOGZBiZJ2VOnqgk5vCbw0TRU+rVunAq64ixDq9arBfIcO0K4dJLAQcKr55x/Yu1fN6IvVv79qXdW/v5o6+UwFl8mkpif+8suz5V8dOqgDGzdWTyy1GQyqoVls43uDQY2tQQO1PzxcNRN7TklcOOFsYAO++LKTnebt7rjTne744EM1qj13GqDJoBFwLorr+yPMwWcseyc9RWo5ULC6A/ZOyf+Y+OLLcIYTilql1QYbWtKS/vSnJS2xQ/o6CiGEEEK8SjJc2CXSXlYJu6LDTeydEYgxWsPGTkeDUe7YZUuDF4zCqqKjo80hl5+fHwB58+ZlwoQJvPPOO2RLhYZLR44c4dtvv2XdunV8+eWXjBs3DlDTGKOjo1PlmsIiOMDAkQXBGKLUj6lC1Rwo+ZYTBw/qzBVcsasogsqF3nxTZUNt26p2VmklPBxWr1YrOx45orZdvgwvnEV76xYsXKiaeF2/btlesaIKuHr0SKT8KxVcu6bGsXAh3L5t2V67NkyZotLD59DQ+Id/8MWX5SwnkEDzviY0wQcf2tOebDz/68YQqXHzWCQ3DkeYw85Yzjls8KrrSL6K9s+t9EvMXe5iwkQBVPr5F3/RgAaUpCT96U8vepGPfC99XiGEEEIIkTZeqZ5dQqSnW8ctDYwLVLaXoCuDiY6OZvHixXz++efmkCtPnjx88MEHvPfee1YPnIxGI5s2bWL69Ons37/fvP3cuXPm27a2ttjayrfP1Oaa15bKXV04uiSY2zfh778i2TFIz+Fblv9zZ2do2VIFXC1bQlrn9levwrx5qgjq8WO1zd4eOnd+TuFTVJSqmJo/X1VQmWICHTc3Nbexf3/VyCst+76dPAlVqljue3qqxvf9+7+w8f0DHrCMZfjiyxnOmLcXoYi52bwXXi8cQkSQCf/DEdw6FmkOOGNlL2iLV11Hcpeyi1fdlxTRRPMbvzGf+WxlK4MYxCxmAWrFx4McpBa1pNm8EEIIIUQmIq/WRKZmMmjcOKymA+mAwrUc03dAIsmio6NZsmQJn3/+OddjKl7y5MnD+PHjee+993BycrL6NefOncs333zDtWvXALCzs6N79+6MGjWKSpUqWf16InFhYbB9O6xfb8c/fzhT2lZNMytAOGVz6anewoEOHaBZs7RZRTEh27ZBixaW5vdFisDAgaqtVu7cCRxw4YIKuBYvhgcPLNvfeEP1v+rYEVLh8zpBp07BlSvqmqAaiZUsqfqCDRigSuMcHBI93ICB7WzHF182s5loVC8tBxzoSEd88KERjdDz4j8uhNw34ncggrtnIs25X6zcpezwqpsNj8Iv/+vKec7jiy9LWMJ97pu3X8dSQadDR21qv/S5hRBCCCHEq03CLpGpBZyPsvT8KWWHs2fyGhiLtGMwGFi6dCmTJ082h065c+dm/PjxDBw4MFVCrlj79u3j2rVr5MiRg0GDBjFkyBDy5ZMpTWklMBB++01NT9y6VQVeigMuBU00KxVO0aLwToFQqvfSk/O1tO2n9OAB+PtD9erq/uuvQ44cUKMGDB6sKsueWYwwLEzNb/z5ZzhgaX5O3ryq0byPTxLmOlpJYCCsWKECt2PHwMMDWrWy9N86efKFyeFlLrOABSxiEXe5a95ener44IM33njg8cKhaJrGE38DfvsjeHAlftN5vY2O/BXtKVLXEZecyfue3YEObGCD+X4e8tCHPvSjH6UpnaxzCiGEEEKIjEPCLpFpaZqG/8FI832vOlLV9SozGAwsW7aMyZMnc/XqVQBy5crF+PHjGTRokNVDruPHjzN9+nT+97//UaZMGQDGjRtHvXr16NOnD87Ozla9nkjYgwewebMKuHbsUDP8YhUpoqYndugAtWs78u92EzeOqq/pU6tCqNHPFbd8qftjTNPg4EHVi2vNGihaVBVo6XSqCOvqVYhZtyC+M2fgp59gyRIVMoFKwlq1UpVTLVpAWkyF1TTYt081vl+zRjUXA7CzgyZN1MqPsYFuIkFXCCGsYQ2++LKPfebtnnjSi170ox8VqZi04Zg07p2Pxu9ABIF3DfH22TnqKFTdgcK1HHFwSfp0cw2N/eynDnWwQYVjJSmJDTa0pjU++NCCFtJsXgghhBAiC5GwS2RaT/wNBAWoF1Pu+WzJnoxpMCL1GQwGli9fzuTJk7ly5QqgQq5x48YxaNAgq4ZOJpOJX3/9lenTp7N3714AnJyc+OmnnwCoVKmSTFdMA7duwYYNKuD66y/iTV0rU8YScFWpErdtlY7SbzkREaRx/1IUhmiN48tCqDXAlWzZrV+xGRICy5erkOvUKct2NzcV0MVOU4wXdMVWcc2bB4cOWbYXLQrvvKMqudK6UvCrr+DDDy33y5ZVYVvPnpArV6KHaWgc4AC++LKKVebVCvXoeYu38MGHNrTBHvskDcMQpXHnZCT+ByMIexp/rmI2Nz1F6jhSoKoDtvZJ75t1m9ssZjG++HKFK/zO77SgBQCjGc1IRpKXvEk+nxBCCCGEyDzk1b/ItPwPRZhvF6njgC4tmz2LFzIYDKxYsYLJkyfz77//ApAzZ07GjRvH4MGDrRpyhYWFsWjRImbMmGG+lq2tLV27dmXgwIFWu45I3JUrmFdQPHw4/r6qVVXrqPbtVdiVGJ1eR8WOzhxbbOLpLQORoSb+WRpCTR9X7J2st/DEggUwciQEBan7jo7QrRsMGqSmLD7j9GlVxbV0qaWKy9YW2rWDd99VFVT6NFgYw2CAP/5QgVq1ampb+/bw5ZfQtasKuWrVem7j+7vcNQdIl7ls3l6c4vjgQ296m1cyTIqoUFWNd+NIBNHh8ZvOu+VVKyvmKWuP3iZp35+jiOJXfmU+8/mDPzChgjMXXLiBZWnO3CTUNE0IIYQQQmQVEnaJTCn0kZEHl1QfGEdXPXnKJq36QKQ+o9FoDrkuX1Yvpj09PXn//fcZMmQILi4uVr2epmlUrVqVS5cuAeDu7s57773HsGHDKFiwoFWvJSw0Tc3kiw24zlgW6UOng3r1VPVW+/aqJ3pS2djpqNLNhSO+wYQ+MhL6yMjJlSFU6+WKjV3yAu3oaDW7L3Ylx8KFVdBVvLgKuPr2Vb254gkNtVRxxU3vihWzVHHlTaOqoqtXwdcXFi6EO3fUUpCrV6t9pUvD/fvP7cUVRRS/8Ru++LKVrRgxAuCMM53pjA8+1Kf+S61WGPrIiP/BCO6cisJoiB9y5Sxmh1ddR3IUs32pP0Lc5jZVqMIDLM3961Of/vSnE51wwbrfO4QQQgghRMYlYZfIlG4cjiD25VXhWg5JrhoQqcdoNLJy5UomT55sDp48PT0ZO3YsQ4cOtWrIdfbsWcqWLYter0en09GlSxeWLl3KyJEj8fHxsXqgJhSTCY4ehXXrVMAV03oNUIVOjRqpCq63305ZDmTvpKdqDxcO/xJMVJiJJzcNnNkQSqXOzi8Vnty5o/rG//STqtz65hu1vXFj2LULGjRIoCDr1ClLFVds6VdsFdd776mD06KKKzxcfZB/+QX27LFsz5lTBW5xJRJ0neUsC1jAEpbEC5DqUQ8ffOhMZ1xxfalhPb2lms7fvxhF3IhLp4N85e3xquuIa96k/eoRSCAnOUkDGgCQn/zkIQ+22JqbzZek5EuNTwghhBBCZA06TdO0Fz9MZEZBQUG4u7sTGBiIW2xJQyYQFWbir+8CMUZr2NrpeGOUO3bZ0uDFp0iQ0Whk9erVfPbZZ1y8eBGAHDlymEMuV9eXezGdGJPJxB9//MH06dPZuXMnv/76K61atQLUNEYHBwdsnlkqT6SUwQB//61ylw0b4PZtyz5HR2jeXFVwtW6dQHVUCgXeMXBsYTCGaPVjrEgtR0o1z5Zo4BUZqZrN79ih3o8etfQLK1MGzp1LZIZfaCisWqVCrv9Wcb37rqriypPHuk/uRerXh/371W2dDpo1U9MU27YF+8QrWZ/ylJWsxBdfjnLUvD0vec0BUilKvdRQNE3jwWXVdP7JjfhN523tdBSs5kCR2o44ur/4+7CGxl/8xXzms5a12GBDAAE4o6Y1++FHQQpiK3+rE0IIIYTIkpKaY8hvi1nQnDlzmDNnDkajMb2HkipuH4/EGPPiN39lBwm60onRaGTNmjV89tlnXLhwAQAPDw/Gjh3LsGHDrBZyRUREsGTJEmbMmGG+jl6v59SpU+awy9orOWZ1kZGwc6cKuDZtgocPLftcXVWw1aEDvPUWpGYRnXt+Wyp2dubEihA0DfwPR+Dopserrlp5VdPih1f168OxY/HPUb8+DBmixvtM0HXqlJqmuGxZ/Cqu9u1VyJVWVVxPn8LKldCrF8T2suvQAW7eBB8f6NdPzb1MhAkTe9iDL76sYx0RqH6GttjShjb44MNbvPXSAZLJoHHndBR+ByIIfRT/54mDs54itR0oWC1p34NvcYtFLGIBC7iKpSSwDGXww49ylAPAC6+XGqMQQgghhMiapLIrC8uMlV0mg8bf3wcSEWxCB9Qf5o5TDqnmSUsmk8kccp0/fx5QIdeYMWMYNmyY1T7XoqOjmT17NtOmTePu3bsAuLq68s477zBs2DC8XqYRlHihkBDV+3z9evj1VwgOtuzz9FRTEzt0UL3YHR3Tdmy3jkdybotaLTAkGB56OLPnrAOHDsHFi+DgoB43cqQq0GraVL03aQLPtG0LCbFUcR05Ytn+2msq4OrTJ22quDRNLVU5fz6sWQMREaonV58+an9kpArenlOt6I+/OUDyw8+8vSxl6U9/etIzWY3co8NN3DwWyY3DkUSGxl9Z0SWnDUXqOJK/oj1626RNKV3CEvrS19xs3hVXvPHGBx9qUeuleoUJIYQQQojMTSq7RJYUcD6KiGD1gilXKXsJutKQyWRi7dq1fPrpp+aQK3v27OaQy93d3arXs7GxYcGCBdy9e5eCBQsyatQo+vfvb/XrZGVPnsCWLSrg2rZN5S2x8udX4VaHDvD66yp3Sa8xHvFzYP95E09OhxMYCCbC2PdIz8MoOw4ehIYN1WO//BJmzEhkquLJk5ZeXLFJnp2dpYqrUaO0qeK6excWLVIN52NWDgWgXDlLVRdYErz/iCCCjWzEF192sAMtpnOWG250oxs++FCDGskKkMIDjdw4FMmtfyLNU0djeRS2xauuI7lK2r2wb9oZzmDCRCUqAfAGb5j/7U9/OtLRPG1RCCGEEEKI5JCwS2Qamqbhf9DyatyrTsIvBoV1mUwm1q1bx6effsq5c+cAteLh6NGjGTFihNXCp8DAQH788UeGDh2Ks7Mzer2er7/+mlu3btGnTx/sn9OnSCRdQICamrh+vWrSbojTgum111S41bEj1KiRNtnPf8UGbrHVYz//DOPHAzhS1d1EUedI8uXRGFkzhNr93ahb1xJ4PzObNSRETQ/86SfVwCtW8eKWKq7cL1/5lGwPHkCRImp5SFBzQLt1g/79oWbNRFI61efqBCfwxZdlLOMpT837GtEIH3zoQAecSN503uAAA34HIrh7Noq4teA6IHcZ1XQ+e8Hn/zoR2ytsPvM5xjFa05otbAGgCEW4wQ0KUCBZ4xNCCCGEEOK/JOwSmcYTfwNBAapvjHs+W7IXlk/v1GQymVi/fj2ffvopZ8+eBVTINWrUKEaMGEH27Nmtcp3Hjx8zc+ZMZs6cSWBgILa2towZMwaAFi1aWOUaWZ2/vwq31q9XPc/jBhoVKlgquCpUSDRvSTUmk2qdFdtU/u+/VTbVs6fa37Spai7ftKmOJo2dyPXIRPCtaEDD9kowpgZuYK+HsDA4e1ad7ORJ9e+JE2o7qCquDh1UyNWwYdokef/+CwcOWKYm5sqlloAMC1PN5jt3fm7Ts0c8YhnL8MWXU5wyby9EIfrGvBWjWKLHP4+maTy+ZuD6gQgeXYuOt8/GVkf+yvYUqe2Is2fi1bMmTOxlL/OZH69XmB12OOGECRN61MdZgi4hhBBCCGFNkgaITMMvTlVXkToOL5xKI5LHZDKxceNGPv30U06fPg2Am5sbo0aNYuTIkVYLuR48eMCMGTOYPXs2wTHTysqWLUvx4sWtcv6s7uJFS8D1zz/x99Wsqaq32reHEiXSfmxBQbB6tQq3du6M3wAf4NAhS9hVtSrEzJoFdBginTk2+y6B5x8S8egRx7dcp8bd77G7fNay9GJcsVVcffuqsCm1hYfDunXwyy+wd6/qudWsGeTLp/Zv3gzZsiV6uBEj29mOL75sZjNRRAHggAPtaY8PPjSmMTYkbwq3yagRcC4K/4MR5j8exLLLpqNwTUcK13DA3vnFYWAnOrGBDeb75Shn7hWWizT4WAshhBBCiCxLwi6RKYQ+NPLgsqo+cHTTk6esTGmzNpPJxKZNm/j00085dUpVkbi5uTFy5EhGjhyJh4eHVa6jaRrjx49nzpw5hMVU3VSsWJGPP/6YDh06oE+PuXOZgKapQqbYgCtm4UpAFTG98YYqbGrXDgoVStuxPXqk3kuWVPfDw+Gddyz7XVxUsVXTpvDmm6qSC1DT/S5diletZXvyJFUehXMk5yDCbHIQDJyKqkFV0zn0uXND5cpQqZLl37Jl06Zc7fhx1Wx+2TIIDFTb9HoVdAUGWsKuRIKuK1xhAQtYxCJuc9u8vSpV8cGHbnQjBzmSPTxDlMbt45H4H4wgPCh+KOiUXU+ROo4UqOKAjV3CH6tIItnMZt7kTbKTHYA3eZOd7ExxrzAhhBBCCCFeloRdIlPwP2yp6ipc0xG9jbygshZN08wh18mTJwG16mFsyJUjR/JfYCdEp9Nx7do1wsLCqFatGh9//DFt2rSRkOslPXkC587BmTNw+rRaSdHPz7Lfzk4FRx06QNu2aVPUFCsiQk2X3LED/vxT5UBNmqjboBY77N0bihZVY6xZE+xCn8bMZzwF38aEW+fOqVUJ/8NBr6eq5z4O5xpCdI58PPJswdl6n1Ghb770qfhcsQK6d7fcL1JE9eHq2/e5yWIooaxlLb748hd/mbfnIAc96Uk/+lGZyikaWmSIiRuHI7h5LJLoiPhN593zq6bzecrYodMn/HE7xSl88WUpS3nMY37gBwYxCIC+9KUPfZLdK0wIIYQQQojkkrBLZHhRYSbunFRTeWztdBSsKlVd1qBpGps3b2bSpEnxQq4RI0YwatQoq4Vc/v7+TJ06lTFjxlCsmOov9Nlnn+Hj40OLFi1kOuoLhIerKq2zZ1WwFfvv7dvPPtbJCVq0UAFXq1aQ1gtXzpqlZunt2xd/ZUeAx4/VLEO9ToPr11nULibQmhbzr79/wid1dVUVWnGrtcqVw9nJiao3DRxbHIzRoHH3BjjuCKfkm6kcvBgMsH27JU0E9UF3d4e33lK9uBo3TrQnmIbGIQ7hiy8rWUkIIQDo0NGc5vjgQ1va4kDKFuAIeWjEb38Ed89EYTLGD7lylbDDq64jHkVsE/z6e8ITVrACX3z5B8sc2IIUxDbOrxXZSHw6phBCCCGEEKlJwi6R4d36JxKjQb1YK1DFAbtsUgGUEpqmsWXLFiZNmsSJEycAcHFxYfjw4YwePRpPT0+rXOfq1atMmTKFRYsWYTAYiI6O5qeffgJUb66yZcta5TqZhdEIV648G2pduZJwKyqAwoWhfHnVWL52bTVj7pkVCVPJtWuqt1bcgqbff1fVXAD580PTRgaalrhBE+dD5Pc/CA1OqjK0oKCET1qkSPxQq3Jl8PJKNDjKXsiWih2dObkqBA24fiACR3c9hWs6Wu+Jxrp8GRYsgMWL4c4dVY4WG3Zlzw537z63F1cAASxhCb74cpGL5u3FKIYPPvSmN4VI2fxSTdN4elOtrHj/Uvym83o95KvogFcdR1xyJ97vK5hgClGIUEIB1Wy+He3wwYc3eTPZvcKEEEIIIYSwJgm7RIZmMmjcOKKmMemAwrVTVu2QlWmaxq+//sqkSZM4fvw4oEKuYcOGMWbMGKuFXJcuXeKLL75g+fLlGI2qAXaTJk3oGdtxPIvTNFWVFTfQOntWNWFPYMYeAJ6eKtCKDbbKl4dy5dK2cuvhQ9i1y7Jq4vXranuDBlCgABAQwMBad2hp94imxm2UvvY7uhWXEk7q7O3Vk4hbsVWxIiSjL1zu0vaUaenE+d9V/7eLW8NwcNWTp4wVKkCDg1Un/QUL1LzMWJ6eUKeO6ilmZ6e2JRB0RRPN7/yOL778xm8YUV8P2chGZzrjgw+v87p5xcLk0kwa9y9F43cggqe3DPH22drrKFTdgcK1HHF0e/Y6N7jBbnbTB7VipCuuNKIR/vjTn/70oAc5yZmi8QkhhBBCCGFtEnaJDC3gXBSRIerFcu7S9jh5SFXBy9I0jd9//51JkyZx7NgxAJydnc0hV86c1nsh+9577/Hzzz+jaaoSr0WLFnz88cfUqVPHatfISB4/VkFW3FDr7Fl4+jThxzs5qRArbqhVoYLqcZVesz3XrYMvv1TN77U4s+FsbUzUyefHw87TKHBtA9y7x9sJnSBnThVmxa3WKlXKEhJZQaEajoQHmri+PwINOLM+FPteejwKp/BHYN++qts/qNKoFi3Axwdat1aBXSLOcx5ffFnCEu5z37y9DnXwwYcudMENt5SNDTBGa9w5FYn/wUhCH8dfWdHRTU+RWo4UrOaArUP8T54IItjEJuYznx3sQEOjAQ3wwguA5SzHBRdpNi+EEEIIIV5ZEnaJDEvTNPwPWRr/FKmTClOTMjFN09i6dSuTJk3i6NGjgAq5hg4dytixY60acsXKlSsXmqbRtm1bPvroI2rUqGH1a7yKwsJUX624gdaZM2q2W0JsbFTe899qraJFE52xl+qMRhVo7dihGtqXLQsEBmI4c4fjx9XyiOUdr9A0+neaGrfxhvEvXG+FwK2YE+h0arnF/66GmC9fmiR1JZpkIzLIxJ0zURgNGidWBlPLxw3nnEkMyG/dgkWLoGdPNZ0SoEcP1SS/Xz/o1UvNzUxEIIGsYhW++HKYw+btechDb3rTj36UoUyix7+MqDATN49GcuNIJFFh8SvnXHPb4FXXkbzl7NHbxv+4n+Skudn8E56YtzemMYEEWs6Bq1XGKYQQQgghRGqRsEtkWE/8DAQFqGoF9/y2ZC8kVV1JoWkaf/zxB5MmTeLIkSMAODk5mUOuXFZalu/o0aNMnjyZ4cOH07RpUwBGjRpFp06dqFy5slWu8aoxGFQPrf9OQbxyJX7VU1xFijwbapUqBQ7pPCNX01TfLTUtUWPXDhOPn6qvMW3JEsqGT4Tr13kTD5bQkibsJF9EgDrYxUVNO4wbbJUvn3YNwxKg0+ko19aZyFCNR9eiiQ7X+GdpMLUGuOHgkkiCGBGhOur7+qqlIk0m9Z88caLa364dtG//3LDuDGeYzWyWspQw1FRKG2xoTWt88KEFLbDDOlVsYU+M+B+M5PbJSIzR8T/hPIuqpvOeryXcdH4DG+hAB/P9QhSiL33pRz+KUtQq4xNCCCGEECKtSNglMiy/uFVdtR1k1b4X0DSNbdu2MWnSJA4fVpUlTk5ODBkyhLFjx5I7d26rXGf//v1MnjyZbdu2ARAcHGwOuzw9Pa3W+ys9aZoq9PlvqHXhQuJ9tXLmTLivllvKZ6tZV0QEV7f9S9MBXvg9jK3g0QE2uBFII3ZT9vxaQDXlylHIhZ6Vg6DSAEu4VaxY+pWgPYfeVkflLi4cWRBE8D0j4YEmDswNolB1BwpWc1A9qzRNlbAtWADLlsETS4UTDRqo52c+YcLP0YCBjWxkNrPZy17z9jKUwQcfetKTvOS12vMKvKOazt87F0XciEsH5C1nj1c9R9zyWX7cmzCxi11EE00LWgDQjGbkJCeNaUx/+tOEJtJsXgghhBBCZFgSdokMKfShkQeX1Wpijm568pS1QrPpTErTNLZv386kSZM4dOgQANmyZWPw4MGMGzfOKiGXpmns3buXzz77jN27