{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Morphology: Paths and Subtrees (Notebook)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Poirazi-Lab/DendroTweaks/blob/main/docs/source/tutorials/Morphology_paths_and_subtrees.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previous tutorial we learned how to build a morphological representation of a neuron as `PointTree`, `SectionTree` and `SegmentTree`. This tutorial will guide you through specifying paths along the tree, calculating path distances and modifying the topology of a cell." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!pip install dendrotweaks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are using Google Colab, you might also need to restart the session as the installation downgraded some packages (numpy). You can do it manually or programmatically as shown below:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# import os\n", "# os.kill(os.getpid(), 9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's begin by importing the standard libraries and the dendrotweaks library." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import os" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.5.1'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import dendrotweaks as dd\n", "dd.__version__" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "dd.apply_dark_theme() # Set the theme for the plots" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "os.makedirs('examples', exist_ok=True)\n", "if not os.listdir('examples/'):\n", " print(\"Downloading example data...\")\n", " dd.download_example_data('examples')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load morphology" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's load a model:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Path to model: examples/Poirazi_2003\n" ] } ], "source": [ "path_to_model = os.path.join('examples', 'Poirazi_2003')\n", "print(f'Path to model: {path_to_model}')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "model = dd.Model(path_to_model)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['original', 'main']" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.list_morphologies()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sorted PointTree(root=Point(idx=0), num_nodes=5077).\n", "Extended 178 nodes.\n", "Sorted PointTree(root=Point(idx=0), num_nodes=5255).\n" ] } ], "source": [ "model.load_morphology(file_name='main')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'axon': ,\n", " 'basal': ,\n", " 'oblique': ,\n", " 'soma': ,\n", " 'trunk': ,\n", " 'tuft': }" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.domains" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the `SectionTree` we will be working with using the following method." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 5))\n", "model.sec_tree.plot(ax, \n", " show_points=False,\n", " show_lines=True,\n", " annotate=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Paths" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we will learn how to obtain paths between any two nodes and how to compute the path distance between those nodes. We will use the `SectionTree` and select two arbitrary `Sections` with indices 166 and 179 (nodes of the `SectionTree`)\n", "\n", "We can find the common ancestor of these two sections using the `find_common_ancestor` method:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NeuronSection(idx=158)\n" ] } ], "source": [ "sec1 = model.sec_tree[166]\n", "sec2 = model.sec_tree[179]\n", "sec3 = sec1.find_common_ancestor(sec2)\n", "print(sec3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The least common ancestor of sections 166 and 179 is section 158." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's use the tree plot from the above and pass a list of sections to the `highlight_sections` parameter. The selected sections will be shown in red." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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IMYyaI+33tWdt+26Ixzk5HiMBnOzJp3My/38kiRFJYqsss9U4aglbrCT4ZCjETaEgRjQh/n9OJ8+azCe88kZwdBGCPA150GpjeTzOdZEw749EOCsa5VRPPsPv4GuqQZLJs+aSY3Zxy9KPZOzrDvThMNkwW8KUufKodSzS973Rp01t6Q72Z203fqVrPQs8dSzOr+cjDVfww82/yXCHm587lzNLV/PXlmcyLDh7/EE6vX7K3E6qPW76AiEkJM6vPIMVhQtRVJWn9r9wxK/3nbIkT+tQnKhF+sNh7QPkKbNlcmJ8EHpkA99yOPmxzU6VkmCH8dj5dwtOLEKQpyFRSeLzLjf32mz8fXiIQlXl9FiUJy3Ww75WniWH8ypOY2XhIhwm+7j94XiEXIsbq9ECqhOLOuoFMmzYwtp5eewZ6CSSSIw7N8VDe//G/3N/ljJHEWuKlvJ690Z933vmnEO1q5zanCruePN/Ms7b2TNImdvJwuI8tnQO8MmFH9Brn1/oeOO4mfesLVvDOeWn8kLHm7zS+TYWg5l5ybrrrVkE2aaqXB3Raql/Zz38/ycT4ZNldojc8IxG/N+dxmw1mvhLUoTPiI1f+DoUdqOVO1Z9hjPL1mSIcarRAcBqtGA1WogrcR7Z+w+eaXuNP+/7F1sDz2JUXFQa1nD1kiUHfR5/LMi/27RI+rSSlfp2GUk3K3KY7BilzEhyd+8QiqJSnuPkffOX6WL8+z1/5YmWZw/79U6WupxqLp97AUW2fBZ46rhi7kXkW3N5f+1FfGbx9ZxSvAKjbKAn2J+1auS9kTC5qsoBWeZFkznLMwgE2RER8jTnFZOZ6yNhPhQO8TurjV2TqFGWgCX5DZxbfioWQ6Zg9IeG+NGWeyl3lDIS9WIxmCmxF9I0sj8jpTBMIQtrT8WIg7m5Jbx3YQ1P7WolMUHt8Ns9W3jvnHOpcpVR4SihPdCNgsovtv2Bm5ZcD0CDpzajTtgXifLPxlYubqhhUXEBJKAvNMi63q1H8Jc6NAZJ5uLqcziv4jRkSdLnBwLsHW6l2lVOg2cuDckPhm0D2WuaPxzWouPfW22oIscrOAxEhDzNedxi4V8mM1bgMe8wtYmDd7jJksxPzvwqH194tW6KkyKSiPJY05P4YkF2D++jK9hHT2gAjyUH55h0xubOPvYOdQNgVFwsLinggyvmYzNl/0AIxENsGdgNkFGhsWe4mRc63gRgVdHicedt6eznmcb9GNCeP6IeG/+QYlsBt638FOdXnj6urnm/r4Nfbn+Q72/6Nft9Hfr2bYPj0xXz43FOiceIAw8fQQpJMLsRgjzdkSRudrnZZTBQqig8NzzE2dHIhIePHTsEoKoqG3q38811P2P38GiJmUGS+cyi63h39VmsKhwvli3JzrRgwEM4Hqcy18UHltdjNmR/W73RvQmA1UVLMMujC1OpCdarChfz9TWf54zSVRnnrW/vpWtI+6CxmA8/NTMZTi5eTklygOm9Ox/jlle+yb07H2Ndz1Z+u/vPxNUEvaEBfrTlfv6871/8reVZ/fXrqCpfCmoVF/8ym6f89BfB1EMI8gxgUJa5LMfDDoMBp6ryJ+8I/f29zMkSLfuzlGhJkpSMjEf35Zhd3LTkQ8xxlxOOR7I2PqQEtthWzN+2aeJU4nLwudOXs7pi/ADUvcMt9IcGsRmtnFtxqr79gL+TjclyuTxrDueWnzru3HBUE3CLOTZhFP5OKLLlAfDU/hf1SH7LwG5+3/jXjFSNoiq82PkWz471TFZVbg8GuDz5Yfi7KeLQJ5heCEGeIQzIMpfneHjCPNqYu35okJoxohyaYNTSAk+d/rvL5OBLKz5OXU41AC91vp3V53ck6qPd340sSVTY5vKX7U0EozEsRgPn11eNE041eS3Qaol/fMZ/6+ZDD+x+nJ9v+z0ABbY8luY3IDGaOnCbtAnVEgbmeNyT+pscDgVJQW71dhziyPF8PeBn32A/XwoFARiUJJ4Xi3mCI0AI8gxiUJa50Z3DFe5cfdsjIyMZ46ASqsJ/vPod/tr8DM+2jUZ56Q0bn1l8rT7oc1PfDl7pXDfhc27o09INl1SfQ/tQhF+/uU3fd8OahePSFy93vs1fmv8NaPnsLy67AVmSubj6bKqdZfpxH194NaenpS4CMU3sXMo8zq5uOOwoucJRgknOfo4EFCQd2/rC2b02JuKSSJjPhYLkqCoK0GgwcI07VyzmCY4IIcgzkJfNZj7k0tqca5UEvQN93OMb4YzkqKq4muD5jjd4tWu0lTk1ObrA6qHCWQpo0ez9ux/HG5t4Ie359jc44OvEarRwdtkphOIJHt28B284So7VwqdOWcInT15MuVtr8VaBFzre5IHdj+vXuHbee7moai3vrTmPZ5LlcZCZ736k6R8MRYYBqLTP5aL51ZP+e6wuXMytKz/Jl5Z/HI9lfHSda3FjNphIKAmGwiNZrpCdAkXhh37Nte5Bi5XK/EJO8+SzySQaNwRHhhDkGcrTFgvftI9aZL4/EuEx7zAXRkYX/KwGrQrAFw3oXmhnlZ2k73+q9dCdcCqqPoNuaYHWTtw86OXZvVrO2Wkxk++w8cEV86nNz9HP25jWYr28YKH++0B4mD82PQ2gR+mg1TK/0P4WAAbVSm1+TlaXt2ysKNQ6C0sdRXxx2ccosxdl7C9MCn9/eGjyrnCqyg/9XgpUle0GI192uoiIqFjwDhGCPIP5mc3OTU4XX7M7ecpsxgz82jdCabKrzp0UvGB81Cci1YHW4m0nlJi4WiOd3cPNKKpCib2QXLMWge7pG+J363fy6OZGDgx5MRlkrl5WT6lrvI+ymiaCa4qW4k16JacLMjBqKK+YMRkMVOQc2ljJKBn0aSagRcOfX/ZR5uXM0bfp6YrQ4KReL8BVkTCXRKNEgZtcLqJCjAVHASHIMxhVknjUauMXdjs3uHJYZzTiAL4S1FIQV9ZqVprF9tF26DKHFj2GJynGoC0UtnjbATilZLm+vcMboHlwhIc276F10AvAR1YvwGkenWkH0Obv0s+pzakiPymQORZNcCUkjJIhTZC1hcsLJ5G2qMuZg8VgZjji5bY3vk/TyH5sRiufWXwdK5OR85IcTbBzA318IRjgxz4v93tH+K+An0sjYWoScSRVpTKR4IpImO/5fdwV0P6GP7A7hLeE4KghOvVmCQlJ4v85XPx7ZIirIxGWxgfYmBTibJUFVsOhbNQzebNnE7U5VSzw1PHPAy9n7FNVeGLHPj5/5gokSeKKJXU8sb0VY3KqR+Nwi17RAXDZ3PMByLd6+N/T/wvjmMU4q+ykILaWPEuQtTUjvNwy8aSORXla9ciOwb2E4mHu3vYHPjT/Mk51lnNr/hK8FWsJO7X648sH25gXHF8WCBCXJIxjuhC32208UVaMwRsgoZz48U2C6Y8Q5FnERpOJ/7HZ+WIoSEMiwT5vJyPuMt7oGTX7uX/Xn7hhwfvHdeYdin0jWs640lmKSTZmOLoBBGNxfvXmNm5YvZDyHCc3nXQmMjIjUR9ukxYJx5UErb72DHEeK8ag1U2bcIDq4F1Vq2kdGubAcPb5eIuSrmw7B/dqz6EmeGD341TXvptw2RoADIkoRT3biXn38Fy+h5DbSQKokaBw2EvBiA9TQiEhSfR6cujMz6Ur30NTeTHXGAzEEwqdvgCBpJH+SChCQlEJxeL0BULEEgmiCQVZkjDIUnKbkvV+BbMbIcizjDsdTv7PZuczoSDndmxmxF3GMleF3uSxd6QVgEJbHsvyG/QmiUPRHx7CG/XjNjuZ665iz3DzuGMGg2Ee27qX61c2YDLIkNDyxGeUrQZgY992/tD4BEvzG/j4wqsBuHvbgxzwd2I3WimyFfDRhiuwGi3sHGxiYV4ddrWSxSX5WQW52FZAgc1DXImzZ7hF316bn4O3dIB5A7tJEGB/Tift1UaoPinj/Kbkf3uHfXjCEUIOG5LJhEGWsBoNSJJEIqFgNMhU5Wbmuw9GNJFgfVsvLzW3T/ocwexA5JBnIQOyzLftDrrDwwCcZCvCmjQZ8ifrfQFWFy3NdvqEpER4bTLyzEaXN0AoFicqDxCQ9gNa6/bfWp7loca/UeUs08UYIN+aSzAeoj88xM6hvQxFtLK017s3ElfimNVc6nMrsj7Xorx5AOwd2a/Puyt1ObhqWT0Ws8r2khZ2lfQStB08LinKdWEqKcDtcuCymrGbTciyjCRJGCdoE48rCpF4gh5fkKFQmEA0hjccJRCNYTYYOG1OKeXu8QucgtmNiJBnK5LE2wU1zAUSRivEI/r0iQ2921lVtJgKZwlm2ZR1eGc2nml7lVWFS1iSP59Se2FWv+K4ovCHjbt4/5J5SLa9OOLVSJJEpbMUBZXhiDfj+GpXGa91b9Afe2MBSgGHyca2gT2sKFxEibkep/mtcbP3UoK8I5muAKhMRrKKqmaUzb25v4t5BbnsH/YhSxK1+Tm8dUAzT5KQCMfjGCSJuKriDUfwhqNYjAbOrCmnriBXv07rkJcntu8jGJvY5OmC+iq8kSiDockvnApmB0KQZzEJVykuXxe/691KOE2cQgmtvTrfmst/Lr+Ruzb+alL1ud3BfnYMNrIkfz7LCxbSdeClrMf1B7TUxX+t/pS+LVWa5o35uWvjr7htpbYvVb2RojfYz/zcGgqseTzf8SYrChdhU8tYWFjG2x379eOsBgtzk23ZO9ME2WPXFivH1jC/sK+dF/Ydfgrhj1u1axtkCZfFjDccRZnAgjTFvxvH+4IIBCBSFrOaZm8bPlcp9Ul/3xTPt7+hd+6VOor0+XGTIVXC5jYfvEZ4MBhGSmgGPCGpkwf2PKzvS5XDAQxHM3PDqTFRywoaaPN1MhTvQkLmfZVXcEbpaq6YewGfWvRBvn/abRhkAwPhoQxzoBxrpsdEQlF4fOte3ikJRWU4FDmkGAsEB0MI8iwmZfS+wFOb4fPQHx7iL83P6I8vqjpz0mVwKTe5yVRpyGhlb17DbjAGsx6TapdOsb53K8F4mCJbPquLltKb0EyPXCYXV9ddzNnlp+ipCoCt/Zmexd2+zOd5cNMeGvszn0MgOFGIlMUsJuWmFlPixJXMmXh706oSKpylXFi1lidanuFQpBYFnaaDL1gVWPMwJOuQVRSuWryMSMTIvZteyxD/wTHeEqFEhGfbXuXSmnfxnjnnsF99joDcijVRwZ6hVnpCfahyiL7QAI1DXfQFh/Wc8IKiPD2HDFp03DFybAzvBYIjQQjyLCbVldcd7MtoXwatXveWV77JbSs+SbmzhJK0br6D4YtOLkJOr6QYGrHT4DgFySBz07IyfrThT/q+bAuKL3a8xdqyk8i1uNnW68br2kU/2/ld41ZWlBexdk45C3CylnkMhyKYDTJ282g3XWpB77Et7zxVIRAcTYQgz2Jq3Fq5WLmjZMJj2vxdlDtLWJQ3jwKrJyMfm41UhOwyOTBIMrcs/SgjUS/37RoV2RJ7of5hAOBUa5CS2bM8UymnzCnkgd1/JJpIUOUsw2a04jDZcBjtOEw2TLKR3KRrW4m1EtiH2WBgYXEe1Z7MeuBcmxZt+yNRtncP0Dw4QudIgJgiGjMEUw8hyLOYs5NDPFMtzCmMkoFTS1bQHx7CkpY+mOuuPKQgp6aO2E02FnrqdNHPs+QymMwHL81vyDinMmn3CSBj5r0lH0IqmdzyRkWOk+Hk7+fXj3b4/WNnM3v7hyl2aZH6gWEfYr1NMNURgjyL2dy/U7e+nOMqpzU5wPP8qtN4d9U5445PbxoZS7XHxaLifN460E1CVTBIMivT5vDNz63hjR6tG3Bpsmrjze5NnJI28BRSeW0ttx0nQFyBgZCfYCxEIB4kkoiiqAqKqrKitAKfYXTRLhiNYTUZSSgqHd4A4XiC/UPZW6oFgqmIEORZzO92/wXLIgsLPLV8etG1PNL8J9495wxKLTXjju3wd3PA3znhtd67cC75plJOK15DLBbFYLDqQ0NBqzN+o2cTHoubKlcZiqrwt9bnqM+pIc+Wqx83GBrm3+2v4rRHWTVHK4t74cABtnT1E4mPLjyuqSxmrkmbctLvD/Kbt3egotUXS0BChMOCaYgQ5FlMXE1w787HuGnJ9dS4K7lh/rVIZKYv2v1d/Ln53zSN7J/gKmCUZVwWM7mxZRiwkLpEuXN00Om83DkALEmmK5q9bawpWpohxk3D+3mm/VV2De3T7k+u5OSqEs6bV8V586oIhkyYVA99oT4KczVxXt/WwzN7RxstRB2wYDojBHmWE1Vi/Ln1r3xh6Sc1MU3juxvu1hsxDsb59VUA485Px212cuuKT1Bg1YaJ1uVU665uPcF+iu0FzHGXZ+SoX9zXTjAWY3FxPoVOO6WmBuxqBUXmHoYMmkPd6/snjtoFgumGaAwRMBQJMCLvyNg2GB7JmGk3EW6Tk0We+RysszqhahUNFc5SrMZM0f73gVf5zoa72TnYhFE28plF1zE/dy4SWrT75v5u/rS5jT37c7Cr2gJhVNJEe1NHL4HoxJ4RAsF0Q0TIArzhKG2hFmyWUmxoFQ951hzOKF3N1oE9Bz33itoLqTIuIhD26++mBGG8hp14EisBMEja534kEaXN10mLrwOH0cb2wUa2DzYC8FjTU9y+8lMU2DzctOR6+kKDbOzbQZmjiEV585CT19gxuIe8Iq1pRSzYCWYaQpAFAPxzz36KVuSQUIPs6hliTeHqSUXIKVMgh3HUu6LP+CoqMYajQ+SaPRzwdfJk64vsHWkhriayXmcwMsz3N/2as8pPZk3RUgpteVxYdaa+v3G4he1D2zh1nilVhEFtfg67eic/B08gmOoIQRYA0DHip2W4n5q8GM3BHtawmjxrLnmWHAYjIxOet9/XoXtHDEe83L39QeqKTZw5pwK7UauS+FvrczSmtWJPRH94iMf3/ZO/tzzHysJFLPDUMhTx8kb3Jgajg3xszSKQRjvu9g1MfF8CwXRk2uaQb7nlZvr7evj2t7+lb7NYLNx11/do3LOL1tZm7r//XgoLCzPOKy8v5+GH/sCB/S3s2rmDr3/tqxgMhrGXn5U4ku3FXf5h3e3t04uvZaGnjvm5c3U7y3TSjXxyLW66g300D4xgUQswy1a8UT97h1sP6z6iSow3ezZz/+7H+WvLM/SE+plf6CHPbtWP+b+3tonoWDDjmJaCvGL5cj7y4Q+zfXvmQtS3v/VNLrzgAm688RO879LLKCku4YEH7tP3y7LMww89iMlk5uJL3sPnbr6ZD3zgGm6//bbj/RKmNAlV5b5dfyQQC1JiL+TTi6/lpiXX84VlN7Ai2UgyEQZJpssbwBTXSt72eveO88k4Ehr7hgilmb77I5MzzRcIphPTTpAdDjv33HM3X/yP/2RkZFjf7nK5uO66a/nKV7/GK6++ypatW7n5ls9z8kknsWrVKgDOOeds5s+v5zOfvYnt23fw3HPPc+edd3Hjx27AZBKj3A1J03ZZkugO9vOTrQ+wd7iV3uCAfsw5yXbrFOnTOAAqnWUYZSN2NH+MnmjrUbm3aELhqd2j10pvEhEIZgrTTpDvuutOnnnmWV5+OXPU/PJlyzCbzbz00uj2pqYm2traWLNaG6K5ZvVqdu7aRV/f6Gih5194EbfbTUNDdhN2s9mM0+nM+JmpuK1aSVpK7LqD/fxs2+/49oZf8Fz76wB6XjjF/bv+pJe1AdTnzuGc8pMwSCbiBNnY08TRoj8Q0n+3msTyh2DmMa0E+fLLLmPpkqV869vfGbevqKiISCSC15s5k62vr5+iokL9mHQx1vb36fuy8YXP30Jryz79Z/u2LUfjpUxJ5GT1gi8SHbevxqXlj2NKjIuq1lJs0+w4o0qMb6//uX7cqUUruLBqLQDt0R30+kPjrnWkzPFoDm+pQakCwUxj2oQZZWVlfOc73+b9V11NJHL8hkP++Cc/5e5f3qM/djqdM1aUE4qKQQaDPP5zOrWt3FlCubOECyvP5MHGv1HjrmBJ2oinfLsHAEXx8nLHhnHXeScUObXovNsXOKrXFQimCtMmQl62bBlFRYU8/9wzdHd10N3Vwemnn84nP/Fxurs66O3rw2Kx4Ha7M84rLCygt1eLgnt7e8dVXaQe9/b2Zn3eaDSK3+/P+JmppAx5DGMGgII2Zy8dg2zgww2Xc2bZGt2bWE3zkbD5GzkwfHQbN3KSKRWzqIoRzFCmTYT8yssvc8aZZ2Vs+9lPf8zevU389Gc/p6Ojg2g0ytq1Z/KPfzwJQF1tLZWVlaxbvx6AdevX88UvfoGCggL6+zWPhrPPOguv18uePY3H9wVNQaKJBDaTEYtxvOBt6t9J38Zf0xXs5cYFV7M4vx7QFvVe6VxH08h+Sl12/uyLYsbGaw3uo5qugFHjoMFQ+KheVyCYKkwbQfYHAuzevTtjWzAYZHBoSN/+4IMP8a1vfoPhoWF8Ph/f+953efvtdWzYoH11fuGFF9mzp5G77/453/jGNykqKuKOO27n3vvuJxodnzedbYyEIuRYLeTaLHR6x6cF2gPdAPx2z59ZlDeP/tCQbslZkePk/ctryX/yBZzhCMFlZxz1+7MlF/LSF/cEgpnEtBHkyfDfX/kqiqpw//33YjZbeOGFF7j1ttEaY0VRuPa66/nBD+7i6aeeJBgM8uijj3HnnXedwLueOgyFIlR5IM9mPehxkUSUjX2ZNeBLSgswGwxYkottmwaPbhedUZYodmrTP4525C0QTBWmtSC/77IrMh5HIhFuu+0ObrvtjgnPaW9v54MfvO5Y39qUxmIwYJAlgmMqFVKpAI99YhvNiRgIaOcGjQZyEgm2NHeA4ei9veYVeDAaZILRGINBkbIQzEymzaKe4Ohwxpwy/uOslZxaXTpuny+sdb85zebDvm6vXxvvFEq2X3sSR2+IqFGWOKVaazTZ3Hlof2aBYLoyrSNkweEzkIwu5xd5eH5fW8bgT38yj+60HH7XYk9SkMN2G/gClCnvvJMux2pmeVkhC4rz8NisROIJ1rd3v+PrCgRTFREhzzIa+zVz9xyrRW+0SOGLpCLkyQtyqkAu1ajhs2u1wtWJdy7IH1w+n9PmlOGxWQnH41iMBipyXO/4ugLBVEUI8iwjoYyGxEtLCzL2+ZMdelaTEVOW5pCxlLocfOmsVZxbN+oC57dp+ee5yjtLWTjNJjxJd7endrXgD2v3li3VIhDMFIQgz0L29Q8D2nDSdKIJhWjSx2IyaYt5BbkYDTInV5Xo2/xWTUQ9WWqZD4doWoS9oryIWPKDZEN7zzu6rkAwlRGCPAtpHdL8PmJZFt780WTaYhKCnN6Jd8e5awBIGLS3lBx/Z14T0YTCcEhrkS91O+jyah2Sc/Nz3tF1BYKpjBDkWYgxKZqxLGmFVNpiMpUWnd7xbeSBZHtzwVGwxxwJj3qW7OzRzOhr8oQgC2YuospiFhJOLsC5xizeGSQJi1F7SyjqoU3lo9ki7GRTSfFhVFlU5rqwm4zsGxgmrqgUOmxcUF9FVXLRcX1bD93JKg6byYjZIGd9boFguiMi5FlIx4jWFl2Tn0OBQxNQoyzxyVOWUOzSuuH8WSw4D8Wb+7t0QS5QVcyTEPWKHCfXrpjPFUvqqMp1YzMZuX5lA1UeN7FEgmf3HuCZvQeIJRTdp/lwqkAEgumEEORZSI8/yO7eQWRJ4qy5FQDUFeSSaxvt0PNFJzciaSjN6EdCIpwmlsvjB7+G1Wjg0kVzkZPuci2DI5S7HVhNRkbCEX791nbWtY0u4qU+JByWw29cEQimA0KQZykvN3egqCr1hR5yrRZOqcosJwtMcmbdPW9sY2uXZm9aneeCNOvOz4TGe07IksTyskJyrGYunD+HHKuFoWCYH760ARUoSHoetw/78YYzo/SUPejikvxJv06BYDohBHmWMhAM60bvJW47pW6Hvq9zxK+L32R4raWLhKJQ4tKu8cyqxQCUZlk0PGNOGe9umMPH1ixiYXEeCUXhiR3Nek640KEJcl8WR7eipLnQ8rLCcfsEgpmAEORZTCone/niOn2bLxzldxt3HdZ1hsMRNnaMGvy3F2oR7Op4LCOPnGM1c+ocLRJPzcR7uaWDrrQJIAUHEWSBYKYjBHkW0zEyvmytfcTPYQTHOs/tbePxrXuJJRIMukaj7Q8zGiWfW1eJLElE4gki8QRN/cO8uX/Um0ICCpKt19k8j9ObQqzvsPFEIJiKCEGexeztHyahKIyEI8SSnXEOy5FVQqpAY/8wu3uHMvLIc0zaIl+1x0VDUR4Av9uwi5+8sok/bt2bcQ2PzYLRIBNLJPSmkHSeaTygLyKW58zc6d+C2YsQ5FlMty/IL9/Yyq/e3Kabvrsth++FnE4gWZ2xq3YeAK4z3gNAQ6Emxu0jfvoDoaw56qJkyV1/ILvfsQoEoloNtZxl7p9AMN0RjSGznJTDWzjZ6mwxvrPP6LZhH6dUl9JYv4K40URfmZafLkmK7fq28V4UVqOB+kIPF9ZXAwfPH6cGqUpCkAUzECHIAgCCycjTZjJhMshZfS4mQ9PACC2DI7z9hfsAUFUF+eEf6RUS6Qt4HpuFleVFLC8rxJzMCYdjcbZ09k14/VRcLeRYMBMRKQsBANu7B/Toc21N+Tu61uNbm/TfDfEohQ4bRoNMKBbXc8OLS/L5+EmLOamqBLPRoKc6WgZHaM+y2JgidY9u0RwimIGICFkAaA5ww6EIHruVNZXFmAwyBlnmmcb9h+0bkW5aVLbtH/Qla5xTdc+1+Tm8d+FcAPYPeXnrQDeyJPH+pfMoTqvQyEYqh1yT52adsOIUzDBEhCzQSdlySpLEivIilpYW6K3Vh4u9dSMAprBPbzrp8gaoyXNzRbLueVfPIA