{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Covariance for Angular Power Spectra with *Heracles*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook demonstrates how *Heracles* computes an estimate of the covariance of the two-point statistics from a 3×2pt catalogue using the DICES method. This tutorial is heavily based on the summary statisitcs tutorial so we will reproduce the results found in said tutorial without going into the details of the analysis. We will then show how to compute the covariance of the angular power spectra using *Heracles*." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Important note**\n", "\n", "This notebook is only meant to give you an idea of **how *Heracles* works**.\n", "\n", "It does **not** show everything that *Heracles* can do.\n", "\n", "**This is a toy, treat it is such!**\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "3b3ff39ea8b547128aff0f2fb9a77379", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import healpy as hp\n", "import matplotlib.pyplot as plt\n", "import heracles\n", "import heracles.healpy\n", "from heracles.notebook import Progress\n", "\n", "# Covariance code\n", "import heracles.dices as dices\n", "\n", "import helpers\n", "\n", "with Progress(\"example data\") as progress:\n", " helpers.get_example_data(progress)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the resolution parameter for measuring spectra from *HEALPix* maps. Here, we use `nside = 128` since that is the resolution at which the example data has been created. A value `lmax` of approximate 1.5x `nside` is fairly safe in terms of errors introduced by *HEALPix*. For the purpose of this tutorial we will only use 3 tomographic bins." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "nside = 128\n", "lmax = 140\n", "nbins = 4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prepare maps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this tutorial we will use the same data as in the summary statistics tutorial. Note that the maps generated in the summary statistics tutorial might have a different resolution. Therefore we will have to up/down-scale them accordingly. Doing so, unfortunately destroys the metadata of the maps. Therefore we will have to manually re-enter the metadata." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from heracles.healpy import HealpixMapper\n", "from heracles.fields import Positions, Shears, Visibility, Weights\n", "\n", "data_maps = heracles.read_maps(\"example-data_maps.fits\")\n", "mapper = HealpixMapper(nside=nside, lmax=lmax)\n", "fields = {\n", " \"POS\": Positions(mapper, mask=\"VIS\"),\n", " \"SHE\": Shears(mapper, mask=\"WHT\"),\n", " \"VIS\": Visibility(mapper),\n", " \"WHT\": Weights(mapper),\n", "}" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "data_maps = heracles.read_maps(\"example-data_maps.fits\")\n", "for key in list(data_maps.keys()):\n", " f, i = key\n", " if i <= nbins - 1:\n", " _map = data_maps[key]\n", " meta = _map.dtype.metadata\n", " new_map = hp.ud_grade(_map, nside)\n", " heracles.update_metadata(\n", " new_map,\n", " nside=nside,\n", " lmax=lmax,\n", " bias=meta[\"bias\"],\n", " fsky=meta[\"fsky\"],\n", " spin=meta[\"spin\"],\n", " )\n", " data_maps[key] = new_map\n", " else:\n", " data_maps.pop(key)\n", "\n", "# load the FITS mask\n", "vis_map = hp.read_map(\"vmap.fits.gz\")\n", "vis_map[vis_map == hp.UNSEEN] = 0.0\n", "vis_map = hp.ud_grade(vis_map, nside)\n", "heracles.update_metadata(\n", " vis_map,\n", " nside=nside,\n", " lmax=lmax,\n", " bias=0.0,\n", " fsky=meta[\"fsky\"],\n", " spin=0,\n", ")\n", "vis_maps = {}\n", "for key in list(data_maps.keys()):\n", " f, i = key\n", " if f == \"POS\":\n", " f = \"VIS\"\n", " if f == \"SHE\":\n", " f = \"WHT\"\n", " key = (f, i)\n", " vis_maps[key] = vis_map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Jackknife Regions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fundamental idea behind Jackknife approaches is to generate an ensemble of angular power spectra by leaving out one of the regions at a time. The covariance of the angular power spectra can then be estimated from the variance of the ensemble. Therefore, the first step is to divide the mask of the survey into regions. In order to do so, in this tutorial we will make use of the SkySegmentor library. However, any library that segments the sky into regions can be used." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import skysegmentor" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "jk_maps = {}\n", "Njk = 30\n", "jk_map = skysegmentor.segmentmapN(vis_map, Njk)\n", "for key in list(vis_maps.keys()):\n", " jk_maps[key] = jk_map" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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RbQkhAKBshBHtCCJaCCEAoOyEEc0EEREhhACA6hFGRAiiyhNCAEDVCaNqE0QVJYQAAFoJo2oay3oDGD0xBACwPftI1WRCVCH+yAEAumNaVB2CqAKEEABAf4RR+QmiEhNCAADpEEblJYhKSAgBAAyHMCofQVQiQggAYDSEUXkIohIQQgAAoyeKykEQFZgQAgDIB3FUXIKogIQQAEA+CaPiEUQFIoQAAIpBGBXHWNYbQHfEEABAcdh3Kw4TopzzxwQAUGymRfkmiHJKCAEAlIswyieHzOWQGAIAKB/7ePlkQpQj/kgAAKrBtCg/TIhyQgwBAFSHfb/8MCHKmD8GAIBqMy3KlglRhsQQAAD2CbNlQpQBb3oAANoxLRo9E6IRE0MAAHRiX3H0TIhGxJsbAIBemBaNhgnRCIghAAB6ZR9yNEyIhsibGACANJgWDY8J0ZCIIQAA0mLfcnhMiFLmzQoAwDCZFqXLhChFYggAgGGzz5kuQZQSb0wAAEbFvmd6HDI3IG9GAACy5BC6wZgQDUAMAQCQNfukgxFEffLGAwAgL+yb9s8hcz3yZgMAIM8cQtcbE6IeiCEAAPLOPmtvBFGXvLEAACgK+67dE0Rd8IYCAKBo7MN2x2eIpuBNBABAGfhcUWcmRB2IIQAAysK+bWeCqA1vGAAAysY+bnuCaBJvFAAAysq+7vYEEQAAUFmCqIliBgCg7OzzthJE23hjAABQFfZ9J1T+tNveDAAAVFnVT8ld6QmRGAIAoOqqvk9c2SCq+gsPAAB1Vd43rmQQVfkFBwCAdqq6j1y5IKrqCw0AANOp4r5ypYKoii8wAAD0omr7zJUJoqq9sAAA0K8q7TtXIoiq9IICAEAaqrIPXfogqsoLCQAAaavCvnSpg6gKLyAAAAxT2fepSxtEZX/hAABgVMq8b13KICrzCwYAAFko6z526YKorC8UAABkrYz72qUKojK+QAAAkCdl2+cuTRCV7YUBAIC8KtO+dymCqEwvCAAAFEFZ9sELH0RleSEAAKBoyrAvXuggKsMLAAAARVb0ffJCBxEAAMAgakmSJFlvRK+KXqEAAFBGa7ZclfUm9KxwEyIxBAAA+VTEffVCBVERn2AAAKiSou2zFyaIivbEAgBAVRVp370QQVSkJxQAACjOPnwhgggAAGAYch9ERSlLAACgVRH25XMdREV4AgEAgM7yvk+f2yDK+xMHAAB0J8/79rkNIgAAgGHLZRDluSABAIDe5XUfP3dBlNcnCgAAGEwe9/VzFUR5fIIAAID05G2fP1dBBAAAMEq5CaK8lSIAADAcedr3z0UQ5ekJAQAAhi8vDZCLIAIAAMhC5kGUlzIEAABGKw8tkGkQ5eEJAAAAspN1E2Q+IQIAAMhKZkGUdQkCAAD5kGUbZBJEYggAAGiWVSM4ZA4AAKiskQeR6RAAANBOFq1gQgQAAFTWSIPIdAgAAJjKqJvBhAgAAKiskQWR6RAAANCNUbaDCREAAFBZIwki0yEAAKAXo2qIoQeRGAIAAPoxipZwyBwAAFBZgggAAKisoQaRw+UAAIBBDLspTIgAAIDKGloQmQ4BAABpGGZbmBABAACVNZQgMh0CAADSNKzGMCECAAAqK/UgMh0CAACGYRitYUIEAABUliACAAAqK9UgcrgcAAAwTGk3hwkRAABQWYIIAACorNSCyOFyAADAKKTZHiZEAABAZQkiAACgsgQRAABQWakEkc8PAQAAo5RWg5gQAQAAlSWIAACAyho4iBwuBwAAZCGNFjEhAgAAKksQAQAAlSWIAACAyhooiHx+CAAAyNKgTWJCBAAAVJYgAgAAKksQAQAAldV3EPn8EAAAkAeDtIkJEQAAUFmCCAAAqCxBBAAAVJYgAgAAKksQAQAAldVXEDnDHAAAkCf9NooJEQAAUFmCCAAAqCxBBAAAVJYgAgAAKksQAQAAlSWIAACAyhJEAABAZQkiAACgsgQRAABQWYIIAACoLEEEAABUliACAAAqSxABAACVJYgAAIDKEkQAAEBlCSIAAKCyBBEAAFBZgggAAKgsQQQAAFSWIAIAACpLEAEAAJUliAAAgMoSRAAAQGUJIgAAoLIEEQAAUFmCCAAAqCxBBAAAVFZfQbRmy1VpbwcAAEDf+m0UEyIAAKCyBBEAAFBZgggAAKgsQQQAAFSWIAIAACqr7yBypjkAACAPBmkTEyIAAKCyBBEAAFBZgggAAKisgYLI54gAAIAsDdokJkQAAEBlCSIAAKCyBBEAAFBZAweRzxEBAABZSKNFTIgAAIDKEkQAAEBlpRJEDpsDAABGKa0GMSECAAAqSxABAACVJYgAAIDKSi2IfI4IAAAYhTTbw4QIAACoLEEEAABUVqpB5LA5AABgmNJuDhMiAACgsgQRAABQWakHkcPmAACAYRhGa5gQAQAAlVVLkiQZxh0fO/aGYdwtUFH/s/rgiIhYftodbS/Xdbp+8rrdrDfd5QsP+1qs3ndJnPbf97VsQ/OyUV1eve+S2OWW3SMi4rGXPdzV5Yjoar1f/NPzIyLi2W/6cdvLdZOvn/HspRERsfkX9w71ct1U664/97CIiNjr/O91vBwRXa03+XIv6zZfnv1AEvM/9+/x0J+viIhoXJ7/uX8PALY3rCPRBBFQCJPDJw8uPOxrWW9Cw9d+88Kh3O+P1u/Z922X/+1v09uQAfzilEVZb8J2Zj/Q/p9eMQTQ2bCCaGiHzPksEVBmt6/6VNab0DCsGIqIeMFe/9v3bf/n/901vQ0pkU4xFBGNaREArYbZFj5DBBTC8tPuyHoTGuox9K+P75vxlgw3hiIGmxBF5COK5q0byoEQfZkqhiJMiACyMNQgMiUC0pKXQ+aaJ0PnL/xW5lH02j/6YaaP3w1RtNV0MQRAe8NuChMioBCWn3ZHrD5idabb0OkwuSyjaNgToqJb/w+zG5ezjCIxBJBfgggolKyjKE8u+vTJWW9CrjXHUF1WUfSHhbVMHheA6Q09iBw2B6Qtiyia7iQK//r4viOdFNVj6H+uHO5jDnJShWajPmyuXQzVZRFFJkQA/RlFS4xkQiSKgLSNMoqmiqHzF36r5ecsDp8bZhQNelKFZqOKoqliqG6UUSSGAPozqoZwyBxQWKOIoukmQ+c+sHK7ZWWKorQmRHXDjqJuYmiUxBBA/o0siEyJgGEYZhR1811DkydEdcOMok6fHRr24XN512sMDXtKJIYA+jfKdjAhAgrjwr0Pars8rydaGEYUjfpECmkeMhcRcdJ+w/k+qU4xNPtru0x5u2FFkRgCKI6RBpEpETCIv77nPztel3YUdTMdimh/yFyzrL+naFBpHjJXj6EXfO2e1O5zuqnQH1772LT3kXYUiSGAwYy6GUyIgMLoNCGqSyuKuo2hiM6HzDVLK4q6mQ6lfdhcWhOiyZOhNKKoHkNTRdF0E6K6eeuSVMJokBia/7l/H/jxAejdyIPIlAgYprIePtfLoXJpRlFaE6Kv3H3w9vc9QBR1+3mhbiZEzQaNokG+b+ihP18x0GMDlEEWrWBCBJROGaPo/3n35T2tn7cTLHT67FA/UZS3M8k1MyECKJ5MgsiUCOjXdIfN1ZUtivo5mUJeoijNEyn0GkPdHjLXrN8pkc8OAQwmq0bIbEIkioB+THVihcn6iaJePj/Ur16jaJAzy2UdRcM6q1y3ej1krq7XKBJDAIPJsg0cMgcUSrcTorpuo+j2VZ/qO4a6ObHCZN1G0ahPsz3ZICdV6DaGuj1srp9D5fqZENV1G0ViCKDYMg0iUyJgFKaLokGnQtOderuT6aIorRgaZErU70kVep0MdYqibs4kN5V+J0R100WRGAIYXNZNkPmEKOsnAKi2NA6R62dCVFf07ykapkFjKGKwCVFdpygSQwCDy0MLZB5EAKPQbko0is8LdWMUUTTKzxL1+7mhNL+wddiWfuOReOb3H816MwBIQS6CKA9lCBRHr58jqlt9xOrSnX2uF6OIokFPolCPorydWrs+JZq3Loml33iksVwUAfQvLw1QS5IkNzP/Y8fekPUmAAXRy9nm2jlg5hMpbclW/X6OaLIj5v13RAz3ZArL3/jfXa334+8uj4iIZMmTXa2f1hnl/nndgancT0Q6h8w1e8Z/tA+gX79kt4Hu13cQAVWTlxiKyMmECGDUfrJp56w3oa1/fXzfoZ9ZbrpJUT2EepH16bU7GfSkCs06xVDE4JOih/58xUC3B6B/uZoQRZgSAd0bdEpUl9a0KI0p0fe+9MIUtqR7y9/43/Hj7y6P5x/+Px1DqJsJUdpBlNaUaFQToojBpkQmRECV5Gk6FJHDCVHeniAgn9KKoYj8TotGoT4t6mcqVDeM6dCrlt2Z+n0OaqoYivB5IoBu5HFfP3dBFJHPJwrIl35PrNBJHqJoVNOhPzwrafnfIIZ5qFyeomi6GKoTRQCd5XUfP5dBBJCFLKNoFDHUTwA9tevTHa8bxeeG8hBF3cZQnSgCKJbcBlFeCxIot/njczJ53MPe8sPU77MeP/1OgrKOoboso6jXGAKgvTzv2+c2iCLy/cQB2Uv7sLm6fqPo/IXf6vsx05oQTY6ffg+JmyqGIiK+cvfBfd1vkQwSQ8/8/qNdT4qcUAEou7zv0+c6iCLy/wQC2UnzxAoREUfN2tK43E8UpfVdRP1IK4Qito+hzY/N3G6dUZ9me9RTorQmQ91EkVNuA2VWhH353AcRQCfDmhDVzR+f01MY9Tsh6mc6lOaJEaaz34fui+Vn3R8RW0OofnnURhVFaR8mN10UmRABZKsQQVSEsgSKrXk6NNkwP1f0w9/sETud8Otp1xv080Ddaneo3N3nLYmIiOVn3R8/OmFRY3nz5WG6/eElLf8dpmF9ZsiJFoAqKso+fCGCKKI4TyhQPFPFUN2wT7bQHEWTD31rjqFhmu5zQ83qMfSjExa1vZy2UcQQAOkp0r57YYIoolhPLDAawz5srlnaUfTD3+zR8vPkKBp2ADXrJYba6TQ5GjSQJofQonmPD3R/nTzjPx4d+hnlTImAqijaPnuhgiiieE8wkF9HzdrS1XSoWVpR9O4/uqnt8m4OnyuCNCZHnaZCaUfRKE+tLYqAsivivvqMrDegH/Un+tixN2S8JUBR9RpCzeaPz4mHnv592+vOX/itgc8294zn/SYe+Y8/Gug+ejHodKhb9Sh6wfW/2i6QXnD9r1p+TuMQudlf22XadbL+niEnVADKooghVFe4CRFAHnSaFHUTQ/Xp0KX7fanjOs943m/627AejSqGmnWaFtUnSd3EUPL9Xadd5w+vfWzK67OKoeYpkVNuA2SvliTJ6A5SHwJTIiCit+8kGmQ61M7kadFUUdTuULm33/2WjusPe1LUbRDt96H7hrodzTZ/eYeu1vvljXtF7SW/7Xj9VBOirCdDdVv+86dZbwLAwIo8HYoowYSo6C8AMDr9fGaoG4N8rmiqGIoY3qToqV2fzmQ6NJ1eYihi6klRuwnRKE6eAFAlZdgXL3wQRZTjhQCKrZsoajcdmuqwubq0oyiPIRTRfQx1a/KESAgBpKss++ClCKKI8rwgwHAMYzI02VRR1Omsct1KK4rKEEP16VBdN58n2vVnv48ts2dGRMSW2TMbl+s/N5v8MwDbK9O+d2mCKKJcLwzQm1F+H9FU5o/PifMXfqun23QzJSqrzV/eIZXJ0FRRtOvPJj7jNTmEJkfSdNd3e1279SIiNs2f0/YyQJGUbZ+7VEEUUb4XCBjcKKZDzeaPz4nPLP5+4+dBp0N19SlRv9OivE2H0j5ErptJUbe6DZxeIqkeQJvmz4lN8+fEjG/fkdr2AoxKGfe1SxdEEeV8oYDejTqEJmuOorT0G0VliaHJh8tNp3k6lKXNs9ONP4AslHUfu5RBFFHeFwzorN1hc1lHUVrToXZG9V1FebL4uPVTXt88JRJDAOkp8751aYMootwvHDC1rEOoV8P8HFEa06G7z5v+y1K7Ncihct1MiJLv7xqLPjKj78dIkxgCyqDs+9SlDqKI8r+AQKu8nFwhIuKuTU8O/TGmmxKldahcGl/MOugJFHo5XO6XR87t+3HSsHn2DmIIKIUq7EuXPogiqvFCAlv99T3/mfUmxIn7vHQkMVQ3ikPnBp0QpXEChekOl8sLIQSURVX2oWtJkiRZb8SoHDv2hqw3ARiBG37141Tv78R9XhrX/ezf2i7v5OK71vb1WG+/+y193S4i4pH/+KOWn9M8kcIgE6K0zibX6wkV6hbf/LtUHr8b3caQM8wBeVeVGIqoyISorkovLNC75sCZHDsn7vPS7f7XSb8xNKj6pOipXZ9O/axyaX6GaNRGdficyRBQFlXbZ87Hp05HaM2Wq0yKoOSOX/T8xpSoebpTj5jmaU+78Ol0XRHUo+jB+56R6XZs/vIOMePNT6X+XUP9+uWRc0c6KQIoqqrFUETFDplrJoqg3MbmzMnkcdOYDg1y2FyztKOol8Pm0g6hfg+XazbMIOp1OuSQOSCPqhhDERU7ZK5ZVV9woDoWLHkkk8fNy1RosmEdOudQOaAMqrxvXNkgiqj2Cw9lt+X3o/1SzovvWpvaZ4fS/E6iUUbRbw9fGr89fOnIHq8faUeRGALKoOr7xJX7DNFk9TeAQ+iAsqpH0TA/V9QcQr+7ZHHMfecvU7vvNA6XG4Z+Y8jhckBeVD2E6io9IWrmDQH068mj9st6E6b15iW3x1lH3DCyx/vdJYvjd5csTuW+0v7+oTSmRCZDQNHZ950giAAAgMoSRE2UMtCvd7/7PfHud78n681o681Lbm9cTntKNN3nhtKYEqV9yNyTC7dERMTPT5rd1+1Nh4Cis8/bShBN4g0C5TGKEytMPlwurShK88QKk511xA2N/w0i7ydQmKweQhH9xdDm2TuIIaDw7OtuTxC14Y0CDCIvUfTmJbe3TIfa6SeKej2bXP3zRGl9pmgQzVEU0X0YCSGgDOzjtieIOvCGgXIY1pToyaP2m/JkCmlE0SBf0DpdCDXrJYpGPRVK63C5ySHUbLooSjOGnGEOyIp9285qSZIkWW9E3jklNxTb2Jw5qd9nt2eW+/SnPzXQ4/QbRb0EUbOP/+vxU16/6Nu1vu53sm5Py51GEE0VQ3XP+cofOl4niIAiE0LTE0RdEkVQbGlGUT+n2R4kjHqJon5DqFmnKEorhuq6iaJBgqibEGqnOY7SPlROEAGjJIa645C5LnlDQXENY0LUq1GcgS6NGJrKr45J9/9/NszPFfUbQxFbD6FzAgWg6Oy7ds+EqEcmRVBMaURRGl/A2s+kaLoJ0bBCaPKkKO0JUbN206J+p0ODxFDd0mueGvg+JjMdAkZFDPXGhKhHa7Zc5U0G9K0+KcrrdxY1m3yyhbQnRM3aTYsWH7e+p/t4cuGWVGIoIuLeV+wQ974i3QnR5mMOTvX+ACazn9ofE6IBmBZBsQwyJUpjOjRZL9OiTlOiYR8mV1efFg1zStRs7jt/2fOEKK0YmiytaZEJETBMQqh/JkQD8MYDBtHLlKjddxKNKoYi+vu+okHkJYYAisA+6WBMiFJiWgTF0eukaBjTocm6mRbVp0SjDKHJrvjgCSN5nMeePd7VeqMKoUGnRKZDwDAIoXSYEKXEGxKKo5cvax1FDEVsnRZNNzFqNyWqslFOhdL+PBHAoOx7pkcQpcgbE8pjVCE02XRRlOV0KE+yOEROFAF5YZ8zXYIoZc7uAeWR1ygqu+kOl8vy80LDOPscQLfsZw6HIBoSb1ZgEJ1Oz33MnJ9msTm5kOZptQGKxr7l8AiiIVLxkF9TfY4oq8nQZEX6zqJhymMI1adEpkXAsNmfHD5BNALexJBP7aIoLzE0WRWjKI8h1KzbGHKGOaBf9iFHQxCNiLqH/MtrDNXVo+jqs4/LbBv+9IPXD/X+658fynMIAQyb/cbREkQj5s0N+dLLKbjzoOyTorxPhdqpn2jB4XNAGuwrjt6MrDegiupvdF/mCvnQHEU7/svW01pv/JNDBv55GPdV//mb++8WEREvv+vRiIi+f64v6/X2c6+6NSIifveGQ7f7earr2v1cN/eqW+M5V0X8/P97SUREPOe934+I9j9PdV2vP9cvp3F/m4852CFyQF+EUHZqSZIkWW9ElYkiAIBqE0PZEkQ5IYwAAKpFCOWDzxDlhD8IAIDqsO+XHyZEOWRaBABQTkIof0yIcsgfCgBA+djHyycTopwzLQIAKDYhlG+CqCCEEQBAsQihYnDIXEH4gwIAKA77bsVhQlRApkUAAPkkhIpHEBWYMAIAyAchVFyCqASEEQDA6ImgchBEJSKMAABGQwyVhyAqIWEEADAcQqh8BFGJCSMAgHQIofISRBUgjAAA+iOEyk8QVYgwAgDojhCqDkFUQcIIAKA9IVQ9Y1lvAKPnDx0AYHv2karJhKjiTIsAgKoTQtUmiIgIYQQAVI8QIkIQMYkwAgDKTgjRTBDRljACAMpGCNGOIGJKwggAKDohxFQEEV0TRwBAUYgguiWI6JkwAgDySgjRK0FE34QRAJAXQoh+CSIGJowAgKwIIQYliEiNMAIARkUIkRZBROqEEQAwLEKItAkihkocAQCDEkEMkyBiJIQRANArIcQoCCJGShgBANMRQoySICIz4ggAqBNBZEUQkTlhBADVJYTImiAiV8QRAJSfCCJPBBG5JIwAoHyEEHkkiMg9cQQAxSWCyDtBRGEIIwAoDiFEUQgiCkkcAUD+iCCKSBBReOIIALIjgig6QURpCCMAGB0hRFkIIkpLIAFAegQQZSWIqARxBAC9E0FUgSCicsQRAHQmgqgaQUSliSMAEEFUmyCCbcQRAFUigmCrsaw3AAAAICsmRNCGaREAZWQqBNsTRDANcQRAkYkgmJoggh6IIwCKQARB9wQRDEAgAZAHAgj6J4ggJeIIgFESQZAOQQRDII4AGAYRBOkTRDACAgmAfgggGD5BBCMmjgCYigiC0RJEkDGBBFBtAgiyJYggZwQSQLkJIMgXQQQ5J5AAik0AQb4JIigYgQSQbwIIikUQQcEJJIBsCSAoNkEEJSOQAIZLAEG5CCKoAJEE0B/xA+UniKCiRBJAK/ED1SSIgIgQSED1CCAgQhABUxBJQFmIH6ATQQT0RCQBeSd+gF4IImBgIgnIivgBBiWIgKERSkBahA8wLIIIGCmRBExH/ACjJIiAXBBKUD3CB8gDQQTkmlCC4hM+QJ4JIqCwxBLkh+gBikoQAaUkliB9ogcoI0EEVJZoggliB6gqQQTQgWCiTAQPQHuCCGAAook8EDsA/RNEACMinuiFyAEYDUEEkGMiqhzEDUB+CSKAEhNU6RA0AOUliAAAgMoay3oDAAAAsiKIAACAyhJEAABAZQkiAACgsgQRAABQWYIIAACoLEEEAABUliACAAAqSxABAACVJYgAAIDKEkQAAEBlCSIAAKCyBBEAAFBZgggAAKgsQQQAAFSWIAIAACpLEAEAAJUliAAAgMoSRAAAQGUJIgAAoLIEEQAAUFmCCAAAqCxBBAAAVJYgAgAAKksQAQAAlTUj6w2AMtqwYUNs2rQp680AoGRmzpwZO+20U9abAaUiiCBlGzZsiF1m7RabYkPWmwJAySxcuDDWrVsniiBFgghStmnTptgUG+Jl8ccxo7Zj1MZqW6+ojTVd3vbfsVrjcm1srGn52MR69etrY1vXb759rTZp3WhaPnndybfvvC1JrTZxQG3zY015/bbl2y63rDt52Vjz9U33s+1y8/0nLcsn1k2ifjkav9fE9ZPWbVreWK/58evLx9rfvqHl9h0ut3kuWh6/7bptLkeH6ydtS8fbd1o2zePXdVzW5r7aPRdRS7relqht/a0av9t26ybtH7N5eePxJ5bVprp9JE1/AhOPXOtw+/rylvtsun1t0u2b/lxirOX2E9ePNS0b2/bbN99Pfd2xSZcjIsaiddlYm8v1++p0ff0xty7bMvFYMfn6LTHedJuJdbfe/3gkUWu6/cS6TcuaL29bt/4447Utjfsc3/Z49fttPFab+xqvbWls43jTevU/4/Fovt/6bZLGfW29ff12E/cz3vT7jzdtS/11adxXTDyX9eu3LouJ56q+LbWI8W2vyMSyWow1lk1cHq/Vl401Ldt6+fEntsSSg++NTZs2CSJIkSCCIZkRO8SM2g5RawqS5stb/zux11SrNQVR8/VjTddPG0S17W7XMYhqk64fOIhqExHQEjwTYZBqEDXvGA85iNrfvsPlxu1rTZebbj9NkEwXEUMPojbX100Ooqmel76CqOmxRh5EzZfb3H5yEE2+zcTbZWLHua8ganObfoOoNXi6D6Lm5Vv/2ymImiOg9yAaaxtESYfL3QfReGO7ajG27Qmtx8jWIKpfrjVFStK0LGm6r2hsy8TjTyybKojGewii8a6CyMe+YVj8dQEAAJUliAAAgMoSRAAAQGUJIgAAoLIEEQAAUFmCCAAAqCxBBAAAVJYgAgAAKksQAQAAlSWIAACAyhJEAABAZQkiAACgsmZkvQFQVpvjqYhkLGpJbduS5svb/pvUGpdryVjT8rGJ9bZsu77WdH2t+b9jE5cbd19rs+7k20+6Pqk1Lie1WkQSk24/3fXblkdEbInWdeu/cn3ZWPP1TffT2JRa49dKWpZPrFt/+KhFxNjk+5q0btunvek2bZ72lu2KdrfvcHnyc1FrXd5+3TaXo8P1k7al4+07LZvm8es6LmtzX+2ei6glXW9L1Lb+Vo3fbbt1k/aP2by88fgTy2pT3T6Spj+BiUeudbh9fXnLfTbdvjbp9k1/LpG03H7i+qRpWbLtt6/fz5am24xNuhwRMRaty8baXG78X54O149F87ItE48Vk6/fEuNNt5lYd+v9j0cStabbT6zbtKz58rZ1648zXtvSuM/xbY9Xv9/GY7W5r/HalsY2jjetV/8zHo/m+63fJmnc19bb1283cT/jTb//eNO21F+rxn3FxHNZv37rsph4rurbUosY3/aKTCyrxVhj2cTl8drEehPLtt7f409sCSB9gghSliRJzJ07N2753bVb9/CeznqLACiLuXPnRpIk068IdE0QQcpqtVr87ne/i//93/+NefPmZb05AJTE448/HnvuuWfUmifXwMAEEQzJvHnzBBEAQM45qQIAAFBZgggAAKgsQQQp23HHHeO8886LHXfcMetNAaBE/PsCw1FLnKoEAACoKBMiAACgsgQRAABQWYIIAACoLEEEAABUliACAAAqSxBBij7zmc/EsmXLYqeddoqDDz44vvvd72a9SQAUyGc/+9k46KCDYt68eTFv3rxYsWJFXHfddY3rkySJD37wg7Fo0aKYNWtWHHXUUXHXXXdluMVQfIIIUvKVr3wlzjzzzDjnnHPiRz/6URx++OFx4oknxvr167PeNAAKYo899oiLLroofvCDH8QPfvCDOOaYY+JVr3pVI3o++tGPxsc//vH4x3/8x7j99ttj4cKFceyxx8YTTzyR8ZZDcfkeIkjJoYceGi984Qvjs5/9bGPZc5/73Hj1q18dF154YYZbBkCRPeMZz4iPfexjcfrpp8eiRYvizDPPjA984AMREbFx48ZYsGBBfOQjH4kzzjgj4y2FYjIhghRs2rQp7rjjjjjuuONalh933HHxve99L6OtAqDInn766bjiiivi97//faxYsSLWrVsXDzzwQMu/NTvuuGMceeSR/q2BAczIegOgDB566KF4+umnY8GCBS3LFyxYEA888EBGWwVAEd15552xYsWK2LBhQ8ydOze+/vWvx3777deInnb/1tx3331ZbCqUgiCCFNVqtZafkyTZbhkATGXfffeNH//4x/Hb3/42rr766jj11FPj5ptvblzv3xpIl0PmIAXz58+P8fHx7aZBv/71r7f7/+QBwFRmzpwZz3nOc+JFL3pRXHjhhfG85z0vPvnJT8bChQsjIvxbAykTRJCCmTNnxsEHHxxr1qxpWb5mzZo47LDDMtoqAMogSZLYuHFjLFu2LBYuXNjyb82mTZvi5ptv9m8NDMAhc5CSs846K97ylrfEi170olixYkV87nOfi/Xr18c73/nOrDcNgIL4m7/5mzjxxBNjzz33jCeeeCKuuOKK+M53vhPXX3991Gq1OPPMM+OCCy6IffbZJ/bZZ5+44IILYvbs2fGmN70p602HwhJEkJKTTjopHn744Tj//PPj/vvvjwMOOCCuvfbaWLJkSdabBkBBPPjgg/GWt7wl7r///thll13ioIMOiuuvvz6OPfbYiIg4++yz48knn4x3vetd8eijj8ahhx4aN954Y+y8884ZbzkUl+8hAgAAKstniAAAgMoSRAAAQGUJIgAAoLIEEQAAUFmCCAAAqCxBBAAAVJYgAgAAKksQAQAAlSWIAACAyhJEAABAZQkiAACgsv5/f+R/emuSeTsAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hp.mollview(jk_maps[(\"VIS\", 1)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Two-point statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the computation of the two-point statistics was already covered in the summary statistics tutorial, we will not go into the details of the analysis. We will simply load the results from the summary statistics tutorial and use them to compute the covariance of the angular power spectra." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "cls0 = dices.jackknife_cls(data_maps, vis_maps, jk_maps, fields, nd=0)[()]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Theory" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, in this tutorial we will limit ourselves to loading the thoeory power spectra from the summary statistics tutorial." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "theory = heracles.read(\"example-theory.fits\")\n", "theory_cls = {}\n", "for key in list(cls0.keys()):\n", " theory_cls[key] = theory[key][..., : lmax + 1]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "nlbins = 10\n", "ell = np.arange(lmax + 1)\n", "ledges = np.logspace(np.log10(10), np.log10(lmax), nlbins + 1)\n", "lgrid = (ledges[1:] + ledges[:-1]) / 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ensemble Computation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the ensemble of angular power spectrum effectively boils down to repeating the process presented in the two-point statistics section removing one of the jackknife regions at a time. However, a couple of extra considerations have to be made.\n", "\n", "\n", "When computing the angular power spectra from catalogues, removing one of the jackknife regions changes the sample variance of the angular power spectra by a factor of \n", "$$\n", "b_{jk} = b (1-\\frac{1}{N})\n", "$$\n", "\n", "Moreover, removing of the jackknife regions also changes the footprint of the survey which can introduce additional mixing betweeen E- and B-modes. Heracles is equiped with a mask correction routine that corrects for this effect by transforming the angular power spectra to real space, dividing the correlation function of the ratio of new footprint to the old footprint and transforming back to harmonic space. \n", "$$\n", " C_\\ell \\rightarrow \\xi(\\theta) \\\\\n", " M_\\ell \\rightarrow \\xi_m(\\theta) \\\\\n", " M^{\\rm jk}(\\theta) \\rightarrow \\xi^{\\rm jk}_m(\\theta) \\\\\n", "$$\n", "$$\n", "\\bar{\\xi}(\\theta) = \\xi(\\theta) \\frac{\\xi_m(\\theta)}{\\xi^{\\rm jk}_m(\\theta)} \\\\\n", "$$\n", "$$\n", "\\bar{\\xi}(\\theta) \\rightarrow \\bar{C}_\\ell\n", "$$" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "85604b013bd145e3ba7a10a1c1aa6a21", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with Progress(\"cls 1\") as progress:\n", " cls1 = dices.jackknife_cls(\n", " data_maps, vis_maps, jk_maps, fields, nd=1, progress=progress\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To add numerically stability to our computations, we will also bin the ensemble of angular power spectra." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "cqs0 = heracles.binned(cls0, ledges)\n", "cqs1 = heracles.binned(cls1, ledges)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Jackknife Covariance\n", "\n", "The delete-one covariance is computed by measuring the covariance matrix of the ensemble of delete-one angular power spectra. The covariance matrix of an ensemble of $K$ vector variables $x \\in \\mathbb{R}^N$ is defined as:\n", "$$\n", "\\mathbb{C}_{ij} = \\mathbb{E} \\left[ (x_i - \\bar{x_i}) (x_j - \\bar{x_j})^T \\right]_k \\, ,\n", "$$\n", "where $\\bar{x_i} = \\mathbb{E}[x_{ik}]_k = \\frac{1}{K} \\sum_k^K x_{ik}$ is the mean over the ensemble. Therefore, one can define any covariance matrix as an expectation over an ensemble of matrices with entries:\n", "$$\n", "W(x)_{ijk} = (x_{ik} - \\bar{x_i}) (x_{jk} - \\bar{x_j}) \\, .\n", "$$\n", "such that $\\mathbb{C}_{ij} = \\mathbb{E} [W(x)_{ijk}]_k$. Therefore and associating $x$ with the angular power spectra, the computation of the delete-one covariance is then given by:\n", "$$\n", "\\mathbb{C}^{\\rm JK}_{ij} = (K-1) \\mathbb{E} [W(x)_{ijk}]_k \\, .\n", "$$\n", "\n", "Analyzing the equation above we can understand better the Jackknife approach. As we increase the number of jackknife regions, the size of each indiviual regions decreases meaning that\n", "$$\n", "\\rm{lim}_{K \\rightarrow \\infty} (x_{ik} - \\bar{x_i}) = 0 \\, ,\n", "$$\n", "such that $W_{ijk} \\rightarrow 0$ and thus $\\mathbb{E} [W_{ijk}]_k \\rightarrow 0$.\n", "However, the prefactor $(K-1)$ ensures that the Jackknige covariance doesn't vanish as $K$ increases." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "cov_jk = dices.jackknife_covariance(cqs1)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(\n", " cov_jk[(\"POS\", \"POS\", \"POS\", \"POS\", 1, 1, 1, 1)][:, :],\n", " vmin=-2.5 * 10**-14,\n", " vmax=2.5 * 10**-14,\n", " cmap=\"seismic\",\n", ")\n", "plt.colorbar()\n", "plt.title(\"Delete-1 covariance\")\n", "plt.ylabel(r\"$\\ell$\")\n", "plt.xlabel(r\"$\\ell$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Debiasing\n", "\n", "It can be shown that the Jackknife covariance errors (i.e. its diagonal entries) tend to be biased high. In other words, the Jackknife covariance matrix overestimates the variances of the angular power spectra. In order to address this, the DICES covariances introduces a second ensemble of angular power spectra, the delete-two ensemble. The delete-two ensemble is computed by removing two jackknife regions at a time" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1960eaf54eea489aa730fce12ede15d8", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox()" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with Progress(\"cls 2\") as progress:\n", " cls2 = dices.jackknife_cls(\n", " data_maps, vis_maps, jk_maps, fields, nd=2, progress=progress\n", " )\n", "cqs2 = heracles.binned(cls2, ledges)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once, the delete-two ensemble is computed, the correction can be obtained by computing the expressions:\n", "$$\n", "q_{p} = K x_0 - (K-1) (x_{1 \\, k} + x_{1 \\, k'}) + (K-2) x_{2 \\, k} \\, ,\n", "$$\n", "where $x_0$ denotes the concatenated angular power spectra of the full survey, $x_{1 \\, k}$ and $x_{1 \\, k'}$ denote the concatenated angular power spectra of the survey with the $k$-th and $k'$-th jackknife regions removed respectively, and $x_{2 \\, p}$ denotes the concatenated angular power spectra of the survey with both the $k$-th and $k'$-th jackknife regions removed. Note that $p$ is an iterator that runs from 1 to $K(K-1)/2$ related to the combinations of $k$ and $k'$. \n", "\n", "Now we need to compute the variance of the q-ensemble. In order to do so, we can use the same framework as for the delete-one matrices substituting $q$ for $x$ in the expression for $W$. The correction is then given by:\n", "$$\n", "Q_{ij} = \\frac{K(K-1)-2}{2K(K+1)} \\mathbb{E} [W(q)_{ijp}]_{p} \\, .\n", "$$\n", "\n", "Finally the debiased covariance matrix is given by:\n", "$$\n", "\\mathbb{C}^{\\rm debiased} = \\mathbb{C}^{\\rm JK} - Q \\, .\n", "$$" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "debiased_cov_jk = dices.debias_covariance(\n", " cov_jk,\n", " cqs0,\n", " cqs1,\n", " cqs2,\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(\n", " debiased_cov_jk[(\"POS\", \"POS\", \"POS\", \"POS\", 1, 1, 1, 1)][:, :],\n", " vmin=-2.5 * 10**-14,\n", " vmax=2.5 * 10**-14,\n", " cmap=\"seismic\",\n", ")\n", "plt.colorbar()\n", "plt.title(\"Debiased Covariance\")\n", "plt.ylabel(r\"$\\ell$\")\n", "plt.xlabel(r\"$\\ell$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Shrinkage" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On top of debiasing, DICES also gives the user the option to shrink their covariance estimate to given target. This additional step can great help in reducing the noise in the covariance matrix. Moreover, shrinking towards a Gaussian estimate of the covariance has been shown to greatly help in reproducing the eigen-values of sample covariances from simulations. Thus, from here onward we will assume a Gaussian target given by:\n", "$$\n", "\\mathbb{C}^{\\rm target}_{abcd} = \\frac{C_\\ell^{ac} C_\\ell^{bd} + C_\\ell^{ad} C\\ell^{bc}}{2\\ell+1} \\, .\n", "$$" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "gauss_cov = dices.gaussian_covariance(cqs0)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(\n", " gauss_cov[(\"POS\", \"POS\", \"POS\", \"POS\", 1, 1, 1, 1)][:, :],\n", " vmin=1 * 10**-14,\n", " vmax=5 * 10**-13,\n", " cmap=\"seismic\",\n", ")\n", "plt.colorbar()\n", "plt.title(\"Target\")\n", "plt.ylabel(r\"$\\ell$\")\n", "plt.xlabel(r\"$\\ell$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once the target has been set, the shrunk covariance is given by:\n", "$$\n", "\\mathbb{C}^{\\rm shrunk} = \\lambda \\mathbb{C}^{\\rm target} + (1-\\lambda) \\mathbb{C}^{\\rm debiased} \\, ,\n", "$$\n", "where $\\lambda$ is the shrinkage factor and $\\mathbb{C}^{\\rm target}$ is the target covariance matrix. We set the diagonal entries of target covariance to those of the debiased covariance matrix. This is done in order to ensure that the variances of the angular power spectra are not shrunk.\n", "$$\n", "\\mathbb{C}^{\\rm target}_{ij} \\rightarrow \\mathbb{C}^{\\rm debiased}_{ij} \\, \\rm{if} \\, i = j.\n", "$$\n", "Moreover, we modify the off-diagonal entries of the target as:\n", "$$\n", "\\mathbb{C}^{\\rm target}_{ij} \\rightarrow \\mathbb{C}^{\\rm target}_{ij} \\frac{\\sqrt{\\mathbb{C}^{\\rm debiased}_{ii} \\mathbb{C}^{\\rm debiased}_{jj}}}{\\sqrt{\\mathbb{C}^{\\rm target}_{ii} \\mathbb{C}^{\\rm target}_{jj}}} \\, \\rm{if} \\, i \\neq j.\n", "$$\n", "\n", "Of course, the main challenge of shrinkage is finding the optimal shrinkage factor. Heracles currently provides a routine to compute an estimate of the optimal shrinkage factor based of the sample variace of the Jackknife covariance matrix computed as follows. First, $C_\\ell$'s in the ensemble as well as the target covariance are concatenated to form a single vector and matrix. Then, the mean and variance of the W-matrices associated with the concatenated vectors are computed.\n", "$$\n", "\\bar{W}(x)_{ij} = \\mathbb{E}[W(x)_{ijk}]_k \\, , \n", "$$\n", "$$\n", "\\mathbb{C}_{i_1 j_1 i_2 j_2}^{W} = \\frac{n^2}{(n-1)^3} \\, \\mathbb{E}[(W(x)_{i1 j1 k}-\\bar{W}(x)_{i1 j1 })(W(x)_{i2 j2 k}-\\bar{W}(x)_{i2 j2})] \\, . \n", "$$\n", "\n", "\n", "We now express the shrinkage factor as:\n", "$$\n", "\\lambda = \\frac{\\sum_{ij}^{i \\neq j} \\alpha_{ij}}{\\sum_{ij}^{i \\neq j} \\beta_{ij}}\n", "$$\n", "where:\n", "$$\n", "\\alpha_{ij} = \\mathbb{C}_{i j i j}^{W} - \\mathbb{C}\\rm{orr}^{\\rm target}_{ij} f_{ij} \\, ,\n", "$$\n", "$$\n", "\\beta_{ij} = \\left(\\mathbb{C}^{\\rm debiased}_{ij} - \\mathbb{C}\\rm{orr}^{\\rm target}_{ij} \\sqrt{\\mathbb{C}^{\\rm debiased}_{ii} \\mathbb{C}^{\\rm debiased}_{jj}} \\right)^2\\, ,\n", "$$\n", "and\n", "$$\n", "f_{ij} = \\frac{1}{2} \\left[ \\sqrt{\\frac{\\bar{W}(x)_{jj}}{\\bar{W}(x)_{ii}}} \\mathbb{C}_{iiij}^{W} + \\sqrt{\\frac{\\bar{W}(x)_{ii}}{\\bar{W}(x)_{jj}}} \\mathbb{C}_{jjij}^{W} \\right] \\, .\n", "$$" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.6450755713337696\n" ] } ], "source": [ "shrinkage_factor = dices.shrinkage_factor(cqs1, gauss_cov)\n", "print(shrinkage_factor)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jaimerzp/anaconda3/envs/gitd/lib/python3.13/site-packages/heracles/utils.py:133: RuntimeWarning: invalid value encountered in sqrt\n", " a_std = np.sqrt(a_v[..., None, :])\n", "/home/jaimerzp/anaconda3/envs/gitd/lib/python3.13/site-packages/heracles/utils.py:134: RuntimeWarning: invalid value encountered in sqrt\n", " b_std = np.sqrt(b_v[..., None, :])\n" ] } ], "source": [ "shrunk_cov_jk = dices.shrink(\n", " cov_jk,\n", " gauss_cov,\n", " shrinkage_factor,\n", ")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(\n", " shrunk_cov_jk[(\"POS\", \"POS\", \"POS\", \"POS\", 1, 1, 1, 1)][:, :],\n", " vmin=-2.5 * 10**-14,\n", " vmax=2.5 * 10**-14,\n", " cmap=\"seismic\",\n", ")\n", "plt.colorbar()\n", "plt.title(\"Shrunk Covariance\")\n", "plt.ylabel(r\"$\\ell$\")\n", "plt.xlabel(r\"$\\ell$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## DICES" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, the DICES covariance is obtained by imposing the correlation structure of the shrunk covariance to the debiased covariance." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "dices_cov = dices.impose_correlation(debiased_cov_jk, shrunk_cov_jk)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_251916/416151296.py:13: RuntimeWarning: invalid value encountered in sqrt\n", " flat_corr_debiased = flat_debiased_cov / np.sqrt(\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 4, figsize=(10, 15))\n", "\n", "# Flattened cov_jk\n", "flat_cov_jk = dices.flatten(cov_jk)\n", "flat_corr_jk = flat_cov_jk / np.sqrt(\n", " np.diag(flat_cov_jk)[:, None] * np.diag(flat_cov_jk)[None, :]\n", ")\n", "im1 = axes[0].imshow(flat_corr_jk, cmap=\"seismic\", vmin=-1, vmax=1)\n", "axes[0].set_title(\"Jackknife Covariance\")\n", "\n", "# Flattened debiased_cov_jk\n", "flat_debiased_cov = dices.flatten(debiased_cov_jk)\n", "flat_corr_debiased = flat_debiased_cov / np.sqrt(\n", " np.diag(flat_debiased_cov)[:, None] * np.diag(flat_debiased_cov)[None, :]\n", ")\n", "im2 = axes[1].imshow(flat_corr_debiased, cmap=\"seismic\", vmin=-1, vmax=1)\n", "axes[1].set_title(\"Debiased Covariance\")\n", "\n", "# Flattened shrunk_cov\n", "flat_shrunk_cov = dices.flatten(shrunk_cov_jk)\n", "flat_corr_shrunk = flat_shrunk_cov / np.sqrt(\n", " np.diag(flat_shrunk_cov)[:, None] * np.diag(flat_shrunk_cov)[None, :]\n", ")\n", "im3 = axes[2].imshow(flat_corr_shrunk, cmap=\"seismic\", vmin=-1, vmax=1)\n", "axes[2].set_title(\"Shrunk Covariance\")\n", "\n", "# Flattened dices_cov\n", "flat_dices_cov = dices.flatten(dices_cov)\n", "flat_corr_dices = flat_dices_cov / np.sqrt(\n", " np.diag(flat_dices_cov)[:, None] * np.diag(flat_dices_cov)[None, :]\n", ")\n", "im3 = axes[3].imshow(flat_corr_dices, cmap=\"seismic\", vmin=-1, vmax=1)\n", "axes[3].set_title(\"DICES Covariance\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(\n", " 2 * (nbins - 1),\n", " nbins - 1,\n", " figsize=(9, 9),\n", " gridspec_kw={\"height_ratios\": [3, 1, 3, 1, 3, 1]},\n", ")\n", "\n", "for i in range(1, nbins):\n", " for j in range(1, i):\n", " ax[j - 1, i - 1].axis(\"off\")\n", " ax[j, i - 1].axis(\"off\")\n", " ax[3, 2].axis(\"off\")\n", " for j in range(i, nbins):\n", " key = (\"POS\", \"POS\", i, j)\n", " cov_key = (\"POS\", \"POS\", \"POS\", \"POS\", i, j, i, j)\n", " cov = dices_cov[cov_key]\n", " c = cqs0[key].array\n", " t = theory_cls[key]\n", " t_itp = np.interp(lgrid, ell, t)\n", " err = np.sqrt(np.diag(cov))\n", " ax[2 * (j - 1), i - 1].errorbar(\n", " lgrid, c, yerr=err, c=\"C0\", lw=1.5, zorder=3.0, alpha=0.5\n", " )\n", " ax[2 * (j - 1), i - 1].plot(ell[10:], t[10:], c=\"C0\", lw=1.0, zorder=4.0)\n", " ax[2 * (j - 1), i - 1].axhline(0.0, c=\"k\", lw=0.8, zorder=-1)\n", " ax[2 * (j - 1) + 1, i - 1].errorbar(\n", " lgrid,\n", " (c - t_itp) / t_itp,\n", " yerr=np.abs(err / t_itp),\n", " fmt=\".\",\n", " c=\"C0\",\n", " lw=1.5,\n", " zorder=1.0,\n", " alpha=0.5,\n", " )\n", " ax[2 * (j - 1) + 1, i - 1].axhline(0.0, c=\"k\", lw=0.8, zorder=-1)\n", "\n", " ax[2 * (j - 1), i - 1].tick_params(axis=\"both\", which=\"both\", direction=\"in\")\n", " ax[2 * (j - 1), i - 1].set_yscale(\n", " \"symlog\", linthresh=1e-7, linscale=0.45, subs=np.arange(0.1, 1.0, 0.1)\n", " )\n", " ax[2 * (j - 1), i - 1].set_ylim(-3e-7, 5e-6)\n", " ax[2 * (j - 1) + 1, i - 1].set_yscale(\n", " \"symlog\", linthresh=0.1, linscale=0.45, subs=np.arange(0.1, 1.0, 0.1)\n", " )\n", " ax[2 * (j - 1) + 1, i - 1].set_ylim(-10, 10)\n", "\n", " ax[2 * (j - 1), i - 1].set_xscale(\"log\")\n", " ax[2 * (j - 1), i - 1].set_xlim(5, lmax * 2)\n", " ax[2 * (j - 1) + 1, i - 1].set_xscale(\"log\")\n", " ax[2 * (j - 1) + 1, i - 1].set_xlim(5, lmax * 2)\n", " if i > 1:\n", " ax[2 * (j - 1), i - 1].set_yticklabels([])\n", " ax[2 * (j - 1) + 1, i - 1].set_yticklabels([])\n", "\n", "\n", "fig.subplots_adjust(left=0.0, bottom=0.0, right=1.0, top=1.0, wspace=0.0, hspace=0.0)\n", "\n", "fig.supxlabel(\"angular mode $\\\\ell$\", y=-0.05, va=\"top\")\n", "fig.supylabel(\"galaxy clustering $C_\\\\ell$\", x=-0.1, ha=\"right\")\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(\n", " 2 * (nbins - 1),\n", " nbins - 1,\n", " figsize=(9, 9),\n", " gridspec_kw={\"height_ratios\": [3, 1, 3, 1, 3, 1]},\n", ")\n", "\n", "for i in range(1, nbins):\n", " for j in range(1, i):\n", " ax[j - 1, i - 1].axis(\"off\")\n", " ax[j, i - 1].axis(\"off\")\n", " ax[3, 2].axis(\"off\")\n", " for j in range(i, nbins):\n", " key = (\"SHE\", \"SHE\", i, j)\n", " cov_key = (\"SHE\", \"SHE\", \"SHE\", \"SHE\", i, j, i, j)\n", " e_cov = dices_cov[cov_key][0, 0, 0, 0, :, :]\n", " e_err = np.sqrt(np.diag(e_cov))\n", " b_cov = dices_cov[cov_key][1, 1, 1, 1, :, :]\n", " b_err = np.sqrt(np.diag(b_cov))\n", " e_c = cqs0[key][0, 0, :]\n", " b_c = cqs0[key][1, 1, :]\n", " e_t = theory_cls[key][0, 0, :]\n", " b_t = theory_cls[key][1, 1, :]\n", " e_t_itp = np.interp(lgrid, ell, e_t)\n", " b_t_itp = np.interp(lgrid, ell, b_t)\n", " ax[2 * (j - 1), i - 1].errorbar(\n", " lgrid,\n", " cqs0[key][0, 0, :],\n", " yerr=e_err,\n", " c=\"C0\",\n", " lw=1.5,\n", " zorder=3.0,\n", " alpha=0.5,\n", " )\n", " ax[2 * (j - 1), i - 1].plot(ell[10:], e_t[10:], c=\"C0\", lw=1.0, zorder=4.0)\n", " ax[2 * (j - 1) + 1, i - 1].errorbar(\n", " lgrid,\n", " (e_c - e_t_itp) / e_t_itp,\n", " yerr=e_err / e_t_itp,\n", " fmt=\".\",\n", " c=\"C0\",\n", " lw=1.5,\n", " zorder=1.0,\n", " alpha=0.5,\n", " )\n", " ax[2 * (j - 1), i - 1].errorbar(\n", " lgrid,\n", " b_c,\n", " yerr=b_err,\n", " c=\"C1\",\n", " lw=1.5,\n", " zorder=1.0,\n", " alpha=0.5,\n", " )\n", " ax[2 * (j - 1), i - 1].plot(\n", " ell[10:],\n", " b_t[10:],\n", " c=\"C1\",\n", " lw=1.0,\n", " zorder=2.0,\n", " )\n", " ax[2 * (j - 1), i - 1].axhline(0.0, c=\"k\", lw=0.8, zorder=-1)\n", " ax[2 * (j - 1) + 1, i - 1].axhline(0.0, c=\"k\", lw=0.8, zorder=-1)\n", " ax[2 * (j - 1), i - 1].tick_params(axis=\"both\", which=\"both\", direction=\"in\")\n", " ax[2 * (j - 1), i - 1].set_yscale(\n", " \"symlog\", linthresh=1e-10, linscale=0.45, subs=np.arange(0.1, 1.0, 0.1)\n", " )\n", " ax[2 * (j - 1), i - 1].set_ylim(-3e-9, 5e-9)\n", " ax[2 * (j - 1) + 1, i - 1].set_yscale(\n", " \"symlog\", linthresh=0.1, linscale=0.45, subs=np.arange(0.1, 1.0, 0.1)\n", " )\n", " ax[2 * (j - 1) + 1, i - 1].set_ylim(-2.5, 2.5)\n", "\n", " ax[2 * (j - 1), i - 1].set_xscale(\"log\")\n", " ax[2 * (j - 1), i - 1].set_xlim(5, lmax * 2)\n", " ax[2 * (j - 1) + 1, i - 1].set_xscale(\"log\")\n", " ax[2 * (j - 1) + 1, i - 1].set_xlim(5, lmax * 2)\n", " if i > 1:\n", " ax[2 * (j - 1), i - 1].set_yticklabels([])\n", " ax[2 * (j - 1) + 1, i - 1].set_yticklabels([])\n", "ax[0, 0].xaxis.get_major_locator().set_params(numticks=99)\n", "ax[0, 0].xaxis.get_minor_locator().set_params(\n", " numticks=99, subs=np.arange(0.1, 1.0, 0.1)\n", ")\n", "# ax[0, 0].set_yscale(\n", "# \"symlog\", linthresh=1e-10, linscale=0.45, subs=np.arange(0.1, 1.0, 0.1)\n", "# )\n", "# ax[0, 0].set_ylim(-3e-7, 5e-7)\n", "\n", "fig.subplots_adjust(left=0.0, bottom=0.0, right=1.0, top=1.0, wspace=0.0, hspace=0.0)\n", "\n", "fig.supxlabel(\"angular mode $\\\\ell$\", y=-0.05, va=\"top\")\n", "fig.supylabel(\"cosmic shear $C_\\\\ell$\", x=-0.1, ha=\"right\")\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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nw/UPwyc/g95WOPAjKPoTSM8L9chGrby6nbOtfdgMWJjcz5+vmEGcy0oyXK7o63LpAuOCHT2+AB5fgD6vnykpLlp7PHxwuoXy6nZWzM5gSV46cfaRT3fQVAkREYlESgpEOXXHvYzUXOs273ZoOGQlCHpbrK91ByBthtX4K3NuqEcqElMUryZQQgYse9iqGOisg49/CoX3wZSFoR7ZiDV3u3n3ZDMAsxLcpMX5yU524Ywfe5WXxxcgwWknwWnnoRV5nG3t5f1TLbT2eNh9spmPqtq4YU4WRbmpOEaRHJDoF1PxSs09RaKekgJRTt1xhxGXAHkrYOZyaD9rJQTOnYCOWutmd0JrpZUkEJEJp3g1wZyJsPTP4cgvrearh9+AgjutGBjmfP4AvznUgC9gMicrEVu1L+jPYRgGC3JSKJiSzNGGTj443Upnn5edx5rYf6aVm+ZmUTg9FZtNfWhE8UpEoouSAiKGYa1akDEb3F1Q/wnUl0NvG3TWQH/75TtUiYhEGnscLP4inHzbSoSeLAV3J8xdHdZNV9871UJzl5tEp53bF2az7eOJey6bzWBxbhrXTEvlUG0Heytb6er3UXqkkf1nWlk5L5sFOclDpiGIRDN/wKTZbafd68DU5yGRqKRaOJELuVKspbxu/P9Yy3cZdvB0Q0dNqEcmIhIcNhssuBvmfta6X/UhHP0VBPyhHdcVnG3p4aOzbQCsWTyNJNfkXM+w2wyW5KXzV6tmc+uCbBKcdtp6vWw/WM+PP6zi1LlunSBJTPAHTE73umj2OKhu6x//AfvaobbMavjs7hr/8cKRaYKnF/pawOcGMxDqEYkMS5UCEeaf//mf+f73v49hGHzjG9/gS1/6UqiHFJ1sNsgqgKQp0N1gVQ5kzxv78Xwe2P0v1ve3/A04nEEZpojImBgG5N8MzmQ4/htoPGJ9gF281lrWNUz0efy8fbgRgKV56czJTsLTH4STklGIs9sozs+kaEYaB6raKTvbRnOXm1+V1zE9LZ6b52UzKytxUsckMpmcDhtTnD4a3XF8UttBQW7G2A8WCMCxt8Dba93Kvg/XfAGmXhO8AQdbIAC+PvD2D4y7z/rqu/D+wLbz+/j6rcSALwDdHrDFWdtQPwYJT0oKRJCDBw/yk5/8hLKyMgDuuOMOvvCFL5Cenh7agUWzlGlWUqD5hPWB2akPfiISRaZfB65kOPQLaDsD5T+Gwi+GelSAtfxg6dFGut0+spKdfGb+JC6jeBkuh52b5maxNC+d/WfaKK9uo76jn9c/qiEvM5Gb52WRnaylbSU6TYv30uiOo7Kll45eL2mJcWM7UNUeq9mpzWE1LPT2W/1NWq61lpAO9fLQfg+0nbWmju77rnXf5x77NFKHE/BBwAsndsCyPw3rqVoSu5QUiCBHjx7l5ptvJj7eyjIuXbqU3/72tzz00EMhHlkUcyZbt4AfGg9B3g2hHpGISHBlzoVlX7KWLOw+ZyUGwiAJeriuk1NN3dhtBp8rmjaqpQFHbAxd1ePj7HxmfjbLZqWz90wrB2s6qG7t5bXWXvIyEuhx+yZtioPIZEmwm6TH+TFNKK9p57MLpoz+IB21cOY96/vMeZCUDXk3Qu1+aDgIHdWw6L7QNHg2TWg6avVZ6aiytvW2gc3+6T4OF8QlWo2q4xIhLv6C7y/46kgYuJ8AHi8c+z50N0JLBVR9APkrJ//1iVxF+NQIRoFdu3Zx7733kpubi2EYvPnmm5fss3XrVubMmUN8fDzFxcXs3r17xMcvKipi586dtLe3097ezh/+8Adqa2uD+ArkEoZhVQsA1JWr4aCIRKeUaXD9w5CYBf2d0PAx9HeEbDhtPR7eOd4EwKqCLKamhF/JbZLLweqFU/mrVbMpmpGGzTA409LLwdoOTjR2UdXaO+6eAx5fgOdLT/B86Qk8Ps1JltDKcXkBOFzXMfr3o88DR39tza2fugiSp1pTlebcaq2KEp9q9Ro48GOo3G2V7E+W7iYo/4m1Mou7y0oOZi+AJX8GNzwGqx6Hz/43uGUz3LQBih+B6/4TLLrXWsEl/2bIXWYt8Zo+C5KnWBVY5xMKDhckZFrfV/7RWtlKJMwoKRBEPT09LFmyhBdffPGyP3/ttdd44okneOqppzhw4AC33HILJSUlVFVVDe5TXFxMUVHRJbe6ujoKCwt5/PHHuf3221m7di0rVqzA4dDViAmXNAXsDuhtsbLY0aij1poi0d0Y6pGISKgkZFgVA6m5EPBZ1VEtFZM+DH/A5DeHGvD6TfIyE7l+1jjmL0+C1Pg47irM4S9X5rNwWgoArT0e3jxQy/ffO8Peyla63cFfQlFksqXH+UlPjMPtDXC0vnN0Dz71e+hrs07+C+686MCzYPmjkFNoJQ3OvGtVLPW1XfWw40qcefvh5O9g//ehvcr6rDf7MzCjGJJzID3PqmZwJlm9psbDmQQ5RdbFpSO/HFPSVUlCmUg6owyikpISSkpKrvjz5557jkcffZT169cD8MILL7Bjxw5efvlltmzZAjDYL+BKvvKVr/CVr3wFgPXr11NQUDDs/p2dQ4O2y+XC5dKcx1GxOWBqodUlt67c+uMVLdqrrFK+llNWQqDnHLi7wZEZ6pFJDFK8CgPORLhuHZzeaSVCj/zSWsYwe/6kDeGD0y00dvYTH2fn7sU5EbP0X0aSk7sXT+OTmnYaO904HTY6+ry8V9HM+6damDMliaLcVGZnJWGzRcZrkiuLxXhlGLBkRirvVnZQXt3OdTPTRvb/89wJ6/OTYcA1n7fK6i8WFw+F91vTCk7usC5W7P8eFNwF064N7jx804SGT+D0O9ZUKbCu8s+73ZoCUPV+8J7rPMOwju9pga5Gq4/C0i9ZiYgQ8fgCvLTTSvxuWl2A06FrxbFMv/1J4vF4KCsrY82aNUO2r1mzhj179oz4OE1NVjnl8ePH2bt3L3ffffew++fl5ZGWljZ4O598kFGatsT6eu74p39AIpVpWg3FDvxf69Z2xirhszutDH3N3lCPUGKU4lWYsMfBlEVWlVTAb314bT45KU9d09bLvjOtANy5aCop8WNsZhZCiU4Hc7KTePQzc1izOIcZ6QkETJNTTd38sryO771XyZ5TzXT0eUM9VBmHWI1Xi6al4HTYaO3xUNU6gs9D7m44vt36Pu8GyJg9/P7TiqyqgbSZ1pSDY/8BR960uvsHQ2c9fPRDOLbd+jyXmAVL1lnLUCekB+c5rsQeB4u/aCVAOuuh4ncT+3wio6BKgUnS3NyM3+8nJydnyPacnBwaGhpGfJwHHniA9vZ2kpKS+P73v3/V6QPV1dWkpqYO3o/2LHYweXwBXqqwfl+bbpqKM3mqNe+s8TDkrQjx6MbANKH1NJx9z8rAgzXfbdp1Vqlcf7tVLlxfbs3xC5eVFrScY8xQvAojhgHZC2HKAishcPgNa7nCCawY6Pf6+e2hBkwTFuemMj8nZcKeazLE2W0szk1jcW4aLd1uDtV1crS+k65+Hx+ebmVvZSv5WYkU5aYxd0oydlUPRJRYjVdOh43C3FTKq9opr24nPyvpyjubppUQ8PZZPQRm3zqyJ0lIh6V/AdUfWP0Fmo5Zn1sWfeHqSYUr8fRa8/nrP7bGZY+D2bfAzOVDmwlOtIR0q5niwZ9D3QFInQ7Tl4zssWNojCoyUkoKTLKLy6xM0xxVaeRoqgrAWrbQbrezadMmNm3aNKrHygUMA3KXwom3rZPmmcsjZ0kZ07SmB5x918pMgzUlYvoSmHUjxKdZf2ji08GZAn4f1OyDuZ8N6bAl9ihehRnDsNYPP/Eb60P54Tesq1zZw09bG6udx5ro6veRnhjHZxeOobP5GDgdNp4sGOilMoGls1nJLj67YAqr5mVx6lwPh2o7qGrt5UyzdUt02inMTaUoN42MJCU+I0Esx6ulM9Mpr2qnsrmH9l4P6YlXeM/WfWR9/rA5rBPh0ZTK22xWA7+M2VaDwt5W+PinVrXB7FtHfqxAAOoPQOUuq4cAQM5imLcaXBOfeOzz+DnaFY/LFsDjC+AEyJpn9S6o3G19rkzO+bSptUiIKCkwSbKzs7Hb7ZdUBTQ1NV1SPSBhaupiOPUH6GmGjhqrAU04M03rCt/Zd635a2D9Ec1dZi0BdPEfQ8OwyvXAWh4o70arxE1EYpdhg0X3W983HYPDv5iQxMDR+k6ONXRhM6zlB12Oq1y5C/itsUUYh93GwmkpLJyWQnuvh8N1nRyu66DH7Wf/mTb2n2ljZkYCRTPSKJiarCuDEpYykpzMyU6isrmHj2s6Lr88YU8zVPzB+n7eaqsj/1ik5kLxl61GhXXlUPWh1b2/8H6rCeBwOmrgxA6ryhOsMcxfM6m9oT6obKPDawfs/PyjOh4onmUl/vJXWRdqWirg0C+g+K/Cp0JTYpKSApPE6XRSXFxMaWkpa9euHdxeWlrK/fffP2HPu2/fviHlbTIOcfFWw8H6T6xqgXBNCpim1fvg7Huf/iG0O6wpAjNvsJbJuZLELEjMtDr+1pbB7FWTM2YRFK/GY8h0p5UBnMH8626b2MRAR5+XPxyzYtWNczOZnnaZJmTnBQJQtQc6a62kQOMhmFUcPpVboziJT090sqogm5vmZlHZ3MPhug4qm3uoaeujpq2P+Dg7BVkuenw2khzqNB5uYj1eLclLp7LZqnpZOTdraJO6gB+O/spaxSRzrvX5YzwcTlhYYjUhPL7d+myz//tQcDtMXXrp/u5uq1lqw6GBx7tgzmetiyLjXUVgFM51uTk0sEqDwzBp6fHwk71V3L04h4KpKdaShmXbrM9cR38N1/6nSR2fyIX0zgui7u5uysvLKS8vB6CyspLy8vLBJQc3b97Mq6++yve+9z2OHj3Kk08+SVVVFRs2bJiwMa1YsYLCwkJeeumlCXuOmJK7zPradCx4TW+CJRCAxiOw71WrzLe7yZozl78Sbtpodb0dLiEA1gfrWTdZ39fssz7gypX5PLBzi3XTv9W4KV6Ng8NplaPO/szE9N2w2azy36nXDDQf/AU0j3+5wkDAZMehBjy+ALnp8dwwe5iVT/raofz/wtn3ARNMv3UVsGybdUUwQtltBgVTk7l/6Qz++jNzWDkvi5R4B/1ePx/XdHKwM4HjXS4tQRZmYj1ezc5KJCMxDo/vMssTVu6yKhTjEuCae4KXtJuyAFY8aiUaAj6r9P7QL8A/8Pc34IfqvbD3O1ZCwDCsqZI3fgVmFk/qCbdpmvzxxDlME7KcPq5L62NGejweX4Bff1zP7pPnCNhdVq8Wu2Og59O7kzY+kYupUiCI9u/fz+rVqwfvb968GYBHHnmEbdu2sW7dOlpaWnjmmWeor6+nqKiI7du3k5+fP2FjivVMdtClTLea5XQ3WX9wwqHhoBmwxnJ2j7WEGFhZ8ZnLYeaKyy/9M5wp10DVB1bmur7cmr8nMgkUr8KczW4lBs5XIwWhYmDfmVZq2/twOmx8bvH0Ky/V13gYTvzWSr45nJCYYiVCHV7oaoCPfmStcT73NqtPSoRKjY/jprlZ3DA7k6rWXsrPNLMfaPM6+PcDdXxxRT6pEbgiQzSK9XhlGAZL8tJ55/i5ocsTtldB9YfWTgtLLjtvf1yVTa4UuO5PrWrGUzuh9RTU9VvTHz/6I/Q1W/ulTremCqTmjvOVjs2pc91Ut/bisBnMSvDgtJk8sGQ6e2u6+eisNVWosdNNSdE0khaUWJUCZ96DlNwJ69sy0bTEYWTTbyuIbrvtNkzTvOS2bdu2wX02btzImTNncLvdlJWVceutI+zEOkaxnskOuvMNB8E6YTbN0I3FDEB3o1UZcPTXVkIgLh7m3GJVBsy5dfQJAbBKcs9XC1R/aDUeFJkEilcRwGa35vJOWfhpxUDLqTEdqqGjnw9OW8sPrl44lbTEy5zsevvhyK+sm88DaTNg2cPgTIb4VFj+ZetKoGFYlVJ7X7Gad/kje7k/m81gdnYS9xTlsDi1jzibSXO3h5/uraKhoz/UwwOsE4DnS0/wfOmJmKxiULyCwtzUocsTevutzyOmCdOvs+LERDAM68JH8SOQnG39f2+thJ4W63PPwhK4/pGQJQR8/gC7TljJiWV5abjs1mdFu83gswum8PnrpuN02Khu7eUnH1ZRFz/v0ykWR39lNVWclIEOTHc6866qHUVJAZFRm7rYKvU633AwFEzTunLWfMIqqY1LsFYLuGmjVT483gaB0661PnC7u6Hh46AMWUSixMWJgUOvjzox4PEF+M2hegKmycJpKSyafpku4B01sP97VqwzDCu2Lf2StVLKeXHJVnly8V9ZfV78PusD7t5XrCRBKBO3QZLsCFCU0kd2spMet5+f76/mZGNXqIclgsthrZoBUF7dDiffhv5Oa9m9gjsnfgDJU2HpX1on/za7NcXzxq9YF29C2GfkQHU7HX1ekl0OimelX/LzBTkpPLQij6xkJ91uH/9eVkO5qxgzJRd8bmsKaIQnNiXyaPpAlIv18rYJEQ4NBxs+gf52MOxWMiDvxuDOI7bZIe8m6w981YcwfenkruMbSUwTfP1W5YaMi+JVBDmfGDjyS2sqwaHXoehBa6mtEfjjiXO093pJiXdw+zVThy7NGwhYjVLPvmf9/0pItxpynV8d5XJSplnrmp87Zq0S099pja22zDo5SZ0+vtcbYi67yZ8sy+V3J9uobO7hrU/qWVXgZcXsjFEtayzBo3hlGVye8MwZ2hOOke6yWf9fHa7JGYDdYfUYyJwD8+dP6NKiI9Hj9rG30rrSv6og+4ol9FnJLtatyON3R5o40djFzhMt1Gfdwh2OX+PsbrKmS13zhfBpoipRT5UCUU7lbRNk+lLraygaDnr7rCY+AOn5wU8InDf9OnAmQX+HdaVOLuXrh6Yj1hKOH34HTv9x8sr+opDiVYQZrBhYMKqKgYqmLg7VdmAYcPfiacTHXZBw7GuD8h9bV/tNE6YVwfK/Hj4hcJ5hwNRFcMN/tqZP2R1WtcFHP4Bj/2FVPkUwp8PGfUtyWTpw5fG9imbePtKIPxD51RCRSPHKkpHkZE6agdlSQXlHAuTfPLL/r0EXHifPe0614PEFmJYWf/kKqAu4HHbuuXYaty6Ygs0wONbi4zXPLbR546xeUXUfTdKor8w0Tdw+P539Xpq73dS191HZ3MPxhi4O1nRQdraVPRXN7DzeROnBWk4c2se54x9oOkIEUqVAlFMme4Kk5lrr3Xafs06YZy6fvOeu3GUlBuKSJvbqlz3OajJ4aidUvQ85RVoq50I9LfDJa9A3kARwd1nNHs/usT4QTb/Oato4WVdLooDiVQSy2aHwATjyJpw7YXUCL/riFSsGuvt9lB6xlh9cnp9JXuYF63I3HIKTOz5tJrjgc5CzePRjssdZy6lOuxZOv2PF6PpPoOmotTb4zBVWwiAC2WwGqxdOJSPRyTvHmzhS10lHn5d7r8slwTm51VymadLc7aa1x4MZBdM0RkvxaoBpstRdRmXAz2FPDjfPuIkJuEwREZo6+zlc1wHAZxdMGVEVj2EYFOdnkJPqYvvBeprdyfykp5i7HQcoqPg9JOdMWJKls89LQ7+DXr+N3x5uJGBz4Pb58fgCuAduXn9gxLOw/D4frR4HrR4H751q5bbC6apkiiD6hB9Btm7dypw5c4iPj6e4uJjdu3df9THKZE8Qw4DpA8sT1h2YvHmrXQ3W84FVLmdM8H/h3GXWdIneVqssVyzNFfDRNuvfxe6CaUug8L6B34lhXZ08th32/CscfQvazkbF3OaJpngVoc4nBqYssJYJO3T55oOmCaXHztHv9TM11cXKeVnWD7z9Vqn/0V8PNBOcCcsfvWJCwOmw8WRBI08WNA7f3To+1fp/ef3AnGO/10oS7PuuNeUhEv5P9rVaFQ7eviHjXZqXzgNLZ+B02Kht6+On+6po67nKlbkgLaFqmianznXz//ZWUdHUTWuPh1PnIrsKYywUrwZU7yXfW0mGy8STuZCjjT2hHlFImKbJOwNLEF4zLYXc9IFGzyNcLnZmRiJ/fmM+MzIS8CTn8uvOeexuSiBw6I2gVTmZpklDRz97Kpr50Qdn2fZBNWd6XTS54zjR1ENlcw917f00d3vo6vfh8X2aELAZBglOO2kJcUxJcTEzI4G5U5JYND2FpXnp3DAnk5vnZjIt3uqFUFbVTumRRgJhUskU641RRyIyU+Ux6LXXXuOJJ55g69atrFq1iu985zuUlJRw5MgRZs2aFerhxaacxXD6D1bDwc7aiS+XM01rjr9pWmuFN5+c2OeDgaUNV1jdvKv2WKW5sZz1NU2raqJyl/V92gxrrXS706oKmH6dNZe58RA0HLSSBg0HrVtCunXlMqfI+l4kmoygYqDBHUegrY94VxwlRdOx2wxor7aSAf0dVpJz9iqYdXNwq5LSZliJgcbDcHqn1Zz10C8gIx9mT+wKQKMW8ENHNbRUWImVzmboGziBL3sVZt1gxZm4BGZnJ7FuRR6/LK+jvdfLT/dV84Xrpg+tvrjAuJaBG1Dd2st7Fc3Ud/Tj9/mwd5wlN97LrNQlY33FEsm6GqHyjxgGLC26lp0tCUOXJ4whJ5u6qW3rI85usGp+9piOkexy8OD1M3m3opmPAvPZX99LY2UHJXG/JGn5n43pmF5/gKrWXk6f66GyuZset3/wZ4YBKQ4/qXF+bi3IIjExnvg4G067HafDhsthwzlwc9iMq/5OPf39fJjoIdEewDDgcF0nfV4/91w7nTi7rkOHOyUFIsRzzz3Ho48+yvr16wF44YUX2LFjBy+//DJbtmy54uNU3jaB4uJhyiLrhK+ufOKTAo2HoKPWKo2du3pykgJgLZNT/aE1VaKlArLnT87zXsjvsTryhpLPA8f/w+ojAVYVxZzPwnsvDN0vPtWaUzlrpZUsqv8Ezh21TkQqd1tzpdPzrQTBlIXW7/PC59j9L9b3t/zNxPSKCGOKVxHufGLg8BtWfDqfGEiaQY/PRlWvk6nArQumkJlgt3pwVL1/QTPB+6wT+IlgGFZ/guwF1nNW77UqeFp/AK2nIT04yfXzVQzAyBueeXqsBEBLBbRVDr2Kb9jAEW/FwL5Oq4li5S7IKYTc68lOnc5DK/L49cd11Hf088aBWm6/ZipFM9KC8nrOa+jo572KZmvZOSDObrA0Nx2zqheHjZhcjzzm45Xfay2fF/BD9nwWXXM97717ZnB5wvyspFCPcNJ4/QF2n7SWICzOzyQ1/jLLq47Q+WULp6fFU4qX6uoD/ORwL593/YHshZ8Z0TF63D4qm3s4da6b6tZevP5Pr9Y7HTZmZyUxJzuJGcl2vlf9AQBL89Jwxo9z5aoBU10+SopyKD3eyulzPbxxoJb7luQO7R8z2QaWXzRN4JZZVlyVIZQUiAAej4eysjK+8Y1vDNm+Zs0a9uzZM+xjV6xYgd1uZ9OmTWzatGkihxmbcpdZSYGmo1Bwh7U04ETw9ltz+8GaE+savnlNUMUlQO71UPWB1Q08q2ByqwXcXdaUCb8HPvkZLFhjLUM0mfrarCZq3eesE5/5d1m/++FKcA3DShSlzbS6nzcft94rbWeh7Yx1O7nDWsli2nUhW085nCheRQGbHRavHZIYMOd/nlM9LkxgbnYi12b44cCPobPOesy0a63/U5PRf8PhtFZsmb7EqhpoOAxd9dBzDg7+HFJyIDEbErMgKXtiYrppQnfjp9UAXfVDpzI4EyFznhVrE6dD5evW6ibzr4PmQ9bV2fpPrFvqdJJmFPPg0oW8fayFE41dlB5ppL3Xy6qCrFFfrTVNE9MEc+D75h43759q5VRTNyYmdsNgcW4a1+dnEGf62IuBJwDdbh9xeAceB5hg8umxADIS46Lq6nE0xCt/wGTH4YYh2y78DZ3/dXk9Xiq6rf+fbx9twhHnxKj/GFo84JgCmcsxTjTT7/VT2dzDjz44y41zsq54TJ/Hy+keK+m980Qzcc64gf0uen8Yl/12yPvI5w9wtsWasvDuyXPEXZSguvCYF7/9jMvd8fugJcna93Qr2OOGfZxhGByp6+BoXSeJLjtgsu9M6+B+Xr9JXbvVkPqjqjbi7MYlR7nS8RfPns57nV00NJzmX3fXcW3TRzT0OcCAT2o7cbr6Aev/anuvj7r2Xmrb+2nudg8ZY6LLzsyMRGZmJDAl2YXDbiNgmpxu7qHJbZ0KHq7rJM41hosvfj+4O6G/A2/XOZo6ugEbfc1VFOZk88dTHTR19lPZ3MPqhVNJHGnvE7/X+jsBsOxLQy+gjIG7382Rzng6vDZure0kPn7411o4PRWbLXri1UgYZix2h4kwdXV1zJgxg/fee4+bb755cPs//uM/8oMf/IDjx49f8pjOzk7S0tI4cuQIKSmfnkC6XC5crghsfObtw9ZaMfwuXg//53flADx651Li4sZ3lXVExzNNHCf/A1t/O77cFQSyF17+YAEvzkOvAeApWge20QU3e91+7M3HCLhS8S34Apj+cR1v1OPz9RN37E2MgA/vnNuttXTHeqxRjcuHo+K3OM5Y/TMCOYsxDTuBzAL8OddNXBLmAkZ3A46qdzF8/ZiOeHz5t2ImDSQlxvJaPd3Y205jazuN4fl0nmDAlYaZNgt7/QGwO0Z0vEBmwaT8G0y02tpaCgsLoyJeeXwB1v+43FqZYhimadLYbn2QzUlPGvfJkgk09ljzJHOSbOPsw21i67WuegUSsxlrV2/D3Ynhd9Prt1PjTsDAYHaaicPbg4GJiQGuFEz7aH/HwRkfAH4Ptu5GTDOAGZeIiWGd2GJYJ7eGgWlzYBr2obeB/QZHdMGJNO5O6+fOlE/3M03MgB8CPuuraQ48z8BzYQPb+ePbBk+uTQBvv3Xf7rLGEwhgmn4IBC54vHUMHzbOXxQ0ALvBp89jMrhSwfn325DnmWB7n7ie+MTIv3ocTfGq3+vnhn8a/uKSSCyKlnjV2dlJXl4eHR0dV61sUlIgApxPCuzZs4eVK1cObn/22Wf50Y9+xLFjlzaAO58UiBbLptn46CvJw+7jMe285HsAgE2ON3Ea/mH3v5pgH08k2K7/TjcHGtQwJ6zYHMxf+1XuW3iVhI5pcNS0StYXGVXYjPH9KQ728YLFNKHCnEGtmU0S/RTbToTN2C5mDJ5eM/j1/Ony0O1Dv7/y4z/9/tPjXPlYQ/YxLn+sy49n6D6NZjonzZkETINUo4ci4wzxhgc/Brv91wFwm/1jHPgvOZabOM6Y06g1szBN6xprjq2VAqOWFKN/yPP4TYNSfzEAa+z7iTP8VxyzAXzj/+yivN4XtN+XBMeSvBT++OXzJz9DE2zn390e086rvs8D8KhjO07DP/jbvXA/gN/4b+BsIIdrbae52X7kkoSTiYHXtPN93+cA+CvHb3EagUuOc37fy31/4b5e0842390APOJ4m7iLx3ZJuLn4OENfhxc7P/LdBcCXHKXEEbhkvwuf/91AERWBGUw12vmcbS+GMXRfr2njJ/47Afgz+++JMwKXPc7ln8MYfA1HzHzKAvM5GJhLHD4W287g59Or7nYjwDSjlZk0k2s0k2Bc/aq/z7Tzmv82ANbZ38ExQZ9zu80E/hBYRpeZQLzhZbXtAJlG14Q814VM0+CImc9Bcy5e08bRQD7TjRY22H9NnG341/rwd49Q3hA9n/tHkhTQ9IEIkJ2djd1up6FhaIlXU1MTOTk5wz527ty52O12/vIv/5K/+qu/ishMNgDePrpHUCngH7iy33Pnw3iCUCkwouP5PcQdeR3D9OMtuBszccql+4z16rlp4qj8HbbuRvxpefjzPzu+413JSI7n7bWqBcwA3nlrPr1aPpZjjYD93FHs9WWYgOHuBlcynqJ1GH1t2Os+wtZnXSk04xLxT1tGIH128KY1mH7sNR9ibzsNgD99Dv6ZN4JtgkKm34Otowpby0kcle8A4F71N1f+Nx7wzn+JrkqBaIpXo6ts+tz4K5v8Jq98bFUn/OclSy4oUR2DIMaXEy1e3j5wko8b2ljqrGXjgi4cuUvwTykc++opQa1GGuZYAa9V7dDfgdHfAe5ODHcHhrvrojqBT5kY2FpOWJUAWQUDr3HgNNmZTCB1JoHk6Zgp08AYQRntSF6rGcDWVYut+Ti2butzQq27hf/omEOfay6B1M9y2/wE0uJ8tA285+6/c+OQ91yfz+SjBh+HzvlJME0KgPzkADdldJNjtEP/LIz+dusW8A0+7/2NfwDAfdPjmKnD94P44xOKV2FpBPHK9Hpw/q4cTIhfOJOEnloC8Wn4Ckou+bt4faef2goPp+wGnyly4bxMLPJ6PcQPvBeT7vzTccU/r98kfiD2pS35s/HFvoGxpQyMLfvOl4cdW2NPgPrjbpKAkoUucpK+ctnxJQ+Mb/qS/zTm8eV5+yj65A88c9TAaySTOO9ukpwGc1JNZicHmJkUwGkLWFONAlaCjoGKIswAEIBAAMMcuG/68Xi9ZO9vBzPA3EX34PJ3Y/ivPC3SdCRgxqdhutIwXanWLT4NHAnW56+L49VAJZbR3cjCznP8uj6dJm88B4w5fCGrlpnxbszELMykaQSSpmImTfn0/TTC2Ge4uzD626wY3d+Grb8dw9PNOa+L37fl0OSNJx2Y6ewmraUJl91g9h1PEZc+/JLef/xadMSr85UCI6GkQARwOp0UFxdTWlrK2rVrB7eXlpZy//33D/vYAwcOREkjnFTIGj4B4unvx55QCUDS3JXjbpgyquOZPdBwEKfTAfNXXfpznwfq3gfAOe/mkTeQazwMThdMmQsrHvu0a/1Yj3clIz2e3Qd15TgNz+VfZ7DG1loJtbshcxbMvc1aRuzC4y15AJqOWNv7O6GnGmxeq6/DeBuG9XfC4V+A4YOsfJh3u7UCw2TMhfV54A826GvFUfT5mGk02NnZCShejYfHF8BZbX2wTyooGF/jtyDFl0DA5OC5szjys5nR9UecjhRct/1nnFPmjH1sQRzfmI/l91lLBfa2WKvP9DZb3/e2WsfrPGPtl5lvrXCQdb4/QNbo48hox9fTAnUHmNPwCV/K6uPN+k7a2vv5j+NTuHNpwSXvuX6vn4/ONHPgbD2evm5suJkT183NqU3MtLfDhRcb4xOtm80BSVmQkAkOBziTcCwugfhJ7HUTQjEdr9zdJNgNnNlzrBU9UqZdsu8i02Sf+6zVcDBpKkvz0q98PMYf/4Ia+0YxNtM02b+/GmdmP4umpzKv6NJ/i2CPb072XK6r+jGtvnj+Ir2dvCS/FVJ8QMfoj2f3BbDhBwPi4xNxOpKtGBWfbvVUScy04tb5PitxV/k9DROvEoB1Xa38eu9xqpta+A93DiUpTcx3ucHXAR0d0HXa6q+Ung8pMyFjJhg261h+D/Q0WTG3u2ng+xZrGdzzHDb8SZl86M5jX18mgZQkkhKS+OzCKcybnsXW10vBMEi69gtBa6oYTZQUiBCbN2/m4YcfZvny5axcuZJXXnmFqqoqNmzYMOzjoqERzoidXwv2/PeTKXep1UTu3FGrqdzVAudI+NxWp2mwlugKh2XsZt1kNbdqPQ2d9ZA6fKZ1TPrarGXNTNNqQJZ7/WBSYJBhWEtCZi+Amv3WcoldDXDg/1prpc9dbf0xu5zhOvx31Fgd0z091u+w8AHIHOcJzGjFJUDcBHVgD3MxFa9iwPHGLlp7PMQ7HeSkJ4CRACkTEDMmm91hNTu9uOFpIGB9WO1vt+LXyk2QMMnT+JKyYP6dMOdW0psO81BaGW9V9FPd0chbO+tpau8mJ9HAe/YDPqnvYF91L/39/YDJVJeXVZnd5Cd6Ps1dxKdZrzNpysDXqZCQYS0Z6fNYTXZhcppEhpmYi1d+r/X3GQfMvuWyCQGw+lUsyUtn57EmPq5uZ0mULk94vLGLuvZ+nA4bnxnjEoSjlpqLMymdaX3tTEt0YsQ5rYojm/2Cr7aL7g+z3eeHo8esny26HdKnW8k++8ScHrpSMnngthv57eEGTjZ28R8+N6vT+1niaoD2s+Dutpapba+2VrWo/gDikuD9F6+8ApU9bjA+NZpZvF0XR3OKE9LiKJiazO3XTCXJ5cDT3x/bS2qPgJICEWLdunW0tLTwzDPPUF9fT1FREdu3byc/Pz/UQxOA1BlWVrWn2bq6P7N4/Mc8+54VIBMyIO/G8R8vGBIyrKWwGg5Z47v2T4J7fJ8HDv67tdpC6nRY8LmBsrcrsMdB/kpr3e7K3VBfbq2R3nLKSibMXjXy8q+6cjj5tvWHKCnbem0JGcF4VSIxJxAw+fB0CwDL8tLYWxniAU0Gm+3TK2sQ2tJThxNylxE/fSlrF1Tzh70H+LiqhTP9iXR6+/jh7hP0m9ZHwMw4HzdP9VAwLR0jefYFCYApMXmyL5dhBqxqGALWsqFX+UyyaHoK71U009rj4WxLL7OzI79h24W8/gDvDixBuDw/g2TXJJ5OOZOt26o/h/Fe7e7vhz0DS6hmLxz/8UbAYbdxT9F03nHa+bi6gz80x9M7dx433fQFjP52KznQXgUtp633nacLPL1WoiIhY2iCMikbEjLwBkw+ON1C2dk2TBMS4+2svmYq86cmDyaknPHxPPnYX0/464tkSgpEkI0bN7Jx48ZRPSbm19GdLIZhLVF3shTqD8CM68eXkexpgep91vcFd05Y1nZMZq20Eh/NJ60l+pIv00NhLEwTjr1lJVacSbD4i9brHm7Zv/OcSbDwczCj2FpmrOUU1OyDxoOQ/xnr92G7wvzdgB8qfge1H1n3pyyEa74QmtJ9hxNWf3PynzdMKF5Fj2MNXbT1eklw2lkyI429oR5QrDIM7JmzuPPuPJKPnmHfG7to9dvpcWWTkZbKTQVTWDR7JraENF1FG6WYile+XsC0rigvLLESYMNwOewszk3lQFU7H9e0R11SYP+ZNrr6faQmxHF9vi4ejJbNZrB64VQS4hx8cLqFD0630Of1cduCqdhyM63P0163NU3L0wPLHoa03MsuS1jb3kfp4Qbaer0AXDMthc8unEKiM4w+N0eI8U28kbC3YsUKCgsLeemll0I9lOiXs9iaa9l97tP1t8fCNK0r1mbAmoeaXRC8MQZDUrZ14gxW2X6wnN0D545bJ+9FX4T4MXzYSp4C1/0pLFlnjdPbb53w7/2uVUFwcRtiTw98/P8+TQjMudVaYz1G5vKHG8Wr6BAImHxYaVUJFOdnjHuOr4yfYRgUz53OgnRITUrgsytv4pHPf5bFhUXYEtPHlhA4n8Rc/c2YjJkxFa/ikiF5GiTlgGtkU2KW5qVjGHD6XA9tPSNI7keIzn4vZWdbAbhlfjZxdsW3QaOICYZhsHJeFrdfMxXDgI+rO/jNoQZ8/sD5HSAu0aoMSJ1+SULA4wuw83gTP99fTVuvl2SXg/uW5lJy7XQlBMZI/2pRLqYy2aEWlwBTr7FK6+vLrRK7sTh3HNrOWAmGgjuCOcLgmXUzNB2z5pPOvuXK8/dHqvkkVO6yvp+/BtJmju94mXNh+Wxo+NiaVtDXBodeh/Q8mH2rtY+7Gw78yEoMOJyw6D7Inj++55VxUbyKDkcbOmk/XyUwM31k1T5yeUGuHsp0+sl0+lkyMw2HTmbGJebilWGMKvmTnuhkTnYSp8/18HFNO7ctHH41nUixp6IZr99kRkYC86cOv1S2XN2SvHQSnHZ+e6iBE41d9Hv9fGHJdAxfgJcqrAaYm1YGuPA8v7q1l9IjjXT0WdUBi3NTuXXBFOLjRrCii1yR/iJEuZjKZIeD3GXW16Yj1lXq0fJ54NTvre9n3Tj+k+2JkpJjVTGYJlS9P75j9TTD0V9Z38+43mraGAw2m/X7uPErkH+zlWRpr4aPfmj9fho+sVYaSMyE6x9RQiAMKF5FPn/A5MPT1lW0FbNVJSDRS/Hq6pbMTAfgcF0nbt/ErflumiZ9Hj/mxdWAQVbf0cfR+i4MA25bMCUqGyiGwoKcFB5YOgOnw0ZVay+vl9XS67n0/dLv9fO7I438e1kNHX1eUuIdfPH6GaxZPE0JgSDQX2uRYDrfcNDvg6bDo3981fvWiWp8mjV3P5zl32x9bTgE/WNYCwesxMmh161kSHqe1T8h2BwumPtZuPE/w7Qia1tvi7V+b+ZcKyGQNEmdg0Wi3NH6Tjr6vCQ67Vw7Iz3UwxGREMrPSiQzyYnHF+BofdeEPEdzt5vDdZ18XNPOa/uqOdvSMyHPY5om7xw/B0Dh9FSmpkb+knZOh40nCxp5sqAx5AncWVmJ/EnxTBKddho7+/n3A3X0+z9NulQ29/DjD85ysNb6vLkkL42HV+aTnxVd/SpCSdMHIsw///M/8/3vfx/DMPjGN77Bl770pWH3j7nytlC7sOFg3QGrA/5IM8m9rVD9ofV9wR2XbagSVtJmQMZsa6pD1YewYM3oHh8IWBUCva1W/4DFa6/cDDAY4tNg0b0wbQk0n7CaExZ9MTjLR0pQxFS8CuUSqhPEHzD5sNKqElg+OzPkHzJFJlJMxasxuuLyhEGIfz5/gA8rW/nwdAvdbmut+qYuN7/4qJZZmYl8Zn42OUE8cT9a30VDh7UE4aoCXUiYCDmp8fzp8jx+caCWtq4+jnQlUJDUz9tHmzjZbFXfpifGceeiHPIyE0M82uijv9gR5ODBg/zkJz+hrKyM/fv38/LLL9Pe3j7sY1TeFgJjaThomlZDvMDA1evsBRM7xmDJH6hmqP/YmqM/Gmd2WasE2BzWSgPOScr2pkyDqYsgfZbVSTmMeHwBni89wfOlJ/D4hlmKMUopXkW2I3WddPZ5SXLZuW7myJqRiUQqxauRWTQ9BafDNrg8YTBUt/by4w/OsreylYAJmUlOrp2RxrJZ6dhtBlWtvfzkwyq2H6ynvXeUPU3OJyxmf2YwYeHxBXivwlqC8IY5mSRN5hKEMSYjycm6FXlkpSbgSc3niH0hx5r6MAy4Pj+DL92Ur4TABNG7OoIcPXqUm2++mfiBdUSXLl3Kb3/7Wx566KErPkaZ7BAYS8PBloqBE2Q7zL8rcpaGSs+3Xl9HrVXlMNLGiE1H4exAL4Jr7rE6y0rMU7yKXP4LVhxYPjtTHbkl6ilejcyFyxOWV49vecJ+r5/dJ5s5NFBCnuxysKogmx2HGwC4Zf4Uls/O5P1TLRxr6OR4QxcnG7u5bmYaN87NHHNX+v1nWul2+0hLiGNZXvqYxy8jk+xy8OD1M3mvopmufh+ZSU4+VzSN3PSEUA8tqumvdpDs2rWLe++9l9zcXAzD4M0337zsflu3bmXOnDnEx8dTXFzM7t27R/wcRUVF7Ny5k/b2dtrb2/nDH/5AbW3tsI9RJjtEpi+1vo6k4aDfa1UJAMxcEb7NBS/HMCB/lfV93QHwjOAqQFcjHHvL+j7vBquyYjgxvuxVLFG8ilyH6zro6veR7HJw7QxVCUj0U7waufPLE1Y2j215QtM0OdHYxQ/fPzOYELhupjWnvOCiFQDSEuL4XNE0/vzGWczJTiJgmpRXt/P9987w/qmWUTc87OjzUna2DYBbF2Rr1Y5JEh9nZ9G0VAqnp/LQijwlBCaBKgWCpKenhyVLlvDlL3+ZBx988LL7vPbaazzxxBNs3bqVVatW8Z3vfIeSkhKOHDnCrFmzACguLsbtdl/y2LfffpvCwkIef/xxbr/9dtLS0lixYgUOh36FYSltptW8rqfZajiYc+2V9636APrawZXy6Ql2JMmca61G0NUItfsh76Yr7+vptRoL+n2QOQfmrp68cUYAf8Ckx+2jx+MjEJjYLsoiweLzB9g72EsgQ1UC4SoK+1hIZLhwecLymnZWzRv5nPyufi9/ONbE6XNWA8HMJCd3LJrKzAyrhPxKU+2mpsTzwLIZVLf28m5FMw0d/XxwuoVPatq5cW4W185Iw267elXmexXN+AImMzMSmDdFSxBOJpvNIDUhTomYSaIzyiApKSmhpKRk2H2ee+45Hn30UdavXw/ACy+8wI4dO3j55ZfZsmULAGVlZcMe4ytf+Qpf+cpXAFi/fj0FBQXD7v/73/9+sLyts7MTl8uFy+Ua0WuScTAMq1qg4ndQV44ns/Dy6632tVlJAbBK7yPxg5phwKyb4fAbULP/0yqJiwX8cORNa6WChAwovN9aNjCCeXwBXtpZAcCm1QWjaqzm8QVo7nZzrstNU5ebpq5+mjrdg51123o9THcOzYz7/AEO1XXy/inrg81Lf349thF8qIkUileR6XBdJ139PlLiVSUQzpwOG0/eFSH9aiJALMWr813qARhjA9GleemcPtfDkbpOVuRnXHV/0zT5uKaD9yqa8fgC2G0Gy2dncMPszFGdJOZlJvLQijxONnXzXkUz7b1edh5r4kBVGzfPy2ZBTvIVlxasa+/jeIO1BOFnF45tCcKw/n93vhJTBCUFJo3H46GsrIxvfOMbQ7avWbOGPXv2jPg4TU1NTJ06lePHj7N3717+7d/+bdj98/Lyhtz/+7//e55++ukRP5+Mw7QiOP0OdDdBd8Pl96n4PQR8kJEPU66Z1OEF1ZSFn1ZG1B24/D6n/gBtZ61VFYoetHovxIh+r3/w5P9cVz9NXW5aezxcvKSyP2BitxkkuRz4TZNAwOR4Yxd7TrXw/qlmPjzdSpfbR6LTzg1zMuns95KeGIGJpCtQvIo8F1YJrBjlh3WRSKZ4NTqzMq3lCVt7PBxtGH55wuZuN78/2khduzX9Mjc9njsW5ZCdPLaki2EYLMhJYd6UZA7VdvBhZQvtvV62H6yn7Gw8nynIZlbW0OZ1pmmy66S1BGFRbhpTU7RSkUQ3JQUmSXNzM36/n5ycnCHbc3JyaGi4wgnjZTzwwAO0t7eTlJTE97///atOH6iurh7SCCdas9hhKS7BOlluPAwNBy/9ecspaD5pdcCfvyZymgtejmHArJVw9NdWtUDAP3R5wfqPre1gLQuYPCU044QJz4z3uH3Wlf/Ofs51u2nqdNPR573svkkuO1NT4pma4mJqqou0+Dg6ej3UtPfxD28dZe+ZVlp7PDgdNpbnZ/CVz85l5bxsrpuZFpUl2rEWr/q9/hGVr4azg7UddLutKoHFuWq6pitvsSPW4tV4GYbB0rx0/jCwPKFpmpdceff5A+w908r+M234A+bg8n+DSxmOk91mLZG4aHoqH1W1UXa2jcbOfl7/qIbZ2YmsKsgmPcFKtJ/rdhMwIcFp5+aCrHE/t4xOWFdYRCklBYbx9NNP8+1vf3vYffbt28fy5ctHfMyLg9rlguJwRlNVAJCamqruuKGUu8xKCpw7CmbWp0vg+X1wstT6fmaxdZU9lILxQXZqIZzZDT0tVmVE6sCqCx21cGKH9f3sVVaiJEp4fAHaez109fv49cd1tPZ4BtdLvlhqQpx18p/iYmpqPFNSXCS7HFS39vL+6RZ+XlbDexXNNHW5sRlWqeVf3DiLlfOyuH5WBvFx9sseN5rEUrwyTZOKc930e/0cqe8M2ofeyeT1B9h/xmrAdcMcVQlIbImleBUsi6an8u5ACX/XRZVute19/O5II60DjQjnTkli9TVTSY2PC/o4nA4bN83N4rqZaXxY2crBmg7ONPdyprmKgqnJ9Lh9VLf2kZXk4qZxrFogEkn0Lh/GV7/61WGX+wOYPXv2iI6VnZ2N3W6/pCqgqanpkuoBiSLnGw52NIGnx2omCFCz1+on4EyC2beEdozBYrPBrJvg6H9ARw2kTAd3Nxz+hVU5kD0/LF7rePsA1Hf0UdPWR01bL7VtfRwbKIOsbO7BbjMwDMhIdA5e/Z+aYiUAzp/UN3X28/7pFvZUtLDndDPVrdb6u0W5ady3JJdz3W5y0xJ48q4FoxqbRJZej59AwMTnN/ndkUZONnZxx6IcMpMiZzrI0CoB9RIQkeE5HTYW56ay/0wbDZ39pCc6cXv97D55jk9qrH46SS47ty2cyvypV57rHyyJTgerF07l+rwM9pxq5lhDF8cbugZ7+6QnxrE07+r9D0SigZICw8jOziY7OzhXcJ1OJ8XFxZSWlrJ27drB7aWlpdx///1BeQ4JQ+cbDna8DZ5ucCaDuxPOvmf9fN7t4IiiksOca+H0LvB7oKvBaizo7rYSI4vujbgpEhcnARo63AQuaAQQMK0POanxcXx24RRmpCeQnewacjLf1uNh57Emqy/A6RYqmroBWJCTzB3X5LByXhY3zckiLTH4V0MkfCW5HBTNSKOho584u0FNWx8//uDsmBpphYJVJWD1ErhxTtbkToMIZom+yv1FJtXSvHTKzrbR3uulvqOPH39YRb/XWiawaEYat8zPnvTKuLTEOEqunU5xfgbvHD/HvoHY9pmC7PCa4qUVRGQCKSkQJN3d3VRUVAzer6yspLy8nMzMzMHlBjdv3szDDz/M8uXLWblyJa+88gpVVVVs2LAhVMOWyZCzGE78Hvx91sny6T9a0wfSZlo/iyZ2B+TdACd3QOtpSM4BZ6LVWDACkh9XSwIApMQ7yMtMZGZGAjkp8fzog7MALJmZjtNho6vfy7sV56xKgFMtHG3oxDRhdlYiK+dl87U75nPT3CympIT/v4dMLJthkJuewJ/fmM97Fc1UNvfw4elWTjRYVQN5mYlXP8hEGMGJ8ic1HfS4/aQmxFGoXgIiMkLpiU5mZyWxt7KVsy29TE2JJzvZGdqYN2BqqrWM4dH6TvymydwwW4JQ8+xlIikpECT79+9n9epP11zfvHkzAI888gjbtm0DYN26dbS0tPDMM89QX19PUVER27dvJz8/PxRDjkqj7dEwKZyJkL0A+Bj6WqG5FeLskd9c8Ao82UW81HITmH425dlwFt4PiZmhHtZljTYJMDMjkbSEuCGP9/gC1HX08U87jrG3spWDtR0ETJieFs/KeVn89WfmsHJeFjPSY2e1BRmdtIQ47l+aS0VTN+8cP0dbr5d/L6th0fRUbl2QHXbzWT2+C6sEMsPrSpqIhL2leen8bH81BrB8dgarCrLDqnluaoIq9yT2hNcnjQh22223YV68vthlbNy4kY0bN07CiGLTyaZuAgGTiqYuFk5LHd+H1WCWaU27DvjYqhTACTOKISVKe0nY4yA+zeqZMOdWyJoX6hENMk2T5m431a29dPR7eWXXqUuSSMMlAQD6PH7Kzrbx/ulm3j/Vwic1HfgCJlNSXNw0N4t1K6zmgLOzEsMvQSVhyzAM5uekkJeZyPunWvi4pp2j9Z1UNvdwy/xsFuemhs376WBtO70eP2kJcSyarioBERmdvMxECqenEuewcfO88EoIiMQqJQUkavR7/bT1Wmu/bz/YwK6TzRROT2VxbipZY1zbNmhSZ4AtDgJecCaERcO9CeVKsfonzBj5yhxXMp7GgOe19ng43tDFicYuznW5qW3vA6yeAOkJDmZmWEmAvIxEUhMcQ06++r1+DlS18/7pFj441cKB6ja8fpOsJCc3zc1i7fUzWTk3i3lTksLmpE0iV3ycndXXTGXR9FR+d7SRc11uSo80cqS+kzuumRryWObxBdg3sOLAjXNVJSAiY6Or8SLhRUkBiRrxcXaWzEznXJebJJdj8Ipu2dk2ZqQnsHhGKvOnpoSmo7thDFw9b4V5d0Jc/LgO5/EFeKnCqjTYtDJAmFUXW0J8gtze6+FEYzfHG7to7nIPbnfYDDISnWQkxfHIzbPJTnYOOZnvcfs4UNXO3jOt7KtspayqDY8vQHpiHDfNyeK/f76QlfOyJqUzssSuaWnx/PkNszhQ3cb7p1qobevj/35YxfL8DFbMyQzZlbWPa9rp8/hJT4xj0TRVCYiIiESDcDyVkCBasWIFdrudTZs2sWnTplAPZ8LFx9nJy0zkyzfPprajj0O11tqzte191Lb38c7xc1wzLYWiGWlMTXFN7kmdM8m6ZatJzETp7PdysrGL4w3dNHb2D263GQb5WYksyEkhLyOBV9+tBKy53Oe63ZSdaWPvmVb2n2njSH0n/oBJRmIcy2dn8t8+dw0r52ZxzbQUbLoqOqFiLV5djc1mUJyfScHUFN453sTpcz18WNnK8cYubr9mKvlZSRPyvFeqznH7rEQrWCsO6P+DxDLFKxGJJkoKRLl9+/aRmhp7V3NsNoN5U5KZNyWZbrePI3WdHKrtoKPPyyc1HXxS08GUFBdFM9K4ZlrKpC9/M25almZQt9vHyUZrakBd+6eJAMOAWZlWIqBgajLxcXZM0+REYzeH6zqoa+/nzfJazrb0ApCXmcCK2Zn8+Y2zWDE7g7nZyTrpmWSxGq+uJi0hjvuW5HLqnNWIsL3Xyy8+quWaaSncumAKSa7J+VP+cXUHfR4/GYlxXDMtZVKeUyRcKV6JSDRRUkCiXrLLwQ1zMlkxO4OaNqt64GRTN+e63Ow81sTuE+eYn5NC0YxUZqQnqCQ8AvR6fFQ0dXO8oYva9j7O9/g0DJiRnsCCnBTm5yTj9Zt8UtPOd3edpry6nfLqdlp6PBgGLJqWym0LprBiTibL8zOZlja+KR0iE8kwDAqmWo0I95xq4ePqdo41dFHZ0sMtBVNYkDOxS2cNqRKYqyoBEQkPWqZPJDiUFJCYYRgGeZmJ5GUmcpvHz7EGq3qgudvD0fpOjtZ3kpEYR9GMNBZNT1U33DDj8wc4XNdBZXMP1a19Q5YOzE2PZ052EiZwoqGLH7x/hvLqdk6f6wEgNd7Bkrx0/uLGWVyfn8H1+RmkxqvJkUQel8PO6oVTKRxoRNjU6eZ3RxsHVgTwTdjyheVV7fR7/WQmOVmYM7oqAWd8PE8+9tcTMi4REREZPyUFJCYlOO0sm5XB0rx0GjvdHKzt4ERjF229XnafbOa9ihZmZSXS1ushPQY65Aajw/95jZ1uKrpdtHntbP1jJY44K8ycr8A4X4hhYFzw/eW3AwRMkwNVbXj8AQzDwG4zME0Tp8NOwAzQ1OXh3YpmDtV24PYFcNgMFk1PZdW8bDbdVsDSWenMyUrSlU2JKjmp8fzZilmU17Tz/qkW6tr7OTgwLaqqtZe52cF7z/d7/ZRVfbrigP4vicQYhxNWfzPUo5gUqjyQWKWkgMQ0wzCYlhbPtLR4bl2QzcnGbg7VdlDf0c+pgfJ0u83grU/qmJOdxKzMRDKTnJpicJFAwOTUuW4OVLVT1dxFs8cKLb6Aiek/f0XfvPIBhuH1B2jv9dLj8VF2tpXOfh9Vrb109fsAmJmRwNK8dEqKprFsVjqLc9Mir0eEyBjYbAbXz8qgYGoyvzvSyL4zrTR1uXnzQC0p8Q4KpiYzf2oKMzMSxnUif6CqHbc3QFaykwVT1UtAREQk2igpEOXUHXfkXA47RTPSKJqRRnO3m/Kqdg5UteELmJw+1zPYkC7JZScvI3FwKkJaDFQSXEm/18+h2g7Kq9sHT9LtNoNsp4+ceC9/dVMecfHxYII5kBQwzU/TA6ZpXvA9eP1+Kpt7ON7QxbGB28nGbvq8fgDcvgDXzkjjnmunszg3laIZaWSHeN12CR7Fq7FJjY/jC9flcrCmg+ZuNwlOO70e/2BT1USnfcwJArfXz4Fqq0rgJvUSEBmkeCUi0URJgSin7rhjk53s4tYFU/ikpp0et5+V87Jo6Oinrr2PHrd/8IQVrM7gVoIggbyMxEnrBB5KrT0eyqvbOFLXiXegEiDBaee6GWlcMz2VH9isK/WpKUlXnIrQ6/FxorHbWhmiroPDtR0cbejC4wtgGDAnO4mi3DRKiqZxsrGbKSku/mbNwnFNbZDwpng1PqkJcaQmxPHXq+bQ1NXPicZuTp3rHleC4EC1VSWQnexk/tSJbWYoEkkUr0QkmkT/2YvIOBiGQXK8gxWzM3E6bPj8Aeo7+qlu7aW6rZeGDjcdfV46ajs4VNsBQHayk5mZiczKTGRGekLUlLKbpklVay8HqtqpbO4Z3J6d4mJZXjoLp6UQZ7fh8QWGPC4QMKlu6+VofRfHGjo5Vt/F8cYuzrT0YJpWZcH8qckszk3jgWUzBhs9Jg8kVy7sdyAiV2e3GeRnJZGflcTtganUtPUOmyBYkJPCjPRLEwQ+f4Dy6nbAqhLQtCkREZHopKSAyCg47LbBaQNgLdNV195PVWsv1a29nOty09ztobnbQ3lVO4ZhNQSbluSgw2sn2eEP8SsYPa8/wLH6Lg5Ut9HS7QEYvJJ//awMZmZ8uoxjR6+XQ7UdfFzdTnO3mz+eOMeJxi56Pdbrzkxysmh6CqsXTuWa6SksmpbK/JzkqEmciISbsSQIpgxMyanv6Cc3PYGctHgKVCUgIkGiZn4i4UdJgSinOW8Ty+WwMyc7iTnZSQD0efzUtPUOJgnaer00dPRT2+LjaFc8BvDKu2eIdzlxOWzE2a2bc+D7T7cZg9ucDhtOu424ga9Ouw0Tk0DAZCIv3HX1e/m4uoODtR30D8zpdzpsFOamsnh6Kq29Hj6qauMne6usHgD1ndR19ANgNwwyk5ysKsjmnmuncc20VK6Zbp1sjPZqoz48xA7Fq4l1pQRBRdPQBIHLYeN0czct3R5y0xNYOTdTVQIiF1G8EpFooqRAlNOct8mV4LQzPyeF+QPreHf2e6lp7eN0YzsfHzLxBAz6vQG8po+ucTyPP2Cy70wrNsPge+9VkuxykOi0kxBnJ2Hga6LTQYLTRoLTMXDfjsthu+qH+4aOPg7VdXKysRu3z09br4c+TwCbDTr7vLxeVsPZ1l78AauXQG5aPNdMT+X+ZTO4ZloKi6anMic7iTi75v7L6CheTZ4hCYJrhiYIetw+mjrdAExJcTFviqoERC6meCUi0URJAZEJlBofR2FuHAWZTk7s68VrGnzphpngcOL1B3D7Anj9ATznvw5+b366zWdtv3C/8yfkAdOku99Hn2dk0xJshmElCuLsQ5IF7oFVBOo7+th98hxtvV5aezx09nkHVweYPlBCfNvCqczPSWb+QLOytMTYXX1BJBpcnCCoPNfN2ZYeetx+blswRVUCIiIiUU5JgSin8rbwYRjgNEwyk5w44+PHdax+j59//cNJ/AGTP12Rhz9g0uvx0e/10+vx0+fx0+e1vvYOfN/d76Ojz0t7r4e2Xi/tfR7ae72093oHl/wDSI13MCsrkVXzpnNdXjrzpyZTMDWZlHid/MvEUrwKPbvNYFZWEnMHqgOmpyeEeEQi4UnxSkSiiZICUU7lbWHC4YTZn/n0+3Gy2QwcdhsOO0xLjcfpsGGaJm29Xmraeunq91Hf0c+Z5h4qm3s409JD40A5MEBKvIMZ6QlWU7EUF+kJDo7UdzEl2cnT9xWRkTT+MYqMluKViEQKxSsRiSZKCkjUiPaGdKZp0tHnpaatj8rmHj4620Znv5dPatqpa++npq2XngumESQ57cweaIJ4w5xMZmclMWdKEnOyki456b9w2b8kl8KCiIiIiEis0Kf/KKfytvBnmiZdbh9Nnf00dbpp7Br42ummqaufpi639bMu9+DSfgAOm0FaQhwZSU5unJvJgxkzmJmRSF5GIjMzEkhPjNNcYIkoilciEikUr0QkmigpEGGef/55Xn31VUzT5M477+R//a//NeyJXzSUt5mm1eou3E9wff4APW4/3R4f3f2+wbn7HX0emrs9vFvRTL/Xz5H6Tjr6vHT0emnr9dDe58XjCww5VorLwZRUFzkp8UxPi2dpXjpTU1xMT0tgZkYCOakufvJhFYZhsGl1AU6HOv1L5IuGeDVSwa5sivZKKZFwE0vxSkSin5ICEeTcuXO8+OKLHD58mLi4OG699VY++OADVq5cecXHREMm2+0LUPit35LkcpDscgx+tb63k+RyEB9nLbfndNhw2Qe+Ouw47AajSSV4/SaegVUB3D4/Hp/1/f/3jYO4fQE8Pj9uX4Bet59ut48ej48et49ut49+b+CKx02Nd2AYBvFxNjKTnOSmxVM4PZX0xDgyEp1kJjnJSY1naoqLqakuEp3D/9f0+AJhnyQRGa1oiFfRQAkGkatTvBKRaKKkQITx+Xz09/cD4PV6mTp16rD7R0Mm22YY/I8HiujuP38C7re+DlyRb+nuHXISf34JP7c3gDdw6Ym6aV7mSQATcA4mFGyfJhkc9sFtTocNp91GRoZzMCGRMpCoGJq0sJOe6CQ9IY60hDgc9uBeyddVRolG0RCvRCQ2KF6JSDRRUiBIdu3axT/90z9RVlZGfX09b7zxBg888MAl+23dupV/+qd/or6+nsWLF/PCCy9wyy23jOg5pkyZwte//nVmzZqFw+Fgw4YNzJs3b9jHREMm2+mw8Rc35od6GCIywaIhXolIbFC8EpFooqRAkPT09LBkyRK+/OUv8+CDD152n9dee40nnniCrVu3smrVKr7zne9QUlLCkSNHmDVrFgDFxcW43e5LHvv222+TkJDAW2+9xZkzZ0hISKCkpIRdu3Zx6623XnFcymSLSKRQvBKRSKF4JSLRREmBICkpKaGkpGTYfZ577jkeffRR1q9fD8ALL7zAjh07ePnll9myZQsAZWVlV3z8z3/+cwoKCsjMzATg85//PB988MGwSYHi4mLsdjuPPfYYjz32GC6XC5fLNdqXJyIy4RSvRCRSKF6JSDRRy/JJ4vF4KCsrY82aNUO2r1mzhj179ozoGHl5eezZs4f+/n78fj/vvPMOCxcuHPYxFRUVHD9+nK9//eukpaUNJh9ERMKN4pWIRArFKxGJJqoUmCTNzc34/X5ycnKGbM/JyaGhoWFEx7jpppu45557WLZsGTabjTvuuIP77rtv2MdUV1cPKW9TFltEwpXilYhECsUrEYkmSgoM4+mnn+bb3/72sPvs27eP5cuXj/iYFy8jZ5rmqJaWe/bZZ3n22WdHvH9qaqrmvIlIRFC8EpFIoXglItFESYFhfPWrX+Whhx4adp/Zs2eP6FjZ2dnY7fZLqgKampouqR4QERERERERmQxKCgwjOzub7OzsoBzL6XRSXFxMaWkpa9euHdxeWlrK/fffH5TnEBERERERERkNJQWCpLu7m4qKisH7lZWVlJeXk5mZObjc4ObNm3n44YdZvnw5K1eu5JVXXqGqqooNGzaEatgiIiIiIiISw5QUCJL9+/ezevXqwfubN28G4JFHHmHbtm0ArFu3jpaWFp555hnq6+spKipi+/bt5Ofnh2LIIiIiIiIiEuOUFAiS2267DdM0r7rfxo0b2bhx4ySMSERERERERGR4tlAPQERERERERERCQ0kBERERERERkRilpECUW7FiBYWFhbz00kuhHoqIyLAUr0QkUiheiUg0UU+BKLdv3z5SU1NDPQwRkatSvBKRSKF4JSLRRJUCIiIiIiIiIjFKSQERERERERGRGKWkgIiIiIiIiEiMUlJAREREREREJEYpKRDl1B1XRCKF4pWIRArFKxGJJlp9IMqpO66IRArFKxGJFIpXIhJNVCkgIiIiIiIiEqOUFBARERERERGJUUoKRDnNeRORSKF4JSKRQvFKRKKJegpEOc15E5FIoXglIpFC8UpEookqBURERERERERilJICUU7lbSISKRSvRCRSKF6JSDTR9IEop/I2EYkUilciEikUr0QkmqhSQERERERERCRGKSkQ5VTeJiKRQvFKRCKF4pWIRBNNH4ggx48fZ926dUPu/7//9/944IEHrvgYlbeJSKRQvBKRSKF4JSLRRJUCEWThwoWUl5dTXl7Ou+++S1JSEnfdddewj1EmW0QiheKViEQKxSsRiSaqFIhQv/rVr7jjjjtISkoadj9lskUkUiheiUikULwSkWiiSoEg2bVrF/feey+5ubkYhsGbb7552f22bt3KnDlziI+Pp7i4mN27d4/p+X72s58NmUpwJcpki0ikULwSkUiheCUi0USVAkHS09PDkiVL+PKXv8yDDz542X1ee+01nnjiCbZu3cqqVav4zne+Q0lJCUeOHGHWrFkAFBcX43a7L3ns22+/TW5uLgCdnZ289957/PSnP73quJTJFpFIoXglIpFC8UpEoolhmqYZ6kFEG8MweOONNy5pAHjjjTdy/fXX8/LLLw9uW7RoEQ888ABbtmwZ8fF/9KMfsWPHDn784x9fcZ/Ozk7S0tIoKCjAbrfz2GOP8dhjj+FyuXC5XKN+TSIiE6Wmpoa8vDzFKxEJe4pXIhIpzp8PdnR0XDWJqekDk8Tj8VBWVsaaNWuGbF+zZg179uwZ1bFGOnUAoKKiguPHj/P1r3+dtLS0USUfREQmk+KViEQKxSsRiSaaPjBJmpub8fv95OTkDNmek5NDQ0PDiI/T0dHB3r17ef3110e0f3V19ZDMkLLYIhKuFK9EJFIoXolINFGlwDCefvppDMMY9rZ///5RHdMwjCH3TdO8ZNtw0tLSaGxsxOl0jmj/1NTUITf90RKRcKV4JSKRQvFKRKKJKgWG8dWvfpWHHnpo2H1mz549omNlZ2djt9svqQpoamq6pHpAREREREREZDIoKTCM7OxssrOzg3Isp9NJcXExpaWlrF27dnB7aWkp999/f1CeQ0RERERERGQ0lBQIku7ubioqKgbvV1ZWUl5eTmZm5uByg5s3b+bhhx9m+fLlrFy5kldeeYWqqio2bNgQqmGLiIiIiIhIDFNSIEj279/P6tWrB+9v3rwZgEceeYRt27YBsG7dOlpaWnjmmWeor6+nqKiI7du3k5+fH4ohi4iIiIiISIxTUiBIbrvtNkzTvOp+GzduZOPGjZMwIhEREREREZHhafUBERERERERkRilpICIiIiIiIhIjFJSIMqtWLGCwsJCXnrppVAPRURkWIpXIhIpFK9EJJqop0CU27dvH6mpqaEehojIVSleiUikULwSkWiiSgERERERERGRGKWkgIiIiIiIiEiMUlJAREREREREJEYpKSAiIiIiIiISo5QUiHLqjisikULxSkQiheKViEQTrT4Q5dQdV0QiheKViEQKxSsRiSaqFBARERERERGJUUoKiIiIiIiIiMQoJQWinOa8iUikULwSkUiheCUi0UQ9BaKc5ryJSKRQvBKRSKF4JSLRRJUCIiIiIiIiIjFKSYEop/I2EYkUilciEikUr0Qkmmj6QBhbu3Yt77zzDnfccQf//u//PqZjqLxNRCKF4pWIRArFKxGJJqoUCGOPP/44P/zhD0M9jLDgdrt5+umncbvdoR6KyLD0XhW9ByRS6L0qeg9IpNB7dWIpKRDGVq9eTUpKyriOES3lbW63m29/+9sKBBL29F4dO8Urkcml9+rYKV6JTC69VyeWkgITZNeuXdx7773k5uZiGAZvvvnmJfts3bqVOXPmEB8fT3FxMbt37w76OPbt28eRI0fYtGnTiB8zmj9wI913JPtF+h/W0Qjla52I5w7GMcdyjNE+Jljv11h6r8LkvV7Fq/CkeBWcYyheTQ7Fq/E9b6RTvArOMRSvJkdYvV5TJsT27dvNp556ynz99ddNwHzjjTeG/PynP/2pGRcXZ373u981jxw5Yn7ta18zk5KSzLNnzw7Zb+fOneaDDz446ufv6OgwAXPBggXmokWLzBdffHHEj120aFHQ9x3JfsPtc/71dHR0jHhs4Ww0/8aR8NzBOOZYjjHaxwTr/RpL71XTnPj3a3V1teJVGFO8Cs4xFK8mh+LV6PaJtveA4lVwjqF4NTkm+v06mn8zNRqcICUlJZSUlFzx58899xyPPvoo69evB+CFF15gx44dvPzyy2zZsmXUz+d2u4eU07S1tQHwxhtvDDbCqampGdGxPB5P0PcdyX7D7dPV1QVAbW0tnZ2dIxpbOBvNv3EkPHcwjjmWY4z2McF6v8bSexWC/55xu914PJ7B+7W1tQC8/vrrpKenA4pX4UTxKjjHULyaHIpXo9sn2t4DilfBOYbi1eSY6Pfr+X8nv99/9Z0nND0hpmmal1QKuN1u0263m7/4xS+G7Pf444+bt95665BtI60U+Pu//3sT0E033XTTTTfddNNNN9100003EzD37t171XNJVQqEQHNzM36/n5ycnCHbc3JyaGhoGLx/991389FHH9HT08PMmTN54403WLFixWWP+c1vfpPNmzcP3m9ra2P27NlUV1dryRwRCSsXVzbV1dVx4403xlS88vgCfHfXaQAeu3UuTsf4WvwE+3jBFM5jiyX6PYyN4lV4x6twf1+H82sN9+MFUziPbSJ1dnaSl5dHQUHBVfdVUiCEDMMYct80zSHbduzYMeJjuVwuXC7XJdtTU1Nj5o+WiES2WIpXHl+A+KRkwHrdwfgwFszjBVM4jy2W6PcQXIpX4XG8cH9fh/NrDffjBVM4j20y2O32q+6jpEAIZGdnY7fbh1QFADQ1NV1SPSAiIiISbjy+AC/trABg0+qCmPuQLSISTRTBQ8DpdFJcXExpaemQ7aWlpdx8880hGpWIiIiIiIjEGlUKTJDu7m4qKioG71dWVlJeXk5mZiazZs1i8+bNPPzwwyxfvpyVK1fyyiuvUFVVxYYNG0I4ahEREREREYklSgpMkP3797N69erB++ebAD7yyCNs27aNdevW0dLSwjPPPEN9fT1FRUVs376d/Pz8UA1ZREREREREYoySAhPktttuw1qN8Mo2btzIxo0bJ2lEIiIiIiIiIkOpp4CIiIiIiIhIjFJSQERERERERCRGKSkgIiIiIiIiEqOUFBARERERERGJUUoKhLG33nqLhQsXMn/+fF599dVQD0dERERERESijFYfCFM+n4/Nmzezc+dOUlNTuf766/niF79IZmZmqIcmIiIiIiIiUUKVAmFq7969LF68mBkzZpCSksI999zDjh07Qj0sERERERERiSJKCkyQXbt2ce+995Kbm4thGLz55puX7LN161bmzJlDfHw8xcXF7N69e/BndXV1zJgxY/D+zJkzqa2tnYyhi4iIiIiISIxQUmCC9PT0sGTJEl588cXL/vy1117jiSee4KmnnuLAgQPccsstlJSUUFVVBYBpmpc8xjCMCR2ziIiIiIiIxBb1FJggJSUllJSUXPHnzz33HI8++ijr168H4IUXXmDHjh28/PLLbNmyhRkzZgypDKipqeHGG2+84vHcbjdut3vwfmdnZxBehYhI8F0cr7q6ukI4GhGRK1O8EpFYoEqBEPB4PJSVlbFmzZoh29esWcOePXsAuOGGGzh06BC1tbV0dXWxfft27r777isec8uWLaSlpQ3e8vLyJvQ1iIiM1cXxqrCwMNRDEhG5LMUrEYkFSgqEQHNzM36/n5ycnCHbc3JyaGhoAMDhcPAv//IvrF69mmXLlvG3f/u3ZGVlXfGY3/zmN+no6Bi8VVdXT+hrEBEZq4vj1ZEjR0I9JBGRy1K8EpFYoOkDIXRxjwDTNIdsu++++7jvvvtGdCyXy4XL5Qrq+EREJsLF8UrTnUQkXCleiUgsUKVACGRnZ2O32werAs5ramq6pHpAREREREREZKIoKRACTqeT4uJiSktLh2wvLS3l5ptvDtGoREREREREJNZo+sAE6e7upqKiYvB+ZWUl5eXlZGZmMmvWLDZv3szDDz/M8uXLWblyJa+88gpVVVVs2LAhhKOWWOXxBXhpp/V+3bS6AKdD+UIRERERkVigpMAE2b9/P6tXrx68v3nzZgAeeeQRtm3bxrp162hpaeGZZ56hvr6eoqIitm/fTn5+fqiGLCIiIiIiIjFGSYEJctttt2Ga5rD7bNy4kY0bN07SiERERERERESGUo2wiIiIiIiISIxSUkBEREREREQkRmn6gIiENTVBFBERERGZOPp0HcbWrl1LRkYGf/InfxLqoYiIiIiIiEgUUlIgjD3++OP88Ic/DPUwJAx5fAGeLz3B86Un8PgCoR6OiIiIiIhEKCUFwtjq1atJSUkJ9TBEREREREQkSikpMEa7du3i3nvvJTc3F8MwePPNNy/ZZ+vWrcyZM4f4+HiKi4vZvXv35A9URERERERE5ArUaHCMenp6WLJkCV/+8pd58MEHL/n5a6+9xhNPPMHWrVtZtWoV3/nOdygpKeHIkSPMmjULgOLiYtxu9yWPffvtt3nzzTf527/9W3p7e4mLi2P37t3ccsstE/66REREREREJHYoKTBGJSUllJSUXPHnzz33HI8++ijr168H4IUXXmDHjh28/PLLbNmyBYCysrLLPvZ8QuHxxx/H5/Px6quvXpJQEAk2t89PvzdAd7+XzGRXqIcjIiIiIiKTQNMHJoDH46GsrIw1a9YM2b5mzRr27Nlz1cefTyj88z//M7NnzyY9PZ28vDxefvnlKz7G7XbT2dk55CYyUofrOnj/VAvvn2rm+d+d4FBtR6iHJFHs4njV1dUV6iGJiFyW4pWIxAIlBcbg4n4CF2tubsbv9/Pee+8N6SnQ19dHQ0PDsMe+MKFw99138/TTT9PQ0EB1dTU7duy44uO2bNlCWlra4C0vL2/cr1OCJ5xXC+jq9/KLj2ro8/pJcjlo7fHy87Jquvq9oR7aILfPT0efl+4wGtNECOf3STBdHK8KCwtDPSQRkctSvBKRWKDpA2NwtX4C573wwgv827/922BPga1btw4p/79cTwGv14vf7ycnJ4cdO3bwzjvv8OKLL3L99dfzgx/84IrPtXnz5sGpCgBdXV0UFhaqYiBMeP2Bwd91V1cncfbx5eOCebya9n6aO3tJsINhBshKMGju6KWmqY0Z6fFjGtt336sG4LFVeeN+rZ/UdvLuiSbcvgB9/f2sXTqdwmnJYz5esMcXTMF+n4Sr9evXs27dusH7DQ0N3H777TEVr8I5JgRbOI8tlsTSey6YFK/C+70T7u/DcH6t4X68YArnsU2k0cQpwzRNcwLHEvXOVwq88cYbPPDAA4B1td/lcnH33Xfz29/+dnDfzMxMkpOTqaqquuLx6urqmDFjBnv27GHlypWDSYFly5bxox/9iGPHjl32cf/9v/93nn322eC9MAkum4O0lX8KQMf7P4OAL2yOZzgTSL/1L4mfdS0Bdy++zmYCve207/4RpqcvusYW5PGF8+9VwlwsvXfCeWyxJJbecxJc4fzeCff3YTi/1nA/XjCF89gmQUdHB6mpqcPuo0qBMJOdnY3dbr9kmkFTUxM5OTmjPl51dfVV3wRyecG8ojz0WC8FJRsbzON9UtvJ/+/tU7h9Aa7PSx24Gv9PIR9bTXs///pOJXXt/TjsNhZPT6alx8tXv/c/xlTFEOzxhfvvNVz9j//xP/jnf/7nS7bHUryKpfdOOI8tlsTSey6YFK/C+70T7u/DcH6t4X68YArnsU2kzs7OEU8pV1JgjLq7u6moqBi8X1lZSXl5OZmZmTgc1j/r73//e773ve+xcuVKXnnlFXp6ekhPTx/2uE6nk+LiYkpLS/m3f/s3PvroI3p6evB6vfzFX/zFFR/3d3/3d/zX//pfB++ffxOkpqbGzB+tYPP4ArhcVhf+lJRUnI6xB5BgHmsijndDYjKfOdOF2xvgv9xeMK7VB4I5tjxnAtmpjZxq6SfZYaOlzyQ7LZGZUzNIiY8L+fgm4veK3UG/N4ARl0BqlK4C8Q//8A/83d/93eD92tpaCgsLYypehXtMCKZwHlssiaX3XDApXoX3eyfc34fh/FrD/XjBFM5jCxf6Fxnw9NNPYxjGsLf9+/cP7r9//36WLVs2eH/z5s0sW7aMb33rW4Pbvva1r/HMM8+wdOlSdu3axcMPP4zT6bzqWDZv3syrr77KunXr2LVrF1/5yldwuVx8+9vfvuJjXC7X4B+oWPpDJcHjcthJTYgjeYwn2xMhJT6OL14/k4Q4Oz1uH5lJcfyn4rwxJwTCXaysAnFxvEpJSQn1kERELkvxSkRigSoFBnz1q1/loYceGnaf2bNnD35/2223YZomhmEM6ScAVk8Bu93OqlWrhpScfe1rXxvRFIB169bR0tLCM888Q319PUVFRWzfvp38/PxRvy6RSLc4N42V87KCUsUQzi5cBSL5glUg8rMSozYJIiIiIiKhp6TAgOzsbLKzs4NyrAunAKxdu3Zwe2lpKffff/+IjrFx40Y2btwYlPGIRDqXw47LYQ9aFYPb56ffG6C73zvuJEOwjtXe66Wjz0uyy0Gc3ca01Hhaety093qVFBARERGRCaOkwBgM10/g/JKDmzdv5uGHH2b58uWDPQWqqqrYsGFDqIYtUSaYJ7ax5HyJfr/Xjz8QYN2KWRTNSAv5sdIT40hLiONYQxfJLgcNnf1kpzhJT1RCQEREREQmjpICY7B//35Wr149eH/z5s0APPLII2zbtg3QFACZWME8GZ0I4ZqwCGaJfrDL/c/3T/ikpiMm+ieIiIiISHhQUmAMzvcTuBpNAZhcHl+Al3ZaFRybVhdEbWfRcJ97Hs4Ji2CW6E9EuX+s9E8QERERkfARnWdNImHI7fPT0eelu987ruNc7mS0o9dLe+/4jhsMFyYski5IWHSN8zUHy/kS/W63D68/QENnP2mJcWMq0Q/msS4UjqtAiIiIiEj0UlJAZBIEc6m5iToZDYZwTlhAcJc4jLXlEkVEREQkOmn6gMgEi6W555HQLC+YJfoq9xcRERGRSKekgMgwgtEwL5bmnodzwuJCwVziMNjLJYqIiIiITCYlBcLYW2+9xd/8zd8QCAT4b//tv7F+/fpQDymmBKth3kRdPQ/Xk9FgJyycDhtP3rUgSKMLrmCPLZxfq4iIiIhEJyUFwpTP52Pz5s3s3LmT1NRUrr/+er74xS+SmZkZ6qGFtWAthRfMkv9IuHoe7JPRcE1YgE68RUREREQupKRAmNq7dy+LFy9mxowZANxzzz3s2LGDP/uzPwvxyMJXMJfCC3bJf7iW+4uIiIiISGzT6gMTYNeuXdx7773k5uZiGAZvvvnmZffbunUrc+bMIT4+nuLiYnbv3j34s7q6usGEAMDMmTOpra2d6KFHrGAvhTcRHf5jZam581fin7xrAU6HQoyIiIiISDjTJ/YJ0NPTw5IlS3jxxRevuM9rr73GE088wVNPPcWBAwe45ZZbKCkpoaqqCgDTNC95jGEYEzbmSBfspfDCfbk5nXiLiIiIiEgwaPrABCgpKaGkpGTYfZ577jkeffTRweaBL7zwAjt27ODll19my5YtzJgxY0hlQE1NDTfeeOMVj+d2u3G73YP3Ozs7x/kqIstENPMLZsm/5rGLfOrieNXV1RXC0YiIXJnilYjEAl1iDAGPx0NZWRlr1qwZsn3NmjXs2bMHgBtuuIFDhw5RW1tLV1cX27dv5+67777iMbds2UJaWtrgLS8vb0JfQ7iZqCv7sVLyLzKZLo5XhYWFoR6SiMhlKV6JSCxQUiAEmpub8fv95OTkDNmek5NDQ0MDAA6Hg3/5l39h9erVLFu2jL/9278lKyvrisf85je/SUdHx+Cturp6Ql9DODp/Zf/medk8eeeCMTcZPE8l+iIT4+J4deTIkVAPSUTkshSvRCQWaPrACD399NN8+9vfHnafffv2sXz58hEf8+IeAaZpDtl23333cd99943oWC6XC5crtjvaOx02vlGyKNTDEJGruDhexdp0JxGJHIpXIhILlBQYoa9+9as89NBDw+4ze/bsER0rOzsbu90+WBVwXlNT0yXVAyIiIpHO7fPT7w3Q3e/VkqwiIiJhRkmBEcrOziY7Ozsox3I6nRQXF1NaWsratWsHt5eWlnL//fcH5TlERETCweG6Dt4/1UK/148/EGDdilnjnt4lIiIiwaOkwATo7u6moqJi8H5lZSXl5eVkZmYya9YsADZv3szDDz/M8uXLWblyJa+88gpVVVVs2LAhVMMWEREJqq5+L7/4qIY+r59kl4PWHi8/L6smPysxbJZ4FRERiXVKCkyA/fv3s3r16sH7mzdvBuCRRx5h27ZtAKxbt46WlhaeeeYZ6uvrKSoqYvv27eTn54diyCIiIkHX3uulo89LsstBnN3GtNR4WnrctPd6lRQQEREJE0oKTIDbbrsN0zSvut/GjRvZuHHjJIxIRERk8qUnxpGWEMexhi6SXQ4aOvvJTnGSnqiEgIiISLjQOmsiIiIyIVLi4/ji9TNJiLPT4/aRmRTHfyrOU5WAiIhIGFGlgIiIiEyYxblprJyXhdsb4L/cXqDVB0bB4wvw0k6rR9Gm1QU4HbqWIyIiwaekgIiIiEwol8OOy2EnWRUCIiIiYUcpZxEREREREZEYpaRAmFu7di0ZGRn8yZ/8SaiHIiIiIiIiIlFGSYEw9/jjj/PDH/4w1MMQERERERGRKKSkQJhbvXo1KSkpoR6GiIiIiIiIRCElBSbIrl27uPfee8nNzcUwDN58883L7rd161bmzJlDfHw8xcXF7N69e3IHKiIiIiIiIjFLSYEJ0tPTw5IlS3jxxRevuM9rr73GE088wVNPPcWBAwe45ZZbKCkpoaqqahJHKiIiIsHg8QV4vvQEz5eewOMLhHo4IiIiI6IlCSdISUkJJSUlw+7z3HPP8eijj7J+/XoAXnjhBXbs2MHLL7/Mli1bRvV8brcbt9s9eL+trQ2AmpoaUlNTRzl6EZGJ4/F4hsSr2tpaAKqqqkhPTw/RqCaX1xeg/VwDALU18cSNc/35YB8vmMJ5bMEWzr/XcB5bOFO8Cu/3Tri/D8P5tYb78YIpnMc2kTo7OwHw+/1X39mUCQeYb7zxxpBtbrfbtNvt5i9+8Ysh2x9//HHz1ltvHbJt586d5oMPPjjsc/z93/+9Ceimm2666aabbrrppptuuummmwmYe/fuver5qioFQqS5uRm/309OTs6Q7Tk5OTQ0NAzev/vuu/noo4/o6elh5syZvPHGG6xYseKS433zm99k8+bNg/fb2tqYPXs21dXVqhQQkbBWU1PD4sWLFa9EJOwpXolIpOjs7CQvL4+CgoKr7qukwCg8/fTTfPvb3x52n3379rF8+fIRH9MwjCH3TdMcsm3Hjh0jOo7L5cLlcl2y/Y477sBut7Np0yY2bdo04nGJiEyW8x+sFa9EJNwpXolIpLHb7VfdR0mBUfjqV7/KQw89NOw+s2fPHtGxsrOzsdvtQ6oCAJqami6pHhiPffv2KZMtIhFB8UpEIoXilYhEEyUFRiE7O5vs7OygHMvpdFJcXExpaSlr164d3F5aWsr9998flOcAWLFihTLZIhIRFK9EJFIoXolINFFSYIJ0d3dTUVExeL+yspLy8nIyMzOZNWsWAJs3b+bhhx9m+fLlrFy5kldeeYWqqio2bNgQtHEoky0ikULxSkQiheKViEQTJQUmyP79+1m9evXg/fNNAB955BG2bdsGwLp162hpaeGZZ56hvr6eoqIitm/fTn5+fiiGLCIiIiIiIjHGGFgyT6JMZ2cnaWlpLFiwQOVtIhLWampqyMvLU7wSkbCneCUikeL8+WBHR8dVK5tUKRDlVN4mIpFC8UpEIoXilYhEE1uoByAiIiIiIiIioaGkQJRbsWIFhYWFvPTSS6EeiojIsBSvRCRSKF6JSDTR9IEop/I2EYkUilciEikUr0QkmqhSQERERERERCRGKSkgIiIiIiIiEqOUFIhymvMmIpFC8UpEIoXilYhEE/UUiHKa8yYikULxSkQiheKViEQTVQqIiIiIiIiIxCglBURERERERERilJICIiIiIiIiIjFKSQERERERERGRGKWkQJRTd1wRiRSKVyISKRSvRCSaaPWBKKfuuCISKRSvRCRSKF6JSDRRpYCIiIiIiIhIjFJSQERERERERCRGKSkQQY4fP87SpUsHbwkJCbz55puhHpaIiIiIiIhEKPUUiCALFy6kvLwcgO7ubmbPns1dd90V2kGJiIiIiIhIxFKlQIT61a9+xR133EFSUlKohyIiIiIiIiIRSkmBINq1axf33nsvubm5GIZx2dL+rVu3MmfOHOLj4ykuLmb37t1jeq6f/exnrFu3bpwjFhERERERkVimpEAQ9fT0sGTJEl588cXL/vy1117jiSee4KmnnuLAgQPccsstlJSUUFVVNbhPcXExRUVFl9zq6uoG9+ns7OS9997jnnvumfDXJCIiIiIiItFLPQWCqKSkhJKSkiv+/LnnnuPRRx9l/fr1ALzwwgvs2LGDl19+mS1btgBQVlZ21ef55S9/yd133018fPxV9+3s7Bxy3+Vy4XK5rvo4EZHJpnglIpFC8UpEookqBSaJx+OhrKyMNWvWDNm+Zs0a9uzZM6pjjWbqQF5eHmlpaYO388kHEZFwo3glIpFC8UpEookqBSZJc3Mzfr+fnJycIdtzcnJoaGgY8XE6OjrYu3cvr7/++oj2LygowG6389hjj/HYY48piy0iYUvxSkQiheKViEQTJQUmmWEYQ+6bpnnJtuGkpaXR2Ng44v3LyspITU0d8f4iIqGieCUikULxSkSiiaYPTJLs7GzsdvslVQFNTU2XVA8E04oVKygsLOSll16asOcQEQkGxSsRiRSKVyISTVQpMEmcTifFxcWUlpaydu3awe2lpaXcf//9E/a8+/btUyZbRCKC4pWIRArFKxGJJqoUCKLu7m7Ky8spLy8HoLKykvLy8sElBzdv3syrr77K9773PY4ePcqTTz5JVVUVGzZsmLAxKZMtIpFC8UpEIoXilYhEE1UKBNH+/ftZvXr14P3NmzcD8Mgjj7Bt2zbWrVtHS0sLzzzzDPX19RQVFbF9+3by8/MnbEzKZItIpFC8EpFIoXglItHEME3TDPUgJPg6OztJS0tjwYIF2O12Nm3axKZNm0I9LBGRS9TU1JCXl6d4JSJhT/FKRCLF+fPBjo6OqyYxVSkQ5ZTJFpFIoXglIpFC8UpEool6CoiIiIiIiIjEKCUFopwa4YhIpFC8EpFIoXglItFE0weinMrbRCRSKF6JSKRQvBKRaKJKAREREREREZEYpaRAlFN5m4hECsUrEYkUilciEk00fSDKqbxNRCKF4pWIRArFKxGJJqoUEBEREREREYlRSgqIiIiIiIiIxKigJAVaWlqCcRiZAJrzJiKRQvFKRCKF4pWIRJNx9xT4y7/8S+rq6mhvb+e6667jK1/5CjfeeCMAO3fupK6ujr/4i78Y90BlbDTnTUQiheKViEQKxSsRiSbjrhS46667aGtr40tf+hK33347P/vZz/jTP/1Tjhw5wurVq/nud78bjHGKiIiIiIiISJCNu1Lg4Ycf5vbbb+ff//3f+elPf8rHH3+MYRgsXbqU2bNn82d/9mfBGKeIiIiIiIiIBNmoKgW6u7v5x3/8Rz766KMh22fMmMHXvvY13nrrLaqrqzl27Bhnz57lX//1X6mqqgrqgEVEREREREQkOEZVKfDSSy/x7LPP8uCDDw67X2JiIomJiUyfPp277rprXAMUERERERERkYkxqkqBX/ziF/z1X/81CxcuvOI+f/jDH1i9ejUff/yx9QQ2rXoYSuqOKyKRQvFKRCKF4pWIRJNRVQocOXKEv/u7vxt2n9tvv51vfvOb/OQnP2HJkiXjGpyMn7rjikikULwSkUiheCUi0WRUl/H9fj8pKSlX3W/dunXs3LlzzIMSERERERERkYk3qqTA9OnTOXXq1FX3u/baa9VgUERERERERCTMjSop8NnPfpYf/OAHV93PbrfT3t4+1jHJMJ5//nkWL15MYWEhjz/+OKZphnpIIiIiIiIiEqFGlRTYsGED7777Lv/wD/8w7H5HjhxhypQp4xqYXOrcuXO8+OKLlJWVcfDgQcrKyvjggw9CPSwRERERERGJUKNKCtxwww381//6X/nWt77FQw89REVFxSX7nDt3jn/6p39i9erVQRukfMrn89Hf34/X68Xr9TJ16tRQD0lEREREREQi1KjXC9yyZQvf+ta3eP3117nmmmtYvXo1Tz75JP/zf/5PNm3aRGFhIefOneMb3/jGRIw3rO3atYt7772X3NxcDMPgzTffvGSfrVu3MmfOHOLj4ykuLmb37t0jPv6UKVP4+te/zqxZs8jNzeXOO+9k3rx5QXwFIiIiIiIiEktGtSTheU8//TT33nsv//AP/8BvfvMb/vjHPw7+bO7cufzsZz+jsLAwaIOMFD09PSxZsoQvf/nLPPjgg5f8/LXXXuOJJ55g69atrFq1iu985zuUlJRw5MgRZs2aBUBxcTFut/uSx7799tskJCTw1ltvcebMGRISEigpKWHXrl3ceuutE/7aREREREREJPqMKSkA1snrG2+8QW9vL4cPH6a9vZ1p06Zx7bXXBnN8EaWkpISSkpIr/vy5557j0UcfZf369QC88MIL7Nixg5dffpktW7YAUFZWdsXH//znP6egoIDMzEwAPv/5z/PBBx8MmxTo7Owcct/lcuFyuUb8mkREJovilYhECsUrEYkmo54+cLHExERWrFjBXXfdFdMJgavxeDyUlZWxZs2aIdvXrFnDnj17RnSMvLw89uzZQ39/P36/n3feeYeFCxde9TFpaWmDt/PJBxGRcKN4JSKRQvFKRKLJmCsFZHSam5vx+/3k5OQM2Z6Tk0NDQ8OIjnHTTTdxzz33sGzZMmw2G3fccQf33XffsI8pKCjAbrfz2GOP8dhjjymLLSJhS/FKRCKF4pWIRBMlBSaZYRhD7pumecm24Tz77LM8++yzI96/rKyM1NTUEe8vIhIqilciEikUr0Qkmox7+oCMTHZ2Nna7/ZKqgKampkuqB4JpxYoVFBYW8tJLL03Yc4iIBIPilYhECsUrEYkmqhSYJE6nk+LiYkpLS1m7du3g9tLSUu6///4Je959+/Ypky0iEUHxSkQiheKViEQTVQoEUXd3N+Xl5ZSXlwNQWVlJeXk5VVVVAGzevJlXX32V733vexw9epQnn3ySqqoqNmzYMGFjUiZbRCJFLMUrjy/A86UneL70BB5fINTDEZFRiqV4JSLRT5UCQbR//35Wr149eH/z5s0APPLII2zbto1169bR0tLCM888Q319PUVFRWzfvp38/PwJG5My2SISKRSvRCRSKF6JSDQZc6WAzWbDbrdf9uZwOMjOzuZzn/scO3fuDOZ4w9ptt92GaZqX3LZt2za4z8aNGzlz5gxut5uysjJuvfXWCR2TMtkiEikUr2QkVGUh4SCW4lWw/8/p/7BI+BlzpcC3vvUtfvjDH9LV1cW9995LTk4O9fX1/Md//AcpKSncd999/O53v+Ouu+7iN7/5DXfddVcwxy0jpEy2jIjPA7v/xfr+lr8BhzO045GYpHglIpFC8UpEosmYkwKZmZlMmzaNgwcPkpSUNLi9u7ubu+66ixkzZlBeXs5dd93Fs88+q6SAiIiIiIiISJgZ8/SB//2//zdf//rXhyQEAJKTk/n617/O1q1bcTgcbNiwgY8++mjcA5WxiaXyNnwe2LnFuvk8oR6NiPz/2bvz+LjrOvHjr++cOSb3fTZN0rv0SgstULQgLQWBIivgCqICCwIr0EVdZVeRVfGnLAILZXERux4IKsIqIKVctlIove8radrcdzKTmcnc398fnyRtmjRNJpP7/Xw85pE5vvOZzySTz3y/7+/78/4M0qQaryLM5/Hws/95gZ/9zwv4PJ7R7o4QE56MV0MQ8MGJv6uL7K8JMSaEnSlQVVWF2Wzuu1GTibq6OgCysrLw+/3hvowYIklvE0KMFzJeCSHGCxmvhBATSdiZAjNmzODJJ58kEAj0uD8QCPDkk08yY8YMAGpra0lLSxtaL4UQQggxMiTrSgghhJhUws4UeOSRR7j++uspLi5mzZo1ZGRkUF9fz2uvvUZ1dTWvvPIKABs3bmTZsmUR67AYnCVLlmA0Grnnnnu45557Rrs7QghxVjJeCSHGCxmvhBATSdhBgWuvvZbXX3+d7373u/zXf/0Xuq6jaRqLFy/mueeeY9WqVQA8//zzEeusGDxJbxMD5rGDyTravRCTmIxXQojxQsarwdF1HV8whMsbpNXRQZPXSJxJliMUYqwIOygAcMUVV3DFFVfgdrtpbW0lKSmJmJiYSPVNCDFSHDVQtxeMFvA6wZQ82j0SQgghxDjgD4Zwe4M4fQGcngBObwBX56X7ui+IL6CCAMFAgFJXFNHGELquj3LvhRAwxKBAl5iYGAkGCDGeNRxUP4M+OPR/sOhLYDCObp+EEKIPuq5T3dZBjEXGKCFGgq7rtLh8+AIhtpQ14Q2ETjvoD+LxBwfcltVsIMpqRgM6ggZa3X4yo6OHr/ODFfDB5v9U15f/C5gso9sfIUZIRIICjY2NdHR09Lo/Pz8/Es2LIZA5b+KcQiFoOtp5QwN7NRx/H4o/M6rdEpOPjFdiIE40u6lscQOwp6qNJQWS2SRG3mQarzRN43ijk0BIZ/uJVowGrdc2JoOGLcpErNWEzdr109h922Y1EWMxYTEZ8Hk8bN2+jTa/keNNbjJTZBqGEKMt7KBAe3s7DzzwAL/73e/wnGVN5GBw4JFDMTxkztsQ+FxQ8REk5EPa9NHuzfBxVKkpAwYTpBSr+yq3QXwupM8c3b6JSUXGKzEQZY3O7ut/O9JIKKRz/tRkNK33gYoQw2WyjVcJMWZ0HeblJpAYYyHWajzt4N+E1WQY1P9gkjnQGRRwceGMYey4EGJAwg4K3H///bz44ovcdtttzJs3D6tVCpSJCaS9Hva/oorv1eyGxHvBHDXavRoeDYfVz5gUiE2DnBKo3gFH3lC3Y1NGt39CCNEpFNI50eQCIClGpfVuKWvGEwhxybTUQQcGfIEQz7xfCsA9K4qxmMJeqVmICW1aehwAn56RPvT/E7+LpEAj5cF06hxenN4ANmtEkpeFEGEK+z/wjTfe4Mc//jH33XdfJPsjxOhrOAyH/wLBgLod9EP9fshdHH6bY3WOWigEjV1BgVT1c+ol4GqAtko48CdYdOvY6a8QYvyJ4PhX6/Dg9gUxGjSmZdhYPi2VD0ub2XmyFY8/yOWzMjD0kdoshBgjvO2w7/dYAg5sQSt42ylvdHFebsJo90yISS3sUJ/H4+G8886LZF+EGF26DuWb4MCrKiCQPFUdIIM6cz4RK+TaK9U0CZMVohPVfZoBZq8BSyy4muDoXyfmexdCjDtlDWrqQFKMBYOmsSAviVVzMjFoGgdrHLyxr5ZAUJY5E2JM8thh12/B1QJoJBk7oKWUsnr7aPdMiEkv7KDAlVdeyebNmyPZFyFGT8Cnzoqf+FDdzlsC592gsgNMFnC3QGv56PZxOHRlCaROV8GALlYbzFmj7qs/CDU7R6V7QohRoOvgrIeGQ9BeN9q96abrenc9gaQYc/f9s7PjuWpeFiaDRmmDk9d21+ANSE0jIcYUdwvs+g10tEJUHNgySTL5we+h4vhB+Z8dBb5AiJ9tPMrPNh7tXi5STF5hBwX+7d/+jZdffpnHH3+cY8eO0dLS0usiRt+SJUuYPXs2zzzzzGh3ZezqaIWd/wuNR9UyfDOvUpX3DQZ1Bj2jMyOmeoIdGJ8+dSCtjyo/iflQ+Gl1vfRdcNSMWNfE5DTZxitvIIi9wz/a3eippRx2/kqtSOJugv1/VDvzY0Czy0eb24/RoJFwWlAAoDjdxpqFOVhMBipb3PxpZzUdPjnIEMNnso1XQ+Jqgt2/BY8DYpJh/hfAZCE6NoFEc4BgWw0VJ8pGu5dCTGph1xSYO3cuAN/4xjf4xje+0ec2svrA6Jts1XEHrfWEmi7g96h0+bnXQ0JOz226Cu81l0JH26k0+/HOXgE+tyqgmDil723yzlerEzQeVb+nkq+AJab/dsdq/QQx5k2m8crlDXCwxoEvGOJEk4vpmXGj2yFno1qKtLkMQkG1GonBrMaIvb+HRbeoMXIUHW9UBQbzkqKpbO29DHJecgzXL8rltd3V1Nk9/GFHJdctzCEuytxrWyGGajKNV0PSXgd7XgJ/B8SmqoCArg4/NEs0hbmp7DnZRNnej5hWUDDh9hmkmKkYL8IOCnz3u9+V5X/E+KXr6sx/6TughyA+C+Z8DqL6+IKPTYGkAhVAqNkFRStGurfDo/GI+pk6Q2VI9EXTYOZnwbVenS089Gc1rcIgX2pCDEWUWa3f7XX5eGNfLWaTgampo3DQ7W2HE3+H2j1qXNQMkDMP9M6gflS8yqba90dY8I9gHL0D7K6pA4Vptj6DAgCZCVF8viSXV3dV0+z08fvtVVy/KIfEmIl1oCHEuGCvhr0vQ8ALcZkw70Z1YuG0pcwL51zAnup3ON7aQbD0fYwzVw3uNeREhBAREXZQ4OGHH45gN4QYQaEgHN2gdoIBMubAjNX97+zmlKigQO0eKFgOxnG+dM7pUwfSZ/a/rckKc65TUyxayuHk308VYBRChMVo0ChOt1Ha4CQY0vnLnho+Oy+LwjTbyHQg4IPKreoS7JzCkDYdCleAxQa1e9V9530e9r6kpg8d/D8VPB2FoGC7x0+d3YOmwdTUWP52tPGs26bYrHx+cR5/2llFm9vP77dXct3CXNLihn/pZJ/HwzO/fhGAe275RyxRE3QpWyHOpfUk7PuDGl8SctVY0sfSzplJ8cRkTsddtY+asn3kZcxQJ2KEECNqUN/sFRUV+P3+7uvnuojIe+yxx5gzZw5z587lN7/5zWh3Z/zxOmH3i+rgXtOg6FKYdfW5z36lFKszZv4OaDw0Mn0dTgOZOnA6WzpMX62un/hQpRiPVwEfvP+ougR8o90bMYkZNBUYmJZhIxjSeX1vLcc7z4YPm1AIanbD1v9WGQJBP8Rnw8Kb1fSpmOSe28ekwNx/UNMJmo5B6cZRWY2ka+pAVkIUsQNYzzwh2swNi/NIi7Pi8gb5w45Katr6zi4QQkRYcxns+70aX5KmqAyBPgICAAaDxtT8PIjLpNQVBYffVJkFQogRNaigwNSpU9m1axcABQUFTJ06td+LiKx9+/bx4osvsmPHDrZv386zzz5LW1vbaHdr/Givgx3rwV6lzn6f93nIv0AFB87FYIDshep69Y5h7eaIaOhadaCfqQNnypwLOYvU9UN/VvUVRoIcxIsJzKBprJydyfSMuOENDOi62lHf/gs48le1FGl0olplZNGXIDHv7M9NzFPBU01T064qPo58/87h9KkDAxVrNfEPJbnkJEbj9Yf4084qTjS5hquLQghQNYj2v6KWdk4pUvta50jpL0yzQVIBx30J6B12KHt/hDo7zsj+kBhGg8qBfuGFFygqKuq+LjUFRtahQ4e48MILiepMR1ywYAFvvfUWN9100yj3bByoPwhH3lBfUjEp6oxYbMrg2siar86sOWpVKm189vD0dbgNZurAmYoug/Za9Ts48CosvGX8T6UQYpQZDRpXzM0E4Gh9O6/vrY3sVIL2OrWT3XpC3TZHwZSLIHvRwP9/02eC7zNwbCMc/wCscSpQOAC+QIhnSjMAuGdZCMsghwyPP0hVZw2BokH+TqLMRq5blMMbe2spb3Lx5z01XDFXBWGEEBFWfxAO/UXVakqbAbOvHdCJhykpMZjNZhwJM2j01ZFes0tNZ0ouHIFO98HngqAcdIvJZVBfzbfeemv39S9/+cuR7su4t2nTJn7605+yY8cOamtrefXVV1mzZk2PbdatW8dPf/pTamtrmTNnDk888QTLly8fUPtz587l+9//fnd2wHvvvUdh4SgNmOOFrkP53+DkR+p2ShHMuuasaWz9ssRC+iyo26+yBcZrUKDtpJoGYY6GxILBPddogtlrYMcv1YFG6Tsw44rh6KUQk4rRoLH6jMDAVfOyBn0Q3IPHDuWboP6AGgsNRlUfZcqF6v9/sHIXqzYrP4Ejb6oxMXn4swJPNrsJhnSSYy0kx1oGvZ622Wjg6vnZbDhQx5G6dt7cV4vXH+K83IRh6rEQk1DtHpWFpOsqYDjjqgHXHzEbDeSnxFIW1CmzziM9uFO1tfi28PbXhqLlONTuVoGNtkpILRrZ1x9But/L0f3bcAUMtC/JJiVxhGraiDFJSohHkMvlYv78+Tz99NN9Pv7yyy9z//3389BDD7Fr1y6WL1/O6tWre9RfKCkpYe7cub0uNTU1zJ49m69//etceumlXHfddSxZsgSTSc7SnlXAqypmdwUE8pequbFD+YLJ7kyfbzis5uSPR11ZAmkzwisYFp2oAiuaplZj6CpIJoQYEkNnYKBrKsEbe2u70+YHJeBVZ/O3/lwFMXVdBTTPvwOKLwsvINCl6FLVVigIB/4E7fXhtzVAXb+DoQRIjAaNK+ZkMi83AV2Hdw7Vs/1ES6S6KMTkVrVD1QLQdcheoFYtGuT+RWHn6ivHTdMgOgk8Dih7dxg624+u5Zf1zsBj5daRff0RVtbkpsVnwhsysPFwI/oo1IsRY0fYQYH33nuPP/zhD9236+vrufLKK8nMzORLX/oSntOWG5ksVq9ezQ9+8AM+97nP9fn4448/zm233cbtt9/OrFmzeOKJJ8jLy+PZZ5/t3mbHjh3s37+/1yU7W52VvvPOO9m5cyfvv/8+FouF4uLifvvkcDh6XLzeSVK8xd0CO38FzaWqQNasq9VSgkOtmh2frZbVCQVOrV4wnoRCp5YiTBvk1IHTpRSp9GNQKzmMwIGBmPgm7Xh1mq7AwIzMU4GB0oYBBgZ0XS0xuOMXKhgaCqh6ACW3qtoB0UlD72DXMqWJ+WpO677fq+yBYRIIhijvrANQlD60JRsNBo1LZ6Zz/lRVTHHzsSY+LG2SHWERFhmvOlV8DMfeVtdzl8D0KwZWq+kMhWmxaBo0uALYC1apNmr3jlxh4/qDKiAQCnaOlZrKGnA2jMzrj7BAMMSHZc3dt6taO9hZ0TZ6HRKjLuwjpO9+97scPHiw+/Y3v/lNNm/ezIUXXsgf//hHfvrTn0akgxOFz+djx44drFy5ssf9K1euZMuWLQNup6FBDU5Hjhzhk08+YdWq/tdzzcvLIyEhofvy6KOPDr7z401HK+z6Nbia1LzXhTcPeO7rOWmaSr8FdZY8NLg01lHXduK0qQMDWHWgPwUXq/l+oYD6IvWP8UCgrqvPRNV2aDikCk7KwcCYMinHqz4YOs9qdwUG3tw3gMBAwAPOOuhoAV/HqdopC74Y+alORhPM/RzEpqoVXfb+ftj+/6taO/AFQsRajWTGDz2NWNM0LipO5ZLpqQDsKG+i/OA29PK/R65wV9CvxlkZXya0ST9e6TqUbz5VFHDKhSoTKcx6YzEWE9mJKovpuC9RTVcCNVXJP8wrh9TuUQWU9ZBapjp9jhrfYFQKq46EPVVt2DsCWAw6+TFq7NtS2kSTc5IGt8Tgagqc7ujRo3zrW98CIBAI8Oqrr/L//t//4+677+axxx7jhRde4N///d8j1tHxrqmpiWAwSEZGRo/7MzIyqKurG3A7a9asoa2tjdjYWH75y1+ec/pAZWUl8fHx3bet1uFfp3nU6DrYq6G1HPKXQVI+zLlOBQYiKX0WlL2nzo61lEHqtMi2P5y6Vh1Im9kza8JkgRXfHlxbmqYyMHb8UgViDr+uDkLGEq9TFVdrLVc/vU51FsDdpC4HXoW516nVKMSom1Tj1Tl0BQaA7nnwV56XRXH6WVLoG4+owliaUe2YT1ky8JVFwmGOhnk3qIwsV5OqNj7vxogXHj3e1LnqQKotosWNS6YkYzUZ2bCvmgavmaCu4Q+G6L9G+gC0nVTFWNHVmHjeNTK+TFCTerzSdTj+PlR0ptcXfkoFBYaoKC2W6tYOjje6WLjgUypLwN2i6hfNunrI7fepasepTIfsBVB4qZpmGZ+j7ms4BFMvUVMnJwi3L8DWcjV9KjfaR5olQH5KDJV2HxsO1HHTknyMBikmP9mEnSngcDhITEwEVMq7y+XimmuuAeD888/vMU9enHLmTo2u64Pa0dmyZQsHDx5k27ZtlJSUnHP7yy67jKVLl/LrX/+a+Pj4if2l5XOqHTJ0yDwP5v9j5AMCAEYzZM1T18fT8oShIDR1Th0Y7KoDZ2OJUYEXg1GtYT7a8+8CPrUTUfoOfPI/sOW/VCXkuv0qIGAwQVKB+rLXDGp6yY7/BVfzOZsWw29SjVcD0BUYmDmQqQRd/9vWeMhaMLwBgS5RCXDeDSqo2FahDoIjeHZc13XKGrqmDkS+ANbcnARWz05HA5p9Jn75UQWbjjZid/vDa7DluAo00vk7aDraOb40RarLYgyZtOOVrquD6K6AQPFnIhIQgFN1Q6paO/CEDGqqkqap7/CmYxF5jR4qtp596oM1DpKmqOyBqm2Rf+1R9PHxZrz+EOlxFtIsATQNLp2RSpTZSIPDy9bjsk80GYUdFEhPT+fYMfUP+s477zBlyhRyc3MBaG9vx2w2R6aHE0RqaipGo7FXVkBDQ0Ov7AERJmucKp6XXKQG9uFcKi97ofriaCkfPweUbSdViq8lBhLyI9dufLbaKQBV3KxtBAOCoZDKDjnxIez6LXz4hEplrtymdsQ1DeIyVJHJ+TfBxQ+os5vJhZA5T31m3M2wc/3w7HAIMUQGg8aqzsBASO8KDLT33MjrVNNhQP1/j6S4DJjzORVkazikzh5GSL3Di9MbwGIykJc0hOKI/ShOtzEzzoPVEMLjD7HjZCu/3FLO/+2u5mSza+D1BprLYN8rKvhqjgFbBlhtanzZsV7NVxZivNN1tSpA9U71/TrjCshbErHmE2MspNgshHRd1RJJyIG889WDR/4auQLPuq6WmC57T92esqzvqQ95F6iftbvHb3HpMzQ7veyrcgBwcVFK91u2WU1cNisdgE9OtFDTNsxTNsSYE/ZR0xVXXMF3vvMdDhw4wPr163ssV3j48GEKCgoi0b8Jw2KxUFJSwsaNG7nuuuu679+4cSPXXnvtsL3utm3beqS3TXgxKepnBNNM+xSdBCnF6kCyZidMu3x4X+9MAR9s/k91ffm/qDN159I1dSA1zFUH+pO9EBzVKpp/6C+q+vlwpMzqukol7J4ScFK91umiElQ2QPJUVTfhzIOkrnnD1jhYdIuar9hWqVaqmLpcFVAc7s+P6NOkG68GqCswAHC4rp039tZx1TwoTu/MhGo6ov43jFaVDTPSkqfCzCvh0OvqzJs1/tR84CHoWnWgICUWk3H4FktKMAdZkNDBVedlcrDRzYkmN8cbXRxvdJEUY2Z+XiKzs+Oxms6SfdFcBvv/pOqrpBRDjFONIQtvhLK31Xh18P/UGFl06chkcYhhN+nGKz2ksl+MB8FogJlXRa5e02mK0mw0O1s43uhiVlY8FFyi/sdcTVC6EWYPcZ9Z19UJjK5aAVMvgYKL+t42cYoKfLbXq8zQqQNbQnws23ysiZCuU5RuIzcpukd21/SMOI5nOTlU286GA3V88YIpWEyyUN1kEfZf+kc/+hELFizgf/7nf1i4cCH/9m//1v3Yiy++yIUXRiaVaDxxOp3s3r2b3bt3A1BeXs7u3bu7p1KsXbuW559/nhdeeIFDhw7xwAMPUFFRwV133TVsfVqyZAmzZ8/mmWeeGbbXmLSyF6qfdXsjV6BquAzH1IHTaZrKzrClgc+l5uN1LekzWMGAWoqovV5lYjQcAkeNCsB88hxsfU6teNB49FTwIW06TF8JF9wJS7+mDlDSZ537rKnFBvO/cKp4ZPlmNTf6zECDGBEyXp1d74yBulMZA10BP/MIZwmcLvM8Na8Y1PSdrlVOhqArKFCYNrRVBwZC02BqagzXLczlyxcWsDA/EYvJQKvbzwdHGnl+cznvHa6n+cwiXM1laswIBdQ41JXuDGCOVXUWulKrq7bD7t+q8U2Me5NqvAoG1Pe6q0kFtWZfOywBATg1heBEs4tAMKSyPmdepbKR6g+eGu/CoetqfOoKCBRfdvaAAKj/5fxl6nr19rG/r3cOJ5pclDe5MAa9LLfVqpM4jmp1aT0BwKdnpBMXZaLN7WfzscbR7bAYUWGfUkhNTeWtt97q87H333+fqKihVwkeb7Zv386KFSu6b69duxaAW2+9lfXr13PjjTfS3NzMI488Qm1tLXPnzuXNN99kypQhVoHvx6SLZI+k5EKISVZnruv3Q86i0e7R2bWeGJ6pA6czmlUa8bbnwetQrxkKqtRmfwf43Wf87Os+t6rcfbpQUBV0BLUzbbKoKQtJU1VGQFzW0DIfDEYVUIjLUMGGpmNqHvDc6yE2Jfx2xaDJeNW/vjIGrpzhYpq9Um0w0lMHzpS/TP2P1uyCg39WU3YS88JqqtXlo9npw6BpTE0d/qDA6ZJiLXx6RjoXFqVyqNbBnqo2mp0+9lTa2VNpJy85hgV5iRRqtRgOdi5hljZDHSj5zhi/DAYVLInPVjvg9mpVnHX2tWr8EuPWpBqvgl71Ha0ZVB2h9P6Xwx6KjHgrNqsJpzdAVWsHBamx6v8nfymc3AJH31LjimWQ40IopJ7btZz09FUD229LnaGyQzta1XMjOF1ixAS8hFpPsnlLGbS2MT+2iaQKJ75ACPSg2ubAqxBaSVROCStnZ/LKzir2VtkpTLON+BgsRsew5BlOmkHyDJ/+9KfPOf/w7rvv5u677x6hHqlIttFo5J577uGee+4ZsdedFDQNshepqHP1jlN1BsaixrOsOhBpMckw40qVmueoVlMcwkmV1Qyqurk5GowWaEpVGQHnXa9qRgxkusRgZc2H2DSVBtxVZ2DWtZA6fDs/oicZr86tKzCgaXCotp03tx3hSrOFKekJMNrVojUNpq1URV+bjsH+P8LCL4Fx8DuUXasO5CZFE2UenXR7i8nA/LxE5uUmUNXawe7KNsoanVS2uKmsqiSu9SDz463MLconevY1nWPdWYoUpk6DxV9R44uzAfa8BFM/pQ50xur3hujXpBqvLLFqqb6AR50QGUaaplGYFsveKjtljU4VFAA1ta/5GDgbVQB/znUD/98JhVQh1PoDnbUQrjxVMPpcDAZV1+DoBqj6RAUSxvoUoFBILVHbUq6mWtqr2d9mpakxnmhjiAuSO1S9hthcKD2sxmzdD0ffBncL+UWXsSA/kd0VbWw8WMctSwuItozx93wu4Uy7nWQiEhRobGyko6N3QYr8/GE6IynEWJF5HpR/oFLq2ipUpdqxJhRU8wBBBQWGW+p0SMiDrrOXmgamKJXa3HWg3339zJ+d103WU1/2AZ+aPgDDFxDoEp8NJV9WEXN7Fez7g9QZEGOOwaCxcrbKGDhUt5c3PQlcnlUMlI1ux0DtQM+6Bva8CI5a2PsyzL1h0M0M56oDg6VpGnnJMeQlx+Dw+Nm3/wD7qg7SHtD4u2cqHzfOZPqhRhbkJZLU3/AUnQSLvqSqndfuPRU8nflZMJ8lu1J2ZMVYYYpSlxFQlGZjb5Wd440uLp3ZuUqX0aT+V3b8r5qe1HAIMmafu7FQUNX0aDyiTjjMvkZNLxyMzHmqMKHHAQ0H1b7fWOOxnwoCdGWHdj0U1PioPRXiklk6O4eoWTPUmOPxgOmEqkdTUARVH6lpTh2tXDzjaiqa3bS4fLx3uIErz8uM6LKwI80XCPFMaQboOvcsC2EZhfI7Y13Yv5L29nYeeOABfve73+HxePrcJhgMht0xERmTKr1tNJijIGMu1OxWBQfHYlCge+pArDpYHwmJUyAuEy68VxUdG87shEiz2mDBP3ZmgOxUdQba69QaybLe+LCS8WrgDAaNlYUxsL+BQ54o3qqPp8VnJMUyBr53TRY47/Ow89cq5fbAa2qVPm1g44DbF6DGrk40jEQ9gcGIbz/ORc4NXJAf4ohlFnvM86hv93GwxsHBGgdpMUYavSZSLIG+GzCa1fzo+Bw4trFzutJ6ddYzTlYiGk9kvBo+uUnRWEwGnN4A9Q4vmQmdwYi4TFWj48Tf4dgGSMxX2YRnEwzAgT+p2h8Go/o/S502+A4ZTWrJwq4ChRlzR/9EQdCnTka1lqtggPuMlbBMFjVFKWkq21oScesBkmMtnDd3Su+sMk2DvKWQkAmH/wLNZZj3/IYriq/hpb1+jta3U5gWqwo/jleBDuhoU9NgQmcZnye5sIMC999/Py+++CK33XYb8+bNmzzrs44zkym9rTsKCCMbBcwpUUGBxqMqihw1xgbNhkPq53BPHTjd6dkB4ykg0MVgVPMN4zJP1RnY+StVZyAm+dR2chYvoibTeBUJhpZjrEy3Q0wy+w1WSp1RaLa+g/QjzhKrlv/c+StVNNRlVNNzBuB4owtdh/R4K/FRY2h544bD6oyjHsKUNZs5M69mtqZR5/Cwp7KNo/VO6hxeylxWKjsslDe5mZF7ljOr2QvUsoUHXlWBk52/UmPOQFOaxaiT8Sp8FpOBB4rr1Y0+qtubjAYKUmI5Wt9OWaPzVFAAVFCg6aiahnP0LZh5dd8vEvCpIqCtJ9RB/dzrhzb1IXshVGxRmaHNZaM3tdDngpbjsOW/et6vaafqLSVPhbhsMBiwu/3sOnwCgOXTUjH2N80sfaZawWn/H8HVRMaxl7ggYxUf1Rl4/0gDOUnRY2tMHgi/B6q2wYmPVY0rUNNQYhaObr/GoLAPm9544w1+/OMfc99990WyPyLCJJI9AmzpquhNW6Vay3bqJaPdo1NOnzowHKsOTHRZ8yEmVZ1pcDWpAmFSZ2DYyHg1SA2HMGiwckEhgWYb2/bCcZeVQDDEmAhPxSSrjIEdv4GAGzpaeix/dTZdqw50VSEfExoOqeKJekjNrZ75WTAY0ICshGiyEqJZPi3A7vJG9uzX8YU0/rKvjpN2H5dMT+u7LkJ8lqozcEidmePwG2o6QfHl6iAm0iIdxJzkQVEZr4ZXYdqpoMBFxamnHjAYVebejvUqYN9wsPeTA17Y+3s1DdBoVuPQUDM5zVGdgYGtUPHR6OwHBH1qLAp0qP27mGQV6OhagrmPaUibSxsJhnSmpMQMrGBgfBYsulUFBtrrOb/5L5Rry6nzJ7PxQD2fW5QzPqYRBHxqxYjKrSowEAiB0ULAkgipsj/cl7BP4Xk8Hs47bwzOqZnA1q1bx9SpU4mKiqKkpITNmzef8zmTasmc0dS1pF3NbjVQjxUt5erL0WqD+NzR7s3YYLLAim+ry0B2YhNyoOQrkJDbeebhj3DiwwEd3IjBkfFqEDwOtcMLGNJn8pkZaVgMOgFd42jnfPwxISFHHUCjqWJWreX9bu4LhKhodgNjKChQf/BUQCBzbndA4EyxVhNLCpKYn+AmK8qPpsGBGge/+fgkJ5vP8jcxR6sDlqnL1Zm+mt2w69cqzRX1+/hZaQY/K81QlcLFmCHj1fCamhqLQdNodvpoc5+xFKAtHQouVtdL3+m5jLC/A3a/qMZHk1UtOxypqZ25S1RQwl6lTgSNtOMfqICA0QpLblNLMM+4Qq1+0kdAoKrVzbF6J5oGy6elDfxgPioeFtwMqdMw6AGuCG7C7DhJRYuL3ZVtEX1LERf0q8DN1mfh+N9UQCAmBd/0qyjTprC3IwWvjKV9CjsocOWVVw7ooFRExssvv8z999/PQw89xK5du1i+fDmrV6+moqJitLsmQBXXs9pUWlcE1ueOmMZRmDowEXXVGchZpIIB5ZtU9sDpOyJCjKSucSYhF6LiMRg0Mqyq8v3easc5V8IZUclFYI1T1yu29BtQq2hxEQjpJESbSbWNgTPP9QfgUFdA4DyYcdU5x1KjBlNifFy/IJvEGDPtngB/2lnNu4fq8Qb6CBprmjrAmXeDChK016mspOYxUDhSiFESZTaSmxQNnMoe6iFvqZriF/BCc6kaV3wu2P1b9T9kjlbf2wk5keuUNU7VEwB1BnokNZepoCGofc6YlH7rGui6zqajTQDMzU4gLW6Q07xNFjXlIv8CkixBLjYcgMYj/P1oA83OMbjvEwyoIokfPwtl74HPrYq7zrqayuJ/5MXjMTT6zPhCGhWtvYvjiyFMH/i3f/s3/uEf/oG4uDiuvvpqUlJ6r+ednJzcxzNFOB5//HFuu+02br/9dgCeeOIJNmzYwLPPPsujjz561udJetsIMRgha4EqflO9Y2AVcYdbMKBS60BFkcXQdNUZsGWo6uGNnXMa/R1q50MMmYxXg9AV8Dutina61U+1x0JDu5c6h4eshDH0ubTGq/mc7fVqB/4sxb5KT1t1YNRTVOv2q2XMdF3N9Z9x5bmLi5ks3Wcws1Pj+WJqPB+WNbG7oo29VXZONLtZOTuDvOSY3s9NLlTTCQ68qlZu2PcHyDpfvf5o/y5ALXMW8HRffC47zxy0gR7iniVuLGMhiDOCZLwafoVpsVS0uClrcFEy5YxjCoNBTSP45H/U1CR7Fez5narCb4lVGQK2gdUxGZT8pVC3V+1fORuH5zXO5HPDkTfxhTSecVwKgWTuCfRfO+tQbTv1Dg8Wk4FlRb2P0eDctR3QNCi6FGJSmH/4LY67qzlZ42HDHo0bl03rXZ9gNKYUhYJQuwdObgFvu7ovKgEKLiKQOocPy1vZVVFDIKhjTS2gKN3GtGw5Pu1L2EGBuXNVpOwb3/gG3/jGN/rcRlYfiAyfz8eOHTv413/91x73r1y5ki1btvT73IULF2I0GvnSl77El7/8ZaxW6/gsCunvwNBS2v8mfh/BDjsAruMf4TOP8A6K34O5pQqtpQK/KRE9+rRBJ+TH0qKyOnxlW8AwxEItA2jP4KjG1HAM3RSNv6ECGkco1W0U3utI0xJnYDrxN7TmExgaD6HH5+Mdhb6FkosnRECivV19kU+q8Sqo42tRRQFdpQ34jIM46PO7sJR/hI6G39EKxz7E7/dh8NpJ0gP4Wyv5+JN6Li8IcwyM8P+c3+8j6HWiYcDXWklo6y8JTOt9gB3SdY4c9uIL6mSm1OE8drTv9obyu+urb318bxhaj2Os/AgNnWByMUFDApT2/33bV9/MRo0lBshKCfL+ST9NLTovVpcxL83E0mwT5r76HleIsb0VY/NRfA0nCLWmo1tsuA78Fb/ZBGjqd9e5moMOnb9L7dRP6H1bD2JpUtM3fIfeQdODEPShBb0Q9KMFvGrOctAHIV/3ba3zPi3YM4XbF9QJ2RPVez3yPr749H5/NzJejVHDPV71ZYBjTKZPve6JFo2G2JPEmHu/btCYwPO186AW7vTvxRwVS6BwAXrtUaDvMWSofTMGQhjtlQQ/WU8w78J+mxvy707XMVb+HWPbSTymOIJkQoe93/1cf1Dn/YNefH6dkmwzekU9feRaDGqs1xKn8anmD/ldnYuaXQ38zX2U8wuSwm7vnEJ+LPtfVm3NvbF3W3oIQ2s5xoZ9aD717nRzDMH0uYSSi2lscPDuJ5to9qipAtOTjPhiAhjd7bhKW3v9HXRdR+e0RLaUYjRLH8HbccbhcAx4W00PM8fw4YcfPmcU/3vf+144TYsz1NTUkJOTw4cffsiFF54afH70ox/xv//7vxw50jtd3eFwkJCQMJLdHFYLMw3svLP/+aU+3cgzgTUA3GN6DYsmQSkxsS16zsmuOpkbN9aMxnjV1Z5TjyJa82LRgtxmfJNYbfTTPAf6XitDqfwx+CmiNS//ZHwDg9b37kkkf3fD9Xfoqz2vbuLvofPYG1IV0BM1JyuN28nRmvtqalj6F0mD7ZuMV2OPZrIw5Z71JEZpaOidF6DzOtB9242asx6HGxVq6nxc03ve5tTt0+/r67FTRxH6GY/RvX2LHkcAIwmaixg83X3qakMH6nR1Jjxba8LQ1dYZ/Tr1XujVL864v+c2fT9H6/N5vZ8TQqM8lAVAoaEG41naObONU/eqR3Q0gmgcD2WjozHVUIvGqb9UCEP3dm26jTbdhlELkkULaKe20/Uz/8qn2j/9Ome534MFh64OlhM0F0ZCvdroctb29QFsw6mAZl+P9f50nbo/iIFg5ycB6PzNQLBz1rz63HS11fd0sKTf/AO7q8fIaj4RYLfbz5nZFHamwMMPPxzuU0WYzgzC6Lp+zsDMwYMHiYuL6749niPZzoFkCryzGwDXZ24Z+UwBQHM1YC57G91gwj/zulPr2p8r4jlY54ygBjEf/CNa0I+/aCV6bP9ncCJqpN/raAp4sX78BJq7hVDGHNAM6BjQbemEEvIJJeSrpRmHyQf/PDHOvFVXVzN79uzJNV4FdXx7Os8ezf/qoM4emUrfwuBuIpC9hFCqmhrUNf5FA0lT5tLk0diW9RUWZ4XxNR/h/7nTx+aO8xZAyyFCUYkEpl3VI1vgQJUfX0OAwmQj7oK7+23zjs6fPm7D1++WA++b6zO3EGivxFj1scoQSJlGMPv8QaXun+vvegGQ5VBZAw1+nd9yJ/PTjZyfbcLcx1JhfkcjoXd2QCiEd+aX0Q3Q46BBV4cD3ae3dLWbqzbRT9tdRp1Zqz8AQDDzPDBFoZusYLSgGyxqvffO2xit6EZ1X/c2nbe7MhQG+50r49XY4w+G+PVHJ8Dd3H2WtPOjQ9cPHQiGdLbXBdCBkowkDBo9tu8+KDvtY9h1v37Gx1Xdr5/a9szHznjtBleIBneIOEsaeXHGXu0GQ0Fc1S1oepCMrJloRnOv/pz5Oqff5sz79RAGR5U60I7P7T5o1M/c0N0IAS+6xUYwKrHPtrvek9+hgmGuuCnqd9fHdn31CT2I0d2IQQ+BNY6QJZZAkzrz60/LxdC5AooGGDQNDQjqOi5HCBOQGWsgzjJFbaPR/RPodZ/WeQDdfd9p19FUETpNAy0UpKqxGbtXx6pFMT0tCkNMEhoaIT3I/pMNAMybko7RaOz5ml3t9dG+ek3t1H16EFPDPvWeMs5D0wwYvHYMzloMgc6DdYMJbOnosWlomgFPUOdYS4h2n/p9p8YYKE40YjVphEI6H1YHAFiea8Jo0Hq8V7SefbrqX8oxWSdGpkBeXt6Ath3ymjd2u52PP/6YpqYmrrzySpKSks79JDEoqampGI1G6urqetzf0NBARkZGv89ds2bNBFlHNx5S+n+vPo8HY7RKjYwtXIYlavgOxs5K18HfDM5GrDYb5J2v7g/4oOYjACxFF0ZmKaj+2ms6BglZYI3DMn/NyM5HHen3OpoCPqjbquoKFF8GLWVqzjRARx146iExX9V0SJ2hChaKXrrS2ybVeBUIYalUgYPY4mIsfc3n7EtHG1RtgugpWBbd0P2ZOn38WzJ/Ae8ea6VUM3FJ0VQM/a1L3ZcI/8+d3rfoJddh2fVLVRwsMaW7JoKu61TXn8CS7GfO/Gxs6SPzv9LjeyMmFktDDSTnqaKi01YOeuwcyN91NlA4L8jfjjZysMbBwQDUNVtYNSez53rsnf0z7GwBwLr6H8P7XtN1dQl44e+PA2Ba/iCYh3YA2/W7C4RG8Tt3FEy08er+KxeccxtfIMQz76vP9T0rBjFeRUBDu4ffflyB2ahx56eKMBt7vrbP4+GZX7+o+nbLZUP/HPaYF/+ls49/zWVq2UNjKyy9Gs6Sah72707XYc9L0FqjlglceB0+n/+093ptn+91w4E6DtY4yE6M4obFecNSm8Xj9fGb19+hvaWOBQkNrJgfB9NW9uzfDZ8a2t8i4IPNO9TvYXYOVH6kajiAWmkh7wK18pfJiq7r7Ku2s+loIzMSdSwmAytmpDMrK67H+79rKG96EhhSUOA//uM/+PGPf0xHRweaprFt2zaSkpK47LLLuPzyy3vNgRfhsVgslJSUsHHjRq677rru+zdu3Mi1117b73OlEM4I0zQ1SB15C6p3quVrRqNAVMNpqw6MhQJVE505GvKXQeGnwN2iKsM3HlYVkFtPqsuxjZCQp/4madNPVWMX3WS8GoDuVQfyzhpkKk6L5aOTDto9AcoanUzLGEOfNVO0CpaWb1aFWVNngMFAo9OLo8OP2agxJWUUzs54nep/1GRQY/i0y4d17IwyG1k1J5Np6TbeOVRPi8vHS9sqWFKQzAVTkzEZI3jQpXXWFjAYu8/yD/W9BUM6pQ1ODrVH0R4w4PUHsUyOmEA3Ga9GRprNSny0GUeHn5PNbopHKGB4TsmFamlEZwPU7Dy1RGKkVO+E1hNgNMHMq9X/L/5+n1Lv8HCwRgWtPjU9fdiKtUZZLVz+qUv409+2sbulnMLSg0zpaIXi1eE3GgqBr10VC/S2q32pluOqcKQeUu/fZIHc89W+decSjE5vgHcO1lPepIrU5iXHcPnsDBKix1BW6TgRdlBg3bp1fP/73+fuu+9m9erVXHXVVd2Pffazn+VPf/qTBAUiaO3atdxyyy0sXryYZcuW8fOf/5yKigruuqv/uNeSJUsmRCR7XEmfA2XvQ0erGtBSikb29YMBaO5cdSB95si+9nAwWWDFt0e7FwMXkwxTlqlLR6tapaDxkKom3lahLqUb1VJyaTPV0kJRnTuWo1G5dwyR8WoAulcdOPv/tslo4LycBLaWt7C7sm1sBQUAchZD5SfgalLvJ2MOZQ2ndujOPBM47Hwu6GgGLGpns/iyEQumFqbZ+FJiNO8fbuBwXTuflLdwvMnFqtkZpMePvaPsNreP/dUODtTYaXd7sfuNAFS2eZgdFzvKvRtZMl6NDE3TKEyLZXdFG8cbnWMnKKBp6mTAwf9TS+HlXQDGPg5EAz4VAAUIDHBKoasZjr+nrhdeCrF9rx5wOl3X+dtRdSZ9VlZcr6yjSJuSamPBnDnsPhLF242HuMVagcH1IgRNvX8PZx7wexyd1x2n7vM5e8z38AVCPHM8G8jmniwLlinnq9/xaVOQjta38+6hBjz+ICaDxoXFqSzKTxz9lWvGqbCDAk8//TRr167lJz/5Sa9VBqZNm8axY8eG3Dlxyo033khzczOPPPIItbW1zJ07lzfffJMpU6aMdtfEmUwWyJwHVdtUpHekgwItx9WXkDUO4iO4Pq8YvOgkyL9AXTraoOmoyiCwV0Nbpboc26jWUU6bBUlTR7vHYizraFXBJU1TZ9j7MTc3gW0nWqlq7aDJ6SXVNobmOnelfpZvUjvLabM43qSqRxeljfAOv9+pfq8A2QtGNCDQJcpsZPV5WUzLsPHuoQaa2r387pNKzp+azIKs0Z/TGgzplDU62Vdlp6LF3X1/bLSF7IIZpMdZKc6SqaNi+BSn2VRQoMlFKKQPfkrUcEmbCdF/U9/vtXsht2TobYaCcPgv6gRP8lQ1lWkAyhqdVLd2dB8cj4SLp6VS0eKmxRTFe/bdfEavAWcQzDFw6M8Q6lAH/j5XzwIPZ6MZ1L6rNQ4M0WA9qeoGLLkZ4k4FRjz+IB8caeBQrVoJJD3eyqo5mWPre24cCjsocPz4cVatWtXnY3FxcbS1tYXbtDiLu+++m7vv7r/40pkkvW2U5CxSQYGWMrXDaR7BMyinn0mUaOnYEZ2o0qbzzlfpcI1dAYIqFSSwV6udgfr9EJOiouamybWWroxX59A1dSAx/5z1KeKjzBSlx3Ks3smeyjYum9V/jYMRl7sYqj4Bdwv2in00OKLRNLUu+Yg69i7oQVVAr3DFqI6ZxelxZCdG897hBo7VO/n4eDPHaltxBQzEmoZetd8XCPFMqfoc3LOs/zXOAVpdPvbX2DlY48DtUyd/NA2mpMRwXk4COYkx/Pffyobcr/FKxquRk50YjdVsoMMXpMbeQW7S6AfLADAY1Hf60behcqsKLBqMvTZzBQyYzrKaSi8VH6ngr8kKM3ov3dqXQDDEpqNNAJRMSSI+amRS581GA6vmZPLyNj9HjEvI13eAflxlBTQdU9OxuhiMYLGpzMiuA3/rGdctsafer8cD217sfKFT3wsVzW7ePlhHuyeApsH5BclcUJiCcawEisaxsIMCCQkJ1NfX9/nYiRMnSE8fwWrn4qwkvW2UxCSr+WYtx1W2QMHykXndoF8NxKDOPIuxKSoB8paoi8dxKoOg9WRnOp1DpVbHTK6ggIxX53B6rZABmJ+byLF6J4dqHVxUnEqUuffO6qgxWSFvKRz/gOMHd4DpQrKTYok515FqJDUchuZSQFOBOG2Epy30IcZi4qrzsjia7uS9ww00tHvZ74gm1RpgT5WdrJQQqTZreH9Lk+XUvOezTE0KBEOUNbrYV22n8rSsAJvVxJzseObkJHTP1fUF+g5UBIIhqlo7ON7kpLRBXU42u3nxjqUTasddxquRYzRoFKbGcqi2neONrrETFACVGXri7yrY33AIMuf2ePhwXTv7HCrl/a8H6lk6LYOMs00NctTCiQ/V9emrTk0tPIc9VW3YO/zYrCYWF4zsfkNmQhTnT03m4+PNvK8vxmuxY9X8UHShOrvfddB/+gF/GPzBEH8vbWJ3RRsAiTFmrpibSVbC+F/RZKwI+9v3sssu4yc/+QnXXnstUZ3VJTVNIxAI8Oyzz541i0CMLIlkj6KcEhUUqNurdn5HQstxFRiIiof47JF5zcksEvUOouLVWdPcxeBqUcUJPW3qbPAkI+NVP9ydnw1NU6tZDEBuUjSpNgtNTh8Hax0syh9givdI1fHIKYGqTyir9kFsA0Uzzhv+1+zi74BjG9R1a7zKFBgjNE1jRmYcuUnRbNhbxTag0Wvib8eaMZbbAUiINpMaZyXNZiUtTl3io0xhz6VtdfnYV23nYK2DjtOyAgpSYpmbk0BhamyPlG1d12lyeqlu7aDV7eMnbx3mZIub441OKlrc+IPqrGiMxUhRmo3idBtuX4C4ETqDORIm03hlMRl44PLpo9qHojQbh2rbKWt0snxa6rDNGx9sRg1Gs6qTUr4JKj+GjDndB78N7R7e7zyDD3CswcXxlgryk2NYXJBEfnLMqfcR9MOhv6iieukzIX32gPrr9gXYWq5WKFlWlDKiK0N0OX9qMuVNLmpaAhwPpjLT5oHshRChFUnqHB7eL62jxaUWoJ2fl8DFxWmj8l4nsrCDAo888ghLlixh9uzZXHfddWiaxtNPP82uXbuoqKjg97//fST7KcIkkexRlFyozgh77KdS+odb42H1M22GTB0Yj6w2FcyJzx4TZy1HmoxX/eieOjBFnXEZAE3TmJ+XyLuHGthb2cbCvDFWgMlkwZN1AdUHD4C/kqKUJSP32qXvgM8NsckQNXYCAqeLtZq4akEee2qctHsCFKbH0+L20e4JYO/wY+/wU9bg7N7eajaQ2hUksFlJj7OSHGs560oGgWCI0s5aAVWtHd33x0WZmJ0dz9TUWJyeAJWtbj4+3kx1WwfVrR2cbHZxvMlFuyfQ/ZzcpGiK0mwsn5ZGUVosU1NtFKbFkpUQNbY+cxEk49XIyk+JwWjQaHP7aXb5xtb88ZxFKu3f2dhdYNrjD/L6nlr8QZ1Ec5C8aB8zMmwcb/FS0eKmosVNeryVxVOSmZZuw3D8A3A3q/2AaasGvA/38fFmvP4QaXFWZmeNTpDKaNC4Ym4mv/p7GXa/kVKXlc2lzVisFgyaphY/0bTOi/puMnTeZzT0/XjQ56PNb6Q9YOCPO2vQjCZsVhOXz86gIHVyFTUdKWEHBYqLi/nwww9Zu3Yt69atQ9d1fvWrX7FixQp++9vfkp8/+c5yCdGDwaC+KMreh+pdqsjKcO4cydQBISauAaw60JeZmfFsPtZEq1st5zXWdqbKrdMJGY+RanCR6DgMtoXD/6LNZVC3X43H01bBgQ+G/zXDpGkaiTEWEmMsfHZ+NhaTAY8/SGO7l0anV/1s99Li8uH1h6huVQfuXQyaRnKsmbQ4K4kxFtrcPsxGA5uONrCv2kGDw4PDE6Dd60dDIxjSaXP7eOb9Ulrdp5Y/Mxo0shKiyEmMZnpGHFfMzSIvOZqPy5pJiDZz32emy1k7MaysJiP5yTGUN7k43ugaW0EBc7SqJ1C5DSo+JpRUyF/312Lv8JMQbaI41oPJAKtmp9OhG9lZ0cqBajsNDi9v7qslQXewyHWAOfFgnnElWAY2PaLZ6WVfVdcShGmjWoAxOdbCRUXJfLQbmn0mdlXaMZrCnw4WDOkcNk4HI2RrRmZlxHHpzHSiLWNoGtwEM6TJe7Nnz+att97C6/XS3NxMUlIS0dEyt2M4PfbYY/zyl79E0zT+9V//lZtvvrnf7SdTetuYlDlPrcftrAe/S6WpDheZOiDGORmvzsLdAu31KnvkHKsOnMliMjAnO55dFW3sqWobc0GBsmYPJORSpO+Dk1sg4zy1LvdwCXjh6Fvqeu5iiBt/Y2WU2Uhecgx5yacOHIIhnWaXl6Z2H41OLw0ODyeb3dS2d3CoNkC7R2UWVLV24A2E+N+PTnSn+ANYTQZykqLJSYzmvNwErpib2Xk7htykaDLio/qsB/DZeePv9xcpMl6NvKI0G+VNLsoanZw/dYzV3Mk9X9WQaqvg4/1HONFkwGzUuHJOOr8/bUG2hGgzK2aks3RqCnuq2th9ogn7icO8H4zn4+B0FtgTmR8XHNDB7+ZjTYR0naJ0W4/xYLTMy4mnMNaLN6hRkp+I0WwmpOvoOoR0nWBIJ6Sr6UehzvtOf7zrPl3X8QV0YixGDJrGqjmZnJebMNpvb8Ib1DdvRUVFv483Njb2uC3ZApG1b98+XnzxRXbs2AGoug6f/exnSUxMPOtzJL1tlFliIH0W1OxWBWTShnEH4vQiZBM0XXPCG6m53GOUjFdn0TUtKGnKgM8gnW5+biK7Ktoob3Jhd/tJiBkb87oDwRAnm90Ql0mR6ZCaalW3R9UaGC7HP1DFPaMTYeqnwB881zPGLKc3QHmji4oWN1Wtbipb3VS1dlDZ4u4++O8SYzGSGG3GaNBIiDZzfkESC6cksSAvkbzkGFJiLRM2zX+4yHg18qamxcIhqLN7cHoD2KwjWJj0XKLiIWMOZaVH2FpzGNJnc9msDNLi+p6eFG0xsrQwhRL3hxywN7HDlYojbioflTWz/UQLc3MSWJif1F3Y80wnm92UN7kwGjSWj9AShOeiaRrpVjWt6KKiZCxDqCngC4RocnoBmJEZF5H+if4N6r+poKBgUF8aweD4/bIdiw4dOsSFF17YXdhxwYIFvPXWW9x0001nfY5EsseAnBIVFHA3QXCY1qEP+qG5MxSdLlMHxPgk49VZDHLVgTMlxVooSI3hRJObPVVtXDI9LYKdC19FixtfIERctJX0gvOhdKPKFsicPzzZAq0n1Zk8gBmrVYGwMR4UCIV0HB4/rS4fv/roBCeb3ZQ1OilrdFLv8HZvZ7OayE2KJjcphkump5GbFENe5+2cpGgSos2qgNr7pei6zr2XTpN0/yGS8Wrk2awmshKiqLV7ON7oZF5u4mh3qYeWlEW89WEthFpYkG5gVlY8Po/n7E9oOIy58QALkjTmrfgURz0JbD/RSmO7V2V3VdqZkWmjZEoyaXHW7hVEdF3n7ydU0dH5eYkkxY7NuihifBnUt+4LL7wgkeSz2LRpEz/96U/ZsWMHtbW1vPrqq6xZs6bXduvWreOnP/0ptbW1zJkzhyeeeILlywe2XN3cuXP5/ve/T1tbGwDvvfcehYWF/T5HItljQHyWuughVT18ODSXQTCgChvGZQ3PawzUJD/bLcIn41UfXM3gbOicOhB+9e/5uYmcaHJzoMbBsqIUzGcpPjeSyhpdABSmxaJl56vK3d52qN2tUvsjKeiHI39V17MXQFJBZNuPgA5fkCP17RyscXCw1s6h2nYO1zpwda4G8Ob+OqamxFKUHssNi/MoSrMxNTWWKSkxJESbB7x/JvtxkSHj1egoTLNRa/dQNlxBgQEs3dkXbyDI66VefFGp5Oh1XGI+AhT384T2U1OZ8pdiSMxjJjAjI46KFjfbTrRS2eLmUG07h2rbmZoay7zcBHRdp6HdS0gHW5SJC8baNAoxbg0qKPDlL395mLox/rlcLubPn89XvvIVrr/++j63efnll7n//vtZt24dF110Ec899xyrV6/m4MGD3VMtSkpK8Hq9vZ779ttvM3v2bL7+9a9z6aWXkpCQwJIlSzANoYiHGEHZi2D/KyoooPe9tvOQnF6ETHb4hJg4uqcOFIQ1daBLQUosCdFm7B1+jtS1MzdndOdnhkI6xxtV5fyiNJvKDJhyIRzdoLIFsuarM/mRcmIzdLSq9bILV0Su3TA1tns5WOvoDAA4OFhjp7zJRUhXRf2K0mKZnRXPZTPTOVzXTnKshW9dMVOKbIlJrygtlg9Lm6hs6cAbCDIW9nh0XWfjwXqanT5saVO4SjuCsdEBnuVAH4EFXVdBSn8HxGVAwamTg5qmMSUllikpsdQ7PGw/0cqxhnbKm1yUNjg5VOvAEwiSarOytDCFKLOMCSIy5IgyQlavXs3q1av73ebxxx/ntttu4/bbbwfgiSeeYMOGDTz77LM8+uijAN31As7mzjvv5M477wTg9ttvp7i4nygk8O6773antzkcDqxWK1brGKrYOlmkzVDrYAe9aimsgovVnNZICPqgubTzdWTqgBi/JsJ45Q+GWPbou2QnRpOXHEP+GZeshKizLhHXpzBXHTiTwaAxPy+BTUeb2F3Zxpzs+FE9Y1zn8OD2BbGYDOQmdQY7suZDxceqtkDNLsg7PzIv5qiByk/U9elXgDkya2f35cz13HVdp6LFzcEaBwdqHByosXOgxkFDuwr+26wmZmXFcXFxKv90SSGzsuKZnhHXvaPflfIP9FnoT4yeiTBejUfJsRaSYsynVlRJGP0aKTtOtnKs3onRoHFVyUxiyw9AWyVUbYPci3o/oXa3yvA0mGDm1WDo+8A+Iz6Kq+Zl0eZOYcfJVvZV2XF61Zz9pFgL541ycLeXMLMsxNggQYER4vP52LFjB//6r//a4/6VK1eyZcuWAbfT0NBAeno6R44c4ZNPPuG///u/+90+Ly+vx+3vfe97PPzwwwN+PREhBpNaEaD1hKovUL8fkovUkoXJhUM7u99yXE0diE6EuMwIdViIkTcRxqtAUOcrF02lolmtQ727oo1aewehzkLvRoNGTmI0uUnRODr8JESb+ev+WgpTbeQlR/dMA3c1qXWvDcYhTR3oMic7gS2lzTS2e6mxe8hJHL3Vgso6swQKU2NPHewajCpb4Mhf1ZrfWQuGvmMZCsKRN9WZuYzZkNp/ID1cuq5Ta/dwtL6d0gYnR+vbOdbgpLTeSXvnTnxanJU52fF8fnEuc7ITmJ0VT35yzKguIybCNxHGq/FI0zQK02zsONlKWYOTgoSkUe1PRbObv5c2AfDpGWlkJ0ZD/jIVFKjZBZmLej7B3QKl76rrUy8B27lrvCTGWLhsVgaL8pOoaHFj7/DzmZnpEigUESVBgRHS1NREMBgkIyOjx/0ZGRnU1Q18nvmaNWtoa2sjNjaWX/7yl+ecPlBZWdmjEI5EsUdRfC6YY1QasL1Snd1vLlUH89mLIPO88NKDu9KLZdUBMc5NhPEq2mLknhU9Dzx9gRA1bR1UtKhAQWWLmxPNLo41ODla7+TDsububaPMBrISoslKiCLT6CArkEFmSiJZxxxkJvjITowmKWbg88dPF2U2MjMrnv3VdvZUto1aUEDXdcoaOoMCabaeD2aepwICHW1QsxPylw7txU5uUYEVSwwUX97rYYvJwAPF9erGAArv+QIhKlvdnGx2UdbgOnXw3+DsPoMXbTZSnG5jWoaNlbMzmZUVx+zseNLjhi9DYSDOzGIQQzMRxqvxqihdBQXKm10EixJHrR/2Dj9v7q9F12FOdvypM/fJhepg39moTgR10UNw+HVV4yQxf9DZULFWk1qOFMgaxaDuSJDxauRJUKAfDz/8MN///vf73Wbbtm0sXjzwgkhn7sjpuj6onbvBZBUAxMfHS3XcsULTICYF5t0APqfa4a3dq3Z+y96D8k1q5YCcRapY4EA+F6GgyhSAsCuTCzFWTNTxymIyUJAaS0FqbPd9p1eCv3npFOocHipbOqhzeKizd1Bj93CyysVWdxJ15RaC27b3aC8rIYo0m5W0OCupNitJUQb226OJMYXYXWknKyVEqs3aaw76/NwE9lfbOVbvxDl9dJb0anH5aHX7MRo0ClLPCIQajDDlIjj8hppKkL0QTGEebDkbVYABVEBgAEFXXddxeALU2juobu3gRLObE00uTjSrS3XrqayPaLORaRk2pqXHccXcTKZ3Xs9JjJaz/5PARB2vxoOs+ChiLEbcviDVbf1U9x9GgWCIN/bW0uELkhEfxYqZ6af25zUN8pbCob9A7S7Q41Wx2KptYK9WGVAzr5ITOWJMkaBAP+69995+l/sDtUzjQKSmpmI0GntlBTQ0NPTKHhCTQEwyFH9GrZNdf0AFCNrroW6fusRlquBA+uz+i211tEB0MsSmyNQBIcYhTdNIjLGQHh/Vs5K2sxG2bQCDkeDSf6bZq1Fr91Br76DW7qHO7qGx3Uuj00t5k4umdi/Nrjh0NF7/xakAQqzF2B04SLVZSY2zUGf34A/q+D4IsbggicRoM4kxFhKjzcR3rmU/nI43qVUH8pKjsZr6mEubMVcdzLtboHqHmlIwWKEQHHlDBU5Tp0H6LPzBEC0uH01OL81OH3UOD7UtTmqP5FDtsVC7cwu1dk93tX9QmRsFKarC/5XnZVGQEqsuqTFkxEUN+8G/nC0TojeDQWNqaiwHahzd48lI0nWd9w43UO/wEG0xctW8rN4ruqTPVid7nK3gM6rgZsVHYEAFKSNVV2oMkfFqfJOgQD9SU1NJTU2NSFsWi4WSkhI2btzIdddd133/xo0bufbaayPyGmIcMprV8lhZ81UxrJqd0HBYrVJw+E2VQZB5nppeENPHsjOuJhUUkKkDQkws3asOTMVojSbdCunxUczPS+xzc5/Hw3/96kU6ggauWX0Vdj80Ob00tntpcvpo6gwgnDjhosHhxd7h529HG3u1o2kQH6UCkVFmA9Mz4kiINmOzmoi1moi1GIm1mog57XqsxUSsVV23mgyYjepiMRqwmAzowRC6fmqI6po6UHTm1IEuBgNMuQj94F8IntyKL20Bfsx4g0EVzPB48H3yS1xBI86ZN9DuB6fXT7sngNMbUD+ba7A3W2j2F9NsTKb5Txuxd/h7vVSqzUK2IZqsKD8XFyWTk2QjKzGKrIRochKjSY+zyll/IcagonQbB2oclDe7e4wvI2FftSoYqmlw5dwsEqL7OHljMKjpAYc2gNcBXgOEgPQZar9OiDEm7KDAjh07KCkpiWRfxjWn00lpaWn37fLycnbv3k1ycnL3coNr167llltuYfHixSxbtoyf//znVFRUcNddd41Wt8VYoWmQkKMuRZdB3V6o3qmqcFduU5fkqSo4kNI5XzkUVJkCoKYdCCEmBl0/FRQYxKoDBg1iTSFmZsZhiTr7/PVgSOf5zWXYOwJcWJRKis1Cm9uPvcNHm9tPs8vHe4cb8PqDxFiMNDt9VLa4cfmCuLwBdfEFCXbl0Q9IOkYNnv/RBwQ6n/fLD8uB3tPqQiEdXzCEL3AeOhq8+X4f7c1QP7bu7L4n1mLEFmXCZjFg87cRbzKQm57C/LRMUmxWUmwWUmIt6nqshbQ4K1FaEDb/p2pg+T9IxWwhxon85BjMRo12jx9P0ECsaRiWe+5Drb2DD46ogOrFxankp/QzLSlrPpT+DUIOdduSADNWy0kcMSaFHRRYsmQJF1xwAffeey833HADZvPoLwkymrZv386KFafWPl67di0At956K+vXrwfgxhtvpLm5mUceeYTa2lrmzp3Lm2++yZQpU0ajy2KsssSo4lq550NruUqfbTkOLeXqEhUP6XPAWa+K1kQngk2moAgxYbia1MVghJRpEW/eaNCYl5vEx8ebqWnr4OJpPTPifIEQvoDawb5nRTGWPgrw6bqONxDC3RUo8AVweYN4A+psvj8Qwh8M4QuG6Ojw8vaWrYR0mFI0h7LmDuKiTCzIS6SvsIJBA4vRgNldj6V+NxaTEcvMVVisVpWBoAUx738ZmzGI7cLbiLPFEGsxqWkPug67X4S2ClXUdf6Kc+yAG2HFt8P/ZQohRoXZaCA/JZajNW20+I0jEhRweQO8vqeWYEhnWoaNkinnWPnAaFZ1Ufibuj1tFVhi+32KEKMl7KDA+vXreeaZZ7jlllv4l3/5F+644w7uvPNOcnNzI9m/cePTn/40un7usyZ33303d9999wj0SIx7BgOkFKlLR6ta2qZ2L3gccOLv0FKmtpOpA0KMPwGf+j8GCOSD6bQz+42H1M/kQjAPT8X683IT+KS8heq2DhraPYOujK9pGlFmI1FmI8mx/Z9d93k81O7vACA3O45EWxQXFady/tQ+pkSdTi+AbftUgCThhFq+C9TvrsqtridGg+m0kxI1u1RAwGiCGVfI2CjEBFaUpoICrT4TedG9pwdFUjCk88a+WpzeACk2C5fPzhhYofDsRWD6RGUhJRcNax+FGIpzr79zFl/60pfYunUrW7duZeXKlTz22GMUFhZy/fXX88EHH0Swi0IIopOg6FJYdi/M+izEZ3U+oMnUASEmEl1XdUVgWFcUsVlNTMtQc/r3VNqH7XVOF9ChqrNSeFHaAM6WaRoULFfXq7aBv6P/7T12ON451aBwhRo3hRATVmGqDc1oxB1XgDdn2bBO/9l8rJHq1g4sJgOfnZfdd5HUvpiiwJYOUYnD1jchIiHsoECXJUuW8Ktf/YrKykoefvhhtm/fzmWXXcbcuXN57rnn8HhGZ6kQISYko0kVqFl4i0pJy5oPsWmj3SshRKS4GsHdDAaTqpo/jLqKFh6pc+DxB/vfOALsfiPBkE5SjPmc2QXd0maoHeqADyq3nn07XYejG9R2CTmQIzWPhJjooi1GshOiAWh1D1+mwKFaB7sq2gBYNSdz4OOXEOPIkIMCXSwWCzExMVgsFnRdx+1287WvfY1p06bx8ccfR+plxCAtWbKE2bNn88wzz4x2V8YdXyDEzzYe5Wcbj3bPrx1TLDawxo12L4SIGBmvgIauqQNT1RJWwyg7IYq0OCv+oM6BmmHMFjBZoOBiWhLngsFIUbptYGm3cEa2wHbwufverv4ANJepOgwzZP1vMfxkvBobCjuzjlrcvmFpv6Hdw7uH6gG4YGoyxelnWTVFiHFuyEsS7t27l2eeeYYXX3wRn8/H5z//eV588UWWLFnC3r17+ad/+ifuvPNO9uzZE4n+ikHatm0b8fHxo90NIYQ4p0k/XvVYdWD4pwVpmsaCvEQ2HqxnT6WdhXlJw7b8XkjXaes8k1d4tqUIzyZ1GsRlQHs9VH4MUy7u+bjXCaUb1fWCiyE2JQI9FqJ/k368GiOmpqqgQHuHH48/2Gdh1HB5/EFe31OLP6hTkBrD0sLRHVssJgMPXD59VPsgJq6w/3NefvllLrnkEhYuXMj//d//sXbtWk6ePMlvfvMblixZAsC8efP40Y9+xMGDByPWYSGEEGJCcjaAu0VNHehaenSYzciMw2o2YO/wc6LZNWyv0+4JEAzpxFiMZMUPsniipkFBZ5HB6h3gc/Z8vHQj+D1qmkHeBZHpsBBiXEiMsRBtMaIDr+2q5q39dWwpa2J/tZ3KFjd2t3+Qy6cquq6z4UAd9g4/CdFmVs/NGragqRBjQdiZAl/4whdYuHAhL7zwAl/4whewWPqeX1NQUMDNN98cdgeFEEKISaFr1YGUwmGfOtDFbDQwNzuBHSdb2VPVNviz+APU4lKpvVNTY8PbsU4pUgVWHbVQ+cmp+5uOqsKMmgFmXqWmDwghJpVUm5XKFjcN7V6aXb2nEWiaKq4aH20mPspMfLSJ+CgzCZ23bVGdS5qepqq1g5AOUWYDn52fRZRZxhYxsYUdFPjggw+45JJLzvq4w+EgPj6ewsJCfvnLX4b7MkIIITo5PH4+LmtmS1kze6va+MNdF/bakRHjVI9VB0Z2RZF5uQnsrGjlRJObVpePWOuQZxZ2s3f4+fuxJuodquhw2EGHrtoCe3+vlh0MeFUg4FjntIH8CyAuM0K9FkKMJ9kJUSREm7libiYd/iCODj8Ojx9HRwBHh59ASKfdE6DdE6Ca3quYnB40iDYbKW9yUe/wkJ0YzWWzMga9ZOvpLCYDDxSrmgREcGqDEJEW9jf/ww8/zEsvvUR6enqvx7Zt28ZNN91EWVnZkDonhBCTSYcvyJPvHsUf0PmXldMxGDR2nGzlw9ImPixrZl9VGyEdcpOiuagoFac3QEK0+dwNi7HPWQ8drWqFkRGaOtAlMcbC1NRYjje62FPVxoVFqUNu0+0L8El5C3ur7N2FWlNtVqYkx4TfaHKhWlmgtQLsVaAH1brftvTedQaEEJOGpmnYrCamZ8T1qimg6zpuX/BUkMDj7zdoEAzp3UHMBXmJzMqSuhFicgg7KHDw4EHmz5/Pb3/7Wy699NLu+5988km++c1vMn/+/Ih0UAzNkiVLMBqN3HPPPdxzzz2j3Z3h1Vnhuvu6EMPMFwjxzPulANyzovisBY6CIR23L4DLG8TpDeDyBnB13nZ5A933OTr8bD7ahN3jZ09VG3ur1QFVqs3CsqJUblqSx0VFqeSnDOHAagybVOPVmbpXHSgalfFrfm4ixxtdHKx1sHhKctjteANBdpxsZVdFW3cwIDcpGrcvnrgo89Dm5HZlC7T+FtprAV0FUGZeqYIpQoygST1ejSOaphFrNRFrNZGV0PvxM4MGzU4vJ1tcmAwGLioeeoAUkwVWfHvo7QgxzML+Ft29ezdf/OIXWbVqFQ899BD//M//zG233caf//xn7r33Xh577LFI9lOEabJVx613eNA0CARDEa1AK8TZBEM6Hf4gZY1OfIFQnwf7Hf4geh91jnRdp8Xlo7K1g8oWN1WtHfiCIYwGjfzkGL51xUwuKk5hRkbcwJdwG8cm23jVLRKrDgwxKDolJYbEGDNtbj9H6tsH/fxAMMSeqja2nWilwxcEICM+iouKU8iMj2LdBxHKHEwqgIRcoPMfKmdR520hRtakHa8mmDODBr5ALFvLWwBkep6YVMIOCmRmZvLOO+/w8MMP88Mf/pD/9//+H9HR0fzxj3/kc5/7XCT7KMSA+IMhKlvdBII667ecYGF+EvNyEyI6P1ZMbsGQTrPTS73DS53DQ3Wrm+0nWtCBaLOx3x0Ig6YRazV2fk47ON7o5HBtO20dfsxGjXm5Cayem0lDu4eM+Gi+ftk0CWxNFq566GhTZ7uTi0alC5qmMT8vkb8daWRvVRu6rg8oEBUK6RysdfDx8WbaPQEAkmMtXFiUQnG6DU3TujMGItRRlS2w7w+qGGPB8si1LYQQQkxSQzpa0jSNlJQUDAYDXq+XgoICZs+eHam+CTEoug7ZCdHUOTy4fUE+Pt7MthMtzMyMY2F+EmlxI1PNW0wMeue66nUOD3UODw0ODw0OL4HTljYKhnR0VAX3jPgoEmLM2KxGYi2m7jMP/mCQ/dUOtp9oYUtZMyea3WgazM1O4Mbz1XSAJQXJRFuksvFk0qP4VMtR9TOleFSnPs3OimdLaRPNTh8ub4D4fupV6LrOsQYnH5U1d68sEBdlYmlhCrOz4od36a7EPMheAEaLugghhBBiSMIOCrS3t/PVr36VP/3pT3zta1/jK1/5CjfffDNLlixh3bp13HLLLZHspwjTZJrzZjEZyE6MJjMhilVzMtlXbafO7uFAjYMDNQ7yk2NYNCWJgpSYSZGKLfrWVx0AXddxegPUOzwqC8Duob7dg9ff+wyn1WwgIy6KzIQokmIsBEIhLEYDNy7Jw2IyYHf72XaihXcO1bOlrJmDtQ50HQpTY1k+LY1/XZ3C0sIUEmPkYOZMk2m86nb61IERXnXgTFFmI7Oy4tlV0Uadw9NnUEDXdSpa3HxY2txdjCvaYmRJQTLzcxMwGUcou8UyPEsnCjFQk3K8EkJMWGEHBRYtWkRDQwMvvfQSn//85wHYsWMHd955J7feeisffPABv/jFLyLWURGeyTjnzaBpTM+IY052PLV2DzsrWiltcFLR4qaixU1yrIWF+aqirHmkdmAjTQrXDEkgGMLpDbCtvIUml5cGhxenN9BrO5NBIz3eSnp8FJmdl8QYc4+gUnq8lW3lLfzozUNsLW/hcJ0KAmTGR3FhUQpfuWgqFxWnkJUQPZJvcVyajOMVPifoITBHQUr4UwcsJgMPXD59yN2Zl5vIroo2Wl0+vIFgj8dq7R38/VgTVa0d3a+5KD+JRVMSsZok00VMLpNyvBJCTFhhBwXi4uL461//SnHxqaWTYmJi+PWvf82nPvUp7rvvPgkKiFGlaRrZidFkJ0Zj7/Czu7KN/dV2Wlw+3j3UwIelzczLTWB+XiK24a47MIkO4gdakX+k+YMhjje62F9tZ8fJVnQgLsrcXQfAoGmk2CxkdB78ZyRYSYm19qoTUGvv4JPyFraWt7D1eDNljS5AFWo7vyCZr15UwNLCFHKToiUjRZybqwkS89XUAePoLy+ZFmclNymabSegweEFoMnpZUtZM2UNTkAV35qfl8iSgiRiLFKzRQghhBjvwv42/+ijj7Ba+56jffvtt7N06dKwOyUiR9LblIRoM5+ansbSwmQO1DjYXdGGvcPPJ+Ut7DjZyvQMG4vyk0iPjxrtrooI0nWdqtYODtU6ONagVgfoqgMQZTYyIzOOnKRoMuKjSI+z9soc8fiD7K60s6uijZ0Vapm1WrtKmS5Ot7G0MIWvXzaN86cmSyZABEy68UrXwd2oggLhrjowDOblJvDqrmoa2r28fbCO0gYnuq5q/M3OimdpUQrxUaMfwBBiNE268WqMilSWlBCTXdhBgbMFBLrMnTs33KZFBEl6W09Wk5FF+UksyE3keJOTnSfbqG7r4FBtO4dq28lJimZRfhKFqbGj3VUxBE1OL4dr2zlc5+iuiA4QH22mOM2GLxAi2mJk1ZzM7kwGXdepbHF3H/zvqmjlYK0Df1AnymxgXm4i1yzIZmFeEosLkki1SeHKSJt045WvHQJelSGQXDjavek2NdWGxWTAFwhxuLYdo0FjWoaNZYUppMjnXghgEo5Xk4QEGcRkJXl/YlIyGDSK0+MoTo+j3uFh58lWjtY7qW7toLq1g8QYM3OzEwiG9IisUztWU+onEqc3wJG6dg7VOmhs93bfbzUbmJ4ex8ysOHISVUr/JdNTqW7r4L3D9eyvdrCv2s7+ajvNnVXUC1JiWJSfxD+U5LIwP4kZmXHjt/6EGLtcTernGJk60MVo0MhJjKa8yUV+cgyfmpFGxljKoppE07GEEEKIkTCkoMCxY8d47rnnOHToEB0dHT0e0zSNd999d0idE0Mn6W3nlhEfxerzsrh4mp89lXb2Vdtpc/v529FGdla0khZnpbHdS06SpIcPlC8Qwt7h50STixSbhbgo87AEQnyBEGWNTg7VOqhocaN3rhZoNGgUpMYyKzOOgpQYauwe9lTa+c3HFRyoUQGAVrcfUHOoz8tJ4IsX5LMgP5EFeUkkx8rKAKNhUo1Xun4qKJA2c3T70oeM+ChSbVbWLMyRIKYQfZhU45UQYsILOyiwf/9+li5dSk5ODqWlpcybN4+mpiaqq6vJy8ujqCj8Ksri7H72s5/x/PPPo+s6n/nMZ3jyySf7LWYm6W0DFxdl5uJpqZw/NZlDtQ62nWghGNKps3v43ScVZCZEMSc7npmZ8bKm/FnU2T1sO9HCrspWdB3+vKemO9Mi2mIkPspMfLSJuCgz8VEm4qPNxEWZiI8yE2Xu+3d6ZpaFyaBR0eLmcJ2DskYXvsCpZQMzE6zER5np8IfYX23nd1sr2F9j755CkJUQxdycBL584VTOy41nbnaC1JEYQybVeBX0QUwydLRB8tTR7k2fIpElJcRENanGKyHEhBd2UOA73/kOq1at4uWXX8ZisfCLX/yCRYsW8cYbb/DVr36VH/zgB5HspwAaGxt5+umnOXDgAGazmUsuuYSPP/6YZcuWnfU5EskePIvJwPy8RGZmxlHR4qax3YvRoNHY7uWDI41sPtbE1NRY5mTHU5ASi2GS7zgHQzqlDU52V7ZS0+ZRhfx0iLEYSbVZcPuDeP0hOnxBOnxB6h19t2M1G04FCzqDB/FRZqxmI/5gCF8gxOZjjZQ1OnF5g3j8QZqcailBrz9Eg9NLWYMTb2eQIDcpmrnZCdz1qSLmZMczNydB6gCMcZNqvDJZ1bQBXQfDxJ7JJ3N0xUQ0qcYrIcSEF/aeyM6dO1m3bh0Gg0orDIXUjvhVV13Fgw8+yLe//W3+9re/RaaXolsgEMDjUdXP/X4/6enp/W4/mSLZkd7x1DSNpBgLSTEWvnrRVMqbXRyosdPg8FLa4KS0wUms1cjMzHjmZMdPugJcbl+A/dUO9la1dZ+J7ypI1uEPYrOa+McLpmAxGfD4gzg8fto9ARwdfhyeAO0eP46OAA6Pnw6fChx4/V6aTqsHAOAPhNhc2oTbF2BnRSstLh9NTh9Or3pNi8nA9Awbc7LiuX5RLrOy4piVGU+STAEYdybTeNVNlq0UYlyalOOVEGLCCjso0NraSnJyMgaDAbPZTGtra/djixcv5pFHHolIB8eLTZs28dOf/pQdO3ZQW1vLq6++ypo1a3ptt27dOn76059SW1vLnDlzeOKJJ1i+fPmAXiMtLY0HH3yQ/Px8TCYTd9111zmnaUgkOzKiLUYW5CWyIC+RxnYvB2sdHK514PIG2XGylR0nW8lMiGJ2VjwzMuPOmgo/ETS2e9lV0cqRunYCITWJP9Zq5LycROblJmA2GjhW7+zxnCizkSizkfS4vtv0BUK0e/xUtrjZV2PncG07ZY1OKlvc1Dm8BDtfJzHazPTMOFbPzWJWdjyzs+IoSInFJEUAJwQZr4QQ44WMV0KIiSTsoEBOTg5NTapIUnFxMZs2beLyyy8HYO/evdhstsj0cJxwuVzMnz+fr3zlK1x//fV9bvPyyy9z//33s27dOi666CKee+45Vq9ezcGDB8nPzwegpKQEr9fb67lvv/020dHRvP7665w4cYLo6GhWr17Npk2buOSSS87aL4lkR15anJVPxaVxcXEq5U0qe+BEk5s6u4c6u4dNRxspSrcxOyue/OSYCTG9IBTSOd7kZFdFG1Wtp4qKZsRHsSAvkekZtu4D89Pn+J+NyxvgWIOTo/XtHKtv50i9k8O1Dho6swSsJgMzMuO4qDiV6RlxHKi2k2qz8o0rZkrRswlMxishxHgh45UQYiIJOyhw8cUXs2XLFtasWcMXv/hFvve971FbW4vFYmH9+vXcfPPNkeznmLd69WpWr17d7zaPP/44t912G7fffjsATzzxBBs2bODZZ5/l0UcfBWDHjh1nff4f/vAHiouLSU5OBtRUjY8//rjfoEBJSQlGo5E77riDO+64A6vVitU6udLch4vRoFGcbqM43YbLG+BwXTsHa+w0OX0cqWvnSF07cVEmZmXFU5w+toNkZ1sy0eMPcqDGzu5KO44OVa3foKn3vTA/kayEqF6FLk+fxuH2BThc5eBovZNj9e0crW9XSz+2nQos5CVHMz09js8vzmVWlirkWJAS0yPI0NU3MbHJeCWEGC9kvBJCTCSarnct4jU4ZWVl1NTUsHz5coLBIA888AC//e1v0TSNz372szz55JMkJCREur/jgqZpvaYP+Hw+YmJi+MMf/sB1113Xff99993H7t27B1R/4eOPP+ZrX/saH330EWazmWuuuYZ/+qd/4tprr+21rcPh6PP3/73vfY+HH344rPc12ZztQLk/uq7T0O7lYI2Dw3XtePxBQBXjO1znIM1m5YHLp5MWZ+131Yjh6Ntg2nN6A+yubOVgjQN/UA0R0RYj5+UkMC83gbionmuqu7wByptcHGtoPy0A4KSy9dQygTmJ0UzPsDE9I45pGXFMz1ABlRjLxC6yJs6tqqqKvLy8XvdP6PEq4IPN/6muL/8XMEkNDCHGg0k5XgkhxqWu40G73X7OzKaw98aLioq657MbjUaeeuopnnrqqXCbm/CampoIBoNkZGT0uD8jI4O6uroBtbF06VKuvPJKFi5ciMFg4LLLLuOaa67p9zmVlZU9PgQSxR5emqaRER9FRnwUy6elcrzJxcEaB2WNTto9Ado9AX710UlirEYy4tR26fFWMuKiiI82DSlQMFS6rtPW4ee1XdU9zuSnxllZmJdIcbqNBoeX7SdbOd7oorzJyfFGF8cbXdQ5PN3bZydEMS0jjlVzMjoP/uMoTrdhs8rBv+ifjFdCiPFCxishxEQyqL30ioqKQTXeNU9+vHr44Yf5/ve/3+8227ZtY/HixQNu88yDPl3XB3Ug+MMf/pAf/vCHA94+Pj5e5ryFaairGZiMBqZ3HhS3uHzU2j20unwYDRpef4iKFjcVLe7u7aPMRjLirZ1BBStpcVHER0U2UKDrOm6fWgnA3qGq/9s7/DQ7veyqaMMbCIIOLl8Ai8mI0QBH6hz8+qMTnGh2d9cLsJoMTE2NpTAtln8oyaUwLZapqbEUp9t6ZREIMVCTarwyWWDFt0e7F0KIME2q8UoIMeENKihQUFAwqAOUYDA46A6NJffeey833XRTv9sUFBQMqK3U1FSMRmOvrICGhoZe2QNi4rFZTeQkRpOTGM1dnyqi3eOn3uGlod1DvcNLk9OLxx/kZLObk82nAgXRls5AQVwU6Z3BgnOdcfcGgj0O+NUSgCoIYHf7sHcuA9i1jcPjx+720+j04guE+OSEWklE0yArPorCNBtLC1P4wvn5FKbZKEyNJScxekIUUBRCCCGEEGKyG1RQ4IUXXhjV9OaRlpqaSmpqakTaslgslJSUsHHjxh41BTZu3NhnTQAxcRkNGunx6iAfVN2HQDBEs8tHvUMFCeodHpqdPjp8QU40uTnRdCpQEGs1khxjobLFjdlk4MPSJly+AK0uPzVtHTS7vDg9AZzeAC5vEKc30H1xeQPdywgCxFqMpMdHkZ8SQ2KMmRSblS8tm8LU1FhykqKxmibu0opCCCGEEEKIQQYFvvzlLw9TN8Y/p9NJaempCunl5eXs3r2b5OTk7mkUa9eu5ZZbbmHx4sUsW7aMn//851RUVHDXXXeNVrfHhUAwxJp1H5IUYyHVZiUl1kKyzUJqrJUUm4XkWAsJ0WbioszERZmwmgzjLnhlMhq6axGASvN3eQOcbHFzvNHFiWYX1a0dNLR76fAFcfkCVLd24A+GePdQPW5fELevZ2aOyaCRGGMh1WahKC2W7MRocpOiKUqzMSUllrzk6O5U/9MLDS6flibL/gkhhBBCCDFJSOWvCNm+fTsrVqzovr127VoAbr31VtavXw/AjTfeSHNzM4888gi1tbXMnTuXN998kylTpoxGl8cNf1Bnfm4iLS4f1a0d7Klqo9npw965RN6ZTAaNuCgTtigTNquZOKvptNsm4qLMxFqMmE0GzEYDFpMBi1HDbDR0X6ymruvagNLkgyEdfzCELxDCHwzhDYTwB/Xu225fkE9OtBAK6XT4gwSC6qDf6Q3Q3nkGv+vsftclGOq9MIjRoBHf+T501PSCmZnxZCZEkZMYzZSUGKamxpKfHENCtHncBUeEEEIIIYQQIyvsJQnF2DaYJSjGK38wRKvLR5PTh8Pjx+kJ0O7t+qkq/XcdaLd7/N3V/53eAG5foPOAXR3MB/o4AI8Ui8mA1WjoDEJonUEIA7YoFbCwWU3EdgUuOq/bokzEdV5PijGTHKsyIuKjzBgMWsSXJBRiNHUt8TWRxyshxMQg45UQYrwYkSUJAY4dO8Zzzz3HoUOH6Ojo6PGYpmm8++67Q2leiH6ZjYbT5uYPTSik4w+FegQKfIEQvmCIvsJmZ56AN2jqYN9s1LB0Zh+YjQZMBk3O1gshhBBCCCHGrLCDAvv372fp0qXk5ORQWlrKvHnzaGpqorq6mry8PIqKiiLZTyGGlcGgYTUYpbCeEEIIIYQQYlIJO+f4O9/5DqtWreLAgQPous4vfvELKisr+ctf/oLH4+EHP/hBJPspwrRkyRJmz57NM888M9pdERFkMRl44PLpPHD5dJk6ICYMGa+EEOOFjFdCiIkk7EyBnTt3sm7dOgwGdUASCoUAuOqqq3jwwQf59re/zd/+9rfI9FKEbdu2bTLnTQgxLsh4JYQYL2S8EkJMJGGfYmxtbSU5ORmDwYDZbKa1tbX7scWLF7Nz586IdFAIIYQQQgghhBDDI+ygQE5ODk1NTQAUFxezadOm7sf27t2LzWYbeu+EEEIIIYQQQggxbMKePnDxxRezZcsW1qxZwxe/+EW+973vUVtbi8ViYf369dx8882R7KcQQgghhBBCCCEiLOygwEMPPURNTQ0A3/rWt6irq+O3v/0tmqZxww038Nhjj0Wsk0IIIYQQQgghhIi8sKcPFBUVsXz5cgCMRiNPPfUUzc3NNDU1sX79eim+MkZIdVwhxHgh45UQYryQ8UoIMZGEnSkgxgepjiuEGC9kvBJCjBcyXgkhJpKwMwUMBgNGo7HPi8lkIjU1lSuuuIL3338/kv0VQgghhBBCCCFEhIQdFPjud7/LlClTSE5O5tZbb+Wb3/wmt9xyC8nJyeTn53PzzTdTVVXF5ZdfzsaNGyPZZyGEEEIIIYQQQkRA2EGB5ORkMjMzOXHiBC+88AKPPvoo69evp7y8nIyMDHJycti9ezfLly/nhz/8YST7LAZB5rwJIcYLGa+EEOOFjFdCiIlE03VdD+eJxcXF/OQnP+Fzn/tcr8deeeUVHnzwQcrLy3n55Ze54447cDgcQ+6sGDiHw0FCQgJ2u13mvAkhxrSqqiry8vJkvBJCjHkyXgkhxovBHA+GnSlQVVWF2Wzu8zGTyURdXR0AWVlZ+P3+cF9GCCGEEEIIIYQQwyTsoMCMGTN48sknCQQCPe4PBAI8+eSTzJgxA4Da2lrS0tKG1ksRNklvE0KMFzJeCSHGCxmvhBATSdhLEj7yyCNcf/31FBcXs2bNGjIyMqivr+e1116jurqaV155BYCNGzeybNmyiHVYDI4smSOEGC9kvBJCjBcyXgkhJpKwgwLXXnstr7/+Ot/97nf5r//6L3RdR9M0Fi9ezHPPPceqVasAeP755yPWWSGEEEIIIYQQQkRO2NMHAK644go++eQT2tvbqayspL29na1bt3YHBMTok/Q2IcR4IeOVEGK8kPFKCDGRhJ0pcLqYmBi2b99OSUlJJJoTZ3HkyBFuvPHGHrd/97vfsWbNmrM+R9LbhBDjhYxXQojxQsYrIcREMqRMgS7BYJAVK1Zw5MiRSDQnzmLGjBns3r2b3bt38/e//53Y2Fguv/zyfp8jkWwhxHgh45UQYryQ8UoIMZFEJFMAQNf1SDUlBuDPf/4zl112GbGxsf1uJ5FsIcR4IeOVEGK8kPFKCDGRRCRTAEDTtEg1NS5t2rSJq6++muzsbDRN47XXXutzu3Xr1jF16lSioqIoKSlh8+bNYb3e73//+x5TCc5GItlCiPFCxishxHgh45UQYiKRTIEIcblczJ8/n6985Stcf/31fW7z8ssvc//997Nu3TouuuginnvuOVavXs3BgwfJz88HoKSkBK/X2+u5b7/9NtnZ2QA4HA4+/PBDXnrppXP2SyLZQojxQsYrIcR4IeOVEGIi0fQIHc2fPHmS7OxszGZzJJob1zRN49VXX+1VAPCCCy5g0aJFPPvss933zZo1izVr1vDoo48OuP1f//rXbNiwgd/85jdn3cbhcJCQkEBxcTFGo5E77riDO+64A6vVitVqHfR7EkKI4VJVVUVeXp6MV0KIMU/GKyHEeNF1PGi3288ZxIzY9IGTJ0/i8/ki1dyE4/P52LFjBytXruxx/8qVK9myZcug2hro1AGA0tJSjhw5woMPPkhCQsKggg9CCDGSZLwSQowXMl4JISaSiEwf6Fp9YNu2bSxatCgSTU44TU1NBINBMjIyetyfkZFBXV3dgNux2+188sknvPLKKwPavrKyskdkSKLYQoixSsYrIcR4IeOVEGIiiVimwESsKfDwww+jaVq/l+3btw+qzTMLMuq6PqgijQkJCdTX12OxWAa0fXx8fI+LfGkJIcYqGa+EEOOFjFdCiIkkYoUGJ+LqA/feey833XRTv9sUFBQMqK3U1FSMRmOvrICGhoZe2QNCCCGEEEIIIcRIkNUH+pGamkpqampE2rJYLJSUlLBx40auu+667vs3btzItddeG5HXEEIIIYQQQgghBiMiQQGj0Uh5eXn3knmTkdPppLS0tPt2eXk5u3fvJjk5uXu5wbVr13LLLbewePFili1bxs9//nMqKiq46667RqvbQgghhBBCCCEmsbCDAjt27KCkpKT79pQpUyLSofFq+/btrFixovv22rVrAbj11ltZv349ADfeeCPNzc088sgj1NbWMnfuXN58881J/7sTQgghhBBCCDE6ND3MvH+DwcAFF1zAvffeyw033IDZbI5038QQDGZdSiGEGE1d637LeCWEGOtkvBJCjBeDOR4Me/WB9evXEwqFuOWWW8jLy+Pf//3fqaqqCrc5IYQQQgghhBBCjLCwgwJf+tKX2Lp1K1u3bmXlypU89thjFBYWcv311/PBBx9EsItCCCGEEEIIIYQYDmEHBbosWbKEX/3qV1RWVvLwww+zfft2LrvsMubOnctzzz2Hx+OJRD9FmJYsWcLs2bN55plnRrsrQgjRLxmvhBDjhYxXQoiJJGJLElosFmJiYrBYLOi6jtvt5mtf+xo/+MEP+MMf/sDSpUsj9VJiELZt2yZz3oQQ44KMV0KI8ULGKyHERDLkTIG9e/dy5513kpOTw7e+9S0uuOACtm7dyvHjx9m9ezc5OTnceeedkeirEEIIIYQQQgghIijsTIGXX36ZZ555hg8//JC0tDTWrl3L1772NTIzM7u3mTdvHj/60Y9YtWpVRDorhBBCCCGEEEKIyAk7KPCFL3yBhQsX8sILL/CFL3wBi8XS53YFBQXcfPPNYXdQCCGEEEIIIYQQwyPsoMCmTZu4+OKLz7ldYWEhv/zlL8N9GSGEEEIIIYQQQgyTsGsKXHTRRf0+7nA4wm1aRJBUxxVCjBcyXgkhxgsZr4QQE0nYmQKXXXYZL730Eunp6b0e27ZtGzfddBNlZWVD6pwYOqmOK4QYL2S8EkKMFzJeCSEmkrAzBQ4ePMj8+fN57733etz/5JNPcvHFF5OSkjLkzgkhhBBCCCGEEGL4hB0U2LNnD7Nnz2bVqlU8/PDDNDc3s2bNGh544AHuvPNO/v73v0eyn0IIIYQQQgghhIiwsIMCGRkZvPPOO3znO9/hhz/8Ibm5uWzatIk//vGPPPXUU2ddjUCMLJnzJoQYL2S8EkKMFzJeCSEmkrBrCgBomkZKSgoGgwGv10tBQQGzZ8+OVN9EBMicNyHEeCHjlRBivJDxSggxkYSdKdDe3s7nP/95HnjgAe644w62bdsGqMjpr3/964h1UAghhBBCCCGEEMMj7KDAokWLePvtt3nppZd4+umnKSkpYceOHaxZs4Zbb72V2267LZL9FGGS9DYhxHgh45UQYryQ8UoIMZFouq7r4Txx0aJF/P73v6e4uLjXY88//zz33XcfLpdryB2czK677jo++OADLrvsMv74xz8O6rkOh4OEhATsdruktwkhxrSqqiry8vJkvBJCjHkyXgkhxovBHA+GnSnw0Ucf9RkQALj99tvZunVruE2LTl//+tf51a9+NdrdGBO8Xi8PP/wwXq93tLsiRL/ksyrkMyDGC/msCvkMiPFCPqvDK+xMATEyPvjgA55++umwMwWmT5+O0Wjknnvu4Z577hmmXg4/yXwQ44V8Vgev68ybjFdCjCz5rA6ejFdCjA75rA7eiGQKABw7dowHH3yQq666iksvvbTH5bLLLhtK0+Pepk2buPrqq8nOzkbTNF577bVe26xbt46pU6cSFRVFSUkJmzdvjng/tm3bxsGDBwf1hTWY+XED3XYg202meXmj+V6H47Uj0WY4bQz2OZH6vE6mzyqM3PuV8WpskvEqMm3IeDUyZLwa2uuOdzJeRaYNGa9Gxph6v3qY9u3bp8fGxurTp0/XDQaDvmDBAj03N1fXNE3Pz8/XV6xYEW7TE8Kbb76pP/TQQ/orr7yiA/qrr77a4/GXXnpJN5vN+v/8z//oBw8e1O+77z49NjZWP3nyZI/t3n//ff36668f9Ovb7XYd0KdPn67PmjVLf/rppwf83FmzZkV824Fs1982Xe/HbrcPuG9j2WB+x+PhtSPRZjhtDPY5kfq8TqbPqq4P/+e1srJSxqsxTMaryLQh49XIkPFqcNtMtM+AjFeRaUPGq5Ex3J/XwfzOTOEGE77zne+watUqXn75ZSwWC7/4xS9YtGgRb7zxBl/96lf5wQ9+MOSAxXi2evVqVq9efdbHH3/8cW677TZuv/12AJ544gk2bNjAs88+y6OPPjro1/N6vT3m2LS2tgLw6quvdqeLVFVVDagtn88X8W0Hsl1/27S3twNQXV2Nw+EYUN/GssH8jsfDa0eizXDaGOxzIvV5nUyfVYj8Z8br9eLz+bpvV1dXA/DKK6+QmJgIyHg1lsh4FZk2ZLwaGTJeDW6bifYZkPEqMm3IeDUyhvvz2vV7CgaD59443MhDTk6O/n//9396MBjUNU3Tt23b1v3YT37yE/2SSy4Jt+kJhzMyBbxer240GvU//elPPbb7+te/3uv3NtBMge9973s6IBe5yEUucpGLXOQiF7nIRS5ykYsO6J988sk5jyXDzhRobW0lOTkZg8GA2WzuPjMNsHjxYh555JFwm57wmpqaCAaDZGRk9Lg/IyODurq67turVq1i586duFwucnNzefXVV1myZEmfbX77299m7dq13bdbW1spKCigsrJSinEIIcaUMzObampquOCCC2S8EkKMOTJegS8Q4n82HQfgjksKsZiGVJIsosZy30D17+n3j+H1h7jzkkKSbdYhtTXW3+tY7t9k5HA4yMvLO+uKgacLOyiQk5NDU1MTAMXFxWzatInLL78cgL1792Kz2cJtetLQNK3HbV3Xe9y3YcOGAbdltVqxWnsPNPHx8ZPmS0sIMb7JeCWEGC8m03jlC4SIilX79fHx8WPqYG8s9w1U/xLiEwDITk8ZUv/Gw3sdq/3zBUI8834pAPesKB5TfRsJRqPxnNuEHRS4+OKL2bJlC2vWrOGLX/wi3/ve96itrcVisbB+/XpuvvnmcJue8FJTUzEajT2yAgAaGhp6ZQ8IIYQQQgghhBDDJeygwEMPPURNTQ0A3/rWt6irq+O3v/0tmqZxww038Nhjj0WskxONxWKhpKSEjRs3cijqQkUAAKzvSURBVN1113Xfv3HjRq699tpR7JkQQojJbrKfURFCCCEmm7CDAkVFRRQVFQEqJeGpp57iqaeeiljHxjun00lpaWn37fLycnbv3k1ycjL5+fmsXbuWW265hcWLF7Ns2TJ+/vOfU1FRwV133TWKvRZCCCGEEEIIMZmEHRQQ/du+fTsrVqzovt1VBPDWW29l/fr13HjjjTQ3N/PII49QW1vL3LlzefPNN5kyZcpodVkIIYQAwBsI4vGHcHr8QyqMJYQQQoixb1BBgYqKikE1np+fP6jtJ5JPf/rTqNUIz+7uu+/m7rvvHqEeCSGEEOd2oMbOR2XNePxBgqEQNy7JZ25Owmh3SwghhBDDZFBBgYKCgl4V8/sTDAYH3SEhhBBCjI52j58/7ayiwx/EZjXR4vLzhx2VTEmJIS7KHFabUqNACCGEGNsGFRR44YUXBhUUEEIIIcT40eb2Y+/wY7OaMBsNZMZH0ezy0ub2hx0UEEIIIcTYNqigwJe//OVh6oYQQgghRltijJmEaDOH69qxWU3UOTykxllIjJGAgBBCCDFRSQ6fEEIIMcJ8gRA/23iUn208ii8QGjPtxUWZ+dyiXKLNRlzeAMmxZj5fkidZAkIIIcQENqTVB44dO8Zzzz3HoUOH6Ojo6PGYpmm8++67Q+rcZPf666/zL//yL4RCIb71rW9x++23j3aXhBBCTHBzshNYVpSC1x/iny8tltUHhBBCiAku7KDA/v37Wbp0KTk5OZSWljJv3jyampqorq4mLy+PoqKiSPZz0gkEAqxdu5b333+f+Ph4Fi1axOc+9zmSk5NHu2tCCCEmOKvJiNVkxCYZAkIIIcSEF/b0ge985zusWrWKAwcOoOs6v/jFL6isrOQvf/kLHo+HH/zgB5Hs56TzySefMGfOHHJycoiLi+PKK69kw4YNo90tIYQQQgghhBATSNhBgZ07d3LrrbdiMKgmQiE1h/Gqq67iwQcf5Nvf/nZkejhObdq0iauvvprs7Gw0TeO1117rtc26deuYOnUqUVFRlJSUsHnz5u7HampqyMnJ6b6dm5tLdXX1SHRdCCGEEEIIIcQkEXZQoLW1leTkZAwGA2azmdbW1u7HFi9ezM6dOyPSwfHK5XIxf/58nn766T4ff/nll7n//vt56KGH2LVrF8uXL2f16tVUVFQAoOt6r+fIcpBCCCHGI28giL3Dj9PjH+2uCCGEEOIMYdcUyMnJoampCYDi4mI2bdrE5ZdfDsDevXux2WyR6eE4tXr1alavXn3Wxx9//HFuu+227uKBTzzxBBs2bODZZ5/l0UcfJScnp0dmQFVVFRdccMFZ2/N6vXi93u7bDocjAu9CCCEi78zxqr29fRR7I4bbgRo7H5U14/EHCYZC3Lgkn7k5CaPdLSEGRMYrIcRkEHamwMUXX8yWLVsA+OIXv8iPf/xjbr/9du6++26+/e1vc/XVV0eskxONz+djx44drFy5ssf9K1eu7P6dnn/++ezfv5/q6mra29t58803WbVq1VnbfPTRR0lISOi+5OXlDet7EEKIcJ05Xs2ePXu0uySGSbvHz592VtHhDxJrNdHi8vOHHZW0S8aAGCdkvBJCTAZhBwUeeuih7gP/b33rW3zta1/j1Vdf5fe//z033HADjz32WMQ6OdE0NTURDAbJyMjocX9GRgZ1dXUAmEwm/vM//5MVK1awcOFCvvGNb5CSknLWNr/97W9jt9u7L5WVlcP6HoQQIlxnjlcHDx4c7S6JYdLm9mPv8GOzmjAbDWTGR2F3+2lzS1BAjA8yXgkhJoOwpw8UFRV1LztoNBp56qmneOqppyLWscngzBoBuq73uO+aa67hmmuuGVBbVqsVq1XWkhZCjH1njlcy3WniSowxkxBt5nBdOzariTqHh9Q4C4kxstShGB9kvBJCTAZhZwqI8KWmpmI0GruzAro0NDT0yh4QQgghxqu4KDOfW5RLtNmIyxsgOdbM50vyiIuSoIAQQggxVoQdFDAYDBiNxj4vJpOJ1NRUrrjiCt5///1I9ndCsFgslJSUsHHjxh73b9y4kQsvvHCUeiWEEEJE3pzsBJYVpXBhUSoPfGa6FBkUQgghxpiwpw9897vf5Ve/+hXt7e1cffXVZGRkUFtbyxtvvEFcXBzXXHMN77zzDpdffjl//etfu1cmmCycTielpaXdt8vLy9m9ezfJycnk5+ezdu1abrnlFhYvXsyyZcv4+c9/TkVFBXfdddco9loIIYSIPKvJiNVkxCYZAqPGFwjxzPtqv+SeFcVYTJIsKoQQQgk7KJCcnExmZib79u0jNja2+36n08nll19OTk4Ou3fv5vLLL+eHP/zhpAsKbN++nRUrVnTfXrt2LQC33nor69ev58Ybb6S5uZlHHnmE2tpa5s6dy5tvvsmUKVNGq8tCCCGEEEIIISaZsMPETz31FA8++GCPgACAzWbjwQcfZN26dZhMJu666y527tw55I6ON5/+9KfRdb3XZf369d3b3H333Zw4cQKv18uOHTu45JJLRq/DQgghhBhTfIEQP9t4lJ9tPIovEBrt7gghhJigwg4KVFVVYTb3nQZoMpm6i+hlZWXh98vSQ0IIIYQQQgghxFgTdlBgxowZPPnkkwQCgR73BwIBnnzySWbMmAFAbW0taWlpQ+ulEKIHOXskhBBCCCGEiISwawo88sgjXH/99RQXF7NmzRoyMjKor6/ntddeo7q6mldeeQVQFfWXLVsWsQ4LIYQQQgghhBAiMsIOClx77bW8/vrrfPe73+W//uu/0HUdTdNYvHgxzz33HKtWrQLg+eefj1hnJ5vrrruODz74gMsuu4w//vGPo90dIYQQQgghhBATTNhBAYArrriCK664ArfbTWtrK0lJScTExESqb5Pe17/+db761a/yv//7v6PdFTHByVJVQgghhBBCTE4R2fOPiYkhJydHAgIRtmLFCuLi4ka7G0IIIYQQQgghJig5HRimTZs2cfXVV5OdnY2mabz22mu9tlm3bh1Tp04lKiqKkpISNm/ePPIdFWKck6KKQgghhBBCDJ8hTR+YzFwuF/Pnz+crX/kK119/fa/HX375Ze6//37WrVvHRRddxHPPPcfq1as5ePAg+fn5AJSUlOD1ens99+233+a1117jG9/4Bm63G7PZzObNm1m+fPmwvy8hhBBCiHORaWdCCDFxSFAgTKtXr2b16tVnffzxxx/ntttu4/bbbwfgiSeeYMOGDTz77LM8+uijAOzYsaPP53YFFL7+9a8TCAR4/vnnewUUhBBCCCEGwxsI4vGHcHr8JNuso90dIYQQY4SEdYeBz+djx44drFy5ssf9K1euZMuWLed8fldA4bHHHqOgoIDExETy8vJ49tlnz/ocr9eLw+HocRETmzcQxN7hx+nxj8n2Imks9y3S2j1+KlvctE/g93rmeNXe3j7aXRJiwjtQY+ejsmY+KmviZ+8cZX+1fbS7NC7IeCWEmAwkKBCGM+sJnKmpqYlgMMiHH37Yo6ZAR0cHdXV1/bZ9ekBh1apVPPzww9TV1VFZWcmGDRvO+rxHH32UhISE7kteXt6Q36cYuyK9czeWdxbHct8ibVdFKzc/v5Xb/3cbP3nr8IR9r2eOV7Nnzx7tLgkxobV7/PxpZxUd/iCxVhMtLj9/2FE5oYOPkSLjlRBiMpDpA2E4Vz2BLk888QT//d//3V1TYN26dT3S//uqKeD3+wkGg2RkZLBhwwY++OADnn76aRYtWtTv0oRr167tnqoA0N7ezuzZsyVjYIzwB0P8z4eVANxxUR5mY/jxOKc3wEsfl+P0+LBZjDTY3fz2ozL++VMF2KyD/5eOdHuRNJb7FmmT6b3efvvt3Hjjjd236+rquPTSSyfVeOUPhrrH//Z2x5DGhEi3N5b7NtlE6ndX1eahyeEm2giaHiIlWqPJ7qaqoZWcxKhR7dtYJ+PV2P5bj+W+wdgemyNtLPdvLPdtOA1mnNJ0XdeHsS8TXlemwKuvvsqaNWsAdbbfarWyatUq3nrrre5tk5OTsdlsVFRUnLW9mpoacnJy2LJlC8uWLesOCixcuJBf//rXHD58uM/n/du//Rs//OEPI/fGRGQZTCQsuwEA+0e/h1Ag7KZMCRkkLL8FU0I6hIJ4a49hjE2kbfNvCDoaRr29SBrLfYu0yfReBREdEyLe3lju22QTod+dZokm8ZIvEZV/HiGvm4CjiZC7jbbNv0b3dYxq38Q4MJb/1mO5bzC2x+ZIG8v9G8t9GwF2u534+Ph+t5lYp58mgNTUVIxGY69pBg0NDWRkZAy6vcrKynN+CMTw65kp8MyQMwWefL+c7RV2bBYjmQkrSI4188+/fCjsTIFIthdJY7lvEPkMkLH8XiPpP/7jP3jsscd63T+ZxqtIjgnD0d4pZ69lM1DD17eJL5K/u73VDn78dhneQIhFefFctyCL2Zk/HRN9G8tkvBrbf+ux3DeIbP8m03uNtLHct+HkcDgGPKV8Yu1pjiCn00lpaWn37fLycnbv3k1ycjImk/q1vvvuu7zwwgssW7aMn//857hcLhITE/tt12KxUFJSwsaNG/nv//5vdu7cicvlwu/388UvfvGsz/v3f/93vvnNb3bf7voQxMfHT5ovrbHMFwhhtapKz3Fx8UNauikeuGmpxuGGA3j8QdITYrhxST7ZaQljor1IGo6+RXIZrbH8dx3LfvCDH/Dv//7v3berq6uZPXv2pBqvIvnZGY72Imks922si+Tv7vwYGxefaMfrD/HPlxYPefWByfJ3lfFqbP+tx3LfILL9m0zvNdLGct/GCvmNdHr44YfRNK3fy/bt27u33759OwsXLuy+vXbtWhYuXMh3v/vd7vvuu+8+HnnkERYsWMCmTZu45ZZbsFgs5+zL2rVref7557nxxhvZtGkTd955J1arle9///tnfY7Vau3+gppMX1ST1ZzsBJYVpXBhUSoPfGY6c3OGduAYyfZ8gRA/23iUn208ii8QGlK/It23sW6yvNczx6u4uLjR7pIQERHp8S/SrCYj8dFmbFHm0e7KuCHjlRBiMpBMgU733nsvN910U7/bFBQUdF//9Kc/ja7raJrWo54AqJoCRqORiy66qEfK2X333TegKQA33ngjzc3NPPLII9TW1jJ37lzefPNNpkyZMuj3JSYuq8mI1WSM2M5dpNuLpLHct0ibTO9VCCGEEEKMPgkKdEpNTSU1NTUibZ0+BeC6667rvn/jxo1ce+21A2rj7rvv5u67745If4QQPXkDQTz+EE6Pf8gptJFsy2Iy8MDl04fUhhBCCCGEEIMhQYEw9FdPoGvJwbVr13LLLbewePHi7poCFRUV3HXXXaPVbSEEcKDGzkdlzXj8QYKhEDcuyQ87TT+SbQkhhBBCCDEaJCgQhu3bt7NixYru22vXrgXg1ltvZf369YBMARC9RfKM8mQSybPn7R4/f9pZRYc/iM1qosXl5w87Kv8/e38eHuV534v/72f2fbSM9h3EJmSzCGxjBwdMjCOnXrCT4rbHdVPjxgdSx1bTc5LLp6e2e3Lx+36T2pzra0Pj45OQOm1DNhPXISZKYgdsjAGBALMLBNp3za7Zn98ftyQQSEISM5rt/bquuaQZPfPoHiE+mudzf+7PjbJsA8zTLNeP5rmIKD6i2XiUiIgoWTEpMAMj/QRuhksAaES6zSgnagLE7g3CMRSESauCWqlAvkWHfo8fdm9w2hfy0TwXEREREVG8MCVOFGPXzigbr5lRdvmC8R5aTIwkQD652IfXfncen7U74j2kURkGNax6Ndz+EILhCLqcPlgNamQYpn8RH81zERERERHFC5MCRBOI1tZS480oO7xB2L2JkxQYKdF/4f75t1Q+m+gJELNOjceWF0OvVsLjDyHLqMZXakpmNLMfzXMREU3EHwrDMRSEO0HiKBERpR4uHyCKsZEZ5bNdLpi0KnQ5fbCZNbc0o5yoXeqToaR+WWkmfrzpTti9QWQY1Lc0rmiei4joeum29IyIiOKDlQJEk4jGDE06zSgnS0m9WadGSVZ0GgJG81xERCMSvfIKYBUDEVGqYFIggb333ntYsGAB5s2bh7feeivew0k70Vwbv7jQilVzs3H3XBte+ML8lJ3pSacECBFRLCX60rNE7h9DRETTw+UDCSoUCqGurg4ffPABLBYLli9fjsceewxZWVnxHlrCCoQieLX+HHzBCJ67r/KWut7HYrs5rUoJrUoJU4pfII8kQPzBCP72Fv8diIjSVbSXniXq9q5ERBR/TAokqEOHDmHx4sUoKioCADz44IPYu3cv/uzP/izOI0tc0Vx7mQxr4xOVRqXAt2oXxXsYRERJbaTy6kSbI+Eqr/g3kogotXD5QAzs27cPDz30EAoLCyFJEnbv3j3ucdu3b0dFRQV0Oh1qamqwf//+0a91dHSMJgQAoLi4GO3t7bEeetKK9trLaK+Nj1Z3fyIiSh+JuvQsWfrHEBHR1PDqJAY8Hg+WLFmC119/fcJjdu3aheeffx4vvvgijh07htWrV6O2thYtLS0AAFmWb3iOJEkxG3Oyi/baS66NJyKiRKBVKWHRqxNq6Rn/RhIRpRYuH4iB2tpa1NbWTnrMq6++iqeffhqbNm0CAGzbtg179+7Fjh07sHXrVhQVFY2pDGhra8Odd9454fn8fj/8fv/ofafTeYuvIrnEYts/bjdHFBvXxyuXyxXH0aQOfygMXzACty/IXh5xlC7/DunSP4bximhqEnW7bJoaVgrEQSAQQENDA9avXz/m8fXr1+PAgQMAgDvuuAOfffYZ2tvb4XK5sGfPHjzwwAMTnnPr1q2wWq2jt5KSkpi+hkRj1qmxcWUpVs3NRmmWATazJiqzFtxujij6ro9XVVVV8R5S0kunTvCBUASv1Z/Ha/XnEQhF4j2cMdLp3wFIzCqGaGO8IqJ0wKRAHPT19SEcDiMvL2/M43l5eejq6gIAqFQq/PM//zPWrl2LZcuW4e///u+RnZ094Tm//e1vw+FwjN5aW1tj+hoSUXWRFd9cvwB/t34Bvrl+QcKsvSSisa6PV6dPn473kJJaMuxnn8j8oTAcQ0G4b/HnxX+H1MR4RUTpgMsHpuill17Cyy+/POkxhw8fxooVK6Z8zut7BMiyPOaxhx9+GA8//PCUzqXVaqHVpmbp3nSYdSzzJ0p018erdFvuFG3sBD9zib5rTSKX4yby2KKJ8YqI0gGTAlP09a9/HU888cSkx5SXl0/pXDabDUqlcrQqYERPT88N1QNERESTiUVPlXRw7cy+6ZqZ/bLsmS0Z478DERElKyYFpshms8Fms0XlXBqNBjU1Naivr8eGDRtGH6+vr8cjjzwSle9BRETpIZH3s09k0Z7Z578DERElKyYFYsDtdqOpqWn0fnNzMxobG5GVlYXS0lIAQF1dHZ588kmsWLECq1atwptvvomWlhY8++yz8Ro2ERHNomh2qU/kTvCJWmYei5n9RP53ICIimgiTAjFw5MgRrF27dvR+XV0dAOCpp57Czp07AQAbN25Ef38/XnnlFXR2dqK6uhp79uxBWVlZPIZMRESzKJpr2UdoVUpoVcqU7gQ/IhoJlVjN7KfTvwMREaUGJgViYM2aNZBl+abHbd68GZs3b56FERERUaKI9lr2dBPNhEq0Z/YTtSqCiIhoMtySkIiIaBaNt5bd4Q3C7uXWdTcTi23/tColLHo1Z/aJiChtsVKAiIhoFrFL/cxFuzkgZ/aJiIhYKUBERDSrRtay69VKdqmfppGEitsfQjAcQZfTB6tBzYQKERHRLWClABER0Sxjl/qZ4bZ/RERE0cdKgQS3YcMGZGZm4stf/nK8h0JERFHEtewzM5JQuXuuDS98Yf4t79pARESU7lgpkOCee+45/PVf/zV+9KMfxXsoRESUoNJpbbxGpcC3ahfFexhElADSKfYRxRKTAglu7dq1+PDDD+M9DCIiIiIiipNoJ0ACoQje+KAJALBlbSU0KhaQpzP+68fIvn378NBDD6GwsBCSJGH37t3jHrd9+3ZUVFRAp9OhpqYG+/fvn92BEhERERERUdpiUiBGPB4PlixZgtdff33CY3bt2oXnn38eL774Io4dO4bVq1ejtrYWLS0tszhSIiKabSMzPi/cP5+zM0RERBRXXD4QI7W1taitrZ30mFdffRVPP/00Nm3aBADYtm0b9u7dix07dmDr1q3T+n5+vx9+v3/0/uDgIACgra0NFotlmqMnIoqdQCAwJl61t7cDAFpaWpCRkRGnURER3YjxCgiGIrD3dgEA2tt0UDOROWWJ/LNL5LFFWzq91ms5nU4AQDgcvumxTArESSAQQENDA771rW+NeXz9+vU4cODAtM+3detWvPzyyzc8vnjx4hmPkYhoNt12223xHgIR0ZSka7x6Jd4DSGKJ/LNL5LFFWzq91hFNTU1YuXLlpMcwKRAnfX19CIfDyMvLG/N4Xl4eurq6Ru8/8MADOHr0KDweD4qLi/HOO++M+4/67W9/G3V1daP3BwcHUV5ejtbWVlYKEFFCa2trw+LFixmviCjhMV4RUbJwOp0oKSlBZWXlTY9lUmAaXnrppXFn4691+PBhrFixYsrnlCRpzH1Zlsc8tnfv3imdR6vVQqvV3vD4unXroFQqsWXLFmzZsmXK4yIimi0jb6wZr4go0TFeEVGyUSqVNz2GSYFp+PrXv44nnnhi0mPKy8undC6bzQalUjmmKgAAenp6bqgeuBWHDx9mJpuIkgLjFRElC8YrIkolTApMg81mg81mi8q5NBoNampqUF9fjw0bNow+Xl9fj0ceeSQq3wMAVq5cyUw2ESUFxisiShaMV0SUSpgUiBG3242mpqbR+83NzWhsbERWVhZKS0sBAHV1dXjyySexYsUKrFq1Cm+++SZaWlrw7LPPRm0czGQTUbJgvCKiZMF4RUSphEmBGDly5AjWrl07en+kCeBTTz2FnTt3AgA2btyI/v5+vPLKK+js7ER1dTX27NmDsrKyeAyZiIiIiIiI0owky7Ic70FQ9DmdTlitVsyfP5/lbUSU0Nra2lBSUsJ4RUQJj/GKiJLFyPWgw+G4aWUTKwVSHMvbiChZMF4RUbJgvCKiVKKI9wCIiIiIiIiIKD6YFEhxK1euRFVVFd544414D4WIaFKMV0SULBiviCiVcPlAimN5GxElC8YrIkoWjFdElEpYKUBERERERESUppgUICIiIiIiIkpTTAqkOK55I6JkwXhFRMmC8YqIUgl7CqQ4rnkjomTBeEVEyYLxiohSCSsFiIiIiIiIiNIUkwJEREREREREaYpJASIiIiIiIqI0xaQAERERERERUZpiUiDFsTsuESULxisiShaMV0SUSrj7QIpjd1wiShaMV0SULBiviCiVsFKAiIiIiIiIKE0xKUBERERERESUppgUSCLnzp3D0qVLR296vR67d++O97CIiIiIiIgoSbGnQBJZsGABGhsbAQButxvl5eW4//774zsoIiIiIiIiSlqsFEhS7777LtatWwej0RjvoRAREREREVGSYlIgivbt24eHHnoIhYWFkCRp3NL+7du3o6KiAjqdDjU1Ndi/f/+MvtdPf/pTbNy48RZHTEREREREROmMSYEo8ng8WLJkCV5//fVxv75r1y48//zzePHFF3Hs2DGsXr0atbW1aGlpGT2mpqYG1dXVN9w6OjpGj3E6nfj444/x4IMPxvw1ERERERERUepiT4Eoqq2tRW1t7YRff/XVV/H0009j06ZNAIBt27Zh79692LFjB7Zu3QoAaGhouOn3+dWvfoUHHngAOp3upsc6nc4x97VaLbRa7U2fR0Q02xiviChZMF4RUSphpcAsCQQCaGhowPr168c8vn79ehw4cGBa55rO0oGSkhJYrdbR20jygYgo0TBeEVGyYLwiolTCSoFZ0tfXh3A4jLy8vDGP5+Xloaura8rncTgcOHToEH7xi19M6fjKykoolUo888wzeOaZZ5jFJqKExXhFRMmC8YqIUgmTArNMkqQx92VZvuGxyVitVnR3d0/5+IaGBlgslikfT0QUL4xXRJQsGK+IKJVw+cAssdlsUCqVN1QF9PT03FA9EE0rV65EVVUV3njjjZh9DyKiaGC8IqJkwXhFRKmElQKzRKPRoKamBvX19diwYcPo4/X19XjkkUdi9n0PHz7MTDYRJQXGKyJKFoxXRJRKWCkQRW63G42NjWhsbAQANDc3o7GxcXTLwbq6Orz11lv4wQ9+gDNnzuCFF15AS0sLnn322ZiNiZlsIkoWjFdElCwYr4golbBSIIqOHDmCtWvXjt6vq6sDADz11FPYuXMnNm7ciP7+frzyyivo7OxEdXU19uzZg7KyspiNiZlsIkoWjFdElCwYr4golUiyLMvxHgRFn9PphNVqxfz586FUKrFlyxZs2bIl3sMiIrpBW1sbSkpKGK+IKOExXhFRshi5HnQ4HDdNYrJSIMUxk01EyYLxioiSBeMVEaUS9hQgIiIiIiIiSlNMCqQ4NsIhomTBeEVEyYLxiohSCZcPpDiWtxFRsmC8IqJkwXhFRKmElQJEREREREREaYpJgRTH8jYiShaMV0SULBiviCiVcPlAimN5GxElC8YrIkoWjFdElEpYKUBERERERESUppgUICIiIiIiIkpTTAqkOK55I6JkwXhFRMmC8YqIUgl7CqQ4rnkjomTBeEVEyYLxiohSCSsFiIiIiIiIiNIUkwJEREREREREaYpJASIiIiIiIqI0xaQAERERERERUZpiUiDFsTsuESULxisiShaMV0SUSrj7QIpjd1wiShaMV0SULBiviCiVsFKAiIiIiIiIKE0xKUBERERERESUppgUSDKvvfYaFi9ejKqqKjz33HOQZTneQyIiIiIiIqIkxaRAEunt7cXrr7+OhoYGnDx5Eg0NDTh48GC8h0VERERERERJio0Gk0woFILP5wMABINB5ObmxnlERERERERElKxYKRBF+/btw0MPPYTCwkJIkoTdu3ffcMz27dtRUVEBnU6Hmpoa7N+/f8rnz8nJwTe/+U2UlpaisLAQX/jCFzB37twovgIiIiIiIiJKJ0wKRJHH48GSJUvw+uuvj/v1Xbt24fnnn8eLL76IY8eOYfXq1aitrUVLS8voMTU1Naiurr7h1tHRgcHBQbz33nu4fPky2tvbceDAAezbt2+2Xh4RERERpZlAKILX6s/jtfrzCIQi8R4OEcUAlw9EUW1tLWprayf8+quvvoqnn34amzZtAgBs27YNe/fuxY4dO7B161YAQENDw4TP/9nPfobKykpkZWUBAL70pS/h4MGDuPfeeyd8jtPpHHNfq9VCq9VO+TUREc0WxisiShaMV0SUSlgpMEsCgQAaGhqwfv36MY+vX78eBw4cmNI5SkpKcODAAfh8PoTDYXz44YdYsGDBTZ9jtVpHbyPJByKiRMN4RUTJgvGKiFIJKwVmSV9fH8LhMPLy8sY8npeXh66urimd46677sKDDz6IZcuWQaFQYN26dXj44YcnfU5lZSWUSiWeeeYZPPPMM8xiE1HCSqt4FQoA+/9ZfL767wCVJr7jIaJpSat4RUQpj0mBWSZJ0pj7sizf8NhkvvOd7+A73/nOlI9vaGiAxWKZ8vFERPHCeEVEyYLxiohSCZcPzBKbzQalUnlDVUBPT88N1QPRtHLlSlRVVeGNN96I2fcgIooGxisiShbpFq9kWUYwzCaDRKmKlQKzRKPRoKamBvX19diwYcPo4/X19XjkkUdi9n0PHz7MTDYRJQXGq1vA5QhEsyqd4lUkIuNirwcefwgefwgaxheilMNKgShyu91obGxEY2MjAKC5uRmNjY2jWw7W1dXhrbfewg9+8AOcOXMGL7zwAlpaWvDss8/GbEzplslOWKEA8MFWcQsF4j0aooTEeEVEySKd4pU3GIbTF8RQMIxfHmuHxx+K95CIKMpYKRBFR44cwdq1a0fv19XVAQCeeuop7Ny5Exs3bkR/fz9eeeUVdHZ2orq6Gnv27EFZWVnMxpROmWwiSm6MV0SULNIpXpm0KlQVWHC604lBTwA/b2jDl2uKYdTyMoIoVbBSIIrWrFkDWZZvuO3cuXP0mM2bN+Py5cvw+/1oaGjAvffeG9MxpVMmm24BKxkoATBeEVGySLd4pVMrUVVggUmnwsBwYoAVA0Spgym+FJdOmWwiSm6MV0SULNIxXunUSjy2rAjvHu8YTQw8XlMM0zQrBgKhCN74oAkAsGVtJTQqzlESxRv/F1Lq4Gw3ERERUcxkGDT4ck0xzMMVA79oaIObFQNESY9JgRSXbuVtRJS8GK9mLhCK4LWmPLzWlIdAiNuGEcVaOscrJgaIUg+XD6S4dCxvixpu8UU0qxivEkS0Yx9jKaWgdI9XI4mBnze0jSYGZrKUgIgSAysFiIiIiIhoWlgxQJQ6mBRIcelc3kZEyYXxioiSBeOVkGHQ4Cs1JUwMECU51vikuHQvb0sokTAwNABEQgBYjkt0PcYrIkoWaRWvQgHg8kfDn5cCKt2YL1sNanylpgQ/a2jlUgKiJMX/rUSzQZaB3jPA0CBw8Q/Aoj+J94iIKN76zgNyBDi/F9AYAJUWUGpFkm/MRy2g1Ig34ko1IEnxHjkR0RjTSgzcJMlARLOPSQGi2dDyiUgIAEDncaDkTsCUE98xXcvnANoOAzprvEdClBYCoQjeuFIByGFsyTwx9X26JWk4QaC95qMWiCgAbz+gUAOONkBVygoiIppVrBggSl7sKZDiuOYtAdhbgCsfi89VOlE1cOmD+I7pepc+AEI+wN0txksUB2kXr/QZgD4TKFsFlNwBFC4FchcB2XMBa7FIHOqsgFoHSMN/rmUZCPkBnxPw9AGOdmDgkqg6CLgB3yBwYhfw0WvAkR+IKoSuk4B3QDyXiKIi7eLVFI0kBthjgCi5MHWX4tJqzVsiCniA078Sb8ZNuYC1VLy5778o3shnzYn3CIHBK0Dv+av3m/8oLkpYokyzLO3ilcYkPpbeDehuUj4ry6IfScgPhAPDH/2iDDfsB7xu4OxB8TWtFggPAa5ucWs/Ks6h1gOWIsBSePWm0sb2NRKlqLSLV9OQ1BUD7NlEaSoJ/ncSJSlZBs68B/jdgCELQCWgUIrZwI5G0VsgoxxQxLFgJxIBmurF58YcMZvo7AT6LgA58+M3LiIaS5JEPwGlevyv+3yA7oz4/I4/BxAAnB2As018dHUDwSGgv0ncRs5pyL4mUVAEGG2z8nKIKLUldWKAKA3xfyZRrLQcFNUAChWw6GHg2Nvi8dJVQM8ZwN0LdJ8ECpbEb4ydjWIcKi2QNfdqs5/mPwLZlfFNWBDRzOks4pa7UNyPhMXyIGcH4GwXH4fsYgmCp0/0OgHErJgxT1QQac2i34jRxsohIpq26xMDPz/Sii+vKLnV/ZeIKAaYFCCKBXsr0LxPfD7vfrF0YITaAJTdIyoFmvcBOYviU54WHLo6xvLPAZc+FOuY1XpxkRDvhAURRY9CeXXJAFaIx/zusUkCV4conR28DDiGe4t8+n1ArQX0WaKqYMwta+LKBSIijE0MDHqD+PmRVjxcnUCNlokIAJMCRNEX8A73EYgAeVXiwjocHHtMUQ3QcVTM1LUdEhfls+3yRyIxYLQBBUtFUkChAkrvEsmC5v1AbhXf9BOlKq1JLBMaWSoUiQCeXlElMHAR8LtEMiEcAtw94nY9nWVskmDkc42J1QVEKUKjUuCFym5xZ6o7pVzj+sTALxs7EYhI0CjY/JQoUTApkOJWrlwJpVKJLVu2YMuWLfEeTuqTZeDsr8WbaUMWMP+L478xVqqAOWuAU7vFMoOCJaJUd7Z4+q42H6v8gnjjP6JwmVhW4HOKY0rvnL1xUVpjvIozhQIw54kdEWzDiYLPvQAEvWK7Q+/A8Md+wNsHBH0iTvicwEDz2HOpNFcTBFqLiDla0+y/JqIYYbyanmsTA3a3D6ddOlSZfbd+YjYGJIoKJgVSHLvjzrLWQ6KJl0IFVD06eWfvnIWilNfZIWblFz44O2OUZaDpd6KSwTYPyKoQf1RHKFRA+WqR3Gg5IBIW6pt0RieKAsarBCQphisAsm78WsB7TZLgmqSBzy5iirNT3CJhoPeMOJe3H7AUzPrLmBAvKGiGGK+mbyQx8JNPm+ELK3DerYXMrVKJEgKTAkTR4mgXJfgAULlOzLhNRpLEcUffBrpOAMUrxvYeiJX+JjGrp1ACc+8b/5i8aqD1UzG713pQVDUQEV1LYxC3jJKxj4dDIjEwkixwdYvlUiEfcOUAcNvjcRkuEcWf1aDGY0sL8OHhY3CHlOh0+FGu18d7WERpj63FiaIhOASc3i1m33MXihL8qbAWAzkLxOz9xQ9iOkQA4s160+/F58Urx5/9A0QZccXnxedth8VyiHgJBYAPtorbtRUNRJSYlCrRqyRnAVB2N7DwS0DuIvG13rNixxMiSltWvRo2TQgAcLzdEefREBHApEDS+d73vofFixejuroaP/7xj+M9HAKu9hHwOcVa3AUPTq/B1pw1YtZ+4BLQfzFmwwQgLvCHBsXa3rK7Jz/WNg+wFolEwuWPYzsuIkptGhNgsIl4eeWjWzsXE4VESS9PKxowX+z1wOkL3uToiQVCEbzWlIfXmvIQCEWiNTyitMOkQBI5efIk/v3f/x0NDQ04cuQIduzYAbvdHu9hUdsRoO+CuLBf/OjkfQTGY8gCipaLzy/+QXQAjwW/C7gyfHE/Z83NxylJV5cNdB4X64Wngm/YiWg8GaXiY8/Z8XcyIKK0YVRFYFGFEZGB4632eA+HKO0xKZBEzpw5g7vvvhs6nQ46nQ5Lly7F+++/H+9hpTdnB3BpuOx/7jrAnD+z85TdI5r5efpEf4FYuPRHsTWipUD0DJiKjFIgu1Isi2j+Y2zGRUTpQWMUSwoAsSUqEaW1Ap2oEPis3clZ/jgIhCJ4rf48Xqs/z58/MSkQTfv27cNDDz2EwsJCSJKE3bt333DM9u3bUVFRAZ1Oh5qaGuzfv3/K56+ursYHH3wAu90Ou92OP/zhD2hvb4/iK6BpCfrEloKRsNjne2S2fybUepEYAIDmfdGfYXd2AF0nxeeV909zecPnxfE9Z0UncSKimSq7W8ST3nOiASERpa0MdRhWvQq+YBhnu5zxHg5RWmNSIIo8Hg+WLFmC119/fdyv79q1C88//zxefPFFHDt2DKtXr0ZtbS1aWlpGj6mpqUF1dfUNt46ODlRVVeG5557Dfffdhw0bNmDlypVQqbiBRFzIMnDu14DPAegzgAVfmt6F9niKakRPgoBHdPyPFlkGLtSLz/OrRZ+A6TDlAnmLxecjuysQEc2EMUdsxwoAl6eeFI8Vrkcmih9JApYUWQEAja12bk9IFEe8ooyi2tpa1NbWTvj1V199FU8//TQ2bdoEANi2bRv27t2LHTt2YOvWrQCAhoaGSb/H1772NXzta18DAGzatAmVlZWTHu90js28arVaaLXTXPOeTOSI2As71tqPAr3nRR+BqkdE6f+tUijFGv5T74jtAAuWAroo7IHc/ZmoFFCqZ761YPlqoOcMMHhZbGeYVXHr4yK6TtrFq3RVvlrsQtB3QVQfWQriPSKiaWO8io6qAjMOt7nQ7w6gZcCLsmxjvIdElJZYKTBLAoEAGhoasH79+jGPr1+/HgcOHJjyeXp6RHOmc+fO4dChQ3jggQcmPb6kpARWq3X0NpJ8SFm9Z0VTvO7PxPr5WHB1AReHt/WbsxawFEbv3DkLrun4H4VZtFDg6ux+2T2A1jyz8+gzgMLh5RGXPhTVB0RRlnbxKl0Zs4HcKvH5DHoLcHZ/htgENqrSLl4NNItdknzRLfPXqBSoKhQTIMda7FE9NxFNHSsFZklfXx/C4TDy8vLGPJ6Xl4eurq4pn+fRRx+F3W6H0WjED3/4w5suH2htbYXFcnW2OaWz2MEhsd2eHAHO7hEXr3mLxYy7Oe9mz56akP9qHwHbPKB4RXTOO0KSRMPCo/8qegAUrbi1sbccAPxucVFfvPLWxla2Cug6LpIivWev7jtOFCVpFa/SXfnngJ7TQH+TqGSKZnKVaBakVbwKegFXh3h/dehNsRSx5M6ovbdaVpKB4612NPd5MOgJINOoicp5U00gFMEbHzQBALasrYRGxbldih7+Ns0y6bp157Is3/DYZA4cOIDTp0/j8OHDqKmpuenx69atw1133YW3334bFosltf9oqfXiIjqjTJTdh/yizP/ID4AjPwQ6jonHZkqWgXN7ROJBZwEWRqGPwHisReKCW5bFFoUznZUfGgRaD4vP564DlLeYA9QYxZsAQOxkEAnf2vmIrpNW8SrdGbKu7oLCnQgoCaVVvFLpgZxFgC5DJAa6T4n3Vsd/IqoHbrF6MMOgQYVNLBtoTLXtCdOpQiedXmsKYlJglthsNiiVyhuqAnp6em6oHqBboNKKbfTu+BqwZCOQu1Cs1Xd1AefeBw78f6KKwNE+/T9iHUdFB35JAVQ9KpIQsTLn82Lcg5fFH9yZuPgHIBICMstFVUM0FK8ENAaRcOg8Hp1zElF6KrtbxNP+i4CjLd6jIaKJSJJI5OXfBiz/SzFxIUliScHxXSJB0PXZLU0WLCvJBACc7nTCF+SkA9Fs4/KBWaLRaFBTU4P6+nps2LBh9PH6+no88sgjMfu+hw8fHlPeljYkCciaI24Bj/hj1dkIeAfExWznccCUI5YW5C2++QW+uxto+oP4fM6a6Xfwny59ptiNoPWQuLjPrAAU08jhDTSLRoiSAqj8QvQqGlRa0ZvgQr2Y3curBlQs86PoSNt4la4MWaIMufOEiCdLnoj3iIimLG3jlTkfWPyomBxoOyLeW7l7gDP/CTT/UUweFCwR7xemoSRLD5tJgz53AKc6nKgpy4zJ8IlofKwUiCK3243GxkY0NjYCAJqbm9HY2Di65WBdXR3eeust/OAHP8CZM2fwwgsvoKWlBc8++2zMxrRy5UpUVVXhjTfeiNn3SHgaI1B6J3DH3wDL/kIkARQqwN0rLm4PvA6cfhewt4xfPRAJAWfeFR+zK4GSO2Zn3GX3iF0NPH3ij+5URSJA0+/E50XLRfIjmgqXiR4FAQ/QfiS656a0xniVhkaqBQaaAXtrvEdz61g+mzbSPl7pM4F59wN3bQEq7hVVhD4n0PR74JM3gIsfAH7XlE8nSRKWDlcLNLbaEYmwoTHRbGKlQBQdOXIEa9euHb1fV1cHAHjqqaewc+dObNy4Ef39/XjllVfQ2dmJ6upq7NmzB2VlZTEbU9pmsscjSWJpQUapaErYfWo4w90rPu8+BRiyRYY7vxpQqEWSoL8JwDxxIRyrPgLjUevE1l0X6sVOBHmLp5Z57zgmEglqvWjmFW0KpRjXmf8EWj4R1RYaQ/S/z7V8DtEPgrsepDTGqzSkzwQKbgc6GkW1wNI/i/eIUlckLJZpePtEk8fCpfEeUVJjvBqmMQDl94ieQ90nRYWjdwBoOQi0HRbvXUruBIy2m55qYYEZHzX1wTkUxKU+DypzTbPwAihaAqEI3mgSS6K3rIpAw6vMpMJKgShas2YNZFm+4bZz587RYzZv3ozLly/D7/ejoaEB9957b0zHlPaZ7Imo9WLngBVPi/VxBUsApRrw9oty/U/eAE7/CrBfATy9w30EHon9xe/1CpeJEtuAV/yBvZmAF7i8T3xesTp2fQ/yFgOmXDET1vJJbL4HIM5/4bdA1wmg7xxwevetNYukhMZ4laZKV13toWJvifdoUtPAJaDhh8Bgs5i9PfMecP63YvtbmhHGq+soVeI9yx1/A1Q/DliLRSKq8wRw6P8AJ34GDF6ZNLmvVipwW5EVAHCsZXC2Rp48QgGRPL38ESuRKOqYFKD0JkmiP8DCB4G7/xZY8EWxXi4SBnrPAY7hctbyzwEZJbM/PoVS9DAARPb9ZvsDX/4ICPqG+yUsi924JOnquNqPipn8aBu8Ahx+S8wgAiIx03dBbNfoHYj+9yOi+NBnAPm3i8+b98d1KAnnVpcjDA0CJ38umsF5BwClBjANNzdubwAa/y028ZvSlyQBOfOB5U+KW8588Vh/E9D478DRH4kk/wTJgSUlVigkCW2DQ+hx+WZ58GmGSQa6Bgs7UhzL26ZBpRVZ7sJlgKtblL21HRZvWEe24osH23yRkLC3iiY+ix4a/zh3j9ghARDNBafTmHAmsuaIpRj2FvEHZeGXonPeUEC8zrbhfgU6C5B3m3g9WpNYGnH0R6JyI2tOdL4nJQTGqzRWtkpUBNlbRMVAZnm8R5TcwkFRxdXyqeiHIymA4mUAZNFTp+pR4ML7gLNDbNlb9TDj6TQxXk2BtVjcvANiYqPrJODsBAbaAVcEUBvEMk5LjlhKpLPCrFNjXp4J57pcaGyxY/3i/Hi/CpqqkFdMXinV8R4JzQArBVIcy9tmyJwHzFsPlN4F5CycvT4C45EkYO594vPuU2J7xevJsmguKMtAzoLZeUN9bbVA10lxsX6r7K1ia6ORhEDhUqDmqyIxo7UAy/4SsBSKaogTPxVvMuLZZ4BNxaKK8SqN6ayiPwkgqgXYP2RmZBnoOQMcehO4/PHVbWlXPi3+jiiG54Ky54rYas4XPXZO/FQkd/lznzLGq2kwZIlKzFWbRf8BtVb8bvqHGxOe+Cnw6feBfd8FPtmOpc4Pgb4LOHfuFLxtn4lEQnAo+uOSZbEkcWhQfI/+i+J9lrNDLCfl/4epCXiBSx8Ch94CfIOApwc495vY/JtRzLBSIMUxk50iLIVAXhXQfVr0PFj8+Niv950X5fYKFTB37fjniAVrkSgN7D0v/iDc9uWZnSccvFodIMuA1iyWdGTNGXuxrTUBS/8CuLBXrFNs+r1IkiyonXpmOhQA9v+z+Hz133FLxQTCeJXmSu8S28U62kS1QFZFvEeUXNw9ojHtSF8GnRWoXCeqzSTpxsSlPgNY9iTQVC+WaTXvFxdDC/9k9vvnJCHGqxnQGMVOBblLgc92ApEgkFUEhF2Azy56XPgcKJAdyA9mocutxolPT+GuLI94vkorfm91GaKyQJ8BKAzieQolEBoCvF4g6BWTB0GvuDANDYmPNzzuE8tFrxUJAwMXxedN9bPbYDrZBDxicqa9QbyPC0dEk+5ISDQz9bQBCx4USUhKeEwKJJHt27fju9/9Ljo7O7F48WJs27YNq1evnvQ5K1euhFKpxJYtW7Bly5ZZGinFRMXnxcX34BXRNGpEJCQSBYDYLlE/y3v7VnxerPXvuyDezBtzp/d8Rztw9tciKw+ITuRz14ndF8ajVIk/MqZ8UR3RfUo8t/pxsdSAkhbjVZrTWUR1UNsRseNKZjnfjE9FcEjM8rcfBeSISA6X3iVuN0uWKlUiqWopAs7vFTOlDTuBxRsAS8GsDD9ZMV7dAqVGJPkBYPGjgE4nJgQCbmDIDslnxzJLP35zwY0TfjNWarqgDLjFrL6rW9xGhCKAazjh9cl2QDWDImiFSjRmVusAhUb0PPAOiGSZHBaJMoVyRi81JTvyBzxA66fDyYDhZqXmPKDgDqD5UyAcAAwRUQly4qeimXfluqntoBUrnBC6qVT41UwLu3btwvPPP4/t27fjnnvuwfe//33U1tbi9OnTKC0tjffwaDboM8SOCS0HgUsfiDd/kkL0PRiyi9n10lWzPy6jTTQJ6zwuqgWqvzK154VD4o1/66fD1QEmYH4tYKu8+XMlCSiuAYzZwKndolpg5I1sPBpCElF0lN4l3og72kXykzNME4tEgK7jwKU/Xi3TzVkglgnoM6Z3roLbRQPCU++IUupjb4veNIXLmJih2SFJ4n2M1gygBPNyZez3NsPtD+H8nAewKFcv3uv47GM/unoB9AAYLvVXaQCVfvgi3yAu9NUGcX/08WtvhrHJs1AAcLZf3Xmq+7R4bPGjXCvvd4v3bB1Hr0kG5Itm3NmVgN8PSIfExf/SrwAdnwLtR8T7w8FmMaETpwqwlEzORBl/JEni1VdfxdNPP41NmzYBALZt24a9e/dix44d2Lp164TPY3lbiildJYKrd0CUihqyrm5VOHdt/DKf5feIGXt7KzB46ebHOzuBs+9d7UOQtxiYd//0t1DMLAdqngI++wXg7gWO/4c4T2EMd16gmGG8ImjNQNEyoPWwSBpmzYn9RWnIL2YoBy8D+QuS4yLY0SaWCoz0mDHaxEX8rbzhNucBNX8lYnPfBVE54GwH5n+RF0PjYLyKLaVCwu3FVhy42I9jLXYszDdDMuWI3ZWu5fMBp/5NTJTc8+eAwRidARhzRCLgzHti54QTPxVLJOM52x0vfjfQehDoOHY1GWApAMo+JxK348VMpRqY9wWxxPTsr0UC5/hPgKLlwJw4vl+lCbHRYBIIBAJoaGjA+vXrxzy+fv16HDhwYNLnshFOilHrgPLhJSOOFjGTFg6Ktf25VfEbl84qAj0ANO+buDlPJCy+fvRfRUJAYxBl/1UPTz8hMEKfKRoQ5i4U5z/3vngze/06QUp4jFczF47IaBtSwx6cWYlrQim5S5S1jzT+ihVZFklWd7dICnz2C7Flmr01dt/zVvldwJn/BI6+LRICKq1IBqz465snBFQaYO23xW2iN+RqnYjJc9eKN/pdn4ndXrgN7A0Yr2LvtmIrVAoJ3U4fOh2TbE8oSaK8f4Yl/hPKmgss2Sj+v9hbRHwIeKP7PeIsLAP+iIRwZJz3bX4XcOF3wMEdIlEbDokeV7f/KbD8KVHZebMkakYpsOLpq+8R248CR/7v1d4ns0mOsPnhJFgpkAT6+voQDoeRl5c35vG8vDx0dY3Tif4au3fvhtlsBgC0tbVBq9VCq03CLGdwCIqBpsmPiQShGRBBJnDxgGh2ciuieb5onkuOQOV1QOXqA1x9CCsNCOXcDrlp8gRRzMcXkqB2dEHqvwzJ54CszxxzLmloAMrWT6DwDQIAwhnlCGfdBth7xe1Wx6bOgVLTA0XXcUgDLYhcOoBQ2b2A6rreBNH6t5AjkJyt0Fw+AASGEAqGAGMuIvosyPrsmc0mRILQfLZLjK16403HFsmqnHkyJYG4XC4A6RWvgsEAwkNif3jPpU8QUN/arMkfLw+hxSlDJckYvHAARt0t/NwSIJYqoYNy4DQih3YiVPnFMW88o/Kzi4SgbPsU4f5LiAQzAIUafns74GwDLn2EiKkQ4YIl4v/ytM4bo5+dLCN88P9C0XcGUjgIGRIiWXMRti0BfAHg4sFb+z7jkKzzoWrZD2mgBXL7CYSLVyFinflyRcarBBWH91fT+T9cJgdxZiCETw6144GKG4+Ldiwd77VK1vlQNf9BvLfoPodQxTqx7GAKojm+aJzLE5DR5Ymg0xNBuyOIQ71KyLKEbbv3wahVwaCSoFcEYPK2wehpg1ERgEEZgt5ohTZvHvS6Auj7OyEN3Hj9Men4JBMk6zyo2g4Ox5STiNgWIJy/9OquKLEgR6BwdSLYfwmRfgcgy/Cc/T0CxoxJn5Yq8crpdE75WEmWud9Gouvo6EBRUREOHDiAVauurhn/zne+g7fffhtnz5694TlOpxNWq3U2hxlTy/IVOPo1U7yHQZRQln/fjWNdkXgPg64zlXgVkJV4I/QoAGCLajc00swrWy5F8vHL8OdwOLIQAPB3qp/iDuX5GZ8v2qL5WqN9vmiPjSbGeJWY4vH+ajr/73plC34cuh8KKYKvKt+HRRo705vo/4fjGa9kGeiDBZ1yNjpkGzrkbDjkq8srwpBG/26sVJyFElO7JFRIERjghwE+GCQ/DPDDCB80COBX4Xtghhd16p8n1L/FyM8uICvxgvoXNx1bqsUrh8Nx0+VOrBRIAjabDUql8oaqgJ6enhuqB643Z84cKJVK/OVf/iX+6q/+Kqkz2e6pZLKnMct6U9E8X7THFg5A+/E/A6Eh+O/5JqBNkHWNkRDUZ9+Bsu0IZHMBAkv+Asr2I1AMiZ0FwtYShAvvmF72dQY/O8nngPLKH6HwOyErVAgX34VIRvnMzhcOQOFsh+RshcLVASkSGv2SrNRAMdgMqE0IVdwL+JyQhvqh8I+fmZU1ZkQM2YA+CxF9NmR9pujCPMPX+uHfpkYmu729HVVVVWkVr4LBAMK/awQAeL7w5Ixnj9wBGf95xo9gIATdlXZ4wyocWvgdLLzdAMVM18ZHOV7N9LUqO49B2XsKEV0mQvMeHK0WuJWfncLZDmXrx5DCAcgqHbyFdyH8ScfYc/mdUHafhMJ+GRJkMSufUY5w3m03j7XR+NnJsogj9itQ2C9B2XYEABAuWo5wwQpEMmehz8KY8UTEv0XfGQBAxJiLUOnnAKWa8SpN4lU8Y4IeQM55P9rdEXya91dYVTT2e0crlo6a7LUG3FA1/0G8t1DpEKpYJ/6OTyKa47vZuYJhGd3eCLrcMjo9EXR7IvCHx17oS5CQpZdQYFTApgvDf/gzaOQg/ktVFSL2NnhDCngjSrg1OXCb58KjyoQ3BAyFZHiDMnwhQIYMH4DrFxVFwmGcv9QNhSTjNyv/FHcU6WDWjB+rFM52KNsOQgoNiRibswjh/CWANLwEZLq/c7IMyTcIxWAzFI4rkIJXl3lElDpcUlXg1Akt3LIW/Q/9Gcz6yf+vpkq8cjqdKCmZWgNuJgWSgEajQU1NDerr67Fhw4bRx+vr6/HII49M+txjx46lSCMcC5A9eQIEoQDQ8QkAQDP37ltvYhLN88VibJ2iXFS9cF1iNWzR64GB84Dsh3rgDKA3ApZsYN560fdgum9mZ/qzW3gfcPpXou+CuwXIKhTbJ0ZCNz9fwDO8zeJ50XwsEgaUADIKRf+EnPmAbYFoRPTRawAA9Z1/ffVcQR/g7hJrfl2d4uOQffjkEcDfJ252AIZs0eDLXADo84GMIkChjM7vSZIYKW9Lp3gV8Pmg1DcDAIxzVkGjm2ALzklEIjL2HG1DxDqEIr0CKlc7jjs08BmL0WkpwYJ884xGH+14NePXWrYMOLhd9E3JzBGd9Wd6vkhENC50XgSs+aIPS9WjkKCBsvHfbzxXda1oXnp5P9B7DkAY6DshuvSX3S3iwHhu5Wfn6RMNW3vOiB0AAMBkA0xZgCkfqi/+r/htuzp/NdBzFjj3a/EaB88MdxIXywkYr5LZ7L+/mu7/4busbvzn8Q40QYk1cyqgVl5tiRaNWDrGzV5r5T3AiV2Auwdax3mg7E8Ba/GEp4vm+K4/V0BSocM+NHzzodflR2SkAFwFwAqYVArkWXQozNCh0KpHvlUHnVpceAcGO3DgyFEg6EGWQg1Nbq7oAVB+D5BRNu77tXBExlAwDK8/BE8gDI8/BG8gDG8gBOdQEBcCWfD4Q7ggZ+FKlwJVBRasrMiCVT/ORf3tD4mtpbs+A8JuwH5ObP9oKZj675x3AOg5LXaJGNna2mwDVBrI2QtwWVOJwwN6tPR74FKehATAnrkEBSXTXBqWBpgUSBJ1dXV48sknsWLFCqxatQpvvvkmWlpa8Oyzz076PO6jS7Mu/zaRXQ0OiYvpnAXAgi8ObzM0i9Q64LavAM1/FDs0tBwUWwzN/+L4x/ucIhHQexZwtI5tlmi0Abb54rWY8q7+oQwFJv7emeXiNiI4dDVB4OoU+yz7HOKPmLdf/EGLhIGWT8TPz9EOZMdn6554YbyanoPN/WgfHIJGpcAXq/Lwb2eAPF0QAHC0ZRDz80yQkqGT/kQ0BqB4JXDlgLg4t82f2Qx5wAuceRcYEG+mUVQj9sxWKEXn8omYcoDqx0TDw8v7RdPDjkag6yRQuFxsn6i9xbLroUFxsd1zSiQhRihVQPa8q69ZUtzYH2W25S4ETLmiIaOnT3Rjd7YDlqL4jitOGK9mzxybEVa9Go6hIM52unBbcRyXx2pNwNK/AE7+VPydPv4fojln1pxZ+fa+sIS2IQ12ftICT+jGr5t1KhRm6FFg1aEwQ48ckxYKxXVx09EudhPoOgcE/OKxjBKg8vNAZtmk31+pkGDSqmDS3ngJGQhFcLHXA+dQECVZBnTYh3Cy3YFTHU4sLhwnOaDWA4seEpMs538j4srRfwVK70Igf8XEWwj6nOK9WvepqzuwAKI3QfZcRHKr0BTKx6EWB3pdfgB+qBQS8rRBFOiCmJsTpR0qUgyTAkli48aN6O/vxyuvvILOzk5UV1djz549KCub/D8v0axTKMWbWXsLsKBWdJyN14WJQiG6aJtygXN7xJv6Y28DQa9oEjQ0KPbO7T0HODvGPtecJ/5Q5SwQSYFbpdaLNw3XvnEIeIaTBMOJAkc7AHl4fMlftkax0zrgxaFmUby5blEuMgzijVaeNgiVQkKXw4d2+xCKM6fWDGuMkS71iaDkDrHPtbtX/D/NXTi95zs7gFPviDeRShUwvxbIr57eOSwFotu2vVXsnmJvAdoOA53HgKIVIjkwnf+vfvfVN7TXxh2FUsSH3EUihqo0IvEoJdBGUYYs0XX8/PtA5wkRP/0uIORLm0oBmn0KhYQlJRnYd74Xja2DqC6yxDfhqdYBtz8BnPqlSDae/DlQ9choNVOsDHqDOO3SIxCR4PSFoFKrYDNpUZShR0GGSAJYdBOU2cuyeA/UevDqDiuyLN4Lac3AbX8K3GqVxTCLXo0Ny4rQ6/bj4MV+tAx4R5MDVYUW3FGeBavhmnHmzBfVFhf2iiTplQNA9zkgHLm6xDI4NBw3T4+duJEUYgImrwrhrHk40+vHkQsDGPT2AAA0KlGtUJ6hxo8uhuAMKfFp8yCGIhJcvhBcvqD46BefO30huHwh/PCvVkJ5fTIlxTEpkEQ2b96MzZs3T+s53Ec3QSTSm+zZoLOKioH82xJjz++8xaJM/7NfAN5BsQ2ZSgscCl/dwkiSxIxXzgIxO6fPiP24NEaxx2/2XHE/FAB8dnHRcJN1iqmI8WpqvIEQ3v+sC7IMVBdZsTDfgsDwjLdaASzMN+FMzxCOtthnlhRIJGq9qBa4/LGYrZ/qm25ZBjobgQv1ogJHnylm/U25Mx9LRgmw9M/FhXDzPlFB0HIQ6DgKlNwpxokJ4l1wSCQ1es4A9ivXvKGVRLlubpV4bcmQDFRpxOyeKV9cYHj7xDKrgtvjPbJZxXg1uxYXWnDwUj/63AG0DgyhNDvOsU2lAaq/LKqQes+J5OOCB2P2/8DuDeCdxk4EIhIMyggeXZKPklwrtKqbbMMYCYsEZOunYiYeEO978hYDuUuAy7+NyXgBoChDj8dritFhH8LBS/240u/FZ+0OnO5wYlGBGXdWZF9NDmgMwOINQM4Zsa20uxdwBUXC4tRuwN2CQCiC/oAKfX4d+tT5cOqKYdfkYKBHwqXTblzpPwK3LwR/KIJAKIKwLMMXDMMbGGkqmAMA+I8fHR0do0algEWnglmnhlmnEjetGoFQBHpNCmzxOw1MCqQ4lrcRDTPnAzV/BZz4GdByAAiERIY5q0IkAWzzZn+Jw3iUGjEblwjJlFnGeHVzsixj76kuuP0hZJs0WLMg54ZjlhZbcaZnCJd63Rj0BJBpTPIZ3OI7gLYj4g1tzxnAepMy3XBQvKnsOinu2+aJdarqKMyCSZKYzc+sAPqbxPIkdy/QvB9oO4JAfg3euJADSApsucMHTX+TWO86cEm8OR9hKRSJgNyFiRF3pkuSgMKlQP7tYk1vzjQrOFJAKsQrWZaxu7EdmQYNsozilm3UJuTFkE6tRFWBBY2tdhxrHYx/UgAQ1UdVjw5XzhwHzv4aCPmBkpVR/TYObxA/b2iD2x+CXhnBIvMQSrMM0EyWEAj5xXKntsOimgcQiYzCZaLCSWeZfPlUFBVm6PHYcpEc+LS5H5f7vDjV4cSZThcW5JtQVWiBxx9Gp2MIvS4j+obuR3fLeRx0ueB1qPHer9XoCyyAI3T9ZasDSoUTWpVi+KaEUavEnBwjSrMMyDJqYNWrYdGpodco8YezPdCoFPjreyqQbdLArFPdPKmSRpgUSHHMZBNdQ2MEbt8ItDeITPmqLYD+FtYmplsFSIwxXt1cw5VBXO7zQqWQ8OBtBWMabo3IMmowJ8eIS70eHG0ZxLpFN2kilujUOrGMoHk/cPkj4PbyiY8dGgQ++yXg7hEXrhWfF+X90U6ySZJINmRXikTF5f3i4rh5H+AMi0qkT/8FuHbbK1POcCJgUepUAmnNyZnUiIJUiFeeQBgv7Dp+w+N6tXI0SZBl1CDboELmYAGyNCFk69uQZTaMSSJY9KpZKedfWpKBxlY7LvV6EifhqVCIpZIqLdB6SDTOCw0B5aujEnecviB+frQNLl8ImQY1Fpl9UE+2osjvEknUjqNX+x5pTaKSqWBpdJKj0+ALhtHl8IlmiMMfL/d7cK7LhR6XHy5fEMHrdkjINKiRbcyETwrDoPRjVZkRufkFyMnKgs2sgUmrQrfDh4t9HkQiMiRJgkWvxsryTFQVWKAa5+9iIBRBU48bAFBhM0KjSqBlWQmCSYEUlwqZbEpz0b7wVijFLB2QHKW6aYTxanKdjiF83CS6K69ZkAubaeItlZaXZuJSrwenO5y4e64tIWf+pqVohZjx8vYDfefGP6avSZTyhvyiFHXRw6ISKJYkCcirEjPl3SeBpj8Ccr/oCxLWAOas4URAlUgKUMpIhXhl0qpw9p++iH5PAAPuAAa8AQx4/Oh3BzDoDWDAE0C/O4DWwSE09pkxEFDBfuHMDedRKiRkGjTIviaRMJo0MGmufs0kHjMqZrb/e+Y1Cc/GNjvWLriF5UDRJEnA3PtEM9DmfWK5U8gPVH7hlk7r8gXx8yNtcA4FkWlQ4+HqHPzovDz+wZ5+sUSg+7OrVUlGm0io5i4WVQ1RFo7I6HP70W4fQqfdh5YBL/54vhcuXxC/P9ONLqcPfe6xDZmzjRoUZuhRmmXA7cVW+IIRBMOR0dL95aVZuHtuNozKCN54W+wMs2XjGmh0Orh8QTRcGcSh5oHRRILNrMWKsiwsyDenXQ+AaGNSgIiIKMH5gmHsOdmFiCxjfp4Z1UWTz1AWZ+qRZ9Gh2+nD8TY77pqT5NsvqXViGUHzPrH8R9ZdnYWLRIArH4k34oBI+i3eMLvb9ykUQMESwDoXOP4DsfXp0g2ArTwtlwJR8tCplSjK0KMoY5IkeSgA7P9n8endL8AelEYTBoPewNWkgsePAW8QAx4/Lva6RxML188EA4BWkQO9MoJ9bx1Btll3NWkwspTBJBIJmQaRWDAMt59fWpIxmvBcNScbCTPfK0liKz+VDrjwWzFbH/IB5etmdDq3P4RfNLTBMRSEVa/G4zXF0CJ844H2VpEM6Ltw9TFrsaiQyq6ccfyRZRkDngA6Hb7h25D4OLz9YYdjCF0OH0KRq/+2Bo0SOpUSZp0Ki0otWL84HwVW3XAjRLEjwsh2iNfqcvjwaXM/LvV6cL7bhQs9LszN0mEoLEGvlGH3BnH8kgNnOp0ID3+/PIsOd1RkYm7O1HbZ0agUeOH++TP6WaQLJgWSzPe+9z388Ic/hCRJ+Na3voX/8l/+y6THp0J5G1HaSPPlCIxX45NlGb870w3n8JvDdYtyb/omSJIkLC/LwG9OduF4qx0ryjLHLalMKsUrgLZDgNcOBM2AxgSEvMC5X4k1+4DY7WTuupjMik2JQnV1m0JzQWonBBiv0jJeqZQK2LQaUak0hZVJsizD5Q9drURwB9Bj9+DXHx3CUFiBsmwDHP4wzna7MHDJjwF3AJ7AjRe/OrUC2UYtMg1q+EIRqBQSznQ6Mc9mwAmHHjplBB9fHEBOhti+0GpQw6ydnWUNYxTXiKUEZ38NdH0GDHlFY9FpjMMznBAY9AZh0avx5RXFMOvUCPiGfy6yDAxcBLoahnctgjh/dqVIBliLJz2/LxhGr8uPzn4XLnq08IQUePX3F9HjDo5e7Hc6fPCHrlZ0qJUS8iw6FFrFTgc15ZkozNCjcHjrw0KrHjq1Ats/vAgA2LK2csol+vlWHR5ZWoRupw8HL4nkwLluN447DDCpwnj7UCsUwzG9OFOPOyqyUJplSO4tdxMQkwJJ5OTJk/j3f/93NDQ0AADWrVuHP/mTP0FGRsaEz0mF8jYiSg+MV+M72e7AhW43lMN9BMabaRnPvFwzPtL1weUL4WyXC9VFcdzbOxpUWqDkLuD8H8QWgwo1cOzHQMgz8+0GiWaI8WpqJEmCRSeavZVD7A8f8PnQfcoLANiyoQqa67bC8wXDogLhumUMAx6RWGju9eDKgAcHL/Xj46Y+2L1myJDwm7ePjTmPUiHBqlcjQ6+GRa9GhkF8nmHQwKJXw6JTwagVN5NWCZNWDaNKhsmrgVEZhikYhlYpT//iM79axKtTu0VDUo8C0GcDQwNASCUqiUZu4dCY+15/CL8448aANwyzWsaXCwDLlbOigarfJ/qlRELi3CoFAlDBkVEFR9YSOGCEsysIZ3M7HENBDHqC6HX70OcKoM/tH74F4PaHrhlsBiTIOHeia3Q2//biDBRYdcM3kQSwGbVQ3KQ8PxCa2bKQEXmWq8mBj8914TAAd0gJWRZ9AFZWZE1e0UK3hEmBJHLmzBncfffd0A0Hz6VLl+L999/HE088MeFz0jWTTUTJh/HqRr0uP/54rhcAcE+lDfnWqTeJUiokLCvNwL7zfTjaMojFhXHe2zsaimqA5gNAxAm4uwCfBjBn3/p2g0TTxHgVOzq1UlyMWse/AAyGI3hrfzN8wTC+uDAbv/nNrxCQJfzpw4/CG1HAMRSE3RuEfSgAuzcI5zX3Ox0+nO1ywe4Nwu0PwRMIje4QetXwbhof/gEqhTScNFBBpxYd7rXqq93utSoFtGrlmA74apUEhSRB4b8X6D6NI84gJKcMxc/2QK0ERq6twzIQikgIyxLCAHxhBc64dPCGlVBARqE+iKPNwFBYgaGwAp6whA7PXARlBf5tvwrusAq+0aKKsQ0jVQoJGQYNbCYNcsxalGYZsLwsEzaTqPKwmbTI0ADv/ubX0Csj+Nu//PMbkjPxkmfR4U+WleJ0txeOoSD+7K4KFGUyGRBrTApEyb59+/Dd734XDQ0N6OzsxDvvvINHH330huO2b9+O7373u+js7MTixYuxbds2rF69ekrfo7q6Gi+//DLsdjsA4A9/+APmzJl8ayZmsokoWTBejRUIRbDnZCdCERkVNiOWl2ZM+xyLC604eGkA/e4ALvd7UWEzRn+gs0mlEb0FDv9O3M+aC9z+6Kx31J41aV6in8gYr+JHrVTgtiIrDl8ewPF2JyQJ0EoyijP1076wjURkDAXD8PhDcPlD8HiH4D78H3CHlfDM/RO4Q6Kc3+0LwR8KwxeMwB8Kwx+KwD/8udsfgj8UgS8Yhi8YRjgiIyKLRnyRcCFcfi9kGbjQpoAMCREZkCFBrZChkMQFvCQBvpCECACVJCFbD3TLEnRqBfR6BSxqBTRKQNnWDZUEfG757TCbTWKpxPDNoleNfq5XK2+aBA74fPi96tZm92NppIojxzxxU12KHiYFosTj8WDJkiX46le/iscff3zcY3bt2oXnn38e27dvxz333IPvf//7qK2txenTp1FaWgoAqKmpgd/vv+G5v/3tb1FVVYXnnnsO9913H6xWK1auXAmViv+ERESp6INzPRjwBGDSqvDA4vwZzfLr1ErcVmRFw5VBNFwZTP6kACD22dYeEuv3qx5J3YQAEU3o9hIR19oGh+ALKWCc4cWtYrgSwKhVIRcAQhrgkkd8cWmBSMzdgoDPd7WL/pPjz8b7gmH88mg7up0+GLVKfLmmBFnjbLd47bk2r52XMDP7lBp4RRkltbW1qK2tnfSYV199FU8//TQ2bdoEANi2bRv27t2LHTt2YOvWrQAw2i9gIl/72tfwta99DQCwadMmVFZWTnr873//+9HyNqfTCa1WC62WGTciSjyMV1ed6XTidIeYAftidf4tbSm4tDQDx1rsaB3wosflQ645yd9IKlSAPlN8HoXlELIsynjlG2uIiSbEeBVfFp0albkmnGkfRLdfjTmqGyfUkoEvGMY7x0RCwKBR4rHlxeMmBGJCpQHKP3f181vEDv/JLclbESePQCCAhoYGrF+/fszj69evx4EDB6Z8np6eHgDAuXPncOjQITzwwAOTHl9SUgKr1Tp6G0k+EBElGsYrYdATwB/Oilh/Z0U2SrIMt3Q+i06N+XmiI/7RK4O3PL5UEY7IONvlwkmnHkfsRrz9aRs+bupDr8vPBAHdFONV/C0dXlLVF1AhmLhV8BPyh8L4VWM7uhw+6NQiIWAzMbFE8cFKgVnS19eHcDiMvLyx+7fk5eWhq6tryud59NFHYbfbYTQa8cMf/vCmywdaW1vHNMJhFpuIEhXjFRAKR7Dns04EQhEUZ+pxZ0VWVM67vCwTZ7tcONflxj2VQZh16qicNxn5gmF81u5AY6sddrcP3rCYH7EPBXGoeQCHmgeQZdRgfp4Z8/NMyOabdBoH41X8FVp1yDVrEZGBHn9yxbRAKIJfHetAh10kBB5fXsS18xRXTApM4qWXXsLLL7886TGHDx/GihUrpnzO69eEyvL0tjqZTlUBAFgsFnbHJboWG3clLMYrYH9TH3qcfug1StTeVnDTLaCmKs+iQ3GmHm2DQ2hstWP1vJyonHdKolyiOlOOoSCOtQziVIdzdOsso0aJEn0ANk0IX6zKxSV7AFf6PBjwBHDwUj8OXuqHzazF/FwTFuSbkWGI3/gTTSAUwRsfNAGY3p7kqYLxKv4kScLSYgt+DaDbr0Y4khwVPsFwBL9qbEe7fQhatQKPLS9CriXJl3VR0mNSYBJf//rXJ93uDwDKy8undC6bzQalUnlDVUBPT88N1QNERJR+mnrcaGyxAwAeWJwPkza6f6KXl2WibXAIJ9sduKMiC1rVzPsUJJMuhw8NVwZxocc1uvWYzaTBstJMzMlQ4/uXPgYAzM8zobpMB38ojIs9HlzoceFKvxd9Lj/6XH4cuNiPXIsWC/LMmJdnhlWfXDOTRKloXq4JaoWMQETC6U4XauYm9tZ1wXAE7zZ2oG1wCBqVAhuWFSGPCYEbsD/B7GNSYBI2mw02my0q59JoNKipqUF9fT02bNgw+nh9fT0eeeSRqHwPIiJKTk5fEPWnuwEANWWZMdklYI7NiCyjBgOeAE51OLG8NDPq3yNRRCIyLvV5cPTKINrtQ6OPl2UbsLw0E2XZBkiShIDPd8NztSolqgotqCq0wBcMo6nHjfPdLrQODKHH6UeP04/9F/qQb9WNLjFI5+UYRPGkVEgo0AbRMqTBvqZ+5GaabrkPS6yEwhHsPdOBlgHvaEKgwJrYSQxKH0wKRInb7UZTU9Po/ebmZjQ2NiIrK2t0u8G6ujo8+eSTWLFiBVatWoU333wTLS0tePbZZ+M17JQSCEXwRpOoutiyKgINf7uJKAlEIjLeP9UFXzCMfKsO91RGJxl9PUmSsLw0E787041jLXYsLc6I2vKERBEMR3C6w4ljLYMY9AYBiIuGBflmLC/NnPaaXZ1aieoiK6qLrPAGQsMJAjfaBr3ocvjQ5fBh3/leFGXoMT/fjDJLev3h8QfDGBwKxnsYlOYKdEF4wgqEIzLePd6Br6woTrhdViIy8JtTPWhxBKBWSnhkaSEKM+KbEOBsPF0rvf56xdCRI0ewdu3a0ft1dXUAgKeeego7d+4EAGzcuBH9/f145ZVX0NnZierqauzZswdlZWXxGDIRESWAg5fFbLZGpcCD1QVQxvBCfWGBGQcu9sE5FERTrxvz88wx+16zyeMP4XirHSfaHRgKhAEAWrUCS4ozsKQkIypLMQwaFW4vzsDtxRnw+EO40OPG+S4X2u1Do7dIOISzTh2yNSH4gmFoEuu6JGrCERmHLw/geJsDEVlGh30I5RNUt4QjMpr73KjMTY3fNUo8kgTMNfpRlKFDpzuEXx3rwJ+uLEmYJT4RGbjg1kHu90KnVeORpUUozpx+NYNGpcALlaKiDGnWw4Nij0mBKFmzZs2UtjDavHkzNm/ePAsjIiKiROcIKtHQYodCqcL9VXmwGmb4JnaKzfzUSgVuL87AwUv9aLgyiHm5pmk1u000/e4ATl6042yXa7TJmFWvxrLSDCwutMas+Z1Rq8LSkgwsLcmAyxfE+W43LnS70NbvhjOkhDOkxP890IJ5BVYsKrCgPNsY02TPbGrp9+KDcz3odfkRkWWYdSro1GN/zlf6PfioqQ8fN/XhwMV+OIeCaPzH9bBwmQVF23DsUwD40tIS7D7egT6XH7uPteNPV5RAr4lv75RwREaTR4vBoBIqhYSHlxQl7PIGSm9MChAREcVBICKhyaPFUhm4vdg6a7P2S0qsOHJ5AF0OHzocPhTFuYR1JpxBBTp8Gvzb4TYoh7fmLczQYXlpJubmmKa+LCIKOyOYdWrUlGWipiwTfS4/ut1B9Ln9CEOBC91uXOh2w6BRYkG+GVUFFuSYtUmZiHH5gth/oQ/nulwAAKNWibk5JmQZ1eh2+lF/pgfHrgzi0OUBtA0OQamQsLQkA3+5qhz3zM2GQZ0ejS0pfrRqJR5dWohdh1sx4AngV43teLymGGplfGbV/aEw3j3RhYGAChKAL1XnoTSbCQFKTEwKEFF0ccs/opuSZRkXPVoEIxKyjRrcO3/2tgg0aFRYVGDByXYHGq4M3pAUSOSt5oLhCD4414fTLjFmSQLm5ZmwvDQz7utzAcCiV6MwQ48Cqw4bV5aiqdeNs51OeANhHGux41iLHTaTBosKLFiQb06KBoXhiIzGVjsOXuqHLxiGYygIg0YJty+E/Rd60eX04fUPLkKlkLC40IL7q/Jwz1wb7pyTlRSvj6Ygif6um3VqbFhWhJ8eaUOnw4c9Jzvx0O2Fs94/xeMPYXdjOzoHh6CQZMw3+VHGhAAlMCYFUtzKlSuhVCqxZcsWbNmyJd7DISKaUDrFK08gDH9EgkICahfnzvpM1vKyTJxsd+BSrxuDngAyjTObJZ9N/W4/9pzsRLfdCwDI1Qbx5B0lyM1KvLXqkiQhx6xFUaYeqyttuDLgxZlOJy72uNHnDmD/hT581NSH0iwDFhVYMDfHNG7yJV4JmnBE9Ak4fHkAvz/bgyt9HvS6/RjwBBAMi2Ua+RYdDBol7ijPwuY1lVhelhn3Uu3ZlE7xKtlkm7R4eGkhftnQhku9HvzhbA/WLcqdtQqdQU8AvzzWDudwAq3K7INJFZmV7000U0wKpLjDhw/DYrHEexhERDeVTvHKpFWh2jIEb0iBrDhckGcZNZiTY8SlXg+OtQ7ivoV5sz6GqZJlGac6nPjwXA+CYRlGjRILzT5kqMPImGkPhlmkUEiosBlRYTOObnF4usOJdvsQrvR7caVfbE9WmWtCVYEFxZn6Wbl4kWUZvS4/LvV5cLnPg+Y+z+jnl/s9oxf/SklCtkmD24qsWDU3G1UFFiwqsCRFIimW0ileJaOiDD1qbyvAeyc6cLLdAaNWhVVzs2P+fTsdQ/hVYweGAiI+fWmRDf92KUoJgSSq2KDkw6QAERFRHKgkwKKO3+zR8tJMXOr14HSHE6vm2BJyltcXDOMPZ3tG17GXZRuwdm4Gdl4Kx3lkM3PtFod2bwBnOl040+mEYyiI0x1OnO5wwqwTyzsWFVhuedcEWZYx6A2iefii/3KfB839wxf+fR54hndqUEhAcaYB5dkGzM8zozTbALNWhQyDBqvmZOPe+TkJ+ftByWm2uuhX5ppw38Jc/P5MDw5e6odJq8JtxdbJn3QLF96Xet3Yc7ITwbCMPIsOjy4rhCoSmtG5iGYbkwJERERpqDhTj1yLFj1OP0602XHnnNjPok1H1/B6YMdQEApJwj2V2agpy0TQ74/30KIiw6DBqrnZuGtOFjocPpzpcOJ8jwsuXwiHmgdwqHkANpMWXQ4fMg3qSXc4cgwFR2f4xyQA+jxw+q5elORZtCjPNuL2YiseWVqICpsJFTYDSrIMGPQE8YezPeh2+gAAuRYt7luYiwJr/Hs1EM3U7cUZcPtD+PTSAH5/thuG4QaZ0fZZuwO/P9ODiCyjwmbEg7cVQKNSIBBS3HIzU6LZwKQAERFRGpIkCTVlmfjNyS4cb7OjpiwTqjh16b6WLMtouDKIj5v6EZFlWPRqPHhbfspenEqShKIMPYoy9FizIAeX+jw40+nE5T4vup0+XO734HI/8NZHzcg0qBEIyXD4Auh1+nG534sLPS50O68mSmwmDSpsRszPM2P94nxU2Iwozzai3GaAQXPj2z5fMIz95/vwWYcDsgxo1QrcPdeG24uss96cjSgWVs3JhscfxmftDvzmZCceW14ctcaksizj0+YBfHKxHwBQVWjBFxblpcwWpJQ+mBQgIiKKknBExsOvf4SybAPm2EyYm2vEHJsJc3KMCdmJfV6uGR/p+uDyhXC2y4XqopuU1saYNxDC3lNduNwnmgnOzzNj3aJc6NJkOzuVUoH5eWaUZBpwst2OP57vRZfDJ5YXdDrhumbW36pXI9esRXWhFRuWmVFVYMaSkgyUZBqmdDE/0qvho6Y+DA0vI1hUYMHqeTYYb3HZAtGkZnltvCRJWLcwF95ACJd6PfhVYwc2riwZt5/LdJp7RiIyPjjXgxNtDgDAnRVZWDU3Oym3HCVi1E9x7I5LRMkiFeLVUDAs1ur3ufHzhjZ0DZdiA0CuWYu5OSJBUJ5txGXzMmQZNIgo4pcsUCokLCvNwL7zfTjWMojFhfFrnNbS78X7pzrh8YehUkhYsyAX1UWWpHqDrVEp8ML986d8vD8UxqVeD853u4ZvbpzvdqFlwIuR1QJmnQrZRg3unmtDnkUHs04JpUIB51AQocjVJQUXez242OuBRqVAjkmLHIsWuWYtcs06ZBs1YxIFPS4fPjjbgw67+P20mTRYsyAXJVncMm2qUiFepROFQkJtdQF+cbQNXQ4ffnm0DU/cUTrjvh3BcAR7TnbiUq8HkgSsXZCLJSUZ0R000SxiUiDFsTsuESWLVIhXJq0K//Ro9eh9tz+E5l4PLva6canXjYu9HjRcGcTPG9rgD4kmg/9+qAUVNiPm5BhRkmVA6fCtJNOAwgx9zLehW1xoxcFLA+hzB3Cl3xu1stqpCkdkHLzUj8OXByDL4gK19rYC2Eza8Z+g0kRtje50L+JnKhiO4HKfZ/Sif+R2ud+L8PCFfZ5Fi/l5ZnxhUR4W5JkxL8+EsmwjfnTgMoAbZy3DERkDngB6XD70uPzocfrQ6/IjEIqg3T6EdvvQ6LEqhYQMgwaHLvcDMlBuM0IhSdCoFLhrThaWlmSy3HmaUiFepRuNSoFHlhbip4dbMegN4p1j7fhKTfG0K5GGAmG8e7wdHXYfVAoJtbflozI38bZGJZoOJgUodUTxjeLoObj1CyWgPrcfx1vtWLcocbeRI2Gk2/X1Ha99gTD+n/fPYsAbwOJCC670e9Hc58HJ9k502H2jF4oKCSiw6lGSpR9NFJRmG1CcaUBxph42k/aWL+ZGOuIfvTKIhiuDs5oUcAwF8f5nnaMz1rcVWfH5BTlQJ0Bvg5kIhCJoGfCiqceNC90unOt24UK3G5f63KNb/NlMGszLNeNzlTb89efMmJ9nxvxcM6wTbK84UdJCqZCQY9Yix6zF4uHHIhEZg96ASBIMJwp6hhMF3U4feoZ7D5RlGzE/34x759sSclkLUawYNCpsWFaMXUda0Ofy470TnXh0aeGU+6k4hoLYfawdA54AtGoFHllahKJZTqQSxQKTAkRECc4bCOHT5gF8fKEPHzX14WyXC5IEHP0f96f9XuHJSqGQYNGrYdGr8Vd3V4yZAQ6GI+hy+NAy4EXLgBetwx/PdbnwuzM9GPAERo9VKSTkWXTIs+jg9gdh1qph1qlQkmVAoVWPggwdsgyam64xX1aagcYWO1oGvOh1zU53/wvdLtSf6YY/GIFGpcD9VXmYn5f4s23hiIwO+9Bol/9rb22DXoxU9GcY1Jifa8bKikz8xV2lmJdrxvw8E7InqoCIAoVCQrZJi2yTFosKxGOyLMMxFET7oKgeCIQieHRpISqT4GdNFAtWgxqPLi3Czxra0DrgxW9Pd6O2Ov+mS5V6XD786lgH3P4QzDoVNiwriun/Z6LZxKRAiuOatxTFKoaUIssyPIEw+lx+vLnvEoaCITy+vBhHW+z4qEms9Q6GZeRbdPjcPBue/fxc3D03O+USAoxXglqpQEmW2CbunnG+7vIF0TowhE7HEDocPnTah9A2OISGKz50O/34f94/OzorDYgZZZtJI2aVTdrR2WXxuW70fkmWHpf7PDjWOhjT1xcMR7D/Qi+Ot4rmXAVWHWqrCyacKZ9tgZBIyrTZvaMX0qMf7UPosA+N/nzVSgll2aJHxBerr3b6n5trRI5JmxD9ECRJLB3IMGjw2sal8R5OymC8SgwzXQKUa9HhodsLsbuxHee6XDBolPj8/JwJj28d8OLd4x0IhCKwmTR4dFnRlKpsZmuJEtGtYlIgxXHNG1FiCIQicAwFR2/OoSCcPvG53RNArzuAK/0enGh3wDUUwjvHOmDWqnDX3Gz8w59U4Z5KG+bYjAlxkRErjFdTY9apUVWoRtU1TQGv7Zj9Xz8/Fy5/SCQN7D70uv3odV29ne924+OmfrH+PBwZc26VQoJBo4RWrYRBrcTFXjeyjBpk6NWwGsTHDIO4WfUaWPVqmLQq6NSKKf1uDnj8qD/Tg77haoSV5aJbdyzXswdCETh9Qbh8ITiHghjwBtDr8qNv+OfS5w6gz+VHr1s8ZvcGxzzfZtKiKFOP4gw9qousKMrQo9xmREW2EYUZuoTYxpFmH+NV8ivNNmD94jz85mQXjrXYYdapcFtRxg3HnetyYe+pLoQjMooy9Xh4SWHa7IhC6YNJASKiKIhEZLj84qJj5KL/2iSAd3jLrxFuXwitg15xGxiC2x+CQhLbjFXmGvH3DyzEmgU5vOCgaVNcs9b89uKJj5NlGU5f6GrCwO1H/ekutA8OYcATgEqhQJ/Lj4u9Hji8AdjH+T0eIUmAUaOCQaOEUTv8UaOCQauEXq1Ec58HwVAEH57rgSRJ0KkUmJ9vxtGWQZxsd0CtlEa77cuQr/kckGXxGCD+nw0Fwjh4aQChSAQd9iGEIjL8oTB8wQj8oTC8gfBw0i0Ely8IXzAy7pitejVyzFrYTBrYTFosLDDDZhIVFAUZOhRl6FGYoeebf6IUtjDfAo8/hH3n+7DvfN8N/Uwargxi3/leAMC8PBO+uDiff5cpJTEpkOJY3kZ060LhCDz+MNyBENy+ENz+EDz+EBxDQbzb2IFAOIKlN9mKyBsIocflR6fDh8t9HvQMz5RW5pjw2LIirFmYi7vmZMGgSd+wzHg1czMpUZUkCVa9ejgRZQIALC604J2j7TjaMohlpRn4xrr5Y/od+ENhUd3iFTeR8ArB4w+PfnT5gxj0BEYTYl0OHzodPoQiERh8KigVErRqBVoHhxAMR4ZvMkZrBSSMfj5SfSANPzaSUNCqldCqFDjf44ZWpYBWpYBOrUSmQYNCq1L0a9CpYdGrYNapYdENf9SrkGnQINukgVbFi32aOcar1LG8NBNufxhHrwzi92d6YPcGYNWr8dGFXhxvE8uclpZm4PPzcm7an4UoWaXvu880wfI2orGuL7MOyfKYC32Pf/jz0QRAGL7g+LOj4YgMpy84+rlGpYBFp4LVoIZaIaFtcAjnu9040e5AU48bADAnx4j1i/Owao4Nd83JYpOiazBexd8cmxEZBjXCEXnchoNalRK5ZiVsRi1cvhAGvQEMeAOwewMY9CgABBCRZRg1KhRniueEIzIOXx6ABOC5dfOwam52Si+DofTAeJU6JEnCvfNs8PhDON3hxPkeN6w6NSKy6Mmyep4NNWWZjFuU0pgUIKK04RgK4kynE6c6HPAHI3jjwyYopvhHXqWQYNKpYNSqYNJe/fjQkkIYtUqEIzLOdjpx5Mog3jnWjpPtDkRkoChDj7vnZmPL2rlYNceGfKsuxq+SaOYkScKy0kzUn+5Gl8MHbyCEPncYg94ABj1BDA4nAOzeIEIRecLz6NRKZBnVyDBoYNKqYPcGYNKpsKI8i2+siSjhSJKE9VV5cA4FcfjyAAa9ASgk4IHF+WP6txClKiYFUhzL22bu2hnlLWsrx5TQUvKwewO40OPGhW43up1i/3eXLwRArFVWKCQYtWIdtFGrgnn4o1GrHHPxr1VdbaQmyzKa+zw4cmUQRy4P4MjlQVzq8wAQSYAV5Zn48ztLcfdcG0qyDHF77cmG8SoxLMw3Q6WU4A9F8Nb+5gmbACoVEjIN4sI/06BBplEtPho00GuuluYHQhEcah6YreETzQrGq9SjUirwpdsKUH+6G75gGA8v4dadlD6YFEgyr732Gt566y3IsowvfOEL+N//+39POuvC8jZKR/1uPy70uNHU4x5TAi1JQHGmHr0uI0w6FZ7+XAWsevVN1wh6/CEcah7AiTYHjlwRSYB+TwCSJJoUfW6eDd/4wjysKM9CUYY+1i8vZTFeJQa1UoFCqx4tA14AgFmnuuGiP9OggVmn4vpaSluMV6lJq1ZicaEFsgyUZhvjPRyiWcOkQBLp7e3F66+/jlOnTkGtVuPee+/FwYMHsWrVqgmfw0w2pQNZltHnDuBCjwtNPW70uwOjX1NIEkqy9JiXa8bcXCMMGhWeuKN0wnP5Q2Gc6XThRJsdx1sdONluR1OPGxEZ0KuVWFJixZ/fWYqaskwsL8uEZQr7FNPUpFO8SvS9qwusOmQbNfiva+bCqOVbBaLrpVO8SjeSJIGrnCjd8C99kgmFQvD5fACAYDCI3NzcSY9nJptSlSzL6HH50dTjxoVuFwav2VtcqZBQmmVAZa4Jc3NMY0qZrxUMR3Cx140TbQ4cb7XjRJsDZ7ucCIZlqJUSFuZbsLI8C5s+Nwe3l1hRmWPiVkQxxHiVOCRJglatvGF7LiISGK+IKJUwKRAl+/btw3e/+100NDSgs7MT77zzDh599NEbjtu+fTu++93vorOzE4sXL8a2bduwevXqKX2PnJwcfPOb30RpaSlUKhWeffZZzJ07d9LnpFsmu8vhgyQBbn8IWSpNvIeTlqLdi+Ha821eMxcD3gAudLtxoccN59DVRIBKIaHMZkRljglzcow37C3u8AZxutOJM53O0Y8Xut0IhCOQJGBujgm3F1vxlRXFuL04AwvzzdyffJalW7wiouTFeEVEqYRJgSjxeDxYsmQJvvrVr+Lxxx8f95hdu3bh+eefx/bt23HPPffg+9//Pmpra3H69GmUlopy5pqaGvj9N24D9dvf/hZ6vR7vvfceLl++DL1ej9raWuzbtw/33nvvhONKp0x2JCKjze5FKCzjBx81ozBDjwqbEXNzjMgxa9nxOsGFIzKC4Qj8ocjVvctDMtz+EHpdfngCIfzwwGUMBa5uD6hWSii3GTEv14xymwFalRKRiIzWQa+4+O9w4nSnC2c6nWi3DwEQZdsL882oLrTiT1eUYFGBBVWFFphYIh136RSviCi5MV4RUSrhu+Aoqa2tRW1t7aTHvPrqq3j66aexadMmAMC2bduwd+9e7NixA1u3bgUANDQ0TPj8n/3sZ6isrERWVhYA4Etf+hIOHjw4aVKgpqYGSqUSzzzzDJ555hlotVpotam5L3pYllFg0WPQK9aTdzt96Hb6cPBSP8w6FSpsRlTYjCjJMrAk9jrRmN2PRGS4AyEMugPod/sRCEdwuHkAEYiL/UBo5OPVi/5AWB69H55ge7NwRMbFXjcAoCTTAL1GiTk2I+blmZBn0eFSrwfHWgbxb59ewZlOJ850uuD2i90FbCYNFhVY8Ce3F6Cq0IKqAgsqbEYuAUhQ6RSviCi5MV6lpkTv90IUK0wKzJJAIICGhgZ861vfGvP4+vXrceDAgSmdo6SkBAcOHIDP54NarcaHH36Iv/mbv5n0OU1N4kLvm9/8Jr75zW/iH//xH/HSSy/N6DUkOrVSgaJMPYoy9firu8vRbh/CpT4PWvo9cPlCONHmwIk2B9RKCSVZBszNMaHCZmQTrSkIR8SMvdsfgtsXgtsfhMsXgst39TFPIARZFsde6BEX8Z9c6p9wO7OJqBQS1CoF1EoFNCoFFAAsOhWCERmZBjWcviD+80QHznW50NznQUQGFBIwJ8eERQUW3LcwD4sKzKgqtCDXrIvBT4NiJZ3iFRElN8YrIkolvBqaJX19fQiHw8jLyxvzeF5eHrq6uqZ0jrvuugsPPvggli1bBoVCgXXr1uHhhx+e9Dmtra1jytvSJYtt1KpQXWRFdZEVoXAErYNDaO5z41KvSBBc6vXgUq/YVz7fqkOFzYg5OUbkmNJzmYEsi4v+oUAYRy4PwB+KwHVNAsDjD9/8JBCd/o16Jcw6FTRKBaqLLNBrVFArJWiGL/LVyuEL/tH7IgmgUSqgUkgY8ARwrtuFc10uHG+142yXC2c7nQhFZHx4rheZBjUW5Juxel4ONq2eg6oCC+bnmSdsJkjJI13jVarjzBulIsYrIkolTApM4qWXXsLLL7886TGHDx/GihUrpnzO6y84ZVme1kXod77zHXznO9+Z8vEWiyXt17yplIrRpQNrF8jodftxqdeD5j4Puhy+0dsnF8Uygzk5RlTYTMgzp/4feF8wjLNdLhxrGcRn7Q4AwIGL48/uKxUSTFoVzDpxM2nVMOlUo4+ZtCoYNEoEw/JoEuG+hXkTLkVw+0M41yUu/s93u3C2y4lzXVd3EdCpFZifZ8bCfDMeXVqIBflmLMg3p23iJh0wXiUGXsQT3RzjFRGlEiYFJvH1r38dTzzxxKTHlJeXT+lcNpsNSqXyhqqAnp6eG6oHKHYkSUKuWYdcsw53zcmG2x/C5T4PLva60TrghcsXwvFWB463OqCQgHNdLmSbNAiGI7fcRT+RdDt9ONHmwLnh7ffCERkKSYJJp8LCAjMyDRqYtCqYdCqYhz/q1copXoyP7Q3g8AbR1OtCU48bTT1uXOz14FyXa7Txn0ICym1GLMw346/urhi9+C/NMkx76QEREREREU0PkwKTsNlssNlsUTmXRqNBTU0N6uvrsWHDhtHH6+vr8cgjj0Tle9D0ma5ZZhAMR9A64EVzn6gisHuDGPQGMOgN4AcfNWNxkQWLC63ITdKdDAKhCM53u3CizYFup2/08WyTBovyLZBlGSqlAuur8qedAJFlGd1O//CFvwv9HvH5v33agj632E1DkoDiTD0qc0z40u0FWJAnLv4rc03c+o+IiIiIKE6YFIgSt9s92nQGAJqbm9HY2IisrKzR7Qbr6urw5JNPYsWKFVi1ahXefPNNtLS04Nlnn43XsOkaaqUCc3JMmJNjgizLaLcPocM+hD63H/5QZLSCwGbWorrQgoX5lqRYx97n9uNkmwOnO50IhCIAxFKAebkm3FZsRVGGHsGwjI+a+m56LpcviCv9Xlzp9+Jyv+jL0NTrxqUeN1zDHf81w8s1KnNNuOPObFTmmlCZY8KcHCMv/omIiIiIEgyTAlFy5MgRrF27dvR+XV0dAOCpp57Czp07AQAbN25Ef38/XnnlFXR2dqK6uhp79uxBWVlZPIZMkxhZZlCSZUBxph4PLy3ChW5RAt/n8uPDc73Yf6EPc3NMWFxoQWmWAYpJSt2jseXfdM4XCkdwoceNk22O0TJ9AMgwqHFbkRVVhRYYNFf/+2tUEl64fz5kWcaAJ4CWAS9aBry43OfFlX4PLvd7cKXfi35PYMy5yrONmJdrwhcX54uL/1wTSjL13PKPiIiIiChJMCkQJWvWrIEsj7/P+rU2b96MzZs3z8KI0k+smmNJkoTSLAMqc02jjflOdTjQ4/TjfLdokmfWqVBVaMHiAiusBnXUxzBVg54ATraLqoChgGj2p5AkzMkx4vZiK/ItOnQ7/Tje6hithOiwD6F9+NZhH4IvGBk9n82kRXm2ARU2E9YsyEVZtgHl2UaUZRuQYdDE62USEREREVGUMClACS8ckfFnbx6EzaxBjkmLHPPVW65ZhxyzFhkGNbSq2Jem69RKLC3JwNKSDPQ4fTjV4cTZLhdcvhA+vTSATy8NoCTLgMWFFlTmmqCehRnzUDiCU+0OfHKpHxd73fD4w/AEQgiFI1ApFQhFZOw52Yletx8D18z0A4DNpEFhhh6FVj3WLshFYYYeRRmiQqIs2wiTliGCiIiIiCiV8R0/JTx/KIziTD163X5c7PGMe3ELiC3srHr1mJvluvsjN7NODZ1aAb1aCZ1aCa1aAZ1aCZ1KCbVSmlIjwVyLDrkWHVbPs+FirwenOhxoGfCidfimVSuwMN+MxYVWZOhvrB6QZRnBsIyhQBjeYEh8DIQxFAxf83kIzqEQ7N4gHEMBDHiCGPT6MegVa/t9wTBe/0MTwtdVqehUCuRZRMIk16LF/FzTaBKlIEOHogw9CjP0XONPRERERJTmJHkqNe+UdJxOJ6xWK+bPnw+lUoktW7Zgy5Yt8R5W1ATDEfS7A+h1+dHj8g1fNN/8NtJobzIKSVQEaFUKBMMylAoJWUYNFJJo0KeQJCgV4iZJEpSSWGIQjsgIhCLwBELwBsIIhSOQZSAiy5AkafR7a1Vi9n4oEL7hYn48SoUEnVoBnUoJjUoxOja7NwCVQoE5OUZkmTS4rciKleVZmJNj4gw/JZW2tjaUlJSkbLwiotTBeEVEyWLketDhcMBisUx6LK8cUtzhw4dv+kuQjNRKBfKtOuRbdQCsU36eLxiGYygIly8EXzAMfygMXzACX/CajyExU+8PifvBsAxZlhGOyAjLMiIjH2WIzyMyZAAqhQSFQhIfJQneQBiDHj8cQ0FEZKDTMQQJEoqz9FApFFArJaiUCqgVEtRKBdRKBVRK6erH4WNGkg8jFJIEtVLCp80D0KkUeG7dPCwssEA5SaNDomSQqvGKiFIP4xURpRImBSit6IaXC+TN4t9xXzCMk+0O7PjgIjyBEFaUZQ3P+CugVSlv+Ki9/v5IdcBwtYBaKSEYluEfrjyYl2dmQoCIiIiIiGaESQGiGNOplVhSnIHbiq0IhiP4r2vmwqBRTqlvwcS46oeIiIiIiG4dNxMnmkUjywRuLSFAREREREQUHawUIEpCGpUCL9w/P97DICIiIiKiJMdKgRS3cuVKVFVV4Y033oj3UNLayEX8C/fPh0bF/3ZE42G8IqJkwXhFRKmElQIpjt1xiShZMF4RUbJgvCKiVMIpSyIiIiIiIqI0xaQAERERERERUZpiUiDFcc0bESULxisiShaMV0SUSthTIMVxzRsRJQvGKyJKFoxXRJRKWClARERERERElKaYFEhxLG8jomTBeEVEyYLxiohSCZcPpDiWtxFRsmC8IqJkwXhFRKmElQJEREREREREaYpJgRTH8jYiShaMV0SULBiviCiVcPlAEjl37hw2btw45v5//Md/4NFHH53wOSxvI6JkwXhFRMmC8YqIUgkrBZLIggUL0NjYiMbGRnz00UcwGo24//77J30OM9lElCwYr4goWTBeEVEqYaVAknr33Xexbt06GI3GSY9jJpuIkgXjFRElC8YrIkolrBSIkn379uGhhx5CYWEhJEnC7t27xz1u+/btqKiogE6nQ01NDfbv3z+j7/fTn/50zFKCiTCTTUTJgvGKiJIF4xURpRJWCkSJx+PBkiVL8NWvfhWPP/74uMfs2rULzz//PLZv34577rkH3//+91FbW4vTp0+jtLQUAFBTUwO/33/Dc3/729+isLAQAOB0OvHxxx/jJz/5yU3HxUw2ESULxisiShaMV0SUSiRZluV4DyLVSJKEd95554YGgHfeeSeWL1+OHTt2jD62aNEiPProo9i6deuUz//2229j7969+PGPfzzhMU6nE1arFZWVlVAqlXjmmWfwzDPPQKvVQqvVTvs1ERHFSltbG0pKShiviCjhMV4RUbIYuR50OBw3TWJy+cAsCQQCaGhowPr168c8vn79ehw4cGBa55rq0gEAaGpqwrlz5/DNb34TVqt1WskHIqLZxHhFRMmC8YqIUgmXD8ySvr4+hMNh5OXljXk8Ly8PXV1dUz6Pw+HAoUOH8Itf/GJKx7e2to7JDDGLTUSJivGKiJIF4xURpRJWCkzipZdegiRJk96OHDkyrXNKkjTmvizLNzw2GavViu7ubmg0mikdb7FYxtz4R4uIEhXjFRElC8YrIkolrBSYxNe//nU88cQTkx5TXl4+pXPZbDYolcobqgJ6enpuqB4gIiIiIiIimg1MCkzCZrPBZrNF5VwajQY1NTWor6/Hhg0bRh+vr6/HI488EpXvQURERERERDQdTApEidvtRlNT0+j95uZmNDY2Iisra3S7wbq6Ojz55JNYsWIFVq1ahTfffBMtLS149tln4zVsIiIiIiIiSmNMCkTJkSNHsHbt2tH7dXV1AICnnnoKO3fuBABs3LgR/f39eOWVV9DZ2Ynq6mrs2bMHZWVl8RgyERERERERpTkmBaJkzZo1kGX5psdt3rwZmzdvnoUREREREREREU2Ouw8QERERERERpSkmBYiIiIiIiIjSFJMCKW7lypWoqqrCG2+8Ee+hEBFNivGKiJIF4xURpRL2FEhxhw8fhsViifcwiIhuivGKiJIF4xURpRJWChARERERERGlKSYFiIiIiIiIiNIUkwJEREREREREaYpJASIiIiIiIqI0xaRAimN3XCJKFoxXRJQsGK+IKJVw94EUx+64RJQsGK+IKFkwXhFRKmGlABEREREREVGaYlKAiIiIiIiIKE0xKZDiuOaNiJIF4xURJQvGKyJKJewpkOK45o2IkgXjFRElC8YrIkolrBQgIiIiIiIiSlNMCqQ4lrcRUbJgvCKiZMF4RUSphMsHEtiGDRvw4YcfYt26dfj5z38+o3OwvI2IkgXjFRElC8YrIkolrBRIYM899xz+9V//Nd7DSAh+vx8vvfQS/H5/vIdCNCn+rhJ/ByhZ8HeV+DtAyYK/q7HFpEACW7t2Lcxm8y2dI1XK2/x+P15++WUGAkp4/F2dOcYrotnF39WZY7wiml38XY0tJgViZN++fXjooYdQWFgISZKwe/fuG47Zvn07KioqoNPpUFNTg/3790d9HIcPH8bp06exZcuWKT9nOn/gpnrsVI5L9j+s0xHP1xqL7x2Nc87kHNN9TrR+X9PpdxWYvdfLeJWYGK+icw7Gq9nBeHVr3zfZMV5F5xyMV7MjoV6vTDGxZ88e+cUXX5R/8YtfyADkd955Z8zXf/KTn8hqtVr+P//n/8inT5+Wv/GNb8hGo1G+cuXKmOM++OAD+fHHH5/293c4HDIAef78+fKiRYvk119/fcrPXbRoUdSPncpxkx0z8nocDseUx5bIpvMzTobvHY1zzuQc031OtH5f0+l3VZZj//va2trKeJXAGK+icw7Gq9nBeDW9Y1Ltd4DxKjrnYLyaHbH+fZ3Oz4yNBmOktrYWtbW1E3791VdfxdNPP41NmzYBALZt24a9e/dix44d2Lp167S/n9/vH1NOMzg4CAB45513RhvhtLW1TelcgUAg6sdO5bjJjnG5XACA9vZ2OJ3OKY0tkU3nZ5wM3zsa55zJOab7nGj9vqbT7yoQ/d8Zv9+PQCAwer+9vR0A8Itf/AIZGRkAGK8SCeNVdM7BeDU7GK+md0yq/Q4wXkXnHIxXsyPWv68jP6dwOHzzg2OaniBZluUbKgX8fr+sVCrlX/7yl2OOe+655+R77713zGNTrRT4x3/8RxkAb7zxxhtvvPHGG2+88cYbb7zJAORDhw7d9FqSlQJx0NfXh3A4jLy8vDGP5+Xloaura/T+Aw88gKNHj8Lj8aC4uBjvvPMOVq5cOe45v/3tb6Ourm70/uDgIMrLy9Ha2sotc4gooVxf2dTR0YE777yT8YqIEg7jVXo53jqIrXvOwh8Ko6YsE48tL0ZVoTXewyKaEafTiZKSElRWVt70WCYF4kiSpDH3ZVke89jevXunfC6tVgutVnvD4xaLhX+0iCgpMF4RUbJgvEo9Ll8Qv71wBSGVDlajCh5Zi9+cd2BxeT7MOnW8h0c0Y0ql8qbHcPeBOLDZbFAqlWOqAgCgp6fnhuoBIiIiIiKKLbs3CMdQECatCmqlAvkWHRzeIOzeYLyHRhRzTArEgUajQU1NDerr68c8Xl9fj7vvvjtOoyIiIiIiSk8ZBjWsejXc/hCC4Qi6nD5YDWpkGFglQKmPywdixO12o6mpafR+c3MzGhsbkZWVhdLSUtTV1eHJJ5/EihUrsGrVKrz55ptoaWnBs88+G8dRExERERGlH7NOjceWF+NEmwMefwhZRjW+UlPCpQOUFpgUiJEjR45g7dq1o/dHmgA+9dRT2LlzJzZu3Ij+/n688sor6OzsRHV1Nfbs2YOysrJ4DZmIiIiIKGkEQhG88YGYhNuythIa1a0VQS8utGLV3Gz4gxH87X2VyDLd2K+LKBUxKRAja9asgdiNcGKbN2/G5s2bZ2lEREREREQ0Ga1KCa1KCRMrBCiNMClAREREREQUZdGuZCCKFf5mEhEREREREaUpVgoQEREREdGsSOTZc41KgRfunx/vYRDNusT5X0hEREREREREs4pJgQT23nvvYcGCBZg3bx7eeuuteA+HiIiIiIiIUgyXDySoUCiEuro6fPDBB7BYLFi+fDkee+wxZGVlxXtoREREREREMZHIS0xSFX/CCerQoUNYvHgxioqKYDab8eCDD2Lv3r3xHhYREREREU2RPxSGYygIty8Y76EQTYhJgRjZt28fHnroIRQWFkKSJOzevfuGY7Zv346KigrodDrU1NRg//79o1/r6OhAUVHR6P3i4mK0t7fPxtCJiCiNBUIRvFZ/Hq/Vn0cgFIn3cIiIktapDgc+udiPTy724bXfncdn7Y54D4loXEwKxIjH48GSJUvw+uuvj/v1Xbt24fnnn8eLL76IY8eOYfXq1aitrUVLSwsAQJblG54jSVJMx0xERERElEwSdSbe5Qvil0fbMBQMw6hVYcATxM8aWuFKsHESAewpEDO1tbWora2d8Ouvvvoqnn76aWzatAkAsG3bNuzduxc7duzA1q1bUVRUNKYyoK2tDXfeeeeE5/P7/fD7/aP3nU5nFF4FEVH0XR+vXC5XHEcTH+m0XjKdXiulHsarxDYyE+8LhhGORLBxZSmqi6zxHhYAwO4NwjEUhEmrglqpQL5Fh36PH3ZvEGadOt7DIxqDf5njIBAIoKGhAevXrx/z+Pr163HgwAEAwB133IHPPvsM7e3tcLlc2LNnDx544IEJz7l161ZYrdbRW0lJSUxfAxHRTF0fr6qqquI9JCKicTFeJa5En4nPMKhh1avh9ocQDEfQ5fTBalAjwzCzhEC0l3Yl+lKxRK0ASVVMCsRBX18fwuEw8vLyxjyel5eHrq4uAIBKpcI///M/Y+3atVi2bBn+/u//HtnZ2ROe89vf/jYcDsforbW1NaavgYhopq6PV6dPn473kIiIxsV4lbjGm4l3eIOwexPjItKsU+Ox5cXQq5Xw+EPIMqrxlZoSVglMAXsxzD4uH4ij63sEyLI85rGHH34YDz/88JTOpdVqodVqozo+IqJYuD5ecbkT0exw+cQFU4ZBzQuTKWK8SlwjM/Fnu1wwaVXocvpgM2tmPBMfC4sLrVg1Nxv+YAR/e18lskx8r34z11aAmK6pACnLNjBuxRCTAnFgs9mgVCpHqwJG9PT03FA9QERENNv8oTB8wQjcviDfxKaIYy2DeOndU/AFw7ijIiuh1l4TzcTITPyJNkdCz8RrVUpoVUqYEmxciYq9GOKDywfiQKPRoKamBvX19WMer6+vx9133x2nUREREbFsMxUl+tpropkamYm/e64NL3xhPhNdcRStHgXR7sVAU8NKgRhxu91oamoavd/c3IzGxkZkZWWhtLQUdXV1ePLJJ7FixQqsWrUKb775JlpaWvDss8/GcdRERJTOWLaZmjjzRqmMM/GpJRYVINwF5+aYFIiRI0eOYO3ataP36+rqAABPPfUUdu7ciY0bN6K/vx+vvPIKOjs7UV1djT179qCsrCxeQ6YYYjAiomTAi8fUlAxrr4mIRrAXw+xjUiBG1qxZA1mWJz1m8+bN2Lx58yyNiFIJkwxEFAu8eExNybL2mohoBCtAZheTAkRERASAF4+pjDNvREQ0ESYFiIiIaBQvHlOTRqXAt2oXxXsYRESUgJgUICIiojFYtklERJQ+uBA5gW3YsAGZmZn48pe/HO+hEBERERERUQpiUiCBPffcc/jXf/3XeA+DiIiIiIiIUhSTAgls7dq1MJvN8R4GEREluEAogtfqz+O1+vMIhCLxHg5FCf9diYhoNjApMEP79u3DQw89hMLCQkiShN27d99wzPbt21FRUQGdToeamhrs379/9gdKRERERERENAEmBWbI4/FgyZIleP3118f9+q5du/D888/jxRdfxLFjx7B69WrU1taipaVl9JiamhpUV1ffcOvo6MD27dthNBqxdu1avPvuu0wopAB/KAzHUBBuXzAhz0dEFCuMV0RERImLuw/MUG1tLWprayf8+quvvoqnn34amzZtAgBs27YNe/fuxY4dO7B161YAQENDw7jPHUkoPPfccwiFQnjrrbdQW1uL06dPo7S0NPovhmLuVIcDn1zshy8YRjgSwcaVpagusibM+YiIYoXxioiIKLGxUiAGAoEAGhoasH79+jGPr1+/HgcOHLjp80cSCt/73vdQXl6OjIwMlJSUYMeOHRM+x+/3w+l0jrlRYnD5gvjl0TYMBcMwalUY8ATxs4ZWuGY4Yxbt81FicfmCaB3wpvS/5/XxyuVyxXtIFCOMV5TsGK+IKB0wKTAD1/cTuF5fXx/C4TA+/vjjMT0FhoaG0NXVNem5r00oPPDAA3jppZfQ1dWF1tZW7N27d8Lnbd26FVardfRWUlJyy6+TosPuDcIxFIRJq4JaqUC+RQeHNwi7d2ZviqN9Pkocx1oG8V/e+hSbfnQY/+/7Z/FZuyPeQ4qJ6+NVVVVVvIdEMcJ4deu49CK+GK+IKB1w+cAMjPQT+OpXv4rHH398wuO2bduGf/mXf8E999yD73//+9i+ffuY8v+amhr4/f4xzwkGgwiHw8jLy8PevXvx4Ycf4vXXX8fy5cvxox/9aMLvVVdXN7pUAQBcLheqqqpYMXALguEI/s/HrQCAZ+4pgVo5sxyaMhyCXinD4fXDpFGibcCFLKMayrAPTmco7udLdNH6d0h0bn8IPznYDLcvAJNGiR6HF//2yUX87efLYdKmVqjetGkTNm7cOHq/q6sL9913X1rFq2A4Mhr/XS7nLf9eR/N80TxXusWraDvR7sRH53vgD0Uw5PNhw9ICVOWb4j0sAOkTmxmvoi9R41UsJPJrTeTzJfLYksl04pQky7Icw7GkvJFKgXfeeQePPvooADHbr9Vq8cADD+D9998fPTYrKwsmk2lMs8HrdXR0oKioCAcOHMCqVatGkwLLli3D22+/jbNnz477vP/xP/4HvvOd70TvhRGgUMG66k8BAI5PfgpEZv4GVpM/H5n3/w0UKi18rZ/Bc/J3CHRfTJjzJTSFCtbP/TkUKi3sB34C2ZeapZsqax6sq5+EypoLRMLwd16A0pgB+/4fI+zsiffwKNqiGF+ifr4ojy3q8SraP7sEJWn0yLj3L6ErvQ0RvxchZx8iXjvs+9+GHBiK9/DS5t+BYiCB41XUJfJrTeTzJfLYkpDD4YDFYpn0mNSafkoBNpsNSqXyhmUGPT09yMvLm/b5Wltbb/pLQOMbOwvyxi1nPN/44xX4QhF87XNPINPw/97y2KJ5vmiK9uzRiXYn/n+/vQh/KILlX/tays6Uuf0h/O8PmnGkxQGTRol861pkGdX42x++mHKVAv/0T/+E733vezc8nk7xKprxJdrni8XYoh3/ojm+RNVm9+H/+7AZHXYfVEoFFheY0O8J4us/+CcUZejiPby0+XdgvIq+RI5X0ZbIrzWRz5fIY0smTqdzykvKU+ud5ixyu91oamoavd/c3IzGxkZkZWVBpRI/1t///vf4wQ9+gFWrVuHNN9+Ex+NBRkbGpOfVaDSoqalBfX09/uVf/gVHjx6Fx+NBMBjEX/zFX0z4vH/4h3/Af/tv/230/sgvgcVi4R+tGQqEItBqtQAAs9kCjWrmASQQisBs1MMMoMCWdUvnisX5oimaPzeXL4i9564gEAHMeg3cQQm/OTuAxaU5MOvU0RryjEXztVoAPHGXhLM9p+ALhpFrNWDjylIU5qRel/b/9b/+F/7hH/5h9H57ezuqqqrSKl5F83cn2ueLxdiiHf+iOb5EVaLRw2bpxsV+H0wqBfqHZNisBhTnZqZc/EtkjFfRl8jxKtoS+bUm8vkSeWypij+RYS+99BIkSZr0duTIkdHjjxw5gmXLlo3er6urw7Jly/A//+f/HH3sG9/4Bl555RUsXboU+/btw5NPPgmNRnPTsdTV1eGtt97Cxo0bsW/fPnzta1+DVqvFyy+/POFztFrt6B8o/qGi6QqEInit/jxeqz+PQCgS7+GMSoYmZdFsArasNBM/3nQn3npqJf7bFxem7LZt18crs9kc7yERJRyzTo3HlhdDr1bC4w8hy6jGV2pKEiIhkE4Yr4goHbBSYNjXv/51PPHEE5MeU15ePvr5mjVrIMsyJEka008AED0FlEol7rnnnjElZ9/4xjemtARg48aN6O/vxyuvvILOzk5UV1djz549KCsrm/brIkpmGQY1rHo1zna5YNKq0OX0wWbWIMOQGG+KY7H/ulmn5pt+IgIALC60YtXcbPiDEfztfZXIMmnjPaQx/KEwfMEI3L5gwo2NiIimjkmBYTabDTabLSrnunYJwIYNG0Yfr6+vxyOPPDKlc2zevBmbN2+OynjSRSAUwRsfiCUdW9ZWsjQoBYzMlJ1ocyTcTNm1+6+brtl/vSzbkBDjI6LUoFUpoVUpYUqwuBKLpCgREcUHkwIzMFk/gZEtB+vq6vDkk09ixYoVoz0FWlpa8Oyzz8Zr2ESzJpqzR9GeKYtW8mi8pQ39Hj/s3iCTAkSU0pgUJSJKLUwKzMCRI0ewdu3a0ft1dXUAgKeeego7d+4EwCUAlHyidSEfi9mjaM+UReO1JvrSBiKiWGFSlIgotTApMAMj/QRuhksAkl+6rJeM1oV8MsweReu1mnVqbFxZCoVCgsMbhNWQOEsbiCg+0mUZG5OiRESphUkBogkk8npJjUqBF+6fH5VzRfNCPtFnj6KdtKgusqIs2wC7N4gMAxsE0vSkS9KRUk8i93shIqLpY1KAaBzRvniM5kV8tEXzQj4Ws0fR/NnFImnB3QJoJhI56ZhO0mVmPxYSfWcEIiKaOv71IxrHeBePDm8Qdu+t70WfaEYu5N3+EILhCLqcPlgN6hldyCf6vtrRfK1EM3Vt0tF4TdLR5Uu9+EK3ZiQp+sL98xMyYaFVKWHRqxNuZwQiIpoeVgpQSolWOW46rZeMdhloIs8esQ8AJYJEX2aTDBJ56UUij42IKF0xNk+OSYEE9t577+Hv/u7vEIlE8N//+3/Hpk2b4j2khBbNctx0Wy8ZzQt5jUqBb9UuiuLooot9ACje0inpGAuJvPQikccWbYm8LI4oVfHCdmbSKTbPFJMCCSoUCqGurg4ffPABLBYLli9fjsceewxZWVnxHlpCikXX+0Se8Y62RL+Qjzb2AaB4SrekYzTFItZH6012Muy+QkTJKxkubKMVTxO1oXYqY1IgQR06dAiLFy9GUVERAODBBx/E3r178Wd/9mdxHlliilU5rlalhFal5HpJIoqqRE46JvIMcLRjfTTfZHNZCBHFSjJc2CZq0oKxeWoSr2tNCti3bx8eeughFBYWQpIk7N69e9zjtm/fjoqKCuh0OtTU1GD//v2jX+vo6BhNCABAcXEx2tvbYz30pMUGckSUbKLdpM0fCsMxFIQ7hRsWRjPWR7vhI/8OEVGsxKoBdrT+biRyA13G5qlhUiAGPB4PlixZgtdff33CY3bt2oXnn38eL774Io4dO4bVq1ejtrYWLS0tAABZlm94jiRJMRtzsotF1/tE7/pMRDRiZIbmk4t9eO135/FZuyPeQ4qJaMb6aL/JTvTdV4goecXiwjaafzcSedcuxuap4fKBGKitrUVtbe2kx7z66qt4+umnR5sHbtu2DXv37sWOHTuwdetWFBUVjakMaGtrw5133jnh+fx+P/x+/+h9p9N5i68i+SRyOS4RXXV9vHK5XHEcTfJLhrLSaIpWrI9Fw8dlpZn48aY72cg0hTBeUSKIdi+aaP/dSPQGurxGuDlOf8ZBIBBAQ0MD1q9fP+bx9evX48CBAwCAO+64A5999hna29vhcrmwZ88ePPDAAxOec+vWrbBaraO3kpKSmL6GRDTSLO8fH17M/+xECez6eFVVVRXvISW1RJ6hAWJTdRWNpRexmj0y69QoyUrNhEw6YryiRDFyYXv3XBte+ML8W1qvn46VUtFespdqmBSIg76+PoT//+3dfVBU59nH8d8GZCkvEhBFCSBU0yY+DKGCoTpRQ1JU2qABsdCOqI2ZKTU+aUp1EpNO1GRGUxKbmkTScSatyWSSOqZKEnVKad5bkxYVW2MyNjxji4kSClbe4vKye54/Ou5kXcRd3FfO9zPDH+f23vtc5+ztBXvtfc6x25WSkuLSnpKSora2NklSZGSktm3bpsLCQn3jG9/Q+vXrNWHChMuOuWHDBnV1dTl/Tp8+7ddjAIDRujRfffTRR8EOKaxxveTo+fKPbIxN5CuEEl99sPXH7w3yaXjj8gEPbdq0SZs3bx6xT1NTk/Lz8z0e89J7BBiG4dK2ePFiLV682KOxrFarrFa+HQcQ+i7NV2a83MmXzPaIQ18+HcFsj2OF98hXuBqh+jQXf/3e4Kld4YuigIfWrl2rysrKEftkZmZ6NFZycrIiIiKcqwIuam9vd1s9AADAlXC9JADAG/zewJdRFPBQcnKykpOTfTJWVFSU8vLy1NjYqNLSUmd7Y2OjlixZ4pN9AADMhW9oAADeMMvvjVBdsRFKKAr4QW9vr1paWpzbp06d0rFjx5SUlKSMjAxJUk1NjaqqqpSfn6/Zs2dr586dam1tVXV1dbDCBgAECH+gAACAUEFRwA8OHz6swsJC53ZNTY0kaeXKldq1a5ckqaKiQp2dnXrkkUd09uxZZWdn6+DBg5o6dWowQgYAhDGKDAAwtoV6ng/1+DAyigJ+cOutt8owjCv2W7NmjdasWROAiAAAAAAAcEdRAAAAAEDA9A/ZZRt0qNc2yA3ugoRv9vFlFAUAAAAABMSJM116//86ZRu0y+5wqGJWxqifac8HW8A3rgl2AAAAAADGvh7boPYe/VQXBu2KtUbqXN+g9hw5rR7bYLBDA0yNogAAAAAAvzv/xaC6LgwqzhqpcRHXaPL4aHV9MajzX1AUAIKJokCIKy0tVWJiosrLy4MdCgAAADBq18aMU8JXxqm3f0iDdofaum1KiBmna2PGBTs0wNQoCoS4e++9Vy+88EKwwwAAAIAJDQw59GTjP/Rk4z80MOS4qrHio8epbGaavjIuQn39Q0qKHadleemKj6YoAAQTNxoMcYWFhXr77beDHQYAAABw1f4nNUGzp01Q/6BD/3vbdJ4+AIQAVgr4ybvvvquSkhKlpqbKYrGovr5+2H51dXXKyspSdHS08vLy9N577wU2UAAAACCArJERGv+VcYpjhQAQEigK+ElfX59uuukmPfPMM5fts3v3bt1333166KGH1NzcrLlz56q4uFitra0BjBQAAAAAYFZcPuAnxcXFKi4uHrHPL37xC61evVp33323JOmXv/ylGhoa9Oyzz2rr1q1e7a+/v1/9/f3O7a6uLklSd3e3l5EDgH9dmq/OnDkjiXwFIPSQr/57TwFbX6+k/x53VOTVfafo6/EADO9injIM44p9KQoEycDAgI4cOaIHHnjApX3BggU6dOiQ1+Nt3bpVmzdvdmtPT08fdYwAEEjkKwDhwqz56sEQHw+Au56eHiUkJIzYh6JAkHR0dMhutyslJcWlPSUlRW1tbc7thQsX6ujRo+rr61NaWpr27dunWbNmuY23YcMG1dTUOLcdDofy8vJ09OhRWSwWr2KbNWuWmpqafNrXk34j9enu7lZ6erpOnz6t8ePHexRbKPPmHIfDvn0x5mjG8PY1vpqvZpqrku/nzKXfvNntds2fP1/Nzc2KiIjwW2zkq9EhX/lmDPJVYJCvvOsz1uYA+co3Y5CvAsPf89UwDPX09Cg1NfWKfSkKeGHTpk3Dfhv/ZU1NTcrPz/d4zEs/sBuG4dLW0NDg0ThWq1VWq9Wt7UpVoeFERER4/J/N076e9POkz/jx48dEIvDmHIfDvn0x5mjG8PY1vpqvZpqrUmDma0xMjBITE71+HfnK/8hXvhmDfBUY5KvR9Rkrc4B85ZsxyFeBEYj56ulnQYoCXli7dq0qKytH7JOZmenRWMnJyYqIiHBZFSBJ7e3tbqsHRuuee+7x++s87etJv9HGG46Ceaz+2LcvxhzNGN6+xlfz1UxzVQrM8ZKvQhf5yjdjkK8Cg3x1dfsNd+Qr34xBvgqMUDpei+HJnQdwVSwWi/bt26c777zTpb2goEB5eXmqq6tzts2YMUNLlizx+kaDY113d7cSEhLU1dU1ZqqDGJuYq2AOIFwwV8EcQLhgrvoXKwX8pLe3Vy0tLc7tU6dO6dixY0pKSlJGRoYkqaamRlVVVcrPz9fs2bO1c+dOtba2qrq6Olhhhyyr1aqNGze6XSIBhBrmKpgDCBfMVTAHEC6Yq/7FSgE/efvtt1VYWOjWvnLlSu3atcu5XVdXp9raWp09e1bZ2dl68sknNW/evABGCgAAAAAwK4oCAAAAAACY1DXBDgAAAAAAAAQHRQEAAAAAAEyKogAAAAAAACZFUQBhr7S0VImJiSovLw92KMCITp8+rVtvvVUzZsxQTk6O9uzZE+yQEGDkK4QL8hXIVwgX5Kurx40GEfbeeust9fb26vnnn9crr7wS7HCAyzp79qw+//xz5ebmqr29XTNnztTJkycVGxsb7NAQIOQrhAvyFchXCBfkq6vHSgGEvcLCQsXHxwc7DOCKpkyZotzcXEnSpEmTlJSUpHPnzgU3KAQU+QrhgnwF8hXCBfnq6lEUQFC9++67KikpUWpqqiwWi+rr69361NXVKSsrS9HR0crLy9N7770X+EAB+Xa+Hj58WA6HQ+np6X6OGr5CvkI4IV+ZG/kK4YR8FXwUBRBUfX19uummm/TMM88M+++7d+/Wfffdp4ceekjNzc2aO3euiouL1draGuBIAd/N187OTq1YsUI7d+4MRNjwEfIVwgn5ytzIVwgn5KsQYAAhQpKxb98+l7abb77ZqK6udmm74YYbjAceeMCl7a233jKWLl3q7xABp9HOV5vNZsydO9d44YUXAhEm/IR8hXBCvjI38hXCCfkqOFgpgJA1MDCgI0eOaMGCBS7tCxYs0KFDh4IUFTA8T+arYRhatWqVbrvtNlVVVQUjTPgJ+QrhhHxlbuQrhBPyVWBQFEDI6ujokN1uV0pKikt7SkqK2tranNsLFy7UsmXLdPDgQaWlpampqSnQoQIezdc///nP2r17t+rr65Wbm6vc3FwdP348GOHCx8hXCCfkK3MjXyGckK8CIzLYAQBXYrFYXLYNw3Bpa2hoCHRIwGWNNF9vueUWORyOYISFACFfIZyQr8yNfIVwQr7yL1YKIGQlJycrIiLCpWotSe3t7W7VQiDYmK/mxvuPcMJ8NTfef4QT5mtgUBRAyIqKilJeXp4aGxtd2hsbGzVnzpwgRQUMj/lqbrz/CCfMV3Pj/Uc4Yb4GBpcPIKh6e3vV0tLi3D516pSOHTumpKQkZWRkqKamRlVVVcrPz9fs2bO1c+dOtba2qrq6OohRw6yYr+bG+49wwnw1N95/hBPmawgI2nMPAOO/j7qR5PazcuVKZ58dO3YYU6dONaKiooyZM2ca77zzTvAChqkxX82N9x/hhPlqbrz/CCfM1+CzGIZhBKL4AAAAAAAAQgv3FAAAAAAAwKQoCgAAAAAAYFIUBQAAAAAAMCmKAgAAAAAAmBRFAQAAAAAATIqiAAAAAAAAJkVRAAAAAAAAk6IoAAAAAACASVEUAAAAAADApCgKAAAAAABgUhQFAAAAAAAwKYoCAAAAAACYFEUBAAAAAABMiqIAAAAAAAAmRVEAAAAAAACToigAAAAAAIBJURQAAAAAAMCkKAoAAAAAAGBSFAUAAAAAADApigIAAAAAAJgURQEAAAAAAEyKogAAAAAAACZFUQAAAATVrl27ZLFY9M9//jPYoQTEpk2bZLFYfD7uo48+qokTJ6qqqsrnYwMAxi6KAgAAAGHugw8+0JYtW/Tggw/qgw8+CHY4AIAwQlEAAACMKV988UWwQwi45557TmVlZRoaGlJGRkawwwEAhBGKAgAAjGEtLS36wQ9+oOuvv14xMTG67rrrVFJSouPHj7v0u7ik/cSJE/re976nhIQEpaSk6K677lJXV5dL31dffVU5OTmyWq366le/qu3btw+7JH7VqlXKzMx0i8mT5fPexn306FGVl5crMTFR06ZNu+y4F/v//e9/17Jly5SQkKCkpCTV1NRoaGhIJ0+e1KJFixQfH6/MzEzV1tYOO86f/vQn3X777YqPj1dMTIzmzJmjAwcOuPU7cOCAcnNzZbValZWVpSeeeGLY8T755BN9//vf16RJk2S1WnXjjTdqx44dI56jiwzD0P79+1VSUqJDhw5p3rx5Hr0OAABJigx2AAAAwH/OnDmjCRMm6LHHHtPEiRN17tw5Pf/88yooKFBzc7O+/vWvu/RfunSpKioqtHr1ah0/flwbNmyQJP3617+WJP3+979XWVmZ5s2bp927d2toaEhPPPGEPv/886DGXVZWpsrKSlVXV6uvr++K43/3u9/V8uXL9cMf/lCNjY2qra3V4OCg/vjHP2rNmjVat26dXnrpJd1///2aPn26ysrKnK995513VFRUpJycHD333HOyWq2qq6tTSUmJXn75ZVVUVEiS3njjDS1ZskSzZ8/Wb3/7W9ntdtXW1rqdq48++khz5sxRRkaGtm3bpsmTJ6uhoUH33nuvOjo6tHHjxhGP5cMPP1RbW5sKCgpUXV2tzZs3e3qaAQCQDAAAYBpDQ0PGwMCAcf311xs/+clPnO0bN240JBm1tbUu/desWWNER0cbDofDMAzDmDVrlpGenm709/c7+/T09BgTJkwwLv2zYuXKlcbUqVPdYri4r4t+85vfGJKMU6dOjTruhx9+2KPjv9h/27ZtLu25ubmGJGPv3r3OtsHBQWPixIlGWVmZS99vfvObxqRJk4yenh6X+LKzs420tDTnuSooKDBSU1ONCxcuOPt1d3cbSUlJLse/cOFCIy0tzejq6nLZz9q1a43o6Gjj3LlzIx7Ts88+a6Smphp79uwx5syZ49F5AADgIi4fAABgDBsaGtKWLVs0Y8YMRUVFKTIyUlFRUfrkk0/08ccfu/VfvHixy3ZOTo5sNpva29vV19enw4cP684771RUVJSzT1xcnEpKSoIa99KlS70a/4477nDZvvHGG2WxWFRcXOxsi4yM1PTp0/Wvf/3L2dbX16e//OU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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(\n", " 2 * (nbins - 1),\n", " (nbins - 1),\n", " figsize=(9, 9),\n", " gridspec_kw={\"height_ratios\": [3, 1, 3, 1, 3, 1]},\n", ")\n", "\n", "for i in range(1, nbins):\n", " for j in range(1, nbins):\n", " key = (\"POS\", \"SHE\", i, j)\n", " cov_key = (\"POS\", \"SHE\", \"POS\", \"SHE\", i, j, i, j)\n", " e_cov = dices_cov[cov_key][0, 0, :, :]\n", " e_err = np.sqrt(np.diag(e_cov))\n", " b_cov = dices_cov[cov_key][1, 1, :, :]\n", " b_err = np.sqrt(np.diag(b_cov))\n", " e_c = cqs0[key][0, :]\n", " b_c = cqs0[key][1, :]\n", " e_t = theory_cls[key][0, :]\n", " b_t = theory_cls[key][1, :]\n", " e_t_itp = np.interp(lgrid, ell, e_t)\n", " b_t_itp = np.interp(lgrid, ell, b_t)\n", "\n", " ax[2 * (j - 1), i - 1].errorbar(\n", " lgrid,\n", " e_c,\n", " yerr=e_err,\n", " c=\"C0\",\n", " lw=1.5,\n", " zorder=3.0,\n", " alpha=0.5,\n", " )\n", " ax[2 * (j - 1), i - 1].plot(ell[10:], e_t[10:], c=\"C0\", lw=1.0, zorder=4.0)\n", " ax[2 * (j - 1) + 1, i - 1].errorbar(\n", " lgrid,\n", " (e_c - e_t_itp) / e_t_itp,\n", " yerr=e_err / np.abs(e_t_itp),\n", " fmt=\".\",\n", " c=\"C0\",\n", " lw=1.5,\n", " zorder=1.0,\n", " alpha=0.5,\n", " )\n", " ax[2 * (j - 1), i - 1].errorbar(\n", " lgrid,\n", " b_c,\n", " yerr=b_err,\n", " c=\"C1\",\n", " lw=1.5,\n", " zorder=1.0,\n", " alpha=0.5,\n", " )\n", " ax[2 * (j - 1), i - 1].plot(ell[10:], b_t[10:], c=\"C1\", lw=1.0, zorder=2.0)\n", " ax[2 * (j - 1), i - 1].axhline(0.0, c=\"k\", lw=0.8, zorder=-1)\n", " ax[2 * (j - 1) + 1, i - 1].axhline(0.0, c=\"k\", lw=0.8, zorder=-1)\n", " ax[2 * (j - 1), i - 1].tick_params(axis=\"both\", which=\"both\", direction=\"in\")\n", "\n", " ax[2 * (j - 1), i - 1].set_yscale(\n", " \"symlog\", linthresh=1e-9, linscale=0.45, subs=np.arange(0.1, 1.0, 0.1)\n", " )\n", " ax[2 * (j - 1), i - 1].set_ylim(-8e-7, 8e-7)\n", " ax[2 * (j - 1) + 1, i - 1].set_yscale(\n", " \"symlog\",\n", " linthresh=0.1,\n", " linscale=0.1,\n", " )\n", " ax[2 * (j - 1) + 1, i - 1].set_ylim(-10, 10)\n", "\n", " ax[2 * (j - 1), i - 1].set_xscale(\"log\")\n", " ax[2 * (j - 1), i - 1].set_xlim(5, lmax * 2)\n", " ax[2 * (j - 1) + 1, i - 1].set_xscale(\"log\")\n", " ax[2 * (j - 1) + 1, i - 1].set_xlim(5, lmax * 2)\n", " if i > 1:\n", " ax[2 * (j - 1), i - 1].set_yticklabels([])\n", " ax[2 * (j - 1) + 1, i - 1].set_yticklabels([])\n", "\n", "# ax[0, 0].set_xscale(\"log\")\n", "# ax[0, 0].set_xlim(1 / 2, lmax * 2)\n", "ax[0, 0].xaxis.get_major_locator().set_params(numticks=99)\n", "ax[0, 0].xaxis.get_minor_locator().set_params(\n", " numticks=99, subs=np.arange(0.1, 1.0, 0.1)\n", ")\n", "# ax[0, 0].set_yscale(\n", "# \"symlog\", linthresh=1e-9, linscale=0.45, subs=np.arange(0.1, 1.0, 0.1)\n", "# )\n", "# ax[0, 0].set_ylim(-8e-7, 4e-7)\n", "\n", "fig.subplots_adjust(left=0.0, bottom=0.0, right=1.0, top=1.0, wspace=0.0, hspace=0.0)\n", "\n", "fig.supxlabel(\"angular mode $\\\\ell$\", y=-0.05, va=\"top\")\n", "fig.supylabel(\"galaxy--galaxy lensing $C_\\\\ell$\", x=-0.1, ha=\"right\")\n", "\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "gitd", "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": "3.13.2" } }, "nbformat": 4, "nbformat_minor": 4 }