{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Lesson 3 - Regression with BIWI head pose dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a more advanced example to show how to create custom datasets and do regression with images. Our task is to find the center of the head in each image. The data comes from the [BIWI head pose dataset](https://data.vision.ee.ethz.ch/cvl/gfanelli/head_pose/head_forest.html#db), thanks to Gabriele Fanelli et al. We have converted the images to jpeg format, so you should download the converted dataset from [this link](https://s3.amazonaws.com/fast-ai-imagelocal/biwi_head_pose.tgz)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%reload_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from fastai import *\n", "from fastai.vision import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting and converting the data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "path = untar_data(URLs.BIWI_HEAD_POSE)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[517.679, 0. , 320. ],\n", " [ 0. , 517.679, 240.5 ],\n", " [ 0. , 0. , 1. ]])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cal = np.genfromtxt(path / '01' / 'rgb.cal', skip_footer=6)\n", "cal" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "fname = '09/frame_00667_rgb.jpg'" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def img2txt_name(f): return path / f'{str(f)[:-7]}pose.txt'" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "img = open_image(path / fname)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "img = open_image(path / fname)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "img.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([187.332 , 40.3892, 893.135 ])" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ctr = np.genfromtxt(img2txt_name(fname), skip_header=3)\n", "ctr" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "def convert_biwi(coords):\n", " c1 = coords[0] * cal[0][0]/coords[2] + cal[0][2]\n", " c2 = coords[1] * cal[1][1]/coords[2] + cal[1][2]\n", " return tensor([c2, c1])\n", "\n", "def get_ctr(f):\n", " ctr = np.genfromtxt(img2txt_name(f), skip_header=3)\n", " return convert_biwi(ctr)\n", "\n", "def get_ip(img, pts): return ImagePoints(FlowField(img.size, pts), scale=True)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tensor([263.9104, 428.5814])" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_ctr(fname)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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iUzCb85homtHoq6rJfzrWEeDN1xZs1o73vvuYtjlmsVilduwxVlGzGIAzt1H5PeY5Gt+ttVtcfS5DLkcJwrE95sF7ck2moFc/mw3GOY9ynNWLR83Jj9/D1vUS6HEQxDOo6DS66Rpp6b3g/IamsHmM/uyAbvfNHB2qw396YF/iUh5Xhy9QNwPosXzly19DxHJxcZG4mOgXHbziN0eVvpdBF+xc1N92/SPW6zXOuUHfv1gsIoj3PUEuBtATBe97msJP3yyyKsBgxGCI4q8Vko+30PVTruzoyGLMOHBt/wgxyqLtaReBzjtUAstFEvWNAY4QH3WvHvDOEVzcbSm2oeciPqtRYomcnccHF8WQJIlkfaLr0yRWBjWDWBt1fbgk9o07JVWV3kc1l0mcTd8nn2Sfd5B2qbgjYGbvlgwS3WAQm3J0+TmhK+6bBFhJn5oMcmqi6sJiUR83+hgNoGkxVjcBihI863xrsMjuuE3hO14CSwb6rBvPfxnshjTCdJd2mc/gFWanzEEG0aEsMgXxOW+yDOyDq2Nx3TnH0fEpxnYcbxQjSxbtKj5nFogJiFlOgL7k7jNoT7xyijJkKheg+XLutg8Nn2YK7jW4ufK3Mmnv4bPQScwt5Ll+5XeR3N4h+sZLVt0kA3PuC2Y2+w2ZZQ+iw+mWo78O+Y6/9r/91RiqoF2lThl95/HTDVQlx25ti4jQSjTkLtJWcWOV9fnDYfAvjw2taRj01mmjjCiIMXib9I+Db7NGsV096j0K2EXcqBBU0aD0YTQGGmNYOIPXwMPHHmPiPhPnO46Oj4GoP+4u1sMgNRp92LPK46J39HKZXNHirkI0WuK930QX7RDF+TxBLi4uWK1WQ5sAqMQ659/D9cz52EVcEBWSB3Ksd4jt4c24a7hPUhDEujZNw2KxwMqdVO5RBxlVDWnQN++mxSiqoKxtJgY5AWwGejE4VY4WKyBgJOrZFgUIlzudB1/9MPpz75JALNsgXT5jluNWdlUduPHcr6tmajysOd3Y3tO0s5SVx2uWuHa5C9d1KIHaGMPjx4+xywUL2/Jyc4wxLda0yY0ycsmWdgvcc/ojR++GtMtnx3KP+vK5hTTXu+amy2e87/dy9CFM1S7NolIfEdWpZX/F9hvzy8XetWkoeq+MkmS0HHi8U5wH24wMiAgMu5bHFGbTLelQ4H3aHH3+fV26GUAva+7cabGmYbNZ0zQLxmXdgP0GKkIQIWgc2KY1KNCrYo3FbU4nA2MwDKIED5uH0SMghICGQNva6A6X9H2b7jTlF6I7rXrUu+TCEn1xnXkwcTHrum4yKUJ4fdgNGa+lzTrycOCOG3l/VCMEHbi/AUhsQ46JMg64vK3d0+RdjIWK4XxzMTSlqiJLiSJ9WixtAu6Ra12Ni5xoAvyoP4VAs2oHtVTf99y5c4fT01N+53d+h+PjuN9BWE3KUbaLiCD2eOw/SFytFOAPNJ4IxXZ8TsNoiLWleL0t3u/aNFKChNGR+85eXZOJ0m7HOSqfMX7KrZX5DoBlt5+p0ytVR/vKXaq72rbFOcfpnTNsIzjf0y4FaxKoW0n2F4PRllrbvQUIuU6zuYOqbBmlJ/fHhMqXBglTGReL4f0iLVUFNTRNOzImOpUigLjhScdQBBMWXLXwkJpKV4NaMYBXjQyZ+ujAGgJ97/Gax84YE0eDJEZFgKnUtQuk50C7fK5WO+X75eecQbdOf/yM16M62g/uoIfSjQB6I4714/uASeBZcEhqIledgHPoVM2bYCJn311+i6ZpBuDMuyGHTTREQxQhb7uObm2q0UOj09KGnTjJAiQAbLi7Jf6XpKtvxuetid4h1tCEgJiRCzySu1tcUs7DWpuMRTZxvRaR7POuiHjUTfWaMA0HARBMEbNEx6BSQ3sX7oG2mLT5fcdmSHez2XB2dsbJyQln9+5ydHSEMYZ26XKtJxNjCFvh35i0zVjnESTFRn9roWEKPwFEaYydeX83t5jrNumTCSZt649rPXE92WpQLyf+yPVOudrsx1+nu0vEz+Uu0728vASmfds04yIW+oAU7otG92+Si4nsn+41MNXjewzNUJS76peokMztMkk9/RmMaZKkE42kYzvmMkxjwpRtrQomvTN9ZuTu485pwYcoMfrkStv3jkBlm1BDZCpNUd6rOeZ6PDwJ1XWsVWexLk+urinpRgC9BPj9r//eoJJw2fMkb5v2x2mAF/65NhqHmqZhtVrx/v33sNayWq1YLpeIGqwxLNvUsVlEthFanOuiQdQYbCM07TSejmaQSVwxQOsj158nZR1fRxfn6XtWh4xGomzI0j65fJptcBmBIep1o89xNKKJiRNIZyZrLfaLyf7ihRGnUJtYGb1h1MjAPWUfZ2TUS2e1w+roiDv37nLnzh2apsGYYuPToAMedczWrIoSZr/tivM1fcxTG0TixNdhw4jS5NcKDqjk6HcBfek+uHZjlNJ2sRjF+dxvlYqilrAC00WVYkIO6h+maeSNTmP/+kkf7+IGy/ulVxVAY1oCChoiEzH8xb4/JPKJXrEY5Hg5mXytGpmRRIaapCbyvopLk9sq/TVmgaiNO6vVxr+hfNGtVfNGrYHZGzMSBLzf6vvJXNIGcGgw0fakMv4lD5zIQCoZ5Md0TFpw9rdonf++Pr3OM8+KbgTQt2bB8eoEYwyr5XEyqNoEKAaDx9oyJHH0sxaB5XLJ6ekpx8sI8GWcnDyprbV469IW96S+MGlgpd1n4pPqxwgkjhrToCKoieqGhf0aMAVWijT95uPREyZx55L0hEaJuyVVceYRwFbgJDXZWBSjKkZ1RiH244BAMNvhUUuVgIigYT3YLqJYmnXaSQ8tgmoM3qQSIzKGbCgVCC4asLvNhtPT3C4G27Y0i0U0HLq7WDMaGTPo29yuNm+Xz6qYMHJMyXCmBFCbOM3ozYKEIQBa67cB8BBOqpQs/MXjoX/a5WLLk8SEqahdqgCMib1RLi7bizIE5yblrEP31ru953TLk/qoIo0lNSZIsjWE6GNvjUWsjeNMiO7GdgaEK2AxZj/QO9cP9Srnz5je9jvbeZjZ65kWdhEdEbyHwJbeX1XxMrq55jTL+7sWy0xRGk7SQohSRAgB7wJqbKWPn3tfZuu6+9kn08HXY7ls7yfV5++iGwH0LnS88spLNCnsrDFHE5WGT7sTjUQvmuUyeuEcHS1BHLZtWb2kiZtvk6GWQQ9nLBzbI6AQfYtGjRzvuGswSg4e1W6QAkQEF14fni9Frdwpy9XUEFVyh5k7stIMHh8h6egHLxRVQrVZJG7LF0Sinv3EZGNZoQ7Ii0T69DREuYDkwpjULDYD0VF6J0WOzM8kgF0uGzY47m82GGdZHK04Olnx8L7hyIIEh1k84CT7chcLTVafib07Gay19BPLEQaV1ZxPtdqpd01p2JwTeeuohwCXX+0HA/JLr7w29Jcf4v2MsV9KMMn9tpAphwpMOP5YzikQWTPV1dqojRjrgkwmuapipdxtG9DOYRcti8WCrutwWGiWMQBdu8J3Hca0eGTYS1JTvQ7OBsQr6tbaQgrTUVIZE5h5t3pGyb748fewYEhkNC43mxgiPEuDMnA8QxY5TAO5n5PLQOTWQVKohjomfxzPihofXYVtsm25HjUBmnjfLkghNSRKdL5c0HJguSG4EKhJHP62p9JeMnnhHmSWIf1Y5KkeXibqy3TN5JAVDM+W+HAo3QigB7hz53TYJTfoeXOlGk2NZZL4HnXHyzbqsG1jWDaWs5MlxhhOj1eD9T+mobRSidumFNdk0PvlSe59YLlq07b+CEiNRu8Ta+xk0EvqUF/E98icXa7Lcrnk/PwckQgUi8WStm1p0+7d3HFmMdV1GxM3TWX3u+W2k8IAoiM31kw8lGr9uZjVsIAZIxiTbQCJM7/oef/RIz7393+W5Ynlre/7OO+88w7f+eZP03fKer3mj/zEv8g777yz05OknwThqmPEJ9e4wnyYbSoTtUVh2M59uWV7KRbsOkxxCIHl8oiXXopMRLtYRN97Ica9lyi9lUBf51dCQM1ljWC+vRCU962Wz24bbmNbGLJqUpJ6ToqorYukdio9eAavtB1Ul7eGhnIuPAlHOk9bJuH4fx7fhq3xsk1ZfVLuKI36G5FRxaRhW40XJUWYcwUty3MwaZ7TZb2EEOoDVxjzz+PniqRrhqXsg7o/pm11/X66EUBvLZzdPR28IkaONxlfJaSGjrrmrut48N5j7t45TgDosSZwcrTi4uICrLJcNAlcIkj3XdKVF8A7Ab+s0mkamja78GniUiOn2rgxxOkcgIb2zvA9q1zKZ7/+9a/z6//8n3H37j0++9nP8vLLL6MhG2LbpCIpfH4TOBprB/1ocOt4P86YQo+pYzyIePLFKGvXuw8H3/JskA6Jq0/P9wb39a9zdudl3nj9+3j9zbe4c+817r30KkfLFYvFijff+hhn916Z5YZVY7iIErjLezLon4tdqxK9CIIGQuLgROM2dA0hhZvweB+35+dDOrJ2OnN7GkIESImSnGA5OT4DG2OjN4sWkxcDNG7UKupQi88+FAxCZj4HjjM9h5/UX2TK4afNwwnQUxnLflNl2PiewD7yNYKYGOBNdTTo5/FVLvBzIL0FQnrF/WtyiXMksr3wlEzInMpzJpWtBXFa5mhAHVWTURWZfenL0Bsjxbg4yQhwdUWGZ+p23VYl1uA8SGsHAPLcQpXrmReLYb4ztVNdh24G0C9aXn3j9WHwZt08xEoe2WT4JKoFLs7XPLz/AHWeNz/6Bm+//Tb/8B/8AhePH3J6espnP/vZ6PHSNLQLy2KxwGl8t23bFFbAD9zyqDIII+gPgXCKzsoGGpN1p6mxQ478dVw8m+6HEH3l2xaxhjc/+gZnZ2fcuXs3SinWjqKdalK1jFR3qGkXCRATkBTGRcn6zhAljjzQRKcTKwyuq5KAJcaHz88br3R94Mf/pT/O2+98HGkbQoCPvPU2n/mhz7BsF3TG44OZgEUJlqEE7qJKYgTSfOs3485WT9Qzi1FMXhDSBrkM5otmMR40knfgMupzLWYE8awyQ+h8YNUuWB4dkw2jKmB00KkMfxOzpiqSpLh6Qk/BdcpZlqEURKL31pyqaZAaQtS7jwtmBjMmXHve07BcLidMxsFUAXspZeXyfFDSGRCVOBhje8o2qG0nYoaFcVL2tFBGjt5GBkV0APvRqJqCSM3hrJriuUMpe+SU5d2WJmrgv4rmOPo6nbkFb2i/F21n7OVlzyc/+clhAmXwzQP5ZNkSAjRNVGG8+533cJ//JfrgefOj38frb74J1tD5jtO7d3j7E+9gbebSs/rn6MDSFBN9APnMKRfnzpZtPCz+VQcnbx/TthACd+/exdp72LaNXHcITPz/RNganbW6IGnfpXxlvJmu7Z5IkRM1RT0No4Ii5a9Cu1jRhUsWR0ek09Yid9k2yEJoZbqjMa5rI5C5AtwGiSfHHgnjISV5MGfVRMlVR+NhPHlq8Oax2f85byrK9pbxhCoRgzHjxrLlcokYi7oNxjQEPCZQgOqody8nGGyHJign3vhOFc2ycpNTPw3vWxtnRaKxf+RIoxqqbZdDfm3bRnXlcjnZ7FQvOrtUREP3VlS+XwLNobRtfJ2mUY7FWlrKknt5rfxeA+EgLdbB7mQ0nsbxnc/3hbwb2PV97Kchn3nwHMuf2ybvch7rGTxxh33RvjUjMCSy1RaF2i7oVn/tkrKmabyoqpum4eVX3ogceAq0lCeYMYaFDUM876ZZ4Lzw8U98ko9+9E1ef+NNTu/c5VM/+AO89dZbtG3LcrUa1RqDluLQVTzuRE0v5RICipMZBXlBTT1BZPyiAKYhxlSIxqSgkuw1Redfm9t4UirUN1WeqpEjR6JkkMeWbduoRtpDNWiMaU71jcaYGKW00DCRJqxk+0wgH4UahaPszQJgRmAfYpxrUvOEKE3F/S8WkguikOqDJGOgw+TDpIcJlPTCA5efpR+t/gpDIzK5nj8HVU21GiuMah+Nq2gouPgYytRGjy+xW4fNlItn3bZ1P9TX5miXmuRJOPxd/X/dtOdUGiMnWx6rmPzgowtZkXb29CquiRAjRVp26/AzGcZ5mY3CSSVagTzs74N9db3qmTkV0ZPQjQB65wJNu0yEPASZAAAgAElEQVThBWKFfdoGjQp9dodKJ/QEafmRH/txPv1DP0AIHev1mo9+7B1+8NM/wPn5eXJBTB0ZILti7qXB3xFGg1IJhltalZ1JTK6lyU46WNrYzFVIOlz66jRKkqseiKkc8EymGVF7ITQLizhLiDhKELA2xUlnmzksmZjYb1kZlP4VXLImpbWm8M9ZZRSSuimGYo1FGw9REcZDkksJgoGjjn+Ry4+SRdRx55hBPon6HsFoPMjEMNWnb32vftfPlJ9jW1y9EWZLr4ulPHQi3hudEkoOPnPCpWSxtVGsyjc+OK/HP2RxPpQiiNbtkkfMaAsb1FqzEzM7YkzTiM+DDGdIW6IfvB0ldwzKdMPadLEwmIOAfqgRUKrUUr6FN9audiqlhKsWgn1tPY7zJwf7GwH0YGmaZdpRmFUCdugYFYdg4046YxAT/bkv1x0iSrNYslhGFUPTLpPhYrrT8smaJ3dUMoLptvteSaGaWNEtTAcu0jQ2cbGxHhFkrlmiQ56/6nDwLT3qdLLlgyiGsLTputN4WLSFMezwkIQMOlRVJR0OFXf2TdTgOpwqNbjJkT1PEkedjkQJutvzYB8HVH7P3K+YBms9Ho/Jah8xw8JZGv+neY5ccw30GWB3xVypyzSnjhjuh8htxr4bd2+WBtdM9T6O2oNsJ4jWTMUOkD+UK89pzNV3H4DV4FsvenNpTMpSqCi1+D5Ju5gDY342qh+vY9fIWYZst0v6+qpu+6SifSB9HY4+5/MkdEOA3mONYtroYpY9VfIKDvF39qTpO2XRGhorWBuj+7W2wQBt0+BdwNoyEt0hZourG1BnPApK2gbh6B8NaSAo0Y1uyE63y3Wl1HBIR193IE/TNNKgYulcOiRDQJ3jqG3SrkSDbo0cLSRdmRiJay45960PBUefGkUTN58inWzps8vv9S7YrPeN58vGfDq3wYfAson5NYm7MhLPT83+3Bm0S04y/iXjbVHOfIpSlkgiU1Lrx8fP0b8/qhQGUJqJuy4yuhDHcAEtITi8+qgCEsGFEA8BHySk6dqeR3sOaT30UDV2Bn31zAJwsJ0v90n6VPIh52N9FA/iUNMR+rEMZXiHchEdizzlpEeOenvhLMGwF0FpUt9FSdBi6TUecONEWekyxb0SGqn2Ragmh4WMQTFIYhlWMxqdS1XRjLQUav26mZSZYlf6UP5ywUViVNdBIoiHIo1z4vB5/rwUwlfSdfWBR0dHtG07633wJLrFWxqp9FqJ6rQpF/aktC1Gb8eDyffqGDOlXjq7F86lX+d1VZr1u7u4srr+s7rjK57Zl06dV6me2VX3fekf0l/7ynsoDRJT8VmnUX4vN87VOvj8WQL3k3DfZb67+vMPGt0Qjj7SrsE6J66UA6Ac/B/EYHFLI5Vgo8LozztwHddr50NE1Pw5J7bP6c8nqo/0WZ7sVI6hcRNe6V2zW61SlGxLfVTqzTWJPPWiUqY5l15uxzlOri47TL2C6va8Ss1Sl6u8PrfQXIfqcozXSqCVoY3EjKGb59Q0ZXnLdphISweUacIZF9/Hxeiq8Zs59vzsi40rNwbo93E5c1QCe719/g/iiv00qeToVRXvxzMzgcPF+oLmOOyyn0rgLEMM1OOiBoR9C0dmAOakvRLs67S31SnTcm7nuQ2W+xaOIa0y7eJZEZlpg6lkU+czp5ysF8i5tpq7d6h+HrZ3AdcL6C6qGbm5Pi05+8nifkDaE8ZkJs/nA9z1pqsy3+e7eNwIoM+Dt1QXzHVSOfjzaVP5ewn81o4T+MOmmjt5EShzv3GncgSR4Ea/99pfv4xFn2mOU66vz1E5+esNPfl+zQlOdeMyuV6GDK7ziNz1WKbSHjA+W/hP7zC61jth56SSsc7b3L1qjI+TgUDV07bxRKgQYjC7HJveWjvEv5mECdnTrmM7zp8QdVWf7KPSiB3nqJvUsVxM6zyuWlTz8+UBM3H8zb8zGMZnqhFDbsd9FU3TIEWIlNprKS8Uc3mM5d2WRrYkjyvme3mAez1uy+tjWpUB+BoLxY3Q0Q+64MKwtoty461Wq2FTFOTB/OKA6U0m1WgQPz4+ppw3A6CbaZ/ta/NDJbU5MK6/7+Ped6U35eLmdeL76ElUGVe9W5dl7rnT09PhZK/attB1Hd/97ncJIUzOeT2kbHV7PG16Fnk87bI+N+ZLzd6/Z9kPNd0Yjn6yYu+4X06MUkRs25bgx2dv6YORiHB0dMTZ3TsJ0BljtYjEyMN2Nzef04ApZ1NzOaW6YTcXM/PeAQtGmd6c+maOo5+nq7fs1/XYVe789MDpl2lOxn3kvuPZydmDqBmezWEgctRPY8zhbuF7aI6bvgm01YZPWK6aa96n0noeNCexPrO8nnkOB9KhjV0+V+qSx8n4TIr3B4oyOOajBMvrIkLwnq7rtkB1V1pz3+eeu4qjv24dasZgLq2bwNHPUVZNDrF92PZKyqq068ydF5Gjfxq0y9gLHy5z+Lza6UYA/VWqm7mJsVwui3g2UzesG8KIvLCUI+VdXl7y4MGDeE3GoxP7vuf+/fuz+u8hjR1AW9+fA/ir1Da70t2X3r6FZFfZ51QshywUhy4y+8phrcU5x+Xl5YTzE5FhAR68op7SgD9kAfqw6GkvHldy81eoXZ4GPc92vhGqm0xlR05F7XzclyF4aOwSDYInHpjtfU+LAbUoEMzYgAYO2016SwNdrCHQEbTj/ncCL798gcgJvl/g5X2c3uXyoqexDXH3a5akpptOys/6oBcAHWJ6j8cHjkbD0XC5CyBHjxkzvBsNozEIVQiOEGIIaIiBQvOu3Hj+abmprkx3ux4lCJaiv6qi5G3/uc45CF72HHFF+nnXq5CPsxMACWhwtKI419NKGvHGYpslEjY0xmDU4jsInSV0lkaWiCiddjmDSdlL06EdQkiMbVVSPI1Jxhd0vg0m72je4RyfV2Ri9BXJHkHt2KUSA8uJGDClk0UKNSJtKl9MNBotRy+pPDqC5M11ATWC9w5PiLudvSJq4twPARcUbAPWEoylMRs0gOKJQTHK6KECZnISwdDvkvpUtPTyK9uicAHVMm4WxM1yyUtJPKLLof8VjRvcGNWksXIplk9RFuhzC2z1xy66ERx9TeVBCJnbryfXo0ePePDgQVQlFN46fT+Gvr2lJ6N85GAOhxt9nkfxd+yPw9OUCoCuMrrvSuPQ8LxXcX9zXPfc70O5yCfl4svnyg1S5Vgvx79I3CtQhvK+qlz153VUPbvqcMh7ZX7lZqq55w9pr3oRHt8bYorvLXtdln3PPA0SUy6Q1Xg/VCrYin8U6xuPSzzgQPhENxLo5wxzc3/12Zz52k0UPV8kym6JpeuZ6mh4fRKgL9P+IAaoWlKo6VBwngPyud/1wTS70qrTLa/vy6t8rqxbuTO2jFJ5HaDfVa+5Ml0FwtdZHObeKetWe2wdWoatPGaBbr+n1a56X7XYPCllkB/T/GCQ+6QL0Y0F+hLsdwF9rnA5KaLYdAv0H4QymHddh3MunvHJ9mR9UnrS92vJ7io6FOzLZ6/63JfOLk79kHxLqVRVubi4oOu6rfNpc9+UoQSuquNVZb2qXrvqcQiVfZaZhn3HIF7VXpEiRwsUYD9/oMiu+u/7/bRIot5otvyHQ28o/hKpQXhBOfoawLNoX7rviURDlPd+clBF5kAzt+PD/iiTz4vqQfOiqJRCCGw28djE5XLJer1GJLr1AUXQsP3plBP8EJoD8Bok6km5SwzPY6gGmnqxqtOby7/83FXu+pkyz13AWpc5c+ld13F0dISIpDOL/bDRJ9cpn68MTM4mnpM+yt+72rh+rmSw6nR2ccRzbTQnVexq+7l2rtu07PMBvrR0ymiG50qpP+PGcrncUovVZZhri31UM6CZchTYeScTszVu6jaIZVDKU7km43dvqercbiDNTZySA3DOsdlstiZRdkez5vCV7pa2KXOLl5eXrNfrQXXjvUeQYVfmdaiW0mYH7hXcenlv7tm5CZmPp8zuok+bDlF5zC1Cc99LWiwWGGOKjWth2AGeD+d5EWlrlyvXtwVke1H8ni2h+8djubA8iX3oyanixq/FzbOlox/reT3J40YCPWxz+Jlrz+dmljrkzGlm3+5b+uDUti1nZ2cTznG5XA5qsbnokfuoBu9aJXfV83P36oVjru9Lt90xXPAHo6vUH1ephK4C+UylO2upr8/j/UWkOsLlHMd/CKmWgD9y9rsA/4Pahp6IKo+baYGuC73l+8J1z769kUA/J77lVbhpGlarFXfu3BkGTeZwFosFR0dH9K7fSvOWDidjpmeB5u8hBAIhAn4xIZ/G5HkSjv66eT8LJuAQlcwcx3qVaqA8T1dEBn193g37olK9JwCu3y9PMt6yKq9WGT1zmjsE6Logf9VBQgfQjfCjF2wK0p8D8qeDC0TiiVLSoBrSKVMeY4T1eo3rA94Jqg00DiMRjI6bFRBX/DFw3PPXj5f2hTm95E2lowWEzRGPHz7m/PwRzeJlNptAsn8RnGexNJDOfJWibWud6tz3eSr173NgHsdHfCYeE1j63Y/p6+QvBwFT7RHJZ36m51SGY+fm9KTxehlnRoc8J47mbB9csUuCqXXf+buRI4yAyHo4PMX1ysnpKegRbdtzfHRG3wm9W7BYniDtET50qI0+49O2YjhSccgnxShCRuCLLZFDJad65EWo7jO/DThlxNHYEkOFU68OvQtBCdKDCKrxCEAtyh3VMNvG0+0Imbk/4qEiI1evqUwN3m0Q4iHxwcf7RoTslihiUXWEfJxl7ncgiMEOWzumY7Bs35rKcRQ/F2VTjGMiHW2qOb3SvlHaMQDRxdgPWtg3zKS1r6QbwdFrNbGH6zs4PFVltVqxWCwQEfq+JwTwPsZlCaEYo9tj55YOIXE41w0eN3HLfZsmycjhlxx/Sfs47kNE6Lrv96l39j3jnMM5N+wHeBZ0qCrnKtWESFy0zi8eJUnVpmt+CIkQDbIu/XZ7VUPPg0ouuTQE7ypHuSgcypk/zbq9CIzWs6AbAfQwb5Sr75XGlMvLy0FXKSIYaRmjwpGCQQXiLr2b4YXzwpDAarXAhw7n4o5LVXB9PJpNaFMIiv2HvcwBcO7buU1w+xb2XelfpcLJ4JCPp3zWtMtOkIF612IjJuB8R9MkpwMJiAHv+0Hq8N6zXl/w6NEjjNkOKHcdT5Enrds+ID8sT4Nq9I4ZDZP13+58n5Ty+LiubWmuDC/iYnGjgH4OEEoOIF/P7mVQWtANIWQAye/Hsyqfho7rDxQpKI6uW3N8EtVgIcSzUY20vPvu/Uks7dkkZgym5b1DuPVDgPyQZyAa6p8VXQUCmdvd5Tsen/GAR4zSdWu+/vWv41xH00LTEM8aTrr61VHLarWI4r/qVt7PCozmgL7MZ27xrqk8DvE6nltPYwHL0ucHSeNFBHm4QUBf+s3XwJ4HzGazYbFYsF6v+e53vzu4zWVf4/v33+f8/GIy8ePg2x8z/VlRzW29KEY0dfDVr36Vn/u5n+P+/fuEtOnDOcf5xTnf+MY3WK/X8dkCaObAeY57z1RP3n2c/a5n6mt93w9tnf3Lywle68h3laFemOqNSyVozwHaLm+SGiSHdCRtJpIGY6L0cffuXY6PjwjqhnlxdueET3zi4xwdLwg5hs4e416Zz66yzKlcDlWtXUV5jg7lwYDK8IkKMbRRcW2m/ep85/pvv1os3s/G7LqPd9VvVz13Laz72nQu/TK9qyTbD0I3Buj3Ua50BvX33nuPr3zlK5yfnw+T2Frhm9/8PR48uF9M2uyGdPXAvaWRnIP1eoMxDaenpxgM1sJ6fQEon/rUJzk7OxvaHrZVbzXNcd7XHdAfVh9epRKZ05PvevZqMqAN9+6+ysnJGdY2aYNaOYYDedfldHv9B6cnKfuuRSwvuHNS3fOm0o5wiK3mWarArsrzWeR7I7xuYP8K2jTNcIyaqnJ0dETTNCyXyyJmRtRz2kYwBrzPVvmABoMSPpTOexFJgKPVGX/oM3+YT7zzSfrwGCNLxEDTwlvfd4a021zRLtXbPvCf+76PnmRxiH9PtlBkTuuqMVM+t/X8wdla0PxnEOJuWN93BVhqCpalSBFV8WlQXYen8U6WYs2H7BERyzYeWXoIfZhagEPG3HXoxgA9bE/8UpzJ3IExhpdffpnXX389uc1FTt82ymc/+6Os12vW63HnptAMbnRwC/KHkCpY2/Lqq69xfAybEDAC1sZFVHRsxzqI3C59+VU69kNw5RBd/K53npTKiVf+rp8pJ2Y9WQ8qwrDZJ/5lg2XbLnFecWwmYB8pjPndELDfap7cFsl+Zmyu4+gyO10Js6TydElEpnalK6q23YfPXpqcBfmnlO+NAHoj48HgTTONVSEiOD+eZuR8R7uwLJeL5FaZOfrFsHO2bac+q0HHLdelvrakXRP1g1CZZg6hXBqhbqo6yTWw0RbT9bDYcMQpXRdjbnSbY46PQZgHhKHtUiyP/I+qTeNn9JDK8ee3pYApB1+D0Jjt6N+sOgJPCIqRHmsCBJPSS88LMY45SnTxTp8VI24qgM/jpwT+HH9952KW52yRLqWtQMBIVNF0BGSZNkW1igs9PvQEAWksQZKfuPcYLGJiGj63a85jh16Z4v72HJi2Zw4cNtajqGehminzxdeeONHe4PGIaVEcxuaD59P+mMLPXAT8EDc/LQmqE2A2NoAaQhjnawgOpEOMn3WyazFsgqc1lqVYVCTGtc/9mNtHhHj8xXhGwmgDMcO1uA+grKdN46A8CCZU/TD9Ht/ZzRjFdnaQzw2woB5UPIi91uHgNwLoM83pceOP2AEjuyBxg5Ua5g5ImBPtd6kJ5gb/TQXgD5Mm7Rfdcmb7a/xk9vq+a9dVyzxJ2V9EOtTgWL/zYdRbtjYmZs49x3z58CTq0tB8SCn2SZA1M/hcHC3U8KTSzo0A+gmnpdmVr+yKHdHbZoCh9PCY5jFeqzmyuePYblU82zRpb92+nr/Hz+n98nP8Psfll2lu6+SfZDGoJYLnTXPS4yHvlOMV/F6g3yehFhcPL/T3IF1noZyOyd0GeMiY86wwY85f5vo+NDcC6DPt5rqvr5editbzPvrlCj+Xxi3Yj7SrjXZx9FeB+L5rzwqMX6T+rD0wyvF66PsvyqL2vOi6/V+OyV31Gu8947E1UR9dfwPojXGvnAPi8bpM/kruf7weDVjlX76W9Wa7/naV45a2aR/g71bjXL9Nn1bf3ARV3NNwWSyvH+LieUvb9OQc/fz98t51w3Zfi7ZsBDDi3mF0Qzj6DNIxXo0x2dAzjXZXU7m5SkSG0MWlmif/3tUPqlcfjPGkk6eefH3fTw4+mFMZ3QTKElRuz+G86KxKSIdx1+1fq9DyO7t08eXAPbQdrlLd1HnlwzxUdTgwpXxun6SR1UfTthm9N2qpcbf30fzimN8VEdSHrXTyRqM6plD+Xh+kUtOcobzMYztY2HRBuWpezOZpqrpLtOnYxqBdwJh2yD/Xofa1z3nH98c5NKjfGPtmnyrLGINWdajLPOJL2Q5x702RWur3bRft6zAzW+1blb9OI97LRldT9HtyKHnRgF7RvcDgvZtM2FoPr6p4p4OBNkbDLBpNJJ06v7thSsDKn/VZnWNy31tcUz3AQkiTvIpKmevtg8cUm9B2qdxKUC5VaFeD624j7a77c/WAF6+vdjEBGfx2ge+ca95V4PMkrpTXpTnV6dwzz5rKdj3EvfJZlWFKh3r3lQxR+gzCYSblSDcC6MHEgms87zWkhdyY+F2J3H0kSW5JWSUTLfklCNQcgqpiZN5Fr+Zyys86zPAfFPE4RgAN5LC1KtvtehVnPAzIPQBezrY5jngujen7u+9nKvv3JkpPmUqwLYG+HMflUYFz3N91QL587+lSdJWNpIgYwnC05/YiVc/BZ9lHpSTzYZxBV9ctu0fur/MYfnnAuSCDx+WhdON09HMTuAReYMsPvQbnfSL6HPDsAvGag7yOmPYiUc0t5+Bw+R6MHGUGofLedQD4Ko78UI7/SfriJvfbLoAuf+dgYId43hwC4KXO+lkxL3OM0q5yPEsGqvaSedFJVV9EP3odVCsBJQSPMQ3WtAQEF+JRakZBVLAYWgwh9BgRVB1KD8OGjjFdiS9FXkI1npyu44ap4PNAi0G6jDTkZrFWYrp4gnpaPSJgBp9+lRiESVOeY+wmN2xk0ZBVQCbZH8a1Ne/03dsyTwhOh7xXgnjWPYsIagWxLSFsaEyDeAEXN3h4BY9gxBKSNIVQcPvlZqZsMMo6UIrrFNd0uFaXrZasplLXXKjjkM4jiOMo1ytvVDukXUqOOW+gyhNLVcGM5R8+ZXqQB1k7IIKEoo9VMWIm3JwGBeMRm9pRACOIaTC2IfSeoELvAj4QN6OlFMahvr1pa4tpGW+M10opolpsynbI+uKUWnrOF79Te2FHlZ9AEAVr8M7h8VgRXBr3XhUVGTd7aRTlTV4UynIK48Yzb1OZSonHIroE9VjWBMBJIAh4ozgCi1WLRZHGYFUJeZyqjf2lCgS8uHJrFBBi7YwMYyBvJpuArUiUXiQzRr4Y1gaxo+aibN/DVWdxQ5kMm7kO9765IUDv4865NDuaZkEgEELP6LpkCIAJJoKttgTfxS0Ysiz09uUAlTQLlXySTRyEntwD8VnApePxTIOQDsN2IKZFJGAM9CFGGSSFlDU2hUHGgwkE/0qKQyKQImbG7hvPtKwPNP+wuMyaQ75qsE2eZwrA+zjsXZz4nM5+F7deqzXm8pkr76HSx5wk8bxplKami1dptITrcd7PQwKdM0TXZajvP2vufY5EBKGIzpkNmkGjkdV+cOVGOY+e9Vi6bvvdDKAXjxIYVHm4YZI2TTOEmxWJW8BF0+b1tMSHEL/n1TLOicjxiUZPgJE7SNyhjEAsIpg2hjd2IXL1TdsW6iCPekWaRUojTSAfOVpDW3DwMbKg+nyUWz6YWidR86ac0rOlXYNu4FrDtsfH3LOHgPJ4bzvvfSqbuc/aRlLnO1fUXeXMKr16gTlMT/r8aE79ksufrx06ZuYWzKdNIyM234a1hJHn9fP2OMtAP3yXMXTF02yXQVPwjNRDT7pI3gygx6ABBh/4AH3v2HSXhOA4vXOCSqAxSVwyBqUFm2LdeEVkOZnQkZObi8UCGpUPESzSuZW9eQURsAtAoQsxXG/TQNuCNeDCeZQYQktUxVgMQhCI4TdCTBcX80mLjkggeJkEAKvtDbvoWS0ENRDW3698d4ckcNWiUoPOPrCv071uW5SgUnPGu8r2YRna61hMpSRSS0I3jaYqiO379Zgoja/Pm0Ype2RIjLFZOfPCULlwHUI3BOiFznmWixO6rmd9uWa9XuNDzze+8VVefe0eL7/8MnfunPHSvXtRt91auvc30ThlYxTFMm53Vt2EEKI6RSXp8KMqxznHol3R94G2aeg7OD2N4P6lL12yXq9p2wWnpyecnMByCa+8egKAseA9rHuQJqpsgzKIhvEMZcVkNU7yDsqxxcvDMOYmQUkl+MyJwdeZLLtE+WxozfeaJvr8L1ozeCjUKgVTlWkbqKf1mDtMRmS6ka2ue1nvGqRrHX3dXuWCuk8aUbbbd66t5hazD6Iaqb2+IEzKWi5MQyRWmQbnm9Z5f15Pcm/X/dFesl2WOZWkMWY4t7feC5CPAy3fEbYXvlrqnGuDoe1m6qGqtO0Id1vGWfPBF9C5RXl73Mx7GJVzcHyWrX7N4dpDCC+gMdYc8eC9S4zxGGnpeyWElkePHtPYEy7Wgeb9NYv2mPt6zmpp48YjozFsrtFkRO0BBh/TUV8ug7ElruDJiBoazk5avvXNNZ//5e/wpS99ic/97N/j3Xe/jbVxcK1WK05OTnnjjTf4/ldf5w/9yL/AZz7zad78yDH3XotJd7qhWfaE9YoQoGltUiflDpv3JrkuQMwNoqcB9PX1rGGq1Rsl1ScubaezPeG36x9m2+QQUL3qubl63mQqAW1O6iiZgu0Fb76ec0zDTaIStGF/XeZo21icPq+QKp5VO2yrP6+Xz3ZU1KdXzpsB9L7hL/3l/5F7d1/n9OQlNAi92/Cxtz/Ccmn5zGd+lK5b8/77QmNWrFVYLoRuI4RGWS1iaOMQAt4ppk2A4aOFOqoRA5p8fEUsjV1y/70LfvoXf5X/7i//z3zpS7/Ker3mzY+8xvd/7A3AgwScc2zWPb/9pTVf+MWP8Hf+1t/m+PSIt77/Tf6VP/mT/Kk//Sf46Nv38EE5Tgek9H0PhNRxpdfJPBd8KO3jOA99f+6d3HaQwynHfPKB1sKMd0vYBuk67fqdXc/OtcV1uOt96X0QIDmUngagZqDfVcZd0s74/WaB+C6a0zGXUkAE6v11qZ+/yr5U5z3ZTPkU6Ukl7bk0xkXwqRTthgA9Lb/6K79OcL9Ft1GsbWlbyx/98T/MRz76Gl/98s/jfc/Lr9xhtVrwx37yj9KYExpzB4PSu6iKcc6NhtncQkNLaXIHVKxtePjwMZ/7mZ/jc3/v5/nt3/oGb7/yGicnxxgbePzNb3H33jFNC0vg7NgSliecn3wLOOb9R+f85pd/n1/70q/x1//m/8Gf/Td+in/tX//TfPKjF5ycHEX3PkYJAjWz3GtpbDyEdgHioe/uer4GSxGhaaL3kTEGg9l6JgP9nKheSjH7Of/5RWfX4nAowM9df5aeHtd3k5tPo96nUNKuI/n2AcJN5Ojnyl5/PxTddnH0u96ejNVnZOq4yl6xj+bGeH0mwJPSjQB6I/dp9Pcxy4ajZQzG3zYN/+SXvsQvrNes1/dQaYAVdnnM3/zbn+Lf/Pf+bX7oRz/Nmx97FWuV4/YxF/4R0iq26RG7ott4VvaUzUZB3sfYBcYe48KKX/+N3+Yf/+LP8+Xf+kXunTxkszjicvMAUUe7sLx3eY7ZGNq2Zbk8wjYt0vf03UOWEmiPAxf9Jd/91tf4K3/pn/L//b+/xF/4L/8r/uiPHfzrN0AAACAASURBVLOyDSdtA+4xrQB4RC1WTDT6qOI1RJ2+Zp/gNFB1KrbXKhrFVMzbDLjIdhqDn7CAhungiQtOOuxCDYTHBH+R7B5L1BgcjqAdokpLQy/xIBLIAFK6MQpeE5CzPfHGpVehrt8MWO8G8GIxJemMxeCVoQwbH1DbENTjQiAQ0iRXwGPTIR5D2XZID3OgMrbfduybSX3NWI9QHlQv4zumeD/r5UvdvAqITb7YEg9KCToenDIoc4vGrtvMXLUQ5fsZrMxuG0p8ThEzOrjnBT6nBaBpD0H0/W/io+kvM0NxfMoknzCM90Qpbo2mpDVEP/iAghG884OvfRCT9j9IuiZ0LnDaLnEaveoCildPwINJe3aHbhnnJbl968adoXrM+KGyxdt5bgoYNdTjvE4rum+XM8YR1Cd16mjfuIpuBNAHDTjnScd4Y43h4uKC3nmsbVktNyyWDW1r2fRr3v3Wb/DX/5f/nlc/8gZ/+LM/yg98+lPc+8kfoevucLQ00f9dhdYYQnAIAdsuubzoOD41PHz4kJ/9mc/xd/723+JT73wUq0suL9fJKBNAmqj7l3RiTHCAQ8ThVNNmlcByCafSIBeeX/hHn+MLv/0V/p1/68/w5//cn+b737pHaxZ0oUe9Yg3gqxACGs/lm3KC84NpBPonUwuU33dz2FND4AhcpM/4xfvtWENzIDyXd12OXe6T9fNzZT2EMlgOum8Z89glcRxC+97Z196HSBVXSV3Py/PmuuV+XjQX4uQQGtU847URUPfX77rj7qlR5BJyIRiOnCyYq0PoRgB9dhPqNx1939N1HXfu3IteNEE4OurpuncReYQVQyNL+scXfP2L3+Q3fvmf8Prrb/Lun/uP+fQPvsPLL6/4+Nuv0SwE36/R0BO05+KhZ7U6ZrPp+bv/5//FX/ur/xNiAuvNOSdLgzWrqJ/2HX7Ts/Ydtl0QvMEuegSDbT2q4HwPwaG+w4qyXLS8dEfYPPgaf+1/+K/5+pd/mf/kP/uP+MxnfpizoxOwismhGULmdAQKjvgqA84+oD+Io2f3YC2vh0olE0LAFptJVMcokLvUJPFzmv4c4M9x64c8s4v7n6NcJ4jRIJ3vJ/fHoygPB4xDJv0uTm1XPrnN991/3lQvLB9GGeboSRegwQbCdOwc2vdlnz6/da+MdZPB3RTfD6MbAfTWGARF+w1+s0EC+L6jbZb0vefh40saK9i2R9XT0iFhg9UlJ2bJ5v67/K9/9X/nzY+8wuuvn/HHf/LH+FN/6k+wOmpQrwTvOVqd0vc9X/ziF/gr/+1f5GjVslouePzoPuu1cmLvoepBo0TRGkvfOy76NbIJMXqm62jMEiMtInB5+Qhs4Kgx9PQsvePC9fzy5/8faODf/fP/Pn/kR36E1bLlOIVByA4T2Ui7TfUIGnf5ZnG5pq1BWrk2DmL0DJdd/i5VB3kSZHeufD2DYrSF7OHqK9fJXUBfvluqqfY9P1vnHdeaphnKXsdAiouAHhSKYldeT0PqiGQKQI0uueNEnu7ufZ4c/fXz2h6/4+fTKXfpenmdjUnjQjrjSHBTOfrZ9pQd93bTjQD6BgW3gX6NDY6Lh+csjNB5w/LklMvNMcZ6Hl9eYqzj9KTFJLAXXbDZPKIzPfcfvM/lZoHz3+Vf/ZM/QeNtivS2og9xBfwbf+Nv8K3f+wYf+743aVrlzuldVB1mLYRgWPdrfN+jAt45gnh00+PbBnGWRSO0CIvmiIXdcLl+SBcuWC4WLLggNHB+/j5f+Ke/yksvvYIE5fs/8hYfef1lpFlEiSDFeV8sWrzvRwOOSaJZQbtAeR/VHFg9GWrAn3Iq0RDb9/1wPXvfOOcmaZfpbvkAz4zB3dz/1Rz+vnTqeyUI5LYdfLErm0bp6TK3kOzjZkfpR7fe2cXF71zECkNs27YTH/q5YHK1cTmE+TaZeKTsGTpzgL5v8ct69fjeGEI5Hvg9rXs2NNceMnNeKtnrZp/PfE11KI7695a9o0grMzFuT9z6utz7+rZuo13lnpNQSxr7etqH1tph4+WLt2EqdLxysuJSHL5TTptTPvXpT/M7v/ttHq87FnLE+aP3UXG0rbA2nuWyoW0h2DXOBTbd+3zrO7/PnbOXeOmlll/5tV/hjTfe4OWXXmV5tMD4NZ/76b/L53/pF3jlpbu4fo21Nnn4tKyOzgDo3YbLy0dsujWqDuc2dJ2jvwQ5PsG2DY1Z0PvA6dE9Fk3Dew8ec3G+4ezYY8WwNMq7v/sVfv7//hnCes0nPvWD/LGf+Jc5Ozvj3sunoAbnuzQ5o0dODKHAVOcxQ4fwE/Ug2va+mD5bv5t18HmAlUAT7/vZyVfmGYrDOQ4B7fLZXWlfxdFfRVeVBSrvjaeQ5+GFM4MONvj8e/w7dBF8Vi6k+2gK0qYeYETDyPMLlLvL26he9DJDMtdeuxiamp4mp/8sJbUbAfQt8Km3P8qj+/d599vf4v799zlZGFYWWC1h810Wqz5Gj1NYP76k4QRrPF4dvevoLy/x9oiHPvCbv6n8g5/7h/zwD3+GH/0jn+VIVtz/3W/wF//Sf8P7732X11++y6IxSPBsNoG+Fzq1iFGsgIoCjqMFeFEWImw2G87Xa3r1LJZniDd4b7h37y5eLQ8frjkPgsGzagzBOt773a/wD3/2kl//whe5XHt+7Md/go9/7JUY98YpTZNPrdEUI0fGcIk7SOVqUTW6ZOXBfbWqJg/+zEGWJ3XlyI8ldzl38MsWYBfXy0ViV/5Uz9fc067Pue9zf1Sb1sY8drTznjYry5fuzidyTSoX1n3luQqYnqdOveZubwKV0kLZ5/WGJJiehDZNZFdfM3n+WbXxmL6r8lHGoIwvWPRKAc5OT1iaQKMdop5v/e7XEBoa2/LqncDjc8f5pSOosJAG7R2+Mbjgo5rBRRE8OHj8+IIvfvGfc9n13H31Hp/98c/yta99lW9/+5ucHR/hXM/xagVEIHMePD2WuAFLRFgsFrR2AS6qLS7PheAvMNKh/hInQtdbQljQtpamaegaRb2DoCyt4HvP5aP3edc0/PaXf4c3P/4DXFysWaQNXnn7dwYcVT2Aoz9EdVM8v4fzrr+Xv+e4x33gXr9bI+g+EbZOfxfX+ryB6xCO/mluask0B/Ql0Ozj2j8Mjv7DzPc6dB1D93Xr8rQ4+mclQd4YoF9Zy92X7vHq6Ql3z+7wlW98i83FOWZ1xluvCv7eMb//rXMePe55eOEIfkXnwWlH5zp8v2B90XF0dkxrhN/68lf4p1/8Ap//1c/zH/6F/4DP/8zP0vcbjDmiaQ2byzVxtyxoA44uRrp0nlUDi4VwcrQE18dANr6j04Df9IhxGBHWlxc8bDx9aMBC58EoGN+xxLPA4VAevf+Qf/QL/5iNOeKdVww//MOfZrlsk6EzWdBzpz4FoJ8703QrnSs448zhl4bKzG1Gzt7PvlunUXNDcwvFvsWlTnNXmfelO1f3XRx9/f6+tnuaVEowuxaU8q9+pubonxfobnH0NwDr96lu6utDe1f3rooW+qwAeWsMSD47d1Q1xVDpwtyJXbvoRgB9D1x2DXLR04qwbI44Pj7B+wWtXdI2pxyfnbLmAnN6yeNvP2DTOdR7fO8QFXouEGPxmwc0bs3yaMXKGk56z8//9N/jO7/xm7xxdkZrwG3W9Kp4r+Bj+GNnHqSwyIbOCitt6bRH6fHJm6Z5eMLZkUX9GlVBdMnmkac5tTTLc5r1EeoFzBJnQNTTX14idNhHv8e7//wf8w9+bsWd117i7U+8xXrtkG7Bwi4xfYe1fvCrhx0cyIyuc9cALn+Xn3PXkg0sAjwGTIN3DkyDC9B7xavQe43fg6aNSTm9oTQx/2oTUV2+XeUq63MIdz0nZZQTOwRHnhCxXLGMkrwXQvWOpsaYm/y76hGYAecC82pHqTngCCaFzDYGNTEiav70KAQfmYKgSJM3R5kh6qIMbTAWYMwm102rgzLq+vixzjrTL2wv2NvqNTdJd5BUJTMGdqsfy8VLNW7CUk0lTd5dopEZEsBL3CgWJKAmphU3TClqlD5sEDwmBFoPIUWYDS2AZ2WETdC4CU1TlFuduhBrPlymbJ/i08wYQrfGaN4ZNFwr2yr2b65nLc2PjnPjITWDJxsxllag3SrDLroRQC+AOsdmc4kn0PVrFgvL6Zmh0YZluyI4ZbVYEdSwbC+42GzoncO7FOPGEk+NCQFHj3EWEwyX5+/z3rc9QRRpBe972nYRgcg7hjj2XggSCMGAVS76nrWJnid937PZeI67jpPjExrbRD11UC7Xa5ZLwbYGzCWBnt4HoMG0wlKins2Fx3zz21/mn/3aKZhz/sxP/RSf/qHPsD5Xgu8wJiDiCWonk6imOU+IOY53F4jWHF896bIbovce59zwPXP3ZdCtQxaQq8Tiqzj8XXU4JJ3SrgCH6ZB3eVdc9cwH5aLnvEZqAIzP3QCW+QPQLg75eeVd0y7J7oPkceg4eF5SF9wQoDeA6zfoeoM3jk1/wfGqYbkStAuINyAWow4JAj6AT+5+7QIJDSbEowBDCLjgkM0lbWvp14ZLcYgqy2XL+uIS5xwNigQHwSNBsE08YaoxBlFL33kuNh3Bk0KsNqhsaNsWweGDR9ORhL7rMa1l1QQuXUdwkTMPKtgmBjYz4nCbB3z3O1/lC7+6pts4/syfXfD2x36A05Ml680jvF5gZRpKtR6cVxnqyt/5sw6HvMsAlYHxkAFYcs+limMXcO8yEO4r+yHAX3Px5bVyo1RewA6hqXfG1WBfu7l90AksIoPb55BmMrzFfFM9JLC1Z+JDpznpkuFvl5vjU6WJ50/ek5COEWU7dPXTAvqtheSK6pX1f9bqthsB9A38/+y9eaw9yXXf9zlV1cu9b/2ts3B2ciiNSFEiaS7aRZG2ZG0WDShBHCDIH4qBAAkMBIGNIHEiILABAUESGPnHjhPEkOJAsqLIUihHUkxqMSWFy3CZGc4Mydm33/p+b7lLd9eWP6r7vr733fuW38yQPyo5wMXduquruqvOOXXO95xDYTJinqGVIMEQjRCdI880mRpSW890sk9Te/JMI7QFRnRIDlqTioEodLKTK9BGwDfU45oQApcuXaAsIr6ZkkkErQku2dX3mhFKFIWBPB/S1ODqmhhSpcxBXlCanM31NVCWumrY3a0o8pImhPY4BU5SkREt5KZIeHyfcvd477l14zUm4z1iMOzv/jo/8bGf5Ad+8AMorWZ28eM0nmWT4SQb/KLN/rj2uuMXX4s24u7Y40wqy95XXfO0557U976m3Qkua+0cBvk4ul2N/s1Sf2ewatcmqo21AA7ts99Zha6/pdp8Lyjx0ESkuBPv2f8nGL0HdF6gBUKw5AJWBUQ5Yu0Y1xXWevI8J8SaQaYps0gTNTYkqJHyHlEmBSCpLCVbArIsw7kGb6c0kxFlKQQtZFqRFQYVFZk2nDe+ZQ6pR404BtmQprbkeYn3ke21u9jYHGKUp1lzIBn7Y4c4CC6iVEGZCRaHRIP3qRSiMclWbEQjOFw15Y1XXyHGDT7zmc8wnuzyN37hx5lWFnWCxruKjoPUncR0+5p8F0DS/96Zr/pCIGUKnQ+C6be5irGf1L/TaPiL3/s7lE5Ydv0G5hj8IqxuWUGUuX6eYhwnCdrTBLZ0JqYO2rr4mg+W6iI7I50Gvej4PkkhOOmZnEQicujL6NNiwF8IqYKTr2eFd7prHifAZ0L7FH3p7k9371IAV/f82mRoUciyHO89RlJiwL5wXRxbWOjbaQXU/Pw5fDb9/1aNd9n1jgY79v1Jp39udwSjj8C1nR2MTWmEbZa07RgiNJ462ITykEiWK7a3hxxUI1xomDiP84LxFVEbXBCCCNYLUSSZT1SBMKI62GV7/RIuKMrMkGuDURl5VmLylAMlMbKIKxzOBfT2gDzPUUqxPrgbo6eEWKO1cG57Ex8r3GRKBHSUtKdQRSpDRdLmfQgInkxrogMRz2j/Js/sf4n9/QlKRX7mZz+ByBox1HPa4ioEwSKdpBEcp3V3nzum321tO2Z5qA0dxWovm4jLvi+7/qKv4LQa/XFjWYyKXBQIb5bBraJVAum0SJRl/Z1vu3t1lOoVJ/PNWxuM9HZqlnAy43vraF577+pOL4tVOXLPT8g5tfh92Vp9Oyitw9MrEB3dEYzeA889/yKT3RHTqiJkipgbtobrXFzbJN9siBIRAkpBWRpyBQpPoYXCGDZ0SeOFg7rBxTArABJCoMgyymbC/e98hMGwYOwt1bSGHCQvEJVhMIgIeSY4aZAcvLc412C0Z2trnUwV+GCxvkJI1a3y3JDZjGldoUzKwDlLg6sVSiIRT3QVLkTE5zjt0aXCZPDqa89zMBrxysvXuOuuCwjVbd3D47TiZcctngOHTLuLfO3s2h3D7ztjT3udkzT729HgF4/pf+/DQfvj6JvF5s57C9bmqnsxW/inYGiLY10W8NP+e/Tkt4jZr3ombyX1FYa311zRMflDZn9cYZeT6KS5+K2ijtGflb51ccnHkKCpGkvdOGobcVFT15GdWwe8+uoVbu7tEvAURY7ODQSLVgElniLP2NxYY3NYUuYKiSGZarwnIKA01kcunz/PL37yF3jovndQZBkSU3RqU1um05pgDfgcFXMyXVJmQ4blGlubm0QfONjbZTqd4oNDZF7DVTHZf0O0hNiAeEK0iAqYTMgLlVI25CCSoRFsPcG5GmOEa9eu8dSTTwNm6ba9/1pEv/RRMod1c49qh8e12VHXfvd7Z6JZZDp95E13H7p+rHJ6Hsfkl/V11bmr6Lg2+zukt2Nhrrrm7bTT3+0stn+U7jxb81noW2evT6VDj0P8nLTu+sctfn675tVJdBaN/o5g9ArPxfUthkS2FQzqhrWoGISCgayTjXJ0Bd6Oiaoh5AWOTTKzyflhRik3yGQdJQOCGEyRo7QgeIx1nM8K5K6Sm3HEA9/9KE4a8rJB1D6ia3Z399nxE/alYWwi+8Fjc0MsNdlQs7al0PmUoGp8MEjcROI6SnKM8qAmOLeLhJiKizifcK5esJ4EmRSDp0CyhhAbdNS46T5ladHDmj/96p9x01fI5oCDUOONUHsLITDQBm09Aw/OXSS6DYwVMmsp7IgiTJGoaOI2lVxGRZsQRbGNNWgZsPURF1JBhP7LBeZ+NyYJnL5deNEccdxiSOdIqrTVvnfZGPuZGVelU1jUulbFCfgYkr9NSUqP0X5ORSPTqytGYb2bHdO9+gWhVy3agJ+9ogSihNnn7ndBQ1QIeu4VQwvdPWYs9K6kVNpFGpO00BAc3luUgiAlUQ1wMSeQXj5mxKCJQeNjKpTpYzzyuXst0irhuszxDhDbwi6zFwkNl4rLCKI0otXC84ipuIcORDVvn1/JHGMGMUMwRDQoRWhfXmAuB1AKOEjJC9vnYLxBJOJURWMmoC2ZyigoiNHhsubwvrRPMar0CuIJ4hFJO/ZUl6KLDZHZdQOKKJooGpRJcSdRiKIJtP8vUYyOo0V/UUprriBqhFTxLYbDLLLfcTZ6AUKccvHiJtZaps7TkG7suY0hm1sZ2cBTx4NWC6+IMTln8xwal+GDIisGKDVmUlvKwRCJyRw3tY5yeJHnX3idf+sX/ibPf/1Znn36y1y8sEU9FQia69f20FqzPhymqNVmn431gnxoGJTbDMp1aqtQCCoeQsRsSA5ckSwxKZVQE411iM5SFZluEUShyAKDoiCIorIBX+2SOc2X/vT/5vfvv5vv/8AHeeShhxmNKnKVYQV8UwMBFyMMXiF6hbUGgkFCASiCCii1AyoQXceI59PbzgdvrLaFr3IA9V99NM7y9lbb2Vct8OMY/uJuI8Y4x6hXtXXEVLPiesf1a1X7i59Pe/4q38SqY/ttf7sw6N96WsYY37zWnOYEs4yWZ312byctcwq/JbZF7iBGr6RmfSMnuMiF4RZSpLzvG8UGVTMl0IAzxJCKdfvQ0FQNcW2dc9uXORiV7N/aoXKeLC9wLjEF5wNqmHPuwn1cuvshNrfv5md+/t9m99YOV197mfW1C9y8fgOnSxyOvRtXyXPDA/ffi2GAIkNiV2FKIAZ8W4ZMRHDWE7yAGAIW2t+9d/jJiDwrCcZgtCBRkMxSlgOKLMf7QNUENnPNdP8NPv+Hv8UTX3qBH/3RH+bDH/kr6GFODOBDjcoUMXrE3gApEbWNKAMhR0cQxigm6FDj40Zrs41zILwYlwc6dQyxs2Gn4ubzppru+zKzTf+Yw3aPx9H3hUH/vFUMsN9GR2Hh/1Wmj37flzkCj1vsx/22TIAuFRwLbRwHT1023sVx3QlM6e2lHpOfJfF7c2M+OrcO5wTcGQJ0UQFI35l9fzN0RzD6CAyHJWFaISI0dkJZ5phM4VyFMoIPgtY53oOzEwhNOkbnIDnX9w/YGY1omiYFPUnaOuui5IFH3sXDj7yXj338J3FScumeR/hb/97f5jf/t3/GK8+/iihDppN0N0oojSYTEO8wqiCqDOciWreTxAUgmQ3SA1B4p9AZBO+JKT0a1kW08ohojMoQpWjiBHGOLMvIMsPW1ho+gKicONnj6888ydU3XkEpxfs/9EGyQYkutwkiRCWs2btwEmhkQpCGoA/IYiDzitytof0GjT5k1HC4bJZNmr7mu4rRL9r9O816GeM8fF9k/MuY4PzkXcxvv4opzxatrGCsC+NaxlAPP9+eRjc3pmOYfIxHIYKLAWv9Bd2nRUa/DMr6l5oktI+nP94WbXQbdHgfe5e4Axh8R8v8SIvM/3bpjmD0Apw7fy/j6zewdcXBaErDhOCmZBhUGVOFJ2PIleHShZyiKIho9kcV33jym+yFHKOgKAoCkdxoqqphNBqztrnFQw+9G23WmdYOL4qL9zzIux77Pj772S9x/z0PYX2Ns5ZhMUAFz+TgBoP8HEoNkEzhAkSliM7PglpEIjozVHsThAwXGrxPAsEojQ2Wuqqw4vBlJM9zpCghakwwFFrTjBuUaAIVgmYwbNjbe51/9D/8Co0TdkeWta3LDDbO8T3vfR8fvv/jZOuRhx67wHDb8NCjdzMd3URFhW0MPhgwI7z3ZFnOeDwmy1JOjC7l6TLXTF+D7L93E817P5dOoJt0qwKQVk3W/n+rJu6q0n59eGSMhxbK/nFdFGyHpe+uvxpauXpXccRGvaK/i+Pp3zcRSTDhFed0xznnyPN8JlT7fQ4hVTjr35O+GWtRABzXz+ME4yqedyhwVo+969MiKaXm5kg3j2ZAhoViKumCSTim5johfTSJ3rIdZ1/waq0hCs4e9msVLHgxCG6e6a52ZR5VcFYz4+OOXVwvs9/mdiEList3mo3eAX/+F19kqxxgqykbF85xa28KCENV4O2EQbnOcLiemKsI62sFjQM1zgihQIwi4hMEM3gMBZvrQ/7mL/67fOSjP8Tley5hrce7lEBqXDc8+Oh3MQ1wdWePrfXIoMg5v71FqCcYJWg81XSCjqkylG3aGxuSfdqGgLU2TWSTYW0KzgBBQoSYHCY+RiZ1pHYWFXJiIfgY0NOASro/UTQmz5hMXklOHgomE8/68CLVZMpor+H3vv5/8i9v/g61bdg8f44Lly/xgz/6Ef7qT/4g7/vehylLi/gJJkBEMZnWDAaDOQ1dAT4us3/OU38R9dE9HSNd3AofPX++rcW2T/P7ac5b/Nz1UymVasT2ApDejPYWFxbcsv6t6tNpKJn7EjPrBNTi/52CsazNPuM6LU79aFzEW79TOFSKjkb8nvx8u3t9NnTRKmhqN8YOotgP+FtGy3YAdwLdjmZ/RzB6Dwy3NlK92FwxbiaMbU1RrJHlehb2HbygREDA+oqAwseA9YpoPBDQBIyCXEVu3LrGoMy59957cXZCQGGdIphIluWocsgP/8TH+PxnH2c49QyyIevlGlFnRNtgG8/Na3uosiRqTRRFZgQtHu8ttfU0rsH6BkHhvSEE12LsDZoaD4TosNZT24qsymkkUuQmYfCLHC+KxkGUKRhNlimUDqwVGUiF0hofNeubgmxNUTJAoqKa3uBf/e+/za//2j/jr/38j/F3//5/zGDDMJw0aXEB06pBzUrdtdGgJ+RHWdSW+knNYF6bXI0mOGp26Lfff1/1+3IBcrxGv5iyod/f5W0fv2hO19eTImNPpr6mtozx9IXtcf3s2joNLWqvx7XZnnGqdvvUnzsigmhzRMAcFYyJIR+5/sxef1QQLuv7IqNPQtKn1k8Q/Ed3O3cGt5/bNX6nBUwFoNzI8TQ0TUhwqFyjDXix5ErR+EAcVwn2ZBrQDtEFWmUoZUAHgnWEmFIi/MjHPswj7/puPvjRj2C04BpPDB6JEesC6MjeaEyxtk42GLI5KBkWBcFlDPOCKA1S1xyMJoTG4fCIieSZkBeCarNshuAI0eFdjbUFwXtUUIhuA3ekQxWBRGE9Jm2iMBpjMqZ1TR3AIei8wLCJRIVvUjZLiQcE5wjeUuQ5VZgSXArjLrOc8lLJhi/41L/6XV64ucd/8vf+c3780SHONljvkRDo8uRKDMkpy8maVZ/J90051loGg8HShdQnkeWL7Tht97hj+9+P0+z7zGMx3P40DuFlTtzTXP+4fp6WTquJrzq3O+/2s3We+bInUv+ZLtOel9/fvn+nnX8ze/3pr9tBEFN+m9aM1Kut2y+NubiL6s/dO4THAwsC/TuN0W9gUBWgwRRCXq5BNqD2DROpGcecLFaYMMEgFMEwzLfQsWAYRhThgLzI2LcNLjPkww0uP/JdfOhHP06erTHaq9FmH2vvIopHZTcZ7SiG2Tleeu4bZJwjbv4ZD73zw+y+oSmGd9PYW9ThK7jmEtlwRKHv4la4TnUAW2GI0YAPiFhCcDTeEOI+KBiTnMGmyNABlA8U3mOUJkhNWQ6JmaFBGDdQOc9wbZ1Ml0QVsL18Mk3TzBbu1Aa0aJTKkDwntpBN7Se884Lw0mf/Bf/gl/6Ym//Zf8tP/+SPyTd2ggAAIABJREFUEeUW0R1AcEgEFTVEQ9RHI1v7i7HDp4tWRGEOlx5I+HUfEqKpf16fBDd/jSWLtMs7Pru+MJc/ZTHfSKfDd+/LHK1HNcRAjAER8N61ZoRDm3QIndA7mvNGVIud7o2qPWDu/TiBl1peNvjDayEQjUFigJCK3mvxBCJWNFZl5HqEEU2mHD4oomRYn3JEeRcwssfUThlNRoTo2NjeIMtzvALbeExekE+bdC9a2K1qsd7eBQqT4VgjREcIaXcsLe49SHp8KizOl+UJ+Bbvxe2YlbpjtU6w5Q5Ftko494VbpAEiQg4xJOVLe0KsASEGDaRYlzQPFB0UOcVDQGjz6vcVlrnSfUfyPB1VJDoBs+q+LNJR5Bokw3Y750XNX+c7zUbviRRFybSeslZugBoQYoaEgPcOgsMSCDEQRDBZkeCXeWDz3JD733E3m4+8gx//2E+Ql+usb5zn4YcexbmQMhrHVHwihJAeXhSCh2ZaMdrf4fXX9vmhT7yTB+5/L1euXmeCQFZy46BmVAfKQvBVQ6MaNsrNlLKY1p6qDMYYqqZlJq1dXosQRWFMhjJCViqM0qBaT0JMZpW6ceg8TwnZArMAp6ZpcM7Nyg12k1lJpCgKEJNmoQh5YdBac8+9d3Ht2jX+m1/5FT7wfY9y8XyJ+DReSAxHeoxxkUkvfu9MHosBNP3XKuq3f9wEP0lrP44WxzFn1lkhyI62vzwY6zTXfjN0pG8zxp9iLhbJuUhRCBGDVhofIkoiO9dv8Pzzz3PzlcD+aI/BMCeKYP2rFMMBd9/zDu5/4GGKoiBb20NS/BFNU+N8g4hC54ZpjET2MVqnpL6uY2qKZDlVZ2Isx437TjGDLKUV6SQWn/cqbXp+Z/nm58lbRXcEowdh/dwWRRWJAeoKbCOERhG8oJUlaRgpv7vJIKgGGwKSabYulrxx5Sq/8eu/w3/x9/8h2gyZTATvQRURFyvyWCfTjWjEaQ72xlTjCZubOcPScfe73sfGuXeydjnja089R4xTVLHGK7cqmOxgq5rNjQmDyxt4URitKfU6k6ohuJjUHp0kewgBXERJlirgiOCJSAzUTURpTWUDewcTdFEwHGwgOsPFAKHGOot1zSxDZHJipa11ng1STvweHHJtbY26rllfX0drzWv7u/y9v/uf8r/+2j9lejCFGFGElMsfT4xHGfEi41n877g0C91xfZptuXttLtIyO+hZTDf9/q36bfG1uq0l14pxqTnjdk0zJ50fY8TTOWMVEkHHgIoRT0GMOYLG+8jN69f53F98nhdffJGrV67TTArKMicvMyaTCTdv7SA6Y7i2xYULlzh/8RKX7r7AO9/5MBtbw5SFtSyI0WNV0uKNpMprEhVG5Wm3GECiSqgudfpi1CeNf9GcdtrjYzydz2ORlue5WTXXjk/hAcu9FSfPsW8f3RGM3uNwzuJJUa++MbjGE1yyMXvrybSg8ogiJuSNUSkcSASdwfraJk8++TzXXt/h/gcuIkZj/QQtkSC9iM4IJiiGg3Ve+MZTZFqxtTkgH26Sra1T+8CVm9fJjOeeB9ZpgiO4iHWewloa63GZR4kiy3RCE0RaNEuclRgLMabiKOIJhBSlqxQhK/BBmFYNjfOsr+WgVVuODqK3RO+I3qG6jIUhlXhbhrzo8q130EcRYWtjg2eeeYbMFDTaEKyndUGhEv86VqPv/96H+Z3EPPvU/32Vs+84TPhbrdEvtnuWXcbtHnPa85NG33dQ9jX6FFAflUHrDGNy9m7d4EtffJwnvvJl9vb2AMiKA0QrbFAEqdnY8kzrPWDKjZ0bjKcvs3/wLnZ3d1nfHHD53ktsnVtnc3Odc5e2MSaSqyalrfAQA4gXkoEH5C3Kq/Pt0ugPd6FHekTrReM4GOWRPp/w+P9/jX4JeWDn4DoSpkwPRmgGNJVuc5J4jI9kecagMGSZphjkuJShAiEQJfLaS1dZz7f55//Lb/LxT/wc3/fBD7A2PMf++BoxDzhJOSOImhAUVTUlOMfNa6+h0bz4wutc3Pwgo9E+UTsm0xHObSRHTRFQ2jKpGnb2D/B1w9qwIN8ezBafn1hoHbAqJlif8xZvk3aglCI3GVXQ1FXDtG4YDDdQpsQHoXEWUARXJa05dE6o1qkUUixBp1HP2myx1yEEsiwjz3O2jGE6Ep5/7jkuXDgHkiExECXtjGKcR3gsMsWuvQ4Ot1jaTkRmu41VELW+sDiJmZ/FfHPSLmSZ3X7VLiF9ntfoFzHMp9Hoz8q4lvVHRZKTPKZ6vQCKgI4BHR2TusGYjJ0bO/zhH/wBX/rCF3GNxWgI1qHzG/gImdJo3WCdJdeKut6hLNdpprd47daIF75u0XlGUMLlu+/hrnvu5h3338/GxgbntzfY3Nxka2sLJUKMtq1s1aAInAbtctbxn/b405rUTk3SF1zdcz40Vx05/BSMfpnC0X//dpqs7ghGH4HB5hrrgzUOSsN4v0YHSxMsxkAZ19GZJi8LdK5ReY7oVGhgNKl49dU3iH6brbVzNAc1/9dv/R6vv/A6Dz5yH4++92EyM6BxI0IdyHOoJlOGRUmZZ8Qg5PmAqy9fIb7LMTBCKVMoI256wPmN8zhtGdUTlC55442r1MOS7a11NjY0G1vrhKs3UQqiCEWWt7b0LGlFIrgQUUozqRsqBOscWV5i8pIo9LDeAQkRCREjqmXwISVaDZ027hOEU7qMkbZXaCOZVArl2N5c47/6L3+Z//of/EO2NtdwTUVuUpr84OadPssgkl37ro3i7ZAJndmmO7ffzuL5/d9Ps0hPSvy0KlhrWaBXd1ynVZ0mtXK/7T7mevG//jUWi68sFVoyf36/zcX2oyhCSDURMm0ItuHmtatMxoEbV6/y8ssv8sSXv4TgGBSaqppADBzslDjnKMoMrQdgA84HXB2opgOKYsDAXGc4NAQyQtTcfPU5br7yEk9/4XECBpNf4OLFi3z4ox/mfe9/D8NBgfMHaK1obAUMVt6vbixpczJfS3fRp9N/P82uaxEXH/zx82TumqR3Y8yRtiM+OcJD17fuWUQWmf2qfi7bGR/+v3yNrJqDR+MaFu/B/Bz7DnTGZuztNVw4d4l66NBmQDVtKHyFLqCw60QViZnBKSE4aCYNu7dG3Li2g7MwGOSUYhgoRakM33j8y7z09Nc4uPkBHv2ed3HxkW2aOCB6D9FSlANq24Dk3H/fY+zvvMxXHn+ajXLIZLzPux95kBs7L7Je3s2UQFyD8aihyA1N03Dt2hXuu2+bQTmkcRVmMIToca4hU1nKYqlTVkijIIqmslOsaIwx5HlK8RB8JIgnhkAIEenh1Vdpun2ceF3XswRNnVmnme5TFkOefvpZPvvnn+fnfvqvEzNwfoTGEuNRKNmy77OFtcR0czLjXN7mcbSqH6v6tuy4rm8z5/Uxic/OQqvMQ6v6eebfQyRGgagQZVAmp65rbF2hgiNWE774+b/gxo0bSKgwbabLiKeqJtSNp65rnE/ggFn6aktCh0VLLPbAKYSMEA2xAWVyhvk2oqGuJrz8jad55aXnee3KD/JjP/EjXL60zsFkyiAvZgrv0XH3x7MYoXu8Oe3tMG2suk43L7TW0IuWTdq95tCMc8hs+/O9T2rF7mZ+7Kebe8fN6flx3P69uiMYveEiV163SLzF5noBEjClQcRAVpOHgtpZ9qspznushyuv7uCtMMy3KPMM7XO0j2hbURYFhVYoD998/BluvrLDIz9wPw/f/xHWNjXTaoozBdPplIuX7ge1xeVLj3LzpuWbzz7PX/nQR7HNmIOXp9x7+SJ2nKGCoywycskItmJQrnPfA+/g1auvMmoOMHlGaQQVE2ohz1KVqbpxeCIHkymiVcpgWRQoJQTbauYx4p1LEZ0EvO/neWH2nj6n9LXJYSd4H1Aqa1Pathq/qxGdY63nn/zj/4kPf+ijnNseoFroZAjLzSyLv3UTvB+Kv4zxL2/j7Dbdk5jAMk3vJK2qP5bjBMf8Iur9tmJ8c3C+uNwEdtin48cJrZU4hNnzruuavMzY3bnJc88+w2uvvMr1K69T1zW1bRLsUMCHJsEwGeFVA1kGxiDRE61FaSHTjixr8HHQwnYt3letKbBiNB0TY8SPFSbLmUw1f/Inv8e13df5qZ/5KR564B6q6Ygi2mPH0L/Xy76ven+7qP/cl+8eltnlu77Nt3OW652lf4vtH7dLfjN0RzD6hgFaNnnpxStcuFgQo0UZhcobgppyfbxP1ThG4wnWB2oLa/k5BoNNhtkWCk2mhWgDvq4w+TpGZ6loOBnTnSl/9ief4+qD8J73P8hgO+J8xcFkzHve+/3svKZ553vv5eBWzu/89h/wsz//t/k3f/z7HEwbTDFkqLe4evMmuc8o19d58JGHuOvuc5w7v81Xn/0KPkSm1QiVGQb5ACWKtbUBly7eza2DEQeTMdf39tAmpyxSUBUxkuWaGAP4SMKBtgFNQXrcodv3Qwf76uc+gTQhXCsoANYHhqpuOH/+PK9fucazz36d937Po5zbMthpjVbDuft/3IRaxdBPYvSnYW7LrnXSOSdpP93OZpk5pb8lPgutEjDd51V9PQsppYgzv0dkPB5z/fUbfPNrT/LEVx6nUIpgKyR6JuMDinKIyZNJTWWKUm9hsoaiTAABZyuyzBA8KEm+KUeJx+Kp8VLTVKMWJuyIeNY9NDEnG15gbAN/8tk/4mA64pOf/CT33H2ZgvlkecuE5KFisprZn4TGerO0bF6uqq1wmrbg9mz0Z51qf+k1es01hipjaAZMr4yZ4KlNwONRAVRQKMkwepuhKLYKRWlKCinJ0SjRKF+QaaimY/blFuub5zFZjosTBM+9u0Pq6us8fesq97/nYe56cEg9ArO5xYVLY27sPcYz3/hj7n+fxeQ1rz63w90XtnHhcUo1ZGvtEvvXpjTlLg+9+11sbRum9dXEWEJJ5teoRIholHjswS0mvmZSTdkfjYnK4QhkrJNlera1jiTHa4guoYhCnFUi7GsjAihRmM5B6twsn0v3uZtZ4yoSlGU41Fy4GPitf/k/E8Iv8CM/9MO4uI2EMZDw9VoEQitgBDxJ8MSYgmbSu8K5JhXACA5ra0KYt5mftHgWNarlmveRX5Yc04fldQEk/YUd2lfSdjNT4lpMeAjxiCknjW++n4fCVbftH9XaO+TTUQG3JLw/HArrKG20sUm/+djukuqcYGtGt64yPbjBzpU3qPZvYScVd28O2JuOUSoQrWOrhdH6YClURTkoaGzC2BujQCJeGbwLxBkIwbRBcJEm1DR+gnMV6TEXKDJ2c4sSwdgxuak5vzbg2ace59dGDT/8sb/ORz7wPoyODOJNdNhHY7BxHU+Gig0iFb4tydnFmYgSPLYtVnIYIxBjbONAjtrgu0ju7s7O5lkbUKeimu0s585rP6uYARanKjwBqxTDrCRElYoRZR5VGVT0qUhLiCgV6WcGUbIMynmo/UuviMosMCrGmb1/lfmo/7mPaFsVlyIxgTSIanZ8gkapFg91OrojGL2gE3olS6YNwWIkEmKCGOo2P0amkw06V4Zc52gpMGQki5lGG8WG2cC5wGg0wpicwYYmlxxyAzqye/MmzVMVN65vsp4Pefd3P8YTTz7OU//Pr9JM4YHtTXbfuMl0d5vH3rfJyy8PGZmnuD7OMG7Kex/7EJfO30cIDUFyfCWYKKAFLzHZTSViUdy4ucdoMsFHIRsMZ7C5flqBThsPwR+rbXYTuzt3sY5r5yzVWhOamqAEqxXntrZ56fkX+N3f/V3uuuseHrz/IbxPUySG1jQhya0TYprsztqZg7hfM3b+dfZt5knHHP3/6EKZX0Cr8fGrrvdm+nCyxrW8rdi3Wwchz/NZorlCaSKRazev8fprL/P1p7+Mr0eUWlDBEn1ytJfDkgiYvCAGIYRI0wjD7SFaC6VPgjnheCNeZ+BDm9YbvA+gJ20/BCUFCt0ivJLAy5pUWUmsIypBskBpIq899ySfmYxwkzEP3H8Pjz16EYKnbpo2ADGl7T6ko5Gw6bM685x5K0lEZgpU3/TWze+z0Ld6HGmer45EP4nuCEYfSSXXVExs20ubiTIacqXQKgNJcD8tCiUKggKVypiBEGLAWs9aOSDPhaYOTKopQRm0yWm0w2BSHpv9KbeqKefescWF85cZbl3g5qu/x2R/nR/68XvBOXbrEd/1nvdx5YpC5Cmc1Vw+N+C+e9+BrQTfKHZuTmnGwjAbgtaMoyPEZJ/PsgzrK6L4JKgoIarZQusmV1fAfPYAF+5NH+LYoWC01nO/wzzSADy5KXC2wSuFoPja177Gf//f/SN++Zd/ma010zp+PT765CwGYuvH7weX9IXJ/Pd57fq0jP4s5pNlGtFRZj9/7OJ/y9AeZ6GzCJFVx/kERIdAirMIktJvS+Rgd5/nn3+eV154ketXX8HZCUoCDkeeaVQEU+QMELQyVJVjdDDFuYDWOWUxwDlHaRqMyVtbf/L9RJ8YfDNtaGqHUlOCb9Nz6AyVBbwJ+FBjfcMwlmmORYe3FmcnNKFiffsi451X+NSnPsW73vkg57Z/hosX19BZhtiU9ylKl+ihly9ekg1cRCM9OONphORbTfO7hreu3W49365Z8LTXSH0+isY5Ld0RjF7ayaCAEAOF5KRMlFAqQ8JAMYMrShREGaKTFNDkoSxLjDJ0NUpNnqW0v9UEU5iUFrjSuPGYrfUNNrfXuPryFZ780tM89r3fzxf+5Amevvo8jRvi8BT56+yNLrBWbjIw9zHJ3+CjH/5+1ssBk92K6aThtVdu0YwjRmsCHqXBWkdlYdp4ksUgB5XhnSLLMmI74b33VFWVdi09xnpcoqJ+Ct6OOsbb5ZzvHLrBW7TKiD6ZgzYGQ776xJf59Kc/zd/4mZ9NQVgxomKYpS3uGH3HLLt8O/1rLWr0Z1m0Z13gxzH6+Qm/vL2+kFp13VX4/9P067S7g7RGO5NcQGO4dWuH61eu8sRXv8rB7h6jvRtkuQFxWFcj4lFSoLWmKAYQoGkcwVmUpHoHKipiA5kyDDJPURTt+iDV/XUp5mKqFTZz1BQ0jaKqNTampIExejyaJgiEZFKkSaa74BxZXjA52GW4AWEy4rlnn+GJpx/lwz/wAQY6IxOHtBFWybQSWhNihNgXtG0xoG8Dk4ejz/nN+gm+HTuTzmR4O3RHMHpIzFsphZGAE8gkAZhUG9yDMujWFhZJ9ikX2xSoMTFAG0FFlTCz3kMUTJ4xHo8ZV5ZhVrA9GDIsSjJtKE3JM098jcsP3sv65rsoN/bYvnQf4/oAtbbLE1/5PIP4flSlUc0ul86fJ8bIdFqztzfiYH9MZz+LKuJckxiRUoQg1NYlm2QQtE6FsfM8p66nhwFJvbwaHe63v7XsaNGZ1GdeHUa4I62zVCQ7RlzdoLIc19QQIi+88AKNS7n3Xe3wod12S0w7K5hjjv2dwmLSpcVFe5KWe1amepKNs2Pwc/ZZddQXICJH6tuetg/HnXNcrED/GKUUtmnQbV+crXnj1de4dvUq+7d2ZgtYa0nVxkSSwuIhbwW4kkiR5TTGoaJDELTSKImslUPKHKLzFMUgIbJChEwjWaAwGjbgYGIZhUCuSg5GdQqKQlJZTAzeaGwL19VkKB/Q2uB8pLEVZuBREV588UXe/9EPUkqyhafIbYhKjoCtVqVWXoaYWrzHy3aMMUbiQtrpI20t2dV1x6Z11FNYODo3Uxv957jEdj43L06vya9aK8vG2bWc1nuC335HM3rVshhpB6ckOQlTlKngQmhvpZrZuYNPOTlEQuskDPgITgLKtw9Op/1y3UzIBkKUlE9m2tToJsNoQxFKdl64wd3v+F6ytQGPfPe9bGx7Xt/9PN948gWG7hmuv+z43vdtsrW2TjV1ZErIjUIbwSuonSOQGK51Hus9jfVEZRImWhRKa7QITdPMVRFatRVbxlzbA2fHLmr23e+Nj4hLyauMUgTryYucB+69iye+/Dl+6//4FJ/4+I+xMdBsDAfYZgStNi/xsHBy31y0aDY5ibktG8/i/8uOOQstu/Ziu8cJi2V0nDC6Xc2trsYUeY5GqEYHfPkLj/PlL3we7z0XtrY5ODjA5AbRQvQRFwJaFI3zUHu0kpSB1AcMkfVBCU4YlCWFSbj5QZmipDOVzfrprEUp0JKE4iCPDNSEvf0GNdD4EIhREaVAsoLG1Xif4ZxjOqmpGsOocQxEEZ1FT3ZoouKpJ57kh/7qJ1i751ICCeDwAg6FIqUJn2N+UZG2gArkrcmXc1bq5lyIYeac70AOpzU9LqO+IOibcW6/raOUeAFzbX9H2uiFgIptBGgrbVPBjqShRxUSpl50K2iTVEZsCnMQcDHZjbWEBHLQkWAtDovONVoJIpEmWlQDbt/T3LSoQvjclc8SLl+gshVf+NwVfv6TP8XP/uwvUX38NX7znz7J5mP7vO9DFxjvHXDr1j47tw6YVpa9yS67413GziF5jnIOROGjAiUgCtGpWIrWAUXE+UPEBjBnKjmU3KsfZuw5XjttcfZfe16XdE2r5JzN8zwtaoTGeX79N36b3d1dfunf/3dofJMW4SzOTuHcoTO268cyRr8ohI7T7BfNLadZXKuY9OHvhyliF9s9ogWecvEdPW65MDkLbZQZ3jtGe/v88R99mm9+/RuUxjAsC/ZHuzR1DYUhI0XFhphMgNEFrFFIzFjLAltr62zk6/jGo8WQZ5oyMwyGJeuDNN66SiiNMi8wmcK7Gu9r6mZKNfG4ao+MGh9r8I7gU5GcQg/Y3mwgCtEJYyNMK4ONJfvTmkljqcY7gHDl5TGvvPIqD951CQmt2SambK1ducrY/ta//zHKqZTf22Vmx9EqeOXtMvlVCsD8TuPs/Vym0Xf9XHRmn4XuCEavCBwWFggzKFaUOEtNnBhnJKVNFYgBiZIgiXMLOhXRDj4khoUlzwyalJ/FNZ5GOdYYkukM48GPRzx741ep9i+y/cYFfvgjH+Peh/4aB+FznLt4D+/+3hcohw7ta+phgyjFrb197PUJThxekdLGuhqT5QQUUQyiQVJcEzE6XIwolc+YZGd2St9bLT8uN3PMKB7azmOMM6RNf4KErECbtJOI3uGtQyRSV5OExvFrPP7Fr3Dz536Kuy6vHaYvTi30LhVnJqZFBh97NvpFeNyqvi8eezs0vxBW7yqO2yIfR6s0+tvtL4Brpuzs7PCZf/1p3njtdTbXB0xGY3yocXWTAvhcQZFrorPE4FBekKjQKlVW29hYZ324jrcBqy1r5YDhoGR9WDIcZBSFoapq4qZglMbonGk1xjUhCXnfcH57je2Ne8iKgGtzKknQGD2gyIdE9QbOQjMNjA48BweWaSPs7GveuHqDfQloMdwi8NJLL/GxH/gwUgckekLUhCgpmXFcpume3uTQnydvRtvu00wpigqtofJ1msdvUpgc1eLfvEa/dKfbwn7TLt+f+Rp3DKMXEZwyeKVRXihFJ8eliuRRIyFtX6J00aQBdCoiEKOAy3AqUGlPFSbYxuGdY5CtYewAG6dIMIikTJGZ1kStkEyxcWmdj/KTXNFXeOPF13n8U5/C/sAHsXlktP8H5LvvJdsbMHWWcrCGGZYcOEtUJc7WQEDihGhKbEgRvZkUZCrvVHZAoVTEt/VmfbAzBt+RSGwd08dMvi46tcW/Jwd2nE1kEUH7GhctMzeqr2emoNxk3L9t2d99kT/688/y05/8RbwektMQxjc4P1SMbAMxCbSoA05CSp8rhswrdBVwZj5ffZ8WNerTOr5OZsLzRUOOMyH1r9k3lS32qdM6D78vXvNkv0LEH5onaIOfRKisJc9z1K7li3/0F7zwzIvkZcbewQTnK6ytmRzsUlUjCnMXriixPmKUItOKXAdENaxvKrYulBSZph433HVhi/VBycbGBptb60QRRqOKzbXBLJBOK8O6X0cpM3v2g+E6mVEQLNFZXDVO6Ynb5IA21m2xm5rRwS0ORnvc2rnOrVs3GZqG1984x9QnXPq1bz6LrRuMKSB6BEcW6kNlQTwpJbYiYiEaRMqUtnt2L5OZZ1bistshSvIvqf797qDAscOtd7Ee6f6nIjEpRhgqkEBwpm0z7f5FubaKSo6PNZK80YcFzLvCKhFQrQ8spN1J2hF0O1gF0XSDmH9fmDuL1b66OZuUp455d0107R+25bt0Je0xKfYmjTmcIfr8jmD0Hc1sUX1pntyD0OZjj/1jlYLW4BNUQ8RhHQQ802ndHhfwoaIwARFNpkpEKyaTCUVmiGRkWcb2hXMM1zYQk3Hh/CVeu3KVP/38n/KRj7yfd1y4yMGNG6lEoBhcTNcvywF54YihIYomqIwU2GAQDreKaVIGiK12taCx9O5Ago72aJUdu5tAzrnZ4u7+67JPdud3cEytU56dIhO2Ntb413/4+zhl+MQnPoHOIoPhGgfj3TYITAgq2VVnJiHvE0JHp9qb89vUowzxrdDEltFxWvvi537f+oJp1fuqa626HnDEHBFjxIdA1lazevHF53nhhefw3jKZWBrfEGKqTBY8aZeHx9qaxjuCKFSRYYqMoigYDAYoZdjeOkd58S4ubG6zub4GgA3JzLa1tTVTEtIrmezyPE/OeSAojREIvgbnaKRNqOdqYvQYSqBBRDD6Imtra2ysrXH+/HnKskQZz6hx+FAydTVlYaA6HLeKcpjJPSrmM0RCCsA7asI76fm+HbQIH15GR3cls3848tCXUB+SfDtAgLeS7jhGn1ATbXCFBESplLejJ2xjUGidIaLQSiEEgtlHfEPjLY1rCCpixIASXBB8rVBK43VigrnJUR5oBKUqmuspmGT74mWmlWXz8jbf94EP8mM//qO88dzT7E/20JLkaMK+J23QO/DepJxIqmMuASWeELrJ1BbqwB+Wx5ND7W/uHiwU7l41QRaTinU1L5VSSC89QvdbZ+JJCJApQTJ8jPzGP/9VLl84z0987Eeo9q7BmGRFAAAgAElEQVQTJSOPrX0+qJSagTaSNwYcEacg+uPziLxVW+5ldBzz7TT9Zf93Sa3m+3VyxO6y68xRSHDC7tl2SAmlFAe3dnn6mSe5eu11TDmgaVzrT/JEUlk/JRkigRAtMXqUyTBGyHODNoIxisFwk3MX7mFjULJRDhGfch4pUeRFjswEcqdgQAya4BXBp2yYUghog1YlkjsKUWjbYCuDc02qe+w00YdUe1lysnyDdTFcviyMql2mTjC+5EYYIiGV7EvD79RS0zL40GP2EcSlV9TJ3ArMfG1LmGaMcXYfb8tWHxV0juGYXMapzXkARD8d97LnDbfvK1glRA59dG8P7n4Z3VGMHjpNvfXaS+u8idBNiNhu35I9O2n0SYNpQ+FDwIVUiCMqjw013gVKUxBjoPGpQAgq1T917XbJDIYoMUzris/88Z/z2Iffwyd+4RPsT/YxZU7lx2wUA5yPOBsQpXFe8E6lgiMmbyMEWy0Bd5gOWJY5LTsmOffPkUe/1FSwYLLop+vtBItWXVBV8mOECI31WNewpjS1m5JtnCPD8Uef/gMevP8e7rp0Hp2tEZuDtOVud8u014gieAEbj2az/FZpLMt2EasYe/e5E4odkmj+XjH3/TSomyNCrf9bGzikBAyRq6+/xhtXXmZtrWDSWLo5HCOEIOhoUJLSGYSYUgZkucFk0NUi0FoTvCAYlBR4LxiVNHUNuNCaHfpAlzaexPuEqc8ywYkmRIVSaecYdKojbEqNqyZoFDoIQRTBqZRaRIE2iq3NjIcfHdJ4hdrxnMvPp3N0mhMqtr4zDERHb+FyWJ4voXwOd7uuNcN0+4Duea6OezgdtWaWeNiHDrJKa/pZTD2wypfTpTeYZ9inq3LV32V3bc6DJ1YhkN76dXNHMPpOyoYQ0CpL4drE1okZUT37aYyR4D0xCpkyGCM0jYWYEXxACAkTHEnRtloTEwAMBTTOkWsPNpArj1dJy252kj11UJQ89uj3sLVxniIrCX7E/miPYq0kNAEXIEiyr2mV8OoqGrRSBGySTdLmW5nlde0xiX6+DDm0T3YHhnjUptdRpwkswjK7IKplzK27ryIyM9246NBGEZop5zYHfPXxL/AvioL/6O/8HRqfhISXFI9Q15aiKOhcCTY05GQzp/Gs50sYb98evmzRLpqvFrWfRaa7DOXTF5rpnHSea/P/rMpJ07+ni22eRIuIHhVbtJi0VlMfKPMMV9V849mn2N3doaobGhewLuWw6yKLQ0yplJ2vUEZjTJb8NuJRqotS1viomUwtw0JwStAoUC0kFmlt04djUa2y5L2fPbuQp1xGTiVcvkQgKFxQiCoJEkDnEFJtM5RCNHibrpOVgo6ah4cXcYN7iHWNLzVRIjmkvDkL2XtnYIGQduuzvoQUNZueTYJBd/dzUej2tfuk6B0V5ItxHzF28MmUr6h7zsZkc+sCmKvLfPjeXjssnw8nmQ0Pn4OaO3axUPoyxWVxvRweMx/H8h2X6+YkiuEwaVASCiFtNWOglJK8MAS7TuMgOA/RpIUXBCdpYelk4AGJeCzWp5vZeEcRPZ5kx4weQhT0rXGLSNA0lU0PQSnw7cTqMdzUsp9tVTvm02dAM01uJq1PJ7UXmdQqzbmbrMaYFmUjcxBMYzTGaELwuJgikEMzJtQV2xsDnnn6Kf7sT/8Nd73jPu69WJIVBXVjKU3OdDqFEFLAT0z3WMW+D4Ij/Vvcdawa20ljP83xqxbbcQz+tH04dJSdrNnPcpepZKa7cf0q115/bfZ/QktFAoL3kRASHBeSaS3SMh2fUmKnoCmhqT1hmFIXT6dTVBiACa0QSKaTbIbGOJwfyXmdmKigsXWDQhAV0Qgx+ll6ZO9TLEuXTDWIIuXY0wg5USIoQQJo51E2ksUkXrykseciKSle/56E0AZhJ+gwdPkgYGbewXNoxjk7zn5Ra5YZrDNp9EmTThH2h4JldRvfOmoVWoA5tFJ/bvXX2fw44xk0/zuC0ce5SLVlne9szhEhaToxRho7JcQ6pT9giKiIj56o03GQpjgq4oIhxpgKNkRHlMTsVLSpOkjwmIR0x4hidGufxz/3Jd73gXcSrEd82sqCmjlUo/Z4HJIpUI4YcmKIbSoBR4o4bSV67E/w09NpEy71ow+jObTZd8LIWktVVYgIPgiZNhRlTmkyRENlK/7Hf/KPmTaR/+A//Ft8z3c/xiDLWY+BshgyGR8gbQUsfIKlLbM/9k05y8wofToNouUkOrowlhcZX2l2OeGRHCdEuneJauZziaR7b61lvL/Hwc4tjClQTVv2Mjh8PCywHsSjlEnpPfShnyqheASlDCEovE/Pb6wNOgrkJu1Ysja4DZeEd49PKtWvquRAdDJbwowhz56BDz1zthC94DqlACFVQ065pYzTeAK+dvhBW/Kza0vaed/dn5mfShGDXn6/5xy3fVPO6ahvfum/+s/p8JjFXfSS7sR4O0t1eTucfl4vRp7DvM/pcGxn78sdwehPpJZJigQkahBQ2icvv7c0DUSVNJTOERRjggQmHUIIZNBh8mNMDl7aUHNSmuAQHRJ02lY3nhtXr2Hr+3HuqM1QVHfT29B6lbShWZdjBwHstJVFKXz4II+jRYTCSZMmhM42yUyb78LQO3OGmAHKtLuk4AlRqCYNtRfGu2OmdUVQKV9Qt92UkOwNEtv7uZJxzmv0x/X5rIz9tO2cJGDO0oezaPSHFJDgGY0PkpmRMEsEl3wdhwgzJTKzYQuJySt1yJSIihgE6x2Nd9TW0rgaLRFjFLFl5kHaxHOz2P0OGXVo91aSIKAdKEAkFbaf7TxVaAvTHGZEPUxoJ3gStp8QiT7gGwsUhG48MY398OaF2doldgi5PnVa/NtBbfBWPAziOo6WmUq/1XScr+AvhUYPvUW5lPG1Zb7alAetVR+tpcX9ehweMgGxiDhsPSEIhJB2A4UqCbFrKWCdSxG3JOeM8xBUA94Qy4CvG/Z3DzjYPWA6rsizglDbWeRueigpn7zWGlSgS9Sw2n53djVhUUtZtcXsNPiUr3pem3YumXLyPE+YYdVWJ3IBH5KDcFCsUegBphjylaeeIitK3v3II5xbfyiVX5y1nUw4YcFOusxks3gPltEqvP1pzl12r1YJzmUL6LTb9bNqZt57Cq15+cWXaJqGPNekDI5J0IYYMCaZ1Yx4YvQolSEqtKbJJJyttXidTB5VVZGbjKx18kqZYLUm5uhMI6ofRJPWST/DKCT5H0IqcNONP0hvjkmDbVNUe2tb+75PKKHWrEOUlN7YeqpJTRY3Fu9WepN5mzkt5HPumLnTzq7Jd9RdY3XyOtXi4WML9DiejptHZ6WzzOHlZtm3ph93BKOPmBRNSkSwKecHvrV5KrxyM2RN+kWQaJAQyLIB1lpG0qSiwVpoQiAUKVii/n/Je7Mfy7LsvO+3hzPcIYaMiJyqsjIrax66q4rNJtlssk2pOVgt2y98kwCRoF4ECNCL/xa/GIZBGjYM6MGGDMgCLVNusiVSnFrsZrGHqp5q6qysnGK6955hT35Y59wphsysbspJeCcSETfuvWfYZ++11/7Wt76VItbm2NiitEAYWeeBhBhROlHhUfmUw3TMaLBHYyOFGpJN4d73PmAw9BjdcpwaEiIrHHwieIPRA4gWk+e4tlryqAxKLbp3UZtgXbtm+YVGzRNKUueNACxteXWfYr5kTEmEtFR+sPEU2hP9DK1KLBlaWZJNKNVgvQRarbWkZGjbluim4KYMY+S7X0u888c/5M0vfJ5/8d/+M1I6RpsjlG6IjKi8QSt3CoNl6WY6DL/f+ayqXfWG3a4Y3EfF5Bft9OCtfK1jqZgEydPP737RMyYjxYjrvL2egrqcN5CSqHue1RZBZIM3iaA9mkgZPe3BMYf370ABVZwQrSepCqU8pRIYhKRJQSAakydSEC66ChqlDVElAoE61OigKEKD9WBDgrYhVTAIY4bDEaS4BPP1+P2q4YtJaJO9rnkMEZ16eFBQFx00tEDQJB+JQRG9Qsbgpnj4usbTMDkyPO0vUjuLMglHC0kkxfvhmlIiBN+NX4/BzXcuMdIV+paxorvrdL1sdur/LkmBKIuM9lp4L1qTvNCYSRoVW1QKQlmlRatGHJKgUclCyFCqBVqpoxsTmKWAfR+DVWoRF5QroJ+Pi4e/ltw0f+9smYLlsS5zZnlH08+Tec8BYHtHqN/hKUVU8to8huP4RBh6BVJGLyBCZN39asTjMKh59Ftr0EbTtm33XcHOfWpJIeCjx0dPMssebYsnw2rRnUlqEcWP0UkRhyTHrn3AtA0p12Qxo3EVxntcbObGrN/KOucIPoIJJB8fyVCtY4lnqtH1hlL1FLFeufOMPlwaQEpryoGlnh1SNTMGg12U0qAMMeRCiQth7r313+sZEhsbMon+8ut/wief/CZX98YQKsDRkVIfDov07y1h50tvzn/+JHz7s763csyoENk8AIUpsg4KCVibUXT9r7WMKaXDnO21zBA877zSF53eCwmiYjabMZlMCK2jDZG29TS1jDXJc+jYMt1C2EtaaBRRB4zSZMaKwFhVoZOhNhmZMtRK4WY1KmmCB60FJ18eSxKAX3I0lEJrwc5D71alAEmMbUqJ0M7m46KHbUIIhNA9b9v3ayT6SDU57uSw83lHyftp/nqRwNUtwmTQce+j6nbVWgqe6H7h9kuB2XWDSvpUaE9PTEipk1VZ8v7Xpb/761569VOBdM5ieJ137HXoZt3Be9T2RBh6g+qwSolpJd9581r+FmMCtTCyKibkOak5hY6kCEFw9pAk41DgSQkE+eTQuqdBitSAlM4TzLLtqlQp7wjxiBGeyZ1jXn59l6A93tWS/drx8H0EH0QxU6eFVk3flreSy215AJ26VYurK/riIwvP57RjLh+rbit+4yv/gN///f+dmAIhzlBGYfSQFBNNM50b9izL5kkj1kqAz6dDwBJD4OjgmGcuX8bHGSm2CJGwJcZVz/fEvfTvxbi0WM3fXPt5NgXzvPYo+HuXkExSmojGKEsxKPEhUNcNQ5sTQqBpWrLM4oMkAfXsqZRO9vnJ8y5R5pLALk1VL/5HT4iJhJGdnVKdKQwLo+MUxF67SOF0wLmAqx3OOryBpnFYpclTIi9L8kKguNm0RuV6JUNaaz3fvfT/jQod60Yu2VhJjpL4TSM7ZpVQXWxZdxAdnfqlj4kUAloljEpE1xJ8iyryDuPvHbKFoQe68SXzN2iBplTXZ1pruuqCRPqckNU5IKSGsPj9U5itFepkOh8y/Ntq65Dmo0Ccq4Z+8fvjzpUnwtBDt+J299IPUIzuJkVAoQh0wSHvJSnKiCGMRJJOBJ9kWwNieHuvSYFPDjvfIRhClO0PSjy3oDRoaGlxwWFCQz3bR9tITF6uxUd8ioSk8MhGVIyH7kkX83bW4Ok57Q8fXGr++aVvo0xveFaN5PLPwWiDn/+FX+Ctt57j9/7H3+PWRxO8r2lai9YlWZmtDJQexjFGMmCNqglJKnv9zV+/zfPP3MBES0oyGbX2qJg/kke/YA2cNPT9e6dCP/xkE3AZr+5rBkgOnuHo+Jivfu1r3Lt3j8+8+AqvvvoqW9ubVNV0bmMWcNPDucrz+qgd46rICo4Ojvnk4x+TtMIlcUaszlBaMmj777goY1q1Swa5014JrcMb23nXQo+sQ6AgUmYZyXcaRN1uJKWF3MVpO8bU0Rg1GrQheilnqE0n7dIvCiyC+PTdkMBq2xWvd7J6Bi/yxaVa9PFa6/M55lx3K8/biIwVRhdUVcC7QFAZmS3RqpHjEwHf/W7k9ZlJRg95RktGvXcOl8tynqXE2vfcT6MtG+3zIMtHOcbjtifC0AeSJDbFiNFmLtXrYyCE2NElFRClLisOj+8Sp8T7CjqhjHCJQwcJzCctEbQsFFYZCXhZIwuKNvL91NI2IrmqY8A52LuwwWCkqWYRFZUU8Y4RmxXM6onohWvBz/ut92kp1euDZh2r63/2iR4nv7u88i/eO42RE0IgH4x45tmbuHqTX/2N/5L//r/7n0mUDIoRrZuhozz2XgQtyzLKslwU5wiJPM8g2+AP//AP2RgM+Ydf/iVmE0dBJnGOZFcmz/puZj6o5zj+Se9pWZLgtF3BWVDY4nPnb3nnMhEK8tySFQXT6RRXT9ndGrGzOeSTTz7h+o1nyHJLjA5jz15cTrvflNKcP98vCm3bUk2mVNMZJjNgMuhqAyilcSkSQ+hUQyMpeLS28n5XkN10hk2rRIoe1yRaOiLLQBbZRMR0iXlKqTnFdtnI98YfoA1OMnG1gaTQttPASS2ZsoBFa6F7OudQSvj11qpOAkOhjIEkNRlU8Li2IdfgXA+z6JUxu9xnSil8rLBKZNSsttz+8V2++tU/5WjSklLBs8+9yBd/6UUGgyFtU5ESUvchtCJh4hVGL8gB8/jDkqFe/nvfF6PRaMEmiuHE+z0O3v9Nn2GEF68fzziv90OM8dTxvu7l67WxJv8f3+A/EYYelHgmmZUQWp5J5aMA0YuqXopJPPckAaqoAv2/lMSbh0TqPCIfXXds3Sk8ikywCUZUGUNPIXOE5DFaXg/KjK1xzoWNES/evI53Myyi4953dEDjQ6JqAyFGYlKdh7ZKf3qctjB2/SM5qWQnE2n5kS3DQHo+CEJUpFSQ0oA3P/sFfuu3B/zxH/8p3/3OuxSDnBDGc8OaZdncG5TjKMbDbVonnumHt3/Mv/+jP+DXv/SWqG+GJFv+UwblOq65fn+9gTyJ8jw6z35xjPN3TD2dtFEt5bDgm9/8TxwePGBzc0zratrZMdsbm9hLO3znO9/iqaee4saNZ5bURNVKMP00PPXUZ5w0VlmiTxilyKwmz2ViayuZ2Sp4iAHV9YVRmiLXGCNetE6SSJXZAmMSKYnSqXeRjXLMcFhQ5po8ExjGLAVdlzWQlo09SFaoIiNhhUaspFyn1YpoFdEL5RiliQmic6C0QDkdvJqC7Jq1krwAX09FA0prWdTPYT2llDC6ILQNisTt27d4+xvfITOerXHG8czxwUff4/IPI8PhkBQDW1tbbG+MO+Mo40+rx+eSyw7lbExcKaEMz3dB6fRn/rB21nd+kljUT6M9EYbekzieTSlsIbzejgoVOt57Exox1EG8hqBSh68LNS2S0OSdtrvrFoQ1fLybRC0eoiZ68YIiEZtrtjYE77y0t8XO1pCNUcZ4bAnNDI2h0DnTdiLJLSSarh4npttSdu3T4Ger3nD/27IsKktBqZNtOWEkxsibb3ye1mU0jWUw2OPXfvUrXL1ynd/7n/4HPrn3IUptzL/TB936HYlSiuowMN7cpvUO71p+5e99AZsFlJZAXT4ci1FIq8HUFUO8hrMuIJyVOz+zHx6lr87yqla8NAPeO7Y2h4wHioP9e/zgne/wZ//xP2CMYpou8Prrr/PiSzfJC0s163WDFrDh+rnXf6quTgIIhOecE484QW4sJtUUeSGxIyVQYIjCTLE6A0tXZjDNw8ZaRbRJaJOktmts0XnJ5taI4SinKDKsNt11Mlc97WGJflfZy14ARO3JsxKjClI0FJmMXR8q2rohBTGk4jGquXBf6kTBtDIkDcbI8UplhbG1zL4685l1jozPUCEQ3JRPbv0I195hOMwYjjbYDtAEx4/e/xZZltFUNTs7O3z+c58ThhgJYxdkiMeZZv3Y7KGbs6ic63CK/HwcGu7pAn/Lx/z/oj0Rhj4Bk2qG0x7TlQ9MKeFCkABQ7gnRCZ6JgHtRRZKO821zdB6lxaNY9mLmGKsGQle0A09upXh4Xlo2L2yyvQEpBYalBdXSth7iAKUTKiSsziRQpjQhtNR1DV2BZhFT+3QZa/M+6L98qrzro7cYI7/4S79M2wRcKzTCkCKvvPIaX/ovfpF/+b+9J8Y6zzt65UKPu18ockraJrFfHzIYFLz7vW/zG3//84TgKAdjZtOastv2r3vZZ3nb53nhZ0E3Z/XRWTuD/r3l1gclL17axVVTnrq0xVOXtwn1PtXsmGz3dX7u536OPM+ZTCYozFIMZWEQ1hez85oxhlu3bjGbzRiMMy5sjdi6sMvx8TF37h9InmkXENRKo4wmRd+RzVJnnKWGbJYZytxiDWxsjNnb22FzWECIUmKQjjYZTwb6i6JYKRo/rWru3puQvMHonM2NMdZqbJZQyqyUuQwdC07kC4R32DO6dMdgybUl+FZkR7Shq+l55vNIKYE3EA0qabbGA/7Dj97m7v4dbJEz855yPKaaZXzlK19hePUCzz//PFp3JIsOWlRJ5Awep4k0yCIRbL2lJBz7OazymM985R5ZNer/uYK957UnwtDPqBjmGamupXRgmeF0JCmHThHlRiSsLAAEkg/YbCGnKjishySBJBUVYOdQitYa5wxaQVIOk7cMR5ErFwsy3ZDZTxhaDcmg3A7ELXyK+MwyjTWl2cL7HE0ObaSIijidYNOhQCbKonQmZdVY9R5gYZhijLIYAWlOnxTRKiGmaPEgEyy8+Y6x0i8AKe/+3gu/ReHIR4VvFVaPiEGTqSFJeXRpOK7vU1rDi88/S3YMfisKayJKlc8YJf9eK0nm8dkDWq8ozYCYSr7/3R8yrRPHbaRMhlE+wIV2/vxO9ehVWmE4CHbL0j1Bn7G4mAhq7fX6ytn3HfO+W299jGSeQKYsUVuqypNCgYuemG1y4+U3Odi/x2Bjj+AqUIG2bSiKUvT2VSTSca2X2voOBqAImsNhII8tI8B4z/EIjsZDnmpHfOb6b/LmG7vc/virvPvdP+Obb98GPSRkA2bGY4eWwaTolCqF+ZRlBSoFcgO5UVjTcHFnwNa4oFDCeyeKxpJAk8MOvpO+VsaCNgQtfdL4lsNJw4P7hzy4f0yRj7iwI5rzw60NYswJZGibCG0FqUbpQKDF6IjRWlTR0CQ1JCiwRqFjIFM1zuTUMZDrLvs2LfopxoQxEZRHp4+JqSWmip1LQyZHh2zkYwbFBhuZoszHHDcjbl76DPnQolKB74uxoNARXM/AI3Q79ygsqQ7DJ3e4yiNCh0Eq0cWGaX3E9oVNqknCKZHzDiHIHEhRiD0KYeTBnL7YS7T0HD2gU6rtm+4GZU8L1Z0T0mfkLnZ+q8VFViHQ01h6gY7uS4I5PCu7mfh3jV6ZoSmyElpH9BHftgQtRJfMCLUmpV5i1kjHxw5P7I27XjUS8tnFStrXjNUYrIaN4ZhhMRApVhWJneFSSSL7MYkRTCEQg0Mng4/iVdR1Pce1rc0EFgqwvh1c9wQeurI/kicfFz97qo+KkIxQ49A8fe0yztcCTcyOu1o0GRevPs3VZy5xpxFPLyXhbaeUpI66Vt0OJScGRV0nkoncunUL51qyzAiFNa4mbZ3nqT8MUz/r8+cd97y2vE1OKZGCn+NhWmvaxhOj5saN57ly5QrHjSGpjMnxjOFwhDEeHWWhWDCcHnLdapWb45uWj9/7kIujTb70xhd4eg8++Nb32N68yRffusbO1l/xr7/6Jxwfzdi5eo3mYERSlSiXJg02YoxiMBiQW0NRGva2L/Hcs89S2hx8kCzsmOaSBdaKIdJWRMtQIthHgMlsyuHhIQ8ezJjNaqaTlqmu+PiT2xhjGIwHbGxsYI0IBJaZZpB3MoChky3uJEj6nIQYIz4mtPd4Fwkqoo0lhbBivE521gCVLD4o7t+9xxtv/iKXr16iaSomsynlcMjf/NXBnPVT17VkERsjSWZrnvxpBIb5qebXoWgaqbJ2//59vPcYM/opQSmPriB53jU+zlj/NNf9RBh6UGRojMlFic8o6uQI0RNdIGopY6O1xpJIWjI6JVuu8/LWsgB74TPoAi2+7dLLEyZmxCbRVoGisBjbaYQk24mdtUIbM0b0XbRHqZakIkHDrKmpWifJKpkmOtWp/622dYM1xzBP0NAWNL7FQzzL2EXmxRw6JlJKXa5Bx14ajS0x1Yi2D4SgqZqISzlbF69x+4O7OBdEhVKL3rhKXeZxSpJpiHiWIWkuXtwlyw1N61E60LoKpbOV+zxtoK5DOg9r69vdh33nrPdXgpHRo5LuGC+G3GYYq2maCmVygpUi2gKa9At2xKqu4M0jTECPwHs6CXzXNA3hcMpbN17EPTjiD/7vP0CpDfYuXmPv6S2ee/2z/PPfucnte/f56le/xSYlB/ZYWIQWyrLsqkoplA7cvPE0ezs7FEUBXXH5udxuT8/MO20apUgomsbTuJbDw0MOj4+YzWaEekiQAUjdzGiaBuccd+623e5uxHg8Zmd3m73dLcrcYLXGdHV1VOp2cX3GqskIURg3Os/wDrRa6MqcNi5UKlEqR6WcTz72DIdPsXfpGlU7Ycc69g/vkQ1KZnVFjsEqi9VyT0lrfOdTr8J4pz//+fyg95jhww9+TEqJa888t2B8nTaWHvrcTzPwvXN5lhTDyes87feHf+fxA7tPhKHXJHRU2KQJUerPGCXJLVYbWrWoLA9AlyJuFIARrNz0noR41X1txRACMXWZd0pjkyYjI9QJ30BmDcEYko8SMESCvj60eAcmRaKNJGra5AgYJnVD3ThQGaiM4J1kYK49+9Pw61UjvzyYVmGJMw29CsyN/RLk0S1vaK0pSnB+RoZFG43RA/Ky4N//0X/kb955n+2dSx0u7zBG0dZVBxnFzlsXNUVrcw4PD/nKf/NraC3BwbatGRT2hCeyTvVcv/+zPrPePu3CMO+epXPEKJW+tILMSFUy7z0P7h/w9a//BYdHB1x+9rO88vKLlLlGq063v+tRHSGZRzD0KqHjItvaOccvvPYG9rBl/zs/4mJ+lZffeAm7afng/m3+6htHPPfC81zdvsIX3nL88Ad/g/Mlx1UtmaZmzGAwILoZ1566wpXLe2wMNtEotE5kRhO67GRlRJEyGqFspihJfLNZxf7hAQcHB8xmM9rGoaPCx0REM53OmM2m3fxoaWZTWnfE8dGIajajms4Yj4dsbo0pS5E1yKar6WQAACAASURBVJWfB+61NehMUdcV4ZM7XL65Q54V4NvzPXrlJffEDJjONJeuvEgx2ELlU1LWctR4NncMNssoigxjFvkFQkc9KwR/2vjoGUgiddJr4BdFfqaRfVzv+jyn7eHX93ANq9O/8+iX17cnwtAbNLnJKUtDaMHoBLElRY9KUoJMKYNWIoyU6MoCJmGNJL9IIe+LbvcYseqoWFoLMyFLGRZL8hoVM1wrrB3bFeFVVuIATet58GDG3u4Fpk3FoMhoE8xax/2DY7C5yBYngzELWlvfTvVmOqz6dL54T+3qk5mWcH3Vfx96I7/OR++N/PXr13GpIU+aum2J2qAGQ7xLHB7NMHYkolUhEKMntxJMVogmSYgO1whWXJQCYbzw4nM0bSVeX8fmOKuAwrqRXo5XnPzM6kJ4nvE/ra0vMsvnS2mRPCQZn4Jveu/56KOPuH3rFh9++AGH7ZDd3T1uXL+KwaHNwmArJZLUpy1myy0oyJKa86TKjRHXdy7x/b/5Ov5ggi1Lti8NOeQBja74wUeHBDvg2RtX2LxQcOWaJU62CZ/cw3Vxh6Zp2N4YsbO9LRLCQXJMjDai07J0j6SE8yLcNZvNqOuag8NjDg+PmVaOtk04l1A0uCB9MWsbVG7JkyX4hB0OUbXcwWw2I8syQghdwN5TlIapc1RVRV1L2U1szt3jimxrn1he4PK1G6i1vll3dkw+wVdgsw3GG5uMNy7y3o8+Zv/oPuWGpY2Gl157ldHmBs5XZNrMi4SrDl5kbXzFGKUweFrKnteyKCgtiVn9vXgvUGzqypPOn2UXCpNnvJoRfZqzsijdeDIAu145an28rO9czyIv/DTbE2HoQVEUAwYpw6kAKeAjnbCQQscGUsKnBERSVJ2utki7xt4AAlqZThism6Bd3dmITNxEhlYFRZ4x3tyiiROaMJ1nenpX4WKg9vDNb/+QN954g8uXL3BcHdGEhEuK42mN86BML+MbpEbsKdzxkx7qujRrWnt9fkupk29Y0ROXLNbppOX1195AmwxfOyyGGBU6Jv7iz/+Mf/Ov/092h1vkhTAQvBdtbkXCB0+KQbSDtCbPc46PD3nuuWd5863PcDy5151fimHM9WCWn+IpUM264V9973wP/lFYOGftGBa9a+mremki0TfMjh/QNhOsblEJDg/2MTeuEEKDMVpiP2gC6tTzrLeoofTQ6ZOBNRifqG7do1CGzecDehN0dQmfGnauREaXK+LgPiaWDDdfZEtNuXcAdSVlMFsfGA7HbG5uUWQ5Vlk0uqsspaU2gBHYwfuW0EJdtezfP+T4aMLdB/tMJhOOjqdzme1yPCBZCzqDPMe3jhgcoQnQBrRRGJMwKuCbmmgVhJYys6jQcNwojqeealYzq445mEyYecXsw0/YvvosV5559tRntPxsQmowuSX6hsYd8ud/+jUmVc2D/X2SBR89//VvXicvC9ykmn/3NNqjwK3n7+pSCjL/o0epDKMLehXNdQOteJx4kjCRpC0Z9jmsyine/sPbSSfpp2P0nwhDH9FCZwxRik4byd5TRmGtePIrutipowQub31MRkqh0+SWRKg+Lq21BqtRKSN5jfNQloIvbmxvcfdoSrXvQAd0KdrebTDcO6j5y7/+PjdfuMwz1/fQIVJPZxxOa6raMd4Yi2cQO2rnujDlGYboBEceVgfIuU0LhJV6L1mTohglpQxXLl9DmQHeeywKqzSFsmQpYYIjuhpvTAfRLLxXSSCTa7QZHB494OlrN/gnv/WPmM0mhOA6I98ZQH0ycHyWkT/N45bf46mfOe24p7XTzrV8DSklgjJoDEoFIJHbyN7uBqF5wM6GYXq4z8ULm6ToOj0WR1BSv0Bj5oqKp52zbyGBDiL35mzCZIZmOiPNGsrNTa48t0uxsUGRBvzsm08z2HL88KP/RFUdQxwxazbZGrdc2dtmeus+zjmstYxHG5R2SGayrg6ALI5aaZKRAoK9rnyuI010JNeSfENyDa6akVw7pytHo0Br6uipak81m4EL4FoKIBsE8o7WaXQkRccoh93Ngrqa8f5tuHtvn4P7d/CxIqjIsQsw2GYwyE8lEyyXtJRnKQSIQKRu92ndfaGWhiNS1AzKghBF2kFrLXRrmMOUp+Lpp4wL+azAnEqJzEHTiqT4aLhFWsLu5xyv+XEV6xG3E04Neu65L5dCXLpzHjdQu77wnPzbpzf4T4ShF3lejQoa5xyzdkadWnSSYFOyq4UDkuoSfVgY+hQ6ffgkhR7mVKaOmeK6Q0jhEkXbeqqmZWCH7F7a5ehoQkwtztW0eCKWfLzDwbTl62+/wze++01UVZP0kLoCY0tikrQgpRIqOZTKWG8njd7inueD4zF48z2ssxyEUsrQNp6tzV1u3HiWEBURg3eRQaH5k699jT/4f/4dmVJsjnKO2mnXF3QTSPj2dFpCs+kxg8GQf/pPf4eXXnqRo9mDbsKKAyVB6NXBeKYK5/l3s3KM06Cu0wb/ejsNLup/BiVCdiokwFMUltdeeR6TfpnJ4X2Ki1/k8qVdvKsoSjEOCSMQhFpU+D3Pq08KTBIyXUIw++2NTa5duYrOMzZGn+X+vX32998nywZ89Of3uHt4zM7eBfKtlnJs2N3cJBjL+3f2idGzubHN1sY2zgXy8aijEsduvPXSukJ7zMuCmCYMh5qLextsbuRsbg65c6fg7v19vBcJ46os8Gh84/j43l185SAmxianHA6xtsUYhTWQZ5adzRFXLm5x8cKQu+09/uob36Wqply8uEWWgVWeRnleeP0VXnrtJbxvTxiUk7VcL+BDg1GRGCryvMaYgBs5MBbnJyhrcN53OQBdUfe5WV48j7M8+mWp6f7cWWb48a3b3Lv3AHOpZLg5WIyV/qNpaSw9xKlPHaKwAtPM5/Gny4M5bQwve/Q/iWf/RBj6jEBRFCSVMyozsvaQUVDUjcNhaJVE+8W4hy5xYiFgFqKj0JsCvSQJukalSMkAWQfhHJC0AZWj1AbWDNGMiX5ANsx5+vlLHB7uc/v2+9hcgbtLamuMGpBiSVuVeCf4us0VSnlgJmUF0SSGkNI8k1IqT3U3uGTItc5Y5sADEA3z4irKMQ8699z61L2IGrTr3pKkFZKi9RXklgN3nzqbsnXcUseG8fYu73/vA/7l7/0vzOqW0e4ek2IMKSMEh0qOGKW4hE4KzVDOnU35/C/+LNefu8Jstk9sHVbnghXbFp2lrvKcWZrA/XZYr2Dy50EewoNf4N/r+h+9QumiM9Zx+dM9yJ5Dn1Iijy02WkIMBGPwaUCi5PorvzJ3EuSzGclFjMnnz0zjiSty0azcW//dvE1MNMSUg48YkxFvXqS6OeKFbITbd7z3vQdMZ54fvP8tvJ5x8/VdNncrPrz7Nq9fv8n21pscVLcYWoEQtwYWbaAJkQeVY5tMWNkaWVVsRAnpkVKBs0O0yiiynBg9ly55trcj23cb7t79hLatKdVVvB8QjxVbkzE+imR3VhhGW1uYPGJthlaJ4XjI7t42G5s5u1sDmomlrH+Eq2uK/FUaOyIZxS/+wqv87C/8PEY3OB2hlYpO/TzQJqC0ZKqnpMi0R5mcum45rjQ3X/4Zbn/8EbocY2xkNptQRIVJdNr3iaRjV+M2oaLCdQ6WGGYx+AGPJmFUpA1B4N0u61vrSEwNPky4dv0Cg1LjU41Ril7H32iLtTlNKzTRzO/SuoqUHFE7UC2x0/lPKYEOEDtHIAnjCgNJRcnkJ5HpvijL+viX12ZJuz7FZX15PV/WQlqoeUqeRCc0twIdPbw9EYY+Ejk8PCQ2GbnJadvDebYeJEwQY22VGNBoREo1doZSxMm0JJvEhfxpn1CglCGqkcirxgUP2DlHSiXGWC5c2KIoMtr2iMPJPanGVLdzOQaRb+1Ev7r0+OXApHwmnr67Wsp2XWzBFlsxedYnAzuPglHTfS6mhDaa4XBI6zzWDGmbyF/+xdcZDcYMS0WyOY1zEFuIjognRY9R0ke+ndK2gdfefI033niDpmkATZZlc936hYFbNeSneSDL7dOwbB4WAzire1YN+PlysOtMoBDCyrPSayfpdy8rz2nt/FprRuMx23u7MHUcT+7g3AOqpmFzO2Pn8nWM9Ty4P2H/TsPn3/xVjo4iDw4n7O7uUtVCLPDeU9cNo9FIFmYlRi4kMEGK1MyDzUnoo1oLLRal2du9QlmW5HnOrVu3mDZTXNuQZZbdvQIfhKxgC81wECiKAZmx7G5tMhpmDPKCIhuiTM72zmVef+kV3v7ud3n7r7/F8KlrbF++yIuvv045HNEE8K0n16sGqIdcFR0LymY0TYvWmt3dXTY3N3nu5hdxvgHlePvtby4weSXlFrvai/RzZn2nN3/Gc+jOopQIwklVrwzXahQlRg1oahiVQ1TwpBTJVM7keMb+/if8+OM7KJ2ze/FZnn76KRIJH1wn7AYuyDzIOg1+nyI6GZJKwhhMCrIRxmhozx7T62P0cYz2p2lPhKHPySmKApMNiS6idUmiJaEpCouOokPTlwlKHT88JZEi9trjTVcP1Tn8UpqzBGEjbfAdHVORGYgoSfQICbziuD1mVk1E/THPaWYtekVgTCiczKvCaFD+jOfz6Fs3kYKVY84Xi0doc4O1ZLiMMYxGI9rZjBTgO+++y//xr/4Vr1x7jmE5oI6e+8202zWItnzEY6ymripa5xlvbPLlL3+Zl19+maqqGI83uwVxYdyl7mkXCO+88IUS5UlVvpXrXWuPgtEvH+NRdgrruHD/3dOMw0IEbMHa6J+B1sxlBnrjc2rcARkGOgnLdjqr2d7dY++pq0zffY/hyDIcJ0xh2MvHRAWVj9STljde/RIDdY0jPmAwGKCUYjqdsgtSzD0mNjc3aaPDmEwWmaBoQ9tJH0uxGBUTCoOh16TPyPOcwhYM8hEbg21u3f2Iu/eOpa7ASOFdQlnDcFyS5Y5xucXezg7j4YhBkbG5MaQsRvjWMCx3efH6sxzdP+aHd95l9/IVXvrZNzlqHcOqJc9G5MqyyAal68NeEXMhDSxeNuzsbHN4eMiN60/TOgN4UpLqU8aIYr2wiro5IgD9UrW2Mww9XXKV1A+ElJHZMfv33+fg4C6vvPwZcci9orQG5QPvvfsen3xyFxcTx5OKP//WO3zuc2/x4kvPkVkhK0gt367Qi9fdXEiSJIbG5jlkFo8ihkSZZqeO/bMx+L+99kQY+l6BMs9zooooFYlJI1XGMvCJropx91AVIcqgiDGJJkcKBBUWcsH9AFCd15a0ZM9KNGt+LBUTwSWOq0Oapplv/efCUIGlyd+p83W4dl/wOfWGH1g18r0XAn0EPq148ycDLcuY/nntNEMPndxDiOS5ZTwe8+wz1zExkEJLcBWZanEhCGatkvCuXcQazdQ1vPrqy1y+fHkF/lj24ufnVqvXsmDQPN6g/dvy6Jd/P8+j7zHkecWhuQTFwpCsH3s5HnHacxIvG8xgwIPZlGd2d9naGjNrWpTRRK3xU81gMGBv5zJH+zNaX2PsQiNdKYVrA5n2tG1LqwJWQYaRAjgdpTYiw9H0dYJV7/3KGyoZBvmI3e1LRN1gbcFkEqmmkUlVo41hc2uMzhS7wy12drbJMoGAxsMhRheSyKU11/Yu8/3xewC8/tk3uPLss+TDEdp2cFdgYVGWNZuW2CfL/T0YDDg4fIBzrvubsOZ6rf7+v1oJap4kMqwbegm0hpXzi8ZNZP/Bsej4xIUIXHU84fbHH1NXLbsXL+HawOYgA4OQOpJkzufGEpyX5MSGudMj9TGg8ZFyvMHWxYvi2Z/S/n/t0Ucix8fHeGs6plKFzRIogwuepAOEPvlJOjew8Mg8HtMHKFUU7q/3RNXXmU0YkwurIiScCqRmBjpxfKyYuZYwqzuuvaKuHQrdQUeLAMtCq0I07L13yNwyKBXFgzjR5jH9U+992VOWTy0+JxDB2f02H9yA0kuepvI0bcszT+3yz//Zb/Env/9/QQzcO2qwVcu9fSAEEYZL0uWT2YzPvPEW/+S3f4eEYzqdMhgMqOuasiyldOPywFxanBb3sXqf59EtH8WDf1g7a3FYN+7nfX6xQHU6SjExp+b2OkCc9OhX7kWnhTFLGpNnTKsZu89c44dvf4sYS1584TX2jx9gi4QtM773gx+i7SazyQEH9+/RFJL97UPLhQsXUBiapiG3lrpuQdcUISPkJZoomu5JEaLqfIa4YjCU1mgNKEvwUOSb7F3YY2OwTeMUdRWISeDHV27d441/96f84B98mTt72xRFgcKQ5yUxJhQWawoubW3zys2bvLY/4ed+/guk7THB1yibkVpFbjPaFJnTDZPQGvsKUzH0Rexl8dq7uMM3vvl1ZrMZo9EIHz1a50t93WtA0d2X/FfqdGhu/uypSbSig4XAKdZqrl9/humkIc9zFLMO3oF7d2+x/+BjYoSy1GxvDPjMW58js5pqckhpDVYrlIfZ/iGHh4f46WS+k63rmrpxvP/xbbZ3r/Jr//C/wrVRNJPWHaT5XP/bNezr7Ykw9IlEWZbgZSC0rWSmJjTojNZOO30KQ9RSyk8teS4WQ+YsWJaMvQgGRdUFbFQOyaOsJ8QAONpgmRwfkrUtmZbPh04JMITUDTTxfAV/t4K90av69SnPgXVnCvrgSW94em9QDKQwguKS0ey/s2pQ+rdOYOH03GJFZi2z1nHx4iUmkwkpVhKUaqcc3PuAmzd2yLTiRtjgw3u3GH9kuX37NpXzWJNzXFdc2L7EP/5Hv43RJbNaWDlN05BlxXyXlDpIrE/S6Y36aiD1fL2ah8Eu5y0CJ79z/u5nObi7/rM/Xo+3h+hIMXWOQT8xA1rnK9/rnYvl58TSM1QJnBdnw17YYuvZa3zwzY/YvnCVq1c3SLalGGm88jx48ICkNMfT2xJrj4rxeIxzfU1kTXQRozMGWSvSCB4ybTDKkumMzGQk1XHru/GQkjg0yffOQtbVRR2TGakXW1qF6fD8t/7Xf8PW7Xu89G//iMPPvdHdX6JpGrQ2GF0Qg7BwXrh5gxf3j6H1jIsRVZJkrqQsPophTXOj3MEoKnRzSUlWbVe2MnhHlmUcHh6yublJqYfEAG0TCF5JToxE1OY7mB7rn3v7/TNYeqbOTwjRo7QiOMdoXFA3h2xsZYw3CoGFdSPOYPJo68izQNu2/Oi9b5NlBe98+AGbm5uMhgXBNagQyXROW7ccHh5j0xTnGkk+jA6bl4RkeeqlF8mTn19zPzeWx/b6XF62ASd2oyqtjL3T58HD2xNh6C2WLMvQOsdgMGZAwhAiRAxRK3RHXTQIdioGfcHwsAjcErVALEH3nSlR6yZGwBNjC1ExyC3OT6ln4J3DZ5lk0aFofUPtWqnz2T2QECO5LemLSAtPf9kww1xkbIl50n+mV9Jcf/Dr7dPRFKVdu3YNgFIpnHd417B/9w4Xi4I8U3hlGG49x+Utw/eHivv7E27vH+Lbli//vb/P5vY2dduc4y2xuO41j35hvM/GzdcDn6cZ9fMWgeX3z9ot9O0sr/7kAYUBpZRaU9mVRfws+Gi5Cb1ywZv2UWoeZ1Zz6YXnuPfXH/KHf/LHvPDiDW48d5VRvsGFnYsMRkOm9ZSqnhKDpnU9SSCQVCsee+uIMTIaGcZRSQ5IlmNVoNCBlMuionS2WPwVSM4Dck0KtLWQxugsEY3v7kGu9zu/+iu8+gdf451f/1Ua1/dFQuuIUZY+y1ybwIWtEdcu7XH7vfd4+eJFst55VxGnIzosa72fCFN3i6sipkBRZLz22it8793vkec5Ozu7bG3tEIPFmJwUG1Lq0xCTHPc8uG5lvC6ek9SlVSQf8aHFSIEtlAGfPLsXL3D56Us8uHMfZRV13TIcFDz79FUuXtzFKMmyLYoBmS4IIRH8ETEGilz6J89zsAV5ucWsmmLzIaljzClllubGYhE8SxP/vPZpjf0TYeg9HuccJmay1Yqh83alfF/u80UNS0BpK4FSozFagk8xF6MulaREDC1FCaLE5GmCwui+kIPChwqjLDFKNVrnlzyy0EqQtts+0mGGWhUoFME7YtSdGJYYipgCKvY1N6UtHkYvWyqt97xUt1DJtr+rkLwUjD0Xflj62TMbbty4IYtSkyAZ7nx0nywVFHaIIeH9TKoK6QOuXCoYjhWDDcuvf+XL/PyXvojNEnVwJH82jriMhy7HFfQ8aLk6GPsFr/ec172TfmFbN6CPytJZh1HOg25Oa/15lq9PqLEL+urytazTLBf9hBSJV6CNJSqPIzHa2+XVn7nJrVu3GG2POJq2HFSfEEKDLTTGDsgyxUF1H2ULNjY20NrT+jQnFNR1C0pjbEHwEPNEYQLROBKBLFiS6gq8d/RQpdVcN75v0UnNWtF9kXqvKcKtl5/j9iuv0CiL9ZCZRKa1GORuN6tUohxl+EyzPR5ya/+IwiVUjDidaGzEK08ezCo+38+GtMDEe/qwDy1PPX2F9997j3feeYfnn3+J73z7HXYuR65fv44PtRhZxSJGlmDdbJ1wTNKgK2QPJINmgCInxYRrhUKbdIDUdnz9Ia+88gYHl/aZTGZMZxVbFy8zGBQYK2NXYUja4ICoDKrcIQVHMJBiS9Rd0RkfUKbEBbprX3b2Ht8TP639nfXol1vfIVpLUQaNYhQHWJORdOo8pQIXIkQtW9SUaGxFCFLZx6WGEDyoKJmDOpFlOVp5TAfvhFqi6CQl2hc6E4PpAyF5kjJS0UrLbkNqiGfEELtV2mK0ISFcdFgyOlpwfPFiO348rEwApaSIw8LQ98HaVUP4KC0lgb4uX76Mcw4/82SZ5d6dAy6Od0nRddvqnFldUTf3idFRFjlvfe5VPvO5z6GzRKKlbiZkrAZil8+z+vvq6/Mw+Yf9/bTjnDc+zsL9z7reh7UeslmOiyidJHcBTkzYZegmrHtmWpOSJij5+lPXN6ndEZcv7TEc7/LOu9/nzt27QMAWkOUKbxoKk2OtLDiiyxKJQeCypDPK1pMC6JjQpUKliNdADLRRtFzyPHZEAvE0F6wuyDQoFUlJdrYhBakq5R1aeWo1IMs1wUJCd1pIBbooyTLTYeiKvd0LuJmBpunqjUSS0oRu3D+spZQoioy6avHe8+qrr3Lrx7f53d/9XW5/fI8bL1T88pe+CEmgnnzuUMUVfsP6MectFtAHp5NCUaDIIfWQUE4TW3QS6CqR2Nrc4cL2HtNpxXRa0diIc42QOnwg0kIS+QitcnxrICisDVIK0liUlhKSWS41KnR0J6Cln7T9nfboI4HW1EAjHaUzTFIYFbAmUemBTIAO0651QxMbXPS0nY58W80EwrFWknn68mldZt3AOaFiBkWbWqLyBN2idU4TIcRWlHN0QiWRUIhdmbYQFMpYfDhAKUVedHIMLIoMk7TkMKAktqBAGcWyZGlMTkTaENoZqS8FpzovR9Nn9aWEZPhqwYpTdwyilcVFtWJ09ABjhrQuYG1OCA5tjrj1/odsZTNGNoB3tDFSeUdVO8xRRAVDKofcePlncPkWPip0ExmoQry9Dh+M0XeTXnZYjojVGh2NbETXjHQfr+jF25YN8LpHfxbu3b839wmXz9H/DU7snJaP2R8rxjDfbSx/Vj4DkKN6ZhaLOMO8mdOkHvorkUC4IYGG0D1b49Lc3CVbcnBtj6M7d7n99ru8duN1drb3GF/aRBtHU90jzg65fTymqSwqZFjjadpGjp4pXErEJqCPNWVZ4pyMcasNlUtYmyhVktq0zpGUEthl7tFHKb2ZV5JMGDXBZzRVIATwbYOKLeMtyLHkOieEBhcyEpEiZVhdcM9cQBSdKrZsxPsJk3JAMIasjWxGxczUq7u64LFaYbRHkchiSasSla+IyZGqGR+8/S3+8s/+kheuPs2rN1/i+mdfo+GAqBsGUVF4TSSj1ZrKaKzv4cWeBmu72rqho3LWWBtxfiGKGAmEFAkpojLLOEValZOSJdCidYMPLXqU44wia1psMsTgpMBLFKmWEIUzn9Fll3uFNpbgEhmaTAe0nwgCkaQQzMLY97G6lQHYxZr7QPLivno238Lh+vSw7hNh6BWyaqYgSQmBQERSySXzrcE5Wf17+CaQ8EE05q21bNuxJEgl6SDfBW98t/31SHHggANjSJ3wWUpJPOvULSRRvICkJFtO4CFN03qiT131Hykr2NPCoPP01iiSy3j7qqfZFYtWutueq7mRXIZDUs+tXzI8MaYuONx/JkCMlFnO5nhENTlmUE2hcRLYaxsSIvFaTWek2uGyguNqyus/8xm2L+4y84tg8Um4ZtmzV901xK6w9UkIZeHtnvQ6zsLl173w+cLA6d76/G+njKXTjv+fo53naaWs5PKNm/zbr/0VKSWeff5ZRqMxPkB0Q+5NHnBwtM9gOBZGWVfY3OQ5CU1TzcjzRNMqKalnM7xvKW2GLwqsNngNZSrJYjZ3eHxQmMzODX6P/7d1Q2gD1XQmxbZRjAdDrM0ZDseUZd4FGiPESD09wlUNipoYBcLUJkgWaVosyGcwCk/sDFXqF2JNQnP58mUu7O1SO0c+SKLd5BUKTdXUDAZiphIedcpJ1hf39df9POwrjxljSC7Q7z4MUhg9zwc0TcOlnatUR/v41uHbSupLey80T5WIiTnlc/mc63DecrLduTDsGe//NNsTYegNoEIkBYVKijb1wjSyXfOhEW5LkqpSGYZcFwzLDakClRLEgKHTodeJoZUiIr5L4Iha2DheBaJqcY3H6USWZLCK8RD8MCVJzmpjYFCOyLOc1h2Rkpsb+uW6k3PDcobR6z8jWJ898YB79o58funvcwO/fJxOnbPLKwgJYvKYpCmAUZ5x+KO75HRyAFlG3UzxzkEAExS3a8fmU09z/ZVXqHzAdx54CnEloCXX1A9cNfeMlwNd/b2tyxcsX/Pyva63s4x49+LMReA8DH/Rr4+K1/fsKbluOffj6Q+dd46gSoY7uzz31it88M53qd+fYj/OsNXz+QAAIABJREFUCC7QzBqmBxPY8Ng8I6qItopcl+TZAB8T00mDdy3eSKxHRaHyGgVZtASFJFCFRNLCaolByAnEjJgWO6qmaahnFb7xXeEZqe7WNA15E3B5JM9E0iK0DXXd4pr7eB8Y2LHsvpTlwHs2LrTkaHRUJCLhlEdycqwnUIJ5a60pBgOuPHWVtz73M9zbP+bq9Wd49/0DjM6ZzmYMtZbcmv65ruSsLJoEodWJ+db/752PPiPepkXsQaEoyiGZsczaiG/AmCG68OTGEoPHOdlFeFQnV2bm96a1LKT9gjr//wgUytNsxd9GeyIMPYiBDh6BSzoYJHVB2aAi1mQMswFWZwzzITpp0YaIXRKGzYikjr4lqcoKsMp0MsapY+sEmiiaHjFFvIukENBmkekWlczzS5evUYyH3PlEJHp7WlhfcHrZOK23Ho7oB9ncu496yYCvG681Q7Vk6PvzKKT2Ld2OJHYaGbGt8W3F/p37mKqmHI8IEaa+pW4Dbe3wrWc6meA3NvnsF36ZVhlqH1FGqin15+23iywZeeYTTJ8waqfh42d59Ke104z58t/Xdw7z148xL86eSMsGvdu1PGZx9nVvfv08VavQWc7Trz7HrL4LwfPg/j4Ew+FBgzVDYjNBZ5a6rQghEqIm6IBSGUpp2raeFwwPRJrGo1RCZ5osGVKQv1sfMCoJs4SWQS6a9TF6qqqSGI5zJB8YFKXsTrXi+PiQulVMpxVFkRFcQ11XTCdHNI0YOTUtwGj05iZTo3nhxjMUSXcUSJFpPgs/P7kYylj20ctcT4lyVEjA+u0fo3WOthlJhXl2+wLWyFeOf9pzXfeypej5YuzGeQKkLJrBtXzvne/y7vc/5MrNV3jm2WfIjMVYBdQUWiDmXnNnngCZEr3IXA9Xzsdvn691xrj4tHj7p2lPjKEXwynSwxqFSx4NWKOxWUaWZYy6VTfTGb6WbZzSIsVbofBetryBhPMSSNFao7RkuClrQAdCDBKcjIlMiwpkb7iVNbjGMd7eYmP7AijFtJrNPdZlnRNYDSr2i8Xy+73nP8+0PeOhnhad73n4vUVbxrBTjHOtH61BG8Xs6JDcRka5bOcjUbIqWy/9kgSrvXrtBlk5pvUJnVlCiF3tWBl0oQsuo7p8gY42GmNExXiiD9bvY70PFnDOycDUQjrhFAXMNQ9tvZ02gZb7aNmjm+P+pxRglmOtG3wQaO90I7I8SbVevcb1CWxMRkie8c422UZJc2+f4bDE1VCUSgKEJmNWVXjvabyTwF9eYIwhz3NCUKK/1N9LlycSQhCJCidQTZn3Y01Ez1wrvHn5rPC+26ZhkBeUZUlZlqQQuV/XHB3fZ39/n9FogPctrmk4PHyAd13GeDWCLCM2NeWVS6jcglakLkYaYpwvvuvPrYdM1JLxS0pT5qXsEJWi8Q2TyRF11Qrv32ZsDIeEeoJFAubqjIVkvf+Xufb9/15+YTabMRqIo9AnVP741od899vfZrCxxw++/31MnvHcs9elRoOSiJBWdkEiisv314+R1fG7yuQ625ivz5nTHKl+5y8/zzzUme2JMPQKSzYopWZskBJ2UvBYz0uApSQYcxUg+gBRoaKkOysUNSV90AmiMHRihE4n3CrXYfShiwF0JQdR82zIlBKGjJ2LV3j6mevs7O7y7W9/m5QEG7daM5vNTjU+y4bsLPggxoheLzyy5j32ipC9x7pe5FyYO8sDSyZ0bjRuekzAsZMbWQh8ILWJtnE4F6iahmJjzEuv/yxZOWZWV121jA73X28rhRMWmZ+nycA+ajvNOJ/qrcuHHhmuOe14y6/Pnmhrf/8JpWZPaxm5JNWUJdeef5474fu4gwpiwBaRWXI0kxqIhNh0SWkZeSghteR5hrVbmK7QjVGG4BNtCsQkRjg4yJ3CBbBKY4wWUS/iPGtc6YQxGVtbJZujMePhCG2QjNZ6xje++T0mk4ksNk1D1cxIRIbDnHKQM/QRnXKq2vPiU69w4eolnHPdiNZdNc3zueHq/2XvTZ5kya4zv98dfIgh58yXbx7qjTUDhQIBDgAJgAREiSRINEWpKZOZZEZpoZ3M9A9oo50W2rRpoTaZtKF6090kOLQREIQmQRBjFapQqCrU8KZ6U85DZES4+520uO6RkcObClXQszYds7SIjMHdw/36ued+5zvfqceZQBFCDLqkUGStlK7ukHdzbt++zTvvvsel555ipxzSkRpBQAg3Wj08zERcUo6ex4rcGAhmWYYQO5FsEAzelWSJZHIix1BRFgVXb97g6PFFEhFQMkpJxHMZk7KH3i9PsD0Rjt7gMXictRjjUFXED4UMBG8QMhlJeIo66lRCImVA1wpHU1kXpQSylgq11sSkVogJ3EoUdU9NCypOEhDpW1pESCbLMmaPLDKzsEhncpaNrW1u3LpNpqPzjdWKuzYeOSql7uv8xp/vRpQN5tjcGHV0vg/nbqKCcdw8apzsan44Z3EOqkGf+Zk2pAJfgSsqzE6J9DHJPbCGK5/+JFJk9HcqkArha7ZJiJNm1PjfzTlECGnMyR9i98PeD7P9Ue/9bH8S9rCoKIxBWvePgh68nz3vC48YO6+Pag/bhzYWLyVBJbQn51D6AxxFFO5SltWduySkMQqXAqGIMrjCEjCkiUaJdsSXgyPUNSXWWkwdBHlba0ZVDi0FaZBoJWJz7zQlSxRKZbGhSbvDRKdFoiPUYMqK+flZXnjuaT744AOWVzfQaYJqZZSmgFzRmpmiQxeRZYiJFhMn59k0PVrkyBAdfQ3gPPR8RSccV6ydTo7p9xEq9s+qXMm199/lzTeP8vSLFwleEbyrw7kGJnrw9dmfjG2uUTOBRacv6+DLIoOBUDAxmfPKa2+j23McOfYMxtsI3ThHoupalxCx/mbC+rAR9i/bnhhHX5QlEhd5wqrh/SqSJEGrdt0esL6pvCMQaXNaSKQCZWJvSW8sxhsSAdJ7ZIhUSJNYJB4lA56o86JlHFzdiSnmZ2bJsoy03SXNWpTGcPX6daRKaj6tJanFzhrsPcuiPIAxJjKC2FuSPe6AGqw+ckWaKH08Ej1IO9zd1rjzP+hsQwgcWZhnstuhnaSUYUhvawuzY/GVZViWlMFx/pkrTB5bgJCiRU2fdBHrDU1hytg2BXXitS5l37/PcRu/ofZH14c59/1R+qFO/QFOHqKj35/IPezcPIrDPzySf3Re+J5N7TsOaT0qAeckQmS08inKsE0IDpUFvCgwZYpOBFmSoBNFCB5rKxKdUJohiYyV4VLGxu3egTEOIeociyzxGCwWgcJLjUwkWit0UutF0RklDKuqii0hAWcqvLG0WwnT05NYH9jo9cCmSJ+iWoru/ByTPqVnS/LZFq3ZNiJPCKWPTBgRlTvVw06zGBv3QjAYFJSDPr1ej9ZMh06nQ6uVcev2TYZVQeIdToTI7onY4kOvx+i+GYMMm6LCRkFTyCZM8IQQZRLyFG7dfI9Pf/48s7Mzdf/pBKQYsWxiIlmCMHv2+cvA2X8ReyIc/QSOGd1C0SJNW2iVgw8IUSFE1Hv2DpRMEEIRpIgzMdQFJo4qbwMBgUPWnaY06SiyF4ASDoFB+opUxBhBq4RO0mGgWnidY7zClZ71tbv0trYRzoL0aLGrDQKRrXD27DmWl5dZXV2N2ia+jxcS5yOHVoQolCm8iw3EraEbMhLlMRhaE202twyEBIUklwn9dhS3El4iSHBeEkKKQ+Ak+GSAlgpKiUaTE6Dq8ekLLzKnDYm3bJYdtjfW0K4EBYaKibl5jp9/hp5PaIl+jKh8c0MQnWrN6feyqQSO7COJGkFIUTEgMD4rjDvo3RvL7puoGocO1PmAuApq1BoZfSduPkZSEXLYW7TUWFC6Tp/Wiohhl78u6rEQ93nQ0Y8mB7n39b0Q/ng5//h3926j+Q3NMXq/d5tOKgQJ1PkIowsKXRC8p9wCbabZMTtooQihQ0dlBOcpywJfFYgAfWLHJZ3Eyl1jTdQ/9wFpNbLVQavd4rxMK7SMY3GntKR5i44o4/XFUdgAVVzRVlV0WttygJvPUEkXpCEMDKYQZNkMNkxzZzJlc3OTz5x7lsV0Hte3SKlx9SSZeAhjSUoA73bVJ4UQGGnwIhCwqGBJtEDonGA1ki6t/Ai/9WsneePn79ExA7xOMUHjPSQhoPF1YRZQSxHHfdWQaNCEYAjBxjGOxduKVGtCKNFpHvntPupdxEmxi001c09N8Gf//WWSRKFEghABiUUIWRM6dhVqd8fAntGzL8hxu4SKfeSEGEjdP3jafX54PvBx7Ylw9A4FLY1HMKgMrTRHiujYlY7JLFzNBkHWGfSYsa+ExTmDFRrnTd3b1OFD7BcJPopNCupIKBZOCBEdTZpnsRVbkoySgTs7O9y9e7fWYXckiY5KgF6M8gXOOW7cuDESaXLORT1yALHL2cU5sjShP9jm6Nw8X/rMJ1k41kbmns3tLTZWhgx6Ja40bG+ucW9TxwkmOKwdxn65dUGOFGCERAhNJ8kI1mHKAS8+dZHnn3uWVqaR3uLKyNBIspyl9RXmT51g8eSZul5gNxIetwcNnmZwPQwjf9wB+Cj4++PYOC77/5UdvvIgJsLHMWMEFvA2tvNzzmCGUWM+UYKqKME6nIj6SyLJ66YoAnD1eYvJdq1AGoMTkGqFrmHE6MRjU56yNFQ6QxcOrSqCA2t9/TlP8KC6JtaTOMhVwtBXdFttrKuwtmJnp2J2dpbz58+jtY74/Iev4QGi5n6eZpHJ5gKtVouXP/VZZhaibtMe2q4Iu1SWB1hs6dl8rq4+l4I8T1E6TjIx+R7qlZwgz9vkOTRiZNY8XIp6/4r0SY7qnwhH38Ngiw28UwinUdUOhNguUKqAtVHgSQqFECrqVtcVo0LGSNDJHIivNUJV8cTHClblm59qQUQFRqUlKk+RaYbUumY4ZJTDLaytEGFMpbCem8cTh/1+f08k60UkjQkp687zDikExju++Ftf5NzpU2wtrfOd7/6U5dXrFANPApyYP8pUt8Xp+QWeObmI1hJnCqwrKMoe28NN+tUOJAKfHOO9995jZyc2dP7Sr36WKxfO09IpuUrY6O2wubyOSCUfrC4xtTjPiYsXyDpdemWBTrujQqz9FLTmd407pPEI9WH4+v3gmwfZh50kYDffIcXe4/tl28P2G2TABhdjTu/RQcRiJy+JJRGe4AyVqRvah1hWL0LA20gCCL7EGEmaSZJEE3WSAs5G55eHuO2m8Yh3Do+vqZWefq/HUhXHayvJUSqujkWIcJBAktgCiYoMNCPoZG2cgDzPQFg6nSlOnjyJEILBYEC73caYxxfmaswLGSEo56isZSJrodKMs+cusHD8NEHqqBvkPUo0/XJHZ5VRtDvq7BYDOy10zGXgQaha2TPgQ0WiPJl2WBPzbU1U7dxuDkwIPZKiuB8Gv594MTqqA/m0J8OeCEcfhKfCgoxosBYloR7wIgRoeYIXEY8UPlL+cDR9WZ03daf4XZy1ocuNmhj4Wt6g0TTRIBKNylJEqkmTNGraCMH29hYi+AgPiUj3FMjI8Kmj9RhpSMbpekqmdStHVX9O4+pJqrKGd69e40ffeQ/LFhJPCihaJJNdpvQMz56+wPxUZEJYM0AqT7ubYnxJ4UpKZxn6jM9cOcfG6gbr65scnc6Z7rTQCIbDkpXlDaQQDKuSzsIcx5++iM01lbN4FMo6gr7/ADwM8z7o+HcpkffD3x/puoeHY+wP+3784mN97SO3/UvqA79DBnDxnDljsaVF1YFLbGoR+50mSmArw7bdJkkyUp2QCImSaaQvOktZuD1jzlqPcxYhC1wlyFTsiuWFIE00ZWnY2Nhg0C9Y2iowRUm3M8FEZ5Juq4sQgizJabXaZD5HCEEuU/JWxqAq6ZsS5x1BweXLlzl16hTAWHvJD3PyI6EAPEmWs722SX9Y8tT0LMaCt4Ika1O52OpSQOwqFZqeD2OQxx4n32w9droKvn5V1n0tvKHVknjfp2nqHce0rllAoT42RQh762QOOvRxKLL5TWH0F6GZfXTq/c9/ieP2iXD0AkEiokSBVA5roxiQFBGycK4EIIyi8qYwwRMwKAnCFRGiG12cXY2ZEBzIFI+ro4IAQsXy8EQjpCRNs1HT8a2NNapqQPCWJM8JYbfwqaFJNtsej4aRAikiLyDmERyy1m7/wfd/RPC+5iZUXDg9za9+8iWunL3A0dk5NtduUw7jgJ+YmKA7keO9I9U5ieyQBEnqPBPsMNdqMXn5Etu9HW5cv0u/txGX5qWhdIGd0uBbihNPncenOQMXqWkJiuAt3u0WdjRL0Ob3jf8uYM+ENuqN21y3fTh9Yw+K0g+jQe6Pjsbx7vHP7deXFyPcYHeV1XRoivDeODPiPsydhyRS9x9jM9GNf7YRtWtsv26PdxXOWiZak/SHBlcZlBDY4MmyBKk8udb0igprYjq1qiw2bZGnOTqJujaEQGlKhmUxkuHwQVDVndGSRFF1Uloix0mogqMysZp7anKSPG+zurxC0VtneXWZJRswJsI1aZoirKLbbZPqhLzdglTiOgn90nL60nkuXbp04HqMxPgesCIbP28qxJVKEAERJFpJ1jZ6CJlG5248LZUR6tWIEjXLxu+ybXbHReOs68i71p/yDqTQyESBMQgZ/UaaSa5cfgoZDBZfIwTjY0LUGH98un9MhnD/1eqDmGcPug/GyQIPIhPU/wGMoOLHsSfC0asgwLh4HWVAhUAQsYRY1PBLpPY1wl/x5gpRNBRELPiBsZO6J1miIh0gNNBOpAw2SbQR3uYDO/1e3T7MEYLHWUOWZfF9GSK9a/8FbC6alwQpCDLyl5vkohQKmaQIH0hEn5nJnD/+6u/TQtFb3+TV734P53a4cukMcwsXybMcUw4pS4uXCnQOsoUQCZn26JYmTXPabehMtLFB0i8LejtDhpVhKFNOnDqDak/jQ2RoSBnBp7jC2csK2u98H8h0OWTwPurAH7fD2DaHff9BGP6osUPYdQBqn67JR2kPunHv93khBImWKJFQ7PSpBkMSNFYIkCHyx2cmqJZ7JAIqAsZEBpf1tSwHmuCHEaL0No7bItIErYl0WK0VmU5BSYyoJY6ti8FClpGnLU5P5Txz8TTCwaA3pLfZoypLgo0w5MaGoxwM2XElRVGguy28yFGzHZ7+5Cc+1Dk70Pwl1GSGegx6EbF5oRPy7gRbwyG5jLpToq5SFkHU9TEq5qtqafB6D7uP4yt6Yh/XIGLQpbOUdivDVyWry8uRqtmMuyDqPrRN4PDwxENTMEVTKTuqpAq7f+wNRA45O4dv+2PA+p8IRy/RkTZWz9Be7H2XUB9m80gURCIkICxxqbV/KcXos40e/G5Xp70RmpQa4SN9a2VlJXLtCSSpQskYHSqpeRhHOEQQn9i0PBBELVdc00aFh1k1z3/0+S8S+l1+/Oqb9LcKnr3yEpeunMH4AiEUt+7cRVCxsDADIjaVkEmGkClSTlFUUTJV5R0GHoZFH0vCIFhK4Xnt5l3c1AyX5hYxhUEnkcrmlccqkCE6wIZuFo/9oLrk6HEs6mheOywyfxwbXw09LOJ5+HZ2nze9gu9XAfsox/Wg43iU37o/EhTGoKTiz//8/2K+nXJmto0gwh9JO5D0U1pZQmUN2ilcUVFZR1U6rIFh6UY5qUCEK9NU43yIXG+ZUVQlWTfHiUhXjpCHR2lJnmakaQsvIclSsiQlz3NmZ2fxxtPb3kYGSabn6G1vY62lXxb0XcVaKDn/3AssnDoD1eOf0/GxcmC1JEDLlMGgYDAs0GkLWTls6EdwpoZN430X9XciQDKmhXXgcgQQbnQPAgipY1UsEiUEvjLIvEWUEN/nMw7d5oN/3/7H3Xvp0bczvo29zz8afOeJcPQx/o3JTBriRP3cS4hsqmZ2bBx3hBRCXasWAMJeHZnGhBCRrhl3Fp07EWaRiFGRW5Nkgpp2Vy8gGkw+iL0O74DJBqc76BCiw4Qjs5OcPn6EOzeus7W5zrEjp1k4ukgQghsf3KS/7cgTzdxCl2JgsH6AynJ07pAqw+tAUVmKMEBqxbAo2SlLvPAMyort7R2u374LacKZ8xfiikjG/AR6XAr1lxPRP4ojf9j3H2Tx/bF9ef/I3/0w9riOHiBNFHfvrfLO2z9n4pmLCNpAXU0hBCgZ2TJSIWVDMfVYb1HWE0KF1KIOhDxSCbDRAVoTSBJHlsrYeFyADXWOqu7B2nDnHYF+WeFCpMl2shYiVxjjKAZFrBVJYu0KWmGtwvWGdCenETqBqnzs83UA0gMafL65X42Jldvee1ASbJzUZK3nJBAQVO0bDrum+yegXTKGryGYkeZU3SfX1YVPsRvc+PfGm6bc3w53yh+N/Qcb0RuITRRCIPK8op57U+0fRNOYo0niNCX4oS5AEiAaJ38Y1qtQmLEoclcHBcajS8VgMCBNahGyWudifn6eteVVXAh7cOr92ixN9xwfAj74KCkrQAuN0hqF5AtfvMjt2z/ktdde4eLZK5w/M8X69rv8+Gfvcf3GO5yd+wKf+OTzTHY0SytX2dpeJW1ndKenSVpthoVHJZKN7TWk1mz2+/TLAucly+ub/Pztdymy47z1zlUkf8fv/+5XwNdJM+cIyUFp4eb5gyL6cbtfRD8+cTzocdzu995h0M5+xz2SnxVjVLhGhycEHqXY6XHsQVjq/T4PkOmEv//W/8OdGx/wpc+8HJuu94c4a3HSk3YyRKtFryjQTpMoTSli/UdlDMI6bFX3MVA+NuUxss6dQFsnMWoNgf5wQGkUPlQxfGpFONETqLygdAbrBHiBMUO8DRRFiUBhdnZi4x3nMAGKqqLV6XL81Cl2hkO6H0IP/X5S3Y254EFGHRwlNVqnsdGHqO94IcbGn4zLAMH9o3mggW6a1xrIKFEqRvMIrI8+Ix7f+Nj78NIX49H8L7KN8cePKlZ5Ihy9lLGxhqwj5ihrEOqiqTibN449Nrawo++KehLwI2njwP7iBILDhRDxW+/RSqERKJkgVYLXmp0ty9b2PdJsgKkC0k+QZAad9HjhxU9w9d2U5evX2CiH5C2FjcA3Ak3wCQqN80OU1+iQ4ETGMFSQBASWDgV/9JWvUK7v8NbrG1w4/Zs88+w53nz7Kj/+8dvotOCf/elXmS5PUbiSN669y/U7t6gUZHkXvepRcoeW3CQEQVkarDd4WbLe32Bo4eqNTbbLnExsIGXCjavX+N//zz/nD//wD5k/MkflBoTgyVSN2YdaE7x+jBNozdtG1Amw+Fevo0YrI1HDVE3SKq6WwujGlELE1dO+18c/i9qbkBpvK9i8Pu7kx9VAQwixmC1+gdFKSnikkjjvMc6SiEZoq17J7LtxHpaMlU6Pfbauy9jzF6FGbWaRag0vS5yfxTuDku9xZn6a979d8fo//JCZIwndxZSBqfBVhvNRjybNHV63SXRBlghaecWgqBAy0Dc7aJUSQkCJKOMdpMBhkUpEZo40lAkIO0QNMmTTCjEoFJo8V+S5puUNCRJvKoJ19FwP7z2lKWI9yMBTOfCqhU1b3OtXXHn6OeYnZ0FAUd9jAeI9Fn89zdmFkXr26HqMMPp6jHm9iSjOkci7YFoYv0RVtii2E4TfgP4OOmmcrSD4poDOAw6hQIUE7xV1uy1wFiUEgdiRzooEKSLDSfhYmSx9oCo9eInXySg42J9YHxsJ7Dcxqh4PBDEuUz4aIHGM1+OqWRhIsXecj8ZdkPVqJRJS9o/HEMIBjf8QAsE/PjT5RDj68RNwMNO9ixGPf37/Zx9mI+dQP9d6tyGDEIKVlSWGxVZNGVMjKeLFoxOcOnmGpduG85de4O7qHW7d+SCuNgCt4wBwtsLpgBcOFWIEpaXC25LKV1x5/hmmp6f5+atXSSen+cRvfJZvf/cvee0nP6XXt/yXf/q7fLD8Bu+uGa7fuMG1u9dZ6a9jqSNTpdEqpZUOyHUXa6L87NTcJCoPXL9zh87MPMZsI0IsMrO2ZLu3ydb2GnPzk/hgSZO9bQL3/z1utHroOX6EiP4w6Oaw6P1BMNKDrvP4Pn4R83I4Oo4mgNi/XacM0pUEWYHwOB8ZI3OzC0ha/MP3v87S2gqf+NwzTE12ses1vc95pAxkQROyjCzLKJ0lTSOGPuwNwAWMN4habtuFmiIsPNJLgnBIF7ADg3c6yogEAQ6yJCVRmjxJacTyLBAqh68M3tc6UJWlcgZbFRTW43SM6kU359TTl6m0orADUnFwhfSg1drh1iRTd2WCja2oTEmrlbG2vg7J47ml2M3poNxZvLd3oZsRbCtlbB7yiHmg++2z+W6zyt8/Ln6R7T/IGp/1OPbEOPrGDnMOh/2oBjdv/tQDuOHNdpsl4P6qtlhBWMSOVXWkIqXEOHj22edRKnbeCTbhn//zr/Dzqz9nZXWJ6zff5/YHt0iTeOMZJUhco3Utcd6hRIQWFuaO8pNXf4o0LX7tc7/Lv/rXf8N7H7xGkmQolbG147i3ssa719/h+t3rse9s1sJ6E1vUSU8RhhTBkdgCb3OEFQy2Sk5OH2HxTIpFENaWMEbhCuh2pvjSl3+bc0+dxvmSWPUX6uj94Lk/7P+HXbP7JWUfBa7ZDwk9zB5nEnqcSetB5kUtZDeSjG7wxF2GhhWxhZ0SERMOUmDtFvMLk9x8/Q7/+NorbBUDJrtdMq2ofN3A3ltwDryNvZBryqSUkjzL0P0SL8H6yEJDNIi1QKCxzmErh6UiMwpTlXW+KfZqUG1NUVRs9foxwk9TgoyrMuMsru7YZqyjMo6QSLxWiDynP/QkaQKtlDK4yGEJzfndfazB0frciFFkf18TDTvGg4gJ46oaAALnbJ1obfTmR6FyvbC8/7bHyRV7X9vVmWqCPCnlrvzHh7Rx8seevtBjj+Nj/6Maj3Gbjx/EPBGOHg7HfZsTNc5TPohhNU09Ht1pNBG91rHqbrCzQ2VKrDV1FagnSTIQJcNBSac9xeJe2YVJAAAgAElEQVSR41y/dpv+0HDs2EmefvZZvqC+yL/83/5XVpbvRTplkFgCum4JqBCkSQ7O8nff+BbPX7zMH3zlt/mbr/8t7994E/BUVcFLz36RnVXNrfdKVocFeWeOdiehPZGwvHqPwXAbh0MnGgMRb0zaKBKqyrO5MeTYqXms8NyspRxmZ+b52tf+mNhguSAQedbWlKg0PXCOP6xzvK8TZ6+z3/+djyNRun//j2b7l8Bi37t1G7vayccKbQ11g5z45u7EKYPE2D6z847p6YK/evX73Fi9RwXMTE+TSknwhiA8XoA3Dl+UgCLLMpKyQJfR2adaQxCE0mDqJbsQYpTE9QSUAOsCzjqEKJC1E0iTBFUWo/sjywy5BqU1QlmEdhDiCsS7KvbGlaDQVB5W1ze5dOIsM1Ozke4QDpyaPef70c97Iz0Q77MsT/Dek+ctKlOQ5ckjbGOvjY/d/XmzPRPA2Lj8Rcff/t/aBJ6P8tlf1D7MsT8Rjn78Au2HaOKP2jtLN48PynwfllQcn9Gb0nClFMXOzkihMoSIqTXFIMePn2IwKPBecmRuklvX34dEsbW1wWc/+5lY/eoCeaqRWiGtQIWId6dZgg0erTJQAhdSvv/61xmaFS6fNUxNa/rbCbncYWNjwOZWhZpoM91pMz3TodOWCOf4oL9DVh+vUBrpNThPEI4sUazfW6adC8qqInGKp599nueeewEhAjpJcN6iBQQLWukD52o/fDOOr46fz2aZOn7z3M+Jj1+nwwZmxBr9fa/n+DXcfwz3ex9io5fmpmugufEcwH6cdP8mDtzAIdlzrIIYDYbgo8yw92ShhaaPDBVJktBtp5w8Zen33uHNN37MZn/AmZPHeOrUKQZb6/gQm1V7WTunBoiVYtfZF4ZEaZz1ZDrBeod3cXKI0EOIza6dx/lAIjIQDhni7w5aYWxJWUGaRXqhk4IkT2ilGTiBtbHwZmfHU1YWKolqd1nZNGyubZKgaekMV/aZznNKa/ecdyHEfZ3bfujtcOe0O1lqnVJVFVJEdc7mvhd1/qXe2oFtjl+t8fHZjAWQIxg2S1K8i014hMruO64Os4Njc6+/Oiy4Cf7BwdP+iP+w9/2e9+ux+yHmjSfC0X8cdiCpwa6T11qPnlsbW6yNOMoSlFQj3E3JhN72gMmJWYZrN3nqwnNs9nZAKv7i3/5blu4uM9GdojIFWqQoGdA1T9RakEkeq2NdyvFzT5PNvMWnT1xmWq4xmW2xtiJ59+Y6N5aGqJk5ZmaO0G3lHD0yg3d9JvIOLdWOjSt0ghcOF2KDB+kDpioIGK6+exWhc37lM5/n5FPHSbIU50LMIfgATfHQWNOQ/U7vcfHwh53/jzpqfzD+/2G3+hBtcyuRQqIEEVcXBoJHSIezUVEyDYaZqZgY7fWGvPP2e5y/eIz1lQ+4c/U2Pjiee+45OmlC1SvxvsIoEEikVqQ6obAx59LKMmy7gzWBYmhj2z/hyBQ4Qt0ZrYYKghhJTRuRIEKEQ3RwKO3RSQ4yaq5X1tAblCgZaLe65J2cVHWiXLEUMChIsoSdyrG8tkq/KDl19hwyyFjH4d2hjO79rz185NTsuRA14a11aJ0yGMaK1rKsaCfZwzbySNZMFgc6l30UNlrNjZM+mvtpNx/4wE0cAnV+XPZEOPqDUdZH4yD2ODGAMUff6NoURVFz52tpXgVaa1zp6XQnSJIMa2JR17MXTvDyS8/w2lvv8t1/+iE/+MnrMUnmJYIMHRSJEKRao1TCMHi81lTWc+L4aY6dvoCfOsGZds4877N07VvMzxzlL79xlfzEr0C7RWdmglwrNgc7VMMt0nYHoTW2cmQqxQdDCD46cOmwbogLFTZAlk3QmjxGK+9GFDdJ9kbqfrfhwv0G1n7H30QSHwWk81HYQ/MAHzEiJIWru5w5vB+SpJDlkLUknU4LqcCtbLGx9D5Ld2+yujYg6xxnpn2ad5dX6K8G0m6XxYUjVP0htihi5CkEQoUoUJblCFfEqLsubVdKobUmVQHhBVpBaQPCeGywBARKUPdYdnX7R4/AghA4H4AEhMPaiuGwj5QtBsqysrpFt5PiXYkxjsGgwHlBpWC1N6BnKi4+9yxnL13CSIlG4oJ54Hl6ZAsKwi70FQslRS1BrlHy8aGbA7vYs4r4xWGax9nv+OOj2seVtB23J8LRN/ZRJtEOO+njsI3W8afHYg2DDrEgRdZLYxsCTz31FCAZDkqK/gq//eXLvP3ma3z7W9/h/esfoCRkKscai04TfACJJNMZOksxlaEMEik0T124zOrmNlu9Rc5cOsW3/+9/x+deepqVVc/U1AV85zzp3AIivc3i0UU2lu+wtb3CicUFngqeq1ffo6hMLOkGRAJKydjM3DikShn0+/zDd3/Ap18+z6ULT1FVhlaeQVNrAOzXJrlfRL936f0LX46PxPYvj8eff1zH2O3GgqM813QnjzA336XT1Vjfp6x2uHr1PdZuv8+t66+xvrbC/Nx5vvRbn8fbNVzhGPYEJ06foJO3KQdDVN3+EtRIVlgphU4TKKOzt9ailCLRmjQVSOlxIspXOCdiAWEIeBE7LrkmghzpO0XIwgeLc47Cx+bezsrYxa0SbKyvokSEN8rKI1WGCUO8aqHbOc+99BJZt0vflLTVuOTAR2Q1vCmFpr8zIFVdghekacxpjcZs2MXWd4/h0XVePgo8/nFsz331kP0eRmj4uOwJcfQe7yt2xcrGfniQB7ikwB59k8iC2BUaG311PPkioyNXqoVA4V1stdbv9xEiUKURjgkuoS1ByXXmZ1LuLvWwSBZOLjLY2OT11+/w7i1Fr1okqAr8NgCmEvhhRjbdphIV1gmKUqHzDvlEi6PnT7O+uURLJxyfVrxyc5O3tgfkiyfxeol8doWh7pFnAmN6zHanWDYpaWuWi88t8s77b5KGASYJBJGTZtO0WhOsr64g/TYyVEhZ4Hrv85NXAhcvXiRJDJXtg+7grEBrSSo8eA0icnR9COikcf6x1LxZXjcl4qPrUdco+OAjr2Ofw93zWfYO+vHrOkqcBbE7BTWfYXdaGmH4Yu8N23CO47/NpFRffx8IweKtQSVJVCCtC9nM2PbqoYWoumitMLZPmoB1Q7I0EIJHCkfn1AQTEzmT0y28LUnbcWnuCsdmb4XSbaDyAXp2SFsr5o/PcmzhNG0CdnubJNlgQeUo1hmINkJl2AKUVygvMF4iVIdED0mTgKk8eaoJbki77VF6yGAwILgWwUAQggqJCZF5E6QkuICQZqScGoRmUCmEypBBkymJcwLnJEakbJcBHzIsVTzTIiB8AbSoKk+322ZmpoV3FWurA3q0OTJ9DpVcp9tts7q1QWuyE+mZhSEPElFacqHYSBUKS3AW4QXKKQQZwWt8YmgPTzAM2/gkJ0hHLo9y6+pPuPTMRYI/hktLEjcx4hY1Cejx/jBWOOofC0FFZVokPhRxdMgoExGCqBuX6xoqos7DWaTIHxiBjzeL3317rDCvEVQb+76WkRHjvccHT9MG52GR/n5EY7SP+nfvhYFq0cQQeBxA6glx9Iycyh67T4/SPR9pHM0j7CNJEpJE1VWx7C6VhUfKFt5a8qxNMSxIVZvTpy7QG5Zcu3GHo0c1b99Y55U33kHKFu1WxqDYRkuDx2KcIcktw6oXG9+YhE57FuM9k90JXGFYun2PX335PBNpj7NnJqnWV3C+Yn7+CGpynrm5o8xMGMrtAcIHrlx+iqn5adZWbjE3McHG7U3OP/0Ms9PHKAaS4dCwsnSvTtA0UItgZ2cHiLTRpIZvHhY0NJ8Zh2oO5Dn2RCuHff/xmog8LLH6KN/fPc6H71fuP+wAqu0ItkIFh/YZE+II1bqj2g5UlWDtasEaBXeX3sa4gqmZOVqdNhPTLfKJCSby5xG5ZHZ+yOnzLU6fepGhjMVMR04eJ59QDIyjKgxVUqGVAKlj91OxW0iWJAl5nuOsQKoIkwgtSNPIDjNlgg8C5yN9N3hBZV3szSCgatQMpQcRJUIGwx18WVBJTZWklKmh8jmq1loXKjol56JTc2Ebnbc4ujjP9HSXe3ffxxjHD195gxvvXeeFFz7P4rGjnDh7Eisy2p0UrwpKU6GloxKKEHZGuS6JhLoSpDEjhqjE4/0QJST9rYpW1qXoOYScpt1JMNXW7vWlGXtjG3mEoTJaobK76tsLR3489suM0h/HnhhH39jI4T/EyR/kqD5ku1iSNEXp2EAcJamqCusqwCNtDl6hXEYwjs/95m8xP72ICNsEextXWtblFLo9Q9d7nA2EqsT6HlorZJowGKyTp5Ki9GjZYmPD8dInf52Ll5/myMwMK60uJzp32Lr7BmdPgDpyhHJiluHiLK/e6zM/m1JsLrG+tMbR+aOkky1WVu+ws7XO2aNHaG9v8txzz1EOJXeG6xhTkmaaotyNOiK7RJCmKc4WtZRDrVwZxpNEjaxEiFGPjBHQYXjhozrvX8RxPyhfcD/bnZj2Pt/zmbD7p+JG97w/LLbIlabb0dj1DdaX72LXJMWKQlYtcpYoqyHeDLHOcycEktY8FX1C4mh1Ep56eZH541Mcu9Km3Z5lUAmSRHP8qXMsHp/h2rqgKEpaaYbKdb06qdlNwiGkItUZURc9YVjGHgZCK9JUo7SkqqFGIQTSeERlMK7m4QNa1awTolMUQhKcozCOyhcUKiVteUrfJk3aSKmwJjbciEXeCpkYLIHjJ+ZxZhOZwOx0xte+9gl+8iPD1//ydaR8g/Z0l2wi48rzFzl75iTzMx06WZvN/g4dHRlBIgSCjG3/lPD4unGITyzIEme2yKRmZaVHf3Mb7zXvvb/O1IlFFpLxBOeHDwIaO4xy+XHYwfzRx7KbD2VPhKPfXZYf5CXXi6NDvwPcl96139JExsbLWqNqrrm1FmsNsZlhIFMJ3jryJGVqcpK333qLdqfDyaNHCNWA3sQcIdccaSkWF45xdPF5dsotfvz662z3Ky4/Pc8zzz7L7Ow8N6+v8A/f/hHzM1MoU7C9dBMxWGXSOQYr1+hkOwy8YGu4QtKZIlDgbJ8kbTE9u4DOMpZWV3j3+lW++ru/TXHnLj+4ucSgP2Siu0CW9RkOl4HI1vD1UlVKhdSBohygZaCqLKnK99DB9g7z+vVaInr8/B6G448/jtth9LKH2YMmhv2wz8G8wSEV1IdsJ0pYA6OG7PXL9a5dIflg5Qa5HjDXkcwdkWzbLe7d+oDEtXD6OUSmaU10wRaI4BlU99AdjVMFG8Umb/7TEc5/doazLxzB64Sd4ZAswOTkLOfOLXJteYVqWFHlhjTTKCHxWAIBJRwBixSaNElwqcA6QaJjA3shAtpanJLkeY6QGlVUI+rosDQY52PrzBDA1/ITHoRKEFLhnMA7Szm0DA0oWSGEwhlfjxlJnrXptAsuXLrEwkKbo0fa+FAyNaloZ0M+/fIZ3n3nbZaXl8k6AwbW8bM3bvHm24qZmSk+/xu/xrlz57BbQ5wz+FCNRIXD2DkvKkmiBVJ4djaW+OmrP+HksQWMzGOyWXcJYeNAwPG4Ef3uONnNzY3/fRy2fwz+/47+gDXRJYy0BYBHvaLjUML4AGn41FpHvY8mCSt1gnWB7Z2o9RG9XEGWd9ja2uDo8VP0dtbJsoReb0B3soMxBQOn8HaduckjDDbucuzF87SmnuapK59lZnoRrxWtVk6WZfwf//J/4NjCCaQpaaeOTl7iZjz3rt9mwg1w1RCDxKiSvtkgb3kS3WPx5CVWlpa5d2eJH736Bl/5T77C5MxRvvFv/h0XL73A2UtXWF7aYmpqik5nlY11h04k1kTlQik0UgmkjJOncyFq5Pv4J3QTuY8P9kZNMEb++4WoGk76/nP+oGXqYfj8+PP9XPvx7zSv7Xfso9aB+8ToDm5jbyGYl8QVnNlljugksjuKHcOXvvg7nD8/gZKrSLlJub3F7ZvHWLq9TG8ppygG3Lh2jd72AFvm2GGLtMqY6LZIypTV5U3Wi1t8+ndO44oK4RKS0EK5hE8+f56//fYNXBkbgPS2+3Qn2rXQaewOFVsFRsxZqYQsi9LYrnT1uU8AFwkEYrdhTHT2Q8qypPASY6vYjJ7YYtnLgCTHK4mzgSyboD/oRy0Zb5AyVql20hYqM3z61y9z7OhRnN9geytjZnaKUHkqH7unPX3BY4ZLiGSbYqtibcWwUwZe3dzhH//+n/jyl7/Mb//ml6kqS7uTUBkLiQIHGkFwnkwcYdhf4m/++m+4cvYIk1Nt/vG7/8S9zQH6xBwLF4/i7W6txmgsjo2neM+OFanJqG00Pi5H17/R4KmrY52LbURtOAhPPsiacdWMtfEA8/4B0INXEoft+X7c+vi7mt/4SIe8x54QR1/bgUge4sk6mGV/GEww7liSJCFPNFolaJUiVcqwLOumDUSRsxCw1ZDpyQle/NSLVMMBt+/eJUklWWeBohhw+sJ5Tnz2E7z9g++xML/I9evLXFu7ytzCSc6d0MwdPc/P3vg57733cxATLN1eZjqDtuoxcUzQlmuU9jjKO7z2lD4wlApk4MLZE6xs9lje3OYb3/gWpxcX+ZOvfo35Y0f4xt99k+2yIl9YZHV1HaVSfHC0Wi0Gwx063YjjBi+wJtDtZJFxYSqUbGGNR0pXd6bxCJpWgDV0EwLNykkg9t4oD4jOHweP3B+ZP1I0fsg13bPv8Zz9Prx+hMcC1kU1xLTTojPRpbKWrV5Mop+4sIjLPD957z2C6JPkkS2RL1ziyIkXOV39GBngV/0lhuuCn333Lu//ZIu1GxtUWx3aqeZWb5lPvHyZ+Yk2W+UqReEYesH8wjwXnjnFzGSHwc4WO9stujOTWF/rudU/wXtft7mUSAFKCbIsx40VCLVaHmMs0lpC2G3nKIMn0QJR2Rq+iXRQgCBTvNTYwkeZYTxnnzpDu60pBhucO3eMTjfD2yHXrr1Pb2eVZE2AzLn1wTLt1gRZ1iLTismpLq6sUC7wve+9gc4mKG0XEyboZOcZ9Czf/Ou3aHfO8vLLl9kebsTKXucxRYEOnqlOxs1rm/ybv/pX/NF/+hWU2EHagP733yc38KmXLpLI3qHj5WFja3/Cf3y8NI7Z+7GJ4hdAb5og8uC42/+5D7+Pj9qeHEcfxqNIiPNd7YjuA908zAmFECIXOU1RInJ2ddJCq5xBMaA0AYlCCoFQEmM9L37yRZwXpO0J2NzABsfv/d7vce/eHb79zVf4wvPPcOZXv8jKVo+eniCb7vC33/oWc3nK5kDyZ//Nf8303DTb25vMd1tcPncKTY9jc5ojly5zc+sEy1dfYXYio7SGtZ7n7LNXWN70/OxHP2bQvsYLT1/kC598GdPvMx08n3vpBf71zffR7ZQ00UxMTLOyvMXq2kpczguHThKU1BTB0e22KcsSnEUri8fU2t4hRnw+GXXIiZFOE0HtSkkclogdjzQOg1IeeokfcFM8yvcPRv7jk/3BYwYIKo4eJ0G0E66t3uHWndvcW1mmMznBhdMLXNt+D+vDSCq3LB2D/h2OHFnkc1deQkiPYMDcac0XT5zmpc/dZunGz7h14yfcufMO+o1P8ZnffBrvN5BhgFZdnMvZ7G9w7PIJnr50nqs3rjM1PxuL3gKAQHpFcLYmkMRVmFIJQTi8T9HOjggDOoNCVrvRZNAkiSBNFLlJUMbhvSVR9UpWQOVgdbsgCEjbLS6dn+bK5Ys4U6DVEY4tziJkwJqCqtigt+Wohj0mJ3KsS5E+Ras2Vqesb3k6yTFOnG7TfavH2jp0p4+j6KCySbqzExhn+f6r73LlhWfIki5OepzZoSUly7dusSU9r/9giT/43d9hYipjUBjWt7b4lV//PKW13HjnHT59dG7vavARPPJhq8vRikDsqp02Tv4wMsGjjT0xtq/d/TxoXO8/zn1bfbyD+AXsyXD0943kH/CV/RF9OPz9pMblEykj20EmDApDMbSEEBsv4w0hpExNTrAwfxJjDFJpbt5e5dKFMyytbPKd7/6AvJcxQZfQyrh6fQ3Xyhj4IVc+8Qy///lPMTF/ghACr/70HpXd4uSJ09y88S5njk1Q7IBtSebP/AadCUF//SarK6sUXpPoeb75V19nduoU5y7l/MFvfYHVN95h5dpNxMmjvPH2a6SiJM0dx46doiw8N27c4Pbt27RbKso3SIlWsQgsyxP6/R6tNKNyFVpopAxIGWKHKeVqh1GfaalpouAoW+wORPSH4fQfNqIf/87jRG7j8gtQhwCHrhR2j9FYi0o0aMVOVfDB0l3ubqzSdxVKBQZth5IKvEYHjbUekULqDFdvvMqN24ukqSZPDd22ZyLXHJufZOH5X+XiJ57l6M49Xrgxz5WXT2PS63TbmsqkBNumH2D6qQW+8uUv8r/8i3+B95ZhOSTNWyihIq2xFsQSQiFqwTQRJckilz5J4vXwe89dUwfinMMYjXISIQNaxeKu0lSU/SFCBLpTk8ikw+IxRWeyohyUDAc7bGwYrLUE51EoXNViuw9YSbs7iTEp/X4gm2ihUhA+MJl2+I+/9sd8/a//nmHpUDnotsXrbTyW1c2Mv/3md/ijP/gcSnqSFmTGY3XK8q3rXDg5TTez9AdDQqL58Rtvc/7U05w+fZbv/fAH9Ja3mOjmjzUuRuqV4WDOroF/Dov4H8f2J1cPg1cO5pk+1K4+FnsyHD3jFKhGq2JM73lPImb8QtbPAyBSgvN1b1RXl4N70kSQKo+loKVaZKGNKXYIw1Vask8IglRNceGlz3Dq5HGGvRVOHp/j2rVrTM91meq0uf6T1/nxX3+D//Y/+z3uvLfCX7zxOqd/fYEXP3uUH/yPr/C5T3uUucXX/6f/mcneZzl95Dip38IeneTTn/oq82qTrP8dqmKLnUFB8L9DcvRtuotv8sHVHV65+zOShR5/8id/xrFjQ679xavM9W8Q5Cn6SjAYTCODxR+ZR+kdlIbNjXtY0yfkXZw3UQ1EKLJWRjcFZaP8q84kXg2i2mHIMCFDhRIpAi4oJLGFoxZq1G1LShVZzPXNI4WK/HTGb7xGxz7q2u9O0HUkxa50a6PH3dwHMUHWSO7ujcAaCyEg6wAgyKgtI5TE1Q3jAVxmUDYgrCAJAh0sXluGUrNDwtAmpCohSTwqKaj8kNXeXRCWVCpS22IymaaqBmhVIDCgNTv9QDKxiB92SLItnCjp65LtocNvpFz9IDCTSp6/tMDM1BRLC3fYztdhR5PqFrgeRm6R6Vmk7fDMS5vMzuf4qkVmTtHOU7zfxnuDt5KhhbztIxus7skgE430LYTQCKEJwqBTgQuS4GN1dyyskjEfUzOqrA/4ICgNDAtLmnbJ2tPoNKeVOoTL8FWb4VaLex9sEIIlTUuMNdxcdYjWDFvTk7SzKdq64sxcytyxNr3eKpYJJJrj80f49c9IXvnRW3WQ1cf6Pt0sMAyKpRuStXspc7MTmPIGFetk0572oIO9fpftdwwTCyfRR3Lu3HuXy588BhObzHVmCHcnsc86nIW2yMG6miPgscKOdODrzgUjTXyBReCiNEjQOGdRhNhcPFikEGipwUGqMowX7OrAH9RQCmIX86fh89M4ezFqbCJqEsTuZ8cD1L2evlmN7U4843mvSPOOQdbYvkNe3ze79OfQdBB7jCK2J8bR/6LWZNib5GqapqSZpp3laK2jWJRqI5Rkpz/E1RdQqYQsb3Ns8QSudLTzCaqhZWtzwPzcMbLOFNs7O5w8c5pTl17k3//tO1y4coZnXjjHW69fx1pLd7pF3l7kuXOW/srPWbw8yX/xmX/GlnHorddIMku/55k88SKJOcOtO+8ztAPozjNYv8NTZ0/x8tf+lDDY5s1v/pB+X7KhCkppObIww9Wt73H+7EkmNwpcJ0XrjKqq0DrFWltjjx6CJUjN5sYORxcNSoHOGkbN7nl60OP+c7p7bh+Mj8MhGPqea3OQObN/6frIUZwPIAVy6FHkqKDxwFBYqlCyOTRsGiis53hnSEAiRKDo71D0B3gXAE2nLegP1mlnLTLVif3jjSVVJcXgNvPJEBDoJCWoNr2qIp+cQYeMyhS8+v4d8sRTFNt8/oUp0glB8BbZlyQqx3swdoezTx/jq3/yJf7qL1/Dq0WsTCD08aHEC4PD4/3UiBESRBgVejV/xvoRFKmUqmnBjJRdvQtU1tZMMosxJUIFWu0UnQmSTJKkFiErgjTYsE2aG7SEI4vzrK1b1t9aYmKxTVeAkg6dRPrn5FSXhSNzbK33MMaxtnSbhcUOc/NpbO6S5/RNic4gKXtsbfZ4983v4i6codWu0HlAdqZRkxox1WfQH1Cu3qOj5viv/vP/Dp9Zgg+0JiS3V17nvH+eREqcM2hZO9omwAuP1urvca1xvqMVwS8FVRn7HXt+08Oaij++/Qfj6EXtHHywUZogT+jkLZJEoaTCEvHXyjtKX2ECCJEgZc7ZCxdZX96kKoe8/OLT3PngPe7eWeP4qS5JPknwMH/8FG8vlfTTDjbZ4Pq1d/j+N+5x6fiLfPLXTvDT257h3XXymR3uDRNmT/8Os4Nl/K1/Yj0YNuVpkisv8ub33+Lo8R5pdZq7K3BmcZ6FTsZweYeNtdsUd1bo50fRc22yvma4to5VnssvP8v8zhbtmTmuX73L5mYPUTdFj6yMiNuGINjeGrK+1mN2dpbgJagYfYdQN00Oh1TsifH/953bsef3mxgOYJRi7wRwP+hmv+1nTMTPNcljjwgxwic4MpuiVIYVLUwI7PiKzdJSJZoeHqcTlF4meElwGSt3V5F1FaVS/L/cvVmQZNd55/c75+65Z1bWXt1d3ehudKOxkwApUNSQFIbijGdkhRwz4dH4YfzgGC/h8LNf/ewHRWgcEw57rAiPJzgKjShaJkVSorgTBLGQABpooLfqrqquNSv35a7nHD/crOrqBSBAkQpSX0RFZmVm3Vt57znf+c73/b//n7lmmVLRkIxikhSyQcak2+LESoHnn/UvOiAAACAASURBVFxgv/UeNzdD0rFFlFUJ/Fm08rh9sE0cJ6B83nrjKp9cPYVQRZTeRwqFlBZh6FBo+DjuiPFQsXj6BAundwjTIZ4sY5HvPtU0MFFZhlIZQjhYh3BAcUw4w7HBgFEKozVS2nm9xUhQEi8xGKWJgUxrMqGRnsCv2GgRU6z6lEou5bKkUgmoljMOmR1taWFZVWYqmtE4wZaaesUj8CBJR9xcW+PJJ59h2N+k0+kwGkwgs7j4+DyeF7CwNI8dOKRpTHtjg35osIMe/YOQccmhLQQlvwE6wLElxlcIPaKzF9EMTlFbXgA7o9LY4+3N1zlnnsWSBmOSnBrnMFIxh+i8X7yjv38M3lOr+mWlYI4796NzvP+O4G9jf28cPUy3+xgc18azHSzrLn7WsovYtks4TojjGEs6ZCqjUC1SqdRItYNjSxxLsLm5RbvdwS2VaXYaNIsO0nUYKRtRKpCZLSbDlLIzgx94xCqi27fw7ZMIOUGYApO+hRoOaQY+gayQust0I8XVGz9EeJLAsgjHhpOrRZq1KrfWOvR39nEFGMdG2BYiTOiutZgJSuzu77K8WCPwi3S7XdI0xXUKCKGOpU7y5pcsg8FgQq3WQCkzLcQ+eK0e9vi+1/VnYI8fGvXf994DEf0DOc0H8+1a6GmH5d2OCmFUnloSuah8oiA2EGqIRc4hk2mF7VjYrspTHZaLSgyW8ZDWFNni2Iw7HZKJwVPgaRsyRa1U4tFHVil4PSZxh8EoZbelSULoDXrsH7Qwwmbc10ziCksL5/G8gMlgDEZjjI8UAUkkaO1ts7O1z87eiGK5ybhvMOR4eGEypOUiVJrvyqaFQmOOLZL5lZkqJN3lPD/MPespRYAljqU/RU4b4gc+TpBDD4tlmyBwsR1wLEMWGECDNiRximULJqOQREqkVmBSjE6xnVy2cmunxf5+i/F4jO96RElEoVLBtmESDrBVroq1MNcg2W1TrRfwiiVioxiHCeMwA62ouD62FeFj0MMx3f1dyjM1inWf5ZU5/MIlrOmdljKns8hzFr8c7PvDTIgPIaDyC7HjC9Z0Lhz/nr/AJP/fK0cv0CANgetQKPh50cqycGyPTAYY6TIIW4RZNI3+HR597GmWT51kOIgo+C6D/gFX3n0dxy3Tbu3yw9Y2zzxxhkm/hT0UTCwLrwBFr4AYWMydqdBYXmTyky5vb5zmiacK9LYT9GTMyplZVk4/gZVV8IMZNp1dXvj8KitLVaKxjdzvsXRiBT3RfPVrX+bpc5eoLpZZqs3DeMjOtU38qmBZ+thas1XKmLUsNje3kMLG933iOMwFlVFg8oJemmj2dvdZXFwkSRIcp/iA4z3+eP/rhznL+6Pu4076g4pQ9x/z543o827KaQ5fciQKk+tsGiInI9URA5URK8VYJaQiRiqDm2pOzs4T2D6TkSEOYW9jQOCXcC2LJOyzfWuLsh0gjKA72KNZK3PqzDKp0Fy+vkepepLakkB3IsL9mHY7ZGfQwiu7qNTFzprMF1dZaJ5gNOxiyxiTKQRlsrjA29dusLX7HuPQQYoypbqLUiFSFrCFwMYg7ARFRKI60wug8xrJ0e7LgDFkTNXUAKbcPcaIad1EIHSGzhSpUmRakaCZn6vjBRaZHjE7H1ArVZB2irQUnmeIwgijct3jaqmBitbJpGZv+w7lhkO56WJUxijWvPL6WxSFjZQuw0mG6/jYRZdapU4cZRwc9FhcWMZyq8wtFBhGE4STUK83sFSCUS5aGdzqPLbaZ74a40mHtfUtsqyBMDWEkzK30iCJJDqLkK5AZZqjng9zTBz8F2zHF9DDwuv7pS5/gWc99jyve+X29zh181EQHA/7OznVoCz6HpVqEdu28rZ36eSwSlkkiiZMwj5GhRgcnn72eS5efIydnW0qJR9jUt57901migGLp07glatUG2Vm6y6vvvwue60Ok2zCUyebnJk7Cxc8wriFHzzPoHUL/9nzNFZr7P/4FQrlAT3H50d3KqhhjaXVCjNnD7CcF6gXL3Cz9xWeeH6ZH35/k7JX5IXPPM2MX6ORFen+5DbDwRV6YpFhOGRp7lGi1gD9WIOtrS329vZwXTeP6l0XbWKYFpXySBeSJOH27ds89exTgEZO6V+11jjOXWGOo7ykJR8Y0MejyuPQtIcVUI8jdPJo8+7796d13u8eHz/u0WsSECbnY1EZvu8jLZhMJuxbKVrb7By00FqzvLJAEg3o7+6TjQ2ZMmx7fVy7ymQU4okGZ5ZX8TyHOO7iuJqTlUeIkj472U22DzbYG28TS0l8eYNyfYmZ2W3SzKY1tsiEoFioIFSIrwL0xOZbX/0+//0/P0dQkISjBGkk0nJZ39zn1q0OnjeDkS1K1QLScUjSPmaicZ0SUpu8WJ4IROgcXT+VTkW4M4VOE5TK8/i5c8+vo+u6U6bLNNd3lZCqhETn1NirZ87jBBLLSbBEwMpiLadZkA7GRDjSA9clnkRYMqDol3GtlKBcwgUOdvZYmj0LWtDuDGj3E+wsV8EqFHwKhQLKqjKKHWrVObxgnu3tbQrlOrbtIG0XYVyykUXVKjIJ+/gulBvzqLBHtRlTK2qcWoBbBdtVyLRMf5CCHuC6kkwrMn04dvOUjZDyQ7m/u82S9wYtSqkpeute1/ewQOhoHB6lId9vDN8L+30Y1PPw9cM5d+85D+fe4fGOFdXus+Nz6qPYr4yj/9uaMQbHgqDg4vsucsocJ4WNZ3tMMhj2+iTRGNuBYqHM5/7B52i3W6g0xHY8Oq0DLr/1BhdOneHMykkWT55hfrlJFnd496cvM2nvUzu7xBe+8CLxdsRt/SZ39q7y7uVPo8cddpPX+dbrMU+dO8XcM3VeudXjq994iYa/wu8vvsBy+RR/+sc3aN15j3/x3yxz6uQsW6s+l1//KYv1KmF3SOdHtxh1LLb9Dgv/6B+y071GYXaJ4foNyqGkMzpgMhkhpEFlKQiBZSswCmMOqWkTbNtme3uD2YUZlpeX84Ehc7jecRWehyl7PczuXwCOQxs/6J58lPt3eJ6j44q7ZFbSaJASKQy1So1Br09oCVwJT186R+AKmhWbklOns1Nl/06feBwS0cC2K8xWA2afXiQcD4iGY/zAo1ryCGPDaBJz9sJjJGaFVy6/wfd/fBltN1hY8XjKqVIsVqk3Hbr9iKLtk4wNB5sdbl2+gRnvMTfvIo3EkXVcx0bKgMHwDmEywPd9Llyqsbp6Aq01f/21O+zeHmO5CktIHDKME4F2pvUWi1jkVMVpFhPHMWma5h2m6Bw9YtsITE53YRkyEkIVMgjHePUZirUG5eYc0tGYtMP8TI3VpVmi9jBP8wkHaZVQcYTA5EgrYZhrBsRCkChNb6/P9u02oOgOx6TSxZEOcarpDyLK2idrxdSrAVbBolQosHx6lVZrTByGufi4Z1O1fdAZjozZ2bnC6iOfJfMdWvs9Fp5Y5cScRz82YGU07Aa2cAmTkMlE4zhFpFVEJQa0QqBxbUGi7ksLPmQs3R9Y3A1A5C8pOj8s6D6cL+rhdtz9Tv9ncbgIKBAgcO75Pj/v//73xtHndJ5596eYrvyYXCRZYFEuVtjZWcPoiCzLOHVyhSSKefmlH/H8J58gjhP6vRFFv4ItAqJeyu1wnWF/QMlXeQ7SjXjxtz/Njau7PL3yDFn6NyydmmHSa9DavEJQdFBhgaS4wnZcZv9OwoIXUZB3uPR4k++9dpN3Xv8OL/7OCjOVIttrA4reGKkG9LYDRGRTFpJ917BVtPjM08+w/9I+l2/cxi/Y2MpjOOwzGPZIkgRjJI7r5ggNC0CBFjlOXgJa886Vt5ibaxIEHkJYRwPx/sF47+ODg+mBz/Pw6OXQHuq477OHRfkPw8ODzrfSWlOvz7EwN8/lt97gsYufwzGKycE6NdvhVMmh6FksBct85co6xeIiATMUnQLolDgZUfAFge/hORCNB4x1TKPZQIkCxrhUi6dZmZ3QHY/Z37zCu4PTJHofN4DHn7nIZJzwznvrbLy7TTSIkP6QhcU6juWg9RxZltDpt8nYp1hNOHf+DBcvuRgrxbYtPv6xJ/jR8Cp67OHaHr5jMJmNiBVRHKP13eulM4U2GUIIfNdDSo7Ew6WVs5PGcUSMQKOozTZorp7FKVbYGw4oeg7Vap3VlVmi4RghIzACaaxc21g6WCIDS1EuSU6t1Lm2uY+ly1j4vPHqVWaaNcqzM0jbIpUKYdn4XoXUKtIeGzqDFmGaceHcCgjNwoxDe7/HbrvFxAooiBLVqo9dFCxUK0hxDdtYFMrnGPYbhJOIG9vXiZKUMyvneeLRZ+hO7jAYwGRSYHcvJEsFpUKAMBOSdATS/cAi6fGx9zDY7i/LjqCYH/Yc99Qdpmm6Q7rto2PcJbM73FUf/nwU+3vj6A8nh+McNpkIpJFYIp8Y3XaHOIzAKBbmGlx89Dxvv3UZjKJRr/GTN95hf7/DfHOJLNEkoSYcjcmyjK4dUgyqbO9u4LsWQX2R1165zO1bV/gX/9N/xeU3B5h0QLl/nmHisD+Zo2pO4aQlLpz0ePGzj1Auhaxtxpw7O+GJj11nNGkR9qvstNfpH4yxeqsMdzsUyw6Tkk9Hw8GtLU7qAtuDPQaOw9s3blArZgiRq2AlSTrVv8zyDl8p0QZcN6c6sG1JHMfs7e/mfD+F4hEZ1v2O9W9zzT/ovQ97/IcidLi75BhjqNerOI7DX/7lX/L6T15l5fHf5tq195gtJiwtn0VOOmysrxNU5njymad59bUb1FYu4nqSWzevcOLELNWSg5SabqdFNBniLZcwrqA7itm8vUe7PWKhvkC53Oage4ebl3dptXfY2X2T2+vPUizVaW0nZAi0lRHTZW1tjZ3rEcPWLZSOCM2I4WTEx577OI5lc7AbYrvgeoqTi+donymwdqWNyQSu7yHtBFk4QOk87+4Ji3hKXFYoFLCkg5F3KYu11lh2ztsSBD6lUomarlCqzzHEITRgOQ7D4RiihJJ3Ep2kCDvLI0QtMUriujZK2UgyqjWfWiNA304wxhCOUybjlMlkl3lpUZqbQRYlruPieAFZZqOlhzGC7b1dbDfiwrkTFLKQwnyZom3T7YZsbW2RmgbGbfPMC6doss3B2KLX1rz33i4D2aGXbWE7Bh3B3sYeL/6Tj9GcXeDdKz3+zR/9Ib/16c/y/HNPTEXEPcL4Xp6Zhw2vh9WfDlOPWuuf1Y/5c1keed+rs/zBdn/h9bB36C5G/v5F6/6mwQ9rvxqOXugHEBj32oOr18NWTcfxcIMCsdJ4nocRFokC4xiyeIDQkjQrsrxwid3dfcJ+j5MzRV79xt8Qh31KxhBFEcIN8PwxJdujVLKpVE7wvXdvo5snMMPLFEpn+c7WBH9UZSboMGh/H+ku0hreYH+wwyPu79NILzCM15n/p49TeO5J3ny9y83vbfL0x85Rj1O2ezEvb3lMbrkUNq6QzhZQn3wRUZxQ393k5I0XmIzfJp0v0b2xTjVZJrDKbF/rMzqI0ZbC9WyMSNAaRJbD5GxpkeoEIV0wOc3t9eubYBU4e7aGkQZlzFETkxGAFBgpkJZ1xHVz/BpLrRHGTIVCDoujU07IY2kgOOaoj1A64r4fjpAiUphjr/KQ59PzGYmRgjcu3+CVH7/OrVvrXHj0cf7qj17Gqa5hnlT86I1NHK+GMWPOFbusLNf5jP0EP3nnFkMTsbIY4LiCdi8nAXMcm6VTy8SJjTQWVzY2uLHXxgoCbMvG8z0YZKjuSziTkJqss/7yPgvLCY+cmUXX4PbVCLdQ583dHaqxRgxzcSTtu8ydOY8s+oy7Bxy4ITPZLJXuIn/ypz/grd0WM6tNSiWJVwxpWgoZlZElQTwJybQgkPkCJOwUaWVoESAtlafpAC1ctO0jAwu/6uDKFpuba9y5vkkYGdodGI9tWp0Oq0vnWVhcwhchUmqMirGMBalHseTiBBJRsHj8WZvL73QY9AroQYCjDLGVsLu2w+y4QuFUE6tQwLKKOI7MC8uuBBGw1U5RzoST9RKuG6MaFl7gotoRKmnR9B3svYxSeYavXb3CIDJM3u3wxMk6xcVZkkCT2gEH+2O+8Z++zMWzn+Pf/OGfolKbN69fY/XxMzR8nywx+GaCEYYMAZZNpjXg5k1N2sKyI4yx0MpC4CKERJsYaR0iW5x7xveD/R13P3PodIXQR01Sxiik8Y85o2ka1NwbzWvulV98YAcr1dEcytM0ArAwRh5zh4f0I3B3Ybh3Pn0Y+9Vw9L8Ak1LieVO6A2eqfsRUCByL8bAHJqNeqlAo+qRRjBbQ7g0hU8TGykVILJ9Co0mxNoPSKcKV4BgGUY8XP/nbTIY+a7t99m+8zmNnuki9QHv/Go+/cJYffXubuZUal548w9Zej95em8dXP0ZRl/jJD/5fLpwq8tkXnyHZu8rbV68hmvM06k1qvTLN2TFm7l3Ufg13ssmJ+jyBFhTdBnP1KpNJD9uc4tatWwBHbJKHEYoyCnSWb+KdFEvmotZgGI1GrF2/wcmTJ6dMng9ua4/ygB8QoR9/5Fjh9ZdlQiq0kvhekddfe4uXX32NhYUFLl26yDgc0FI/5YXH56jNTEijLrfe2WU8Dnnx039AonbZ7L5D0Z8lKK4yijz2tg8IKhK/JBGWh5I1rJLk+vo6W60WXuCTZCmWsAmHMfsbXWJRBc/Flx2i+A4Hu20C1+LEyRX86jaf/88/wcfP+YQ724ziHbSTEdQKLNVtatJiqFyGB2fZ7oX8n//xT/i/v/ifGLg+5555kvNnHmH1U59hPM4w5S2iEWjLxaQSrSIcaYMMkVaK0A5COmid11+wHTIpmcQThns9Bq0BN9Z2Wbu1SxxnTCJJoTRDrzdkfeMaq488j5MYpE4BjZEG4Vk4novtQeApLj2+wuqZMt/8qzsg6ijpgCXJtE2nO+YgCykUCiwsLFCbqVEoBSidgmUhpKTX72MmMfV6QLXYxA8EqdfCtSbMrzi4pQ7DTplsBGE4pFR36KX7BJZBqYjFhsfKqQXefPM2f/Rv/xCvcIJS6hGlE27cvsknn36KNEywZI42EuKwN1ZPc9vTx/fJnNy/W/wodpTSFIbjkfhhijFHQOVF1PvTmx/tHPc+F8ef/y2m2q+ko78/Wv8wX9CyDeVyGds+5JuWCCFxbI/JOEGQYQnFyZVFfMtiDJRLdXb720RRlCMFLA+/6BPUZghmZsBkZGlMa9DixJll5suS7n7Ij390HXtwh9kXJHfWEzJdZChHyILHH/yrP+D0o6dxg5SFRpO3XrpCv7PFO699h89++lOIicPVa+uM2Sdo+jQcl9n+eSbXWyRb1/Hnl5hx2/jFKtkwJlIxnp1RmPUJnApJEgOQZRrbtRDiUNJPTOUVcwpaEGiZRwlBEDAajVhfu82TTz+dS8BpjTleiD0Mdt4nR3//fbkfffPLMJWFSOGRJJoffP8VxmFCIZhgexmaENFM8GareIWQku8SF4tce+0Wt97ZprpywMVnqsjBDG/+dI9hO2BufoHYHpGYlCAo0R/b3N7YpDMYo20b17OwbYmJDOvXtujvhRivjuUE2NEQX2eINOHOzXXG4zHFWcV//T/+M55YcFHnZhkfzCEl2K7HOBGEQ0UgqzCp8cPvvMyXvvwV/KKNW/W4/t6brN+4wXsvv82nn36B5vmEhYUGUrjEwxSv7mGh0OkAiDCxQOkMxykiLBiGIzrDPtv7e4yjGB016HYcfGcBy9IEBZswzShXAjqdDq5r4yRNNBMsaZCug20FuJ5HUHYp1GzmGyM+8Ynn+NrXvoUfpEgcLOlie2Wk5WIbi2SYcme8Seegw8LSAjPz9Xz3Jg1KKYYYRtsTxhWHguPg2mX8qoFCn8oCFOJZHHUNo0bIsgR/xJkzJ6jNlVlaWmKu1OTGxjW03KDb6+IWZjAFj/eu3+D0yUcoewG2zFMk+hANIwyQ5WP/A5qpjqc+frbde5x72CqlwWSH0f1RcpG71Ajynjn1UexBZ/+g8/957FfS0f88JmWOuMnhSwrLskFYWNIjisakWcRss87JlSWiKMFzfHzfZxzFjEchtuvkUEVH0+qPcMtDZmaq1BsVeh1DZzTg1tWbPPKxea68+y6VbJvVZz7P5EbGypkFdKnFcy/8Qx5/8lO0hy1a+9tUfJdvf/2bmLTPExeaNBt77K29Rclv8NzFT6BOFvnpV68Rt8osKZcTQcqwmNEZbzMYK4qVR0iU4aDXYfXRVfbaPZROpwU6Cylt4iSZRvcmr9RzlCBBGIUmxbV8YqXpdrv02j2qM4V7ijqHkK+PEtEfpVh+iRG950qkdHjn8jUuX75CUKyiTMb8SplSxWJ3MCaoNHn+2cdIhyNe/cafsTQ7R6+V8OQLT7M9/Cl+GuIHHVZWVzCeRXucF063D/rc2rxBJD2iOCUoV0miMY6WHLS6DFtDdGiTBBmW7eKxiKcKZCpkFA1pd7cR1QaOP0871FSDGoWlOl5+lRBRyu7+HtdvbHOwd4e//uafYKwh5VqFiZUyP+cSTUb0Rlf50td/ymODJ3jk9DKVcoFaUKXqlvHtaXcsklQ4ZJmFMoKNrQ3Wd27iFRyE5eK6Ab0+IAqUqyXSLENjISYJjuuzudZCpQF+wUYoG0tqbNulWp4BKQgqPqWqi2MW+J0Xn+Jrf9nmez98j0LNB7uA7foI20YnBltY+J5P2Au5PVlnMpkwtzyP7eXEecKK0MbhoD/G0lAtZJxaraLkCCVtImIsK+aRkzVqMwVm6wvMzfgsLyzi+mXWt/Zo9zTtbsRoKFHRCKkEmZC8fWWd3/zEp0nTXCrTaJWjz43GoDFTHeQPCqTzAEV+8IeAex29mfZwHB//4p5oPn9vGtGj7ukMP7SfNVceFtHfc86/xVT7u2s3+xn2MDjU8ffu/zm+MgshcKdpG8iFRizpHPGCJHFGFMfESXLXsWWKGzfW6PV6ZFqBNmRZjl+eRBGD8YTBaAzCYmZ2nmK5xN5OjyjpIi2FjaE2e5KXX3+Zj33iIioTID3CyKDSnFunOVvFloYzj6zy9DOP4XgJgZVSK8+w2DjPjbdbHLQUvRjcisXewRXanW0MMVEyIU4jesMBhUoBy7HZa+/TbreBHHGRJMnR9TmEjllW3j+QO/EMYwxJEuF6Nq1WizjOcdeQF3SVUvekce7HyD8MoXN/uudhcLaPct/f7zhZlmG0ptVqEUURWmtGoxFhGJMkCUniMhgIlHYxQnLpiVUqVYfRMKK1F9LaTRmNEy5eOs3sokucjIhiwUE7YnuvT2fSJowiHM8nTVMc6aBSzd6dXbJEIYSFFhmpVmhTRIoZpAio1SsMRx3m507w8kvvsL0Pt/ZSEppkzGKoY3lNOoMU3BJbOzdY37hOqVZBGQuMjW+7VCsFylXJidN1As+h3dnn9toNNjbXieMQYfKCumMJFAojLLSxuPzeFZIsxg3cXPDdKdAbdrEdibDA9Ww8L8D3C8RRhsok42GGW3Qo1ALqszXKtTJWwaExN0upXsUtFBmNSvQHLr4/g8LDCA/HDcCSaJ1gCRtLSrIkw5EOKE1rr8XBfhvf8UFJlMiwXQuFItUpo3jMTusArAKuNwu+xSTq8uijJ2jOFpmZqxNPMvrtMVIXuLa2xySBcaSJ4owkSum0e4xGIdeub6KMi7TsqWRiDr7IycAO0Sq5Az6MwI+DDw7nvlLqoePtuH1Qr8f9O1khHkT53A/nPOpaPoacOSoMH5vDD5t398+Xn8d+bSP6+4n/c7SNhZHHnJGRgEApsAMP6di8++67LC0s0+n06LUPUErhWDauyBkcbcCy8kLmjRsbjIYT5ptVPv78p/ju//calZrFc79xDrUZ8M7lMacuzHDQu8XOrQNWVmpcvb6DtF0q1RmefLbAf/aF38YWKRvr30GoAqpzlpQVvvjvvsbV8XWeuPQ8i9Umt975Js1gm0QICkWPgjWD8G0yHTO/uIIyApWN8mafLM1pAYyc5gHzTsm7uPO8czRPKabEsUJKG5XFtPZ3aS6cOyK/OryGh7j499tu/jIj9/c1BdjQ6e7n0aJQRHFIu93F8WeolFZ55eUNPvX0RRwynvrEoyhzh2trNxl+M+K533qC+UYJrzwgWITNbp+1d8b0RoKhmWDcGEukSG3w7YBxp8fNKzfptXqgLIzRGJ0gtQOmmtNce5CJTQqlgLffuM7/9r9+kS/80/+Cpz9xgU4CBc/gxCGD/RaaMrudA/70i1/CCaoE5UUCqwRSEMV9hMwo1gMsqXCMouwVMMLBdW2u3bhOOhryO597AZPldL+dbshXvvYthK2ZX5jD8gVkLsnQYWF5luGwi7AljuOilIPBZn5+mU53i7/5xvf4Z//8N5mfq1GplJAiYDQSvPPOHt976SV++PL3iXYlSaoZThSl2hK2X0FaLhqBliqvHappnloLLGGjU0PrzgGWtlhaWkKpIcpILMvGcQWlouRg2Ob1tyKUepT+5lVOnT/Jo2fm6CV9xsMxInLJ+i6v7+7wH/7iZSqVOcLYptsZ4xZtxhL0KGXSXWfYSaCg8+NLnRf2p/Mck1NiGGPucea5sMv9EMufEV2TF0jNPRmcY3GxUEefzP3MYZPTIWLmVyaGBn6NHf3xwoqUkiDwsB2JFiYnrZIWCIsoSggnMcMwBGlRCcoMh0PC8QgpBKUgr54XpcoxxVEI0iaapJSKDdLMQlolFhdPY5c2uXOnz+//3ufIekPeWO/SH7/LN//kxxTLNU6cneHO3iZFf5nGrKSfHBBvp0jtUqlewJNNVHCCb//ln1Nr2nzhY+dxyhnd2zdwKg5SL+MGGmGKhKMAtxJhWQnpJCMKM6pehuc5RGmSdwhOUy1aa6QwuSizNHlbu5iOUmlyymZtSDPD+voap8+foFKpYIy5p6h79/FnN0H9Xbh9ISykgf29bbwAlJmQphZyaGG3ImaDIZ19h//4xR/x/MdPcOqUR3HBxZ5oZG72cAAAIABJREFUUiMZ9AxzszW0UbQHLTb31gizEkp6OI6NsQvYaYIrBL2dfTaub7K/1cYo8DyLhBgnLU6/rcH4KbgeSRhg24ZOq0Nn9wfc2drnvyv+t5TKTzIRillLUEw9vvNXX+f/+H/+GCudozlbY2Z+hlQrDna3qAQutuViWVPnkFqkCTiFAOmVMX7C5vo2292QStEl1EOur68ziBKeeu4SfiUizUYYbUhSQ5wqStUa0p628uMiZYarNX6xzvrmVf79/76PYwvq9Tq2rPDGT9dZ29gmw83XVC+PeIN6Dcv1QdoYy0ebDIw+Uq5iKuahDVjaxkSGvfUDTCiZPVvHK3u4TkqxLKnVNCoV6EnAN79zA2Ht8RtnV9nfbVFdLJGFGY3aHK2dAV/+9g/JKgv0wwmDSYiUkCVDpGOjdUZnb8BPX32ZZ5+fpVGvIFSCVtNuZCNzRS5zl6f/0DeYYyiz42P4Z9lh4GMeSPvfp3on9BR5c7yj9ZdLvPZR7dfW0R+u1lLmyJqg4E256MGxHaRwENKl3eozHo/R0qE/CnGtnHzJm3VZLRaRUhKnCaeKNtrATmfMxDhoZRiGEyYTi5I/4ie9dzgYJzx56R9gyQnujMunFz+DtufYvPE9Hj+3jD/Tp1mu4Mo5xuEW1WaBYUczGIS8e33MbLOAmn+Pmad8amqWQWcfRwaUq5J+toZbKJOYNgW3yUA36LU2aCcZqSxglM1c05nKAap8+6pzR5/3jkyVuIwBc7iz0TlBnsjzksWiRxiN2dvbo1qt3nMtOWxS+hARvTEPdiP+MswWLlprJpMBpaJNhmEcxaRpQL8XEZmXaRQeQ6uLJOk8t7ffZnZ1gb1ei6Bkcfnt15iIGC9Q/OTNV5hkkuZSgf5kzH5PY0wRW3fZuLHO1s0DspGFJwKwNYoUI1PsbBZDgrZ6JHaIVgLhNBDKo1yIydIurc3X+F/+53/NqTMnWV1a4vGZOd794Q8QpFxaajJMztBcqVJZlgi7z/ySy2C3TxIKVFYCGWA7ZbSGwUQzzmJUAq2J4Mfv3OTjzzzBzp11htGEQqUCjoNdALKIZCyZJAm2XaNaLVAoSbIspd/vU627zC7MYcSYWv08y6UeSTzh5IllfGeOi49WGA4f46tf/y4HvSH7SQC+JLEnlAsF0hQkAily6gSOpSMg71PRGgwSMklru8NEG06ecZg/X8YvxmjRwlghmjLbO2OcuovtzZGEKb7lk9gwaUfsbh2wtrkDj50lbe8xiHrUnBJCKCxHEylFuezz+mvfpz73PM3m00gBOk6mo0VOpcgPwRjmmK7uz+PkjxVV7xntv1qR+oe1XxlHf5wP5f4cWGYcJApEmqNHtYUjPVIV4toZ9YqFS4BWAulaaAKMLuA5RQ4ObiJlhFAThC1YXl1m+fRptu7ss9cNGQ0mOeNjs8vMzAyJGXBi8RT98QRLZ3TDhImuMzQSzxiSqExsArRIaVR6oGpo9zpf+P1/TLpwgf5al+/++TeYnZ+hIw/wK4Z6tcRCqCi3JmyO3kPEI6qzTWYal4gGE+qeYjsokkYhE0KCmUVupCP2h02cQoYrOnjCRroXGKQR2gat46P0VH7tJFoIhJEIkUxBAAajJZa084Ux1aRpxO7tAx479yRZmqFRSEci7UMaWBuNgmP5S2FMjqOXOaOQlDLnFjL5e3AoSUjelfwBqJ27uUeDIZfGQ+SKSnlhK3cixhiUNcKyC4xGOeUD6QDLhCSjMSKrI6MyN7xb1KJZRHfCf/nMU5jb71EZ99DVE7yxp/nzl3/Ax567QKl6Gqs0xLI0M0UPlVi0tiTb7yjWNjrYBRstU1IZAxJLObjUSLzx9J8vgPIQRmHbuaKX49TIEodGGDE4tUn99Ii49yYbb87yL//1/8CO3CKVV/h47QxhFrLba+MUT2DEJ3jjp7fY3Nzi4OA2tZomKc+Qxi6BFeHoNkLW2Vkf0+6uYTXKxLKKWXQJgjrdzGWhNEZmCe3hLF7Bw/gtRLGAcOeolD1cZ4dyecjqCY8nH3uSZnWWVrSDpR6huwc/fvVbJHqH+YU6n/vcBf7iSz9GFAqUCk0Kbp1knBJ4FtqKUJaFFi6WKQKgRYwWCk2CkQZLO0jjYRRke+tEpRu4p54icOpoucxYrxOafZQfMh6lqIaDLo8wWZdKcY6v3L7KT65fp7jUwM563HxHU1DzxErlO9fUgLTwpGRve42Xr5/n4lMuc3KM62qGiSaUHpgY20xIhIWwFUYlaBnn/P7GIlM2qVJgPejsHxT7dg5/IUfwTfs5puNd6fscvrj3OEII0HIajB3v8J4CJiQII1Bqqi5mnCmePkcOCfLn+gjPfxdKDfeKk38Y+5Vx9D+PCSGo1Uo0GiWsaWeokDmsEi2IougoF23Z1jSXB7u7u6yvbyC0JIk1gRdw8fnPsrCwQHu/xfqtDfYPOvT6A1KlmZQDHD8gMbcJ0zsUilWEsLBlmWjssDz3SRrl5/BmY/7t//Vn/PgH30W6huXHF+j0d7BTwxkWOOkukCx1Kc2U0YzY3thg4/J7nKpUkGGHcNxjfxixcL5EqeyzOxkwGIwo+wnChldee400Te8p1nyY+50PijzKEQJ2dnbY3d1lbqH5obluPsw57i1CfViM/cMipClUTUiiMMV2ApQegnBAKjINKoxJMTz6+DMYpdnZ2WE0eoRsPKI60+CH777Nrd0xyIA7Wzd5vHGKNFZYrsFCUvQs3tp8l73tFp6TN58oLZBWzlsjpEAYg20ERoA2Of1vzo0vsSwH6XggQ2bPzfCv/uWLBG6b5GDIYuEi3Qye/9SLnFn+LL3bGyQm5NmlZ9ncGvDaT3Z45MwpTp9a5aB7jr39DfpG4voFAsehVCjS2lcokTKcjCiUPSyjSXRMY6ZINgpZXllkqbHKS98do0yJudNLZLEkHWswExZXynz+s88zUzP02x3G4z3OnL3AlTcOePPyVSxbYusyOzt9ZudPcunJEYPbHTxHEkUR5WqDKI1ByKnuqkMOYTwMwKZNPVojBEiRIgVUyoIstLl65Tq1mQqzSw2qjVl21vN+FRyPg3aPpxdr7G7dZn6uzmQ0plwukyQZo2jIaNxGE+a8JiJvipJIDCnaxNxeW6Pf7zNTF2RTNIxE5wVakRdptTrc9d/fjndf2uX9R/SxsZj/vZmquX+kuXKMcz4vwB6m1sjlJP+O7NfW0RuTE5M1Z5oYolzY2bJATnsqpWQwGB0hTBzLBWBtbY0wjHAsF88LyNIMRMK//4tvMz87x/PPPsNTz3+aE7t30FHIaNglDoccHGyDDrj67jrlRo2Z5hxzDReTxZRKJf76r78B5TeoOl1+9x+fR8uIsRih5ytkw4RaL8EZbFOyIBKgbYHNhLoJSfa6FCs2YVHhMce1tR222oLuIMTxUrRrGI/HtLtdlFJH29HjEbIxxwfgNF+oD7FmJk9raQXCJoom3L69RqNZww38XChcymlBVv1caZnDBeNhKJ3D1x/yVx90hzHGsL+/x8HBAZZ0p3nXvHcg0+T9Bb5NGod0WwNurt3mlOcQM2HnYJdyZQ6kodfbZXPd4uRyg3Qw4qC7z9rVLWwlKZYlkzDGGBeUjWN500bHFCMUUt+tW+SOwyLTEml7SNtGhBGXPncet6OJBxZ+5SQbIVSLNmtXthEHZeZXizSrTVQa41gxzz19loOOxSjUFGtFFldPMsrGyKyAzsZUyhZrG68Q6YTVc0s4BRCpBUaQJQlBxeWRR1YpWimWmLC0MEu13sBzbdr7W6g44sKjMxSKIypln3pphmiU8Ddf/x5bW11m50/QH8B4nCOEotTnmd94jjujH7C916dUXiXWAu34CJFL6FnSRpgJRxKS2KBzIkFMgkWM7zmUqiElf4Vk0qKdrBNH23R3H2WwF+A6CSNtkSlBrVanMOnw0re/TbdtsGWJKIsYphlh2kVMaw1YEpVlWLZBChfXt+nd2WJne4+T1SVU3jKCIEVMsfS58L1ACAeBlQd+R6Ilh87+Z9hRFG7INQamv5mPMDuEPobiPJQQzOfmA/Phl6Caddx+TR19vpUKgiLVap1ef++uw5t+Issyer2c/EtrTZJk2JaLlhrHsaeNVRrHFyBTpFVla6/Fl/70z6gUA4quzcWzp6iXA2ZmZnEch81OxrX3dkhZp1AIuH7tPZYW6gTVmGvrP8IWV1ienUf6IaWyg6c0ZqLp98aMDvZYrJ/BIFk76JKmCtMdcGJmETkaMfIUY+Oyv21o79wm9ppIO+8LaM7Mcf3ae0yyyVHe8ZBuVUr7yNHDXaeUi3zfG2UrrREiw7Ic1tbWOHP2DI4/i+se5uc18PNFGfdz2nwkDh0jj6VB860pgGsiWnfWIBpRrNSxTB5lZ9pgS02U5AvwbO0EIoPXXv8pj//u5xilhtOPrPL2ZhulJ5C5tDa6pN2YcLBHv9fBEYJmqYy/GLC7GxOGGa4MMNqeVjsSDCn2dBeY5iV+tMhrII7vsre9weLSIucvnUK808Nmme7QoBcDVDTg2qtX2Zud4Tebp/HLBTbXN6iVyjQXZ6g3BZ1+xPXNCKOgqIpEI4eFuQV2ttfY2O7SmFvm9KOnkZ6g5Ab4VkScCNJRSqoytLBpzixQri1i14vodMCJkyXmZ2d56uIcvdYa+9tDZipL3L7RotsaobKIdncL11sA4ecOzbbxSprf+uSzfPUbLxGnY3ADhO2S13nyYmeONFEI4SDVdCeoUoRMCALNbLNIuSDQyZiC7aClTXdnwOX1H1MonWBusURWNDlXjRa0Wx12d3aQLDKJI5AuWt7dOaRaIbGRds7gqPRhfwzsbe+hLp7Kx79JsMgQpGTi7piXMmcDtaSDOmS8PETo/Ew7FtEL7tkZ5HPso8yTe534oVCQ4D7Qvzje8CV/NtT/I9ivj6O/b8UzWiClhTFg285RRJ+RM1jutloMh8MjZIkRd+lJbTt3jsrklfnMJJhRGweQLqTRkN7E8NKr7fxvptAs4cU8Nvd51m9v0x8J3ntvyGQYUSoWUUnKZ15wWDlxknZ3G+VonMQmTieoaEy11KDerLOtUwaxxXhQoG75DMIuQglu90e8242xRwa8IsYSWJbBtWwKhRJaWqRTkePDXcpx1afD4vTDsPB5bi9Dyhy9oE1CNIjZ3d1lcWUZAKUMrpNHG8epVg/xvofnOHxNc7fT8P7/BZiiST7gdk7rCuawlnCsPnP4PSYH66y9/WPmSjbCyphpFNlrj5lkEWkSQtmiNzigHs0iLU1/mCCLBba7B5SqRZZTw8btLlIVuHl1i52NbS4+ukKjXscRMWSKYkGzvFhmc7NPFKYYbSGlIBMGYUvQGq3Blg7GdpmE4VSrN6TWqPK7v/tPYHwbuzBHKAsoGVPyFfJgk9mSoe9GfPOv32a+WeXsiTnmZ+qMoz5+0afhGS5UGrxzbQ0znqVcX+Zgr8O/++MvU6mdJCgoavVZSlWJNfGYqAFSGvyCx06ry+y5C8wuWoSJg+MaJsmIS+cXaDY8hEhpVBZJxy5f/fJLdNoh1RNNsC16/RGpiqnUT6O0hZIpndEdnnnicTqdiK996w2KsxUs20JrTRbHeG4FhIWeqpghDWiD0hEl3zA/W8C2Q4wx+EEflMtk7NBay+i1O/Q7Yzr7cxSeaJBOEqIw4+aNDcLQkFqSLDUkOkKpGEv4ZEpBJpC2jVJTx23l3DXSpGxvbaGEg5EeUicIFHLaLXs3jXi89pffR23uQorvnzf3jM0jh3t/5J1TLDxs13q/HebjH2g2PJpbd+eN1grzALzn/l6inz/q//Vw9OJhF1OiVc43f9gkoZTC8vKt2nA4JI5jDrvXjuNoIUdDGQxm2rzgmXF+TEOu2oNECQtl2WiRb/uK9ghExBf+0W+jMpC4hJOYOIowWcpKs8soNiSWT5pmFK0SKmzjigy/oMBWbA012wcpmS+YRJpuP0MnKV2nSuqV8UWfSGsUEZ7js7S8zNrN2+y19rH8XPHnoZfoePRsJOaYzmoeGljTraTEsvIc5s2bN7l46XEKxQAxzT1ajnhfYNjDJsX72ftF+McfH6qkc7igC8FszaNe8YjGHeaXTuMFLkI22Gu1GWYxXrNEuR7QbrcICh7EETfWN1ECUAknF2eZ7B3wg+9cZtC2yGLY3RyQxYaFhTLKJJisj+sWWF6qsrM7JoomZMYCOZ2IAixHkmmIoihX9UrGDAddfu/3Ps/FC6tsXG6jKwUSCwI/wE330OM+suKj7DHDO4Ld27couQ2WV8qkWQujhkjbolqu8fHHT7O9M8P3v3WN//DFL5Fho8oerm+xdGIF199HjouoVFAsFXGsEre3Nym4A7RzFiMsJuEWj5xdYWHRx7MSklFG0Wmy0xpy0HGQssRoPKJQrOIXKiDLFMslhOWw3drB9xus39nnU7/5W1heg6//zXcJahWksHH9IlolME3ZHKJakBm+B/Wai+eC71gIUQTRptcd09nNiHoOUiuEHNHrePgjm5Lr8uorbzCMJP1I0tUxEyOxPIWlIxxZBBUjhEQgp12oEqkMwmT/P3dvHmPZdd93fs5yl7fXvnR39UI2m0uTImluoihKljcpWsZWHMSybCfBxAsmQCYzGSTADBB7MED+HgSYQQZIMIOMI0eOHY2XeJNMbbQWSqSp5tJkk71VV1V37VVvv9s5Z/4471W9qu4mm0oCiDnAxdvu9u4993d+5/v7/r4/IulYXbnG2tY2M5NlpJUoV2CGdZNJsHZQkhFDYbIB3OmNpZ+9vht8M9o3B//3gNzBnbSDg8UwtjHS2QczcTuyDI996/N7TzPlkfb+MPQ3NbkHYSjlcbghX1ZrTVG4gaEvfAhGeKXEvcCjACkkZqAPYwZqisL5YI5fZzBADAsTI+i1pjj30jpPPrJAqRRxdGEK5zqoIGFt4yrtK7tsbq2RKUu1NsFkaZ6d9jq2X9BPN+lVUxabjs6ORIVVCpOx3t5Ba4kNqmADctnF6BwROoxIePXVV8h7CYGOyMXt8fMDHjjsGW4fgB3dypFlGToK2dnZ4dKlSzz00EOD2ZHxBarVzd1itIPdSTBqlP56eB+HPZu9RBOxD9uApWdyTp45zfPfPY9RGhPElMslosKS6oTpE1MEukyrXbC12eP04/fw9uIi5VhRiSs0my12VpbJm21kUSVQEWubW2zsblCoBWbnJgjJKEyfUhQzNRGwut6hyBTWBjgVkNkcZwqEjAjDkCRP2Nxc5eM//SF+/NknuXr5TaJwlnaYcGymhjQpGxd7BJNHSLVFNFuIvODo/BGurWxDHHDP/VNo4bBpgem1mRib4dzKFX7/d79AvTaDlcJnPWuN0gXGNmmtRYhyRBDWqVQmGW80+OZ3X6foFZy+/yGO1GJmZmYQ7CKEIIxLrF3f5YUfvEFtZpwky9nu7oKaYn7uDEIHrG1dR2rB1PQY7baBIKTZ7fMTH/0gH3jgBH/xlT/l/KVFyrXj5E4jKA9mcRnG9QiCnFotpF4LCUSBQmClZHvDcOPqFklfYE1MHFbo5V0mpiLGA0d7e5ONqE2ga9RmJ9lczXDOEMmcemjYFgpjB8wvkxNojZM+2Culo4Rgc2vNG/rZBhSgLFgncSiE6IKwKK1RyuHhJjWAnixe9zJ6lx48KFu4h4mOlvl7r5iKtyEHIFYrwIq93AQvm+A4WDNW3oxkuKHswns7h/cnKRQG2bDR4P1+mrMQgqIo9jLjRtfffxUHbpxDUghNITUGhRE+8crTnAqkS8ElOCQ7200uX77K+vomnWYfJUOisEKRS5Qo0MqhA0EUhD5zsPByCcIlaJ0Q1yJqpRiZ5eRJj1wYCg1OCoR1oCRIyE1Ct9em1+v4akPWYd6BYnN4lPcBqVs3rX2ZtX6/z84gwLu33TtORe+8gx2erh5+HZz1bbb2/9NqTakxjowrFEKTC4XTEWGlTmVskrAcI7QgjLyXqYOQLCuoVqs451heWiRPeozVyihhMSbDUpAWCZs723SSFB0olDAgDOVYUCkrdOD54zifoyG1p7gVzl+zyfExnnn6KXa21hAYdFQjKsWUpUNnKZW4RjR1jCyooTqKsXpAFEiUDtlq9tjuJOS5JM9Ay5iia/nKl/8jtUpMoMGRk2UJjoxAG4xN6Lb7WCspl6sIGaLCCpaIl1+5wJsXrzI+NkmtUiUIAqIoItARa5sb9NMeRuWEVQjiECdCtK4ThmWsy8jyLlEUEgdVVFjGOEG30+Lo3DhPPXaW43NjJL1drMu8tzwwfkJAEEhKZUWgGRS+8bh6c8fQ7RiKLMe6rodZKTE2EREIh7SG7e1dhC4jdAUrtbeppiAWDiUMwlqEy3E2w7kEbIYUKVLkaGkpTEar097DzgUeTQI5cNYtUoJUXmjMwyjemRC3RAgOd+Bbceffo7m8xXFGHR14b8/Uf0p7/3n0gxugVEAcxzCQIvaVd7yhT1Ov8Oi5r0Pc2pdLG21+lPc4WeYAZ3wmqS3QGCQG4QovmOQgk6v0s5B//3u/jZIhD519hJmZGcbG6pTKIfV8hb7MKE1PUmQp15au0Fxfp6YKdNFCK4ELStRLIa6bYygQkaEvCkLTQxYxmTT0s4S+aVFkGZEIMcahIk0hvSbP4TYcvEY97qFHf6tZXpqmlKo10ixlfX2TXi8hCDVSy9s+BD+MR79/brff1zs1XanTznbIhKZrQOkyOg6ph2XqMiLRq0gkkQ0Jg5iVlRXisM70VI3Lb13lxtINxsoR4ckJWq0VdBzQdzlhELO8uoINoXF8giAIkCJHKMPMbINivU/eFRRGkQuLEIrcGpJ+nyBU/MZv/H3qjYj16ytUKpp+L2J6OsBuXsW1OkyNz7A71sAQMSEMcmIHqwSZ9GJfzRfP8/TjZ5io1SnJKn/4u3/Mc899hYfu/2mcanDx2lVSE6JKVaRKWb52gesXemy/foFHeIpjJ++n3SlIXcCla6ts9L7L0cYNZiaf5a7jEUoZ3r5ykR+88jKlyjS57FGqljjaOIJLp2m1CqIq1MZKpFmHLO8xNXkPW32HNDmt5hqmm/LgmWPMH/lZvvCl51laM1g7YLBILzg3MR5TiizGZijnyIxlo7PJynKKdjE6SIA+eV5meuo4c0c0cSxpbW3h0hZRPEYvD1FhiYoMQaZIFTI+VkMri0NTuBxrC4SW6MFStB1pv8fK9evk5iyeTzd0lcUgDjUsr2kwJh8I9+3373fvwreCboZFyt1NnvadtD2PfsjHH7BHf5j2XgeHHxlDPwyg3OoPaDfEtvwUX1KQm22yLELKOs5KBBlSxEgXs7OzjrGJnw5J4ZX3AodDeM0UhGceUiCEwbmMkt0XGxLSBxmdkti9RAYQ0mec5q6JMYLvvfxlJFDSZWrlCuUJQ6VURdFmvFIjcoKsl9MOAmZrD7LSn+DyhWWyYgvnHL0iJTee/9tl3Yt4pek+o0ZoCuEg9ucamqG2zcHmr5nBwzQO5zIYaH/s84d98QSEI9QlMJYwkKzdWObq5bd5+ukPUfRTRBgRCDVgOaQoCUpYlBA+ViFvXex7eP8O0yxvR7V0zsNiThaen+4ilA19UI0eUmSISo9W1qTZs5Qnytgwx8ZdNrc3eejBD7K+0yfNBOVaDWkNkekit3vc6C+zvtJDuGm6pocOHffdV+fa4iqmVUAW0pAzdJY0F8wWp+5aIAoVVmUEImViXFEKNCvLm5TULK1eF1ORTB2f4O/+wic4MSZ55cUXOXHPo1zf7HH8FCSdHs1MUhmfI4hDJrIeab+FfvgE9BukeR8ru1TjnH6vy8ULV5ibmuEHS6/xhd/7Xe578DGCqEeat1g4qlhZW+PobEgAbN8ISbvLdHYSXv7aK4x/doYwqNNPe0zUdjleO8KL5/6ardYKn/jJZ4gDwfmXF4njU1grKYWKWqmGrYyRdkJam1vk7ZRaI6RRmWJnN6FdLDFeniK3KWK2TGtnl5WdkICc3/j8Z/mDL/0bvn2tD9ZSDgKmx2pMVWIwPaSw6Eiys7PL+qUWGot1mtSUcDJmfK7M7IIjjB2YOmk3pxbW0amhKhP62iC1xpoSEsXxI5dZW+xBGpArTaoKdGAIcYg0R4UxRVSQrS9RdNq4KKAgxooETQ9VhDgnyFwZwzha1oisReJwNiC3g1ncoX45OuuUamADGEIr+3E+Zy04ddN2g08DezaSdLX33eD9ABZmD8rxtN2D+/NFS+wgkOyEHTzGzueTvMf2I2Po37ndPHqOsj2UUgOv3t/gVrMzYI4Mkqjw+JwYeL1DiVHnLMbuix+NtlG1udHIvXTD9H9FFGoiHaKEJEl77N5IcK7lYwVOUlKaknCEUvBamhBrxaoLUIEmLXKfiAPkpkAoP8r7qeq+hs9oItLw83tptxo4jc0pRyWEEfTThO3tTdK054tEy32qpRMwJKzuGWzjq4HZwfkM1flu52HcefDIIuQAKhM54+Mxs1OPsPT2S5w8ei+ZFZTjEF3KuOv0NI9/8G6Wrx/npZdfIwgCJuoT1ESD7sY1Nla3yagggghHF4elNlbmuJrn4ltLdLodL0ltLSuLFiV2ObZQI4hTUAW1WhUKy9zMBN9duU4phKfumuHv/a1PEqg63//BIvc98VNcuvR9HnhglqQNuxvbHDuygJDQ63Vo9VImZmZ9qcBKSNHagaKPdpp6vY7pwXe+8SZ/9gfP8eADH6etehTWK5JmeU4YSsbGK6hAMj09zXbpBVobmwhTot8LiTsxWd9xYqHOeGkXGacsXVrhn3/9/6FRq/OpTz1LUC0wOHQ0jwgWEG6XOCoTTFbZWlvBFBKnQ8aqVdJMo7RhrDbG+tYqYSmm30noZRlpZvj5v/13SL70R6zcuI6Uklo5IM1TtFQoEdFv51x84zppL8TiECJDKsXskWkmZxroWIJxWCfYbrZQtZTK2FE22oZcO6RSOBWhlERUKhjdxbmIAosLBEZZCit8wRSpkFpRWF9EnUivd+Q1AAAgAElEQVQN1CwHBtUVOKcHz40b9NER2Q5hOcCThwGKOPrdD+lqv0sb2hQvI/JOXvlw9uCLwu8leTkAjRfguXPz/T4x9KPN80uHrJJhoWRrwRUOgaXT6fkL5IY32afsy72qS75Qh3EOYd2gsPjNldZHjaoQwqtpDCvYCIeUCmtzpFLoWBPZ+l7xZmstWZJilaNnHVYolBAUpsA54fP4rMMKvMCWc2TG0yeHxzfG3DKYebjdapAa/f6wIY4iTbuzixVw5OgxHn7kLAhLECiMTZE6YggFHeiYbviAHKZ93Xxetzv2wTayjXA4ciAF2Wdyepy0u8nOxhW0qCJ1iSwrCF2Vn/jYx6lUx5mbcRyZ2SXrdSmFmqlKiRsbISbtI6KIfl4QSA/bpSanXC0xf2yK7a0W7VYHQUA5WmDp6gZaF5y8e4I875EW24yNz9LeXefZj88yHlf4b3/is+y8ucrlrW3uvu9ezl06xyMPnMSku7Q2uxw/dgrnDGmSsrm1S7lWodpokDuLCSqUgzLJ7ga21yYQMX/xJ3/J+dcvsb1l2W0tMnMqoFTyNVgLV6BDw9h4iTxPWVg4zunPVXj5lSVavSm6/QDZhGpURdYDArOBS2ZYW1xm6doq1i6x3W7y7Mc+xAMfeJgsqCNUgDYlpJVEkWZ6epZmax1rM8YadYTU9HpNWq01pmdmaLZ7CEKSbkKvv8vaVo9/+MvPsLOzwx/+xV/STK4jo3EKE+ESxcriNrZXwiGxNqE2FjE1PcbskQkykyJdgLWCvChob+8yPzvOxNwMa+k6plBYpb05k5DFZfpBiBIxOZZMC5RmMHMHURifSOXcwFlye1IchyHG4VKYDD2kSf+weMl/YrspXjVKlOPW760TIPalF6ywPh1SvDfZtPeJoR+lHflXMcxwEwP6oFNYA0GoPa1qaGhQgA/QSo88IAQoGYxAC35svV1gZK9jODsC7gmsyxAIrzFuDSVCIh2Qm4LUZAhpcEL4MScIyQZTQeP8oJMWOVLIwblJlJAYm+95yofbD0OtOmyInXMkaQ+pFI1GnSeeeJxKpUya9ojKVfI8JYrLezMe6wzWDUIDTiKdL/IyOhiOQjTv+ZxHWAZ+0Exw9ChVHDvdGzixThAWEIb0WjlHTz7E9UXL9fWLbGxdZ3KiweR4lYoWuH6XalCiKfpk1pFZiwoiEBBGJbKkz9T0PI36JFevLrG12cTJTarliKuX1xBETE2WqFah31vh6WeO8fm/83Emxo/yxf/7BSJ9htn7zrC48yZPfuAU6W6HtZWcmYkJMBYnBP0ko1JrMHNkjm7WwzpBKwkgN5T0GGmR8Md//Kd8/WvfQekSKp6gb1OWl5tMT08zOVWlVi/RN4646vNDQlEnN44PPH4PKzcsTsYgCrSQBCIib8PqkqHTTKjWBUlasLre5Et/+Bqy/CinH6ojywbbEgTCkrmEciOgXJ2l3W6ytbvB/PxRwqBEq5uztHyFmbkFitwQlmLK5Qm2Nq8xpjY5c3ae8frH+Jf/7+8jiLBGsLudsbm6g00ENoSoFHJsYYp6o4Sli5ICYyTWKJq9NhMT40zPzlIoSyYKcqEQSiHUAGaNYvIgRAZlrDPk1vq8EqERGozpUm3Uafe7tDptGpXGAOv2hl8IsReQdRisK3xQnQEM4tx/KYf9XZs7MCDdhpgwyrwRBkTBEJpFuMF3Fkjv+Lg/Mob+nYzFkP/tm/fIhZDEcTxI6PFqjkbsV0s64JULAcpny1pTIIRGkA+YAgMIZyBrqrXew+qHbd/4e52MIeptrfUJHfgArnQpLssJpURJg5GWfOC1OwFWGJyUe3CRUt6zF8JPN63bj1P4rFd5wKu+nXc8et321C1HNGxGr4fPKA5pd3yWLWKQRxBFDOmpw3KM1mUIsX8eUgkCfCEXoeXe8Q7z5f334lCnvtVMxOOOfrBwaKVwWOJSQJ73WVt17O5ApeYTaHLrYa433nqVTr/H0uV15D1HOXJ6ilDkRCZFxRFL/ZxwrEYPg7SBV/osLEpLpPSCePNzR8kzRytZI83KxHqK5atd+i1Bvdbjl37pKT7xiQ9gX1llW+1w5r4jvN0zLKY3uOvYadxai9ZWk6mpSUphQLvXZW1rk6hcYnx6gl6WYpygKCyuiMiTFFcILlxY5gevXyCsxgghKVwHEWQEQZXtrSblSkhYFcwfmeLhR86yuNxmezshNRV/zXXs+etlSRoLVjcz0nXB5tpVrLYUpoxSdQjrWBXw51/9Kk9lT/DYUw9TlhalM0LlSIsepTCkMTVGlCTsdlaJqNGo1bAY1jduoGWFRrXG7vYqZ84cwWRXeOuNNRZOP8iv/crn+Fe//UcUfcON5U1MISiVqiTKMD0zxth4DRk6CpOT9nOwAme9p2WFJSyF3k/TwpfEjDQoiZYGXYowAuxggFBBBNIS6BJJ0vPxMqXYaTVZ29xgYW7sQN9zzidHSb2vXmmt8UbfWoTU/jkWPnblbcjBvmntzbP8dwuAHo5DGWMPfH84mdGQM8wncdhBkFYMZviD49kuRZF71tMAlQCFxfiY2x22HxlD/87NHTL2EIYhYRhiTIEOJMbkGOEwJsc5P5L7kV0MvPiBCJNwHjJxBmcHnNQRkaN3wsCFG3Br99L0942XFZICA9agpDeKHjAqwDkKA8447KDc2fDINx3jMFxyyEDeymAezIC1ezGLYWERONgJW60OlWqVjfVN1lY3OHb0+N5/yXODjkJ/nFzgjKMoMoKgRKA0QRBhTPc/Z3Y2Q86ytSCkpF6v00+6nPtBRhTdj5MhaZFQkBCWDXFskd0WtdUS5UDw7JMPkjQ3ufHGBXazHrMTYywnfcIooEhSXJ7ipIf5OkUPhUDFmrGJGunGJt28C65Cu5Oysb7Mr/39T/OpT36StRt/zbxaIK4o5hopnWQLZY/Qu9Kmu9Zl7sQcVPskOwXbzW0mpidQgaZwFmMtRZ5T5Dku6xKiWby6zl9+4yVcNEW94rCuoNfrorQgy3KEkVxZXIQb2/xvv/RPUTqk3SowpgGigrGSwhgkKbl15HlOkVk217sk7iouG8eKI8igjC4HhNWcLF/jz//kqxS9MZ796HECLSFIfY1XESGEIKpoXAiuJSlyy8z0JHGrRaed0O+0uffMNKHu09kKIQpotlLOnDzDP/0H/z3/6B//rzQ3dilXG+z2dpm/+y6OHJ9ChQJHQZFbrPF4tDG51+DXXtG1XouoV0tkUiGCCKkUYSDRE1Ua9TKhKxPmGS4MUNIRi4ggh06aoYOIopmy22ljxV7yuu9N0s88nRw+G3idp6EdGXkm7oROPGrkD68/+v17GQj8rGL42duTYV5QpVKjUqmAExSu551Am/vkr6LAGsiy4r9G6GbYhkkMcs+jD4KALO+hlMQ6h1QWpR3GDKlLDiEZeNAardUgwDEYHEwxKKrt26jM6M03bpgsMXz15+KEN9mJVCgliLXyXN8spzBgkBS+1PNgKungDmCYH5azrrUeDIIH+fHD36OwRLfbZ/7oMe6++zTWehhMoOh1e2xsbfpqXdZrm2ggS1JSl6FE4q9E8J9BeW8vKKYZqiFKoYmimOWlt1jf2aU8VqcQOTJTdLYTnA2YGB8nKVqcODoJ+Tbd5g0q0kDapKwk9xw/xuKrr1AojTb+nhoJTg0T5gSBkIxPV4nCe7l8ZYkb1y8zdeQYn/v8J3nsift45aUL3HVsgd3TIcJa7p6b45FSiXPnrvCG2+LImVPIOGZjp8/O6jLT83OIUCOkIsfirMHZAuUs45HjxvoGz331m2y3BZNTd4FJoMhp1Pt0W9sonYLU9Ho9fukXP4sOFJcvX8WYMbJ+SKq2cTJGBBHIkCIvqNbHWN9aZqe5iq5FnhElkwEEonBFgJQlQuA7z3+ZqPoTfOTZe8lpooTCuBICQZInJJml5DSbm2tEfUGtEhOHBfWK5uTRMkna5NpWnXIpZmLmLq5dXOHqpWV+7uM/ybk3L/LNF89Rm4iZO1KhXFEkie8nzmqMsQhTAJIgiqmUYsYmKoSBRJETqYBAa1QYEGlNJiyREp5l4zz0mecZUkpCLJValUwGRPlBeHMvlOoMbs8pvDnhyA2ew8PPxaHOeWCbw/vgNoZ/tA2TOA87b3vb7QWA92NyXra4h1YBExMTCNXwTDoKnDPkeUoYxhSFRck7Z9+8zwz9frPWkqYpVeeTpqTyCUd7AVo5TP3307JRut/w3gzX1Soky7LbetHDJp3ADAKxBzPkBsJXOgAlyBykaYYtLMZKTx8UgR8XXHe/c7zDsW7XgW61/mjdSWstQRAcKLhwGMrSgeL48RN8+CMfIYpKfhpZOJweQlcFzg3F07zMsw4jkqSPM9BojP8XqJ8jCXRAXnTpdvq89dZFLi5fodvvUKpWKFxBL0lpNgvmjk4S6z6Tsw1uLN/g2uULPHjmBPMz41zb2qLIM5zJscagpERHCnSAlQKhJIHS5FmGdIJ6cZT77h3j6WdrPPnMo4w3ymyvrmA6ZSqugv6ZhOl4HNXUbL94jQcmK8x9rMx3L11nbXOCzeuSk8fmQQdktiDPBmyqAfQWRJre1jr/8Q//P3Z2eszMnSAzmjCsIWVKSWYElMhYY211l0984hM8/fTTrO1cpFar0+9X6RETlLeBgNwJkp6jrEOyXsaTTz3KOfM8m1sVdJDhSi3QfVRQpigmcP2QWiklt2t8+S+/hdRdnnz0FJFSvm8a6HQTVCgJC5iamuba0gXWV3vce89JxuoBr7/+fU6dqHPyzCNoqWhtt/nr779CZ7vFqXvOMDEzzX2PnWWz3WRlvUWn2yQKy95oEUCRUxiPk/f6HeK5cSbHGmRFG1vkUORYVUDiSGVKIASSAmEKXFEgtCDWksBBWuSoUog1FqkV5hb6L6NGdfhM+OfpoEf9To7W7WbVt6NjHv7Nf7bvuP5NT4CUOOcHyW6nR1EU1GqzBKFCSi/mZgpNDkgZYsydm+8fkcxYe2ARwh1YlB542FZinYdDHD2C0N9kJcpkTgExtoiwaYByMVrGPjvVFuBCrJE4O5jKuQIpvWETeE/cBxn9Ma0tbjqvQvhca6H2A5LOCaQRaBcwIRSVAmRhwSgEwSDICtJlKJF5w6MUagR/P1wseLRDFEVxoLP5WUjOXqbf8ApaAK+TjsvRUlGOK5jCB8EKIymM1/Ap18c5feYBtA59bMdZtHJkJiEXKdI6pHVgHNIFKEoIYjAhWpUo8qHA0lA7ZDio7i/OhuAiBKHHZhF75+zIB4sEF/gALylpvosOFe1+wMZ2ieXzMd2NBdZXp9ncaiDtFM21hNYOODWPrC0ytRByY7fPxZUOO7pBPjvOTtAncwmRdShdQYUBIvDlFqUNsKlEpA6VWzr9tyg1LvPZX5jkxPwKq+dfpGHH2Gx2eKV1jqPXH2Ry7W6WFtfJZ3L0jGOmVGK6KzBXljjVUJh6nSSU9IXDBBL0YJAtCiphxGtXLYs3BGE4QyhDYpnhXJugVNAVbWxd0OxLqtNlzj5ylLy1QSMNqWeCe++uoWuXEbJBZnw8yMqcndYWucw4et8Udz8+RbuvKGSNqNpAhhE5BUgvh1EYQaDLkK/z8vfOsbsdEIRznp5o+kSyT5zniMkGXVcwPlmiUWpy3ynHfacEdy2ME0d1poOYkzN38cKrCdvRSerHj9NZb2M24aM//mP89Ofv5tH554maF6F3A1esedpjmOGCJQJTxSQRcVAmCoXPVk5DBNPYooELIkyQ4WSJRMR0bQBBhVBWUKJCIkK6YUyeFoQ6JRYliu1xAisRIkGJOqkpKITBsF/0Hvws1xmHdBKFRuLrUwgnD7wXztey8DRfgxzKoFg/uxBOgJE+xiesz/sQvm8JrPcBh+wFkSJkAUP5ZOd8xrrTvt+bEOkChB3AwcqQFV2sLDDCsttpst3bwAaGQhgv3BCXkSrwom/vwd16X3j01rKX0i8QSOEpYnsBx0FFJCV9UGMPZ/c5CX40HLThKL2vGmdvKprxjoHhkf3AMPvWf85zH1wZqg94zv7+Ma1z2JGbcyt46HYeuxBiQN28GTLZk3UYtDAMqdbKxFGVyalZ2u02vaRPrVZlYeEok9PHqNVqe1TQoZqnl5UI9gKsQ+hHvasA1O3aUCfonX4fnrfEWUWW5oCi0+5jDfTTFHSIkApjLFvbu2zvtnBljco1x2bu5gff+Ra7a20+9dMfR7gKN85f9BzxFK8ZkxbkGDrdhE6rz+TYOBONEm9dfpNnf/4U//x//J/hxib/1//xBaLZRzm/cZ3p8QmKxR3+xUv/O9Mz43zkmQeZGG+w02lxY+UypXqdDzy2QLtbsGM1QRgQyNjPfpSg029SKTV49fU3+dM/f56oFBPHEUKBcBol9MDjVaT9nInZjF/+5Z9jbiqAbhNrJFZoGuVJTi7cx/UbTeJAkDuJDWLAkSbb5Jnkg09+DO0u8tJfv4XLZqjEYyRGYGWCc32kiFG2TilKuLG8yhe/+Lv83M9+mmPzE0jlSI1EhTHt5jqNiiQqV3nwgz/BzvolylGDI0eO0en16W12eOuVryP7O8ShoqNn2ak2mWlYxlTKk/NnefJX/wm//W+/x5e/9Q2M1FQq47h+lcKWSESLbq/P2NQCqNyrxsocY1McFolBCoPSjij0AVRlHXlRYG1BYfESETlYY5BSsL6xhJCn0MphskEc7TaiYN4h2RcPu5WHffN7cegVn2PiHJ4JM6Q+7v82ypvc39ZwUNrY4cRBpy7P/P6Ek2it6PcyMrtDnufMTE0Tx7HPY+Fmtdh3a+8PQ2/Yw8R8AoQ4oGEhhCAIQwSevz5MeR7eBCnF6KyN0UzOIXxjbjE43jzFGrnZIz8NL3qe+2w21D4T5cAU0tk90bT3QpMczTqVcn+/h9v+AOUHsiiKqFQjjh49igo0Snmj7qUj9rH84TFGO93oAPjDUdHs/usBsbLREy48DOY0IAiCGGsDsJKtzR4qCsgFpFmOijToiF5WYN2g4pEbwzJOpXyUK4uLtFuOKBhje6tLYQOKvs/YzFNDL+1TiqucPHGMUMPi5df41V//JX7hHzzKxvkrzCclfvN/+J/4na8/jx23jIcl8iuOIydCsjwlLFeIapNcvniOTq/F3LExSrZPf22T7vWMIIy9Jo6FJHc0anNcuXiF3//9P0MGU4SRJslS4kBipMXZAJxCyjqmyPiZzzzJmQfOkHU2UM6x1cxxIoQiYqw+T1RIFpeuY60miso4FxBXJlHCEccVPvfLs9x9+jh//ieX2W4mjE3OkRQ7njnlArCCwArqcZXtjTa//W/+PX/z5z/DwrFpChcihaIc7dLp7vDo4/dTK6d0twXXri7xxOMfxOSaP3vh26yvLTFWjTk59QHe3gnZDHs89eEZpsqK69+/iDoxxj/8R5/n8WfG+MZfvcwPvtcmKk6R06crdhibrjMzV6ObdkjyhELkoHJQA1lhJZHkIAqMdUg0zmaEkaa/2yU3EKsSuekjXEqW7SJElzCw9HsGhcY55SOxexn1YoDJe4aeGxAk3tnA3wqWGb5n5L2PPQwNuv9ln0Hj8fyRZ0LsbTrYZkRN00KeF/S6ObXqOKWoRC58/d+0nzA5Ocl4vYFS6r/OUoIeahlNHDJUKjW03oc/8jxFCD9V9bUJ9i+iFz4ye4ZSqZEEBGuxA8mBUeO2Z+Ru0fwU7Gbsbsj0cex7APsBmAFvdgSuufV/PXjM0fPwLJqbKznd5NFHmjD0NMkgCPbWUUp5r8B5GuVwn0EQ7e3PWkeeZ4iRWckeNCNGlndtQ7nhd1hFmMEKXl7WFL4qUJoYrl3dQOg61WqZtN8BGSBlTKeb0ksLokqIDqewtszs0VNsrG7xe//hD/nos89QqdXpX1lBByHdtI21hnK5TDmKuL58lZ3tNX7usx/hwx95mDd+f5GjCyd4cfUaE/03+Mxn7uK1V8/z1a9/jfrEM0xMTFIul/jWCz/gm8+3efbZx3jgkftApsTVgLEZr9+/vrlBnsQ4QqQocfmtRb7wb79Ea8cRTEVkeYEKJFnRHMhbRDin2Nna5INPfZj7z54lzSWRrKCUo711jfGZSVxm0UIxVS3RrsYsbTbJihwZRpgUL1ehpyj6loceGqOX5Fx46ypXL7+NlrMYW8VRIOQOgStTIKlGJTpJnz/78+c4fuIIH/3YUxQ6oN+/wOOPPkAcWZaXrjI7OclYbYzLl67x5oWrtGplwuAo2zeukC6e5+Ts/fz4U48yOdPl0vJV5o4fZXenCeoiTz92lunaBNde+T7nry0RzlQodIeFo9MEUYS1mqwIKFwIQYTSEVILb0Vl5KHWAmQQ+eC5KuGs1ymyuUFHEUluESpDyIwggMQZJArjhmZtWFnKN8fAyAvPqPcxs6EnPlhnECTdN/z7WfT7zpvf2976GHwm/p4/OuL1H9zXnrGHAdlhuLojCELW1rZYXlphrDHDyZOnoOQdySRJWFtbI+31mZqa2nuu77T9iGD0B2GMw8GUIVzhPWeLDqBUDvAJPZ5CqJQiCAJ0IDl79n50oAaG2+Nio1DL0KAXRUGapnu1ZUeDmu8E5ex713LPEx6FQEY94lFPeTT6fvi3w78P2/A4w+Xwed5q/SgKEAKUFgShIgj0HuzjnNtjKw2X4bnsV63a5+APm1KKoigOUDnfcWGY1HELYTU3fABHNbg95NTrJXuLEI7CGMrlKkoGhGGZPLOsb2yhZEA7yWj2+8SVMnffd4ZOv8l2c5MTpxaoVCOsNJQrAVOTJaYnIzrNGxybq/Jb/+wf8+u/+nkmJ0s8euZBhKry4LOf5uGP/g2yPOfBe6b59KceZeq0QjjYWNtAqxJxeZatXUEm6oiwQa+fkuYZZ04rjswbpNxEiSbbW6v8zu98ka3NNuMT8xSpo7XbZunaZdbXLpHnN2i3LxAEa8zO9fjMZ84SyTo2kUSUEX2BTC2drV3au1toYTCuYOHEMaJSgJGGnBwRBehqg0xE2OwE0tX54DP38bd+4UM8/FiDTvcKUljSXo5SEXnSJRCWIs0ohSWazTbfe+FF3rzwFmEY8qGnH6dWLbGzu4FSHsYLwzLXllZ57qt/RXuzRaM+R2X2Hja5QWq+yX3jO5ypHWX26FkuFW3QBaW4zluvbtPdCXj2ww+ggmsEgUMUY1inabctrXaJbrdCmlXJTYm8iOl2FLs7kqQf0esG5HmFdluxte1YvLZNL9EkfYWO6ghdQuiIXj858PwO82hwEin1HvNlmF8y6mTdzt445yG1ofiYn40XGJtjrI8vecbYcLbKXj8eMv0O2za/DJ3DYSxyvygQWLAFJktp7mzz6rmX+fpXnyNN0wPP/s7ODouLi6Rp6qtt3WF7X3j0zg6nYHZghJ0vBxjIgQEzWJejCCiXK2gVcuGC5816LRyNdSmenuSDm1mW7e//XSLwo+1wctIBiAbjtTr2BpP97Ld9g7zvhd8u+n674w2POQzSei99X+d6eIxSOSSKFUGgBglQGqn1noTt8Lz3z2H/nAQCrQfFSfbO33d0KX0Q2nfUd6NXDr31Yem2W1xfp/yUlWHiVkGadpEKmq0NIhUyXiuTWUOgA/pJShxFNHd2McaQUtAvMmplRX2yxql77mLp+iKXlxYJ44CpuXnSokulrHj7zR9w8tgCv/XP/heEAC0Mb756njMPQEWeYOfaVS68sM1Dj96PGGuzUM65dOUlNpZ7VKtV4so4qlRm6foO3W+/xuNP3Ee9Mkm9MUZJJOy0As69dolWx/Hc116nWouplMdIE4fMMh45e4aP/eQvEoRt2u3rFHmbdruJUopqeZk4eBBVKHTS4/UXzyEzRz/pspte52R1CnQJKyQLJ09w/tJFglATCEGlHFItlzBYSqUZlC5RiVM+/eky1v0Jb1+4xtGjT5GnYwST68iwTCd19POChgpJ0oA3XnmRsYrhmYc+RBRL0qDM9GQDWRTcWF1lt5Pw8GNPEaxntF+/gj51jCNP3c3jj0Vsb79N97xl9tjdzN9fp7ezxMbKJqX4LP3uLpm9ytFTht1uQuQmyFPN9ZUuvbal1UlYaaZkbhsrJKGShBqS3Q7LK30ioZFDuRKjfHzL5bQ6CaqaYmWdwJVIjUIHITqO/OxvMLM/jMUPnqARJ2OPkDnaKQfbjDg7wg4y8Uf3ObqFYd8+De2BvanL7+P6A6KFAzWQFHHYgcxD5uMUKqfVXOf555/n4YcfZm5mdg9JyPOcS5cuYW5ThOhW7f1h6J1PLXUDTnxcilBKoJQfHb3KnEGKHIRBaTxFEIeSnqPtnBvwVPd16kdf78TQj0IlNzmpzsMy3tsXe14EHKR4uVvs7720Uc/En7cdxCP29xnHMWEYDmiWgyDuAJ8fll28aZAamcWMzjpgv78eoKi+68W6k8FAs68C6ChMSj/dxdqCeiOgs93DFQkSBdYXow51QGt7i25zl/pYnSQt6IiMShAxOT3D7tYmN65cx4qYXs9SqVQpkl2mJ2r8yuf+JkmrTa/XRwjFsamzZO4K1y9doVoc4b6TJ+i1OiSZ5fxLL/PoyTNUy9tsbO2wtr1MqGawMubNi1e5urTMj3/4aU4eP8K58y/wL//1FxBynLRQzM/Ps9tMaO52WN9apbNdcPXtNX7vxstUKpJHHz1NtQqNUkC3vcU3vvIf+MmPRIzV67x9/hy22UHbKuNTc7y6uEO5nlOftuiSol6qcmx2ls3NVUIlkZ1dajNTJK5F0oqIVYkwLlOOLP/Nz36avz53ge88f4mlaxnV0BLGdVBl8sIhdY5SYDpd3n71u/zmb36TX/yFn+PEXJ2V9hbt5hY/ePk1rA1pjM1SHbOI3LHRvMoTT9/H3aePYjeabL7ZZuXC95neajB2/zxSlHntxQ5pP2Bq4QiTsxfYOp8hkhRLnTwNsaaGMQFZailCiZABSOlVRkSN3JUoComyjjBQZIMMVusGXSvxSYimn7G6lnwVCNoAACAASURBVBI5QUQJtEHkdgC1OKQaGN093F75fkd2oCfeZBMOQav7nvhw/aHBH+LyBpwafD8UJBvin/sDyt7+8ZCylRIpDM56Qb8062CKDtWyJssszWaTc+fOsTE3z9mzZ/eE0IZS7Hfa3heGXkqNsRbrLFoparUKOvDa1EOTq5QiDH1GZ55nB4yVs47CFnvG9iC2/d4M7ug2o/je0KjvdcYBvDOKw40a+lEjeyfH2//MgWDMflBZ7U3x4jgkigKiKCQIY5QMkVrt8etvZehH2ygcJIRADvD9wzDRu1+sgVcjBLc0+k4P57oARLFiaroBFNx/9i5e+/4Ord0dwrFJ0rRPFAQURQK2YHtzg+rYJNaCMRIZB8SlBnMzFdbXEnbbBXE4jjQ516+/zaMP3c3c1BRvn79ArTrJ9ZUdJqdmSS5FdMspC48ndHae55hOWH75PE/+2M8wdvcDzN+zw421df7qe6/Qsh3SLCGIApLE8uKLb/Kdb73CC19/nlY3YnJ2HAe02z0uX3kbIXMys4Nw8JFnnub0XadYvb7CH/zev2NivMxYo0S1oknSNn+8+S84vXCaoKOpBRPsrmY4J0h2yrzx8iZ3f8By/OQCmJSZSg26Teqh5ntf/xoz1tC4/ymypEPu2thMEdoGJTXGhz94hocfW+Hi1Vd47ksr9BNHr9/BWkfR7dAYi5mdqTBWEmy24Ytf/CN+5W9/iqy7zl9948vEUZnxqaP0spSNqYyZ8So/dew4ajPnhX/9Ogv3TTF3MmZnZZtut+D6mxlT0xPMHltgfbPJ9eWCfiZwGYishVJHyI0DIt8/dIAcEAWkEOCsL+EpJAoohGfiFC7zUiPa4fIYCoOVZZAlkDW2dlaZqFax2s88rSsQA7r0fp8dzB7drQkGh6Gc0efPwytwMCDrP+978cPfBh7+oWf34GAyjNOYgfSJ81pPIkfIAlvkFHlCuXaMfr/PxYsXaTabPPLQB4jjeI9QcaftfWHorRFIkSOlpRLDeG2OWNaxRQUZGFzQx1FD6grWRrRaPYQqY4sUIR2FTcDme5pkYRhjiqFrMFzuLFwxhI58oNwHJp0QGCeQLvC4IApjPfThhMQ5HwgOJWR2Pzi7V1neyX1WkRyNTcgDhtUzYCLAILWHoOTwZyvQOqYc1hEyQOmYMCojZEQQlJBSI5QCGRBI4QWebIEQikAH/kGTkizLsFJ5BoTwuHwURaRZhlMOEQgymxEG5b1zutWihO9awomBPPTgPzBCqCzquPhtT7rJTyCZJ2n30aqgzBFStr2iZt5HCK9lJLREdiXJ9RbJqRpKJQiZkaQWlwc4NJnOEOoyaf9NtvMmDz16kieeOAJhxpe/8S3eeGuZ8cl72e0VJG4dYSq0v7jJ3/21p/jJn76Lzv3386fLF4luXIDXFZura8hWh87yIiZ0pGVFuDDP+Tc7fPvFF7GpoRY3uPLSN8gScCmcued+PvyRj9LudXnua+d57t89z1eDV+i5bX7q00/w937tCeKwS6XUpt/Zon3pBq++3mJTW5a2M+KqRCWShnoY209489sBk5VxgvErzIy9wU89KXjzOy/Tqu2w++YaybXLrPbXmHlgnqn5eaL6cZLtgO9/+yu8vfg1gkqTrc1lyuUyrmhTimNyleMISYspdrsRrU4PE3b4rf/zn/DgvR/iYx/7DFOTfUISVi700bs9Isq8utNnt2fpJG0isYBsWprdgrnxCvOxZGN3gudfXWFra4uip7h2aQMig9MnKRcpMuvTT5pkDiIhwGoEIUqGnk1lFylhcIVBarDKFxJRRiDzAlNq4kyFyGnarklHVTF6jNC0mMgkTeszrKUVfht8sfeUHOEKAqconNvTq/Kwuhv4JAMahxo+70PsXR0w1GrPZfMlinDSq2hKDy8VLkXZQ+Z1+IwP9uFEDgasUwjpsKKgcAXGgTMlwmCcrm2iVYQtJBvLG3yv/RL3P/QAM0dm3xMb7n1h6IGBfoulVCpRKsc3iWnpQbk3pRSrq6tYV6D0wMAMvGqtlReZei9e6S2bx+MEvuCwwMsfS3EzHGJHEouGvPHhbGA0in+nmP1B78T/ryGXXylFEPrMuvGxaR+f0HoQpxBw6JoNmw/CGo/lj2jMD2clw2OMBrbeS1zjtv9FZuAU0miEs2TJBs3WVZ8ZaTOkzMiSjEjVUWGIDiOMMQTa0uls0++uUqlr0rRPqVoiKsf0uxmyCPnIhz7B3EyZeKzHk489RKwihG3Q63maWm2siipbZBiS9BRR5Lj39L3MTU0wU51GLATEoWO3swb9FlGsODXzAH0KkkbE0R97EFOt8MnP/g109Dbd3YS1pQ363YydtSbNZpuLa7/LjbUdtgxkMQQRfOSZJ/n1/+7TnLl/jCJtUgkdaa9Pv3yNykydVur4yp8soVzI7mpBgPUaP0LynW88xyc/dz8ffOpDzE/ukq13ePlbL/HiKy9S2DWWm4tsf30LI8AUVdKmJNCWR56c5wOP3sexu+4iCAKcYFD/NmNITXYYVBCQFV0qtWexJqc+UeX03Q9z48oivfQ8QVRju92nnyUYZzl91yzz0yW6O1eJooiLl68xt3CWjZ5hYzchLI1Tigru/8CTXLu2S2gbGJMjQ1/WMMhyVMigbGdB4cCZ3DtHQg0MryMvDIVxaKMQVmCNReNLdeIkRWGJamVsul/LYd9A35zVOmTWvGv/vIk1c7jJQ/t8b5RHIbwWl/OSmwRBQJIk5HlOrKv0uikyCpFSowJBqCXtzi6vvfYaM5ubIMI7Ptb7wtD7QgKGUimk0ajtpfd79UUxiK5rpNBsrK2ztHSNYfIPwhFGkjiqUq+N0en0aLe7Nx3jvWP0Xv4Y5ymBUiikKHDO1xbFq9cDvhPYgSs7LHoyDKAO93enhnOYN7B/Hr5JCWnaJ8syquMNfB1ddQCqYRBM3WcXsGe49SCbs9PpeOW/QUGXIFAMqZnWWvI8p1qt4ms33zzFfU9N5DgXIWyEwBIEmxyZSym6jpnxkJmpEp1uFx1nqEgTlRwgMeWIJO2Rdq9Snz9OSI5QAi1KkPZpbe4yN3GCE/MzVI9skyYGS07a6bB4dZmpmQWyvIM1OWRQjSa5sdyiFMX0uwmykOhCITC01hex3S0EgjAOEKHExbBwcpa8HHAsmkMFEiU02gXYwuB1MqAwOUhJpl8jCOdIkknyYow4rnthtaDx/1P3Xk2SZOmZ3nOUi5CpqrL0dPf0CIwAMLsAdqB292r3bo28IG94RTPymv+Bf4H8DzSakWYUZlwssSC5CyzEYBoDMbpnWlRVV1elzlAujuLFcY+IzMqqrl6CZo1jlpaRGREeHu7nfOcT7/e+DMspOZ7J2zuM7hccXV7S/ptP0ExZxhXTLNC0FwyCIyslurUM1R6z8+d8/Zu/zkdH/xsnzYDDB2/z6N4huw5a3xIbwzi7BUZx8NYYXyrujKep10MqlMloL2usC3g8xhgad8Ko/BKnRzVZueT//pP/hz/4X7/H1770a0x27lKHBR6Lt5dMR/C7v/U2zr5Ai5ZsMGbvsOT/+OP3qWKDKh9goyfLAu9+47c4OvsLYhVoXIMQeylyFQEbHHTKbYLQaSYrEBpkJIqIdeCiQokMpEHJgBZDRFRIFGenMx7du0WsZ2nTiFd7T7bn6d+XkU/ReLeGCNfSNK9q2rpa9L2O5LO2XYMniKnPpfUikTAGi0SQF5p6teTx4yebsOMNxj8IQy86XGueZ5RlmSCA3Xfc9j4BTk/Pk+LQ3h6TyYSsVDjXkmeaQTni6dNnSZjk74V/MZGr9T8Afouk6FUG/P+LRw+p8PNyOThNuBgio1ESib6yIYgN5/71tyaEUI+j31AxbMMsvfc0TYNzLoX/8bO7hz/zewgPaERMVAxlCUUuqaJnOjLkWcQHmda88WQmRS0xMyhl0LGiLGCYFegoGJcFF58eEW2Db5u1iItzgUFRUkd48eKYvNxhpxyTl5LClCxmNbf2b2NMhvcNBoURMqW2fMsgV4xlRqkUIhOsBGS5oY5JhlLF2wkCHCUCDyJSlFkqBmoBwyVSTPH+FlU9om0ERiqU0MSgcMGBLNGFRK4ctXWUJsOJJY1f0tSX7BjNtBxy/vyYxfmQwVhRtZYmBGSpyScZzkYUgUJH8kIjfQOmICgPucHbJonbYIhRUg4GaO8QyiCURNPQVJZyOGFVH2Nt5Kc/e8LPf3jGv/pPv8v44DYyBk6aitFIIMKSTAbG4xHVQrOsAicXDq8sebQoCVEZTDlCaU3wNYqONjgKQieBHEnCIUIlb0h0r4mi45X3iXBPSI2IBiUSdDJ6gZSK+WyFkjkOiZQR/AZg8ffl0d881zd8VzHGzq6/+ZpIMM5t1N7mnIMPeE9yhLoUsRAB6wNS5Sn1/DnQ8f8gDL0xiuBbRuMB0+mYqmpQMhUjem/Tt5aq9Xz44S+5f/8h3/7VX6UoM6xtUDrdDNt6nj59hrUWKf5jvnoSik6jZ9JUaRJi8DSdl57Is4QPxD7dgQTBjR2424b/zdAs/djmy0m59OFwzHSyi5QbaGXsGjqSB5+Y/bY9eiES3YExhul0St/R109u7/2a+x8gz3Pqyn3+4uxL36Xt0BBlKkLFS7785SmPmxdcnn6EiEvKTOBFg9aSwjjyXGGdJ1OS1eIU384pdvYIruHugxEXTysOpjXWvgC5R64zhA8EB7aNGKU758BinadQhvFgyu7ehAd3H5DnL5hmQ3StmZ89I3MRbQMmU2RqwLJpkKMckw8QcZVCJHuPunZ4axEikmeaxapjr1QCsfwOAg1qQGsjZVlSlIrMCBYXZ3gajNilKBdMhprZ5YLiQIGoyeSKPHcM4wxjPR/++An/Ljvid37/EUIHnM7wA8nx4hRdtIymA2R0qNYnwW4VaZGIYoqRC2xoqK1FK43OC4q8YDieUDeW1iry6ZjzswW3dx5y/OkperDi9OiC/+F/+gO++Vu/wf17t7kzPeSf/tNvEP3H1MslkSGzVcGHj5dk5R3OLx3aNJgsId4yUzIsNFV4hpJfQqkcQuJgEuTEqIkoXM+iunZQUuom0Q5nKFmgyVHaoDA4n7iqTo4vEBQIDELZtaHv1xZ8Nujh+nhTj/7qa6579Z/9GTGkWp2QEZMZrLV4n+7dyckp+XQPMTRIFQmia8iMnuhVsilvOL6Qhv6mineeK/b39xPaxmr6hoP+dS60/NV7f0OZmyScISLBpQagaOPa2PX481d95k3NQtc9Y2DNubNB/nToFyWIofOMxWYyhESIQ5If7Dt2wzr9clOz1LZg+nah8/p5p8+NTHfGvPXWI/I8vzLBe4ERKVWHRLiKNkqNJnLtxfeNYN57tJZrMZbxeIz3vqOg1VeiqZuu1/Vx/XNj/71DujeT8R7N6gl37+1DXDE7P6McjZGmAB/wrqURYV1I9gvL5cmM8c4YqSI6D3zzG7fxi33miw+Y12OWjw2ZFAh/hq8zhqOc89MjvBKMdkfUYcly0fDwrUdczpdMlWNWLRnFElvVzM+XZKIEp2ijxJuC+/ffpW0lo709RCYRVYK4CpM8PKnSfuysw3tHrN4lYAHPaKBTyqJxNFXiGJcqokTOUDWct5bHv3iMUbvs7NR8ZVIgF3vYZcVsfoFTnh99/yNu7Q2o/AWLhSNqmb6/UmhRIIRDq4CRGaiM2cohGYN2DCYlR4+foFoYjXOEFHzy9JjRaMTe/n1sOObuULO6GHF+ckQ5FtwbZRwfCf7kz75PZiT/zX/9n4MakZnbtA00bUlgyqLyPHi4y3RccX46w0dFjUAFx4O7e9THP2XlG3SMKBS5GSCiR4ocIRVR9oLcFqUDWI9zHudrRE9l7DX4ruZkIoU2nJ9f0FqB0SXWN2v4cR+hKmXW6JtXefjb6y/9fY0C+ZrhF2xDmnvIdu9MiSvPb28Em+OAkJscfezW4bppMUbquub48jG37uwx3RmQ51mX4lJEl+CYbzq+kIb+eu7Kecv9g1sURUaMId3kLnWgpKFtF3zy+GMe3L9NXox58fwU72NimEzqAwiR8mjbYhyf9bnbhcg0tryNCOC7GoHEGInSBdZ6bOtTTj6lC9na/K9tYmJdSL1+Dq/2QLZkFddNHQGtFWWZkRc6RR3xhhxh35yxNbFv+qzrCJp+fB5x8pvC3e3PTd9bE8USITXel8Sww+zyBW/dP2TRXOKCwlqRct62pfUSYyJFnugQCqUJXmNjhhYRITUPHxwyEv+YXzx5xnxZs2uGRN9g6yVajXn44JCPnxwRXKSpwAw9QShMWeAQLJY1kQy7bJmfnSXHIAoICqk8Sy/ZwYDOMSYDHSmLDJ1pat/QN37VbaBZCqQwCHFMXkA2TI16Lz69IM8maK0pc4VURdI08J7YKOrlisp/wm//9lvwwQW5AH04Qs0sMytoGfDef/iY4YEgN7vIYsxIe4TUSLLE0qkSiZZCQgPGGYJKdZciH3B0dMTlZaJjyLMSW41p2jGTSct4VHJ6dIJzgdG4YGVbbt8/YFgtkSLyvR/8JXb1jH/ynS9Tmgl5dsDz4wuyfB9vDLfvZEyGGau6ZVm3XCyX3Lp7m+p8h6fnDblpGBSRWd0ggk0EbiGkKBhQNIhQARHvVoho0VoggkcRsa7F4YmdoTw9rTg+uuThpMA17soc7Z0UKa/Sdm//bK+BN/f8+7ndF9oS0CJ5+pv622etkc7/A3Ez35R3S54/q2jbW+zt71MUBW3bYgTAy7XGV40vpKGHq96fMUl1SGuJt1dVk5xLu2leSH7l61/BO8Xe3gFGKgSSGCRKKIJIDRK9PmsnLskG8Hezx3wVN7/9TN8AlYQMhKQrCkeiDES/yb+tz1eQkpI3HHvzP/kZk+5lKOgal6t6DO/VCX39/deLsdubz3YB66aN703z8jed+3XPP0aD0E1SlqLkvb98zOXlT/nyl5/yZ9//GfNml6ZROCw2gskapNHkWmO0JDOei4s5iw8+IURL6WqaocTUkf2dr9EwRElNbiSDHBbzJd/89rsslg2WlDJaNTOcV7jg8SKi8gIVDUWUuNWQC9UmNkGpQAnQgnsP7rKzO6IxNbVfYWvB6ekpNjqEVjibBCRUMIwHO+hhRjkAa085O31O9AW+jcggCXmOMTJBTFXGxdxhY2QeP+FXvvsdfvTxCdFPuZhfIs0uJg745OlTbDhjcOyYFAfMEAxUg5eRgCbxaOvOOw74VUXmHFVckYuM2/f2uHf/ANu2KKWoliusbanqM55dQL045+j5MVmWE1xOYe6wZM7Xvzrm1q1btKuaP//BD1jUM37/d36bWLW8//FjdqcPmPuAdxUml4zLMZkY8OzTQBgKvvpr3+D0z3+Gdy8IvujofBsQCeYbunktY80gT01BkobCQJQBV6+SUJAxSR1OBbwuWK1qXrw44f5kDx+vigclTQW7la6Ma3jjq+bpG+Xwo9ykUUWAGEjdtIIYIBUXXu8UJc+97xx/2dB771HS01rP809PcS7j8LAg04oQVihhP+MkN+MLaeivG8CiKDBZCoV6fce4dTNHoxHT4VtIKcgHBVIVaKURQmJjQuW4ENYpFaVUV8x4+TP7xzeHdf0rAsQEDgjB0bgGH1oyUwIbYW8f4saTvzZxxHqT2SBxts/jMz2LKyRvKSWUZdma6G37uc8aNxn7mza97df/x5RhX/byJTG6FCZHyfFxxWJuOTy0HF8k2J0NHhssrRcEkXLgqtMMuHdniG09F2eXrJoV90c5y8tjRlExPnyXWmaUuUWPA84vWS1XfO1rX+bp0zOePG8xIkPnOReXFVIrMpPTegeNRbmCuq4ROiBCxDuLcxV1AI/n5OyISi0J2tJ8+gErWzGYjDr4okKLnKI0TMYKmb3Fcvmcx0+OaduW8XAXbzt+dJO0P1WhOL4445NPjymnY+b2Kfv3Mh6+e8hPfvYJrmixQXAyW3ByPGdnN+f85JJaW/KdCUacJbQJJURJkAK8I4aQ+hB8y3hngMkUq8USpTOUAO9bDvaHNJVgQWB5PuSXP/wQk0WyzLJc5MRQcnhX8/bbA/Jcs8hyvjb+Bi9OTvmz937IpNxhurebcGhZjhQRZ1uQcLaoyKcHWNHw9V/9dU5OLwmioJgovNIsrSeYDKE0iNT17YVhZzpk1np0liMGBiEL/MKgfE5FTDzvMqIySZgFFvMVIWxrx24x0/q45sLpnbNt4rKrwIjPkcuPkkTM1w0R1nTqyVvvO2S3jtk/jr1q1IYL6iYOHh8ahCggSJ5/esyjh29x62DAi09/9rnwJF9AQy9T/koIvEvpgoHxjAYDvBdIXdKGCiE9QjuELhDe4LSkwtAEQEtcn7/KJW10RJklDK+USWhDJGb4KARRqDUb5fVq/dX8PNCjakQy5EIoEIrWQ/RJem+T3tlqwoiKEERCQHTfs0+jbE9MOhKwHgaZbn5Ye9+4PDVl9Bj6mGFkifCRQV4QfIUwUyB59wKVCP2FQHqJjBqhe7pUQwwKqTabKEJ0knuRYC0ChRYSfF+DULTBUwiTxBikgLj5nRZQQCjXfafrUcAmglIKrN9HK49rfsrO4H1KaVmtMpwAL4f4GBEqkok2RWNkCJ+jZIHdVdhsQRFGDMyAxfljkI7Hn9yi+uh9vv27Obb5EmdW4Jwizw9p60glAlbWaFNTBk1WGqa3IffHqNWAWVyiiheYhURdAIOCuYsM6kAcF3zgK6Yzj7AL5qYhXA5R2ZC6SQIv2cDglcAMMla+Yvbizzg9PWWxWFAUBS4sKYqe88RQrSBWgvr0CU9+/EPevt8wfPCPaC7u8+Vvv+Dy6WN+9v1HfPL0iPkiY7i3i5craqGgTN2VjT5M6mEIiB7bWlatw6JwDJFmAiuf5rqOWF0mllICom3QWFiOWJx/yni3JsiMVgjyaY3JHF95+6s0lWK1sLSrJbGpyH3J3/75+5T5HpPpbawVjITHxZpVs8L5SN1GfIRHX77PB3u3eevdf4Rvf8E4+5hbo12qCqo8YEpJHj0sPcdnl8h4QlTnFLnuwAUWtRuIscY3kuA8Lnga0SL3Wgp5xMM7X+PyicHJltZbZIjYukHotKAiEHWiDyZej9avOX4hrmdrMtr9ZpCcRS+2KBSiRCA7CFGkl9+M3SZwhfik32BEb3wFhCROopXAtw2qi/y1VEiVE+UlMgaaMGb8cJe3vz6myC/4wV+8xoxeG19AQ//yGAwyMg1CdUYxeKTewAdDCGRoNBJJzwO9dYAITokrubs1Bn07e8Prb/71cf01IV4tnm4XU6/mBHtY1gZP38uOCdl71goh+jRL9zVipKdf3tAARxKShjUZ2etHIl4SWx7NhowpAj3r5wZemYqyuhNTf3Wx9XOPEFHdJttYaK1mPL3PyUWDjQZthh20zIJI0EWBwgXwweNshsKAyokeqkYwHZecnp7y7OgF7/zqu1TjhrzQSdlLK7yvCd6yLlLjsdauO5K9t2iTWCudtYTgEKHrj3At1vVzDlxjWTY1BUVS9gopB+8JjIdDqlXLxekR5xentG3bRVz6pdpP27bMF2fMjz7l8adPiUpycHjA3u1b2HbBzEVW7ojj8+fcu/VNVstzhsMC8owqNtho8d4Agba1a2ZW5yNB5iyXSzIlQS04OTpisDOhapcIV0IQ2CZg60ChLjkYZhTscny24tnjGUpPCDHj9ONjFvMnaCHJc0GpA7kRSKB258wvzwkeDBEhPE5E6qrlcmFBGvKRJivhu98ac3FEl2LpolG1oQv3baCqV/jQoo1gNEoIpXR/kqylVBlKpU1NKwF5hs4aJjuasJSsXnRLowMW+OC4iYLjTfLyV1ONNz9+9fGu8dRfK8oKtXHwgwcffaL0cAHRrUGkRgZNJPUKGZMzGk759q/9Gv/7//h/vvK8r49/EIa+KBWRluggysT0JjuioCQNRscYmgyh6DzJNBKsMWyRgd00bkLWvOnoDbhLn5yOQ1dR71/T/2xXZvumiU6VJm0+W7k/ZCoiozpj3oWsRNZc7l3HrZBx3QksZB+V9Bz4LxOMxRiS1Fz0xKi6zeZqWiaFuldTRJswt2sS6V+8/t3XPj57qCiJSEAjRcF07x6Hdx7woz/+K8zgEcPpXWQMIFpcqPCuSedUOUKAxVmAtw3DwTgpSsXA7bu3+eOTP+bs7Ix25VkuK/JivKa4jsGlnK13BOuwssV3jICtrRmoIcbIdEtswPkW4RRSGjItMSrNo7axhNrjFIDHuUhwERcdopY0C4t3kdV8SaAiz/OuuzuJvfQsoiEEFosF56cneB9oo0LnObv7BxwdX/Dev3+PWw++xe7BPq1+j8tPLsn1GFYeJTNs8Pgs0romRYE9/bVImgPGGNrThrff+RIP7mX88OcVHz59ymhyH8cAbzWT/XtoqYjHP2f3zm3ybMIf/V/f5ydPnrGqLdrsEYVGyiVFUTA4GCGix/sWoQLBO/AeY7LUMIajbh11Y6lqh9QDhFDMZjOKwQFRSJZLS117YoDgHEqCkYbZxTknx6dUq5ayHKbvkCkgdNDDFttaMq0pyowyN8Q2ILUF05CVEakV1tcpIhZcqZV1kHTCZxj5m4q0V9M7r05rXj/uTY9j7GQFe8TG1uhTTlJqREy8P0lMRWN0iRAG7+LnwNz8AzH0RE/drIgxdsWVCIak9dghYVznlkt62GLvOW9xVYS+Ki67lApb98tf+cibPfqbcKtrE37jDb1e6Rfq6jHWpGSdJy9FUsbqGTkTx8ZGcCQdtN8IkncvOupgKcWVApEQerNpiZ6Wtb8+elN0En2BV3THkWsxlo3n+znzl28wFAIXYypiZwU6wnj3IR89+/dMD95F6iLdx9ggQ07wbdLMpULYwPzMgdcUgwGuNcRWsLv/EJNLVssFF6cV/nakbS1KKpQuEv2ya6lWC8qBJQiPDZ6dnQmDvIAqQoj41uOd64rngV4b13uLTnk1pMzIjUS6gHXJsIeOw8ji2/9lHwAAIABJREFUaX3A+cCgzIgxMh6P2dnZYTAYkOc5MUbm8znL5ZJq4VFmxGVlKIeHVEvB9/7yJ2h9hxdnkjZr+PJ3/zHv/eGPoMoZ7+1T5SOOqzltWKGkx6iM0BfNpaR1YHJDkWUoIdmfZvzmr76LkRUvTmdEXxKjZn7Zos2IXX/I+3/zKffvGX7/N3+bgdnh3/zRnxK8xMcVdw4NeS4pM48PLeBwIYLr53qnbeosl/NL6jYQRdmh0gzWerwAGwWz8xXLVYF3Q7z3CAcXs4a//LO/Yz6rCdGRZQ17e7t41xKjpW4qqqoiEyPEQFOWGZkasjsxKJlTrZou1ae20p4byLSAK5o5Nxnx143P79G/2shDz7PTadUKRQh0PyGVAWMk+NhlKESCYRiDNgVEy+cx318YQ78pel79f29wtVS0LoXcZZZTFIPUpt8hQVoFQQlsx2Xjve9ucArforM45yiKgsVsjpEdLdFrijDXi5rX50L/nrV+Y4hXjON22qb/v1avR65cqbzT8+lfZY5MvzePQwgUw+KlCds/t30u/fdaRy6dtx9CQGlBjJvIp6ea2EYxbN+g7ehnG3p5PSp61UIKISC1xseAFBplBgRhOD+voTMQ3jsikoBOIjNCYUyOE44BIxbzFbtRYB3IqLmcLXnw4B4fffAxSiiqpmFXDsmyVHzMjWJnMuHZsyVtVTOYaoxRlGXaBFCKNiY0g+giHBklSqsEW5QyNfAFR/RpIxYqdXZGfBKbFpLWOpxPkYdznvF4TFEUa69eCJFSNp2hFxRYW7FqJFEWnJ0uONjdJ7jAx4+PmGWeAUOG+zu4U4XIC1yoibLAxhqQ2OA3JHcxUhQlHkmWZVxeXuKtIzjH3Vv7PH/xmGY1o6oqdvZuMZutGIcR0+l9nj475qHWvP3OPX7l2X3+5Ht/zc7eYaKAkB6VaaL3+BhRIlF9KBQRnXh2hMShCDGgtEZlZj2vh8MhUmg+/OAJJjOcLBoWqiZGS9ZmHH16jPMpLVurwGL+KSZL19s5izaSMtdoafCloJGBum4RakHTRqLX5LnEeoc0erOut5hro49XHPLtddrP122d6evrHVivyeviQVdfvwW46Opv3vt1tkEIUjq0sy3ee9q2xbmA6ogQiQKFwrVpbWmV0TQNmUwO4ZuOL4yhvz62w6PRcIc8G6JV+vLKGLQ0m8YeF0FmqZEg2nXTQZ+r7G/c5eVlEm/WutvZN6Ldfy9ZZ9nd2Ag+bokVCNYYYXo41ZUO1+3HXft3DF3TxXZO3284PFQ6sEChlenkACVtYylUL/3XF3K7zliRumL7Bq9XTZSrm9OrJlO49p5+z3xzrz+IQBQBHwNeJKP5/MUZz47O2L39Dt4vEwIvkrzlKBFBddwiAVzJ7HLJxcUZPk4oxIDKwltffsDzp4/wTeTycsbDB7dQStDamjzP2d2bYpsP2N3NiSI5AE1bJTibT7dRyWSsg09pnJ6/RkkSP3rryLMcMy4IqzlEiW0cIXiC97S2RShJWRZMxtkVT15KyWw2Y7FYcHJywmq1ItRDZrXn+UnLcCyYPT7iqw8PODmq+f57H3JUQBEl33zwLg++fp9QC5qZRPicXA3QRqGVWBt6IRRRSEQQ2MZycXrB6jKnqhse3L7D6Dd2+cN/+2OefXzE7FJx/9G3+OjDGXdu7yPtiqfHH/P2V+7yL/+T3+TgnZyPnx8x6FTGMBGjBoQoiV6SkdajUgahA7KtGJsRo9GEXI0gCqbTKUUZWTYNg8kez5/PieGEE1/SFg3ONTQngXohoeNdkl4gpMS2CYzgg0C1ktV8weJ8xadPTwlCs3AemUse3b3Nt79yh9Bx92wcmi5V6VMdAJcyAq8b1z3xm7zxfvSfc73HZNu5erU06WZ9ic4pVUohg1yv/ygCUSaW3G1R8M9DofaFNPTbHqAQgk+fnrK4rJHdBMiyjOFoitYNSANRUkQwpaIwOSK7WgiVUmKV4ez4jKa2hABaaSIRH3qRgjc5sWtGb6u4Aik3vi0vuH1zX1Jt73C4Qmzn+/qmi9SZlwQTrubs15Cu2E8whdYZRpdIoSlLg+867NKmI8kyk5rH+hTROq21Ppnup98AurN5jbfy0qWJL3OLfNbw0uFFYvh00THIc37ys/dROiMIiTYChMJbT5QJjigEqT4jIkbv0NRPOJ9doE1BVEOsh73bU5QOVMuapkmMgE1zzmBQMhxkFEbTVCuMUkBDiK7TEfDgwQXPKNfo0Yg6nyDygprY1UMiIXhSIO2wdUWZacq8QEZBU1ta79Aqkg0U452SUTlkNBqtm3dWqxXHx8csFgsuLi7Wc+XF6Tm1jchVQ5l75mcnYDPKfEi78ARpaZVn5+GQ46cnrE7PyVTExABoEJoQE3W1EBJvIQrBqJzyt3/9I37j67+LMRPqywUmBnLluHsw5Ce//CnPXpxTu4yfvmh5eG+IUSvqJ+fkg5K9B4eMH9xndZq6olvnQBsCEu8BG3E28bA4PQRdk2cjopC8+7Vvc+/2HY5ffIhtz/jhj37GN965w+Gddzh6bpBBU62SKlRbQcYYp+orpZ50fUAKk24BibESawkStClYVTXPPz1jbGBvWhBlovXwIaU0t9ff5+0Fuel3fAOHZhss8vqRHDnvPcHHderGOYdQvqvHBei4kwK88brsxxfW0KeRLtRqabHtHKk3nCxV84wQ6EQ1MkpyjEkGTWu9Zm3stS/tZMJsNlvj6BNDXOgKpED0rzqdNx7bjHn933B1Z3/1JLvqIbwq3ZHgip2HQuK8DwFmszmPHzfce7DLeDpeUxlsK1JJ2XUTq+tG/upIgilhbbhf2qRuGNuG/nXFqivvEclbccIThCMvFH/3d3/dEYIJlAxEGUALIgotIERJcAIbAiIqrLVdCkjhvWC5qnnr0Q6jYc7l+Tn3Hkx5/ukRB7cKinySqBxGA4qiwDYNxniMSWLq/VBKkWnDyoNSOVJkyOCQoucFsokoT0mUltDhobMsQ0uFoGZQ5IymI4pJzijbWWsat23L5eUl8/mcuk56pyEEhqXh4ycfMpwUyBDY3ynALqgWgp3JkIeDA1x7gjGechx49+uHnJ0+pl6tiHFFkxVIn2K8ENJG3jYtjfe0rePnP3ufP/l3U77znVvs7Eb++D/8EcQJB7tTvvnNQ370/gsudc3bj+5y/93bKF/hraNtNSGOsY1mVbe0fggqXX9lJKi0AXkavHCcLVOHL97hm5Zf/PRf889+77f52pfvcHJ8wUePn/C1R3dxraKpA60PqNyQ6YLKLSmLKUs57+Z+t4687+ZlSjEKmWgwVGe+lnWNa5YgFHlesqxXSKmIomdhlYQt4SElJZ7Xr/fXGfl+jcDrnaGwRqltr5+twuC1t21shNr8LTuURCeiIlXKBoSOPvFNxxfC0KuoiV4mrosoOnbGgJQWLR2ZAhEj2IQdiW2LCT2OvAZbE5HUTbjiVW7flGAmVE0NtiVISStiV0MKnfdw9VLEeNULj30Odsv4bh72HXe6y2E4pAwgHElgWCAwCCEJ0XaoINE1SvWRS8rbroVsSF5ryouTYJUyJI0SkfJ/qZDZYoNDCs3Z8xXaG8LBUxSCsijIswIhC4TSjKYHBC2Iou3gkqmZLHhFnmXIYAgtKGFS0BBbQow4HEqmYrYIiT8e4ZFERJdiEoAMisKkwqNptzY5kaCfUSZWvsQ+KmnLFtlOGOiWZWxQ+ZSPP/GIWBDsEU5PELJAq4BQLc7XeFcThCRKTRZOaZdDdtQtCiNYxeecXOxR3d7j4d23+fDHPyCsFpyKwOGjB5zOLxgXS/KiJfqWVW3YGSq8cwwHU5qmYqiGmAyEjpydH9OMBTp6CidotCQqiTyf05YtUQVG0eDsHk44VCbQuWF3JyczBcoUCSURU8OLawX1qmF+2TK7aKhrS/QFwXtcFTk9U8TxDkezFbI17IY7aNFyeGvFrb1LfvHklOmDe2R39rgzzfjKasp73/txqhf7RPHrgoUQkXiadoFzMDQ5ea4Yzyf84H+pWLYr9r/6z7Hlx3hdMzELvnW/5IX9hFvDPZbHC4IUqDJSTDSrM1iclSzDkg5YToyRthOuDiEiTI7JCm4Zx6rNWLWCmBWIAP/zH/5bvvvi2zy6c5f5+YC2NYz3Bjw7m7G4iGQ7h5hBjh8cY8uIkI/W8phVVSX+qCjwMaJzjWVJ8GXy2OUFXgSIB7imoGqSkDuAMQ6lGqKXKJ2ndhLt8SwhDNiGGPf89Zt1fT01edWsXu9i7TMHGx6rm5uweplRAB8T4aCMLVmQRKfxrQQvicIRs4ooFMHugVdkyqGlwNYDDC2C6ropfeX4Qhj6NVSvy11LISEGZASjDJ2myJULZq7ppKq4ARBuF0P70XS7a88R75zrVKHeLJR7E1z9S+9BJbDnNqLyNSMd/1VhnlxnV/rzUEKs8+/ee3KTIHzldIKUkkwbpDJUjUdEh69XBNHg5/V6UopuQ5NSUuYF+/v7lMIQgidGn4iXOi82EcOlAqnSARs8ShqkDGRao7XE+RapJBeD3sMHZIJ5BrFdII4UtlPm8YJV02KWSxbzJeXOAUJ6rGu6+7hJg0mhiCIiZUIwmSxHGZ1qIMowm82ompq7D+7z/k/+CiHh8PCQ/f1DRCwwODKz6gxJ6Ba7xweLEAZnHVErVssKax2LeY1BUXhFkApnATSCSNtWNMLj3BKdaTKVIkmpu4Lrug/BkmUlbduyqpZczi6SkldIUFlrG1TIaduWwaRkVXv2928xHO2ws79DtWigXPA7/+xfkk8OkASmJdy5cw+lDdWqRSmHtU2q3YSI9w5nLVk2IDMZSmmCbvnxz37K+VnNN/XX2PvqXbRoWLTPuPtowO9961/wtz/8iNnqjMxMaBzYJmOxsDRudTU/HFINylqLtUm/VCmFkYqiKJBZQhXt7ewyzQ3vv/8+q4tzvvQlw7JOgutKLTk8vIsf5UgJZTFETQwrkTx65xw6pNpNitY7YILM0a5E+oiXijxGLs8lEYM2ConGu4h3gdCDzegzbzKRllwz1NdtwOvQMq9K3VwHI8T4GQgcEbrelO0em+10zwY1KLuniixLDYyQalVvOL44hp5IqpB0BiJ2+Wc0oW8z3roZ4VoeX7KVYohxjahZV9TFVexsJKW+15f2FaiQ6x2yrx/9jeyr6huio9cZ8e1c3tWPkS/9jtEmp0ps3iulTP0DMnJ4eAszHaOFTGx/QpJNMiKCIHN8lExESiUgAhKRREc69k2lDCFWhJiKuM6l8y7LVB+ZzWYslyusW6XuPd2xXXqb2v99okue5oMtZI/AZAqdmbW2b1EUxGJMDCUIULKgrloa5ymForEuQWXXPPnJkPVaBFpmoAP5MEdliU9dGU1TNTgi+3cP2bl9GyE8F+czjl6c89bDA2RYIkWGtZah8ljntoTm07DWg3VUK4tWOTJCsILGemahQqDx3lLVDa5q0LlDZcM1ysKYgixLHr3WGWWWE0Lg4nJOVS2JMQnYy+5alIOMeqFACvYnO/hGcu/WXfb373B5tmJ8eBeaFzz76Dn33pmwXM6pdMtq2bBYtaDSdW2aFuschEDbtuR6Q4nhnOPjF09o7QrjCz76qwvms132H4zZfec2v/4bO+xNCwbmEd/7m59yuWrR5iGfPF2xWCkCMXXdstmsQ0y1oG2xekRAGIEgiYY427C3v0OO5/z0iNt3dqiamsFoxHL1GLVnUKYkRIeUWed1iw6B4ohRkGdFSrVCcgKVRFB2/SItRkpMYTDDXQY7BqqWhgYhDMS0+cYg8D6pwfEZhn3771f9ftX/rh7j5WO/vFl0G47s62ppnW8e09WDxPq1ITqI/nMBSL4Qhj5sN/Yki9wZ+0jwnqpuNwZtKzWznToJkDpmu9dsex9SqVTk6L3hLncXEYkzJ8REWHVtfHZe/YYhtkPAXhU+/T9G+VLquj/XtXD5S56C2lh1JMQ2/SnEupDrOo9q2bR8+MEvsUfJuxwNS4osJzMDlNGUo11GkylFNuw+M+WdY/AJQWIU2siuFhIJQWJURp7liJihhWAyUgzLMaJLp/X4fyVDlwf1KBGhCVuba6Syjti6tICtTVGCHKDFHnsHA2ImODs5x/nU8CKjRnWXwntH27ab+x1TJOAFqQiqDF7ElBoicrGcMxgbsvGQ8/MjRCVYtYHQVrz71h2KYoT3nsvZKVmZY52kqiq8z2gaSxU9+2VGng2oWOJ9QHY8SW27IkSLtTVZrsA1ZNmAg1u7DAajjv9fYXSZ1JCUIfiGy9kl8/kldV0zn89RSpDneVIMqh3oNFdUBOEjJ0dn3Nm/xyIEZpcXPMwL6uWcZx89ZzAyMEz3qLUhUVi0NZGEYSckaGxeZFdqNeczR11XlCJHrODJD084e5Hxn3331zk8iEzkgltv3WIy0bz3kzN++ktPsxokdtE4RzizNuip0Gmv0H6HEGiiR8Q+0kupPe9bQmwRKvLzX/6C3/vuuwymU3wAbwXSgfOB4EXqCjViLflZFsMk6kJy/KRU2Ogh6hS5SIMLJkUfPkObCbGZQwx4l/LkafnIBMKQOv2P682Tb2bo+8e9R3+Tkd+kbtRrN4i1kWezeW4ep3kuRcBvNTsq9TIt+JuML4ShT/nwvuNVEkMyIkYJlNj4wddzX9tGP8RNOLZdzOyf9zHljtfGPnYC30IghXipUy55t69um+5fs/04Rr81X/qiS188jdcglZvR32ClFME3EG/C2nfMfjJ5kynHTyfJBt6lHf709AXNmUzFqhi3QxYQiiAEgmlX2EkpsKLMuL2/w3gyZDQaMphMOngqjMdTDvbvMBgk/LNEQpBIpdOmQI9qACl86tBF0ExYn2/fyt3n6/sIRzlNYQ7wcUk2lvzyw48oyzy1uRuJ9D3lRfcjI0brDp2QNnVPSuEorfBR0NKwqBvU7RF7h4d8/Lc/Znp7xMXFBR995JBhRZ7nZLmmdRalRiiVaAj61MC4HGLEnDwvqWWLySVGRKSQHIzGTKY5xTRHqhbhLePpbcrBKC3sAKtVw/j2HtZHqqpiOT/h/PySum4S2+Ziwd7eDiE6kgNueXF8TpSCuq6JzkPwnF6ck+UDVjby9Mkxt+7c5f3HT/nGr7xLaQyucTgLptRYa3G+JcaAUZosT12xiaU1oKTCtVOUOkHJBcILdkcH7E53+OiHRzx6+JDhboNvLbujfb50Z8xPfvIC1wTkUBOcJUa9NkjWWqxrOiTRZs2EkGCMEZcUvmLA+wZtIiaDRe0phkOkCsyXLYNhwkHEIDt4MrTOYp1D6wykTMpSa1lMg4sNImq8Twh+qQukVlStQJoRyBZiizF5asZT3drs1pr3cR0k32TQrzc5vtpjv0oG+CZRwNX3p0xG77Ctzy0mKHaW5djQghQEmeyUEpLoXfq58ag3jy+EoQe6VvjOmIlUTJJCYFRqbNrGaPc2cPt/fRiE6C76OjGX/m6J+I5PJojYK76mHDUQbnDab8LFvn5cg0GmhDo9nn393Pb3vjYJBArWDRX9F41dghFEh7IRPTQzBjIpEcon7o+ulVyJiIp+nZJJKvUQELSxQoiIQqaJ09YcPTvn2eMW7x02Jo1ZKTQxSpQ0eB/XaKZ+QWeZpshTJDAclhSZYTgsKcuSfVUQQ4LCSq3J+nRGligLMmPw+0OsnTHZLWjdgvn5CTGklI13LSKalGvuvMbt4hmEpNYUUkSkOvK0okisk4tVzXhvB62TEtmqumQ02eHe/V3yvGAyGWHZSdcSg9YZShmMzqisReSCsixZ6EimJYVW1C6R1t27f5tZVtO6OaEN2Nbj3Iqm8XgXMXnOfLbExUDTNLQ2IWtmlwvOzy8Zj6fd5wmkTKG4qxuGRQ4KLI5iWNCslrjQkOUjZDbgYrbk1sEhH3/wIXvfegvbtORZhpYZDVXnnOi1WIz3nhg8qhPDkd6QqQyT1UQ54ytf+wrZYMjs2QV/8a8/5vf/+X3uv3OP4+fPOPn0iK+89S5CLTi6mFFgcFtGvr/W3vt181DvHCUOf0/0oESikXB2iZCWe4/e4nvf/2u+dDBlONrBBYnWWeoIUQn+693mWEqaDoUik4fuHWifdoeeK0oIkJrGeqwXSJccrLQpOUIQRNnnuzdQ5lcb5C1kzBuO120G/e/r9qNvWIw+Was+8uqbq0II0PfAdHZEGwkxpcv+waVuIhriVcUWRUQrMCbegIh5+aKFENcaoTcZ5NoLgu1YHK/BBV91wV4ywm9k6K9DqeJrnr9pbGgLroRoXZ1CCokOqaAkek+dJDyiRVeQlgIjU7FWRrHOb0YgCknZ8Vhr0YX1CHxwyEKjZZ685K447l36DlmWpUUTW2JM7fbOVeDmqZjawiIEjmxKz9Qi5RylSkbUxwT7SznG7j5Fye7OW/yX/9V/wWhfILxFRY/Gg4RgY6ebmeoIKdxOtL4xRoJLPeMyCGSUyJA2tOWySr0W4xG5GSU4rfIUA89kR3F6cor3lnI4JjMe0QjaxrNcrMitp1URry11s+T05JJRPkAVYxBJ5ahtAlZE6FI0L17MCFEBqQg7HO3Tto7WO9q2YbVacXJyyosXZxT5ECUzYleDgtTAd3l8SlkUOBUhl+hSUWrJJx9+wiCfECmRWc5AG0ym+OiDX1Av5qgYaOo6iaPrlHrTMsGK8RFEKmYLGcnEGfOqQQbJb/yT79AKhwuXGA/LJ5Y//IMn/Obv3OdkMaSxu0jjuHNbgTAcH1liJ1zSG/MQXbfxy02DYkhGyHmb7k1siLEiRos0sLN3h9qdMZs3SF0SRZK7TPl+R+tqnPAgJD5EfLAomcj6pNLJgQpziAYRA5GIEoLcJKhtP4wxXX0irbsQPIkdRqXi/jVP/WZjz0vPr//mqrd/k0ffF1lf+RmykxLEE8LGueuP5V3sFnQqfIsgE6tmTN/584wvhKG/uoOmdnKpBEqnlICW4toF23j1mwsdO2++/7kKbRJBEEQylHHrIvXV7P9/vtNnj+sTSKI2e8P6EGH9u4dhvlz1DwjRdb0qOkWdbluRfVFZpihJ9NcsICVkxhCCRoSkyuXlpiikunQGNAjhUMKtj5sp1u38qhMrwSfv7lJ1kmhCI1RCQVifPF7vU94+i5K2WVEWOgksNEucbVLdRAScTaFsWlSJJK5PE0R8In3q72X3f6M0vq279A4YU2JtgxkKfKhxvuH5iyc4b8liygU717emp56LqCIhVqlwGjQxKmJQCGXIshyiSZ6lMCTPscU5jxQKleVkWbYuUlrbcHkxx1rbsVdmSJnYNKUUtNZClLjWopSmBaSRKCOJrsHXK5yXeKPRSnM5nzEZKKrlgrZJ8DoRPEJrlEqYcdlTQ69rOcm5aaojFssL7j/6NiFmeFp8aMhVgWoEF+eCP//T95kc7iFGOfPqDJFHCh3RUdHaZn2s1J5/tTnQOddx/USCc8TgsK4mxproLdpEIpI8LxM9eEyRYXpPwAebUixi2+D1IjiqQ7F1aJXoSUs+YcqFECnl1c/cvp4n+4i6B2W8nD79rBTLm4zPeu+rkT0bpE6/WfYefAipI1aEvtDdvQ/Pxia82fiCGPpN2mbd5m9IcDUR0TJx1K9vCBs8aiT9X8otBI7cqlrHDcYVuiKseDNJvM9VhIUNjOdGrz1sPf+60e/syRhef/8a8SBCV7j1aePaOlXb9SHo6Al4siQUm0juFei14IFAC01wjjIvUrFKK7xqusKXIAaJlOlcQgxd9y8U3XmmtMCG7iH6BCvbsRKhEi9NRBI02LVoc9o8lsWA5VyxMx0xb14wHBTs7UzIy5xlM8fIEiOT3qfJJK1ddZFMhBASxr+1NKsKmWuss6A0zXLJYrFgOhpwsH+L9z/5BeNccnT8lOXqLj9//ydpYXmIQeGc7aQn5VpYerVaYG2DViWSkrYRODx+qLAteCnRJsNoiZIWLyKDwYidnV20ymmaGU2TvPmmaQghkuclSmY45yjLYbp2LQwGAzQpzbUkojKN0nB754BpLHnxyTHLMsd5z8XFGbEx7BSC4+NjorPooiB2G7LWKmnq0teFNp7n/XuGW8U32B29Q5QG5+fE4AluhWkFF9WUv/nh+xzcO+Stb+1iDiwirCizITuDCcdnz4kxrj1n2QXhMfoOZmmRWmFU1xPSzbG2tRBbprsTYpAs5jWTyQClU/E7t5YYLN5blIboY2piMxmJtVF1G0si/QKPJHSxbMA1Nd7nicYi2MRBJNPmkTYSnxqN+ohaxDXl9qvSN9eX/k0e/dXXX3UsY9ys31d59aHrypckYEUvjrKNxb8yRGr2DO5Num2vji+Goe9a4aVSiWpYRjKtMTIgo8fHjqJ/G2UT064mRfL0vEpUu9ZHCIqoDMHTaQFEmrBKIZtLakwidOERDt95w1c/46ZdWiWyo9hX07ubi+tSCtn6BgvhE456XfTtEAtBrj2tFE703nZXcRdVd8yNF7BdZG5lhdBpl5chYpDImAoNQSXREGMtUqXOQIGi9SFFSdIhlWAp9bp/ICnkKVztMFoTgsD5fO3dapWuryAgkWuaB9tvnmtR8d7TSPuJ7u6Z7wnChCC7dl33wpK7bz1g586n3NGK//a/+wG/ct9hDzRfbzUz36wLVMEncjBroa4S2mMeVjTzE1xTkOl0zgHJYOoZ7wUODiT3xu/w1//9e4ziN6gHgqdzzbPVDouwR2EqmqJCzjxuJmn8gFX7MWqVoVYDFpMcE2psU9OYES05tq65PJ3jpxG1I6hcjckLdOa4dWeIMZGqes6qnlNXDccnJ0SbkWioAwhLlhmEDHgPTR1TvaIY4JsVRgimakR7qXGDMZO3dvE7mvHxc1ZV4NajHS6XS/xkgL53l/nxMaJpGaoCERW0yZAp7fCqSgLdDpbzmn/6L/YZLQOf/tWfEpYP0HEXz5jGBOZqzvx5w0RPmH9yyuP/t70z+5HkOM74LyIzq7r6mp3ZQztLUlzPet9DAAASQklEQVRTEmlLFizZgN8M/+mGAcOWBEOWZEOCTNHU8uZec/RVRx5+yKqentmljgcb5KA+YLE9U9012VWVkZERX3yRGt772+9QFoq3L7j7juf4249YrdY8+f2nbLeRthYSthcQ070Us+qaJqxyiK0xOLOgKBzLI8usqAntBG/m1LzPqv6U5e57WEpoDPRiZGIsPmqel5JIqcmhOw2oNrShhDRFY6QQR90FQjLY5QPCZ5+iRtAuYIuERIEkREwOG6rd7wBv5v2Gn0MY5qX0SdMbxZN9KPWq6PXK69573wlSUkj93O958TG1QCAZgeQIMc+vLm2IukFcR1un3HUrFbQm0pJQm/DNBpMi6AT/jRM1iwk1CY0BSZGqKCidxdqICTmGf7PiNcd42dOktt7QdYHWJ0JocXaSt4SxLyeWw3h5PChu0P6GvMqweRX9zby51ZPXe/+vjfHfWEiuPjYkiw5vybCYxP1rI23OvqugREyKWFWMZA9LJOE0C2cx0LViTmYqeSHVPimdJELIYmfOZLXBzjd5uyhC6zs8kFLE2RzrNUMfADMlSspVidCHd/praGBN2LNYhpjuPtHUT4Zuu+KN905p6kA5Lbg4X5MezIlR8u6iGHZlV3UEMRq8N4QQeOQXnK1f8ubphMXxHbqYFSHFJ44q4d6yYFLOaFYvuJSXPDT3WV/mMMp0epcQ1oTG4lu4eLHFd4ZmmyjahBFHOZmx7ZU9k0+0dNS18uXzZ4hYJmp6qdwHzOczZsWM3W7D+qylbRasz8H6e6TiGanriN4jxjCZzgnhMhdN0RCBl6uIzheozeyT2SKHnDQWPDp9G3vvPu+//zGmWHD3W6d88sUTCjE4AeeKXt5iCA/090gKRC2tV3bbmh/+zT9w13g+mv6Kn/7TvzMpvovae9SrJWfPHU2zxVhhUjm2Fyv+8+e/5K3vP2L6INcDRGqO50v02wVPn12w2jU0bURT7lIWJeJSXoTpe0a4ytLWDYtlRVVZklbEmNhsOnw0qKlw5QyTClI0dG3WCbIxIZIbs6eUnb8YPSlFvOlQSbmQUhOJjqJ0IA1RalRtDgWF3NrPFn0vgmG+JQW6rwzZpHTYNvT1czq9jr3BlfzHNUcwhf38Htg/+wRruuotfViPMHj8GPb39JDG+ucGmb4Whl7I2uQpBibOsqwqqgJcT9GKMkQe+gsX+wo5gRBymGZTR5o6b91TVFLKPWMHbWqh7TmoQMoZ/qub8vob90pMjb7px8FTcD1xev3zr6Vi7v8/ZOGkq9eHwmnDw5KuXhsSRrN3LEnRGHLi1QhqEqigYUjK9mcVm3dJRe6C5KXtFfmzhLHtubl2uM7mKtehfYDIWsGa3iMZag/676dq0cg+vCZB8HrVFmFYpAfGzvAQXzzb8Pd3T4nJkqKlawWSJQZLWVREs9pfx1y85VFNWBsR6TAxsZhFjhZwdKRc1g2lU3YXDdv1GW2tzE3DO49P+fj3zwn+DoWxVEWV4/sohpJpOSUGw2bdEn3E1w0xOowzRCOEvnNUi7Kj4fLijOliSdoJ1iWW8y3TObw8/4Tdbseu2eG73E5xUsFq67IKZipQLNGXdG1LU3tEpnSN5cknK06//ybJdIQYmcwKClvy0Sef8/jxY3w0vP3Oe3z2+UsKN+FHP/gBP/m3p9gkHC1myASMlhCEzEgxJPUkcRSuxJpAsbjLbLLi7/7xOzx8a8q//vNnrM8vePa8I25OKau+WUcMiFjOn67YNL/nL3/8LndPj1h3a4wxLCdT2rknIhjnUR9oY8iGtV2z216Q6NAEu2aNdYpzR0jSnvPu6NoAWmVadLLEAE0XQA2aQFNuwiPD4x+AmDWYojEYBjpmZtrZQmm6LU27ZV4WtG1NG3yu3hbL0IciRUFliAh8dVglN/tJB8/fH4/j3wy3XH0Ghn4X2bM/SOQOhp104HzKtVD0MBfzXFOI0hO3v2EevUrmY6cYKF1B4QyCz0k7UUTbPrEyxJolF+z0BTIpBlLXMS0tagvqXYekDsWiIvkSq+1X9ESKvf5NHDQreirkK/jjMfrrXvnrjl0dzFSwq6KI4XevMnVujkH2rzWBMdmQa8qG2GjcS+uqJlQDqiE3yCAbZVWlKPPDVvS9aVQVK1CUvVhUylQ5Y/MOwqrpC6IUqwlrM1MmRvb5gtSPx7kyh8r6kFjVO/eHWvjG5MU6hIj3gWZacfroLRIWYyekpFhT4bvErmnxpWNQ+MwqnRaRQEw5+RZCDVapfUfha9qYi4eCNQRxqJsTmzO+/eYj/uNnv+Ty/AFGHmPU4puO2aLEsyV0ntXqghcvnnFyDFoYClU6iZAaJHmMJip1BBVcaFlMLG7iWE7nuNKy2lyy3W7w3uOcRWLAS2TX1oSuygupMVhjCR0QC4zkxC0JPvtyxcMfFLhJgZocVy6Kgq5L/OIX/8Ubb95nMb/LyfE9Li9esphVnD58wH8XDo2REGPOq+AQTD83BOcq2k7Z7RrKaQG2QN0Rb793n8vNY372k/9h3TUcz3KM29qC6D2FcRyVFdv1lvd//gny/Rl6nGhjS5BA5QoenhQ8X51DE4ltovOBdnfObnOB0V5QTBOL2Yxy4gCD9wWdb5AuYM2E+dzibInvWkLX5RaOlKi4bOgZ2DZ9UlUiRgLEihhsDlH2jXTaNlLvOo6sBS9ZxXVQgO13/gbyz3Ij1NJPtf3v4h9uRvI6g//qYtDP68GpG5Ro0zCvr59jSODvw5VfIXscQ8jyJ3+GX/+1MPRZJlaZTByT0qH0oQZj+n9NLsqxkqvkND+4KSpd7GiS5/6dOc6W1F2H+oSPLUSPJMWIodl7n0qSw4YcBhGDD1cr7uCBvpKQuTHuq21cz1A/qIR7hfWzp18dhIxuIBuv66p6MaaD11mqVERRY7AGCgUr5NCXzV5zjNueGZEbUeQ4PBiT6Ylq0l6KoHQmFwv118Ra2ZfND0a2sI6YArYvsgJBtWOg1eVEUo2qwartOfjZAx9CN5nulq9PllUwlOYRuybwwYcf8XGMGFfx4QdPOJ952lSwlbBXJHVF7qFr9uNLeGvpkqfTkiaVbH3DbrPFBMu6M2CPeP75rwmxQLRku4ls1h3ry4bl/B5d8yXebiiLOR9/9CFF8Re0oWVZThAVmm1N222QKDiB0lq2qcMKLCYz3GTC0fSIur3Ddn1OWwNEgvf4LtJst7S1ImaTG5+YnLsZCvHKqDgnnJ2dcf/+fYpiQh1rfJcXVx8T9+7dw8eOs/NLgs8y3JNCWZ2/wNc5+RhCoGlarDFoyvsU1YQ6zayllFgsZjT1ivLuMZszx+bc8HwVOX7017zzw0u++PAZkgp88lmAucsx4onM2K1aPvjVRxw9bqmqEje1mMpTVpZ7yxnpwucWghJpTWRy55jNZkPXNcyOJ9y9u2BSFoBldbmlXu+Yl0pVzahXl5A6gu9omw0zW9Gqw6del12VzJjXLGYngoQdhgkSDYila3dMqwmbywZDhasiPkXWuxpbFkwmBURwtiT5XjdJr+bnzQLLQeH20JjneXWVK5MbMXtg3/viat3Qnjo5OHcHu4ikRIn9hiQb7cHIZ5XTNc456tCA5A5d1WxKURTsmhpR/eYZekRQpzhnSSkQQpYtSEYJKNpXyEUxub+nTwQp6EKgC4YuwdRCUSptyAUoQxIn5z1j9hB645VSwBi3by0YPISUvdwhvSoCMV43uikNxUf5XXs+fp+0uSlZeiisNvx/xfXNCZ6hmGmIw+mNVMEQDtmPTSwRycyh4fL1NVbGSNbsT3pV3JTiviF1jq87YupwzmRpAxHcRCiMzWNKidAniwcdbzWCpEBR2LyVTgk1PQ2spyVOJhUD40lEsiJpykVW1tprMXoxmTJXzCo+/+JLmuIpd6Zz2qajTjWX3Tn+vIHpdC/VIJoVMEPo9uyDOiamJxWn3wlcrJ+zqhtSUlLT8PKLL6hXO8rVpwRZcrlVyskx5xdbzs9W+M2W0kVKazhfrxFx3Dm6jysTqRFiKpnM7mCXR8QukKIhSIFzM07uvcXy5G3csqJNicvdGVu/RlxeSEOs8bQE3VLOLaWLWOsZ5IwByrKkaRqq6ZQnH3/CnUXBbOLoQkdSx2J+wtTN0WmgWlouzs5pdzsW1YR6vaZ0DTF2qAq17/qKZxAsSO43GnyNEEhkuvL5ly+5bxY064p/+elvqLslYkoevHuf1p3x8a83EKCYVqSuw7e5C4v4hnq15eVvL1gsZjz+7ilHyyl1e4nVlqNCaFcNm9Uqq7Ymg1VHNS944/Qu5cRSFnPqrUBMTIqS0gkpdhwtp0jskFgzK4W0XePKCaoBkbYvpMr01r0+mSQKEiIRMTC7s2C77iicY322IszJtSSu6BcLS9vu+gKkwekaYkKDsde9Jze0Jz3EYfxcJCtpXs3R6yHavZMXc4BU9TCEQ84biiLiGWJTw2IzhM4gLxzGGUQNbYCqysJ4zjl2mw1G/pS8YsbXwtAn+ia+BozLEzskJaR8kTRk3ZAUc4Jws22IKHUbiBiMKVn5jlYDHUJ0DrA50659t5qYCyVEcyw99tv8FBVMNnQpXa2qmSlzfZzZCz9sPH7zuLxi2G8ii2cdipSl/pzS/3/To7/6OaWcJVBMX4ikWAWSJ0kg9rzkSXWEG4pmyB2R9uNLkIj9MbMPvUiWPaTPgiJKr74Y8QKFU7A2swxSQrXsv1DXG/j9RQBJ+EEQrijAWtDsKYoI6rLI1tzOEZvVHovCElNgu92y1QlHrmRVb68WqT7UNnDnUwykXWRpZxTJgDpkYtltakjKcjrnZL5k192nCQFrj3n3vR/zcvc7QsyJakNitw0cLx6w3XQ8/WLFvW+VTHSKsxOcGsLsBF83mFSgWrE4ecDy4Xtc+hmff3jGardlWjQU1mBMr63SKUJBOckyBD4scghClarKC6JzjsY2uXVcM+N40VAoHJVLWnW8fLbiez96l4vLp7iq5P7J2zz53Ud0uxVvPDyhqhLr7TO6GHAuq6TGoPgYc2cpAVPkhSNEIaWO50/OucMRv/rlb3i5TXQmEL1ijTJ7w/FXxQnv//Z3bC/PcaZESyV0EZEW1UTl7tBsOj74zRO+a77F4lhYn7/Eh5aZwiY21BLoGmFeLTl99IAHDytCqmlbS/BZd19jwMQWr5HldMLJyTGXRnmSWu4eL1hrl58n8f0usyAG7XNvQicthTSZZaQtxkTM/IjPnj7NYz9+wGq1IiWhaT3GOaRreuOe2WOh5+dfj6NfzbOU/MGx67H6TB3Va8cO5/ze0F/7/SBYqByqABxiqEkJMfZFjoM2lCep2/+tpmm4c3RE+DN6aMgfSi78f0GM5DoIoMz3AmBPSdcb9PNBUCBJJuzFlEC7vDgehrWkXz3EoN4zCKcNxJkc7nekqETJwmCHl+NVLm0ekDBUmg5vHgoY9OCzXyU8dDjAQ49e++/SXL82cvi3+08JFGlIYh88UFxxdIbXh6ne4T03cTNDMYxgOPfhsZuvb37D4Xj4A+8xmuXTbf+3/CTLk9ScMOcla7ugaD3tfmS5W1a+pn5/ZovDU4Pt8skUrtWS5AgIC6mIzX1qPiNMPHgw8R5OntMJBL8AHJiXYMAlEA9lAUdNPk3Vn64DNhZeHF649iD2KmTJ7OFX/e96pm0e1uG97MlRQSA4oAA6B77KB4oWYpt3kT4hmNxPtNe662IOzcUAJAvJ9QNrQbo8PmsgKBPp6Jto4SfDzZWs/xEjrruHkFAsBptZWvt7mNjyoC9QugTOiVyA+rzBHb6TI48hARLy5O19CMIUmJCbLvg8RpfyF0kGGrAonogayU5OytXV2cj3F9x0kJYQDchF3s5ymgkC5TM0emLX5puYrubBMF/gq5/b4Zh8xfsOP7C/nzfOMSRPQ7z29mvnB/DZJ0LJj29RQtOAs9B4JVESyKEbxOYHsm5wZYGvdxgiXQp/PJHI18TQjxgxYsSI/zv86fycESNGjBjxjcRo6EeMGDHilmM09CNGjBhxyzEa+hEjRoy45RgN/YgRI0bccoyGfsSIESNuOUZDP2LEiBG3HKOhHzFixIhbjtHQjxgxYsQtx2joR4wYMeKWYzT0I0aMGHHLMRr6ESNGjLjlGA39iBEjRtxyjIZ+xIgRI245RkM/YsSIEbcco6EfMWLEiFuO0dCPGDFixC3HaOhHjBgx4pZjNPQjRowYccsxGvoRI0aMuOUYDf2IESNG3HKMhn7EiBEjbjlGQz9ixIgRtxz/C3A4XakpxB+2AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ctr = get_ctr(fname)\n", "img.show(y=get_ip(img, ctr), figsize=(6, 6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating a dataset" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "01\t04\t07\t10\t13\t16\t19\t22\tio_sample.cpp\r\n", "01.obj\t04.obj\t07.obj\t10.obj\t13.obj\t16.obj\t19.obj\t22.obj\treadme.txt\r\n", "02\t05\t08\t11\t14\t17\t20\t23\r\n", "02.obj\t05.obj\t08.obj\t11.obj\t14.obj\t17.obj\t20.obj\t23.obj\r\n", "03\t06\t09\t12\t15\t18\t21\t24\r\n", "03.obj\t06.obj\t09.obj\t12.obj\t15.obj\t18.obj\t21.obj\t24.obj\r\n" ] } ], "source": [ "!ls /home/cedric/.fastai/data/biwi_head_pose/" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "data = (PointsItemList.from_folder(path)\n", " .split_by_valid_func(lambda o: o.parent.name=='13')\n", " .label_from_func(get_ctr)\n", " .transform(get_transforms(), tfm_y=True, size=(120,160))\n", " .databunch().normalize(imagenet_stats)\n", " )" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data.show_batch(3, figsize=(9,6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train model" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "learn = create_cnn(data, models.resnet34)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n" ] }, { "data": { "image/png": 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ImagePoints (480, 640), ImagePoints (480, 640)]...