dwNgY2NDz549+fDDD1N8/vT06NGzPbXOnoXAwIQf7+ysQqz/Blu5c6dfX63EhF2/x76Vt9ixzUCuwKu8H/0lXLxIIaOeBzzGjijqcoCm7KCpzR6ql4/AtnJ5qNwIKo1UwU+OHOn9NF6KrYOOqt1dOTw/iIggE1FhJq7+Fc61v8PJW9aeQhU1sjdogC4kRB1QsKDqzdW3L7z22nPPfZ/7/MIvzGUut2Lmb9pgQ3vaM4xhvM7rVutzpWkaD69E47c/gsf+8ZvO29jpKFjFgSJ1HMiW3RJY+eHHQhaygAXc4AblKc9bvIUOHc44c5ObOCLTwYUQQgghRMYnYZfIkJxy6KnU0QW/gxHkKWuP3uYVSxFeESdOnGD48OHs27cPUCHXoEGDGDduHHny5LHadfr378+CBQsAsLOzo0+fPkyYMIFixYpZ7RqpLSxMrXj432qtu3cTfrytbcJ9tby8XpGiJpNJvRuN6t3fH+PxUxzf/pA/Dzqzw78E+6NqEIX6PChJdt7nHAD2ntnZXWw8ZWq54VKzLFTqAqU/eW7T9YzE0U1PzX6uXP4jlHs7rqHdvI1Wpw53z0Vx9xy4NfyRwrrT5B3UBJtmTVQTtec4ylFmM5uVrCSKKABykYt3eZf3eI9CFLLa2E0Gjbtno/A7EEHIg/hN5+2d9BSp5UDB6g7YO6lPwnDC2chG5jOfnew0PzY72WlAAyKJNAdcEnQJIYQQQojMQqdpiXWSEZldUFAQ7u7uBAYG4vbKzaVKGk3TQAOdXsKuuB4/fsxHH33EvHnzMJlMODo6mkOuvHlTPn1K0zSMRiO2tiovX7p0Kf3792fAgAGMHz+ewoULp/gaSRYYCKdPQ1SUJdiJG/L8Z5shysTlOy6cvenO2VvZOXPbg7N3cnD1oTualvDnkZf7EyrkCqB8zrtUyHGH8jnuUMo9AHuiErxGem8zGjXuko+75KMGx8zPozpH+Yfq8Z5bIds7vFnwIk1rBuHdyw5dlcqq0fqrVoaWUqdOwa5dav7p7dvq38uXiXgUxU3nWtx6ZyZRbjFVjhqgA3snHQWrOlCouiOO7vETzEgiWctaZjErXsP5GtRgGMPoTGerhkfRESZu/RPFjcMRRATHbzrv7GmDVx1H8lW0x8Yu/v9bb3qzhCXm+01pig8+tKe9hFtCCCGEECLDSWqOIZVdIkPT6XRYaVZQpmAymZg/fz4TJkzg0aNHAHTr1o1p06ZRoEABq5x/06ZNfP755/Tr14+hQ4cC4O3tTePGjcn/nNXorCYiAvbvh5071fuxYyrs+Q8NuEFhzlKeM1Qw/3uR0kSRcPf33NyjPGepwBnzv2U5j2tgCAQCV1L3qSVFTA5jtoF2HKAuNylkfr9DfozYosNEBI7YEw3OzlRzvsWVp2VpXDaApk11NO2RhxKV8qPTpcH/W2q4f1+V4926FT/Eir29cSPUrKkeu3cvjB79zCkcPT0p0assxQY5EhDizI3DkQQFqGmBUWEa1/ZFcH1/BHnK2FO4pgNhhe8zTzePn/iJe9wDwA47utKVoQylFrWs+hQjAk34H4ng1rFIDFHx/zaVvZAtXnUdyV3KDp1OxyMesYxltKQlxSkOQHe6s5e99KMffemLF15WHZ8QQgghhBCvIqnsysIyQ2WXsDhy5AhDhw7l6NGjAJQrV47Zs2fTsGHDFJ/baDSybt06Pv/8c86cOQNA6dKlOX/+fOovDGA0wj//WMKtffue6QL/sGBlztpW5kxUKc5GluBMRAnOhr9GsMk5wVM624RT3vUGFdxvUN79JhU8blE+xx1yO4WoKWtx3/X61N/2n+3X7rtw8ZYLNx9m4+ZDR24+cOTmfUdu3LPnzkN7nvx9Dods6vF9JuRn8cZnv35tbTUK5DNx8M9Q8hXQg5MTT4P0uLioKZivLE1T1Xr/Da5ib0+ZYmkS//33MGJE4udauxY6dlS39+6FH35QPbjivlerFm96pqZpPL1p5OaRCALOR5lX0QwggHOc5WTeA1yusZ+bFU6S1y43AxnIu7xLHqw3LRgg5L4RvwMR3D0TGS/L1QG5StnhVTcbHoVtMWJkBzvwxZeNbCSKKMYznq/4ClDN6DU0aTYvhBBCCCEyBansEiKLePDgARMmTGD+/PkAuLm58emnnzJkyBDs7OxSdG6DwcDKlSv54osvuHjxIgCurq4MHz6ckSNHpk7QpWlqWcPYcGvPnme7wefPz6XqPVhr6826y+U5cTbhXlJ2dlC6dPyeWuXLQ5Ei2dDrSwGlrD/+5wgPh5s3Le83blhub9oEDjEFZ5/2gcWLEz/P7RwViG2H1qIr5PCCQoUs74ULQ548OmxsbADLD4Ds2VPrmSWRyQQPHz4bYvXtCyVKqMf88APEVAwmyMfHEnYVLQolS6rQqkCBZ4OskiUtxzVooN5fQKfT4VHYFo/CLhQOCmXFPzs5esyPwLAwAFwD8tJqyxAq7ChDg6pl8arhRDZ36wRJmqbxxE+trPjgSnS8fXobHfkr2eNVxxHnnDZc5zozWMBCFnKTm+bHVaEK5ShnOY5XoYGcEEIIIYQQaUvCLiEyKIPBwLx58/joo494+vQpAH369OGrr76ySl8ugKFDhzJv3jwAsmfPzsiRIxk+fDgeHh5WOb/ZzZuWcGvnzme7wru7ozVsxNmyXVgX2JS1e3NybnP8oK2Yy33K13SiQh0XFW7ZXaTE/f3YZ3dSSyS6uKj3MGe46QJ581rSJSuIilLZTdwwa9QoyyUGD4a5cxM//vZtzAFW2bIqz/lvgBX3dixvb/We7gwG9f8WG2LVrat6f4GqsHr/fbU9OvrZY6tUsYRd+fKpf3PkiB9gxd6uHqfnWJs26t3K/PDjB35gvtt8Hjd6jP51G4qdr0b7w4OofKcennhCONzYH83N/YHkLm1P4VoOeBSxTVYArJk07p2Pxu9ABIF346+saOeoo1ANRwrXdMDBRQVX0URTgxo8Qk1V9sCDnvSkH/2oQpWUfwCEEEIIIYTI4CTsEiID2r9/P0OGDOHUqVMAVK5cmdmzZ1OvXr0UnTcyMpKIiAjc3d0BtcriunXrGD16NEOGDLHedNdHj2D3bku49e+/8fc7OkL9+miNm3CiYBvWnivDug16Lm+yPMSWaJqyg46s4202kSvkIXx1BGrUUA+YtgXGjUt8DDt2QJMm6vaiRfC//6kwLG4wFvNuGjaCgNwVuXkTqjpfwu7wPnBxYfbucizZW5ibDx0JeGT3TIP7Ll0sAVaOHOpfF5eEQ6y4+eH48er9lREeroKqXLkg5nODv/6C776zVGnduxe/d9rq1dC5s7ptYwN+fuq2Tgd58sQPsYoUsRzXqhWEhoKTU1o8MzMNjV3sYhaz2MIWTKjn4oUXg20H41PRB8+Knjy9ZVBTHM9FYTKpHmr3LkZx72IUrrltKFwz4UbxCTFEadw5GYn/wQjCnsbvO5fNXU+R2o7kr2rPKfvjTGYjk5mMDh122NGDHlzkIj748DZvS7N5IYQQQggh4pCwK4M5evQoEydO5MCBA0RHR1OhQgVGjx5Nly5d0ntoIg3cvXuX8ePHs2SJWl3Nw8ODL774gnfffTdmylryRERE8Msvv/D111/Trl07Zs2aBUCNGjW4efMmjo4pfCEdGqp6be3cqUKmkychbrtAvV6FVE2aYGrUhCN29Vi3XsfamUb87mUzP8zB1kBzw290ZB1t2IJHbns1Na3GOHW+uKFJsWLw9tsQEvLse2ioCrWIGcaDh+hu3wZgJ435kze5SSFuUJibFOL2osIYjOq0V784QbH/DQAggMkc4SPL+IigYF4DhUq7UKgQ6P/cBl+8Ay4ujHHMx5j6zmR319C5xgRp77xjaaDu7w+bdscP2+LezpFDhYDWpGnqXR8z1e38eVWF9d9+WTGLHbBqlUrwAB4/hg0b4p/Pzk5VcxUsGD+seuMNtahAwYKqcut502utWG2XFMEEs4QlzGY2F7hg3t6UpgxjGK1oFa/fVfaCtmQv6ELJZiZuHYvk5rFIIkNVUBV838i5X0O5vCOMAlUdKFzDgWzZn/26jAo1ceNIJDeORhAdHr9tplteG7zqOmJbLohl+oX44ssZVJ+8ZjTjDd4AYAYzZIqiEEIIIYQQiZCwKwPZvXs3zZs3x9HREW9vb1xdXVm3bh1du3bl5s2bjBkzJr2HKFJJdHQ0s2fPZuLEiQQHB6PT6RgwYABffvklOXPmTPZ5w8LCmDdvHlOnTiUgIACArVu3Eh0dbe73laygKzoajhyxVG4dPPjs9LVy5VRlVZMmGOs34MAhPWt/fMj6WR7cCrYEHtnsomnZ1o5OnaBVaX9cp62O6b/0P9WTKbFpYx07mpuT37oF587F75F18yPL7bN/9aPYP40gJIQ9c/Pz9cri8c9lVHlQ/vwQ6FoQWreGkBC8H5yl2tNhFDZco1DEv+QK9UO3cAs0b66O+yXmAoBHnCDFrHlzS9h15Aj065f4x3T+fNWvCmDXLnX7PxVo5nCsRw8VMIGaWrh9uwr4Emr67utrCbAuX4aJExO+vpOTCgpjVasGc+bEn2qYK5clOIvL01NNa3xFhBPOfvazmc0sYhFBBAHgggt96MMQhlCGMs89h4OLntcaZqNofUfuXYjixpFInt5SUxCjIzT8DkTgfyCCXKXUKo45itoS9tiE/8EI7pyKwmiIH3LlfM2OQnXtOFZ0F9N1C9jEJqJRXzMOONCRjnhgKf+ToEsIIYQQQojEyWqMGYTBYKB06dLcunWLQ4cOUblyZQACAwOpWbMmfn5+XL58mSJxK1teQFZjzBh2797NsGHDOHfuHAA1a9Zk9uzZ1IidrpcMwcHB/PDDD3z77bc8ePAAgMKFC/PBBx/Qr1+/lw+4TCY4e9YSbu3dGz8YURcwh1s0bowhVz727oV185+yfo2BewZLaOdCMG3YQsdcf/PWB5VxHv1eopcODYWjR1WQFTfM+vFHS2+rjz+Gzz9PfPi7d0PsopV//gm//hp/qmGhQqogKUmrGGqaJYB79AiuX49fURb3dseOUKqUZRDffPNsBVrs7eXLLaHU2rWWKYIJ+flnGKCqz9i+3RK+JeTbb2H0aHX78mWYNu3ZPlkFC6rpi6m98mYqMWDgGMfYGfN2gANEYlnRswQlGMpQ+tAHd9yTfZ3A2wZuHIkg4Fw0JmP8H63Z3PVEBJqIu1Wng3wVVNN517y27GUvDWlo3l+NavjgQze6xQu6hBBCCCGEyKqSmmNI2JVBbN++nebNm9OvXz98fX3j7Vu0aBF9+/bl008/5ZNPPknyOSXserXdunWLsWPHsmrVKgBy5szJV199Rb9+/dAnVD3zEv73v//x5ZdfAlCsWDE+/PBDevXqhb19wqsaJujaNUu4tWsXxIRmZp6e0LixJeBycSFq1z52rrjPuodvsPHf8ubZcQDZeUJb1z10qn2LN7vmwPHN1+N3Yv+P7dth5kx1+cjIZ/fHDbCWLFEZzn8DrLh9s17mqae5/043fPJEBVP/Dc9ib7dpAzGBOIcPq2otR8eEQ6yCBSFbtkQvnRFpaJznvDnc2sMec/VWrAIUoAlN6E533uRNq1ZKRYWauPWPmuIYEWx6Zr+tnQ7PGkaO1/uNCKdQBjMYABMm6lCH2tTGBx8qUclqYxJCCCGEECIzkLDLiu7fv8+RI0c4cuQIR48e5ejRozyKeZXep08fFi5cmORz+fv78/333/Pbb79x8+ZNHBwceO211+jSpQtDhgzBKZGmzB9++CFTpkxhxYoVeP9n6bWAgADy5ctH48aN2blzZ5LHImHXqykqKooZM2YwefJkQkND0ev1DBo0iM8++4wcsV3OX9Ljx4958uQJr732GqA+Z1q0aMGoUaPo3r07tkkpWbp/X4VasX23YhuOx3JyUlPnYsMtT0/Yt4+InfvZvs3E2tt12ExbAsluPsTTE9q3h45e/9C4Rz7svfIneGlNU22+8udXvc0BFi60zPorVEgVSMUNr1q0sCwGKDI/f/zN4dYudhFAQLz9HnjQiEY0iXkrSUl0pG6lmsmocf9CNP5HInh604C9i47Apmf4vdwyVtmuJIggcpCDO9zBATV1V0NL9XEJIYQQQgiRUSU1x5CeXUmQJ/bVdQpt2bKFnj17EhRkqTAICwvj2LFjHDt2jF9++YXffvuN4sWLP3PsvzGr1ZUoUeKZfXnz5sXFxcX8GJFxbd++nWHDhnH58mUA6tWrx+zZs83TVl9WaGgoU6ZMYebMmdSpU4ft27cD6nPm+PHj6J43LS04WE1HjK3eOnMm/n5bW6hd2zwtkRIl1Fw/IDREY2uhd1j3tAm/8hUhuJoPy+sUSPs3HtHp/WK88Ubs1MBqz1w+MlJVZ23eDFu2qPZScWfctWoFX34JbdtC2bIZdoadSKaHPGQ3u80B1xWuxNufjWzUp7453KpClXiN5tOC3kZH3vL22JcPYX7EQhY5+HJOd868vyhF6Uc/oogyh10SdAkhhBBCCJFyEna9pMKFC1O6dGlzaJBUJ06coGvXroSHh+Pi4sKECRNo1KgR4eHhrFy5kp9//pnLly/TqlUrjh07hqura7zjAwMDAXB3T7ifjJubm/kxIuPx8/Nj9OjRbIhZ3S5PnjxMmzaNnj17Pj+QSoSmaWzcuJERI0ZwM6ZB+v379wkKCjKn38+cNzISDh2yVG4dOQJGY/zHVKpkCbfy54d//lGBmK8vQeF2/DbzCmvX6di6VUd4+C/mwwp6htOxk46OPRypW9cdG5uEP4/Dw2H1ahVwbdumZubFcnKCp08t93PlggkTXvpDIzKoEEL4m7/N4dZJTsbbb4MNNalpDrfqUMccIKW3L/iC6Y7TAXDEkY50pD/9aUADaTQvhBBCCCFEKpCwKwk++eQTatSoQY0aNciTJw9+fn4ULVr0pc4xYsQIwsPDsbW1Zfv27dSpU8e8r3HjxpQoUYJx48Zx+fJlvv32WyZNmmTlZyFeRREREUybNo0vv/ySiIgIbGxsGD58OBMnTkw02HyRq1evMmzYMLZu3QqAl5cX3377Le3bt48fcBmNam5gbOXW33+rtCmuYsWgaVMVcDVqBPv2wapV8M47cPcuT8jOZtqyjtlsozlRPSznL1pUo2NHHZ06QY0a2RJcpE/TVIDl4WG5P3AgRESo+/nzq/ZTbdqofC2TtZYSzxFNNIc5bA63DnHIvDphrPKUN4dbDWiAG+k/HTuccFazmrKUpQZqEYn3eI/d7OYd3qEb3cgeZyqvEEIIIYQQwvok7EqCTz/9NEXHHzlyhL///huA/v37xwu6Yo0ZM4YFCxZw4cIFZs6cyf/+9z/s7OzM+2ODj8Sqt4KCgvDwkNW6MpJff/2VESNGcO3aNQAaNmzI7NmzKVeuXLLPuX//fpo0aUJkZCT29vaMGzeOCRMmqF5wmqaamsdtKv/kSfwT5M5tCbYKFIB//4X+/cHFRe0/cIAHq3ayibdZq+vCThpj0CzfRkqWhE6d1CKDVaroEpxaGB2tMrMtW1QFl7MznDql9jk5waBB4OqqpidWrSrTE7MKEybOcIad7GQHO/iLvwglNN5jilCEpjSlCU1oTGPyYJ0p5tZwjWv8yI/MZz6PeUxnOrOa1QCUpCTHOZ7OIxRCCCGEECLrkLArDWzcuNF8u19sR+3/0Ov19O7dmwkTJvD06VN2795Ns2bNzPtje3X9+++/VKsWv79RQEAAISEh1KxZ0/qDF1Z39epVRowYwW+//QZAgQIF+Pbbb+nSpUuypizGVaNGDYoVK0bBggWZPXs2JUuWhK1bVTXWzp2q8VVcrq7QoIEKt/LnV/v/+gvGjbPMGSxThrsVmrFhA6zb/RF7dF9j0vQQs7RF+fIq3OrUCcqVSzicevoU/vhDhVtbt8afjujgoBZyzJVL3Z8+PUUfApFBaGhc41q8pvIPeRjvMTnJSWMam6u3ilHsleppZcTIH/zBHObwB3+gxXxRFKEINZHvx0IIIYQQQqQXCbvSwL59+wBwdnZ+JqiKq0GDBubb+/fvjxd2NWjQgClTprB9+/ZnVmPctm3bM8eLV09YWBhTpkxh6tSpREVFYWdnx+jRo/noo49wia2cekk3b95k+vTpTJ06FTs7O+zt7dm7dy85c+ZEFx0Nw4bB7NmWA+ztoW5dy4qJNWrA779Dz56qIX3cczuVYn3hkawdW4v9Z1VhGKgKwypVLBVcpUq9eJwjRsDixZb7OXNC69aqeuvNNy2FYyJzu8c9drHLXL3lj3+8/c4404AG5nCrAhVe6Z5WLWnJdiz9G9/iLQYzmJa0TPNm+EIIIYQQQggLCbvSwIULFwAoXrw4traJf8hLly79zDGxmjRpQrFixVi+fDnDhw83r84XGBjIl19+ib29Pb1797b+4EWKaZrGhg0bGDVqFDdu3ACgWbNmfP/995RKSlKUgKioKGbMmMFnn31GWFgY+fPn5/333wcgV65ccOcOdO4MBw6oA955R6VSgYFqW+HCEDudtlgxFXRlz861qp1Yl60n6/yrcfisC1y0XLNWLRVudeyoDvkvo1H1tI+dnrhkiQrFQAVbR4+qcKtNG7WIo41kAZleEEHsZa+5eussZ+Ptt8OO2tQ2h1s1qYk99uk02ufT0DjMYSpRiWyo5nEtaMFRjuKDDwMZSHGeXUlXCCGEEEIIkfYk7EplERERPHyopuYULFjwuY/18PDA2dmZ0NBQ8wp6sWxtbfnll19o3rw5b7zxBt7e3ri6urJu3Tr8/f355ptv8PLyeu75IyMjiYyMNN8PCgpK3pMSSXbp0iWGDRvGn3/+CajVPL/77jvatWuX7CmLe/bsYfDgweZAtH79+rz11luWB/z1F3TpAvfuqWmKFSuqsqo4//fkzQsx4eglm7KsHXKHdQfycmKXZUw6HdSvr8KtDh2gUKFnxxIaCn/+qcKt336D+/ct+7ZssYRdnTqp7E1kbpFEcpCD5nDrCEcwEn9Fz8pUNvfdep3XccY5nUabNGGEsYIVzGEOJzjBQhbShz4AvMu7vMd75vBLCCGEEEII8WqQsCuVBceZGpaUqWqxYVdISMgz+xo1asS+ffuYOHEiq1atIjo6mgoVKvD111/TtWvXF557ypQpKW62L5ImODiYzz//nBkzZhAdHY2DgwPjxo3jgw8+UM3ikyEgIICxY8eybNkyQFVwTZs2jd69e6vgTNNg5kwYO1aVWRUvrlZX3L9fnSBPHmjQAO2NBpwt1IJ1k2DtWjh3Tg/kA0Cvh4YNVTjVrh3ky5f4eE6eVBVacTM0d3do0UJVcMXN36TJfOZkxMgJTpjDrX3sI5z4K3oWp7i5cqsRjchJznQa7cu5zGV+5EcWsICnPAXAAQfucMf8GCeS97UshBBCCCGESF0SdqWyiIgI8217+xdPz3FwcAAgPDw8wf01a9Zk69atyRrLhAkTGD16tPl+UFAQhRIq1xHJpmkaq1atYsyYMdy5o14Ut27dmu+++47XXnstReceOHAgmzZtQqfTMXDgQL744gvLCpwhIWqq4sqV6n63buDnBwcPQvHiaMuWc8KmOmvX6Vj3vVqUMZatLTRtqiq43n7b0ije8pzgxAlVqeXuDiNHqu3lyoGjo+pr37aten/9dYiziKjIZDQ0LnPZHG7tZjdPiL+iZ17ymsOtJjShMIXTabTJE0kkbWkbrxdXMYoxiEH0ox+eeKbj6IQQQgghhBBJIWFXKnN0dDTfjoqKeuHjY6cZZstm/WkxDg4O5jBNWN/Zs2cZNmwYe/bsAaBYsWLMnDmT1q1bJ/ucmqaZpztOmTKFBw8eMHPmTKpXr2550L//Qvv2cO6cSq6mT4ehQ8Hfn6gPJ/F10bn4ds2Gn5/lEAcHaNZMVXC1aQOxmVmsiAjYvVtNT/z1V8sijsWKqWbzOp0