9t2sO+gREODPlQVJU8uxXXQaLfPX2a61uqjlkgmEkIQRboDGSZ5ry6slhfkDscepPRsCpJFCebPaLxBO9fMg+jQaZ10Mvfdjbrx0cSCbq82jlzPBOPaUo1s4g6ZMFMRAiyQCdbMwbAKUcwNqnQ40n+JpGXFGSX1YzRINM+4uexLY3jLD73JyP06jGz/tLp8Wk2nPkOGxYhyoIZhhBkgU5v0nNYHSOUpYfI62bFkatdS5KwGA0oisKqimIAhoLhrHXIqU0HqzEOxuK66dCRRO4CwVRGCPIswW01U5M3ceQJ2oJZIBpDkiSebTzAb97aDkCuzYLtMHK2BouNuNHC6t/dSFHjiwDIafP7Nk9Q1lbi1gS2I8skkhQemwW3Vcsx+yfpSCcQTBeEIM8C7CYj166Yz1VL51HsPHhUmYqSo4kEfYGQnsa4aH41hkk2YzirGoi5Cgk6CsbVC//8tS0TlrWlBPZgJW1lyQXCYDSWNectEExnhCDPAsLxBIPBMAY5c0J0NlIt1KlGjueb2ogrCg1Febx/6TxM8qHfMu6aRQCMGDLFf11bN76DTCJJ5ZDnHCSST0Xq+4d8Ex4jEExXhCDPAhRV5aV9HQA0FHlwHGQEUipCLkoaxe8bGOGPW/YSTSSYm5/D+5fOO+TzuaoXAPBWzE3L4AgjSUOgTm/gYKfpZXfFTvuEKZJgch7gZKZiCwTTDSHIs4Qef5BuXwCDLLOgyMNpc0r1XGw6qdKzMrcTc3I6deuQl0c2NZJQFObkucnJcl46zsp6AAY6mnlkcyPm5ODUwUOkGALROIPBMJIkTZhaGQpqnX4p32SBYCYhBHkWkUpHnF9fzVlzK3j/kvHR7kAwTH8ghNEgs6S0QN/e4fXrRkRFB8lDSwYjjrJaAPztjdhMRj3anaisLp1QMgI2GbK/NdWkm0U8yzQSgWC6IwR5FjEQzBTEYpcdgzx+oW5Xr9YNd0F9NUvTRHlP3xCgGc1PtMBnK6pENppIxCKE+zsJxeJEk80cOdZDW3umTI0mEuRUuiUwySGsAsF0QgjyDKSh0MOlC+eOyxUPZPEZzpYa2NTRq+eSL1lQw3Ur5mMzGnitpRN/JEqe3Trh4qAS01IKkiQjGbXnT1VDeGyTEORk5Jtt8VCS4OplWjqk5EhqowWCKY4Q5BnIqspiFpXkc9ni2ozt2XK42SY4B6Jx7lu3g2f3HiCWSFDlcXNydSmRREKfnbe6sjjrc4f7O4l6B5GNJlxVDYBWogZgO8hiYorU5JKxEbLLYua6FQ0Z286rq8yI4AWC6Y4Q5BnIy80dROMJqnJdnDV31EpzKMtYpAXJsUpjUVVY19bDls5+AMqT9b8tg1olhMNsmrAELtzfCUD+4tOB0coI+ySaS1Ipi7Ft0VctnUdlrotYQmFnzwAPrNvBSVUlXLKgBotBtFALZgZCkGcgbcM+XtjXDqD5DSejTUVVaRv2EVcU/rJd8yy2m01ZW5WNsszZtRV6BL2tewDQFuZSrcvvbphDXpY0RN+m5wEoWHE2MLpQN5luv2VlhQCsHeMyl0p1/3NPK0/saM6YGHLl0joEgpmAEOQZSiq1YJRl7Gmpgkc2N3LPG1v18rFwLD7O5AegriCHU6tLdZvLwpRjW0LhrQNdqKrKopJ8PnXq0nEWnYPb3wDAWTUfGHVoeydmQG3J7r5UhYfVOCruxkk0qwgE0wHxTp7BpHK36YIVVxR8kRi5ychWliRsWYRybPvymspijMkw9fz6aiRJ0oV8dWVRhh1mTt0yAEb2bgZGF+qyCafTbOLU6lLmjunO29qV6XfRnyzZSxkKWU2jz/fnbU0IBDMBIcgzmFEhHJ+S2J+cEGI2GnjfmMU/YFyFhiRJrK4o1geRgibmPb4gZoOBFeVF+va8ZO7Y07CaRWe9l8RB7uO9i+Zydm0FS0u1VEXKzyKVu06Rmkg9EtYie6dZ+8DY2TOA/whL4MrcjoOa4QsExxshyDOYhKJFsNki03A8wb/27AegJi9nXD1yqjU5Vf4GsLy8kJUVo8Krqqo+Runs2gouX1xLocOGv3kbqJoI20tr9JRJtvvY1z8MgMtiIt9uxWkxEUsoescggNkg67nsrV1aLrsw2dodjiUm9bcYy4ryQj6yeiFXLzt0K7hAcLwQc3BmMAfzFQYYDo2WwRklmQSj4paKkLd29bOgKI/yHCduS+YCniRJ7O0borkoj7n5OTQU5VGTl8PO3U+x6E9N9NWezu6eThYbJ36bpe5xMBSmvlAztW8f8WX4JS8tLcQoywyFwrQNa6ZCqXz0kXTsFTvtXDR/DnDwrkOB4HgzbSLkGz76EV568QVamptoaW7i6aee5LzzztX3WywW7rrrezTu2UVrazP3338vhYWFGdcoLy/n4Yf+wIH9LezauYOvf+2rGGZoyZQsSXoeeDhLuRvAYChCXzI3u3Zu5qTplCD3+UM8t/cAAAZZYt/AcMZxRlnm0S2N/Oat7ewf8mIxaukLc2gYZANKPE5ZjlYyl+r0S8eQjJrjCVWPgnf1DGYcs6RU276hvVff5kze38EmVGfDZjJyxRJRlSGYmkwbQe7s7OJb3/42573rfN71rgt45dVX+f3vfsv8+dpK/re/9U0uvOACbrzxE7zv0ssoKS7hgQfu08+XZZmHH3oQk8nMxZe8h8/dfDMf+MA13H77bSfqJR1TChxWZFkilkgcNMf6XJMmtqsri5mTNjrJmdai3OkL6FNE8u3WjPPdydRGXyDEo5sbebWlg1AsTkw20Vd3BgazVW+zDifL39JJ5ZUTqqJfO90VzmE2UeJyoKoq25OldzCaUjmYnWe257pq6TxybZaM1mtRpSGYKkybd+K//v1vnn32OZqbW9jX3Mx3v/s9AoEAq1evwuVycd111/KVr36NV159lS1bt3LzLZ/n5JNOYtWqVQCcc87ZzJ9fz2c+exPbt+/gueee58477+LGj92AyTTzrBxTi2TNyUaOiWgZ9LIxGXlevriWEpcdu8mo53390RiqOtqwkWvLFOSitBbmhKrySksnP3t1M/+ecyFRZwGyyUyXb9RBbiwpMVRV9A+Oufk5+v7UxOq+QEivZ4bRCH6yC3qSBJcurKU8x0koFufBjbv1fRP5ZqQ4VOpHIDhaTBtBTkeWZS6/7DLsdjvr1q1n+bJlmM1mXnrpZf2YpqYm2traWLN6NQBrVq9m565d9PWNllM9/8KLuN1uGhrmT/hcZrMZp9OZ8TPVMcqS/vV/c0fvIY7WTOjbhn1YTUY+sHw+1cmpz+F4XBfBiYRvSZbW5YSqYinTPCdi/hE6RzRBPrl6vP9FSpDn5LlxWcxE4glaBkf0/WVJwU9f5LMZDfp52aLusRgkicsW1TK/yENcUfjT1r0MBMP6h4z5IIJ83coGPn3qksMaYSUQHCnT6l22YMECnn76SawWC4FAgI989AYaGxtZsngxkUgErzczGuzr66eoSIsUi4qKMsRY29+n75uIL3z+Fm699ctH+ZUcW+Z43NhMRoLR2CEjZNDK4x7b0sgHls+nPMfJwuJ8nm9qoyMtPzsUipCXlq5QFBVZlqjIcVKXn0PTwKiImnMKcM9dDMDAtldB0RYP5XEDnUbriVOLay81t+s2oTAaIaeibIC6glz99wKH7aDG92aDzJVL5jEnz01cUXhiR7Oed44lEpgM8oQRcr7dSlWu9uG0prKYl5s7JnwegeBoMK0i5KamJs4551wuvPDd3P/Ab/n5z35KfX39MX3OH//kp8ypqdV/Fi9Zdkyf72jiPYz8ajSh8Eyjlk+uL/SQUFTdjMhlMY0zpe/0+jmQrHi4fEldxgDVvIWnaM/fvJ3oyABDyWoOWZYY++1/YXGmuVH3GHHVBTlt+1m1o52BPWlleWOxmYxcu6KBOXluIvEEj21ppDFtYXHUWS77wu4ZNaMLnafPKcvIsQsEx4JpFSHHYjFaWloB2LJ1KyuWL+dTn/wEf/3rE1gsFtxud0aUXFhYQG+vFgX39vayYuWKjOulqjB6eyf+Wh+NRolGJy9sU4GRpNfEZPyH0+nyBegc8VOW4+T8+irOr68iEI1hMxqRx9Qp9wVC/LvxAO9bNJeGojw+sHw+D27czYFhH7JJE+/IiPa3T29zNkgS8bSStrZhH5XJKBQgkJaCsBoNeqqgL83cPr2ZI1VrnY2LG+ZQ6nYQjMZ4dEsj3b5M8T6Y93KR08aCIk/GtmjiyGqeBYLJMq0i5LHIsozZYmbzli1Eo1HWrj1T31dXW0tlZSXr1q8HYN369SxcsICCgtGc59lnnYXX62XPnsbjfu/HkuFkN5vNZOS9C+dOajBpigc37eafu1vp9QdRVRWH2YQsS+wf8vJyc7tuLOSPxFBUlSd2NKMkRfHiBXMASEQ08TSYteaNlHfygWEf8TECujfZGJIi1akHo7XGsYSiC29q1t+hWFicl4z0Ff64de84MU5dF7IL8llzK5AkiZ09g/zs1c08tqXxkDMBBYJ3yrSJkP/7v/8fzz33HO3tHTidTq688gpOP/00rrr6Gnw+Hw8++BDf+uY3GB4axufz8b3vfZe3317Hhg0bAHjhhRfZs6eRu+/+Od/4xjcpKirijjtu59777p92EfChiCUUgtEYdrOJxSX59PqDvHWge1LnxhWVTZ19bOrswyjLFDpshONxhkIRZEni5KpSAD1doagqD23ew/UrG/AkKzASUS1FYbDYyLGaWVamfQi+lHSgSyc9L+0NRzMaPVILd7G0yHRF2cT5/hROs4kLki3er7V2TSikuvfymA8sgyzpKZjXWzvxR2P403LkAsGxYtoIckFBAb/4+c8oLi7G6/Wxc+dOrrr6Gr2y4r+/8lUUVeH+++/FbLbwwgsvcOttozXGiqJw7XXX84Mf3MXTTz1JMBjk0Ucf48477zpRL+mY8lZbN+fUVgKwqqKIt9u6yWLqdlDiipKxmKaoKj3+IFW5roypz71p0afFYNAjZNlio8TlwCDLDARCWZs4Okb8LE9abo4dy5SqS053q8uxHdx7wiTLXL2sHpvJSLcvwBv7uyY8dqIIucSp3bM/EstIlQgEx5ppI8hf+MIXD7o/Eolw2213cNttd0x4THt7Ox/84HVH+9amJG/u72ZdWw83nbaMHKuF+gJP1k65w8WYXJXLS6tHjiQS+CJRXBYzC4rzaPIPA2DJydcX9Dw2K5LEuA+FrV39nFJVQr7DNk4YT5tTdsj7ybVZMjoR37OwhmKXnVAszt93tmS1Fk0RTS3qjenWrMzVShs7vIfXBSgQvFOmdQ5ZcHASisrmDm1hbc0EI5cOl7IcTazGjnDa2qW5s104v5pKSYsqze58zqqvAbRqiGzaKEuS3j6tjMkvN6fVI6fSCvYxTTxXLR01B1pbU05DUR7xZN74UFOu41kiZKvRoL+2tiHfQc8XCI42QpBnOBs7ekkoCpW5Ln0M09FgbKPEy80dbO7sQ5Ykzi7P0dMWFZU1qKrKU7tbsl7nXfMqdW/m3kDmwltqAbF1cIQvnLmCq5fN0xf1Ht6kddoVOGyYjTJn1pRxeo0WUf9zd2tGDfVEZEtZXFBfjctiZjAYZssYT2aB4FgjBHmG44/G2NWrpSquXDov65Tpo8ULTW0A5FotRIY0W86oPY/mwZGMZo8U1R4XqyqKdZ+MsSZIDrMm+jk2C0aDTG1+LgZZptPrp2NkNLf9sdWL9Jrh11u79HFThyI6ZlHPajToMwb/sauFaOLwneQEgnfCtMkhC46c5/YeoMBhpcTl4LqVDTyyec+ElQcVOU5Oqy7FbjaRUFWC0Rj/2rM/a+u0nDY1BDSP5VAsjs1kJDHSDyVziDryJlxMTNUTh2IJ7GbjuBFPzuT+sWmKnd2DKIxe1JNc/PvL9iZ2904+Tx5XMiPk+kIPsqyZ7k8mwhYIjjYiQp4FBJNmOm3DPixGA5csqMkwzJEkaCj08JFVC/jQqgXUFuRS6nZQkeOkvtDDwuLRydTR+GgJ2qK07SlSUa7FMdrVNlGDSsr8PiWIK8qLMppEUg0lY4U6mkiME/l/7mk9LDHWrpO5qJfy5Wg8CoufAsGRIAR5lhBNKDy+dS/BaIwCh42V5VqpmUmW+ciqhVy+pI6yHCdxRWFbVz9P7hrN+TrTOuP+kOaSlu0r/XAoQtSWg7lCa2l3d+2csFQt1eyRUBSa+ocxyjKnzynV909oPi8xrgW7+QjqhNNzyA6zicrkguW27v6DnSYQHDNEymIWEYoneKm5g3c3zOGMmnIKnXaWlRYgJdXt9dYuNrT36OmJSxZoFRLpA09rk9aYbcO+rGV0HV4/+RWa30fkwC7MoWH6w9kbb+xpnssv7GujriCXihwXBkkioaoTCnI8oSKlGRWpqqq3ix8OqcYQsyxTX5CLJEl0jPiP6FoCwdFARMizjC2dfQQiMWwmI8vLCpEkiYSi8IeNu3ipuT1rrthsHH2bpFzZ9kyQHtjZ52WwSvOgtgxr7mi5NgulrvEVHo5kpUYgFqc/EMYfiWEyyHppXWKCRbW4omT4xh3p4ps+BNYgMz/pW3E0arUFgiNFCPIsQ5YlLEnLy2AszsvN7fzfW9tpGx6/iJWaFl2bn6sLoE0X0ez+yAsKXMTNDuRYGCkapmVwBKMsc+miueOOTUXIweSHQGohbU7Sj9mR7AZMKAqtaTaicUXJSFkcqelPKmXhtph1m02RPxacSIQgzzISisr2ZBPHgUEvr7V2MTTBzL2fv7ZFF7vTk11zKUEOTWAMX+xyUPPmAygGM4nlF9Js1BbK1CylFp5k/XEgGsNskClxa9F3KoVSkoyq+wMhgmkfANGEkpGyOJJBpzAqyB67FYMs0+MLTvi3EAiOB0KQZyGpOt2G4jw9MsxGMBbXa4vPnFvOZYtqsSQrIiYSwfZhH/ahdlw9e5CNJkrXXg7Alq7xC2WpUU0HhnycU1tJjtWCPxLjrf3dGGVZF+x9AyOEY6NRcCyR0KNn0HLKR0JsTKqj0+sfNzNQIDieCEGe4TjMRhrG+Pq2j/jZ3atNdr5uZYNecZGNjR19vNDURkJRWFCchyO5wDevwEOhY9QKM99u5TOnLqU8x4kE5B3QXPZM7nziiqK3VqfIsZopcNhQFJWWIa9eiRFNJIgkEhQ7bXqk3DHiz4jI8+wWPrB8dDDBEacslNHz4orCivKicdO3BYLjiRDkGc4F9dVcvriO8+oqM7b/u3G/PhHkwvlz+MjqBawsL8zayffmgW5+v2E3Q6GwXjN8clUJN6xZyNw8NwUOK+fVaS3Qy5LObcaI5gMRt7rY0ztEKBbngvoqbjljOTlWM/WF2odEu9dPJJ7gpX3aAmCe3cqy0gLKc0Yjd28kSig+Ksjvnl9DjtWiT5w+UkEORuN6KiVl9VngmJzfskBwLBBlbzOchmQr8ElVJbzc3KFXFgSicX795jZWlhdxdl0FZW5nxlTop3a30Ng7xGlzylhaWsCftjVx39s7uHxxLXPzcwEwyDLXLM8+INYUHhXkvmQDyKoKzbTn/HlV5CeFb2cyfZI+iqna46YsZ7QqIxJPZAwzNRsN9PlDbOvu49y6KqLxI8shB2Nx/rp9H+fXV+O0mHilpYNXWzqP6FoCwdFARMgzmNPSmiwA3Xc4hQps6Ojl/nU72djem+GOdnFDDV9Yu5KTqkqwmoxcvrgWi9HAo1v28vedzfgj0awLdSmM4eQgUYtrXNQ9r9BDnt1KOBZne48myJI0ulDospjx2Kz69VUYZ6OpNa5oKY13MlqpriAXp8WELxLlzf2TM/EXCI4VQpBnEemDSNMZDIb5V+N+/u+t7fzmre009g3pTmspHGYT5ybTHtu7B/jZa1v4+87sDm4ABzq16SBxi5OaZEQ9diFwa1e/vrCmqrC+XTMkGtfZp47afoJmm9ntC2BJtjwfqSCfU1vBktICFEXl6d2tR1ytIRAcLYQgz2Beb+3isS2N/GtPK5A5eWMi+gIhHt/WxC9e36L7BacWAEvGNHfs6Bng7QlGQwVHko5rsgw2TUz3j6klfn3MNI/tyfRFNu+LorTcbtuID5XRfG/kCFIWhQ4bp1Rr3yCe2t3CPjGiSTAFEII8w9k3MEKXV8vPpo9dmgy/37iLf+xs5tm9WulbjtU8zkMiNVtvLDZZQgprjnKKPReTLNM6NCrIRlkeV8s81n4zVWWhotKTZt/5QlM7ly2q1bvrWgYPX0zfVV8FaB82k7XrFAiONUKQZwFDoTBxRcFlMdNQ6Dn0CUm6fUG2dQ/gi0SJJRQMsjwuek19ze8fYy6fa7NgimnbAkV1VHtcGRH6/jRxTmdjR2/m9ZNNIAuS4vtqSwdn11awoDiPhKLw7N4DE34oTMTiknzmeNzEEwrPJ+usBYKpgBDkWUA4nuDNZHrgXfVVWcfeH4phfTZedkF2WTLzvlGzHXNoGHfHNgyxMBW5LuanfRikOuKsRgOfPmUJFyanRKdK8VI09g+xtLQAp8VMOBanZdDL3PycpP/Gbta19Rz2a1lVrk2u3tTZJ4yEBFMKIcizhNf3dzEUCuOymFlTcfjz9WxJk/iUmKVIdclZjJkVlLFVl+IvmofPXkDB/nUEo7GMxTdvWBPkhqI8PHYrKyuKmONxc05thX6Mqqq83NzBSPJYfzTGyuTz7+odmtBk/1CkSu62dIoRTYKphRDkWUJC0cQN4OTqksOOklMDR+cVejKc1rJVJoyULGBwldYyXfDWIwD0B8J0po1dCiVboYNpeeSrl83TB56CFtkPhSL6glu+3cqCpCn+RIuJh8JhNmExGlBUdVw0LhCcaIQgzyJ29gwSiSewGo3jUgyHYnNabvfMtPbibILcX3eG/nt1z1ZtWzDEQJoAhpOdd/7IaMogXYwBXks2aRjk0Y8AWZJoG/ZlNJIcDqnSv/5AiMRB6qgFghOBEORZRspSU5YOceAYOrwB3dD99Dllej54rEHPWOSk37I3HM1IWaS0MBLPXkPsi0TZ1Kl9CCwqyQdGfY/fyUSPVOei8D0WTEWEIM8iJEZrkeUx9Wtjy9mysatnUP/9zJoyZEnCH42xsb03I1IeqlgGqkLxzmcALfKtynVRntbc4Ujex6qK0Zx0ejPKhvZe4skRTx6b5sCWSrNk826eDAZJ0iPkw52/JxAcD4QgzyLMacNCr1mmeVA0FHm46bRlfPqUpZS7x0/1SGdTchFMVVUKnXY+c+pSPDYLmzv7dHMeRTagmO0gyZRt+5t+7nUrG/TOOkAX5xVpi4QOs1G//qa0FElqUU+WJAaD4SPO/eY7rBhlmUg8kdEmLhBMFYS50CwiPT3gtJi4etk8apNtzaCJ5tO7WydslOj0BmgZHKEmT/MxdlvNfPrUpXoaJByPI7u066mJBGHvMKa0ZpT0RpCaPDerK4oyIvVUDjkUixNOu9fetKaQXb2jUfrhkho/daT5Z4HgWCMi5FnG79bv0n+vzc8lrii8daCbvf3DGGSZdzfMOagF5YZ2LXJNNxYyyDLNAyNsaO8lZtVsM9XgCPExHhPFrlGTIZvJyBk12b2Hm8d03gXT5vylp00Ol5Qg9/qEIAumJiJCnmV0eP3s6R1ifpGH1iEv/9oz6ot81dJ51BXkckF9FQ9t2pP1/KaBYdqHfVTkuvCGI6xr66XT66d9xI/VaGDOSi3fK4e84yow0nPIMDoOKp0ub4BnGw9kbJubjMhVVaXvHaQaipzaB01vQAiyYGoiIuRZyBM79vGbt7bz8KY9GfnYf+3ZTzyhUO1xT+gMp6rw5O5WEoqC22phMBSmPTmcNBxP0GLUqhgomoPbkX081MFc1f6wcTehMZUXS8u0uXxHOl06xWiELPLHgqmJEORZSGKCSNMbiepeEgcbZTQYDPPWAa1l+fx5VfqCHkDCoZXD2Qf2Y1SzT6Y2yrKed04t2IGWOx4r1naTEXeyZvrNMe5wh0OZ24HDbEJ5h1G2QHAsEYIsyOCN/V1EEwnK3E7qCnInPO711k684Si5Ngtn1JTp24f8AZy9exka7JtURKsoo7no9CaRFO9dOFd3fRtrPDRZ3FYzly+uA6Bt2Cd8jwVTFiHIggyCsTjrk4Y9aydYdAOIKYrus3xqdaneKBIY6cdfNA9vwD9uosjYhUDI9GiOjBHwk6tK9MnUAJa0sr3JYjcZ+eDy+bitZvoDIf6yfd9hX0MgOF4IQRaM460D3YRjcYpddhYmvSOy0TQwws7kCKb3LZpLXUEu1tAwAPbCyoxUBoz6G6eTLrI9vkyzoNTop1R6Y2xr9aGwmYx8YPl88uxWRsIRHtm8Z5wHs0AwlRCCLBhHOJ7g7TbNvOeShhpWH8Qd7undrRwY8mKQZa5aOo/KG74DgKO8Nmv3XyKZokgXxpea2/n7zuZxA0bNyc68VGCdnt44FG6rmQ+tbKDYZScQjfHIpj34Itlz2gLBVEEIsiArbx3ooal/GKNB5vz6Kj6wvB63xTyu5TqaUHho8x49UjZE/Pp/TYbxKYamgWEAfGmLeXv7htnePZDh/AajnYWpp0yZAdlNRt7dMEcvhxtLvt3Kh1YuIN9hYyQc4cGNuxkcM41EIJiKCEEWZCWuKPxx617+taeVWCJBTV4ON52+jFvOWE7FmHpiVYVgNE4oFifWthuAqg2PjbtmIBJjIKCV2eUm/SmC0diEVQ9mQ0qQNUVOTZ5eVVHE8rJCrllez7wxC495diufPGUJbqsZXyTK7zfsynCZEwimMkKQBQdlY0cf963bSVfSDN5mMnLdygZOrS7FYTZhNRo4paqE1ZXF2ExGLHFNXBOm8d1+/miUuKLVGKei37HTrdNJmQnJYwQ5PTK+fHEttcmFv1KXgw+tbNCv+8C6nSJNIZhWiE49wSEZDIb57fqdeGwWLphfTU1eDmfXVnB22nSPFB4pRi8QNY83KnJbLSwqzs/YdrCFOvOYlIeiqFiNBkqSJkhtwz4qc11csaSO11o7ObWqFLPRQJc3wKNbGsUCnmDaISJkwaRQgcFQhEc2N/LkrpaMhg7QxiFt7+7HOqItBg7nVo67xnAoTL7DRjytvM1sPJggZ+5TVJVVSUOiPn+QhzbtYU/vEEZZ5qy5FZiNBloGR3ho024hxoJpiYiQBRNiNRqoycuhPxDKyPNu7epna5dmEi9JYDUYCMUTeGwWrmtoBCBSUo8qSUhptccpM/vWIa/edDI2Ck7HPKbuuC4/h7Vztah8T98Qiqry1x37uEKqZV6hh509g/xjZ7OYBCKYtkybCPnzn7+FZ/79T1pb9rFr5w5+99sHqKutzTjGYrFw113fo3HPLlpbm7n//nspLCzMOKa8vJyHH/oDB/a3sGvnDr7+ta9iOIgozGaqcl1ctriWyxbXTniMqqJ7TwyFIuzbtQk5GkK1OAjkZDaWVORq3hbp0XU0kX1iiFGWMio6+gMhLlk4F4CN7b28caBLb4X+07YmfvXmNp7YsU+IsWBaM20E+bTTTuXe++7nwosu5v1XXYXJZOSPf3wUu33U0vHb3/omF15wATfe+Aned+lllBSX8MAD9+n7ZVnm4YcexGQyc/El7+FzN9/MBz5wDbffftuJeElTntPmaC3RLYPeSZ/zeks7jv5mAAarV2fsSwnsqrS65j9u2Zv1OmNL5tqH/foi37/37ueDy+ZzyxnL9cYVMbBUMBOYNoJ8zTUf5JFHHmXPnj3s2LGTz938eSorK1m2bCkALpeL6667lq989Wu88uqrbNm6lZtv+Twnn3QSq1atAuCcc85m/vx6PvPZm9i+fQfPPfc8d955Fzd+7AZMJtPETz4LcVnMlCYXz97Y33mIo0cZCUcJJd9W3csuPeixbUO+CUveLGMEuW3Yp13TF2BZaaEebb9vUS1fOmsVd5y7BtsRtFYLBFOJaSPIY3G7tX+QQ0PDACxftgyz2cxLL72sH9PU1ERbWxtrVmuR2prVq9m5axd9fX36Mc+/8CJut5uGhvlZn8dsNuN0OjN+ZgPRNAvMw21ZjvSNCrhykLeYN4uZUIpc2+hU7O3d/ahoqYhYQuHU6tKMY1OR8/K0cVACwXRkWgqyJEl859vf5s233mL3bq0RoaioiEgkgteb+fW6r6+foqJC/Zh0Mdb29+n7svGFz99Ca8s+/Wf7ti1H++VMSU5Jit5wKILvIMKZjR2vPqX/HvJoeeSRUPaUQm1+DmM7rC+or+KDK7R64oSi8PedLboJUTAaI9dmGXedSDzB5s6+cdsFgunEtKyy+P5dd9LQMJ9L3nPwr8RHgx//5Kfc/ct79MdOp3NWiHLKoP6N/V0c7jpZ37p/E+ltw1JUSSinDMdQG/YsKaGGIg+LSvJ5cV87byS9jgsc1owcc2rydGpKdbYpI/ev20G3GMskmAFMO0G+887vcsEF5/PeSy+jq2vUsLy3txeLxYLb7c6IkgsLC+jt7dOPWbFyRcb1UlUYvb3ZvXaj0SjR6OFFiNMdCfS5evuHJr+gl45h/2YoqiSYq0XIprT8rqqqSJKkp0LOrq3gjf1dzCvIHVfRYTbInFtXwZISbWpIlUf7oHi+qY3NnX1YjQZGDtLtJxBMJ6ZVyuLOO7/LJRdfzOVXXMmBA5lz1zZv2UI0GmXt2jP1bXW1tVRWVrJu/XoA1q1fz8IFCygoKNCPOfuss/B6vezZ03h8XsQ0INdmwWTQpnoMH6EpT45f81QO5Y73VE4oKrvTpken2rLPqa3AKMu0DI7wQlMbCUVhIBjm5KrSDN9kbzjKWwe6icQTQowFM4ppEyF//647ufLKK/jQhz+C3+/X88Jer49wOIzP5+PBBx/iW9/8BsNDw/h8Pr73ve/y9tvr2LBhAwAvvPAie/Y0cvfdP+cb3/gmRUVF3HHH7dx73/2zLgo+GKk0gYSEJEnjjOYPhQQUECEAxG3jZ/MlVFV/Dhi14sxPRuVP7W7FG9bGSX3spEXjzt/VO8D586rY0tVHfYEHSYJXWiZfCSIQTFWmjSB/7GM3APC3J/6asf1zN9/CI488CsB/f+WrKKrC/fffi9ls4YUXXuDW20ZrjBVF4drrrucHP7iLp596kmAwyKOPPsadd9513F7HdMAXiaKoKrIsUeiw0eM/vPxsodOG4tK+hciJ8S3MFqNBL6kD6PT6WVCk1RMnFAWHyYgvHOW6lQ14kq5wu3oG2Tc4Qo7FzNKyAnKsFsLxOGckp5q82tp52LlugWCqMW0EuaBwYpP0FJFIhNtuu4PbbrtjwmPa29v54AevO5q3NiM5MORjTp6btXPL+fO2psPqgKtZvIb2FVcCkNO5Lesx+Xar/rtJljknaVRkkGU+umYRGzt6KXFpoh1NJPjXnlZC8QQXza8mx2rBF4nS4fXr15CQ9NK4dDw2CyvLi9jS1U+/GG4qmOJMqxyy4Pjx5oEuEopCXUEuH169AKOcZfzHBBReeAOqwYjctoPS7U8f8vjVlcXkjCllW1lepKdKXmxq19uzq3K1FMjWzj46htMEecztyZLEuXWVfPrUpZxUVcJZB5miLRBMFYQgC7LSMujlsS17CcfjlLgcXLW0nlKXY1zN8DgkGSVPE79Yy2a6Fl1ExO7Rd69v7xl3ykSNJ5IkMRKOsKmzj/mFHm48aRH5Di2yPr2mnFvOHK2YWV1epEfdEvCeBTWcXFWi768v9CAQTHWk/IIikXk7DJxOJ60t+5hTU4vf7z/0CdOchcV5vG/RaCna9u5+/r6z5eDn3PgtqpefRtTuAYMJQ8TPij/+ByN+P560VEU6iqrySksHZ80d9VhWFJV1bd3U5OdQ5LRnHBtXlKxOcR0jfgLRGPWFHhKKwtO7W7m4oQZZlvj5a5uFYb3guHM4mjHpCLmk+NA5XMHMY2fPIC/ua6c1WY+8oCgva6dcOnse/B79A/1g0ErVnH378AeD+sSPbPT5g7ze2oU/rStQUVVOri6lyGknEk/oKYw/b2vihy9t5A8bdgHaQmDzwAgJRaE8x0l9oQdFVfnbzma2dQ/QG9AWJUvds6PtXTB9mbQgv/rqy1x5xRXH8l4EU5Q39nfx8KY9dHkDGGSZj6xaQJl7/ESQFIlwkI133UiwV6sVNwcGCcfjE3of+yMx/rFLi7r/uFVzf1NVFaNBJhJP8GpLB9u6+pEkiZbBEfb2DwPadGyAUCzBo1sa+cXrW3i+qY0DQ17+tqOZ3b1DwGid88HuWSCYCkxakL/z3e/xwx/+gHvv/T9yc3OP4S0Jpip/3t5Erz+I3Wzi8sV1WduYUyRCfrpff1J7IMuEYnFcVnPWY5/c3UyvX6uASA0klSSJJ3e1cPfrW3i1tZNFJdrop/VtozloS7L7L+WpHIjGeetANw9u2sOutMaTzqQgl44R5AKHbdxUEoHgRDLpd+P99z/A2rPOIc+Tx2uvvcKFF1xwLO9LMEWY43GzoryQIqcNbzjKHzbspj8Qwm01c8mCmoOeG+ptAyDiLMQ4wcKdoqq0Dvr0x7GEojvNtQ37CMcT5Fgsuvg3p3kzpwQ5Es9ucp8iFSHP8bixGAwsKMrjY2sW8YmTFzOvQCz2CaYOh1WHfODAAS6/4kpuvPFjPPDAfTQ27iUxpvD/3PPOP6o3KDixLCktYHFJPs/tPUCvP0QkkeCv2/fx8ZMXM68gF5fFNOFCWaivHYCws5A6l7YoF4nHsRhH33becCQjt2ySZQLRGGajAYfZxFAowtl12kJfty+gH5trtXB60kA/MsHUkRT9gRDReAKz0cB/nLVS3x5LKLgswgdbMHU47MaQiooK3nPJJQwPj/D0P/9JIi6GSc5kUm3NjjQvib5AiPYRPxU5Tmrzcye0vUxFyFFHPlFPOX1tTcQSCd0gCLSxTynOrCnTO+8A7CYjpS6H3sX3fJN2PVmSuGJJHcVJkY8eJELOt1tJqCrr23s5uaoEQ7KeOhpP8IvXt+h5aIFgKnBYgvyh66/nm9/8Oi+99DJnnLmWgYGBY3NXgilDav5dlceVsX1f/zAVOU7q8nMmFOToSD9SIo5qMNLTcB7Pv7WJ5Q4pQ5BNaamMdDFWVZW+QEi34mzsG2L/kJbaOH1OKcUuO7FEApPBMGHKYllpARdnSavs7h3k2b1tQowFU45JC/Kjjz7MyhUruO32O3jssT8ey3sSTCE6RvyoqkqZ28mCojx9saxpYJizaiuYV+jBY7NkRLrpGINDxFyFJIxWHJ4iVhZltpakZuflj6lPfmFfOwlFZU2lJshbkqJf4LBxWrWWqmge8DK/yJN1UOrcvBzOr6/K2KaoKi/ua+etA92H+2cQCI4LkxZkg2xg7VnnZHgQC2Y+nd4Ar+/v4vQ5ZVw4v5rWIS+hWJxef4hOr58yt5N3zavSy9XSkQxGFJMmtBF3Eae+6zKkbX/LOCbVkV2bnwNoJXA/e20zBlni4yctBiCeUPRBq/MKcpFliQNDXubma5F2+odBocPGRfOr9Zl7B4Z9PLJpD/kOK4qq0h8Qw1AFU5dJV1m8/6qrhRjPUl5t6aTHF8RmMrKivFDf/vcdzSiKSl1BbtYaX1VRMO18CWNgEFUy0LPiMppPvSHDAig1iTrV2vxmcnLImspi8pJR8+827NLNjVJ5Y5fFrEfX8YQCgEGSuHJpHRW5LuIJhfVtPTy+dS8JVaXXHxJiLJjyiCJMwSFRVFX/mn9yVYlebjYYirCjR1tHaEguvGWgKjz50zt47vbLCRZoudz+eWcSdo12fUqSxIX11VQmI9rWIS9mg8yaZO74yV0tGfafxckWanPaBJJipx2H2cTqymI8NiuBaIxfvbWNZ/YeEHliwbRCCLJgUuzqHWQgEMJqNLK8bDRK7k2KpXuCpg+AuG+QWGC0fjjk0crYFFUloSisrNAGzG7p7KM/EOLMmnKcFjNDoTBtwz7y7FbsJiN2k1GPmuU0e7cVFUXccsZyzq2rBLRqDK+YJCKYhkwbP2TBiUVRVd480M0lC2pYXVHM2we6UUE3hT/UVJHmx3/G/A//PwBcvdq4rGA0pgvrK80dvNraSW1+DiclXdr2D3r55ClLMsQ3xURdgl3eANu7RfWPYHoiBFkwaVIG7w6zEaMsE1MUvSmj1O3AKEsZo5nSyY1pJWuO/mZMYe13p8WM3aQd3+UN4DAbuWJxHaBNd1leXnTIe1JUVRfsPX1DvNLc8Q5eoUBwYhGCPEswSBJz83MYCIYZDB7Z4lYqf9s+4iemaAtp+waGCcXieGxWFpcUTFiT7IxqKYuofTTX7A1H9VTHuxvmMBSKYEx6S8iyjKKo7OwdYHFy4nTr4AjFLkdGdPzgxt1E4gkGQ2ESE3wYCATTBZFDniWcXlPG+5fO4yOrF2R03R0OfckIuSA5jBQ0Q5+mpPvauxvm8MHl87OemxvXouKY1Y0qyTyxYx93v7FFj7pdVvO45pOWoRG9S+/tA908vq0pQ4ybB0ZoH/HTFwgJMRbMCIQgTyMsE9hXHgoJWFqqRZlWo5Hzkotfh0u3T1vAc5hNuC2ji3jpjRlz8sZPmZaMJsyrLwYlAbJMzJZDrz/E/AKPLrD7BoZJJKPuFLX5uRhkGW84ynNNbczNy8nYv75NNHgIZhYiZTFNuGh+NSvKi9jTN0RT/zCdXv+k62rn5LlxpQnoopJ8Nnf2cWDYd5CzxnNqtbbYFo0nCMRGDYViCSXr8Raj1tbsqVtG4NQPYgx5idvchJ2FrJ1bzvxk7bE3HOWZxgMYJIlPnLJk3HUktJTLmWPm4o2ISgrBDEMI8jQhtXA1v9DD/EIPsYTCb97ezvAELcvpLEnmYDe09yAhsbKiiGuW1bN/2EtFjgsJeGzLHtpGAvo5OVYzVqMxowY4Ve727N4DGSmCaBZBtpuMfPKUJbQP+zCWF9EHmMI+4jY3w+VLKD2wHYAeX5Dfb9hFTFHGtU97IxHcFgsOi4nLFtdmpEogsxZZIJgJCEGeJjyz9wBDoQi5NgsLi/MwGwysKCvkhX3tBz3PbJCpL8wFYFvXAEOhMLUFOeRYLdTm5+rHrSgvom2kBbNB5vQ5ZaypLMYgy/x1+z529Q5S4LDitJiJJRLjyspiWbwk5hdq6Yh5hR5icoQ+wBjx4ejbhzkwoNte/mnrXn2BMNVwoqoqkiThtmijomRJyjqk1CIEWTDDEDnkaUIsofDG/i6e3t3K33Y0A1pe2JCMnIuddubmuTNyu6B10JkMBvoDIbp8AcLxBPe+tYPHtzXx5K4W3V94fmEeuVYLly+u45TqUn0S9HsW1FDisjMn6dDWPuLX25hTjF1QM8gS23sGdFtMY9iHlIjjK2lg+A9fp6TxRSRJotsXwJs2Q29eQS5ARulcOB5na1f2yg2r8cjjCYMkUZufMy7qFghOJCJCnoY0DQzji0RxWczUF3oYDkX40KoGXURjCYWhUJihYIT5RVpkua27Xz8/kkjQ2KfNm7uwvhrZIGE0yJxfX6UL7z92NjO/0MO8Qg/n11fTnsw3Z8tb9wdDGY9vOm0ZRllme/cAKyuKkFAxhYaJOgtILDiTqG835tAwJS4H59RW8MK+diRgYbE2pskfjeKxaekLVYU8e3bR9Bxi2Go2nGYT59RVUl+Qi9loYEN7D/9uPHDY1xEIjgVCkKchqqq1GZ9RU85JVcXYTEZdjBOKgskgU+S0U5SsG1YUlR0TdK/JSbu1hKJQl4xQo/EE27oHaB3yUuVxU5HjxJpMD8jjm+bYP+Rjc2cfy8sKGU6mVSCz+sIcHCLqLMB60SfZrCpUrn+M0l3/5pTqUl5u7uDyxbXk2iyEYnEGAmFdkK1GAxU5ThRVZSQUYWtXP2fVaq3XhYcR3eZaLZxVW0F9Ya4+TsoXiRKMigELgqmDEORpypbOfk6fU0ZZcrT9cCjCfet2EE0kyLFaKHDY9PTFQDCUdcySxOhi4ZbOPlYmDX2Gk6b0vkiMl/a1c8H8av2r/aLi/KwR5YEhH8vLCjPyuumCGX3zL/iWvw97YTkGm5OuxRdTuuvfAJxSXcq8ZI741ZYO/YMENPMhfyTGC/va9Nz1gqI8ilx23NbJRcgWo4FrltfrPhg9viAvt3Swr38YUb0smEoIQZ6meCNR9vYP64tdf9vZrE/OGA5FJlV9IaeFu6+3drGwOB+ryUiPb7SyYkNHLzFF4YL6akwGGavJSGWuk7Zhf8a1Urno9MaN2mTEDTCnawtP//n35DasZtXt95Mw21CB5/Ye0E3oAda39/K505bqj9uGfTy8aU9G3toXjVKEHYf50G9fl8XMlUvqyLNbGQlH+PO2Jr2eWiCYaghBnsY8u1eLVBv7h+kY8R/i6PEY0kx7QvE4j2xupLYgh80dmYtoW7v66Rzx6zXClzTUsL1ngCKnnfVtPRwY9o1r6hhLbPG5rFl6Fe5TLwOgoOlVJGBn9wBzPG5yktFunt2KnEwpKKqq+xmnE44lFwsnmGSdwiTLfGT1AlwWM+FYXIixYMojBHkaMxKO8vi2piM+P12QE4pKly9Aly+Q9dj+YJgN7T2sqijGY7dyZnL+ndti5oH1Ow/6PIpspPXUj+CWk2+3aIjyLU8AEFdV/rh1L587fRkui5mqXKfe2h2Ixghl8TNODSpVD5FwqMh14rKYicQT3L9up56KEQimKqLsbRaTSlmo6sGlTZYkTq4qYXNnr17ilvJBLnU7qPa4sKSlKsZacYZyy1BlI3IsgrOnEfMzv8Ic1syGDJLE/EIPLosZVVUZCo6KpsNs0sV37P2All8+GOU5Wn59b/+wEGPBtEAI8ixGlpKVGYfwMl5dUcS5dZXceNISNnX0ApqQdiej6WtXNOA2m/S645RQBqPaQmIoV4umHQOteP74FUpa3tCvLUkSJyVzyJs7+vBFRxcfE4qaEcWnCCSPMR0kZXFKdYkexXeMHF6LuEBwohCCPIModzu5ZMGcg07vSMegl7wdXJBTc+wAmvo1E6B8h41Cx+j2tbUV41qZf/H6VgCCuVqZmjE8wuPbmihJzt/zR6IkFIWyZCQ7v8jDjSct0s//y/amrG3ZQyGtFtpqMupTQlK4LGauXTGfc2pHt7cfQX5dIDgRiBzyDOLq5fOwGo2YDAb+un3fIY9PffVXDhEhp/OBFaP2munpBEVRM6o2AE5JTv5IjWyyD7bhj0b11ug9fUNcuaROvw97mi1oQlHZP6SlNYyyTEORh6pcF3FFIccyWu52clUJb+zvIhSLU5Hj5IoldePsRVO2oQLBVEcI8gyhzO3QW4kXFOXhnxcjoWjt1hMN+kylAw4VIU9U7xtLJPTJz2PFGGBhseZlXLbtH7i7duItrmfe0pNRjEYMiSh1Bbl6dUUgGsNuMurpjuebDugt1KfPKeW0OWUT3l+hw0pxsuvPIMv0+0P8bWcz586rZP+gl8P4vBEITigiZTFD6PIG+P2GXfrjNZXFnFJdyk2nLaMmi0cxjEa4h4qQc8akQPYPefnVG1t5cOMeYOJ5ep5kI4ardy+lO//FSOUK6j/yNVpOvzF53VGh39bVn7FIt7A4j4pkaiPlceENR9nbN8Sb+7synucDy+fzrnlVerdigdNGjz/Iw5v28PqYYwWCqYwQ5BmCipYrHevEZjYaeP+SeZSk5YFTpFIFCXXiGmJZkjK8lBVF5aV97QyGInT5AgyFwhNWO4wdTpp7YBPGsI/BqlVE7B4SiqI3oaTardXkJOryHBfXr1rAObUVFCY79x7ftpc/bWtiY3tPxnUNWRb3Tk6mSwSC6YQQ5BlGf1q+NByLs7d/GKNB5ooldeMmNes55IOkLAocVmRJIqEo/PKNrfzf29vp8I7WKqfGN2VjKBTmkc17UBQVRVWpfeVXRBIKyDL9dWfy+w27sZq0lEdDclRTLKHw0KbdgFaBcUp1qX69nOQHw8lp2yZi7GKfQDAdEII8w/Cl2VkOBsP8fUczg8EwOVYL71s0l1TQajLImAwHL3szyjKXJ6dA9wfCDIci4wakbuoYb4359gFttJLHpon5XS+up2PEjyERpWzfKwD0zluLy2bNSFuk7r99JMAjm3aPS6VcsXQeayqKWDlmGvWb+7toHhhJ3k8vQ6Ew//PShon/SALBFEUs6s0w/GkmQiORKJFEgse3NfGRVQuoycvh9nPWEIjGMioRsuWQDZLE5YtrybNbCcfi/H1n87hjKnKcVOQ4CUXj2JK+Euvbe8izW+nxBSh2Obh6WT3fe34de/qGqMx1kde2kf2JODFHHuddcCl0bs+4ZsqDoyXpIJcS36FgGI/dytl1leNSJFajkUe3NB7hX0wgmDpMqwj51FNP4cE//J7t27bQ39fDu9/97nHH3H7brezYvpW2A608/qc/MnduTcb+3Nxc7vnl3bQ0N7GvqZEf//hHOBzj86vTlfQI2ZucOeePRNncORrJji0Ly7fbKE5zWKvNz+FjJy2iriCXWELhj1v3jisdy7VZ+NCqBZxTV6mLsaqq2I1G6gpyKXY59GPrCz16ZO0raUA1aMdHnAX6MX3Jzj9/WmNI66BX//3xbXuJxBNZ/SuWlxfyvkW1B/27CATTgWklyHa7ne07dnDrbbdn3X/zzZ/jE5/4OF/60q1ceNHFBINBHnv0USxpdav33HM38xvmc+X7r+ba667ntFNP4X9/+MPj9RKOOemCbJZlrllWz+dOX8ZJaYtcqqrSmdYsYTLIfGhVA1csqeOWM5Zz9bJ6Chw2gtEYf962N2tjxXAoQsvgSMa2WEJBkjP9MQDOq6vElfwQ6Fp2KQBSIk5O5w792FTUmx7ht4/4CcXi7OwZJJZIn+E3voxvYXEeHz9pMTYx1kkwjZlWgvzcc8/zve/dyVNPPZ11/6c/9Un+939/xNP//Cc7d+7kszd9jpKSYi5ORtLz5s3jXeedxxe/8B9s3LiRt956m9vv+C8uv/wySoqLs15zupHe2WY0yMzNz9FrhVOz7yRJ0rvjUpgMBuYXenCYTSQUhTf3d3HPG9toTotSx/LI5sw0gdEgZ1RkGGSJYDRGrs3CguI8YhYX/kItkm3405ex+vsyjgVtWghoI6nmeNz8eVsT69t6eP/SeViMBtqGfdy3bgfZKHTaMhYBBYLpxozJIVdXV1NcXMxLL7+sb/P5fGzcuJHVa1bzl7/+lTVrVjM8PMzmLVv0Y1566WUURWHlqpVZhd5sNmM2j4qM0+kcd8xUwx+J4bSY2NE9wIFhHwOBUEZlRInLTm1+DjV5OVTmutjc0Uf7iA+bychgMEyPP5jV0H4sZkPm57ksSVQkhb592EdFrgtfJIbdbMJtNTNcvgQkGfvgflyRzOjaJGsfGqVuJ5+oKM466y6Vyx4JRzO2/2NnM1aTkXfNq6LK40KWpMPqPhQIpgozRpCLirQR9X19mav+vX19FBcVJY8por+/P2N/IpFgaGhYP2YsX/j8Ldx665ePwR0fO37z9nZcFhO9/uwtw92+IN2+IK+1duG2mvFFokfUzWYZM2Q0vXNvS1c/FbkufUqH1Wiks2IZALltWxhLKkJeWlqQsd0fiWI2Gtg/5OP5prZxYpyiL/lay9xOrl42b1z0LhBMB2aMIB8rfvyTn3L3L+/RHzudTrZvGy8oU4lQLE4oNrlZcd4JBG4y+CJRXmnp0F3VdnQPUOi0YzUa2NkzyNm1FfoCotVkJJBXBYC7e/foNcIR9g6MsGyMEN/9+pYJxXcskiTphkMANXk5zPG4aR2aON0iEExFplUO+WD09mqRcWFhYcb2osJCenp7k8f0UlCQ+Q/fYDDg8eTqx4wlGo3i9/szfgSjvNrSOfpAkvjdhl38+q3txBWF4TSRVA0mIk7t/43VO9rO7LJaeLm5I6Pb7vcbdh1SjCNj/DnGfrB8cMV8Tqsu1YezCgTTgRkjyPv376enp4e1Z56pb3M6naxcuZL169YDsG7denJzc1m2dHRm25lnnoEsy2zcsPG43/NM4endrYyEIxkeEw1FHspzXPrj/ppTQZaRY2HkiI+EcbTypSCZ1gCtmWUydpmdXn/a7wFU4J97WtnRPaBHy2fVVnDz6cu5oL5qXBu3QDAVmVYpC4fDTk3NaF1xdVUVixcvYmhomI6ODu751a/5j//4Is3NLew/cIA7br+N7u4ennpaW6zbu3cvzz73HD/60Q/5zy/dislk5K47v8df/vJXunt6JnpawSHY3NmXUecMUO3JNDSy+Htx9O0DJNpXXE31hkf0feVpFR9buzJz/BPRNuyjJi+H1kGv3i6+qaOPTR19yJLEgqI8Tq4qodhlZ2V5EXv6htg/JIzqBVObaSXIy5ct54kn/qI//va3vwnAw488ws03f56f/eznOOx2fvi//0OO281bb73NNdd8gEhkdHzPpz/9WU2E//wnFEXh7/94kv/6r/867q9lppPuj5FQVHJ79tAd9mNQ4gzMPYnixuex+bQ00TlpvhPbJinIqZbrcHx8rlxRVXb0DLCjZ4AlJflIkiTEWDAtmFaC/Nrrr1NQePB64Tvv+j533vX9CfcPDw/zqU9/5mjfmmAMqbKz11s7WVScT47NQsJsI2a2U9T4Mv98/XXOm1epey2rqko4nsjo1DsYPf4gkXhiXC55LNvGuN8JBFOZaSXIgulDSpBlSSKmKIQd+QSK60FJ8OYD/0P/0BAHhn1csaSOAoeN55sOsL17cNLX39rZz7au/qwjngSC6YoQZMFRJdUskiHI1hyGqlcDYB/YT//QEACfP3OFfl5lroutXZOPZmOKEGLBzEMIsuCoctmiWmqTEz5AM8iPVi8jkRx06urbS2Wua9x5/9y9/3jdokAwZRGCLDiqpIsxgNlgwB4coKtgDgCunr1curAmY07fcCgyoSezQDCbmDF1yIKpwT1vbNV/f3FfO//a04Iz6iecq3XzWb3dGWL8xI59/Hb9zuN+nwLBVEREyIKjylAowveeX6c/LnLaMMYCuNu3opis9NecgqwmqNjyBAA7eya/kCcQzHSEIAuOKblWC6ZIgLgth2B+NQmTjVBeJZ62zfz5mX+e6NsTCKYUImUhOKakpkkbw5rRjyGmddU90dw7qRZpgWA2IQRZcExJCbIc18x/JFUrV4vnCiN5gWAsImUhOKZ4bJpxkKNzB6awF1U24CtpwF5cfYLvTCCYeogIWXBMybVZUIG4qxCLf4BwjhYZx/zDJ/S+BIKpiIiQBccMCcixmgnnlNK74F04BlrwF81DSsTpfPnPJ/r2BIIphxBkwTHDZTVjkGVMQx04uncTd+Rh9vVh9fUQHZmcq5tAMJsQgiw4ZlQuOond59+Mc/eL+MuX6Nt7utpP4F0JBFMXIciCY0bh6ZfiLV2It3Shvm1k31a2/PhzJ/CuBIKpi1jUExwzeja8iLN3L1Ji1EQ+p3Yp5WddcQLvSiCYughBFhwzdr/5b/pNblRD5hexedf8J/XX33GC7kogmLoIQRYcM9REnM4X/6Q/Ht67ma7X/wFA+dlXIRlNJ+rWBIIpiRBkwTFl/1P307fpBQDan32Inb++g5h/BNlowlkx7wTfnUAwtRCLeoJjihKLsPUnt2AtKCfc3wGAt2Ub+UvOwF2zCF+rsN4UCFKICFlwXEiJMUCwqxUAa0H5CbobgWBqIgRZcNxJ5Y6VWOQE34lAMLUQgiw4/kiS9l9FjG0SCNIRgiw47khogqwiBFkgSEcIsuD4k4qQxWBTgSADIciC44+U+kUIskCQjhBkwXHHaHMBoMSiJ/hOBIKphRBkwXEnd94KALytO07wnQgEUwshyILjirWgDIunCCUew7tv24m+HYFgSiEEWXBccVY1ABDoaBJ1yALBGIQgC44rrqr5APgO7DnBdyIQTD2EIAuOK65khOw/sPsE34lAMPUQgiw4qniumkfxF5ZjKnVk3e9MRchtIkIWCMYiBFlw9JDAdVoplmo3hTcuHLfbYHVgSxoK+Q80Hu+7EwimPEKQBUcN+/JC/Xdjvm3cfmteMQAx/wjxoDdjn2QxYJ3vwZBrObY3KRBMYYQgC44aBR9ekPFYdmZOBDHnFgFgjA3wqx9XsajBiiSB7DZT/tWTKPr0Ekr+YwUGt/m43bNAMJUQBvWCo0ZgYy+OlUX6Y0O+FcUf0x9bcrUIuiJ3hHOXu2mpLOZmW5yujgj3+zXxNrjM5H+ogd5fbD2+Ny8QTAFEhCw4avhf78x4XPihBjDoxhWUnHqxtt02SLPfwEMHbHx3j4u/hPMAqLNprdTWulzKvn7yuAhbIJjpCEEWHBGW+lzyPlBP8eeXY1ukCWq8P5xxjDHfhpQUZGdVA/lLzgDg/IpXdMM3gDXuMCZZ5aN1EVKGQ8YcC0WfWYJkFm9RwexBpCwEh41lrpvizyzVH7vWlhPaMYhlXu64Y21L8glu6CO3fqW+rdjSxUDSVyjhj3L/V7Zw+iorL6wzc88nyvnSVjf+uIy5zMmKW5dQUGjCLSd48/s7aG+LIlkMWOa4iXUHcJ1dgX1JPoN/aiLWHSQxLLr/BNOXWSvIH/vYDXzups9SVFTEjh07uf2O/2LTpk0n+ramBbnvnZvxOFUZYc0iyAXXL0C5up6ub/2V+dffAUBn2MU/OuLaAZKE4o/xyksxXgG6umN88T/m8q09bgD683PoVwAFFvz3Smz37MC7thbLHHfG8xR9agkAw0+34v33gaP3YgWC48is/D542WXv41vf/AY/+J8fcu5557Njxw7++NgjFBQUnOhbm/IYPBYsc9yoikr3TzcDYCqyU/KllThPKsl6jmw2UPqVFfg6tWaQf3XP4ckuKwCSLGUc+89nvfzvV5sztkmqAsCeoJnIh1eME+N0HKuKJtwnEEx1ZqUgf+bTn+b3f/gDDz/8CI2Njfznl75MKBTi2ms/eKJvbcphqnCSe+lcHCcVY/BYMJc7AYh1+Im2+fTjUtsjB3xZryObDUgFWp4iotj17ZJFxrY0P+PYXeu9GddWVAnvLzdRKI9WbJxTFOHTtUE+UBXCcu8G2v/7De1+i+wYC8fXQAsE04FZJ8gmk4lly5by0kuv6NtUVeWll19mzerVJ/DOph6SxUDxzctwn1NB/gfnU/jJxXp6Ij4YhrhKwpdpMu9/sws1y2imaKcPKZkhyzUlRp9Dlim8YRGVPziD3MtGUyHdP9pEx7ffRo0pSLJEzG1jz89H/ZMX+Ye4qiLEp2pDXH2RCyUQI9KqNZsUfKgBjJmRt0AwHZh1gpyfl4fRaKSvry9je19vH0VF47/ums1mnE5nxs9Mw3lGGeXfPpWqH62l4q7TcZ1TgaUul8JPLkY2G/TjzCUOTKVadBtPLp6lRBCg52dbyDm/CkkaL4Z3FO+iyqpFrjmmkXH7JaOM+6wK5FRTiAqJgTD+t7oBMBba8O/1MvD7XQT+updbP9XIJ27ZD8BHr83niYdqWdPZod1npYuc86vf6Z9FIDjuzNpFvcnyhc/fwq23fvlE38YxwVLjxnN5LeZKl75NNhvwXDoaqSqRBL2/3Erue2qw1uXqqYnEsBYZj/xzP/YlBSS8USKtXgzO7F12w5i50v5Fgu6F2Iy9gJk8NcR9iSc5729LcV1RD4CpwEbEq1VSoKgoYW3xT7JoHwyBjX0Ektd8+XU/r7/l57STnSxeaOPmSiefWK/tq59vZd3TR+svJRAcH2adIA8MDhKPxyksLMzYXlhUSG9v77jjf/yTn3L3L+/RHzudTrZv23LM7/N4UPDRhRjcZlRFxfvvAwQ29JB/fQOWam3RzP9WN97n2oj3hQg3DmOty8WYry3GJUa0CDnWGaDrfzagRhIgg2TK/qXr14P1/GRVnLWeZpr8BsBMWDJz+n8VEop1YVpciLXeQ/518xn+ezOey+tIBGMEN2j/T8ylDvI+WI8aUxh6vAlUUBT40KdaKSkyctl7cim7sEJ/vh9dY+baP5k50C7m9gmmD7MuZRGLxdiyZStr156pb5MkibVnnsm69evHHR+NRvH7/Rk/MwXZrn0e9/x4EyP/2k+8P8zA73cT2NBLzy+3MvhII/G+EADhpiHtHIfWPZcSZIBYR4B4fxiDe2JjIEOhnUQytVxuSyBLKkEMPPXsElwuA77Xu1CiCYx5Vgo+on1QaCkSzcbTWu/BeVIJrtPLkIyZb9vu3jj33NfPz5/ToumzCqOU2hRe+Ec97z5/4ooMgWCqMesEGeCX99zDh66/jmuuuZp58+bxPz/4Pna7nYcffuRE39pxQ7YbdWGLdgX07fGBMAN/2E2kcVjfVnTTUkpuWYGqqkiSRCISJ9o++sEkmWRsi/OzWm6mE/dq0arNALUObWFvf9TEpe/OJbSln85vvkWsN5hxjrnKlXmNwTBqTMl6/URAq8IYjErEk4dceannoPckEEwlZqUg//WvT/C1r3+D22+7lRdfeI7Fixdz9TUfHLfQN5NJVUskfFGIj6+KSGFfUYi1LhdAX6xTfFHU6Kgo5l46l8IbF2Eum3jB0/d6J5GOUeFPWVz44xJfvbWUynITSiDO0F/2AaAmw2lTgY3Bf+zTFxG9L7ZP+Bwj/9qPGlPYNmLiCxucxBQ4dY2D1SvsE54jEEwlZqUgA9x7732sWLma8ooqLrzo3WzcuPFE39JxxdqgRY7pqYdsuNaW678PPdlCtCdA/2936duMhTacp5Ue8vmM4Rj1ddqHwFBUotGnLdItcMcxGiViMU2Aw7uH6PvNdrp+sIHgFu0DMu89tRiTHyCxjolTRvH+MMNPtgCww2/m12+oWK0yD9w9h6WLRW2yYOozawV5NmOucuFJtj/HxhgCZRw3x613xXX/eBO+Z9vovnMDsfbRSLfwE4uRZAlVmTjKBvjipTZKi7UKjMfbrShINLjizHEoxGIq3b1x/djQjkHiPUFCOwbHXUdKK8PLhn2Z1m2pRBPc890Whkfi2GwyN16ff9DzBIKpgBDkWYhtsSZOiUCM4X+0THic+7xKQGv2iO4f7ZyzLvCQf30DJf+5AlOyK25sC3Q6J+dFuWaNtoCoqiov92nCfH6JFp237M8epYd2Dozb5rmy7qAOcJaaHEAr34tGFF57U/vweM9FuZx2UvY5fwLBVEEI8ixDdpr0FMPIk60kBrJHyKYSO/bF+VpJ3POjedu8D9ZT9MklOFYVYa4YXXBTYolslwGgwKLlm4MRlfd9qp22oBblPvSNRu65r48bPtua9TwlEB+3zVRgI/c9NQd/kUksdbn84Kfd+uPTT3Fit4m3vGDqMuvqkGc7nvfNxeAwEe3w43+7O+sxksWA56p5AAS39uulbwC+VzqzmgjJJgOJQAyDI2Uqr3JxaZTziiMsydGE1W6RaDdYyQEi+71sWudj07rs3hdjURMKkkETU+fpZQQ29hFN6xLUbjzzoaXKRdf6bgaH4uR5jHz6Y4XUVJv57H+2Teo5BYLjjQgXZhMGCdsSLcc6+Me96IXBYyi+ZRnWuTladPxcpnjF2v203fYqXT/cSMfX36Tnp5uJdmiimi7c11WH+XJDgJWeOCYZ/DGJH78p4X6/JvRjPTAOhZqsBFGiCSRZIveSOeNfXk5mHbRjTTGq08KNN+/Xt114Xg5zqsTMPsHURAjyTEbScq7uC6sArVVathhI+KIZOeEMDJJevjbw8B5i7eOrGtSoQqzdT2IkSqTFiyFH695LVUVcVRni43NHxfnWLU6uej2Xx1pMSLL2lrMvnpzVaf/Du5PPmUCJJpDNBlRVxVqXi+PUzOoONaqlTeKDYcJ7h5GMMq6zy9m6PcRn/3PUI/nMU2eeH4lgZiAEeQZTcMNCXGeUkXvRHIxFNqzztVK30O6hiU9KjDq4xbqDEx+XRLYbMSRn36V8Li4oHo1+WwMy6/uMhBUJc1HmolqqFvpghDb3oyoqBpeZ0E6t6iJVD513RW1Gq7YSjNPxjbfo/tEmgtv6AS1tAfCv57w8+S/N1Oij1+Xjcom3vmDqId6VMxDZaaL8GydjXzIahRqcZox5WiR7sFpeQO/gSx1/MFLew/GRCI7VxQDUuUYX+D6/yY2azP1KspRhzWlwHzp1oEYV4snuvXh3IGOfZJTJ+8A8TCWjjR+J4QiKP4Y9WUkSbhp1lvvGXZ109cSYU2Xhw9eIMjjB1EMI8gzEMjdnnK+E7DJhX6YZKsUPMXcuFSEbcw8tmKmo2JiWv92wf7SLzxvLfIulottol5/oBGb2Y9HbtMcIOoBjZTH5H1mQsc1YaMNa70FVVPyvd+nbBwYT/O5hrZTuPz5XzMUXuJlTZeb6a/K4/po8KsrElGvBiUVUWcxAjJ5kV1t3gPhgGNvCfAqua0AySKgJ5ZBCKFu1srTIRHnmNCwLRr0iEv4Yvb/YwtXdQRoWWJE/O7Hhf3op3aGItvlxrC7GVObUhlJLEGnzYUnahppLHBg8FhJD2gdNKmpPjETHDT199kUvH/9wAfl5Rn72/aqMfS+f5eOGz+5HIDhRiAh5BpLKzYZ2DmoCxqgt5sDDjbpwZUOyGvTo+pA5ZAls8/P0h53ffEs/Z/euML7YxM0ism3ysUCsT7umMcdMvF9bLBz5ZyuxtKqO0i+vwnlGGRgkvdrD6LGMK4Vrbo1y7nsb+dHdPQSCmbXTa09zUVosomTBiUMI8gwkFSHHhyOEG7UFPCWaYODB3bq/8ERY5ubo56qRiZs9QJs0IptkVFWl+8ebJnRhA8alGibjfzF68uivSkiraXadVkbXd9fpi3eyzUjelXWU3r4aS41bf07XmeXjLucPKPz8132ceVEj3/pBF08/M5pnfvnpei56l7DsFJwYhCDPQHQnt6EIvle76P7RJtrveI3A+oOLsTHfSsF184HM0UwpzFUuPFfUYl+p5aIda4r158laRpcmpGPrjg8l9tlvUGbkqVYArAvykF0m/TUl/FESviimAht5H9Cmj0iShPv8ygkvN+JN8MCDA3z5K+38/Ne9+PwJZFninDNdE54jEBxLhCDPQPRBpMMRUFQtZzxx8ApoKY2CGxch201E9nsZfLQxbSd4rppHyRdX4DqznLyr67HUj45zmqiMLhXNAhjHLDKG0/yWD0XK6tNc6iD3fXNR49rgU2OBjUjTsFYW5zQz8oxWa5w+08/gNB+yvC4UVvnR3b3c/nVtJt/73+fhDFGrLDgBCEGeaRglveLhYLnisdiWFWAudZAIxOi/bydqOBnBGiTyrq7HlZZikC0Gij61RDcUSjWEHNZteg5dg5wi0jLC8FOtKKE45jLn6MQQRUUJxkkMaX4czlNLM1zn1ERSyCsmJ647do3mpL/y5fHt4QLBsUYI8gzDtkirr1XCcZTkBI3JkKpZDqzrxlTmwHVWOXlXz6Ps/52E85QSrY36xXY9F5wSYzWhTli1cTAHONvSAqTJLuyp4H3mAJ3ffptAWg5cthgwFtsx5idroQfD+nNG23z6sZMV5PbO0b9XeamZLMOzBYJjihDkGYZjVREAgXU9h3VeqtTNeXo5RZ9agueyWpynlmL0WIgPR+j//S4cK4sy0gEAgY29o9H0GOIDoYzH6dGrbDbgPKn4sO5RCcYZ/kfz6OOYghKKoybnNdkXpZpBhum5e6tevzxZQVZV+J+faX83m03m9FNE2kJwfBGCPE2x1ufiWF2U+X9QQh+35H8ru5PbRKSiVdkko4TiBLf0MfLv/fQ9sJPO77yNwWXWJlTHR5PR8cEww3/dN+E1/W90ZTwe26mX8+45SNaDG85nuVP9N/uyAhRvlMDbox8+/je76L1nG2o4oQuyqXzywvrLe/uIJ42MRrxHsPAoELwDhCBPUwo+upD86xoo+fIqZIcRU4md0jvWINuMKJEEsa7AoS+ShmwZFcbApj76H9jFyNP7CW3pR5Il8q6oAyC0R1vAiw+G6fnZFpTgeM9i0Cw83RdUj98uSaiKoj+ntf7whpCmJoIAOE8pRXaYCLeMlq353+zWXexiHX5URcWYa6Hw00vwXFWH7Dx4nbHJKGE0aqLf1T35lI9AcDQQnXrTEVnSGyvMJQ6KPrMU2WHS584Ft/QdsqoiHclqyKhEGCvmrrMr9N8HH2nEX+HUqiQOMrbJ2uDJaKcGiPWHMBXYSE/OHmqm31hS6YfESARDjgXX2eUZHyZFn1lK/307CDcOo0YVom0+LNVubPM9gAcSKkN/njiqjydU+vpjFBaYWL3Czj+fHV/+JxAcK0SEPA1JtQaDVlpmLndizLWghOJ0/+9GBh9uPMjZ47EvL9RsLZPpiHRBlswy7nM0Qe7/7U4Uf4zw7qGDijFoJWpjibRo4paRhz7Iwl82UhmPVKTuOrMcx8laRUS0w49sMVDw0YUYCzRjpL7/20HfAzsJbNQW+GwLD24qpKrwyOPatT90Td5BjxUIjjZCkKch5nJN7CKtXnru3kp8IIQSTdD/u11E2w7u5DYOg6QLbqqcLF2QrQvykK1G4sMRglv6J31Z+8qicdtiPaOt2KlGkcMuZEimI5RQnPhwBNliQDYbiA+F6f7xJiKtXmSbkYKPLkQyySiBGKEt/QS3avduzLdiXXhwof3TE5ogr17hEDadguOKeLdNQ1KNEqBN8Oj8zjra/9/rWuR6mNiXFmAqspNIlsjFhyN6XtiQY6bwowsBCLzdndF5NyEGCde5Ffrw03Si+32ji3qpKPkwa8siyXyx64zyjHK78O4hiKv0P7CThC+KudxJ7qVzR5/7gI9Y0saz4CMLDjootb0zRlNzGKNR4gffrKC02IQn93AXHwWCw0cI8jQk5VOstyOrQHwyajmeVJlcrFOLilPRsWQzUvTZpfpx/jcmV7XhPKkEz3s1IUyvqFBVlfhQWJ/qkRJEzxW1FH56yaRD5cDbPST8MSSDhKliNC0SG9aaQxIjUQYe3KPdy6klONYUk/ueGixz3HR9fwOJQAzZbNDrtSfi/37bj6KonH+Om1f/NZ/1Ly5g+xsLefaJedzxHyXkeYRAC44+QpCnE7KE46RiXGdphjnZ/CYOB1OpHesC7eu7IWXZ2RkAo0ThjYswFWnG7wMP7RlnYzkRKZ8LyPRdliSJ/GvnEx/UtslmTdDM5U5s8z1Y5+VO6vrGQps+ocSUNxqF55xdqb+G8J4hwo1DSAaZ/Gvn4z6vkoIPL8B5aqkW6QMFH16A5/LaCZ/nT08Mc/0nW2nrGPXgsNlkaqotfPzDBax7YQHf+1o5JUViXVxw9BDvpumCUaLgIwv1SRgJX5TgxsNvWU4n9z01SLJEaOcg1gat/Cy4tY+CDy3AWpuDEorT87MtkyuhM0rYlxToddAAsjXz7WWdm0Pcm324qeOkkkn5W6RHtuF9IyQCUSwVLox5VtznVjL0eBMAQ39txvP+OlBU/Z6iHX4Cb3VjW5SPqciOa205vte7UAIxFP/4Ere31ge45KomTl7t4O2NAQrzjfzxt3Px5Gqv6+rLPVx9uYeBwTg7dofYsSvMjt0hdu4Oc6A9inpkX1oEsxghyNOE/9/emYdHWZ19+J59yWSSkBUCYd+DLAZRKLIqLlVEbXGpW60tWhFtraJ1xyrUqlT7odhacUPQVhEUXCoBRUAS9h0CJCEEsiczmX37/ngz72SSEBIIyQyc+7py6cyceXNOMvlx3uc8z+9JvLk/xsxEAr4ANV8XYP3h2Ekr5FqKtqvkauatkkqOnQerMWQmYbwgiYDXT9nbu1uczxx/dU/MdelxrkIruoxYVHWpeYFAAIVCgbfKia/Wg7qJ1k3GYclULj3QrIUngGFw6EDOU1xL1aeH0PWOI/X+oZguTsOWUyLFi4/bKH19e5PXOPHKVtKfGYVSr6bLbMlEv+brAmq+amxOb7P7Wf29FKuurXWTNV5qujrm4hgeeSCNAf30JHZSc+noWC4dHXKJs1p97NkvCXRJqQeDQYnRoMRoVGK1+skvdJFf6KawyE1pWdO53ILzDyHIUUDMRanE1GUtVHy4D/vWM9sZA6AEZYx062+oyzpQGtXEXSZ10ahYvB/XoZqTvl2TZiT+ut5Uf3EET1GtLMYA1nXF6G7pLz8OprlVfX4Yx64KOs/OkvKR66FQKVAnG+RYdlMoNEp0PePkx4YhSVR9fhjXoRpc+RZ0PcykPTSc8nf3Yt928p9RwOXj+LzNpD89Sn4ubkp3bLkleMudJ31ffX7caGPqxkPodAr69dGTOUDPoAEGBg/UM6CvnthYFaOyYhiV1Tj9ryF5h518uqKabTsdpCSrqajwkrvVjtsTvsVWq0GpUDR6XnDuIAQ5ClAnGQj4A9R8VdA2YgzoephRqBT4PT7UCXo5nxmgNqfklN8n8Zb+aLvFou8bT9VnUqFFwB+g6PH1qBObbo7qrZDE7mROb6cSZFWCTpqzwytX4JkndkU/OBG/zUPA40ehUWK8MKVZQQapGaplbRHmcaF/SOKv7kn5u3ubfV9DXK4AO3c72LnbAUhZLmo19OqhI3OggUED9MTHqbHbfTgcAexOP/FxKnpkaOmRoaNrFw19eul5ZFa4u5zN7mP7TgdOl5/KKh87djuYelUcmQMNLP2sincXV3C8xIPLJcT5XEIIchRQszIf+45yPMWtzDFuBkOmVILsq3KhTDHKBRp+t4/Kxfubf7NKgTpF2uEqlAo63SCVVbvyLWHG8z6nl5L5W+n8xwtRaJQoNEqUehUKVegs2e/w4nd4UXfSo0k2EG5HFE4wFuwpc2DLKaHTDX2Iu7x7yI4zuLaBCSiN6pOWdQepXnYYx+5KlHqpmMQ4LJnYo1asa46dsvClObxeOJDn4kCei09XND/WFKPkysviuP6aeNJSNRw/4aFndy0pyRpGjwp5cNw4NVRifvtNidx+kxRL/8/nVTz27DH8rajMFEQuQpCjBE9R24kxSoWc7uazuNGkGFGoJEGuWZV/yrcn/moASl34R0eKaxfL1wfA7UOXYUahUeKtcODOt0BAar6qSZNu5R37KvEU24i/WkpNaw6fxS2JcW4JtRuOEzums3ydIAGfH4VKiTYjtkV52a6D1QBYs4swT+qGeWI3rNktb8B6ptTa/HyyrIpPloXmqlDAgH56xo0xkTnQQOYgPd3SpbuK/QcdVFX7uHikJNY3Tk3g6svj2HvAya49DnbucbDq2xocTrFzjkaEIJ+H6PvFS85tHn8oK6JOQz3HT9HYFOSedQABr5/Sf+3Ctb9auoxOJbnQAZ5yJ4YhdZaYB6rlwhLHnkpZSAPegNwYVT+wE8oYzUl9nB27KnDsqZAUyxegctkhUmdcEDbGdbiGisUHWpymF6R6Zb7UiUSjbFkBzFkkEIC9+53s3S+FeLRaBRu/7U9cnBpQcOs9+ahU8Jvbk7jvN8mYYlSMGGpkxFApTXHGr5N5Zm4xapVklKRWK/B4AvyUa8PuEFvpSEYI8nmIcbiUKxzsRO21uFGbtbiP23DmVTf7XlWCDnWcTs6cKJ6zCV+9VLa0h4ajSZWEwbm3Er/Ni3FIEjEjU6n5qgCfxY1jdyXmiVKvO3WCDsfeSjyldjQpRmKyUrCuPXbyCfghqJiug9XUbi7BdGHIV9lT5mi1GEvXDTSZZREJuN0BFi2uYNa9qXjrSsd9Plj4Tjn/fLecHhlaMgcZuPfuZPr11tO7p473F/ZsdJ1am49vV1vI3WbHavWxaYudsnKR4RFJCEE+z1BolRiHhYo3PBUONIkGAr4AlR/tl70iToa+t5TlINloBvDVhsRYGaOWxbhq+WGsa4pQxmrpRF8UaqXkfWwBV2GooMVdVAu+APZtZcRd3l1+f4vwQ83KgjBBPhcZc3EMD8yQ7jr69tIxZLCh7hAR/H44nO/mcL6b/2VbefPVDNJSNXi9ATzeAN66r5RkDRldtUy7JoFp10jxaJfLz9ofa4mPU5HRTYvT6eer/1n43xoLCfFqUpPVfPZlNU4R/mg3hCCfZ+gHJ8pVcgCauvZH9m1lLTIm0vUOpZ35LO4wm8+gJajf5cOaXUTcFd0xT86oG+vCWyqJiLa7lK8bCEg51YCcbqbpcuo0sfr4rQ0LTc6dvkt6vYKZv03ht3cmyamDWq2SZR/25o23y+TuJkHsDj+3z8gHQKdTYI5VUVnlxVd3znrRhUauvVI6PEzvoqFfbz2XTwyP28/4dTIzfh36B/vhB1LJL3RjNCgxxSh5f2kl36+vJSNdw8ZcG34/jLnYxISxsfTppaP4uIf8QheJndT06qHD4fBTWu4lJkbJwH563n6/nI/+UyXPMeBHpPHVQwjyeUbCz3vI/+93+1AoFNi2lLbodl3X04zp4lCzU+f+8EOzYF5zMNPCNLozCpUCn8VNRT1L0JjhISe4YHGLprO0M65vnNQSTlVIEq3cODWeh2emkpwk/UwXf1LJsi+r+HiRVO59793JdO2iYfazx+Qd7LAhBp6Z3YX0Lho6JUh/2harj2VfVPP+0go2bbazaXPojGD0RTFckGngWLGHwiI36V00XHNFPBPGxuJ0+TEalMTHqRk2JCQTjz6YxqMPhubp9QZkQ3+A4eEh/UY8/0Q6N05NYNdeB7+cloDV6udf75VTfNzDhcON9O6hQ61WUF7hZe8BJ0MzDXTprKHwqJuDh12s/t4q3x2ciwhBPs/w2byoO0mHccee2oBCq8Jvbb4zhtKspdONfeRGqMH4sX1Ladg4OZ1NgZRpUVc7XLpwZ1h+cTCjo74vctA3w7GvstVrsqw9hrnO3+NcoHOqhhefTkepVHD0mJsXXj7BN6ulMM/TLxbz7GNdALjmynh699Kxeq2V+HgV06d1QqMJv0Mwx6q4/eZEbv1lJ+68N5/1m0K/h/WbbGGPt+9ysPIbC2q1lLqnVMKYUSb69dFxKN9F51QND96biilGicPpJyFejVqt4HC+i+wfrOze6yApUU2PDB3VNV4OHHKh1SpISdKQkqRmVFYMPTK0DBtiZNgQ6fed2EnJow823eH76imhu7HBAwxcCTzwuxSqa6S4t8Egfd4Kj7rZst3O5m12qqp9dE7TUFnl5evvLFGXDigE+TzDuq4Y3c39QSXdLgaaEWNVvA7zhK7EjEpDqVMR8AVwHKjEODARn9Xd6ADQb5eupYrVok6W4tIQEuAggXqm9MYRydi3lOEqsGIYnIi2WyytxZp9VBbk+t1D2prLJ8QyZXIcoy+KYeceB0+/eBybzUd6Fy3mWBWbNtsIBKTCkNEXmRgyyEBltZfi4x4qq33Em1UMzTTg9QVYv8mGWgU6rZKdexzU2iTlyOiqZd6zkhjnF7q44vo8PPWc/D5YWskHSyvJGm7kjVcyGNTfwKD+oarHb1Zb+Nd75Rw64sJi9TF6lIk/P5xGv956fjW9U5gAnwxv3Tmf3w8/bKjlhw2hUNbST6tQKqVWV+PHxrJ3v5P8wqb9SZoiMUHFbTclMnyokQ+XVtCzh2TWVHzCQ+5WG7v2OHG6/AweYGBAPz1bt9vZd9BJt3QtI4YaGT/WRHxcuGz17a2nb289068P97let7GWp/5SjN3hP63DS4NegcGgpLJKuotLTVHjdgeoqj57vRaFIJ9naOtitAqFAm26ScoNboA6UY95SndiRiTLu153kZWqZYfoNF0qibZtKW3UJipmjBTO8FY68JbYZUGu3xVE18tM7EWhHZGuZxz2HeUYL5B23+q4xj4Xp8JX48ZncaMya9EPSgCV4pSHk63lxqnxzHs2VNU3aZyGSeMa500fKXDRs3vTlYjNcSBPiqH36yNVOfr9AZ6YUxwmxvXJ3WrnhtsOc+svOqGti8Vu2W7ni6/Dy93Xbajlvj8UcuEwI9k/WJu8Vmvw+6UvrzfAqm9b7zZYUeVj/hv176ysLHynceODpq69aHEFOp2CXj10uN0B7A4/SiX076Mna7iU9mcwKCmv8DLqwhh+drGJ1Sv6AZBf6GLlNzX4/ZDeWcPxEg9+vxTHTuqkpnOaBoVCQVGxm0NHXBwv8TD3mXQ0agVrf6yld08dGV2lz2aNxce6DbXMmn20zQ2khCCfR+j7J4SVCuv7xDUSZKVJQ9ofhqM0SrFL54EqLN8dxXmgmsTbBqBJNuCtdFLzdWGj6wdDGupOBtRpRlkU5Uo6BSTdIRne+2o9qEwafDUu9L3j5V55LXF8awrH3kpMo9JQGTQYBnbCsavitK5zMvIOuyg+7mbrDgcbc21M+3m8nPdrd0jxVkAW47JyD+s32TAalHTtoiE5SUNFpReb3Y9Wo6BvHx0Wi0+OEQeF2OcL8OPGWha8XUbOluZzwguL3Lz46ql9qo8UuDlS0PJdbCTjcgXk/Owgx4o9sgFUkL69dbzyQlf57qFHho77ftO4i01DRtH4UHnCWOmuzecLoFIpiDOruHpKHK/8X0mr7g5aghDk84TYcekkXCcdCAVT3XS94+B/R8PGxV3ZA6VRg7fKSfk7e6TMC7WClPuHou8dR8Dnp+KDfQQcjW8BvRVOubFp3JTu8iFfMPFBlaCXClK8fmlHa9LgPlYrVw0CWE6zSs66rhhTXW+9uKt6tLkgb9vp4Opf5mGt9RMISIdsqSlqaiw+nM4AEy+N5bqfx7N8ZTXFxz3sz3PK2Q3N0SNDS/duWnx+6JSg4qdcGyWlIjf4TDl4yMU10w+hUSvQaBRcNiGW8WNjcTj81Fh8xJlVuFwBXG4/VdU+ik94CPihezctvXvpSElSo1IpqLH4OFLgInernQ2bbPgDAWbNSKHgqPushC6iRpAfeuhBLps8mczMwXg8Hnr36ddoTHp6On97aR5jxozBZrOzdOlS5jz/F3z1/jLGjB7NnDnP0r9/f44VF/PKK6+yZMnS9lxK+6NWEDelOyDteGs3niDp9oFoGjQi1aTHYLpYErWK9/fJaXCJ0/vJ+ceVn+TJzUoboqgXmoipy3X2VjpDrZbqhZJVdRacvmqXlJ8MWNcfD/PCaA31S8sbxqzbCos1PEZTXzhXf29ttEtrCfmF7jbfZQlCeOrysT9fWcPnK0/uXtga5s0vOfWg0yRqOoZoNRqWL1/BokXvNvm6Uqnko8UfotFouerqn3P/zJncdNN0Zs9+VB6TkZHB4sUfsm7dj4yfMImFC99i/quvMGHC+HZZQ0cRe2k6SoMab5WLskV7iL9aquJy7gnPaDAOTUahVOAutsmiq+1hJiZLKryo/DQP208nv0VuaEjvrXZRumCHnMrmq3AS8AdQqJVy1w9fjVtuSeU50TLv5ZPhPCz9wfmb2L0LBNFA1AjyvL++xJsLF7Jnb9P2iBMmjKd//37ce9/v2bVrN999t5q5c+dx96/vQqOR/vjvvON2CgsLeerpZzh48CBvv/1vVqz4ghkzftd+C2lnYi5KJf6qHgDUbjhO0q8Gok7U461woozRYJ4slTCjUsgeFfVbQ8VdIe2sazcepzZoHnQSAp7Q7ta+vYySf2yXLTdBquSrv4sOePz47d5QaOMMD+Kq/ptHwB9A192MNqP12RoCQUcTNYJ8KkZmZbFn717KykI+uKuz12A2mxkwQMoMGDkyi7Xffx/2vtXZ2YzMyjrpdbVaLSaTKewrWlDoVXSa3g+FSol9exnqBB2GQZ3wu31Uf1uA8YIkabesgE7T+6HvE4/f5aN2XUh4lXXNSAPN5XMqJOFXJYR8kH01bnwV4YcvhrpMCp9NukX3WSTPiWCIwVV4ZlkAnmIbzr3Srr9+ZxGBIFqImhjyqUhJSQkTY0B+nJKS0uwYs9mMXq/H6WzcLeLBWQ/wyCN/OkuzPruoYjTyjrTmqwISftFX+v+V+bgOhuJpyXcPxjBYag9VvmiP3LbJmJUid+g4mak8SP3wEm+SYvoBfwCFUkHAG67gSrOWxF9KYzwlDlzWGnw2KbQQFGSl5sz3B469lVLPvLTWlWALBJFAhwryk08+wawHZjY75uJLxpCXl9dOM2rM/L+/xoI33pQfm0wmdu1suldbpBEb7HFXYMFTYpd9HwK+QNjhWVCMKz8+IHsIq1MMJE6XBNR5sJqqT0/+O/DVuPDZPODzozRoQKnAsTs8y0Fbd4Dod3opf3u3bB6vitfJKXae0lNbf56KgLfpYhSBIBroUEFesOANPvpoSbNjCgpaZolYWlrK8BHDw55LTk6WXwv+N/hc/TEWi6XJ3TGA2+3G7Y7OU3B1spSDadtcCgHpkA0kxzZbTuikOOALUPbPXWHeFLqecSjUSgL+AKVv7GjWI9i5v4pjT28EX4Buf/0ZQJglJ0guc8Hn6x+6xYySDgzdRbX4bWd+GBfcyftOUQ4uEEQiHSrIFRUVVFS0Tb5oTm4uDz30IElJSZSXS5U/48eNw2KxsH+/ZGyTk5PL5MmTw943ftw4cnJz22QOEYUCNHVtloIhCFtuKeZxXTEMSUK5/JA8tPTNHbjywlOCgjFYx87yUxu2B5AP5DzlDrSdY1AnGcIahrqOWAj4A2hSjJgu6Uzt+uNAqPN1W+yOIeQW527DdlcCQXsRNYd66enpZGYOpmt6OiqViszMwWRmDiYmRqqWys5ew/79B1iw4B8MHjyICRPG89hjs3n73+/IO9xF775H9+7defqpJ+nTpw933XUnU6dey5tvLuy4hZ0lTBd3lpuXuutydD1FtbhP2FCoFMRcmErAJ8V5vWXh7lnajFiMQ5II+ANUr2qdaXvQHF4VG14CHfD65Xh2fQtP+/ay0HNtEGYIloa3pPOJQBBpRI0gz579CGuyVzN79qOYTCbWZK9mTfZqhg0dBoDf7+eWW3+Fz+dj1coveWPB//Hxxx8zd+48+RqFhYXccsutjBs/jrVrVnPfvffy4EN/IDt7Tccs6iyh0KmIu7oHANWr8mWLS1WiXnZVC1Dfna2BQ9hlkoexLacEb0nrhC3glr6XosEBXbCKzmfzhPXts28tw1vtQh2nQ98/gTMlmOkRzOAQCKKJqMmymDlzFjNnzmp2TFFRETfffGuzY35cv56JEyc3Oyba0fWOQxWjwVvppPbHUAqbvm88CqUCzwkb/lopxtqw5ZGuXzzGTKkPnuW78LLqU2EckYJxaF17KG2465qizoXNvr08LJSBL4DnWC3qeF2jXfXp4Cm1o02LwTQqjeoVR874egJBexI1O2RBy9H3kkICzgPVYY5swV2r3+2XS6ltm0KVd0qjmsSbQ25uDUMZpyJYdi19kwaJy83Foes26G2RGRHsGK0LNm8VCKIIIcjnILpedRV3h8MP6oIhCl1GLOp4HZ4yB9Yfj8uvx16ajjpeh7faReUnB1v9fb0VIQFv5NoWFN0mNNcwSNqRx1/bq9XfsyFB/w1NsuEUIwWCyEMI8jmGQqOUTd4bCrKrwEKgzsDVV+uRfCbqpaAZBkmZFdVfHJHjzq3BUxoSZE+D3XXQOL5hwQjUpeXRNubywfJv4WchiEaEIJ9j6AckoFAr8Va7wnwkAIyDE+W2SZVLD4TFjgHUdQd+ntNMGav//ep7VkAoLznYCLU+Nd9ImRz+03R6q4+ujxSusW8rO8VIgSDyEIJ8jhFXL0OiPqoEHbETpMo96/riJv2CgwIdFObWErYrbSDI9SvzGhJ0e2v4D8Tp4KuSrqE0Rs15tUAgIwT5HEI/IAFtt1j8Lh/WteFG7zEjUlAoFbgKrVR90nQZtKPOjjMYumgtQY9joJEgB3fI6iZiu8EwQ1sUc6jqDPJb271aIIgExDYi2lHWpZgFkPvS2beUNipDDh702XKbNtdWaJVyHrDccqm11LPPVCjCEyuCB35KbeM4cTD7w1dzhiXqagWGupQ9RwOvZ4EgGhCCHOUkTO1N7KXp1HxTKFfAOfZVNRqn7V63Cy1o2uKy0/R+aLvE4LO4qP788GnNxb6jHNvmUgJevxyiCCI3g1Q2TrMIHgbq+8Wf1vcNokk2oNSp8Nk8Yb4cAkG0IEIWUU7wIEzVSYcmxUjA628kRuZJ3VDFaAh4/biPNQ4LxIxMJWaEZFFavmhvI2Oglk8mQMUH+6hccqDJ14CwNk5B7NvLCfgDaLuYUKeeXvwaQGWuMxZqg1i0QNARCEGOcoI2msbB0q2681BNmLWm0qQh/udSyyb7trImu3IEY79+u+ek/fLOFDkM0sT3D3h8claGJu30BVkZW9cWqlY4vQmiExGyiHL8dd4RSoMav8Mb5hMBoNSHYrYVi/c3eY3aTSdw7K8KaxTa1gTnoTSo0aQZ8ZwIeWTUL5lWGtTSLvo0ujkFU/rk3bhAEGWIHXKUo66XRlb2r92NY8RNxGwb4rd6zqoYQ3gGRsOKPF+VC3edRWji9H7EXJTG6eB3SnFrZV0DVYEg2hA75ChE0zkGQ2Yi6kS97KIGED+1F7acEpz7q9APSECTYmwy37gjqF/Fp+8Xj8qsDYtVq2JCInq6nhYns/4UCKIFIchRRvx1vTCP69rka7qMWHQNui0HDX8C/sBphQHaCm+Zg2PP/UTSHQPRdTdjuqQzNV+HvJZ9Vre8i7ZtPb0qu2CXEFWsRrr3E6nIgihDCHKU4TlhJ+AP4NxXibvYhq/ahXlyBp5iG658C3FTMgAFrnwL6ngd6sS6TtBNHKa1N74qFzXfFKJNN1H704mw12w5JWjTTdi2lYX5a7Tq+jUufLVuVCYt+v4JOPeK1DdBdCEEOcqwbTyBu9CKp9gmP1dbz7HNtukEAU9dHrBKQeIt/YkZkSLHVzsa555KnE0UbQRLnYONWE+LgGRUZB7XlZTfDsFX66H4hZzTFniBoL0RghyF1BfjhoRVu/mkvGDXoRq8lU03cY0Ugp2nGxaUtBZbTokc0lGZNOATcQtB9CAE+VwngNxQNJIJusCdqW2m55hNaglVl33SlN2nQBCpiLQ3QUQghyzOcIcMYN9aGnog9FgQRQhBFkQEIUE+8yo769pjUpl4UdO+HQJBpCJCFoKIoK1iyCDF0Y89s5GAR2yPBdGFEGRBRCDvkNsoI6Kh/ahAEA2IkIWgw1GaNHKlXrC4QyA4HxGCLOhQFFolnab3A8BVaMVvE4IsOH8RgizoUGJGpWGs6/JhXVN0itECwbmNEGRBh6JNNwHgPFxD4i39SfvTCNnXWCA43xCHeoIOJejQpu8ltZ9Sxmjwiziy4DxF7JAFHYp1XXHY46rPDnXQTASCjkcIsqBD8dd6cOyTzIacB6pwbC/v4BkJBB2HCFkIOpyyhbvQdI6JeAMkgeBsIwRZEBF4jp/cwU4gOF8QIQuBQCCIEIQgCwQCQYQgBFkgEAgiBCHIAoFAECEIQRYIBIIIQQiyQCAQRAhCkAUCgSBCEIIsEAgEEYIQZIFAIIgQokKQu3Xrxvz5r7I5N4ejhfnkbPqJRx/5ExpNuE3joEGDWLHic4qOFrB92xZm3v/7Rte69tpr2LB+HUVHC/h+7RomT57UXssQCASCZokKQe7btw9KpYI/PvwwPxs7jieffIo77riDJ/78uDzGZDLxySdLKTpaxKTJl/PMM8/xpz89zO233SaPGTkyi7cWvsmHHy5mwsTJrFy1ivfeXcSAAQM6YlkCgUAQhiIxKSXQ0ZM4He7//X3ceeedZI28CIC77ryDxx9/jEGDh+DxSH66Tz75BFddeQWXjP4ZAP/651sYjUZuufVX8nW+WrWSXbt28fCfHmnR9zWZTOQfOUSPnr2pra1t41UJBIJzjdZoRlTskJsi1mymurpKfpyVlcWGDRtlMQbIXp1N3759iYuLqxtzIWu//z7sOtnZ2WRlZZ30+2i1WkwmU9iXQCAQnA2iUpB79uzBPb+5m3fffV9+LiUlhbKysrBxpXWPU1JSQmNKG48Jvt4UD856gPwjh+SvXTu3t9UyBAKBIIwOtd988sknmPXAzGbHXHzJGPLy8uTHaWlpLF26hOXLV/D+Bx+c7Sky/++vseCNN+XHJpOJXTu3i52yQCBoEa3Rig4V5AUL3uCjj5Y0O6agoED+/7TUVD5f9ik5m3J46A9/DBtXWlpKcnJy2HMpdY9LS0tDY1Iajwm+3hRutxu32y0/Dv5wxU5ZIBC0BpPJdMoYcocKckVFBRUVFS0am5aWxufLPmX79h3MfGAWgUD4WWRubi6PP/4YarUar9cLwLjx4zh48CA1NTV1YzZz6dixLFz4lvy+cePGkZub2+I5nzhxgswhQ9vtQC+4I2/P73k2OZfWI9YSuUTaekwmEydOnDjluKjoGJKWlsbyzz/j6NEinnr6GZKSEuXXSutiwv/576c8/KeH+fv8V3nt9X8wcOAAfnvPPTz55FPy2IVvvcXyz5dx370z+Obb/3H9tOsYNmwof/jjw62aT0t+sG1NbW1tRHyw2opzaT1iLZFLpKynpXOICkEeP34cvXr1olevXo1CBUnJqQBYrVZ+8YvpzJv3It/97xsqKyv528sv8977oYO/nJxcfjfjXh5/bDZ//vPjHD58hNvvuJN9+/a163oEAoGgKaJCkJcsWcqSJUtPOW7Pnj1cc83UZscsX76C5ctXtNXUBAKBoM2IyrS38wm3281f//pS2MFiNHMurUesJXKJ1vVEbaWeQCAQnGuIHbJAIBBECEKQBQKBIEIQgiwQCAQRghBkgUAgiBCEIEcQDz30ICu//ILCgiMcyjvQ5Jj09HQ+WvwBhQVH2LtnN888/RQqlSpszJjRo1n93bccKypk06aN3HTT9PaY/in59a/vYsvmHIqOFvD1V6sYPnx4R0+pEZdccjEffvA+u3Zup7yshCuvvLLRmNmPPsLuXTs4WpjPf//zCb169Qx7PT4+njffWMCRw3kcyjvA/PmvEhNjbK8lyMya9QDffvMV+UcOsXfPbt57dxF9evcOG6PT6Zg370UO7N9Lfv5h3nnn7UYWBC35zLUHd915B2vXZHPkcB5HDuexauWXTJo0UX49mtZyMoQgRxBajYbly1ewaNG7Tb6uVCr5aPGHaDRarrr659w/cyY33TSd2bMflcdkZGSwePGHrFv3I+MnTGLhwreY/+orTJgwvl3WcDKuu24qc557lpf+9jITJ13G7t27+eTjJSQlJXXovBpiNBrZtXs3jzw6u8nXZ868n3vu+Q0PP/wIU664CrvdzsdLl6LT6eQxb765gP4D+nPDjb/kllt/xehLLuaVl19uryXIjB59CW//+x2mXHEVN/7iF2g0aj75ZClGY+gfh+fnPMeUyy/n7rvvYeq115GWmsaiRf+WX2/JZ669KC4+zpznn2fS5MuYPPlyfli3jvffe5f+/ftH3VpOhkh7i0Buumk6f3l+Dr379At7ftKkiSz+8AMyhwyVrUbvvON2nnrqSfoPGITH4+GpJ5/gsssuY+yl4+T3/fOthZjjzEyffnO7rqM+X3+1iq3btjJ7ttTlRaFQsGP7Vv75r7d57bXXO2xezVFeVsJtt9/JqlWr5Od279rBggVv8H8L3gAgNjaWvXt2MXPmLD5btoy+ffuyYf06Jk++nG3bparSiRMnsOSjxVxwwTBOlJR0yFoAEhMT2b9vD9dcO5UNGzYSGxvL/n17+N2Me1mx4gsA+vTpw8YNPzLliqvYvHlziz5zHcnBA/t45tnnWL58RdSvBcQOOaoYmZXFnr17w3yfV2evwWw2M2CAtEsYOTKrkQn/6uxsRjZjwn+20Wg0DB16AWvX/iA/FwgEWPv99x06r9bSvXt3UlNTw36+VquVLVu2kDVSWsfIkVlUV1fLYgywdu33+P1+Rlw4ot3nXB+zORaAqqpqAIYNHYpWq2Xt2tB68vLyOHr0qPx7aclnriNQKpVMu+46jEYjOTm5Ub2W+kRF6bRAoikT/rKmTPibGGM2m9Hr9TidzvaZbD0SO3VCrVY3nldpGX379G33+ZwuKXXWrU01Qkit9/MvLy8Pe93n81FVVS2P6QgUCgV/ef55Nv70k+zdkpKSgsvlwmKxhI0tKyuX19qSz1x7MnDgQFat+hK9TofNZuOOO+/iwIEDDMnMjLq1NIUQ5LPM6ZjwCwRtzV/nzWXAgP5c/fNrO3oqZ0ReXh4TJkzEHGvmmmuv4R+vv8a1U6d19LTaDCHIZ5nWmvA3R2lpKcNHhGcmJDdlwt/gZDk5ORmLxdIhu2OAispKvF5v43mlNN8cINIIWr0mJydTUhKad0pyMjt37a4bU9rooFKlUpGQEE9JB6117twXuPzyy7jm2us4fvy4/HxpaSk6nQ6z2Ry2s0xOTpLX2pLPXHvi8Xg4ciQfgO07djB82DB+99t7WLbs86hbS1OIGPJZpqKigry8vGa/WnqYkJOby6CBA8P+4MePG4fFYmH/filNLicnl0vHjg173/hx48hphQl/W+PxeNi+fQeXXhqal0Kh4NKxYzt0Xq2loKCAkpKSsJ+vyWRixIgR5OZI68jJySU+Pp6hF1wgjxk79mcolUq2bN7S7nOeO/cFrr7qKqZdfwOFhYVhr23bvh232x32e+nTuzfdunWTfy8t+cx1JEqlEq1Oe06sBcQOOaJIT08nISGerunpqFQqMjMHA3DkyBFsNjvZ2WvYv/8ACxb8g2effY6UlBQee2w2b//7HdnVatG773H33Xfz9FNP8uHijxg79mdMnXotN99ya0cujTfefJN/vP4a27ZtY8uWrcz43W8xGo2nvHtob2JijPTsGcor7p6RQWbmYKqqqjl27BhvLnyLP/zhIQ4fPkJBYSGPzX6UEydKWFmXiXHw4EH+9913vPrqy/zx4UfQaNTMm/sin322rN0zLP46by433HA9t91+B7W1tXIs1WKx4nQ6sVqtfPjhYuY89yzVVdVYrVZefPEFNm3KYfPmzQAt+sy1F0888We+++47ioqOYTKZuOGG6xkzZjS/+OX0qFvLyRBpbxHE66//nZtvuqnR81OnTuPH9esB6Nq1Ky+9NI8xo0djt9tZuvRjnpvzPD6fTx4/ZvRo5jz/HP379aO4+Dgvv/JKi/ykzzZ33/1r7v/9faSkpLBr124ee/zPbNnS/rvG5hgzejSff/5Zo+c/WrKEmTNnAVJhyG2330ac2cxPP23ikUce5dDhw/LY+Ph45s19kSlTLsfv97Piiy95/PHHsdns7bYOkNL2muL+mQ/InwedTsdzzz3D9dOmodXqyM7O5pFHH5Vv86Fln7n2YP78V7l07M9ITU3FYrGyZ88eXnv9dTmzIprWcjKEIAsEAkGEIGLIAoFAECEIQRYIBIIIQQiyQCAQRAhCkAUCgSBCEIIsEAgEEYIQZIFAIIgQhCALBAJBhCAEWSAQCCIEIcgCwWmiVCpZ+eUXLHrn32HPx8bGsn3bFh5//LEOmpkgWhGCLBCcJn6/n5kzH2DixAnceMMN8vNzX3yBqqpqXnrpbx04O0E0IsyFBIIz4NDhw8x5/i+8+OJf+GHdD4wYPoJp067jssunRERLIEF0IbwsBII2YNlnn+Lz+Rg4cCD/evttXnnl1Y6ekiAKEYIsELQBwYaau3fvYeKkyRHjHiaILkQMWSBoA2695WZsNjvdu2fQpUuXjp6OIEoRgiwQnCEjR2YxY8bvuPXWX7Fly1b+Pl+EKwSnhxBkgeAMMBgM/OP113hn0bus+/FHZj34ECNGDOeuO+/o6KkJohAhyALBGfDEE39GoVAwZ87zABw9epSnn36Gp59+im7dunXw7ATRhjjUEwhOk9GjL+HT//6HqddN46efNoW99vHHS1Cr1Fx/w40dNDtBNCIEWSAQCCIEEbIQCASCCEEIskAgEEQIQpAFAoEgQhCCLBAIBBGCEGSBQCCIEIQgCwQCQYQgBFkgEAgiBCHIAoFAECEIQRYIBIIIQQiyQCAQRAhCkAUCgSBCEIIsEAgEEcL/A63YHdvxr0bsAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 5))\n", "model.sec_tree.plot(\n", " ax = ax,\n", " show_points=False, \n", " show_lines=True, \n", " annotate=False, \n", " highlight_sections=[sec1, sec2, sec3]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Path to ancestor" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also find and visualize the entire path from a section to the root of the tree (i.e., including all the ancestors of a section) using the `path_to_ancestor` property without specifying the ancestor (the default ancestor is the root):" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(5, 5))\n", "model.sec_tree.plot(\n", " ax=axes[0],\n", " show_points=False, \n", " show_lines=True, \n", " annotate=False, \n", " highlight_sections=sec1.path_to_ancestor()\n", ")\n", "model.sec_tree.plot(\n", " ax=axes[1],\n", " show_points=False, \n", " show_lines=True, \n", " annotate=False, \n", " highlight_sections=sec2.path_to_ancestor()\n", ")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can provide a specific ancestor node to obtain a list of sections that constitute the path to that ancestor" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[NeuronSection(idx=166),\n", " NeuronSection(idx=165),\n", " NeuronSection(idx=163),\n", " NeuronSection(idx=159),\n", " NeuronSection(idx=158)]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sec1.path_to_ancestor(sec3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are also two optional parameters `include_ancestor` and `include_self` that allow us to control whether we want to include the edge nodes of the path. Note that in contrast to the previous list the sections 166 and 158 are not included." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[NeuronSection(idx=165), NeuronSection(idx=163), NeuronSection(idx=159)]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sec1.path_to_ancestor(sec3, include_ancestor=False, include_self=False)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Path excluding endpoints')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(10, 15))\n", "model.sec_tree.plot(\n", " ax = axes[0],\n", " show_points=False, \n", " show_lines=True, \n", " annotate=False, \n", " highlight_sections=[sec1, sec3]\n", ")\n", "axes[0].set_title('Selected sections')\n", "model.sec_tree.plot(\n", " ax = axes[1],\n", " show_points=False, \n", " show_lines=True, \n", " annotate=False, \n", " highlight_sections=sec1.path_to_ancestor(sec3)\n", ")\n", "axes[1].set_title('Full path')\n", "model.sec_tree.plot(\n", " ax = axes[2],\n", " show_points=False, \n", " show_lines=True, \n", " annotate=False, \n", " highlight_sections=sec1.path_to_ancestor(\n", " sec3, \n", " include_self=False, \n", " include_ancestor=False\n", " )\n", ")\n", "axes[2].set_title('Path excluding endpoints')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Path between two parallel sections" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(10, 15))\n", "model.sec_tree.plot(\n", " ax = axes[0],\n", " show_points=False, \n", " show_lines=True, \n", " annotate=False, \n", " highlight_sections=[sec1, sec2]\n", ")\n", "axes[0].set_title('Selected sections')\n", "model.sec_tree.plot(\n", " ax=axes[1],\n", " show_points=False, \n", " show_lines=True, \n", " annotate=False, \n", " highlight_sections=sec1.path(sec2))\n", "axes[1].set_title('Path including ancestor')\n", "\n", "model.sec_tree.plot(\n", " ax=axes[2],\n", " show_points=False, \n", " show_lines=True, \n", " annotate=False, \n", " highlight_sections=sec1.path(sec2, include_ancestor=False))\n", "axes[2].set_title('Path excluding ancestor')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Domain root" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One useful property of the `Section` class is `domain_root`, \n", "which traverses the tree towards the root and returns the \n", "shallowest (closest to tree root) ancestor of a given section \n", "that still belongs to this domain. Compare:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Section 166 belongs to 'tuft'\n", "Domain root 159 belongs to 'tuft'\n", "Domain root parent 158 belongs to 'trunk'\n" ] } ], "source": [ "print(f\"Section {sec1.idx} belongs to '{sec1.domain_name}'\")\n", "print(f\"Domain root {sec1.domain_root.idx} belongs to '{sec1.domain_root.domain_name}'\")\n", "print(f\"Domain root parent {sec1.domain_root.parent.idx} belongs to '{sec1.domain_root.parent.domain_name}'\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[NeuronSection(idx=166),\n", " NeuronSection(idx=165),\n", " NeuronSection(idx=163),\n", " NeuronSection(idx=159),\n", " NeuronSection(idx=158)]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sec1.path_to_ancestor(sec1.domain_root.parent)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Path distance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To calculate the path distance from one section to another we can sum up the lengths of all the sections on the path between them" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "106.72683759142204" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "path = sec1.path_to_ancestor(sec3, include_ancestor=False, include_self=False)\n", "sum(sec.length for sec in path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, there is a more convenient way to do this. We can use the `path_distance` method. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "106.72683759142204" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sec1.path_distance(other=sec3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This method computes the distance from the beginning of `sec1` to the end of `sec3`. This rule applies when we consider a section and it's ancestor, i.e., we follow the path towards the root. \n", "\n", "However, note that if we were to take the distance between `sec1` and `sec2` we would calculate the distance from the beginning of `sec1` to the *beginning* of `sec2`, since these sections are in parallel subtrees." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Moreover, the `path_distance` method allows us to specify the relative positions along the sections (0 = start, 1 = end). For example, we can calculate the path distance between the centers of two sections:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "194.36334919196062" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sec1.path_distance(\n", " other=sec3, \n", " relative_position=0.5, \n", " relative_position_other=0.5\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is equivalent to:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "194.36334919196062" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "0.5 * sec1.length + sec1.path_distance(other=sec3) + 0.5 * sec3.length" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Subtrees" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to paths between nodes, we can access node subtrees. We can do it using the `subtree` property." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 5))\n", "model.sec_tree.plot(\n", " ax = ax,\n", " show_points=False, \n", " show_lines=True, \n", " annotate=False,\n", " highlight_sections=sec3.subtree\n", ")\n", "ax.set_title(f'Subtree of the section {sec3.idx}');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can further modify and rearrange the subtrees. For example, we can remove a subtree. This method is used, for example, in morphology reduction pipelines when a subtree is getting merged into a single equivalent section." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
Warning
\n", " You can also reposition a subtree to a new location using the reposition_subtree method. For example, to detach a branch from its parent and attach it to another branch. This can be useful for removing reconstruction artifacts. However, this must be done on the PointTree before creating a SectionTree or SegmentTree (see the previous tutorial).\n", "
\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "model.sec_tree.remove_subtree(sec3)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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FRUU8/tjvaGqsp+rgAb75ja9jMpnGnj7lcFk1c5XBY2gm0DnSp4lsRebxFdnyMefb0dI1Y48DgSBVSUmRXbN6NR/+0IfYv/9A0vbvfufbvOPKK/n4xz/J9dfdQH5ePo888pDxvizLPP7Yo1gsVq6+5lq+cPvtvO99t/DVr959sj/CcUfvHZjIvWq2tA4OE4xGcVkts87xTsUz++uM38faFQoEpyspJ7Iul5MHHrifL/3LvzI4OGBs93g83HbbrXzt69/gtS1b2LN3L7ffcSdnn3UW69atA2DjxktYtGghn/3c59m//wAvvfQy9957Hx//2EexWCwTXi9VsJm1/ytl6dhlVlFVghHN29Vjsx7z+XR8oTD18Si5uqv/uJ1XIJjLpJzI3nffvfzzny+yefPmpO2rV63CarXy6quj22tra2lubmbD+vUAbFi/noNVVXR3j5YNvbzpFbxeL4sXL5rwelarFbfbnfQzF/HGxXAkcuzzpsoyPKQ7bISiMRqOcuT3ZFjiqRmLKeX+9ASCoyKl6mduvOEGVq5YyRVXvmPce7m5uYRCIYaGkkWhu7uH3NwcY59EgdXe7zbem4gv3nkHd931leNx+ycUffCKPzz9+JbpWFWg/fc60NF7TCNdJkJvnKjuFpGs4MwgZUS2sLCQ733vu7znvTcTCp0845Cf/PRn3P+rB4zXbreb/fv2nLTrz5RYXAzN8rGnC0rjY76ruvqO+VyJmCTJWKATPrCCM4WUEdlVq1aRm5vDyy/909hmNps599xz+cTHP8Z7b34fNpsNr9ebFM3m5GTT1aVFq11dXaxZuybpvHr1QVfXxO2o4XCYcHjuL9LorlmJtoFHw4UVhUYedjov2NmSmCLw2Kz4I8cedQsEc52USYy9tnkzF1x4MZdsvMz42bVrF08//Qcu2XgZu3fvJhwOc9FFFxrHzK+spKSkhG3btwOwbft2li5ZQnZ2trHPJRdfzNDQENXVNSf9Mx1PIjEtkh07/2o2rC/O5YKKIuN19DinChK7u2ZrxSgQpCopE8kOj4xw6NChpG1+v5++/n5j+6OPPsZ3vv0tBvoH8Pl8fP/7/8Hbb29jx44dAGza9ArV1TXcf/8v+Na3vk1ubi733PNVHnzo4ZSIVqeiPz5aO2OWgwx1zinNZ+P8koTzHf/x2E6jllf4xArOHFJGZGfCv3/t6yiqwsMPP4jVamPTpk3cdfdoDayiKNx62wf4wQ/u429/fR6/38+TTz7Fvffedwrv+vigi2KGw35Uxy/Pz056vam25ZjvaSxFaVplRpdPRLGCM4eUFtnrb3h30utQKMTdd9/D3XffM+kxLS0tvP/9t53oWzthyJKEzSQTiMaStvfFnbgynEcXyfb6A+S4Hexp66a2d5CaE7D6vyQ3E4DmQTHCW3DmkDI5WQGsLszhXy9ey2ULSse9p3dQ2c1mLEex+NUVz5HKknRCBLYi00uB10U0pszaVFwgSGVSOpI90xgIhDDLMvOz0zHLEtGEOVzhmEI4GsNqNuG2WYwc7UwxnLeOsylMZVYaC3MyWJ6fBcDe9h5GwsfeMCEQpAoikk0hGuOOVQ6LmUU5GePeH46Ll9s2+xbhUExLP7isFkzHodYWYFVBNjevWsjqwhzMsow/HCHdfvzadAWCVECIbAqRaFh1blnBuPf1lIHbOjMhW12Yw6fOXk6m0540nfbKCdIRR0NiVLypthmn1cK87HRjaKNAcCYgRDbFONipd2GNjzaHQ7OLZK9aXE6Wy8EH1y6md2S0ZGtVYQ6OY6i31VESfAz1jrSBQMhYpBMIzgSEyKYYequr/nifiJ4umKlzViheoeC0WviXi9ca2yVJQj7GzjGAnpGA8Xuex4WiqKQ7bKTbj64CQiBIRYTIphi2eGtqKDq+JXXYSBfMLJLd39Ez6XvHY3HqUIKd4VAoTPOgD4DK7OO7uCYQzGWEyKYYevRpN48vDNFHz8x04erQcfJ0lROMX3TKMjzcuHy+dl+KQl3PIK2DmhdC5lE2TAgEqYgo4Uox+uKdXQUeF5lOu5HfXFmQzZULy4DR3Ox0BMYYtBzpHWReVhp7ZjGmW5LgfasXUpbh5bUjrWxpaOPcsgIuqSwGwB+O8Mf9dbQODZPv1aYsHE31g0CQqohINsXoGQlyuLsfWZa4KG7mIksS1yypMPYZnuGj/tiUgP66dxYLUxeUF1KWoU21bRrQ0gHrijVv3l2tXfx66z6a49uNhbkZpjMEgtMBIbIpyKtHWlFVlSV5meS4HMzPTk96f2yEOhn+SJRHth00Xlvj+d7pRNAcXxQrTnNzXnwE+Ys1TTQN+LCbTcbC28u1zQQT2n918S9O98zo/gSC0wEhsilI90iAI/Gx3WUZHs4qyUt6fzYlUu2+EbY2tgOwKO4tcFZpPtmuifOm+R4nd164mptXLuC6ZfOQJYm97T1sa+kEINvlADSnrXAs2SpxOGF4Yp77+A1oFAjmMkJkU5SOeBvsopwMShIiwxeqG4zH9pmytamD8BjDmQ+uWzKhbeKVC8uwmkxUZqeTZrfR5w/yz5pG4/2cuMh2DwfGHZuYxjje7bsCwVxFiGyKos/eKo3nQ3V2tM580UonEInyx/21SSNh7GYz1y+rJHH47bK8LIrS3EZjQUxRePZAXVLEmuOOi+zIeJFN7CpL/F0gOJ0RIpui1PYMjNvmP4ba1vq+IR7ZfpChoPZIH4nFKPC6yHe7AC1fu3G+VjGwub6VZ/bX8eSeGiOi1tHTBT0TiCyM1uYuzcs86nsVCFIJIbIpSvdIgE21zbxc28zbTR3AsY2e0dHNv8OZ2pSE9CKtamF1YS4emxVFUdnW3ElVVx+N/ePTElOlCwDebtJyt6KMS3CmIEQ2hdna1MFbTR30xqNGkywbFQJHi24yo1g1sVz83jsBKPBqEe1bzR2TPuqXZ3hxWi2oqkqvf2KRVeM2N8fH50sgmPuIZoTTgHDCwMMcl4PWY5gyu7Oli+X52dSf9zFQVVprtPHnBfFGgoa+oaT9JWBxbiYrCrKozEoHtCg7OokQ654xkiRkVnBmIET2NMAfHq2LXZiTcUwi2zo0wqtHWnCkaVaK8/PaOWQ2GbPDOnyj515TmMM5ZQWkJ1QhjIQj/GFf7aTn1525EifXCgSnMyJdcBrQ0D9kpAzWF+eR6bQfk/H2Gw3txu/2oXbyPVqqoM8fNJoL3rGwjHcuLifdYSMQibIjXidrNZmMxbOJ0ONbSZJwWYXQCk5/hMieJuxo6QLAbJL59DkruOuS9Zwf78Y6KhRNTD2d1UY+Vi/xOresgLXx1tlNtc388vU9vFDThD8cwWKSKYzvPxEDgRDhuE3jvExRKys4/REie5rQFY9kE42yL5pXhP0oKw5sPXqDgUy+R8vHdg77k8xfNtU1s7Wpw6jZbYhXG5SPqd1NRFFVoypBFnlZwRmAENnTBD1dMFa2PrhuyVGdzxeJd4BJktFiK0sYAvtmYztbGzuSjtFnkJVlTi6yMOqt4BXzvgRnAEJkTxP8kSgj4ci4Vftsl4OsWc7UkiSMgYcqkrHoZZK0P5cjvYO8Utcy7jjdbavI62KqILVtaFjbL809q/sSCFIRIbKnEV3DWveVoqqEYzHD4FtfuJoxshkpFsHTXoU5PIxJlokpChfO06wVwxOMvgEM4+5AJIo6RdfsYHxcud4dJhCczgiRTQEKvS7WxxeapqIr3mW1q6WLn2zexd72HuP42eAqmk/Emc7if/4AT3cdoDU6gOaktWmCKBZGu706h/0Tvq+zNC8LYFxLrkBwOiJEdo7jtlq4ZdVCrlhYxrxpcp16JJvtdhBTVVrij+9ri3JZNguvAG/5UsLubPy28de7/429DMQj0bH0xLu8cqexMdTdver7Bmd8TwJBqiJEdo4zHI4YE2rPKs2fcl9dZHWRq+7uZ197D7Is8a6l81hblDOja3oqlgEwoCRXJrxa12LMEZuIlsFhIjEFj806ZR7YHm9EmMxERiA4nRAimwK80diOoqpUZKZNKV69I0FiioLDYsZrt6ICz1XVs725E0mSeMei8hlFtJ4yrSLhpT6V14600h0X7+nMwGOKSkt8Im3FFDWwuj9CmhgNLjgDECKbAgwFwzTFa0vnZ6dzSWWxUbuaSExVjbxsYqH/Pw83sTPerKBPP5gUScZdpE2Z7Wuq4fXGNtLij/cTecSOpS0+kVb3lZ2IwXhH2GyrHgSCVESIbIqgP1pfOr+Ec8sK+Mj6pRPudyieWhi7UFYfr2HNdTmmbAJw5BZjsjmIhQIEuppxWSxYTVraoH+SXGwigahWA2uRJ//TUuMph4iiTLqPQHC6IEQ2RRhrHShJUpIxi46ev81xO3nX0nmGEUtj/xD+cIQMp33KSgU9ivV3NoGqMBKOEImXbE10vbFE4lMSzFNYLuqDGkdmOLpcIEhlhMjOMdYV5bKxstiYCKsz0ZjuiUqzBoNh3mxsR1VVludn8alzVrAwO51QNGaUXl22oHTSibSxsHYdk1UTVDXh2hPN/BpLNB6dThbJeu1WFuRkGOcWCE53hMjOISTg7LJ8zikr4PIFJUnv9Y6MF9mVBdkTnueVuhZ+s72KDt8IDouZq5dUYDHJRt0swKrCiY8dqj8AgDO/HLNLK+HS22AdM7An1Od9WSaIZBfmZPCxDctG943GuHJh6YzEWyBIVYTIziFUYEt9GwBrinKZn51uvDc8wfyuqVbw230jPL6rGtDEMdelLZTpM7YynRMvTEVHBon4tfxt5pKzgVG/2pmIbDSeWhgrsuUZXm5aMR+HxUwgEuWFmkbKM72sK87jM+eunPa8AkGqIkR2jrG3vceoBLh2SUXSe/pUgid3VxvbJosCi7xu3rGoDIB+f5D2uNm27oC1OCeD4km8A3r3vAZA9tpLgdFIdiZG21nxrq98jwubabTOVp8/NhQM87Mtu9nR0pVkEJMjWmwFpylCZOcgWxpaAS1yTMxt/nFfLQ9vO0DjgA8lPt5FmaQ54N0r5hvtqwDmuIn33vYeuof9mE0yH1y3hDsuWG24bOn07NkMQPqC1QAE4xUDdvP0Ips4hTZxsGPLoGYK47FZjM+UaO5dPk03m0CQqgiRnYMkjpNJXKUPxWJ0+PxkOuzIcdHUc6CJmGU5aRpshtPO2fFusRyXg5x4R5iiqrisFs4tSzb3duaXA+BrPASMllpNNm0hz+2kIi6SibnjodCoiI6EI/hCYSRJMkzAddFuHxqhuqt/4v8YAkGKI0R2DqICsbiwmScQtv5AiP74iv+NyyvH1b1ONNZlTZFWtvWJs5cb26o6ewFYkpuRVG2Qs3YjAHmL15BTXEkspsbvZfyfy/L8LD521jIuX1AKjOaO9dyvjtUkG6Kqu4O54l8EWxvbkwR5NphkSUy+FcxphMjOUfRprxMJW1RReHrfYQDKMrwUjLEy1AVzOEG4XFbLuJKvqKLSNODDJMu8f80iFufGS6tCmoCr7izylm0wouaJal/17i3dtrAs3QOMn2q7NC8Li0mmdyRg5If1ji9/JMrR4LFZ+cw5K/n0uSvElAXBnEWI7BxFjVeRTiYevf6g0TkVHdM5pfu6DgbDSWVby/OzkvZzWsxsqW8lpihkuxzcuHw+Ny6vRHn036jc/Csy67fS0d1J+hQeA/o99PmDOCxm8uNCri+w6egNEPs6tOhZkkarFUYmqJyYDpMk8e7llXjtVjIc9qT0iEAwlxAiOwdJfLT2TfIYraqjQja25lV/DB8OR3i+qp6hoNYOO3YFP9vloLHfx/+8tZ/XG9qIKgqLczO5cl4+WQ3bsA33ooRDZMUXxjomGDWuR9qRmMKyvExkSaLDN5L0+F/gcZHjdqKoKrtatcoJl2VUFCdqtJiOyxeUUphQHTFVG69AcCpJmb/Mj37kw7z6yibqj9RSf6SWv/31eS677FLjfZvNxn33fZ+a6ioaGo7w8MMPkpOTbO1XVFTE44/9jqbGeqoOHuCb3/g6JtPRDRo8kejjXkbCkQkXtnTebNRGd68rzksaXuga07aqew5kjDFk0aO//kCIzUdaeXJ3jeEVq0gyvRXnIJutRjttc7xCIBE9ZxxTFaNuV2/t1dHTEIe6+oyR4vq1J/sSmYoNxXmsLc41omiYuPlBIJgLpMxfZltbO9/57ne57PIruPzyK3ltyxb+77e/YdGiRQB89zvf5h1XXsnHP/5Jrr/uBvLz8nnkkYeM42VZ5vHHHsVisXL1Ndfyhdtv533vu4WvfvXuU/WRJmVJvAyqfYLIMZGG/iF2tHQCcO3SCqNmdn5WOjD6GK6fxzWmlXZsvrdpwMcDW/fy+72H2b7oXYTdWcgWG91xZ6+8CZy19IkJUUVlMB4xF3qS62/1iPNI76hJ92jeeHapgoU5GVwW74bbVNdiDJC0zMEvS4EAUkhk//HCC7z44kscOVJP3ZEj/Md/fJ+RkRHWr1+Hx+Phtttu5Wtf/wavbdnCnr17uf2OOzn7rLNYt24dABs3XsKiRQv57Oc+z/79B3jppZe59977+PjHPorFMnfyebIkGe2ye9q6p91/U20LXcN+PDYrt65ZTJrdapRI6Sv9TXEHrrH5XUmSxnkYqCrU9gwwlLvA2KYPPiyfoMNMj2QlYHm+dt9qgiuBBOTHS8baEr409JTGWOGfinmZXq5bOg9JktjZ0sVbTR1GpG+dxpDmmiXlYqaY4JSQMiKbiCzL3HjDDTidTrZt287qVauwWq28+upmY5/a2lqam5vZsH49ABvWr+dgVRXd3aPC9fKmV/B6vSxevGjSa1mtVtxud9LPiWRBdjouq4XhUJja3unHs0QUhcd3VdMzEsBrt3Lj8vnU9gzQOjhMbc8AAN0T5DyV+GLZlQvLxr1n9WbhLdesFAdqdtA+5DfubSx6JFuS7sFmNjEYDPF8Vb3xfpbLgdVsIhSNJZl+XzJPGy0+07HgS/Myec/KBVhMMod7BnjhcKPx+WHiKgydyxeUsrIgh4+sP7rx6ALBsZBSIrtkyRIaGo7Q1trMD3/4n3z4Ix+lpqaG3NxcQqEQQ0PJZUPd3T3k5mp52dzc3CSB1d7vNt6bjC/eeQcN9XXGz/59e47zp0pGz3+2Do1M2s01Fn8kyhO7a4gpCgVeF281dfDbHVVGJDvRI/mbTR0ALMrN4IKK5GaErJUXAJpZTHiwJ2kw4thiB8+YVf2DnX1JeWS9bKzDN5LkuuWcRQS7vjiX65dVYpJlDnb28sd9tcY03Og0kaxJkoz0i8VkYl3R9AMpBYLjyfR9knOI2tpaNm68FK/Hy7uuexe/+PnPuO76G0/oNX/y059x/68eMF673e4TKrR6HtU2yxyjLxSmoW+Iyux0bl2ziNreQdqHhgnHlHFuXaqq8mZDO4FIlMsXlHJhRRGKovJGfCHNWaB5JgzWaZ8zkjAC3CzJRNRRER0782tsOVZePFUw2WTarmkm264pzOGKeLS9vbmTfx5uSno/PIkhjc7YuWhXLipjR7zCQSA4GaSUyEYiEerrGwDYs3cva1av5tOf+iTPPPMsNpsNr9ebFM3m5GTT1aVFq11dXaxZuybpfHr1QVfX5P/owuEw4fDRdSMdDfrqfrbLjt1sMlbjZ8I/ahq5SpaoyExjQXZ60uN9TFEYDkdIs9u0XKzNwrbmTmRJ4tL5JVxcWUxfIMihrn6UuKesJGtCPy9Ly8UGo9Fxotrcn1xxMFZknfHus0SfgsSSs6mqC9IdNi6NL3JtbWyfcBS5YRIuj/9SclrMnFtWAMCrR1qoyPBysLNv3H4CwYkkpdIFY5FlGavNyu49ewiHw1x00YXGe/MrKykpKWHb9u0AbNu+naVLlpCdPfoP/JKLL2ZoaIjq6pqTfu+ToYus22blC+evmpXX6mAwzBO7a/jft/bz0uEm9rX3UN83yD9rGvnZlt1sbx79MtGv81ZThyF064vzgATjbpsDSYILK4oALZIcm8LQS7H0NuDBMSNqLEYd7eiXxerC0dI65xSLjlcvLsdqMtHYPzShwMJoTnaidMGqwhxsZhOdPj9vNLTz6K5qds1gMVEgOJ6kTCT77//+/3jppZdoaWnF7XZz003v5vzzz+O9N9+Cz+fj0Ucf4zvf/hYD/QP4fD6+//3/4O23t7Fjxw4ANm16herqGu6//xd861vfJjc3l3vu+SoPPvTwSY1Up2M4HCEQiWoOXCYTG0ryeKGmafoDE+geCUw49FAfYdPvDyblR1+rb+XqxRVGVBgLafuZrHYqM9PIdjkIRKK83dQ57py6uOmVC31jRDYzXpuri6HbaqHQO7p4OFl1wXnlBZRleAnHYvy1qmHSzxqZwiRct3Lc194z7j2B4GSRMiKbnZ3NL3/xc/Ly8hga8nHw4EHee/MtRkXBv3/t6yiqwsMPP4jVamPTpk3cdfdoDayiKNx62wf4wQ/u429/fR6/38+TTz7Fvffed6o+0qQ8uvMQKwqyObs0nxX52bx6pNUwVTkW9HpXr92KJGEsHunOWXpnlyGyDo+x0hWIRAnFxt9DdXc/540EyXTZiSmK4T2ro/vL6g0WY528JjKzWZyTwcXx6oNX6loYCE4+wDEyRU62KC6yLRM0UQgEJ4uUEdkvfvFLU74fCoW4++57uPvueybdp6Wlhfe//7bjfWvHne6RAC/XNlOR6SXX7WRlQTbbmsdHkbNFF0mTLJNutxmdYD0jAWKKQprdxnnlBVT1adeyZ+SiV7Z6bBOXWoVjCvs7e7hoXjFM4YeVFi/VGuuZZZJlMh02IwLO9zi5dqm28LazpYsdLVMvUk0WyRZ53TgsZiKxWFJ1hEBwsknpnOzpzvZ4N9f64rzjYue3KqHKIDOhxTaYMGTx4nnFlJu19Ik9K5+r49MZdk2yIm+SJRbnaiVSMXXyFuCa7gGW5mUazlvBhIj3/HgJmdtqidfCmqjrGeCFmsZpP1PEGNw4uvBlliVjKkRd7+CMS+EEghOBENk5zIGOPgKRKOkOG2uKcqY/YBoGE1b4M8f4GGxr7uSNBm2+2FJHPOK1u7A6PYyEI7x6pHXCc169uJzceJnW2EUvGF0Qu2JhCdcvqzTMw2t6+nku3rTgMJtZnJvBRzYsxWOz0j0c4NkDR2Y0zXaiSHZ9cR55Hif+cGTW+WyB4HgjRHYOE1UUI03wjkXlhl3gdFhkGdMEFol6ey1gTDJIpKZ7AIAMi0RkWPs97MrkUFffODtF0Pxgl+dnG0YtY4c9OixmoyMsPZ6TLUrX8qR723uM47Jcdm5cPh+PzUqfP8jTew9PmP+diIlEVh+7s7m+9ahsFAWC40nK5GTPVF5vaMNpMbO+JI8rFpahqLBzgkd3SYKF2Vr3lh5ZArzd1MFLtc0ABBIWzyrjJjKJ9Ae0BTCPzUrE14/FnU7YlTlpmZUuvKqqXT/TacckSUYtrd4NForGjHlfZlkmGInSPDBMRoEmvN64X+3+jh7+eqiBmDLzx/uxC1+ZTjt5HieKonJI1MQK5gAikk0B/nm4iTcatG6sSyqLk8qeLLLM+uJcPnX2Ct69Yn6SwELyYMOxjO33D0ZjBCNRFNmELV1LT5iDPjKcE9fqDgbDhGMxZFkiEtMWzvRFK/3eYLwxjR7d6qbdsiQRUxT+dqhxVgIL43OyK+ImNY0DQ0lfKgLBqUKIbIrw6pEWWgeHsZlNXFKpNQeYZZn3rV7IFQvLyHTaCUSivN7Qxq/e3Mtju7QhiE6LJclvoDGeMugdCUyYAugPhPDlLcLkcBMd6sPV24jbOrmJi56W0E1hluZlGeIZmWROmb4Q5U94lO8c9k94P9MxNl2ge9fuFbWxgjmCSBekEC8ebuLD65eysiAHp8XC/IS22ZcON7OnrdvIZa4q0CJRWZaQkFBRkcCIdCdbEGroH6KweDUA0ZqtSKhGGmEsdrPJiEqru/vpHvaT43ZSmu6hurvfmFMmjYlkjTRDwrbZ+srqhBNENtvlINNpJ6oohgOZQHCqEZFsCtE2NEJnfAihLrCKovL7PTW83dyRtFjktY+mFPTI0Wk147CYUVTViGjHctiv0l+ieTyYBzSnriKvm9L4gMREdCetYCQaP6c2Dkef0pAYmSYuQOnRZ6L0TjUBYiqiCSK7KEeLYuv7ho76fALB8UaIbIqh52MDkSiP7TrET7fsmtB3NtGnQBdk/TE+GIlOWh51Tn4aNl8nlpE+/Jg53N2PLEtcvaR8gnvRzqdPm9XNvUszNEGOJgidPn4cRsU3McINH2X+VHfhsppMRqqguksseAnmDkJkUwx9rteAP0hjv29Sl65234hR9/rORWWk2a04LKMCPRlFLisF+/9OxJWJ68L30GaOO3BFxl8nM16WpRvMLMrRFtn0SFWPaFVVTTJmmSiSnaqRYSoiCdFyrlurKhCpAsFcQohsilHTM0BUUShIc7OhJG/Kfd9oaGcgEMJjs/KxDcuoiEeYY+0KE6ntGSCt4wDO3kZMNidF514DwO4J3Kt0C8TGfh+LczNYFI8k/17dAMCy+AjyUCyWZHUYjUefiVMRIrGj68qKjEkLtA4Nk+txTrK3QHDyESI7h3FbLeNGvgwFw7wVn2pw+YJSLp5XPM50RSeiKDy26xCtg8PYLWbOj1sWZjrslKR7sJtHW1EX5WTwufNWAiCpKmmt+wAwezMJRWMcSHjcB63sSp9OW9c7gCehAkHvLNNHkA8GwoRjipEbtprNrC7M4YL4/cDoY/+xUpLu4eZVC4/LuQSC44EQ2TnM1UvKec/KBZxXXpC0/Y2Gdur7tDzseeUFfHzDMjaU5JHvcY7zOBgMhvndzkO83tBmdFiZTTIfWLuYm1ctwGU147ZaePeK+aTZbayKe71aQtoiVtTmZn9HD5GYwoUVhdx+/ioyHTbKM7SZXiPhCB0+P7vauo0ZXlctLsdqko1ItSduu6j7FeS6HVy1uBzAOOZYRFb3xjU+nywnfYEIBKcSUcI1h9G7si6eV8zWxg4jEowqCk/srmFBdjrvXFROlsvB5QtKjeM21TWzv70Xi0nm1jWLqenu55+Hm6jvG+TmVQuxxkfbFKV5uOOCNeOuC1oTAkDU7jFGx+iR59VLKgzBrIp3VUUVhZ6RAJlOOwuy01ldmGMsbOnttoFIFKfVYmzf2thOjlsruzrahS+APx84wmULSihKc9M84OPRnYdm5HsgEJwMhMjOUa5IEE2A5flZ4wrsD/cM0DK4nwvKCylMcxlm2BsrS7hkXrEhZutL8ujzB9nR2sWv39zHJZXFLM/PGle/moglLrIRu2fcKO2SdI8RNSbOy9K/BGRJ4rzy0eGMqlFCNlpW1unzs6muhQ+sXQwcfQkXaLldfWDjS4ebhcAK5hQiXTBHSRszKnuicdygRYf/PNzEb7ZX8bMtu9nR0kk4FhsnoJctKCHNbmU4HOG5qnr+a/NOI+WgJiyE6eVVdS1as0LU5mFhjnbtwQTzbEmSONI7mDTmO3FywkSDIPUSMoDmAU3E9aj6aNMF5Rle3rW0AkmS2NbcQbtvZPqDBIKTiBDZOcof9tey+UgLr8fLsCYb05LISNza70ev7mRngtl1h28EkyxTEI/2QIsc/7CvloFAKEmQ9d/6e7Tjo3Y3NrMmjmMbGDaPsT9sHRo2RDcYnbxMDLSaWkkaNZE5mnSBWZZ494r5mGSZI72DvHi4edbnEAhONEJk5yiqCq83tFPXo0WbzgnGtEzFq0da2NHSyf++td8YO6OPgNGJxBQjmtXR22RV/4D2v7IZ1aaVRDX0+ZL2nShq7IhvS4xaxxKKRmnsH+KWVQtxWi2EojF6/RO37k7FWaX52MwmhoJhntlfN+vjBYKTgRDZOY7+iJ7hsFOUEIlORzAa44WaJrpHAob3QOYEblq6v0DDGLH1mmXkiHZcLLOEPLfTMOAGkn5PZH+HVuolSZJhQ+iPRFkYb3lVFIXfbD/IRzYsoyIzjUgsxnNV9bMafQ7auPDzyrS876a65hn7zwoEJxshsnOc4XCEPfFGgHcsKmeKtapJ6fOPCvVY9BysnhLQkb05WEf6sA+0EnZlUpHpNcywAZoHRocTnl2az6XzSwCSpuRa4vnWqs4+romXbG1r6WJxbiYem5X+QJCHtx2kprt/1p/p3LICLCaZlsFhDgrfWMEcRohsCrCproVAJEqex2n4pc4GPZItmcDkRfcXKBgTJUtLLyCYXkgoEiW7cRsqYLOMLmYltuZeOr+Es0vzyXLaDZMWneYBH76EkesNfUOsK9Y61TYfaT2qNAFotbYA+4WloWCOI0Q2BQhEooYPwYUVRZN2eE1GopAtGSOCE3m4hlxZKJd8GICMg/8EtIaCvpHR8wQmWNi6cXllUr0uaCKoqlDbOwDA2qIcXFYLQ8Ewh7pmH8Hq6L4JzYO+afYUCE4tQmRThB2tXQQiUbx2K7mu2fXmR2KKYZB9UWVx0nsTiezBd96DatJW/cvqXwc0kU0crT3WMwAgZ8xUhlA0xt54jlY3mCmJ+ydsb+k86imymU47douZmKIYY80FgrmKENkUIaaoxiO6PMtIFmBPu5bXzXTauXbJ6IiYyAQia44k5FVliXAsxmAwnFQTG5qiREuvu32joc0Q0uL4AEW72Yyqqkae+WhYHI/GG/qHZj2uRiA42QiRTSH0Md5jZ2bNhKrO0UfzFQXZRn62ZyQ5Jxoz2wh4tbHdGfVvGdczy3JSg4S+UGYZMydMb4QIR2PsiNfq2s0m8j2jOd8On3/W1QSJLM7VLBWPJd0gEJwshMimCInCujCh+2tZXhYXzSua1hClc9hv1MsCXLWojJJ0N62Dwzy1u9rYHrV7QDYhRcPMe/1BQDNc+dC6JRSmuY39sl2a4F86Pzn9oN9lTXe/ESWPzQo0TDKVYSaYZZk8j163e/TnEQhOFkJkU4TE/OVZ8ZX829Ys4rpl8zi/vJCPbFhqrLhPxtYmzfBbVVWyXA4+sHYJS3IzuXbpPEAbrx2xa0bboaFeTMpoSiDP40yadFCRmYYsSawuzE26hl62ta9j1BoxFIslteQeOobJBbp94kg4wlAoPM3eAsGpR4hsCqH7yAJ8/KxllMYnD4BWA/vBtUuMlMJEHOzswxcKJ7XR3rC8EqfVQiASZSQcIWKLG3sPDxjNBDqJVQ2yJHFuWcGE+WFFVWkcSI4yddcu3RrxaNG/SLqGj/4cAsHJRIhsCrGptpneeLG/SZY53DPAL9/Yw48376R1cBir2cQ7F5VNeryiqoangb44NRAIsbOli//euo9tzV1augBgZHBcBYFe36pzQUUhE3Ggs3dcisAeb7NNTFkcDfq03a5jPI9AcLIQVocphAo8X1XPueWF7G3vSeqUeuZAHZ86ezllGV4WZKdzeJI5V1ubOliSl0mu28m+9h6eq6o33tvZ2kUhWuutVVKm7S6baAHuSO8gzyecE8BpMZNm187b6z9WkRWRrCC1EJFsitE6NMLTew+Pa0UdCoZ5u1mzGrxoXtFEhwJaNPv3Q42AVmVQmNDppagqkRytvMu0+LxxrbY6iRHu2KGMzx6oGxfFnlOab/x+oOPYWmCL4otvQmQFqYIQ2dOIt5s6CEai5LqdLImXOU1E69Bwgh9CWVJEGhvqxebrwlX7xqTHW0yysQg21v5wotKsJXnavXQN+2kdGh73/kxZX5yHSZaJKcq40jOBYK4iRPY0IhiN8Vaztjh2YUXhlI/7r8T9EPI9rqSpt52WdEKeXHZufXVSpy3Q5oTB1JaGAOeVFeCNpwqOJR+7JDeTyxdoJjRbmzqOultMIDjZCJE9zdje3Ik/HCHL5WD5FGYy/kiUlw5r0w8unV9idFH5mqoA8JQtGZdzVScQtgLP5PaLGQ4bFye08R6tMM7LHJ1+sKOlc5xZuEAwlxEie5oRjim82ajVw15QXohrCrPvfR29hmn39csqOacsn/JV5wFg9WaNE9mJZoJZzSZC0RjhaIzaMYttzhlMc5iOyqw0blqxAJMsc6Cjlxdqmo75nALByUSI7GnIztYuhoJh0h02PnHW8knngwH8fu9hqjr7kGWJSypLkEqXA2CzWScUVd1oxhccbQTY3dbNz7bs5vd7Dyfta4unFHzxpoHZRrLL8rJ4z4oFmE0ytT0DSZUQAkGqIET2NCSqqDyxu5pOnx+n1cJ7Vi7gXUvnUZmVhm1M+21MUXnmQB1727pJlNSlI43jzquqqjH5QB/zDXC4p39Coxm9+0uJm7jEEkT2nNJ8Pnn28kmnPawvzuW6ZfOQZYn9HT38YV+tyMMKUhIhsqcpvf4gv9l+kK2N7aiqyvL8LG5etZAPrVuC15Y8CddrszIvK41gJEqsX1s483TWjDtnfyBkGIDr3gVRRUmakpCINR7J6uKq53QltEaGbJeDD61fOi6vu744jysWak0Vbzd18JeD9UJgBSmLENnTmJiqsqmuhUd3VRs2hdkuBx87axlnl+ZTlOamNN3DRzcsxW2zYreYMYW0QYhR63jPWs17Vot3jSh1CvGzmpP30W0JC7wu43iAW1YvJC/eyXVhRSFXLNSMv3e2dvFSrZhAK0htRMfXGUDzgI9fb91Hmt3KzasWku1yGDO5xuJRgviAiCNt3HtumyWp3AvAaprc/cs6Roj1/63I1M5d1zuA1WSiJN3D+9cs4kjvIMvytTlirx1pZUt8GoRAkMqISPYMYjAY5sG3D/BybTPtQyP0+YP4wxF8oTC/23mIpgEfzoEWAHxZFeOO7x4OkOm0J7lxwWhaYCz69kSRdVstrCrUSsuqu/t5ak8NrYPDOCxmluVnoaoq/6huEAIrOG0QkexpzOLcDFQVmgZ8Rvuroqq81dSR5Oil89qRVq7qOkzn0ncwmDN/3Pt6O21t74BhnA1axBqeYByNHsmapVGxfc/KBaTZbQSjUWp7BgnHFJ7cU8MtqxaS63bwXFW9MOMWnFakTCR755138M8X/k5DfR1VBw/w2988wvzKyqR9bDYb9933fWqqq2hoOMLDDz9ITk5O0j5FRUU8/tjvaGqsp+rgAb75ja9jmuKRN1WRJLhsfinvXjF/Wp9ZnaYBHwM1uwCIZJUSMifbJuqP+YmdW6FobMLKAtDabwHSHNpCW7bTQYHXhT8c4TfbtaYHW7zO9rc7qvjpa7uFwApOO1JGZM8771wefOhh3vHOq3nPe9+LxWLm979/EqdzdIHmu9/5Nu+48ko+/vFPcv11N5Cfl88jjzxkvC/LMo8/9igWi5Wrr7mWL9x+O+973y189at3n4qPdEJZXZCD124lEInSPjQy4+O27D+Izaf5GgyWrU96T/eTvTDBgObJ3dWEJhklo09rsJhMjIQjxkjxve09mGWJOy5Yzb9ctNZoephMrAWCVCZl0gW33PL+pNdfuP1Oqg8dZNWqlbz55lY8Hg+33XYrn/7MZ3ltyxYAbr/jTra++Trr1q1jx44dbNx4CYsWLeSm97yX7u5u9u8/wL333sfXv/41/vM/f0AkEhl/4RRlfrwBYU9b94SP8pPROjTMYmd8UOH5HyO3bsuk+w4EQrROIeCJBuK1PQOkOzQPgw6fn6sWlRvvfWjdEgri9bLff3nbjO9VIEgFUiaSHYvXq5lL9/cPALB61SqsViuvvrrZ2Ke2tpbm5mY2rNcisg3r13Owqoru7tFJqS9vegWv18vixYsmvI7VasXtdif9pALGfK2jONY0MD5fO5FvgW+K8S+SlNxWu7WpA3vcOtFpNSfNCytIaEgonKQ5QSBIVVJSZCVJ4nvf/S5b33qLQ4cOAZCbm0soFGJoKNl6r7u7h9zcHGOfRIHV3u823puIL955Bw31dcbP/n17jvfHOe6k2a3GsMW2wdlbCzbueV37RVWJWjXR6/OHxu0nSRL5Huc4j4N8j5OvXLwOZ9yh65W6Zvr8QcNHIT3uyjWWhv6hWaU2BIJUICVF9j/vu5fFixfxyU9++oRf6yc//RnlFZXGz/IVq074NY+V8kwvJlmm0+enZpIJCVNR89h9xAI+kCQC6dqIGYdl/OJgcZqbj25YxrvigxghvuC2oBSTLBveB/pML6fFYhw3lu+/vI3Hd1UfVeQtEMxlUiYnq3Pvvf/BlVdewbuuu4H29nZje1dXFzabDa/XmxTN5uRk09XVbeyzZu2apPPp1QddXV0TXi8cDhMOp9ZU1FxXfGT2UY7eVqMR5NZDMH8DgfQiPF2Hp3TUWpqXybMH6rCZTdy8auE4EZ2X6WVZXpYxdLEwzU1MUXhsVzWqqjIYTK3/vgLBbEipSPbee/+Da66+mhvffRNNTcmWd7v37CEcDnPRRRca2+ZXVlJSUsK27dsB2LZ9O0uXLCE7e9Rn9ZKLL2ZoaIjq6vG9+qlKTrxkq3vk6E2yPYNaM4A/ffywRFVV2dU6/kvprJI8itPcBKNR/lnTSCQWQ1FU8twuVhQke9tubeqgZXCY1qGRJLMZgeB0I2Ui2f+8715uuundfPBDH2Z4eNjIsw4N+QgGg/h8Ph599DG+8+1vMdA/gM/n4/vf/w/efnsbO3bsAGDTpleorq7h/vt/wbe+9W1yc3O5556v8uBDD6dctDoV+mP6RItVM8Eiy6RHhxkGwq6sCc/f7hthzZjt2S5N3F+vb2d7Sxc7Wrso9Lj44Lol485R3zvEsrxMGvt95LqdWqmZT+RjBacfKSOyH/vYRwH487PPJG3/wu138MQTTwLw71/7Ooqq8PDDD2K12ti0aRN33T1aA6soCrfe9gF+8IP7+Ntfn8fv9/Pkk09x7733nbTPcTIYij9+Zznt0+w5MQVeF5JZSw9IsSiqqo7zls1xjjY4hKIxzLLEvHizgqJqlQ15bicfWLsESZJQVZXnqxpYlp9J04CPW1YvQJYkXqhp5KrFFRzpHeTJPafP04RAoJMyIpudkzftPqFQiLvvvoe7775n0n1aWlp4//tvO563NudoHRxmeX4WS/OyeLOxfVZ1sgCl85fSuuJdAIaXwVg2JEygre8b5OzSAsN164qFZdT1DvKelQuMPOze9h72dfRwoLOXz5y7AovJRPdwAIusZaymmkcmSxIVmV6aB3yz/iwCwakmpXKygplR091PMBol3WHjw+uXkuGYuGRqMjKv+QyK1QHNBynY/7cJJyQkUuh1jRtDfvOqhXjivrXBSJSX45aFWU47afESrkd3VjEyZqT4WOZnpfHpc1Zw86qFU446FwjmKkJkT0OGwxEe31XNcChCtsvB9csqpz8ojsWdhr9UK1ML7Pgb4Xj3l85fJxgB452g7jXTaTfct95saicYjVGc5jbKvXSzmJXxBTGH2Wx4HehsKMnjvasWGp1iS/PG54cFgrmOlJWdK0oTZ4Hb7aahvo7yikqGh2df6H8ySbfb+MTZywyD7Pq+QZ7ZX0dwEq8BAEmWuOqbj2KxWvE5MpDScklr3cfCl39CJBI1UgIT0TXsJ9edbPY9HIrw54N1nFtWYBjMTIaiqjT2D7GnrQeHxcw7FmnTEaq7+lmUm4GiqPzX5p3C40BwypmNDohI9jRmIBjilbqW+EQDzUVrZUHOlMeoispbv78fX+4CpDStC06RTQRCEbqG/eP3T6hgeGJ3NQ19o7W5vlCYgWCQW9cspiIzzYhsw7EYf9h7mGf21xkTbiMxJZ57TeOG5ZWGwL7Z2M4f99fiC4WRZYk8z/iJDQLBXEaI7GnO9pYufvTqTiMnekFFIfOzpo4oe/dtYf+v7kJVYqCqOHsbGQ6HsVvGr5Pq+dqqzl5GwlH+cvCIIeoem5XiNA8xRWFXaxcDAa01d2tjBzU9A1R19dE04APgUFcf97+xhy31rUZ1xPbmTl6p0xbe2uLttsLbQJBqCJE9A1BUlZ0tXbQM+LCZTbxn5QJK0z1THtO17R907XgZJAlTLEwgEjWsC8dS2zPAMweOAFo+uDkunN3Dfna1dvHrrfs41NVPptNOKBpjW/OoAY0tnsoIRWMMBsO8Vt/G/W/s4f439vDPw6MNJ21D2iNZgTc1DHoEAh0hsmcIEUXhsd3VVHf1I0kS1y+bZxi4TMZIs1a3GnZmEo4p48aJ62xv6Uw+Lt7Bta+jl79XNzIYDFOR6QW0yofEMiw9xxuKjeaJVRjXats+QSRbkenluqXzWJybvDgnEMwlUqZOVjB7sl12bl2zmOFQhIe2HSCmqPz54BE+4lxCjtvJhRVF/KOmcdLjA93ao3rIk02+y4HFZCKmKJjk0e9mVVVp7PclHTcc0kTWHfc7kCWJefEURWdCXleWJDKdWuVAeIrFOICOIT+qqpLusPGupfPI9ziNDjOTLImJCoI5i4hkT2NUFVxWC2l2q7EtqihGnlM39p6MQLeWxw25c0h32IkpipEK0BkJR5LGgq8uzCHfo0WbrrjIXlBRSK7bSTSmcKirD9AE9tY1i6jM0u4hMZKdiFAsZgj08vwssl0OVFVle3PnhPPKBIK5wowj2fy8PDo6O6ffUTBn0E217RYzVpNsPKY39A8RicXw2q3kuByTGskEujQxDrsy6Vh0GdV/+y2qEqM8oRQrUWAvX1DChpLRTjBJkpCAVfGKhlePtOKLR7nnlRVQkpAXniySdVstXDiviHA0RmO/D4/NistqQVVVaroHePVIi+gCE8xpZhzJbtmymZve/e4TeS+C40w4puCP50cTS7eiikpD/BF/Uc7k+czwUC9SNAySzHBuJbt8Cnlj6mB1j1ggSWAB9rV3U5LuwW2zEIhEjdxtntvJeeUFAPT7gwCTzgm7btk8VhfmcFZpPmeX5uOyaud6ak8Nf9xfKwRWMOeZsch+7z++z49+9AMefPB/SE9PP4G3JDievN2sCdsllUVJM7fq4vWpZ5flG4/1E2EOanWvMauTc886j6X5yV1XesetPmQRtKaH3+2som1ohNvWLgbgcE+/EfVunF+MSZap7u43FtMCkWSRzfc4ed/qhZRlaAtme9t7aB7w0dg/xMPbDnCk7+i8cgWCk82MRfbhhx/hoos3kpmRyeuvv8Y7rrzyRN6X4DjxZmM79X2DWEwmLptfYmzf19FDp8+P1WTi/HhUORaTzUHMpuVXozY36WddQ8SWXKeqL4LpJWG+UJgndtfQPDDMDctH23nfbBzNmxbGy7CynHbDDLw/EDTev3xBKR/dsIyKzDRUVeW5qnqer6rndzsP8diuamHyLUgpZlVd0NTUxI3vvomPf/xjPPLIQ9TUHCYWSzb4uPSyK47rDQqOnX9UN/Lpc1YwPzvdyMFGFZUXDzdx29rFrC7M4fWGdqP0SicWCtD1f98i86x3Eqpcgz+7gr1Fy1j99JcxRUdFUQLOjrtyHekdBLRSK72N9pn9dfTF0wIZDhs2s4lITDGqAwCsJhP+SJTSdA8bSjTHtf0dPbze0G4cKxCkIrMu4SouLubaa65hYGCQv/3978SiU7soCU49/YEQNT0DLMrJ4KJ5RfxhXy0ATQM+On1+8jxOiryuCeeB7dn8PNLr/+DSB3cBWtpgOKeStPYDgNYi+77ViyiP18HqHVwXVxYDcKCjl6p4RQFg5HS7R/xGRAuwODeDdt8Il80vBWBnS9eU5WUCQaowK5H94Ac+wLe//U1efXUzF1x4Eb29vSfmrgTHnc1HWlmUk8GC7HQyHDb64y2u/ogWvU7UMqujxqL07ttC1ooLAIg4tAg1ElNo6BtiYXzxbPORVg509LIoJ4PyDC+RWIx97T2sLcolFI0SjiksyEkHxlcTbExIZQQiUTbXtx6fDy4QnGJmLLJPPvk4a9es4e6v3sNTT/3+RN6T4ATQMxJgMBgizW5jTVGu4WWgL0ZNZ8XWueVZQ2QzG94CwCxLhj3hjpZOXm9ooyTdw7tXzAegsX+Im1bON1zAEimfwpHr9YY2AtP4zAoEqcKMRdYkm7jo4o1JE2IFqcVQMEya3UZMGZVUXcyW52Wxr71n0mMzVS0vah/sQFa0KFSKu2bpmGWJdywsNV7Pzx4tD1MU1ZiSMJZ+fxC3zcobDW34I1H2tHUfxacTCOYmMxbZ97z35hN5H4IpsJlNrC7MoWckQF18YelocMRTAq2Do11bWxs7WJqXRXmml8qsNOr7hpIaDHTcIe2YsDMdFW2xq7q7nwXZ6ciSxNqiXHJdTnLG1NHubutmQXY6LquF1sFhWgZ9nF06Ws3QPRzgf9/ef9SfSSCY64i22hTgwooiLp1fwntWLiAnYUV+thgmK2mjC07dIwGjM+zmVQu5enH5hMdmxDQXLMViJ2Zx8MTuav64r5ad8QYDSZIoyUh29vKFwpSku3FZLXT4Rnhyd824mtx/1DQc9ecRCFIBIbInAUliyoL/qZAliWV5mcbvupn10RCJd0fljhHqSELX1Ir4OJike7A6sFz5CUxhzTsg7MxAliRtIS2+6FXT3U/rYLJDvMdmJSs+1XZLfRuhWIzFuZnG+1FFoXlgbk+XEAiOFeHCdYIpTffwrqXz8NqtvN7QxmAwRHVX/5QjYBKZn5VmFOxHYgol6R5W5Gexr2N2lR0Oi5klcbHuGk72KghPYs7itJjxR6Jkzl+Jf+U7sQ73ErM6CXrzWFOYYwisLxRma2M7rUMjfPysZcYImsQ8rKKqLM/Pwpzg4JWYGxYITleEyJ5g+gNB7BZtdf388kIAluRm8sTumhkdvzweWW5tbMcfiXLp/BKuXTqP5QXZ5LmdWEwybzV2JJU8WWSZsgwP9f1DhpDNz07HYTHTOxLgzcbkxcvIBP3/WU47nzhrOYd7B3AVZ9IGmEM+wu4sBgpXkFX9pvb5/EEefPuAMXfLlDDZ9lB3L0vztPvfWFmCZczCl6ggEJwJCJE9wfhCEX6345BWn+q0sTw/m4rMNLKcdnqn6WRyWMzGqJh9HT30+UMszs2g0OumPN7TD7C8IMsQ2aV5mVxSWUya3UZ93yBP7TmMoqrG/oe6+8cNIpzIZGVhTgayrKUEIgRoA0yRIO7OGpz9zXjj9onPH6pPOl/ioMXyDO3eVVUlxz0+l2yapNpAIDidECJ7Eugc9hteqFaTiYU5GawuzOGleK1qcZqbqKLQ5w8mCd7SvExMskz70Ag9I5og/27HIYrT3TgtFi5fUILbZiXNbmNhTgYOi4mrF1cYx1dkpnH5ghJeqGmiLL4o1TCBscrYiQcmWWJrYzuXxLu2zKERpFgEX/5ihn54G0tzbSDL+MMRWhLysBkOGx6blbE8f6iBdy4qS0oVANjNx/7nl+9xIkuSMQNMIJhrCJE9yexu62ZhTgYrCrJ55UgLqwpykhazfKEwvf4gQ8GQYU+4v2O0fjWWMIlgfUke7rioXTa/xOjxr+0ZYH9HLzcsr2RtUS77O3oN8euZwDu2ecBnGLwoqsod56+mc9jPwc5eluZlIQHWkT5C3jzUijXEwkcwRYI4LGauXTKPvxzU5nutLdKm2/aOBMhKWFxLt1vHCSyAxSQjS9KEJWNTYZFlzisvZEVBFh6blfq+wRmnXwSCk42oLjjJHOkdZDAYwmExc0F5UZIzFmgr8uUZXkNgY4rCgc6+iU5l5D9HwhHSHTZjxMv2lk6quvo40NGLJEm8a+k8Q8hkafwj+psN7Ybv7GAwhN1ipizDa0yNBbD6tfEuaTd9mR3v+wXty96JJEksz8/CZjKxOCeDs+ImMfooGP1aei56OBThcM8Anb7RETSTDWecCIfFzGXzS/jceSs5r7wAj81KOBYTuV3BnEZEsicZFdjT1s1F84oN4+rangF+v/cwNrOJTIedHLfDKPnq9I1MKiK6iO1q7eKCiiJjux7Rvni4iXlZaUk+sh6bleExblsRRaGqq491xXk4Eh7hEx/9A9v/RvDcdKxpWchmC81rbiLv4D+R1RgZThs3xltpdc/X8ysKjTSEJEk09A/xlwNHGA5HkIC7N65HkiRy3I5xM8ImwiRJvHflAoriNb7DoQivN7Sxr71nXI5ZIJhLCJE9Bexu6+GieVq+0x+O8HxVPaBNB2j3jdDum1l+UV84auz3UZ7hozjdQ1RRjAjUH58gsKEkn6Xx8q33rJzPz1/fM+5ceqSbaBSzLMGgO7/+TX7z9EPYMvK44McvgmwiZnPS2dVupAkAnj1QZyyySfFUwB/2HqY2oVNNjV/PJEnkuKYXWatJ5rpllRSluQlEojxXVU9d7wCzzDIIBKcEIbKngJFwhH9UN7KuOJd/VDfiP8rHXT1dEFO1KbQXVhRR2zuQZPbSNjTCswfqyPc4yXTacdusFKe5yY2Xf21r7kRR1WlrVj3zVzE/ey2ZZ10NgLvrMOagjzcbOihN6PSqyExLKuN6s7EtSWB1YoqKSZ6+ScMsS3xonTZdN6Yo/PnAEY70HX1rsUBwshEie4rY2drFztauYzqHUeivqAwGwzwXj4gn4qFtB/iXi9YiSxIfXLfE2B6IRNnb3pNUejUWVZKoufROymyj7bgl259CAgaCIaoP9+OyWViSm0me20mWazQ9UdszsSDqOhybJhwtSfeQ43YSiSk8vqua1iHRISZILcTCVwojG5Hs1DlJl9VMmt1KdXxBSk0QtrPiUwiKEgy01THCF3LnELO5QYkhR4IoO/6Kp6cO0CJNq0k2UgR9gWBSLjcrIR880b1P57FYHM/BHurqEwIrSEmEyKYw+mP5dCVQt6xaxCfPXsH+jh5iioIkSbx0uAmAHLeTc8ry2d7SQTA+5UKKn7dzSKsC8Gdo+WNnXzPrH/8cyvM/N84tyzKrC3NwWMz4wxEOdPQmpR6ck6QD9H0cU5iFl2d4jQW9sb4IAkGqIER2jpBmtyZ1cc0EPV0wVT5VAvI8mpdAZVa6UXN7fnmhEbFeMq+Ya5bMG9cc8Mf9Wu1pIF0TWdtwN4/vquacMq1US1FVekYCVGalA9Dh83PzqoVkOmwADARC7J3EG1YX9AXZ6aTH99cxyRKXzi/h/WsWGdtahMgKUhSRk50DmGWZD6xdgtdu5em9hzk8waytiTBJ2nfkVJGs2zYaSRamucj3aNNmE6sIpAlqZ7XZX9qjuh7JWod7aOgfIhSN4bCY6RkOkG63Gt1kep2uzvaWTgIJRjgOs4lMpwMkiMa/GNIcNi5fUMrTew8D4LVZefeK+RR4k6fiTtREIRCkAkJk5wDzs9MML4D3rFzAr97YC5IWCU6FUV0wRSTrtY9GibrAJqKqKpIkEVMUY7w3aOJ80TztUd3Z10TU7kFSFRxmk1H/OhyO8MF1SwyRjsRixqiZYCTKgbhTmCxpFQJjhVNnQXY6oOVf371iPi6rBX84wq7Wbs4tK+BgV9+043EEgrmKENk5wFAwTEP/kJEu+Ox5KwFt1tXr9W2TrsAb6YIpItl0+3gvgUAkypb6Viqz0o3oc+wpXFaLkU4o2vccRfueY9utD3DpN4rpaj9A/qEXkyLXut4BStJHS7kGgiHDzjHf40wS2EAkmpSLVVWV969eSGmGF1mSUFWVPe3dbK5vZXdbtzHsUSBIRUROdg7QNjTC47uqx20/v7yQW1YvnLAVNrEWdap0QWIkq3P/G3vY3tLF9vhUAwCzafyfwtiyLnMkgMVsoWXNTcQsWtVAWzxXOhQMY41HsTFFJd/j4ssXr+WcknzKEnLN927axk9e28WBBD8GSZIoz0wzPqckSZxbVohJlhgKhY3UgkCQigiRnUPUdPcnvQ5Go5RleMf5GwBJQwmVKUQoLR7J7m3vYX9HD4/uPGQ4fTX0D01q2A3QNjhCy8BoN1bJ24/hy1uMYrHRW3EOTf1D9MVTGolNBVsaNNtFkyyzcUGJkXbY3dZtRMwFCSVjk/GuJfOm3UcgmOsIkZ1D6LO2AOp6BvjLQa25YH1JHssTWlwhOZKdLF3gMJtYE295bR0c5i8H62lKEM2YotIywfgXfZGpPNPLY7uq+eXre+j1B8hu3EbO1kcB6FpwMX/cX4fLqj32L8wZnUxb1dnHliOtRrpBj1BX5GdxfnkB88f4Keifdyy72o6tWUMgmAuInOwcwhcazT0OhsLU9gywpb6VCyqKeOeicvzhKC6rmQynHWvC4/1E6QKLSea9qxYC2qP82ChZ5/WGtqTcavvQCK/Vt3Lj8vlYTDJnl+bzRmM7LQPDZDkdFDZupefs9+HPKuOajVdSER1fojUcjvBaQxtD4XCSv61JlrmgvIjB4PgFvaf2HsZhMVPkdXGkbwhZkogK4xfBaYCIZOcQwwmRrG7ysqW+jbqeASwmmVtWL+TapfM4v7yQDSXxWtUJhMhrtxqOVYFIlCd2V4/zR6jI9PLJs5fzzkVlRsSpqCptQ8PcvGqhYUd4cWUxZlniYNxuUQ75UU1aasCx/IJx1w5FY8Y4mz1to3lXRVHpGvYjyxIZTjvRMdMYzi8vIBCJUts7iKKqQmAFpw0pJbLnnnsOj/7u/9i/bw893Z1cddVV4/b56t13cWD/XpqbGvjD079n3ryKpPfT09N54Ff3U3+klrraGn7ykx/jcjlP1keYksRIdiQUIcNh4+zSfBwWs5F3DUZHS6NA67h6/+pFeGxWitLcXLmwlE+fvYKyDC/hWIyn9tRMOOZGArJdDnLcTqMEaygYYl2x1mZbnD6aMz23rAA1XkTVteIaY7s+vRZGvyASvygSeau5g011LUbUPXah7aJ5xdxz6QacU3SACQSpSEqJrNPpZP+BA9x191cnfP/227/AJz/5Cb785bt4xzuvxu/389STT2Kzja6wP/DA/SxavIib3nMzt972Ac479xz+60c/OlkfYUoSc7KZLhufOXclG+eXUJjmNha67GZzkgUhaLnTL5y/ig+tW8K64jzMJpmG/iH+b0fVpGNZjvQNjRuoGIzGkor+9Qj33LIC8uNdY30VZwPgbtxJbvUmY189LzzWq/bRnYd4vb6NLfWtXDyvCFmSaB30MTRBygDg42ctm3CEjUCQqqRU2PDSSy/z0ksvT/r+Zz79Kf7rv37M3/7+dwA+9/kvUHVwP1dfdRV/euYZFixYwOWXXcbll1/J7j2ap+pX7/k3nnj8Mb7xjW/S0dk56blPBokCFYzEiCkKXcMB2odG6PUHsJpMzMtKS6pHBc2kO9NpJxiJ0jMSYGtTx4y6xhr6hji3rMB4neGwG40GwWgUu9lM93CAHLeDhVkZhFxZBDJLQFFYsPVhTLHxUetwKIIsSawvzmVhTgYj4QiDwTAfWreUPI8TfzjCH/bVked2cMvq0bbZ1+pbubCiCLfNyvysNHZN0o4rEKQaKSWyU1FWVkZeXh6vbt5sbPP5fOzcuZP1G9bzp2eeYcOG9QwMDBgCC/Dqq5tRFIW169by17/+bdx5rVYrVutoZOV2T196dLSEojEOdPRiM5vY2tTB1qaOcfu80diO3Wwi2+XgonlFHOkbZGtjBw6zKamFdSZku5JX+BMHKu5p6+Hs0nwjN+qwWhgoXgWAp/swllByhKzP8EpzWLl74/oJrxeOxfjLwXpGwhG6xwTYbzd1YDeb2FCSzxULSzncMzAuKhYIUpHTRmRzc7WZWN3dyRFQV3c3ebm58X1y6enpSXo/FovR3z9g7DOWL955B3fd9ZUTcMcT8+f4UMKpCEZjtAwO81hCA8NsBRZgIJgciQ4Fw3jtVqKKwoGOXs4uzTfMZZxWE82FywBIbxk/WWEkHMFltVCcpkXZqqpS1dVHz0gQp8VMOBZjZ2uXkXcOjblfSZLoj9fcmmSZj521jJ9t2T3rzyQQzDVOG5E9Ufzkpz/j/l89YLx2u93s3zdeZFKR2p4BXq5t5tJ4s8NzB48wLyuNgWCIzmE/wUjUMJKxm80E0rSBiK6eZHPwPx+oY1VhTtK2+17ZPuV4mPCY6gIZkgY3uqwWVhRks6+9B4EglUmpha+p6OrSIticnOR/7Lk5OXR2dcX36SI7OzvpfZPJREZGurHPWMLhMMPDw0k/pxN7EnKfvnCETXUt7GrtRpakpHrWsD2NkFv7b2sf6kCRR7+fWwaHcSd0fP2zpnHW87diqmoMgNS5dkkFNy6vNIy7BYJU5LQR2cbGRjo7O7nowguNbW63m7Vr17J923YAtm3bTnp6OqtWrjT2ufDCC5BlmZ07dp70e54LBKMx/naogdfqW5NE7rL5JeQluHb5ChaDLCNHAihIhJ3pxntZTgeeePuunmqYDb5QmHBModcf5Kk9NTy5u9pYuFucm8kH1y3hg2sX45jF+HCBYK6QUukCl8tJRcVo3WtZaSnLly+jv3+A1tZWHvj1f/Mv//Iljhypp7GpiXu+ejcdHZ389W/agtbhw4d58aWX+PGPf8S/fvkuLBYz9937ff70p2dOeWXBqWT3BCv5Y420XV21pDftIGp107Th/cx742HjvfJMj2EOU9czMOP8sF4V8dzB0fRDXXzo4pG+IbJdds4qyWdVYQ6ZTjsum+Wocs8CwakkpUR29arVPPvsn4zX3/3utwF4/IknuP32O/n5z3+By+nkR//1Q9K8Xt56621uueV9hEKjj72f+cznNGH949MoisJfnnuef/u3fzvpn2Wuo1cVdA/7yXDacfj7UJGQUBgsXEbQk4u7Xxthc3bpaBnYnlnkUPUUg22SCLVnJMhfDzXwVlMHJlmiZ2R8U4VAMNdJKZF9/Y03yM7Jm3Kfe+/7T+697z8nfX9gYIBPf+azx/vWTjv0zqxdbd2cVZJPusNGxJWJikTxrj/x+N//yqrCbM5KaO+NKmqSa9d0NPQP4bJaJuxIS2S69wWCuUxKiazg5KG7J+pGLUFXFv6sclAUfv9/9zMyEuClw81YTSZWF+aws7WbF2ubZrXg9cd9tWLigeC0R4isIAmX1UwoGkOJjxmXJYmoO4v+0nUAOPub8Y8MAfDli9dhiXsQ5Htds64oEAIrOBMQIitI4o4L1iS9tplMhIuWEs3QjLc9XTUsy82kxx80BBbg2f11J/U+BYJUQYiswMAkTzDmRpZw+/tozSoHwN1Zw4XzipOqDyIxRVgTCgSTcNrUyQqOnZii8uTuGuP1c1X1vNnYjjM4QCBdi2Rtvq4kgX32QB3/89a+cX61AoFAQ0SygiSO9A3y/Ze3Ga/zPU5M0RDetgMoFhuDBcsZLFlD4d4/I4Fh5i0QCCZGiKxgStLtNizhEaI2N/7sCmJmO4HMUhwDLbz1wh9P9e0JBHMeIbKCKUl3aqkBS0CrKDBFtJrV15p7OSg8XwWCaRE5WcGUpNs1kZV0g+54aZffmTHZIQKBIAERyQqmJMOhGXs7uuvBZMYUGmEYcOSVndobEwhSBBHJCqZErySw+brIqnsDWdGqCMYXewkEgokQkaxgUmRJwmu3EvDk0XDJZ3H11OPPLAWgbfOfpjlaIBCAiGQFU5BmtyJLEuaBNtJa9hBxpIEk4extZKBmx6m+PYEgJRAiK5iU3KIyuhZczIBqob9oJRFnOhb/AMPiAUggmDHiX4tgUoqu+CANZ9+AvPa9yCYzKtBSs5fWl5881bcmEKQMIpIVTEos5Mcy0odicxrbctddhqqI6QQCwUwRIiuYlLf+/BvCjvRx25d/9j/JWnXRyb8hgSAFESIrmJRgTxu9+7YYr/sObCXQ1YLVm8WKL/wXstV+Cu9OIEgNhMgKpqT+mV8Zvwf7O3n7W7cAYLLYcJcsOlW3JRCkDEJkBVMyVL+fN++5juYXfkftkz8iOjJE9+5XAPBWLDu1NycQpABCZAXT4m+vp+ax+4j4+gHwNRwEwFO6+FTelkCQEgiRFcyaWNAPgGSaeJS3QCAYRYisYNZIJq28Wo2JaQgCwXQIkRXMHkmzh1FnO55WIDgDESIrmDWSpHtwCZEVCKZDiKzgKIiLrNBYgWBahMgKZo8eyYp0gUAwLUJkBbPGnpUPQMQ/dIrvRCCY+wiRFcyajEXrAYSnrEAwA4TICmaF2eXFmV8OwODhPaf2ZgSCFECIrGBWeOJ+BYGuFqIiXSAQTIsQWcGscMdbaX1Nh07xnQgEqYEQWUEy04yhdZdqkexwU/VJuBmBIPUR42cEo5gkCr68FjWi0PPbKqI9wXG7eOIiKyJZgWBmiEhWYGDJcWDJd2Et8ZB2dfn4HSQZV2ElAMPNIpIVCGaCEFmBQaKwOpZmjXvf6s1ENltQlRjBvs7kN2UJ2zwv1lLPCb5LgSC1ECIrAECyyDhXZBuvZdt4G0Nbei4Aqr+XX/+4mHPWu4z38m5fRd7tq8n/0hocK8YLtEBwpiJysgIA1IgybptkN6EGRyfT2jJyAMiwDnD5BV5CC7N5T0SlPODjX9q9xn6Z71tIe+MOlKHwib9xgWCOIyJZgcHgqy1Jr7M/tCTpdeaycwFIM/USU+CH1W5+dsTDnyJa5Jpp0QTZ5LRQ9I2zsS1MP/E3LRDMcYTInolI4FieReYtC8m6dRGSXUsNhKr7k3ZzLMk0SrpsmXmUXHEbAFdXvpm0X14oAMA7C8JkWjWhlWSJnI8vw1LgQiA4kxHpgjOQtKvKSbui1Hgdqh9i+M12bBVp4/Y1ZdqJ9QbJXHqOsa3MWY+cUE/707uqOedcDw2OGL/4fD7/WpVJe8iEbDVR8MmlrOzvQZ2XwcimZl75czcAks2EbDcR80XI+sAi1FCM/j/VoYbHpy0EglRGiOwZhinTjndjcfK2DBsA9gXp4/Yv/LcNBPb30vnYCyz9xHcB8EVc7O4fbalVIwqvP98DwK49fh76pcJHqnIJKRJkONibUQKA94pFXFfg4K9/6CLvztWY3Naka7nPKSDmC9P94AHCjb7j9pkFglPJGZsu+NjHPsrOHdtoaW7kH3//G2vWrDnVt3RScK3JQTLLBGsH6P/LEQCspR7y/3UNtnLvuP0lWcK5Mpvcf13GUMN+AN7sK+G7B92j+0ijYW314RA33lZHjhQZd66hqMyexWUU/duGcQKrY/JYcZ+Tf0yfUSCYS5yRInvDDdfznW9/ix/88EdcetkVHDhwgN8/9QTZ2dnTH5xi2OanY6vwIjm0hxZrmVbHGtjXQ2xAW/13LMrAWqxtD9b0T3gea44T8rQptX3h9KT3TNmOpNdd3VEOvdCRtK3/L0co7h9ARUKNi/K7CoNckB1mvWWE5ru20Pu41uBgq0w+v0CQypyRIvvZz3yG//vd73j88SeoqanhX7/8FQKBALfe+v5TfWvHFdfZ+eR9fiV5d6ym+LvnYi3zYI6nBiLdAWIDoXHH+N5om3BAYiwQMabUus3JedP821eRf9c6vJeVGNv6/tpA1//sJ9SgpRUcSzJ549t7sQU1YXeZFG7LHOQ7K4b5wQUhKorMBKr6UGMKlhwHnjEpDYEgVTnjRNZisbBq1UpeffU1Y5uqqry6eTMb1q8ft7/VasXtdif9zCUkm4n0G+aR98XV5H52BZ6LCgEtBZBxY+XofrKEa20upjRNZGMDYSJd/qRztXztTbLevzjp8V/n+9Y3mGfV/ly8Zv+4960FLtKvrcC+JEPboEDwYJ8RnVpLtEi54ad7MbUOovytjvOuqOafmzQR/tH3irn1ag8jz9cDkH5thRF1CwSpzBm38JWVmYnZbKa7uztpe3dXNwvmLxi3/xfvvIO77vrKybq9mSNLuM7KI/3qckye0fymfWEGGTfON16HW4YZ2tRM9geXYF+cYewbGwyh+KMEDvbhWJpJpCeAZJYn7PQCCGLmcusj9KWtZb571Lfg69HX+OpbFTjP1yJPa6GbYNVoykEZ1nKzss0EMkQ6/NT/cNTs+3dP9XHFRi8rlzlZuczJVa1wT432pZC1MpN2sQAmSHHOuEh2tvzkpz+jvKLS+Fm+YtWpviUAMt87n6xbFmLyWFECUXxb2gg3jwqSGlMZ2dlF16/2EjjYh6qoWHKdACjhGIo/CkDvo4cYerWF3t9WITsn/879f7sqSc/p5qaiv1HmHM233v41lZ6n6xj8RyMArvW5mLPsOFZlk/Pp5UgJom3OtONcl4vsGr3OljeHuebmWn58fyeNTSG2+Jyj13yn+PMUpD5nXCTb29dHNBolJycnaXtObg5dXV3j9g+Hw4TDc6891FqkpS1GdnXR93gNakRBdlvI/9IalECU7v89kJRzDTf5jOqBxO2KP8rAM1qVgW1++qTXc6zPx4cPUHCZVeyySlCRuPu78/jml48Qqtce+y35Lgr+bQNSvJA286b5KOEYstVE4f87CwDfa630/7HOOPehmiCHaoL86sFuKr++AbxwfnaYq1a4eOgXZXz5ay309cfG3ZNAkAqccaFCJBJhz569XHTRhcY2SZK46MIL2bZ9+ym8s9khOy0A+Da3Gb4DynCEtu+8TccPdxpCKtlMpF9XgWQd/b860jE+p4oE6ddVTHlNNaYtiJkkWJqmRcLpSzP4xIeyCFb30/nzPUQ6RgyBBXAsy0INJQtkpHOC6wOxGIzEF9fOzdK+2C6+wMNtN2dOeV8CwVzmjBNZgF898AAf/MBt3HLLzSxYsIAf/uA/cTqdPP74E6f61maGBKa0eG51ggqBRHI/uwLvxhKshaMLdr6t7Un7pF1dTvH3zsNWMvlCU6hhCH/1gPG60KEJZ1dQ5rMfz6GwwELoyCDdDx0cd2ywfpBgrXasqqj4d/dMep3hN7R7++lBB/sHNcE9Z4Mb08SpYoFgznNGiuwzzzzLN775Lb569128suklli9fzs23vH/cYthcRXZZkMwyqqISm8LpypRmxVY22mCgKipKVCHSPDx6Lq+VtCtKkR1TZ46G32yH8GhEWjukqZ7brJKeZuaSCzSBjnYHGPhbA4HqfgbilQLOZdnY46mIaHcAZWR8o4LO0ItNhNuGiZhM3PmWi45hOGe9i5//ZwkW8zSzcQSCOcgZl5PVefDBh3jwwYdO9W3MHpNE1q3aCJjYUBiU8TWtOp5LRmtN2+7dTrQ7oH2tRrVjJItMzkeWTHJ0MiuWOHjHZZrZS6tf5tCwBRmVS3O1SPq5vw8Y+w690ASA7DSTfk0FkmlUHJXQ1LlVNawQ7QpgLXSjWEx8+Yc9/O6b2bzjsjRufvcIjz7VN6P7FQjmCmdkJJvK2CrTNHcsILB38sdu2WnGfW4BAF0P7CPa6dcEOS6w5iw79iWZE5rCjMVrVrjvw07keK71sSY7AOsyI+TYtfMN+cYbu+gVDIlYC12YsuxTXs+5WluUDDX7ePOZDvYe0HK4n/9EDlmZIm8gSC3O2Eg2VXGu0lp/A9X99P+pbtL9PBcWIdtMhFt8BHULw3gU7Fqbm7SvEo4hWeQJmxAALs0LU5wpoygqf39xkO1OLQWxzqqJ35/+MnErLkC4ddiohACQzDJZty6i6xd7YKIgPCHqtZV4sBS5eOFlHyuXOcnLtXDuBjfP/WNw0usJBHMNEcmmENZSD+5ztOh0eEvbpPtJVhn3hVrn19BLzaNvKOo4gQWQrSYkSUIJJkeeEipFjhilTu0RP6pKfOUHPXRFzKgxlf/3kQMsWLufL3+tddJ7CTUnNxOoiop9Xhru8wom3N+Sk+yDYPJYeeh3oxH7lz6fyyUXzq2uO4FgKoTIphDp15QjyRIj2zsJ7O+dcB/ZayX3MyswuSxEugP49ySkFFTo+c1BIp1+Yj5twSzmC6MENHGNtI0YuxY5Yjx01iC/O2eQG4u1vOtIBKyLtLbZcLMPNRRDmcb+NdyQYImoqEZ5V/q1Fcguy7j9x5p8u88tIBRSjfbb8lIbD/68fOqLCgRzCJEuSBEkq4xtnpY/1burJiLjXRVGnnXgL0fGPZL7d/cklVDJbgvF39HGypgytVyp06Tym7MGMcW/gmt9JvYOmvnNKyHSb9JajyeyRZyIYELZl94QEfNHMDktpL2zlP4/JKc8dG8FHefKbCwFTu64q5mqbcuM7ddc6eX5F4YQCOY6IpKdo5hzHZT++CKKv38eoBlqS2aZaF+QaE9w2uN9W9oI7Js42k3Ekqs9nkd6AgQOaiv3v1g7ZAgswCe3e/n5YRc9lmQBlCzT//nEBkJGjazehKAf5z6/ENv85IW3kbc7CNYN0v9MHf7d3cZ+4YjKho1Vxn5nrRdjbQSpgRDZOYi13EvhPRsAkO1mzNl2rPHIMXBo8kUmgGjf1M0JYzHnaF4B0e4AnnietMI9Wmb1m3o7SryjzJqbLGyOVTPz3w3WDAAgmSWUQBTZolUISJJE5nuTTXkUf5SuX+zB92qrUQOseyr09cf4xve1XPT73p3J+jVOBIK5jhDZOYZ9aSb5d65O2iY7LZgztEf5aE9g6hPEvWDNYxaQJkOPZCfKjwI80uA0RBG0vKqOMjwzT4dwi7b4ZS32EKxPrgyw5DrJ/sgSzHljBNMs4Ywv0vl3jjaJ/O7JPv7+4iBms8SnPnL6mawLTj+EyM4xEsuddMyZdlzrNMGJ9U+dKlDiXVnTdXAZ14t3hNlK4xMTDvXzu2cGAPhji23c/vrClX9/D8FDAzO6RjjeYWbOcRg54kRjcOeqHNKuLE06xrEsC5PbQrQ/SOBActrjj3/RrnvZxV5++N1iLr/Eww++U8R//UcxH/1A1ozuSSA4WYiFrzmGPrlg4O8N2Mq9OBZnkv1hrSsrNhwmWDd1jage8YYOD0x7LckqYysf9Svof6YO36utfAP41g87jQWxiQjVzXzRSRmOEB0IYU63Ee3VInE1GCPqCxv2i46lmUgOM2q80kH/klBGIuMW715/a5jnXxjkmivTuPHadG68Nt147/qr0/ndE31EopN3wgkEJxMRyc4xTOnxyQX9ISTz6P89alSh+8GDKL7J+/4BLPHH7kjHyJT7gdZZJcVXuPr/VIvv1dF6V2U4MuEYmtH7nHgQ4mToRjbKsCaiSjhG16/2Eu3TInPZbqboa2fhubQYySJrLcCAPMHAxWBQ5Y67mrn+/bVsem28qfc7L/fidIg/bcHcQPwlzjH0SDY6EMK/sxtVUQlU9dHx091JNacTIXssWEu0dMNkdoKJeC/XZnLFhsL4XhvT3DCm+UuNJRfE6umLGRMXbMWvfUmY02zYF2TQ9p23icTzzLLDTMa75lFwzwZj9IzJY8V7RemEp9xfFeQTtzfyrltq+dSdjcTiVow/ubeEX/144mMEgpONENk5RmIkO/xmOy3/9gbd/72fSMvwlMdJFpncT69AtpuJDobGecbKHgtp7ywj55PLMOc4kCwy5ixt0cv3Wtv4FleTlNRmGx1KrlqITRNRT4YaVY1SMWdcqPWca6h+CCUYxZxhI/2qcu1zmbQxO1NxsDrIS6/6uPUT9Tz71wEA1q1yMkmXsEBwUhEiO4eQHGZku5aL1B+vxxpeT0bmexdgLXIT84Xp+sUew8gbwFbhpfDfNpD2jjIcS7Nwn59P5vsWGotYIzs6x58wqiY5ZlkykqsVwk2zm72lBLRzZb1voTF+Rm+h1Uu8bBVeeh49BJCUKrFkO4yR5lOxfZefr3ythXBEweGQ+fF/FGO1CKUVnFqEyM4h9HxqbDiSJJLTYcqw4dqgRXs9v6lKalawL8og51PLDfEGcJ9dYHgYKMEosf5Jamun0Cdz5tROWmPpe/owIzu6UBXV8LjVJy0kLtI5liZXB+hCby2aWfNBLAZq/D/du65KZ+H88RUSAsHJRIjsHMKxWPMF0FfgZ3zcUs36MFQ/iBpVtCm276og9/Mryf2MlkII1g4QjqccZLvZKPUK1k5erZAYTSaiqir2BekzrsUFLf3R+7tDtN+33fBN0JsMdEtGIGnI4tDmVoKHtNSCtXjmpjCvbBmNsn3DM/+yEghOBEJk5xCu9Vp0Oby1Y5o9k9HLnUxZdvK/uIas9y/Ce2kJ9vnpqDGV4Tfb8e/uThIqXUB9r03uoBUdU5OrNyLouVrPBYWzuk+AaFeA0JgFvOjgaCTtWql5yfreaGPg2Trji8FaPPlonLH88n9Gmxe+9LlZLtAJBMcZIbInG1nCuT53XIeTKcOGOcuBGlXw7xg/NXcqJLvWkWXyaOVOwZp+fJtb6fv9Ydq+v42+3x/Gc3Fx8jGyhO/1NkLxfOhEjLydLPaSLCWVdbnPL8CcPbu0AWC4fslOM+ZcB4G9PaP1s6pK/zN19P++FhQSRHbmkeyBQ0Ge/KMWAfcPiim3glOLaEY4yTiWZJB922IA+v98BN+mFmzz08j55HIAwm0js8rHAka+VZIkbeHrV/uS3k97Z5mxyBQdDGFOs+Hb3Er/s5ObfksOM57zi8ZvT1iyl0wy7vMKGPhz/azu1xrvLpMkibQrSul9tJpId0CrdoipDL81Ku66yJpzHGTdtohof4ihTS1G08Jk2O1a/NDecXRVEALB8UKI7Ekmsbg+47p5yA4zngsKka1aNDqZT+xUJBpdR9qTmxAkq0zaO8oALQ3he7UF2WEmVD91za1rTQ4mb3IjQKQngCXbgaqqhthG2qevxx17P9b80UUs59pcBl9oQo5fSzLL5N2+iu7/3k9sMIwyHCHSHcCS48C1Xlvckx1m+v9QO+V1Bga0CHbFspnnjQWCE4FIF5xkzJnJq936pNhwi4+2e7cz9M+mWZ3PlG7DvjDDeIwPjxFZdzxvGh0I0ff0YSId/mkFFsCSP97hSrcsnGxMzYxIqMcNHOxFkiUybpqPrdCNGlWI+cJYC91kf2SpMYqm+7/30ff0YfzxmWb2henTXubJP2npgis3esnLFbGE4NQhRPYko5td9z19mMEXNUGNjUTofbRaG3Y4SzwXaY/06gTTDQBc8aGEQy82QWzm/fyOFeMdrhKj1oheATFLvU108Rp5W6vPtcfNyAMHeun8xR4UfwRbuZeMGyoBiPYEGX69neGt7YDm3KWnHCaj+nCIXXv9mM0SGy+c+aKZQHC8ESJ7klHCWr5VjakMPt9A6ze30n7v9nEdWjNBdlvwXKRFqrp0JaYL0q4ux1qiCYxugD0tEjjX5GBOH19fGu3yo0a1+9cbGWZNTDUWuRwrso0hjqClSqJdAXoerQa06gXnmpzR63cHjLbc3M+uMBb8JmPTZq2U6xMfyhZTbgWnDCGyJxmTW/NtVeNDC/W849HgXKMZvIRbhjE5tfPqYm1fnEFavOc/3DqMMjL1QpGO99ISsj+kuX4lVhKoqkqoachoDpDiOWTbvDQyb14woykJOn1/rDPuP7ERIhTvIgse7DOi/PRrypG9ViyFLtSIQtv3thHzhZHtZuzz06e8zvMvDBIIKFSU2Xj75SXU7V7OM49Wcv+PSvjKHXlkpAvhFZx4hMieLCRwLMs0SpFCTVN7EczkfPrkWt3JKtLlR40oWEs9Wk4zTvf/HpjxafXOMYBo72idrCRJeDeWEIm7Y5niJt/us/Nxn1uA9x0zN2TRo2tJlowuNwDP+aN1t0P/bCLmC2POclD8rXMo+Mo6ir55DpZitxGVZ922CM/F4ysgdBqawtz0oToOVo82d6xY5uAdl6XxmY/lsP2VJfzfr8spKZrYsFwgOB6IFYGTgOwyk/PJ5UY7abjZR6xv+jldU+E+pwBroYvYSMSYahDp8GPOcZDzyeXINhOBqj5NYJWZ5WIthS4seU7UqIJkllH8ydFv2uWlBCfxqfVcWMTgcw0zuo5jcbrxu979ZfJY8VxUxMj2TsLNw6hhhcG/NZJ584KkKbfmNBsDf23AvjgTS46DjBsqGdnRNenTQPXhEO++7Qi33ZxJTraZHbv93PmZXJYv1aoOzjvbzd+eXsD+qgAHDgU4eCjI/qoAdfUhojML/gWCKREie4KRLDK5X1iFNd+FGlUYerUF3yuTd1nNFMcKrcd/eGs7aZeVoioqA39r0MaBuy2EGofoeeTgjAU2/YZ5eOMNC6EmH/Z5aeMaAFRFRXZPHPXJVhOmDNvkPgj6fm4L1tLRSbcdP91NrDdI5q2LcG/Iw3t5KT0PH9Q+25vtjGzvRI0qmDxWYiMRY/Gu44c7KLnvAgCKvnk2SjDG4D8aGR5r2QhEoiqPPDZaGrfpNR/Ll9gpyLPwiQ9ns261iw1rtR+dUEihujbIgaogBw4FOHAoSHd3FIdDwumQcTplAkGVhqYQPp9o3RVMjhDZE0zWbYs0gY0otP9o51FVEEyELna6UUuoYZDCu9cDEOkO0P0/B1DDk//jN+c5MWfaCFb1I1lkQ2ABAvt7sM9LM6JHvS528IUm/Lu6KPjKOiSznFQvC2Cfn87ItgkcvRKwL85AkiWUcAzZasK+MJ2RNzvwvdyMe0MezpXZ5HxqOb2/O4TijxqNGfpQRR01rND5yz3kfX4VkknG5JLJfPd8QnWD4yosxqKqsO9gkH0Hg7ywycfCShtLFztYutjOsiUOli2y4/GYWLnMycpl0w9r7O2L0tgcZs9+P3/88wAHq4/tKUVweiFE9gRiKXbjXJWDGlPpfvDAcRNYTJLRgGCrTAdAkkfT6z2/OaiNbZmCgq+sQzJJdP5yj7EYB9Dxs93jKgd0IR15q4PYQIhIdwBrgUuLKs2j+87EMMZaoEWLkQ4/tlIP3kuKCVb1YS1xM/RaK94Li3AsycS5KofhN9unPFeodpDhtztwn5VvbEu/toLu/94/7X0kUlMXoqYuxDPP658XSoqsLFtiZ9liB8vi4uv1mPAHFPx+BX9AweOWyc2xkJVpJivTzNpVTj56WzZt7WE8bhOyCbZuG2HzG8NseXMYWQanQ6alLcL/+3I+tUdCPPpUH8MjIhI+nREiewKJtAzT+au9WPOdBKunHuU9G+wL0jUnLX8Ec7xTSq8bHXiunkjrNKNnZM0MGzQfWn3O1sj2TsL1Q8aobyUYpffRarI/tATJImPJdxIbCBkTbse6dM1EZPWFrsDebsyZNiy5TvL/dV2S0INWeTCdyAL0/f4wykgEc7YDx9JMHEsycSzPOqrOOR1VhaaWME0tYf72z2k645wyZSVWKitsXLHRy+UbPRQWjHbKXXaxl8su9iYdEwwqRtvvpz6SzetvjdDbG+UX/91Fb7/wWjjdECJ7ggnVDExpwnI0OOMNBqEmH47Fms2hJEtEugMMvdQ89cGyRPZHlhgvdYENNfuMY/VH9EhXgNhIBMkio4RiRqdYtDdoHKdGFbofPkjuJ5cntfdOhGQzGWNlAlX9qFGVjBsqxwksxL9InOZxi2/jiKqGd0L6uyrwXlpCzseX0fnLPYSmsHE8Xoz4FQ5WBzlYHeQvfx8kzWti2WI7nd1RbFaJC89zc9H5HtatcmKJG4jrAguQnmbmmiu1Zozzz3Hz9LP92iJcVZDBISG4pwNCZFMMySobIquj50YnW/lPxFrixjmmm2vs/DBTmhaJKYEo7rO1R3H/7m5jSkPgYJ8hsoFD/US7tDSItciNyWsdlz817jMUo+1723AszSLSNkKkY4S0a8qRLcn1qqEmH/5dXYap90wZ+GsD1lIP9vnpR9XccTwYHIrxxtujTxIHq4P8+uEe7HaJaFTluSfns6DSjqKo3PqJetK8Js7Z4OKjt2VTWWHj7i+Opj6ONIT40j3N7K8SOd5URohsiuFYloVsM6GqqhHF6rnR6QYtgiaEOkogSufPdicJUtrV5YZPbLjJZzzem3McWgutqoms9xJtocxa4ibaGyTaG8ScZcdzcREDf5nclUsNxvDvjFs5KtD/pzqybl6YtM/wlrZpF9AmJKbSdf9eLHnOo27wOFEEg9oXxns/coS3XlyMzSazoNLOY7/v48VXfDz+dD+XXexh+RIHy5fYKSu1Ma/cxrOPz2fbzhHMZgmLWcJkgmgUXto8xNPPDgiXsRRAiGyKoRt764tR4Y4RrPkugrUDjGyfXphscZ8AgODhgSSBtRS7jS6xSJef4dfbwCzjXJmNfV4alnwXkfYRQkcGUSKx0QhU1XLB2R9egn1RBkwhsmMZebMD2WYi4/rK0Y3HMpZL5ZRFsTNhwTwb5vhioS2hc7muPkRd/Wj5263vzeQ7/0/7skssLdNZsczBFz+bR2tbmEFfjD37AjzyWC+yBGWlVlxOE1u2DtPTK4p9TzVCZFMIySpjX5JpvI70BIz6274nasZPnJ0AW+WoyMYGk2taTR4tN6oEorTftwOTx4InPhpGjalGZxkxFcmk5RWHX9fqUsNtcd/X7NGId6bEBidOL5xuXHWFl1/8YLQz7p4vFXCgKsjbO8Z/KTzxhz5a27QqhUhUJRZTiUZVIlGV3GwLN12XzrlnuSkqtFIELF3k4P3vyUw6RyymsmO3H6tVIjPDzBtvDfN/T/YRCiksmGejsSVM9eGJ65qzs8zkZptpbA4z4ldw2CVKS6yMjCh09USxmCXWrnLy1vYRwpHZpXXONITIphCejcVJdamWbG2hyb+nJ6kFdjLMOQ7M6TYjh6u3yOroY2zCbSOgqOTduRpzhlaHG6jqM3Ky5jyHUealj8rR87CyzYQpzWZM250Jug/C6UpJkYU7P5vHjdemJ203mSQef3AeTz/bz799u5VYwjqXqsLwiILNKlFYaMXtlKmtD/HGqz7CEZU/PTdAQb6FogIL2Vlmbnl3Bhed52HIF6OhKYQsSSxf6uCsdaNRcGlxJu+7KVmI//7iIJGIisks8coWH8WFVi690GN0xIFWB5yRbkKewBSosSnEv/57C3v2B7jmyjTcbpk//HmAcFgT3qwME06nTDSmGajLMiycb8fvV2hpC6OcAdVrQmRTCNe60XlVw293IDvM+F5rIxT3eZ0Kx4osMm/Rcp+SJKEqKoE9PUn76ONrdKcrU5r2PNv/5yNJs8DsCzKM3xWftq9zlbYYF+0NEhuaucAChOqmv/9U5cZr07n3m0WYzRKKovLAwz389FedvONSLz/7Ty2qfc/1GZQUWfnsvzQxOBQjPc3ED75TxKUXecedr68/yuNP9/GzX3fR3hExcrJ/f3EIm00iFBqNKosLLVx/dTper4kRv8KShXY2XughGlVp64hQWWHjnZePPtlcfcXo74qiMjKi4PGYyMrUZGJgMIrDLmOzjVZHlJXaePq3lfT2RY39vvjZPPbs97NkoT2pnK29I4LdLpGRru0XCivsOxDgHy8NcagmiN0u47BLRCIqVTVBmltPj3yzENkUwr+7h7QrSrU5WH+onbKjS8ecq/X3O+JpBr3TKlQ3OL6LKl66ZS2ML44pKsgS/l3dEE14JExw5zJn27UR5PH23ZgvDLOMTqI9QYZebRntOjsWU/AZkpFuYkGlje27/CcsmpIk+OzHczCbJRqbw3zxnmb27teeHp5/YQjfcAPvvTGDC891c/Z6F68+v5Cevig52WbcLi26318V0B7ZRxQuPM9NQZ6Fz38yF39A4YGHkr8kEwUWoKUtwi//N9ni0m6XCIdVFAXWrtJSDG3tEVYud7BquZMtW4d55TUfr27x0dsfw+uRKSmy0tEVobdPC7W9Hpn0NDMOh8RHbs3m+mvSyMo0M+KPIUkS2VlmozY4FlMJhhSsFpmCfC0d5RuOYbVI2Gwy69e4WL9m4nHvXd0Rdu7xE42q5OdZaG6NcN9POujuSa08sxDZFMK/XxNZSZKwFLgIN/om3dda6sF7WQmO5VnaAMSYytDLzThXZSPnOhnZNX5YoxQfxy1ZZJC0PKxkxphQYJy7bDTCSruqnN7/O2RMTbCWeLT9Z1l+FdjfZ4js2LE3x5NzN7j4ty/ns3SR9ji8a6+fR5/qw27THsvDYYX/+U0PZSVWrrjES0mxlcUL7fT2RmlpC9M/EMPrNbFiqQO7TWLzG8PEFHA5ZKprg2x+Yxi/X+GsdU4+/4lcKitsDPliXPf+WobHjCff/MYwm98YZmGljf/9eRlFhVY8Hk1cG5pCfOErzVQltOiaTHD3F/P50PuyyMs9OucwvcoBYOeeADv3TO2jMeRTOHAoOG7bUNzY555vtfJfv+zkwnPdvLLFRzis8rEPZqOqKjt2+dm9L4A/oOByypx7louBwRi79mpfbCVFVi65wM0VG71kZ5sJBBQCQRWnQ2LxQju5OZakSHv9GrjgHBe/erCbUFhl205/0mLhWEwmrVlkKMFbwmyG996QwfZdfppbw5y9zkVFmY22jggNjVrn3/FGiGwKkWgFaC1yTyiy5mw7mTcvxL4g3djm39fD4AtNuNbnYsl1EhuJ4N/dM+5YfZEr3DasLVzpI8ATcnGus/JwJ9ghyjZNFIxUhElCMkmzrnENNw0Zbluus/NmPYZnJricMj//QYnxuAqwZqWTNSuT/Qm++Nm8sYdOypJFUzdghCMK37q3fZzAJlJTF+Kq99SyaIENSZIIR1QOVQeJRJP/G8Zi8ONfdvLz/+6aU6Y03T1R/viXAeP1zx4Y/wU+4ld48ZXkv9emljC/faKP3z7RN25/m01ixVIHq1do/337B2J87APZLF5o5+t3j/47qKoOEAiqlJVY6e6JEgor2KwyaV4TuTlmTCaJQEDhSGOI+oYQ77w8zajuCEe0CDuRJ/7Qx//7zniToWNBiGwqIIP38tKkHn1bZRrDb7SP2y/748u0ioOYwsiOLoZebiHa6ce5OseIFPser55w2qu+yOVYnInstaLG4lMQEiLZ9OvmAdosMWuBi+hACNltwbFIy9OGW4ZnlMYYixpWCNUNYl+QjiXLgbXMM2WkfjSM+BW+8OVmPvbBLL72vTYk4O4v5TN/ni2+KJM8qqa3L8rz/xjkzW0jpHlNFBVYyM0x09MbZcSvfcaVyxx0dUe56fp0XE4ToZCCzSbT1R3h2b8O8PSzA9QemT46GvEr7NwTmHa/QFCF4Om/mh8KqWzf5Wf7rtHKi+dfGOT2T+WydLEds0liw1pX0pecnhMei8Mhxz0okr8QrRaZ1rYw+6sCvOMyLWJevWJ6Q6DZIkQ2Bch870Lc58Q7rw714VyciX1+2rj93GcXYM13oQSjdPx4F9Eu7R9t+nUVeDeWADC0qYXAgfGRA4AaU4zSrKxbFyE74lMc4iNnZLfFMOuO9gWxFriItI4kLcj1PlZ91J/T92qLEYE7V2cfd5EF2Lp9hK3bRzuyvnRPS9L7SxbZyckys2Xr8Kxytd+6rx1J0tLVXo/MiF9JqhYQHDvBoMoPfjZaC56RbuKi89xEoirdPVEy0s1EIiqhsMLwiEJbe4QhX4zCfAuVFTbKS62YzRKDQzFqaoP4hhUOx9MDDnsLebkWfL7j/39ayojsl770Ra64/HKWL19GJBKhcv7CcfsUFRXxwx/cx/nnn8/IiJ8nn3yS73z3e8QS/trPP+88vvOdb7Fo0SJa29r4r//6MU888eTJ/CizQnaajQaEwX82EaobxLk4E9llTcp9SnYTaVeXA1p7qS6w9iUZhsD69/Yw8Jcjk19MUSFeTaVHpiO7urSFLbS2WDWmIpkkI+qNDoYwZ42WeY0dST4bAlWjJjpK8NQoVFV1kKqjPFZfDxyaQ4/ypzP9AzGe/ev0/hQNTWEamqauxda8gU9MvXbKjJ+xWiz8+c9/4ZFHfjPh+7Is8/hjj2KxWLn6mmv5wu2387733cJXv3q3sU9paSmPPfYoW7a8ziUbL+PXv/5vfvLj/2LjxktOymc4GtKuKUcyy4Rbhxl6udnIfQ6/1ZG0uGTJdxlGK0YaQZaMTqrYcFgz8Z7qSTNul6inCfz7e+l9dDQyVSMKSjzNoPsbxAZDho+BPv/rqFFUInE7SL0GWCBIdVJGZO/7zx/wwK9/zcGqieOMjRsvYdGihXz2c59n//4DvPTSy9x77318/GMfxWLRxOcjH/4QTU1NfP0b3+Tw4cM8+OBD/OUvz/GZz3z65H2QWZB+/Tw852lJft9rbeR8cjnmDBuR7gAmj4Xcz64wWlD1R/ZIl98QX8eyTK2PPxCl7Xvbpu/Cip9LMskMPF+viXKCkEsW2RByvXEhNhg2fpdMx1561ff7w9rnWZ9nCLlAkMqkjMhOx4b16zlYVUV392hd4MubXsHr9bJ48SJtnw3reXXz5qTjXt60iQ3r1096XqvVitvtTvo5GZgy7YYJy8DfG7CVe7DPS0MJROn5bRXOFdnYF2Zgm5eG59JiPBcUaiNonm8wzqF3XUk2E7J98syQyWsl48bKpCoCxR8dV4blXKsJuRKKxcvCFJS4FSJwXKwFQ3WDhFu0XKx9ceY0ewsEc5+UyclOR25ubpLAAsbr3NzcKffxer3Y7XaCwfGtqV+88w7uuusrJ+iuJyexVnRka4eRJhh8oYlIy+ik28xbFho+rgPPHiGwVyvNMqXbjIm1kiwh201M9jCfcWOlYZ+oRhQki4waTt5b9lrJvHkBAOEWH+FGnyau6mgEO5ux4FMRrBvEWuwxzMEFglTmlIrs177279x5x+1T7nPOuedTW1t7ku5oPD/56c+4/1cPGK/dbjf79+054df1XqKNuvbv7yU2GDa6s8Y+kusCO/hCE77No4XlWbcuwpxpJzYUou8PdVM6U0U6/ER7AwQPD+A+pwBVUfGPmSxgydH8CpRQTJsflpB/1acyhFuPccy5jh5BT9ArLxCkGqdUZO+//1c8/vgTU+7T2Ng4o3N1dXWxZu2apG05OTnGe/r/6tsS9xkaGpowigUIh8OEwyffJcocX/jR7Qv1R3/bgnQYM/2g94kaRt7qSNqmWxr2/7neiG4nY/CFRgb/0Yg52477nAKIqUkiCpoDGGi+Bnr7LWiDEU0eK2pUIXTk+EwiMMWHQ54p7lyC05tTKrK9vb309h79LKZEtm3fzpe+9EWys7Pp6dFE5ZKLL2ZoaIjq6hptn23bufzyy5OOu+Tii9m2fftxuYfjhkkyyqL04Ysj2zvxXlGKY1EG5lyHUUo18PeGcQJrX5yhdV1FFUIzmJagL4hF+0LaeS2yNuEgQeRCDT6UUAxzhh3PRUX4XtHqS60lWhQbHQgdVRPCRFgL48MW245TZCwQnEJSZuGrqKiI5cuXUVxUhMlkYvnyZSxfvgyXSysf2rTpFaqra7j//l+wbNlSNm68hHvu+SoPPvSwEYk+8pvfUlZWxje+/jXmz5/PRz/6Ea6//joeeODXp+6DTYD30hJku5noYMiwI4z2BI1I0X1OPpFOrR5Vn7uVSPq1FQD4NrdOOgpmQhTV2H+sf4AaiRnVB/ZF6cZ2/x4tx23OtGPOts/8WpMgWWQjig9PM9pbIEgFUkZkv/rVu3hl08t89at343a7eWXTy7yy6WVWr1oNgKIo3HrbB4jFYvztr8/zq/t/yVNPPcW9995nnKOpqYlbb72Niy+5mFdfeZnPffazfPFL/8KmTa+cmg81AaY0K97LteaBgT8fMfKTstNsRI1IErJTK6Uam6N1LMvEWuRGCUanH6o4AfqClzRm7pZ7Qz6y1YQSiiVVMES7AgQO9mqeAwltv0eLKcM2Wrkwx0bICARHQ8pUF9x++53cfvudU+7T0tLC+99/25T7vP7GG1x66eVT7nMqcSzN+v/t3XdYk1f7B/BvBgRiCKgk8DrrQNG6C++rWMSJra27VlvraH1tbSv6tnXiHq1a66j252qto1Wxtg6s0qUU62ZULKAigggONpIws35/JHkgJEAgG+/PdXld5nkO5ByJNycn59y3OhVhehFK4ip3QvB8PMDmcSB/Wo7SxDwIB7aCSq7UPXrKrswtIL38uO5Kr9UIh7Vhanpp12C1WK7qoFt6M1dndwOg3g3g2rW5Wfa1KiQyZocDv5cIJTdy6v4iQuyYw8xknxW89uo0gmW3C3SuszXVAxQF5UwdrpKEPJ1A6vFqeziJ+VBWKCCJqj2FnSEemmO5AKCqlgFKu26rUhk40aA92ssx/eWkKpVDekV9Ys2lK+2TJY6Pgqyd0e4KKKv2ST2Lq/5R8Z4TwqVTUygrFDrLAVxPdaVYAMg/kly/tVgD9HIQaGIry8C2Kt5z6l8MVRPFmEI7du32NEIcGQVZO8Lx4IHbzAUqhUqvvHf1elw5exN13rbze4rAYrNQeju/wW+xqz6Hslh3PZStSehddfuWVmly5azbHAcSKLiSxoSCrB1x8dXmZJXobYequkZa+Gs6ypMLde47/Uu97an8XsP3qspzas5nqtRkwmfx9IseFl+p3ELm5G16Pk7X7p4AQOuxpFGgIGsvWIBwkDpXQUm1wwMsZzY83/IFoE4AI7mQqfflKpl6VwBb0LCyJID+7LUqhVSTfctQaRhW5Qy3vh+2GaLd4aBSNv7k1KTxoyBrJ/g9RUxpGOkl3YoHrj08wXblQqVQ4vHGWKhK9LMQlGo+KNMWTGyI6jsKqtIGYG1aw6qcWwnAcmJDWaGAPL/u0uR10Z42M7T+S4ijoSBrJwT91HtMpZce6x1p1VYLKDqfqVs1tgptQOJ6ujZ4XZQtqHkLljbPK5uvv+tPWzpcllVSdzrFuvrQhAsXzS+K8vv6By0IcTQUZG2o6fiOEL3bDVxvPpNkpTRR/5gxT1MdtqagwxW7MhmyJFEPDX44ZYzCM2lQyZUoSy7Qu8e8dTcwu9TOcrnNXPQq29YXr507WGwWZNklFik/Q4i1OcxhhMbIpaM7nLyboPR2AdguXCgkFajI0A0sXC8+c0CgIl0/yLKc2RC98zzYLlyU3S1E4c+1lJepQ0VaER6uvGq4woGByrVa5feLIC8sB9eDB1ffpjXWEDOG9kCDKWVsCLEnNJO1IW0wE/xHXYK6NClf5+02y4UDr9k9AQAVT4qhLNb/UInX0YMJwrkHbwEm5mhRFstrXJKo7Fi1xypAnqupKda1uUnPzxGqlx5M3edLiL2gmawNaddenVuoqy1o0xpqcdx5TLmXvAOGy+6UpxWhJD4HpUn5Fj3rz3apsnWLzdKrmqBdl5Xn1V3WujYsnialoqn1wgixEzSTtSFWlZIweYfv6JVvqZr8paak26pSOXL330Lx9SyD981FW8cLANyD2+jd1+4qaDqyPZr0NSFRjGYWrT1GTIijoyBrCxwWOB48ZuO+vLBct6oAS73pXyVXv/e3h/2iVQ8huAe31fuAS3rpEfN34eDWDX4e+VN1cnKD+3EJcUC0XGBF/F4iuA1oAV47d53rXA8e/jX/Baa6gFOLJmDznVASq67oUP2tuS2UpxZBeu0JBP9Rz1L5vUUoiclm7mtzKwBA+b3CBj+Pdi2W7UZBljQOFGSthCtyRfMpvsyn8yqFCspSObPmqlKowOKy4dKpKfM1Tfy9NPfMU3HAJEoV8sOSIc8rg3twG3Cb6iborjoTLzh+r8FPow2yTmJX9fssOxg6IaagIGsl8pxSPI24D5YzB9KrT6B4Wg62KxdN/u2lrsHFYaPpyHaQZZeiNDEPXJErmk3w0SSwtv1MVkvy10N1rtpqR3C1ByDkT8sbvE8XACoeSKCQysBxc0azCZ1Q8k8uypIaviWMEFujIGtFRX/oVipQSmWQnK/MQ5DzTSLz9/J7T6GUytB8iq9d7RlVlSmgMlBcnO2qnpErS03MXaBQoSQuG24DWkLQ1xv83iJkLrpk2vckxIYoyNqx0oQ8PFxx1aSZobVoUyGaI0GMNDoLbgPUuXHNkTqREFuiIGvnVGWOsV9Um9PAHEG2ap5cShJDHB1NE4hZaPfRKkvMcyCi+sEMQhwVzWSJWXD4ZlqT1Sg4cQ+cZi4ou0UfehHHRkGWmAWzXGAgv0JDKEvkyN4eb5bvRYgt0XIBMQt2E/POZAlpLCjIEtOxKxOLKzTHYgkhahRkiWlYQLPXO4HtyoVCKkNZtQKPhDzrKMgSk/DauTP5DCQXHgIq+zmdRog9oCBLTKLNJCbLKQW/R3O0XNUXrt1NS9xNSGNCuwuISeR56jyyTiLXyms5piXuJqQxoZksMUnZnQLInlTmVpBcfFRjgnFCnkUUZInJJJceAwAUxTIUnr1v284QYmdouYCYTHrxEcpu5UMpU0JF+2QJ0UFBlpiFdm2WEKKLlgsIIcSCKMgSQogFUZAlhBALoiBLCCEWREGWEEIsiIIsIYRYEAVZQgixIAqyhBBiQRRkCSHEghwiyLZu3Rpbt25BbEw0Mh7cR/T1a1i4YD6cnJx02nXt2hWnT59CZkY64m/EIWT2h3rfa9Sokbhy+SIyM9JxIepPDB06xFrDIIQ8gxwiyPr4dASbzcIn8+bhxcAgLFu2HNOmTcPSJaFMG4FAgGPHjiIzIxNDhgZj5crVmD9/HqZOmcK08ff3w57du3Do0GEMGjwUZyMicPDAfvj6+tpiWISQZwCruafYIVPZz/7wA0yfPh1+/v8GALw9fRpCQxej6/PdIZPJAADLli3FiJdfQr+AFwEA33y9B3w+H29Ofov5Pr9EnEVCQgLmzV9g1PMKBALcT7uH59p1gFQqNfOoCCGOoD5xwCFmsoa4CYUoLCxgHvv5+eHKlatMgAWAyPOR8PHxgbu7u6bNC4i6cEHn+0RGRsLPz886nSaEPHMcMsi2a/ccZv53Bg4c+I65JhaLkZOTo9MuW/NYLBZXtsnWb6O9b4izszMEAoHOH0IIMZZNUx0uW7YUc+eE1Nqmb7/+SElJYR57e3vj6NEwhIefxnfff2/pLuJ/c+dgwYL5etcp2BLy7KrP/3+bBtkdO3biyJGwWtukp6czf/f28sKpk8cRfT0aH338iU677OxsiEQinWtizePs7OzKNmL9Ntr7hmz9cht27NzFPPby8sK1q5eR8E98rf0mhDR+AoGgzjVZmwbZvLw85OXlGdXW29sbp04eR3z8TYTMmQtVtdLTMTExCA1dDC6XC7lcnZ0/aGAQ7t69i6dPn2raxGJAYCB2797DfF1QUBBiYmJqfN6KigpUVFQwj6VSKbp172nUh14CgQAJ/8Qb3d4R0JgcA43JOv158uRJne0cojKCt7c3wk+dQEZGJpavWAlPz8qS09maNdYffzqOefPn4cutW7Bt+1fo0sUX786ciWXLljNtd+/Zg/BTJ/HB+7Pw2+9/YNzYMejVqyc+/mRevfpjzD9sVVKp1C5eFOZEY3IMNCbL9sMYDhFkBw4MQvv27dG+fXu9t+meIi8AgEQiwYQJE7Fhwzqc++M35Ofn44tNm3Dwu8oPx6KjY/DerPcRungRliwJRWpqGqZOm47bt29bdTyEkGeHQwTZsLCjCAs7Wme7pKQkjBw5utY24eGnER5+2lxdI4SQWjnkFi5HUVFRgc8/36izpuvoaEyOgcZkPxz2xBchhDgCmskSQogFUZAlhBALoiBLCCEWREGWEEIsiIKsGXz00f9w9szPeJCehnspyQbbtGzZEkcOf48H6Wm4lZSIlSuWg8Ph6LTpHxCA8+d+x8PMB7h+/SomTZpoje4b7Z133kZcbDQyM9Lx6y8R6N27t627VKN+/fri0PffIeGfeOTmZOHll1/Wa7No4QIkJtxExoP7+OnHY2jfvp3OfQ8PD+zauQNpqSm4l5KMrVu3oEkTvrWGoGPu3Dn4/bdfcD/tHm4lJeLggf3o2KGDThsej4cNG9Yh+c4t3L+fin379uodNTfmdWgtb0+fhqg/I5GWmoK01BREnD2DIUMGM/cdbTw1oSBrBs5OTggPP439+w8YvM9ms3Hk8CE4OTljxCuvYnZICCZNmohFixYybdq0aYPDhw/h4sVLGDhoCHbv3oOtWzZj0KCBVhlDXcaMGY01q1dh4xebMHjIMCQmJuLYD2Hw9PS0ddcM4vP5SEhMxIKFiwzeDwmZjZkz/4t58xZg+EsjUFJSgh+OHgWPx2Pa7Nq1A519O2P8a6/jzclvIaBfX2zetMlaQ9ARENAPe7/dh+EvjcBrEybAyYmLY8eOgs+vDPpr16zG8OBgzJgxE6NHjYG3lzf27/+WuW/M69CaHj16jDVr12LI0GEYOjQYf128iO8OHkDnzp0dcjw1oS1cZjRp0kR8unYNOnTspHN9yJDBOHzoe3Tr3pNJxzh92lQsX74MnX27QiaTYfmypRg2bBgCBwQxX/f1nt0QugsxceIbVh2HIb/+EoG/b/yNRYvU1ShYLBZuxv+Nr7/Zi23bttu4d7XLzcnClKnTERERwVxLTLiJHTt24v927AQAuLm54VZSAkJC5uLEyZPw8fHBlcsXMXRoMG7Eq08ZDh48CGFHDqNHj154kpVlk7FoNW/eHHduJ2HkqNG4cuUq3NzccOd2Et6b9T5On/4ZANCxY0dcvXIJw18agdjYWKNeh7Z2N/k2Vq5ajfDw041iPADNZK3C388PSbdu6eS7PR/5J4RCIXx91b+1/f399BKKn4+MhL8dJBR3cnJCz549EBX1F3NNpVIh6sIFu+hffbVt2xZeXl46/94SiQRxcXHw81ePx9/fD4WFhUyABYCoqAtQKpXo80Ifq/e5OqHQDQBQUFAIAOjVsyecnZ0RFVU5ppSUFGRkZDA/I2Neh7bCZrMxdswY8Pl8REfHOPx4qnKIY7WOzlBC8RxDCcUNtBEKhXBxcUFZWZl1OmtA82bNwOVy9fuXnQOfjj426lXDiTXpLg0lefeq8vPIzc3Vua9QKFBQUMi0sRUWi4VP167F1WvXmLwbYrEY5eXlKCoq0mmbk5PLjNeY16G1denSBRERZ+DC46G4uBjTpr+N5ORkdO/WzSHHYwgF2Ro0JKE4Idbw+Yb18PXtjFdeHWXrrpgsJSUFgwYNhtBNiJGjRuKr7dswavRYW3fLrCjI1qC+CcVrk52djd59dD+JFxlKKF7tk1ORSISioiKbzmIBIC8/H3K5XL9/4toTntsrbXpMkUiErKzK/otFIvyTkKhpk633oR6Hw0HTph7IsuGY16//DMHBwzBy1Bg8fvyYuZ6dnQ0ejwehUKgz+xOJPJnxGvM6tDaZTIa0tPsAgPibN9G7Vy+89+5MnDx5yiHHYwitydYgLy8PKSkptf4xdmE9OiYGXbt00flPOzAoCEVFRbhzR73lKzo6BgMCA3W+bmBQEKJrSShuLTKZDPHxNzFgQGX/WCwWBgQG2kX/6is9PR1ZWVk6/94CgQB9+vRBTLR6PNHRMfDw8EDPHj2YNoGBL4LNZiMuNs7qfQbUAfaVESMwdtx4PHjwQOfejfh4VFRU6PyMOnbogNatWzM/I2Neh7bGZrPhzHNuNOMBaCZrFi1btkTTph5o1bIlOBwOunV7HgCQlpaG4uISREb+iTt3krFjx1dYtWo1xGIxFi9ehL3f7mMyCu0/cBAzZszAiuXLcOjwEQQGvojRo0fhjTcn23JojJ27duGr7dtw48YNxMX9jVnvvQs+n1/nbN9WmjTho127yn2vbdu0Qbduz6OgoBAPHz7Ert178PHHHyE1NQ3pDx5g8aKFePIkC2c1OxDu3r2LP86dw5Ytm/DJvAVwcuJiw/p1OHHipE12Fny+YT3Gjx+HKVOnQSqVMuuSRUUSlJWVQSKR4NChw1izehUKCwohkUiwbt1nuH49GrGxsQBg1OvQmpYuXYJz584hM/MhBAIBxo8fh/79AzDh9YkOOZ6a0BYuM9i+/Uu8MWmS3vXRo8fi0uXLAIBWrVph48YN6B8QgJKSEhw9+gNWr1kLhULBtO8fEIA1a1ejc6dOePToMTZt3mxUHl1rmTHjHcz+8AOIxWIkJCRicegSxMXZZlZXl/4BATh16oTe9SNhYQgJmQtAfRhhytQpcBcKce3adSxYsBD3UlOZth4eHtiwfh2GDw+GUqnE6Z/PIDQ0FMXFJVYbh1ZujuHAPjtkDvMa4fF4WL16JcaNHQtnZx4iIyOxYOFC5u01YNzr0Fq2bt2CAYEvwsvLC0VFEiQlJWHb9u3MjgJHG09NKMgSQogF0ZosIYRYEAVZQgixIAqyhBBiQRRkCSHEgijIEkKIBVGQJYQQC6IgSwghFkRBlhBCLIiCLCFGYLPZOHvmZ+zf963OdTc3N8TfiENo6GIb9YzYOwqyhBhBqVQiJGQOBg8ehNfGj2eur1/3GQoKCrFx4xc27B2xZ5QghhAj3UtNxZq1n2Lduk/x18W/0Kd3H4wdOwbDgofbTakTYn8odwEh9XTyxHEoFAp06dIF3+zdi82bt9i6S8SOUZAlpJ60Bf0SE5MweMhQu8r4ROwPrckSUk+T33wDxcUlaNu2DVq0aGHr7hA7R0GWkHrw9/fDrFnvYfLktxAX9ze+3EpLBaR2FGQJMZKrqyu+2r4N+/YfwMVLlzD3fx+hT5/eeHv6NFt3jdgxCrKEGGnp0iVgsVhYs2YtACAjIwMrVqzEihXL0bp1axv3jtgr+uCLECMEBPTD8Z9+xOgxY3Ht2nWdez/8EAYuh4tx41+zUe+IPaMgSwghFkTLBYQQYkEUZAkhxIIoyBJCiAVRkCWEEAuiIEsIIRZEQZYQQiyIgiwhhFgQBVlCCLEgCrKEEGJBFGQJIcSCKMgSQogFUZAlhBAL+n9dYy/bli0sZwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 5))\n", "model.sec_tree.plot(\n", " ax = ax,\n", " show_points=False, \n", " show_lines=True, \n", " annotate=False\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": "dendrotweaks", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.11" } }, "nbformat": 4, "nbformat_minor": 2 }