\n", "Path: /home/cedric/.fastai/data/biwi_head_pose\n", "x: PointsItemList (485 items)\n", "[Image (3, 480, 640), Image (3, 480, 640), Image (3, 480, 640), Image (3, 480, 640), Image (3, 480, 640)]...\n", "Path: /home/cedric/.fastai/data/biwi_head_pose;\n", "\n", "Test: None, model=Sequential(\n", " (0): Sequential(\n", " (0): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n", " (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace)\n", " (3): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n", " (4): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace)\n", " (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), 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Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace)\n", " (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (downsample): Sequential(\n", " (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", " (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace)\n", " (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " 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Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace)\n", " (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " )\n", " (1): Sequential(\n", " (0): AdaptiveConcatPool2d(\n", " (ap): AdaptiveAvgPool2d(output_size=1)\n", " (mp): AdaptiveMaxPool2d(output_size=1)\n", " )\n", " (1): Lambda()\n", " (2): BatchNorm1d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (3): Dropout(p=0.25)\n", " (4): Linear(in_features=1024, out_features=512, bias=True)\n", " (5): ReLU(inplace)\n", " (6): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (7): Dropout(p=0.5)\n", " (8): Linear(in_features=512, out_features=2, bias=True)\n", " )\n", "), opt_func=functools.partial(, betas=(0.9, 0.99)), loss_func=, metrics=[], true_wd=True, bn_wd=True, wd=0.01, train_bn=True, path=PosixPath('/home/cedric/.fastai/data/biwi_head_pose'), model_dir='models', callback_fns=[], callbacks=[], layer_groups=[Sequential(\n", " (0): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n", " (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace)\n", " (3): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n", " (4): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (5): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (6): ReLU(inplace)\n", " (7): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (8): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (9): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (10): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (11): ReLU(inplace)\n", " (12): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (13): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (14): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (15): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (16): ReLU(inplace)\n", " (17): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (18): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (19): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", " (20): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (21): ReLU(inplace)\n", " (22): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (23): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (24): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", " (25): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (26): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (27): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (28): ReLU(inplace)\n", " (29): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (30): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (31): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (32): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (33): ReLU(inplace)\n", " (34): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (35): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (36): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (37): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (38): ReLU(inplace)\n", " (39): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (40): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", "), Sequential(\n", " (0): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", " (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU(inplace)\n", " (3): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (4): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (5): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", " (6): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (7): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (8): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (9): ReLU(inplace)\n", " (10): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (11): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (12): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (13): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (14): ReLU(inplace)\n", " (15): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (16): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (17): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (18): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (19): ReLU(inplace)\n", " (20): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (21): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (22): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (23): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (24): ReLU(inplace)\n", " (25): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (26): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (27): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (28): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (29): ReLU(inplace)\n", " (30): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (31): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (32): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", " (33): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (34): ReLU(inplace)\n", " (35): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (36): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (37): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", " (38): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (39): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (40): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (41): ReLU(inplace)\n", " (42): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (43): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (44): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (45): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (46): ReLU(inplace)\n", " (47): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (48): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", "), Sequential(\n", " (0): AdaptiveAvgPool2d(output_size=1)\n", " (1): AdaptiveMaxPool2d(output_size=1)\n", " (2): Lambda()\n", " (3): BatchNorm1d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (4): Dropout(p=0.25)\n", " (5): Linear(in_features=1024, out_features=512, bias=True)\n", " (6): ReLU(inplace)\n", " (7): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (8): Dropout(p=0.5)\n", " (9): Linear(in_features=512, out_features=2, bias=True)\n", ")])" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learn.load('stage-1')" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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4HFeXflccC845XCU5XUoow3xL8bFcu3SoVIgoRbJYX6/Y3trGuXnMRx3DK06qfD9VwTmPcy7eL6TflZGlZxS/a3we4YY+51GoERSVJoTzivdQVXUsdUGdx6unKAbUa/iLz7ppF7Rti6qHeG7hlaMnz3DTsaMAbO8uaFVRDfHGggB1qILS5NSqd3T1G1RbFAnh87lY3oUcdOHI4X7wv/zhfsFMEJNnk2eT5+srzzaiNgzDMIwJM4kR9YXzT6M+apnOBe0OqOoqnquY1zUiVdb6ktZcVRVRHwuamys1Sqiq+JuPWp9zRNWXqvYpZE/jl3SNq3paZdLSs7aoiogDtNCKg5ap8Xg2X+PipctsbK4j8b4ignqJinHKd5ev7obgRFJyEVeBMtCil7VVULx6nAt5VnGoCqKllixZ6+/UUUUcKB5Jmm3MZ5fnUK5BU5SUMARoml0kFr/6lvX1lrqehbKuZjjnUEd3HQ71iri2SLugKLUua9xeonZa5j9qrnhQdTgntH43nGo9iFC5VM0dPmrGaSSnQV3Gty1tG7Vm5xDX4hulbXZj/IpqTafbplEbKyhT3z/WPHJJZQWidW80GXLZxqczjGvamDybPJeZNnlOuXzu8jyJjvq1r3lFMGkRKmoVBbhnEoqmoCDIHb0wEswKKS6lwTnF+xbRaLKpKxCJhVpU6CIelRaRYN7JjUaozb17qvpwD5lFAQdxDVeuXKaer8VEzXB1xdpazfo8FLdzNZqeahagQlAAcXVnIktCJV2DksMRhMg5l8M1TUjD+sYmAGsbG3gNpplsivEa4teqKwdponlGGdZYHXxJghHSEKrfbtPmsq/qNVQXuGimquoa50KCNZuIBCpy2eVbqPZNeERrH8lsWaYtxuUU0RpEsyCE8pJcbqgDVwWzVOoAomCjZHOnV6H10LYLdne3AdhtlMO+JQm2ZLNll67QQZSpSgkv61YqwtC4p3MinpyQWNChXKWM7YbA5DmlxeQ55c/k+fnJ8yQ66iOHD3cFIkItIVl1lTRwl7XrKmmVKPPZPM+5ANR1TVVVuRjq2gELHn7kIW4+cwsAt976ErRyuFlNVTQmaT4HQF3QJINgh/vNxFE7h4ijjiMDqRxV1QDzrmGQhi987lM89MgjALzxTV/HBz/4EV7ykjO86d43xPu5WJmLh6baE9jGh7SU83hehaZp8b6lbUNlaptFPG7CfB6ws73FY48+wqnTZwCoZjVNq/jW5etUNcYNPs7ted3B6wJUSHLrve9p/aptELyyccnassvzVVVd03hFomDjKhDFaVnJY9UtK77GBse5LBDhHFTaVfoujvDZigbBTZ+AiIIKVRwFeK8onrJp0PSPOCTOJ4o6tAXVJgoceG3w2tAhWbAp8oSEXzqtOYZJoztfBE3nAJEWKOtA7GxUyipyQ2DyjMlzOmfynFP2fOR5Eh31t/2hP5o1a3HBWaTUwMPnIuSvKIwlxUTTySRkLaoNr3zT61ibnwSIgi+9a4PGJ30TTAozKEzNmhGjvwOcPH0nt730VQA4f4y3vOMEtxw/QjWbdfHH0cIqi4pTpW3b/AlAK1S1R5sGiU4Rrp6jbYsTj8ZwUlWsbZ5i49CJcFnbAi1efDF60NxoZL8Z3cD7NfAejVqljyOEJPzZvFPUMvUC0lLV3WihqgVZeKo6NrpVN5rpyjhkvDTLCUm77zvFBKp085g+zeEqYqNTxIU6JDrihHiUmVR474IDCoAoXjwtLZI6Fw3mx8YV+cVR12tZmxfnUO9DA6d1SlYylKIxrToijTNm0eFEc5gWScOMnEfaYpQQCnoprili8ozJc3HO5JnnLc/mTGYYhmEYE2YSI+r1zY3uoD+1U5yfg0jPGWTfuXitgTU21zejJlZoRKXvRNSGZXDjpJmHQOlDlu9bauIC881jrB8Kc2iLLWVzbYN6o+5pv8n8JLp8z0RVVT2nGATEu55Zz/uwFML7Trtu2xnz+RrzOK/WNA3OBfNadkiJGrhqYYqLGrl6T1qPEsK1eJ/mCauY/sKsUwXt0TmXR1J1PUNkh7qa5WMdmAMTrtQXFaTqh+u+d1ozWiFUxagpmLGcOHx06FHi8pQiz6hSLj3R6JATzJdJIwZUKJe7hBHhqvnUvqkvnOme2XKeQ4UpTYSOKprtOlNZ/qb9uc2pY/Lcv2fC5HlYJibPB2USHXWcGMjfJctedy7b9XvXjUXmgYFJQSBltWcC00EYHV7Wmc9Kgdbuy7Kga3gASV4lzoP1shjTUAp1MsEtmeGkq0DBk7SfSOeCoGdzGkmQq+yhGZw9HOBwsdJ73yLi42dnknTO4bXNDiLee8SDS3NsGsxDSUiAOL8VnF+SZ2/laupqltc8Boeb0JD00EHjJmTh6+ZyUnmX3rkxcG5Qk7dwYXqT5OmbBCI+dNXsWevVx2LunHCECqQFdfjoIOLbFunF1T0XPzJPlQV85Ditnc3zi6GEspmtS6tfasRvCEyeTZ57z8Hk+fnK8zQ6amBMSlMl1yUp3C+emK0Vl2TNOs8f0Nf8C21aukmNUeEfT4HPywxEKypcqJR7jB6Gmn55v/4SlvTZCV6OoxfOZaFq227pQl8bDPElIRaR6GyiS44OmlrbcsooBWqD96SqZoehqqqjo84sRYBI1fPTSEtCektYgvob5qYGRdJV17R5gKeT2bQZRPcgJS5jSRq498ElRJ32NtoIWfOFth00bxGXHZuQ5WUzpcNUoos3pbT/e8738PkLS2XunOtp5cN4po3Jc07+4H4mzwmT54MyjY66NEnRaaOJoOXK0vl9KQSx1KSz48ew8paej0PNmi78fmlQLXb5qYSZp1fhVl43YjrrLVdxocEon2/SwEWExWKRr0nnU5hgUivXCQqpEezWIAZt3CF5B6ewE5QnO3W4rpxyeUnwABVXoQOnkZRWV1Wx0agKLVyjEl1q4GnJSVf4Pt8njjKcRD8MVwgXUTv2+VpXLaJ5q9g5iTZo3cksJj5sUeU9yYVTnOJcuCr5hbbqURfqYbjQjTaAaW1uzlEM040qpStLGXOmKeRA4vPKptIbZERt8pzTaPJs8pwvfR7yfGNMehmGYRjG1yiTGFH3NNrSPDUwXR1Y+x4GK+PMUS5r86OjgKH57ADUddWLqYwT6EYAS8ncO39p9OCckPaJ8L5b7pHmPkrNO31WVdiVKYVNWnrp3JKOS/NV93vaGMBnLbPb3Sicq6o6O/mENLqehpri976wRZJMWgOtvhg+dWkprhqYjaRQxbv1jHWcq0poz8zYxS15lLKKsD+yrKgG4az3XfxLc3el7WyEkNs0KoKy4umzqXwTwOR5+f5jmDwXV5k878kkOureXFE5d1SYuQ4q1GPmpjGT1yrh6pJ0gPuV6S5YW5sDndlKJDg5ONnDgDEWVyyLlJbwPgKHtv0JuOw0EitmJ8hJcCT/ldsllp8pXIinE9oUJs/VIEvXuQqEGbN6jcUibNG3NpshIpw/fx6A06dv6qWlizvmoUtE/KEoK4nmJukqiUQz0vI0TzGnxSwLboja50Yll2msB2W68jXFOUXjPF0ZJt2ya8zCfBsMn09XlwdzeDE1Guc8c73TwqRW5OyGwOTZ5LlLRPzB5Pn5yPM0OuqRCl0K81BDH70m/zwukD1vz+H1KwT0WYUr8N5z5eolADY2TqCqNE3DWtqGcCw+ZTz+MU29mCsqK2R/X+Rue8bFYhHnfIaVd1nQuuPlcCHJyxVbAPVhWmh7ewuA9bV5Hi2ktCXnl+5S12U8P9dOky6191L3jW1BiCcFVwrHlvSlCvEdrE8YZ6ScV4UJ9faAlWQ0EoFhpzRym8lj8mzybPLM9ZRnm6M2DMMwjAkzjRH1iNKy0lR1AOVmSdveK74yzoF2v2SiO4B2nHDJMxEfvP08WbtUIZhh+hav0sozrnkTTC5hvqS/jGO4TCNtrpB+Txpep1EHj8oxDTxoyzEZ8UvSpLUN6xMF8vyVaIWXlsqR9/51rqL1C3wuS4nenoLmeSYFiTrryDrFbDVTljTy8KKB4liKAsxLMMKaymSiDNa+EG82zmkoh3JNaC5fcSSvV1FH1dtEQYGwnra3ny/k2kfvM+UvrVntzoXrZnnkmZ+FhjWa2adWbxC92uTZ5Nnk+brK8yQ66t6OQYny8ICWh5WbDBw4IYMk7DPvtSp+9R5ti92BFJpGYW1EastGRXl26YVYsYr0xnP9YykEODmkhIruxpZnjN8pXpccRfrPzIljsbub31gDEvbP1a4hCctJukyG+UclNTBlGlaapXJa0hrSbnejYWPUCVO/MevPOaXySS9WSOFc/1Eoxev10nX9eHLQYpnHcqMLgot1tTT/JbNhdyanR7tzNwImz5g8mzxzPeV5Eh11j5EKXnpsLm3plq6B/Z1ODnLfVcdjrPhdRGiasGJvLWudWkjgwePaz/FmfBu/TghTetLnmPAOG4Dg1DF+zdj8mWpIR13XNHnnorAusa7rpXiGQrtq7eKqdJaerd3rBWWgDZPD9s5JFZ5G9uJMTjVVJ2jaIkuzQnH3Iy0bieWWeJjHlBcdPENJdSLGvRd7N7gTx+R5cNrkeXhvk+f9mV5Hncq2qNA9k1e2nyxf0wUa/LaqQRi5b3n9vt6p2ZTT30O49Mbct4EYi6P3c1cBNL5/tnzQY888La/YW4vt7jv8PhTCZUHUZUENlri+gWjg7DLUsnMeB5rsQSty39u0c8gZy0e+Rocvh/fx+UiRBhe+9xq4JOhlDtMIYMSEtWJAqdA1DsXZnKTCPrhcDjdgh23yPPjZ5HkVJs+ruUEmvQzDMAzja5NJjKjH5o6kVOf2sygU4UqnhHLpxtI8136asa5IwyBMCCKDNEC59R5+oCmn+xfx5vWMaR5mYBqEziQVvvcLZaiZd3NPqxku1XAuvIi+P+cjhVkIlhb+A4iCSMhzNJVpOdnGuCaf87vHEoZV6c55y9psKngt1rfKIC/LJj+R9MKFtvtdlGKPwPwZnmuZfwG6FzZ0c33FA84vUNDuGunPq3ktftXuvkND3NDcNlVMnk2enw0mz/sznRF1Yako32ZT5my4o4sG6esqdTRTlQ4oK3eB0eHhssmol4ZVFjZdTuvZc5e5tr3Dte0d1CvNTsO5c+cJO+xGwR27f2wk+vMdvZstp2/keJjY/eaxhuf7XqWO7uHI0rXBTKbghGvbOzQqNMENlkXTUFWOqirmv4rbxTv00pDMjKXDzHIaO+FO5eWoEBWqYq5JkPCC+/RsejtkpfxVRUOR/lqyQ0z6i3cROqcRVQGt4pnUuPfrQ2duDXsUCy7HGUyfheBLd2FPMHMabiBMnk2eMXm+XvI8iRF16UwAy9rn2NxWOu5dmwSwULiydtzTpLQnPEvabxoRFNcN563SuTFaXXD06NEYBuqZ8JKXnOnPwdCfwxIkp63MW3mfUgPrflu+/3BuJ+XpIBr5UJBWXTPmlFLXNZubm/l4Pptz8uQpANo2aOlZpkKGyo+V8Y/NqeX0pvD537G5oP1Yblzil67EJc2ZSZEGyU8rUGxQUWjz4VmnHaRG7i5x16LcuECqITciJs8mz3vFb/L87JlER12aynKFV/oCC0vCXoZNv8NygzAUmHxtEf+w0Ugmt2GjsnKHpYJDh9Y5vHkIgN3tXapKmc2rvtZdNjZF3nr3ienr3obTjTbGnEbS53CP270q+pgQD6xcA8Eay3PXwK6trcUz6b24SVuni1SKc/HJ5HzvKZRFnnP59FsHLdI76jgTn+soZdgYdXrTT35hvXZ7K0O/nEK88cLhECsvO+nqaz+O9Jagogfq7Wt842Dy3OXN5NnkuYvsucvzdEzfhmEYhmEsMYkRdUnPEWWglffX2y2broaaTe/6oTmtVHaGrNDIy7myXroGZq/y5hrDpduWP5fXjZkLl9YM9jLbz/R+zid7abZlcYe/QrOVYc6WNXDtlXuhVUpfqR27b2dq6oZRq9Pa5TnXh0EeeqHz3JGuDLPy6uzUEnDOLY2aumTmt92D+jQMiGf8wOQ1lopyCNn9vmzefO6msxcLk+eUJZPnZUyeD8okOuqekI6QTR+6bGboCejIU14ypxX3680fDYU/XVveu4t0dV5Q8DOCA0N8vj49sKGISD4lKkvCndL464FqAAAgAElEQVTamcKC4OiSV+X4PM4qB5MULwQDTXKI8SgazWS+KAqvmsuqcCPJ3zwOpwptcOYI8bc4qcgvUxfFCaj6HFfIhkB800y4zoMITro8ee8HDYT00k+KBqJ7SKBNIlU+1kExqSpeFN9ZwQiv0gteoyl4eiECaevFHLHgNM1Xtagoii/qYvytl4hkTutMmo4Krx6NHq5aAT5tcbiX+XB6mDybPJs8X195nkRHDRQPdrVmXXpOLu1aNBIueYwOG45VXpg9ZwfttODy3DD+pXMIrfeU8xFJU+ylPwp1z5Fin2UNquHdr31hH3/oIazfM0y4bzfayBrfQNNccWUONJZqQXBL2vv+dG/l8Xton7p0tms299nU4jkylhcRCa/Zyy2C9gU3pU271K3Ce780whxfB3SDYPJs8ozJ8/WSZ5ujNgzDMIwJM4kR9ZiJaEwLXKlZDTT1sXBDrXlsbqqMZ3Tdo/RHCOl779p4Pl3vC2251K4UzW9TKctgOA/V17ZZ0rzLMJ1pqX+/PEoY8S5VxrX53txhqX2OKYEiEDdOSNe1qgP9fLUpb+zeqhTmsfH9iYferOEB9SuOc67nNTscfaVRWo6Q7rmWUbsqrs/03XXhhQVC+QaeEJej20hhsKHEaL0eN2eGJaRC3pRij5HUlDB5Nnk2eb6+8jyJjrpX8CJLgrZyzisVUmGuGl6Xrx86rRQFnB92cbx0vzE5T6aygVD3HoAOfqNrVLTXHvQrXCesLAn20FQ2PBdbri4u0dH0P1e0uG84LpZWZBmJSynKYpR+ufqesBbx5+c53ih0uVxl0+s/u/6aSsAPnDpGyybePf6WNm0YMbD2Iugas17GV6ZtePt+I6uxkc4V84bA5DmcNXkm5zPEa/L8XOV5kh312Hq5g5AFTbvjVAGz1jbQnvO1w1Ib1Jmho8roNSmsloKkywKN9oQ7noxJT1p0EmQo3ygzVguXNHyCE0kbtT+P0sY5okL0u/fqptjLEYKuEKZUxK7bDF/y+3SVqgpxLBbx7oUDjCrgBPVaxBn2ASobL9J12oVbynUqivxcFRUJ76itVs3oBMH0SHby8OpBHc472tSgCCCe0AaEk7NaqASa8plHye8aovQ82+KZVfS0cB30BPl8eDtRb1wY28n95i+nhskzJs8mz9dVnifSUSvedwvP03tOx7wclxxQVilh9LXTXkOhy0LZE7YoZcsLGfa+30EpTWI9RbAnUMtCVmrgYwzjHGrpMXMj93oOjFw7jK9aKWDPjjHP2eIohWLfB7MiiAi9ziQvAymCV3U9NHrtQ5eu3vPe76obpDPeC5PnfnrT3YbnTJ7H7mPyPIY5kxmGYRjGhJnIiHo4p6FxrV1pZtG47VuhWwxtKH3ldVzdWaGw9eY9hjvND84tmfEG1o/W+572O4yrc24Yn5sKJ1x28R9q4H4QfzrXLd8YXleEZe9zZTwpr2UesqkwO190eXLOdcWgKcO9QqZ8W88Kw1/v3r1finSEr8tXSzGdVJpKl+IYhkGLOhjLQ8jrLKlcqG5lmebRTC+RpLnI/KNIjrs/4gqf3nuEajAyU8BFi+GNNco2eTZ57hdmd+/eLybPB2YSHXXb+CywzgmtNkumi/R727YxXDgenVcamJ9656T/UFIc5RzXktdovC43JL15qP3W+fUrc75fNMetEmwthHoo2EvZHZ7TkcZndfKW5GO5gh0QAUkNr4RnuXcrCyKOvG6xSNCzT8OYkC/Pjaa49k5V/E26zSN6Fx3g2vKaQbs/fi/1Bwh1Y2DybPI8TJDJ8/NjEh11WPIQHm7btjgBEQ0PnfDde5899SBqsYXAlyT3+rE3nHQPtq9liy47lQw1zxR2KY7hA+9pfElb7uJP/6pC6akf/tK9JQtybpsKQe83CCmP0sXlle7FquE4adjDNO7F8v362nm6H7lhTIWRtjxMGm+R2eJ6VYXi/bgi0SHEj80gSfGZ0h/zkz6Vrt7khqVrGBEH4gsHGA/ic51J8QsOUY+LZTirDi+JXci+gOueRTrVadex8c87GkFwtwn3DUXl8T44n+Q6IorT/d9BPEVMnk2eTZ6vrzzbHLVhGIZhTJhJjKhb74u3iCm4ZOIoPUeTdkU8F+z9w7kv5yQrZ1poXktLMMq5gqQkDrVySu++bo/h0TWZxSnvfe9+ac5k2SxWauA6+Bxq13tp4MvaddqasB/X8nUUe/COkcP1wgzniboy7JYu6GB0VIxmilEUgC7NEe5vMuqWrsTjIr7ujhLzN0wBhTLfrd7MI6voJVqusqyredCQR8x3o3OHvYRJb41pSk1evCFdnSx+Hn1mNwImzybP/ZuaPD9feZ5GR90oLm6lq+rj5uXd72l5h3NanNNoTpPinAOkuNbFAu4KR9x4pVnlUDJsCIY7HqXf+tdqYYpZNk91wtIX2v7namHsnytvO6jYxfFwacxYxeylrbguNEwlw4kwjaafFpE2xuNxUi2V69CZZRjb3pV3eSaqm4ccI5RxlwZlLPp0brjutBT2vEHCPkI2LL/gQCJZeMNvqTVP14R6m0yqOa0HmzWbHCbPJs8mz9dXnifRUTdNS5W0LgnzW+X8Ffj4ph2llPgg2J1wB+/JUktPazq15/k4Ng82yqBck1DnRoLuvr1wIrQ+VfD4sAcCnh7isxHs5B3a9xJdrmRDba/U0JeFf7yS7qeV9/PropNGN0/TjX6WG4ml+AbHoZz7L1A4kPa5v+I+etHoKx10mLDxyHtXFh1Bl97wnDsv0dAIhp9dvlCyB21qgJUk3M9ls5AXE5Nnk+defCbPz1ueJ9FRt63PvgbBs1BxXnFVesUaiHhUC+cTr4hTnCs17iDMLmvZivpQ0X02Sfli79x+OvbSFrPZrNDoNGp0fiAcTdsAGwB4vwjONV46fwotBSpVBHqfw6Uc8TKSEa6LygdB1q7h8LGCZOFPGnJBbjSkawnV++UKnssi/bKL+jla7n8rUYcWute6aYNUpcONi9/bYcyIlo1RqtBDHR8Ke2oIoUUoLQ2Yz05zDd6gpUeoouLDTk8pVteEcKmR1SRww/2cITkOhZhi2RTPokteeZ0OjkFpQ9nGTs8/d4X8dxWTZ5Nnk+frK8/mTGYYhmEYE2YiI+q2MHdJWL4hkrzkw8YI0Ymg52gSr+8U504rSsfqpdB2odSYShf+/cwxvW0PszaVtK1izkyEVqN7PkEbDi9qp5vnGjFzjX0umcqIo4ni3a6lpu41aeB955NOUy3NjEmr620ODNo3G3VxxNL260E7ZReNZjFpPeiCSoW6DVXK6SFEKyS+x1fYJSxtGZQrdFpuebJMA4Ofo1Lr0UIpT3ON/Wfay8MKFIk7G5ejAI+q4KP2m+Zcfe/ZL8erKT+pntKFD8eCqtC967a7CpTech7Cpg2pfG6QAbXJM+OfJs/kcu79bPK8L5PrqMOi9uUF8mlKK5nBnHPB/KTFDjQiOFF8NgvFtWzazTv1diwqBDu94LxkKMyl8Cb8QLDLF6WHC7u5tqETSsjjcvzl8apzZdks73g0MLvQzaGVcXVp6DcqQr8SiUg204RKtkBbx2I3VJ+L1zwba+vsugWLWDat7FDLjGy00fhWgoHUdhW+f1wyTM/SxeWp4tyB58JW0pVjNVI/luMem3uSwbMZD6e67BgjUvXPyfPJy+8eJs8mzybP11eeJ9FRN03T7UwUBbt872hVVeT1HHQ7GPmocXfOJkorxLe/JO0nepjqspU/CZ+I9BwzxrTt/nXduSTYfQcY7eY+fLtC8JJQjsfbu0cMlN+YM4hr6Zzvz2mVcY7d4yCVP81fXbxyhauXGu7/9Bf5rQ98EIDHnrnK7a9+Ba9/wyv4ve88BUAjUNVCI3FekqB1Cu3o/TptWbJ0HlSDHuZn1THRCUS1/G3o1dmVU283rdGNOIZl3GnQwzR0I5mu8dm3/NWB+mI+cjgfOE1MnpfjNXk2eX4+8jyJjrptOxNKcB5J2rbLvxNWeWRvUq3AaXI+Sdq7Q0RRlzTJosI3UYij92lpfAiaeKnnpcaify6EHTgbsCwwQDaLIS48TK8jD7T/kFUH3opKzyymvjOTlctFcvDUmKhmzR+IZrN0PqWLeK6/M1G4RvFxZykFtrdavvD5rwDwC7/w7/ny5x9CZAsvz4Tns32V+97/UT75kTN88P/7AADHTt/KXXffxd2vezkAN998iPU5OK9IT6hC5e3KuXQ86f7tKaK9kpbiqsHSkyXT3/IIoEfv9YP9b5obha6Mh85L/QYjnesEOoehH27fdqsorxsBk2eTZ5PnPXgO8mzOZIZhGIYxYSY3ok5zQmEzhKQhg1QeB7RZG3UEx49uMwXntPNBCKFI8zui0QkiL+UoloFo/iefEBGGGo8kbbrQmoemF1VFW5/ngBovtG1L2/jium6eox3MPSV8q1EjHq7XhNIMFjTOkTfwEJxgIGnxHi1XGCrFXBdF/BrMf1GHO3f2Gf7eT/40Dz3wBACz2QVEz3LtqtK6JpyrK9bmC0Sf5OEHz4Z7Pix86hP/kX9VnwDgla9+Pd//A9/Jy289Qq078X47qK4hsl2ko9Ooe09Elqd0RKTbCQpHdEehHC2Va1BX6q/SFtcSK5xDUCSORGS21tNq1UV9PqjTZWQxinKUIWSdWLpw+XlJ/qdvwqPtjUduFEyec2rzd5Nnk+fnI88T6ajb3vyVDLbB6zuMFPaJwmEFoqC5/oaA3bxVMgl1zi1d4Q+MLxIWq6vSCf/AVJLuN/yeTSk+fXYrJPtzWXGVn3TXa7KjlGG0v7nD2JyW1+U5s7AIvwyjeSP/Lo+podBBGjy720Fof/of/Syf/8x9pHfGN4sZh9bXcerZakIY5yuQloW/xvbuIpbWNrP5Bs3iIgAf/cjDXL76JN/9fX+Ku19zGwAbrqVmh2bE1Nh/IPTr9ojdTOga8RRgzOFo9DZ73Vo6Z6ee0S616CPhVbvnX5pFc4JHOo1hXOG61Mg9u7m9FxuTZ5Nnk+frK8+T6airuBlC+B4q3fAVeOV3VQ2TX4Pf8ZAcAETi2060eyDpLT6CIsVlZXuhhcRp8Ry9X578Hy/sYrOC5DjS+oEmPaKBlxV84H06vK6cWxkTdh1o6WQhJqcrlcuwUVLd5sMf+jUAPv3xD8HOgt1F0JpvvWXOTcc3uCINV7eDEC92hK3FLjOBKjr5LBaH8Tse6ksAzJ3w4Ofv46f+zln+9J/5QQDe+dZXUElLrynWTvMuX1PYI8pFGAGVlT6MNDpFeuihqfm6UbLyq0tlH8qrqzCqUdcv5LtLw+p5szCH2J9xEpHR0VDQ0rvO6Qbpp02ei7hMnk2eu7ieuzzbHLVhGIZhTJhpjKh9m7UM58Jas8q57EKvXtGKngoytuQibZYuWbXu5gmk7a5NLwOQ8rqCsb1Y0xzXUOsb0+bawrTlvS+08L4GnzY7CJHR08IEx5K2XcxbZW0+bjmogzmt1nfmx86UNmbe66f/6pWr/MJ7/y3v+9VfCWGas7zh9a/mPd/3JwC47fQ2F598nIe+9CQXLlwAoGl3OHvxIl959GnOXdgGYNsLO165th3yfOHSAnELthZf5Dc/8OsAvO6uW7l5c45ok9MR9NqUt5TQdDA0O5Wh0lBJh1nqyoXO/DRkpXIbn3U12MRfRlaDjmrI0s2xrWTpmaTRQ7ou1ecbY0ht8ozJs8lzL63PV54n0VFv+5YNgtmlaQ8xcy3eOVwVkuedA1qcCL4wnynBGaUUROcc4srCSYJAPpc2ZChfezY2b7Zq/WXPJDUwx4gIrdfsJNOq0njPom1JbUsvLt+d651nfI3lMGy5s1G5fCO8aSi9SKCNOzotm908Hhcr3mJ7l5/7p/+Mj3zkPnQ3mLhef/vL+Bt/7a9x9MQtAFy9dI5jR57h9pddZrF1JT+fptnm0sWnefThBwB4/InH2d7d5dK1YGJ79PEL/PanvsK5nYr7PvA7ANz7hnv51j9wL/NFk3dFwm+gkgyIfXNlJ1RanHM5jKqgvkoWVJKTT0/4o6CVzYFKFYTexQbFpXsITewkamlRnXc7LKeyDk85nuw24hc3yzdI5ZyyJDSoSngxRc5ff85spTnvBsDk2eTZ5Pn6yvMkOmq2Z3gXNDfqhgUVTiqqKAmVNogLGuzwTTki0jvXtm3WrJ1zvV2SUvj8WWyQ0H+7T2BV4e4n2ENhTFr4cCejYVwr77HiO0QNfyjYqqA+jwTSms+xEYPD0USHkX/6j/8v7rvvI6j3tDvh3Hu+7/tpthvOPv50CL+7g+46tNnEuXmOZ2PNsXnzrZy56Z5QDs01rl55givXgnfpuXOP87LTNT/7S59j4dcA+Df/5pd481vvDVo4O7H8VlVoGXwfaN4h5/Fv9YzO6Pxf/k4uv/R9v9HWXvfpruunM5/TsuNo47kyX/to7lPF5Nnk2eT5usrzJDrqx770ZV77yiMAtG2Dzg/RsA519NDTlrYdr+TDrQLFOaQQoNQY9Lc07JxTUrjSEzOF0YF2n+iZpAZhhk4nZUXaS0BXfR++yi5rztlU1h3nOL3HazdaCdcsa+AQTD5PPPooAJ/5xCfYbbY4+9ST/LFvezcANx07yfknn4YqaJQzv433nsp176aVSmhbFxxs0l66MqOtb0LqdQCOHjvD7/2G2/jKw1v8xmefBOCJhz/PP/uZf8mf++E/waYLDYlTCW/sKfcsjulNMl+aFPPWjmj8rkvOKlrEAePlMLhZd1Uh4MPtGcfqRhdH2YiXmnX8p7htb5SQMxlGUTCSvolj8szK7ybPXXpNng+OOZMZhmEYxoSZxoj6oU9y0/w4ABubR9mRQ2zcfAdegvbWElz+vfd52Uep1Zamsp5BJWpIpdNH0sZFhPSaW+99TzNP15Za1lD7SmiRlkTbtvmeaU3p0FQ2ZhpbdW7MPDamOebftf+2nbTV4Og13vMbv/Y+ABZb19jeucaZW47zrnd8XSgvv0BamK8Hs9h8fhOiLb5d4Be7IQ6pqGY1+KZ7A1JzFV9BmnNatB432+Ab3vxm7rv/XwHQLJ7hQ+//93zrH/wD3P3yY/F+Ld713URSGZTPdqiBh+Owj275svdh+Y3pzKPlkq5Ps2uD+tG7TrX8iNcnjdpHq1cZNqWvW6ahujzSonBAWpXOKWLybPJs8nx95XkSHfXFxz/Fxy6GzB45fIKjx89w0842x1/6KgB2Z2vgHXOEOpVPpbRDb0KC52e5qD0JbblY3nsfnVei0BLeJpNfYSZhbqVnDunsakvGi7LwUwMw3NTAe99rYFLcw4fWmXWWX/peVjZPV7F7r8CLhLcSSXelhoy1bjeemyPa8tiDX+a3PhKcQdo1j7+2xde/4R1szINpzCusHTtCtXkUgAceWPD0M09wdHONm46HxvjQkfDaQu/hmfNXATh7sUG14sSh06Fc5sGB6Mzp09x87DAAV3fAb53ltz/wUV77J78jpFsuAOktRP08+UIsNVb6tHhW405EXil2PBqWoKD43vngUdxkc2K+UjzeeVwUEe+hdV2jIaXJrTc3lfYMjvUtWcU0e8RAenrF4wEX13CW9aaNQj80C04bk2eTZ5Pn6yvPk+ion37qq5yvQsWpKs/xY5e4dk3ZbULOT932MvTwETzQ5Gfisndjab8fakpJiJNQpd+899lLb6htq4QdkTRqrmWYVZTa8fBzTINKDU4vzqLR6AR3qJV1myKEeNKcVhEu7aKkA41/oM3Nneehh+4H2QJge9Hi2OCVt78SF9+SU6+d5uGvwq++/1cBuP8T93Pypk3ued3Lufs1rwBgY/1OmrblsUce4YEHvwrApz7zZR547BmO3xq8S197z6t59Z3HWT98kdOnwzaETzx+Gbde8+UHPk3jvx2A4IdZrSxngLx1okCWDpHUIiOulBjtbcAQGoCycR7VyXvzZt1ZOjU7lmfY3KAnoUvPrN9Ipbk36YS9iLZMz1Arv1Ewec6RmDybPBfnnrs8T6KjPntxiyqq1rPZFo1u4NsHuHQlaHNnzj3N7fe+nWptjd2oXlUoKg5x0hPaUrBLU0lpNhuGS9fmSj+ydq+35q6IPzE0laXj0lS2n3msZxYpHGOGvw/NJ0tavEbz4cj9UsROlWbnKr/27z7IlcvBQ3dHF9x65jhHDteIC2bK+7/0BX75V3+DsxfOA3D8aMPhI6fZ3TnLY4+E+Ou25dCa5+xTD9LuhiUeJ0/ucGlnh7PnwvKOj33oCa49cwf3vO4Et9/xUgC++PAnuebg8tWn8H5RJpQ9yb8njbqf924UM2JqlPgsRzx2e9Ervd/TblsHMnHSlXPXDnROMun8Xma7G7GDTpg8Lx+bPO+ByfO+mDOZYRiGYUyYSYyov/rkVQ5tBnPNkc2auj5G7SoubwfN8IlzZ6mOv4Tb7rwdmQUzykwrqvCqk8FL6svlGp0JbKht9xxWhuY18f31mfQ1rf008HJOq9zFaGwz/pKh9jik1CjHlovkcOiSOS29sDwFE69cvXSOh770ANtxzeO1VvBHN1mf1zzxVFhy8YlPfpwzJyoO1WGt5JNPX+TpRcusEfRqmB87c/IERw8f4vLlizz1dNDUn3rmLFtblzlxIphAjx89hF9s8dCjC1720lsB2JBP8qQqW9d2aKJZVKsKlRZwvVHQqvLon+hrz6McSLEtDGnFsy4diMo0LNUDgd4clnTzaGHE0K8/qqmuykETOGlMnotzI/ENrzF5XnHO5DkziY56rWo5vHkIgM3NDdpGuXz5Ii3BM3Hn3CXuFdhd7FITnCKkUpA6FkgqbME5iY4X44KdPE1VFYkep2hyKuh77w0FfijYw/OJoVksmc7aQaUoH2IIXph1irjHGpChqSytOQzn2rBxn69T9kLFRHEahLH1G8AWMr/EVjRJ7uwcBn+UWbXJ0489CMDJw0f57Jce4+LVkOdnztbUusvMX+TwxgYAm4dOcOzIMSqZce5c2Ejh3IVtrmzDA0+ENZ3V+lO8/c1vRXVOI6GRkLmDLeXS2Utcvhoa9sPH6s7Mk8yFeb4ulU33X9dSEZ1zyHNMefZKiquX1p/6XH5dPXIIFaJlJ6FxB6LlOtDftF/6zw8GrU26v/SecdgNSXJ2ylcn3miYPJs8mzxfX3meREd9801HmM2TkC3Y2VIWUlHFivPWd7yL46dPslg0XYGqRqcSGWjL3aLyMaEsN1RIb88Rkd7jCI1B+uw3EmOMadKJJORt3HFoFavmMg4q2FHvjuc8Ko7u1WzRYQVF0tZ3zhH2FXbM6lDO17YbTpxYp20XNFvhlXePP/oE4tb4lj/4rQB89MO/ys75S5w+ucEtt4RNLTY3ZrBYcOLwJmduDp6jR07OeM1db+Tf/1pwWnnoqw/ywGd/h9NvewdSh8Z5bXMOV7bZunyZhx99BIBbT9wZGiLfdxEJz6IUl76qXWqzpXDpoKycyiDusjyLOHxoKSR3EiB4xkZfZGW7fHbpu4/lnkivV8yJjaFvvA55FSbPJs8mz9dXnm2O2jAMwzAmzCRG1FI5duNetItdj5vNec0bvo677n0bAPNDx9na2qGua5J2NZsJzvWXaHQvA++bsqq67tZdOhdX6JGVpOUNEkpNvD+3lc4Pv5e/lxskjC3rKNlLe0/HB9fAC1NScV0vTo3mM2nZ3hJ2twEJ5zY2HLeeOYTjCiphnuvwkYpXvOSV1Ivg/Xnva17LiY01jh9bBxe09JkofrFgvV7nnte+MdxH1tneXvCurwt7Bb/1nlv59Gc/w+LKBU7cFNZdbq7NEb0K0rIdXwgggHjBa1q/WCR9qfToHvXIj2Na7UFNT+nanll0RR1IZ33PJNbFFP4vl26EucXOLAZJZ+57k45o+zcAJs97H5s8x6QvlR4mzyuYREd9/sJ52rjW7syZl/CWd3wTJ2+9k0UVlhT4pmGO4MTRNiHjTjy+8njXN5V5r7nAknlLVfFVLn6chlfnie8LTDl/0RX6yAMeYcw8ls6r6tK5MdPbmACv+r6XYKP9dYN53k88+HkM0nL5YkO7aJG1YLqq6w1uu/k2bj55gmMbYd6pvnsNpxu0ixjmppdydNOxWFxhazc4Bx0/fhuyc421jWMs4gvpT50+ibYVRy5vArBoj3Lm1Akubymbm+FZ33TyCO7hs+B3OXwomOtE0x7A3TMoMk/8Zak8BMkSJvlzUMaS/1lZ7v0fKNZwDmeruuu6rSxKwS7jFMrlHelJlU2DEvZDzoItylA8b5QO2+R5OQ6TZ5Pn5yPPk+ioX/ryO7nnLd8AwNETp6E6wo5W6S1lVNJt2ddptC3eV3jfeXx6H7U2SRWa4LjgQPOryxyqG/hGqeNazzC3pcWGCakAyzWcvif8e1HuWNStuex7GA69DTuSwHbHw0ZmqF3n45jumOVuVsX74Oogis/v9l2wdW0bJwt8fP2g+Dk3n3g5L7npFZw6FTYxWGw3XDp7jWYnjmBmguMa588v2NoJTisfvu9juGaLrZ0rbBwLXqEnauHQ4WNsHDoey/QMvrnIlZ2rXLx0FoBbTp9G/QNhNm6xSIlF43wivTLQnkyWGmwMARob1dhgS97NqWjwZOjQ0TkdLT8H7QRbZOAlKkVDmpyVimeUdjISF3fKSr0NQcg1HcSvGtNR1DfRfj5vlI7a5LnE5Nnk+fnL8yQ66m/4pj+CRs/Bha8BR4VSxXeaClWsvOTKiwRnDu+ropL78LadpG0nTbRt0SZuHbfw/OJ7/x2Nv8gf+/7vAmDmwrteXTK5iSsKuK9drRLuoZbcNMGMlJ1P2r5gd9rx6njScXeuS1MXVyHYyVvRg5tVpLfA1pVjcW0Lnc+R9AYj7zh9ao21tRmLGO/abMHxE5ssFnD+qeC1KVpTV+vUm6mxatjZ9lw4e4H7PnQfAI88eZ7DR2rOndvm29aO8O5P/w5Pvuc9yO//5iwY2s7x7QZOPHUVtPJbb7qFuavR2SYnjh6N2WnDG3WLBjo7hkZn9egAACAASURBVCQtFpdUWbLQShrhFFqsD6bV7nkJrbQhmt5+BUGoOs3eo7RhRUZW51124Oku9Pm34okBikjaw9qjNN2uhArE+pxOStzoIZyLS5NwhB2dfJHYGwOT5/F40vGNJM+3v/INvO7RB/n6Bz/LM+/5AS5/XZi+MHku7/fCy7M5kxnXlXd/+nd4yYVzvPIX//WLnRTDMK4D7/7073D00Ue59V/83IudlK9ZJjGi3vF13otWNGwIP2oWKDxGkkZevkheVcO7awsTCyiXLl7m85/9AhC06698+VNsb1/lySffAcDNp04iAlUa/Tmlr7klRazUCPusmp8qNfgxZ5Dh97E1nXvNaY3F632L6k6ev9rdbvjwb36ItaMneP2b3gDA2lw5dOIo1XzO4TBY4OSJwzi3zYWnv4o0YUQ0WzvE5tHDzOr4fBZw5cIlvnj/p/nsJ8Lm//WZW1j3x9i6co6fOX6KP769xUO/7xtZ37lG7aqYpoat7QVXtzw7UZk/fHyTk2uwOHmcW265OeahxXmhdX3TWMprznMaERVmMIpfARrZRVr43P1fBuD8hS1ed89dHDm8AaQtDn0u4775EdR7quFGGiSzrCfruXnAp3R1JMbupXe8fLBHfYpzXJ1Dyo0xsjZ57r7f6PL84Oc+wc8cP8UPr8156ru/i0a3Y5pMnouH2M/VCyDPk+iovRdwIXPOhcod5qkKgY1rI0v7vvfdPr8hHo84yXNTodJ7Njc3eNOb3gTAotnm8tZjnD07Zz4LFb9pGurakRa6q5fBw0rzFd3GCSVDJ4ex+SrvdcU8Vl9ox4S/DBvmOLQn2MNrW9/iGs+5c2Hu6OlHH+ULn/4Y9aGTrMW1rK+6605m803+6Le/jfvf/3EA1g+fYLFds62eWR0qfq2exc42vg2VuNptqGrh5E2neNPX3xuuO77G4lrNbacqLuwK/4A7eNvXvYkTu1eZzVJHDTvaoC355QwyW+M1J2/mJb/3naxFB5hWG5wMNzHQlPvieDn/EHeMyqayBV994It8+TOfAGCnrbl09RyHDm1w7xvvBmA+rwtTY1HmGu4mxS5ZxaNCpOoEbvRZpfnR9HMn8MEwJwzEeykGxcf5VZ+PbwRMnrt73ejyvL0rXOAY7/8938KJU8eYtVdj/k2eU9DfDXmeREctvsW7LEkQdyvaj+BsMsisSp6bStpV6xe0PrnLr/Gq197NnYsjuaKkN9ZkrUn90mRTqYH3bqfLHp9hDqtbzpHmtZa17eW4iqORezEi2MvzYoIDrTh2JG5g8LJb2L77FTTVUU6dDO+JXSw8Vb3Gq2+6i8VmaACOveyVLBaX2cHhq7CzlCx2cKJUPr59p4YZNXe+7i7ueN3rQ5inzrF9aQN34gqX4+uQxNUsFtss2tQSO3a1ofE7LNrwzJq2Zr5Tce+rX4NEIWlFg+evdlW/nLMsP6WTmn45RecT51vWdIuzX/1UiLue88zVs3zbt/9hkP6WkGOoaq5L3nt829LtWiTFX1tcFebGujf8BOeXvDxEdezRrkoBDF7jdyNg8tydK45G7mXyXH6aPK9mEh21F8XFB1ThoiNBS/d6NEVcLJ5sDgq/Koon2npEgyNAdDQRCbsWVa5bIyhuxn/45d+E9hDfG9+ZGoS/c8oPPgfjgr28RKABnZELX1o8LT5qSx4fvVR93jkJkta+XBarTG7Lx6XGP9DaPVQIbR0as2bjCGfuejPXFoqPa1VpLiNssP3kNe54/WvCZTcdpm22aKp1nA/LMhqEXfGktZlXFpc5f2mbw3KYBz/5eQCe+MLTbNSOHec5ceedAJy83dMulLW1kIaaXWgX7OqCtg1xu4XnlbfdwqyR/G5a5zdwNMFM1CsrRdJ2k3E0pL7taeXpLwlV64WvXjnGW979vfF+l7n//ieQVtiNzkG1czjiaC5puNrGEvbU0VV5d6vh0YfPc/Ot8b2+rUekGjzHbjvB7BWaGuOy/UjtUdGXqS7iI3VdINJxCnhjuJSYPHeYPJs850Ck42cvzzeG5BuGYRjG1yiTGFH3dhGK38u34ZSUcz6ttkFz7/Zex7WazSAaNSJRyRqJb3domytcvXyR3d2wof18PstzF12ahsfLJilIcyvFLkXSN4uN7WS0ap/h5+bUMnJdHIS4Ou5adO0qv/ze93LLnXfztrfdG9NQ4fGcuvVlnHvkMQDahaNd1DR4ZnFUoyxovOJ3w2jowvkdHvzKwzz++YeZb4cyevmdZ6hpab3n8Uc+A8C5a8c5eetNnLk1OJXMq4rGL/C6II0eFq1yy20vZ62qqdNmFaqo+Dyn1M9jMjdJUfbLpMdUubAd/6Ur4RlsX53z0jtezdr6Op1lNoyVlpxPvI9msRBwd7FD47dQX7EX+Vn0NvZX8jKksWFXys5/Jpg89/O21zmTZ5PngzCJjprCI3Ns/4FVu/60vkGl6grRV3ghOx9kpxSCaQNAfcM3ffO72NkiNx67u7soFXU0LXkUJzrauPTNZICGjfHz2fBqmxwkbWc4tuZyKb5V99njt7HvXn1441BMv7YNze5lrl25QNtEM5DWNNqwdtM6x7bDOsizVy7gfUujayySd+NCqfOCfjh79il8c457v/4O1jXsNPXVs2c5f+kKp46d4LV3vRqA3foaj198iLXognr82HEaWha+oY0mwx3fcvjwBvMj69mxolKllXKOqMx4Mj/GxrRsUCnqSe4kFL+4ykc/8tsAnDsP3/yt38hsfY1KgnONUmxAEeNxuRXvvEJVG6rZble3cL150CWKNaPlvkXZtAd0uxult0K5PB+X0zRocG4MTJ73vM8ev5k8mzyPMYmOur/LTwtOQBuqKgm7gOtr5c45xHmceNC41KASEIerOu9SJCzTWMQ5jGbRsHH0OGvrc7a2wiYAs1lN6ytms1AcdVXjxIV7pE0TnCNvjJMTTtS4iwZAtOcRWmripXAP39qSnFi6MjmYwI8JtqrivKaBCEePH+N7vu870NkhNjZiRUVpUWZHjrK2eRmA6tJlmkZoKmFnJzUSLVLV+OhMc+L4Ce54+Wn87i7bW+Hc6cNHOby1wfFjx3FRKA/LYU7ccpLLcYvIxjt2Gk/TdKMSNxM2Tx9GTmzSVOF+zvuwm1Gxq0/RaubP9BrArsik20EqdxIVfnGZl90cPGOrtsHN5+CEOjf6ivfBKWRJgJS80cH5C2fZ2Oy07+Q8tN8cZDdSSHGnegHdzNPqZ33jdM4dJs8mzybPyzwfebY5asMwDMOYMBMZUbtsglDfQjtDxOd5B68gvqVtO5OZc4KrQN0C6rB+8jOfeZSnH99i63J4c8vZs09z7dolTp0+zeFDYa/bzeNzNtYO8apXnGQWN5xv5+v4dh7WWwI6g6p2OLqlISoOr0ErdFJqTi4sOyiWlXha0l7EXhsqV/U8XA82p7W8zEDV9UwoxS/x3zYflzNCXiuOnX4ZTdvQxuUVvl2AV1rXInVY9jGTS5y9/AxHXR0KHWhV2W0cs7hGdTaHy1d3WatmnDh5EoCXHb8doaZd7HL1yjkALl+4xLXL27i1oP3ubDdc2d4OI5Emeok2O9QnX0p1eJM6LX8RxeOCGSkXgRKWSbTFcSoHRs7F+Tjv2Tx8kre/6w4AnjrXUM/WqEXzFpeiGvZH9lqYqRTJb8SJpsWdK+jsGD6moW6FD334t7m447nnDWEN58mTM6R1VFrj2YmJmQNruDoNFbbz9FY/5QIq5LW/NPSHezcOJs+pHEyeTZ6vjzxPoqP2Sl7OIU5ztcyvspMW8ULbdqYG74NZbOvSLr/yK78MwAc/cB+iFe0iOJVUtbC2ViNfBonLERoaLl1c8IM/8J286U1h3SDNNuIUSZYQmeFVqCoX5oYIy0yy+750AhrMKZ0pZGj26JYZLL9tZxiux/DpF3GPz2l1wpwaEc3mOsGri3MncX1jFCTZOMLOetht6P4nP8cz157hNfXdrEdBdo1HRZjPQ/jNjYqN+RrztUNUa0E4PHNUhaZ1uFl45d38cMuWXmYnLt3Ybhp2d3doG2V39xoAV69d5vitM+br650JqSyCYrnDaDmMlFC/DB0nTp5iazvcb752uHjBgvT+Vbq50GTWLHfJWuzusri2y5F5aAQf/OIXeOqxR6kPH+PS2UsA7F7dRlrHpQsXuLod1rIu2orHH7/Mt7z73aH8NufLGVLtpabL47I59UbA5Nnk2eS5S02Xx+cuz5PoqJeIu7ck7cfn/Qp83sLNOcf5S7v8zb/1U1x45jwA6/OWxu/g6qD1eSVqjzVtG9ddas3MNbz353+FV98V1hseXZvhWeDbINmtJE3IdfNVEoq5nOcqHWbyG3qEXCmgFOy95yeGv0l0bKE3zzX+kBUFLbRu1V46NVecMv4wCljU6xy+46UAvPOl38Z/+He/yNNnn+HIRhDQ2bpD6ordRRz51BtQLVjsXOPCVmhA169uUdc1uzs7LKJzS+N30VnFog1hdhbbtItdrm217MS0v/Fd38iREy/H9+pzSmtXsclbUKa8j88lpQazi8Fx5OhhnvjSIwAcPnKUaxrWeNapHBE0jYiKsk1vSEppOH3qZi7u/v/svWmwLclx3/fLquo+5y4zb1bMipXUAMQikABBmZJAgKRBhURalMI7JUsh+QttWVZIcoT8xTYVtsPBCEq2FFLIMqUPIqkQLUuESQAiCYAEBosIDAACGAKYGWI2zL48vP0u53RXpT9kVXWfex9AkHgROi9c/4j37r3n9FJdVVmdlfnPTI/kFIq33r4gdBe5dO55LuyZsJ+5eUGQnj543A1G6PH9Lnfd/SryOmnXPCXXCiefScvzX59+6g00eW7y3OSZb0eet+JFbUy62e8aUWYpAFVJCppcnaCqjk/e/xnOv/x1QrDJsx7MvLC7nxMkODMtxZg4PjZNcOEcwR1x+Qq8/1c/CsCf+4k/g8pQTWUxpqrjeT8JrBNOac71GWZCNR+IlBLeezT9/gR7ZhPb7KerLhC6YYq7+jGyIewlvKSTAac2CcPe3fzwj/wpPvvrn+TchYuACXbX96gYUefS8WWcH1H1HB/aPfYXgb39JathZLW2z3wANOJLOMRqRUyRSwfKd77Jis+fueNVjOygxFk6AEGUDaboJMgnhJlTH9VnBVDnwCk33mBZmf75L/wL7vqut3DvPW+jz9dXCWaKvdplZovLOCpOQs3ZceMtN/PuH/5hDi4fsBqy2c0lhD0goc6EPXQ7LJa7TGkDI4KfL1tXvR9shgDNnnjr0eS5yXOT5837wbcnz41M1tDQ0NDQsMXYkh11mhROyL6XSatVTUS1mLxSKzSq8vKLLyA6kFKu6KKOvb0bWO5aWjhNidVqRaqB+ZlT4Y9xPvKZTz0AwB/9/rfz6lfeCTkWLxBwOESm3MMSsQQMbiIIzBM7zFOya5r8cZoiaMja1Kknn84qX9YtBpw+QZjMRSdMZUwaqmnj8zy22cwlvvrjvLe4wcCUTnCUffZvfAV3v+oevvLFLwFw+fwK3/U1Zd6gI8qaYVQs1SIsgkN8Yj1EVPvcN56+cyx7u7ZDiXEkuiWvuOeVNhb0oA5L2zhvqWnhNZ9ufaq5j0fMrFb9XnUPV7tQEJJELpw7C8CrX3kb977mXqL6GZFlJJFw87Esv8+uj+vwEojFVCtL9nf3CN0hB0fmM1utjhjGiKaI5FzUqMVSVmKLzOrkFlNm/T/NzHzl3jLbWXFdoMkzTZ6bPHMt5Xk7XtSM1XekyaPi0SS5PF2eqAkcruZCiCjPvfA4TiIp5ccQZRwHhpUF7vtg1xlHhZwgYdCB4HaQNKDRzEG/8M9+jr/21/8mezkmMTIStBT6LoW/BdgkJIgYi1Scq/l5AUhSiR8pjWjqbHDnz6zFPnOyCEH5/nQ/CYW5uMk4Nd/X/DoJJNXJOwnE/Daae96DN1OjUyHpkv2bbuQVt5up5+HHL7K6fKUyY4eYGIaR4+MjxhzL6n1P1/lcDCHUey6XHXv7ZobrOkcQYf+mPaR39RhHssVWS8vtD8fEvyk+uan5OVG+zCd9icWcznOAerjr1tvsgzcmnjn7FFFvJ2VTmcPj7Mga15tEQDzehUo+Ok6RxDHiFvmZd/jaIw/h9/e5LV+/X+wR4zrngC6+1w7nOiTb2CTJ1VP8qsvPUvITT3PsevNRN3ne6Iz8/el+avI89UST52+O7XhRzyZqYVNaJR373oRGGEUtCQLwxONf42tPPsHe7g6FpGJKmXKUSREixoa0EIbJVyAIKOhomtO5F5/lH/y9v88f/eP/PgDv+L43srsb8uTPAzLTnMoEkJzx5iTr00IDpsowKSUUrcJv5+UJOHNszAfwZAKFfMQpgd8kZcwn+bxPJ6GefG/1v5mf0O672N1j/4YbAbj95jM8/8LLVYht0ka8i0guitQHsZ2KQKkLGyXifWLMZWI1BvZvuom9vd1aq9jS7X/jajennlM2x/Bqz279ln9XxUuP90ZGuumW2/nExx/je96xA/sH9ZjTJepyr6inZjIi2oBlzXrkIl/+8mc5Trfw7h96NwDL5Q4+ZMbrPGu/zhLx59adFthckkLnzzNb8a4jNHme+qG2scnz6eds8vwto/moGxoaGhoathhbs6Oe0vEJ4lIO4cjmAlW8eKLAem3+q/f9yvvoukDSWEMnzC9hafLswlaoO2msPoWUFO/B+TAVJNeBl59/in/5iz8PwEd+825+9Mf+JO94x1uotUlF6bzf0LSdc1fVj9JVYixPMjeFotHPNceTmuSJ6yb9hsfNtdFvVpP1NE4zSp3vCMHU69tvvpHV0RFXjnKZPF0TR2EM1CIIiqLiEQcus2o9np1Fj3c2xfrFDvt7O3Rdj+YUkeiU9EBP9AMnGJK2A5q1+gRrdFOjzTslVRwdmn1v/XKPwwtnOf/1S5zZ3cvHHuXjZ/1dtHiJ9VrDEAmdR9M6N2/N3k7P3mJJzeRRfGHCZOpSQWc1aDU/d0qbY2+7yJOfnd5xXQ9o8tzkucnztZXnLXlRJ8rmvpiWxFFjLMWp+QJ84P6PfRSAxx59lGUf0JRqzKP3HuehCKNQ/Byx+nUE61QfOlxvJpSOkWG1IuaarU8//Qz/9J/8Ak899U5+/M9aYLtzCUfCySwkQhNyFaPEaRq++Z0mYSymq9nkvJqgzsxZ5cTTZjDNc3I+0cWefnOemxmSknRidtty73xwt1jQ5Uo9+7s73HTmRvAWzjHEI8YYGYcR7+3ZjwZhjBCcJ+R6tb3r6UJHnwMOd3d36LtACCer1ehGGyZiyfwYE7SJjHTShLgJqXLmcUDMfrZ+2fMDP3Izy92Xicl8bY4OkTFX+Jl3SrJ/+SPzfdmxAJ6OH3jXDzM4IWbyDmp1lq2Z03yD036pmUWP6pOcmQNt7p5e3K8HNHmmyXOT52sqz1vyoo7UuDR1JFWcBrSk9lMhkhiPlU9+9DcA6DvrxKRjHfDgAymmmibQJMihEVRzCjjxxKg4B95lzWyxi/cOv7bJu1q/SIodv/ar7+PsBctI8xf/wn/CDTslnnOWYUl75mX8jAySZhq0DSzK5L/JqQsF6s5gU9KuDjk536EKv54UbPUbgq0kNJe6syPMzyK4yhy1tP7gl8taUi+4nn5vn52cPMJHzzgMRB/pQiZirNYMY0RwdK7Pjygslkt2euvj3UXHTh/wwVH8XpDQ5PAyTegqACfKEtrn85SDJxZE1PxTqlWrH90Sl45YZQFZLHd46/e9E42BSlQRyUKdmMQhIS6/DHzpr4GQhDHZ83kfGLubEBVC2floQqPtBKsPMS9UcnJ8dS7X83ErLw2ZLWR64rjtRpNnmjw3eeZayvNWvKhTSlUwCiOwlJMrn+ESTz39DIdHJmjBd2gygojPZh21bL6nrm0aq13LiSNGM5fJRm1ZIeSJurvoODg4xHvH53/r4wDIGv7sf/Qfc+c9AZfn10I7NJuGpvSIkuX4xKAw18CzRs7mYJ2stlPMJVM/nB7cOfd0+spYotOFy8mnz7uajtctFvje+kK7FbvLJbqy6108XDOmERFP19usH8QR1yOIQ11eAEToQqDPY7OzWLLoehOWOaP2KsbG388Erl0275tZfwEcH5t59Yzs4WQX102pF5UxE4hd3Z1UAZOIz4L9mte+kkvnLrBaZ9OeM3LUXJEut667COYmr2n3YPf9vZ9xMqdeX2jyzPR5RpPnbw1Nnq+ORiZraGhoaGjYYmzFjvqkj6b8m2u1Sdbc//FPoDEH4HuAY0Q6+qwtigTT5GtO4VQTE6RcZaaYMWJMiMs1baNDklhKOaDv9jhkhWOoKtMXPvcpLly+zF/9mz9JlwkVXbCkxd5PfpqqOdfKLZOWPz/GTCUntOkT2vhJwoppiMXsVsyBuc84Wf82zaMfsj/LrjL/seE/yr42FwLdjvl89OCQZQj4HfP/DeuRuI6s00gs4Sk4gg/2M2vcy66jDx27+bxF19OJIyE1DeE31bQ31NpvfJCeOGTjmrn/VqvV9J16lIS40g+CI+S+LaZEh9VEnsZ2Z2eXA39lOm/efelqz3GyZVc54joxZf9+0eR59nlGk+fZ702ef9/Y6hf13MwUU8dzzz2H8yYgjo6YHIudBc4Vx0Mho9ifzjnGcaymMLu+/UsJhsF8K4cHh6QxEnz24/RLxO8xxAN8HkjnLvLE45/j537uX/Jf/qWfAKDbXRNkseHTyg2uAk0mu5RA+/KMRbCvHl+52TcVMgnz/F72lQDTQjgX6mlRmUw4JwWgfK+qliAgP4/3nt3FAs1BljFZuw+GFevcf4yO3smGYIfOsbuzy35mYwYndM4xKKScrCJU5udVnv1b4l1sGqpKBqLybCkPdn1BkPtIJh8qGvI1hkpiMnNrwEmXBRwsBjPgip101uyTJk77eeKgPwCuSjS6DtDkucnzKTR5/rbkeStf1KW8zlTLU3j8sae5dP5F+lyrNmqwWPXQkQpxJa0QcTkzDSbkSc1bUX08zgZYLTUcwHp1iKZIHHK2nvEwa/IeTVMwf3CRL33mY3z4rjsB+LEffzc7MoJTSiYmm1gjUuj8ySGaLLvRbLKKCFOQf/7Mvqj9cCqko1Z/mQulES9sMcnHJ3A6VQqykoO5HuoJv4+guEzWOE6O0MGFl56kEEQ6dvBeWfWmxe7uR0bdwa8cMS5yfyVSbm/RWPu+54bdfXb7XPfWOYKzZBUXnn4KgHNfucLijtcRZckrX2P1hYNf042Q1FPIMkmUlDwuM0EciSRKJM6qB5ofSnCThg+sfWJxbM8yOs2RF55pMCzxgTiQUvZHEiKF6ZtTJooRVuSkyMw0cNX5nmqau3kJz3+rzQ1l1oYiwPMXApAkJ3CoQ31doMlz/sy+qP3Q5LnJ8x9UnrfvRZ2UlEMmtFRcEeGzn/o0SkRrkVmlXyw2zi0pAAtSiiilvNkJLVMTknMBO58Y44iWMI2UEOkIwTMOk/amceStf/jNvOn1rwHg+MpF+hv2a57dApnROQVrk1ZSAhta4rfaL7NPy13y/3kynTguESdzGpkx6o9nbbB/Xz9/xO987qsAPPX8MX/zr/9nDM8/yjKXcbuwiITYsZMLs0NkHCOIY8jZjZwb0aQ47wmhmBsX7C532FnkOrgCpBEnR8Rogr3XK+df3uGf/eJv8a73vAuAf++PvYUzZwaCruoziTp8mhFNRHApL7xFk55V59kIicBSKVrPffM+n8jF027NnWCryuw3lauNz4kDr/r1iS/1Gx28+bfM7r7NaPL8e/fL7NNyl/x/k2f7rMnzHI1M1tDQ0NDQsMXYuh01zjShpKmam+IQefyRh/HBk2qmHKHve8RtJnI320nRXHKQO8qUqzWniU+x+qu8d0Q36UUilny/63p8sE+D7/iet7+Jd3zf21h0+X5xTYxxI/SktKNW2ylEGj2h/8mmRlW19rkvRIST5rK5Bp2PuooW6IGOJDnTkLtix8suw8p0sycee5kvPfgYX/zigxxetrb+8R/5E9x+z61cfmafg9FCIFx/hAwJn3W6hesZh9HyLdch88QUceKmhAg7uyz7Hp8TIjiBcW1mymVv2vLeTbfw4G89x8VLT/Le954H4CP3f5Lvfftb+N63vZF777kdgL4bceGQlLMIkX12VnSg9MuJeVA6GRhLgmJsh2f5pee69CZ0do9vGEqTLZYn+34yZJYtWJ7bs5tcjaxS5onMd4Fcfey3HU2emzw3eb628rw1L+rZXygroEPUzDOXLl5mfXiI3wslhzp919mxyoYQGQGhDHAxkU0ZfLQmL1BSKpV0AsGDz2YR8co4xlxZxz7rljvc8+rXsdjfpd+xdnX94urkkdmv3yj9n5x67iys32TsNgb/qia0ySdDUDQaEeTSBfjak2f50pc/xzPPPAvA2bNncc4T0rr6BD/08Y/wE8+9h70738DBoZXF27tyTHIwdnbtfgVxkRijVhJJigNOHF3X0XW5VF7X0YVQF6BEwofIjgt0ffZfLW/nk5/9ddAB763y0cHlNfd/8GU+9pGPc3OuYvOd972Ot3z3fXzHa+zvvd0O0QHHSCXczProav1W+3fe12x247SmTiZN5KTYn8bVBU6v/rt+czPp3Jw6s+5eV2jynD9r8tzk+RrJ89a8qFP1XyioImjVQH734YdJXcBLV4kFzgfQnFIwazTOlexARdiEqLnM2Yn0baYVFXapI3SBLhMnQqeMcWR1PFTBPbh8mY995FP84e/+qyx2bPJ2ssSphzSfMZqz4JSFBJSE6Ezjng9ePU2ROZOUlJXwSYidehRvGXNyKIrIiNWA7bl82T577NGzPPHYQ7z44gsAvPjiS6yHkfV4kKvl2A5DUQYdKeEvxxcu8w/+8b/iL//5H0Fv+U4A9twuw/NPcDCaZp0WgT719OvIuDzIj9OjqnS9Z2dpi95i0eO6YNfHFs2ut5+3veJ1ALzvg5/ghReeIywXUwm88RDnVgiBC1+/8ptwWgAAIABJREFUAsBn/u1TfP6BT7Jc3grAbbffxr2vvJ3Xv/7VvOa19wJw4w09KZ3HuYikzGhlTc8VHn/mGQD233gfezcGPLHuyCSXoxONSAlPUZCUMxnlhd0zoDJlfRKdC+GU3KNso+purs7FaejTCZ+mEVI2S/+pqkWVJDcRV3TKRLXNaPLc5LnJ87WV5+ajbmhoaGho2GJs0Y66aEQCSXBOWa8thODBB7+AC8Z0LKaYahzRqZ5sjMnCCTZYdymHbUwsQhHzhZQas6JKCIHQFf+L0HcdQqjVfUQSx0cr4lj8Znb5lIr/KjMTJWvc093yoZMPqFYROtkPadP3YaazeahLArc2o5ha4oEL5zxf/vJX+eqjj/PSy+YXunT5CqJTYoAxjkBkSFeIscRmekQc65SQ3DfLAPd/+P2EfsGPv+utAJzZv4u9N72C7ukvAnBw7jK6A6sUkMNbAPDDEV4ci2XHMmvgy52OgDCO9kCDh/Vil7tf+QY+8emHAPh/fuU3kLBju426i8mM2jhWzRaFNESOMDPfs8+9xLPPLvj0b32eG/ZvAODWW2/ibd/7Bu57w+3cdqs9z+UXz/Lssw/z1cfM7PeqC2/jtv1bERRfVdRvZp+cNHBjH3+jY6f5Vs2Z1I/yT53/2PzuKleCnGs470VPfbnFaPKcL9fkmSbPE74ded6KF/VpmPni8ccfBeDZZ5+mW/Z472tcn/l2PCVeDWyyms9gupIqnCRw1Go401wipsh6nTtfHM4JXRcIObtRygH06/UxY47PjF3M8Y26eT/kFPmEjXaeHqFqdikfyHR8FexMpEkaeOBTXwbgwx/6NOthRDUSRyNn+A6G8YB1DreI0fwjq3hczXUhk2pUJpOkl8S+rvjQL/1Tlt6SQPzQu9/JDfEKd7zxTwBw8+GLPP/kg+zqy3SDteti74CORb/D7q4tOP3S40dqnx4JvPG7v5cvfOkx/v4/+cf5GXvLHpVKkoK5C2lKKqFps51xHHAu4v2aKweXATg4fImnn3meG27Z5x3f91oA7rnR88pX38cb3mj5pBfOk9KAikeLc5TIRqxjHp+TvsqYSgWnctAU6lHclnUeCBum2W/mZ5vf8+RnSl4I6vj/AZxbW4Emz02emzx/O/K8FS/qucaiqmgCcY4vfvHzALW6jXNug8yR0mayf+89iOKD1gMkRXQcNnwFIi7XFa0tMK08D15koA8LVIQul86LI0BitV4xRuu2GAdcdBZ3OU9kpFoH4Wqxk6fZjHPMdw8n+kmU55+9wq/92id56qmXclsT63hEiiOkLMgqHB0dWnwkEEJPjIkUZ1d3gvOBpdc6aVNUUoyc6eB9v/ReAL7rjW/lzvtu59nzthO545ZX8/o/8hquPP8Iz3/1K3a/F86iaYflYpe9veLT2uEgCfd8lwnZ3a96HZ//whf5P37mHxJyDKc6h7pNzdQS19cHBnKdYBXQnG4SRVNEZQWZNTzGSPCRKxcjH//IgwC87nV3srz5Xu661/xexxcPkDv3bPGvO6bihzq54OpGHO+phPp6OhnC1XCq3nC+29UEef7ZBvnkOkOT5zmaPDd5/vbleSte1ElTLQ5jSV6sOPxXH7XAfecczgs1qh+ymcoIGqUzhjTgPXRdYX9aFiNYIxrqeS5fp2Y3UjN3lUH04hiHNXFc19J5y+UuiLI6PmB1ZBPz2K9JatYUyfmCp7CMoj5HayPTBJqr/kWrLOzPaQLkUBQRNA/TVx99ml/6Vx/m4IqyGnLBc9aM44B3jpDbcHx0xFEuDF/uE2MkRuozRmcmMofMsgE5hMQ6LVgc2/X/4U//DD/1d36K73vzKwBYn4scxx1ufO3buPXVfwiAC08/yte+/AhePfs3GUHkrle/gXDzLZxbWSjFJx74Ej/zv/5dDi4p3uW8w2LkIauDO1sIk4I6SjZjIVlaSc0hJs6boKeekr1JGFCOGOMaiUsAHn54xVMvn+NPvet7AFgcrxgHpVsIrpCD6njMl3nT+mWylGF0Dq3LjpZT1Eyt9Sp5B1ZQMzIXAZ/usPHM5fpzy5rjZBKG6+PN3eS5yXOT52srz41M1tDQ0NDQsMXYih01pYoMgCZUEk88/mRNst8vFjjvcjKEco5kH0+q5rMYI6oel4udezo0rpHkqubushLvEKT4q0pFnHzt4DxxHMAlNIc6aIDdvV1WR0esVmaSWi2OERF8cNX/4r2Z4VIsZJfZLkFmGrhILoo+6UolHjR3BOBIKfA7v2O+vff+ygeJSTgejjnOGrKQzMezXBDztY5XR8Q4Uf9LrKmmVE1TKSpJlLFUUs/HJY2mmec4y3F1if/hb/1P/Lm//OcB+Mm/9GPc6nqcF9b+JgBue8W9fOd9b+f4yiHLm00DvzJExhj54vs/BMDP/PTf4+KlQ1KnNRG+QCYAuRrOU3YrNlyThjrGRMj+zFJFKaVxo+4xziMiDCnvPtyKy+cSv/rBBwD4/u9+A/eme1nKVFlH1eU5NWnNUv/XuuGzPNFx2jtVU+tk2jOrm+RRn/mhxO4zjeumBg4l+Ge2E0FzjuvEnOx0faDJMzR5Lo/d5Pnbl+fteFGrY6qGY4aGBx54oBJNnFg1G/M75YmZkuX+TZvsTxOGMjTJWJ0aUJkq0ThxjGmchP2ErwxN9H0PaK3ko0k5Ohx56aXzvOIVFqifdEVKC1KcFhfLsHM6k5GxROf+is2cvpOZbJrMIvt89jMP8b73fdDu55T1sObo6IgYi7/KVXPO8fHR7KdulOuzikBCKJmFnM+TTZiq9Fh7kjqkVDWSI9ZHnn/0v/88AFe+LvyP//2Pc0MHepCT+PtjFru34MONHIoJVdj1/PL//f/yv/zPP21tHzpcCMjM9CMihBAQApqfR5xAymJRsvpoNAHOUrW5kNu1vPfEGO16mQIadcQfHnOcmar3f/4h7n7ja9jdvw1X2LLKSW8VxSN5So5mMbA563Adq/khINV8NreaTn9fRUK1/rfZkplP9PeTyejfKZo8N3lu8nyVO/7B5XkrTN91PitoJpQ8+cQTFmIRAovFAu+9CaBaMoUpLEHqP+ccznlE1EgFMoLEjetL9u+opqrJaRbE0onDaKkEve9QtSIAMa1ZrQ557NEnWB1HVseR9XpkHEdiXmTs33SdOYN1PmYTc3Tzs/m5iOezn32IX/rXv8qYYExW1Wa1GlitVgyD/SspFYfhmKOjQ46ODolxmGmpiWEYWA9rnNP6PFZztgcl+7ssOb+qopJy7idFIwQduKE/5Ib+kH/xs/+Yv/hf/zy//fhAv3OFfucKyz4S3TG+Tyxdx9J1fPADH+Gn/vb/xmo9slqPRLVCCUUY58kFxjiQNNq/ZGOjovUfTqqvs4hgZfqe6NMYI+N6YFwPxGFknVYMav8OLl/ivb9yPxeuCImehC3eks+n/uPU3ELKumITSWeCe1UIc6V+moDzQ+bXh9lysinI8+e+HtDkuclzk+drK89bsaPeZFJGzp+7iKL0vRE/nBPEB1JSQtauJAuNMmPyieCEms/XAd6rae1Vm0tZ0KcarymNeXXx9ToxjoxjIHSljiuMSXjmmWd56eVzACx376APFkqRYj43t/eUBq6bAysim0pXZSvm3L1PPssv/8oHEN8xxKPcTs1CO06mMO2srcPA0dFhvX4IbhYaYY8fU6zVcKTsLDDWbO4Ja45TprqtHZpWJLGwiX5vyefv/3n+m6cf4Cf/xl8B4D99z1vpwsDBuSN+4f8ydunf+T//EUl6fGZxapIpznU2XsbMHafQDc39J2RSirGBN+aITkJRQjHKQp/SPL9uZC0DKdp53QDPPn2Of/3e3+Qn/sMfBuCGBaBxw1xmm8G0sfiW+TaXVS1zafrkxN+5rcy0cJ0yFk3Po5trQDkxH1MJStfJy7rJM02emzyfPpE/uDxvxY66oaGhoaGh4erYih21aS6lVm3isUefYLHoCCFnkXEuF36PuOyId50jDhGYV6QRhFRDMIILDH5gvT6iaNd2H/N9lQw+oiOIzkI+LAfselwRpeQB9jhxiCR++wu/DcCd9/4IQzS/VlWxkubdwtSmYoapWtZclat1VxUQDq4YqeQXfu79DHFkTEMNBRjHY8bxkHE8ZFibxjn0HZoi4zBsaF1OYKrtah+EbkHfWRypSEeMAzEOVROMuZC9aFevozJCUjoxQo/GyCDHPPnEQ/ytv/rfAfD0f/tXeOdb7+Onf+pv89BXHrPrL02Rr/1gqr0FsMikbatGRObFDhwiHqcK1e8kORnBpIma9p4mzR0zwYlMvi9lxEeHZrLQWkZCPMvDDyd+7l/btf/Cf/6D7Mhgp0jZlYA403xd+SyukLQZq1vNZhs1bqd5YE9Thjub+GaafOW1KBhJado9XF/G7pNo8tzkucnztZTnLXlRU1mCQYQnnniS/f0b60N2oSdmP0JhBaaUEEeu+DKZXshF6mFKRXiS1AFGaJksFYKqmA/Mrm6WqySMQzmoxwmELvDSC2cBuHJxxU7fMY6RlEvlCWrmH18mb8z/dLOd9i1KMXk5HLt89Dc/BsDLZy/T9R0+GIkGqCX45kQZEWEYs28tEzi6rsvmr3w/5/DB432oZrGUIko0NmtujsvmO3uGUsVGcKGr1x5jxHnYcwMxszF/9u/+LD+7Au8OYLcsEkMupmAX9yHkWEaZxTKabzKlSAhdfp6A5MVw6qccgzozZZY5UOyB3rvqm+u6Yg6UXFpxOj7IEYyXeeTLlgnqy4+8ibe+4U76dAWfn9lHy/40H7MiijPr1mTyq09TvpuE8rQJ7OoopJU0MydO5sDNuXs9oMlzk2d7nibP5Rm/HXneihe12e2zhpKUs2fPsdxxVTARh6axHmvHGenCSCRZWJ1VWa0T37sN8sD8fGQuYN4IgEXI0pDP6zKlHkgW6jAy3e/prz3DTWe+k2EYiX1hVfrcpkmzPu37oLah6OVOYHU8cv9HfwuAUQckJkQ8Y04lOAzrWZiIXXAcRoZh2MjoZCxUwfmZRime4DukaJQ6ktI464PCFTUBr5NVICFIYZxqtMU0HqPJwm1cOCbs3MhqHUvhHrxzJE3TGGbfmbE952PoMpu1CIlkv5ZnSgWoeXG0v4LvpsleWMMz9mkJA1KNpGT+yNIRSRx+PMbnNvzyL3+Ym8/8Gb7jFT0aD/NhiSTKnL2cVLMfdHax2rZNwSss4Dk2mKTZq5Vm552cHydrIgMb1Zi2GU2emzw3ed44/NuW5+ajbmhoaGho2GJsyY6aqiEfHR0RxwjqZzGPZiZyzlWTjarm2DatmpoqjDEha9NYO+8qu3Ceo3ViFxZzUEn3Vv6OZj5Lkr/D6pvKaKaznHP3i1/8Aq957Z3sLnfZWdhn3nlLOl9S4QlMWlq+VtGs1NXrI4nPf/7znD9vDFTZV4gd3i3RnIx/HIbq6Sgmr2EcqpnMYkXtCQRXj3HO04UFIqHuHlQTMY7EISJZSxYn9rsmSn3Xqn3nJncuEEdLpE+OzdQI63Te7htDbUMJryl/qxbz1qR5mk/K1YT4k0lKNtirCLUWbDEX2jjmfM5RN3cg9VpT7GyMA8dxyS4Rh5n5Di9f4gO//hF+8i/8aRbONPAUxryD6qZ2lQQHWrdy2SdHHZNN8943Q5nw39z0tcme/tbNbv+u0eSZJs9Nnk8f9W3I81a8qJMMCDYpn33+EiHYI49DEdiI68xcUhP0C+ZLIhEziSQmE8ghCx6aGGMhqEz+LRFFZT2ruDIy72TFqvikOOByAQHvncmlTAPy8stnefCRx3nXTTczDiVvraMLgTIMNvgnJ1yGKIidNxwn7v/NzzLmRA599DgXWA9jDecY4holMsYByYnwE5Bynt9ibnTSkZyvf4fg8K4j6cAYzYy0Xq+tL7yr4TBkE1l0jpTNMi4Bw1hDQ1TA4VDx1KT6ohA6UozTwoFlZh6y2dJ5D07wqvUYkbL4TL6cagJMig9lUfAYcYU6hqWvi5/Lnmu0a+XQGucdMa7qnIlpJMjISKhj4sYVT/7us5w7ityRszd168AQLW9yWeBWMqDE6kPbMLmeEDnzaW2azza9XO6UXJcC9qnmLFacejZNcbMkHluMJs9Nnps8X1t53ooXtSbHOvttPvPZB3DeoUmrwAJIdCDOND9A1YGaAE3Pa7GUi1xDNQRf68/OMw2JuBzLV1tQtcJyndKhxTdlFXo8OEXJ5efE8chDD/H93/OHGUe7ftcnkqYaB2htTZP2yUSKMeeNkS6+9rVn+MrDDxEWi9qGIgBDTtgfx5jr7ga6zoQqRdutWInAMpwe56TexztPSpHV+mjT7zI9fT4ul/jTWaxfipxcj5w4cLM0jrltIpP/SL31WVbScSrmC3OyUdqwjM3k+8qZpeKUTjDGyDwdYyFkbPp9TKs1ElG5UgCNdQHX5EASPgirvKsJXUfwygMPfJEffeeb8vMdTbu00l+uCNZm9iKZkZi+NeSDr3bSKaX8hCDriYHYUjR5bvLc5JlrKs9b8aIWHJ/5zKcBOHfuLIvFkogyjhPhREabEJP2ZoOoM0JAyWZUkgCM45CD8qdwEe9tMbBzJk1QNU5kgHwOUE1zIiHnFfaU0kBJj7n89XOcO3+RvX2rINPFddbupomqWpisk/ZmOwFIownor7z/fhZ7S46PbCFSp3TdwsxZxTwYEyRre907jAMaE+I6tGisTnMGKKs6k1JitToiprgp0NVsOAmYiFUAmsgnggRXNVFSWfCUEoqi0XY482mnopvCaEwbxnE8UYN4ElKgppYs7Zlj3vYy1jEVZq8iEhChJo/Q5PLYTrshLznJRCHxaMTris8+8CXe+Y43A3CjaLbOTUKbUmKjZN+sD0/+fdLEtfk9tU82MjGhnLp4FezS/uuDUtLkuclzk+drK8/Xh+Q3NDQ0NDT8/xRbsaO+ePEKDz/8CADLZY8iDDPN0wdPF3yOqxtPnJ2oUR8C3m9qmAVSatXOfAuu0uNTrbSTv6qkg6IFpjSAU5wuqkaXUsSnFZ/77S9w5913AjDGNSl5YiZKhGAa+zwG0dpjv3/1d5+2n4+9RGTS/FVtBzIM62p2Ww8HiPbsLPdIqZjPDknJkuG7kM11SyF4zzBY/61WK1JaEVOs2q/3Hu/9Rh+5bCqTWftS1pBLG1xumx2basdbqr+pGIKMZhYrVx8lIcHR4U5p1iXvc3nushMoO7D6fZp2SIWINCnliTg6nM8+NmsE4qKNHaCMthNIky6tKUFaceHcIV959FkA/sh9VpjBdne5H4qf6oR/cq5tb2jUvz/72WxXNs2RlGsfoxOh53pAk+cmz02er608b8WL+mMf/SQhmC8nphGvDkYh5OZ5PKujQ6BkIQIIIAGRAcml3rpugcOD2oSIcaxJ/32NlzNyStct8K4IreJk7kHw5m5yvk6cqEZz6XSwewAOj7Dm0Ue/xOGVPwbAmcXtpDTOrB7OkhHoRJ8QCaiOKJ73f+B+e5owsDpckzJ7UZNDxhUxjSWhD3FUvE+EznF4dMXaDviux3mPz+UAJQXGcWVsWyAOg5mu/CzYPmUzmJtyJJsAxw2GqTiXBT0fIwmtBQIyCQRLwDCMYy0xGBAkgdZnLgvBlNHJOYcCyUklXyBmTlJSJZ8oEJNadiM2fVq+ZrvqjPCiOpnGksO7RS52AKqBKI7gPVLiNePImDoW3XN87gtWfvDN972FBeREDoUAlU2unBbekwJdCE72Nxs/mbVxIj+VEolG2LHjBVEHOrGXkYHrAU2emzw3eb628rwVL+qYLpBS9uUQCH5ESFXYU5xrbJnwIM6q3opMiemz935KIlAq62hN5J7iiO86fAjEQuqIinOBGlrhbPKqUic4SS34X6bsQ+qM6HB05SJXLlkYRrzpDBr3SDmsQb1j8jDM/FzAyy+9zFNPP2UtlbjhQ9E4Qgh4EShl4NKIiAlQZTn6QNf3Vg4uS8x6vUZnqQRtZxJIbtLwTIO23jxJinHeEccSqmHa9mzvkAshzDVMY+PWKkfYRBZX/INZay9EjRkrtRw8hW5Y78z3KyVNYWGzTuM79znaGU4gbmjJWu+TYoQQctq/SSgjA3GdePaplwE4WkFwa0iL2gjJxKb5Y38rWraVAWT2NNMzTs+fxyNpPW6MCS/JlpJSQ3lGxtpmNHlu8tzk+drK81a8qP/0n30Pv/gvfhmASxePWMsK75d1sFOamIXrdWb39QuM2TmxKaOu8c7hc5zdOB5X0kA1QQHBByRpzSGckk2koj1KZo3ONSmH3U5TxNV0gjCOytvf/nZuuXHfrqUruv6Wukg46Ql+wTBM9XJtwej5jQ9/nBr7mSf9tACtEdSYm5lg4Rx0nc/Ckk1xvrdFSYQxM2jHYYAZ87Lrumr+KjGI1dSTUs2QU4Rkbsoqv5drd8ETnAfvp9KERGIpU5dNkk6c9VUZi5jIdqzaz06MkOKQqZZ6+W52byfOiD9MAlvNdUwLRxnjydoUs86czasSs1k1olpMrsKgEc8u68MDAJ557oD77vZInIQ3lpKHJwT0Gwv3tMCdXAwmMlKx8U4LTehsTr7yVffQLwIpWcYpa8NJM/F2oslzk+cmz9dWnhuZrKGhoaGhYYuxFTvqcdVz5bJpPyJm2x+GY1YrM58FH+gXC1RjrWnrvWccj1gsl3TZpLZaHVr+3Kx/1HAQJn9IEtP24jiSSrUdyf6LNDdJWLhF0cA7n9jfXXJ4vCaVOD4cMQkHF44oVoyDwyP6Sy9z5sabchuEixcjOzueclCMHR/69fv5nS88UUkxxSznvT2fDsekQXFdRwmlUI04Z+a/4M1/FcICwTGOqfYXqgQ3ETpEjGpRqxZRzI8ORHEzDdF2LKe1Rl+zSllMqXMuZ5KyZAZQTFX5niRiitVR6JygqGVFKrsMzHTnlMkMprZ3SQihxmKapq6z3UotNL+hEJs5y9fzUiaoFFOgXUOTVhKT944oEaeOLlwA4NOffpJX/gdvpueoav1z85yN/WnNe06cmfqvVAYqH5gfEWWWP1qqpr5em//tmWee4ZZX3MFNN92EZFOZu04SnjR5bvLc5PnayvNWvKjPnj1ffSjOKZSYyGzOWK1XrIcDnDiWS4tv1CQ47xA8IvYYIfRWdH1dfFXrPDDO/E/AG17/XXztqacYhqPq0+r6DlVn97ZPACXGVR3YRe+5Yb/j6GhVMyyJE+6883be/r3fU80YLjrW60PGcc/+lgWXL12k626oSfU/8W8/xUc/8WlwS1bHlqUIUWtjTf/nSKqs87OALWaLxY4JZRYEIbFeH1Uzl/WhIwSP89nXF4IJnJ8SH3R9yOSUyV+VUjSyg6Rq4krZtDOlSbT/xjTMzFqepCmnLizn2TPFjcpAJppFiGMua2duu8k3par5Wq4eJ2Bxp7CRcnDioRo5JCWlZDm0BTuQa92TklUXsrbW3sr+qjUh2odPPP44X/jd2/jeP3QzpUDgFRUSUudkzVRkK479rlg5Qk1Mcu82loB6vM4T90s2MSYOztsLrtu/jRdeeJ7z585z1913A9D3S64HNHmmyXOTZ66lPG/Fi/qFF5+uAyRiWXhQGMukyJMrkrhy5TIA3h/h+wXeL/B55FargaPDIyhVYCShyXHmplv4off8oJ1H4ImnnsQRKaVVx2GwcIgaF+JRjWjSOglD5zlz0z5nbr6D1crud8ddd3HX3Xew2A2IL+3PgfQlkQMJcQPOKefOmYb8b/7NJ/CLJYeHh7OJr3ZO5WVIzYc8+ZiElISU2wYwrAeG8RgRR9fZTqRkORqyltn7QFj0pDRM4RaasLVuFpahObmAQMpaawn5mPxLpkknTZM/KdqkFBeYgvgd4oRM4mQcR5wIaZxCSiRrwslNPjbBEh+kGTej+OMmJum0Oyr+OMnPkVIib7xwzvprql0M6/WQBT/vApLigkNcgphL8+kBn3rgQd5y35+CnLVKSEhypOIfI+865kKsc73c1aM2WaS58pKWJ7PnHJOFnlx4+XkAfuczX+SdP/jHUZSvPfkkAK+855VcD2jyDE2emzxfS3luPuqGhoaGhoYtxlbsqC11YGHVRcbBkgOcLKhefBaQzR6rIy4OIzvLvXxQwokWlwlgZrD3vOc93PGquwD4yIc+gsZEQNBZ6rt5KjyfcxN7CRSnzN7OguVywf4NN7OzeyMAi50duq6j7/t6rnMWClFYiElXeK8MEX7pvR+y+6UbSGMi6bomaTDzz0jMOZKLHWXeB84FNNlupCTjz+TNvHsozE/FBU+fTWU+FGbppOmO42ghKrppphIxE2Q1U+VwmMoqFSjpEvvsfxtiRJyQ0hQSYmarianqzKFU+6l8ZiavmQZefia15BJAEmtHiiXRgeZ4UanPDKVWsatjZkUCYPIlDoyD0kuop1msqRUzKH3tNXLlxUs8f3bgTffZZwsdWCchzZ6vxnjOfE3TPM67E07mDra+09kYl3CPlBIpF2y4fOl5Pvjhj/DmN72R73j1qwF45uknuR7Q5LnJc5PnayvPW/Gifv75lyk9PY4rxiinjhGKkBVzicWkpQiHB2Y+63qXXUKTo//MmTN8+tOf5uyvnwWohdCVzUlmWZKmcAYvgeAXpGjmrRtvOMOi32O52Ks5d3d3d9jb22O5XNJlGn7XdRZyMSNK9N0NPPTQ8zz0iMVYhtAzjAMkIY3F/zYQxzVpLKEbrprLCrquYxgTKQ3EVILlO5zrCL7D5SQQPnR0fUBKObhEJmvEyVQG2QQ59XUJU1RVqy7EfKLaz4iVI5SYWK2HOjYm2Dpln/LTglWfh7zoFAJM9k2hOpnPsk8roRxnf575vBJp3tbsK5pK/1lG45RGqLmAs8lSStzqAFjcZSGoiAhBjBCTsrkzkPAKn/ncl3jnH/0Ou/7qMtGNTAsJ9fypCk4WWp18Xpzov2piqz9BdbQYYpSSDSOowLDmwc99jrMvvgjA2972Nq4HNHlu8tzk+drK81a8qJ9RX/CyAAAgAElEQVR56pnaOfe