Ktc6dU2GXVG5lXre5bQ63drKT29yOt98NNxrS0BxulaXsK7ViYlIEE4wrroCq3jJiRIeOVrRiCENoRrNXulG+EEIIIYQQIj4Ju1KZq6ur+XZCUxP/KzQ0FEjalEfxaggMDGTSpEnMmjULo9FItmzZ+PDDDxk7dmy8sPNlPHr0iA8++IBs2bLx/fffA1CmTBn2x05JjLV5M/TqBUFBqiTr3XfVCozANZMX3lcWcnSFemi2bNCypargatUK3NwSvvaQIbBokerHFcvJSYVjbdqAyWRpLl+gQLKenniFPeEJe9hjDrcuxl2lABUG1aWuue9WNaphmwF/lBgwcIAD/MiPbGITV7hCvpjpvDOYgSuueOGVvoMUQgghhBBCJEvGe4WSwTg6OuLp6cmjR4+4FVsek4gnT56Ywy6ZXvjqM5lMLF26lHHjxnHv3j0AOnTowPTp0ylSpEiyz+nr68v48eN5/PgxNjY2jBkz5tnzGY0wcSJ88YW6X6mS6g7/xRdQqxarwtrw7rsqA/PwgBkzVBWXc5xe4JoGFy7A1q1qamJsgGUyqaArf34VbrVtC40bqymLIvMJJ5z97GcnO9nBDo5zHBMm8349eqpRzVy5VY96GbIheyCB7GUvB2PejnKUMMLM+7ewhXd5F4AKVEivYQohhBBCCCGsQMKuNFC2bFn+/vtvrly5gsFgwNY24Q/7xYuWCooyZcqk1fBEMpw8eZIhQ4Zw4MABAEqVKsX3339Ps2bNkn3OEydOMHjwYA4dOgRAxYoV+eGHH54Nuh49gu7dYXtMT6E331QrMEZGElaiEiMW1+eXtWpXvXqwfDkUjmmbFB0N+/apgrAtW+DqVbW9Vi218iKo4GvAAKhaVaYnZkYGDBzjmLly6wAHiCQy3mNKU5omNKEpTWlAAzzwSORsryYDBs5yFnfcKUpRAA5ykLd5O97j3HGnE50YzGCqUjU9hiqEEEIIIYRIBRJ2pYH69evz999/Exoayj///EOtWrUSfNzevXvNt+vVq5dq45kzZw5z5szBaDSm2jUyq8ePH/Pxxx/z448/YjKZcHZ25pNPPmHkyJFJWoAgIYGBgXz88cfMmTMHk8mEi4sLkydPZujQoc8Go//8o+Yh+vureYn168OffwJwtuFQugZ8x/m1Nuh08L//qeIvW1s4dQq+/lpVcT19ajmdvT00aWKp6gIoVSpZT0O8ooII4l/+NVdv7WEPQQTFe0xBCportxrTmAJkrPmpD3nIIQ6Zq7aOcIRQQhnPeL7iKwBqUYuylKU2talLXepQh9KUll5cQgghhBBCZEISdqWBdu3aMWXKFAAWLFiQYNhlMplYvHgxANmzZ6dRo0apNp4hQ4YwZMgQgoKCcHd3T7XrZDabN29mwIABPHjwAABvb2+mTZtGwYIFU3TeqKgoli5dislkwtvbm2+//Zb8+fM/+0BfXxg8GCIjoUgRyJED/vwTDfi5zRZG/NmKiAgdefPC0qUqxIoVEQErYnp35cqlena1bauKwqQ9XMYXQghXuMK/Cbzd5/4zj/fAg0Y0MldvlaBEhmsqD/CAB9SjHv/y7zP73HDDiCXQ98CDc5xLy+EJIYQQQggh0omEXWmgZs2avP766/z999/Mnz+fPn36UKdOnXiP+fbbb7lw4QIAI0aMwM7OLj2GKhIQFhbGmDFj+PHHHwEoV64cs2fPpmHDhsk+p7+/v3l6Yq5cuZg3bx45cuSgSdyEKlZkJAwfDj/9pO63bq3eBw7kqWsh3q14iDVbVDjWvDksXqz6dB09CjVqqENq1FBVXs2aqSmLcSu5RMYQRliCgdYVrnCXu889Ng95qEQlc/VWZSpjQ8b4JHjEo3hVW154MZ/5AOQkJ495DKipl3XivJWlrFRtCSGEEEIIkUXpNE3T0nsQr7p9+/Zx5coV8/2HDx/y/vvvA2q64YABA+I9vm/fvs+c48SJE9SrV4/w8HBcXFz48MMPadSoEeHh4axcuZKfYoKMkiVLcuzYsXirOKaW2MquwMBA3BJbmi+LO3HiBN27dzf3Uxs7diyff/45Dg4OyTpfSEgIn332GTNmzGD9+vW0adPm+QfcvKk6yx85ohpoffYZfPgh6PUcHrwI783d8btth60tTJkCo0fD7dvg7Q0nTqjAq1y5ZA1VpIMIIrjK1QQrtG5z+7nH5iQnJRJ4K05x3MhYX9+++PIXf3GQg1zmcrx9BSnITW6a7x/jGMUoRg5ypPUwhRBCCCGEEGksqTmGhF1J0LdvXxYtWpTkxyf2Id2yZQs9e/YkKCgowf0lS5bkt99+o3jx4ska58uSsCtxJpOJ6dOn8+GHHxIdHU3+/PlZtGgRTZs2Tdb5NE1j/fr1jBw50rwq55AhQ5g9e3biB+3apVKrBw8ge3Z46y2YNQtTjpx8843qyWUwQNGisHIl1KypenL16qV62Lu7w6pVqtpLvDoiieQa1xIMtG5xC43EvyXnIEe8ECtuqJWd7Gn3JKzkMY85xCH88GMwg83ba1CDYxwz3y9FqXhVW+UpnyGnXQohhBBCCCFSJqk5hkxjTENt2rTh9OnTzJw5k99++41bt25hb29P8eLF6dy5M0OHDsXJySm9h5nl3b59mz59+rBz504A2rdvz88//4ynp2eyznflyhWGDRvGH3/8AYCXlxezZs2idevWCR+gafDNN/DBB2AyQfny4OAAK1dy/66R3o6r2LZNvdDv3Bl+/hmcnWHCBPhK9eKmWjVYvRqKFUvWkEUKRRPNda4nGGjd4AYmTIke6457ghVaJSiRoauXTJg4z3nzdMSDHOQiqmLSFlv60hcn1Pc/H3x4i7eoQx1qUQtPkve1J4QQQgghhMiapLIrC4q7GuPly5elsiuODRs2MGDAAB4/foyTkxMzZ86kf//+6HTJqyL54YcfGD16NJGRkdjb2zN+/HgmTJhAtmzZEj4gOBj69YN169T9li3h+HEICGCHc1t62a8i4Ikjjo7w/fcwYADcuaMKwPbtU4cMHaqysmTOtBRJZMCAH34J9tDywy9ec/T/csU1weqsEpQgJzkzRdXSE56Qnezm59KHPixm8TOPK0EJ6lCHr/mavORN62EKIYQQQgghMhCp7BKJktUYnxUSEsKoUaP45ZdfAKhWrRrLly+nZMmSKTqvl5cXkZGRNGvWjNmzZ1OiRInEH3zxIrRvr/61s1NlW2vWYIg2MTHnPKY8egctVEe5cmraYvny6rAFC1TQ5eoK8+erw4R1GDFygxsJVmhd5zoGDIke64RTohVaucmdKQKtWCZMXOBCvKqtC1zgIhcpRSkAqlCFdayjJjXN0xFrU5uc5Ezn0QshhBBCCCEyG6nsysKkZ5dy7Ngxunfvzr///otOp2P8+PF8+umn2Nvbv/S5bty4wblz52jRooV52759+6hXr97zq8PWrYO+fSEkBPLnV8snbtrEDQrRzXM7Bx6VBuDdd2HGDIg729VggBEjYNQoSKN2b5mKCRM3uZlghdY1rhFFVKLHOuKYYHVWCUqQj3yZKtBKyE52MpWpHOYwgQQ+s38Vq+hCFwDCCccOO2zlbyxCCCGEEEKIZJLKLiFewGg0Mm3aND7++GMMBgMFCxZkyZIlNGzY8KXPFRUVxfTp05k8eTJ2dnZcunSJPHnyAFC/fv3EDzQY1OqK06ap+w0bwrx50LIlG2iPj+Nynj5yxM0NfvoJunZV0xbHjYNvv1VTFW1tYc6cl3/+WYkJE3e4k2CF1lWuEklkosc64MBrvJZgoJWf/OjRp+EzSXsmTFzkorliqy99qY/6nA4jjO1sB1QlWw1qxKvayk1u83mykcjUXSGEEEIIIYSwMgm7RJZ08+ZNevXqxd69ewHo3Lkz8+bNw8PD46XPtXv3bgYPHszFi6rZ9uuvv05oaOiLD7x/H7p1U6suAowdC1OmEGGwZWyNw8y56gkRqshr5UrVbP7PP6FHD7VAo4ODCryEoqFxl7uJBlrhhCd6rB12FKNYgoFWQQpig00aPpP0FUYY+9lvDrcOcYinPDXvz09+c9hVj3rMZjZ1qENFKkrVlhBCCCGEEOKVIK9MRJazZs0a3n33XZ4+fYqzszOzZ8+mT58+L92E/u7du4wdO5bly5cDkDt3bqZNm0avXr1efK4jR6BjR7h1S81J9PaG4sW5eMWWrl3h9Gm1+tz778Pnn4ONDXzyibqtaVCpEgwcmKynn2loaJziFCtYwXa28y//EkriIaMtthSlaIKBViEKZcmgxoSJy1wGoDRqqux1rtOMZvEeF7dq6y3eMm/PQQ6GMCTtBiyEEEIIIYQQSZD1Xt2JLCs4OJjhw4ezcOFCAGrWrMmyZcsonoxGV4GBgZQrV44nT56g0+kYPHgwn3/+OdmzZ3/+gZoGP/8Mw4ZBVJRqslW+PJqvL4sWwhCHdwgL15MrFyxeDG+9BXfvQvfusGePOsW778J330FiCzpmdhe5yMqYt0tcirdPjx4vvBIMtIpQBDvs0mnUr4YggjjCkXhVW094Qg96sJSlAJShDJWoRDnKmackVqRilv/YCSGEEEIIITIOCbuyoDlz5jBnzhyMRmN6DyXNHD58mB49enD16lX0ej0ffvghn3zyCXZ2yXsB7+7uTq9evTh48CBz586lWrVqLz4oPByGDFHLJwI0bw737xO8cQeDWcJSU08Ih8aNYckS1af+wAG1QOP9++DsrPp2de+erCFnaH74sYpVrGQlJzlp3u6II61pTSc6UZnKFKUo9rz8wgKZSRhh3OQm4YRTmcoAGDBQk5qc5CQa8dckyUa2eNv06ON9jIUQQgghhBAio5HVGLOwrLAao9FoZMqUKUyaNAmj0UjhwoVZunQpr7/+erLO0717d4oVKwZAeHg49vb22NgkoZ+Tn5+atnj8OOj10L8/bNjA8YeF6KpfyxVTMfR6+Owz+OADNW0R4No1qFoVCheGNWugVKmX/ABkYHe5yxrWsJKVHOSgebsttjSnOd548zZv44prOo4yfc1lLpe4xI04bw94AEAlKsULrSpTmVOcwgsvc8VWHepQiUpStSWEEEIIIYTIEGQ1RpHl+fv707NnT/bt2weAt7c3c+fOffFUw/+4e/cuPXr0YPfu3WzatImDBw9ia2tLtqTOI9y+XTWif/wYcuaErl3R5v7I96YhvK/7hmiTHYUKwfLlUL++KgCLPXVsU/py5VRrr8zuEY9Yz3pWspI97MGECQAdOhrRCG+86UAHPPFM55GmnqtcxQ8/bnADf/zNIZY//uQgB4c5bH7sbGZznvPPnMMl5i2uRSwiD3nIS95Ufw5CCCGEEEIIkZ4k7BKZ0ooVKxg0aBCBgYG4urryww8/0KNHj5duQr9z50569OjBvXv3cHZ2ZuTIkdjaJvHLxmSCKVPg449Vr67q1WHdOh79soF+pvVsoS1o0K4dzJ8POXKovlw9eoCvr5rlCGo1xswsmGA2sYmVrGQb2zBgMO+rQx288aYznclHvnQcZcppaDzkYbzw6gY30KHjWyzLaralbYIBFoAH8VcL7UUvHvOYIhShcMxbEYrgjjs64n+uV6KS9Z+UEEIIIYQQQryCZBpjFpYZpzEGBQUxZMgQli5Vzbbr1KnD0qVLzVMPk8poNPL555/z6aefomka5cuXZ82aNZQuXTppJwgMhD59YNMmdb9/f5g9m7+OONK9u8bt2zrs7TW+/VbHkCEqC/vyS5g4UWVkjRrBzp3wktlchhFOOL/zOytYwW/8RgQR5n2VqYw33nSlK154pd8gX1IkkdziFv74E0QQ7Whn3tea1uxkZ7znGcsDDx7z2Hy/E504z3lzcFX4P29FKZoWT0cIIYQQQgghXjkyjVFkOQcOHKBnz55cv34dvV7PJ598wv/+97+kV2LFePz4MZ07d2bXrl0A9O/fn++//x6npM4jPHsWOnSAf/8FBwcYMgTjPyf54nMdn04Bk0lHyZKwapWOypVV8/mePdV0RYB+/WD27MwXdEURxQ52sIIVbGQjIYSY95WkJN3ohjfelCaJgWIa0tAIJhg3LN9MpzOdQxwyV2kFEGDe54FHvLDLiNEcdOUj3zNBlgkTevQArGVt2jwpIYQQQgghhMikJOwSGZ7BYODzzz9n8uTJmEwmvLy8WLZsGXXr1k3W+ZydnQkKCsLJyYkff/yRXr16Jf3gVavAxwfCwqBQIejQgdszVtNDW8LevQ6AKviaPRtcXGDvXtXO6+5d1adr7ly1P7MwYmQve1nJStaxLl4FUxGK4B3zVolKz0y7Sw/HOMYFLjzTL+sGN7DHPt74d7CDrWyNd3w2spkDrCiizCtDfsd32GJLQQrigEOaPichhBBCCCGEyGpkGmMWlhmmMV67do2ePXty8KBara9Xr17Mnj37pZ+P0WgEMK+seP36dSIiIihTpkzSThAdDePHw4wZ6n6jRpA9O79tiKQvC3lILpydNebO1RGbnZ09C5UqqWmLZcqo1RbLlXupYb+SNDQOcYiVrGQ1q+NVPOUlL13ogjfe1KZ2mgRcGhpPeRovuIoNsx7zmO1sNz+2BS34gz8SPVcwwebG72tYw21ux6vQyknOVyK0E0IIIYQQQojMSKYxikTNmTOHOXPmmAOejGrJkiUMGTKE4OBg3N3dmTt3Lt26dXvp89y7d4+ePXtSq1YtPv/8cwCKFn2JvkgBAdC1K/z1l7o/cCBR+44wYXcrpjMGgMqVNVatUtMXY5Uvr6q4jEb44Qdwdn7pob8yNDROcYqVMW/++Jv3eeBBJzrhjTcNaIANNla/9i1umVcwvMtdxjLWvL8DHdjIxkSPDyYYV1wBqElNoomO1+w99nZBCpINywqcnels1echhBBCCCGEEMI6pLIrC8volV0DBw5k3rx51K9fn6VLl1KkSJGXPseePXvo1q0bAQEBuLi4cOXKFfLkyZP0Exw4AJ07w5074OoKH3zAla/X4R00j3+oDsDw4TB1qmrftX8/lCoFOXOqww0GeMmWYq+US1wyB1wXuWje7oIL7WiHN968yZvm6XzWdIEL5mtf5nK8fUEEmQOs93iPn/iJXOSK1+g9NshqSct4IZYQQgghhBBCiFeTVHaJTG/69OmUL1+eQYMGmacfJpXJZOLLL79k4sSJmEwmypYty5o1a5IedGkazJkDo0apxKpsWVi/nhU7c/Ne8DCCcSVHdiO+C214+201VfGrr+Cjj6BZM/j1V9DrM2bQ5Y8/q1jFSlZyghPm7Q440JrWeONNS1riRBIb+ifDaEYzgxnm+7bYxguwIok0h11f8RUzmJGq4xFCCCGEEEII8erIgC+1hVCcnJwYOnToSx93//59evbsyZ8xyx/27duX2bNn45zUeYRhYfDee7B0qbrfsSOhcxYy/EMXfH3Vpvp1TSxfaUOhQvDwoZqu+Pvvap+HB0RFgaPjSw893QQQwBrWsIIVHOSgebsttjSjGd548zZvx1ut0FrucIc1rKENbShGMQDqUIdZzKI5zelGN9rS1hxu/ZcHHlYfkxBCCCGEEEKIV5eEXSJLiY6Opl69ely5coVs2bLxww8/0Ldv36Sf4OpV6NgRTp0CGxsYN47Tay7RtaqJi3dAp1PVW598osfWVk1b9PaGW7dUuDVrFvTvrx73qnvMY9aznhWsYA97MGECQIeOhjTEG2860hFPPK1+7Uc8Yh3rWMlK9rAHDY0ggviYjwFoS1vucY8c5LD6tYUQQgghhBBCZGwSdoksxc7Ojo8++oipU6eyevVqyr3M8od+flCzJjx+DLlzo40azbzP7jEyfBmROJIvn8ayZToaNVLTFqdOhQ8/VA3oS5ZUqy1WrJhqT80qgglmM5tZwQq2sQ0DBvO+2tTGG28605n85Lf6tSOJZDWrWclKtrM93rXrUpcSlDDfd4h5E0IIIYQQQggh/ksa1GdhGb1BfVI9ePCA27dvU7lyZfO2yMhIHBxeIizRNGjTBn77DSpV4ukbbRkwqyLr6ARAi8YRLFrpSK5c6uHBwVC5Mly7Bt26wbx5qn/9qyiccLaylRWs4Fd+JYII875KVKIb3ehCF4ryEitUJpGGhg6deRx5yEMwwQBUprL52l54Wf3aQgghhBBCCCEyFmlQLwTw119/0a1bN3Q6HSdPniRnzDKILxV0AWzcqIIuW1sO2jeg2ywf/PHCTm/gqykwcqwjer3l4a6usHo1HDsG77776k1bjCaaHexgBSvYyEZzwARQkpJ0oxtd6UoZyqTKtf/kT/MKjoc5jA4d2cjGCEZggw3eeFOa0la/thBCCCGEEEKIzE/CLpEpmUwmvv76az766CNMJhOlS5fmyZMn5rDrpYSEwPDhaMA0+4/48Oj/MGJLsZxBrPzdjRo1VOHX9Ong5AQDB6rDqlVT768KI0b+4i9WspK1rOUxj837ClMY75i3ylQ2V1ulxbVPc5pKVAJgMpOtel0hhBBCCCGEEFmPhF0i03nw4AG9evVi27ZtAPTq1YsffvgBFxeX5J3w00/h1i3meUxg/JOJAHRt+pB5a3Pi7g5PnkDfvrB5M9jbQ9OmULy4lZ6MFZzmNL74sprV3OWueXse8tCFLnjjTW1qo0f/nLMk3wpWMIYxiV67AhVS5bpCCCGEEEIIIbImCbuyoDlz5jBnzhyMRmN6D8Xq9u3bh7e3N7dv3yZbtmzMmTOHvn37okvuPMLTp2HGDE5QmZEhqupo8iQD//skJzodHDkCXbqAv78Kur77Dl57zXrPJyVMmPiar/mIj8wrKXrgQUc64o03DWiArZW/BWhonOEM7rhThCIA5CAHd7mb6tcWQgghhBBCCCFAGtRnaZmxQb23tzerVq2idOnSrFmzhvLlyyf/ZCYTvP46QQfOUNX5EldD89GmDWzapHbPnAnjxkF0NBQrplZbrFrVOs8jpR7ykN70ZitbAWhLW97hHZrRDHvsrX69y1xmZczbBS4whjF8wzeA6tG1jW2pdm0hhBBCCCGEEFmDNKgXWdK8efMoWLAgkyZNSv60xVgLFqAdOMAA/RquhuajcL4oFi5UYU3XrircAujYEebPB3f3FA7eSg5wgK505Ra3cMSR2czGBx+r9+G6wQ1WsYqVrOQ4x83bHXAgnHDzfTvsaE1rq15bCCGEEEIIIYRITOo06REijezfv58RI0YQW6Do7u7ON998k/Kg6+FDGDeOuQxijakTtkSzqukv5MihVlasUgXs7GDWLBV6vQpBl4bGN3xDAxpwi1uUpCSHOUx/+ls96DJhoiY1Gcc4jnMcG2x4i7dYxCLucY85zLHq9YQQQgghhBBCiKSSyi6RYUVHR9OzZ0/8/PyoVq0avXv3tt7Jx43jn8dejGIGAFNdP6f2nLHm3ePHQ7t2UKaM9S6ZEo95TF/6soUtAHSjG/OYhyuuKT73E56wgQ1sZzvLWY4+5q0LXTjDGbzxpiMdyUkyVroUQgghhBBCCCGsTHp2ZWGZoWfX/v37+emnn5g9ezaurikPdgDYt4/A11tRleNc4zXeZiPLfwpl0r89mDABPDyscxlrOcxhutIVf/xxwIGZzORd3k1RNVcIIWxhCytZyVa2Ek00AHvYQwMaAKq6K7VWcBRCCCGEEEIIIf5LenaJLKFevXrUq1fPeieMjkZ7byD9mc81XqMIfiyoNocJZ7bz/SzYswcOH1ZTGdObhsZMZjKOcUQTzWu8xhrWUIUqyT7nKU4xhSlsYQthhJm3V6AC3nhTnOLmbRJ0CSGEEEIIIYR4FUnYJURcM2Yw53xD1tEJO6JYTReO9VnM98NVuvXZZ69G0PWUp/jgwwY2ANCJTvzCL7jzcs3DookmhBA8UOVqYYSxilUAvMZrdKMb3nhTjnLWfQJCCCGEEEIIIUQqkbBLiFj+/hz7ZDOj2QXAVMZRvFtNKnxVGoDBg+Gtt9JzgMo//ENnOnOd69hhx3SmM4QhSZ62aMLEPvaxkpWsYQ0d6MA85gFQm9pMZCKtaU01qlm9sb0QQgghhBBCCJHaJOwSIsbTwR/SJXIx0djTrq2JEW+WoPtOH+7cgZIlYerU9B2fhsYP/MBoRhNFFF54sYY1VKd6ko49xjFWspJVrOI2t837/uIvNDR0MW+TmJSKz0IIIYQQQgghhEhdEnYJAWibNuPze0euUwyvAlH4LrRnxdYhrNwINjawZAk4O6ff+III4h3eYTWrAWhHO3zxNU8/fJFmNGMHO8z33XCjAx3wxpsmNJEKLiGEEEIIIYQQmYaEXVnQnDlzmDNnDkajMb2H8moIDWVWv3/YwKfY6Q2sXgXu7vDll2r3J59AzZrpN7yTnKQznbnCFWyxZRrTGMGIlwqoalCD/eynLW3xxpu3eAtHHFNx1EIIIYQQQgghRPrQaZqmpfcgRPpI6pKdmd2R3rOpv+RdorFnpn4Uw4tugUOHeKzPyYwZMHEi2KZDLKyh8TM/M5zhRBJJYQqzilXUpvYLjz3MYeyxN6/M+JjH2GOPCy6pPWwhhBBCCCGEECJVJDXH0KfhmIR45TzZf56uS1oRjT0dsu9imOk71aArZ05y5IDJk9Mn6AohhJ705D3eI5JIWtOaE5x4YdAV29frdV6nAx14zGMAcpBDgi4hhBBCCCGEEFmChF0iy9JMGv3efoQfRSnqcJv5Tztw3qYiC1+fT3rWO57hDNWpznKWY4MNU5nKJjaRgxzPPS6MMHrTmyEMIZpoqlIVW5mpLIQQQgghhBAii5FXwiLLmtnzKJsevY49kazJORin22H0zPE7Jz/MR4AOPvgg7ce0gAUMYQjhhFOAAqxiFfWo98LjrnCFDnTgDGewwYav+IoxjJHG80IIIYQQQgghshwJu0SWdHh7IO+vUP2svi23gGrnNvOh03ecfFAAT0/o0ydtxxNKKEMYwiIWAdCc5ixhCbnI9cJjN7OZ3vQmkEByk5vVrKYBDVJ7yEIIIYQQQgghxCtJpjGKLOfxY+jaMRoDdnRy+YMhN8azj3p8HT4MgJ9+gnz50m485zlPTWqyiEXo0fMFX/A7vycp6NLQmMc8AgmkLnU5wQkJuoQQQgghhBBCZGkSdoksRdOg39uP8Q/JyWtc4Zc5kYTUeZPe9isxaXr69oUOHdJuPEtYQg1qcJ7z5CMfu9jFh3yIPolfmjp0LGEJE5nIbnaTn/ypPGIhhBBCCCGEEOLVJmGXyFJmfGNk874c2BPJ6jZLce/9NiMLruV6VEGKFIGZM9NmHOGEM4AB9KY3YYTRlKZJrso6zGEmMAEN1UU/BzmYxCTssU/tYQshhBBCCCGEEK886dklsoxDh2B8TNP5GU4fUdV3POfPw4IFoNPB4sXg5pb647jEJTrTmTOcQYeOiUzkIz7CBpvnHqeh8SM/MoIRRBNNecrTgx6pP2AhhBBCCCGEECIDkcoukSU8fgxdOxkwmGzozGoGdQ+ECRMom/M+u3fD1KnwxhupP44VrKA61TnDGXKTmz/5k4lMfGHQFUYYfejDYAYTTTQd6EAb2qT+gIUQQgghhBBCiAxGKrtEpqdpanXFG7dtVZ+uaj+i+/0S3LkDxYvTYPx4GqRyT/cIIhjFKH7kRwAa0pDlLCcfL+6Ef4UrdKQjpzmNDTZ8xVeMYQw6dKk7aCGEEEIIIYQQIgOSsEtket9+C7/+Cg5EsEbvjVuVKmz6x5WyhUIoMWJEql//ClfoQhdOcAIdOv7H/5jIRGyT8OX3G7/Rgx4EEkhucrOa1bLaohBCCCGEEEII8RwSdolM7cAB+OADDdDxHSOp4lOFK4v3052jcN+Bg5dtqVgx9a6/lrX44EMwweQkJ0tZSnOaJ/l4O+wIIoh61GM1q2W1RSGEEEIIIYQQ4gWkZ5fItB49Am9vMBp1dGUl7xX8HcOd+/SKmk8YztSqa0P58qlz7UgiGcYwOtOZYIKpT31OcCJJQZcJk/l2M5rxB3+wm90SdAkhhBBCCCGEEEkgYVcWNGfOHMqWLUuNGjXSeyipxmRSfbpu3oQS/MtPvIuuvw9f/V6BQ9TBzcXIwoU69KnwFXCd69SnPrOZDcB4xrOLXRSk4AuPPcIRKlOZK1wxb2tGM+yws/5AhRBCCCGEEEKITEinaZqW3oMQ6SMoKAh3d3cCAwNxc3NL7+FY1dSpMH48OOiiOKTVpHLrQhy7nY86J+ZgwI4lS6BnT+tfdyMb6Uc/nvKUHORgMYtpRasXHqehMY95DGc40UTTkY6sZa31ByiEEEIIIYQQQmRQSc0xpGeXyHT274cPP1S3v9eGUjnbZcKmbqLX2wUxYEPnt6Po0cPeqteMIooP+IAZzACgNrVZxSoKU/iFx4YRxiAGsZjFAHSgA774WnV8QgghhBBCCCFEViFhl8hUHj6Erl3BaIRuDut4J/Jn+PhLZm0uwsV/IV8+mDvfHp3Oete8wQ260IXDHAZgNKOZwhTseXGgdoUrdKQjpzmNHj1f8RVjGYsOKw5QCCGEEEIIIYTIQiTsEpmGyQS9e8Pt21DSPYB5gX3RlSkDTZsyqqJGSIiO+vXB09N61/yVX+lNb57whOxkZyELeZu3k3TsSU7SkIYEEkhucrOKVTSkofUGJ4QQQgghhBBCZEESdolMY+pU2LoVHB1MrAlsjishMGYM1K6NfaNGTP71V3B0tMq1oonmf/yPaUwDoAY1WMUqilI0yecoQxlKUxobbFjNagpQwCpjE0IIIYQQQgghsjIJu0Sm8Pff8NFH6vb3uT+n4s3TaD17sfKb23Q02WDv6Wm1oOsWt/DGm/3sB2AYw5jGNBxweOGxj3iEO+7YYosDDmxhC+64J2nKoxBCCCGEEEIIIV5Mn94DECKlHjwAb2/Vp6tHtYsMuDkRPDxYZt+P7hc/4Q3dPgxTplnlWtvYRhWqsJ/9uOHGGtbwPd8nKeg6whGqUIWP+Mi8LRe5JOgSQgghhBBCCCGsSMIukaGZTNCrF9y5A6Vei+bHiw3RATdGTmfIgmoAtG4Ygm2xF6+K+CI72UlLWvKQh1ShCv/wD53o9MLjNDR+5Ede53VucpONbCSU0BSPRwghhBBCCCGEEM+SsEtkaF99Bdu2qRmKa177AJfQe5hq1aGPbwOCNDdq2x/ng421U3yd+9ynJz0xYaIrXTnAAYpT/IXHhRFGX/oyiEFEEUV72nOEIzjjnOIxCSGEEEIIIYQQ4lkSdokM66+/4OOP1e3ZA89QYft0sLHhuwrz2eNfFCdCWfJNALZuTim6jgkTfelLAAGUpSy++OLIi/t/XeUqdajDYhajR89UprKOdbjhlqLxCCGEEEIIIYQQInHSoF5kWFOmxExj7G7AZ1M7AM52/5IJi0oBMKPEXIoPHZPi68xgBlvZiiOOrGIVTrw4PIsgggY04Da3yU1uVrKSRjRK8ViEEEIIIYQQQgjxfFLZJTKs9etVZdcPhb5Cd/0aWv4CDPx3NFHRelq1NPHO3p6g06XoGsc4xgQmACr0Kk/5JB3niCPTmEYd6nCc4xJ0CSGEEEIIIYQQaUSnaZqW3oMQ6SMoKAh3d3cCAwNxc8ugU+suXYKKFSEqCtas4UrlTowaBT//DHnzpuzUQQRRlapc5Sod6cga1qAj8fDsIQ+5xS0qU9m8zYgRG2xSNhAhhBBCCCGEEEIkOceQyi6RcWkaDB6sgq4WLSAkhOIbv2HLuqgUB10aGoMYxFWuUpjC/MzPzw26jnKUalSjJS0JIMC8XYIuIYQQQgghhBAibUnPLpFxrVgBu3YR5JCLUx2/4/WxdeHRI8iRA3x8UnTqRSxiOcuxwYYVrMADjwQfp6HxEz8xnOFEEUUJShBIIHlJYdomhBBCCCGEEEKIZJHKLpFxbd4MwIiyf9JgQHG+edQXypWD3r1TdNqLXGQIQwD4jM+oS90EHxdGGP3ox0AGEkUU7WnPUY5SilIpur4QQgghhBBCCCGST8IukXGtWMH6MftZeKISOjTqcBBmzgTb5BcsRhCBN96EEUYTmjCe8Qk+7ipXqUtdFrEIPXq+5mvWsQ533JN9bSGEEEIIIYQQQqScTGMUGVbAPR3vLqwDwDimUq99HmjSJEXnHMc4TnGKXORiCUsS7bn1BV+YH7eSlTSmcYquK4QQQgghhBBCCOuQsEtkWE5O8HZlf47vfMKn9l/Ct6dTdL5NbGIWswDVsysf+RJ97ExmYsDAl3xJQQqm6LpCCCGEEEIIIYSwHgm7RIbl5mJi/o1mhHAH+/dHQtGiyT7XTW7ig2pqP4YxtKDFM4+5wQ0KUxgAV1xZzOJkX08IIYQQQgghhBCpQ3p2iYxLr4dNm3Dp2R4mTEj2aQwY6EEPHvOY6lTnS7585jHnOEcpSpmb0QshhBBCCCGEEOLVJGFXFjRnzhzKli1LjRo10nsoKVemDCxZAs7OyT7F53zO3/yNK66sYAX22MfbH0EE3ehGBBHc4AZ22KV01EIIIYQQQgghhEglOk3TtPQehEgfQUFBuLu7ExgYiJubW3oPJ13sZS+NaYwJE8tYRne6P/OYEYzge74nN7k5zWnykCcdRiqEEEIIIYQQQmRtSc0xpLJLZFmPeEQPemDCRD/6JRh0/c7vfM/3ACxggQRdQgghhBBCCCHEK07CLpElaWj0ox+3uU0pSplXYYzrHvfoRz8AhjOclrRM62EKIYQQQgghhBDiJUnYJbKkWcxiC1uwx56VrMSZ+D2/YsOw+9ynAhX4mq/TaaRCCCGEEEIIIYR4GRJ2iSzn/+3deVxV1d7H8S+TyCA4ouI8ZpmlCaWpOWOWQ6ZXrVQwrTQrbbLBrtpVy+zavb6ezOFqYpZzZaJlGqFdETWMzKmcZy0wERQnYD9/+LAfCA4czjlw4PB53xev14a9zlo/ZN11Vr+z9loJStCrelWSNFMz1VItc5Vxk5ue1tOqpVpapmUqr/LFHCUAAAAAALAFyS6UKZd1WYM0SDd0Q33VV2M0xmLZR/SIjuqomqt5MUYIAAAAAADsQbILZcpzek6HdEi1VVsLtVBucstxP01pOquz5vflVK64QwQAAAAAAHYg2YUy41N9qsVaLHe5a6mWqoqq5Crzil5RC7XQ1/raCRECAAAAAAB7eTo7AKA4HNIhjdZoSdIkTVIHdchV5it9pTmaI0nyklexxgcAAAAAAByDlV1wedd1XYM1WJd1WR3VURM0IVeZszqrERoh6dbqru7qXtxhAgAAAAAAByDZBZf3ht7QT/pJlVVZn+pTecgjx/1MZWqYhumCLuge3aNpmuakSAEAAAAAgL1IdsGlrdd6/Uv/kiRFKlK1VTtXmZmaqWhFy1e+WqqlbEoPAAAAAEApRrILLuuszipCEZKkF/SCeqt3rjI/62fzscZZmqXbdFtxhggAAAAAAByMDerhkjKUoSEaoiQlqZVaaYZm5FmuqZrqST2pJCWZe3YBAAAAAIDSi2QXXNJ0TVeMYuQnPy3XcnnLO89yvvLVXM1VutLlJrdijhIAAAAAADgajzHC5cQqVpM0SZL0kT5SUzXNVeY3/aZMZZrfe5L3BQAAAADAJZDsgkv5U3/qcT1uPsY4TMNylTmlU2qjNgpTmP7Un06IEgAAAAAAFBWSXXAZhgyN1Eid1Ek1VmN9pI9ylclQhoZqqJKVrBSlqIIqOCFSAAAAAABQVEh2wWXM1Vx9qS/lJS8t1/I8E1nv6T1t0Rb5y19LtVRe8nJCpAAAAAAAoKiQ7IJL+EW/6EW9KOlWQqu1Wucqs0M7NFETJUkf6kM1VuNijREAAAAAABQ9kl0o9a7oigZrsK7ruh7WwxqncbnKpCjF3MtrsAbnuZcXAAAAAAAo/Uh2odQbp3E6oAOqqZpapEVyk1ueZY7qqOqpnuZoTp5lAAAAAABA6UeyqxT59NNP9cwzzygkJETe3t5yc3NTZGSks8NyqhVaoQVaIDe56TN9pmqqlme55/W8mqu5PtWnqqiKxRskAAAAAAAoNp7ODgDWe+utt3TixAlVrVpVNWvW1IkTJ5wdklMd1VE9raclSRM0QZ3V2WLZVmql3dotD3kUV3gAAAAAAMAJWNlViixYsEDHjx9XYmKiRo0a5exwnG6URilFKWqndpqkSbnupytd+7TP/J5EFwAAAAAAro9kVynSrVs31atXz9lhlBhzNVc91ENLtVSeeSxSnKqpaqVWmq3ZTogOAAAAAAA4Q5lIdv3xxx9at26dJk6cqJ49e6pq1apyc3OTm5ubIiIiClXXiRMn9PLLL6tZs2by8/NT5cqVFRoaqvfff19paWlF8wsgTw3VUBu0QXVVN9e9WMVqiqbopm6qsio7IToAAAAAAOAMZWLPrurVqzuknqioKA0ZMkQpKSnmz9LS0hQfH6/4+HgtWLBA69evV+PGjR3SHmyTrGQ9oSeUqUwN1VA9psecHRIAAAAAACgmZWJlV3Z169ZVWFhYoV+XkJCgQYMGKSUlRf7+/po2bZq2bdum6OhoPfXUU5KkgwcP6uGHH1Zqaqqjw4aVDBkardE6oRNqqIb6UB86OyQAAAAAAFCMysTKrokTJyo0NFShoaGqXr26jh8/rgYNGhSqjrFjx+rq1avy9PTUxo0b1bZtW/Nely5d1KRJE40fP14HDx7UzJkzNXny5Fx1vPzyy7p+/Xqh2mzSpEmh4izrlmiJlmu5POShpVqqAAU4OyQAAAAAAFCMykSy6+2337br9Tt37tR///tfSdKIESNyJLqyvPzyy1q0aJEOHDigWbNmacKECfLy8spRZt68ebpy5YrV7Q4YMIBkVyGc0imN0RhJ0tt6W/fpPidHBAAAAAAAiluZe4zRFmvWrDGvhw8fnmcZd3d3DRs2TJKUnJysmJiYXGUuX74swzCs/urUqVNR/Douq5Zq6W29re7qrtf1urPDAQAAAAAATkCyywpbt26VJPn5+al169YWy3Xs2NG8jo2NLfK4kJO73PWSXtIGbZCHPJwdDgAAAAAAcAKSXVY4cOCAJKlx48by9LT85GezZs1yvQZFb5/26Yr+//FQd7o1AAAAAABlVpnYs8se165dU1JSkiSpdu3a+ZatVKmS/Pz8dOXKFZ06dcrhsSxYsMBcZbZnzx7zZ5s3b5YktW/fXiNHjrT4+uvXr+fYID8lJcXhMRa3P/WneqiH/OSn9Vqvxmrs7JAAAAAAAIATkewqQGpqqnnt7+9fYPmsZNfly5cdHsvWrVu1ePHiHD+LjY3N8chkfsmud9991+7N+ksSQ4ae0lM6ozNqoiaqoRrODgkAAAAAADgZz3sV4Nq1a+Z1uXLlCizv7e0tSbp69arDY4mMjMx3Q/vIyMh8X//GG2/o0qVL5ldRrD4rTkd1VJu0SV7y0jItk78KTkYCAAAAAADXxsquApQvX968vnHjRoHlsx4T9PHxKbKYbOXt7W0m41xBIzXSz/pZ27VdrWX54AAAAAAAAFB2kOwqQIUKFcxrax5NvHLl1kbp1jzyCPs1/L//AQAAAAAASDzGWKDy5curSpUqkqTTp0/nW/bixYtmsqtOnTpFHhsAAAAAAAByItllhTvuuEOSdPjwYaWnp1ss9+uvv5rXt99+e5HHZavZs2frjjvuUGhoqLNDAQAAAAAAcCiSXVZo3769pFuPKO7atctiuS1btpjX7dq1K/K4bDVmzBjt379fP/74o7NDAQAAAAAAcCiSXVZ45JFHzOtFixblWSYzM1OffPKJJKlixYrq3LlzcYQGAAAAAACAbEh2WeHee+9Vhw4dJEkLFy5UXFxcrjIzZ87UgQMHJEljx46Vl5dXscYIAAAAAACAMnIa49atW3X48GHz+6SkJPP68OHDioyMzFE+IiIiVx2zZs1Su3btdPXqVYWFhenNN99U586ddfXqVS1fvlzz58+XJDVt2lQvv/xykfweAAAAAAAAyJ+bYRiGs4MoahEREVq8eLHV5S39k0RFRWnIkCFKSUnJ837Tpk21fv16NW7c2KY4i1tKSooCAwN16dIlBQQEODscAAAAAAAAi6zNY/AYYyH07t1bv/zyi1588UU1bdpUvr6+qlixokJCQvTee+8pISGh1CS6AAAAAAAAXFGZWNmFnGbPnq3Zs2crIyNDBw8eZGUXAAAAAAAo8axd2UWyqwzjMUYAAAAAAFBa8BgjAAAAAAAAyhySXQAAAAAAAHAZJLsAAAAAAADgMkh2AQAAAAAAwGWQ7AIAAAAAAIDLINlVBs2ePVt33HGHQkNDnR0KAAAAAACAQ7kZhmE4Owg4h7VHdgIAAAAAADibtXkMVnYBAAAAAADAZZDsAgAAAAAAgMsg2QUAAAAAAACXQbILAAAAAAAALsPT2QHAebLOJkhJSXFyJAAAAAAAAPnLyl8UdNYiya4yLDU1VZJUp04dJ0cCAAAAAABgndTUVAUGBlq872YUlA6Dy8rMzNTZs2dVoUIFubm5Wf26lJQU1alTR6dOncr3qE/gr+g7sBV9B7ai78BW9B3Yir4DW9F3YKuy1HcMw1BqaqqCg4Pl7m55Zy5WdpVh7u7uql27ts2vDwgIcPn/I6Fo0HdgK/oObEXfga3oO7AVfQe2ou/AVmWl7+S3oisLG9QDAAAAAADAZZDsAgAAAAAAgMsg2YVC8/b21qRJk+Tt7e3sUFDK0HdgK/oObEXfga3oO7AVfQe2ou/AVvSd3NigHgAAAAAAAC6DlV0AAAAAAABwGSS7AAAAAAAA4DJIdgEAAAAAAMBlkOwCAAAAAACAyyDZVYa4ublZ9dWpUyeHtLds2TKFhYWpRo0aKl++vOrVq6chQ4YoLi7OIfWjeHTq1MnqvpP1tXnz5kK3M3ny5CKtH473xx9/aN26dZo4caJ69uypqlWrmn+jiIiIQtf3zTffqF+/fqpdu7a8vb1Vu3Zt9evXT998841D405LS9OMGTMUGhqqypUry8/PT82aNdPLL7+sEydOOLQt5M0RfSctLU1ffPGFRo8erdDQUFWqVEleXl6qUqWK2rZtq8mTJ+v8+fMOibd+/fpWjU3169d3SHuwzBF9JzIy0ur3m8jISIfEnZSUpIkTJ+quu+5SQECAAgICdNddd2nixIm6cOGCQ9pA/uztO8ePHy/0fMieMYFxp+SIj4/XP/7xD4WFhZlzFH9/fzVt2lTDhw/X1q1bC1Uf852ywxF9h/mOHQyUGZKs+urYsaNd7aSlpRkPPfSQxfrd3d2NyZMnO+aXQpHr2LGj1X0n6+97+vTpQrczadIkq9uIiYlx/C+KQsvvbxQeHm51PRkZGcaIESPyrW/kyJFGRkaG3TEfOnTIaNKkicV2AgICjKioKLvbQf7s7Tu7d+82/P39CxwrAgICjOXLl9sdb7169awam+rVq2d3W8ifI8adRYsWWf1+s2jRIrtj3r59u1GjRg2LbdSsWdPYsWOH3e0gf/b2nWPHjhVqPiTJCAsLszlexp2SoUOHDlb9HYYNG2Zcv34937qY75Qtjug7zHfs4ymUOaNHj9azzz5r8b6fn59d9T/55JP6+uuvJUmdO3fW2LFjFRwcrD179uidd97RkSNHNHnyZNWsWVNPP/20XW2h6C1atEhXrlzJt8z+/fs1aNAgSVLXrl1Vq1Ytu9rcs2dPvvcbNGhgV/1wvLp166pZs2bauHFjoV87YcIELVy4UJLUqlUrjR8/Xo0aNdKRI0c0Y8YMJSQkaMGCBapWrZreeecdm2NMTU3Vww8/rEOHDkmSnnrqKQ0ePFg+Pj6KiYnRu+++q5SUFA0aNEixsbFq2bKlzW3Berb0nZSUFF2+fFmS1K5dO/Xq1UshISGqUqWKEhMT9cUXX+g///mPUlJS9MQTTyggIEA9e/a0O9a+fftq6tSpFu+XK1fO7jZgPXvGnSzffvutgoODLd6vXbu2zXVL0qlTp9S7d28lJibK09NTL730knr16iVJWrdunT744AOdO3dOvXv31q5du+xuD9axpe/UqlWrwPmJJL377rtaunSpJCk8PNzmGLMw7jjX2bNnJUnBwcH629/+pg4dOqhu3brKyMhQXFycZs6cqTNnzuiTTz7RzZs3zb99XpjvlC2O6DvMd+zk7Gwbio/+LxM7adKkImsjOjrabKd3795Genp6jvuJiYlG3bp1DUlGxYoVjT///LPIYkHxGT9+vPl3X7JkiU11ZF/ZhdJh4sSJRlRUlHH+/HnDMHJ+6m3tCovffvvN8PT0NCQZISEhRlpaWo77V65cMUJCQgxJhqenp3Ho0CGb4/373/9uxjdjxoxc92NjY81Y7F3hivzZ23diY2ONgQMHGvv27bNYZs2aNYabm5shyWjUqJGRmZlpc7xZn3QWZsUiioYjxp3sK7uOHTtWdMEahjF06FCzrZUrV+a6v2LFikLHD9s4ou8UJD093QgODjYkGRUqVMj1nlYYjDslw8MPP2ysWLEi13/TZElMTDSaNm1q9qUtW7bkWY75TtnjiL7DfMc+/FdlGVIcya6ePXuag/SpU6fyLLNs2bJ8B2CULhkZGUatWrUMSYa/v79x5coVm+oh2VX62fIfDqNHjzZfExcXl2eZuLg4s8yzzz5rU2w3btwwAgMDDUnG7bffbvERgWeeecZsa+fOnTa1hcIriv/oNAzD6N+/v1nvrl27bK7H1SZ/rqQkJ7vOnTtnuLu7G5KMHj16WCzXo0cPQ7q1DcC5c+eKLB7kVBTjzoYNG8w6hw8fblddjDulR1RUlPl3f/755/Msw3wHebGm71iD+U7e2KAeDpOamqro6GhJUrdu3SwuxX/00UcVEBAgSfryyy+LLT4UjejoaJ05c0aSNGDAAPn6+jo5IpQWhmHoq6++kiQ1a9ZMbdq0ybNcmzZtdNttt0mSvvrqKxmGUei2YmJidOnSJUm3Hitxd8/77S/7JsWMT6Vf586dzesjR444MRKURWvXrlVmZqYkafjw4RbLZY07mZmZWrt2bXGEhiLyySefmNeOeIQRpUNB7zXMd2CJo+YpzHfyRrILDvPjjz/qxo0bkqSOHTtaLFeuXDlzkP/xxx918+bNYokPRSP7xG7YsGFOjASlzbFjx8z9DPIbM7LfP3PmjI4fP17otrKfdpNfWyEhIWbCNjY2ttDtoGS5fv26ee3h4eHESFAWWTvuZL/HuFN6paamas2aNZJunWj2wAMPODcgFJuC3muY78ASR81TmO/kjWRXGbRq1Srdcccd8vX1VYUKFdSkSROFh4crJibGrnr3799vXjdr1izfsln309PTzc0TUfpcvnzZ/DSoXr166tSpk0PqDQsLU1BQkMqVK6egoCB16tRJ06dP18WLFx1SP0oGW8YMSTpw4ECRteXp6anGjRvb3A5Kli1btpjXt99+u931/fDDD2rZsqUqVKggX19fNWjQQIMGDdKaNWts+gQezjd8+HAFBwerXLlyqlq1qtq0aaO33nrLXLFsj6xxJzAwUDVq1LBYrmbNmuaKd8ad0mv16tVKS0uTJA0dOlRubm4OqZdxp+Qr6L2G+Q4scdQ8hflO3kh2lUH79+/XgQMHdPXqVV2+fFmHDx/WJ598oi5duqhfv37m0tfCOn36tHld0GlCderUMa9PnTplU3twvs8//9w8qXHIkCEOm9ht2rRJiYmJunnzphITE7Vlyxa98cYbatiwobkMHKVfcY4ZWW35+fmpYsWKVrWVmJiY45MylC67d+/W+vXrJUktWrRwyOTv2LFj2r17ty5fvqyrV6/q+PHjWrlypfr166cOHTo4JEGC4rV582adO3dON2/e1IULF7Rjxw5NmzZNjRs31rx58+yqO2vcseaExaxxhzlR6VVUK90Zd0q2zMxMTZ8+3fx+4MCBucow30FerOk71mC+Y5mnswNA8fH19VWfPn3UtWtXNWvWTP7+/mYiYe7cubpw4YLWrFmjvn37atOmTfLy8ipU/ampqea1v79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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "compare_all_senses(\n", + " [\n", + " ska_aaast_senses1,\n", + " ska_aa4_senses1,\n", + " ska_aaast_senses2,\n", + " ska_aa4_senses2,\n", + " ska_aaast_senses3,\n", + " ska_aa4_senses3,\n", + " ska_aaast_senses4,\n", + " ska_aa4_senses4,\n", + " ],\n", + " 6.1, # redshift value for second plot\n", + " 0.5, # k value for first plot\n", + " labels=[\n", + " \"Deep - AA*\",\n", + " \"Deep - AA4\",\n", + " \"Multifield - AA*\",\n", + " \"Multifield - AA4\",\n", + " \"Drift scan- AA*\",\n", + " \"Drift scan - AA4\",\n", + " \"Deep + optimistic FG - AA*\",\n", + " \"Deep + optimistic FG - AA4\",\n", + " ],\n", + " colors=[\"r\", \"r\", \"b\", \"b\", \"k\", \"k\", \"lime\", \"lime\"],\n", + " lss=[\"-\", \"--\", \"-\", \"--\", \"-\", \"--\", \"-\", \"--\"],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In these plots, we plot the theory model EOS2021 in purple, while all other lines are sensitivities. Plotting them this way provides a convenient way to see what is detectable and what isn't: when the sensitivity is below the 21-cm PS model, we expect the signal to be detectable, while when the sensitivity values are much higher than the model, we should not expect a detection.\n", + "\n", + "Looking at the sensitivity vs redshift plot, we can see that the deep survey (red) has better sensitivity than the multifield (blue) and the drift scan (black) surveys at small scales due to smaller thermal variance. At larger scales, cosmic variance dominates over the thermal noise of the instrument. At such, the multifield and drift scan surveys perform better than the deep field due to the fact that they have a lower cosmic variance contribution from the averaging of multiple fields as $\\sigma_{\\rm samp} \\sim \\frac{\\Delta^2_{21}}{\\sqrt{N_f}},$ where $N_f = \\frac{\\rm{observation.time\\_per\\_day}}{\\rm{observation.lst\\_bin\\_size}}$ is the number of fields of the observation.\n", + "To see this, let's plot the contribution of sample and thermal variance individually for the multifield survey:" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(\n", + " ska_aa4_senses2[\"200.0 MHz\"][\"k_1D_Mpc\"],\n", + " ska_aa4_senses2[\"200.0 MHz\"][\"sample_and_thermal_1D_mK2\"],\n", + " label=\"both\",\n", + " color=\"b\",\n", + ")\n", + "plt.plot(\n", + " ska_aa4_senses2[\"200.0 MHz\"][\"k_1D_Mpc\"],\n", + " ska_aa4_senses2[\"200.0 MHz\"][\"sample_1D_mK2\"],\n", + " label=\"sample\",\n", + " color=\"b\",\n", + " ls=\":\",\n", + ")\n", + "plt.plot(\n", + " ska_aa4_senses2[\"200.0 MHz\"][\"k_1D_Mpc\"],\n", + " ska_aa4_senses2[\"200.0 MHz\"][\"thermal_1D_mK2\"],\n", + " label=\"thermal\",\n", + " color=\"b\",\n", + " ls=\"--\",\n", + ")\n", + "plt.loglog()\n", + "plt.xlabel(r\"k [Mpc$^{-1}$]\")\n", + "plt.ylabel(r\"sensitivity [mK$^2$]\")\n", + "plt.legend(frameon=False)\n", + "plt.text(0.85, 0.1, \"AA4\", transform=plt.gca().transAxes, fontsize=20, verticalalignment=\"bottom\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Looking back at the previous plots comparing all the observations, the optimistic foreground mitigation model (green) significanly extends the range of large-scale modes available while also significantly improving the sensitivity at large scales at $k\\sim 0.2 - 0.6 Mpc^{-1}$. As expected, it does not affect small scales (beyond $k\\sim 1.0 Mpc^{-1}$).\n", + "\n", + "\n", + "The SKA-AA4 layout (dashed lines) always has better sensititivity than the SKA-AA* layout (solid lines). This expected not only because AA4 has more stations than AA*, but also because AA4 has more stations clustered at the centre. These clustered stations increase the number of small baselines available and hence improve the sensitivity in the wavemode range considered here.\n", + "\n", + "The sensitivities include both thermal variance (due to the instrument) and cosmic variance (due to fewer modes at large scales). To estimate the cosmic variance, we need a model for the 21-cm power spectrum. The default 21-cm PS theory model used by 21cmSense is EOS2021 (Muñoz+21), a 1.5 Gpc high-resolution (1.5 Mpc per cell) simulation made with 21cmFAST including both Pop II and Pop III stars. For a more accurate cosmic variance estimation for your specific 21-cm PS model, you can swap out this default model for your own by subclassing `21cmSense.theory.TheoryModel` and passing it to `get_senses` via the `theory_model` argument. This is especially important when the 21-cm PS model for which you want to estimate the sensitivities is very different from the default model, as the sample variance contribution to the sensitivity can be non-negligible!\n", + "\n", + "We can also look at the sensitivities of each survey in 2D for some set of redshifts `z_idx`. This allows us to explicitly see the $k_\\perp, k_\\parallel$ bins available for different instrument configurations, frequencies, and foreground removal strategies." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "We will plot the 2D sensitivities for the two SKA configurations at redshifts: [ 6.102 10.3632 22.67333333]\n" + ] + } + ], + "source": [ + "z_idx = [1, 5, 8]\n", + "print(\n", + " \"We will plot the 2D sensitivities for the two SKA configurations at redshifts:\",\n", + " zs[::-1][z_idx],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Deep survey" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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kk5o8eXKR+jx9+rTuuOMOq2KtSZMmWrt2rapVq1akfgsq6/Smnj17qnbt2sV6fQBA+UaCBgBQLnl5eWnGjBlq3ry5EhIS9Ouvv+qNN97Q22+/na1dzZo1rdtnz5615dpZd1k6efKkW+f8fh2bq6lZs6YeeughPfTQQ5KuTKtasGCBXn31Vf3yyy9KSkrS448/bi3uipySk5N133336aeffpIktWnTRrNnz/ZIZVFp2WZ76dKlGj58uFVN9MgjjxQ57nPnzumOO+7QsWPHJEn16tXTN998U+zJkZ9++knr16+37hfHIssAAGTFFCcAQLlVr149/fnPf7bu//3vf8+RhGnVqpV8fX0lSefPn9eRI0eKfN3WrVtbt//9739ftb1pmtbOQYV1zTXXaPTo0fryyy+tx77//nv9+OOPRerXKcUx/erRRx/Vjh07JEl16tTR8uXLrR2ryqOoqCg9/PDD1g5h999/v2bOnFmk38Uvv/yiHj166L///a8k6dprr9U333yjRo0a2RFygcybN8+qMqtSpYruvffeYo8BAFC+kaABAJRrY8eOtXYdSk5OzrboqSRVqlRJ3bp1s+5/9NFHRb5m5hbc0pWpLb/++mu+7devX29VcRRVhw4dsk0bOXfunC39Fjc/Pz/rticWJn711VetrdgrV66s5cuXq06dOrZfJ1NJ32Z7/fr16t+/v/Wzvvvuu7Vw4UJ5e3sXus/Y2Fjdeeed1npIVatW1dq1a3X99dfbEnNBZZ3eNGDAgGz/jwEAUBxI0AAAyrWqVavqT3/6k3V/2rRp2XZZkpRtMdQPP/xQ33zzjdv95zYtqmfPntb2zImJifkurpqcnKyxY8de9ToXL150K55Lly5lW6T42muvdeu8kqZ69erW7dOnT9va9+eff64JEyZIulKpM3v27HK91fK2bdt07733Kjk5WdKVdY6WLl0qHx+fQveZmJio3r17a9euXZKkwMBAff3110XeoruwduzYoUOHDln3md4EAHACCRoAQLn3zDPPWAv3JiYmaurUqdme79Kli7Xdbnp6unr37q3JkydnS3RklZycrGXLlum+++7LdZqEt7e3Xn31Vev+p59+qj//+c/WP4AznT17Vn369NHevXuv+o/hhx56SPfcc48+//zzPBcePn36tAYNGqTU1FRJUkhIiJo0aZJvvyXVDTfcYN1es2aNLbttSdK3336rYcOGWWusTJo0Sf3797el79Jo9+7d6tWrl7VIdfv27bVy5coiTfVKSUlR3759tXXrVklXqtRWrlxZ5G3Ljx8/LsMwrGPWrFlun5u1eiYkJES33nprkWIBAKAwWCQYAFDuVa9eXREREXrzzTclSZGRkXruueeyTQWaNm2azpw5ozVr1ig1NVXjxo3Ta6+9pvbt26tBgwby9fXVpUuXdPToUe3fv18pKSmSlGflxbBhw/TVV19Z23u///77mjNnjsLDw1W9enWdOnVKGzZsUEpKiho3bqz77rtP7733Xp6vweVyKSoqSlFRUfLx8VHLli0VEhKi4OBgxcXF6eTJk9q+fbu1xoa3t7fef/99O358jmjXrp3q16+vU6dO6cyZM2revLl69uypGjVqWGuihIWFacCAAQXq98MPP7QSXAEBATp37pz++Mc/unXu3//+94K9iFLgzjvvzJb8atKkiV544QW3zu3Vq5d69eqV4/GXX35Za9eute63aNFCixcvznOr+6yqV69u+y5aqampWrRokXU/MxkLAEBxI0EDAICurEXz97//XQkJCYqPj9e7776brcrF19dXX331lSZNmqSpU6cqMTFRiYmJ2rBhQ559VqxYMd9v4ufNm6dKlSpZ397/9ttv+te//pWtTfPmzfXFF19k+wdkbjLX0ZGu/INz9+7d2r17d65tr732Wk2fPl133XVXvn2WZF5eXvroo4/0wAMPKDU1VWfPntWcOXOytRk2bFiBEzSZlTOSFB8fX6Adispigub30/0WLFjg9rk1atTINUFz/vz5bPe//fZbffvtt2712bBhQ9sTNCtXrrTWgfLy8tLQoUNt7R8AAHcxxQkAAF3Z5ejJJ5+07n/44Ye6dOlStjbe3t565ZVXdPz4cU2ZMkV33XWXGjRooMqVK6tixYqqXr26brnlFg0bNkyzZs3S6dOn8/1He8WKFTVr1iytW7dOAwYMUL169eTj46OaNWuqQ4cOev/99xUTE6PmzZtfNf7ly5dr165deuutt/TAAw8oNDRUQUFB8vb2VuXKldWwYUP16dNH//jHP/TDDz/ovvvuK/TPqqS45557tHPnTj3++ONq2bKlAgMDi2V3J5QtWac3devWTfXq1XMwGgBAeWaYWb8qAgAAAAAAQLGjggZAuTJkyJBsi0hmrjlSVC6XSw0bNszW93/+858i92sYhho1alT0AAEAKKTSNnZmFR8fn+MaEydOtPUaAGAXEjQAyo24uDh98cUX2R7LWtpeFBs2bNDJkyc90jcAAE4p7WPniy++mOMaAFBSkaABUG4sWbIkx/bDBw8eVExMTJH7zu0D5aJFi6ydfK4mr+2a7T4HAICCKMlj59Vs375dH330kS19AUBxIEEDoNzI+kGwUqVKuT5eGPHx8dl23sns+7ffftOKFSuuen5KSopat26t4cOH69y5c1dtf/ToUfXp0yfX3VEAALBTSR07ryY1NVWjRo2Sy+VSkyZN1L59+yL3CQCeRoIGQLlw7NgxbdmyRdKVdV2mTJliPbdw4UKlpqYWuu/PP/9cCQkJkqSmTZtm2wnInQ+wR48elWmamj17tq6//nq99957Sk9Pz9EuMTFRL7/8slq2bKmVK1cqLi5OZ8+eLXTcAADkpySPnVfz+uuv68CBA5Kkjz/+WH5+fkXuEwA8jQQNgHJhzpw5yty0rkuXLvrDH/6ga665RpL066+/auXKlYXuO+sHySFDhmjo0KHW/a+//lrnz5/P9/zQ0FAdPHhQkZGRqlSpksaMGaPWrVtr06ZNVpulS5eqRYsWeu2111S/fn0tWLBA3377rWrVqlXouAEAyE9JHjvz8/3332vy5MmSpMGDB6t79+6F7gsAihMJGgBlnmmamjNnjnX/kUceUYUKFTRw4EDrscJ+W3fixIlsiZQhQ4bo5ptv1o033ihJSk9P1/z586/aT8WKFfXUU0/p6NGjev311/XTTz+pa9eu1jX69++vtLQ0ffTRRzp48KAefvhhGYZRqJgBALia0jB25sblcmnUqFFKS0tTtWrV9O677xaqHwBwAgkaAGXe1q1b9eOPP0qS/Pz81L9/f0lXPmxmWrVqlS5cuFDgvrN+u3j77berSZMmOfouyAfYypUra9y4cdq1a5fq1KljPd68eXPt27dPTz75pCpUqFDgOAEAKIjSNHZm9eGHH+rf//63JOmtt96yKn4AoDQgQQOgzMv6Ie++++5TUFCQJCksLEzNmzeXJKWlpWnBggUF7vv33y5mGjx4sLy8rvyJ3bt3r/bu3etWf0lJSXrzzTfVtm1b/fzzz9bjhw4d0k033aRp06bluj4NAAB2Kk1jZ6YTJ07opZdekiR17txZjz76aIFjAwAnkaABUKYlJSVpyZIl1v2sHwR/f7+g39ZFR0fryJEjkiQfHx899NBD1nN16tTRHXfc4Xbf6enpmj59upo2baoXXnhBdevW1YYNGyRJDRs21JIlS1SxYkU98cQTCg0N1ZIlS6xvHwEAsFNpGTt/7/HHH1dCQoJ8fHw0bdo0pgIDKHVI0AAo07744gvFxsZKkq655hrdeeed2Z4fPHiw9QFu9+7d+u6779zuO+sHx969e6tatWrZns/6AXb+/Pl5Vr4cPHhQLVu21OOPP674+Hi988472r17t7UGjST1799fBw8e1EsvvaSTJ0/qoYceUrt27dzalhsAgIIoDWPn782dO1erV6+WJL3wwgtWlQ8AlCYkaACUaVk/CD788MM51m9p2LChOnfunGv7/CQnJ2vx4sXW/d9/uyhJ999/v/z9/SVJ58+f19dff51rX40bN1ZGRoaGDh2qw4cPa8yYMbmuM1O5cmW99tpr+v7779W7d2/5+fnp2muvdSteAADcVRrGzqwuXLigMWPGSJJCQkI0btw4t+IBgJKGBA2AMuv06dP65ptvrPu5fRCUlG1rz/nz5ysjI+OqfS9btkyXL1+WJFWrVk29e/fO0cbf31/333+/dT+vD7B+fn7as2ePZs+erZo1a1712k2aNNHKlSu1atUqyrcBALYqLWNnVqNHj9Yvv/wiSfr444/l6+t71XMAoCQiQQOgzJo3b55cLpekK7sgtW3bNtd2/fv3l5+fnyTp7NmzVol0frJ+YHzooYfk4+OTa7usH2xXrFih3377Ldd2AQEBV72mHecAAJCf0jR2SlJUVJQWLlwoSRo2bJjCw8OvGgcAlFQkaACUWVk/COb1DaAkBQUF6b777sv1vNycOXNGa9eudavvO+64w9ouOyUlRYsWLbpq3AAAOKU0jZ1xcXF68sknJUk1atTQlClT8o0BAEo6EjQAyqSYmBgdPHhQkmQYhgYPHpxv+6wfFJcvX65Lly7l2XbevHlWKfd1112n22+/Pc+2Xl5eGjRokHW/oDtSmKap48ePF+gcAAAKo7SNnePHj9epU6ckSVOmTFGNGjXyjRcASjrDZJ9WAGXQH//4R0VGRhb6/I8//liPP/54rs/dcMMN+v777wvd96FDh3T99dcX+nwAADyhtI2dXbt21aZNm2QYhtq1a5fv+QcOHFBcXJwkqW7duqpXr5713L///e9CxwUAdiJBA6DMSU1NVe3atfXrr78Wuo/bbrtN27Zty/H4rl278pyP764XX3xRb7zxRpH6AADATqVx7MxM0BQV/xwCUFLk3McVAEq5lStXWh8wK1SooDZt2rh1nsvlUkxMjCRp+/btOnz4sEJCQrK1yVpmXa1aNTVr1sytvi9duqT//ve/kqS5c+fqtddek5cXs0wBACUDYycAOI8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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for z in zs[::-1][z_idx]:\n", + " compare_senses(\n", + " ska_aaast_senses1,\n", + " ska_aa4_senses1,\n", + " z,\n", + " sense_params[\"kperp_mpc\"],\n", + " sense_params[\"kpar_mpc\"],\n", + " label1=\"AA*\",\n", + " label2=\"AA4\",\n", + " plot_1d=False,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Multifield Survey" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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4LFmyRCNGjFBMTIwMw5BhGLpw4UKe19mR5yhQcsbb21t16tTR6NGj89V+8eLF2rt3b6ECAwAAAACgLGMrbefs3LlT/fr1U1pamiSpYcOGuv3221W1alV5eBT/CjAFSs7cdtttOnnypF544YV8tf/xxx9JzgAAAAAAUMxCQkLk6empsLAwhYWFOR1OifP6668rLS1NVapU0fz589WjRw9H4ylQcqZ169b67rvvdOrUKdWvX9+umAAAAAAAKPOMXw+r+5SkyMhIBQQEWNx72bF79265XC5NmjTJ8cSMVMDkTIcOHbRmzRr997//zVdypn379oUODAAAAAAAwA7x8fGSSk7eokATqQYOHKjjx4+rS5cu+Wo/YsQIzZo1q1CBAQAAAABQlqWvOWP1gbw1atRI0v+SNE4r/lVuAAAAAAAAHPTYY4/JMAytWbPG6VAkkZwBAAAAAMAZhk0H8jRu3Dg1bdpUH3zwgXbv3u10OCRnAAAAAABwhB1TmpjWlC+VK1fWhg0bdOutt6pjx4566aWXdODAASUmJjoST4EWBM7NsWPHdObMGXXs2NGqLgEAAAAAACzn6elpnhuGobfffltvv/12vq51uVxKTU21NB7LKmc++OADhYaGWtUdAAAAAABlmmHYcyBvhmGYx28f5+ewmmWVMwAAAAAAAKXBK6+84nQImZCcAQAAAADAAXZsfc1W2vlT0pIzLAgMAAAAAADgICpnAAAAAABwgh27K1E5UyqRnAEAAAAAAGXSyZMnJUl169bNtEOTFdLS0nTmzBlJUoMGDYrUF8kZAAAAAAAcYMfuSuzWlNlNN90kDw8PHThwQMHBwZb2/eOPP+q2226Th4dHkbfWJjkDAAAAAIATjF8Pq/tEJnZsfW11/ywIDAAAAAAAyjSXq2SvxUPlDAAAAAAADmAr7eLTvXt3eXl5WdpnSkqKZX2RnAEAAAAAAGWWYRjmwr0llWXJGW9vb1WqVMmq7lCMqnx7ShU8vJ0OQ5LkvnLVkfuuiZvryH0BACgurh0H5HJZ+xvDnKTZ3P8692Kb7wAAxYg1Ymz11FNPOR1CvliWnJk6daqmTp1qVXcAAAAAAABFMmvWLKdDyBemNQEAAAAA4ADWnEE6dmsCAAAAAABwkOWVM9euXdO0adMkSaNGjVJgYGCu7c+ePat//OMfkqRx48bJz8/P6pAAAAAAACh5DFm/5gxr2JRKlidn5s+fr4kTJ6pp06aaMGFCnu1r166t+fPn6+jRo6pbt65GjBhhdUgAAAAAAJRArl8Pq/tEaWP5tKbVq1fL5XLpySefzFd7l8ulfv36yTAMrVixwupwAAAAAAAASjTLK2f27dsnSbr33nvzfc0999yT6VoAAAAAAMo8pjXhV5ZXzly4cEGS8lxrJqPatWtLks6fP291OAAAAAAAlDshISEKDg5WeHi406EgHyyvnPH19VVsbKzi4+PzfU16W09PT6vDAQAAAACgZLKxciYyMlIBAQEWdw67WF45k14xs3v37nxfk942vYIGAAAAAACgvLA8OdOhQwcZhqGPP/5YKSkpebZPSUnRxx9/LJfLpfbt21sdDgAAAAAAJZPhsudAqWN5cmbYsGGSpP/+978aMGBArtOb4uPj1b9/fx05ciTTtQAAAAAAAOWF5cmZe++919wa+1//+peaN2+u119/XVu2bNGRI0d05MgRbdmyRa+99pqaN2+ur776Si6XS3369FGnTp2sDgcAAAAAgBLJMOw5kLcpU6aYGxqVBJYvCCxJ//znP3Xp0iWtX79ep0+f1iuvvJJtO+PXvzXdunXTnDlz7AgFAAAAAICSia20HfP888/rpZdeUo8ePTR8+HA99NBD8vCwvH4l32y5s6+vr9asWaMPPvhAdevWlWEY2R7169fX3//+d33zzTfy9fW1IxQAAAAAAIAsUlJStHz5cvXq1Ut169bVCy+8oB9//NGRWGypnJEkl8ulZ599Vn/84x+1b98+7d27V5cuXZIk1axZU3feeafuuOMOuVwsVlTcwsPDFR4errS0NKdDAQAANmG8B4BSwI4FfFkQOF++//57ffrpp5o/f74uXryo8+fPa8qUKZoyZYruuusujRgxQn379pW/v3+xxOMyDGaklVfR0dGqUqWKugaOVgUPb6fDkSS5r1x15L5r4uY6cl8AQGbpY9O1a9cUEBDgdDhlQvqfaWc9qgouL6fDscQ692KnQwBQjtgxNqX3We/vr8qjorWzSNwJiTr97ATG0nxKTU3VypUrNWvWLK1evVqpqalmEUmlSpXUp08fDRs2TB07drQ1DucmVAEAAAAAUI65DHsO5F+FChXUq1cvLVu2TKdPn9Y777yj5s2byzAMxcXFae7cuQoNDVVQUJDeeust/fzzz7bEUWzJmdTUVF28eFEXL15Uampqcd0WAAAAAAAgTzfeeKP+8pe/6ODBg/r222/1u9/9TgEBATIMQ0ePHtXf/vY3NWzYUD169NCSJUuUkpJi2b1tTc4cOnRIzz77rIKDg+Xr66vatWurdu3a8vX1VfPmzfXHP/5RBw8etDMEAAAAAABKJsOmA0XWtm1bffLJJzp79qzmzp2r2rVryzAMpaWlac2aNXryySdVt25d/fWvf9W5c+eKfD9bkjNut1vjxo3THXfcofDwcP34449yu93mLk1ut1v/+c9/9PHHH6tVq1YaO3as3G63HaEAAAAAAAAUWFRUlCZPnqwJEybo/Pnz5lo06bmNS5cu6d1331Xjxo31/vvvF+letuzWNGDAAC1evFjpaw23aNFCbdu2Va1atSRJ58+fV2RkpA4ePKi0tDT9/e9/188//6wvvvjCjnAAAAAAACh52K2pxElMTNSXX36pWbNmacuWLWYiRpKCgoI0YsQIDR48WAcPHtSnn36qJUuWKCEhQX/5y190ww03aNCgQYW6r+XJmc8//1yLFi2Sy+XSHXfcoRkzZigkJCTbtpGRkXr66ae1d+9effnll/r888/Vr18/q0MCAAAAAKDksWMaEtOaCmXnzp2aNWuWFi1apJiYGEnXK2QqVqyoPn36aOTIkerQoYPZvnbt2uratauOHTumPn36aP/+/Xr//fdLTnJmxowZkq5nlLZv3y4/P78c24aEhGjr1q1q06aN/vOf/2j69OkkZwAAAAAAgO3S15OZPXu2jhw5IklmlUyrVq00cuRIDRw4MNctyRs3bqzJkyfrgQceMPsoDMuTM/v375fL5dILL7yQa2ImnZ+fn1544QUNHz5c+/fvtzocAAAAAABKJipnHNOjRw+tW7fOXB9XkqpUqaIBAwZo5MiRatWqVb77uvnmmyVJ8fHxhY7H8uRMcnKyJOn222/P9zXpba3chgoAAAAAACA733zzjXneoUMHjRw5Uk888YR8fX0L3FelSpXUsWNHc8HgwrA8OdOwYUMdPnxY165dy/c10dHR5rUAAAAAAJQLVM44platWnrqqac0YsQINW3atEh91alTR5s3by5SH5Zvpf3444/LMAwtWbIk39d8+eWXcrlc6t27t9XhAAAAAAAAZDJv3jz16NFD9erVy/c1iYmJ2rp1q7Zu3Wp5PJYnZ/785z/r5ptv1vTp07Vo0aI823/55ZeaPn26GjVqpL/85S9WhwMAAAAAQMmUvpW21Qfy1L17d3Xp0kXHjx/P9zVnzpxR586d1aVLF8vjsTw5U6VKFa1fv1533nmn+vfvr169emnp0qU6c+aMUlJSlJqaqjNnzmjp0qXq3bu3+vbtqzvvvFMbNmxQlSpVrA4HAAAAAAAgi/SFgIvrutxYvuaMp6eneW4YhlasWKEVK1bk2N4wDO3evdtc3Tg7LpdLqamplsYJAAAAAICTXMb1w+o+YQ+32y0pc97DKpYnZ36bQcpPRsmOrBMAAAAAAIBVoqKiJMmWWT+WJ2deeeUVq7uEzVLPnpNcXk6HIUla517sdAgAAKCIGM8BIJ/YranYnDx5Mtvnz549K39//1yvTUpK0rFjx/Tyyy/L5XKpRYsWlsdHcgYAAAAAAJRpjRo1yvKcYRjq3r17gfsaMmSIFSFlYnlyBgAAAAAAoCTJaTmVgiyz4uvrq2effVbDhw+3KiwTyRkAAAAAABzgkg0LAlvbXZkxa9asTI+HDRsml8ul1157TXXr1s3xOpfLJV9fXwUGBqpVq1Z5ToEqLJIzAAAAAACgTHvqqacyPR42bJgkqVevXgoODnYipEyKlJzZunWrVXGYOnbsaHmfAAAAAACUOIbr+mF1n8jTpk2bJGW/Fo0TipSc6dy5s1wu637wLpdLqamplvUHAAAAAADwW506dXI6hEwsmdZUkAV0AAAAAACA2EobJkuSMxUrVtSjjz6qbt26ycPDw4ouAQAAAAAAiuTkyZPmeYMGDbJ9vjAy9mWFIiVnKleurJiYGCUkJOiLL77Qli1bNGDAAA0ePFi33367VTECAAAAAFD2UDlju/Q1ZX67jEpR1pqxY0mWIpW5nD9/XgsXLlSPHj3k6emps2fP6r333lOrVq3UsmVLvffeezp79qxVsQIAAAAAUGa4DHsO/I9hGOaR0/OFOaxWpMoZX19f9e3bV3379tXFixe1YMECzZs3T999950OHDig5557Ti+88ILuu+8+DRkyRL1791bFihWtih0AAAAAAGQjJCREnp6eCgsLU1hYmNPhOGbWrFkFet4pLsOGlM/hw4c1d+5cLViwQKdOnbp+I5dLfn5+euyxxzR48GDdd999Vt8WBRQdHa0qVaqosx5VBZeX0+FIkta5FzsdAgDAQelj07Vr1xQQEOB0OGWCE+M94zmAssSOsSm9z5tef0Mevr6W9JnOnZioE397ibG0lLFl9d7mzZvrrbfeUlRUlDZu3KihQ4fK399fsbGxmjt3rrp376769evrpZdesuP2AAAAAAAApYbtWyt17txZ//znP3X+/HktWLBADz74oDw9PXXmzBm9//77dt8eAAAAAICSybDpQKlTbPteu1wueXh4yOVyyeVyFddtAQAAAAAAMvnkk090+fJlp8Mw2Z6c2bJli0aOHKnatWurf//+Wr16tVJSUhQYGKhnn33W7tsDAAAAAFAisVuTc37/+98rMDBQjzzyiL744gslJiY6Gk+RdmvKyeHDhzVv3rxMCwIbhqFKlSqpd+/eGjJkiO677z55eBRb4Q4AAAAAAIApJSVFq1at0qpVq+Tv769evXpp4MCB6tq1a7HnKyxLzly4cEELFy7UvHnztHfvXknXEzIeHh4KDQ3VkCFD9Nhjj8nPz8+qWwIAAAAAUHoZruuH1X0iTzt27ND8+fO1ePFiXbhwQTExMfrss8/02Wef6cYbb1S/fv00YMAAhYSEFEs8RUrOJCYmaunSpZo3b57WrVuntLQ0pe/M3aJFCw0ZMkQDBw5UnTp1LAkWAAAAAIAyw44FfJnWlC9333237r77bn3wwQdav3695s+fr6VLlyo2Nlbnz5/X3//+d/39739X48aNNWjQIA0YMEBNmjSxLZ4iJWduvPFGxcXFSbpeJZO+rszgwYPVsmVLK+IDAAAAAACwhaenp+6//37df//9SkxM1PLlyzV//nytWbNGycnJOnr0qCZNmqRJkyapTZs2GjRokPr27asbb7zR0jiKlJyJjY2Vy+WSr6+vHnnkEXXv3l2enp46cOCADhw4UKg+hwwZUpSQAAAAAAAoFexYwJcFgQvP19dXTz75pJ588klduXJFX375pebPn69t27bJMAxFRkZq9+7d+stf/qKkpCRL723JmjOJiYlatGiRFi1aVKR+XC4XyRkAAAAAAOCoatWqadSoURo1apTOnDmjBQsW6K233tLVq1eVmppq+f2KnJxJX2MGAAAAAAAUAGvOlHgHDx7U/PnztXDhQl27ds22+xQpObNp0yar4gAAAAAAAHDcyZMntXDhQi1YsEAHDx6U9L/ClIoVK6pnz56W37NIyZlOnTpZFQcAAAAAAOWLDWvOUDlTOFeuXNGiRYs0f/587dixQ4ZhmAkZT09PdenSRQMHDtRjjz0mf39/y+9vyZozAAAAAAAApUlCQoKWLVumBQsWaO3atUpJSZH0vyqZNm3aaODAgerXr59q1aplaywkZwAAAAAAcAJrzjhm8ODBWrZsmeLi4iT9LyHTuHFjDRw4UAMHDlTTpk2LLR6SMwAAAAAAOIHkjGPmz59vnt94443q27evBg4cqLZt2zoST6GTMydPnpQk1a1bV56enpYFJElpaWk6c+aMJKlBgwaW9g0AAAAAAMo3Pz8/9e7dWwMHDlTXrl0tz2sUVKGTMzfddJM8PDx04MABBQcHWxmTfvzxR912223y8PCwZf9wAAAAAACc5rJhQWDLFxguoy5cuKCKFSs6HYbJoygXp8/Jsovd/QMAAAAAgPKnJCVmJAvWnHG5XFbEAQAAAAAAYKn0JVmkzMumZHy+MKxegqXIyZnu3bvLy8vLilhM6dtXoXgsuzZXAQEBTocBAABsxHgPACiPGjVqJOl6YUnGZVPSny+M3/ZlhSIlZwzDMBfuBQAAAAAABcBuTbbLabmUkraMSqGTM0899ZSVcQAAAAAAAFhq1qxZBXreKYVOzpS0NwIAAAAAQGnCbk32y6mwpKQVnBR5zRkAAAAAAFBIJFMgkjMAAAAAAKCc2bp1qyQpJCQk39tqJyYmateuXZKkjh07WhoPyRkAAAAAAJzAgsCO6dy5szw8PHTgwAEFBwfn65ozZ86Y11m9W5OHpb0BAAAAAACUAoXdscmOnZ6onAEAAAAAwAEsCFy6uN1uSZKnp6flfVM5AwAAAAAAkIeoqChJUpUqVSzvm8oZAAAAAACcwJozxebkyZPZPn/27Fn5+/vnem1SUpKOHTuml19+WS6XSy1atLA8PpIzAAAAAACgTGvUqFGW5wzDUPfu3Qvc15AhQ6wIKROSMwAAAAAAOIA1Z4pPTov4FmRxX19fXz377LMaPny4VWGZSM6UMp999pm2bdumPXv26Pvvv1dycrJmzZqloUOHOh0aAAAAAKAgmNZUbGbNmpXp8bBhw+RyufTaa6+pbt26OV7ncrnk6+urwMBAtWrVKs8pUIVFcqaU+dvf/qaoqCjVrFlTgYGB5oJEAAAAAAAge0899VSmx8OGDZMk9erVS8HBwU6ElAm7NZUyM2fO1IkTJ3Tx4kU9/fTTTocDAAAAACgsw6YDedq0aZM2btyY7Vo0TqByppTp2rWr0yEAAAAAAFCqderUyekQMik3lTMXLlzQypUrNWHCBD344IOqWbOmXC6XXC5XgddriYqK0rhx49SsWTP5+fmpevXqCgkJ0bvvvqv4+Hh73gAAAAAAoExJXxDY6gOlT7mpnKlVq5Yl/axYsUKDBg1SdHS0+Vx8fLx2796t3bt3a+bMmVq1apWaNGliyf0AAAAAAEDhnDx50jxv0KBBts8XRsa+rFBukjMZNWjQQM2aNdPatWsLdN3evXvVt29fJSQkyN/fXy+++KJCQ0OVkJCgzz//XP/4xz905MgRPfTQQ9q9e7cqV65s0zsAAAAAAJR67NZku/Q1ZVwul1JTU7M8Xxi/7csKxZac+fnnnxUbG2tJX0FBQQW+ZsKECQoJCVFISIhq1aqlEydOFPiHMWbMGCUkJKhChQpau3at7rnnHvO1Ll26qGnTpnr++ed15MgRTZ06VRMnTszSx7hx45SUlFSgezZt2rRAcQIAAAAAAMkwss9W5fS8U4otOTNixIgCV6r8lmEYcrlcSktLK/C1kyZNKtK9d+3apW3btkm6/l4yJmbSjRs3TrNmzdLhw4c1bdo0vfTSS/Ly8srUZvr06YqLi8v3ffv06UNyBgAAAADKIipnbDdr1qwCPe+UYkvOjBs3Tv369Suu21lu6dKl5nn6fui/5eHhoSFDhujFF1/U1atXtWnTJnXv3j1TG6uqhwAAAAAApZsdC/iyIHBmTz31VIGed0qxJWfuuOOOQk1HKim2b98uSfLz81Pr1q1zbJdxO66IiIgsyRkAAAAAAICMii05M2TIkCJPa0pXmGlNRXX48GFJUpMmTVShQs5/bM2aNctyDQAAAAAAWTCtqcRLSkrS1atXdcMNN8jDw8O2+xRbcmbs2LHq06dPcd3OUomJibp06ZIkqV69erm2rVatmvz8/BQXF6dTp05ZHsvMmTPNKp7vv//efG7z5s2SpPbt22vkyJGW3xcAAAAAgLIiNjZWW7dulSR17NhR/v7+mV6/dOmSRo8erZUrVyo1NVX+/v4aOXKk3nzzTfn4+FgeT7ElZ0rz9J6YmBjz/Lc/sOykJ2fsWF9m+/btmjNnTqbnIiIiFBERYT7OKTmTlJSUaaeo6Ohoy+MDAADOYrwHgNKDNWecs2TJEg0bNkz16tXTiRMnMr3mdrv14IMP6rvvvjN3dYqJidEHH3ygEydOaMmSJZbHY19NThmSmJhonnt7e+fZPj2LlpCQYHkss2fPlmEYOR6zZ8/O8dq33npLVapUMY/69etbHh8AAHAW4z0AoLT77LPPNHr0aLVp00Y+Pj5yuVy5/l+3MNasWSNJ6t27d5bpSl988YX27NkjSbrzzjs1duxY3XnnnTIMQ0uXLtU333xjaSwSyZl88fX1Nc+Tk5PzbJ/+26qKFSvaFlNhvPjii7p27Zp52DHtCgAAOIvxHgBKEcOmo5T729/+phkzZigqKkqBgYG23OPgwYNyuVy69957s7w2d+5cSVLr1q317bffaurUqdq5c6fatm0rSVlms1iB5Ew+VK5c2TzPz1SluLg4SfmbAlWcfHx8FBAQkOkAAABlC+M9AKC0mzlzpk6cOKGLFy/q6aeftuUeFy5ckCQ1atQo0/MpKSnaunWrXC6XwsLCzA2BvLy89PTTT8swDO3atcvyeCxPzsyaNcvqLh3n6+urGjVqSJJOnz6da9srV66YyRnKiAEAAAAAOaJyJltdu3ZVw4YNbb3H5cuXJWVduiQyMtJcouSBBx7I9FpQUJAk6dy5c5bHY3lyJiwsTLt377a6W8cFBwdLko4eParU1NQc2/3444/mefPmzW2PCwAAAABQOrlsOgrrwoULWrlypSZMmKAHH3xQNWvWlMvlksvl0tChQwvUV1RUlMaNG6dmzZrJz89P1atXV0hIiN59913Fx8cXIUprVKpUSdL/KmjSpe/g1KRJE9WqVSvTa3YuXWL5bk2JiYl67LHHtHv3bt14440Fuvb8+fNZ3nxJ0b59e23btk1xcXHas2eP7rrrrmzbbdmyxTxv165dcYUHAAAAAECRWPX/8RUrVmjQoEGZdgyMj4/X7t27tXv3bs2cOVOrVq1SkyZNLLlfYTRu3Fj79u3T5s2bM+0u/dVXX8nlcqljx45Zrrl48aIkFTjXkR+WV86EhITo9OnT6tOnT64VJr+1b98+c3GdkqhXr17meU5Tt9xut7lwUNWqVRUaGlocoQEAAAAASqMSPK2pQYMGmZIW+bV371717dtX0dHR8vf31xtvvKEdO3Zow4YNGjVqlCTpyJEjeuihhxQTE2NNsIXQrVs3GYahjz/+WKtXr1ZsbKw+/PBDRUZGSpJ69uyZ5ZoDBw5IkurUqWN5PJYnZ5YsWaIbbrhBERERevbZZ/N1zdKlS9W+ffs813NxUtu2bdWhQwdJ0qeffqqdO3dmaTN16lQdPnxYkjRmzBh5eXkVa4wAAAAAABTWhAkTtGLFCp07d05RUVGaPn16gfsYM2aMEhISVKFCBa1du1bjx4/XPffcoy5dumjGjBl65513JF1P0EydOtXqt1CgOAMCAhQTE6OHH35YVapU0Z/+9CdJ15coyS45s2rVKrlcLrVq1cryeCyf1lSvXj19/vnn6t69u6ZPn642bdpo+PDhObZ/66239PLLL8vtdqt27dpWh2Pavn27jh49aj6+dOmSeX706NEse6ZnN59u2rRpateunRISEtS9e3eNHz9eoaGhSkhI0Oeff64ZM2ZIur5I0Lhx42x5HwAAAACAssFlXD+s7rOwJk2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CZs2aNTIMQ48//rhL7Q3DUN++ffX6669r1apVGj58uNUhAQAAAACAHFSuXNmSflatWqWBAwcqMjLS+diNGze0Z88e7dmzRzNnzlR4eLjq16+f6fnx8fEaPHiwmjVrphdeeMGSmIoCyyto9u/fL0m65557XD7n7rvvTncuAAAAAADFnummwwK1atVS165dc33evn371KdPH0VGRsrf319vvvmmdu7cqQ0bNmjkyJGSpGPHjql79+6KiorKtI9x48bpl19+0axZs+Tp6Zmv11GUWF5Bc/nyZUlyaXpTqipVqkiSLl26ZHU4AAAAAADABePGjVNwcLCCg4NVuXJlnTp1SnXr1s1VH6NGjVJsbKxKlSqldevWOQsyJKlTp05q0KCBXnjhBR07dkxTpkzRhAkT0p2/a9cuTZ48WRMmTNBtt91mxcsqMiyvoPHx8ZEkl+aUpUptW5IyYwAAAACAEq6QVdBMnDhRDz74YJ6nOu3evVvbtm2TJA0fPjxdcibVmDFj1LhxY0nS1KlTlZiY6HwuKSlJQ4YM0e23366XXnopTzEUZZYnaFIrZ/bs2ePyOaltUytpAAAAAABA0bJ8+XLn7WHDhmXaxsPDQ4MHD5YkXbt2TZs2bXI+Fx0drV9++UX79++Xl5eXc4FiwzA0Z84cSSlLpBiGke5axYXlU5zatWunY8eOadq0aXr66adVunTpbNsnJiZq2rRpMgxDbdu2tTocAAAAAAAKJ9NIOazu0ybbt2+XJPn5+alFixZZtuvQoYPz9o4dO5xr3Xh7e2e5cdDWrVv1yy+/6KGHHtJNN92kOnXqWBd4IWF5gmbYsGH6/PPP9csvv6h///6aM2eOfH19M21748YNDR48WMeOHZNhGFlm2AAAAAAAQOF25MgRSVL9+vVVqlTW6YZGjRplOEeSypQpo5kzZ2Z6ztChQ/XLL7/o5Zdf1l133WVRxIWL5VOc7rnnHvXt21emaeqrr75S48aN9cYbb2jLli06duyYjh07pi1btuj1119X48aN9fXXX8swDPXu3TtdFg0AAAAAgOLMNN1z2CEuLk5Xr16VJNWoUSPbtuXLl5efn58k6ezZs26PLSuTJ092bnRUGFheQSNJ//73v3X16lV99913OnfunMaPH59pO/O//3K6dOninE8GAAAAAECJYOG22On6lBQZGZnuYW9vb3l7e1t8sf9Ju2W2v79/ju39/PwUExOj6Ohot8WUkxdeeEGvvPKKunXrpieeeELdu3eXh4fldSwuc8uVfXx8tHbtWn344YeqXr26TNPM9KhZs6Y++ugjffvtt87dnwAAAAAAQP7UrFlTgYGBzmPSpEluvV5cXJzztpeXV47tU5NFsbGxLvU/e/ZsmaZp+fSmxMRErVy5Uj179lT16tX14osv6ujRo5Zew1VuqaCRJMMw9Nxzz+nvf/+79u/fr3379jnLnSpVqqQ777xTd9xxhwzDvgWMSqqwsDCFhYUpOTnZ7lAAAICbMN4DQBHgxkWCz549q4CAAOfD7qyekZSu6CIhISHH9vHx8ZJS1p2xy48//qjPP/9cCxYs0JUrV3Tp0iVNnjxZkydPVuvWrTV8+HD16dPHpYogKximadcMNdgtMjJSgYGBun79ero3LgAAdmFssh4/UwDIH3f8HU3ts8ZHr8mjjLWzSRyxcTr33DhL4j116pTq1q0rSRoyZIhmz56dZdu4uDhnsqV79+5avXp1tn37+/srJiZGd911l3bt2pWvOPMrKSlJq1ev1qxZs7RmzRolJSU5i0l8fX3Vu3dvDRs2TO3bt3drHPZNrgIAAAAAoAQzTPccdvDx8VHFihUlSefOncu27Z9//qmYmBhJKVOx7FaqVCn17NlTK1as0Llz5/Tuu++qcePGMk1TMTExmjt3rkJCQtSwYUNNmjRJv/32m1viKLAETVJSkq5cuaIrV64oKSmpoC4LAAAAAAAKQFBQkCTp+PHj2f6/P+0aL40bN3Z7XLlx88036//9v/+nQ4cO6fvvv9ff/vY3BQQEyDRNHT9+XP/6179Uu3ZtdevWTcuWLVNiYqJl13Zrgubw4cN67rnnFBQUJB8fH1WpUkVVqlSRj4+PGjdurL///e86dOiQO0MAAAAAAKBwMt102KRt27aSpJiYGO3duzfLdlu2bHHebtOmjdvjyqtWrVrp008/1YULFzR37lxVqVJFpmkqOTlZa9eu1eOPP67q1avrpZde0sWLF/N9PbckaBwOh8aMGaM77rhDYWFhOnr0qBwOh3P3JofDoZ9//lnTpk1T8+bNNXr0aDkcDneEAgAAAAAACkDPnj2dt2fNmpVpG4fDoblz50qSypUrp5CQkIIILc9Onz6td955R+PGjdOlS5eca9Ok5jeuXr2q9957T/Xq1dMHH3yQr2u5ZRen/v37a8mSJUpdf7hJkyZq1aqVKleuLEm6dOmSIiIidOjQISUnJ+ujjz7Sb7/9pi+//NId4QAAAAAAUPi4cRcnO7Rq1Urt2rXTtm3b9Pnnn2vIkCG6++6707WZMmWKjhw5IkkaNWqUSpcubUeo2YqLi9PSpUs1a9YsbdmyxZmMkaSGDRtq+PDhGjRokA4dOqTPP/9cy5YtU2xsrP7f//t/uummmzRw4MA8XdfyBM0XX3yhxYsXyzAM3XHHHZoxY4aCg4MzbRsREaGnnnpK+/bt09KlS/XFF1+ob9++VocEAAAAAEDh444pSfnob/v27Tp+/Ljz/tWrV523jx8/nmEXp6FDh2boY+rUqWrTpo1iY2PVtWtXjR07ViEhIYqNjdUXX3yhGTNmSEpJdIwZMybvwbrBrl27NGvWLC1evFhRUVGSUiplypQpo969e2vEiBFq166ds32VKlXUuXNnnThxQr1799aBAwf0wQcf5DlBY/k22506ddLmzZt16623as+ePfLz88u2fUxMjFq2bKmff/5ZHTp00KZNm6wMB9lg200AQGHD2GQ9fqYAkD/u3Ga75vuvu2Wb7bP/fDVP8Q4dOlRz5sxxuX1W6YRVq1Zp4MCBioyMzPT5hg0bKjw8XPXr189VfO6Qur7M7NmzdezYMUn/e13NmzfXiBEjNGDAgBx/luvWrdP9998vPz8/Z3IntyyvoDlw4IAMw9CLL76YY3JGkvz8/PTiiy/qiSee0IEDB6wOBwAAAACAwqmQVdBYpUePHjp48KCmTp2q8PBwnTt3Tl5eXqpfv74ee+wxPfvss/L19bU7THXr1k3r1693rpkrSYGBgerfv79GjBih5s2bu9zXLbfcIkm6ceNGnuOxPEGTkJAgSbr99ttdPie1rZXbUwEAAAAAANfNnj07wzSmvKpdu7bef/99vf/++5b05w7ffvut83a7du00YsQIPfbYY/LxyX1Vk6+vr9q3b+9cRDgvLE/Q1K5dW0eOHNH169ddPie17Kl27dpWhwMAAAAAQOHkxgqa4OBgeXp6KjQ0VKGhoRZfpHioXLmyhgwZouHDh6tBgwb56qtatWravHlzvvqwPEHz6KOP6vXXX9eyZctc3i5r6dKlMgxDvXr1sjocAAAAAABKnIiICNYey8G8efPk5eWlGjVquHxOXFycdu/eLUlq3769pfF4WNqbpH/+85+65ZZbNH36dC1evDjH9kuXLtX06dNVt25d/b//9/+sDgcAAAAAgMIpdZttqw+4pGvXrurUqZNOnjzp8jnnz59Xx44d1alTJ8vjsTxBExgYqO+++0533nmn+vXrp549e2r58uU6f/68EhMTlZSUpPPnz2v58uXq1auX+vTpozvvvFMbNmxQYGCg1eEAAAAAAABkKq8bW1u8IbYkN0xx8vT0dN42TVOrVq3SqlWrsmxvmqb27NnjXPE4M4ZhKCkpydI4AQAAAACwk2GmHFb3CfdxOByS0uc+rGJ5guavWSRXskruyDwBAAAAAABY6fTp05LklhlAlidoxo8fb3WXAAAAAAAUP27cxQkZnTlzJtPHL1y4IH9//2zPjY+P14kTJ/Tqq6/KMAw1adLE8vhI0AAAAAAAgGKvbt26GR4zTVNdu3bNdV+DBw+2IqR0LE/QAAAAAAAAFDZZLa+Sm2VXfHx89Nxzz+mJJ56wKiwnEjQAAAAAANjAkBsWCba2u2Jl1qxZ6e4PGzZMhmHo9ddfV/Xq1bM8zzAM+fj4qGrVqmrevHmO06HyigQNAAAAAAAo9oYMGZLu/rBhwyRJPXv2VFBQkB0hpZOvBM3WrVutisOpffv2lvcJAAAAAEChYxoph9V9wiWbNm2SlPnaNHbIV4KmY8eOMgzrfvmGYSgpKcmy/gAAAAAAADLToUMHu0NIx5IpTrlZUAcAAAAAAIhttpGOJQmaMmXK6OGHH1aXLl3k4eFhRZcAAAAAACCPgoOD5enpqdDQUIWGhtodjq3OnDnjvF2rVq1MH8+LtH1ZIV8JmrJlyyoqKkqxsbH68ssvtWXLFvXv31+DBg3S7bffblWMAAAAAAAUP26soImIiFBAQIDFnRdNqWvM/HVZlfysPeOOJVryVe5y6dIlLVq0SN26dZOnp6cuXLig999/X82bN1ezZs30/vvv68KFC1bFCgAAAABAsWGY7jmQnmmaziOrx/NyWC1fFTQ+Pj7q06eP+vTpoytXrmjhwoWaN2+efvjhBx08eFDPP/+8XnzxRd17770aPHiwevXqpTJlylgVOwAAAAAAQLZmzZqVq8ftYphuSPscOXJEc+fO1cKFC3X27NmUCxmG/Pz89Mgjj2jQoEG69957rb4scikyMlKBgYG6fv06pW8AgEKBscl6/EwBIH/c8Xc0tc86b7wpDx8fS/pM5YiL06l/vcLf/SLILSv6Nm7cWJMmTdLp06e1ceNGDR06VP7+/oqOjtbcuXPVtWtX1axZU6+88oo7Lg8AAAAAAFCkuH3LpY4dO+rf//63Ll26pIULF+qBBx6Qp6enzp8/rw8++MDdlwcAAAAAoHAy3XSgSCqwPbENw5CHh4cMw5BhGAV1WQAAAAAAgAw+/fRT/fHHH3aH4eT2BM2WLVs0YsQIValSRf369dOaNWuUmJioqlWr6rnnnnP35QEAAAAAKJTYxclezzzzjKpWraqHHnpIX375peLi4myNJ1+7OGXlyJEjmjdvXrpFgk3TlK+vr3r16qXBgwfr3nvvlYdHgRXwAAAAAAAApJOYmKjw8HCFh4fL399fPXv21IABA9S5c+cCz1lYlqC5fPmyFi1apHnz5mnfvn2SUpIyHh4eCgkJ0eDBg/XII4/Iz8/PqksCAAAAAFB0mUbKYXWfcMnOnTu1YMECLVmyRJcvX1ZUVJTmz5+v+fPn6+abb1bfvn3Vv39/BQcHF0g8+UrQxMXFafny5Zo3b57Wr1+v5ORkpe7a3aRJEw0ePFgDBgxQtWrVLAkWAAAAAIBiwx2L+jLFyWV33XWX7rrrLn344Yf67rvvtGDBAi1fvlzR0dG6dOmSPvroI3300UeqV6+eBg4cqP79+6t+/fpuiydfCZqbb75ZMTExklKqZVLXmRk0aJCaNWtmRXwAAAAAAABu4+npqfvuu0/33Xef4uLitHLlSi1YsEBr165VQkKCjh8/rokTJ2rixIlq2bKlBg4cqD59+ujmm2+2NA7DTC15yYPUXZl8fHz00EMPqWvXrvL09MxXQIMHD87X+XBdZGSkAgMDdf36dQUEBNgdDgAAjE1uwM8UAPLHHX9HU/u8Zfxb8vDxsaTPVI64OP06cSx/9y3w559/aunSpVqwYIG2bdvmnDFkGIZKlSql+Ph4S69nyRo0cXFxWrx4sRYvXpyvfgzDIEEDAAAAAABsV758eY0cOVIjR47U+fPntXDhQk2aNEnXrl1TUlKS5dfLd4ImHwU4AAAAAACUXKxBUyQcOnRICxYs0KJFi3T9+nW3XSdfCZpNmzZZFQcAAAAAALBIcHCwPD09FRoaqtDQULvDKXLOnDmjRYsWaeHChTp06JCk/xWolClTRj169LD8mvlK0HTo0MGqOAAAAAAAKFlMyXBTBU1ERARr0OTSn3/+qcWLF2vBggXauXOnTNN0JmU8PT3VqVMnDRgwQI888oj8/f0tv74la9AAAAAAAAAUNbGxsVqxYoUWLlyodevWKTExUdL/qmVatmypAQMGqG/fvqpcubJbYyFBAwAAAACAHViDxlaDBg3SihUrFBMTI+l/SZl69eppwIABGjBggBo0aFBg8ZCgAQAAAADADiRobLVgwQLn7Ztvvll9+vTRgAED1KpVK1viyXOC5syZM5Kk6tWry9PT07KAJCk5OVnnz5+XJNWqVcvSvgEAAAAAAPz8/NSrVy8NGDBAnTt3tjy3kVt5TtDUqVNHHh4eOnjwoIKCgqyMSUePHlXTpk3l4eHhlr3FAQAAAACwm+GGRYItX3S4GLt8+bLKlCljdxhOHvk5OXV+lru4u38AAAAAAFAyFabkjGTBGjSGYVgRBwAAAAAAgOVSl2iR0i+jkvbxvLB6SZZ8J2i6du2q0qVLWxGLU+q2VgAAAAAAAPlRt25dSSkFJmmXUUl9PC/+2pcV8pWgMU3TuZgvAAAAAADIBXZxKhBZLZ9S2JZVyXOCZsiQIVbGAQAAAAAAYLlZs2bl6nG75DlBU9heCAAAAAAARQm7OBWMrApMClvhSb7XoAEAAAAAAHlEQgX/RYIGAAAAAACUOFu3bpUkBQcHu7zldlxcnHbv3i1Jat++vaXxkKABAAAAAMAOLBJsq44dO8rDw0MHDx5UUFCQS+ecP3/eeZ7Vuzh5WNobAAAAAABAEZHXnZzcsQMUFTQAAAAAANiARYKLHofDIUny9PS0vG8qaAAAAAAAKGaCg4MVFBSksLAwu0MpVk6fPi1JCgwMtLxvKmgAAAAAALCDG9egiYiIUEBAgMWdF21nzpzJ9PELFy7I398/23Pj4+N14sQJvfrqqzIMQ02aNLE8PhI0AAAAAACg2Ktbt26Gx0zTVNeuXXPd1+DBg60IKR0SNAAAAAAA2IA1aApWVgv75mbBXx8fHz333HN64oknrArLiQRNETN//nxt27ZNe/fu1Y8//qiEhATNmjVLQ4cOtTs0AAAAAEBusM12gZo1a1a6+8OGDZNhGHr99ddVvXr1LM8zDEM+Pj6qWrWqmjdvnuN0qLwiQVPE/Otf/9Lp06dVqVIlVa1a1blAEQAAAAAAyNqQIUPS3R82bJgkqWfPngoKCrIjpHTYxamImTlzpk6dOqUrV67oqaeesjscAAAAAEBemW464JJNmzZp48aNma5NYwcqaIqYzp072x0CAAAAAABFXocOHewOIZ0SU0Fz+fJlrV69WuPGjdMDDzygSpUqyTAMGYaR6/VbTp8+rTFjxqhRo0by8/NThQoVFBwcrPfee083btxwzwsAAAAAABQrqYsEW32gaCoxFTSVK1e2pJ9Vq1Zp4MCBioyMdD5248YN7dmzR3v27NHMmTMVHh6u+vXrW3I9AAAAAACQd2fOnHHerlWrVqaP50XavqxQYhI0adWqVUuNGjXSunXrcnXevn371KdPH8XGxsrf318vv/yyQkJCFBsbqy+++EKfffaZjh07pu7du2vPnj0qW7asm14BAAAAAKDIYxenApG6xoxhGEpKSsrweF78tS8rFFiC5rffflN0dLQlfTVs2DDX54wbN07BwcEKDg5W5cqVderUqVz/MkaNGqXY2FiVKlVK69at09133+18rlOnTmrQoIFeeOEFHTt2TFOmTNGECRMy9DFmzBjFx8fn6poNGjTIVZwAAAAAACCFaWaetcrqcbsUWIJm+PDhua5Y+SvTNGUYhpKTk3N97sSJE/N17d27d2vbtm2SUl5L2uRMqjFjxmjWrFk6cuSIpk6dqldeeUWlS5dO12b69OmKiYlx+bq9e/cmQQMAAAAAxREVNAVi1qxZuXrcLgWWoBkzZoz69u1bUJez3PLly523U/dK/ysPDw8NHjxYL7/8sq5du6ZNmzapa9eu6dpYVUUEAAAAACja3LGoL4sEZzRkyJBcPW6XAkvQ3HHHHXmamlRYbN++XZLk5+enFi1aZNku7TZdO3bsyJCgAQAAAAAA+KsCS9AMHjw431OcUuVlilN+HTlyRJJUv359lSqV9Y+tUaNGGc4BAAAAACADpjgVCfHx8bp27ZpuuukmeXh4uO06BZagGT16tHr37l1Ql7NUXFycrl69KkmqUaNGtm3Lly8vPz8/xcTE6OzZs5bHMnPmTGc1z48//uh8bPPmzZKktm3basSIEZZfFwAAAACA4iQ6Olpbt26VJLVv317+/v7pnr969aqefPJJrV69WklJSfL399eIESP01ltvydvb2/J4CixBU5Sn+kRFRTlv//UXlpnUBI071pvZvn275syZk+6xHTt2aMeOHc77WSVo4uPj0+0gFRkZaXl8AADAXoz3AFB0sAaNvZYtW6Zhw4apRo0aOnXqVLrnHA6HHnjgAf3www/O3Z6ioqL04Ycf6tSpU1q2bJnl8bivNqcYiYuLc9728vLKsX1qJi02NtbyWGbPni3TNLM8Zs+eneW5kyZNUmBgoPOoWbOm5fEBAAB7Md4DAOCatWvXSpJ69eqVYerSl19+qb1790qS7rzzTo0ePVp33nmnTNPU8uXL9e2331oeDwkaF/j4+DhvJyQk5Ng+9VurMmXKuC2mvHj55Zd1/fp15+GOKVgAAMBejPcAUISYbjrgkkOHDskwDN1zzz0Znps7d64kqUWLFvr+++81ZcoU7dq1S61atZKkDDNbrFBgU5yKsrJlyzpvuzJtKSYmRpJr06EKkre3t1vmyQEAgMKD8R4AANdcvnxZklS3bt10jycmJmrr1q0yDEOhoaHOjYJKly6tp556Srt379bu3bstj8fyCppZs2ZZ3aXtfHx8VLFiRUnSuXPnsm37559/OhM0lBQDAAAAALLkxgqa4OBgBQUFKSwsrMBeTlHzxx9/SMq4lElERIRzyZL7778/3XMNGzaUJF28eNHyeCyvoAkNDVXTpk3VsmVLq7u2VVBQkLZt26bjx48rKSkpy622jx496rzduHHjggoPAAAAAFDEGP89rO5TSkkyBAQEWNx78eLr66uoqChnJU2q1J2d6tevr8qVK6d7zp1LmVheQRMXF6dHHnkkwwt0xaVLl6wOxzJt27aVlDJ9KXWhoMxs2bLFebtNmzZujwsAAAAAAORevXr1JEmbN29O9/jXX38twzDUvn37DOdcuXJFknTzzTdbHo/lCZrg4GCdO3dOvXv3VlJSksvn7d+/37nYTmHUs2dP5+2spnE5HA7nQkLlypVTSEhIQYQGAAAAACiKWCTYVl26dJFpmpo2bZrWrFmj6Ohoffzxx4qIiJAk9ejRI8M5Bw8elCRVq1bN8ngsT9AsW7ZMN910k3bs2KHnnnvOpXOWL1+utm3b5ri+i51atWqldu3aSZI+//xz7dq1K0ObKVOm6MiRI5KkUaNGqXTp0gUaIwAAAAAAcM2oUaMUEBCgqKgoPfjggwoMDNQ//vEPSSlLlmSWoAkPD5dhGGrevLnl8Vi+Bk2NGjX0xRdfqGvXrpo+fbpatmypJ554Isv2kyZN0quvviqHw6EqVapYHY7T9u3bdfz4cef9q1evOm8fP35cs2fPTtd+6NChGfqYOnWq2rRpo9jYWHXt2lVjx45VSEiIYmNj9cUXX2jGjBmSUhYNGjNmjFteBwAAAACgeDDMlMPqPuGaqlWratWqVerbt68uXLjgfPyWW27R0qVLZRjpVwg6ceKEtm3bJknq3Lmz5fEYpmm65dc3ZcoUPf/88/L29taWLVsyTF9KTEzU8OHDtWDBApmmqWbNmmnFihVu2/lo6NChudqnPKsfy6pVqzRw4EBFRkZm+nzDhg0VHh6u+vXr5ynOghQZGanAwEBdv36dxaMAAIUCY5P1+JkCQP644+9oap9NnnpLnt4+lvSZKjk+Tj99Opa/+7mQkJCgHTt26OLFi6pataratm2b6cZA27dv14YNGyRJzz//vHx9fS2Nw/IKmlRjxoz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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for z in zs[::-1][z_idx]:\n", + " compare_senses(\n", + " ska_aaast_senses2,\n", + " ska_aa4_senses2,\n", + " z,\n", + " sense_params[\"kperp_mpc\"],\n", + " sense_params[\"kpar_mpc\"],\n", + " label1=\"AA*\",\n", + " label2=\"AA4\",\n", + " plot_1d=False,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Drift Scan Survey" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for z in zs[::-1][z_idx]:\n", + " compare_senses(\n", + " ska_aaast_senses3,\n", + " ska_aa4_senses3,\n", + " z,\n", + " sense_params[\"kperp_mpc\"],\n", + " sense_params[\"kpar_mpc\"],\n", + " label1=\"AA*\",\n", + " label2=\"AA4\",\n", + " plot_1d=False,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Deep survey with optimistic foreground removal" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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84tpuvVy5clq+fLlq1qxp+nUyFMettCWpZ8+ergWf4+LitG7dulzb79u3z7UYsJQ+zQ4AgNKM5AwAAG6oWLGi/vrXv7ruT506NdNuSpL0/PPPu25/8MEH+vrrr93uP7upUN27d3dVFCQkJOi5557L8fykpCRFRETkeZ3z58+7Fc+lS5cyTU+pWrWqW+cVN5UrV3bdNnvR2UWLFmncuHGS0it0Zs2apdatW5t6DU9RsWJFDRo0yHX/xRdfzLLA9bX+8Y9/uG63bNlSN998s6XxAQBQ3JGcAQDATX//+99di50mJCRo0qRJmZ7v3LmzhgwZIil956V7771Xb7zxRo5rcCQlJWnp0qV64IEHdP/992d53tvbW6+88orr/scff6y//e1vSkpKytTu9OnT6tmzp3bv3i1fX99cX8Mjjzyi++67T4sWLcpxkeGTJ0+qf//+Sk5OliQ1adJEDRs2zLXf4urGG2903V67dq0pu2pJ0vfff68hQ4a4dmaaMGGC+vTpY0rfnurll192LYwdHR2thx56KEsyMD4+XsOHD9eKFStcj73++us59jl06FA5HA45HA7Vr1/fkrgBACgOWBAYAAA3Va5cWeHh4XrzzTclSZGRkXruuecyTf+ZOnWqTp06pbVr1yo5OVljxozRq6++qnbt2qlu3bry8/PTpUuXdPjwYe3du1dXr16VpBwrLoYMGaIvvvjCtYX35MmTNXv2bIWFhaly5co6fvy4oqKidPXqVTVo0EAPPPCA3nvvvRxfg9Pp1KpVq7Rq1Sr5+vqqefPmatKkicqXL6+4uDgdO3ZM3377rWvNEG9vb02ePNmMH58t2rZtqzp16uj48eM6deqUmjZtqu7du6tKlSqu9WhCQ0PVt2/ffPX7wQcfuJJbgYGBOnPmjJ566im3zv3www/z9yI8RK1atTR//nz17t1baWlpWr58uerVq6ewsDDVqlVL586dU1RUlC5duuQ658UXX9Q999xjyvWXL1+usWPH5tpmxIgRWXaTuv/++/Xyyy+bEgMAAAVFcgYAgHyIiIjQhx9+qCtXrig+Pl7vvvtupuoWPz8/ffHFF5owYYImTZqkhIQEJSQkKCoqKsc+fXx8dOutt+b4/CeffKKyZctq1qxZkqSLFy/q888/z9SmadOmWrJkiT799NNc4792++Lk5GTt3LlTO3fuzLZt1apVNW3aNN1999259lmceXl5acqUKXrooYeUnJys06dPa/bs2ZnaDBkyJN/JmYyKGSm9GiQ/OyiV1OSMlL72zJIlSzRy5EidOXNGCQkJWrVqVZZ2ZcuW1euvv55poe3CunDhQp5b2B8+fDjLYy1btjQtBgAACoppTQAA5MN1112nJ554wnX/gw8+yFQJIKVXm7z88ss6evSoJk6cqLvvvlt169ZVuXLl5OPjo8qVK+uWW27RkCFDNHPmTJ08eTLX/7D7+Pho5syZWrdunfr27avatWvL19dX1apVU/v27TV58mRFR0eradOmeca/fPly7dixQ2+99ZYeeughhYSEKDg4WN7e3ipXrpzq1aunnj176t///rd+/vlnPfDAAwX+WRUX9913n7Zv365Ro0apefPmCgoKKpJdnEqrnj17at++fXrvvffUsWNH1ahRw/V3365dO7300ks6dOiQqYkZAAA8ncO49qsfAAAAAAAAFCkqZwCUKgMHDnQtLulwOFxrhxSW0+lUvXr1MvX9v//9r9D9sggmAMBunjZ2Xis+Pj7LNcaPH2/qNQDADCRnAJQacXFxWrJkSabHMtbwKKyoqCgdO3bMkr4BALCLp4+dL7zwQpZrAEBxRHIGQKmxcOHCLFsH79+/X9HR0YXuO7sPk59++qlrJ5685LTVstnnAACQH8V57MzLt99+qylTppjSFwBYjeQMgFLj2g+BZcuWzfbxgoiPj8+0c05G3xcvXtSKFSvyPP/q1atq1aqVhg4dqjNnzuTZ/vDhw+rZs6d69OhR8KABAHBDcR0785KcnKwRI0bI6XSqYcOGateuXaH7BAArkZwBUCocOXJEmzdvlpS+jsvEiRNdz82fP1/JyckF7nvRokW6cuWKJKlRo0aZdvJx58Pr4cOHZRiGZs2apRtuuEHvvfeeUlNTs7RLSEjQSy+9pObNm2vlypWKi4vT6dOnCxw3AAC5Kc5jZ15ee+017du3T5L00Ucfyd/fv9B9AoCVSM4AKBVmz56tjM3pOnfurL/85S+67rrrJEkXLlzQypUrC9z3tR8iBw4cqMGDB7vuf/nllzp79myu54eEhGj//v2KjIxU2bJl9cwzz6hVq1bauHGjq83ixYvVrFkzvfrqq6pTp47mzZun77//XtWrVy9w3AAA5KY4j525+fHHH/XGG29IkgYMGKCuXbsWuC8AKCokZwCUeIZhaPbs2a77gwYNUpkyZdSvXz/XYwX9li4mJiZTEmXgwIG6+eab1aJFC0lSamqq5s6dm2c/Pj4+evLJJ3X48GG99tprOnHihLp06eK6Rp8+fZSSkqIpU6Zo//79evTRR+VwOAoUMwAAefGEsTM7TqdTI0aMUEpKiipVqqR33323QP0AQFEjOQOgxNuyZYt++eUXSZK/v7/69OkjKf2DZobVq1fr3Llz+e772m8Vb7/9djVs2DBL3/n58FquXDmNGTNGO3bsUM2aNV2PN23aVHv27NETTzyhMmXK5DtOAADyw5PGzmt98MEH+u677yRJb731lqvSBwCKO5IzAEq8az/gPfDAAwoODpYkhYaGqmnTppKklJQUzZs3L999//lbxQwDBgyQl1f6P7G7d+/W7t273eovMTFRb775ptq0aaNff/3V9fiBAwd00003aerUqdmuRwMAgJk8aezMEBMToxdffFGS1KlTJz322GP5jg0A7EJyBkCJlpiYqIULF7ruX/sh8M/38/st3datW3Xo0CFJkq+vrx555BHXczVr1tSdd97pdt+pqamaNm2aGjVqpH/84x+qVauWoqKiJEn16tXTwoUL5ePjo8cff1whISFauHCh61tHAADM5Clj55+NGjVKV65cka+vr6ZOncr0XwAeheQMgBJtyZIlio2NlSRdd911uuuuuzI9P2DAANeHt507d+qHH35wu+9rPzTee++9qlSpUqbnr/3wOnfu3BwrXvbv36/mzZtr1KhRio+P1zvvvKOdO3e61pyRpD59+mj//v168cUXdezYMT3yyCNq27atW1tvAwCQH54wdv7ZnDlztGbNGknSP/7xD1d1DwB4CpIzAEq0az8EPvroo1nWa6lXr546deqUbfvcJCUlacGCBa77f/5WUZIefPBBBQQESJLOnj2rL7/8Mtu+GjRooLS0NA0ePFgHDx7UM888k+26MuXKldOrr76qH3/8Uffee6/8/f1VtWpVt+IFAMBdnjB2XuvcuXN65plnJElNmjTRmDFj3IoHAIoTkjMASqyTJ0/q66+/dt3P7kOgpEzbd86dO1dpaWl59r106VJdvnxZklSpUiXde++9WdoEBATowQcfdN3P6cOrv7+/du3apVmzZqlatWp5Xrthw4ZauXKlVq9eTck2AMBUnjJ2Xmv06NH67bffJEkfffSR/Pz88jwHAIobkjMASqxPPvlETqdTUvpuR23atMm2XZ8+feTv7y9JOn36tKssOjfXflh85JFH5Ovrm227az/UrlixQhcvXsy2XWBgYJ7XNOMcAABy40ljpyStWrVK8+fPlyQNGTJEYWFhecYBAMURyRkAJda1HwJz+uZPkoKDg/XAAw9ke152Tp06pa+++sqtvu+8807XlthXr17Vp59+mmfcAADYxZPGzri4OD3xxBOSpCpVqmjixIm5xgAAxRnJGQAlUnR0tPbv3y9JcjgcGjBgQK7tr/2QuHz5cl26dCnHtp988omrfPv666/X7bffnmNbLy8v9e/f33U/vztPGIaho0eP5uscAAAKwtPGzrFjx+r48eOSpIkTJ6pKlSq5xgsAxZnDYC9WACXQU089pcjIyAKf/9FHH2nUqFHZPnfjjTfqxx9/LHDfBw4c0A033FDg8wEAsIKnjZ1dunTRxo0b5XA41LZt21zP37dvn+Li4iRJtWrVUu3atV3PfffddwWOCwDMQnIGQImTnJysGjVq6MKFCwXu47bbbtM333yT5fEdO3bkOP/eXS+88IJef/31QvUBAICZPHHszEjOFBb/HQJQHGTdqxUAPNzKlStdHy7LlCmj1q1bu3We0+lUdHS0JOnbb7/VwYMH1aRJk0xtri2trlSpkho3buxW35cuXdJPP/0kSZozZ45effVVeXkxsxQAUDwwdgKAvaicAVDiPPDAA1q+fLkkqWfPnq7b7mjRooX27t0rSXrxxRf16quvup5LSUlRzZo1df78eUnSpEmT9Pe//92tfs+ePauaNWu65tt/9dVX6tq1q9txAQBgpZI+dl5bZTNu3DiNHz++QP0AgFVIPQMoUc6dO6fVq1e77g8cODBf51/bfs6cOZlKnVetWuX6cOnl5aVHH33U7X6rVq2qbt26ue7nd2FgAACswtgJAPYjOQOgRJk3b55SUlIkSUFBQerZs2e+zn/00UflcDgkSceOHVNUVJTruWs/FN5xxx2qUaNGvvq+dteLzz//3LUwIQAAdmLsBAD7kZwBUKJc+yHwwQcfVNmyZfN1ft26ddWxY8cs/Z0/f16rVq1yPZ7X9qLZ6dWrl8qVKydJSkhI0KJFi/LdBwAAZmPsBAD7kZwBUGL88MMP2rlzp+t+fsuysztv8eLFio+P1/z5813fKpYtW1YPPfRQvvsNDAxUr169XPcpzwYA2I2xEwCKB5IzAEqMaz+w1ahRQ3fccUeB+unTp4/8/PwkSVeuXNGiRYsy9d2zZ08FBQUVqO9rvzXctGmTjhw5UqB+AAAwA2MnABQP7NYEAAAAAABgIypnAAAAAAAAbERyBgAAAAAAwEYkZwAAAAAAAGxEcgYAAAAAAMBGJGcAAAAAAABsRHIGAAAAAADARmX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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for z in zs[::-1][z_idx]:\n", + " compare_senses(\n", + " ska_aaast_senses4,\n", + " ska_aa4_senses4,\n", + " z,\n", + " sense_params[\"kperp_mpc\"],\n", + " sense_params[\"kpar_mpc\"],\n", + " label1=\"AA*\",\n", + " label2=\"AA4\",\n", + " plot_1d=False,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "env1", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}