+6h6ee+El1sdjJUrYI2cNfOY1yFOn9vUYIz5nIQIT3IMrR1y5PABFezNmZHLCJNZ5gEvy/2FNFEFU6LN/6MxNt7Dc2aXrFiz6HQD2dvdZ7uwQQsjFAayyjfnlShs9588PfOB999djcIfomEij1DVIk5CiorGo1D1OPKOmuutwPpBSMtJG2S24BSIO5z0hlMVlYZM8TjGJFheZNhLom5AJY2FtZtal6MRqrAn+a0yqNyKLBaHaZ05qydsyocfRYhznQuzEtPC5j845S8k43S8vPs4xZp+cxTuCzwPtxGP8m1naSDFBd+LnNZqY513ofCCq2G7ET+Qal9s2lv6SAZ+OePhLX+Hs+R8H4NboSS5RHaEmvZvkkzpfZz4sigNr3p+ysaCa3yvhkdoGpwvQAe+F5561F8LL5y7wN/7af8W2o8lzk+cmz9dWnrfiRa3DwA/9yLsBeNXr7ubS4UV+8Z+/F8Z5MH+eDDIXx6KRl561CeZcziKUHMOQEIkg43QtzUvErBTePCer8x5VIarS5zJ1oV+ws7fH7t4Oe3sm2Pt7+3TLXfrFTtXKnUIcJdcetYn9ax+6n8uHB2Slljh40pgQUWJNMecRfBWW9bAi+CXga0hJIpEkgg+4bKYS15vWJ4oWM1gEp2rhFEBKVqDehW62kJRcvnFSKgtDUx0pFu0Qoo5Vk/TqKGaiIhzihDgmHLNwERRkyilsoSoBZNrpaM6I5P2U2hFyOIbk0A9g1FLhpyx6iuCIUYl1txawkBipz5NISA7fAPDSmynKeQohheDNnDVvgCji1mhc8IUvPQHAD7xxiYwOlbJs5Lk3I5FM8iyz31P+PtavULcZ8qEgaskGVxhL9ML5r+PO3MDuTqgEnnR8wPWAJs9Nnps8X1t5bmSyhoaGhoaGLcZW7Ki/475X8h2vex0AQxropMepq1qR/dgkJ9jvUw3a6TM1jRsQZxqY84lqndm4RtZsM0liI29uMqLLejCfVt939P2SrltU85l3gVIvt5JP1Mw1IqaRv/DCFb780GPs7u5PhJSUyTUaq8/Mcg4PNT40xZEoK8QJPpvwvHcQE6ELuBxraoQL03aHtV1rnVaQxmq2ck7oum4jNKQkF4hMKQet4IGFZqS5bypSzW5R1tnHNFZySMzJFsyfU0gXpjXX+M2kDONghRPyjkKEXBBAZqSVCTUNXwiZpFLMTdZfiNZ0fKucWEBE6vOoOCSlmsjBSfbzOU9JCSnJzIA+TLuHEue5WER+65MfA+Ad3/UnEbeapUaUTY27PHXeLWxsKTafauYnzGeLQ+gQjQzZxznGI5748tPcec/d3HGXVXIK10kK0SbPNHlu8nxN5XkrXtTv+P53ELNfRWJgOBohuZlPa7NcWEER+A0z1yxbDygpRSsH58zkNS8/Vjq4lIObd7hiMZevfe2rANjf3yWEHu9DzTYkzkrLOZkmZhCH6wOau/YDH/g1fFiYH2rm1xARSJOfZkhr8yfldlpM4pDNftmcFhUdE1FGYslu41xeMGKtypMiiKTqN+m6nsViyTiuJx9VSpb4X6csPU4Eh6AxVlbpmDaLyDuxbLvOTb5DWzByDGNlvRpzdCL0KKHrTvSzJWyYj0WBaqo+xul4X78zgVaKCUq19CtU8omY/LtiOFKHOp/HLY9hNkValaE8rzS3N6557unnADh77LkVVzNiFWbnCQqonS9SKzfZ1ydL51kih4kkEynOt2EYan/5NPK1p57m3j9kBBi58vKpe20jmjw3eW7yfG3leSte1IudPeKQhSw51gdrvPiqgadMHDkp3DWAvoQaqJKSDRZk7dEJVpZu6tiTglw+n105Extg/4bdei9LJj8rGSclhGAaYOcdoU+c//p5AB566BFG17NcLmoKPatJO1oC/VIaLTmSOpBCYoFhPAIcqE3CcW3n2YzN7EgRYlrZ5CiFA1yHD139uwtLUI/qUPvKe0so4OKUclCwEIwkJdE8oM4WnMpoLD62NHOFCWT/VPFhIUZgmYfIiHgKC9WeUepEn49tjNFqt2aUaxRBryX5JMFYyC0lQcJURk5lxOm0APWhtypLUVmvTNP10kEQS5Iw3/GJQ4fIOhNgHnz4Od75+pvpavpHZj+nXc1J7Xoin3xzKGsSyliqHKVAkBFw3HrnbQC8+Z5X/Z7X2QY0eabJc5PnayrPzUfd0NDQ0NCwxdiKHbWLgSQ5/tAdczAekrL2AeQQjqLFlM8cqCBOKUnarbK5TLGFrvioPCmVGL6JSi8yhTbAzHQmx7i0T9/t0HVZl3EedZ4kUzo+JaIxkHBoUWPTms7t8ZXMLtTkCS6i40D0Rfs1v8mYVtXvFLWwGTObldHYmiOVmTimQ9tNJOouIOXk+IjUWEIz33WEXPDAdYEhRXq3qD6gGEfEQczPXqBiu4i+lLMbIlMZN/NlzXc8dj+HMmbz4iJfCFCt+ZatrF3MZrbcVSmyWbcWSs5fXMi1f2FQxYVQEz5oUtaDY1gP9VrOmd9yHMfJwJoZrTH7EgdVdIyWMzqbynA9Lpnvq8RnmgHTzuux5Bsfff+HeP1r/gvuDlfy4x0h7CIyMhV1sGvYbij7HNVlbbw8p+QdgtSxt02II7mRSDHpDowdsFqw520XuNy9jesBTZ6bPBc0eb428rwVL2p141RM3sFqtUbEz8xXRgTZYNwjlcRQY9gkhwXI5Ecp+WPLZKwTBypJJRUfU76MZwki9Iv1RCqRpfk/CKAlpMSDrFECmnItXBXGAR588Et2nncMcWCMymKZTT2aNhIflHbZgpR9e/ZkaJpqrca4JiUrMl9IHU47xDlC6GvVIXAslnvFZZLJNGOuPDN1ovW51HtOZkSqyStpQnAzX9Xkk6tZkWLETGcTucXGa7rXOA7Z/DgJsl3DFqky1qWSjvn8cruyaSyVRUAtvpVuloXJeZxTvO9qlaWU1plYNFu4WKOMlbyDjHjf5YQQc4aS+SrVWwjFuI789qd+l1e8697cwxHiYHNPhtou83OFmTd2HvYBpVZtzYJE8aHmhbJa1RSRHu+X9N1efp6tENffE02emzw3eb628rwVkn/x3MHkC0E4d+483nezz67Ojpt8KnNNmqrZmKtJSTHVcm3ee6aSatNxMAm8JhvUnT1Pl/0oTixm0A4pk9MhrvjSMqlDhcuXV7zwkmVOSpLACZrEis1jWqzOhMnacJKAoflJEjGt8nkJEU/Xheq3UwJ9v8T7rmqzPvT4rq+OlZQUl0kWRQNXtQVPdfJXzSvqVM1YIyopCy+VXTlfIHXWVifTlJ4/H1AXlsmv5mfJEqjHT2zWrOFn/9g84QMU9mjxL1rrYoyERU50EZ35xyozNtmOLUodQ6lsUyXGdb7uAqcBnCA5iT+p41Mf/wxvf9s9ANx+gxB0BF2AmxZpa9t8oSp9Mx9XW0xrf8vkD4s1KYSCOmIEn0sgbqb02F40eW7yXJ+6yXMds29HnrfiRS3DSyxy453rOfvy1/EukMpDqsNYj5tauFLKvJVJqOjM7W5ZZiyDT3LT4lAml6a5NghlqRAXcQQ6fyND0eb0AJUFKh2ayTBJR9K4yJpUDn8IcP7SGp10aMZoFXiIRajSKVJCYbfOs/wYUq3I411PCD0hdFUDR4zx6MTVxBAudOBc1WB9JouMcTJzieSec1OgvqoyDAMhdMzXmBJGYa0yDTnGqWqOD2W3JLPFJNWFdY6TpJ+yoJV2hRBqlSFNkyCHmeY+1YidzHz2Eijs1ZSv1eFcqH2aUiLqEauU8FpMUo4YE4lJU9ekRKJp4EOfGxpx/iKf+pxlFfrRd98DDCCQUhE4RTWiDMx7LOk01pPmPc+HbW3zntpWWwQVIVVzbdLrIzyryXOT5ybP11aeG5msoaGhoaFhi7EVO+oP/+pvELX4GBasYmKtkaoRU0w38xjLuV9lls5t7pcgoUSLiJASCjDiMwFCnCUxOKkFJomoHPHii0dcfPEQgNtuu8Q9rz7Dsl+yzLmBd3d32F3usrt3G6v9MwCs9pZcufByDcpX7/HpCEdgtZ7SHjpnKfO0xg1GI9Hk1IiWZ3fEBU8qRAbp6BY79IuZGQzTMtGx5sENXpiXHBqjxZ6qn/lMslJoJrNN85f5n7Kpx1mITKrWIK3JJKr/KpkpUXVu+utwbqpxa+e7jTANVPHOzH7lvBgTFiYzpRwsCQfmJrbp/vaZcw4lkXSsheaTS0j0NalBFyClDt8N1Q/lpTdzJBGt5keyWRFClRCr9/vI734BgB/8gbtYJCVx2cxl5UQU0SmDdUrFbzUj7GgmnsxiQhIBGSPjYD60qEuCnCeKp8s5Bx2bftBtRZPnJs9Nnq+tPG/Fi/rmGxeU4PcxKs9fiIgvJgbb9p80k02+gZOfTZjMX4rPnTMO+XNVUvZh+BAIbiq4HqOZkIzMYIK2c9OS/TtuY393j92dzNpb9PQL6PuA63KSgd3EzuAYR1sQ/M4+aR0YKtvSFqkxx11qHSyFif+ywQbd3bEyfP2ir+cXIfa13a5WZxsHBdZTZp44kFK0rEX5+i4vkjHGjQo/tuDE2veSIs5NmZrGcSKxVCKJGknFOc8Uk4r5imopO8l+txn5JSVjbOLoM6PVe8m+nThbJKytJXmA95aYApENf5yII6ax+oU0Cd4FfGaqCmMmq0xZkVKKKLlQgpZ5ozXpxdznFmPk7EvnADg4SNy08DZvZ6bG8rOaSk+YBueL38mkCZBmwm5kJM3jYm0duB7Q5Dm3vclzk+drJM9b8aJ2DDVkwWEEi1LdZX7UXEs+GVIwx/Sd+SliTKRc6NW7XFBNFcmkFpcsKXzVm1xvZPu0ZjXaQD720Fkee+TzhOCqRtd3PU5vYWdnl0Vv2nzfL1nuXUIKYWRc0ve7rNIx41h8YTqRP1J5HogpVv+VpIimERc6dnIhgW5pgm1El3yez6xKdUj2acX1gLg0m5SlXNukgUdjNVT/1Mn+m8Is7Dq15F6pUjM7TxyELLRlEqomog6UEAk3Wzg30guqGoGnlBFETizgU5tK6cHCqJUZddjaYgSYOick2CJddis541MaV3W+Bd+DCC74WmQBTcRxIIqbPY8lewjZD/rCc4fc+bp9VEMVxg3BrkQoOSHY5tOaf2bjZAvOmFMOyuwlUIhTpRjBtqPJc5PnJs/XVp634kWdpOcoZ6QZ1bTHKSoNS9wjfkY42MTpDEeVP1oXg1o9DcVJ1lzzUc5BCBOzb9ABJeFFWWbHf+8cXiA4CN46vesG8M+w6KDPeXI9PTGeYdGZln5hdcii36HrPUOWnxjHOvhT0y0vby0In2zhWa8ucu68LRL7Z25jsdgDdTOWqMPCO6Rqu6GDcZxIKyJCOlkwHhgH247MJ68xXhMTgzZWUks5pgj0XECt/m+amZYEi18sHW/5eJVNzRpXzFKl2H2uAMSUWWheyq/cq+s6Y4QGV681jiPk8B3ACCUCks2PhwfnOTq4CIiZEwF0NALKqFVwRLxlgprH8OZ+Wvb2gM88c5Y3v25hJI+ZGay0saypJ9nAm2Ecs8/SiOpIzIu/pmjEIDZNmdcDmjxDk+cmz9dSnhuZrKGhoaGhYYuxFTvqr19JrOd+AbFg9UrgUFApwf1Fc8pkhFN+LkdJYFCIKVYnVeohvvN4V4wzELwnuMlUNo4j4zAykhhLNqSFQjC/TYkCUQfIPuJGXLAg9rC8g9UQGOIRAGlYs06JruvZ27VjVus16/XKsu6UQH3Lgo/G8syORCLGFcOYq+gMAzfffDch7FJ0rNCBhazYT3tEQWfJClL+3jsmDZ+EupIkoZiSYr7E1K/VNFnNSMEIIzKZbpTRklDgqzZq34tVt8mPZ4XjI6ErWrMnRvPrTeEpZgKzDUAJ5xBSYspa5MUq5PgpDlEVC93QNEu2oSRdsVpfBuDKlXOg0HULXDa7IR3ebHX1vBAEjSN6gvCiqsT8zFfWx8AajYFSC9eCdMwcOWneeTcwM3OVur3T30pSEI2UgjpRBst35LSaymrGiy1Hk2eaPDd5vqbyLFczPTU0NDQ0NDRsB5rpu6GhoaGhYYvRXtQNDQ0NDQ1bjPaibmhoaGho2GK0F3VDQ0NDQ8MWo72oGxoaGhoathjtRd3Q0NDQ0LDFaC/qhoaGhoaGLUZ7UTc0NDQ0NGwx2ou6oaGhoaFhi9Fe1A0NDQ0NDVuM9qJuaGhoaGjYYrQXdUNDQ0NDwxajvagbGhoaGhq2GO1F3dDQ0NDQsMVoL+qGhoaGhoYtRntRNzQ0NDQ0bDHai7qhoaGhoWGL0V7UDQ0NDQ0NW4z2om5oaGhoaNhitBd1Q0NDQ0PDFqO9qBsaGhoaGrYY7UXd0NDQ0NCwxWgv6oaGhoaGhi1Ge1E3NDQ0NDRsMdqLuqGhoaGhYYvRXtQNDQ0NDQ1bjPaibmhoaGho2GK0F3VDQ0NDQ8MWo72oGxoaGhoathjtRd3Q0NDQ0LDFaC/qhoaGhoaGLUZ7UTc0NDQ0NGwx2ov6/2PvzX9tS677vs+q2vuce+69bx56IHtgk92kFIqWKMkWbSuWZMWyk0B2YFlxbNhIkB8cwEDiwPkxf0CCwEZiBwYCJ0E0JEg8BLYlT7LjWHRCURFlW6I4iuLMZnezu990x3N21coPNezaw7nvNbsBnQfVt/H6nrNP7do1fWuvWmvVqoqKioqKih1GfVFXVFRUVFTsMOqLuqKioqKiYodRX9QVFRUVFRU7jPqirqioqKio2GHUF3VFRUVFRcUOo76oKyoqKioqdhj1RV1RUVFRUbHDqC/qioqKioqKHUZ9UVdUVFRUVOww6ou6oqKioqJih1Ff1BUVFRUVFTuM+qKuqKioqKjYYdQXdUVFRUVFxQ6jvqgrKioqKip2GPVFXVFRUVFRscOoL+qKioqKioodRn1RV1RUVFRU7DDqi7qioqKiomKHUV/UFRUVFRUVO4z6oq6oqKioqNhh1Bd1RUVFRUXFDqO+qCsqKioqKnYY9UVdUVFRUVGxw6gv6oqKioqKih1GfVFXVFRUVFTsMOqLuqKioqKiYodRX9QVFRUVFRU7jPqirqioqKio2GHUF3VFRUVFRcUOo76oKyoqKioqdhj1RV1RUVFRUbHDqC/qioqKioqKHUZ9UVdUVFRUVOww6ou6oqKioqJih1Ff1BUVFRUVFTuM+qKuqKioqKjYYdQXdUVFRUVFxQ6jvqgrKioqKip2GPVFXVFRUVFRscNofrsLAPDf/Nd/WfEOAEHx3uFVcV0HgKKgincG7xUAYz2bzRmooOESIhbF44lpxOK9ImLxKiGROkQ78BvAEhPiVVGT0mzwfoMIqPqQt3rwgC6IqRCjiAgipk8ngopFCfVZLCzHx+esliuElMaEvAGVlBsYY4rPgsTf8nV1GBEQkFQKaUCEkFRjG4I1gqeL3xsMC1R8X3YxMX8/eb61gqRHqiBY0o2qDpGQNpVBjMRn+9BXwGrZcL5eg7TxeQ1iBIPHxHYO7Rb6R0SLegPat4sgiJH4nFBB1VTX8NcaQRFE+zZ0vsN7T9O2OR8nLtZD+/wVvHN4H9rCOYdzDnB4dw6AR9i/ep0nrt4E4Gy9wflQW/HNIM/wN+Sl6OBZqqDejK4pHhdSx/EtqniNPap9uj/7H/8nfcPsKCqfYzEqnyuf3yE+1xV1RUVFRUXFDmMnVtR333gtSLgEQU+NxxiDtUFCNtbQ2gUYizVNvOaR/UWU4oJQ0jQtoL0kaVrAYsSCPwv5Gwg/60jC7SVexCNBdkKM5jRiQnmypOUBDMbaQrIVHD7n1bYL7t8/Yn9vL0uLKV0QZfs8wy1JOu0l4pSXasg3pI3XiJK0pPuJYl5/f2ifIJGXUn7IYygJGpOkw0JK9hRt41BlUFYTeo3OrXvpWh3n6w22WYQ0zYLGWgSX74trK7QsU5RYreY1Rl8+GZZVwhKpr3P8E6RnsL5FBKzth7ni8apZ2hYR1CteNN8nOIw4OrfJZXCdgu7Ry7aSBmuujtD3jcaVQOjzvtzxoYyhSMwz1cOT11nSp3ocUPlc+ZzLVPkc6/H2+LwTL+oPvPgCJqu3DGqDasZEfY2iNMYgtEjS4eAQ46PKJ6aLAzBpVIyRoHbzHiNXwjVr0aimSo0ohMHZj5sGxGBEwaQ0NswKshkQW2wcDEVnnZzdxzbLWJ8F1jas9pYsF20sV1IRGbqkGkmDQ3pCjWGszaqXlM6r4NUHMjThHuc2nDw4Zm95CMBqtY+qwxVl9N6j3lNUOkNjfrFEqEr/XRxBc9nfZyLR10ebrOKytsE0im0jse0i9k2v7oxaPxDfq8bEBpXXTLlEovpJ+0ks8zr+X4wfqE4lzJBF5QTBj9rbI+LzM1U9zjuc27BZbwA4WzsOvUFIhDWx7MW4yWXSov+iqqxUzeWJui+8GgNKX4bRZPE4ofK58rny+Z3l8068qA8PDjKxxQCyDBJvGuTG0FhFaLFRYhXrMSZUPEjeIMZijaWxUQJvFK/nfOMbX+PWzecAeOpdT4O1SGNRDaRcti0WIY4bvHEYa6JdJ1y00mDFIm1H26RmazDGDOxPAJ/93K/z9a+/AsCHvuv7+djHPsYTT97mu7/nu0M5c0WTdBygpYTlJdvyui6U06E473HO0UV7n3M+Tl4uS5CnZ8d84+svc+PGUwAs2iWdO2fj+kHinAu2FO2yNJrIrrhso/Neh8Qm3DewCflANA3ibmx7oescxqYVU4MYDdJ7OWepYlF6ydaCCIovJM/QOj6m6SXxPjOjBlUX2iwTJ0i1aeXkfSK0yQQKxA/zW6QqVgWnimqXbZOJoEWti79D4oWxkMowSq4zxM5lIudVfOxZrr39cZdR+RxQ+QyVz+8Mn3fiRf2H/uiPZ7VYqHSvJuuvrYPiIEuokFQJubmDWE3fig6l48XTD7FcXAfAWhvz6Z+vqkHSGXSbzPVZUJ/1upFZ7cWtW8/y7DMvxrwv87t/949w/fZlzGI5rFOvkaKvQpICgzrHe48Yn6oDeFCXJX8jHnUuSJBxEBprWR2cs394OdzmHNYYMD0hjYnOFmrw3g2eWRI3fc9pGErfxCIFFWVDk4jdWqTzmEiqxoYJUOml+9TuphiGqQyCLdSBYaKxksZEkJq1VLtF9ZSqxUcHE/IKLar0TIPE5+dVm2pwmRGPj85IzvdStCRnFTzWGjSVQbr4MlLUpJVBkpglTwhiFAN4n8ZtPyGUUnpLcKLKbSOC2i6udh6PF3RC5TOVz0VfVD6/fT5XZ7KKioqKioodxk6sqFerfUZ6kRnsDQTeIO2MBODxBWlAG/ZXS0SGLvel9Juk4bG7Q5IQc97ENGOpu3yuQLt3ldXlIG2fngoH1w9p99qhikSjNK/DZ5YqN2stxpisylIUY2xUzwUZy3uf06R7F4sli8WS5XIPgK4L6rCuc4UEbqKkLXjtVUnqfVCPleozVTRvk2iylJxhFAjlMEkCty0im6zGTA4gQu+sEfpQB63uvdLY2D05nQAWjeUMqiMf/pVqMwRjLEqqj8GIwZjU90lC9r2jicR7VLPNTIwOtrOkcqfVRLpPRIbtUPbjQFUm2SnH+34Mln0dnjNe7vXPfpxQ+VxkVflc+Zwvfvt83okXtWSL1pDeWXWVVSZDzJrkB+wXQhW3qMB0y31F2lSGktClam5CdAVrF3m4igGrFhGb06UyyMieVeZVeoOmAWCNwUUi5zJm1WGf12azwRibSaUqUeUjeUBDIC3S9B66STXnPfh+4gjklv4eNKiN8iQZyN80DTbaE40Ej95EaGtbglNL6dgS91wWqjdr0oQ67pxetZQ5UKrsJP8v/w32z0IlpZBslOXEGFRi/d7P8DftB433SlAFlu08Rm/L6r1EUxl722VP6tJTNVF4iDThpDy2PnqnUPlc+ZxQ+Vzi2+fzTryooZe2GPRVIvSYhY+aWZFncXuWrGX0+7gMJfnS749QDPGKSZIuBq8mOLYMZ63hPSNJP88dhUdoCDAgkag9oct/4ZqJknqShoONypg+L+ccYeuJQvbaDA43c9NoHpgxqAEjB5Q06vogC4FUSfqV+NnraGJhKJWHfBTFF81lAINqCvigQfKWKfmns7X0EqxokY7cfklK7j1H4xAq2ll1OKGWTVTaqVTH5BxONiHYw9DTN7Rn/3tK3tv+eOxQ+Vz53OdT+fx2+bwTL+qxymjg4EGScmVy/aEo+rmUpLPjx1gzUXo+jiVr+vQPK4M3Hk1u/yqocXjx2IeoPMbtkMjaq1Y0DrpeKguOmXYq0YkM9m0G1ZinVNMYY8A3YV8q4MUj6lHxuBgFCRHEGJKHomjazlG0nzaAQbGIiVtWBBpL3rcqlqB+KyaE5EAUVFtRHSigeMyAIEEtNlSdgdCrroIaUQgLhDQRpglgk1OhBtRkVWBwcnGxPdMzbVCbWYEuSup0YDbAQa5zeEGYfJ9qaqawZSQ8wPfPJsZ6SvtgtXdaiYnzyi1sTRpNno8JKp/7MlY+Vz7D2+fz42X8qqioqKio+B2GnVhRDyTaUj01Uhs9svQ9o60YO3nMSfPl9/z7jArvYSi3ooQsku5lUICZYl9cvyBZM3BIGUroQ/VZKkfaYwlD54lyvyX0DilBxWUGvyWZTmKUptLpIix0JK8EQv4hmMDgu4kLn2I7R1Avleqm7S0xltwH14p6leopUwTQyPpOGT5vJhbDzDNl4HxSlrXsTDHE1WL/yG1S9Ng+ltqj/973JbDV0WXXUPk8ff4cKp8rnx8VO/GiHrRNaTsq1FyPSuo5z8s5lVdWl20t0iM8b9inGXt7C9BNTFIM4gscF2bzyuMwkSP960nbdT5fS2QsvUjDfb3KLV1PNq1y4KR7vdfB/eW+S5MD75cqPRA1tG3Der0ObdAeYG3Lm2/cBeDW7SeCnWoymGNf5Lk8VnpiM+uJkAMVlG2qWqic0gdLsofl6yOSeR+OfJhMlsOeyHa8gc01T6r94BUxKHBxMm0AACAASURBVC4H4+8nnr4PU2eP+d7b1/p6PI6q78rnLXlVPg/aovL50bEbL+qZAV2SeSyhz96Tf54nz8Dbc3z/FoK+pXQFvPecHD0AYG95FdUQd7Zp+k35A2/V9Jxt5J4rVnb2CHacofPJlNzh+rRtxsTuv8vgntLBYpxX+uRVOT8Pp9O45QroPTSNafBus2Vy64l94TguSUUktZY/6UBSzo4vObCCggxDRE7JNCpZUd7BymqQyOfs8zh76IpLBk0xR+B5Cf0xQOVz5XPl84XP3pZmG6qNuqKioqKiYoexGyvqGclzq6rqEYSQibR9UX5lniPpfqKie0TpmHTmK6AScvEbzQcCEG07A8fEpHF5yApjvBdzsN2jkJLL2MpJDVSqg6y1eU/l2H41tAuR80yFF6LKLBmDorrIqGBSaD1rcLknQIPbI2gflzdXsuj/4CVpgghZ2r6klEALVVPyltWwbSMkTd6xLnhkagyQ4E24T3x/PK4B8YJ6oY/BG/ISDKTgEc5gpA8ZOeyUQi1J2qvbr4bGKj801kD79gunRkE+T1hA1AYVYG6cR1MX/7aj8rnyufL5HeXzTryoBxGDEsqvj6ghSEQc7GF8K9rCGRvDhfdvyV+9x7s0KD1ePV2nsGzzY3L1hmP10SaucttJdAQZqlXmMyntXume0pEkTRLlOBxHSRLCNgQZqakE6DqHd2lghgqlYhljcG68+TRTdDCh5RTjCasoWLIllSfdhC04Q1tR6dgS6hYmrYHqL09kpTowjaHkdBMjGQ3y0skkGJ49R8D0sinKP1CTpvYqZ3bJdQr3Ph7OZJXPRV6Vz5XP/cVvm8878aIeYGaAlx6bY2N+vgce7nTyKM/d9n0OW34XkXwazlKjVPawQOzbJO7xKuARoDpv0wq/TR9UpusldZ1NXzqy9GQPE1jTNINrMLQDiRSSc74IFGM8OX5Mnhv7P5VpSIAsiAfHlPw52hAHDIq55RVMWdphsShIxcj2l/CodqYcWPEtvGx6af4xRuXz6HLlc0hW+fxWsHsv6izVzTuf9NLY9J4+0ei3bRPCzHPL+x9KqnKgFR1XenFmD8iiQ+VheQx+Ljq3DCIR6xOOrRt7E+pkEAZCmoG0/agoJfdcp/JpGqXFMp3IgAxjp5ZxPbJf5qxzCjAqb/815U+xUkh5BNVY3/B9HOJvzy/r0SbY3nu0vNbnkQIjlG3jY5+VWzYe+5c0VD5PHlH5HBNu+Vr5PIfqTFZRUVFRUbHD2L0VdcRscIJtAkmRTgu9S7l1Y2LnepjKQreUYZQmJBmm8wouS1LB7qKYXoBOzy/yTeUbOM6M0ihB0k4n4ECSbOcbZCwpB+mu/21bYAVVIR83I/HJSdVXSI850EG4ENYrtrfbTfOeUV2pjw4aRelnJPziSRBtZcM9j+V9xbVx02T1lxQphu3Q5zcoBdNBkFYVXSzn5GHTjLT4rsWf8TiINq+5pz6OqHyufE6ofH7r2IkXtYwqPj55pv9pqE5SdDJAx/dtVXddkPdAbZVH6PSeQdritzv3HrA+D4EC9g8c3bly7/5dLl16qq/z3PNFsl2unKDGZS5VUs4ND4aHsBdzrK5JxEpHv5VOGGO1TojPKymzEEc3xRkubF1luytwfHpGHzVI6DZd3vvYV2FMHgOFU8VY5TfXAJLap+wzhBxD2PTqs+ms1wftL8s+gRT/AGsFYw1COoRAhwmKa6X3appItBhIYtKh8mm8Eco9zm085rapEXcMlc+Vz/n3yuc+t7fB5514UU8i40TpcxIFZjwoGDpBTNq6lKJLoS8OiPG2j8Hm9pGUPrZbpWtzcG7D5cuX8/OaVnj66SeGdR5NOGlyKMuU5c4s6Yb0pQR+kW2q/O0t2bAYSvWDvslOG8VpMXhEFNsI+/v7KROatuH6tZuxzDo7iTysJOGZqQ6p/WfCRUbJVrXfllI6wwzSbinHeEUy/m08+qafy3E4ymM8kT9CM2gx9sq/u47K58rnbSUJz0x1qHx+VOzEixroCVRI3xNHkxHZJ5L6iHClFF0SJt9b5D8eKEkCHk8qWyMsFdg/WHK4H05lOT9bI+JpF3Z6itvoezl5lJNP37FF+Urpd9ThYweTizxDkzdoyiusYnrpv2/LKfr287E9lcUiRQ9SzIwab6IGG02uZbpx+XuCT2XzNBnrjNPN4HmjsVKOs22TAFwQxQgoXT2CRF84uYy2YPSOOn0hRCSf/nMR5sq3s6h8rnwepat8ni/Lo6A6k1VUVFRUVOwwdmJFnVVTo89jqXygnplRXQ3yGN8/VqcpUzEuYYtEnqT38bV5u9l2CTn9PLGjjdSFk/tGtqt4KWPbaSzbVD/JqaPMMXwfLg9EBD+WxAceIyG9iNA0KWpQOiQgRRXyuelHpYsqsKK9UvlG6cbfhuUuy5LGhUT1WVI1FukGYyw6kVwg4KbgCA/TVs2tDoblD/tCpcgrW7wG/RtGhh+Ni8cBlc+Vz5XPvKN83okX9cOQVRk6mgBgSNARwcPHqXNImhTG9qOLJoRB8IULOldR8C1EJ4XgXZmG4Xhw9oNJVCbkhhFZBdQPyR0Oj59Xh00ngVLtloit+Fghj04cHtLElMrlpW/ynEwt4QD3hhTeT9RT2sbKfIflEkLcv2EZVdNvsU2lvKNoA+nLHkL/NVk9lSap4XuiQ4sTeDQFRjSCuqKsYxWfiRNZWR/i3Cb9xJH2dg6bvj+MPrRHLP9M8H/ygQNCckjJdX1MbNQPQ+VzX7/K58rnR8HuvKiLjt0mWZcy2SRq0Uy6bOcYScglqQe36/C+UgouVwYTJ5XyGhLOi52xKgzKH0k98XCdKVNK43Vq55nHdLXylpw+xuLttmTSd5AOvoc8Sm9W8YpGp5GyXNvzfFgdh4sAQWKsYoeY4Zm74/wFwc9kPbRtDctojM02v5Rm28pq8HX0fRoe8tHxWL2mK58rn6l8vghvhc/VRl1RUVFRUbHD2IkV9ZyKaE4K3OaVOZbUS+/Q/Aym0nX5W6m2GqguRs8ZeHJqYecqNWmlKouhlJ1+VzSeEDNfp7Faq6zPeJuG6niLh59IiHMSY2lXGafZJiUPpO4Z6bIs1zg/GXXqNml7W9mlv5DLQNHXio+qybQ30mQbGRRdNCi3TMbe3CrHiEGMwftu8tv43uFPQxXpNum7L+dQF7dttbjLqHyeovK58jmW7tvi8068qLuu61Uq0QmgJMtAfVYijZNCXTW+b4ycVzHGcuMV3yfP26ZaGfbbheqdPMjTxIBuJVBv2xlu55he08H12bxmhsZ4sngnoKq5H7vErfGsOyhXjzmSX9g2OYOyLdOn9PB2tgSlWk+YqrPm0LbtJO2303RhkiqDVIwz1cGlSZCExwCVz5XPlc8MPr9dPu/Ei9r7vvNCFB4/e1LMw5CJNiMZ5oljJD3ne8dEHjXo2FFl9p70vC29P95TOZY0S+lNiZv9VbJ9LEjzYUBMpbzh89WALxwznLpwb0qTnsd0Qng0G1jfQF7C0bxS5O8ANYYcujBKyAi940bRLuMyiJTt4ul7ILWDxj4s+yW0j5HteyQV4pnCPraDCy00qXMYSD6V31qMUZwb9m2QnIupwwhSNnTsR5lwuGgIBNTFH/se8mJCuSahGncblc/kMlU+Vz4TS/Z2+LwjL+qhQV5EB9LcQDorKicqEwKOkQdAqaLQKSlLB5UkjY/TjCX3R4NOtllk1U+hKksEywMck9VfYwl8rn5zEviUqFtUjd8OinKIQIjxqwNCGmPekUdeqF4qVhJpsrzYuUOYFGqrmNuTNjifRE9YCPU1HtXNKD8t/r8F2du5nKq2pS0mu4vy3CFUPlc+X4TK57fO5+pMVlFRUVFRscPYuRV1kLynUle5NaC/yFB40eJ6/D6Rxso0pRqrXAGUW0Vkem02z+KS9x4dHNSeMpk+rwwPOFSVzUnWkr+P7+ufxeRzep73OpXKS83PI6nI+ir3eYcrIr1mLHwfSrvD7RI8Upi98t5p2ZIdq/i9aO95dasQ9oj2Wz40brgsyydJUk9OIGIJxS3UW7EMZR2NmHA+7WDVRG6wINGbWPaUxvdqzMLWZnwYD3mVNrcHZQdR+Vz5/DBUPr81Pu/cizqrkWY8BQe2qdwAMwqEov7OueEAFiYDOtlUxjanQdZpIij7UYcqtm3IR8rl71MCjknsCxKPVWVjMm8j5CPZqN6y6m8KVYfiIqmnqrz+UUOPR2NMQcaHPeOhKSZXktpsWHcTVF6k8WMhqvimKrYUZQmsbTDG4GUdf/JR5dXSx/8dHlm4vXTphCHf55WVW6MJeb5qO43K58rnhz/joSkmV34n83knXtTOaX9caowEI9IPChFywyfJ0xiDMWZkCyulIgBh27FrAzJKkLDHTiXjQZnSTvK4YG5Rn6SuqYOFquaN+kloS/cl4bR0NJkjqio41SDFZYeKNOj6wqifElx16Hwyh/6euWengrWgyaEmDanUKNFjU+YHfMi2tH1FO16ZZNytGcNwgulvOhZPIyuGCyoJEnL+boMzilG8z66t2ZaVjhFsmhWqvqCwxAhQSnxc7icRiTGIoiOSkMdWbgPR7KSUFg3D900K/Nj7+D4uzmSVz5XPlc/vLJ+rjbqioqKiomKHsRMr6s55TLYdgJGhDSOoPHTiAZhUakNbSWnnsEHK9aB2KjX3EiTD3+Lvg20GSSWmM+q5Un1GPGouS2MGHW2qL+1XWQKfqLxkoBpLacaeo2lbho9S+Dj/8H2af/48rspbUMX190TxMesS+y00w1XRsKGypF1oJYvqDyRuLfIO7Tpj45LiX/HU/nPK1A+k2STlDvOL8m+8ZsXG7+HXvGVHpv06LFMqZ3k9xYvunxXaoR83qV1SvtPa7C4qnyufK595R/m8Ey9q5/oGCf4KJqrHyNfERNJHvYT3SX2mA2IPzRLTBheTnBT6VBP7VbpVLlaHpXtVh9GNGJCsHwTjbR1D8s2osUakGpMaQL0GpxKmZNy2jSSX8y3hovRBTRcOnI/PYgv5gKHtKLRVT5RIAp1RDZV9Vtg+U31Se46fOZhcRpPZw9uhHzdl+ovvU1RHA6Yswrgyg0S65dvj8pqufB6Xsfxe+TxfhMrni7EbL+rOo7aouQmsKr38jBGM6QeKNYJK2Dg/dEjRTH5j5vYulpNI7KzY2ls9Si/AnISqWnp/SiT6XBnm7FXTfKeepEVe6FRa1eHKZDwxlBhfe5i0PQsBMqnTSTdDaTunK9q5l0x9rkB49JbJYMvk2mef6nxRQu0nDyCEZ8wP2VY5jLHfVtCObYPoUexTk3H6lifj3x5UPlc+Vz7PpHkbfN6JF7X3/eAVkRgWR7CDwRobOJrVO+0Q0UjelDB5l6Z8XfxN8T5GgykdD2TYUHNbSPoC9ITpSQWlSivd43yHsgpl0DVeg5NJrxZL/3yu11iyS3kOJPCS7LEegZgMHCqSI0s/ISQJuR9mST1UBlcMKwlSrXJmHoNPQ8V41G9CdKSY2DhQcSAdKYaQUYORBuIVlXKLQ9nugYillLyN3EPJmdkj/GRwBN10BbA1FoJKOt0uHounqCjZ3URCm/f5lXmPx0PvyJTqkifspMublCEqA8sJPpY1P2V24tk9VD5XPlc+v7N8rs5kFRUVFRUVO4ydWFF3XTewS3kft26YIHuE/Xmg6jDxWrJxpZNl0r1jWxgEaca5fhtIQimBP4r9ZSyBi4RzUIfqN/Dqiu0YHh/j8no/lEDLa+n6NrsWRMuRjpxPRuo0AOf9MIZtyG2kCpJ8OUuLovEpkuMHiBGcV07W4cKXPvcGX/3yF7l09RpPP/seAJ562oPZw8khHUsAOrmDyBLlMOTtDaod6Gamjc2k7QftnhprZAsTxn0mQXxO9qRokxza9mS0EgnppXAISasTkhoSMDZI1X3fFacb5TKH/IY1ielyOeNYHtaWfKj84BoxjvHjhcrnPv/K55l2T41V+fzI2JkXdWmXSg4lA/WR2IEKxRAGnfe9WkdMJHb6Lj2JEp+HJOwJCgzVdUzJrqr9pn6iim/U6lM7VJhUxuTr0/afy79lXqX9as7O5b2fHEk3+HuBBaUc5CktZp2dLV57+Yy/9Jd+ll//5G8BsLc4Ydm0rDdg9y4B8N6XXuTFF9/Hix+4zaXbgbhrIxizyPsURTrQbns5xiotHX55FHtOapue/9v0YqP70MHfOYhcFOc4tXd43txENc659DT2haPSRfc8LjbqyufK58rnd5bPO/GiztGG6IldEkhVEWMRVdKG9bKVMxFjp/bE7BvDubD5vZTAk31rbMtKknb6PC5rmU6ZdmKZxnmXCTxPXibXyu8liT09qcvfx5I7RflzXjNlUFVUfFGGls3a8No3O37ll/4VAH/37/4Mr7z5VewynVaknK871LSsz8Pw+Y1PfprPfeYKq39ym/e//4MAvPDiTd7/gRd4/vk9AJrGI+KxOpSIs3RdINBj6iQ0aHcNU1JJ4nHbCGGF0keomkJEBhPm4Bn0ZDdG4mollb2fWAsZPJN6Gwkvuj4Q1GOJL8prV1H5XPlcovI5X/22+bwTL+oQszbFZzUYo1naTejUYQxoF51QjGBscFowmcgmSu8pLJKiXlH1iEnOJwoy7GoRHahhsgqmPOetQL6khUqlv5TVfSk3H7dc+IJUxKx7Uvl8bfCsomNLNdnYc7SM8uTjIBmnGajl4hYQh8f74CDya//yM/y9v/PzfOXLv8Hm7HUA1udnWDZIF1RgahpOT044W59DE8+H3ViWqzcR/Tqf//wXALj34Blefvk5nnn2/QDcuP00L733Ga4dEB1E+voNKt67bA7aVHVwafyl74PxZSnCHF5IEJl8FbR3SMlFc/G7L3SxfZl7FWl61vSZylDiHpJ3OCE/ji/qyufK58rnd5bP1ZmsoqKioqJih7ETK+rkGALJ9jQTUN1sQA3qk2OBRV2QxLOvQY521KtYvFestXTOj9KYXtjTIAGXKraEJP0YY0nqmPGm/BJJuvaxUE4N6kMAgN4fZIt6ht7GhU4l5ySJqpKdQ1I+Q5tWcCBxacuHQogx7HtBVcPx9ZtO+F9/+m8C8E//4T+jaU5w+oB1jL505jrO1qegZwAsmn183H6h3TrW0XFyInhveHD3DgD37ygnRx7ThCF2tjli/8Bw+N7nabNni0PFhxj2hTMMgIoZ2JiUYquJ9AmzNJv+Ex/3486sZkjPKZ1INK6apmkFSNuBpTXhAPlSLYYFtUA3yF8wuQxBhBdic4ZUsokq1uTZIoiPB9IXa8OxqvBxWVlXPqdiVD5XPr8zfN6RF7Wb2GCstYPvyYZQphufvJPsYGPnka7rMLYnbfjnR51ZqrtKtUVUU/ngRVjmn9KWBE3PzOqtmePr0vWtEwPkoPtjp5Lx8zSq62btMUUZ8j154gjff/qv/zV+7uf+MQB7q0Pu3b/L2fkxJu6XdN4Bba5z13m8h7Zd5kAUzm3YbDas12sSQdf37nH0mRNe/uZrAFy7/iRf/fKb7P+xazz79K3QX5wAHaoNiRxhRpOcz7A/Rm20ZaCnq+UpThejmFC3IDnjlBOQomFyGqjFTDgMIDs7lSUK9ysmXhoG0ShTqspkLD0+L+rK5/GzK58rn98On3fiRV16iQZbVpKiSwlk6DxSDvpSQhlHmxk3ivfE83EZ5T+Uwvo8CzG9OLUnYS6sH2h2QMlSdOFgM7ZJzf1F50/n2UbsSTqmk4om8R1Qr3z6U5/i//0XH2U/+Idw//hV7h8fc3a6YX+1n+vnXFd4NQaHD6vQNDa3WxmYAsC5IzauQ+8eAbA5u8/dN17ji1/4Ej/4B34YgA9/+Lt4+smrWNMhEogtqojayWTV98HFUNVs40yRrMa/j1dRg3YnN9Eskbwrx0P6VzpEOcSYSZ+kCSF8jWfm5qwcaZtHWU7iSrR0ZnocUPlc+Vz5/M7yudqoKyoqKioqdhg7saLedBusCdJcYy3eS1BFpGAIoqidSqwigvreA3SsKiuhWgRGwMRzRfv8U3CF4o6ZkirQp5tTdcEw6IGP0rYysxWkUKNMVG702wLG0nq5ZSGdsjNQz+lwL2b6PXjjhjRnR8d84v/7ZTbecf/4frh2dop0wpVLl1juLwA4enBE07QkKXOxaPDO4XxH584B6DYa7ZLFnlQVjLF059HuZc4wzR1O757w8z8X1Ge/8E/+Ed/3fR/m3/7DP8ytm3HbBx60BdlM+0D7D6pJFTbuoml/TPto7qSe8nuxUkk/y1zc4WBpG9jeUp9KMU4H9wj9QfM68+wiZfT8fdxs1JXPlc+Vz1O8HT7vxIt6rUIbVRDizjBtGwajCcUTAx6HEelPZUlqMWvRYhuDJKMVvVrNOZc/W2vZbDZFR4UGNKaIQDNR06VHBjVRqUrxDBtcBDbOZeWJ857Oe7rOZYeRWPyJemaw3QI/IftYZQaR5CMHFO/Dv7Sv1Psuqvw8mxhI6Fc/8av80j/7B9y/d5emDXGMV2ZFuzil844HRyfhXudpF21wtCCoirqui1tU0oDrA/inZxqCQ4WYMEFsOuX4zLGyinbfAuDs/FU+9xv3adozfvInfjy3t1UX8hvbDpNds7da0aug+rbq7U8jMmjIU5VMRq+CiuClzz8Q2+MwbOIYtKIotth16eNYMPmlERx8Uu37sobfS5tYejPEl41vUR0enQipfQ399PJ4vKgrnyufK5/fWT7vxIv67HWDuRqJZAw4wRmhiYOkUcWYIUETJtJ2Qdhy8I+jFZW/j/OQwlN1q82JbcSWwX2l48ecI8m27+W1h9m0fJawo8Ttw+EAzpXei6AOXn8t7Kf8x//oFzjrYLkynJ2fAuCc4ezsnK7rsDbsqTRiaJbL3kbXdXSdY7NZBycLwgQ6dgQSid6SsQ+7bhPOs1UzGKcvf+Nl3vudRyDr/n4Dqs0Fw1hy/4xRLGouwEjavuCGZB/z6tP6K9/nvYY9pLkYyQt3siwoXgbp77Dvc0kG4+xRHGd2D5XPlc+Vz+8sn3fiRf0//5X/ib/4X/5JAIyTsGm/XZF2bnh14KeESSiJLMUgS+qiMnhAec+cIwtEw70MJ4Sxii7fN6pLInLpfFJeH+c1N2Fs+60kdR8MwQ/yDtc0nGtbtpUKd17/Fn/tr/y3APzm5z9Pu7SohK0toU0Mq9VBXNGEOp6tz1lv1iwWi6LdBGslEzu1k7U219u7LiuSQpk6RJa4boPr0oTjOTvfoG4fE2MI410Y/VKoknKjpD/Dya1EKbjPO/hozGG4DaTIfhbGmDCd5LzKIhX5x5XIFIMbZiCUS7TkzLOtnruMyufK58rnd5bP1ZmsoqKioqJih7ETK+ovfOaXufe1lwC4uryO7l/CHd5C9g8AEDy+G0qj5Z60UpIupaQ5d/5SvVJKaKWNK0lVpbQ9kLqLPMeyVpK+U5r0eegMMl1FzElZYwm8VLtpIQLO7c/zClqc6+ud5//433+aL3z+1wFYrfY56s5ZnyhundrEYBuwC4tGqXzVGM5Pzzg6uQfAYrHA2rC3sG3b/Lz1ej2sg4A6R47+KAbv1xwfneU9sNYarDV8/vOfz5J7azVKon3bp3qXUuVFakVzofzpg80y3z8j6Zco+r+X4MnXUIa2sGiDepjMLNLbMFXjY4qbQl2G9zwuK+vK58rnyudhMd4un3fiRe2ae3zmU58G4FJruHrr3TSXrnPz+e8AYLO6grUOKbwss5OJanY+AZDRpnjnHNbawR7N1ElTx5LkFEBhuYh/JTkbFJ1WfB7bKAbkj6Qe758b3zP4Hv/vB52p+T+fVVC9l2h+ZjxpPt0qzvDFz36GX/rYL7HcC/spT05OWa/P6TolarwI9qeGtl2y6YKXytn5BodweO0aAAsDd+7eYbPpcHFgijV4I4gRmkU8Fq8T3HpN8gMRPF23BhWMjzGFaTBiQda4FMDCnEfbjmU8sn0/5RYHxvfKKpXojhKfGeLu9w5LCohGO1vOO0wk4n0fB1ijgk89JjpFaefRVkk2OpXgHSpaTAzqe49PjQE+UvCD8UTkQTS9SByqXTTVDVWzSbXXf959VD5XPlc+v7N83okX9Xe87ypf+nI4dq1pllx+7S43bt6mi+P01rtfwFy+iuuDGwWpeyQdp89jwpZOK+Pfy2slsfo0cVBIYfsoVgHp+5ikicSlND5Os+0aFIN45ndfPK+0cZXXjPRSqKB84pc/zmZznq/Z1nDYrrh3/0GWkpumxXcd9+7dzXWzixaPcn4e7j13a5zrwhm5qV4bS7togYa2CR6ny+WSEzlCUzt0Du8djW3zGcTedSDKG996g6OT4HxycNDkCXPqwjGCwGAK1iT79ispLWdpAmkp/ExHQvXkYcnZRHQqgWvMIDukxLwl5ct0bBBXdmSPUtKMEzOUSdptds9dReUzk8+Vz5XPb4fPO/GiXppj7t6NYmBzhdPjNWenJ3kwHd19nRc+9PtpD1a5Wa0PDRokrnlijwf/OM22/Wzj31Oa4MI/9Ryd+5ydMApnlPF9cxNC/ixzg6K/ti2PdE0kbDkA6M6O+eSv/kpQbUmacDo2a49YWC6DRLxcrvAe3IOjXP7z9RnOObpNJN7egtZaNufnefQa04ALZOnWsR9N2EKSD7xXwYjBNoblIgy7sC3Ecff11/nkJz8DwLXv/yAtQpjaLh7QF7X/trYyBam35QWlcJ8mU0+5d7dPBD0ZTZ5c+mduyV9npi6RQr0537ePAyqfZ/KofK58fht8rs5kFRUVFRUVO4ydWFF//fUzWh+k7f3lKXr1GlYUz6sAvPrGXc66S/wbH/k+NNoM2hhRyEhfhbHknLZxlFs30nVjzKzKDHppaXAoPb0Enq9tkY5KaTtJ4HPOJ3OfB0qVLRL65GSdsaTpFQz5tJ3j4/ucPXjA1Su3cD4EPjg+OeL4wSkbJ7h4X+fXWNOw2t/PDiLr83NOj4/Bpe+nWGu5dLjPJkZbWG8c3nmMHi7AbwAAIABJREFUNKzPwjVpDeEs4iaX03sQllgbz8LVNerPwZ3yq//qEwB8+IMvcHV/b6K+UtWJwDrpA+0l3vR9DtN+m9eVhWcOz9rNbVyqzEaBLy7C7JhJq7qBVD52enl8UPncf658rnyOF+NP3x6fd+JFfefOKftt2ItnaGg3K+Rsw5kLg8T5BZvPfooXv/d35eYMewUdRtPn4HUYfFI0phmGbIOoLjHZdTH+7W0XMRUQvPh6z9He8WCQH+OQclOyZi/R5LiQ+k/Jo0K33KuFuib0/byqbDgJxL8+RnLqOk5ONiieS5dDaL/To3PUd1gjNPFko81mQ+fXYe9qvGYw7C0OWC1iUP/uPuuNIt6yaEL+bWvAKyondHEC8K7BGMmB/tddCCjgOpfVcLYR1uvgxHL72o14rUGkQ7UwYI765SL1YDqlpmiwvncUwgHxfROJCB7B0zv6BJLFG9JLwghG+u/xrMFoN0vMjg5R9Paqcn9n/pucW8q9nym2QjF5i5hJXz8OqHyufK58fmf5vBMv6qduXeXwMHTkctGgznB88oCzNgYZYMXv/dAHOT07w8Zuso0N0okIZXCjIIH3xIbhto4UP9h7j0YXRkmRccYinpbbOdjawGPn/bEjiGqINjQeOMFJYbghpM9bZgg7vRa2BAwHulcP3mMigUQ6Ts8fsNo743AVvD3v0dEsHN451jF+76bb0G06ULBRcm7bhsYIi2X4bpolRj3OeVJYPdMsadolG1WaZPfRPYSO9Sace4tRLBZVj3MxXrD3hEBAFncWytrYFnWbSZvGhr4Q/bzW91nZphLJ20+Ykfsx67LP8kqumBUGK7acFnrP0DQWinTJNjm2z03GU1r9lVtDHo8X8xiVz+UjK58rn1Nlv30+Vxt1RUVFRUXFDmMnVtTLVQMSJPCT0w7Wa+zhihc/+N0AvOd938nVa7c5O1uziDYsq4qIoTF+RnIaSuCqSt4AGOPVGjHZI28cBCF9TvmF78BYiiowDqDQB9RPf6en5kC/sWAs3ZdPKFVgpbqs/21q+xKRnPdyz3D58oL3vHCLS6uoKruzYe09p+ee4y6dmhP2PBoxmHjw+9LClcM9Fm0M4r9esnAdIorTIEnfOztj7YS1OiTKfqvFAmsbdB3ybhqDNS2b9Yb1Oh0q74M9B8Mrr7wCwPn5OXvLtlA/Fe0wao9BO8p0daKjNJpF7TIz6T8PBOygCjNx3PiZZ4bn9pL/4Hl5T+WcWm9aD6HIqEj3OKq+K58rnyuf31k+78SLerPuODkNA0AVnnj6GX7PD/4BDm88Ga7ZBafqab3SxM2YnfHYxmHVZlKlY9LM+LQV6TfJBwtGNGoUDZzsXzDcEjLI5wLVxUQ1VpA4qM6msYHL/B6N2NPOHpM6p8s7N2G1usRzz77ES+/9TpaEIP73XrnPyekCa9fYSFppG9Q02Maw1waCXl6tuH39GntN2PJx9uAULsP+Qcvp2V0AvvLqXV65f85aO2x86Lk7RaVj0yUSG5y4cIxhbFvnfOwrz+0nrgLQNC5M8n144r5dR+21daBPnFR09GN5tKEnWb3yHsvIVqW3lwqCH2216Cfz/lr/xOF46O2nMjuM5rauhDEzX8VdRuVz5XPl8zvL5514UT84XvOe970XgO/4zu/k2rueB7vi3MXA8TQYKzSFFOt9ODO161zecG9MDHTASAJ3DiXug1QDuo9TaG20mWWJOeYjgkq6v5DiH4HYaYKYhhwckj1L+PRELnwiJhJ1+Nt/7z1Fp84n3nsMGhwkAPyS5fIGy+UVLrUPAHjphWtsXMf948ucNKGd9+w55xtFDbTRsWS/PWBlDrmyCkH2D683LJctzp/y5t1Qhm+9/ibSrbECJtpk1ufH2IXJEnnXKYhiRLC2yW0jCLYxvPgdof8Xywa6DrB9a2dyjMhStjtJAvZ9IwrDyYDkLKKFtFtaMiWnTDancnWm6ot2H/6+DeHn0lkpfC/tWMUPs3jcVtSVz5XPlc/b83hsV9R/+Cf/fa5cvQ2A72Dj97BisBIa0apDfBs6RJJnXYdqk50vIPSVDBxRojSNIOs4mIC/9X/+Q866N/hTf/InAGiNBTR4ARKdN4StnTZ3vWz8sfNJIvtYSg/1KAfefH7D50xJP5VGDd6AM5v4bcn3/MDv4+Rbn+W8C+2wt7zF808aHpx2nJwFB5E37tzlzr1T1htltQgqtSev3eTGpasc7IfvhwcN7cLifZv759bVe7x65zU2G0OnaQJ10DX9qib+s2YvhBkE4BwRj8iSk3iEn9E9jJ7gpFCVRTXl3Mql7wqNE0B/hm6aHHryt6hxOLfO6lS8iWnMsM3VAeOwlEWRBn3aTwj99osRCTVJ8mkCCj0TfhNgM5LqH4+X8hwqn2MeW/IbPqfyufL54ajOZBUVFRUVFTuMnVhR7x3cYL0JkkcjLapC2D/Xn6uaMJZ0S8lWRBCVgW1CVTk+OubTn/osAG2z4Kuf+xTr9QmvvhoCMNy+cRNjwKbtmChipnatMs9t31PZplLyMIj/VklthGFec1s8phK4Uwdi8FEOO14fcby+w3pzQpclXcOlK1dZHW7YbIJ0fePaHicnHd4H9RXAXrtkr1WWi5B/27axnVpWe+E0pFvXrnPw1dc52Tg2ca8sBrzvcplUFTWGjTvHxL6WJJ0bYRkb3+BRzGBlMm2TXPX+WqkypF9JGVU+/ckvAHD3ruP9H3qJw0tLYB2b1MPMlpoghTMJrJG3Xfr58s2tiLQXuYfln6nTcJV2sRpuV1H5vB2Vz3NtkqveX6t8HmAnXtTeGWzckO9EsKRIQ0NiTwMR+AmpUCbxVVcHe3z3934gPGuz5vjk89x5XVkuQ0SdzWZD29qcu5GQx1yko23qjDLt2Es0TEJz3oLKeN9l+du2a8Oj/qb2He0cjQp3X38DgG9+7St88dO/ys1re+ylLleDaSytWWJtILY1eyysx3d9G7ZtS9u2uX6bzRrnDMYIizYETXjiids89667nH/lVeK8wTngvRvYpVDPgVlwfRnuWy5a7p4csbr9JN/1gfeHdF043UezS8gWtdEW3pdRpDrO+eYXP8tvfvrXAFi7A+6evsnBYcN3/67wvEXbxH4YkSo+IhHbGMEXeW9Hesn01R78mp/TWzBDmgucaSIm+4J3FJXPU1Q+Vz6P8Vb4vBMvausVb6IjiIDF0ltBgER0MwygHxxQhifphB/J31UV33l8PKrH+wPe+9L30D1/OHEkSO3qVWdtWuNtH9uIXf6Wia1TO9fFErjODory977cowlDYC2O5ZXgMPJU+zQfOH4Rf/yA83sxYIEL+TvjUIlsbBzGOwSLT8fBieKInpuxEN57rF3kdl8e7vOe55/Ba8MXvx7DRJ4dsSm2ZChKKw0v3n6S22lCXd/lXTducvt7f4ArB/GsYvV4sZQnA28d8KW3TpE2R4xijbXHvPZaILa3B7x5do9/6w/9QdJhBt5LJNvocIY46aY6etXB8YujbpgplGxL0N9anl+7NdXjh8rnOVQ+j9tygsrnrdiJF7Uziokd2WhUR6igPlbXWJDQ0BL3XXoPxjhUoctSrGC8YArXeVXFGpMH7wLDL/zNj4NafuJP//G+DG7Te9yHNUBo8FKyjh3QX0p7PDU4WwCgON+R9w1KIu9Q2i7VX8NrOvp9iIm0XaQrPWiNMfgY35fFIU+/7/t48MZXOVmHU22kWaLS4Lt1JrGTFm8U513hkRk+iqRTdMD7NnRJdG7Z95ZrVy/x0oueGDmQ3/yC47dev8+ZCdL9omt49spVnnv2JnsuSODHb3SsTy0f+b73Y2P/bMTQes3nw0KhVkwTNhKOKRysYOJh9KZXlXrf8MadG3zkh/5ErN8Jn/vkazQCGxcdmzDhBB7tkOhJbAAnihcw0Qnm7PSEr33lhCefamPeDuKZxsnVI4zX+C9HdNI8GaavWUo3ST8G+OnRjKlO/Rh5PFxKKp/La5XPlc+5R79tPj8ezK+oqKioqPgdip1YUUOhWlIP7jw4BUiQdnAOv7aIQNf1AfuDu74ixA3+IqgYssQiKUJML5F03SmuO+bowQPOY5SdRWNoGsn2mLB/k5xn+AtkmTDlplmiSvs6U13G9if1M/a32XYYtsdwO8GM/WomT4n3LUxov+7smL//t/42z77wLE80l0K5urMQfN+2dDHoRNtKXDBo4WQBWspz0gVdHEoaPusOlkvhEoa2jTGEMbx69CXOz2LM572O97zvKmf3DP78HgBPX36OO3LOU888ixaRf7z6fgVTtk259WXWPjh0CjEStuU8CAcMcf+s5V3PvY/FsjzNR4sl1VD9GByg4iEEm3M6d4Lq5ZxGyrGWyxEjOzykr4eru3l7Vt/fcQxemONuofI53Ttsj8rnom0qnx8ZO/GiHjh0eMXLBvH5sBjEK6LhcPR+wBlUG6DpLV/GhAhyiYxItktkD011/PCP/CCnp8fYqKrYbM4BG1RyRC2H+MHRecYQ1UcCmg4XYGi+yFeHxBYR3EOIPTdQ59I8yuSAhCAPTVLhuA6jZ7z2ylc4i7PXojlk2fhwWlGsQGNMUCv6rg+xJw2mabFNGCqLdkXbCI0oGtVNum5pulNWtOwtgr1q2TiufeEVjmOaJ5845L0v3OSbv3GXs/vfCsU8vMTl61cxi300draR6PhRqJQubo/02WSypX2dqrDZHPOJXwlH7r1+V/jRH/sh2uU+TVTNhXr6QdtmGimkSdz7DbZZ47WLeUvcsymQJ/Up9aZ9pvnvcBIPz7vIO9Y/St/vACqfK58rn99ZPu/Mi3p4wcR/aSO9ATzedziXpKR0BF7vgWCbBrWSbTmpvawV1l1ofNd1LA8v064OOTk9BmDRNDi3oI0RfdrW5lN5yrBywQYx2uaRpdGxI8tQQi49Ry8KsDD+/jDCz9m0UI+oEpuKS9ev8uM/+e/whU99jH/wN34egJP1FZ564mluXdrnYBXIaI2wOT9j3Z2n42pxNJxtIDYflw4OuH51xcLAMrYXOHCClYblIkj9+80Nnrx1jddOAonf9fSzPPf0Bzj54ic4vPru0M77B9x+4QNo02Y7pKqL9kEdC8b93+RjVLZF7IZgQuondt894N23V+F5KHa5BGmwKRgGivMKRXi/5CMqYnNed+68zt5q2Z/aJA0gqDdIcpyK/V7apqa2Sx2kG/TlyJlmHNLwcUHl8+PD599/7y4//rlP839933fzpfe+j5Sq8nm3+Fxt1BUVFRW/Q/HHPv0bPH3nDj/6q//6t7soFRdgN1bURM9Ewj43QxMNM8nTUvDRi27gtek6vBVEgifiJz/zNV55+YiTB6cA3HnzDU6O7nPzxk32r4RzWw8Pl+ztC+9937tpNyGdb1fo0qDLtA2gxdoGY00vGWKipswXXqiQTBiF4yjOa7bJON3QmAUhWHyS1JKoJbB1E3zSwfW6uDmpfO6zV/AiWQpzvuHytWf48O/7MZ5/7iUA/sb/+LN89dUvcf/Ny9y6fguA/aXn9PiI+/ePuHt0H4B7x2s2BuJxthwsl+wtlqzaffZjvODrV29w/co+1y6vEBNWMU2z5PknbvHGayGfZ27eRNeGK7ef5t0fegaAkztHvOs7nsFaX2yV0PyvlDxLD1oZpYsJoj3JowTvVSeG5f4tPvJvhpXCq986wu4taOUcE+2gKorSxfOFU0CHYAv13iEmBlJYr2F1OauyrNvw8Y9/nPvnnvd/6DsBuH11hfEbRJZ5xSLahvHUpmKe5XqV24mCXXadx42qAd+ghXexah9wYpdR+TzfKrvI57980PLnz5f81OUr/PqvBQ/yyufd4/OOvKjHn1PHpu0JYMSiqoPGWLPg6MEJv/ALfweAX/zor2DNHl0XCNs2lkVj+a3fErxdxLwc9x/c48/8mT/Nh77rBSCoJMRoP3olnM5j1eZ9dzalE0XTsXsGeltEXwHVYu+f+hwcoSdh8VcvUmqM0zPKZ0bNGOF9v2cwGPoWrLvrXL4W0l89uMrn7n+DO6f3uP9GODXnA+9/AmvOaRtlGU/bEXXoRtlbhX2Ri3aJSMN6swGOQjuL4cqBYW/vkHhwD4Ll6SefwjTBWePalcuc+w0Hlw/Zj4fWNzevcPmZ66gfDlgZfUpkmkxsooUeKam3+vSocPPmLU7PwsEFi9VBUIvhU+fRb/4g5+W9w3cO5/ojf7p1x0bWXIoxkr/w2c/y6tdepj28yv03wwlG6/sdjXbcv3/K/eOghu064eWX7/Jjf+THAFjtB7XgROWJjib5x0zfXaDy+WEtszt8/uXDy3zixm2MCovTyudd5fNOvKhhOkDHJCZK3+matZZ790757/7qX+b+vW8CsDAN6/N7NMsYFUmFTlsUi+uOUzY0Rvk7f/sf8OIH/lzIa7FExaE+3Nd1LhMoRVhK0r9Ib2sRQGasB2Ob1jbyBaGyT1euLuai1ijjCSJg9lzcyeARxPZ7VN/znmd58OAOL7/ygIUJNq2nn7yB+A3f+tYDiI45TpU37x5xcjeQ4yObu/yF0xN+5l1P8aWXwsT47htPcPvWVZYLm8dj5xpWB5e5bYI9SQUcysK2rE+ChCxPXMde25+37xT/7+vUt1vfvmV7Jgk9JRQuXVryzd8MIQcvX3mBc/V4Y4q2iaugIh+vYUXovQcNovO1azd50FkgBJi4cXtFu3fKg7tvcv/VOJtdPsBapbXClcuh3rZd8fS7n2Gx7B1ifLH/NpVb8korr5tQ3KCuj5OlqvL58eDzmT1jf7Xk+rXLPHE7HE1Z+bx7fN6JF/Vsx47IMXbcEBE+/rFf4c7rb9K2Id35+gRjGpZtaFRjWzxC5z2b86DysE04M/X46C4/9/c/CsCf/lN/HKddP5E4xzgUYCK2McX5uF770VagDC/ovWJNGCwD1YhEyT1rekbkn9GgpTZ5VIeUMuKSSHCeaaJzyOVLV3n/cy9w9fIDJDr5vOeZ51ifnnF+8hpEldfhpQNuXL/C2Vkg43/xmS/y3s2GP/fGm/wPT30EgNtXnmC5tHjfsd4EHVGnNnjIFqofd+5YmX3uxtjAL7z4EsHLt3Tmmda7r9fo++T/CXGMqMFIx5UrYTz87M/8b7z7/R/k3c98P01yFlKLeo2qzPLukKmNW2LWLnS1Rk/iyzev8YN/8Pdzcv+YbhMCPnhjgrOx+rwNxDQLlqt9NHkWe5kMmdA/juDpGj172RC8T6Uo0Ta16m6h8vnx4bN3wuH+ihvXr3H7VohuUvm8e3x+fET0ip3ATz1xiy/tr/i7L77w212UioqKit8R2LkVdbAHaXa7SNdUPcb3Xh4djlde/iq4Lu/66FQ5WC5Y7QeJqPOObrOhcxu6TQiGkLaAeD3nEx8Pno4f+YGP8NxzT2B9kDJbdXjb0BmbHWDEdcXJK1HCM5IPVh/UxxfOFOrzCqJcRQT1yFCdpaqF1//clo9hm41+LVrMExRryXkn/GR8g7TBAWx9bmm5zM3rS5ooZV5aXeO4O+Zg7zRvTlloy/7+Bhcl669du8p/9YH3cf3qNS63wb4jCmenazrf0cV9lhvd4LQrVlGOO3fvc75n+MDv+QEADm/fRPAToTupBKcY2bQ0VW7YOL0jkOLFcfeNcJjB8889wXPveRbnBS99W6mE2NOpzb2Ek55S6EkAaSxWG8JeX3Accri/T9scc3IcVnenmw3Oe5xK3t3TGBNtY9G5ykp0bQEtJGqd2D1TyEVDf87tTJPsICqf+3ruOp9141i0S65fusRB5fPO8nlnXtS9h6MiY3uWMYh6VFOkotD4L7/6ZYz1dGn8GsvGCecpJn3T4N0pzp2TGtZ1C5qmATlGNsGD8Wd++qf4T//ifw57Me6rgsFhzRkSO9Jqi7MeMHnkGDVRWzbRfaA+BYl3gdyjAwNCgcmOEiXZob8+GOBqBhNgui98KJx1NMX2zVMjgtKg+Njjl29c4eTOXS4dXEEiGf3aIyocrpY5ytOmU1q7Ys+GvMxyg4jFOTg+DvadszOPWIPHZW9flXC4Qjpvx6vHWeGlH/m9XHrqdiiy60Iwi8KmNEfqbTZBEeiPjlPSsXXJm1IQtDE8efOpUIbvaPj6a1+j09ukIP6ieyhBpZfVsMYgxoRoWTGQwlrWOAc2xqY2ZsnXv/BlZH+P67eCg03TbcJpP17zJCGEk6Ry3vjYx2OrpaGkutIQZgeh33/seBxQ+Vz5XPn8zvJ5517UeB8loHKTuQeFTny2IX35i1/iq1/5Igf7+1CQQ0Q5j96L56p47dDOkVz8U0Q6EY/vArHfeL3jv/+rf5Uf/H0/CsD3f/jD7B0qrTml8UHK9LSEoO2FHSsKzOU2E4kepr4oe6pfcjqYO62HVIuZQazlJx3eFz7PSeMU7ZfsPorEyAe3X3ie17/xdbw7Y7UI9qu9lcW2C9Re4uj8TmibV7/F6vAqewdXAGhkgeuUTedYn4ZYfrbZYBuLx2cPWiOCbSQvJDqvgRgmBBboMbVlpnbr58s+tOM4XXl/ni9TX6gg0mKjfe7atWv8i49+le/5yD4cBGck60NghJH/SXzWBjHxcIHuFBGDxqgTXu7w67/x/3DmL/MHfvRHAFjtH2KaDvCk6BRmpn6hfJInpTAZMQNB1fVer4+RjbryufJ5WObK57fD52qjrqioqKio2GHszIo6h3KLrvYppi7EfZfABsdmEySin/v5n8NaQemizQAMbVRTxe0CyRPTk73vBINzijENaqO6xJ/zxte/xN/42Z8C4KP/9J/zh//dP8L3fv8HObdR7ybnNKZBjOnFeDOVsMJzwbvkFdiHoNum8hm0xYU/ylZ7TymJJy/VQTCJqIYxUe2yunWDdtVwfPeYm9evA9C24UxaDzz3bFAvHR29yp2j1zi8HPZdLhcrvAc5X9OlMI7e0TmPWM0Sd2sWqBjWXeiLzjswS5zTQr0V+2cmYL9IWcew1MlqRB39tq258BhpIQZD2FsuOL3zGvfeuMe1uH/Sy3lfjqxZ1PxHomp2s9nQNB4IKsSuO2W1BwerBhPVaUZjGEIM6VhByauHVC+ZXT2M6yOpGKKIhDZUvxN0fSgqn4u2uPDHyue+rg9vsd/JfN4J5gdbjMmfU0D2wRYOAUzLL/7i/w3Al774WyxaCTaExDMRrJEwExCaSKIeIgWJ9xLsQk2zoFnF4AeibNYbWAcV29e//Dn+l7/+Cl/9yh/hj/57PxTyMmuW4hEWSBPzQvMALG1M4cCA0SAcETtPOlsGZi53eS0OkuE5uOlRY5WZ5oPMw+k1YeT6zLwFl65f4ejN+9gmDnJv6DaG0zOh24QtEAd7N3n9zW9y/CA4WKyu7SFisI3NTwtkjbF1kwOHKuocZ+t17ovl0rBZr/NkmMo0UP0VA3vQHmVbqc7wObhzDEgvFsHj4jnIe4eX+KE/eIW9vVfo3NMhiYlOHjrOSxD62MDWtBgafBfsniJX+OEf+nE2NjqbAIYOkQb1UlgT+/+nT0klWk5oEm1apUNKqNKjndK0S6h8nqLyedQelc9vCTvxovZ+g4lRhBKpS4lVRHCidOeej3/0YwAhYo5RXD+yg/ToPG3cG+dF8OLoZIOQ8u/iST0tGvdP2sUKsR3SBBvNeXcX3x3xC//4f+WNe18D4M/82f+ASyuHxWEk7Y0DkdJ7FMien32XhrpkoSwOm/S5t48NoDMD3IR8A+e1vy8P+vQARdX1tjdAtMN6ZSPJmcZy/dln+dJnfovPfvVLob3unXN054jXjx6wOQ+OJfsHC65fu0EbvWVPz04w1uKgbz8jiBdCVKa40nGw1i4PXWssbWvZHB1ho13NA0bdyP5SSOfZNpcOmi8aKYjHPYE0pBMx2a6muo/lHmdRcl0urvChH/hRvOv7UBAUh2NTNLZBCCc3YWJADpSFWhxdrE+DswtEwRZ2ON8bTXP/DA990HgiFIWkr8XkkgIpCMHxxdDPZ4/HC7vyOSfvUfnct2Hlc073qNiJF3VJ4lJN1nuOerwzfP1rX+H4OITHa5owkLz3NE2SioKk7guuqPPhiL2RKi5tEYGkWpLspLC3t+D45AQM/MrH/xkAm27NT/yJn+TdT8CBCaqLBXvhdJ8yvF9G6ViQJNRhx4zVWWOI9PFtgODyT99O6Tn94C4Gig54HWkvg7yu3nqS5lLLt77xMgDueMPd1+9w1nlW++Gc29XhZexqj8UqDhV1QbrWcH5wKIKimECqWJi161j7DiL5jQgLa1ifHkNaQUgsv/ot7ZBLm9ujbDfVsnVSG5TfHGBYr6Mqy4TIVI21w7YqG2n4ARO3ujz33Ht48Oaas81J39aisc4zW3pGq63+eRAmjkJlqJqYnvPq+29ax11H5fM8Kp8rn79dPldnsoqKioqKih3GTq6ohaEEox5UHP/8Fz9KitVqjMfrBpGW5XIZr5mB+kREwHnwPks7War3nnV0ZBFtsNLGM0nDwROnnILvMHG/4a/9y49x7+gBf+E/+/NxSwIY2WCkCSq6UUjEJNd510tUfYV69UipDiwltYHU1t8GMpTcg1ZOszRbPmxg3gFUTJbXRcDsHfLM+9/Lp3/91wDYW+yzd7Bkz51yeD3kdenyIQ+OTrl/FOx9129cDpKh96QoAA4JJ/x4n8yJOL9h7dYs4sHzjYWFFTanR6gLKxjadiQxj/Fw1VC51SGvrLKa0oEXzk7P4/dkOx1uv1EnebWTHythbdPEwx/29w84uvNGXmmllRxMVw+hf9K3keORJJXiaEAgMa++7OO2eVxU35XPlc/zqHwe5/uo2KEXdSJA0UHaD2nXWV577WWMDc4MwgL1Dcu9xUBN5dVjbaiWd0E9JTpWIwV1nEb7xJ2ju4i3NPGA+qZRGrtkvTknuVgY84Avf/Ff87M/8/f4j/7DPxmuNafsRaeWcqBAEVg/Xysmqmi/UIYRnIaEnenEkrwPgTHDw87DRNEr1lSVjYfnX3yJJ28/CcA3X3kdv3bIfcu7naOEAAAgAElEQVS3vhmC9q8OX8as1mw07FN8895lnnziBlcurfJh7eu1xPmzV+t4lP+fvTeLsSU57/x+X0TmOaeq7tIL2SKbZJNNcZe4iRQ1GmGs0TaSPJrRYJ40MAyMDRl6swE/GRD84Ae/2PDDwJY1hg14FoypnRoREjeJq0iJZIukmmySze5m72Svt/ve27eqzsmM+PzwRUTmqaomKfECOhfz/YHuW5WVS2Rk/CO++NYQQhvgMQSiwOb4iOMju9eqvwkJAU2nVU1bry2y5TX83TGfCoWU9MTxbTvTPG725D3qgmAORTrlhd56wou34EVbeGJMWlk8teQWYGo4ZIvcN9ZC7Xx2Pp8N5zPtvO8VO7FQ5zz3tsyoWrWbmoxOBR58+GGef/Zpll1xLMkDQYQ+Rra97WjhHEomy0iSKZl8DL1Ji5qRIoGn4QjNyjgW+8vQE2OGcExWk8BiWrIQ+MrnP8HHXmHJAv7zf/yz9IsBkVVz+4cRYSDUj6BCJhXHk9NDYC5x2+/tL5NNa+vj5jYpbHfiZLEKRGtPOyWgWYBjtDqHSAcqxP3b+Ilf+AUA3v++3yYc7tsgXlrfdAth/8IF4tJSFR6mK1w5vMQ6X6ArKQftHcaZdAmDJiCz35kEvlxEQgxEWXPpsbsBOHfx5WS5mYcuXeLVr7YasOfPZTq9Skgrar3fLAmlI5dvKEFLR6WZQ09AyUSBrgzrkcym23BQQmtGAoIgQaYJLidqBaXis0QOZXch0ojcJqlSkalO2C821Ux/CYWs0o5b5iRlm/4bthyIVFCNzT5p3+xFHrZjcD47n53P15fPO7FQn1SVac7mSadT5/zVZ//S1ETt7ZS+X9j5VYILQpDYBpflWw0WylGrnWgNiVC6QsYYAkOaaqjmPCIBYuwpYYOIJkSPeee73s5bXm+F0teHV1mFBTFs7xZOi1/bctpckgpzSZBtwppktn3dWQ4rUjwVdDaZhBynNIeSyCiZPWqqPcLAZrjK1756zBc/+RgAVzav4JbzL0B4lvVlk5Jzvw+aKRsfQl4wqnC4OWZhvCYuOrR4Wdawmc0msVwsWHQWFrLo9ghdRx87wlFpVvcCGhOf//P7ed8ffB6An/3F9/COd76e/X4irWZBVIlt/rZ9UdYOkbrTGU+rG6varMbAWidS0/tNCEA/6+mxTdRSPWFjBMTibuu3mo3Z+ffZxulvv70fqw5K09+3cbo6z67D+VyegfPZ+Xx9+OzOZA6Hw+Fw7DB2c0dd6nZO5WQTD37jAUsKX6SRLkQWiyVBYksUr0JREVU7hLYsR2cZ8uuhEEySa7YxMcO/SN9UJTF2vPtH38GPvudHWr1cTRtS7k7YW3TmmGCwOq6hNWLL8WFq0LYuZPb7yRCOk6EC1SFlclZJEI5ntwpIELJmHn/U8iF/+hPf4J6/fpyr8jjjNZO2b76l4w1vvZ3l1Y7brtjWIw2RAByvLYzhhfU1JGVUxsn+kvbJJIJI6+/xeOCmvXMsiqNOlEgIQt9FljX2M8Pq/IJvfPWzPHdo4vy/+X8f47WffAs/+RPv4I1vuAOACxcCsTtExxKWIZZ/WcJ813GGRFx+rhmX7Pue0ZclMfDUrQIn5OSabOLFnIVOY37+Sck8fIfrtm9xtlS/23A+43x2Pp95i78tn3dmod5GwppmA/vK1atsrh0S9/pWeKRfLJD2AdqNZvYCkJAgp6Ie2lZBTb6EEEIkxq6oQyDEQBpH0Egsho7l/gEve9Vr6PdXLPaK52PX0zIOzVRlKad276baOvGKE4frH8pAOq0pacdOEbq8c+2CNmGEwEY7So59HvrmJb74V/dyz1fu5+rV58pLbwhxJHPEWAjz4BNHvOa5C9zGOVTM+ST0kfPn9jgvpvJarQ+4cvWYq4cDx0NRG41rYsyM48hmYyS6sNjn/N6CLlibgyT6bsGiD3SLorrqVtz1pUe4/Oyz0JudMPYdjz7wZX7v0W+yXFmaw9tf8Ure8a638ro3WGH7my6u6EUJad1slTZvnlAllu7KeaYmpdK2dVpx9ChjBTBVmTJ3Sqnf+Ts6B5XzKpknzH//znqv73b/GwHOZ3A+O5/bc77D/b9X7MRCDWyHQ2ggayQWSfq+r30V+gVBQrMxSAzF7jUb7IjF3rcPO3foKBJRhqDmqDDOctR2i6WVywNCzMQ+MRyPbZK4dvUqf/6Jz/H2d7yHVSF2H5eIxiLpzQLb64Own0MWmDnIoAHUHCG2PUumdkK29oe5G4PQMttIdcwYUOlJqedbjz0FwN13f40H7n+Cy5cvA/D885ct1EIGRjHJfBzX6JAImlrTulH40ucf4/WvvomblvbUxbDhaBSOimS9GTLDeuTw6BgtoQ6RDeOwIUpkf8/IeO7m84Suo4sl1KbrWCwWLBYdx53da3/vIn/8x39EiktiCZuRNNJ1x6gqh4c2M3393qe575v3sLd6CQA333wTd9zxUt7yQ6/hjldaib1zB5Eka5REzrW84ch+Oub+x54A4OIPv5pzF3rMO7d+ecz2lxWpHr8IZgOt3puUhaCUqaufqxC9jaLqzcpMUlemewKokDURdFqUbPxEGzNabau1VF/LoMl3mxR2Cc5nnM84n68Xn91G7XA4HA7HDmMndtRzKdrUHYJmJRcXzXu+8mVCbxJQXxLOW67fwDyUQ1WLl2g9IFu2JDtWn5ERie08S0VXUhcG6KIQWbM+NikwCBwdHqI6eXaKmt3NwlFe5J1UZxqwIpVBC1+ZGbW2/63hLXnWdhIwQgiI7gPw6ENX+PPPfJpHHn6Cq1cticE4boDEemPumMfra0BmHDZsNlOygEVv9rgal6hZuHL5Ct98LPP611oFnktP3UMeEjmbJJ3WI3s9xFk300eW3YJz++c42Lewj/1+wV63YL+3IbZa9iyikFlxx53vAODf/oc/4vFnHoNljxT7mKQIUdhsNq3er4oQwsj62LxZn37yKZ558iG+8LkvsX9gz3v5y2/jbW9/Pa97/UtY7NnHuPrkM3zrkbu475v3APDaZ97KzfsX6eK2Os0+lbQd2/Ri0iRnPfW3SS22nRm6nNZsZtOd6uVV+zk/Z0qWUZ9TC8+/eMjIrsL5PP/B+ex85vvm804s1HOYM4AlMHj4wYcAePzxb9EtA123mMjYqvNsTwqmWihqKi15a84wFdW/N2QlDTVeMyJBWC2WaLY4hmEYEcms10cMxZajiynH8OlMSUWVles5TLGZpktDOd2wyYnltG1D6ZHQMw7Cxz7yRQA+85df5NrRNVBhM5oaLMQR1ZH15rC0fQNkxvUxqUyWXdeho9ne6jNjtAn1qWeuctNtNwPwk7/0yzz/1LdZX7Xrvv3NRzl+4TKLoCyKvapfrlgt9thf7rPX2wSwFxccrBasVmWIxcgxgbe87e/x27/3MQA+8KefRpfZgisqAQTGMZFSanG3EiOjCFI8j0IE1Q0igcNDc5y578HneOCbj3Pu/Ir3/NgbAbjt/IYffPUbeOMPWT8swpKcjTO16pDo/Nly4t9IG2dZ7eeJudt2ReZEnSb6StYtC1f7pnPKVrtb/d1UZ5MV7uT5Nwacz85n5zN8v3zeiYV67gknxQMQgS/99V/PzorE0JFzSRMoSk56ZgL9WMgvIaOjOQ1sxTqGQNY8lWerk0kNpNeRfrEgZ2G5MAkv5ReQkDk+PmQYzJaz2QwsQkeMoRUOaLJ2E8AnyWpqQrWPQI0Rre8+DY7tFIYAKpkHH3iGP/yDj/LM01fL5WuG8QXGMaG1jirK8dGG4+Pjcg8L7h/GgVyk7SCBGHtilDYJpZTImtA08JUvfw2Al77i5bztLT/M4SWzl527eBtH165y9cnH0EPzOF10PfurA/aW+yxLisHz5yx94absas7ddjtvfOd7+Oiff4Hf+v3/WNoerDZxmN43ZyGngTITlu8ImjKp2NDymFAyISpd7fh8RA5rXrh2wCc+eRcAr3rVTZy/6e9z28vvBODw6lMId5ik3bpVpsl1xpvZaCl9WJJOMNkq596op9FmgC3no1MbLupr1hMmEs8pDWyN4V2G85n27s5n53O9/vvh844s1HMJtnxc4L777wVscIe4Is+cNSzbkanC6vvmnCBry0cbVJBUiTs9T4JAZlLFoJi6rCRMAMZ0TE7BVG/AarVCImyODhk35mCxiQOZEQT64qRg4R/KRPBEre06ZTua1GIto077vYpuESuLpqbuA+699wF+93c+zPGhcLwxyTPJwGazAYXFwj7nZjjm6PCopMkzaTtrZswJ1VqzN5C1EKqNHssiFUNiGOzaj37o09x04TZe86rXAnB0+RkOLt7Cq+54HT0mlV979n6Gy1c41+3Rd1alZ3nxPLe88nZe/cOmFuvO3cpHPvYZfvP//jdoGXVBhBB6YgyTKgrImrZVRG0SPi5/B3NQ6kEWpZ8Hklwl5EMypka876EjHvvWB/hHP/Vue+dxzTiOxLhsBBLVMoYm72IQRANIRppTTN3ZTQOpkXvmeFSunhS4EspomDmalItbrVqd3Y8JojJTod04cD47n53P15fP7kzmcDgcDscOYyd21FmTSTzQ0sTd/8A3OS42moPFQQvfmNsKNGeQQC7pAlMe0RAJxS2/C2JS6Fz6nWkkmu0Cc8NvNhRRNCcmqwokFQ6W+2yOBzalCPu6O4bYk8aRSVsXEM1M4R0ZRLecSEwaLy8j8wT2wrx6jDnOdNx111cA+IP/+FEUYT0ccVQkcEJgM24s+UCRu4bNhpzGlnJwHDI5JzSPxWkHULMbIaFJulNbW2VahuGQ97/vD/mH//CnAXjPu9+GhIG91TnOnTc12MXzP0K+8hRPPHQ/F2+y2MhXvPat9BduYVNy6f75Jz/Lv/7ff5PN8XpS/zU13ZRWr8Y6WlhEsWERyCkR6y6n/B3ZMJadwliSVMQokNblZhuuDGs++NFPA/DuN72Jl72+ZylKp7Z7GIhoSUE473s0kBnRYPeP2mMxvaftStsVf5hE7Pb3+Z5La6nare+Ohi1bGNURRbfH/I0A53OF89n53D4G3w+fd2KhBpqeQRWk6/jiXZ8n1gTqXW92DybCmHfjgMzIULP6VOeTpJasAKZullDiHZkTTbf+FVH6vjdbUBlMWZWj45Enn3qOl9xm6qBxb02XAiknYqu6A4Hc2nDW/SusFSc/Vv09gx7w+c9/nT/4/Y/ZEYHMMUfHV009BvSLVRnQsanGjo6PGIZhq4RbjJEQlrNjgg1EafY1VSxZQoZIjUFVhqPLfPgDZodKwD/95/+Yc3sHrBbF2WVxkfO33cmdP/T3OX/xAgDHGxvkv/87vwvAv/6N30A1IBKbSrISep75KaVkqtF5BaU8n/ymY6qKhJrUIpJzttjZ2t/DgErisEwun//rb3DLG+/klje8FPSo9GkkixCSzsbgTB3WEhbY8aq2rCqsU5mGtCpAdXZe/dpn4yx1mKIE+R4zHu0inM/17PKv87nC+fw3x84s1E1CUUsR9+gjD7FaWvP6xRKJFuYxpRDMhcSzKjOhI4Zuy2GjSbqz36ePcYJo5byURiQIXRdLlRoY0pqUA/fd/yA/+IZXArCfMoucS43aaVDobHJpXqLQ2vli5d3mEpho5AtfvIff/b0/AbEQlpwGMhuUoXh+wmK5h4iQxsRxIfuwGZgPpEoCGy7FQSUEYlyRZRpUWU2KTSRk4h5dmKw9H/vwB5BFz7/4lX/JTTdbOT1JV1kt9lBdcPhCTR4R+Z33/gd+8zf+T7uwE1QCMcRSPs+cTipRTtb/Pdkvc6JX4tsksP39UkrU7ZDt0jbkwU5a58D73/dB7vjVX+EVt9jkHNgQNM1cSmY7M9n+OYbQ2j5/ps4cRk6OqRfFiVNfLH3hd05ruLtwPjufX6xvnM9/cz7vxEJtapFCjKBcunSJnDcsl+bkgQghKKjUwimEAIGerEoo9WpDKXtWJXfB6o2mlNEqSefUvFDZkpKmPMIikMZEkETXmTpo1S3ICN/+9uM887Sl7Tt3cDOLOLJcZlLJP0tUQqQNgPYYnXmGMitsXgeKgMUW2Ls8+sjT/MHvv5/YdQyp5A6UwDgYqatn55gGUk6kccNRyfGb00gMs09b4wMlUqvTSAjE2CGSGIfZpJQVorYSdFpiUqtCrSfxpx/8EE9++4hf+2/+KwDe9c7XEBjYbK4Re2vD//d//Q7//v/59/Ri/bfRTCKQxzRJtViJupRG5mO37qpqXmYpkmjdYYQQWj7mVic4JWLXkWbZJceUSemIXqsXrKLPCe/9vT/hv/wv/gUArzg3oOmolD+cTyrmMKTVmZdsoSAzKb2qPOv75FzG1QlnJ+oYKP/a+724RN6e2FIgnrzJbsP5jPPZ+Xzqgu+Hz+5M5nA4HA7HDmMndtTkEUoFFs3Kww89RL9nyQAAYlT6vmMYBmKo4QgLxpSIQQi1JisjgtB35s4fgjAMgZLjAMDq0Io5dkgtZG6i1cx+YYHweUyMRULuu54+BLK8wN1ftOQEt7/sVQzLjpRzk9QQbHuQ6y7AMimZam+uUpESmVJyz2omhMy4tnPe+1sfYr1RRAZiuWyd1mw2A+NAU5X1aU1KCR1HQpHYghbptar+yNhNOrre+rRflDCIMbU41Rx6gnQgkwrKpFChqZEQViTuvfsv+PX/4RsA/Pr//D/xT3/6Xdz719/kX/0f/wqAv/j03YQ+0rJQjJmIWBamWSKCIBb6cFKKlS07kL3PFLZTdwdqziblnJxGQuia6ioopKwMRYXYxUBU+PbD9/Lv/u0fAfCr//VPcX4pxDGhpUKEZkFkINARmiybIAekxLbOmjb1jVQJfRpLottJ/XMJXTJBvdwkzzIWlR1S1twKE1RoG2Q7Duez89n5fF35vBMLtSot8UGMHQ888AgH++dnjhIRzVYwvnk5ihKifczaQdX5REIu1y2ADrRn7o1ZbSRBtu0p223SmS0I8yQMEDt49MnHAbh87XlW+50Ra+64oNsqlZxrRhqmdsKkVilP0Ax3322xpg888BAHB/uEIBT/CnLKzR7XbEAEyEpOQtbqRdkhLKai6KVflou+VRSKMdp9NLZqOxIjIQQEbTGpLVVe6aIwKuSEhsRw7WkA/sf//tf5zM/9NJ/5+Ee4dnSl3H9Jzps2/mPsqAXi5/1grxHbRBJCKt9VJnWj2CQ9r0RT1WWTfcySQKSc6LvZezNNJFkTAwesxjVPPGST0qfu+kF+6sffwDl9lqg1QUYmayjvXIk9AHmaqGZxonM0G1T7rifPq+8xT5gxYStRSNYytutYOvOROwfnsz3B+ex8vl583pGFWqHZUDKXnr3Ccjk1Lcau2D0moo3jiJBaOABYIgAhNIcRFaUkHWyTRAsVmBn1tUjfkxNGDTGYPkrOCUsBB+nIjj/6yOPcfPE8w2ZFKhKtoMXBYposXsyBYNsBxiSzT3z8L+1vQTkejlgsetLGiLder0lpsA9c25aVcRgspGVWa1fVavyCbQbMmWYq/VefryrN0zI2b01B5rY2FC0Tb9aREEyy1lYZ5jk+/KHfJwpoGMo7W4hELu8dYo/MCGx9ak47KWtteplwQULNHFS+T5tiaFWR7Pp6tIRkaGIzFO/VIORUPWKBkMg6oGNGxOyEH/3wx7npYI8ff9utLPRw9r0Cc8tQzglkNtGrPXNuvpqTctv2pSeuo9m2ygVM3s/TeKgVmeb3vRHgfAbnsx1zPl8fPruN2uFwOByOHcZO7Khh0tcfr6+RRkEXQl/sLzkrymAqsKLOQMYizkzSTRqzWanKvfb2BNURZWj2iuppaB6RUwjBSSmp/tzUdZqIQUmjUO1QX/7C17jzNa/kYG+PseQLDtKDnJRyq0fh/IWr5FY9H5XnLl3l61+7H4ChGxAWbNLQJMiUBsvfm1OTO9O4Jo9ry+lb0zGKedBW9WAIgdhH26GURozjWHIBm8RtTbJdR4yLVoEnpQ2IEhfF3tNtGNe52H2KZJiuIGHFJpmEDtDFiESBaifC0grOlWWm7kr0vVKLM1ilJVNxTSg2NdlWaYpICaWBnJTYhZJneC4J0zwyhUSvV0nskbEkCv3x83z4gx/nzW/5FW6ZfyC1NrQxIQDbz2/fdhbKc5aUfPJY6/IzVF/TqTVMZN6m0+fvKpzPzmfrL+dzfefvh887sVBnEbR82MefeoLYb5CwKOXdzBC/CCuSDk19IlFI4wizpAlJBzRnxtGC34UDctogrCHvUQ4iITDmXArAU0g3T9A+mvt+0mZD0xBIOZjTipg66NlnHuKer32VWy78GGllsZGpj6Q8EJvKYwo5aHn7sfjKSicATR2f/PhdHJUsSV2IiAZygjSU9xsGxmFEJNKHZX0dRDKalK6rxzqkn/q0CwsWsSf0C8aNtT2NiiYIlgzKrqvl8SS1ogSCEHMktLafI3SWnKJmZ1I5ICfL3xtLrl4z/8yLsJc319pq+10kmgqt9kbLAJXatzbHk7mDTyLlDSKdqe0w9WZKydRj7btanOlElsCQoJPc1INI4vlnn+PJxy9xy6sm+1UQIYrSlTZsBJukZHJ8qS8m06eeJgKqGrFOalXtB5C2bVVMmNSDedYn1Y52Y6zUzmfns/O53u768HknVN+qkc06sFkH7vr8PcXukotzgaXLy3ks9qhix5q95NxuEEJkudhjudhDpCfngNIVe5jZsqTYEKZrJltOtWWFIpXX57X/NLefUxr5+te/zmYY2Iz2XxoTmvNWm07Zs9oxRdU++qOPPsUHP/wxuj7Q9SaZqiY0JzabNZvNmpRGck6M40DXRbouFseXUnGomMjsHUN71xiDTWbDhqH8l3IiabIECZTBFQPSmYwcRey/YgNLOZNybjYqRJDYIdHsZF3Xm9RdnhlC2EpqMHlPlpjZUB1Ktr9fvX4utU7HO0Q6YlzSxT1yKjalsmOy3cl2X9ekCfU/RQlxGkdKZtkLn/nUXzHqilFXZBmBsUwyc7sjW+2kjJi6QdhG3TVMk9j2vfTM0yfnIm1j9vS1uw3ns/PZ+cx15fNO7KhFhC98wUIknrv0PItlIKXcPEeVzJhGYheYXNontUUdQKpK7CJdv2h/U7V0gbGqdURN4syzjyNTPtqTqB6Ufd9RB2brXoXLl57n2ecuce68lc9bpUTN81rvDeYocXKgi0gLWfnQhz+FhAVDeqHd20gwvXPKIzPFjLUvjaSUi5fk5GAjIqxWJatQt2IYBobxaEtyJGLOOvU7VOcVmVUwQgn9lMYvpYEQIzrSSC4I5LxFyO0Js6jFyiCdp4gUAU1TP9X0iOM4bvWhfZuSAzpFVIWu69GqOtVwxoSQt1Ix1mOqmZSqV3Kgk2Pu/fpDfPvSjwHwA+dL/852C1m3x0Zz3GEmdW9N4NPubvv4aXKe5Zg0P3crz/QNAOez89n5fBb+9nzeiR21w+FwOByOs7ETO+rLly/x9XutqHy/7Kl2oCr9xi6yWPam4kk1XAAoru5V6ooxIkHIwa4bNokkAwSTig2mgghyMixgguXItftNOX5TkSgnCS/njG423PWFL3D77bfb3VMmpTSLbwxnSmi1zQ8+/BgAd9/9DUSWZJ4HIEhkTAN5mKTFcTSb1mq1T01fOI5DseV0zUml73tiH5sUfXh4DVVlHNZNdSMxIF2gC12TpFUEzZlAbs4ggknaLdyAhGZFRaixhzrrv5PS5JZELtJq087Pner60mJYTV00OQeFEJBS+WYcByCCjq0fqqS7LYWfdCpSy12RUxtH0BG4xibt8+nPfRWAf/Yzd0JOJW617jJKe2cqMZn1wSnU41r+1zRmVSV74vQTY0REWgjNSUl81+F8dj5XOJ+vD593YqH+9Ke+CJhaR7Ml0FeFGKvnZeDaUVXzVPVWUZEFpXpldqXyTPW8FB0Iqk2NAsX2MSRivyDGvrRgKIPCfqvVeOaDJCcQNfsYM5VXJPHAfY9w7QX7CBf2MilvyFS1UweUAV3JohHBbvOhD3/c2hWDlYwrNpmsibQxb1DNxWEkHZOz0MWOcShqxCz0/Yqu64ktMUBN7mD9sBkGUAgappy/UjwzRSa1SiFGytlyMUMNZ5w8aukxm1yaVDgyiyut41kEnY37IBY5GWWeGEAtNXIIM9uPXSuaCdXxp5BDa0Uj6rcKbcIWql1MWp5m6+OAFk9SRJGwBI3mzQvkDJu1IBzx5S8/CMDP/YO3cBAuQ96bfX8h0jFS1W5zW2X9N08dJjOV7pZdU0AX5fr2yqSQIYVW0jFKZtOK1NfsFJP38S7D+ex8dj5fXz7vxEK9Tt8mi2XAEVmgatJ2X2xT4zicshEFK9Vig6UF/RvxhzLoc86k0ZwIpHW0ELuevu8ZSuKBySmleCWWwTeX7s0JZjR7zmwMhyisj65y9colAF56ywJ0n5zKRBIyqlXaqxTKSFCeffY5vvbVe8uRFVoSx9vzEsNmYLFcwNymIebgMYx2zxh6urigi11Lx5iSksbN1s6i6zpI0krShT6StCb3n/p0HMdiH5Nyr1T6wa7r+wWbzZoggVFTa2v11hxaVqSwFT5itsXMXEKvWZNSHluxhEqYnJKlP8QkdNWx2dzqHDCOk63Kvp8WMtdvpiTNSKwZq6onaWh2NcsyBZqvceX5ZwF47so1VufjCendbGHz0I3a3ra7U7AkCql9x+l168QVijgvTBMCxJxRApSxvLGVZPuZN4gzmfPZ+ex8vr583omF+pd/+Zf47d99HwBXLm8QXigqpmngVPJW9ZkNimCqsVqvNq0JIRLLINuU2MJ5LJ6iLLo6YOYqlSksZK7JaI4txaMwpQ1Sqvsowno98iPvfBu3XLRwkawbFstbmzooxo5+0TEMs8xGQRmGxG+99/eYcgMnkKlUjGZlyANgg9POgS52W0SzijkRkUjl8WbYoLMYRVPx2Viqr6xZEbV7a5hPXnXvMBFSJDQSad60vqr913V9+wZV/ZgqKWYjvE7C80lagshToEQAACAASURBVJDy2NJEVm/SEKSNe1Xz7GxlBcOUjWrqVJrHZlOxhYCEmpkKhjSyiJ05H6Vpoh9zIjKyLOvDvQ88xi3veCXCNHFUr935TqG2rapP204BZaqmc1ZqQZ39Z78HNQ/csLQJ7vZX3sGqebPW8X1jqL6dz85n5/P15bM7kzkcDofDscPYiR31uN7nhSvVLV9QyazXG9ZryzYTY2C5XJFSahJe15lUu7e3pCu2nOP1sWXoKZqpuRt/hRn1lfW4JmoNwIezJaXt686d2+PoeE1uwe+BYdNxfO0QLTuDa9cOufz8c1y4cJO926hcef6YxWpBEdwZNspvv/ePeOyRFyY1C4kYIBS1TspKTtmkrmpraw4xU+H1EIUgStah2bnGNBK6OCuCUNSKIRJCtU2ZZD0PU6gOH8KkNqxCdP19HEdirLGRVQWlTc1W0XUWklHVcE163gq3AFAWi70mr6acyvMnyfZUmEY+bU8SKSEXKq0PFbEdxswPRIpUO1ZVYyz2PaUlgbjrS9/kdXe+itv25vmJM5bY4HSWKmRgQkC0n9rX/p39o5NdrP6bJJNJLYHFY498i9te8hIuXrxIN1PX3ghwPoPzufSC8xn4/vm8Ewv1s08/QS4dTQDJVjK+ekduhsyw3hBCYLU0J5WkWoqpB+prBImgG3JV66TBssykQCgTwhvf9EYefuRhNus1ebSOstSGYinygICpc4Y8EArx9pcLLp47YH00Mm7KeXHB7bffzI+86+2Tt2LuWG+OGJKpzkLoeOHKITf3B0i0bEcf+MCnufvLDxBCbN6Km3EoCQiKg4okIJFK8niD0i8WdKFvk5YIjGnDOCZ7f0rsooSmMowhIiGQ50kLWgwkzSkmF1IhU+rAGCI5JWLLKhRBLQ62JcdHqJWJmg0rjUShOYLYhD0lT6jvAwJJSVV9hrTnNJeObHq+uQOHJUKQNumZKsscb1obRImqW2X/yEJimPkPBYRMyoFY3vn5py9x11/dx8//5BsJzfFHSJKYewlXtV5TK6KFq5O9Ssu7zy4qk8S0kJi9L6IoL1wy22h/8VaefOIJnrv0HLe/4lV2bLnHjQDns/PZ+Xx9+bwbC/Uz325h+kpPF4QhDYS5XQUlDQOHNcQjRuJiQb9YtvuM48D6+AiqG7xm0MitN7+Mn/jZnwSg74SHHnqQjsxQnrkZNsQ4SawiAUQJOVKdJfd6uPlix623vorDIyPa7be/mh94+a0s9+JkQ9JMzpar1h6YzXFClG996xkAPvGJz7PcO2AzXJ3CU7QM6lmavZEEOuXgDdIjBFIapxCPVLMsgXTWX33st2x9EoRlt0Bn4SkmgmtJhjBNHAKMadi2F2mehWyYF2QQadJlKn9bLBatD/M4Apawws5JoNtSZLNtqc7IbsfHYWqDEXayhdXsTfatqpRuZfFyztPEHtS+X7muQxiT2c8mJxKrZBz7PRT7Fr0q93z5Xn7i770FrdK1DiQRpDmjTNs1nYv4KOalPJeWt0lcJ4C5LUwUVBLPPf0tAL7w2b/i53/2J1GBBx9+CIDbX/4KbgQ4n53Pzufry2e3UTscDofDscPYiR11JjRPvogwjKaKmXt2qlLiMWv6vcx4PDIOI/t7B+W8AUvAXyQwgeVin5/6uV/gtjteCsBHP/IhUhqJKuTq7anJUhpSPS+jSdAiICbprvZWrPaWnLtwgdvL81b7S/q+Z7lctspA5gU5JUXIOhA7YRwXvO99fwhA1++TMgzj5E2YdSSNU+B+oHqCzkIgdEGQzpIUFGkxZQt1CaFrIStKAumbbSd23SQczvt0VqgdiropmRpnCoEouXCbCqukI8ypqalq0XfLzZtL+03FVuM3p3CaySY0FYvf9vi0fMaxhW9UG1a1v9n5Repu6ropz3M9T4IQNKBlt5J0zXqzoettJ1PfWUKABF31VOWYzbXAAw9f5u1vfWV5nyPQnipZq57eSWz/PP2rCKeO6qRiA8iSUDagZsddH17iTz78Z7zjbW/lzle/GoAnHn+EGwHOZ+ez8/n68nknFurHn3xq+mjraySNTe8PhV/FTjB9f7Mn5LThhReKiqM3Z4xcHTpE2T+/z6c/+2me/eDTAIzDMV0J3jebGEAk6Mg4WqWbTR6IcUUMHVIIdOHiRZaLm1j2F1ktzwOwvzrHwcE+y+Vy5hTTW2yjVEeMnuXiPF/76iM8/NBT1qxuCTmTyYz1vTWR05o0lApDJb4ypdzsZTGsGMeNJWColW40FKeUnlDeJ8Qe6WJrUyyxomkzUIdWtVkRpTmNdCGSAYmhhc9UlVfF2CocTd9insmoOfyIfZ86zkPoLIREAtsOKNtZi2r2KCUjM+eTOgHUvuqi5Wo+me1oKw9wzihdUz+qDmSOgY4pj7JNhKq5qcGimrrrU5/9Ij//Cz8OwN7wBBmxhBvleSdJXG1cqlP+40klth0GMp0/715Fi2036Ajjhi998Qs89cQTALz7R9516h67COez89n5bD9cLz7vxEL96MOPIGXwvuKOl/Htp55hfTQ/48VDw4ViEKDaVmKpf2pJAI7Xh1w7OiIUIixiJOVEDtJkQdUMmojF+SSPI+O4IUZhWWwy5y+cY29/wWLZsSwOMHt7+6z29gqZSzalGIkdLRFBF4Snnjvk/e//0ykDkoxk3ZDz0CS5OnBbUnqxjEUphfbhYxQkWJ1ewST+rjNJNYTYkhR03YLQTVaNlBI5Wem8lmSAUCTZKUGCSaNGiBrjp0ohTCVQ6XWd1wIWYuzMq7VMGFIyF9VycEboSK2atPVlZZJox1S8VIO1B7C2N8cO69tU429bcgxBKPVriz2xRVbWAg5R6HNENaGl/0wQzigDuWQRCgjoMU8+8RgPPGwpIN98IZCZ7Kyl8eV/9UmTvVC2OLs9eqvnbftdtEzQHUOZ2GMSZDEiGvnWo48D8KHnLvPf/be/xq7D+ex8dj5fXz7vxEKt65H/7Gf+AQB3vv4Orh1f4r3/7o+pRVSFjJ4hwcwzA9mNTKoJhaCiwnBsEk0uqhrJMg06sU60QZVbJiBKPl/RzKI3z7zF6jyrgwvs7Z3n3IFJ4OcOzrPY61muliyXJT2iQhpHZCy1ZBeZD37kT7l2nBrZx7RmHNeguaUYrNKftGxEx6haGTgpNWFjDOQMXVg1EksMpjoTmperkmCcpFPE1GJjzvTB7mUSqKXjm3L1mjOLhI7YxGsYNbVdgGgJrQgChQidCEJERYgtXEQgzxJMaC2JF6kD3Xx8qkeltPNSGpE8VfxRlaays76peZondsRYsk/ZFqK1nZhajt0QOnNMEmibL+kIErcmoQQE2bAv+/zl5/4CgNf+4uuRTUJm4Ry1z6b+k/Lm83SCU+m/qVGV+e0Fi9QOY7YV7fDKC6SUubB/jr4My+PDy9wIcD47n53P15fP7kzmcDgcDscOYyd21He+7tW87o1vAWCTR7p8nkA3SS1hknLmCCUJfZXAa8xdjSM0RVoixhqfOdkith0GsHCBXGMZIzXOr6ouFosli36PxWLFYmFS7KLv6bpSaD3WBP0mWWqp+PPtJ4/4ypfvY7l3U1MHmqpIyEmbCiolKy7e3lNSSTygzXEjhAUpZUul17qjqvjUpHpgVJNsm/NOtopFse+aVF4dSvLMiaQmIogAqYbEJALKWH7PTDapqh7UNJrziQakiLZZkwnps+eBOZWkIhGnMTXV2xTDafmHc9qukjO3IdXfzea3nd9ZVW13UD5GGmehKGqpGRWpOj8rrqC2M5hUeCZB9wJfuutLAPyTn34zIa+3xs1Z0Jb/uCZp0FPj7Sz7VkW1L67Xa+5/8AlefvtNvPKOW+yq1L/odbsE57Pz2flsuF583omF+kd//N1T3tMxMh4r5DzzANx2WGgQs2PUjySiJQF9TTJgHW12lDC7zBwVcvNTqJlzysfIGdQ8EF/7g68BYH//gC4ui8PKNHBCSTpQVUJRAqFfQVGLfeTPPgcEsh4Rih0lpbGofqQ5wFix+I7qOxHDkmEYgEzfF0cQTaUAu/UJWCae6udS4x9tIIfWziA9/WIFM2eN2qcSQrMdVbIoExlsDjppk9HmEGJ3CkhQyLMEAlqyEm05mlhM6tzEYxNMqHUKLDFCVR+Wa6tabLKhaSsuUG82zrNWFRWrBkCVSGz3FoZiAyz37upEX5Lol/4TEcJ4zNEVu/a+Ry/z5petmLxEZwvDlvNJWTzq3068y5zkpzITyfYxUeXhbz3Oa95snqrpylVuBDifnc/OZ64rn3diod47tw9F8uiT8Py154lhNA8/QDE7yElyC4EaGG/n2cCJ1cEi1I6aJCIonZunY0FCyYRTP4eRQoCDg307EkKxL02JFGBOhun3Lu5x5doLANx9z/3AyGZzTMj75fkwjpmcMlTPx2RJ3NsEpL1V/cm5OdNsNmvGwcgzpfvDCgzMJTyB2PWtWg0IqDAMm8kWJlrq1m7bikSEUbMlNLAnmPNG6eNQSgxOFY4gpJ6Uj4E0TcZJtyY8s0NNE1S7NoRS7m6yC1XHlmoDrN9sSoZQ6tmKNGmeIvnW6jnlEEHizAkl0PdLhjS0SSKRiBLJCLGr48uKC5AGtJz3pa88yJtue/PWLqC1jW3yppSaDfakwD4P49j6ZsU2tj4+bvfouyPWueMlP/BaAN70jgU3ApzPzmfn8/Xls9uoHQ6Hw+HYYezEjjoMC7Ka7SjJmisJ894rglqqhiJkJoVBs3RVD1BM2s6tIPmiSOhjUwfNpZ8WxqAdmqOpewCREc1LFosF/aLKMpPkauXrQCQhY0ZzbOqZKIkujjz0DYuVGw7XyAJIgVWc2dXIjGNCmhrKpOFqozFPVkjDOEtWMCA5WybFopLKQciaSznA8jnFSgZWKTmGiOpAH7rpulR6T6Z4w9oOySN9S7/YkZMitZYsPeiIMqJaQypAssA4FXUXka16tTHGtlOqOYubXU3zVr5gq9Ork4quqOtqfuI4S8jQ9j5tczbzJ84lvrTuyKKp4YbxKiGU3M2skABdDJMGlA7VwFpGuvKtv/SZz/Hud7yV1908lKesEVYoR5BWs/6zMTh9VmkeoPUzq9SwnWpzDIgGosJY1YMjdHED6TxxcRGAg3M3cSPA+QzOZ+fz9eTzTizUyDG1GLsysDk6Au3Icrpazuwiin7h1LEpy09GwhTuCJNNQQRyrU+qVb1SiW0Dc7nsGjlCCEgEiwAsk0PJaKzYcah/V+6++8t2rxAYhw2qiVBVc2VghqCkkiReZbQ4zBaa0rV2Vn1LzgPjOFJjGO151uAQI7EUCUAioQ8tQYLUcIUtG5OijKZrK4dqRiEJgalYe318US2V9kYiImajGwem/msZiywcozmo6GRPa/mDZ3azk/Yda+/UUpFA7GbDNSVT9aVq95rsVi3ZRhpIeVJbZbVJsWZCmh6mpjqstj3UyM6k/hpz4BOfvIvX/LO32/vLpsR39khxNLJiA9uqvzamdPrtLP8VU5NOYSBZIGeLp+1bGNDp63YSzmfns/P5uvJ5JxbqK8+9sJWB5oXnriChJ9VEB5I4weCCSquZk0qRKg3mqDEMU4WXuRPA3CPTCptX45gF2q/2OroS9CbByvWpgNbMOFgFmcxkRxlzQjYbnnrqScA8STVZJZhK2lSTIbT2UzxUM3U051nh+9o3Y1aI5ukYS7rEjBJjRxdXBLFYzxA74jLMPGsDeczEECevSipjpwLuEwnTbPBt22til4qTzrTTyUnLu02VgSw0c7uEnE1mU7xkLTpfJzqgnQPzxPc2wY2zogRZIPRdizVldp9K2jGBDNO4kRAggiSZOTbViWXK2BRjZxKxdFB2GZ103HfP13jgPXcC8NrbF/QoqhFlXe+EkhHZjgm1XqxTnxTHnYnECmiwClJ1t5ByhrhER2VvUW1ZN4alyvnsfHY+X18+78RCnfLzxM6kOaHj0lPPgPTtJXMeCWfx2hLkMb2woBpPEFvQHMlFKp9XZ0HrQB5QyYiWNkRT0yyWgc3GPprum7Qf4hS4n1VIZFJWxiK9dVEYhoFrh4d2Hfs22MKkBquDLyWdDf6Sr7buOlRBbHBPiQ46um5B3y+ayiuK5fENoZ88H4O9X723qhC6iI6b6f3B+kmnKjbV+zIEWqIGLeXnpnR/uUiKMzVY6AonrB0V5hU6D2HZlrSrA0n9uZ5nWZ0mqbpJy42wYyH7TNLN5rwTwpRTuJcDAmPznkUVlZJJaUa8KnlPyRwSWQIj0Kk5g4Rhw6Jb8sm/+DoAr/nn70RLvabqXWz3tLzN7VgpsbjltBKqZyqtj7NAQDku4UNJM0okhtjUlmcnCdk9OJ/B+ex8vp58vjFEdIfD4XA4/hPFTuyo/+z9HwapdWgXXBsHpig4yk9V2q6qEcFSy5nUU8+08qqzfLEChHFLEgyhQxFiLPlhMaldmhOLAANPfetpLj9hkvtLbjnklXfczHIZ2Vva/VerJQerWzh37iWMB+YgkPZ7lvuQjk1yD/05ggo5WcIDmOxqilpIB0AOiI6EslMwxc2I9AERs1X1BPpFYLFaknNJ2C8dwmjODEUqX8R9uhi2pOZxHIs6yBBDRyr2oK6rhebtvJRAXizuMsdpVzATCE36n9XMlVCKChRVWxDSMBJjd8qmVVVmdp9QvlEtyD6pmdp4KOqrGFo0DHSmBkx5M6k844LQLQlNAB9QElH3mlpQQk0Qkch5EvWjJDIDuTEkEjTx8P33AXBl/WPc2h+hOTbJuKYtVJWmFlUdy05oemfb1URaDCcZUYgcQ1XtCfQKV4BQxmmcVfjZZTifcT47n68rn3diob7lpunD5nHDtStFlfEdNQPCZM+aDTwNbCkKirV/sbAPOY6jeZMq5GR5WEOMJUftZKMRUaSDEIxoq4s9F26/hYO9Pfb3jGirZc9yAf0iIF3JM7wndF3PamV2iKNRWS73OTycSt5NsaKKzj0hJxPXlifoYt8mvdVin4zl8q2TkqWIUHOEKQMzp8TmZLJ8zS2uErZVVpaIwdB13Sz5QL126s4tVdcs6cR27ltzxDAP2FyekZtXbs3WY30hW+2qz1bNTV1X1Ya5TEQxLNt1kzrNJhLVKTNTbr1TvXpBJRNkmizM2GgxqFPpvzr59FYeEfsWGVgXFehTTz/Prbf3wLYa7GRcpmpNXCGtd6YECdt9nLV5+ljCkPLe9R2rqnXX4XzG+ex8vq583omFOmjHlLAfWoq5OWGZ2TYqqqQlk6wOMyeS6cTmwBGDJVkXzZOjRI4WrlCrrUhEQoemNUO2aisP3vcs3/zGF4gh0pWO7uOCZXeRrl+wWFpN28Vyn73zic1QSuyNHV1cslrtc/UFy0RjqQRrzd7SBg1mc6mvnMy2AtCVMJPlYoHEniFNRQ0CCdQSN0yOC6lcWwaTAhQP0BmBaoq+2jct2YNOiQ7MJqjUkns1W9Tc69PeKbNYLGZ2odMkzijkqVbt/B61glFtR8qbJoGLRERCk5DNXmQT6NQGKZP1VHAgByGQCK2wQGLMG1Ie2r2CdgglJWOrZ2ypIC0MZpLKJUSWpU7x1+99mDe87C1EXTcyzvtjTmzmhMfG9clJwCaWyQY4pVUMp3Ysuw7ns/PZ+Xx9+bwTC7VKx2H1uZAAbNqgO41pUBj5pXIDc8ufCDt7Aq0CC4k+mNNGauomsWotzYvTpMAoyqL00CJEOoE+Bhal5FyMIyE+RrcIdN2qHNtnffyyVqXn8uE1UhyJXWT/wAbv4eGRFYjPk1dlLGXqapYfiyfckNLAc8+Z2m0YBg7O3YqEHqUQJihkC62o7Q/BPBWrZG19mVuVmtp/Zw2UKv02FR4RoWvSooiUkJLtybPWna2w9ImTZC1SHFp0GvQnJxq7LpTJYGyTVwzVM9bunXNCJGxlO0p5JKfR+qA0LUhn2aDKu2w2hxwdXTHptlQd0mxqPFVtk5BlgBotZrOOkRAIUenKdU8/c5UxLQj5CN3a6ZwkuZRvWVW82uJRt4kNQm45mFXNmUbnMaln8mH34Hx2Pjufry+f3ZnM4XA4HI4dxk7sqJ+6NjDOpF9aovwivalgYnY4pS8TaMcUk/Am939FsWw3YXZFCIFYb4lpmLoutAPjemMZhALkmoM3CmNQkNRUUosYIRwg9HT9rXZedxPHR5HNaPayXEIPsga6omY5OFixXq/ZbMYm2SYdYRZrWW0fSm62t+cvP4VKZLm62AQ66QNosv+YJFvVuXQ7FhtTmKkfTcLbMgeqVfwxG1CVIJUQ2FIjzXq+3B9EMiFIUy2pmjQ8JVpIjEOpHRtqhqUSn5hn0m+IpZ3TeYiS89g0ouZ80pU4y5njkWjpw2rUylhBAlNbXrv2PMNwTNetCLGo5sRUlpoUqbavGCw0JAdakfpgUrGU77MZEkE2xSeqNixbO3ReEzgUSbpI5trMrNO31mLzypDHIpWLkEWLtbK+znc08u4MnM/OZ+fz9eWznK2OcjgcDofDsQtw1bfD4XA4HDsMX6gdDofD4dhh+ELtcDgcDscOwxdqh8PhcDh2GL5QOxwOh8Oxw/CF2uFwOByOHYYv1A6Hw+Fw7DB8oXY4HA6HY4fhC7XD4XA4HDsMX6gdDofD4dhh+ELtcDgcDscOwxdqh8PhcDh2GL5QOxwOh8Oxw/CF2uFwOByOHYYv1A6Hw+Fw7DB8oXY4HA6HY4fhC7XD4XA4HDsMX6gdDofD4dhh+ELtcDgcDscOwxdqh8PhcDh2GL5QOxwOh8Oxw/CF2uFwOByOHYYv1A6Hw+Fw7DB8oXY4HA6HY4fhC7XD4XA4HDsMX6gdDofD4dhh+ELtcDgcDscOwxdqh8PhcDh2GL5QOxwOh8Oxw/CF2uFwOByOHYYv1A6Hw+Fw7DB8oXY4HA6HY4fhC7XD4XA4HDsMX6gdDofD4dhh+ELtcDgcDscOwxdqh8PhcDh2GL5QOxwOh8Oxw/CF2uFwOByOHYYv1A6Hw+Fw7DB8oXY4HA6HY4fhC7XD4XA4HDsMX6gdDofD4dhh+ELtcDgcDscOwxdqh8PhcDh2GL5QOxwOh8Oxw/CF2uFwOByOHYYv1A6Hw+Fw7DB8oXY4HA6HY4fhC7XD4XA4HDsMX6gdDofD4dhh+ELtcDgcDscOwxdqh8PhcDh2GL5QOxwOh8Oxw/CF2uFwOByOHYYv1A6Hw+Fw7DB8oXY4HA6HY4fhC7XD4XA4HDsMX6gdDofD4dhh+ELtcDgcDscOwxdqh8PhcDh2GL5QOxwOh8Oxw/CF2uFwOByOHYYv1A6Hw+Fw7DB8oXY4HA6HY4fhC7XD4XA4HDsMX6gdDofD4dhh+ELtcDgcDscOwxdqh8PhcDh2GL5QOxwOh8Oxw/CF2uFwOByOHYYv1A6Hw+Fw7DB8oXY4HA6HY4fR/V03AOB//V/+NyVtABBRcg6kNKKqAKSU0RSAjGoqV6kdV9p5IGTNSBA7Q+0/CIjYdZoVxc6PZAByVkQi9TaZjArknMh5OjeQMNkmlKcJEhIi82OBLJmc7XmrvRWHh4csuyVSzglBEBFyzhBj6wcRyr0gSgDJhKAgYzkjAgKqiNg7SohIOClviT1DyzlSrpOR8uqICBLsvK0rSxva/aW8Z/kdsWe33wF7vNBuDiyWPcNm3fo6hECQrnyLqZ0iQkTaO0hpG6LtfhICgqBSGw9BBFU7386Z2lPHg6qSU6bvFq2vlNS+DUBWRUXIKaPleB4HUkpkzZQhQlI4d8vNvPTiRQDWw1jGiEDOp5+d6+8n25RRFNUAOZRjgcxwqu1Ksg9Q25Ay//JXf237g+0gnM+l9c5n5/N14rPvqB0Oh8Ph2GHsxI760jNPI2pSZgyxSXldZ80LIdD3S4RIiD1QpcRACAEpkplJhUqs5xAR6QgSEa61c6oEDFUSC4AgIZZzKBKgEKp0KwrkLelTFUKRVqvkJCJk+nZd30eev/wc5/bPNUmqXRvFhOoCu22RfAkzKTSXv8fy7LkQZpK0HSptIKMpIaF8XglktYeelHR1JjXX/ptjet4kQZ5ELO0exoEw65thGOh7k367rrRdtluv5cXrfZvkr5mTomaO071rk0J956y2+0JIqUjSmgChi3WYB5KOgE6SLkrOikYljzYGs9iYG0e1XVJ5qMzoIkDKGVWZxOzap6pbvag6/00Q6/1pR0Eqx7bPrTuVtr+U70n4/juH85npuc7n0t3O5++HzzuxUL/5ja8nlBcLIuicUAVdrCqbygQx1YsA2AeRoDawtJyjCqI2aORCuWq6t4bU7iUSQCcShzYIq8pITI2nGRH72CEIqnVQlmNRuHZ4TFfUM9ARwq0slz2rZdfuhdqgKtosQghbgyHE3gaIKkFqX8zbYj+nDCqmYpTQdCpce/4ai/09ABb7B2RVe+ZcjZSzXVcHkKqpF2cDX9gmfyP2rLGiCRTWw0Aoqr8umiIy9mVyjvHMgTkdie13VTUVYHtmaYu2I6C1H609KgmI1qw4kd00pU2hhhDsHXQ6IuQtFWrOmZQTYxoZBxtb62FkP5+fTfS0Nkyq2Rkp2w+tc8vvYbq4daI2le+8j7Tepf5zgyzUzmfns/P5+vJ5Jxbqg4MDQnlHG8Q9UqQgsH+7aIPG7CIQQ0+MC3IeCV2xO0Ulhp4umAQeuowy8Nhjj3LLbT8IwO23304MwaT7MJb7m60lzCTwEAQT9Kwzowh9iEiEri9SbLEJSaDtApDEvffew8MPPwrAO97+Lj79qc9x+ytezjve+UPUB9T75jJYdT5YgTFLI1qVAlWFYRzJKTGORcrMiuZM1oExrwHYHB3zrfQkt9z2Unu/xZIhZ3LaoOVeYyrSZs5NYrVnpUnqLH+vE0w5cuJ3IAVMHI5UuTkG0KDTDiOCjdDtCVu08bCgkEtmBqvyrFBtdMz6TFqrJg6lMsl20fqp7jpsBgQN2zsJlbIzs/NyECQBMlLtiVk3qI4zW1+dXAMyycg0Q1uTnq217WnK7I8ndz+nJ4ftPYdCZgAAIABJREFU/dCNAeez83mC87kd42/P551YqH/xl/4JsUhuEgISZEvasJ83W2oi085Iefny+lr/N5MYgdcfHrFamQQeiiPDXA+jqqckzXbOiZ7V9ql40Z5/ya2v5ZWveFO54Dw/9hM/wy23nkP65fY7aVUzTfepbeh1UtNU4o3JnGCUsTjCAJWYuYdsUr+GBYuLA3sXbmnXS0qMRCMbEEI20gYlhkm1lPNITpOaqhK7OWwUleYWucMCkZHYiak6gb6LpHFsassQO6JEJM+leSNB2znAJInOdIgi07lzyGyiiITSnkysk2UWogiBSWru6GyH0VR/SiaRRIt0DCodGkBlRKtTiARityDVe2sgqDn1aNkBotG2Q4w2Y9mbl2fNBopOf6vvkUvbp62BgsayI5ne+EaA83m6j/PZ+WwHvz8+uzOZw+FwOBw7jJ3YUa+K7QWg6KdOQWR1+m96QgA+dZ2dsL+/PPmHrXtVaVhO3KBK5vN7C3Ja6p5L4gLL5UUOztkzj9fK+Yt7LFYzx4WZTWuy05x8XyHGuKU6UaCGWjS1Ts6EENq/9Vjf9/R9kX5DddKZnGRSSjM1mF2XcrHRRW1iX85FUtcaehCb9D23e9XnVIehLnaIDHRVAu86AjKpFMu9EXuneZ9X287Wu5+098xsc/ZDRIJ91KZalGzq1bK7s+/Jliqw9vXcTth+b71u14YQJucdCUUzZqq36WYKJ77plsNSzpN5qx5DCJLK8WL31EBmvXXevJ92Gc7ns97X+ex8/tvzeScWaubeiSJNy6CzY3NTwHTdi9xPG2PrgfmPExHnBD1D7TVXn80JPVfNnSK6mlqoeQAGJRARwjRJlDbMSV1VcKcmktlgDgqqmThz5BjH8dQgrySuJKt/67pua1A3j8YWnwlZjRBaVFp1UOZs52QCUold+yYDJGKMzS4YY08IkRAnGyRqcaS1nScnrtoGBIt5nKsuT6lOT0685QOKQImxJZbPPIvDldl7ze93JrFPHAshtgmv2hvtj9VxJqGaEQmtT8/SpU7+KPMBHMvxqa3l7FPX7zycz87n1iacz3z/fN6NhRo46wW2nAzOMh696K3mElH5d8ukoNt2rXr7k+fOyTefEL4LzCmiEkjKRBNOnrTd5BOEPmsnMh9o82PN6/UEsefOO/XYyQF9ktiiSkZQ8tY9TzZ8WwJXIJJSYrUsxO4iQSIxTp6xQTrI4/btZnbKcuPy6tokTt3+X9mJbF9XZOutNpu0fNLz0iTp7bCJE22YHZ+IXf+biN6GSbVzlZAfk8in687uxxPPYlEcYkr/SA3xmNpQJ9cbA87nU+11Pk9PdD7/jfi8Gwv1XJJikkYrpJDj5PHvihkR55J0VVWdJNe2h56cJrHO/vYdXyfTVB4SMW/D0yqUU9edVJ1VIb4M8CxKCJbRpqqcLIY0bqmWKqmrQ09KiRBCc2Kx6+pkkFoiHhFBtEj39e85IyEQykQlMy/RppIKASEV6buo3RDoYvHApUilGcIkdZ812HP9GzJnhU2ydcJWtfNmfLR7RZQ1Wjw7O/YQEWJxZFGULCUblswngYDQManxBszvdNplpGQeorlk0hIiIYDqOEn8hdA62/GdesMSS6vIFGaSLcMSQZEankJGBAsz+S7jZufgfG5tdD47n+2674/PN4bRy+FwOByO/0SxEzvqLYl2rp46obr6nqXvk6fN79lueVqaP3MXcIaq7buh6+J0vhad10nV1xn3O/V+J1RzZ9tazpZk5wkmTqqGrFn2uyVJmNQ/J+8/XVfvN91n7uwiBGLsm+QZYyDI5AjS911JQnBaVTd/zpltLS96Wr3FVp5fS/YQ+U5OGlUttiXVSjLVVB120pc/rKmOJSF05b5n6FO33sn+NrVVT3zqcr7C/F62KZypVGfX12fJ9zj8/67hfD79/Npu57Pz+W/D551YqLcG8Nx2NFNzfa+kPtPz8gyVV1OXvWiTvofnnSBexXK1gBKvZyT5Ht7hrHudsKNVm8pJpwhI/z97bxp02XHe9/2ePufc++6zYwcGi0FCpChSNClKMk2RUiiKliypbEWLLUvlpPLFlVS5knxOqvI1+ZCKy1GVK4vLtspOZLlkW5FEyXIoLiJFUqRAiQBEAASxY2Yw27ve5XQ/+dDL6bO8M4Ml5h3rPIXBe2/f7j69/fs8/Ww9qMPKRWUxf8wT0/K68s0gB5oHZwRgaAOgaaU5hJKqmjJfzAAoJxUiwtWrVwG44447QaJ5Tdg0aIM6DYX4Bd4Nb9jdbLzlZg60ANjsxTCkw+sD0Qe6sLYrTjVpkxAMhamS6E+ZhV21rb+K1qyS6dfCIwIVqEoQs4Wk7HO0xvX12tCvWFezia00jXge8ZwPxYjnt4zn1XhRDyzoHAhdDn2wTPp5GDwta89u+WMA+oby5UWcY/9gD4C1tZOoqtcrlY2RSOLuhza0454fm9ECtnZATgvk3TK53qtb142/N3ORghVEnZsRrAV1sFwsmj4a408j8XkqQ6rEVntiWV9vw+FrJ2/j3hHBrwm0TVjK46jbAhOSonKvxhuBNByxc+pPASlUcLxlqf2s441MpPmrBa03V/zccg2JA5xvbm/gGPidpBHPI55HPL+teB511CONNNJII420wrQSJ+qb6Zc6mW+pvm4dNxRT5eqJ7HuvXbfAHcdkiRcJoKgIda1UpqObyKU2OvB9qO4BDq/NkcY0k7lS1KnyJPoR/5D8rlqCZaL/2tx+4/VM4fku9MlluhaUUrxvaTI5VYXMkrQhQxOOz3OZknGZzQmhuedWAjMav+firtTj6KeZWRx7H89GvOR9IqOYLfKoXoem1EgKHejrMTQaOJUSkUmqK+m3xKa5dvncRPFm+Jx+UUe0GG7UVplsOLOE9fPTnAJu4hGyMjTimRHPnf6NeH5reF6JF/Ug5Ti8xQ4NBhl4I5tbJ+/N9F7H1a9OU4AB1OGcX+Drk6p5Toh7T3uNv7H23qhpHbHYkAgsPrgBTCMS69cTwCI+1q0T1+imAsitXbaeaTtRezS2IdNJ+Y2kbXDSbFJtkLc3tTi+DRCMgEoDxuhC0hiqQLrVJ7pg4MA4cDaBSqjwfp+zFvhMUSJpMyt9e6LYMLRBRMmGC4luSOll0fw/tSuNWT7waSvOtpcbvJxWnUY8vyUa8fwXG8+r96IeWOC5xWbjlC/tMnBzo5Nbee5x34fomN/jom6ySD9rnHzNvg8+ItfttQHbfWb3+1BaDrwIoO4GkHPcua9m/py8fqfgdElRSMb1m1YIwqE2gp/PPNjCcF8g+t3mv7cvXTD4U0MbHbllp49EVKC4hjMXBbWQbwgU+EsEmroUDcY8WeCL1t+YL37If2/8N4mbp2i6+chkB5dUm3gOvWtjetvRiOdOthHPI57fOK3eizpxKsPGJ2nSB5ixJlPnt+M2hIHn5uVvybITGmOSmNbac/zEim98LNBbF606aJdP1pRIDwSDXdE+sG9WJs8jkolx4Nh6mjE1GPEMbHO1YNwA+nV0exjbO9QW/8X/r2slmu+M/rAkqLPeUAQoCu9OUhRZ+6lDXZFzj7/Z8A+QGhHbmso0nqlZ7f41qdIBY7g2T9sbfbus35B8N+PppN2/2IbbjkY8dx4x4nnEc9OGW6XRmGykkUYaaaSRVphW70QdKLk7wE3FSXk+9f9r6gjpPT3XzURhekwbOnl8lm4+ocsDqWaVDDy764vYFQ36OhruW1ucWjufSBMfuEkLd6RmXKxmv8W/jeiq/VvehlSfawxUBANSgIQlpdHtI4qpTLrdp9fzLKBBCiXYUgwNnyDylkWHDzEF0Z3DqYAUNDcFKWCDLiquDfFhFlWJcXnVJ6MILoYmdDVqXetinaYFeRzoKLJz6Te/JCSV0GBs0nSp4fWbpZ6Oollbb18x+IjnEc8jnrPGAG8Ezyvxom4tHs1EVJ1+dEVXyoBOplPuWHHXDepuia36Upl2Oe239cqVXRazIwDWNzdYzBx7+9fY2b6r6XOvOcGxPgaEH2h3DuIhkVWqW9oiNRFJi0sbxKa0rjhItQFbsyHFZ7QjH/m+KErB/v48+81Q1zVSZDot1aEhBOlGLxLy6/OGAyiQxikfGxBc6JGJRivSgMbrqzIdE4oRDbf7xHpN+Cdpw0AUf+17N0hBLq4Lm0gmClV1fqyTmFQSuOMG5PsX68jeYhoNT2La7SEAG/E84nnE89uL55V4UfdcETrc55BuK35vlY1MW8YNJ+44H68Amq7bR8u4ocOl9/RWDHOF4AO+7+zs+C8Oqgncc88dLZ1MF7hxc+i2Ked08/G6EQcef09B9lU7I5ePYbZ3yY2sSX2uGBIwH/eYo6oqNjc3Q5pSVRUnz5zxP9ZxXLVXd3f+b0X/lhvPND2J5ZugCT7S0c2OcDd6TrzWD0TcMbmiHk9RbBjUztEtPTo7WXSf1Wnh7XqAHvE84nnE89uL55V4UQNZ/xuOtmdo0gF7j1PvAC7nonPApLJZ/T1u1xfqbSrHRljKaHNrje31LQDmiyXGKFXVxAvubTZZ31qbTHdidXjRd8Vn0BeVDVE6sXTquVVqxq/ZENPl9tTtTULwI3dMk4ZEaPkAtA5pcRw0n3oJ7ot5mfbuLDIwpu0iWb88Fy00YRwluuD0KG5Q3qdStMT1IhDFPEPlsw7erm/nLo14HvHcrp0Rz2+ebg9Z2kgjjTTSSCP9BaWVOFHnZvItk/kOV56LRoZEV606uuW74jTlGG6KYznyyL1303r6JyFcOu7zDHK2mcgu9SfXz4V6W2KxYwVenaqD7qgpd4O8nd97fHAabxlMh3YEnxSTWMXrlPIThbTHddCgZFD01RUvNWNLe6rbbaDPufcptKsjImxGphFZ9p8UvmdiMU2zlD/4xvP2Rk8+q04jnkc89+sd8fxWaCVe1DejpDvRzgYA7ZU5MPZDhixxU8jFZz3wx7L5s5tKjyVFca4EE8LX4RD1Op6uLiOJzEL9rQkOm8+QkUk7rfmtBeTM4MGp0tXGpLzZ0DgJ3ztivNw4IjVPmmc7cRj1oQM1WVUKhjJd8l4b6zeHYxZxz6cya0NzVV53orM2hgAJgqbL2kXK1mbpMxpSeEJo9F/G4OwyjInvhwgQLq0vivZmpmHuvB9nNCLxsjRHTautAtHv0q+1gfZHHV0sFZaLb3oME3lrG/uq04jnpt35X/+5+W3E84jnSCv3or4RZ53bGPaiFg3kizqbVp3QAnX32bFc5MK7ad36e2mIj1CTYgM3K7TV/rgwsvpFpbdmu4YmzrW58iHKufrj6hrq942p27BjcgXuV+1xhhpvnoZ0T9r5MVpl+s83HqdQCzfaqWN5YwqiBa0vFut+Yy/P1mkn1i0GG18irfbGzez21VCNeO63acRzeOSI51um23cHGGmkkUYaaaS/ALQSJ+pBLmmAMTrOKrPLqQ/l63LNQ7qpvJ5BD0FpnxDi51ZZ4n2rjVirxcXHNBRRadfVcWnoisaSdWTeL9WUHn8bDkTQJ1XFDXCpnrPV1vfWIBDc/qMoSwyCD/U37Aoy/L3blphHRPzFANL0+7gy2k7wYrXM/SXn0k2o1/PNUVfV9CmfxK5vaQyl2IitoqtMe6F2y/VPAf280SJYVTEtq9rg4xnDFd7KQWkFaMTziOcRz28vnlfiRW2tDf5xIOE2F7Q9OIOgjmOaiatykOXA6NWVzUcSnWXfe88bwnnYJLpGJMdRbliS2p/V39VfdcViOYDzvnWBndo28OwbUcpzk6xDP3fTVNX3bwDM7bYfX1uj4bmRWLCdw6kmcV03D8RxyTauDJj9pmZAN4b2rUBh4Wke7H9IjHmjweyPdzMH2aaeqn9jYrnvFI14ZsTzQG0jnt88nlfiRe2cawVeh+JNGc4kHVNnLHNgd7nnVLYL5M4JoGuokpfplnUtgDWc05DvZrediYsO95uqCtrSUCiqzXVzvlxbf+TUDYBfcWqbkwENh9vdlBzNGorDmeoKQ+yU1gYaMRzH2Yn/l/Yw8X6Rvj+kusCBRkOd2D9tnQA0DmQrRVpjiwLG65w0vST6m5tKrDv0OVyd182v+HHXYFhiiiliSuItPaqlf7hYOnEIQ4e7oI1X7ilK3c0cbklsdGZ+RB1o139z9WnEc9POEc8jnuPz3wqeV+JFbW0TS1XVh4nzV5B5ag94BpporHGD/nbFVKGSHrBaXHQ8AXTyDAY2uAl5TroNvGi52HVtuDm3fWNOOgdyY1l5I053uDtvsIt9S8xAxgyZQGhn0d/KkyKIb61VcVxjkIg8olPWin7LBk4wMc2L4Fo7/ZuiuJX6L9nuKW+ywhWkEc8jnm/yhBHPb5BGY7KRRhpppJFGWmFaiRO1cw23poErs9a2uGZjTJ+jk85fHf7e4tzyPFlyy2gi1x1IP+1mYjzNjD88N9zWYUXue0icpVmb+xx4Uybn6uP3fl035uqG8vXEVMfUk4upYn+6QQb6YQ8dmcqRFKIvmwzVPkff5777eqjoapHn6p2+RJJhSmxDW6yZn9IyWSBgvONlbxy6FF2IXDpRBrGmNr/7R0rnZGl7Rj9N/tvrtD3iecTziOe3F8+r8aK2bUtKEX+jSy4us9binEvgHgJXEj3lOI4LMwN063sol4uuelajoVxS8GQbx3H6qbxgV+eU68WOA2MO4huLz/rgTPvdm9ALviXqABuGAGmJg2/CxTTttXwrgrpBQZefW6ctPdpxwMjX262IHwvTDwysnb83al2zKQRFn0KuC1Pt6rluXxrxPOK5nWfE81ullXhRW3VgG47KiNdhOGdDmmBMexJ8WofDu4V1nMrTLic6cPtOCywNF92ro/PcNkcbOWNpgTH+jYy0EsEcy0UON08b4JgBb1LScM7pGrgu+NHBNuTtPo7jzjei/KTQ/O6jCBkTOU+LD6LfcKKekzaIZM8OXHOKtSQuceF5u9oAjOCXpv40d4Z4Q04K1tBU1NNVpZ+k4d597QLiSG4b5ZrfkGPbRQP3nr8ANDHusXoXrVKjUYlCur9WlmlswJC/b1QconEz0Szf6tOI5xHPI57fXjyPOuqRRhpppJFGWmFaiRO1d+VoOHBEW/qRyH3lHLf3gbO9fF29CpC4TxjmpJO+ocuV51xzFIlpJ18snyU555o6k5XisP4qGh72OePoztHXX+VccnTdyAMdePcY17KO9Hn6eq/8mcdRV7TYSk+/K00YPs8tGmm7oWRCvKYN8XsSPwocc31dy3c243L9b82JJekyadeVruXrct/H9zzlLapJGkMgjXd+Mjj+9JJ91rCW8j6Keq48txRVCI41WQ23x4l6xPOI5xHPby+eV+JFXS8tpmjA6f82aoAIdg/u+LuGfw2iIvAbQ5b+4hUjgwv1OP1PdyPo5uvqw8BXHReAB+/xeqhGhNIFdh/E3bLpYdlvPqkPWJH2hjS4AAfGq6nzxjQUPan9/L7uyI9lR+wWpGCKDvatlzFtEqGV4vy/mCXTkUnI2G3XG6JOM47bFNtivazVrU0r/DYQR9pTiGQUAX/sRferRSOeRzw3iYx4TvTm8bwSL2prHU0QAEsR9ACNoUmYACVZ+fmLvzXpR6ABXhcIOTea0xud1BsFNWhNsHor1/CxxRnHMk1Z0m9tbu7WgO0yzvo4TtA519tc8vp6fomDa/Vm0A6UH2K6J6FjCkiY77wNuYFOr0RL3xU/SNKLtR+bs+kk38k2Nz+8DvLxKouSLrcd62/tSzczZgEQF+IexDXfBXR8fpE2I5/r9tBUjXge8Tzi+e3F84q8qDUZmgCoURDBRMZDBJM48GhQYP11c0KL485FKFEqopkBh8uc3PNNoUu5+C08kMjk5ZOQRFrRTUAkcN+eq7JuAUHQFp/tq4jirVhPG+jaEWuBj8cbF1susmlCE4ayLvY+tZK4ANNyjIs2T4xjJ/kGID6GcYqwE/vjkiGGcQZLhZMKQ+QmHcZUDXepgFoYBOsAd30cOGnmN296P3JQ/CIJ6M45EH99XsyoGoxyJBubVL6JZFTgXTRivF5vCCLphTPcjyEO3Z+6FIHMICXNT76JY1rf3W0i+h7xPOK5TSOefcqbx/PtwaKPNNJII4000l9QWokTdV3XLY433tpiAgtujAkXcUOMzSqau3jkt6sYjPQ5NmeiiIQs7/GimCSyiSIV6KonPOfU4ZxNaE/tfGYngUN2Q4Ym7RNBV5x3K2IxX7f203pisU5f08nCtnRAGt0xovjMWH8iiicYW+HUX+nuwoBIsY/aIwqpaZZU5HzjoCme85Uel9y+sCbqEHNOtCvK0shcZwV9Lu+WIbEFadyyjoO0jYqSamlgfmMfDV40m24AwiEUiXs+nrLjYPyayrgs0QwKzJqzE60xWWUa8expxHOWf8Rzlv2N43llXtRt/VVXb6EQriVLAFIFFYyRJDbyFqKKSuOvGcm5PE8wGMkGKhd5RBFQS4cBPWCjPgpTrhcqiuKYKEN9nRZ0I/b0LQ6HdFUtPZTr38rTNQRR4m994xPF0QSOL1AsKnWz2N0ah3Nl7+AIgBe+/SSzuWVz8xRb2ycAOHn2FNsIJVfTxuDwPopOFv67WLJup/GLX2+0ZAd/z/RTOalqS2zZKhJ0Z26gXN6eUBGaidREFNVGN2qMwdnYgeg86+v3L6B2m1qdlqbelNa5CEBVs3pj6u0hABvx3LRhxHOfRjzH1NtOR21bAybSdt1QBSmMH5NW3yJAJX3vLoGo53KBI24Ht28WQKueDqcckzRNcqaL0HbZBOJkfDIM0Oa39ljciuvGcWDP0xo3kuY5DcBD/U6p64LdPe+of+nSVawuOXn2BPOjGQCf+Z0/4LOf+zK7Rx7YR3u7LJaW2jbc6Xvf937+5s98krvuOslWUE1aa3BlmbhhxYAEk5JO27tjLeG0dVwwgyEDDw0TMjR+rfnqlY9tSKwxUc/lrZB9rrI07VNBtuFLCtIgYT2YXr7mO0CB5CekgTFoepVtCrfRNZcjnknl87aPeB7x/GbwvBIv6jyUoLeW7LJqUOMwGVNSlAWqDmMECWiXMPYywEHTWSTRlcB/0bBpxKvL+hQ5cAFsfpF5MBBoz4km8YxzDUfcAlUEI+0NIX+257Tbiz9aezag9c/zoG2i+njO3HWelS8mv7G99urr/Pq//G0APv/5r3Iw28NMpkyKCQBTu0ttL1Pjgb6cHYJAKbCsfZi8b37jBX5VX+EHPvxR3nH/XQDsXbvM/Q/cx9mz59LwG6nBuUb0Ezbi7tik8W6amoB7S5T2eS8scxmIh2c3Vt38JvjxiS8SlSDMClX5Ok2ntqb+BrMxLaw7BNUi20xivr6lbxcHt9j77ziNeB7xPOL57cXz7SFLG2mkkUYaaaS/oLQSJ2prGz/FoiiC/qDhKL0eaglqkkGBOMkMDYKYTQ1GErMdXDsiy5Q/MRq3ZK4G0PijH+OHJxLi2LZEG33u0RuEBK7JGax11HWmO0qiqxAXOasztdA1nHOPk1bN7h/XwNFq4myds95QJXy3LhitCInjX9aW+XzBk49/nq9+8d8CMNs/oDBKUQvigjtKUWAqQ6VTADa2LdY5ZkfzZBy0XCx57dlv8Luvv8bX7rwbgBPbFWtfXWNr634APvQDH+DBh09QQHZzUf+yBNU4o6aREGnsW9BVhjmLIjWfJrjgLtLSZXbEnYMU4//GdomG01YmpiwKjErjriLeaMY4UC3DnMVJ6ZzQyOZXIfqH9kVjbUrVqb1hvlWjEc8jnlNvRjw3bX8LeF6JF3VufAL+FpacumEF87RcZ9EFXiRVRTNlWFF46764meTPyf926Tgdy5COKYKx0bF0RF5BfObo1hX+ZgYlw4EV4meXRGBNuwR1JvPztCiWvT3H4eEhAFeuXOPf/pvf5rO/928pwwa3vr6JY4GqTXUtl0uWyyXWhv5Yx2I5B7FEi92yqqntjBe+/RyvX7oCwPn77uH8I2c4chcAePzPv865+36IzdJRRIA6789pW0ZAXTHTMdRXX/r5kebqu3xt9Mb3pnKntphKjBy7M3RFoHm5bhEdSrzFltxsI1gVGvGc1xX+jnge8dxpyRvB80q8qLvGJ0XRngzPLZsU7SdSN8SgtRYnUJgmT+KgoseCeI5foGPI0uS9WYSjPN9QhKR8AhKAO7F6nXOJb87LpL+uX1f83ttI6N5f6yNDNXUp165c41//6qd48eVnAHjl1RfZ252xsbnGteu7ABzOjzCypChNOp00z/d/F4sl88UcVctkWgF+Hmy9pBDL/PA6AC8+p1x6/QWK9R0AJmsvUsgWH/3Yh9iYeGOXQi1FZ63moO72PW289Ocq72sPTK0NsTk5pd9SWlKGec5dG+OTSNY1EapE8FbKtnli2xBqCIzh2beM0dvj5ZzTiOcRz03/2v3MacTzrdOoox5ppJFGGmmkFaaVOFF7UVnUARWBSVFc4Kw9h+0tSU1XjtYhkYZ7zc34DbkoLnBvmc6sU0vGebXsNlN9vlzfHcHfApRbibrE+UVxk3qWL3DPpLTIDebPOE4M1xK7acPl+2d6MVYUGc1nNV/8wtd44umnOJhdAmDmruGqJUdH+5iJz7cx2WJ2pBwdHmBKz4FPqkk4PQSx2MRiyorFQrDhbvTlQjFFTVk4ot5pUb/O7NoCuXoQeniVf/y/P8/zFy/xd/7WjwOwaQy4edDfNXOm9E81OdfaEg12/HMVxWQiz9ZYJSvOfE7789ukNwpSI6YnnvNj3z899evsry+Vdn+OI1UGuPjVphHPI55HPA/Tm8XzSryol9ZSZZ036sVipgguHkZAa6QsMyCEuDgiSTeV9FxpYv2giAia6a9iWrxa3KtC2pPh10x7Jvvimf7AqzocNsVxtarUDpbWYVv52mW7oqEuoLt/GxGg64nKHN54Y3bgXTD+4f/0K3z960/C5DLzmQ9YUFVTZkc1+7tzqolfBrUuoRIKnWCXdWh/nIdQtw0iIjFgvMuHEagXS4qDfPGRAAAgAElEQVSioCh8XUs9woihKOcALBZ7lIuSz/z2P2Mv6NX+7s//EndtHoCWaFiKTtXry3A9PKTxH5gThzcGcdGgBfBxmxvjJFBUirABxBjTvgQo0a/SSQEUWCmJUrBCapyspZrENc+N7kRxc/UvqcYQxe/XUceVXU6QjGvi/9pz3PUvHRLLriKNeB7xPOL57cXzSryo6+sFsuM7YEo/0EaVwvnFVVAjxvSNRWgDMgK7iYokSQ9mMm4+pjXAll49cDzncxwAI7mMk4ZgtdnRaXXrulVgd3VaQ0ETUKWi5omvfxWAr33t96EwLI7mRG3H7EjZvX6AczVhmDk8OPBgNAWTNa+vqq2lXtZJlyPqqyirElf75y3mS8/5ZnOkDqzatOiNKVjUC8r5IX/0W78JwLYafuk//yk2qWmC8Cui5hguPFK+4b4x7lQIfp+SgSs77eTjDNn60j6nPKSv8qBWjlk6rTqPWwd5G4bW16rTiOcRzyOe3148r8SL+p/+yj/mv/ivf95/cTOk2sIW08SAFc5irRfd5INiVJFWxKP24OQgzgenmaz+wLZ+73zu5jvuuzpNQRSsjaH2+lF2uuWHJnBIVJaLxVT7IQZxcOHV1/kXv/qvANjZPsPebBe7cBwcBNGVlv7OYGuxdRAZmhLEUIjBGL80pkVbVObqJUt7hLULnI1crH92XdcURbidpvD1RyMWa+d+DOZzNgt/Mvj8H/wOH/roD/K9f+kMEo2PAJz0JFqqmjbi9smFVhtUacSuQ3nUn09SMIlgETu0keb1GtMOhtDmkG2vXL7EfHpTOs7X0LrN11tvc7lNaMTzcF2pvhHPI57fII3GZCONNNJII420wrQSJ+onHv8C1194HwCnT09w5Sl06w7cdB0AS8PlRDLGO553OY0uBxO5mMgZxrRcVNYtm3NGQ2lD3HoSXTmHtRYbLDM8B+5DB75RDjzntLvPaPI2ZZLxiS547sUnePX1VwFYLhUtJhjWKIwfx7peMF0rma5tUAcOvF56BnU+X3Jw6GMBl2XZ9okVoSyroLuJ3GmV2lqHMITr62tMJlX6XpgSQVjOlRnX/POOjvjSp7/M9zzyCQw+n1EwWvXtNdpd7Y/fLTKpXkwGTYQJbVecp2oj8hTp5+qLsUJ+abj+5Pvaam/ROhX659zgFDCQtso04pne5/h9xHM+IO2xaY3ZiOcWrcSL+mBxjW8+8ccAnNy0nDj7IMXmac499N0ALKc7iKspVJAYIajsD3QEWe7Daa1t6axaARZSBTEtzmLf385fSdcfWInp2qwAp7QsVZ2rk14r0nEityTy8YnpcvnYyrjWXHLMdOGyeYMESwmpHU98/XHA+zceHO2zqGtQRxl0TGVhgEPcQqgqb0RSTSe42o/ffO7rstZRliVhX8TVsJgpyxrKMl4qb8KtRzaNkZgSkbIRsTkBCsQsqa03PrFLy5XXX2OJsOGCoRHqjY0waUz9gm+uuwN/KZ3HUVgP6QadxrLTB3HoAre7MTdjHmuXIIb118yHF0KtaNVcNE9WIt7ONAg76eRN7cnb1Xxu4gGHPt8mL+ecRjyPeB7x/PbieSVe1A88vMPLr74EwEWFjdcOOXPuThS/4M7d/whsrOFMw4erVWIchC7HnH+PFwTkoMpv3InlPUcUExpgp7pgENjxOdmXcItNw4EfF8R/sGz4GCMctbiymI1mk4m3tjh1SIgs9PJLL/PUN55ldugtNI8O9nFOmZZTtjd8HevVhNpWmHXHUbAIrUuDNRXLepn0QlBSTQqODvcB2N/fx7raL8B4eYJT1tc3EGPSScdZx+HyqOViYp2lKIRSqjC4hr29a97YKJylnAR9k0J7d83GLii8+m4QHY5Y22Paw5NvBF3ynhbhpEZjAdqewyaKVt6ynoFKYMnzE1OjT8vXgLduHXpZ3W4v6xHPWdnwccQzI55583heiRf1yRPw+us+VF0l20yPrnB0OGM28wtz9+pFzn/P91OsrydgC47SCF2RQ36dXgRs7z7X8DmKgLpKfwlxX1sk/UHvi0r66fHZUWSWPz//3K0ncdgD+VvPDRsJQF378Xriia+jWrNWeZBtrU0oTMHZzVM8eN+2746bgW5RTWZcvHwZgBcvHXDlcMHhYp6iPBVmytFsyezIA7uaTNheW2f/YI+69hz+ZOLjBhdFkcZ0uZh5MEdf03BSUC0oQuWFKfBxeQ0aTVULJYYy7I7N8Fg1nKtGoxKN8wrQlXEJ3vgkB6wMzqVmY6vO151v9ClP16JVtbUp+XoTf589t+lPvpnEtPympduJRjyPeB7x/PbieTQmG2mkkUYaaaQVppU4UV+5sIuE+1EnazNO1lOEOTXemf/ClUvsuw3e88H3E3mLQgvPFWvbQCSPHxy588iZQ59Lz6kpp30JygAHHuvL/0LbOOS42MDHlU9/pfl9kDOM+WKwf1zSO506vcHpMyVGQuCDuWF7c4t7z21w3513AnDPuXMU1YR6dplvPu3L7V0/YvdoBrKkDj6VFkWMpmAVxlRYK1RlY8hiioK6rtP4g4+h66Vt0a2l9iI+CxJiP083KpbLI5ZLmzhW1RAY4aaXqnfGXaJbhiUGP0CrJJbyeQGko1vs+I10SBp5LKp5kIKGy++L7PL5bLf3Rs/qznUjwh0+pa0qjXge8Tzi+e3F82q8qK/uY8LVZBuba1ST01DMmbmoFzpiKd/gHe97F+DFMlNTIOqvmouA9IBt9FFJdyWS6YhCGWiuMRNS9JuQCWjrx1Btia8i5ZtHpK6RiXMO62x2QX0O7MZ/Mv+gHD+h3ed5YCsSkP2e93+QMyc3+MKnfheA1yYT7r7jXt756H2c2j4NQFVOcNZi52vM7wm6sNeu8cKVA2wtLJfLkM9HKjKhnfP53BurSIkNY+Zs3dO9FFKB1Ngg9lraGiMlRdHcMLRc1Lz43LO8+spldh445fviDM1sDfd5WDwZjFW08P8AxCGiHUtNn9YA3gEaABpSxBuZiGTRlERCKMM4P47mx6w9caPI5lNV0lWAfmXVdAF+w807/XSLprDfYRrxPOJ5xPPbi+eVeFGfPrvD9qYH7NpkgjqYzY+o472gKnzfY+9kPpun+0PLovTdNO0oRMb0AWGMoQ66lbIsvaEGmdWhBu47MnMZmJuqFXrLrXlGbpkawRx/T/qJLtcYntFLC8nH6cC6i1xRUNdoVso1dnbO8eA9DwBw79mzrFWbnFjfZhIsO51zGClw1QYnTp0F4O67zvHUS69QOMfCNc8zpkAqbzBinWM2P6KcTClKn6ZugRGhrm2KZOSMIOIyIxZviFMWktKccyz293j11Qv8pfMn/dir+Ht2NQfOAKUxaebQfy5I3HHSEfm8IiGOcstIRHtccgji6MuEtprcOCnLm3/23LzSBXa7nY7GPDnrX3Av6j7Dtz/X0a0+jXge8Tzi+e3F86ijHmmkkUYaaaQVppU4UW9urlGWnhuZL+bUM0uxscaD7/R+lw8+8i5On7mXo9mSiXgRTjkpQEowjbUneC4ld8VIojKNbgVNrOAu19vVc7X9NWGIA+9S1F11OXClzZV7jr/hDns6rYw7a3HbHQ68nR7qd7CYw9p0I7S9Zn1tinPCfB4CERiDiMOJYW1r04/zA3dzz7NPUtv9FC+4LKYURckyWKCCd+Uw0oyzEYMRwSqojTqtJVVVUlZroQ0Fs6MZde3QKMqiBhX29q6iGh6Iv23Jd6/dxy5p9n/P1SreLzLTN7XGCdAOJ63+Jqc+SUsMq8TTRNSXJeHrgEgrb7qG/zpWv1k7VKOVaH+u232/PUTfI55HPI94fnvxvBIv6vl8yfzQi1hsbTl733m+78MfZfvsfQComTBTYeLA1SEST1FjCqHQBqDWWoyRPrDrGu3Fix2OzQptN49IucjlRhTFZI2/YQSb6wO7WcG9yYtinpsZH/gF0E8zAltbWwBsMaWUNUopUlADVYtTiyiYcEPOmVNn+cB7vpvyiT9HX/QuHvO6xopil7PUH6ewXM5xSw/2wnlRknMOgv5ISsVaR1F439miUIrChKv0YhtqTGERscTAAxLFTY36KOv30PiH5zVay978t8ctbKiazf1x06oGSWsh+M4mEaKAuBZg261KGX0bozFN6ldHNBryDuu22n1ddRrxPOJ5xDNvK55X4kW9dzDnwfMPAfBd3/VuTj34EKbcZOG8zkSkohTxYfsih2ct1hrqugkUXxQG6/oTi0jyn3OqCBOss1SBmYqRiLqRkNoGFX1gH+e8HsMOxs9dsEOzWJvA9OHoELloGg5yaLLbFqcNl+/THNW0QOOitCXV+g4b6+tNG+sZy8UBLObUYdGVxSb33PMgk7UpJ7dfAODJp1/lymKOC8YoUha4uma5qIk36QglhBNNXNBqLWomSAhnaMQhxusiy7CRWFujIkzXqhSIgISzoQ0rcqAu00m1cuDv7o2/hTolzov6L5kRSbA8GqjJp6fTnbStfxtdokLrtETLAEpFm0sJEgk9K9hmj2/na/X/9nhRj3ge8Tzi+e3F80q8qH/iZ36BnTPezcCq4JiCKzFhkZSmbnNmNJyJX98N+FS0MRgwfjPwxgxNSLvf+Fe/y8Je42d/7icBmBQFIg5JYBOQrstHA+wu534rn50b/j23PJXst+Pq83XlXF8uOgv9dobnn3uV+siLn65cvMQLrzyFlYpTp84B8K53PsLZnROI2UXmgftdCpubZygnBeul3wS2J1O+8uy3ObwabjsyM0Q8D10F4GxWa0zKArFLooxtsTziSn3IIox7iQVRirJkGsSiCymYuzVOn95Ba7+JmyhaEteAI/YvWVpavHiryIVp/fESQY2gKUqS8SEi3RwJsYhFTQJUPsyqDpsZz4gUqLNZeEEJre2vEQ/u2Hjjm62NOFdcOIXFUs4HiSCMQNOGbt9ujxf1iGfCc0c8j3h+e/A8GpONNNJII4000grTSpyoJ9tnmPlYCBRFheAwpuFiokhqKKhBV3zR1YWoKru7V3j6iW8Cnmd6+emvMJvtcvHi9wNw59mziFGK6L8pBu+z1+auvL3IcDtuxCVHMVkUnzXlh41IblZ3N1/D5UffyAXPPP00d5/wXPRrLz3PxRcvcLg84tWp92+8dOEC5++/m/N33cH2VhBJTg4prWCq06zf6fVh6+uwx4yrX38FgGsLg9iKQks2Cm/c8uBd29x35hTF4YJ19XWtbQgvXr3KZ597DoDFpMJIiarB1vEEU6BaIFLQGIAM64jAc+WeMlFTnHui20wjRluyBGv5xjeeBeDKtZrvfvcjbG1PMJEjVtPoq7r8vGrwtfQJ3cAax0mu2vPTOa1pIwLN8w8sqeAfmotob48T9YjndntvVveI5xHPN6OVeFHXzvg4sXiRUmEaQN+I4k06LYOSonFGj/F4NzbWed/7HgNguZhzcPgiVy5vMpl4w4jFYkFVFf7idaIYpD34EdTd9NjOPC22K37uBvHPjUrySDstUnp6m5Y+5UYbglE+/uM/zEtPfx2Ajecdd50puXaoHNU+xu+16y+C2eX65YucPe1BfO7MBtOyYjqZMDF+U9jcOM87D4547rlgjLJrMa7m9M42D9zljYPuuXudjVKpC5jUvtzi9ct8330P8eev+Q3h+eWCQqZYVzOL+jjjcExRVzS6MF0CZWtBJyBIjBksoEUw/ujHEY6BKIw6Xv7WU3zrCT8OR8t1DvcvsbFZ8r3vew8Ak3IKSRSXbZDaFnn5+WrP1a3omJIxcKtMXGcxT65ja/L55w1Zi642jXgeoBHPjHh+83heiRe1KMTA7U6U4gbNyjsZudo8kpE6TWOUh8Cj9iCudcJD73ov9843WnU6Z3Excr1EAwU6HJcbSNMesGPb2r+3jU+aMsOTJQOby3HAjtTcX1tQrZ3lwUffC8DL33yO/YtHLOdHXHz9uh+r6RJXzzjgIvtXfYCE+dG93H3fSSZrS0rj3TAK7uTOU7uc2vwGAFdq5dQJw/vf/S7uPePLyf4B88NdrtfKidNeZ3bHPY+yuPgKZ3Z2APj2hQsINa6QZq6tQ0plUq014yDaRkJGjbtKATEIgQyMe9QfOstUZ1x+xbe9Lja5fngnn/ixj6dNwrmlD5ahx1jbZlaitbVNUP+UabCpvXrS3LVjZt2sJJCW4k1fdKtCI54HxmTEc49GPN96yZV4UYNiQncluGe0BsMJ4PD3wEbOFmoRSsp0xygOjApqErIRAoiMXxRVWfKpX/80opv87C/8VHq+Itjom6mayrVIaE+LBAMXbd/m41DqcG+rpUapcUxaG8PNRGJuMG/8LJ0ymvICGOdwxrJnPbd96tQa3LmBGkt0b6ylZHO6hpEZFNfCmE5YL3fYqjaZhjF16tjZ3OHczgkALlyfcubcDu/5rndw1/ZmeO6c1198jouX9njlpdcBuOf8JuWJKZuFb9vEWWoxVCg2pBktUawf0yhJUn/ln9IYn/juKhIiW/nsdeh3I3aMYyDhNGed49L1E3zoIz/h+1Ic8OSfXsJoybIOMaYLQGIYxLghaOD6LYX4ATs6qnn5xavceXdzUvQGJdJqQ2OYRPorIi0xn1MDouG0gR+D2LeWWEzIDga3EY14hhHPsT8jnuPfN4/n0ZhspJFGGuk/Inrva6/z33/mj3nshZe/000Z6W2ilTlR547mzhnqetnigMWaVsQiAMHgkMa9Loi4JDmjB72Eyfwu6zmu3mN/9yrzuXfwr6oy5QUw+Ag2reeLEKK35s1uXQifkjXviyJiUNcWdQ25hAwFQxgyPOn/bac5FGNKTu3cAcDGw+/hFV1j+/Qed911CMCVa3vsnDrJ2TM7nDzhuevtzU3WplMKBAkGInapTCbrnD/v4wxTXmfnzlOc2NxmfdNz4Dtbd7G8usfJ9WtMQrzgsrBoVRKvACrL0gdbUIcm2U/BqdMnOHtmk8bopEApIdy0FPvVPXk0Or+++FBSXN85GGVv5pf53myT+x86w3RtmvIguUtIa6Dx561wH+9yzrI+xNqt9PxWY2j0nkNit+TLi1+32jo9hO/andeo67rdjtQjnuMzvhN4/sV/8n9xeu+An/rz5/jDn/1PRzz7Crmd8bwiL2pHVPcYowRHNZwLTvnG4dykpb+q6xqjfthTBDvjI88ky74YVce5dOE5WvOxj32E+ZGjCItuuVyimORjVwZrwNwqMAdjDnhnu9ak4FydjCKc9c/JLw0/LjrRcZ9z6qcP5BMQUcQHH6JYTFhfP0lRrHFix7dre+sqy6Xj5MY2d5z0uqnpZIJax3I5p7a+3kVtWdTKI488CsBdd+6zP1cKZ1jWXoz02mvXwE155zseYz36tx7scVgrGi6hF1MgotSaiYWM46f/xo9zemedIi6AUH7IIKNBi4Q1P2yYETdfY5TZYo8vffnLAFy5XvLxT3yEcjKhNL7tTvMQhZqqDw0EaW7uqSbLTKQXN/6mnblvbeMz2m+biAtF4otK8Dt/JzhHuAkobV7cLjTi+Uafc/r/A8/P/dRfp/zN3+b5n/5JpjIZ8fwfAZ5X4kXtb7+Jg+OvYUv3mAaKnE10iYDAgRuXcVwaBq49QUVhmIVNwtU169sn2FifcHR0BHgOvHIFVRWCABRlAl/k+o9zKRmKqKNqG0MJ9Tft5MDO+3QjuhVwt/RgyeDFUjhLfW0PALs3Q5wgOmVa+vx3nC5x1rC9vo4u/CLf+cqf8Ohv/w7f+PgP88Jj7/BlrVBb1wAdoSzXWM4tR0HfU8+V9WqNBx+9l7WwOdrrl3nymWewcSN2YDBYZxIH/oEPvJcf/cRHEKc0hxaHkxpzo6HpMOMAiKRrDiUsa+cmOHvA/fd4Q6Np4TCTKVIYihjFyvk51KFNQgUJG83lyxdZ2zA00ZQEEYOz7dNj1qBWXfkLwq8PIW0oLlzT2LMtUWLM41D4BoOyOjTieZj+Q+H5wmOnufDYd4FTFlev47As4r3SI56B2w/Po456pETv+J1PceK113jX7/3+d7opI4000kgjBVqJE7VmYgPPqTiQnIfwN6K4LDRbyIWrFkhg1/7sGy9y8dUZh7teb3N99wrXr1/l3B1n2djeBmBne4f16TYPv6OkWO4CMJlMmNo1CGHvmCqmLDAoRqPYJejLyHVmsQO5RaO3OG24OYu39rMtDm9Ip9Ufl2GxmE++saitPFpiFl4vtJgq1d6c3YM5023PjW5sbWMPFuztHbIbyn3lw3+V9/3Bp/njv/JhdncPfJ1BT+hS2w2gLOd1wzK6GQeLGnfxNc6dOAPASxeucKgFZ7bDRQKVsOd8eL94avmxT/44ZbmOUieuXBVvKUw75KDvsU3j3hubGORAHdFVAwybW2f40A+eB+DStZqyrCjVYtxa6J/F6QLVLN6wghdU1TgTrH3n+xTVyWTtWdbKH33+S1yfW979Pd5t5syZCcYZcI5oAQpTYD2tUWUO4UagpPtMqqtunzo3Qt0mJ+oRz8eNy39YPEtw+q1dnazWRzzfnnheiRe1n83su+QL2IuAxEXdQyMqUyPsX1/yqU/9NgCf+/yXEClwtV/QRSlUE8OzzwkYr1uxdsbBnvK3fvFv8D3vfaevaLnEGJMiGVF4EwhjGoMXoybpuJJuKzPjbxZFW+zi1GFoAvlDW+x2nJHJjYxT8vrbwxh1eIoezDBx3WztsG5Brn+LvV2/mW2e2KY2R8wW8xRQ4M/PP8BTv/h3sG6Jzg/TGJui2WSNEZa1ZbFwuBhzd1Fzx+mzbE3Wef2yD6Rw4eAqrFXce7+P+fzQ7lWe/PYVlq7gk5/8JADf/d3v8YNNnW2SmcNM3kXNE/Ix62Vq4i0LnDlzlvnSMx3T6SZ1XRNNQIifxLvwRKD5yFOKtYIRD5HlwmKPHNtrfv19+9lv8trLT1Nt7XD98iUAZgdzjDPsX9tj78i7yCyWBa+8epVP/NiPArCxWUVFVzb33ZnMqXvB/W1AI55XAs8A6tTjOQYSGfEM3H54XokXtW94HpGmbQygqt5IoGVp6biye8A/+Af/iOtXrgJQFTW1HlFMPCftgNoaCimxM2+JIUWNmJp//euf4h3v9HrY7Z0KRamj8UBtceqNRqKBSmxHbpDSgFyJTv/QD4Oo2glnF0DdCsYff+5wnfm67fp35vXntDw45IUvfgkXrGCLrW02ik3ECJcvXQTg5LmT2NJhKqEOQfzniwWo4nRJkThGwdHcaGSdUjtAheXMt3/3yh4XXrnEtCyx4VaeyZkpZmLYKnxko/P33c1zrxzwl7//I/zy3/1ln2daBV2WNMCWCLBO1KDW+DEIip6frArb2+u89sy3AdjaPs9cS5wxWX2CQXAiKcU5h7OKc4YIkXNn72JvYdJ8nDy1SVnN2bv2PFcv+jCOJ05VlEyoSsPWlj/pFNUm995/P5NJtlGros4h+SlT+yezRn82vPmvKo14ZsTziOe3Fc8r9KIOhhPQ4lYTBSlZE7jG8KUvfIXLl16mqvzCXCyXSFEyrYJLQVmhzqFOWSz8Ii+Ldapqyf7BBX7rt/4dAL/wt38Ky5IiDJw3cGkvkpzz7rqV5MsuN+mHbLK0bQEYf+sPRj4utxaHuJumBTy/+yLPPPGnAOzuz1lbrmOmyoMPebHR4f4u1bRACh9NCECXtQ8OIdCILgvEmDQaTpdY542AXNjMyolj9+CA+bJgZ8uLJNem617cWXlg33PH3Tz8kOGHf/THmGz405BaFwxFNCFUcWmTzEVlvn8dw58OBx7HK0WBEkWMsr3pn/fP/9mvcs9j7+Xe+76fKm0czYmmZ1akdQpDuagXIFPU+LW1c+4OPvrxT7B/fZflMrh4lIcIU4QKFwxzqskak+l6AqmqQYjWzm3g5vPYbP7931adRjy3qsrGZcRz7NuI5zeG59GYbKSRRhpppJFWmFbjRI0jmb8TQv51uFirgjglcupW4NVXXgSdExX9NbC5tsn6mjcsEBFm8xnWLrHWu24YCgwLYMEXv/hHAHzfD7yfB87fBcbXU6nBaVtvld9lGjkmz5UbL+lJ3CKgjWuBszXqynABehN2jujA0uWqOkxZm+tqeMQbcWNmWvIjf/vn+DH5WQBe/dZT/N+/8mvce9+9PPzIA6FdC2w9RbU5EVSTisVy6dsf3BgMBUaKhkN2C2pXgxE0uHhgHBvb66xPN9gMQROKwlDXNZPSx2Te3prw7nftcOddZ3GhXKmCyzjh9t92qMX8b5sbT2cD/y2fiyDm27vu9Wzn77+LBx68H9UyGZEoNTaWDXyrEbDib19S6zlpUxkqLZqAGDJhY/MsZbXD4b5fN/OlY7n0py0NYjBnY5CM8AzrgiuJZF2WoENsz6lzyo1iJa8qjXjOaMRz6uuI5zeP55V4UTt1fvEAql7X40UenhS8/7iQFoIaeOnVZyiM4oLDvRiorSX47VOWPoJQXdtk5VjbGRNZQ9TinDcQ+Kf/5P/k7/83/y2sS2iPX3SIa5aPxAvJNa0lbzFaBGf2rD+WBghao+FavGRUQz/STaKBdGlWatLn3FBcpoLjBPMwplW1xrseezcbJzdYLL0Yan1tSq0GUYvEDUsUU5igz4lAdlA3dS/mNUtXY50LGy3+hp7pFtubG2ys+7mwc8eBXVCGG4221gvOVo7tjRITll3hLK6sSXEAfGcRioExulmM5DjkzSUBaIGaCXec9gFd3v1da7xy5RVm9Z2sVdHaOGzSNFGLysLgLBQi6Raog3qJUqXr9IrK8OJT36bcPM2ZM148WC2nOOsCIONGYzBSpM1GPOq9YWi+l4lNLYnl/DzXNPq9qjvlK0kjnjMa8TzimbeO55V4UXd1QITvLR2QVayB6Nn+3Le+xUsvfpvNjc3ELUOBs3B0dBjKKdbVWLvEpHBHBU4NSgELb5By/cJF/tf/+Vf4gQ//CAAf/OC72dgsYQmerwcxgiFMUJyk6N6R6bsAb2lpG2Ma/88NYTZRV881qPfSW7MS9ceyK8YAACAASURBVOvKJuMGWTvB3pXXcW6bo9JzyNfLmhPnKipIwQm8rsqhrrFMFOdY1hYX3DtqpzgV1EEZgLC5ucHJnTNMqwlFCNA/4xBZzjHGL7GqLDm9XWKUxjUE/EkrNz45hrqGGb2xCTVqAA6AUaUolMJ44J04XfKZP/wW3/3BdZj4NVI4f9pwKHn4yO44+3txHYUN4Fru8uTjX2WuZ/krH/9BANY3/AvDaN28EKxfMHEuvG4rAjU3Pinj8S12xfcn6RhvHxrxPOJ5xPPbi+dRRz3SSCONNNJIK0wrdKKOPm+CyfwLfZqjNIZaHYuZt/b8rd/8f5iUU5yDOuodCjCmQjPfTAkh2ySymSooQjktSXySs7z+8gv8y3/+qwB85tN38Mkf/yQf/MvfG0QVIFJTFaE+acQZRgY44cxqNHc76IYnPO56vLxcK88NdBt5PU4996nhFLB5+m4efeA8L730GofidXsz5izZ4cyZk4k7rJ3DWS9arOvmBGFt3YjOjGBRCjWsBd3h5uYm07UphVTBPxZMVVBWE6SIHHiBYDBOk2guZziH+tHiuAfY0P74Bc47zo8KIhY0hBxcV2bXXmf39V1Or/s0x8KLtTLr0mZ+hSJYBNe2pipNWlvqYGNzg/XphHQhgCpGDMoEieI605wIYtV+LTQhNf39uYUfjFhOdFBsejvQiOfhMenlGfF8k/Eb8RxphV7U6VtPFKSquNpCVfKZz30egGefeZq1yXoyZAB/sYspmk3CD1hwowgLTgzglKI0lEGHNTWO5WKXeuHzPP/CLv/bP/o/eOETn+Anf8o785sCDDWS6RWksEkPktIIYpWWO4r0+pTcPloDkRtOkPQeMZdEPU+jwEHjQyH120tZmpi1SxWu7F9l78pVTt7rL34/d+4Me/tHXL58heS64QyFVtiogyOI/ZxN3y2KKQrW1zfY3vJuDJNqGhavS8EWnGqIwVuEuSm8vnK+QLfaorJ8pNKGlv0fokgt2yR7IsVQYz6g6g1J6nDn8WR7g4/88EnWNy5huS/UW4Uijc6xNRGBjJQIjpp5aFnFX/nox1iWDud8Hw0gWqAZkCOAu3uyb398AYkXleVbf0t/1x6bVacRz6nrI55HPMcM6bc3g+cVelHHiSLps3L/RifKbGb57Kc9sIvSgCy9Pkvi4plgrVIUkYMqQZc+gH7IIwDqKFyBKb0/XjEpkXIJhY94M5/tovaI3/md3+DSNR984Zd+6efY2YA1JslaVMSi4mj7uXuDgXwREi0CB7jFtAS08c9spaOJo1R1/nRCs3nlz42FDA5rJEUaqsTyPT/9UX7jH/5DyoVPs9cEFctiCdZFzrX0Jwp1WOdPHta6VrOLomA6qZisT9Fw6UFdC0YsKnXiRh3h5qOymVcjlsX+VSanfVjCpQiVC5x0ZgSCeIwl4yPtnmAa1r1Z9E3wCBdCDkqxgannLEJIp8nkJN/z/R8LlrvBQskUiEoAY53q9FfXeWtYAOMqSqkDpwyGCp2sYRzJAlSdosGnMg/2nw9g3MbaVywqir/Jp7U5IwhlBujb6UU94nnE84jntwvPK/GidllUl+OMT1whvPTSi8wOPfiqwoQ8SjlpuGKTocyF4AjakskIzhVYCxoWgLVeTFIFZ/7NtRkHhzNKhK998d/7dtVH/I2f+Zvcfbcmi9Y1O0UnXWtGbbVhyJDhVug4MdqN6mmJ5XLxkk7ZWr+bD3zoI+m8sJwfsHv9CnvLJW7py9XOoSx98IMk/fFuGzGiUzkpkcKDtg7gmNWAGqqqQDRa+7aDAFhrUVGO9nbZCSEhtShRTDhqxI77tr8lSVEElRagE2ZHfp63ACNTinLSiLyoUdt+Vjz5AEms9+CD59m9epnZcp7GGPwVjMmsSKR1OkjNadXtRbWI0tmbW6LUdPq6TU7ROY147tOI5xHPbwXPozHZSCONNNJII60wrcSJOjc+UYpMRNLoPiyGz332D5DA9UkZRF8CVQgxaIwJHFPDtcTg7LH+oqi8b5x4nRSAcz6knuDrnE7XmM1mqC4og57j8T/+Art7u/yXf//vMdn0z5sU3hnUOYh35nppV84+hj64RieTRGLS9PFWDFG6n33tGkQs3bKSuExUqa2wWBasrfs+nj65zcb2FtXuZS5f2QfgcHfBwi28Q79GHs6AGILEi8JadDYDY1ha71M5NSVlaSgpGtEVjXgvDkwhBpZzlgfXAVjbOYMNNyn1+oy2bjXKxYh5ru445e4P/vQlzEOMZFNYFIORJr6zquDEgdSZGqkxQilLD5GNjQ32r19D4sXzGvxwY9uy1mj8YYhUiAZQzQPzE+Lx/btdaMTziOden0c8H5N2a7RCL+oIAB8CobvQaxVeeeWldCOOwWDVMp1O0+BrKJ+MMTIjkKhL8M/yIo3F0otsDvb2QSXVPalATcmiXlLGdWkc3372Cf7ZP/kN/rNf/nkAplsLjPU6rl644NS3KLZqJ7YXwa2PEzQL6bi6REwQPdZx9HBac3A45/qB9zW9cFWpLbjFAdeveWDvHSq1LFBc2uSMKZlU01a8Iescs/k8+U+ayRKKNX/1Wxx760vEuXHh6kCjjqsXLwBwbm2bYm2L2h61LELzje/G1N7Eo/9rum1Hl6harFuENsyACUgJcePSCqEOOrlOza4R17ogbo2XGTSZ2zdAxTbkYstm5MIa1c4mngXrH7J6vd1oxPOtjxOMeG5oxPNxtCIvakfLqLJQDBvJaE+wvPrct7l29TJVFSLlYL1BiVmntpEb16gxCGT9P2cx0Wkeh0VRaiS4O7jlAmctLuii7FIoysK7RNRxgUPBkm98+XP8+3tPA/ATf/0TrBvnjV+0uVdXAGycWOPnvmWA4P8v3YnL9FA+exvI0TDHL4A4NpHb1/QME8bBpEcKZlqgWzP+9Itf9312axziQyMuZj5YAG7CtFTK0lFNvH7PVN54J+q0VGFSTCmMsph7/SLLTTbWLBsTKAt/OtHaYbHYaBATNj8jgll4l5L5q89i2ebPXjvixLmHATj/MEx1gROTLHBFBSxZtCsPQv83jo3BOes3j7jJWmFZODbm0QWjDIEypLlP1tXEqEPJjSN8FplixPenCKe1ZBWcps4dwyjHRigi2gF4bpEaU7u60cY6tHehxYrTiOc0ECOeRzynOXsreF6RF3XGgatDXIXisCYOpuOLf/iHYdJCzFXnqKYFSp0GVoL/XIxr641TLNHqMCfnLEW0ADQGW9fEipzWiDqK0lCHa94EobDKe9/7Xt796AMAzPd3KbfWg6tCkrO0QDw06ceJvtow197vEC9Tb1JiaEal2QCcc+HWnPAdQUzFB37wr1FOTwDwlS9/iY3yJFZqrr7kAXp0MOf+h7aZHb7EwfXAQZtTFNMKqfxDp2adSTlhfbFGVfr6T6xPw3NrbNhAna1RHCb4XU4nlT/hSIkp/JiW1RE7O3fypX/9JZ587jMAvOcvP8iP/NBHOX9PSRlurDGqGLVBrAaoBCtSk8ZCxYcIdJA2NAcgmnCLiDcMEoHWmaJPUfhlklGUg2A6EnPoLcbtbRuRaPfg0P9+fOJtQSOeU8k8V+/3Ec8jnm+VRmOykUYaaaSRRlphWokTddfHUpwBY5NuQhWeeeYZyrLxQSuKgqqqEFMm/UtX5+OcJneOxgai4WzzuqwxLYbHOUtRmORjaYqC93/g/Xzw+76XKii61C5wboq1tnchvetw2V7C1ddJtWIKQ9LBtdJbRgrdtEYPlEQq4lAzgzguCGKmuKlw7vy7ADj10oI/ffx1Dt0lZofeiORwX/ih936M8/daPvMb/waAvYuHHB7VSBV40mmNbKxTlAqyltplDFhbpwAJ3vfUpXEpTIkRoawmrK/751EV7O7PefbxL4L4+L2Pf/YiT/3xn3HPQ4/xrnd78dl73n0/d925jlGvmzLqQGuM1pluqvRjp/kwSdDBxZOcFz95V5Gho1EzJ2K8yK2ZB8EbnIT5MZEfz+NWea45F3M2Derrqm54j3Ge+xbzrQqNeA75GPE84rlPbwbPK/GihqbRqopEo4kQAP7a1X3m8zlVVaUNYDqdYqRAtUz6MKdebxLFGS4YongH/EYv4A0UssvsxYO7iEHvi4n3E3SSdDTrm5vc88BDTDc3WNv0+p6irAYHXeTWBRWN2UF/4qJuJW4IN5vWODYiJbVd5/o1bx35/Lcu8OUvPcE3n7nAwaG/YcjIEYYZS2ep5150dbSw/MHnv8FP/+RfZeuUFwcye45CJ7ig25kYKIsllZkQLqyhKMRLn8LF7hB9aZUyhhysJlRlQTWZMIk+nGtn+LVf+wz79ZHfKABhi/lyzkvffooXnvtzAP7d71Y89PAjfPADflN65KF72N6cUhVzTLpZJ+gTtRlTLxFT6mU0wsk22ZuQ34hdBloDmDcBsuOBna/549uRr6vbx7hsxPOIZ9/nEc/tdrw5PK/Mi7pRTihOl6gWyYXg6aeexBhv2CBFXE2gpiaF4YPMQi+CuOHg0RjJqPC3sKmPOhOpqIpk0ViUBmcds/mSeDHetd1dPv0HX+C97/sAkzWvw5GiDNy9Jd1PCojUTRsciKs7lp0xio0hhfsDGu1U0/Z8PfjAAUW49SdYL8oMTMXRgfD8c9768qtf/QYvvHiJvX0fhengYJ/FYglyhAaLydlyhjq/CcU0ZcGLTz3DV+68gwfufSw0Y8Ha7JD1EPVJS4ulRNQwCTrHojRgCoyZICEqUl0o1aRkOvWb4GSyxrQyFAZk3YcqfG13we9/7vO4YpJccpzOEQt2cTWNzWJZ8OyT+zz/9FO+rumU06fP8Oijj/LYd50H4K6715lWBrUFzm6E8ZpRmus8eeEVAE7MHmJz22AosnH1eimh0QOl+5OzROMslmUKqgGgoa8xKAQaX0yk+3GbB0XDFiHd8ZgqkrizZ2mOoAxrNpfb40DtacTziGdGPGeVvyU8jzrqkUYaaaSRRlphWo0TdctK1PtFosJy4UU4f/b1xynLEuscVbi4PDKrLrsXVhV8gIVGd9T4wEX/y1w4RaqrKAqKMrpuGIqixBQlsyMvbioKYX40Q53k/vPEmLRJZ2a8ZWruR9r0r3HL8GKdrgglb9cQu+VQMwcxqPX6pGef3uX3/98v8uorrzM78px0bS3gWFpv/XlweBVVsMsli4VPc1pTlWsYA7WNpweHq3f5w899muJjHwbg4Ye+l00zZ37tii93+SLrFVgzYWHCSQSDOG+BKYErrwp/d2xcYCWgRpicvgsqf/H7//I//g8s7RGmXMPaRpRppMDWLs0ZUuPE4cT3bzGfcfHiIa+89hKf/5y/lGBn8yyPPHon3/vB+3ngvJ/HvctHXHrha7zw7J8C8I4PvIfTG2epCtdYew4NswZOOfmvBrGb5AXi2mqKSRSJKd6CNCPJll3ivVvB/psTqP+TrRft5Fl1GvGcD0a/fYlGPMOI51uhlXhRO+3CzZvpP/et5wB4+eVXqdaEqqwwqcleROZ1Jz7FGCiMtG7g8Vk1GZ1El4iu14VzLl0Ob62PVTydTpsL4xc1Iob5fM5yGXQSa17c5lyV/P+cqxPg8x4lx/+8WaFtLUoD0WxOTYEJQsmyVv79730FgD/68pPs7l/3rhRB5GXEbz7z+Z7vj1uAGpbLBcvgnlKWBhFvsJH8G43BlEvms12+8Ie+/p2/9hPsPHgfH/7hH/HlFq/yrT/6LLOLh9RLf2m9FgXilMIYjIkzKCDCMsxFvXA88PCjuI0z/Fd/778D4KVXLkCp4fkRQB5BWtuEBuN3H+pkfLJErBfPaen7uHf0Kn/y+AW+9qdP8/Cj9wPw6CMTPvSOx3jXO33kpJI1nFOcQDEgS+rqF4WE5iRW7JWRxsVDg9hNZWjDzqZRm81hqL6UzwURWsx3uxiTjXhuaMQzI55DvreA55V4UQeGu/kc7jj9+tf/DPAcmYgGjjr4wbnoON4YlpjC9z0aYagarM+CuiZNTOTKbd6MBGJnYTKZ4pxNARk8V6ssFgus9fqXuq4RA6X424AAxAT/zTZDRQxs0O98+2uzuPp5jSx46aXr/Pqv/x6vveYXqxqLmiNqO2t0e2bKfD7j6MgHInDqfOQnu8j0eCWoYIoCtVHf4rnwyliOrnvAPP4nz/HOd7yTC5c8qB5++GP8J7/8YV5/5nN86/EvAvDai/s4u/n/sfeuMZck533f76nqc97LzOwurytySVESRco2ZVkSJdiOY9mRrwniwAkMBPniAEmA2AECRP6QOHaM5EOQ2AGCfAqMOI6dIIYjUbYSR4lly7IoWzYkiqTFi3gRl9TysuSS3Ovs7My87+muevLhqaqu7nPe2VnuIDoDPf/F7HlPn+7q6ur6Vz313IpNPGF7au08ppHbu8wbHjeb03d/7w9w6+7If/tf/xW+/LUvAWYLk3hCjMOiQ+dkg2+lUSjtF8uWhJZ0XyAoWYutTQPEmwR5mS9+4WUAvvm1DZv0g7zpne8F4OKlm8i3XQeU2e+oyx7UJUiw+kRaikEJ1jnr6ot+u7o8fwr3R8BXOcUmgrjqN/fvfPKbCefzDOez8xleP5+PY6LOc0YaBbJESMqTT34egDAMEMwZIGu/AXomhNnZJKVEjrl5JkJRM2SY3f4DUSKquUuaoGiykA0ogfZT4mIaqVEa52enQODOndtcXloH2ww7NAvhZETE7lm1KZWYpkar4RzlbjJL47PAvXp5AnOWHKvEk099mQ/8xD/g7p3A3Z1lH8o6MqUdSTOnW3O6mHbKnVdeaZvFC8Kktgft2lGHEIjFGzfELUMeyGlDTnbs6c9/geeefYUf/dHfA8D48rM8f/cJ3vK+f43v+J4/AsAzT36Ef/5zH0QG2Fw31dVjb3qc7/+u96Jn9v1rz73EX/0f/2d++UMfZdgWKT0KcNL2uG3vNde26AZjyaS23as0AuUmnE5o3hHGLZuNkf2VMfF//4Nf4Yd/6D0AfMfbrkNKMMzenkEDWrJb0YovkrektnITDeYuVJNv9O+uz21cJebFgN79XJ1akOU71yrp9/1AFqu55U6/xwvns/O5vQnn83zsdfDZnckcDofD4ThiHMWKmmILAJNANCpPfeHzjGWv0O12SwhbEEG1bgZeNmDXTE52LOdkUlGRwKMIU1bL8Vs3+JZAECUEJehsH8s5t1AEESEX1VgViHJUTs9PubzccXFhKqjNcEGUU8a4m+MGNRDCbB/LRfpeCGJNfNN7aD/U1IIa+divfgaAn/rpX2CclGm65HJ3We6XmTSTmO0habpLmkZq5aWsUkLctP1Y47AhxIGw2dJy8mkmTQMShTDZtZs88X/873+L54rq7C/8hT/LE9cuGcIZaWuS85vf+VZ+2/f/EDeffYFH3voEALdSYEyZb3zjeQD++v/01/inH/wgYdhACYkIYUNORSrtnC5CMJtmbXuzuyWq1irGoe1NPMfcmhNSZkfe1djSgCJ8+MOWD/kb3/4unviud/KGEyHoZX2xmFJufkGzI0hqbaMaUE2z/U9rEox5NdXesfal1RfelV1WEJrmo8IyQYcg5GxPNKtNH44VtfP5cJs4n2u1nM+lstwvjmKi7l+saSkyv/LhX6ZqUIZNaGqsmtSgqsqKHsyuDcvEB6qZNE0lT27NQJOREMy5YVmLThUhbE+3C4cRRbi8nPjmN17gLY9bLGHWS1LakHMiJXvhMcZik5lfgr3/PuNNuYv06pJKzNrBM+g5v/qxz/FTf/cf2/0kkPLEbnfZvD2HOGBeroEplUQHF3fM3ibzQDVsNrbVXUl0cHJySpATCNIIVO+dyS3RwSCJoJf8w5/8iVLWlv/hL/+HXDvdcOeOqeueu32XG2dvZvOW69zKxdN2s+HmC9/gP/9P/zwAv/7Zz3Gy2ZKJnedlRIIReZrmAdvafSDGThmlNNVmGqcyYGa0ZCmyzAjCECOhtvN4QSYylvt94Utf5u//4qf4U3/shzgR23VoVCVXBxLdfz91IGzqs+ZoUt/tq9uc1iau3gO0XSe1H88n1wFu9mN6OBRgzuf5u/PZ+Vzxevh8NBN1TdEnhbBPP/1VNoOFbgzDBulS+oHZr0SqR2exkYTAsDqParupu+1IJKViYyrX9YMFFK/VBJvNSXspU5ogXfD5zz/Fu9/7NgDOzzMppsXAlHMmhmW2nEbp3vOz2L0OpxYEIfDrTz7FBz7w9yBY6MY4jigTU9oxJXMGidEIMuWJ22XLu4uLu2ie0/3lnMkpIZtIrPY+CcRhS9Kp2VG0pGgUYut3k2aiKNdOjEA/+5N/k3/vlcxf+kv/Dr/ziTcB8Ka45eWLu4xhYBrtvMvnbvHnf+y/4FOffBKA7ekpk2aETK5b8Ay2K1BKqa1YpHtfuZHWPFlbWIOWBAa5SLOAypxeopkvaxunuhEDfOwjH+e973qc9/+Ot1v7yV0CmdxLzVrehcz7IbX0lwe8RpbydZXGtb7IK7AmtxG7dgc9MBE8LJYq5/PcDq3azmfn8+vg85FM1HNDqGZefP4WaVKunVmHDgzmzahKSjV9nOUYiiHM4RxioQzVmUEQYhRLClMaxUhd7hVmFdEil6/AOE0goTkynA4DqsIzzzzDs980VcyNa48yDVNJTxjbtVBVbVWS1gVpgcUL7I42oj/3/C1+/Mf/LhIil9NFORmmNDKNO3ZFVRZDIA7ClHZc3jYVXhpHC30JsyOLxUQOc67jMBTBT0v851wH60/WXlkySm5ZezZb4SM/+7f5M5//NX7sv/yPAfiTP/K93Lh2xsXlBV/9+jMA/Nh/9Bd58skvcnJiWYsmzeatqrltNSdF1Zly2g910dxCQyRATtrIH6SQXkFTHYxtr9w8acsiNOVMTiObMnDHsCPuMj/19/4h2xt/EoDvf8c5QUeWGyrWlyOtHdBsg8lcw+7fovUKIbWdJv171trGa8bbNe20ItkrVfJ/eOB8bkedz/UdOJ95PXx+OER0h8PhcDh+i+IoVtRoaGqkrBNP/cYXODmJLZRiiJEwmN2j2rkUc+wImOQNJqeIZoYS/R4QpgCjjt29BFSJAnMsQNkPVTrJSyFPiRFTSW2HQAgTE3f5+Cc+BcA73v52tieboooqsZ+Y6qrumqN5BD1FNXdSpkl7Uv6iXanNNvYTf+eDvHjzkmGwXWoAUp4YdxeMux2pqKSmAZQE00iYynOq2mqk7vUroAibOLT8x5vBbHE6jU0C15QJCCGGWY2YFNKsksqqhHCXr3zx4/y5/+DPAfDN/+o/40//yX+F/+2vfoC//jf+JgCvXNwhb7psRDmXtgnzJu9F0hfJbZceVBCJhJiaPQmEECGX95VRkGxtWMMyRElpRERKmAgICdXEWJslblC9jd6GD/ztnwTgsX/33+Jdj19H8uXcRagOQxukOCiFPCJ5zic9r5yUhbxb+2Jn05xXNXZ6zSW8CPlZJdSYy12r1B4COJ9xPjuf5/L6cr81Ph/FRG02Lfs7qPLUU1/h+o1H2ksbhgENts1a3QIvhgEJk3XOLr2bElpZw1AD3AN949Tgc7qG7T8t1s2MHNVTVXO0VISbga8/Y+qgl1+5w+n5lpx6FUd9UXOdLN5Rr9Bf1PMyEPnylyzh/Mc//nG2Jb1itU1NaSKl8sylIwzDlpQmxnEkFQ/aECMSoqV2AkIMBAkMw0xsUzsmUkmZaDVQQoxkzS0FoKglpaiqxBwCmpWTIZGzJSL4y3/xL/PX/pv/hZdfep54OtuYNOvyHZZ2WaoHLUXj7JBi6R6ntGu2xhAsTrJamGaFlSwIZlmthGEwVRwhIDLfL6XEbpg4nwLTTTv2//78R/m3/9Qf5dG4IzCWtjEbF53zUXUUanfrJgJpNejR9be8/N5+XlwQ9tSmNuH15zwcXt/OZ3A+O58fJJ+PZqIOLRg+8+xzL3B2PtR+CSKkSZtdBUz6RkKxbdjTx2gNEcpWdhIFywIbWqfI2cIkzAMvd+XNErJqss6TAmFjpEpqThMil1zctfO++OWvcOPGGeenIydbu2eQsHA8maXuWZKaHSy6RpCMsOGXf+mjAC01YG/r2e0uSMlSGraVSBrZXdwlayJTPVVPSAgt9ABLz9fuS+dw01UjRCNwiLHrwDXBQ9ndZ8pIjOQ0IiXF4SaOXIwXhLMdI69YHXSDyLKzWs7luBhIzcFkfsbqKTvETbP75bIvbb0uREE1ME1zwgcbxMXIO+5KWbnsLTzM5WSAS3Sy5/n1X/scP/voY/ybf/yH2XC3vYtSwGJQMGeU6tykpeGWoShrzKSeR3VFIeuijc0CK92ezQoqbYIpLbFX/jHC+YzzedFezufXy2e3UTscDofDccQ4ihU1zBLhbrwkq6m7YrXJkMlpQ5DMVPda1QnVgIZQAskxSZFEKLv0hLAx25dq20TehCQpgfVL6bAP57DfMjWiQGUgBhgvL9Fik/nEJz/Nu7/j27l+PnK6LWoqCeRhltyaikVXypKmWqvnKbvLkY9+5GPtuIi0dgGKSqzm9y11zRdovrRwjWgercgWZA4tCCESOjWZlZXKvzzbYcRyBbc8uIBOtnlBDZPZauZuTkxqak0rKzPpi6YayyVXbxBEtNnVajuM49iOWf2VfteapqbsvCNbft6FWhH6Fq0epP1pIQb6/M8iwnARyGcZxeJWr00DH/3Fj/P7fvj9vOOxomLjsqhfuxVf3VWpeZA2AXzh2bmwi8537s4pOrI9VZmYdqwJ/wHVYtNqe+buS/jHCuez89nOcz5bXV8fn49iog5TQrZWlWe+8RybmAgSaTkMJBNDAhVC7QBhYMo7RCekpITJk6kXLgqxddzYJuo6odQQAjD1RppVWmV3FG2pZarjiLYXFEKyw0Krw/Nf+wqf/Mxn+JFH389UnEZCDmyyLDsaRT1WX27KTe1SQw8E+JVf+TTPvvicfd9cg7BjypfkyTr2eJlJo6n0NmHbrqsvvCYGiDIRQrXlQdDIECIqmWgiogAAIABJREFU0hIRjNNEyhnN0xyLqUJOk4WIVHIEy6jTHCUibHMgdeqzTQyQ6yCsrV45aQsfSVUVKbSB2Pq3heNI23jBys25qD6h2KUStbumlMquRrHVK2tVLc72N50iKU0tLASEJAoTzUFlly/JepNf/eyneNvv/Q57npS5QJCcCOUZp6H2C120+PwOWKjW6sY8mnMhawkxktmGOBNVUZ1Ah6aKs4xdagN0U8XxUMD57Hx2Pj9YPh/FRJ1F2V1Yh/voRz9BiOYRWW0yWTMhmCS5zPwDoAspNZTt7MD2nL2YysuQ6ilatoPTOfl/LacKTyLBPD87O9cik03bSGDks5/5DL/7/d/X9oDdaCLnCM320dmPOsnT7jhRkzs88/WbfODv/J+EkgxhmiZSCgxxmFMqpl1zPDk5tWccd5M5xkg01gG276q07E/DMIAqFxd3F21lhJo74xBnolQpOaXi6NJWJ7WdhbDZtLLMPpWbHdKcQIZ2vyqBxxBqgxv528YCyxWLdfY5KYGliqzevwM5wDTNA6/mWO7f2ccii1WMiPnkSggtfjcMymbY8tFf+gR/4P3fDcC1OBCmnQnFs8B9AEVKP+x9ssS8Ce2V52rbcQJ7LtF7l3mkcD47n53PD5bPxzFRR/iVD9l+qTdfvMlwYsQmVclDyWiRFJcqL2Chehni0GXwmVrGoypdh1h3MKEjsqkyeieC+m/OsBMtbCRAyzNM4qUXn+fZ51/k+g1LBHAy7WA7d+i+bmv1mYiiZQD4hQ9+1LLp1N1c0iWRM4YwMJZQgyldMk4TMcbmTDNNiWmaiHEzS6wIMUZiUY3FIbIb75KmXauLSDBlVAjMqez2e1HuMiIB6JSIMVpWpVV7rZ+3d5ypbTxNM/kkmGSvKovrt9stU5rLr/WrqwcJkHOyJA+V2JqbN2mv4jJnl+VqKEhoO/qklBg2iYuX7vDpJ83793e+5xpBc2vjet5++9R777fDfIbYYNmp04A2gC7LynPdtZtIWF577HA+O5+dzw+Wz+5M5nA4HA7HEeMoVtQvvHyLz33hswBs4mCuFZrJJaRhiAPDZrD9WGdDVHN9b0HyIbR/YOkFAVQ7N3wVVCaQTBCzCylzWICdr03VU8MqNKupujRTNwTQPJHGHf/iYx/niScs16ymiZwS2u2he0hyEhFU4JvftNjFX/6lT4EoU67R/Ik0JvKktnMOkJKlGrx27UZbGaRs+YIlBEK553YbLTSjOvTcuUtmJI27Jk1L0GZjqkJfCMHatHOiqE45szRsf8cYFzmVY4xFrTavMvpPVbVQFxFoSQZsswORzeI8U58t99qNwZyPrB1GU52FuiMNSLD8x706tSZUmL9nVK1dxiLNh3CCcheZAv/sw78KwHvf+yNcy+ZoMkvMpT4LD6J91NXdfODe59fns5VXYnas2aKkg1L9scP57Hx2Pj9YPh/FRP3P/8kvtaw1adgR2bLLuQX45xi5c3kbVSlOFUUFkYGgSPGiG4YtQU5JpXEmHYtdJCBFjZRDIilshvPmgJBTQlYdad0xs06guTie1IbORDZ88bNPcfkjpoYazway7mZvQjkBlKyz4iWSgETUwD/5+V8s5921bD7lWRQY064kFih3ywrUBAIXpQYTcbMhbrbEmhggDiVO1FRs4zRa5F/nHJEFZBCGzvaW8tyRcqlHRolDZKrpgMRy7mr1dITiBJJA5hzJ5oSi82413bHm0IPF1pracmaADQIDKfcqrn4HIyHIUBIw1ME7l9155jzPGgJBIBUSkzMhbu29dY4t4wTb9BJf/KLV/flbkfN4iaRr1A1/pqxoiJaZCrCMSzXj0ZrJ+0kgmrdq1YiVOrfnTZbdqm1AwIjmjbVhdYZiqfI7VjifcT47nx8on49iolZuAcXBYgzEjdksTrZ1lxnbBs0kLnvIGAcQs3OFUG03GzTb+VawkjUjEltKwJwScbMlxNi2kdM0Lchsl5oU2rIITWPp9GFx3hDh7t2XeeX2iwC8mRNyFqqTaIwJ1RHVkl0IzCiD8Nzzt/jIRz9R2gA0J7S0g12/K9vd1b1wp7ZV2tQkyIFh2JqDSanWbnc5Z09i6QgSajrGYWCcJnLUltJQxEIzehuW1SU1L85hMHuW7a9aVyKWhkKVtkOOxLgfIlOk00A3aB6whVVJvh5TVUs3GWoCCJP2LQVlXSnMK4JZmrf7tnbAVmVx6BI+qKJTQtKIFLfkrz79Dd72nafmV9JGVWW5JU+1YS2a6oCtanVMraGFpaSexHx869A15omBTNZZKs/6cEzUzmfns/P5wfL5KCbqP/Fv/FE+8IGfBuDmzYndxSvEODTJSVNms9mial6RAJthgGhenJXIadqZk0iR+i4uRlLKZUP6KglGNvGEgBS1DSBCECF1iWLWMY+quahOOvWMCJcXd/jBH/hhHr1x1uqw3by5SdtCZLPdsBstTy1Alg2XF8Lf+F9/irGGQWhu5Lb7WS7ky8vLTppThqFka2qD2UCMAzWLD9gg1OtoKqlVuh1lFIIKmjK5tFfvGdurl0SEqQ6Ww77qJg7BVjElz29tr5R0STYpqrfarmJqrdyRuG//3qljdiyZ62TqunnFUuMz5wGtXmttNe12hIh51FYnpqxISEwZhvJ+Pv/rT/Hb3vn9DHpJanXIRuzafEVv1i/IegKv22j+aoNDrwJTVVIw55zNifWjd37nE5wMlqkr5zLp5YdjonY+O5+dzw+Wz+5M5nA4HA7HEeMoVtTT7pzbt8wmFFByVqa0Y7ysOV4jcTghp8zp6bmdFyLjdMlJPOF0a6EUu/GuqdXqnqZNmtUW9iaygRQZp13bv3btH9Dbs6oEOQyR82unXNzd0UIuSqzfndu32361t29dcLJ5iRuPPAKYyuulF29zdnaClKwDuzHzt3/8/+Gbz10yFdXYlMyOE8XiKRPjvF9rVRmR2WxMmo5VAo9bQJimxNjCNZQYNk3lFUJJnRBje9ppTKY60tTyMtdnXkuHOc/ZjnoJve3mk0YslrXLWSxWp4VkXSXwzpYjIpyenLR2HseyY06YnWeqQ1Gv+quqQG1FCznlxXmKgIYicQMqRBlISUlTUdENgpDIEjkp/eXJz3yBz733O/ned12f+wIWSTvpfMeDqrK1s0jtd+VrVl1sblARGFERdpd3AHj6y1/iLY8/wY0bN4hFVRYeklzfzmfns/P5wfL5KCbqF77xEmlXbSFFPaY626HyJbvxrgXIn1WiDda5NTRVSAgbhJGxbMw+TRlLdhAYSmL/7/me384Xv/RFcsqksln7ZhhAIlKbQxQkm42pBOWfbjc89sgpz16MjJfazvu2tz3O+9//g519By7HS86K40eMws2XbrPZBIZoNrqf+Zl/xqc+/RvIsCEXdeA0TmVnm7KbUFRyHktChNoxzX4lRObkDpndbiJNiThUW1RRS8XZBqQAYWgUFglMeQKdEylM02SdMrNw8pHQe4nWzptnxVAhejZPjPIuLGVkmpbqnUFiK1tzRsXsN40AQyCEiHSdv8XAdsn1p+ahWgliSRRA5h2FgpInRVoWq11RR86usVkzmpUskEo2pDhFPvLhT/Ked/7BZn+7mAIjqTmCWEEBUUGrw5DO/+amMbtdr0YTqUkzpLsukVS5/dItADbX38LXv/Z1Xti+wDve8e3WdptzHgY4n53PzucHy+ejmKif+cbnQYu0zQlDTIx5RMs2b4A1oGZuv3ITsM46bK/zyCNnTdKexsTdu3eBKrkHcoY3vuFN/ME/9IcAS6H3hS8+CTk1x4I0TVj2g+rIEFBRJJjdB2CzEW5c2/Cm97ybu3fsuieeeAdvfeJNnJ5FQixEC+Y4MXs4ZjZDJISBrz79AgC/8Asf5uT8jCndabu+DMWxptnR1K7Nmlpe4yAbIJDy1DLx6JiwS+aQlTgMEANTqgkFhM1mSyZ0ITKCDEJIYfYABVC18jqnkKxptkOVPVVVbb9Yq9eAiHJyum3FpLpbUBlrUjJpfBrHRrxpsjAU8wqdVz3TNCFKO1aJPVGdcErWJOacxZTcvQs7JBnNAWkhH6Akss7vWsx91vZjKmNE0MwzX/4633ghkcsqLeWpGMnokMyhpnpxarWrLZ2YbFCcbXt5HhHbeVkiIhM3n/smAB//lU/wIz/6B0gCX3jqKQDeWQh+7HA+O5+dzw+Wz26jdjgcDofjiHEUK2qGscXnaRoYp7uLYHuo9g+alJTzxO7yNi88f8nZqamgJARiyC1Pr2rg5OSUP/xH/jBvfecTAHzwH/0jRJUBIcXZq9DCBYoNaIhoFkQjdfuTa2fnXLt2zo3rj3L2xA0Azs5OGYbAZhNLzB+I6CJesCavn6YNP/3TPw/AdmMqvZQumjoopWSbxVepWQSRgYC0FYbl/62qFWubKdk1281p56GZECKxqAdj3Fj0Xpc7N6VEkkxQaTl36z6xQWjPY/fOLSl9LMH8KWW2mzncRjVzeXnZbFihxB82u1exQfW2nLqXrR1vAYfEEJHu3BpqU3PxZy07EuvcH2pPMftdVeuFEoZSV0ewG+8Qo8VsWjuAaGDYdMemCQ2RT3zqi/z+3/duADbcJaSASolt1QlIJn03dd1sD+w9e+14U1K2+vQw+9xISrb/753bX+dnf/4f873v+z6+653vAuBLX3oS+IN71x4dnM/OZ+fzA+XzUUzUz3z9ZsvVyvQKE1NzcphR1B0LNYRlDbpzp9imNps2QIB1iBs3bvChD32IZ//h8wCkaSSIIhFin2hfLOYQYDeObOJACFso9rFHb9zgZHudk+0pJ6f2cs/Ot5xfu87Z2TmbjamJQoiz+gbreNvtls989jf43JNfKvU8gSkhWRqRa8ev8ZRg8aLWSYpjzhAYp7FkV6o5iwMn2zNi3DR72HZzioa42AZvGhOTZmKujjkTOgg69XYoy1YgIcwDaBf3BzCl1GxHs1ZqVjPNuwzNpAQWsZxrWxV5duKIMaIp2VaG3cCbUjIbHFbdQCB2G9nXAWSapqaBUrUkGnUXojTtGMc7tlGCVMecOqFkqodSAJh2fPKTv8Zzr/wxAN6cIUuiJmSgJnro8hovUO1vqkBs5FdtTUPt06qKijkDSY0rVoXL2/zaRz7MC197FoAf+MH37d/nCOF8dj47nx8sn49iov7yU8+37DPvetcb+MrXn2d3OXt2AqUxOhFcpUS9dZ1uss5QJakYI3fv3OX2rTsQqqedkslAZpDipKAKKENx3ricLrhMEydxy6Yce+SRxzg9e5TtyTknJTbu/No1Tk+vMQwnxLJ37CYGS7LfdZznb97m7//MzzFst+1YmureuFXSzRZjV+x4mpXNphC7nDMUL88QTDqHspMOFpNYHWxCGFAJzVtWy7Z2gdl2FGJkyslSPLZMP3YnzbWNTJJWZltR6ETe3a7aDm0LO4tHLQOHhKUXBnNig/XKyupYVg8i5CJ9X1xclHPMUSNTvWYHVK2G/YBhzjfKWFI0asseVSXwQIyKkght+7kyWSjNEcjWL4l05xb/4l88CcDvf985mRHReXBBI6oDNbkHZZVTt/qzZqpt0tmvWqKF3nFGQAO52Dh1DJxEi5/9+tNfBuDnXvgmf+4/+TMcO5zPzmfn84Pl81FM1Hm65Ef/8I8A8F3f/XZeeuUlfuJv/V/Ubd6k/t88BcpVAUvPt2R/zszu+1mZ6q4wpZOHSBkQtG0Yn0sKvXk/1pJ2TydOzq4BcHp2g9Pza5xeu875dTt2dv2c09MNm9MTtsXxYiiqK1EjmQblZ372F3nhxUuGk5KOL02MaURTbmEFtuKY8w5nVVKuqqeiChQjRgyb2QO05PMNIcx7puoEeQ6HEBE0WYKGUAaXlDIRIXUOPtV5I4ZIzX0npObpaCcJIVj9tkO3gsmZAE3lVcM9elUZsEh00FRgXQhGudgcXqiOH1YHbUJtOU5qarFN2JRsU/PWfIGAiLaVgoRoXShry8wUdACxwUvqICFKQtmg/OIvfBCA9/2Of51HJ2WsjClOJ23jeDtElEi/32+rb5ulpJuL6h8KSSBEdukuAHduvcIr0yk3bkQINqBd3Hk4wrOcz85n5/OD5bM7kzkcDofDccQ4ihX1d33nO3nPe347ALvdbbZyDrpp4QkmvcxOGeVgU5utJbrZZpLJebJQhiaNriSj8hlCmPeqDULdP/TywiSiuIlstydsNifNfrXZbBnixvbMLY4rg9T6WNkvPHfBx3711zi99gamqUq1dj+Lc6whCpmUTM0CFrc4jhe2L22oG7qHVtd6nirEMKCqLR1jzsuUg2AJHqqqyq6b7Sl9+4UQQLSUUZxpUurajyIJh+4eeU/iriqx2UZnaq0YYztWbVrrXMRgq6gY5r9TSi2+sUqzFjZTLhizvdtusQDmFNNiVImgkaxiG9739zuwMogCX3/anEGef064di7dMxcV2Goz+JqKsCrpDuUKbpfvHVB2o6kHx3HHb3z5ad76tsf5tre/DYBBpvVFRwnns/N5Defz6+PzUUzUv/f3/RDjaPaRnIV0kYjULdSwxisOD2tir5Pv2/fZIUGV4uBRGro4tYQgjVSmCeqSpRdbUxB493d/JwDXzs8tYX7n5GE7rliChuqRORDZbAdCUcP901/4VdCBabpkO5gtbJoS07gzT8hAq4Nt6Uape0KSmK2nPE9Kl6Q8Mk4twy9xsC3lehKZamt2ithsNq1+9Zh5jK5UVFSV3fL9CGG2ZQlN9VRJLGKDwyJulOWgUb/X+Et7nnmQ6TMeWZ1C2xHH7pVJJelE1jRnMipOHZaIwdqqVbXshjPbF82hSAhzJqghmppMlrmIc1YkXZBLUotPfforPP6738YmXbRzqi20H2QrsSuh+zr27W/PkedzUDSnzktYIY186emv8s73frddcOvrPAxwPjufnc8Pls9HMVGfn58wlpemqtx95RaBTK7hCZIAs0fMUpK5kYSwbDQlt/AE252H5hBQj4lUG8taDKoDQqRuwXftmmWPicWpBOYUdtVb0qT1Kl3bfrsXO+sAv/bxzxPjCSnvGItBRKibD+yapFs7U33vIna/qaTRA9hNd0hpV6RWKytPu3Jdt+esRDbDWes4IZS9fpUF0fp2s3vWcISlg4hImKVatfYRIm1U6hyAeg/QftDNObc9b3tbWx1c1jvl5Dw/o9Vrana8PE3lvUubEOq772Vkyr7FdawZ2mpG2vPknEz2zTpnQFJFLOAHCba/8Mc++XF+zw8+wSNNsq7/n7dTVC2OM3SbIGh1PtF2TptkuoFExUJmpuI4kzUxxAnVwBsffwMAv+uH3r737o4Rzmfns/P5wfLZbdQOh8PhcBwxjmJFndMwJ9ln5JbCFDdVZ1VUSgvZqpw77AvRmdnOUZ4uRlp6PNt/NuypcXLWWQUWLgnpOmfhjJOTIi2JIGzNA7HaVqgrAW1qN5VECAPPPG2S4fM3n2c4ibYfbbgo9YlMmhhzIjQpzOxvTdJNgupIThM5mbom6QVZR3KW2U4jpl4LQYjBzguyBVG2zfa2sXjJYaBu6adi0mOEFkrRPDo1tQQJKWkJj5HF/bTLk9ubh65SlZk9zTw4a3pGVcE8gVOnijP1YM4j1WPWVj6p2aHC9qTZ2YbhpN0rl1SMNexDTXfFnG+5bh84zWEzREQGJGza86uarWqngWFndXj2qS/x8c+9zO/5nhK2k+8gelruVG10ESGgXFITIogOpjZr/RsyedVtA0EzknfcTWUFMgESCPmck+FRAE6vvZWHAc5n57Pz+cHy+SgmapXZuSGjXNy5y9zDWUWtra7t1D+COY70KghT4yxVNvPvVxV6RgjC9mzXZeY5MTuVLFVsRrAMrTNZ2MSnP/1poGzMXtQfqeaQLY4ZMQi5C+ewzzKYlaCTGEKz0eVUQxOk1UAkEIMQ49DsNBDYboa57hLNytLUNnOn7zbSsQ3lxTIb1bAMKZ2wfs8ltKLfDadXf/W2qWo3q/czld38Nm0wzWSBXEd2VXT2K1rUa9iclGe2XXlsZ57ZKaaqpNpuSM3uNL8ryxi1aw4vki2X8np3HyUjQZta9GSz5UP/7EP8wLt/1M6JA4OWJ6nqwbnK7Q1pUyPudzbtBnVVSlxsLM+sllIqCWcnZQemfoPlI4bz2fnsfH6wfD6KifrmzWfJabZV3Xz+RTZxaEnoq3R7CGsbTS/1qeaO3Iaa5q7PlLRv5xlQFc7Oh5Y0IYRYJO9l41rs3eyJiNjfX/3a0wBstwN5mhYZdTTZrjZaSFLr3Q86ULf3E3ajearmrEjYEOPQOoAibIYTQojt2Ha7tbR6rS8pMQwkTW0Ho9CcLbp0fwVmIyuxjUnNhlXOiTUmNc8xr71Nam2vqkgpkXJiGAY015hRQUUJXUYipSRxUJm9dqvtq2a7EkEIbIbt4hxkQ85ptgtlLc4ctSFmx5q1R2itY32eGIUgs6ys6ZIXv/FVPvnrXwXg/e97MwFL4lE3oxexgWvh0CNaZpDZClaJXG2CIqDJ7KLVUSVnRYOAKttwFDS9bzifnc/O5wfL56MYAeK4Y1vUPJoCN59/gYig1ZswXyV/X4F6et++K6eIxb6q68tlR5QzhnC9pPeDrBcop4tCa3B81lRS85maKeWJmzdfKlWwDEVBAlp3BZo6546Vh2tLgZfnMI+6J2wcNmy3pyV8o14TGOKWEDbNM1WCOW40tZgqqiOaUnNK0N5LVGjnVSeRetCaSVqoCKHbmac1d9kxJ4Qm2fbeqPXZTAKemLepCwgTloxhHoxzMjr10nt1zrEyrf2GYWhEUFXLabyJDMOmtPNESrFNDFlHa0vJKDU0pLzDdYpLDUAg1XSPXCJT4ud/8SMAvO+3/XEimaB54RFaV3v9Hr2LVQD9s3QrQbVn2e3Kai1ZkoYYAqfD0sP32OF8nuvofHY+w+vnszuTORwOh8NxxDiKFfXP/fTPkMMjACTOuZNfIuXeRG8Zak1AqiopxdIOrp1SAm33Ew2YzJOpe+FqsjjJIENLtt+kpCbgZCZ2fPXZm7zwnKmpvu0tz/H2d7yJ0+FRTk5MIrp2beDk5A1cf+QxdteLg8DJOdffEphKMLvKhoFMGndV5iOrSdrTtFvY1yz+s0jReYPoJcMQCUPdF/acEANxE8zxprRMECGRGctjnwwn9KnwVFOzRVXU0A2LRezVdebEUWMerW1Mqq/tO4d/lCNRiMNAzplxMok1hsHsTS0hRSSpMgybJrHusoVlDMyJFQiKTgkhNduUqbNycZgx22AIgSzabEbmvCNommM4LR4Wcrb3PE2nJL2LsgOpoSLnqFriiZYuMStEk6xrDuY8KnEDN79pexA/f/OE80d3qM55htFse+OqUCNjFYpqcLapiiiBOX4VYCIzaCaXze4nGTnRwG2ZkE1pw3TCwwDns/PZ+fxg+XwUE/Vjb4Ak5kG5SyOvvFg8IlaagbVnZ/fL4u+lFspi72I0ckzTiIii7FpmoRhjice0sqc8oaJshsBQXvbJjVNuvO1xzk8e5dqZNfDZuRC35o1ZGz9cv2SIgTc/avGaX3z5ZbabLZeaubi4Y+eESuR9p5h5Q/fR1DkaOT2xXMSb7XWyTlhCgqJuUsw5RTOxELSq4pZZhXp7Gd19p66D2YCT0jI20gYcWlmLJBXMv2mmZXSqyesXKr+wsQ0D2vsRVIUsY9ttyWxTVuZcfxsgem/WmpChqeZWg1atn51nZNkMFoMZY2gep5ZMIgGJulFQjJuSSGG2E0qANGXCxsr+/Bee4h0/8A4jf5cAAbWECM0mqAo6O/PYKbWPzk5TWo/nedCsbbHwXn0I4Hx2PjufHyyfj2Kihk1pXIhhRHVYeoaK7DlILKXuHtpfiFB2rKlJ/EUIwRxEpEqSakHt9bIhmNei5jtclv1Ev/DZZ3ny1z/NdtgSizQaI0i4zrXhLWy2JZHCdeXR6/DKy5bwYdyN5KGkJxztWMoTIsI0LTchUNWW1EB0tFWDBuq+utvtgDKABvMiBGxL28ymq39KmdlBZNlW/UASQjB7XKr2q4GsyjDMCRHWiQt6UtXf6iA1DHNIBGSyTl12pZIuMccmuWtWkiY0KNttXWWUZ5i6tpBACLOTRyx16Dt6n3yhHg7BiBzKIGgDZYKcW/rClC7JKGFQ4jAnsDBiDq2daz02xVr0uc89xb/8/d/OoECaUyiaNSm0tyoijbTUWuTUpW20O6rahFL3Ps6dg9RMbB4SOJ/B+dzD+fz6+HwUE/XIGReXpZOQgMmkkurJh0lqsiCzmBPB6mkt9KGeF8o/JYa63VwmSiTEDbm8kBCkODJYHcakRbKd2JQWOt1uiCGwiVC3hR2iwPAS1zYvMAzmPLOLj3Dr7pu5XXw0dmkkpktSnDg9s5SDu90F41jVZGXAKY4gzRNSzStyTHd5/vlnAHgkjZydvaFIhcURQxOIpQTMUxkcJZBInQelLr0pKV6bKZlDhpTYxRxKNp3dQk3Vf9Zrl7CBd3k8twEMLKREVcgpNRWldfpS9zxLo1lrCr4uVGMhkafWXjVeMx0IKUmThXZU552U7jJeXpDGS3JdfQVslx2NUHdIUpg0E8Ku7YdsBIuE8n6ee+EmuwRx7TWsig1qtT+Xd9k7oJQ41t5BJxMIqi1kI6fiDJPnlVQf03rMcD47n53PD5bP7kzmcDgcDscR4yhW1DdfmZhaHHkmSFV3FKlPTIruVT71W68yqaqKQzaX6sgixXY1BEG7HMK2AbkhpRKgngPNr0AUdDLBX6qqbEsMjxGGu+jmcTsvvoXdODDp3VLaJaqmAsljkZCHDSFG7t69g+ayeUEyu1TLilPy/WrakTEV28svq+1dG84IJRZPQoklDNJ2pzE7zaa1S0pjSQCQujYs9jSF6tCT8iU57VCdqDsdVeeUmoigVx21d6FVKhZyrmqdDDK/i5STaTElliQJEM1wg6qwu7Qly7DZtPy61V41DINloioORKJqq4yzewHVAAAgAElEQVRMywMtQdAS5lGl2BAigdBsWq/ceolxvE3swk7Md8kcV6ihG2HAhN+M1BjROIAqUsJZ0uXIJYlTVapfTtZOJVbDTMr/lokalhtPmK12MoeU1r7VYSUSigMM+c5e2x8jnM/OZ+fzg+WzPCwOKg6Hw+Fw/FaEq74dDofD4Thi+ETtcDgcDscRwydqh8PhcDiOGD5ROxwOh8NxxPCJ2uFwOByOI4ZP1A6Hw+FwHDF8onY4HA6H44jhE7XD4XA4HEcMn6gdDofD4Thi+ETtcDgcDscRwydqh8PhcDiOGD5ROxwOh8NxxPCJ2uFwOByOI4ZP1A6Hw+FwHDF8onY4HA6H44jhE7XD4XA4HEcMn6gdDofD4Thi+ETtcDgcDscRwydqh8PhcDiOGD5ROxwOh8NxxPCJ2uFwOByOI4ZP1A6Hw+FwHDF8onY4HA6H44jhE7XD4XA4HEcMn6gdDofD4Thi+ETtcDgcDscRwydqh8PhcDiOGD5ROxwOh8NxxPCJ2uFwOByOI4ZP1A6Hw+FwHDF8onY4HA6H44jhE7XD4XA4HEcMn6gdDofD4Thi+ETtcDgcDscRwydqh8PhcDiOGD5ROxwOh8NxxPCJ2uFwOByOI4ZP1A6Hw+FwHDF8onY4HA6H44jhE7XD4XA4HEcMn6gdDofD4Thi+ETtcDgcDscRwydqh8PhcDiOGD5ROxwOh8NxxPCJ2uFwOByOI4ZP1A6Hw+FwHDF8onY4HA6H44jhE7XD4XA4HEcMn6gdDofD4Thi+ETtcDgcDscRwydqh8PhcDiOGD5ROxwOh8NxxPCJ2uFwOByOI4ZP1A6Hw+FwHDF8onY4HA6H44jhE7XD4XA4HEcMn6gdDofD4Thi+ETtcDgcDscRwydqh8PhcDiOGD5ROxwOh8NxxPCJ2uFwOByOI4ZP1A6Hw+FwHDF8onY4HA6H44jhE7XD4XA4HEcMn6gdDofD4Thi+ETtcDgcDscRwydqh8PhcDiOGD5ROxwOh8NxxPCJ2uFwOByOI4ZP1A6Hw+FwHDF8onY4HA6H44jhE7XD4XA4HEeM4Te7AgD/3V/571VyLt8yCchZyeWYAHm8RFNEVQFQmUg5oyqtHNVsJ1OvC+Rsv2tOdkyklSE6leu0HbMDdtOcMyGYLJPzCCQ0C0FiKQs0XiIyIK0p46K80+2Wi9u3OTk/I4sdCyECiioIsVwnrX4AQxCQDCgS6hmChMD8xIAEq0hXRhCIAbTIYSoBCYGQE+1ixZ5NcqtrDAHFjku9qdqDhmAXxpjJOSOhk/FEQKx+FSfbDbvd2LVVKP/mZ5QgVg+R+Vh9hqF7T0Hs2Uv7ofMj12dEBJGEEKjyp+pImjKbzXYuOyhpoit7BGCatLxjSHkia4YMmq2PJALnj7yRt77hMQAudyNJS0fR2lYjioIGNM/Nh0p7NzmX/mYVLPVUUn2eZP2UbOUgMw8g8af//T+7eP3HCOdzfUrns/P5wfDZV9QOh8PhcBwxjmJF/eLz3yR0EqhIJASI0eQICbAZBBmGJrGGqE2ai3GW8kInkYoEQhCT8HRXjgGIfRZZJlRxTqR911qXUkeJUiThXgBSRLVIq6FcG5lIVg9gsznh1su3ODk7bZfWVYD0kqfILEiXulcpvUq/IgeEr2D1sHYqkmfOiAKhSPcSyAqB1N2vPsvcECKzZFoXJIv2ApAESqt/f844jq2uZGGaEjFuABiGobzP1D9ku/vyfqCiFDm1/TivM7T8X5v0q6VuqpCLOKt6CSfCUOoAguZEroseQMuKKUZIyX6YppGUMxkhpUt7nKQEOUHaiiJZDVTmyhNB7Z3Z6omF9N1Dap1bU8iiTRFQcim6nvlwyNXOZ+ez8/nB8vkoJurvee+7iZWwBIIMSFBCKCovUQiZwCkhbMtVCkXV1Xd46b4rSoiQpomqbxIRhhhNFdbVIRQ1ESyJ3pccEDKZqiVSzagOiMjimlsXLxE31rQqA2ebgWunW85PNl1phtyp6ISZnJQBDpW9Tt8/c0ZBtNTVjqU0cfvWLU7PzgHYnp1hWsQw308LcZSZQNigYN/n1lEtakjmDqjM6sB658vxdnuyYSOIZoatvdcYh0L60A0eWig6Dxx1cJEwt5FWstQ6zX0f1b6zF9VVPVQYrE3tFxBRe9c9GdEyWFQVm5CTMk0j42jEvhwz19JUiAqoIAQUQWQqxwZTf0rq2otW5vK7cmigXhBbczcAM9/7yOF87urufHY+l4d7PXw+ion6xvVzolpVRALChhAyWqTmOAhxEAKnDPHMzgtCDGrSdbW3hEgcZttHCCBR+cpXvsybv+0dALztbW9HgjAMQ5Omqt2q/5S+pwGRyBAGYrS6AEgE2aSFnUY18RuffpKnv/Q0AO/7Xe/nl37pw7zj8cf5XT/4O0uZtejQvmhWJMx2nCkrOVmHqH0wZyWlREoTqdg+cjYbU0qp2T4uLu7y1ae/xBvf/JbSfgMpQ5pmm6CVk1Amcp7LMqLn1jHTlAqJq0SZycVmN0vERuwYY2vDuFGSChpK5aMiIdogUeoZYoCunAbV+bp6KOdir1qdWtsPARFUu4FDAMI8qAch5IhqaM8MtX112Q/E3mVdMahOIHkx0BuJ5wEVQukuufUbXZNRaOfrfIjG3+5gCFW4r+c/HCtq57PzeQHn8+vm81FM1P/qn/gTs7orBGBYqJEARMbyvZdkpLTF7JRg/+skSlXe833fz3Z7A7DOJ9a6i3Okql7q/eo5y/6FmsxVT9r7XQTe8JZ38bZ3fVe54AY//C/9KG9403XCZtudJ01gnOs+P8tGlRzNMaQSdpwUMQUOQnWmyUBGmFA15wmCcnb9rZxfexNgJJaUCDK1skwVKajGdkzVBg7V3Jx14mYodSj3I1Gda5oUqxuQqayarPMNITKRifHEyhk2tobRXJxv5iaU1fuycvv1kQ3as9Q8nx+7PqI6oGQoErGK1b2q71QVDWLPh7ZrKCu9PJVPAoSIBm1CbyYgYSC3FVIgFnLnKl1TpephXhlIrkuFVnWlEr55FUFK9Os9RdEyQWlpC+3VjEcM5zPO5+5dOJ9fP58fDhHd4XA4HI7fojiKFfXp2bXVkWpbKDYTEeB0cYaFQqwE4IMqf+Xs7LRTZXXSelNZmTQsqwKqZN6XLcie1L1WcZyc3uD8mknbl5fKjUdP2Z4OyzoUW5KsVCn9qiNGk45nG51J3CGELsxEiTGRUmiSZs7KMAxst1aHaZqIMZBzIOeqKpvIWYtdblafmb0no3l+B6aOqzJd3JPARc1GGCS0lVSMEZHAZrAuFoehiJ69xFxUmgcl8LB3XgvnKBKtHZ8VdmCrtpRmW+gwDK2t2rvv2lREyPmAIxBms+ptWDHcP11aOAxV/dmvHtYdiGZnW4YVFXUc1R5737f/TYXzuSvK+ex8bg/+rfP5KCbqFlhYv+qSTFc90X7z1B/665f0X6jA+gIOqb069VlP6F41t0d0hRBjq7MEQbTYOnQuF2FB6qaCq+eUwSaE0Km35s5bO2HtxECxwdi1IQSGQqq5s0izTcUYEMnkPM32Kur9kgVvMqvPZmcXQbQQsFQ25EDWZHbGQuxhGIhdHSRYLKKIrgZskO7+LS52YcvRxWdp+EWbqlY1ayKEaoeaHWZaGxVS92TvCd29RkQCvXOLSOzOpdm0qodz7gYazdrKgd7uZaozs18uJ5v+/vbOQ3PGeajgfHY+1xo6n+2s18nn45ioD4vOrTH0Cqnl6uL64P3y2Qs2VbLuf9MD5/bkq7/fRzWUjEq1QwS0C9rvTlpWeSXpH7pPDflY2vpmojfHjxgX5I+x2oOkSYZVsjei9dKoJWWYCbOSCpG946Jmc5Ku/CBhX6q9QoKU/n21e629Pzlo+1o0k7G7lXfofnsrMZZtuDiX2OxvIrmFFy1u2d0olBr2DiOHl4nr1cM+9lYNfGsE/82B89n5XJ/b+Qyvn8/HMVH3Kik6abTAJFPZO/6q6CW0Xhaqjh+rdlq87LVkzXz+q9VBxTo72MtGzJUi3vMqDqrOoHvJWRGZ/9lvNEcGLZ62IUyEMKutzAEjoJo6ac/+hRBbtqd5gJDOczQhYSC0LEJTk1rn9kpARMKWEItqTKJVbrAQliDW7bPODhTNm7NrmRIoQpR+QDncoUWE5pghSg3NSOXYEDIincdvPzS0Y8XjVQLV4SWESAiZVMM0gJQToISqMtSAomQy0jIZddJ0GwO09MO2tCoZufJy4JFQHrN/5pqRazXoHzucz62Ozmfn8/zM3zqf3ZnM4XA4HI4jxlGsqBcSba+eWqmN7lv6Xp+2sh9ZkfvS/MFVwD1UV1chxjhLXL16o7/dIVXYuuIrNUuvKutVPodsIjBL7r0qrdmmip0srxwxzKalC1VNvzKpYRXV1tXfdxGvGkoiimqPGyxsIuhso2vJFlbPuG63vUQCnZapvZ6inhLp29FWbn0e42ojWqgbCUWS765bvfheFdmuC2bf6yNPRJbXzea5WeV6WC13YMG3Wj0+LKpv5/P+/dv5zmfn87fA56OYqBdP1duOuge7X1IfVDcdUHk1ddmVVbqP+x16G8Dp6RZKDKTUQcU8FV5bWat6VvXW0nkiN2/S5nXZOX3YdbLnhdjbcXpi1o0LqjdpPdbUWp2HaK+CQpUYI7udJbXYDqegcPOFFwF481sfb9SpWZ96Z41FU4gRK/SDUH9qJa8y269aer6ZXEIsv8fWxLlTF/b3EyI1874QkVWMo9RyDxAydCrJ5pSzN55XtWBta1kMaKqyVKmVsx+WyXkB57PzuW8K53M9+i3z+Tgm6gMduifzWkI/eE37+TB5Ft6e6+uvIOhrOq9DTpk7t28BcHr6GIpJq3HoPBOrdH9oQLvq/gexL5XDFRLjgXMOHbMy5WA5ufPo7OtQcefOHQDOzk5sgAlztqiclVWfLzxZrY6u6sz1sKw+r8QBp5+DkNW589/9SqcSeH1pHQQpzjCHu8mBZeGrvOw9Kf1eE8MxwfnsfO4f2fm8uPdV3+8Ft1E7HA6Hw3HEOIoV9avZl1Yn31d56zLuqfpaS3ZXqejuVzoWmH1CrYw0Zij5busGLNKrf6pq8FVWGMBKYq5auOXzWRKFbheisFZvXS2B9+XtfRZPTHuuruEkEwRK2mREIIsy6ZzOUJhVW/1DLz1Oyy/aeXTuhTZUO1gXiqJi9dHc9sylJG6YkcvKx5JAtDqIAglpITgT865Atb4bAtuWXrD4/xY5ul5nbWKvsbYXbUVZ66n1WKd+pJVVV4jWQaxtahs+HClEnc84n53PD5TPRzFRH0T/Qu5TrV+JuHB/fy0mgdW5r2b3uqp8VUjT3KFzVktcf1LLPXDPWtZrNGFUh5SetIcdOpaxmXPc5dKR5VD5fdkBC2NQtL0jzUawaZzmBP1SOnDvmJItLKKvw9oOpfOBvhZl0KttCsjyGUPdRtAq1O5pdrPazeugtAylUC3kLiErUgfeeu/yGcLQndOrb6Ura9V+heotGmbVtj0WA7SAlsGjDRyvsW8cFZzP9wXnM+V+zucexzdRH+jgvcfmLK3I8hp4daeT+7nvVd8P4Yrfjcwzse/pdPJqZR1YnayD5tdeojUl4dqmdVVdK3pv0mqnqc9xL4gImiEO8247FEk+Dn1M5Zxab3HtPQaU+QCtjeqfC2Jo+98s2TIhElv7WaKK1AY6e74Du/3Q9a9Z6Ldn67ZinNt+vXrsX+dqoOpWd4efuTtQYjtn+9qBih47nM+rw85nO4Dz+TXw+fgm6u7BDzmfyKqB9v62C5a/XTUgHLhvf/2reqfW87Q7T1iQSqSrTnszeu8yFrfodwE6TIK9Rzl4yrLTV/QpDa8i2NX3mQcU26YwtqQMIcxOMfU+1TmjL3tPXXSP1cD9o/abjUngVfxlQpC2rV+rQz3/fpizWOWsxGpdd7z7f569ssqKSRXQ6gn7EML5vLqF8/m1w/nszmQOh8PhcBwxjm9FXXAwOcFVQkx3Xh/z1qs79uxcr6YK0yvqsDrHTlmepwopzw4JqBSnhQOFrOq6cJy54vmvkuZ654zDarLefmXfzTZV20aoIaLajgWTYHOt1760notknQFKykFLMTyrpGr5i4bv6ttLqvu2nkPxh8vGac+hYf5NAuQ+xWECrUkcOoeWWk/ty67ndI0vvcNNbb/+CWvfm59RV21FsZPuqwgVVqXNf9e+8VCuqQHns/N5+VzO59fG56OYqNe2iaaiWr3LtepKWXoYisjedVequ+5R9kJtNWupDvNS9+v6wgsvs7u4AODatWuMO+XlWze5fuPxUtR+jeqzVLvcVbas/p8d268TVK5q93ftTCtCdFW3/i2F1GVgCMVx5pCWrxsQ0MCdi0tmUkWmKRPDOlZxQYM2MC5UV6uHWg5Gdj8p7bFQaxaHF+3eXYiRWdW0AambzNd61Ly+8zPbNnSCSOyeJyOSl8QWUBVEeu9Nc4rRrsGU5XuyXXy0s1FJu26NxTvTh0MB5nx2PjufHyyfj2Ki3gszKNLn2g51KORjcW19X10nbJJsJ0hV0qzDPtr3IiUthcX9vWyvkoSzTjz62GOtlsOgvP3tb10845q4dXA4FIoyXzPftyf2IQl1zwFmheYdqvvHFvXUSpiubVgSsLZxCIFr12wv4hACm82GN77xjQAlPeHq/ckydOSquvb3vRp9veo1w+p5FGXcGw1729uh8uxzTtTfnyMC6LpfzgRsA3Z3SvXn0a5vze3cYy2RPxxwPjuf+/sdgvP5teEoJmpgJlAnfe85mqzIvieprwjXS9E9Ydq1Xfl70q5dtDeoXOUU0+P82gnXz62D7y52SBCGTZx9IGpdV9/7waNX+fWOCWtnDZhJ1v92FRHq8Zaftxvg5nbbX2zsDaoHJOUQAicnFrMiB6RokUMdVRcSeF/HxVndMy29ZOf6KbUN6u99vl/acdXOnaep79bPu7xPCMFSIGp3XXtF0v0/dNJ3ved64L1i2XSgFlc999HD+ex8XtVxcZbz+TXx+eHQpTkcDofD8VsUR7GilgOSDbAnla+lkbXqalHG+vq1Oq0X1Na4QiKv0vv62J7aS7qbX4VOZdeeZ6Uu3LNfXSHxH1KVvZpq6eA19BLl1fXv1WXUM1dtr10ChuUd2HuH6xhEvc/6d0Uu6tCaSRIhxpIkoa5q6hPOxw5Jtu1IKSsEWaph62/aXyMH3tG+CvMQZhWfrI4drt8xw/nsfF7U7T7r3xXpfF7hKCbqV0PrSJ2nxIKo6xe6aOx955B1hzqkOmvX9veeC70SiqJ5AwuHhNoDVuompB0SlT1y17oeUpXNv7M3AMz3lNXf8zkhBFJK1c0CsIR8qLJOibCo08HO1g0JzSElEMJQHDgodqO8qENrLzNsLR6qf63N5sOrQCwRoFSbkQRSRxYrb0K6TexVsx0PYv+gOOFkJExoSYgQYmmjYttSSVQHkvn1mJPO/mDRD3C9ow3dsXJOd959a9QeMjifnc/O59eG45moD5ByfayX1PayFh04r3qNLqR14JDUB3QNLk0KXx9bl793DGm7yuxXr6t/IXVf/sFn6pA1X0Hi146lXeje0rbZgGbZ/FiwdubBxg1CvJdFZ/0E84B3lZMOWEpD6Vl8n6intx15Dvxm9w2rPpOvXHE9FHA+O59fI5zPV8Nt1A6Hw+FwHDGOYkVdNzdf4IBZ5SqvzLWkfjgUYl+67n/r1VYoByX0KjEv7FDlv/6WOSW07LZT1SbKvMF6lWhth5iurJXn5Z5N6wrpe318Le3dS2o/KIkLi3rZodV3Wat87PeacnDK+2q/tbfj7KHZh2DMdelVSeVgV9b6SQQtKrDqARtZplS0s0JRgfZ1ysw5g/u2mf8ehnkz+fVn09R2bdKrN+lse1eudrTfAQiQDHpgv9yHAM5n57Pz+cHy+SgmaovJM/Q2pD3V0hqV/J26qidZ38h7TivdwNFUZ933vfsd4nlz6de9jt8u0zlR/B5JWNrRDpO6fw5Kx50fOudDxF3ahPoy81Ud6z5xKIzjEGonXZkJl+csyq3XLe524MxD5/Xn7z310qlHLTtR1mb4Oly59j7tW4zR7FcHnGLuuXlEU4feS+1Vfxe0bMenmhEZHoha9P9vOJ9xPjufeZB8PoqJWlUbuUVstxcJVzX41Wg2ptV1PbHX0nO7dt3wqz6ydlTpr9m3l83X9v4E69jNQyRpUrQW2xiCNguFYtaK3HXsXiq18nM2AlcSJ1VSkRR7YtesgPVIrs3XDSZ7MZ1dE2uYO39QExrrw2YShDQbV/rrVmRfxl1KJ9H3xFZmt5ju+VuWInthKlPb7xbWpFCyiJG6FJ1DgkxxkqnPHBESwoZcPFmGeLL/vnS1krOGs+PSv2udBzrU3qcOXWzqDpXJnrsVH9CcsIFpJdUfOZzPy7qC89n5/Pr4fBQTdc696gJU05KMayeDAlHZI+AatVMu1CC6T+SFFF2k8fU5a8n94P3uYzSqHWShKuOwuuuQquyqZ8x9PmLYu259vareWzC8F16lk82qv2+x/FVZa8iSBXMrqhJjaOfc34pBsWFuHjiQBDK2e4SwQdgA0/7VxSNYKe3ZS9zrSQYpI5syb2o75yBeqtq+1Zfzmwvns/P51cpaw/l8b7gzmcPhcDgcR4wjWlFXtZMS4nKD8/pbdWyYf1h96v73Pam1P6c7vLR7dJKP7B971eD9nJvNJOc837/ZbWa7Wp+/t9qw6slVqp6lchbn7pXfrjxgd6lSf1On1cIOS+rtWVrdpbXDLGmyOG8d7hBCXDh57EnC9Xm1b1M7Njum9M9QL+tu3vI4KqjFc9S2j8QrpfeFmq7Eg84PNP9d72n77+6v2lR1T/XX20ftc61KFaDv35GcxwNrtwewfPlNgPPZ+ex8frB8Po6JOkF9UDNLabNtwdxpUpo9+Q6Rq3XoQ+3REVpVF+esYzP3vEbLde199wMHukekvFDNCQvvv3q/8vKvIlXW/UxGdh4LtdjBa1fJ+69SsdVnbfXqVZIrcjcb18FS5utDjO3vdTnrwaV/qHtps2a72j1u3jFJGill716rMbZ7+p7YNafwQEolQUIAwnjY27PbBcfafkAacbW08WoWktzdfHOvB3vo4Hx2PjufHyyOYqJOOTO3v6JJCAFyrg4pAZFlCrtK+sXLuw8TwNxBl1J275V6yOOznS8HyljdN+euE+ZCxk5kra/aOmu91/xv+V3owzPWErc5mdi5qV67kl7tfuaw0Q8I62dcDxj1mOrc6at0WwcYsLbLqqgodYDW4jhTO/3sNbr/kjqTzkwt7Tq+9L/QJHa7vbbrVMqzl634pJsY2pnFG0hzdx1KllzqD1lKT9C5X8Z4Tla69IV99Uo/1donlJrcIInawqC2C4ol+u8GVR3REmaiXTsEqR2i3nOdY+o44Xx2PjufHyyf3UbtcDgcDscR4yhW1NNCBWY2Al1sqp0JgYX6rKKXwOvf++oRZS1d95J0FYT2pHK6gPeqEtPVefX6/lCvmpJZgm7SW/19IXEv1V2qsicx9+fMajFdlGvH8kJCrjdaaHd0bpFelbcXvrFqo8WxrrG0tkF3XbCXtnf9HhZtVw/o3u+yqsrCTlYusdVakbxtadVJtcv3u7xf6OxjFjJjYSN2bIgnQCCvm0NC1fWWc6O9t375INpVuratdE84S+zNdoiA9vmluXcbHhGcz87nufB6wPn8evh8FBN1ToqE0s0EYFZlgDmdpJRsx5MF5pg0u7bEbHbEXquWZvXEXMqe/ar+Llerw4BFp1reY3lOVTXt2Zg6Yu/bodgj1yFiNxXW4jllcb8r0alh1uXvDY615M6m087Jea991tffM6xC1+2ni88Dr2zvXA7Vu/SlhRr2UCES6OMu9/egtXzDfXiKLgag0ibtc36va1NWr+3at6utBtmmQ3xIZugC57Pz2flsRx4Un49iok5JCZ2EknUtbRdJRGmEzyETghYTxZLIFX0nrAkYegm+D2JH9zvjVe35anYg9LD355q8dt4+aQ2hfV9L4T2JFWnflwPAsr7VXrKU0rWTCLtzO4KsCTn/zvIeeZ8069jI++me9x6L+sGsk1TpBoO9AvYLXMaDlhLMIFYu6f5uZ63/mjM/ZFnWy+yUuTt26El00R/mXYnmPqtt4K/v4uGwVDmfnc9z+ff8tft0Pt8LRzFRT9PUpKRK1NA1fs5C3cqsdbgsaLTzQ5e5Zqk6mxtoduDoJfZlo9/LA7VfEfTnK3U3mu550ohyBkBiRMkLEts4ouVYOdRJ3va5v7NO1krS2VHGCFrPLSEkmkvGoXqdqdPKOqBUvnu2FRmkWxrMWxHO9ZuydWaJdiwwoikhArGuknIixP+PvTcPtiW56/w+mVlV55y7vH3r93pXq1vdrW4JrWCkYREYARabBREMA2Mc4fBE4D8Yx4QdDhyOMQY7HBPGMzHY4wFizIQAAZJACCQklkESEmhpdbfW7lbvr5e3b/fde7bKzJ//yMzazrmthn4ezgvq19HvnFM3Kyu3b9Yvf2tWAUSiwUVTiFTzlg3YVBvGUla59SHSvFQDYvGezubSKiKt/6pbVKNyQCkXufwkFmvGEpbGv6o9zp32hOs+vkh06y+tchKkcK2X2XViTNbjucdzPaY9ntNtrwTP1weL3lNPPfXUU09/T2kFT9RBROaVqsRngSMPnHTtxhG4maDnanLVtLj5WjTU5sCDuKTjD6nU0u9dSnUqpaJ/ZPvvWkNy0/A4vHdB7NHhttvtSn+ry3RFZYLC+S5X3uDAKy7Zt4xS6k4t60xbPBMuGZKox+spaI+O2YMunZ/y5a88i7DJvgOHAchyxXi8zZ79a0yzAoC5GVCYHF8djmbgJSYd6LRB6coUoz5ldblmabQ/nnqU0DxEKaXaYktVl031RG1fZ1Ck8T/V96ZeS2lHM8ZvMExRbZGhSu1U0DgmeO9bpzvv0wlq8VTYFOH5mGGEl/MAACAASURBVOQ+uZl01+uqUo/nZt11mR7PVRN7PPM3w/NKvKhTsHogisRcK52Z1hoigFvireia5xLQSKCOvwPCqnrDs2r/v67hyjJ9WKImGNs6tK4uCqx1OFfrK5rfUxtUnPyuaKdraNJsk18Kdo/3vrV4Qh1NHRe70rI/eSX1YvIZWxdKHnvkSQC+8OAn+dSnHuDCxSneB7Dv3SeUVrHvwM3cdvs9ABw5vo877rqZN73+TgAGyqFkThDitEGrFhrYFd3Fckt0jgmkqjFm7Wq6m5t0BmSXuLxd8aHqWh+nsW6KxZr6qLpdWuu6bg8Bdg5UijPsQLIl8xTv62bzWXHq8bz4nB7PNfV4/pvjeSVe1NbWi1JrVXGULYtEghVfk7sOQRRq0AoBrLX1YhxgpVCNTUI6YE+T1uSsF3Ujbc47/A7PXNAJqXoDSZ/O+Vb6v9pARLXKLaPaSKHNmYc+L5YLn7VWo9Z5LbNGrRdx3b+S8c4UgL/46IP8yYc/wYsvPAfA1J3FyQSt6wD3bmc/RjmunD7HAy98LtSRHyRb389P/vRPAvDNb7qXzeEAkXkHfNLhdUO1CyBlcfx3o5fYx6iNQppKvUXgptFNz9TdYAtSr62KKreNtsNP2IibrUrcfOLSUyjN+gXXbKN0fq869Xju8dzjOT312uB5JV7UTe4xLMggWkruG0pprHi0ohoMrYLxidZdYxOq/qs00Eqqutq5coXqRuoFo1sDmrirRnulvTi6i1CajUhinfZaphJtSf2sNucWYwM3riXxV5cDbz+3rntxQ2iPe5fTFAFxirNnzvFrv/LvAfjKQ09i9BaYM2H85jlCidY5a8O94b5iB2enuJlHqQEAQ7mAnY/5ww//LgBWvo/7XnMHR/bvqcbdAAqP0Gxb5P6XtXXJ9/quQEl0CI310CqXLqjGZzIYWXxmMhBRxgT2eclJTKryiy0KY9zEvyC4uI7rWNfe2yWnvtC+dFmuk5N1j+cezz2ery2ee2OynnrqqaeeelphWokTdQh+0OYZAheVfNEEtAvcZvJT1BpvIcsyErejtYqMVeTACHoqrTXON+tOSQJUVS7pgQC8aorLGgYIS66F+trcl49GFgDOKpzzkWvu3IPCNWLmNl0KpKEr2y2XbVUXnaw8IhB1XamEF0F8U38T7tMCNo7XbF7y0Ge+zO/+1m9x6UrguFU2ZjLfYTqPYyw7ODxzZxEb5md9MESbDNEz5rNZ6HepmW2POXfpCgBPPPoEBw7exnd8+zv5ju96AwBHD2WMtEN8hq5i9QpeL/LETfFlmwNvGHWID7/TCUwrxAk1PxpEroHjr8dGVFoxFR+P4FEIPkld8xFGN4xI4j9h2eh6Uqt66lOaiGmclAQhA9U4ySmoXTvqNrSqvI6ox3OP5x7P1xbPK/GittZWwA6fvpUCL+gbwt+buh+t2hl4QmGgoatKYqU0QCEkXfiejEJqq8S0SPxSvVbXmrL5vV227fye2pDud85FcVYtulnQVfn2vd1nSWMReWkbn5DqjmXCxuJpppNL4jQnOkbMgS989vO89zd/i3I+YW53AJiVY7xYBsNg/akkw4pnMrNMJlfikHuKPMeYDK1tfKZFqZLMjwGwO1tcnV/lI7//HA98/hYA7rn/DfzA938vNx9sZizSMQXhYkL3l6JqOOouxg382rzsdFeMVf3T/LK46UMSky0XqyZartMMnXkpfecqUo/nHs89nq8tnlfuRW2MQSlZsBK11i7JX6uqv0PUjel6QSfLz2ZUJKWktiatNoBUYfrd4IqX6TA69XcpcOC1IUjiopM+ralX87Q3hup5jbR4TVrYAMRHPU6bOxdoceDNe9O1oFPzPPPk0wC859/9OuPJNo4S6wOwSmtx3uFjKp+14R4MBuV2yFUZ+iBhw5zPZlgbnpkXBUo5tAtljHcov42bzti5GFrwxKOO/7AH3v2D38EwZsgJMReCnqtpwiEsRldaqufqjJdfemKS5Zs0Syhx4GmTXbpLNIEdufvKBSNcTht4mKtFjdOyiFHL2n09UI/nHs89nq8tnnsddU899dRTTz2tMK3Eido5i0hoioivdE2VCb2vg/y3uMzIAZtGcnMlClWpGBoiKqk58MDdN3w4VZMLh24owlT3MrFY28K1fm6lX2rE7U2cdxCzdERlPmq0Ghx4ur9bbzs2cLstEEMMOt8+BUTOsG57FJ/5kg9/6IMAbF/eQoyQjwqsTaeEnDwbMpegq9qZXMFZMFqjCC4f3q1hy2DZO58FjttZF9PIxiTqJsd50B62z50PdV3eZrozZn3fAd72hqDnOri5TiYzhHnl+xmHiyaPLLGfzZFPfdPVAmhfb45WV+woIo3qm9afySqZltlpm4tvizK7FNZOu+52Axf7kHSsoe7r4ySdqMdzj+cez4vteiV4XokXtfUO5UKHMyOgM7R3iI4LU2lUFvQKlahCJJjY09EHONAtkZrCeY8xKWl9LT5ruYE0G6QS6FVLpNIUkUG4xwkL4hkXN530vXSO0jnsQtQiWVhg9d/8wrVmuWrjWBJDOMSSrcfAuZgwXUqQoJsSVeK84tEHvsrnP/OZUE7Pg0HErMTbeRw9QBRFPoxzMUMyzXxeMptH/dV4wsyMGQwMKel6WU7RvhbYKKMRBaUtgQD+zJVsnT/JR377PTz0qeCv+T0/9G7eeu+hYCLSWPdN3VQldmqI0xJcRASl05zFm5PhhwAVUBriLfEhEV7l1KsBhVOCizVnymHFLKiswpinl0ZTdJrWiEQjE1NdV0lf1+jPMvFZaHenrdcB9Xju8dzj+drieSVe1NPLQrEndjYGiPcCWeRsDCVaiqXWpM2ABxC6Xg1h5JpVNFKBoDNL15o6kiYpHRcTi6BqfbJoNNDVt6RNJHHOXWqW615fBuxuZp0QScm36k8BEqyNIetI3GWTw9e8+NxZ/u9f+b/Yu28fAPPSUvodtq5uUUYdljY5VhTzeQB6roZooxiNisogyJaO0s6Yl4ZisBbqmgvOlVUQHqMVeZYzLWcN4x/HZLyNIFw68yIAn/yzP+cNr/oxzKAxpp0xU9RJDJqLvZrvJRGFXg51ud+mJbFI9PXtbMStoArVTtKwgEkrqY432W12ixFfdsq73qjHc4/nHs/XFs8r8aL+zV/7Df7Jz/4QALrU+GINlxWVyEvjK8vKJkfcDB+YrimtKxA3B70biaZJXc46jnDk/HYXg6Wi3Xq9r6MWNUVb3UlbbnCw2LZumWbfJVqItstAS8QiiY+rY/B6O+W33/ObCJ7MBNBuDDRbY9jRYCvjCYezDu/CJjHzHqOEItOMsiAG07nC+gHTeS2eCzmHy4pDdi5kq9G6NuAQ7ylLh5kJs+1gkbJ16RzWL/Kay8Zg2ViFge3+IX3sPtaL9defEOeqcSqorrXqqSNw1ac0oQoKHZuiJETlqg+T1ZdW3UBbLHqdvLx7PC/Wsevzejz3eH4Z1BuT9dRTTz311NMK00qcqJ9+4otcfeF2AA6Yg0yLTcyB41iivESDVoGjTeIfrXUlJmty18FGoG3236XEIS2IyNJ91BxPVzS3INJqcErNMk2xVfq/6cbRpWVcZVdc1hSr1Vxbu3y7XC2u8ZIMcML4bV05zclnvsrO5W0OnwjL4M7b9vHk0wPsbJ2xDn6X05nFSUmWR47SWYxo1kzO3o1NAHJjGc92uMKY6Tz00ec5eW6YTIOBivUO6yxGK8SHMlrrcGLywnwenjdaz1CjwO02c9LuxoFXnz6cMf6m4rHdxl4RRHLN3MjLuO9aPNZdA7U4tY4ZDEF2qCsOPzx/eR936+uqU4/nHs89nq8tnlfiRX3DMc3DDzwEwOZwg30Hj7G+dZkDN4dMLXa0BtoxcLWjuhOP90F/VYtIQrD+BNDku9nUaYVi3wDYQUbWGnxULWppDbC0J3WZ/mpRlLVYz27XWr9VvEbbX7OZhQeCQYoiiLmIn0oMTlGJqXYuTTn74rPo0vOuf/zTAOzdVFy99FnsxLIT791mSmEyREVLXClZGxQcPXCQG284FuovZzz79PPsHWwwL4PY7eJkh6tuSBlxkfkSOw0RgkwEi/OOXCnQHjubAGDnYEyOss2wT7HzLeVP+F3jxYN4PIJuT2tr3kQ0Iu1k90E3p6vxStcRQSVdqBSo6Ge6bG5gUaza/qPU7fQ+ii6brTBLLJGDEVT9mOtDANbjucdzj+dri+eVeFFvbAonXzgJQKFHjM6c58SJCRJdAfYfvxm9OcQrVbsZGI3WUX2RuKQ4Ak2OXDrXloG6a4QS/p5AVAPb0+a+m9Tkjlvh/xoceNc1o/nZvZ6++yVAb4O4reNK45CiG0FaQIJ4X7lIzMbChfMTfuj7v51bb3tVGFI75s5bbmOgz2LjvZe2LnH+4hV2Jimy0CZ7Bmsc3jzM3kEwWtl/OOPInr1MZxMuXz4HwCPPnmJ8KeTuBTBayHODc4qyjIEVnA9jKhoVx/bihYtMZzMGmraPTeTJm787MxD+7Vr8LiER6rqUNJ7TGGvaJzBnHSYXhOSS46mjGzasUuPN1WZSPbPJvqfCaW1JPEEstDTeV1szXw/U43mxnvS9x3PVqR7PfwM8r8SL+urWRaYqgHhgbDBiKB9nPA5ilsPnz3Pr69+AGw2rWLoGEzgk6kFLgO0apSy71hSBLbMWXeCmGsBeGgWn8z0tXufcUmDvdv9udQLR+KErPltifBIa2agHlAjKCyq6yExnM/JiD29+y5uZjgP3q2czThw+zsZwb9VXW065eP4SFy+E8IKSFxw+eIj9e/cxGgYXj9FQoY8dZTbf4tyFwKmfPHUWNxvXgQS1xmQFzk1bUau8ixbB0bT30sXzjCcz9q4PFsek8zsAtEEdwCwXNap2XUhj7DobiYTNkDieYZw70aEQ6rR2yzfq5rUUh7p9imuX3+3e6yV7Vo/nHs89nhfvfyV4vj5kaT311FNPPfX095RW4kR95rlx5YA/WrPsEzDKMn0x6EdOXziHDDd41WvvRkwtBsuMWfCf7P7uisrS9Sale1qcUkecJiRH92/MgS8TiSV3lG7ZZrlvxL1FgVdLNLakqiDiaYiMxIcA/koEJJwMLm2d49DR/WwUOZPLWwAUGIbDdYpsLZQF5m7M/o293HhDmAvrLYPBiLW1jSpikNYhCMVAbXLw4A0AHD14kmdO72AlGhApjSbHmJI8z6txmto5IqDj2JaTMZNZiV8b0BJdLXRUOp+pXLvI7vfV9S6UaSwP1XQDEiHpvVrGJ53gBtERqK5jQVfVcRHatY/p3oXLK009nns893i+tnheiRd1Od+mSAahxRqlm7M1HmOiQcL84hUOXjzDze4OFCk0YbS2w1dSoZR0vqm/8t6jjcFG3YqSEKLQ+0YUHK1QjahF1UhKYxOQNGG7ZUapqesrV1mJ+iVWolJ/aU5g0PWwCOwFcVEtDqo3nCDoEp/F9kCK4JP6fOHMs6ytGcrxBGK7RBsUisxk1RhkqkAXBYN8HQBLGRdyFtPsQenmOOdwSiNqBMCxY4fJHnkWHVPnXd0ek2c5qKwWI/o5nhJtcyZJd+TGTK5ehv3rdb8rsVZTR5c+m+BPX+I4qPZYtcc7aaNUJW5sbxa1iAwAbWNZXd1HAntHf9V6psR/GtK+uj266ofExAX12pNUfbNWrgfq8Ry+9Hju8Xyt8LwSL+qjRzcZroUFgc5x8xkT75EYOvDoDTdz1733MJlMyItQzuQaFUMD1ngUtK65nWqhe1/lIU1hCxX1nKmAmAbHXXvofyPXkGW0jBv34pdmalHSvqf6VPXibXP6i+UXdR91hp/4lLhoqKL8DIeGvXsHiPKULnDX4jSDmA84hd8L/KJGmfC7qDa3eZVW0HuH9RbRoGO5o4cOsl7A+e1JahVzN0dE1Vys1uR5jneOScrSM1Ls39zs8LBVzxY/pR6n+mdTn9dmyZPRSWO/bmwTaUx9rEioonTgUUqjYpysmpPunpKagKYC/qLZjK7mMiyR9vyrZZy6vPQLZVWox3OP5x7P1xbPvY66p5566qmnnlaYVuJEbYoR3gXOppxZvPXccOJW7n3L2wHYc+g45VwAixC4xUyBRqGVqrw5go9aLfJq6rEqDrwTSxjq+L01B97m6rvU0nUt+Xs35OBya8VYV4Ojbuk+GhzZy+XA07XQn8V+AtjIgd9z/3088PAXQTlG60GfuD4cMcxyFKr26/SglMHE/LLKg/MlZTllXoYMPDMn4ILfYhIHrq8PuPPW45y+8CgAE2egyMHPSdaOeTZEvEOZcfW8wEUvnnZe1umncsHZnepxWiZGWxzztv6z8t/4Bu4Xi+1unx2SPmzx/t3avNDWFaYezz2eezw3Sy22eaGt34BW4kU9GZfMXFgk2XDI69/8Nu68934YBL1G6QyZVmhHJZ7BWjKdkYkhqZg6QYcaBhqCVMHYFwenqxNKwF7m8N4C5S5/74JMRHCNNHXVs6Rdn4i0AL3smSLthbfrhrEg2ovtiVO+/9BNHDp4I8PRXvJqY8xwXuO9I4sGIiYzaJ1VdTnxeK3IBjk66rmUm1CWc+x8hvgwj5ic2265gSeffBaAyZmrjMsgAkzNstbirAUUugiNyIsMY16+SKgLYxGp8bHE+0Gpegx3rbMB/FqklgxNlm304bOJ9V3rl1pX1XXPkJe67zqiHs+Ne3s893i+BrQSL+pssMY3veUtABy7+SaKtSNYDMZF/zxSoIFaT6N9MOqwzmOiHkUcoKTKkJIWt9Y6sI6A9walBohoTJbSk0VgpwYpGsCuwb6MuhORDF4SB94MmLAMjK1UuarJsS0Cu8l919cW0+J5LwRjWtW4z4LWVYiHwWAPb/imt2F0ydWrwafywngbN59jjCLLwtiPBmuU1lYRipTRGDOkKNbJsmAxNBgWDAcl850r+BgS0oviwMEjvOG+EI3q0vhLTLc91qhqIxZfRhY/q9Bxz313s3dzGEagM+Stbeplc+h1Zh4JSr2KC+7WXO8Had4VKp084lhXCQjiwLbvrO9uVp/Khu/NF0xjB2r+jDdVXPt1dqLu8Vw/t8dzj+d00yvB80q8qL/rh38MolGJVxpnQZt6ESoUToUsL5V7uiicF7AWHx3UtdYoVYfjS+D0XlA2dFWT8/7f+z1mc8uP/8OQ4SfTCqU8KSawEoUoHddakxNbXEzLBnuZ68ayrCkL3PwSznDZM9rAXtxytNJopUi5ZMUXTOfbyHDIIK9FeFnu+diff4azp08BYFTJgf0HuPHEYfauxQV9+QKXLl/m8nZw+dgal2yPHZ4Bg2GIDXzLza/m9lsOsGeUQxHS4uXlFvNsLyduC2EJ77pwijNfPIsVgWhdOlCagRZm3jGZB8vRE7fdzsgUONfa2lqfzQW//EQVTzoePBqJBiQeg8gUlCFZkipi1CdoXNMgCoeuXFaU0njn6jYlLIrUm7M0N4XYBuUjpusYw0tfElUIJl39ZJf+rTr1eO7x3OP52uK5NybrqaeeeuqppxWmlThROz1CRf88pbOo91jOdS4TN7V0RVpV3EfSOW1f3ebrX3kMgLwY8uzXn2A8mXH6zGkAjhw8iNZSBZfXKojW2iEI4eWIy1qO89Sct/e+lSmoe183JGK3391ntX0/pXoGhBOANiUmBkNw5Rqf+csHGe5b4/777wNgI/M89vBn+PpXHmLutkO7MstsvIPM55SHN0J77JyzZy9yaStkw7l49QpbO9t4o8kGBQCnTz3DU4+f4OD+TY4eC1z5gU2NMoYDew8BcM+rXsXnvnqG6dyxfxTuu+emE6w5x3g+53PPhDasDQ8xly4HuVw/t4ya/pMeh/KeR7/2FAAXLk+5+95XsbkxQMWsQ0251rK1pXVzDahaf+V34/7bok5JIr9O3c3AB7tx2S9fHLha1OO5x3OP50V6JXhejRe1N+g4uEY1O1DrphYiC0m9mJu+kXU4+JrW1ke87o0xc4+dcmnrEJcvX2AwCDqZsiwpClOLWAiiuOYz2zqI3Wl3g5R29p3m37pld/u9bOGFRdL+u/MeZR2XLgYR2KmTF3n8sS+QDTcYDoJI8t67buP2O27i8S89yOWdsAy2Jo6tyxeZb0/ZHIY0hUcPFeS5JdNRZOgs88kUn2eYQbAuNWabyeQUl802VkLCeOMOsf/QHgZZEJ0dO3yMzbUBpbJ80723AXDLngNMX7jIdDrjxN5Q7pbjR6LPodAEnIhUCsBlosaq787hKnA5XnjqCZ742pcBmNiM7fFFRqOc17/uHgAGRRFB2hr1as66frd+iXVoW+cYE0DUVS3Q8uhE33htaXV9CMB6PPOyfvd47vH8cmklXtTaC6JrDRaYXcs2J7XrhlEZi8QyTW7YuVDGuyF33fnNeNsOfO+cr4IHSMNwo64b0uB3N5jm7xS0v2l80m1793uzrbv1t/m9WadSu+h2JGPPxlEAhreuMZ08i/jDHDiwH4Cxddx81x0MiimXnglgnPq9HDs4ohxPKbIA2je+8TVYe5XxZBzqyjMyXXB5G7yE5TOUnJ2tU/jZDoULIQf1fsXACJkOm+dotJfNPUP0MOPIodCGcsdyx22v4dmvPciP/vDbALjnnhsw3uFF0TGiXAroZX9L3613GDXl1KkAbGsKLu6c53u/93tQKnDg4guQEM2obXEawKej8YkgdUD/1oOpDE2iGioopJZYqP59oR7PPZ57PF9bWokXtUfQSekugI4RiuJAawVKC4KrrPZQIfOJ9zWwjVIgCtUwvVSoECc3pnPJMs0HPvYX4Aa8+yd/IJbShKmLIQEbK6o6CzQ48BaXHd0TWmBXUhnAhOUiOO+rFHEv5Qay7Hr3dwJzGq8FMaJzKApsFlwy7HCTY6/6B0ymk2pBlzJmLd/kTW/6Zvbv+xIAZ07toGUdvW+Du1/zagAOr9/NrYcvMb08id3VjIYFk5mgo5Xo+t519h84wuZ6xmZMPn/DoT1sjNbwNojrsrzgWLEBB9Y4vC+I4U4++iRXDh7l6JHXcNc3fXuYiWwP3k3xhio+cepXEoIqpRBcPNUkkVadq7iKNuQcFy+PeNu3fR8AjpJHvnIKnGIeJWXJfzecuiJwvY9ryGOiSG0ynvHcyfMcO7YnzoRHxBFCXtYwktTeFC84JB1ubzw4UsL5+j5VGbR05/2lNrRVpB7PPZ57PF9bPF8fsrSeeuqpp57+TujVTz/PD/4/7+GGrz72d92Uv7e0EidqlFQhWJeJ7b33aGkbdQQup8N5KoXSKsm1IglGG1SMPev8DGevcvXKWWbzkB+3yDSgGyI2h1I6cnOplt10WovcUVPvUXPH/htyUC+XA+9erzjU1G8lYCxFjK08357w0fd/iON3vJq3vOlNAGhlUGjuuP21rA+Dnuvp0Rm8G7J33zo3HrsRgOl4ymi4l7vuvB+Ag5e3uHxlh1ufeJZ3PvIIf3z3PTx5yy0cv+EgJ44cYJQHw5L5vMS6Ehs5cOuFO151B/meTV776qDTkpNzhipj48A+Ng6GpPUmnXT84mi3+kya92Vjmgx5HCjF1UlYVFenOTfeegeD4ZBkU1IlPGiNc62DTLGOrS3xvkTiKcqLr31zG7eGdbmkSYlUaHJDwla1o9Pbl6hkxanH80Idu11bFTyPxyUSz22DfestPH/rBz/OnjPnuO9PP8lzdwVdd4/nSP+R8LwaL2pC2jYg6qrAK49SDctJH4CdLC2TyEgbqUMYaYXxmqxKlKIR8WgvzF0aKMe3f+fbmU1m1W2lnQManxKga0CFrDyJVGO/qBZBpcRoU529Jei4UtCElwPcb3S9+7f2hpI6LqCpxYrOIXbKztWrSNS1acmwM0c5VawNDgBw60170FozGBqGedwUJmOUGIp8LwAnThzg5hszvuvPPs7+rSv8yNNP8cfv+j72793HMDPMZ0H35eaWubVMo0xq7jzHb74RK5orF4LF6bFjxxlmm6jDByn2r8UO2QXjIUgba5qA1Pd2yVqkFodBe2blhM8/8CAAF67AO7777eSDYWVM46UZJKN6GMkytY5kZDGZ4KX2Ww3rS1ei2TD8y618qw05iVsblq/ho7Z0rml52MjVpx7PL/d6929/V3ieT0tcZH7MWtbC8+PvfCev+shH+OI7/kGP578jPK/Ei1rEtTPDOKJzf0OH4dpxfZPZfp4DJnHgBq8Fm9wl8EGnpcFGdZW1lsHGJsP1vUwmYYG5LMMXA/IsnAbJQMVn1XGGVc1xVQ0Pz+hS09Tfex/b/dIcdteI5eVuAst1HyqGFgzjsLZ/gx/4sXciZo21tZQtxlPOLKdfOMNoEJ67Z2MDpS0bmzlrw3Btbj3aKCZXQyhB7zRHDh3l8f/sB7jzIx/mse/+HtZEs3PuCpdsiYuxm72yWHFMYyjJUhwzb8EM8ARd2+HjN7A2XEeO38Q8Gh8NncepxKK2gdyixMlWm6xqfQ+fGnFjbowuJkYmmEGBMhlGJU5aYsbAmuuuuHupN4+LF88xGA5RyUjKR0MnVMMYSLXbtIxEqCNWtU+K3c529ZzLdKGrSD2erz88j9YU5SxIv5hPW3g+e/QYX/4vfyrgeRqkFj2eq0n6j4LnlXhR93T90dn77uOFO18TfkSRY0899dRTT9eeVuJF3WRYvFcYAyHGb+KoHOIUoqUqLCI4PQOnUDHG7yOPnuT084rpduCsL1w4z9Wrlzl85Ajrm8G6b8/enEG+h1fdeYBch3K+WEeswg0SV2bQxmB0htYxsT0CKnDTqiMOacWBTSKXKv9sCRR475Zy27uJvWqtR5tT203HFdpRi8qUgPKpDRn7D92EdR6iyFDmU0qmjN2E3AedVp5llF7Yt+cEhQlca6kcWabI81D3mdOn2bOxwcbmBsYHDnw6Kbm6s8Pc2irPrVMlpSuxSQekwIlBY6oEAfPS4+Yl+47vxURRqcUQkrnbaq6rcIzJirflWpNOFEDHclScYX10iG/5lqBDO3N+ApkODAAAIABJREFUGzXMMQQrWgD0HLCIbaxDAV3pzML8u+mEbHMd78NaywX++rOf49LUct9rg77v0IE1cCVa8iq9kxOD6AKj09xPUBKskqu13OLg07pIc9/Ex/UhBu/xzML3Hs89nl8JnlfkRV3rDiC5Z9T6A7ygUHinSGbyWjQexfZ4zkd/78MAfPqvPoXy63gbXA+01uS54emndZW03vmSnavCP/xHP8TrYoB55iVKZagoclPaY8QjpvYAFYKbSBOU1WcHeCL1ZAUdnauC+af7Uj0vrbNYFJ/Uz2heC+NVRc8Roblwgl9hyKLjU7Yi5yDTDNdHmLh5TaY7TMs5L5w+jbJnAdi6dAmVaUw+rNpy+tQLnDAn0NSgxWic9dgyXLPe4sTVbi3isV7QdoIxAdjZaIPhkSMU66NWj1UUJ6UNre5vPR5J9Ngd++an0sKBQ/uYzWOUpPV1plGnV49ccuUIMYIhJV5w0f0mbjizOdaM2RgcBODpxx/jzMnnyTb2cPXiJQDKnfPgp1y9tM3OTnhplOScfPEi7/ye/xSAjWFezdNSSq5Eze5eZ9TjedeR6Xw2n9Hjucfz7rQiL2ofuS5aDv/NQABaeZyzeJ90TJrLly3/+l//Wy6eOw/AsHCU/gVM5PC80nhyNBllmYwMMrSyfPADH+bVdwbfws1Ng+BIc65s4IBEbLVIsixYjTZz4jbB2eSovffVIhHxwRBkF1/L3UINJmotXGQJqGsgVwtml81CqeRPCKINphhSbIyYXg0L33nP5SuX+OojX+b82bhYZ8LMwnA9GIfcddshDu/ZYPvqFbJo4e28YJXDKsc8cuU+JL5t7C0aLyXTyQ4v7ASDsxte/WoO3X7jAmib/oepf7udPGqQqIozT1c8is29BU88HiI6bW7ejpeckPEmWoGKqrldqTchH9MYpnk5eOgQ29aQ8icfODSkyHe4euE0lzfD2Ozbv4FWljwTNjfDRqhHGxw9cSNFEV4R3tPyC+50qjlb1Cew9oa16tTjucdzj2euKZ5X5EXd/t2NUOS9B21BdJ2YHcVff+phzp97hjymcCtLhWjHqAgO+FlWIKLwTpjPAmqNzjDZhPFY+KOP/jkAP/Hj/zlOSrKYtcfZCMj4JAgimS6IW4nsG5tQ0yLUe48xi9l2lonKllJHDLf4XS0Ae7c6jQaVJcOcHC3CaHOdC1cCiA2wb986k+kG506HuMnOefLBiGIUlsqREzeyb23A9tUdSpeAIFgcogniTMB7G5peGdoKfl4yVZo3fc87ANh35Dil5ARrowTUJOrS7c4vHZvODgAopaESn2lQwuZmyLP73t/4XW64815uPPEtJGAjUkWwWrBC9VKF+bPeAwYV18Xmvj1823d/G1tXtijtMD7bxMhHtchLFwXZaA1Jp8kl/krteNKLG/n1Rj2eX4J6PL/E2PR43o36gCc99dRTTz31tMK0GifqJvcYrAxa4pGUg1aLqzgYQXPmxedRMiFxLXOfsTYashZ1JN4Ls+kM5xy2DO4I5A6dTRFKvvD5hwD4T976Zm69+RhlDC9nDBhC/trEDzml0JHjq7LlIIFzbJwWIIRITDot713sj6+c6yvOUTUNDLqc1nLuM41LXb7mXJvio2ZAB4niJ6VM6EPVUM3eAwc5/8LJ0Ecv7MwmmFxz4liIK3zu3EUOHj/K+r5gvDMupxRlzmA9x84jF6sFcT5kSaonFa88VCcNKEuLZEP03uDnOUUwSxQ3QsoJG+c/uUl0gviHPzfcaSQE2lBVnQonmiuXQuzjm04c5ZZbb8L5xsTiCWEDVSWWVNXEN0R9xpDpJGYDzCZr6wN0sY/J1SD6m83moW6vSUcPEQNekGgYJDroybqi0eTN1D1l7W6ctLrU47nHc6uPPZ6r739bPK/Ii7rWASEOLbrVKRFBvEIaqeqcg+dffBxFjq+MDTzeGcp5LcoSUVhrK+s+7wXthyAz3PQKAL/x6/8v//Sf/beMRjF7DCU5QeRSxaMNFUZjhQaYVBR1NPvjHeJTkHhf/V/LYGINQjMMcaSOuKYxmd2Ue62/q6YBj4fK7CNVJpXesKpPMtb3HYAiXL98fotTZy+ylmfsXAm6qRF7sZeE4XoYG1c6nj19isMHjjLIUqKCGd6At1LhTPkMrywuzuusdMxnjuGBfRQqWKDmUuK0RXndGIjwXS2IE9uGOkLSJyZfyTi+IhCDHhjRYAYcORgMRu65t+DM5dNYbqg2CSUZHg34yuJUG43ymsxkmBhkYttbxOcQkxJoM+S5x57CrO/n4P4jABSDMc6XIAqf+qMMWulqQ10IskHSZ6o0S405U0nJy/VEPZ6b1OO5x3Oas789nlfiRe29kKIWSQPUrRytymF1zUE+8+xTvPjCCwyHA7xLnLrgBcY7s+p3iCqk60XiwzMUGcoG/99L58/zy//q3/LN3/qdALzlLfczWtM0XQOalqG1ro0IqDZH1bQITbqspYYmHS6saYSRAtEjUq95obXZNe5sfe62DpqbQjpFmOEGG/tC9puzz5zizAvnkHLCugTDktyuIRPDE+efCZXs22KuLnH6+Xu48faUq3aEx1A6WyUq8B5KXzL1YS6mc0dmMjY396JUXvUtHLjalpthAJZYwjbGoY4ElJCi4salSZbEihDpyphweth7MOPTf3WSe988pNwIVpzG+2pTqa1+kx2LkAJgOFei1KDKsyxc4csPfRrLDbztu74LgOHaOpkqQwMrz5rAxatKl7UYnairy7reqcczse89nivq8fyKqNdR99RTTz311NMK00qcqBfEYh29jfcepT1zp7HzYE7/oT/8Q7I86G5SuEJlPFr7yiIvSCB8CL5O4ohBvELrogpV6L3nzKkX+cDv/CYAn/z4J/i+7/9e3vSm1xICHIDCgWlz4EoptGmLcJRSeKnFVE2Xj2U6iS5HvOxvldhsV/1XGjff+N4+waR2dMMalpKx/0jQX4l6mBtPHGRtaBhfuhrGZpKRFyOyYeDINw7sZ33PcV44PWXrahibXO1D5QWz0qGju01pHTM7Y1wGH1jnFcO1AXmhqtNWU1a4yJW6+mChUkCBJWNTUdIPqkq8CR6M4CW4WxRrnu1LF7h84Sp71waxjG0IP+vhDivLVcH+rS3Jc0+pgv5K+wnrmxpTgDEx3rIOlq3JOrXZsup0RGNOW2Kz9ingetFHL6Mezz2eezxfWzyvyIu69rsM35frbkQrPvnJTwLw+ONfZzTKcW6GRDGEVqC1r3QaYZAd3ttGXWEjyLKcbGBjKbDlFs4H0dnJkzN+9Vd/nWef+XZ+8Ee+FwCjQCuHcoYUMUhpAWdChp8KdDFgf9psEqj9cmC3J7eqJmZz6W4aTTFYYyOMv7vVL9V9dQp5Mjb3BWMQchiOQCuFj0ETnr9wGjMcsf9w0AuZ2R6ynSF71j07s2Dkc2VrjMqmQIaOQPUO5qWlLAP4i+EaxaDAGIEYlzdstnopYJcJjmrjGmpgNHVh6c50yYNWgsRlXoxGfNs79jManQV/PJSWDFTIQ9vWJ8X6I0CNSQZHWax6g2/7zndhRWNjeV2J/FRlpFIbzKS/hG0kuHo251CiaK7VY1iyZFadejz3eO62s8dzbMffEs8r8aIOi7LmkFEaJVJZWmqtcaLxM8unP/FxAIoiGIYIxH9hoAeIpYpIJBInocmJIjH8X4ZhWNWVqYwscsHT2TlwV/nTj/4hl7YuA/ATP/VuNtEMFORxArWyKJ9SrC3TUzQXYzvqTsUJ16x6y4hFKQHx7QW+xKq0zZWn0h1YRF2ZWrKxGBxqEDLp3HLPN/HoZz/L3mHBkeMByCduOcZwMIybF0zGO0y2JsyswcdgAXPxaBRKWXyMMmGdUFpLkYUxXisKjDLgk5kFeJWhvGvoe5r9aYQObCR4aI9F45qkMXCInsb71smsZRqDNmwU67zurd+CeEGl7DZVPQLY6rtSBlEGHZPIKweZMiiXgG5wZh9IGMPwPKL+qp6nwM5L1ceoxgufrfnwcY7qcZBGHK1w7/Xy1u7x3OM5DUeP5zQOrwTPK/Gi9iKVPbvWXXeFaMCh4OTJ59neCSKcLIubgagq1qwyumXQIRLCyDXrU0rhnMMYi3PJiESB0phoAbg+LBhvb5MZzxf++mMA2HKbH/nRH+PoDZ6NaDmY+QLRIY1fFceYNqxqsR+0Jpv2RAUXgpe2CBQvHSBTicC611r3xX+WLQyFQWKc3Dte81peePoJ3LRkff9hADaHa2RKV7lw/b4p433bXN66zPY4RECaTxTzco5InbbQ+uAeMRyEujUKgwYriIsA0hqUpWu9uvsQ1CK2uq91LwUbuXsVn6kRMUx3ArD3HtqH0bYVo0CkvfE3SZNDBPZtt9/KlYvbzGdxU/J1nOiab1Zde6J4WS30KZRrFPY16GN3GuskfV4fL+oezz2eW+3t8fyK8dwbk/XUU0899dTTCtNKnKjF+5jdPXLNMeRg1yDj03/1KerQbYFbVWiyLGbE0cG4IrlwKog+l1F3QtIxBT1XyohSlsHPL4t6nEGxzkzP0MwqkcoXH/wcV7Z3+Jmf/SfksVxmHJrgU1fleFeBcVItEQwgNfecXBEWNBiNAPPdRAGhJln4e5O611o6LTpGEEmkIw4f79P5Gq9767fymY//BVe2t2Mfc5TzFHlcKsoyVQoZ5FAGrnx6ecy8dK2TjkeT6byaw0wbCq1QvgwKr/BEBFUZeNRtTqxoGoP2yaVNlawxBrDQDV/ZoKsqZ0Gkp0QFN56WaNNFI6VOtd4H39mYcGAwGmDYRul6HZGaGKtKXHWTUe4eqpZ1IfTZNPodRYVqlxtWnHo8xyI9nns8XyM8r8SLOogd6glClovLXnj+JDquAq1AOc9gOMKkTDoI1jvyKN5IizeAWbXq8uJwMU/6eGcMTipneJ0XoEeUdtJw9Zvw9ONf5Td/40P8F//4RwEoNuYUki2IQdpWrw0DlASqqN/qArsFzIjEBfHIMlFMvHc3kc9CpaQFJ8C8GhunMvYdOc7tt7+aB/4yGPlc3LcvBK9IokyTMXYlzjsmMfh/ObdoY8iyrJoLjCYvcoooxsyzjMyAd2PKMuic8sGQsOGWnTZKbGaz74pKABQUQvFqGlMfNlfJoDJkmoPMEUmWviG+b0sOFUkr1QpWoZSglA3iPAAxKMnQqrGDxyamzcu7hWp3xWXXMlpVfazFbtfrm7rHc6Aez6mNPZ5fKZ5X4kUNVC4ZWguKoOdIC98ryzNPnebypUsUWVw4XiFaQaEo48ShVGWQAuClRMSGelwyGMnwKJwHFY0n7HyMd74KvqDLAm3AqzoiUa4LtGi++tlP8fFjIaDA97/rHehijtGmCvYeNDm+yhOrvEb5wE35ys0kuifEO6Ce6GWcXYt2Xymtxa6UbdStQNLY2OoWRYGoMdqHIPdj51kvhhw7uJdhjFL05BPPgllnbqNRCeDcnNzUBhz50DA0OV7A+DAOwywj1zlDE/SEI5NjtCYzwuVnnwwNGOyl2HeQCzuXuO3Gm+PYeLz2KJ9BnFdRDsRQb0oSAC2+uuYlWGkqHJkPy3quMkRZ8piqz1MiIjHCVYqAFCNAKVUbwUT9oihFpmJUJC2IliqIfzPJQBWEa5lOUbqbczBBqsGcKNia1i8ghXLBLSgZDe2WpGcVqcdzj+cwNj2eq3KvAM8r8aJe4EYkJ4RtiyIV8Xzurz8TF2y6JGRFgffSivSTBg3Ae4uLrhzJ0rBpTZkmV2kNzlWctBeHEoXJDLaM1qvOoWXG/ffdzmvvugWA+c4WhVlHm3Z0mpY1aBSLtWdROqWoOLoux92qSze57MSzSfVv2lzwCuMHlVhRsIFDVUIdYkeBlJy/oPj8Xz0MwBPPvcgv/vxPMT/1ZV5z120AZPoFnnvhPNOrIfKPNZrM5BgzqvLQKgezscVoGI1i0vpBxub6OoPEgecZJjPB8GMeLG+NLrl6+irve/9nOXrnXQB8x3e/jRsOGbQuUbH92oP2KdNsAKMHRExje/TVqFTLQSU/yPS7OeKNk0h7CuIGnyIiLd6TvlZSvZcUhS0cz6oNvGkQ1XQ3Sg+QRvnO01eaejzT47nHc6f8K8Nzb0zWU0899dRTTytMK3GiDsYmNYfsvUJrV/vbieKpJ54M+pJklGEUg8EItKrC1Xtp+zZ6Hznvpgiq8bfEsRqd4XAL92Ym5SMNeotveuPreMtb3kAWI9d4N8O5YSsheWhcm5Ouohs1OK5UrjY22F0OItWpwzfKSqqcOtduvKQFz6Riw7xzaGMwumA2CRcf+cqLPPjAIzzyxKPsbAeR4R33v5U9h25CDTfIByH6z9EDe1HeMYr5ay/uXGU+nzKbWUzUHWbZAGMUg40Ba0W4b8/aOhvDQc2BG43SBpPBMCYNKNYyChlx6sWneOzMBQAe/PLjfOe3vJk3veVuDh4I/qCFsYgeV8EXUIrAnDdcWaAyIqlEpQTxl02nr1igNX7Lxjt+am0w0dCIKG5s+WssqWKZhLPtE8vL0j+KCEmger1FK+vx3OO5x/PiPa8Ezyvxooa2PkAog44i+kFeujRmNp6SDU2l5xqMhuEeaWS6qWa3ASqtQiD16kKAr5dGqEKlybIck0RNWuFciXdgdPAbHK2vceKW2xhurDFYC+KgLB/UKfJaorL27+A3Wv+uDFE6qXa6m49CgYKWkeSipcvC870IkhfYaMV55cqcJx9/ni998Ws8dzIkkL98eTvqD0tgC4CHvvIgD3z1LMeP3s1w4zkA1tfn7JkJTkX/yVwznZcBJNEQKFfrjIYDRqM1iiKMzdqgINe60kGaaME7LHLyYShTjA7y0T/5AtuTGVkegF1envLHf3yBj3/iCxw6FCIs3Xvfbbz2/ps4dmxfeJ5WGGMxft6QLDWDLKTPEFHIVhtiWhsdoZO076vHOIrMqu9/E2HV9fFS/f+Lejz3eIYez9eKVuZF3RwIwaLEVHqKrz/2JSQHtKqsELUyCAYlunIPUEmHQQ1Y7TUhfV00UBGDDtAmGDSEvUBnGpNF14Nc46xmPi9JcWyvbF3mE5/8LK97/VsYjMIiN9kAJZHlS4tHURu8AM55wMVl0V0YwV60+tXcHCSOSQPsSqDiy3QyzAh9UsqwtR3i8D7x9TM8/tijnDlzCoAzZ09RljOsnVecn/WzmE/XITHUop8+z6/86nv4mf/6x9hz2z0ATCY7bM4tOi4VA0zmJXPmSDyJFHrIMBuyPhgxyMLYFIWmKIoQgxlQmaAzGKytQRE46ytlwcc+8RnIcrIsHRfmGONx8ymnXwyb0PPPPcYn/mKTfXtC0IYTNx7lttuOcPsdxzh6JKbY0xZHiYjH+fBCUHpCzkWeee55AA6+5jbW95gI13SsCThWolA+6Ql1+LuqT3faS9AJRuMa8Sa+R9qcdHt7D1eCzqpRyEsI3uBrzjrlH65fcD7OddqQmnVeD9TjucczPZ6vEZ57HXVPPfXUU089rTCtxIm6ayUqYvCi8fPA4X35S18hyzMEWwVDUEqDJN1A5GS8oDT4FPdVfLACdJ5kHekrM3ppiZ1Mpsmymrs3RYbWhuksZlcxwnQyDdyZrjkn7wXvPMok7i3W3RSVdHVcRMvAlx6VaIXYLiUqiqkkiJsuXxzzyNce47FHn+XsuWDJubW1A5SUZdBVleUUL5Z5OcY1gjBorfFYlAtjU1Dy8Kf/lPfuzfiut38nAAfvMHjzCcYnQzs2laKYeUprSRmMVKYosoJhMag48EFeMDAZRRyXrDD4wiDr+zh6S+Du//kv/it2dkryYVa5iyilArdrPURXCsFQzoSLly6GPm89wSOPDEENORSTyN968wle97o7OXbDiHwUThRbZy5y+tkv8dSTjwDwqjfdxYG1o+hMLzKzUl9S0QRUpNZVGh3CWS7oq5ZYgXb1VSINMajUdzXOVvW3prjUd/Vh18eJusfz0lHp8dzj+W+N5xV6Udffgym94sknnwHgxRdPkw8zlDate5TyiPhar+QFrVVltq/QWBfEJ6n+pG+SYJoQ7iMYvLjoK+lsqKcYFFUGHjcPxinj8Zj1jWBgMRxITCqfxHRBsuUbk1tPsnQxGuHfAHzTt2AJ+RABHxHD5z//KAB/+pEvMJ7MUNmc0l8BQGuHt4pZGZK8W+vxXpjNppWhSpblYVNSEhYtkIljQ835s498hHwYxE3f8sb7OHj7Ozl68xkAnvrag9hz5xk5U/mWYgxaZwyKAUUE9jAvWBsU1Vr0WuGLDW695838wi/+EgAPffHrmHyE97YapzzPERGsn5PpvOq5m7uqjNYabSxKzzl3Pmxm586d4uGHv87xGw/x1re+JvTHneFVt9zJnXeHeNJDUyDe4RsgbrpLVNty5XJRC5ycc1T+G5DkltTximtqRuDyXmhFM5LkMyq1Hm6JUUkzhWEbG6tPPZ5j23o893hOLXmFeF6hF3XTeMKileFLX3owXnGIGDJjqnLee1JGliTzVypwSSmEXfAzDP9XDFCcMBFVcZBprnwMhuBcSZ4XeK8ootWjdTNAmE6nlDYsOGstWoFp5LAVqYGy2L9Fo4cFDq66h9inhjGNgjOnp3zsY5/m6aeDvsr5bazawc4MXkK7jM6Zzy4xm82qOkQEa+dV/VkW9GCh7WkBGbx1ZHKBj37wwwDccvPdDG70GBdy3N7yxu/g2OUXOfPk15hevhTqkoLMDMizgjwPwF5fXyMb5MyjDnL/Tbdy4tbX8J5//34++9kvEhuK01OMmCVGPArrQnszHfWQrojzpBCxoGdV2zWaUqY8d3LM2bPBkOW++09w+OgmR264AYCdi1dRR/a0xr01I40fVcjHKsSgDskmqvmKp7sOL50sUOvlvEyP6dtYVtA1RGr7Cu9W12pSj+dlY0LsU4/nHs+71bU7rdyL2otH+ZDP9vHHg4hDaWJmE6jDuVhEgrm+j8YnIiUiWZV9RwjjFSwyiXU5lAYlps4xq8F5h4liHW3CorLjshLNra2vIQiz+ZiyDNzpfFaC92jdTD5Pi6urTxeqmjxJ/6jqVy0MaXBqKPDULgtPn3yR9/7GH7OzrZnbWSzmKW2OUoLOwrVpOWW8M44LEfLM4L3Di63qsq4kUwEQtYAvWFRmbg03Ddz8e37t3/Df/U//jGj3gR3nbB69nyPHb8LuhJCDZ7/+KNPLl1grhug8JnXfu8mhW27h4C2vBqC0A37rN9/H77zv9+v5MQJaMCqrNt5wovGI0lUIyNA2AZnFXxpvDdpkKBXqcjLH+i20meGmgSv/7Oeu8Mwz53nH2+8PdUwvYJ0ny+o8u8Hpo56HMIcp/6yg44R4pTGqNmxKYSNpWY8GFyFpceYdUSeyAOLUjjCfqvrUqq43/OuW3Ld61OO5x3OP52uL596YrKeeeuqpp55WmFbkRA0VpyKCiOaZp59nHo0nhoO1KNIBY5oB+j3eO1wUcQUTeGnrFELBmrNVPuoqdMh3G+4khbGDmPfUu+jInkRzwmA4YDabM50GPVeRzVAUZHnNQWqt0bFdzf51DUli+NkqMATQcvcIVw2ojK89+nUA3v+BjzCbK2a2ZDoNRjFKe+alo8iHZBLGppzMsa6OATwvPc47vJSkTDRaDNa58KsKbutQ+GCQEltw9dzz/NL//i/5r37mvwHgra+/C2MvMcqOkw/D/Nz5utdz/pknOfPcKQ4evQmAPcduwOkR24EZ5g/e90He+97fxee6cVrRIFRJ7KtRUOG04qPOTJTCK1XF09cqttm5GFE3nVSyMMY2zI+SGc+fmvGxj4eTwptfexsT5xkoFeI1x5nvJvMRAj+sVc3JegziHboqG49Q0V0o3Vi59zTVZEI1nl5AkjNJQ3ybvrcMUiSJYFM4xW+UpGE1qMdzvNbjmR7P9Ti8EjyvxIu6S0opHvj8A+QxFZs2IUOK1jnehq57H3Rfgq0MKlSMfduM7OOsw3vIqoELuhzxtdFKspys1rcSiiIGBEiryWvsXHPm1GUOHd4DgHVznDM45yoL09A2XxlKBFAH/UQrxZ00l1GT0mIGxRpf/dJT/M77gn7JicZay3w+xrqweDOdBVGignk0NpnNZqF/0bhBa0WW5ZTOV5GZsiyPokZF8KYM7XY2+P/F/RMjwtaLz/J//Pz/DMD/8Iv/kp98170UYtmOVrzjmePW193Era+1mGIIwNX5lHyW80u//H8C8P4/+AAy0MGjsWmo44OO0blmzGMVNz1VtStQ7YfoPThvUb5Gu4inyIvKqMNbweltTp0P4/KJz3tO3H03m+sZTgUfVSWW4N+oq31Xqp24MSu+O09xXptTuMyis1nnQgXN77olYoVk/CJVysXrRUfdpR7PPZ57PL8yPK/cizoN6rMnnyXLw4LLswxMWBBl4rbxiFi8uJoz0yropVStH1BKR8vQeSwzDKEICVxpqAsUujGAHotlMBhUi6q0E6QUnnzyKV79muNAMD5xmWsBOQT4aRvTpNnvhiGsbgiNbf1dlOIrX36M9/72h1Aqpv3zgnUl83JKWYYACSGBgKe0c+w8WYXGVHcNDs8hKFMvXqU0mcmCRWsKlq8MxuQ4p6rTgNGKzBhKAsf/L37h59hUP88PvOv1FDEM4UBbvCuZW2E2TgYjjn/1S7/M+37v90M9owzHHK3qNIKKpLepAwiETDjhR9pwa4vJWt9D1BOmzTisAdUOX6k8UjrShrB99TIf/NDH+emfeBfZIG4u0SKZlmEJ1bPap4M2qchGt+atCmxQA7xteBSfo9qPC8ZQjQvRAhqlGvq+6+9F3eM5/uzx3OP5FeB5JV7UgQtLpvqKC+cv4WxZuU0YnYHJEHGYLE6atWilUN5UfpCosIgTaLTSZMYwa4iNRELgI6Ubgy3tEIAeAedxXjDRpWCQh4V16tTzlRXi+tomg9zhXAPYBOMVX1n4BfFdUxy4kKe2HgkSN3z61BXe//4/QKmsYWgCtpzjrKWM3G+YeGMWAAAgAElEQVRRhMU9szPm0ejCO4sii32M1SLR7SJxvwatc5CmxaIDpTHZoB4Lb5PHahjT8Yv89z/3c/zl536cf/qz7wbgzhNDXAmmHDKbhrb+r//8F/jA730MWQunlTkW1QBibARaa5z1lQhPfBgrpRV5loyIwqZXhYhsbARpJF1ZYozBWwsmtX2Ot5ospcAzW5x85jQf+vAnePe73g7AKAONbwhKU9t83EDiKSZtzA3/yZaIt3lrC6KqVXclYpO6TJCUqU7ZpktJh6tfcerxXI0EPZ57PFclXwGee2OynnrqqaeeelphWokTtUhw40g/nn7qWQbDDB0DxyulyYqCsrQVw5PlGba0zdjtQQKhFLkJehWNwusZJROEcM25wPloFJrkCmBJuV4BvBa80sxLT7JPKRhidBCiPfTQVwA4duJmBtYydB5xFT+F0lnDmj/8LXBTnX4D+KgLUw60xc7DlPzWe/6E8UShtCNx5dbOsHOLLy1uHrjtsixwovBliS/DSUOhMEV3ahVaG/IYwCAzgyCeaei+rLPoLKv8NMN05IgLfq9hrAxDe5E/+sC/46EvPwDAv/ml/5E33n2EBz75MP/L//YvAPjKEw+j8gGS9IUCgsJAaxySGKlK/C4eY0xLNKZQaN081dSf1YmiEpMpJMXvdQOcnzCPYaG1LdB6zMMPP46PmYJ+9F1vZaQETUkV40opUBbBINGXVdsySreS7jKIvESk5Z0RgiEEd6RQV+K60/pQ9ZzXSjRUjB9dtcFrBIeIp1anXR98dY9nejz3eL6meF6JF7WPFpkAaHjqqWfZ2FhDR1RpZYKeSmzVtaSCaIaFC7oPg1LBLzIzCpFajwNQ+64p6Iglki5MSbAk9c4hLvr6+QJjNKbIOXsuRPW5urXD+iDHeddabGFi04J28XcdGrEWfyiSiaLg0Wi+8MCXAHj66acoRgO0oRoH66ZYP6W0syqYg1ZznANnS1I0QWOyhh6oBkCeFWRR/KR1uG6tq+ry4qOOSVobnVKCkiQwUyixbGRzznz9CwD85E/9LN/99jfzJ3/wR8wjirJ8hPW2EteFWBXBmKKeDl+PQRw/YwzGZJTlvCVSbFr+puhVIlLpJZWqAV+FhPQOper5d36OcxajNQ89GMb5tffdxWvvuAFjJ+hYUHkdwNfYOHTc7JIoq7mmmtqq+qLv/LXzt5aYbVHcFp6R9JzXxws6UY/nHs89nhfpleB5JV7UgXVOwIDz5y8xHNUThTKInQXAxfFyLjivlw19VZZlEUiRE1V5BJGhHpwQDtCYQcw2EzcHLTUX6FMoQ1MZtoiUOGfwpaWMLNfJZ1/gwN4R8/mQYYzgY7SKhjFNB3lPe/IS91ZzmSjBWs9/+PNPxd8O52egNfNZ6E9Z1tlyKkd653HzGeJqXZ6JEZ8q3Z7WIRerKRruMC5weNhq7I3WcZNtWnKqAOxksWltsMj0Mwax7TtXnuP3f/85BmYGWdR9YdDiIM6FMTnhFNBkPIPbS3B90dVcp7lsUth4YzuzpP9qWsLqyggoGeZ4X+I9VeALwYHK0H6Kn4UN7g8++Gfs+Uc/zC1HCkzaxNNmjKqCTDjnqKxCO9Tc1OsZbm70DXAKIP7/Y+/Nfi1LrvPO34rY+5x7b2bWwLFYJDVRc4uaaFkT2jYlty00PAE24IcG+qH7pY0GGuj+LxpooJ/7tQ1bjZ7csq0RpiVbVMnFQZxFUhRZZJGqKlaxsiorK2/ee/aOWP0Q497n3KwsVgI6Ca0PlXXP2Wfv2DF9ESvWWrGChU2L1vf79NvA9nDZqI3PGJ+Nzw+Uzw+XqG4wGAwGw18xHMWKWqQFvb/cXWSbRMD7zl5RwuV1XnpJ29S8B0OYQXZcZnXNODySJOHoqlu+akj7/UIOpp7fT7cFQ9Ulb8Wo4Iv3qgKBeZ4Iee/nZz/7eT7w/U9wdnLCnIPe+yAMeYtFSrvYOPqg8CXzTfXinPLcN5/na19NB7wPpyPzpbBhrPa+aZrQoDjZMJQ9o5dKnJLkWeLYKjN08XadcwzDmKXgXFcxEMKOEEJ3elCkRPmr9r4QEOfqucGQ9mbOQSkb9v10C+8eZZrOqy3Hc5ZiJLu0yvGStqP0J9GkOlGGEYo3piDpnbLypq31Rt6vmbZthFCCY/iqHqx16qHG3s/1MquwCZeMWRV45+VX+Y1//Xv8s//m77IhSeDeTTgX0gouS72xrmiKB+qyHK08+4qz9dYeSf9D62qqSeiH1G7aliw8DDA+G5+Nzw+Wz0cxUadunlRNLzz/In54HeSEXXU2uMT7DeoaEUQUnRWnrYJSZSuX2QnD4WucWVdsEaHYR2aCpD2C4hyoI1YvggDEPGCUTfmOFFxhZJDUKW6+8DU+/6Wv8LZHHiPkd+5GxxDBdcfPJbRO0VRkipDVOtPIf/j9TzOHkoeJcTjlIgRitsOFOBNDGiSKV0yQyBwDGvP+VMDJiIpnynkf3cDgTxi8J8z5fXPMWydWZdTkpFIOWNc84JWD2Qc/4iQyM7UO7U6Y9BL0BKmeEgFFcdlZo9gW++0caSAZ0Ljs0CKg0eFqVItkz6wD+DwQ8zYenw+7LwR3Toih9BEhhLv44TRnaYtXIQjMmgf/+TbPfvU5Xr4tbK7ngQOBMOJUcZLu28mcJ5h9crVoVALZPFejUmnMtVv2C3dONYuAGT3Je7Jn4y3w0MT6xvhsfO76gvH5LfP5OCZqhd0ukezjn/wkfhhQJJ87W4qWK6F0nKiV0EtJTWoUIhHJm/9jDX7gnKtekO1M0fy9yD2S/pf2+pX9lDFL/9LEIyd8+Utf4hd+9mfY5Y7lg0fHpUWheULWKzl/Wu0Zf/Hct/mPH/1DqhGNsRKq1E0ME/OcHBe225N8bZdsWK6zeEgarFzeM+p9ina0u7xgysSGbEvStvJoUnaD9ylSUz33Vko52jm+UdKuSQ1SQy2KDIhzaTUA2eNx/Y5C+tYWtWPXVUrr5OV9aYDVvF+3DQmqadCsJ/DkM2frIQ8x5bs/+AEigw/8ySc/x6/9rXScnqN4hNIOeqgnKt3LrnT497QKy59J4f/XxrGUp3jw+XbPw2GjNj4bn43PD5bPxzFRIzz9ieRx+J2XX2G79WhQYt0KEAniFlFull6ZhSiSVUJDfS7GdCB62YAveVN+jM3l3okjaKjEjlm1BU0lklRlEbT3voy8+vJNvvPKTa7fSFLeSRjToNPlqeTRdVFxyvYOzdsKfvt3/gA/bLmYUhxbnWAznianh3wIu84zhICm6MUATPOcVUu+ngwjKH7wNfzf4B3zfMFuN1G8P71PA5wfhoUqp3rc5u8xRrxzSCZkmGa8H4ixj8HcBsB6JGCOgxjilNNNg03sQj0eakPvPcMwME1z04pGFmRQSQENUnploErOQjEqLdiC4J2vTkYp4MWQyxVqW3u5y8ee/gy/9AsfBOBGHth7HsUY6iC8xlKTpejh23JNlb+ryFUxvXO5FlkmpPdK+IhgfDY+G5/TOx8Un82ZzGAwGAyGI8ZRrKhfufUaX/7yVwAYNycgKdTdnN3yvQjDdsxB5stWjaZ/6J0sUrzZfOpMuEiSmuhCmCnS4ujyweUacYQaI5esuhER5rkcPj/nLRG+SmLTFPEy84k/+SRPvjcdxB7nmRB8dZwpWyuK6q2gnJH67LMvAfDZz3wN1S2R2/kOJYSQViHZXjbvLgkhcu3ajSZVhhSbeByHuj9zKJ+zymjazYTpLvMculVArhfxTeouK4uo9ezUZJ+hroaKys/1Z8tqbPVbkpcArknDjiGdmhPaYfflnf0e0bSaEJTANOf2lWRnK9EwQtwhEkln1+YDCHQihoBz22o3q6qnanNK4R9DnJlD6lsblMFd8vrtSz77p88C8Is/cY2sd+vKyH1BkNR/Vzaq+3myna7TSfMsHXYeBhifjc/G5wfL56OYqJ/6w4+S9+0T5C4SPfMc0LwHT4YN55d3cicrKi+HZ0z77opnox8Z/RbN6pOoc6oo9c1DU9Jh6n4cUZ9jz4aQGqJ6ce6yHcIh2VtyjhFxEXSoaionMy7e4ZkvfZm7f/NXALg8OWUTZ4ashhtkAIrXaFOUpKAAA7/127+f8x6Yd3ehcz6Z5Ry0qXXmMBGjQ2Sodq4QIt4PeL9h8OWEoE2KdpvVbvPlDo0hq5gyYfMgNbiBtcpKRGp0Huc9UWNzRiF7z6rWI+IWJKj6LYUArnp/Kk5gGMeFGtKtBhXnfQpGIN1xcznPJZBDylyytTXN0pDbbCZkO5R3A062TDW2ckyk16GqFUOYmHYDQ3yNj3/8UwD8zI/9Klu5CZzV9NNeXFiry3o1H6RoS3sB+ekIrpLzL5QAHaqaHJ86Fa1I3perTe0lD4nq2/hsfDY+P1g+H8VEPYfbVSJCR9xG0BgYh7RFIoZ5z/Av2QlCnNStGnWTfHawCCHZe1DXpOZ5xg8D3vvmiJFD1ZWoOxqH5Ngi4Hyxc4Xk+CLasuEEBsfFxTmv33oVgHe+7RFEh+q00Dd6IXZ6j/LKK6/UlUeytbUOHkOsR/cVaS7EAJpC6xVnEO8HNuO2eoim4gSmOHdSszIMnoirWz6cS1tWgoa6gvHeM8/zwu5Uwvj1q5wwJ6eVkoeomk/9Uaa8YvHikn2r9OdqL2xEcC4NkSlgha/1EGIkhFiDJCT7o9Z7yvc+ipVzAyF70LbVQ3IY6m2Q4prUX9pnmiY0Bl547nkAbt+ZFscc5oxRztUt5WmkXhNOq5fo2nZVuoIAql1/LjVUVzAuh8KMNYqUloHtyGF8Nj4bnx8sn49iov4H/+jv8ev/8v8D4LVbM9PF3dSIWSyPYcYPHhDmqZwys4WYpJagRZUUGP1J7bxhl9RIQiOHoozjiHMOX0hLRGjHsKEudZQ4UVz1fZagY5irI0YMyhxnfu5DH+KxR68BICGwGcfakUVcJkzyVoWswlHH7/3uH3SOCyWqT9lHmDxnh5VzSOns5cpm2JAcJaTtXb3cEbp9E847oihOfFWnIW1vaEm/RADqYwOnfZmu1s04jhQ/kEKOYfA10k+N1atZsuw9eUXAuSpJquSYwE6Qkq88fg8yLI7F60MO9hGaSvqxhCFMrZRvLAmm7/O8S1tdunx5n84yplPDPvfiLR553zWQRqSYVZJt0dGTtYsulT2J+zOU+/ok51C759J4kWIMj9lh6IknnmTcJseZGNoE9DDA+Gx8Nj4/WD6bM5nBYDAYDEeMo1hRz5cnnL9+FwDnJlBl2s3Mu3KYuse7AcEt9lTOYWa79WzGJKlfXM7M84wUG9BcpNnYVByS7BMX01RNWMkNpElqSNoblySnHKvWRa6dbbh7wUK61SlyfvsWmgMd3D5/neG2cOPGDSBJsLdu3eL09LRGCSJ4fvd3nuIzf/JstdEhMQuomvO+lIgLnHPM88xQVUsp7m8I6bB5SKoycUUaLDKoS1Jxzrrm83v7g9lTXenifeVakVinfE5sn6+YJe/iOFLyGeZ5sXWj2Mq6t4EIfvD1WlkptUALTbXV28KWtiQQ8fn9bctPKldTZfkhRbQqMYRTvhxIsrf5bON86mOf5b3v+gWu6f5+0DWWqrJsz+p1XrpSlylA26a0TEy4yLbKbzz3HO9657t55JEbbMqZzd3BCscM4zPG53zF+Pxg+HwUE/WLL327RaKRvDVeqKqLad7BlNQlJzkwgPoBPwzJ4SRHqonhnMtwQaiqhaK2UIasivnRH/1RnvnGMzDPzJc5ms04gjgkO7v4HLhgzvsZATYbzyOPnHBx95J5V+w78N73vI2/9qGfJmTvxzA4Li4d29N8NJ9suH37NpuNh+wc8tGnPsnv/8f/hGPLrpx0E2aiSt2HCROqkXmeuk4lnJycJQeUfGUYHfM0L078QcE7j8t2GfUOnGOUTe2oc9l3SKz7VOc5RURKHpiFHOnfmNMKQdFsO6oOFjHbDLXfWxpyyL82OM3ZUabYnEqAAw3NTiiZFM7Lwi5YyJzq3R2wvaWQjmlwzJ5MElAN+KGUb8YRsodtUbGRua/4OU0uz37jeT71xef4pQ8+yZC5dB430B/OUHmulHCJqCLqKplzky1MXumAhzSo1oMYVFBmIo47r76Y2vX6u3n++Re4efNl3vveJwHYjqc8DDA+G5+Nzw+Wz0cyUT9LlX4Z8T4Xvm74B1QJ08SdssXDe4bNiPNb2BWbzMzF3dtV968xVd7jjz/Oh//O383pR7769WfQ2GLbztOOwW9wrlRHAI2ICmSpZxyUGze2PPrIe7mcUkO+5z3v4j1PPs7mZKzOkULMEl4nHaI4cbzyyjkAv/k7v8+wOWG6vGQq2xtiamBfiO0DIcz0gp8TTwjJsaGEIZymid1uhyqVoENerYQSvWlwDOMGQpNwhxyhSJA6gGqUtCLQWB1XfHYqKZ3TSbOf1eARWRrebjbNnhgmQpird25xYolzaBJ89i6VzkmlSPJB+wAM2SmlOLtk55u2VSbbhVQJISL5SCbnhRD6lZUQwi6tt8oYKKnenfP4EtIvKB/7+J/yUz/2/ZRITDFMEKgDXtpyFFsikPpUt5q5GhHF0XmaEPPRgLdeegGATz/9OT784V8FF3nm618D4P3vef99pP2XD+Mzxmfj8wPls9moDQaDwWA4YhzFirp4ewKIBKZprvYcKHaD5roPaQ/ebhd49eZLnJ3dyPdNOIlVOkUcJ9tr/O3/4r/k7e9/LwB/8JF/xxxJku5Q0koHllfpdHDECCIDLnsKXj875ez0jBs3rnNydh2A07MtwzCy3Z50B7h7ojaJMuqM80IMI7/xr34zZYsTUM80hWbT0oDGuarcig2oSK4p7Q1D3XJR9mLusnfmUKVdcQ4ZPL7b0+hXnqQlXS9DM3RJJIYZaFsn2jYarWkVVDXVvAMVpsnVwBDJJugpoYBVpyZvdvkqkryrknuoXqG9PWltU/K+na7T11d+W/4b8H5AY7l+ye7yEj9uKPtP0yEPEL2kbSqA6I7zm6/xwkuR8GPpvvHyNjvdMEs547bZsaKW+Md5r2Rac+Wf3SL/xd4lNHWaakCL+jDbJc9fe5Xf+8i/5yd+/Ef5wPd9DwDf+ubXeShgfDY+G59bXfLW+XwUE/W3nv1WVW/N8zm7uHSBl+qW3/azQaqkGC+583qqjGHwS/UJjuvXr/H003/Ei793C4A4TWkfmyhCOdRcUuSkvA9zNwvebfAyIDGlfePaI5yM19iOIyebtB/0dHuda9ducHJyxjjmY/G8T3v2pGxFULabG3zpi8/y5S+lSDkMI0EmRGZ0zkSbJ+bpgnkuJwANteOX8nh3wjRNhDhlFVDp0CyIIM6hAtvtptVVCMTY6m632yViaFP5iMtnwTipkYqmKdnWGmnCHsnAZ1VVrPn32SZVt3z4sXbw/vk+KEOqr3Z4wnrbRlGV9ff3dq42cOW6IUIcKsmm6TLtZS3qudyJxCW1XelbohMDjk987Av8rV/+oXTfdMnsxk51mdWHshzsiq2q8b6FlmiFdnkQiDUtVUl7L7Ntd5AIu3M+/YlP8NK3vw3Ahz700zwMMD4bn43PD5bPRzFRP//8CzWE3vu+50me+/aLXF5M3R19xfUVJDRbGLmzu3z+bSLZxeU5r995rTaaIzlIRKc4SrD/EmQ/pTPFmTA7toOycWcAPPb4o5ydPc52e4PtNkn8Z6ePcHp6wjAM+EyEwQ94JzhfvBAjt29P/Nvf+ndV6hOJzHHHHHc1clGMgRRpJw8IzidPz+781bTnMtm6ih1l3AxVYi2rgGHcgHOdXS2dTNMHuPduSI4ZztNOMIpZ2Hb1nfkcnXbqjEhOL9ZVgOjA4B0htkMCkEyC7rlG2p7Yqf6LR2/zQG1H3U1TTwJWnqBLj1bvPXMx5sVCvjJAeNQrqgEnY73FBZCoya4E4AIynfOVL36JF2+m8rxr3DJJbIQpDiYK5TCIlKcS6rFUYLmn5j73t5ZnheZoU+o0RNwwsfEDz38rnWn82ze/w//4P/wzjh3GZ+Oz8fnB8vkoJup5nvnVX00h+77/B97Pa+ff5tf/xb+het/16BqyULX7McW17eLW7i6zl6WU8009IbjkDVnVOAERrds7Nk7QMKKcs9l8LwD+RBivnbG9doOz68lb7+yRkZPtls1mw/bkJOfAEQLZQxXc6Pjdj/w+r9y5iw6lA0zMYUbdUAcTFweCTDlUA4R5xzhuMyHKlo8JJXlBllNjxOcAD36g6qVEcDjmGskoELJKajOmQA5EQKfsXdkCCoQ5RXDUrP4RTZGBKhdl/1hBh+bADs1hRHVGxNeADvOcAxio0m8HSRJzI2p6Vglxopxcp1riAafniiNqCKGmX9IWkVo3qSS+DkDebZllRx9ByMmAKxGeigNRFByR2Qc+9adfBeDDP3kNiZfVuaQOmaq0UJVZTaalgts9TXBfSuulgKIOJNbtHHdunROvK9dPPF6S9+p88XAEPDE+G5+Nzw+Wz+ZMZjAYDAbDEeMoVtQ/+IMf4AMf+BEg2R0G9wjC2CQiiZRI/b1qJH1cqkoQrTF+RUAJDONAzOqzqrIhnegCaYuDCFWFk8LjBWDDHF8BYBzewWazZbPxaZ8myU4zDMNCVQYpxrDPqphXbt7hM5/5HCfXHqfIbSFE5impxoo6KMS5bQ8g2ZnmeUJwXVzegRgi4zBUaVSJDC5twwg5HOO8m0l7BFNaJRSgH8cqWYcQcCTVWR8Or48JXDBNU9tH6CU/IzjZ5hKHqiJrzyfb1y4HuVAlq/N8PYCg5K0/fL60r88nJ6W0FMTXiHtRs4OKF0KJlzv3Dh6tHTWms25rf4jJ5ldXNWjaCwn1mpJWY9sx8NE/+AgAf/3H/wEice8d6XML3ahVzbi2+9W7D34UUXBa96nudhf82ee/ynvf+/08+eSj6abQq4+PF8Zn43NrU+MzvHU+H8VE/XM/93NVnQGa7FnaDvpOf339PV0rdoreGUXrAerlnuS00B1aXpwdkK4zkjtqDhqvEZjxcoMf+KFUqdevvT1t7vftnSLNU7GRz+O3IJIcP373t/89qKtOGSkPMb8foERbKjadfAIQSpgDziVHjoRI1JCuF7WRcxCFyFQHiVSX2b5CUgeNJ8k2F2LJh4K6dDAAbZ9icvponbWUrRE922QihOxg47ONS7sAAiWN6rlKHiyEGiA/xIDLeawxj3UZtzelpVkdV44CTA4mxR4Gac9t74jS6tpV9Zbz4P0WxFd1qvgBIbKOEjQrDOGCF59Ljh/P3Zx432lnqyq1IW2CSOWMtY7S+9PVOkip5tZtASba58gcLtJ9THiZeeab3+B7f+QXU7lvv8jDAOOz8dn4/GD5fBQT9dnZNUrIPmXHxe61bINanniSCCvd59h9Tkh2De2eWXawcr9GpXhyqrocrL4YuQSYEUauJT8THJssuWk34BTHD1kMJsMAr99OdogvfP7PmCPINOHzgDBPMzF3zqhFqlpKdt777pShhGm+m7a5KJ19p9hsYutgqmmAKEfSDQMOIWgbQNCIY5sCEpSoRjEi4rNnatv2kYLj544ZHN4LbtD6Pomutk3z3kzB/4uzSwqyLyT7WgvOn3q+r84npQ6UNnj5fDRfG4j78ION7GmlIfnAhDIojd1go3g3ElXy4ADohKD4PLi3PuJgjsU0yZe++iLv/4knUL1YtFNquSKBp56SBp2e2A2qpW77HzT/C0zTRb4WGceZuyo8/u7HAfiJn/0eHgYYn1PJS/7B+Gx8fmt8Nhu1wWAwGAxHjKNYUTti3YIhccM0jTh/SpNKJ1R3CAPl4Pd0eHxcqmMEoJ2rWjbRl1iy6R6ptom2h3NKew6LTUMiLp6wHV5nIId58wEnG0RGJNurkknNE9QTsqg16CWDu8EXv/QMAHd2O/zgmWclZpWXGwameJH2ecYWoi/q3Owv6rM0LMS85UPDjOjErKGq4oK0LRRFzSZuQN2meo3KsE1OoTojRR0YlQnBp1iHlApU5iwhNhtgUi9mdZrEtAWlSs+pPKoQQx+cYkZDUz+KOJSAQL2WjuZrNrfU1lka1aGeS5xUc4J3Jd5yDmgRYqcWm1GmHOSg2PsmYvfduxHkIm+HaasT74ZcL70HsmciMOaqeep3PsaP//Df44kSLJgZ0ROUu0ihkXZ7hZuZkCZhp74eBVTHGpcCZiKBMXgu8kIkTA7CBpEtp9vHADi9/k4eBhifjc/G5wfL56OYqINc1u0C6pTzO+eLzpQaOnemUvea7CNO9pUC60PS1xFvitt/VWPkAaEFCkj3n5xsGWuEoiFFC6Kp6JCAxuUeOgFiUD7zmc/VvEzzDplhs8n2KlGIAWKgBXJPRar9Ic4p7ZhUSQAhXKbOqlpGsTTYyYj3Iz6rlsSluMlStjpI2lvppQWPSOmGVJJSgJhsKyJS4wynAAnLE3iq+iw/N88zqsnZRDp7X3I4aTVT9huWpGKNWtTqNKmStA4o9WlxC7uXBGEXdpTtEcOwSVtTBhZ1GrKNLtULhCntW3W5fELuVqv9mwADCu4OAOd3haef/nP+/t/4QPox3E5Dn479eHAQfVAITXrOZEfrb8qOMv1WF3EbZB4YhzSghfBwKMCMz8Zn4/OD5fNRTNS3Xrnb9vUhvPLyTbw4Qj2k3OWQbF0cI1ek6aV9IXWg1Z63rmOWDrnurL09BklvOjk57fb1Se50+QZSBypSf9ngHohMdy94/vkX6nMOAY1o9micc1g/UaCuHlzukPm7Brxk8uVTYELcITj8sG3SaRwY/AnOeYYhSeXeezYnG0IRAzWm6E2xOZH44swhriu3QiZDjMW7swSPWA6W5bf0N1ZCxhxhSUTTAiDv6ZynmMnZwjH6YTlYlDw4JzWd8p62R7NhHMfW9lIiUmmN2JSI0ByPUthKhW6PrUjaV5psmm0VIKQB3rv8Tn/Bx5/6LD//04nY77juGWIg4ukdV4rzTLOhyt6gkbxSO2Jrm7BKGecQULVUpMkAACAASURBVOdw4ti6TU3rYYDx2fhsfF7Ww1vl81FM1C7erpIuOL7zne+k81kzQUOcoapXylNlY/0yrVSHS2eUXgLqJfJ+G8NSnZGCEozjWLcenDLlUHwnoCWo8CY3hFSPPyfC+d1dizMrJBWRCmHupcwSNag0gctSazvbNAUdmOug592Id6e4YYuWoAZDiZ401I6ZBiOHq96Rjhgn4gwuS6fpNJsirRZHjhLlx9EGr3Y2bfne1Gc5fSd5K4wybrKUHNMKqoZQlBEhnbNbg0JIG4RdVYu1dxRC9INJ36a9M1KMEfGCd76LKuXzNpni2BRylwqUc4k1e956Ges7RASGSJCBuEv90o+XhOk1Pvr0lwH4h7/6AyiXKM0xR1b9Lr9g8T2qEjWQTvHJeYgjsZ7SFGv9BZlBhO2Y64bmoHPMMD7ntxqfjc8PiM8Phy7NYDAYDIa/ojiKFfVH/s1vscth4oIbmC4hVJkWEM9K28CVagNdSo9KknRjsXOEgHcB7xTJB5IXR44CH8FJ4IUXX+bV77wGwDsef4kn3/8eTk9eY7t5DoBr10dOT25wdu0dXH/kbQBM17bc2U3sppy/8RTmCcSxm5p0LY68pSOd3hIDefdd3ocpHtEZHx2lmeJwwrA9ySqiop5J9qckAWdJ0LnsEJKlvhCZo0Nj6KTMMUl7nqquc+qZdkrQuarinLgcmKDIdFklpqFK0iLKOHpUHdOuhHYcSecBN6k2hDnvuUzX5kkBxzBIVV1pdsBRtq2lpfxWVgqxrgxKfYkLxOBQdQy5L3mUwQ+UiL5hHsANENNJQABDHBEgMBNCUacOqKZVjbq8D3L2DB7+7EvfAOD1D/80j8sLSGwSuHbbOGIszk6OPtZy+l2Att0m6ScF1Yl5zvZLBZGJEM+SIxHQ6ZOPGsZn47Px+cHy+Sgm6scfPWPONL4MgZcuko6/7pdz97/w1/o/usFAqyouzDGrdmIN01o27BcEnQk6M8oA2aZx+vgpjzz5Nq6f3eD0JFX06YnHbzzbzRnFeZUzx9YHpikNCJvNo4Bjt5tqfpyTHIQhtID24pLjSjm2TgPojHrPeJri+Y7+FOd8dZzIjyUbXKTuUwwK4XJXHRlCmAlzQDRUW0tSNcEcA656gyhOctjg0kGJJO/HopLKwRdE6zVFq5qnqbRCHgCaHSrFGNY8oKXvznli9NWrMgRIR+pNnZpJEOn3T0raixlj53Hqc3smmqa8J2KF3IayccikOK+UKlRC3oPZyO59iqQEvd3TEePMyy+lIAW3XrvDozccsijj/mlCMaZoz80hRmu/W+7NTKrFGNrgT3bW8dXppgXZOGYYnzE+G58fKJ+PYqJWibgcIOHEx2q/apJXINl8+qPyrjLEtwAGSOqoITTHD+8AjXhHtRBoDQJQbDTp2VkvudglCezPv/x5vvLlzzK6gdG3wPEib+f09IxtPipvuz1lc+MWo88b3fWMcbNFo2O3O0/P+XQMX/JObOVJkmVp2EuQiPoBf5oODbh2cgOi1FOFANzQS8PFcQV0niqBRCPeFceQ3o6XBpA5rwxGP6RgD7HZudJWCs3SNDmIRMzEzsEJ4oyIY7PZtM5KQCQS5xJdKYJzOHWd/SoyzTNONmy35VjBvL1Fz2uIQScjQgtqkGxxyjAMtDCRiYjzPDWiuRxBKL8v6o4Qd8Q4tSAKJQKVH3A19KHm/Et3kMCM945t3jLztWee5b0/+QRO546gPbEbaddkTySm5l0jRInp4IBQnH5i7l/UgXftfHOsMD4bn43PD5bPRzFRz85xMSWpNnWWkB0zlvftedvteXqSHuocVJLHX3IRKL+Pg8eJMoSiZnG5k+SKizFvmZg5HVPDnzqHl9T5h3zk3bgJzOOzbEbYlD2VeML0Dk63KVThq+d38dtTNpuROatiUvzXyDzPnTdhzGqiQjiHi4Fwcc4F3wGS6mezPes6IGhI3qbeDcxzkVBTNKcWxhE0BmKcqyQY6uHuivNFko7EmDpVrLodoT+GrkmZS8laRHJ5irpOFuUbxyE7twhFBE1emJrUXCUUoqSTkPpQgeIUcTNjLndRlc3z3AaCuCOGFJu37vXUmRjbBBHmO1xe3mEOu+qE4xkQ51PpS5xhTf1QpMUQds7hXMT5VKfPfvM55g++j0F3HFLbtnjB2cGm80VpZxIXwkIkrfpKbOAQpxyzWupKSh8S1bfxueTV+Gx8fjB8Nmcyg8FgMBiOGEexon7lTuAyFLuKgMsqhvy7dNsLCpL0vX99CU+S5lsQAydJInNOqgrCO5f2OOZTei5CCpTvfZKMoAXvCUwMRWIVwfMuBgXvkzpr3DzG7VmYskQ5zZfMqugwcu00BdKfph2Xl3cJCi0+8VJ9ksLdCGHeMb+eTvzZzTOPve3deH9SVX+b0aMxggZ82SbhhiTVhZQHJRB0RoXm0iOROc6kMABFKs+n2ms7VUYkbZGoziHlgHlJKaf/O1KUJFdVaqqgXUCGMCdR2NGaTMQhDkRmprztw/sh2bCcb/e55LhS4gxrzCf0SAugL9ICIZTFgbgBp6AxOfjcuX2Ti90lwzjih+LcMiTbUezqxs1Zkve1jOkoXI/43EcmRXRCoqIlhnXutKUtU93EvOpot4B2UYxSecQlu2FZNIWYVlbRx2prU3045Grjs/HZ+Pxg+SxLXbvBYDAYDIZjwsMhohsMBoPB8FcUNlEbDAaDwXDEsInaYDAYDIYjhk3UBoPBYDAcMWyiNhgMBoPhiGETtcFgMBgMRwybqA0Gg8FgOGLYRG0wGAwGwxHDJmqDwWAwGI4YNlEbDAaDwXDEsInaYDAYDIYjhk3UBoPBYDAcMWyiNhgMBoPhiGETtcFgMBgMRwybqA0Gg8FgOGLYRG0wGAwGwxHDJmqDwWAwGI4YNlEbDAaDwXDEsInaYDAYDIYjhk3UBoPBYDAcMWyiNhgMBoPhiGETtcFgMBgMRwybqA0Gg8FgOGLYRG0wGAwGwxHDJmqDwWAwGI4YNlEbDAaDwXDEsInaYDAYDIYjhk3UBoPBYDAcMWyiNhgMBoPhiGETtcFgMBgMRwybqA0Gg8FgOGLYRG0wGAwGwxHDJmqDwWAwGI4YNlEbDAaDwXDEsInaYDAYDIYjhk3UBoPBYDAcMWyiNhgMBoPhiGETtcFgMBgMRwybqA0Gg8FgOGLYRG0wGAwGwxHDJmqDwWAwGI4YNlEbDAaDwXDEsInaYDAYDIYjhk3UBoPBYDAcMWyiNhgMBoPhiGETtcFgMBgMRwybqA0Gg8FgOGLYRG0wGAwGwxHDJmqDwWAwGI4YNlEbDAaDwXDEsInaYDAYDIYjhk3UBoPBYDAcMWyiNhgMBoPhiGETtcFgMBgMRwybqA0Gg8FgOGLYRG0wGAwGwxHDJmqDwWAwGI4YNlEbDAaDwXDEsInaYDAYDIYjhk3UBoPBYDAcMWyiNhgMBoPhiGETtcFgMBgMRwybqA0Gg8FgOGLYRG0wGAwGwxHDJmqDwWAwGI4YNlEbDAaDwXDEsInaYDAYDIYjhk3UBoPBYDAcMWyiNhgMBoPhiGETtcFgMBgMRwybqA0Gg8FgOGLYRG0wGAwGwxFj+MvOAMD/8j//r6oq+Zug4RyAEAIAMUZCUFTTv4IYA6iiGvOjgkZFkZwSRFUEgZieUwKqE0hEcvHT8wKke8Q5NEaihpq2ABoVEWEJhwg4V/KliDhKNofNltfvnHN6dkItYZeGcz7nQfP3JDt5RiCkfLpYSoxzQ8qN+ppXRBChvlMExHlEh/xdQQKiLqUJiANhxPlWnynvqR7El2uCc5LqEHClDroXyuDy91auzcZxudvh/ZDLNeBEQWZQV6+JuNpOpfwiglvViYg0sbK+q71Pct6VrjwaCCEyjtv0NSrRx0V91/4TAzGm38I8E1VRndF8bQrCtcfewbvf9nj6fjnl/gghv1OVXDYh6lzrFG39QZW9fqyqRNJ7Sh5UFaIDYu0vMQb+6//2v1t3wKOD8dn4bHx+sHy2FbXBYDAYDEeMo1hR33z5RSCJfM45nF4mKaxIo94zDpsm+QHeOZyLeO+Wkho+S6lJ0hVRvHdIbBKyS0ISTpr020vFkiVacUqRyp0bEDcsJKd0r2tp5vRVQXLa4+aUV197ndPTTZL8aVJ2eo/v0pK9dNOl2N0vKf2cRtRIvrV7XtEQELfJiTlUIhIBCTkPguqQZNj6Wsn1EVkvNKoUiKYq6X4fxINGpvkScXn1o8JumhjHVD7vHeIGEF/bUBCUmFdF2nIggqsyf4dF3ee8SpZ+Jf2ugIYk/ep8yUYcw7Cpjwfd5c+dBByVGLRKv+JmokbCBHOY8v3LtqJK+qmPtTwJMfZVulwpHELqfx5Ucbn+0koSFGl1s7f6O04Yn9t71+kanzsYn++ZTo+jmKh/9Ed+sFaaIHhmpKhHyNXifCK7ZFK4oqrR5X3ia5dQZrxPjSMkdYnzvirFSoMIsqj78t05gdJomq4nYnXPscE5iDGrRkS5e/cVxk3qTJGRR+UGp2dbtptcxtpAkgmcX9BBxWVtlLYyiwcURRHJKhWEmpvcKWKYuXPrFienjwAwnl0nalgQO2qAOICE5WAluVPFSI9yj1KI35QxEkGITGGqA4IfPF4Dzm/y9yHnv6kklZjLtlTsaFZvdsNUGgS6gSv96/PYEbU86UZEPDGrFVHBZVVg1KKaSqoyJVZ1XYgQQmSeI/OU2nU3A+q6/ufQUN6f+58IMRaVXRskUz9dj5Qsm1xT/mrfECXrC7tbln3kWGF8zi/oYHw2Pr8VPh/FRH12dtKILY6BVBmbTA7nPSK+SqDpPmEYBpy0AcA5h/dD7VziIs4FvvmtZ3nne94LwBNPvAcnHj8M+NzevUScnnM4Jzhp5PeSOoXznqE8KOB8xHlX6YUof/bFz/Otv/gLAH7igz/LHz31cZ544p38zId+elVyQXKnTp25tXXQZN+IUTs7hyOEmRAmQkySYQhKDOXedN/lxTnfDM/w9nemMvvtGVMM6BzqKiCl41B2yTZISkM1Sdil06qmdOtQlG0ysetwUUgDhHOoK3YuQaJDhtzF3Ijg8KLEnHck22t0uQqJGldUTyuvuQ7YkGxzrcaS2a/k0uU7HIrD58FFI4hEYgi42keUoBMwZZsfiHcQBemGl3mec/3keomHSeacK/NNKRAgy8UDlCVD/+SK+3H1+/7XY4Xx2fhca8T4XGqVt8Lno5iof+3v/0OGoTgp9GqkRmLYLVVJndS8KK/2sltAmfnhu/8ZJ9u31/TXEneR+HoJp96zV7fa0j/wO8A73vV9vO97fjin/Si/8POP8vg7b+CGbUtfZKlyqoJ+JoZqJWuRfqdZcbIhMkN2bhAXEWKWyBNB1cHJI+/m2qNvAxJh3TwzI6gWlWQa9FTdwuEhfVYYmjNEuw6qyeHHdQ4UZU3jnDBm9dzoNsx6lzGrLYchqciiKuK3rd5FEFoZU924pXCqqWb8ouN7VB1a1Ihe0OhQZlQuUhl9erisVnCSBFvnFu9zOBDf1X1aGalQnULEgxsULc5CLhBjasAy+Gt1iBGoE5Wm6+V1EbQOSsWBKDm69AOcEtJqUnwbTB6Smdr4jPHZ+PxA+WzOZAaDwWAwHDGOYkV9dna2d623HSWcpOv1hu7eqxKWAXTg7HTLnkzSSb9FGl67OxTJvH+JIPtSdy+JC2xOH+fkepJELy+Fs8evsTkZ6wqiqqNQRJfv7Fcdzdmk2ZOKzcRndV2MkWlKqqd5nuu1cRwZxxFI22LWacUYGYaBGOcqXVeJPwbK9pq2laBI4LK3HQEciiQVpEvvHIYhqy59/R77+iz1QJKA19sbDmHf8QeUbEvUkCRs0dbSOqR2re2sWa+3RLFVLuq+quW0/vXeLXqIVDVYWQqW/PW6sr2X5bTLP3IdJHVg3ZJT1WvtnlKXxw7j87Lc5a/xeQnj8/3z+Sgm6l5NVRu+r5dORXaIUz2p1mqzVERtSRRCr+v+gNprL18rdVYdDBZ6HRAZap7Flb2Vrt5X1HA9qasKriuLkDxlC6mSB+H+nr1xHAkh1IZ3zi1IVYg4DEPdy5ocJWK1FZZr6X2Cxnbf+n1rgsXoQAPODd0+S49zbqkCjaDSyiNZGymdV2pSn7XPi/ZYXU9/62ZMnPPp+apy8qkeK9MjqF/Yl6rKcoW1Z2Zpi4WpqpC6OKSg2TEndnksHaukk1SBCCz8e1b5KH2kz2tcPHC8MD4bn43PD5bPRzFRQ6vAvcJRiHSFRKMdF2r9yd49/eNVspbV7/33nEwlXz8gvAGcgiuBFdTj9MDmhAODSHnn+n1LqbyrK5JUNs/zngR5iNjlNyCTWrJdZlk3aEQ722K/3SV5VbYVAYCXIT0T6Yjtaj7Kd82FKtfyC1lsk4ixa4qrKjunJFCcd9BCIkl2N9LgIhK7+kouQv1g2df9uv6ky2e6//Bab9FkUgbp9uu6jteELWnsl3Z59WHZngXGZ+NzhvH5yqsP3fastcpo4eBBkXJl73r7vft8hVTdS9JV6lrV5MIBYk+cb/cfykOPKBGtVSvZhbEfOQ7jXqqz9BlSNKPWMWJkoTYrz/SkKp/3JVqpkZRq3mNEnKdEG9LijFL2Uwr15XXLhwZEXCZS/k0G1G0ge2gGAKc4ZBmtR2RZzT7tP0xOJW0QWma8a6s6YJV2UZbbPHpPXCFtb1xJ+ZG8Ein1kqRoF9vAEVTB+67tfe4PQtkiI6Kd92ipe5faq1RVqjgE6paSVITSX8rzI6KaBr5u8HoYYHxueTQ+G58T3hqfzZnMYDAYDIYjxlGsqBcSba+eWqmu3kjy7dNYf19Ltoek+YVjBAfUafcJ79vWgJXur8/AgWzfu3y9OqxI16oRVRYSd/n9kATeS+FlX+fa4aVXJVWnlSpZtt9rHoiISnU4SXUgeO8Ief/mZjPmNA7FV+6q5YDjyfr+Q5F9RFONO+nLPaS4xl0QiqJGW73gijyllR8UtdtqN2h2PqFK+HlZt7AB1k81zSSFy156Vznd3O/vxwLj8/77D8H4vLzH+Hw1jmKiXqjue9tRp+a6X1IfUjcdUnld5XTQsnQf7ztsiODkZIPKVO9pdo57pHkorVwXzebS7DG9nabYuXrSe+/3BoGFHaeSuHVMaJ2nHyRSNKWUlsq+ys2JA0nOLRcXac/j2WZACdy69SoA73znu0EULRGfch6q2qr2+6LDWg72qtrdUjxe2+3Fq1K7NBJxpNrM0v7FZeSmEpiiJ3chbDpgoKipBO+GLn+d6lP7tsiqwjqApBCUiyrr92eSyy6pMLK6bdEtHpKJ2vh8RVrG51o3xmd4M3w+jon6QIfuibCW0A8+U38+TJ57e6Fend5939chxsjrd24DcHLyGKpKCAE39FGLVq3WD2hXvf8AUj/bt2HBkpzler+lpJCj/33PMWPR2QHW37smUe22lMwL6VfwZOPRFQWpidTvV/Vj1UyLq9qjHyT64ATZBtXb90RyKMNDL+s8QAvRD+e9kb3Fo1p21FZfrv2e7YaIkoImHC7wd7EI/MuF8dn4bHy+ojDfHZ/NRm0wGAwGwxHjKFbUb2RfWt18X+mt07inmqqZGxbf9/J1n9Jx0nz4+k1FmGdlLHFz+/f0n/cFtwUOlWC93aIgxUhuknhRr/WSZ/rddUKxZnXc0uM0pd9tmyCpzpYh8FJg/2LDShJ3JweKkoPzcrD4KztVOt2m/JZS7OMvqyaPzO4oga4c7bCEhVpPQHBZZdbSSmo2t6hhJaKu3Sd4PCOu5tMR1SXpvasrVHMgiC5fdNo0Tf9bHMRQ1W6rJYWkTlHLIG9GBv/Lg/EZ47PxmQfJ56OYqA9iody/v0cKERd7GN/M2La6943sXlel39swUhD8dLrN6WZs7ykak35Q6b9f9b71JUkdeknu/b+9mqw9V1RjLa+yslmtnwOHaFF5aX0OFea5xMvNzhoIJa5tGkNcHhjqC2vBexXeurCtjFcHCGhJtfYv9bIcLF3/hWWl9nnQdORe6UoK3nkokZNq8fv62Q8eURVntT+kC8thMVIGo71n7zEfPVQwPh9+3/qS8XmVlPEZjnGiPtDBe4/NKqn1DVIrf1ULb4bUa5Lez6Bw5e9KmOd2z6G01tevlOYPO620SDn70mvpZ0ubVuqAh+xV/fd9SXgp3avq/h7OLI1752qYQ0hHz/WRjFIUJbckAkrat7kk9jJvSvGE3bun9odyZ1cBKzRv17TySM/lPHQNkAaSZXhBJZ36VIld89hap/e4XRN8+S2N6mXfquAONr8iLE/leThW1AsYn1e3GZ+Nz2+ez0cxUR9SR13lfFIbvC/jurzrFrlqQGB13+r5+/LshOZMkq/1R/VlMTAPTPWBPSF5kcbiFU1W6+PyLkPatTRqWnudexWqsKS/ckgp165y/CjkX0vpqCwi/0jeTrJ02JDF4JEkb6UPaLAeRBaZZZ8s61L2q6b9OoAU+rGPSuTq+/dl8e5d5RzaA0n2dXnVlot+4Fmvcpap9M+kbUHtLOGHY3ltfDY+L9Jalcf4/Ob5bM5kBoPBYDAcMY5iRX1IlVS3O9D9dpWmoLsvqV66NPL1PTvXG6nC9Io8rO5JtyzvU4UaT0BLfroXXlVeqNL2WjVYk8rSb5Oay29LqXi9laNIvyWj0r+rqtiyhEz6ly42CXXxwnVFCEllliXuGJR1pEDnlpJ9+txWDSUPe9JpXsW0y9KpyaqetNmicpoxRLTWfXtXKrws0zqIbiWV0277MF1+U+ysZLLX1iUe8qILV9tct4rRVM+xxiaM1TZ6lfrtaGF8Nj4bn3mQfD6OiRr2yCm1khrWqqvkabfyfFw9d6W66x5pL9RWVQ+y/8zi3u63m6+8xsX5XQDOrl1nuoy8dvtVrl97Yq+467IUu9zBfF9Bqv0Gl4N7LpPnZa+KuqpDS3IUye9Mfa3U8XIwaNlS7pyft0HCDcxTqLGHl/a0Lq2kOzqQV11dFpYRg/J9lUBCcmpJXpoAg7h0OH1lldT8L9K9kthtIExVkg6zL2Vuj/VpltG+t5nBsoOX/LMoDyrp0HsAUYI2x6KHDsZn4/Mir8bnt8Lno5io1zaYqxxNDm35WDxbBLKuDqt03IlAhTTrbR8LiXQlpa/tVuXaIYQ489hjj9X3DQM8+eS7lmVeEbcMDn2eehtVeqZJyotA+Ht5SQEZekeTPWeIe3UW6eok128d3zppfekokkIOlrOIRYTtdlvroTitrJ1fOiH8QL6WknPrIsu8LfKpsmjHq6Xr5fvWHrRrsnvvFu9rg4qCNIcUsn1v0VU7Kbpv41VOEGmrjBjX9r+HB8Zn4/PhfBmfv1s+H8VEDTQCddL3nqPJiux7kvqKcL0U3ROmPtulvx40isptPahc5RTT49q1U26cXQPg8nKH88I4+itPAurLtn6PdhJ2a/TD2xr6++6nU8N+hy4qqHWHWqe0n3b6vt1uF1fLSqA/N7fPr6SL91aVHVj+1PYr9/ZpHC7q1dADxF4hxQbu8lYGfkBLRCI98Pa9gVcPl1FCbvsycPiHcpKuMD4bnzE+Pyg+mzOZwWAwGAxHjKNYUe+54HdqrfSnRJtZqUZWqqtFGuvn1+o0ZS3UNVwhkRfpfX1tT+0lLfH+/+t37NnRVpLZvkqll8aXUnl/LWl69qXIPXXZgb9tMdOvBLoSlC99+l299wcGpAMCrpaHF6qyooI6cF/Ld2vo1B8Olaa7T0Cc67ZDHFZTKft1s041xTmWltYio+WQAJKdUKE57Bx+3/7fVNPFztiy056/nxXVMcD4bHw2Pj9YPh/FRP1GqHYEXQ0AsO6N7Vr9uO8cUgaFhf1oTf7ybP/uluiVUJSoHnVTzqci0R3ssL13qei++mTt+Xm/14qqbH1fhOqYof3nUmxJ/0S7LftZ/VNSmuv9HUWyfac8X97Wgg+A5qAAi/FAtabTD9jpCdcNlopqhOr40hOx0aJ1jlKeiIpH6xGCE8RDJM7pl8EsCqJJtVm7lvMIEF3MpevtWMVhxKe6krnlJQc4KOWOuT7Thb4MLg0MNc2+eAc69kMM4/Obu2Z8LuX5q8vn45moD+V9da2XnvaiFh24r3iNLqR1WJB68XjviJCl8PW1dfp71yiOIb2d40D+M6kXHq59sIPu3nJPjI3E97Z3LO+55zNCdzbtgZ/zAHHYYaKlsf5Zc4csx+lF4epTba4ow6LjS/+95K0l1xYGsgjUsMhctzLZs9m9gXTrfdnaUU408jXdw962oZYikda3YkncbwsdcmFKSMNAOY2nzjcP0zxtfDY+r8pgfP7u+Ww2aoPBYDAYjhhHsaJO9o+VzHBAqrvKK3PPpnXgvrXUfMg21adzUOIUFtJ8+bx4NpenenSq1sD2S3WQIl3A+UM2rXpvZ786/Pv6vkN5P7w94CpJfi2pVs/YA2lIVqWVE33y61gLtWXbx3ILRblWs1ly1ucydYfuUpG+e7vmXh2WMpdnOkm535YhIugbeNW2s4Hb37W6DqT2r7j+aaXGW9dLSkoRV8RtlyX7h2kZnWB8Nj4bn3M5HxCfj2KiLq7+0KksVo12sHzleqeu6knWd/Q9p5WFBiWrzrrve4PDQa5kVVl3671UWGuSrO1oS7uULkibru2rve6H2JpuuDJf94Vu0Os74uKWPXLI8kGWz9xT/dZHT6qN3A/GqQF1la/lkXT9sy2P0Ox5wBUn2izzVrdzhO5nXd/Vf/Or6/lBAbSo2frMT4DUIEdJtXavvbXHC+Mzxuc9GJ/fCp+PYqLu9xE2SacR9ErJe4VKtFX5e2Kvpef67Podq8Fk7ahyr3yl41HLb5FyXup6T+W9JOKoiTxRdWUzSeevLh9bBpiImmL6hJJW+bcKmNAIukSUrjOVKq33tfP8SlSgqIDuEJ0oDiIBUOcQn/MVUy6Sk0qs9ZA+lDQhSbGHCLM3guY26tISRXVuNi3NQQ1qKj474LSJJEoEGwZf3wAAIABJREFUza4yZWOs0/TZCUg6PUj8mKX81oaKorGdwKMyo/nEHVfbung3t7Kq+laxFVMqt3TepepZdsSHY6I2Pi/zCsZn4/Nb4/ORTNSNjekM1UTSXn3Wk6JeKxFj7qO8C8lQ90lZpffyjgP3rCX37xaF0AtVGWvJuqjc3lhVdu+oRi2d9XNXqsnut4irm5LjR6uz/fjEV6fRt8/VkqZe8XmFMiGI7EVPujrdMgCDaiANhVKveT90qr0uz4t4x5LjH+s9FjxZ2latzqXxHs4/DyOMz8Zn4/ODhTmTGQwGg8FwxDiKFbUqhJAkHSeOHPd9Eaau/1efQw/vh+xUbHvSV39PJ/j06S7SlP1re04KKy1O6CXeXrjqky22lSuk5/p4JymX7RyHYv729/XbUNbYk8QPvluvvL9XFcaWyVq0qpbS5fMH1XKa2tB1jhxXvTvVV39PUde137V8795zSPru85IcT5Iqqx61W9vpQB32Jrq9BZmubuhWTaV8ZXUnEGKo5XnoQ4Z2MD4bn43PD5bPRzFRh7mzyThFiQsSHyL2vqNDh8qpriN0hF58pxFhbXNaaMpKC67arlexHc6K7qlCDnXetVNJPHio/GES7t93wOv2PnAv9dn9oFcl9YRe39NHO0o33+8L+uhABwbOel97177dUFaDREuvDRLUz+XZYbg/qmgbMRb5q0OfQqGdVAcVpTqnLNJ6623ylwHjs/H5/l5gfL5fHMVE3W8D0BxFJ31tbHRu2Umcczjn9ggu0ncqt9hakdJvUmp7KEnYa6eShQTYxPr9NPZ4HSiB3VV3dENMKq9qfaZwvghpLeScdNfyPaJErS4c9ZpqGghKWhHds2OppgGz2QS1+3c1RGSRVnGkaVIwCBHFgQy4ehwce6RK35udqDiyrP0wDvXjN+rc2o26bZJIA83CDrpKP0ngHpV2dmxyUplyW6TyDMOY+lN2NGlyfUyBH9KDtWX6Fk9N2ttks7OK6wbnKLU2U6opcpN2bV3Ptj1yGJ+Nz8bnB8tns1EbDAaDwXDEOIoV9TyHhWqnKBB6tZhqkq7bMWtJKjx0oHoTyJNElqTPfal5bXfak8o721BVienqvvaaiqQCynl3krcPSLVhlGcW0nX9vlSLLdRnKFHXnqNJKk/nti5XDkUVlSTouJKkl2ksinPwt/a3tykVhBhJRqGWh31V5srgBGXJ9Ia31XtL5ZQ8dddaXlc2ybW66iBcqz/6lVD+1eXYvVkKjlXd2urhUN3mPRqrcuR27b93764ZX2f33ouQo4Hx2fj8RrfVe0vllDwZnw/iKCbqfjsHCMzps8tbA5wTIiFXbvttrQ5KJF8GQyidsHTyOhDcq5IW/eIqddgyy4vL2m2xiLHG3u3tPDHGTO5lXu9F7MP2K4V6AIAu8rDM01Wqq+UzV6mk9tRLPXEPdWg4QOzlde1Htvbj/rWWi9Xz++U89M52Tct/y98PNG6yay1Vs0s17GEHn9Y+LZ3ylpSDEpXpUFtdNaI9XDA+G5+7H43PDwBHM1G348akO1Kt/V78BVobKeK6jecdWkCBbO+JiuvsB1d1uD0p/QrUxi32h5UnYiUuXWfvshlj7Ii/lJp7YvcSdMrfYbKXIApV8r6SGOwNeofIfIjw++l0/DvQyQ+tjvYIdQU5SgjDltYqASn9QLp7DpRZDh/WsM6nHsxdfRVQJoTD7+ufXAwih1/Ivd/Y37vKy1XOVkcG47PxeXHd+HwwiTfD56OYqKcpdh56gkhEnMNX93rBybKzqILoWlJaS7pFvdEkoqW0r907Za/Tl9+6WxdQspoqdhKXE+Y5VIeEUMgDxNBLqst8pb/996VaC0pUI80SvrY8lPdrG0xksUUikhxPGknK5zWx9wmSBk/t1HyKEqWkCBHPzAkqW1yOXKQSceI7x06X8vcGg0jNXefJ2eqn79j9oXuA5I0mGlcrolU6aI5YlFWZOTJUGyzKMy6VM7uZOJ+/r7bfpGyuB+VD9dn+1u0kKyfZvbaQkH8s/fLhmKiNz8bn9TuNz2+Nz+ZMZjAYDAbDEeMoVtRzmFf2A5CoxKzecs6hUrY3JLFFXJLAnZOqVgthvV+zl1iXZ4GuN9wf2h9YfrvqWtKASZVkgSpxloAPEQhRQVtouaU6rKW/VrkdVIvFlUOKapXW67VuRdClltRprTQUB5v+feXeFkA+bd+gLkSUefK88NyrfPxjnwHgNud8+8VX+OEP/CA/f/YYAG6+hvgNg9/kwl1CDCxOb+/qdSGF17ZoK6uDARbYb59+q0wRvhcycH5/U1f1+1tb3WiR8Gtaecm3Wr29McrSrPzN/a1XBx6QrLUvx0MG43OC8bleaHnMbzU+vzkcx0Q9z1UF5pwjhOUGf1Wlhjcq6i1NezEVqcHqhaI6I6cl2YOykWYZYOGNiX0vKDk2Pa2D9fascn1N0Pb71c4gh+xNTY3Wk715fy6fXats3rA4HUrY/4KBaUp7Bb/2tRf5oz98ik/88ccJU0rUX7vLd165zRf+5JN88hP/Kb3vHN75fe/nb/ydXwbge99+gzNZHr++UHwdUFOu6+Veg22pC81OPdQ3HC74oq5W16h5bANces1+Wut6PWhbO/Du+zqYIh9CsK9uO24Yn9s7jc/G53bjd8/no5ioe2/P5HiybGDnHKI+2Y4yv70HVSGE/Qg0rQM0p42e2I1AS7L35LxXA7Xf9rdQlGeX0nCSnA+FF+xfs7aFtNVD2UJwWCrfHwCWxK73rMqg6abFfemvVKeYy7uRz332C/zWb/4eAN/8xnPgLpnnW8zxLgDhpVfxUZjCq/zFV14GYHepfOUbX+TW6zcB+Kmf/DF++a//JOOgSGlXTSstnBwk7ZtB4/LacWV/kLgqDGE/6Kc0ky0QwPk2EVyV9roN+s+q+23/xiK2YznIPjwBT4zPxud1HbwZGJ+XOIqJOkncvSQlq++KIsmxQZaSeWqQrAZzgqgiLhO2SLhdJTvnUMB1qjKpzgjluzsovEnxOuwl4fSpk44DSeJvD8cYCSF210rjtkhGoGngKu9in6BlkEh1VuLK5rhGfUeKSS0Ws8NI0BaD9lBn3B8k4OWXXwXg3/7r3+I//MEfE7Pqb55fYAqBu5cXDJt0ZJzfOKbdjIYLzm9dpHqWiXnn+MxTifzfeObr3L57zk/+2Ad4+6NJnXZtdIwuR12qR+X5SvyWR94QzR+0SM6ZNnser+uBu7XF4iZVRLt+md1iW131E8IyL8p6wF7fkwafPi3Q7A3d6fk0D7Klbz0kK2rjc07D+Gx8fkB8Nmcyg8FgMBiOGEezoi7aiyTxuIXkKQL4GdRVkTWq4NThXFNhuCw2OykSmKtSKDlWb9lSESU5uaTf6v/a+w5umr/KAWKtNkkSMECYpUZdAlncr6qE7r0Lya27p0n3+/axloelQwoIoaoKY5bI1+obzb+1a3fOz/ncZ7/ISy88B8Cff/lpBv8yr1/uAJjmFKXJyUDMNq3Lu3eZJ5d3a3SrH7ngYvoGAK+99hL/4pmv8/8+8h4++FN/DYAPf/jn+fEfeoLRXRLd6wC4cI2BmQgsty8IvWqzV1f2v6fXH1ZBSVGjLdo7xzqmu6YxK0FbOtGfJNXewlkn/y37b2v1CtULSR2iDqStmMDlh1tjL6XxUvbsWFQ9f46Crm8I43N9yvhsfM5/3xqfj4L5yfmkdPpVlBxK1KKrnUN6e4i46uGAuLhQL7X0yp7EPs32XSSy7hzFFrJ2EFnbsICD77zKDtWrPxb3xOV969/7Zw6FIVTWzy0Hn5Z2pHgpXpzv+L/+j3/Fn//5V7g8vwXA7vyC116buX1nlyviEuccu92uqutC2KHqCDNdOwISESmNEfHzjvnidT72kZcA+NTHn+IX/vNf4td+7W/ygfdsU9voXYIIop49XWXfVBUlMlVn/9EcaP+A1+196d069I5MmWr5+lU2OGXds/ovUu96E3koE8JDovo2Ph+4x/iM8bk88+b5fBQTdQihSuDeJ9INw9A5a+xLvutwcOm+dJ5tCU4gsUi7VCk9ETRVcJFQy/WSpC6ko+X7licD7duY1tdL1KK180kl3+qZ2lEOHouXPq9Pvykk7u+LGrpISEoLS7h8n8fVvP/6v/znPPVHT3FyOjBP5wC8+vLL3Hz1FpdzSms7blBVQgjM81zTF5lAIORtM+lM2kAMU/4emIaZy+mSrU9pb3av8s0vXvIbF6/xX/3TfwTAO942InnVdGWHXtgbW5khLiYFca5FyOpwqH3T9e7z4t62aiqrmOQkVfpdGbyWtqzyYOp/uf9ADUFZi9M6Xh1JSjpXOcscM4zPxmfjMw+Uz2ajNhgMBoPhiHEUK+o5zDSn0CFL0snrE7Ik1dldoKm7ikRa4P1AJ5xXaUtCUYN10rhrklC/X3MpnZXninS1OiTgQHmK6ip91qrOCm2TZn0+spSu+wTX5TukMuul+cXpOrjFPSXcX7XeFNWZCH/6p18A4FOfeprTM+X2a7d45aXbAFxeXDKrY3uSVFmjE3a7HdO0Y5qSdD34bTqIXZSY63nYODbjhsHfSIUJisbAPM3MU/Ikfe1O4PwvLvjmczcZcmCFf/xPfoUnTx3S1e1K2K4fFpK0hLwamVrogbz3Z7HyqJ+WqtDDSqjWKVzpINpWcvdUXWn/R9vZuAdUdUWV2Xu0Cm7Rj6569hhhfDY+G595oHw+iol6mmd8DoCgAYZhBiLqU/biICSHgKVNoKpCOiZH5tYYLqmBejXYYm9dcZSQ/djA7fuKCCxel50kVjYthTmTbA6BOUbmEFNEow6qy+hGy4bbdzQ51Mh9ZKM6+EXNB9Dn8kRBY8QtOnjSIc5BePqpj6f6mjwXepfX79wmhEsAttcGJITq0ONUcBpwGtgOKf3NxnN27Rq73Y47d+4AcHkuzF7ZbNI9JycniFPGIRAkETuGS/wE3r3GH/7O/wPABz7wPt79i9+Lw6FZ4aNQNkCk+s9OOgesR0t1EysoJPtd60kpnTwU5G1BZZoIKsSY+uVGlICvQYeiRgRJf7NjkyDE3N+066nKvDegrEmq0eNcc5Yqg/XDCOOz8dn4/GD5fBQT9e7VLeON3HE2kUkdisfnTu9CACcLe1KBiCxsWto3bJZeD21+F5GFBF7u7+/ZJ9vyPjhM7EO2o/VKYX3vVb/tDRqrqEX99/6aeFcHjWSzWnUTVZwIT/3xUzz9dI4+FGeii1xennNy4xSAYfDI+cw4jDltzzRNiAjDmK5ttlvu3r3g/Py8dkyR1LXmOUnpFxfKZjPivXD9+vVavjlMxHDJ4JJ97DOf/jS/8vM/wkZmGpGXZMwFYI/UbxHLFcuyb8WoOaJDu7c5I/W20eXAv9d99Ip+JckOWVtJtO4bflhW0gXGZ+Oz8fnB8vkoJur//X/75/z3/9M/BUAubhE2jxGd6wgbCaE7e5ZWOf2ZtuX7mtjp7NGO0L2xnyZxF1z1udxbP1O2TuyTec/R5IAkvSeFHfh+P4PEofTDPC8cYgAi2kLUKrx68yb/9//565xfpK0Um+2mOi2cnCVij86z9RumKaV152KHIgybLcOQpFPvRy4uJrwfcXklVWI2NweVQAgTIcycnZ3l5zzOO6Z5Jl4k1dwL33yWu/PAOIYljTU5FqXPmfIqrKP7qNJiaKzrj2Vd1rS0l+i71VYnBafyLF06at+ownZ5XzrtqPy4bMf9wSj1v7KC6stz74haxwrj837a/bPr78Zn4/MbwZzJDAaDwWA4YhzFivqzn/4o5y98EIDHT+9yZ/MkXHs3QZIUmM4XPSyNrKXn/o4ibfeSaJHGRdbHma/sXStctc/ukASeQgyWPYlhT2o+pP64n2uHpPmiKuu3eCBCDJGl04oSRKtkNiB84XOfZ7o8Z7NJUrMMjvPb55yOJ2xIp+TMM9y+c8H5eQodeHl5F+8dzg+17NMc8H5gngNF9kurpqnuw9xuNzmfge12m9O65M75JdvNwJADCnztK1/khZs3eeTd1/baoDv6pm7TKEVWyhnIWu87tDIRXTuNaPu76l5Ka9dD+2sbSiCKJEkjUOyJMR6WoPttGqV9Uvq9BO722v9hgPHZ+Gx8frB8PoqJGvc6n//8JwC4cXLJ42+/gz+7ydu/9wcBCKdnhAgbXG20OKSPrkaFyUTuVEjF+SQZ9ZdRcESkqo2S9x/VexTXmr5SPHsIHqraQ2qy9bUQwt7ezENpLNQ1ubH7l5ZrxeNUs1OGSrst5qPsWidRIOJicqBIuOSZL38Z50e2J6mUr5+fE3FsT65x9yITeTdx5855jdIzboTTzQnDMHKeoxtd3j3P9h/tyiioCtvtCQDb7ZY756+DE0Is3psD0+4cVDg5S/ax7eUFz7/4Ej/0nhsQk5otnUjXedSSnGtQWnwETarAwBudnCQsqjQ7ITm6qFLFeUShRg9Sn/pQroj+dL9W78X+1l2V3EZFOxtpTjXSBkGYWSLZypoKjRXpjxjGZ+Oz8Zkl3hqfj2Ki/v4feIRnvvF1/n/23izcluSq7/xFROaeznTnqSbVIJVUmgpJCIxAGDE3bhr4wMaN8Udjm+9ruh/aPPVLP/aL3X7AmO7G/owMiMkgGtMIBG2hAYnSVJpVc9WtuW7Vne8Z9t6ZGbH6YUVE5t5nX01VhnNxLqnuvSdPDpER8Y9csYb/Ahg5x/i5XU6evDVzAh656RbC2hreuAxia2PT7eLAdTXyrgaWJtwqLXvVsWUIL9LcLcoqkCZfTiISWAX2fdd2Fo5umse+a2h9LV3tvn3vLqBbDQ9pJwlWuHTpAlVTU8UAEQNYqxM4AXk6nTKfTfPEdANLXc+YzWdMawX2qBwxGa8xn8+YTnVBsNZQlkVu887OLoLuTK5e1QIBZTmgKBxNU1NVse2+5KEHHuI73nzHfu/PEmbalZm88MJiRPC+sUmL5cI9Vy7X0PFNheBxzi1cqzu45YjQJR/o0vN0vNpgqfx00SvbMWzHsZ0rN8aHusdzPtjjucdz/N3Lw/OB+FCPhnMuXbwMQGk2GU+mVPM506ky3ly9eIFb3vw27HiUtSTXoGxHLJqxuoEmXXNSkja9Y38ptoWfO5Oje84+09zSM5K2382BTH8vg3mlaYzOYC+dcz1z2v68TOgGLiRgBxFSCks12+OZ559kd3eXpptCIMrWM50paJvG49p4Hpw1DApL7RsGacNiNBrU2YK1ieZZGqvBLKkN3nuQwHRvJ2v303oPZwuwUFWa4lEYx0vPP0fwPufiiizDJR1ve2pxId4/Zu3fZuH8tMNZbYZtqSeDLKYNdZ+frxRDYlm6ronL2H3riL6fLgqtti15rt5o0uO5vVeP5x7P6djLwXMfTNZLL7300ksvB1gOxI76wrmrFDFpfjiccahZx0igjpVxzl28wqxY4+573wgxhSCZkpxzC6aurrbd1V66ofjp391jXbOKmP0aePfeq1I8uppmVwPvmuqWNeVV/86a9wpTWfd+X4ndSM06xeLvEDxgE7dtU9EEZSTynV1EVVVUdVuBZzwZI7VlWOpU2VibMHSWeTVjt1JNeq/2VPUudS25QL1xBXvzOc7F9A5nKYxlPBpTFHrz6WxKU3ucLRgONdiF2lDv6c6ry6F7PT102aQp0rIGua9RDxWuo4ETMHmOqPlw1XikSk4kP1g8P91lwWS34jnGJP/Z4i4imeauZ6I9qNLjuXOf9O8ezz2eXwaeD8SH+vKlbUalApstz7yyXN1z7DbJDDLHP/wgd77uNRjRCEOcQcTjBJxNheYt1rRmleuBMpkgcncZNKev6zMx+ouW/H8x2nBZvhJYlQKQlnKwfcA+kvl2cWl/XvXcVYBuFxyzBHQBEzBiMCnIQSqCKNFBcmDVVc1sb4pYiysH8f6GcVly/JBGbZ4+dRypSnan19ie65hdne1y4eLluHglf02DtQ7fxDEQy5zAoIDC6fMGRQniCVgGQ83FNBbmew3eGwqTGIIk/6/7zosmKMWFWjkTA9Iq06Ih27NQc5iwolqRgBZatG3frsRXZx51npWGImRAd31VyTTZMblmNsrlce0+9Mb4YPd43n+fHs89nl8Ong/Eh/rEySNsrseE/GIAvmJ3b4bzMQG/cNzzhtdTzea41BmDWFXHhPy6FhBjsCxO9C6JQteXlTS1VPBsud8WGZB0ElxPuvdfBcYQ/MLEJIYpXHdB6Bz7WoHd/d1idZ9YhYY2lSEET2gajEATOX5n06ny/VpDFY+VGDYmA249dQKAu+68lXrqef68p3pBFwkbLIUtKZ0lRI27auYE3+QyroSAMYGiLBnbyIqEoRBhFmAWfWgDHNW8omk8wzJGtEqIFIpfy8KagLv/dwmwi5e3B5bvazrAzud27tlq1fua07lXWiS6bQoLP6ffp89Yui7H03QWoRtBejwv3gN6PPd4fnl47n3UvfTSSy+99HKA5UDsqMdrJVjVLqbVLjKvKdY2ee0b7wXg1jtfy/rWUfbmNcNIaYe1OCNYO1ik1ltyfuQoz2wGs9gUzJdy6K5DiCAiCxo4XF8DTJJMY8vRoar5ST6WNfVlYv8V99vn95LVlIPtz6rhtZqn3lkzF5NZsWRUDKiq7RyNW9dz7ctgMuH/2mjALaeO8rpXaw7szSePU1WXGQ3Xme2oqWx7b49RWRCC5JrAJjiapiEVmreFMBpazhzZZGuokaTz+ZRptctzl64xr3Uq+rJgsj7ERlOovkA0Zy1orUlf3b/7aI+t8oRpVZ72V3Zfr2cTlZFs8mpJOlpiBtm3a+vkSHZIE/R2+yNMF8dH/3G9XdaNJD2eO9evuF+P5x7PX68ciA91PZ+z57UjfICbXnUr3/x3voe1Q6cBEFtQiYEANhY8t66JRPVtvqGPZP9Jur4sn20HARGDMTan7S37hFbm6+3zL6yW7MPqgFhE8GEx+ER0ZixMvQWz2Io5ucqXc71ji2uVPkhL9EVguyEFhrqa0TRVPCsQpMF4yyD6CW85tsnb33wPN508BmiO5cgewR+Zc8dtOn32pnOodilDyFWGZiJUCMSFeDAcsLWxxqH1Qxxf1xJ46xNHFa5w9f4vM6+1wU0QjhzdwDkhO3oQ1LDm8k+tV2pF/2VwLfaLuqUETGjPEYOC26+4V8C4fCS6OWXfz+Jbf9X15khabMzKxWbxuenvr5Tre5ClxzOLx+nx3OP55eH5QHyod/Zq7nrdPQDc9eq72brpJqzdoA4aAGGwNCFQLE1epfYLnahPCB6N8qTjXzIgNjr8DXgZYbxJAaeIhIUgkHS/xY5dDex9fpAY3JJ2BYl+UML+yE59t+7N2gmQNbmvAcTtsY7Gtk9LNzoJ0zviKG1B7ZusNYfgMXF3cihW23nbm1/HicNbhOjjqmWAlRGl2+DoUb3uzptPYpop06qgiexD23Nhb9ZQxQAiaweYpsTKiENbRwA4cXyMMOKLDz3GpavarnndcOurbka12RbYQts3aTQWx2MVAEyeC7mvlnX2lbhJ/RgyZaKxyQe6IlioVdNX3C5evwTo1l+Vb7Sw42vHdem8G0B6PLeP6PHc4zm39WXg+UB8qH/o7/8jxodVw6sDBD/GUGJiqTRnSiyBFEQBEAJIMAQvGZTBaIWXVOjEWk04D94QatX6pGn4wz/4APP6Ij/5Uz8KQGktEHKNVq0Ju5zuAV9JA+9qTl3wpR1C6GjgnauQFJ2Roxf33689xopjixGO6USdj0mrtMxngWJgMYUeK4qCclAwq+Y0mUZPEB8ocRw/plGhx09MsDiqvcjM5HYoCq3TWkZtfnN9gzOnTjGb7eX3qYNhe3vGNF7n3IitjS3OnD7BoS1dNCZjh282GQ1HSK0Vf2Swzptf/xocoVMrFhYiO7t/p/c2EvvC5wVBjEOszgsdixJ8EzX42O8mcivHO6ZxMSaAcdm0GLCY0BBy8XpoCRTS8zpjuG/NsZ0f0ni1IG6HrrsbXNLAV23LDqD0eKbHc4/nhX+/XDz3wWS99NJLL730coDlQOyoi8kh6iqZpyzBBpzTf+ux1ZqpyCItm+ZS2qx9JO13e/sajzxwnz6rNDx99n5m8xnnzp0D4OSxozhnssnD2I5it0A5uMIQch3/V7edy8Xh83kIbcLdfg18+d5Ja1ullXf7JhBowhwbYkBHLXz8Y59iPNniDd/0BgDsIHDn627nQx//NEWh51UBjHGMR2ucOn1Gr/Uwn1WEHAfiMFYIoabJfMuWw4cOU/v1nCITaDhyJOS8y8INGI/GrI0HFEXbXjGWE8cP86XntH7t8RPHOHHyyEr70MJ7LxvLOv3VGqwaTON58EuPAXDlqueeN9zN+toITLUwEsv3EtQ0VmSzqb5nHqFlU9d12qrj3vXAJRPmIr3gsm7d1dCX3/mgS49nejz3eF5x/TeO5wPxofbednwHq80Bq5zwPgScWeT4lRBYNkitrU2495u07F5d73F15yyXLuwxipVgGu910FIbAoBZWjTgK5nKkqSAl68G9ni0DWaQxcHs5tjlPNHQmlkW779knvM6cc6/9CIALzz7DI88+FnK4RajNSWYuPu1t/GOd72LD77/Yzx97iUAKrEYcYyGYwaRIKGeC1OpCF5NXhJsnNQt25G1hnIwoJBBJv8ngPcBH8kQDI6BdRTWZkILL0qSv7m+SR0DOL75W9/J2mjMco7hKnPSsh+v9XPGBUcCzz7xIE888AUAZn7CtZ0LrK2N+KZ7Xw/AcGDbvlsyN4pInhNpaPLIrVh480DS+UjEP1sQd9+hM9dXmkYX8zNvFOnxTI/nHs8r3vMbx/OB+FDbIBCDQ4IEXKydunBOJOdf0GxCyP6KVhbd/DpogRDpCxs/4DV3v5n6tkOtRiMKmpY0vu3QVcD+SsTqy9p2N61jlU8LusBe/N3ynFk9odO53eAWC6Fgc2MTgPKWk+xt34aYEUeO6LF5ZTh09FbuuOV2nnvhPADOOkJjaJomP9t78NECGWlmAAAgAElEQVRXpPdu8sKR2tM0HmMNxpadXZPHOCX9R8+mdAXOjLGp/+KYjwYTfFDShFtuuRMjBcbUKxfH9PfC4tj5fXdRbRqPY8a557+kY1Cuc3HnGD/wAz+E6fgv23sujozBYE3rHdJaxG06h76n2T9OfP2y6sN1o0qPZ3o893j+Bq66vhyID7VYo5R/gDPaJA0iSGcYvDgcZB5bE7VvOmBPtHAuxRWYCHJjodD7D5zlvb//EUxY48d/WoNP1KQGIVPckTWodgAtLdg7bafZx5TkTSDkcIZAkBDzPNuUgXbXsLhIhOCXfr86KrT78/57NmCgdjFwYnyEm+96O3vVjOBSRMcuUs/ZurrNsVLPqxBCGLA23GVrGDsxGIKZY0ykKhw4HA5rXQbxiBHWNRAaiNzAniFCm11jraVwltIaTLSVCVAzZ2Id46ECe3LYYEJNsPvNRwusQsazGLHZVlCyVj8MPhgubU94x7t+PLZph0e/eIFCYB5LAWJGaJcEOrRLiIBgSN1V7QWeffYKJ08mKkYhhXhIrnGbWkK7EEYW6zTO7XCJjlO60JiFT5Jq+OkjI/m+N4L0eG6lx3OP53T/l4PnPpisl1566aWXXg6wHIgdNbSaZBBBVtTttMbs83elaxbyJK3Bd/LgQM01JprKQjMn+F12rl2hqjQAYRg1QpO0aGv2P9/CSh3IsGCeWeYGzqayDtvSYhDF/vfp/vt65qJVx/Lv4l9Dp1ptPd/jfb//e5y+83W8/Vu+uW0nhtOnN3iruxWAnSceZXdQc+stt7CxsQUoL/NwUGJturfFGEdZDCgKvb9WPAqIb/C1vm8jAeuKhbHxQTC2xLrY3w4MA0bjOUcPK/fwiaPHWz9f5/1WBmPIcg8miSQaNAiG7T1tw7VZwcnb76ScTDJ/tIu7r+XAn/RfmgZ1M6dp5gQpl87r7shinmTXBLok3XzL7rgl7Xt5LLtz6auRKxwk6fHc4xl6PL9SeD4QH+oQWpIDJCWFLwZrCIEQGpoIUMEjUi74uay1OLFY3/4cgmAD1CERFjR813e/k/k0ZH9FVVWUpUViG5w1mOhDawM/4gQwZuWYLQ9EjpaMkao++NXAXfr5evdd9Zzrnys4a7ExR9B4jzRTZntX8X4ezxgjxrFx/CSbL+0CcMRsMWWXo4eOUTrNjSwGBcO1cTaLBQ9V1eCbgI1kCNbMscaBl7yABanB1ER+BLwYAoZAzbxKeYoCrsGVE151620AHDu8iUGI/19+wfxX6r1VfZqmvzGBup5y/6c/B8DFaxXf9X1/l2I4pCD56LyWuyN0Ik+75kfi+zRY6zsLtMnm00yNuCKOM81lOsBdNnfGS79qFGiQZZ/owZQezz2eezy/sng+EB9q6E70VhtZpAD0iJgcLGCM4DFY67KWW5YljZVc4xYM4sAaoYlRjnVdM9rYYjAq2YucuAPn8L5gEK+TssCK5IAXfZ66xrRiTbfh+7WiRLCQ3istPqvq314P2F8N6F8N2OJ93olMDm3xIz/5w5hyyHDSlq3zWI7ddQsXH38egFNHj3Hh0h4D6zBxajS+4cr2VbZ3tFbt1Z0ZGIsRm0u+FTZgwoDSlhRxl+QKT+Mbtqe6y5nWnitXr3L58jXmlV43Go85cmKDe2+/gx/+b78PgM31MVIL0ilvuGq+m6XDi2BJOzAI1Q63nFAu4kKuMiwHFMbhopbf4PVGQTJPs4IxBabomF26dJ7haJjBp3N0sRWrANtuihYX/n2+yBUL2coF4AaRHs9/u/H8umdf4McefpT/6/BhPjBcB3o853f5L4Dn3kfdSy+99NLL1yU/8dgT3LE35ecuXPybbsp/FXIgdtQirlWaTAO4qLHqMWsNJljUIhFNDqjpQIq95HDi8w+e5dwLc/auqbZ4+fIFrl67yKnTp9gYHwZgbWvAcLjOHa8+RllrtZhQliBgkgYGWOeUpKHDO2wCIG0unjFGafo6PgxjTORDjBqe97j4d6amE5MtbstRom2fpPt13nmF9t2aYdo2qAmK7BsSDFtHz9A0dS52H6ShNrB+6mY2TjwOwKvLgqcuvsDaaJOAas4vPH2BZ1+4wKVrSmBQT3eofaCWOUWhmu365BCHNjc5vDlhOIg1h61nNqt5/sXLOhbXriF2ytrGgGOnjgO6UTqxBeN1y7EzOj6utkohaaWjSLfm0fbnJW2bpDkbhDb6cjI5ybe+43UAvHjxEmZYYsRjTOSdNhVCo9p3MrkCzghBmhzt28x2GK6t574vfcnHP/4ZLs93eeO9bwLg6OF1CDUOQ4hmRDXnrnWijueYFQUDYnNJRRZEgJxCww0lPZ5X9cnfLjz/q3LEz5dT/v2JNY6dmgA9npfH+pXE84H4UAd8DgYICG6BRzX6vMJSYTQRgrFMrzX8+fv/HICPfOw+sA5fKWBd4RgNhzz1lEVymoFnZ0f4qZ/+Ud70xtcAYKix1mON+nHEalm4EM1loIuLjUEpKerfGLCYhYmW+GlD8nMYFGBGYr5iMv2lN0wDKSwHvMTXpJ3Eq00tCdSZ4VY0hSAb9dKEF9vyKIeGRgLjQ0c4fLOyFpmi4NW33cHaeJ1RoddOSkPBnMkgppmM1mlEmHnL7q4eu3L1EqHZY1gcoYh96Aaeqppx9coFALa39yiGBUUxyua0k0c2uOXoTQyGI1wsKm9ErY9m8bXjvzumwP2GJXThDLkfjLEcOXac6Vx5h0fjdWZBFoJbrGgveWhNZSEgwRPE5AXA18Js3rA5Ucg89vCXeOG5Ryi3xly7pAQT853ziJ+ze3Wb3an6Cee14cUXt/nu7/0eANbWBl8Fqd0F68YJHutKj+e//Xj+47ri/VtbrJeHWdvu8Xx9eWXwfCA+1CItwb2mCgY0uCQFfhCV17bWaAiGK9tzfvkXf4Vr0fxSDGpqdrFFBAsltW8oGFAHDbqwlFga/tPv/zGvfs3/pM9cG+GloU6BBY3B5kT4BFiDiME519GOFaAmtjmdL0jOn2zzR5e15vjv6xw3ecFY7qsVwDY6qdvk/f1BCpqPaDsanlU/3WjEMO5wq2ef5+677mQwHjKJwD599BCWGc+9pJP3hfOe6bxiZz5lOlMwbo4dk9GI8QAObSqw19cM9567wL+4dJnfOHWMPzuxyXQeKN2AE4e1oMIdN5/kyNoWjVujHCrDUjA+wnbJN8TSO6c1q+PH6+5CQIn3N7dGPPboEwBsbNyiTEsGiFq6RTL7Ujey13uvPq2YU3ns6EmuVTbv0o6dWMeVu2xffpHLL2pE7aFD6ziL+kbXtAjC1nDCmZtvYTBMz2gglSbs5NYiKbo4jZ0g2BWL+MGXHs/7j/9twLMRz5kTit3xuOjxzF8fng/EhxpxbTiedLVYPWZNCgSwpIg86xyf+Nj9XDp/jsKqxl3VHrGO8USDG5wtMMbSeM98FgNUHJTFjL1t4U/++C8B+O//0Y+AbVryhabBJsIGlwJZNCKwGzlKMlOFLkCF4BtappwG5/bTEO7nsU23jOaaTqWfVpFeNchpMiwCe9Vk0HvGVAoDseEcu/M2AM596UEMhtoY6rjGjcabnDk1YG1dTVnD4iIvnH+J4aCBTe3nQ5tDNiYjDm1scNMp1eZPnzzM97/vE5yezfnZi1d46tvfQjX3DEfrbG0pm9Lm+ghjHFVtcWUiTfBI3Dsk/fN6k1ug1aZTybpO6T8xFmzDZlxs3vMbv8VNd7+em2/6Voq4jVJNPy3U3XsHglR5/JtQY11BiBr5xrEj/N3v/W62r24Tgpr+MLGMnjgkFr4tygGD0Si1lhRaJZ3nLohpI04T2G846fHcdsXfIjwX5knK4hoAJ0PT45m/Pjz3wWS9/BeT//zm1/LMxhp/9Jrb/6ab0ksvvfRyw8qB2FELIVMOikByO7QaWFD/goSc/9cE4dwLzxPCHlKkVI3A2mSDyVg1riCB+XyG9zW+0WAKS8C5GdiGT37yMwB827d/MzffcpRB0uaKEks0JaXUEgBRWrhumknmbFhI6jfZfyUhqCYV2lzMnAxPx6yVg0yi5h53GquS4veb2mRBmZP8Z1fj1xq9ziUfXRF/XzA4orWDj9x5G88/9yQNNXUTzTnWYs2QNe1SbjoNa2sF82YPY7QIQjkY4Yzh0PoGx4+o2W1tOOb5N72JfxOr9hwWj/fgGDByqsWGyrDd1Mghg7Eu94NZbHo7DxaCcBZGZpl8MP7LEkzg6iU1pd5+60luuv02Aq25ExMIonc2xrX3MGilnZQ/68CJIZikrY9ZWz+OG24y3VYzbDWf0eT82mj6lUDwTexvEKNjtuy/TObUhXGUpY64QaTHM38r8Xz88HHqWD2r6fGsbf9rwvPB+FBLTUiDESzWlArwNkxUfUpBsjkrOMuzz58FBz75CKzBNw11ZNNxTgkSvA85uAXxGNbxYY6gQQnv/rV38wu/8M8xkZ9WA2A8GJ+niCFGktJhTrL5rgu+FQnkIA+RgISYi9mNelw2gey3gEW2oe5Ir/JxSCcCMZFM6ALRRh+aFWaX+A4ihPg+d77zHdx09Q4++RcfpprqZJ37gPVt4AwMWZ8cZk0282IWMBTWsrG2BvG8ejZnWBaMo6+q8mDHBSYGEgE09Zy6EMZrI0jA9kDMuWzZfYiWo25EaHqXeE4AEYPBZjOnAWrnOHlEWZLkHsPTF89RyynGLi28Q72vaTKwrbVY63CUueBAQ8A3QhF9U7YoeeqRhzFrhzh+RM2Io3pM8B7xgZBMcdZhbdnOI2nHa1EiqMUuHOtOjBvFDN7jmR7PPZ5fUTwfiA91l8moG1zRBn4ECAFvW9/X2ccf45mnn2Q8HuAj+YGxlhAaZrO9fK8QAk2zWOlGiQ9AvAL76nnPv/nFf8vf+Q6N5Hv7W1/HZOJQna+O9xYIxcpITmPJPix9n5YMIXiPFArPVQQJ+R5mEXgrS67l/lhUT68XS9iuNYuEDfEy/RlPWnGEEcPRCSYbJzh/6WkA/KwGH/JCZZ1jOBxgncV77Zud3W0EWBufoox0go6C0WBANddoyVkdOHTkmAbARHqjKgTmNBzd2uz4NDXG03R0asnt/yq7EUmabbvIGltiC90pbB45whMfPsubv3lE2NB2OeM1MlX272wMkse1risMJSZGG4u/wgNfuI95OMG3f9+7AJgMRxSOGNGs7ffZO/e1RXwu1ktefMcb5UPd47nHc49nlVcKz72Pupdeeumll14OsByIHfWiti1Zc255ecGZgDeOaqZa35+8732UTv00Kc8OUW245WpVwnlNqVi8f1E4JPHY1lPOP/skv/9b/wGAj3zgFD/wgz/I299+L0SiAGsb6EaIRkl0cUnrWybx75rSVmlQC+Xv2B8Z2X3eYuxkPjH6xhZ3AHpteucVfZ7uJCFHNApgywFHTxzn+Scfj10YcNZQxlJzhS2xVv2FqQjC5cvnuenUGbY2NpiMNY1haB3WBQ4f0p8fO/sso8k648mE1qKn9YcPnzyeG2lIlr6wYD7Ubt6vnXb7cd/ORjzgCLHUYjGaMNu+wtVLOxyOTjphrokzplOWLjLt67yKGnhTMSjHNKlRXhiNSiajUZvfCmCNVgZMvMxLbV3eCbX/NgsndPcRX6le8kGUHs89nns8v7J4PqAfaqVCaHPQLCHmYf7lR/8KgEcfeYTJeEwIPgPbuVKJ+9veAySaedr7hxAoigLn1EFRDBx1VRNqNbE9/dSUd//7/8Czz343P/wj359bYIoa4xwpIEEHzS0Ae/l9Vh3TOBNdEPKxHOiy/7rOT53fLy5Uq/o08ShDO1HTqeovW3xmIGBt4NQtp3niITUvbV+5hgkGkwq5EghBTUe7e2pq9HXF4UOHlNggsTxZg3OWtYkCe20yYW9vj6IY5ECTYB2j9TW2Dh/aB4A2CkWbt7h4dYM0Vqxa0Z+k5i5DE3QlGayv8Y53bTIcnyfIzYAGwwi13qcbQKQDkhfHwlqMkeyrggHf+a4foDYOH0Gsry7KJJX8rMHG9oZ8231mOSEvDquMYTeIxTtLj+cezz2eX1k8H6APtf5bI0QVxDmZH2iMIcznfPRDfwHAoCx0SoaQKQfLcoz3LhIWxFJ6BEyHOg4RQrDauRHYphxRFhXjWmn1qvllpL7G+9//Xl66egWA/+Gnf5KtkSe4QBk1IhsZg6y0RegVRJ3BiFq0YWnesAxakwe9e86C2Ahi014rHYAvFBwwpnUT5aIC3eLtEv/fNtaKEHAMt45w5LQGbOxu79JgcZFgojE1JhQ0vtKKOsChrRO88OJlzl/a5cjRIwBMygG7O3vMatXS1w4dZm+2S/AzXNT4G3EcP/kqCtcuLk0OPLGdaNrUxpY8YCH1lXaBExEkgU9KCipq0d3DcLjBW77tnYhXpiIA40psKPFSQ6YqBEOBoc6F5q2UOFpfpbMWPziszIh+cWdg6DJVhYVBTVG9bREAMMbiQx3nTUs5aIzTSbNE1nHQpcezHunx3OP5lcLzgfhQq1ksRS1CCE5NXKQQf0NAeOaZZ9jd1YT7orA5PaJMoXvEYMNsb2rp/5YZg7z3WasU0QEtYr3XyWjMzs4uzsLn7vsgAL/a1PzYT/wYtx13FFHjqsphm2jfSfFYeBYp6GQRpisr7yyZT1otOb1OWDC9LV+3/1gCfwcgUVL6TFeymc+W3HTzHQA8/cBZRAqaBCobQDwez3CsBAk4y87uLlfOPc+jj53V06xlvDZh6+hRAIYypBxsgLPUcdwqgdM337yv7anjlskjFn7d0cb3S3q3ARICs6kuQFu2wDLGOEFs4hluVGPu3ql77zgnbr/zTi5fOJ9L+gWMUmYYuxD02Q1yapvTWbFFAa3jmkCcxmdZ/NLBGyOkpMdz267uv3s893j+RvF8YyC/l1566aWXXv4rlQOxo1bpqhpKn9f1aYHnIx/+GIRBPFaBmUEYUiSTVyQByCYIKzSV+iuSxmatVe3bWLxXM05jnRIiRI2/HKxhXaWEDKImos9/+q+4cvUS//x/+Z/ZiikLQ6t0gl/JhJGoBiWEBR+NNnC/1tz6uGIwhXTJDPOr7Q/7756XNfJ8gOUdwII2vtxmgY0t5e91zlBV2dCIbxoQDyEwj5rtzE/ZmDhOnljjynk1N06rGZPxBqOBjtel83vMmorTZw4xjgQWo7V1Ng4fXQquaE2AmTQjjd9ibQeWdda2L9LPev18rpSUPlSIdVhjszlVTY9CMIvabiwhj4ka+Gg0xlky0UG3EEM3YOhrEonm1BxMk4g3yP5YYywidXwH1153w0iP5x7Pbef0eH55eD4QH+r9wSe1Ru7lEbJIKDj34guYQieTtYbgDePREBc7X0wgdMwLAnmBSItECG1+Z92oiWxvdwbB4Kxe6Io1cGNqv0MR/RwDdnnm8S/x7t/5A37mH/8DAE65OWLHX7fvUKI/KTouFvqhO8n3mV1M/uNre07Hx3L933cgnsxzBoZjBeTa2oBr090lDAV2d3a4dFFBHJoh08EcmW7DLD3zMOd3rrJ7+CoAw0nBfFZzZdsxq3UM777rNRSDIeLrzoK2/L772y/dlXGVqSyfHlBqgxTpG6LDz2bTLJRAgzVhCTfaN4m4owmCEcmECboypAXz6xt/OoDWv0UDXZaevu9D8HWM/d+k9Hhu+6HH8/L79nj+RvB8ID7UoRNAIiHgjDrskwdH8Jw9+wxXL12gKPTlvIBYhxTgZZbvZY3DxAopEgIims5hYj1RVygbkhePSaw71QzxHhs7ztoK6xymQ3QghWUghgf/6q/4yxNKq/f3/t73MTSegTG4PAgGJ2QudoeD+Cap7FoLXrOkVdlWqzNKXKBpBh3VMy6C7WTvpCFkIFus7WriMTpUDJgm38rIALEhVxa6Vgll4RnXc9jVGsCbGyPOvXiFWQzW8BJwEqirOeOhPrfYDJh5wNRDZKTHggjlZJ21Ld0dDTctZn6N2s+YBj02KEouPvkil+opR46cBuDIoQIX5gQcKSVCAhgTsgauXW0X/HZWXwiPYON7ByNUhWU4i5p4gIkl3icFqHjtayMt2I0gxiOUFFH7Vd/lkC5xgz56dZRuV/ZH+mqaCamOrakBQ6eEbjyvVBzkBX6Fv+wASo/n3Poezz2eO+d943g+EB/qbEoCxFokOIIN2BgUgrHc/6lPIEg2VTTiGQyHiJiMjRR5lzoySIimqsUOWTYcWWNoOqamIMpuUxQFvokTOjRYP+PNb3gD99x1CwDV3jbOjSiszZqZSe/TMVfpr1YNfjsxtfj8otkMYpBIa4tp723aexgWkwGMGJwf0RZmrwji8VnrJJbIC1y+tMcnPvpZAO77zGP87//yF5hMX2L38nMAHJqssTFeZ3pNo2WDr6ibGi+CjRVyLAVlOWDu5kwjB7P4msJO8HHHM90L1KEE41iPxeiL+gpm5vj8/Q/y2c/pGH33D72Tt33bEcZlwPjIY6w2RWyd+tgQjMXTcvdiGoh9aGOepQ2GKoBt9JyiE3m6fxxMBraNGrrQMmzp7sS2wJavV+/unJ2Vdln63XLbzNLvbwzp8dzjucdz+kVXvnE898FkvfTSSy+99HKA5eDsqPcdTQXawXvDow8/hC1szoxztmRYjiNHbTQ5SAyTTwnyoUFiKseybtM1s6RAj1y/xRiCCM5aTK5OY3jL297CW9/2TQzKyIDUzAi+JLiCsKARt2ax5KcKbYXzjg+jbVVX++5et7/N+THxQonBGe3BIDVip1k5DaI7F7GOnWva9s/d/wSf+uSXubz9FLuXlCd3yiHKyUkcc65sa9rMaDRkc23ErFbz1pXtKY336tOJ2qkdCpNRydETG1TRTygNbG5uMhirv7HyDVe3HdXcsT4qYv9NKd2Qx758jhde0oo4v/HbD/PRT76Od73jW3jdazWlZGPDYYttJBbVFakxNkRTWprCSTu3uW8k6FikAgTd/l7OedWDbXqF7pxMe98U7NMZgOU0mlW8vu3zus/NEUSdX64e6+48uKHyqPcd7fHc47nH8zeK5wPxod7fSTWYgETf1Pa1ivlsFzscZYf9eDiJvh6z0GnWSHbah+AxRpSGsJHOOZqzmUxornBICBSRYUesxQeNjDSx0PhgPObkTTczWh8xnOgkd2URB6dLMZgWl+UgksWBM/ns1AXRprY8dsuxDdJmUbbXLfYhViNfq1on6ovP7/LQg0/w+S98lvMvqcmrqXUBwO5B9AnuTCt++71/ys/++HdRxCjRcPUc65MSL1pMvammXGka5r7JbzEYjRisrTN0JS7SEFZ1wBuPjTmxxjvms4bNzQ0mE40SbaTg8Wcv8sjZR2li35fe8exDD/O7Z59jvLYBwJlbbuYtb7+Xu199EoDNzTHW7OGk4wQyHvVoNUg0lXlT4iHTBPrk52unSNvJYmh9Rsls5um6H7vyVRfeJWnPjQxT0iF5yH8s+juX73fjUIn2eO7x3ON58byXh+cD8aEWEUxIjngQKWhCQRF9DI88+AWMcxTOtkQELoDRsnc5ZoCgA5Q0FqNDtaD1iPo1jDSEFJpPTTlwlFZp9kxR4EPFvN7DoBrkte1tPvKxj/Omt72dYZyYhSmzvyW7OqJG7GNkokiNkREi5ET8/KLQmWFpcsX3y9y4gXRzMaLtEdPuMkyFsQW+LnnxpcsAPPTAEzz+0Atc2FYQX752WdNags+Viep6D6GmsYLJBBGeP/69P+L1d72WM0fu1mNXL1Gcv8i6V+DNN9eY702pvWSWossVSFUwLKvsT3Li2NluePGqatbTnT0ObUzYGBtGMaq3GGzxvvd/gEpqBlaP0RgwOwQCe1OlgHz4oRd57LEvsjZWlqQjR45y26tOc88bbuemWzcBGI2AIAQxeJ/q0M4YN3s88dwzAGy8/lY21gcpOaIjkRYwVlYSaWgpAhcX6K8E5pU7pBCX+vwrE5/WRjMbsQiW5LPUewUMQf2VnZ3BjSA9ntOL93ju8fzK4Ln3UffSSy+99NLLAZYDsaNeFgmGEAxVTMH44hc+T1EOCF4Yj6OWbNWcoX4L1TdCsjaltIn4P8kGrNay1CUsENECAK6IGrm12GKAsTCbxZw9A7PpjOUkdQmBEGxy72S7R5cST312remjrU37FUwr7c3anySA3QUDwWs/vPhCzX33fYqzZ5/l6rb6ppq6wvjAPO4CptW2+vcaqOq0M/AUhVWe3BhNaqVhvv0i//oX/zX/7Od+CoAzh2/n0O2WF2L1neF8xpHDG4TgCTHlY3c258XtS1jrKGOtWGuHVHWdfXUnDh/m6NZxvCsYnb4VgAefOsdDDzyGKdqI1tAIblBQ1xWp0pH2QM001iV+4dx5zr34FJ/45GdZ29AiAbfceoY3vuFV3PGqI5TRZ3blpZd46Zkv8egTGgV754U3c2x8CNsJvO2O2fJ4dHduZsGuRZ5Xq0RE8sZqOc7T5D8XtfLFVA4Wzu7Yglc+76BLj+cezz2eO1d/A3g+EB/qfeYGo5P4ybNnAXj2uWcpRqMYWp8meQwlCJAMAxaj5OqiE8KI0Souvq08Y02bDmFSCgmWEGwOnDAGnHMMyjHJgldLhQ0w35tRr8VqMWXABE0ZyZxLxtCtaqOWKSGEJnuwtNC9msXaVBPT+bPTN50/jQzAOLw3fOyjDwDwkQ/dz/bONhjNJdWzPc545nMFQjXfAwu+CtR1NIsVjhAMSFtW0BphXFZcefEp3vOe/wjAP/mn/4Dx1qu459s0EOTcw5/hkQcfZN0HiiL6oaZ7zOeW4MmlBsVM2dwYsrWhfqm19TVmoea2297Axehr+93/9H6MFAjQxLQZ54ym4DQtD7I1ajRqYh6mK2owNRjLtav6jl/64hUe/PIDHDm8wdve+kYADm/WvOa2u3n1a18EYGgLJIh+ADo9rGMQsolV/VkpIEmlNZOlOdMu0PsXbGgdVmlx2A/KbgGGlZjNZB5t8YIbQXo8Q4/nHs/75GXg+UB8qENo89vajrJ8/paGONUAACAASURBVPNfABQI1jrKsuyUehNE5lHb1msLVyLeU8TIToMgYX+xOWvN0uAWCE4rnhD9DRicc4xGGnSBD1iB+XSKj9qvDwG8xzmb/Q1BtG5sS2rgaLW7tCi1rVl0kbTxrKsCGYytOPfCLn/4Rx/iyade0rtbQeyU2s9o4ipkbUlV19Qz1ZCD95hSKRZT4YMQDEVhsQ5C7HvvG6wPDMIuTz/6JQD++E9P8g9/4oe4vKe+qa3b38pbztzFY1/6JM8//igAa9YwKAM+CKkgAk4oy0EmwZ+7Ia/7prdg3Rq/+n/8MgCznQrntGrSQh3fONFzGIa1SnYRI1UDIGYOVnAmLuJYCAOuXvF86EMfA+DW249zaPOdnLz51QBsb1/k1OkJSjyRdmnEnVhXI3YgMZc259OahVNUaV+lseu7tK7Kr0xJmcd25Xnq52qV/xvjQ93jOUmP5x7PXfnG8XwgPtTQdkoIotqVtzz+qE4ca7X6DmJayrcg+NBE5UYn9LxuKAqHEZ1MymhUYUxDl1jWWod421GSBAlNpmC1xuB9zXQaiDTAjNfGIDCf71HPtcrMnpsxlAJrDC4m/adqO0lrEoKmVXQnqmFhwPTEJS0rRo0GAsTKMM88+xy/+Z73s7vrmFfKWezDjOArQvCUZYy+rAPz6R7NfB77zxIQ6lCTSHGcK1Rj75QfRCyNbwDPICbO3PeB93PbmZP84A9+DwA7l1+gKErufst3cstdquk+8sX7OHf2LNRCCNr3s6ahmBzl9td/MwAnb7mNy1cv8u9+6f9kek1NeoNyjC8czrZBN9Y6jartBBElAImZxffzsVhsgQ1xNyQNnl18OcUV+j6PPz7j+Wfex3e+8016bxeYB89AiqTcUgSLC0LI5IL6QTBxHU5NcOIWzknt6i5KoRs8ko2dsgBItZCuWLTzwpHGn3bBWbj4xpAezz2e01j3eOZl47kPJuull1566aWXAywHYket3LVJgwVM4PHHHqeO9HVlMdCao8Zjbao8IgRjEQQfTUQhaCCFjYXMrVHTWpAGY5SU3liJPhyXfTlCE00axOssQTwYj49FxGsvjCcjprO9HJAyGExxdowvG+pkIXLKMOxj4IyIR8RokEwKdvGt38Mu5xZIVwMLiLE8+NDTAPzu7/4JvnE0tWc+340XVDR1DVjKWI83VDVNNc/9Ioj6cnzH1xY8NDVii06ARIMQaIzNJq8JFb//nt/kuefUNPczP/sTTEyAZo/Jltam3Th2hst3PsKX77+PEE2Gd93yGjZP30wx0XSLF89d4tf/3bu5dHEbW+pYeKd93s1hzKZQkWx+NMYscTdr0JFI3eZUhoAxWl43pLGwO1ydzfj//rOSPdz7hns4+Zpb2cJCNIuGSEOops1EpKAauPo+o/nL61xLGrlq6ItmzaSNi3R5raMO3dntJW17ITUkLPo0BaNzkG4g07LH82BKj+eFzoh/0+O5xzPfKJ4PyIe66+NRs8n9938Ga/VFyoEDq6/VNHW6isYHrHMLvoRuQEcTqshyVCwknmvnBw1MIXuaSNywIoayHC010lFXwvmXrnDixDEA6mZK6Qb46NdK7XI2EBKopH2/BZ/HddlpOpPZCo88/DS/81sf1PdpSoLUzOZ7zCutdFM6h7XpnWKZuvke3vuF5xqjgTnp/oOijGab0Jl0+p/3IS+OzsAwNHz0/X8KwPZsxv/2v/4C6+WM+d55AF6qC47ffi/vvPmuHIU6Zx0pAo8//GUAfv1X3sPO5Rm2mGBc6vGUU9pOQ5GgZtFueIhEIvvYJu9rlB0q5OIMWDWNqknVxf7aw4eaaTQPfu6LD3PkNac5/tq7GMXxmboGnEnWyNiu7kh029UelQ7gVuZefr1WahPtqfnhWtmnOz1uJGayJD2eezz3eOZl4/lAfKih69MKGBxPP/00ZSSJLwqLRM02KWi+8XEStiOiQSoGkRZUiGCkJKULGNOWm7N5kOLz4/EggUaEwXCQz62bGbVveOyxs7z6NXdqG3zAe59r1KZndsF83fclBsfsizCM/WAMjz7yPL/26+/Fx+o0vvEIc3yYUcfScoV16rMKnulMtfKqnuZozbZvJRVljW33FEWJtW1/SECDdcRkTdhYCy4wjgvXZz76Ef7Vvyj4+f/xnzAsVbseDC5QuAm+WaOZabsG4vniFz/Lr/zyv9X+mzbqc7Mma6cGhzESawrHMUlsUhLyQqv1hk0u9EAcQ50rKdAopVc0rd9THCZ4QtS2d+ZT3vfeD3D6507y6qPq/3Mh0HSietMgiqrICx+ENDdzIxa04+7Ydo+t0Jqjv3JRFh2fBp2O3SjUG0l6PPd41jHs8Zyuejl4PhAfam18yP++dOkq3guTiZpUrLXYotBIQePzMYxRbTHz92qahC3aCimusdR1wNg02GmidzS8oOYz6dhBQvD4RihLDaYoByUhGJ5/7nkunL8EwGTtDIPCZ3BDDCIw5NxP4rtJaAdTg0/0OWlGhRiMkibqpSu7/M5v/wm+KWlkO7bLUddzmqbBR57c2nrKEuq6YjrT4Iy6qihdkSNvU1H0lPQCuiAMikKNQyYthLq4WCNJ2cWLBr8ktqNNY/n4Rz7I2bNP82M//hMAvOsd9yKyDYMZk5EuQh/78Ef4tV95N6GKmvzA0DDHUJCCXRwOZ2xcGNNYkDqnrXQT50Uy/Tnr8q6iLaRkMUaQ4PEJ/97RNDNlhYp3tVPHb//B+/hn//BHAbh5fYBhjhffuRcoN7Xk/oLELLVfcttFIjZNPtUsndO9SOhcl6OD21OCNIt2thtEejz3eO7x/MriuQ8m66WXXnrppZcDLAdjRx1ATOubePTxhymHY1zyK9lAaUqCCa2ZxYqy3rhOEIkIYsAVqjU7A6FpqOtpm2xulFDfYJBoiglogEhKh5f4R2iEOhWoL0uccyAVn/3sZwA4cdMpxr4hdMxsIgZjXSc7QyAWDMj3D8kEI9lPY8QAFd6rBvveP/gQV67u6Y4i8uY2CFVd01QNUmm7ghMqqphTqcd0J0Kn9mrU4KxtdxRlqfmMtSHnsTBHUOIDG69x4vGdoJVgHSVzzr/wCP/3L/1LALZ3fp6f+cc/wO75p/jtX/tdAP7w//0AtdiUdon3gqXQnjdpZwDGGoK3qde1LxGc7fq5kmktjlesXCQi2e+p2nfUatNr4xEj+FhYYEgBzTZXnt7l3b/5ZwD805/6fo6vW6zUhMzBC8bNoSnJEAlNHCNiW6AtwdBpn1k0u6Zz05khmeG6dktM9IGaPFYS+Z+lE4Rzo+jVPZ57PPd4fmXxfDA+1NIyuYQgPPnks0wmkzxozhU52MC5FIDgsS4GoNjkF4IUXKLX2diJbfJ5+ts5S+hEcurfsT1pkgXaIBKjxwtjOXfuBQB2tndZGxb4pkEGZbx20Q/RJvzvt7Ooaaz7TMOzzyrrzqc+eT+j0RhrbQ5s8VIj3hNCQxPbPnYWL2quk2yuUz9X5uExBuscxaCgiLSKrRktUNfz+L5ezZKYxbJ+1mUzkfMGE8Y4F8DtAPBbv/pLnH3gMzz52IO88PwTABRFCb7ObSjcGA0KCRib+rchiEc6Y5YWpOAD3i/2WRr73K5sc0wdGvs5j3FB3bTvGkJg7mYM6zEXziqx/1984iF+8Hveypq9iPHJt2cJYdAh40gj6zu+KBOfswzvr126flBjQ1yY2jGT0C6A6bwbQXo893ju8fzK4vlAfKjpAFuCcPHCNsORzcC2tojBJpJ9RyFrOCH/uyjdgvW/G9DRRoC2/gPT9mHnd0T/muR76PMapPFacm6mx5588lmObE2omyYHwRjn6AafXK+Umb6LAiu1wRjDfR/7FKCBLU1TUZYlKY5kPp9RN3NdiFLqRvDU1ZwQGkxoFy0g+/GcLdSnZe0+cAg+p5mkhVAQJC+WTncrkYiAWGrQmoDERW9gPfd//BNAwJWxDJ4RLDbvRAwWV5YYPDa23QcNKGkkdBY+g/qnupp6t55sO676X+x3TOxDaHxM1QhC8o/p+4I3NaYZqw8O+OhH/oqN9TXe9S03MTAavGONMj11ObDUnxby88i/azXkLvC6ZfBWBiMt+MuiL8y0uroycBXxurS7C9wQ0uO5x3OP51cUzzeGLa2XXnrppZde/iuVg7Gj7piy5vM5wSd/RUvjF0T9Vzka0xgkeER89mmpacUwixpyMRkjAsEHXJHSBKST0tFqv91UCq3EA03TZI3VEOn/Qk1K/fz857/Iq+84zWQ8po6mMhtzOrumsm66R2r7KpnP5nz6058D1EznQw21pyi0okzwnuAb5feNKlbwHl83BGla8xeqfWbN2qrpyjnX2VEEmqah8VVMxFdiCIPFOpOLEvg6qKmt0IhdbEDCLk3tMRIpDvEYtjXoNZLxB+twRYnYENtg0cLtIe8ojFEC/8J1dyzE3YJZMHFlX1HsP+dc3PW0O5Euv3TqiAUzpQ242tIYwClpwnBu+eCffpi33PP3OTWJGr6N5jzj8i5AjZmertacoptlCUbdZ+7f3XXaFrrHirjTSecnjf5GTM/q8Qw9ntux6PH8cvF8MD7UpgKjgSbnzm0zoqKUAcGnnMeGgS0i2FsjgA2CEZuTMX3wytgTAboXHMETSeD1mF6f0is6YOssLsZEI0hoUzyMOExwiBGKOFhXX3qeLz98liNbh/FDRXtjC8qya8przXPtJFFTkjLaxKAbCr7w+cc5f0HJ8t1ggGMEIdBU6jsK9VyBhuDyBKmVcKApaINILEVhIHH+UmLtkKJ0uR9C7ZFaTTQt85PVn8ViSceSKTKl0TisW4v5jPqOQ2sUrEYwZQQaVsukZxOovr/vBJoIkXTA2E5gh54XQpPHw1q7sPCC4Js6+tvaYA3vQzxXzwqhgdBJrbCC8QVS1BiJJj1qZjuXePSJyxx902a8fYUPA0xosPFmtTMQhnk+pA8EONqSi6n4QJuqEcISMA1oMJLBUOaDQq0myk4/ZNKEHNyy+oNw4KTHMz2eezy/kng+EB9qHyBEtfaTn/okxaAgSMjUfAJ48ZEIoGvXV1d9KkonIWANDAf6Ws4JVVWj8ZVRA0di3l6gW4u2S8Cuna/aVX5cnI/GBIxpy+c9+MADfMu9b6SJi9AgCMF7xHXuHTTZvx3g7nO0XRcvbfM7v/sHOTik8T6SGBRUMcqxbiq8VyL+0UgXwuQvyXmlAMYiMeAEwBYOU2jfVZHYX0IgEJTprqPZWmfxIUSNGUh+LkmLZ6xuU5gcSWqlwNkCHyqaSBOpC0CZAzqSSqlRrxH8kjRur0QMeViXCAti29LuQfNsHU3TLPh5Wp9nmjceWxjqWO6wCbpbK9wIH9veBBgUlk9/+rN80+u/F4DSWIzxCwtxd1lpnxf7fvEoy7JQSSeV4MOASaxcugDKwvX7q0TdKNLjucdzj+dXFs8H4kNtbMEnP/FJAC5duciwHGCwNHFAfAjU0TzS1WYCAUygDUqw0SzUsuHopAwtpzBgLAQv2Y5hUsRfJ2DARO0nTdSiLCJDjs2TyYcZly5e4MKly6yva/m84aBaOEcn8n7zSZuioFrYhz/4KXZ3m7xIeR/yZE7nhqBBLta6vCjVTU3T1BjjKPJiYrCuZBA5eMtyQNM0VNU8VtOJ4HAma9qpYYJgnc2MUfqzy10TAhhrYlRqOwl1BjrKQjXbBqU4zOYgUvfKAmuRmiXboCJrHa5wbdWdNCLS7qyy6bEToCJR+1azauxDPNbYXAJPI309YgJVJJgojGFSNDx59imeel53OnccK4E5C1SIQWId3f2yaPLKRxfank1lxPnWraQjAUmMTMncF1hYUPff/+BKj+cezz2eX1k898FkvfTSSy+99HKA5UDsqK9c3eahRx4BoBgWeAEJPmvghXPYstBAi07wSSoMm6wsmrPnMEZfq66amLtWZI3YWoP3jV5vunpKJ9cwBE1HsCklQNsjtkCDBKLZqKmxtuL+z32eM2dOARDqiuAdPiq2ReEidVwbyJCUfRHh4qWrANz38c8zGG6wN9+J76LBFek/0Ao+VTVjUI7p8uaKCM6avMsoBwNcOcieldl8StPUBF/nY8E4cJbSFG2+ptE3CyF08jJtTOpXCWIwwWBsCTlfVanxDEU2LRobKftM6l2TNfDWD6XvKbDA56upI76jlVv1VaWAG9GUk/ae6odLwUJFJMiovZIQZB+XKHGED5rDCuBMYhWe8NFPaMGB2/6b16OUg+2OTyS2x36tum27m1s8aiEWkG9pNuk8R/KxLDfGRjpLj+cezz2eX1k8H4gP9V999NMUkc83yJSCDZqmZY6xOKr5rrLhpMhRbMali8ecczhX0MSADk+F0Cw9zdIEYTAcYqWIz2zo9p6CRmIVm2SesSAOV0R/BDopHXucfeghZt/xHQA0kw28eAoWmXiU7UivcyIEI9iy4EN/eR8As6pa4MhtwoyqchRFm6gvdUBCaBcL1E+DsdiyzJGcxljEhwzipmnwjQeRDCDnDQSwA5cZnUzkRO5ONGMWfSsiNs5Ej03lCG2y3LVAtgKZpDddi7JH5Wo70eTlKPIiGwzgLCa0JtBgdCFM88FIoEDUdxdXUAkpT7clfBBbatRrYiiqBcFhiiKPj/WGSgKl2+OBLz0IwJV3vZ4t6zHW46LfyYtoCcE8TaITSpRXOh9NJA0Z2Mt/g3IwQxssFNmNRCDfK2h/yaK57EaQHs89nns8v7J4PhAf6spfwgcdDEyhdIKhYTDQiVrXFV5iMECacBadTdbhYsBGYR2BlMyuk6HxTYKh3qvxkRnJ0cSis0oS0HFpdTo0aaLeBwINJrjFSFXjmO3tce2aatJHj02Q4PC5ni15cciDZgPWGa7tbvOZz3wunmfxocnAlhCo6yqmsCQNPIIOYV61QR7OFXHnodc2vkaaVoMV0VQYg8var4n+QfWR2fguNk7MFlTtxNKfy6KgiRGaqbGNDzjjoj8pgl0aimKxZGGIwTztbkjBGLwGDYH62rzUSN1JT4m+pLZ+rZJQaMWddtJbk2rMtmOG6Y5hHYOMWp+gBF04pJoxjyQQL56/ytqJIo5XSnVpMCbt6Fjom1XEBcsa9aI+vhiuYozBxF1OCmXxYvSjFMdb23pjfLB7PPd47vH8yuL5QHyof/i/+z5++3f+HwCuXampTIV1jhBSZKdqncY46siJWxQlAcEaRxVz/WqJeZKx36qqIsRgjdT3QYTReAjSyevrVPoBvXwhsg8FP+LjQKZuM9RV4C1veQOHDm3ovUKgLAdtRKOxOFdoXfPIWhQINI3h9977PnZ3Z/EBmpfYTghLEyqqujNJQAMzCqfBM537O9cJivFNaw7MopGjdO5lrCGVXgNNm1nMS13MPU3nWJM7KbcBDL7xnaxEzT9tgacaszG2EyykpjlvJEdLGERLvxdFy1qVFth4K22f5H+nsUumOZPSU6zBWUOqPF9LDcblKFW9TkFkxDOMQUuPPP4st556LdjddhdTVxAaJKVgJFCnuYFq1kaiea7ds9D2eAKumniXNWsByoHmst5y5gzlIC5e2VS6KvTl4EmPZ3o893h+RfHcB5P10ksvvfTSywGWA7GjbqoR091oknCAqHks+SacKyhsgfdNrhZTFAVV43HlgNFINadqXmnifE6JUNJ1zbGM5iBrEQ+N+G4iQ9TkovkEiYxErYZUOMt4MmQ+r7MmKMFQe2F3d4cQgxl2dnYYDEs2N7ZiGwquXpkxGo+wLmlqJX/25x/jgQfO5XbVTYW15LzL4KEJUxrfKW4etV4xJqtY1pTYSB5R12o+U9Oazf4/56KJzCwR4cd75p2HtYgkc1377ov1ZU3MezRtQQXxqmCbtmJR6SITUzIORVNZUZT5eRrMYXDDIpvBQqNpIgW2s4thMUCFttavT+bHWJmGYLI50FqjcyHz+TYUzsUdSptQKxZKPEU87wtfeox77r6N01sDIPoJpcBJp7JTZn5oGaNAzX66A1gyjy5EkKjPdDFn1CJimFU6j5569hwnThxla2szVywqbhBfdY/nHs89nl9ZPB+ID/X5l67RVNHP4TyIxSBxYoD3M+ZVrCAzUlMCwWOLAmcczmquX1GoH8g3icS90uniC4iAueeee3jyyWdo5jWV3wOgLB0Yg7Wpo4to7GiT5MeDIYc31nhxepmmSeYsOHPmKG9765uzOQYvzGa7TCbaTmsH7FybMRyUMcoUPvKXn+YDH/gExWCNJihx/LyuNIKxG/RhHN4HnE1mFqEsRxRuQIhBNdZYLf3XzNu5E81B1rSLmTEWOpGkuo4ZqqamjMdC8LEsXVsq3VolTOjmrfpY5i+kiRY0SMf7BjqLkMFmf1yQgBiL7/gJDWjApA85AMb+/+2d268lx1XGf6uqu/fe58yMHZsQ23GCiYNAAhJBQEAEAREUiac8gvgHeEP8U4h3EFdFXIwgJBBIBIHcHJuYSeK7Zzxzztm7q9biYVVV9x5PlJfzsEfUJ1njvU937+7qXtWr1vrWt0JAUUyGZQItAal1Tse05C7bNa9IMiVfNYQRYw+F2BTThNUxru0IQ4CgqIY2OV/cvc8X//VFfvszHyeW4ycdyGR0JarRzq6FWhUk4kL/q7ie2ZFZL/WUq2OZQVDuvf2On/utJ/n+a6/y5lt3+NCzPwbANG14FNDtudtzt+frteeTeFG/+vqLxFC7pgxIEExT85xUE4K3xbu4511SYozEaWQad+2Gz/OB/eGCxvxgBh154okf5Vc//SsATDHyrRf/2/9G3S8TAsQqMFBvuvt9/nshc+tm4PHHn+Fq7zfymQ9+mKc/8BS7TURa15daQlBvZQIOmClvv+2lGn/5V3/HZrMj6b51hmkdZFZpC2cTShMGMHHiRU6KllKXQxkns0woE8cQR8IgzajIyna7Yxg3rTTEFXhcVagSRlBFQiBpXlSKSinF0uWoSu3RzosMQmIcIuOwLdvlthKAshoikLMTi8oVIurTSNM6Npfty5JZr4B8MvDPOeWW01rrARuUPNra0LR5zRIiSWeXWKxzkmaCGsi25RwHm/nGf7/EJ3/t5yAUNm6+KtdbV2m0/OAaIpXd2S6RFU9nOS9W4g6NaZq4+4a3RfzKl77Cp37jU+ws8tJLLwPwwaeffs/vnSK6PXd77vZ8vfbcc9QdHR0dHR0njJNYUUu4xKxoztrIrHvmdFjF/EPxUBY3JmclXyXeOrzKdnNWjqNEMrnUJJoGxmnHpz/9GZ76sHsvn/vrPwcUJBHC2I5nllueo+ZdogzUfqXn51vOziZuPPY4u50zQre7G2w2G6Zpark2L7+wVlKSdU8cEhYCf/rnnwNAEaIY87w/yu/knEklzFdJmLbSyTURJEZQbfmNOR/cL5R17X4GplbLGqPnt1JahPGbjm6wpZbQPGy1IoCCec1oXeUMcfSQXp6p3qiI5+AUY5+vyhgeSwaG4DKGR7zVIs5vakfbxhhR03YOyzjUVcCy7ZoJu3QSqheUCRIXnqbMzPsrYjQoTN8YAprL+VWvXvYcLu/xzW+8xi/97AfK/biP2bCwP1uZC8t3PBhGq5s+hBFqHv5rf5dypLI6efedN/nc5/6Wj/30x3nuQx4q+97tlx96/FNDt+duz92ey5GuyZ5P4kV9+3/e8ip7IOcLDlrFzdcL/lIbuapgM0DznouLot87RIYYmxBBCBOPPfYYn/+Xf+TNv/T8VZ4vQTbeAq5dvZGzlYcVDocrxjh5SKUUyD9+6wm204+wHW+xmbxN3W57g7OzM7bbbSONjONIGJb8T5CBcdzxrW/9L//25a8DeHgvHcBmrDaoN/PauzYhaAndWQtlDUwEFebDASv5F0MJYSKGsRl2jIE4jC2M1AgtulJFKg0CUCOXsJsYSAyI0UoeRMSNvRiNb2u4nq3W4SOEAe+SU/OQJTe2Kt3ASg5pNUHX0Far/axhOVsml3rP12WHD+omuwZzfV6WUJlZoNUyakI1MQ6bZT+cPGLqNbUAFjKjJL7wxS/z2c/+MgDnuZjvUchrNSPWo1k1ZH4ojrSPKbmuqkVNhv0FX/6XL/Da7dsAfOIXf/6HH/QE0O2523O35+u155N4UX/v9j00+0159sPv4/arr7K/yo1E8IM8m2WkF88sI9QONkLk/sV97ty7Q6hWHDKeJcosl+/SddWLTvPMnA4MMjIWL/bGrXO2ZxPjZmSzdRLA2dmWzW7LMI5N5i6EIlZQji0Subqv/MWfvdBIMoiQ84yZlhwY3pc25UYqVJ0ZBheLyIXsMg1CNMhB0LLfECeECWGpJxzGyDBu2sOlJY+UdfFqp3EsZJNMrEabi9EGaZOjM2bD8ugWz9hE0HJeOSeG6AZbVx6IyxuthRZCGEAri7Uabk36lFuqVgQDll6uKefifR9PCLB07qlY575SLh54y89FpiFimlaM04BmFz+oqTZBMJl5+41X+do3XwfgY09NCIklp7V40KuTKkYty/Xw4CbFG2+TXMl3eUKOVJjRkhWJiUEC3739CgBv3HmbP/yD3+fU0e2523O3Z67Vnk/iRX1I7/Kbv/UpAJ778ae4f/EWf/xHf0IVInC6fK2gXzPr6oOzUObVFCkkDDNl3h8AWWj/eDcZ78CzFkZY+p5KNG8bZ8L2zMNi43bDdGPLdneTs3P/bnd2zrTbMm43xNGNdgwjKc+tBENi4oV/+CKvf+8um41/N+vMnGZy1uPG4sLSGQZlTnu8g1Bp8h4jB91jCFGqvOAAIhSNAsBZkOnqEliP3wxZiGV1IJpBM1FWgZ4Y2rhWBmg0D4Glqj5kSmVkNmWhOAKKam7yj+Jcz6UUxQNw5X5VQ/NSmzgsIUv3vj08V1cLIlKkEKu3HZaQZK59dZ0k4yU8tO8QbR68lNKMbBmJ/v+JgSFsGivWt4tklF00Pv/CPwHw4d/7ZbZ618Ucyg0TagishrzKb628/nbM1XO7aCavSj0MjMBcFL3u370knQuPBFpQpgAAD+5JREFUn+8YymrrcP8ejwK6PXd7ruj2fD323MlkHR0dHR0dJ4yTWFF/9PnneP4nPgLAIV8yhceIbNDq7YiHReBBskF44HMJs7SvBCN7GMtW35m5l6SVrKCNCAEQ4uD+oin7fanNHLZMwznTeMY4ONllGncMcSSGofXMxZRxCE5wAO7dUT7/+X9nnM6PNIuDBLKllkdbyh9qriWS80yMoYXTYpzQ7CSMJgKAh3YCLvkHLhM457nthwhDjAxFSAFqqMnIacnNuFdbPOcqj1i1c1ckmXof2niVPJTLFS7lDnK0nwGZcRwbySPXpvC67Ffvw4OSj+vexU7USUdlJlkzlqokJO1YtRtR/Szi5J2WawtQeyCHVs7jObspwn991Tvw3Ln7C4yw6se7DtvZ6t/68OnR39vWPyTXNc/+POwPB1565WU+8NRTPPv0s37+76n5PE10e+723O3ZcV32fBIv6k/+yiewUispKqSLuWisVpUaO8qPVFQCwmL0HOU4Sm06Oc8rEkQACS4sUEIQfkNzmxBMPYQjknj+ox8F4ObNmwzDlhjH5TfEEBmQEJqhjSGw2WwaU+KFv/939nNC4yVjafye5+Qt9czasVJWQBempwj5oOR8aEIHZrkRKFJhtMbgmsnAkYashPUTNDBsbiBRVuEnwwXuFzZna+Aelgd3+XeJ6a0Nyr9aGXQzviousWZ0urpRvWbDQ13CcHRvq3FX0kxjtNYwYnJGrV9vPa/sk5BZC9epjkdNCvzYA8Fy+704SOn5vugYmwVXT5ov2BcN5m9/+y3e9/wZoYxfNdD187eMxzIOraF8M36oIhLrJgtmAYTWChKDqInvfOcVnvvoT/hXl2/wKKDbc7fnbs/Xa88n8aLebqdm2DEpV5d3EDsQYrmxRcLtBxm2rB5896bX3lwdwOMSAFOQUvzu5Qm64p+WXFBQzs9dkUgoHn4wpIo5BJeXE0LrFiMBAhNzKcv4ty99FQvKPt+nVKyU2gfzvFYla1DVgSoDIjEMSs7axmFOl6UEJFGL+WHAlNKDdvF+x7ilSuGJeP7pwZIC3zY1g8k5E2MkVwOneM4hrDzIxVtfMzT9T6u8kAiwtDHU7PmfGEKTRgT/rLo85NWodXUOrdmCLpNSCGVb6rnX7Y1c6aSlUcPagEKIBFuOlfaXBAkMIS6rKDzXqHZFLvnE//jPb/Pxj/w048rbbqIWRx549bjrhLPKW/nZv2f7ZVyNQ+miZBgjLu/4I888CcBPPfuB99y/U0S3Z+j23O35Ou2556g7Ojo6OjpOGCexooawyhXAu9kgjIAX26ttvXE5Qo1nCYKIsgio+3Gcnl9q+Fp7NMi50OTLPmZGKGUf7vyEFvEQlGAT2wjjVIZIRoIJEWsN6iWP7g3btvU1taAw7bn9iksjvvbOG2zHgGVper7DMDCbkrKBVA/ciidadHNlAyrYfGhMSyURTEu4yz27JAJ4+UiMdeUQMUITgBiHESOTTFsYKRUPNGpo3qJQaix1GTsJkNK8lD9YwDWXA1bqFOOwBcmozu38Y4jMNiNaQ3rBSysUYlWlx1u+rfNXGQMB44DIWMYigBzAdmX8lJzuY8lAp3LnfZWmZuQmaTiXmtXqWW8QiczzVXNRQ9wiMTyQC/MLzzYwlWXTV7/0z3zjF3+Wn3yqrDryPWI+L6zees98JaGWlrBrOe7idS/fr2GmBMsctPQlPtRzv4XEWwCcbd7Po4Fuz92euz1fpz2fxIs6Y24QgKJcXV1iLJR4sfeST9YDdwyjRM5aD1cJq161K5LEukm5Y/kNEWEzbRiasQwQBteHLaEyQnkoV0dQVSxH/uMrXyvHGtkf9oBSqxYq4SSGQM5VvGAuI1FzJq7A46GjEuohczjMiNDCg+DXJyEylJwZEpBhZCw/KCEWIkY6Ik1UIYL2udRULiIUHrIxZ+Is35iPf82b5XxF0j218QB4jWM0WomImJ9/TrrkqvDzDshRT5qsSrChHcsM1CLDWCeSADqQZX36goRADLQJ20N++yYwEUP2+tM8E8Py6JsFhnFq161ZW3eiqrc8xS0v/N0X+PHf+SQAG1nvf/wc+TNaS2NiTXJxvBFYXr7zXKI0cQ3FCHHEEuw2uzZejwK6PXd77vZ8vfZ8Ei/qd96+JBUFl3EMvPPWm0gcEdxrRquxlQ8A1M8PXqw0r9yzBFaK7v2v65zJUcPzFYGiGvauiB8AhEEgKAQWUf3yC0CrUxRPonH7FS9q32y2zEldSk7qtj65eAljJVgkbMUCVE0YGbOEVJUny0iMrcbQfzASwsAwDO0hlBCJ49RIK+Byf60ucQULy2TpEotaDKm5imRb8oR+vdGbv0vNFWXgWHQ/ZYUo7ZoF8Ym2tqrD0z2ClIVVzYupt/Gz5TsX/Q9QJsSshsiIDFCbADlZyO9jaB0B/DxC85AjwoEQl+fB61ojaU5H9z+EQIixkYgw5X9eepGvf+cnAfiZD50Ti5pTI+joetKs1x3aMetxlFzudb1mQXCGcL07M4YFZwjvxm3b7lFAt+duz92er9eeT+JFLekttkMhNQThrTffgDgQSkG75kMZg7WE3Q862sN1WBtprxjtmjn4YPmAmjLGyDiOjQyw1QMEw5iw0nNWbVzIB42IAWYX3H33Nf8ctmSTQrJY5P7ag1zJJwZBRsyqB3YJRQ956ZkKwzgxjlMLn5lUz3NoRI8QInEcW7jLzFcb2roQrcZeQnuczEpZhNLCbgAhLn1b1RJBNqhlcmHZjmxwxqxfA+UKFGvXHCSUENTy0Acp7fpskRwc8G4/zmKtqkgZbGh+upmQFZC4mizNA6VxUYoYB4i2Iac6kQzEeIXIQmzxSSwTpPUOaqsbJSJSxyyhavzNP3wJgJ/63V9nNMOCNU/6YUQUD/utDB7zucICSwjP+warGnO5R8kyJh5ejPVePyKUkm7PdHvu9nyt9vxoWH5HR0dHR8f/U5zEivqv/+KvUHXJvhh3XMyXaFiiFCIDQi6eby3dqI3U5ShaJkeftUjVQe1Jm3MmBiFK8PAXD8mLhchsie9//x3efs0FEn70/Xd5+oPvZ7N5l7Ote9e7s4ntduTWzWe4cfNxAKatEZ68xaH0IZAYkaCkdGhpoZzdS9acnLwCmEXPXVkV1I+ozWgwwlQ8St24Bz5smodsPkBlnPzfYRhBx6Ncm+WMWCLUYIwEYhhbaKzubyrkZM1LjmEptfDzghDTsnIAVFLL/bXG8uolHy3rFAIpZ4ZByvc0Ek0VZqiYWi1ova5jD9TMsJyJQ2grkSgjKe2xsHTlCRIY4kAsYb5smcwIsl1KfmQPNqIPPFuCIJaRKpqQMoPC6y9/F4A7VwPj9l1UB2r4dsnBJWqXpvbM2vKs1f+krDCMhIWMcUXtXxE0YnnDHANxLGPzkBXUKaLbc7fnbs/Xa88n8aJ+8vGzJgif8p6LueQHWt7BG64fFaObkz5KeV+DYcvnlbJRiD5x5PlACBnVPZrqZFJDNoVMoYcSdqGxKje3Rm498wTnZzvOtp5j2G03DGNgmt4Hk6sbsQuIGLfOPcx3//VLduPEVU5c7Z31GmRY1VfWE3dGh9UHXL2FnREZox97c/5YETTIrb+BT27LwwJuMNkWYQDBH2qbZRUOojxsSzjLT8OIcaUQlK2JP9RxT3NyUYhy8jEsNZhL1xy/G3XPSgQyW9R66r1dixiY2XvybtiSi6zbbDabEnJcjjOOY8ltWfuu1mLWczIdEBZh/8UYre0XSihVwgO1qmocri4BeOX2qzz5/M029n6MovW8Yi4vYdQlx1XP+UggAa8frqFS0wBhLi37alj1JMz1h6LbM92euz1fqz2fhOVL3jNILZAHKTmSNmAIIZSbcdSB572JLZG1B169HlreIQgEFIKiWkeYwiytJAwnA2i+4JDvA/Dtr73Bi9/4MkOIjcwwDi41uNneYpycybfZbrhxM3D/XX8AcopEduymLYdD9bZLHkYXD1ykeMONJZrBfEUh5YaGODFO09IVB4o6nvp1Fc/WyS3Jj0EhkoggrPr1quLsDz3yfhcDqm557S1bx28s0n1CKhKHsyZCkEKAWUobchHk93tYJp98TPKp+b1lP2kkmbVowjrn6AxfLSIN5XosE2Mo7Q2X/KLvVwUtBE2JrLmRQmYNSPDxq0pThpI1EVeSlqq+atpufJuvf/NlPvaRTyB21a7RWbc+WR6Vb5i2icRQ1BaDrv+qeUuEmi81EyTMkOvkTSufOXV0e+723O35eu35JF7UqpF9dq8WCagdjl1rM7y2cDFmKZ7nQ7FK/NfPIVSPVxlCIMhEKnWQMUaGYfE6kwpBIgHXhwXYbAaiwBACpVMe02SIXDFMMAxVnWfg8uJxVNy7v5zvs8/KNGw427knfXV1ScqpsB+rtxlRTe2mS1bgQNbMnbvOlr083OOxx55gGLbtJksImLpRNy3grKXrT5WvM1AjaToOz5TJ44jdWSTvFsKEe7SVkOE9avOR11w1mVNamJbDEBFZ2uRVjeO1Q1sNFmhe98OYrOvtYSnJSSmtZAmVec4lzFUmQpEyUdaVyYHL/R1S2hPLiixgHukaQpkw67OlZVFUQnFhLM+EH+vV194h6cCgS2gOW7z5VoJjoYgZVSOWhVW6Nmw9IDJ7TSigegALzvgdaqjw4eNyauj2DN2euz1fpz13MllHR0dHR8cJ4yRW1HcujVS8LkWdT2K2rslvfV2XMo6l/nINM2Wp9fOdDYNCyw94DmYIgSjr7jdGLCUleW/Mh4SEoqwDaPSG7Ca6FP1HIYzGEDNxU8gXm/dxuLxRRBEADWjOHGxPLD1TN7tz5HDF1VVutXohlFBSDVsFz4WYzWB+rKvLK6IYN2++n9qL1aw0W7eMlhBRDBHR3IoFUvZOPv4bixSBNzGwo3WMrsgodTsRFt1cMcxyERCwto+YrwZaeWFRKapEEyjCECZNYcl/x3sOLydRzs/jXKvzkHbuNbW5bipf76EaPmZArvW6ZZuL+3e42t8jxtFFFgCRgYCPu9XSDQkYEVbdiQRFghJrScksWMiQDbSKIbi4gi8UF2/86F/qPZBVmM+fUVeSqiskdY9epeUOza54FNDtudtzt+frtWd5rxJQR0dHR0dHx6mgh747Ojo6OjpOGP1F3dHR0dHRccLoL+qOjo6Ojo4TRn9Rd3R0dHR0nDD6i7qjo6Ojo+OE0V/UHR0dHR0dJ4z+ou7o6Ojo6Dhh9Bd1R0dHR0fHCaO/qDs6Ojo6Ok4Y/UXd0dHR0dFxwugv6o6Ojo6OjhNGf1F3dHR0dHScMPqLuqOjo6Oj44TRX9QdHR0dHR0njP6i7ujo6OjoOGH0F3VHR0dHR8cJo7+oOzo6Ojo6Thj9Rd3R0dHR0XHC6C/qjo6Ojo6OE0Z/UXd0dHR0dJww+ou6o6Ojo6PjhNFf1B0dHR0dHSeM/qLu6Ojo6Og4Yfwfeji40keiI0oAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "learn.show_results()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data augmentation" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "tfms = get_transforms(max_rotate=20, max_zoom=1.5, max_lighting=0.5, max_warp=0.4, p_affine=1., p_lighting=1.)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "data = (ImageItemList.from_folder(path)\n", " .split_by_valid_func(lambda o: o.parent.name == '13')\n", " .label_from_func(get_ctr, label_cls=PointsItemList)\n", " .transform(tfms, tfm_y=True, size=(120,160), padding_mode='zeros')\n", " .databunch().normalize(imagenet_stats)\n", " )" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "scrolled": true }, "outputs": [ { "ename": "AttributeError", "evalue": "'Tensor' object has no attribute 'read'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m~/anaconda3/envs/fastai-v1/lib/python3.7/site-packages/PIL/Image.py\u001b[0m in \u001b[0;36mopen\u001b[0;34m(fp, mode)\u001b[0m\n\u001b[1;32m 2612\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2613\u001b[0;31m \u001b[0mfp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mseek\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2614\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mAttributeError\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mio\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mUnsupportedOperation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mAttributeError\u001b[0m: 'Tensor' object has no attribute 'seek'", "\nDuring handling of the above exception, another exception occurred:\n", "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mplot_multi\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_plot\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0mio\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mBytesIO\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2616\u001b[0m \u001b[0mexclusive_fp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2617\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mAttributeError\u001b[0m: 'Tensor' object has no attribute 'read'" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def _plot(i, j, ax):\n", " x, y = data.train_ds[0]\n", " x.show(ax, y=y)\n", " \n", "plot_multi(_plot, 3, 3, figsize=(8,6))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "fastai-v1", "language": "python", "name": "fastai-v1" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }