{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data block foundations" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Installing packages:\n", "\t.package(path: \"/home/ubuntu/fastai_docs/dev_swift/FastaiNotebook_07_batchnorm\")\n", "\t\tFastaiNotebook_07_batchnorm\n", "With SwiftPM flags: []\n", "Working in: /tmp/tmp_xqc507i/swift-install\n", "Fetching https://github.com/mxcl/Path.swift\n", "Fetching https://github.com/JustHTTP/Just\n", "Completed resolution in 3.70s\n", "Cloning https://github.com/mxcl/Path.swift\n", "Resolving https://github.com/mxcl/Path.swift at 0.16.2\n", "Cloning https://github.com/JustHTTP/Just\n", "Resolving https://github.com/JustHTTP/Just at 0.7.1\n", "Compile Swift Module 'Just' (1 sources)\n", "Compile Swift Module 'Path' (9 sources)\n", "Compile Swift Module 'FastaiNotebook_07_batchnorm' (12 sources)\n", "Compile Swift Module 'jupyterInstalledPackages' (1 sources)\n", "Linking ./.build/x86_64-unknown-linux/debug/libjupyterInstalledPackages.so\n", "Initializing Swift...\n", "Installation complete!\n" ] } ], "source": [ "%install '.package(path: \"$cwd/FastaiNotebook_07_batchnorm\")' FastaiNotebook_07_batchnorm" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('inline', 'module://ipykernel.pylab.backend_inline')\n" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import FastaiNotebook_07_batchnorm\n", "%include \"EnableIPythonDisplay.swift\"\n", "IPythonDisplay.shell.enable_matplotlib(\"inline\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "// export\n", "import Path\n", "import TensorFlow\n", "import Python" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "let plt = Python.import(\"matplotlib.pyplot\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Image ItemList" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Download Imagenette" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "//export\n", "public let dataPath = Path.home/\".fastai\"/\"data\"" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "//export\n", "public func downloadImagette(path: Path = dataPath) -> Path {\n", " let url = \"https://s3.amazonaws.com/fast-ai-imageclas/imagenette-160.tgz\"\n", " let fname = \"imagenette-160\"\n", " let file = path/fname\n", " try! path.mkdir(.p)\n", " if !file.exists {\n", " downloadFile(url, dest:(path/\"\\(fname).tgz\").string)\n", " _ = shellCommand(\"/bin/tar\", [\"-xzf\", (path/\"\\(fname).tgz\").string, \"-C\", path.string])\n", " }\n", " return file\n", "}" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "let path = downloadImagette()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Path.Entry(kind: Path.Entry.Kind.directory, path: Path(/home/ubuntu/.fastai/data/imagenette-160/val)), Path.Entry(kind: Path.Entry.Kind.directory, path: Path(/home/ubuntu/.fastai/data/imagenette-160/train)), Path.Entry(kind: Path.Entry.Kind.directory, path: Path(/home/ubuntu/.fastai/data/imagenette-160/models))]\r\n" ] } ], "source": [ "print(path.ls())" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Path.Entry(kind: Path.Entry.Kind.directory, path: Path(/home/ubuntu/.fastai/data/imagenette-160/val/n03888257)), Path.Entry(kind: Path.Entry.Kind.directory, path: Path(/home/ubuntu/.fastai/data/imagenette-160/val/n03445777)), Path.Entry(kind: Path.Entry.Kind.directory, path: Path(/home/ubuntu/.fastai/data/imagenette-160/val/n03425413)), Path.Entry(kind: Path.Entry.Kind.directory, path: Path(/home/ubuntu/.fastai/data/imagenette-160/val/n01440764)), Path.Entry(kind: Path.Entry.Kind.directory, path: Path(/home/ubuntu/.fastai/data/imagenette-160/val/n03028079)), Path.Entry(kind: Path.Entry.Kind.directory, path: Path(/home/ubuntu/.fastai/data/imagenette-160/val/n02979186)), Path.Entry(kind: Path.Entry.Kind.directory, path: Path(/home/ubuntu/.fastai/data/imagenette-160/val/n03394916)), Path.Entry(kind: Path.Entry.Kind.directory, path: Path(/home/ubuntu/.fastai/data/imagenette-160/val/n02102040)), Path.Entry(kind: Path.Entry.Kind.directory, path: Path(/home/ubuntu/.fastai/data/imagenette-160/val/n03417042)), Path.Entry(kind: Path.Entry.Kind.directory, path: Path(/home/ubuntu/.fastai/data/imagenette-160/val/n03000684))]\r\n" ] } ], "source": [ "print((path/\"val\").ls())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a look inside a class folder (the first class is tench):" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "let pathTench = path/\"val\"/\"n01440764\"" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\"/home/ubuntu/.fastai/data/imagenette-160/val/n01440764/ILSVRC2012_val_00006697.JPEG\"\n" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "let imgFn = Path.home/\".fastai/data/imagenette-160/val/n01440764/ILSVRC2012_val_00006697.JPEG\"\n", "imgFn.string" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "let imgBytes = Raw.readFile(filename: StringTensor(imgFn.string))\n", "let decodedImg = Raw.decodeJpeg(contents: imgBytes, channels: 3, dctMethod: \"\") " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "▿ TensorShape\n", " ▿ dimensions : 3 elements\n", " - 0 : 160\n", " - 1 : 213\n", " - 2 : 3\n" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "decodedImg.shape" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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Sliqiz68R+XG7rqQevlgatzpXHe1eWJI1BGA5No7jmGOj0Qh2PtmSfCSU5GC9b2g9rVaDEp+0pvlkc8YThcH98Iffx3YtOh2FH9gIsjTF9xUWZFkWZV6Yv20s4xLYrkO73TaPeR5HCsPU3+31eozHQ0YThUnZNnQHfYS1UDA1TrS1uc3JyalRwI7jcP/+fb797W8D8Bd/8Zf4vm9esCzLDD7nBy7r62u4rjrZbJ7jeR6u5nbatkCtc+1uVBW1m+N5PmEYGkW2ublBnuecnakX/fBwn0ajoXBP/duyLCl0oKPVarGpsUDbdlRgQiv64fkpu8/sIHUgJ45T3vjlL8zC29pcN5+//Z++w3e/+x2uaPpMEiekRcpjGs88Pz9FSsGXvvIlAD713KcMV+2jdz/imWee4XH93Xv37pEWKXffVy709vXrNNu73L2tnoMsB/wXX/kdAJ54/BnOjsd0uyoQ0+tuc3R0wnyuNjbf93E8Dz9UrvqFSz7hsEujrZ7x+x/knJ8p9yoo4eKFy0Q6yJPEEyy7wnO04pNQaGwX1IZUu3W25ZInKVWl5s5xLc5Gp4ymaoytsEUYtEgLFbgaHY956sln1bzmM9zMM5zbjY0+WZITaxxdpCVrdBcKyLJALHBBFRRZKANriQJVFJVisOnNSdHNWPZ7+f8rcgkYNG62XDoqJR8PNn08WAP6PbIsYwTVEMHyuauqUu47fIJS/NVzVgZPUPcg9fqXHwsgCQsqPQdRlGBZDmGoNqv6nfokWbnbK1nJSlbyEHk0LMnBgNMzBa7PkzlRPOcJbWlIWVIUOgvi7Jx2O6TZVq5LmiQUUWksNguLtCiwtMmXJcVS5opQ2Qd6W1CuZ0rnVAUMnnvxOWwH7t5TrprtqCBOHdFN09jseLdv38Z1PXo9ZQ1sb2/z/e9/37iXQdBga2uL4yNlHbXbbZqaehKEHu12myhSFk0SZ7iuy/37iiJjWw5BEBgLN45jEzzyPI9ut2sCE1euXMHzPH6myfZ7e8d0OqmJ1LVaLRqeZ1zbZrPJmqbDTKczXNel1VJL4P79+7z33nvmeJ6nDAY9DnQ0OEkiEyW8+MQmSVYwHqv7mM1mbG1t0emoXXljY42yLLlxQ9Frbt26xYbOejk7O2Ntbc2M75133lHWr3aJ9w/GvPPBCc899xKgIueDrrIMP7hxl92NS+zvKTf23p1TxuOp8Sz6fYez8bFiPAC9focr1x7H968B8NKLL/PhTUUt+973/obT0xlRpKPZvoQiV9FVVFTUEo4JAqjgglo7jufSbHSZRIqBIYTHeDyh0+nptZIyn8UkiY6G5znnQ0Voz9J9Oq0+7Y4af7vfYDgdc3KoxuTYLptba2atOfYiiFeTpYVYWIrLJO+yrHTygXpOlRBQYtaPY//m+TbLZPZaft1neLgVufw5TVNs2zaQmeMsaDnLsrBWP05+/1Uy/MKS1NZjVf+7oh7V8yGEwNJzF8cxjUbDMDIeZkmKR6ER2M5zO7LmSY6mI3r9Dp6OMl+6dJH9Q/WiHh0dUWQ5X/3qVwH47re/SzJP2NlSmSDnJ+cMen2GOrvBkbZxRVzXxvM8slJHwvOMdrvJ+qZSClEaETYC0OlQUTQjLXLj9mZZxmym3Kf5DHq9BtOpwkoHgwHtsM1HH9wB4IWXnyeOYyIdhXcch05TKfYkjciy1KShRVHMxsY6hQkU2g8smmXMUUqJ4zhMJkrBbm1tMBgMSBIFTZyfn5PnuXnwrVaLZDYzv68qafhgrVYLIYTZRIqiYD6Pl164krIsF3CFbeM6GsZwLWzPJ9GZTY1Gg6997WtGwb7//g2KojDjOD4+MZBANE945plneEpnp0wmE3Z2dvizv/xrAG58dMQf/k//M4GrYI5Oq8veXQVVdNp9PvXEs+Zcl3YvMR6P6a/rlL8iYx7PeF8r53anSRg0cW11343ARwo13vHwkG9+488Yjfb1eKe4fmUyf8oypdEM2NxUyv39D26YTaLRbDNY6+H4tcuonk2N99rYhGHDYNKO45lMnyhKuHrlOltbCnOdz+eMx2Mu7qpMn3/wO/8YKw9Z622Zea/n1QHGs8g8E8uysLB/RXk9QMVZUiBCiCVM8v+bfJLSWwTK7V/5zrIs39/e3h6u65pN0vM8HMcx3zEQkf47CAJOT08NZSxNcsOLjaKIMAwNL7R2r5eze5ZdbiklmU6LrariAQUqpeTTj20/ummJasOrqRYC27UItOUlbEULAqW4NtYHhssGEsu1DAaHDQjLEJWTKCXQoHdRFExnE2y9g/X7XVzP5nyorKxuv08cz5noNLQ4nmN7trHKGs3A0ImkHCKEYHtbvUDj8YQizXACNcdHRwdYlkPg16Rex+RIR/MEy8YEGyaTmP39U1qa1mM5Do0gwNHWcej7C8wpU1zOTqv+7YQkigj0y9hptUjznBrJTuMY1/Uoy0VObb1gkiShqqpfyQNfVpqWZZnFvAxyJ0nG1Qu7RIlS9K7rE8UzDt9RCudnP32NwWDAk08+DcDu7o5JUSwLdY1f/vKXat67XVqtFo8//iQA29c+RxI5jCOF7w2dmM++/AoAn3/lczzx2IBU7U3cvXPMbD7HcdUzHs8mXF+7zLMvKAU8HA55/bU3SUv1Ity8sY8UakO5dm2Lz33ht/nud/4jAHleEfiSmpaaZRFxlHJ+rvDwMGwucugri/29Q0NxcgNX4eOJpl7lEVmWm02i2bSwbDXvfmBRyogTzbGMooiyLDmfqLXz7vuvsdN/km6rr+9Dpe2C2oyCIDBrMs9ybSXqm65UcraoU3CNwlik9P2mPEnbdh84royFX/0Min8oBQijnCuoBGWN6S5xJjvtNlJUWPr3ZZVDLo1xYqECKi0910me0QpDsizVt1kZbzD0XfqDLuPz8YMjqDcRaVEJpRYAKktwri12LInvBgQNtb5rsv8nyQqTXMlKVrKSh8gjYUmWlJS6SENZ5hRLbm5VFdiO3hlccH2HwyNlsVg2uK5jClqAspBcjeE0myFujU9mGZUssfQx13VxXdvscC+88AL7B/eodPocVGAvaDdZVmIJ9dt+v0tRVFy6fAGA6dtTkiRiTbt9s+mMXq9Hv6fcpPWNAYGrLMMPPniP09NTlkkOjYZvLDqrkOTCwbE1zipsbL0XZoUky3Na2p0ejyJmZcrGprKOG52QyoJMpy2WsqIS0uBstrBMpkOW5JqcrsbkuA5ZMiFPlSWZ5yVh6NPUmSC+7xu3Ps9zomhGoKsxpWnGL37xmnHrm62Qi5d2aTaVdfzGG28Z3PjSJZV5cnigMOhWq0Ucx1zYvQrArfuCd97cp99RsMCVyzt88XN/H4Be1+Nvv/U2772ncMXh2Qm+7+Jra2AeR6xvbrK9q1xZLEFZOHzw3i0Aup01M+dvvXGD9YHHxQsKryyrITdvvc3WprJ4a6zv/FzhjkHYXGQrCYv5NKJXW8dlSVWUZn6kLLEQJJq6ZonK4KS2bZMkM0bjSH+3otfrYdnqmZ2e7dMUA9IN5X6HQZOmrurT7XaxWJDF4/mcRqNhYDvLEpRIFl7vMnm8zqL5zcjkjslOWc6yWbY6F/dhCe16GxixQlYsoswlxqpshgFFlVPmNQWuQAqwtdXtOTa2a3FwoGIDt+/eodvu4Wg47uLuBZNaOh5OSKMI39Mus761BTVJZQLV61+KiquX1bwWslQpmjVOW/56HOKRUJK2Ixbgq6VcXcfTD2siDBXDD1ykLBnXudmdJsk8J9UAued55EVGppWmY9lUWvkq2oEg1r7a6N6YdjtkY0thHR/dusnR0ZE5t+vauK6/oNMUEqGVtes6QGUqDDVbIbFU2UGgFHKr1eL69euA4oHeu6dwtfPzEc1m20ACp6fHpGlKWyu+PM8pspwY/YIhSLWrkacZeVEujglwXSg1MB/PI0q54MJZCOIoXqJbOBQak8nzEqiMC2nb9gPueD1nddDA9/0FXxPJZDpGLuG1o9FI5QqjyqpdvHjRuNjb25uMxwrGODw8ZHd31yiU4+NjxTO8rlzXmx8ec+Xqy1y+pBRdNBvz5/9BucSUGWcne0hNqnMdONgbm5fCDXzms5yjQ50fagnOzmd0e9t6fQR4zoLLGCcJaaHOdXpyQr/fRw8BP3BxHJvRSM11VRWMRgpeaDQ6NFuhoXGlaUo8j8iKmoPq43qOgYnG49hAAo7j4HqLSlWua+O4mONQsrbW51yX1pvP77G9re7fcS08xyX01OazOeiRl+VCCXxCNR5LCkrjbgvzzIT+XLvI9ef6uIWFFGLp+PJnS38XPTeKfVwfR5YIuVCjQp8fwBYSaYGl3x3LtnGEja0Vne84CEdwdqoCXT/58Q9YH6zTGygD5PKFbfqa0uWKLkVVEuj5qJBaIWteZFlRygq9PymMtp5lWWALB0df1zJO+a/KI6Ek68UECqgtioxMp4CNRoV5yI5j43muwXpajS4n+SmxzsdutJpUoiLRvy2lNLuZKqkkzI4OD5ZzunnzJvP5HMvRiq/ZxfU80rReeIuoYVnl2I7g9FRZQ+12E1FJ8+L7vo/ruqYghBACt444VjCZzEypLMdxePLx68xnCoObTCZE0xlRpqwyG7FIWcTGd20KzW0MfB9HWAYLI5f4jdDkiSdJpq0Hjf8U0gRb4ihFIg3XM01zhFAbA4BtqxzYmkdpWQuSvu/74AnG87H5e317nThS5763v4fjB7z88ssA9NfXTLm2/f0Dnn7mGZraUry3v4eUkvWtZwD49Auv0GxdZqTnttPyOTvSaYVlwvpan6eeuKbnzmI2m6GHQFHC/cMT5mMdQHFDBp0LlCzI9+vrdeTfIo72uXJFFRq5des1NhshQV17s7RwXEG7o17ARrPJ0ZEKmGVZRBC4uHqtWMLFISDJ1Ty7tgCZG4I0VNjaCynzgjIvsOoyY1VFNIsR+iXtNnPefvttAkfn9kuLji6F5lgC1xKGcZFEsbYutdSR7uUgi7SwTa63beoeKLyuwtIKtv5cHxeVoBLSFMT4pM9VrRMriSVZlGTTFqddqxcLKn2XRVbgWAJb84KF7Sl80qrvt0IWUs0hcHR4n9PDA3o6ffipx67RHyjmQ+g7WK5n1Fup/6eouZVlRSErhDbASqmSDQAEEktIHJ2m7Nq/XhWuMMmVrGQlK3mIPBKW5Pn50FQT7/TaOK5lXFcpKxMlVskHUqf1gec6IASFdpnSLMMVC96V4wg8Xfwhz3PiODbpXluDLrZtm0yQwWBAu902lmQYhuRVbtyi5crLli0Iw5CZtv7W17bIk5yRjsg2Gk2SJDGR4uPjYyr1kSB0uXjxokkVPDk54/79Pda0a2pJheFUdWEN4SwqwrgBjmcTy0TPh6DISuOOO6GN77gG74mmEUEQmB2/qkpj3dSutGcsR40JeQs6RVVVZufN83wR6fZsqmpRTbuqKoqiwNal4TzP4fT02JSOK/LK8NDyPMdxbRoazyyKAs/z6PfV+KPUpdW0GZ6p6zo2tNvqni5fvMCN997gf/tf/7VZD48/9TQvvqii308/82kuXLpsqgDd/Oge7924TaItzVKWVLr6Ur9v0V/v88TTiqFw6+7rjMf3TFktJ4OiSOnoghf9Qc9UAVJlziSujli3mwF0AjPG2WxGFpc4QuO5jdC4wEVRUFULLFgVaKk0/AGishis9+g01X2NRiMODjUFqtXgyuVrtHSWSOh7VEVlikcs6D3W0t/lIkdFVFhLLrBFZY7Vn81xYSGENEV6hZCGKGq+q6/nWgJpCWOV1p8ftEo1ti8BG1y9VrDV8VxnL1VFSV7l+DodtttqkiYJXc3+iOZjRppT3Wq08Sx/kVAktOWsByVshR/X8yKxaIa6yHTBA1lC6t3+ZJvxkVCSXuAaV9Z1XfKiMPUl0yLF8/Vtioponpg6jgCdbosiVm/BbBpTCs+AwGVZUukSTJJSVxxR381zRZ+oa0TaM8XVst0FvqPc3LoE/XLl4grHXap9V+WkaYzt1G5uQhIXzDWPMgwbNPvqnouiIIoS4+bO5zGB5zIsFY6WJjFVXmJbOqAijLOEJQWyVP+mzlVSZoVZBKLSAZliaXGWWuuiybUangq9gLARGFJvTf+xtUYWlsKCayikokDWLolnmyDaGZ1yAAAgAElEQVSNOm/B+fmYtTX1Yu/uXmY8nnDrlgqYPP7Yk+b5ep7Ha6+9xsG+qglaK+u6DF0uI7713X/H1UuKJ3jp6nN88O7rAPzbf/tnTA7u0V7vmmvfvf86f/WX/wcAV596ic+88lX+4L/5QwA+9exV/IbP3X0FC7z59lvcvKmoR88/f4XHH1vj7ExRfK4/dpm7dyZI1HibLY/xeI5l6Vx4mbOhA3NlWeBYNr2+enFtXQ3fEnXaogSrMnSbMs8MwVlWFUVRmZqfju1hCR9ZqPmJ5hn34vt8+lmFQ37qySdNxfdBr49jC6RWKLPZjGa4KPFllOEC3tfPbumDqfAtddXvpcVT/5s51wLflnIZ+yz1dzHjl0JiLTSuxiTrMnPCfPY9R1OA9C3JEqQwyhmhXO06cHfxwg7D0zOe+ZSidW2tr9HR3QKaQUhelUjNm5QCzRvVtyEEEmHuq0JSaEJy/RtbY+6O8+ud6kdCST527brB8xzXYjhOjXWYJAssLM10FkNdGsoWbG1t4OpI8Oz9m2RVia9f/PVez0SRHcdh3V683NPZDN/3uVBHqKfKKqoLeFbVg7tlUZQkaZ2rC4VXYetHPRtFTMczmk31YIejCXkmCbSVJgtpzh/PIvqDNfoDtbhlOebk5Ix2uOjbY1kWnh4TlmWKGsR5rirNainLEiwLXyvwoqqYjKdGITWbTYqqfMCKWeZFFnlpiLl5npvfgQrk2LZtWAbLWRKu69LyOxR64XfabZpBE0cr2PHZKZPJzPD5brz/LmPNP+33Nri3d59Um3ePPfYYZ2dD9g8Uq+DHP/4uvd46n39FYZTf+I//np9/5z+p67Zc+hs+ZTEx9znodIgcNSdnBx/x5//+I86P1Lle/tyXuPLY8whHZez017/IN/6TCgj89V9/k71nL/PpTyt885XPfonXf/5D1jeV9dft95mnc/JSWY+jyZBBTymrVjOk2WwagvN4MmR2Pje8Ucdz8f2QUm9W08nM5AiDoMgr46E4TobneZT6uRzme8j0eHGtXkBnoHBT27E4OjmioTm2KuNrKeBQZwt9jNRdv/5SlgviN4Cwl6xM2/yb+rL6pQkCCX7ls8mYllKVThN1/Uit/LRUcrEGVa655keyYI/U77jr2liWa4j7VV6wt7fH008rzm0URaa3g0BQZrkJLtbcS7tW5nW5tfo+RF16DqpKPBCTAJTb8gmywiRXspKVrOQh8khYknt372tajbJSbNshmtc51w5JUls/FoP1DYP1tQYN0nROjoo6djdDTo5iqkrt0nNGDAZqtz88PGRjYxNLW6Ftv4Vt22zvKrfOHyqXrKVL4d+8eZMoSoy1kEyHC54cHsd3h4by0u02WOtscHKs0uXKVNJutI1LVZaLUlFho0kSJdybKh6YkBah3yTNlWVloToZ1sVAhVhE1UfjGesbXWMNeoGnqqroaOLGxhpFURicVQrIykUalxCChnZVhBBkRY7U7ofjOKR5jqW/+/F8WlsKhIYICgv8XpOGtiXiKMXKCyqp8dvZHMeySMd1ZNyloXHlNE8YT6Zsbiu+2jwp2d29yjtvqSrvk7Nz/sU/+2/5xn/4MwBe++kP6XWVGx9NT2k12sy1FdYMfKoows20lWKD57j85Dt/ob5/vsfaP2twHiu32G0M+Ef/4B8C8MPv23z43hv4dbOu7R063UvEhbJ4G8LHa/UJNDZWJLHh6jWDEM92ODhSzzvPc6TwsF1NL8oK0jzG19SUVmewhDGrbPCGpl7F8Zzx8ISBdqnzYkaWlrz13k8AODq9yzvvq06TX/rCV+i011gfbOm5LKkqC99X9zifZDSannlfGg2X8Xhu0iPLEmrf07FshGWQGMqqQixxIYuywPU8php3d33HcGZn0RwqYWIDAEmSEoa++XsymRkLr9EIzLuQZZnuKLDwboQQxrKO4xjXdXnzTVXQeDqNcZyAd3Q3zS998av84nXVSfPzn/8tqtLB0Vh5Ueg8dVlzPW1s2zQuIM8LA7fZrq14peUCfmv5n1yd/JFQkqEfGMU3TaYIx6ahgVrH80zgoSgTBv01hiPFIcuyDD/06Er14ifJDL8B7bb6wYXLOyYQsXdUcnR2aPhQ7XYbYdmMNC8yiub4fmgerOu6WDKh0sqLSuJod1NIG8fycHWx/DIHcoGtO975liJ4hI56ETJRGLJqJaAqqgWOUip8qqnHO5/PODg4Bn1Zt+kRBJrL5Qqm85hWe1Gn0g38RQK/Y5MmManm62FbdLsLpbocfKpd7+WSVfV/8KsFDsqyNEEcmQqKODKppAEQ2vaCToHAth1srVSSqiKL1UuwPlgjTnIO91RCwM7ORfz1XU4O1abx8gsvc7J3j/sffajGEMd4TXUe2w/xha3IoYDIcwLXpS7iLkWlWgWjoJvDO+/z7W/+X7zyOwqjnMzPTbuG65evEI9OOTtQiu7GOzd4+vFnee/WzwHIs4okzShL9f08TvBdNf4sTinzilS/YHsHB0RRxNpAKXOFIVqGVtJsNpnroM6iOrZW7DogkmnKV54nBE6T4zM1P1iSrZ1N81mKitOpwlE7rT4Ci6Iu6GAL0lyaFsJZBV4QYGnOsVU55rtFqbDROoW1EhLPdkwAz8YDCwIdYJSWJNPBpbDRJIkjSq1hp5M5eb7oPOoHKoXXMnnRfKyXVGogpLKqCHyfhuYJZ1nGrdu3ee7ZF9QYez2+9dffYmvngpnL6088ac4VNn1mU92HyHaxscjKRek44diGEieEbfjX8Ks84F8nK3d7JStZyUoeIo+EJSmlNJkfgRWQFrnptJdkMZ2+KkG1trZGFEUL09x2EJY01uLa2hpZmhjrZ7nnbqvVII5TkxWgqtq45jqz2Uz1EJG1++k9EMgAndaHApMd4ZgUvzRKKbPSBHkQFrIoETWXVi6CiJa6MUNwVdFnaay0brf7QDWVKIqYjpTL4/gqKybRjbBsy8XzHRNQEcLGtl1DLwrDUFNNFsGo2vWuKokQCxigKEpcd1HVfNmqBGVJ1hZpluYqkqi5Fo5n43sejhlTTlWVlLrLYxQnplxXkiSKyFsXPx2NmTRP6WjK14vPPMkbr7/Buc64cD3bRD4lBUVmEehAlXBVw7TacK6kAMc34x0PR7z6kx+ycU1ZJW7Yp6stlkHT5fGLW8xm6h7P9u5z/aktrLqsWGkzaHWomSrRUjZSGIaEYZNd3Uvddh2Oj49N1oysCoSwiXWDsiRdBBvKMqesPEN5s23wA1tXSleG3fs338f3dAS33eHwRFFefvCj77O9dQmBsnpeeO5lXCekq9MWG02XPFsUrM1yZbEVqWZDZCWWtm7rBmN1KThbCCxrkUVTVDllWpgqQtPphCOdSnr98WscHhyY+Tg9OScIGqaZWX99jc21gQmYzGaR8W6yOKGQFZ6+jxKVhNFfVymjfqDe/6Z+mR5/8jHeeustjk4UG+LdD96l1enqtRTR66+ZPuSeYyPFItCZFyqrBn0tKSCaK4u91PSfeo3btk3Q/mRr8pFQkssliyzHopAVlY7iVnm5VO7M5e69e3h+nb1SMR6PGegGVTs7O5RFzt27qrTacDg0ZvTOzo4qB6ZpOWmaQxWbLJEszZBSMpst8nF93zcKZz6dmRe9zKRWmBpniTOKfDmTR1BmJWUWmXPVWI9lWUgpFhmzenHWqZS121JHhl3XpdRYz/r6gOl0auYjTVNFbZLL2Gdlxuy6LnG8qIPpOAuFGgQK4qg3nKIoHiiNVrsi9XNZLmdVykq50/pYYDu4tovUZNA0L6GUpn6hFwaEffWMppMptrB5+vHH1DM6HjE9OuIzL31OXafKuHvrAxzdpbLXCaHUvFBZ4VDS1lhY4HuUZUmqo6oVDo7rG7aDLRImecFbr/8YgM/+1ldo6HJvWRLz0lPXuHRJXfd7P/gbzu7dY3KolHOROfTWWybKmue5yWxqhi0cr6TQEdqdnS3CMDTNzfI8p9drYmka12w2Me0p8iKjrDKk1KXCXLWx1SmOVQUXLuwyn+kaqqenzGfaKLiacfnydW7fUtDEeDzh+ec+begrluUgqJjqToye51FUGQ1HraUkyrH1M8zznEKWZrO2PAvXspFaOXm2Q5IlZuM/n5xz46P3ABhs9zk42iPT5d+ajS5e4BOl6rrRwT5lWRLq52RbFr2efq/abeI0IdR81Ol8xv79PUa6rGCr0cRyBPuaG3r5+mWeePo6P/9TVTP1Z6/9lEZbjeeVl19hNB+zta4w2qRMsaVt4DnPdqhEyVzPxzyJCQPFQLFdFyEtEg1zxKMZ620Na3xMHgkludySIE5jHN8zeb+u7yB0aH4ymej6cwu8rO6nDQpXaLfbdLsqCNNsNg1g7Pu+IlbrQMVoNMEWtuke6FrKqqwL2qZpSsMPTU9jIc6MBWeVAsdZgM+yUKlUpscGAlkUpsthWZaLHdu2EcJeLE6kehE1BmlZNq3WoldNFEUmz/tzn/sC7XabV19VL/1sNlOKTr+8ZRU9QJCNouQBML2qKoPBeJ6H5y2s5dpCX6ZELNN+ltsEABRxTqE5hbbv4Up7SYlKhC2wPK2sG55RGMNiTGALdKyBrXaLhhNwWZcdk3mMzGa0dOWqwJbkGusKPIuG5xLoe2qHAdE8MevD8XyKUhUvAGj6Hk7gcvtDFfi4emmbIFP8w5bn8fiFyzz9+FUAbrzZ5Mad21zTXS2H8THZdEal+Yuu7RkF4vo+SZYRHSiF2mgEWAgT9LMsVbu01EqkSBc9m4pSqMIL2trJZEmaOni+NlmlYG1jA9vR5PtMMpyoIhvO/h0+uvMhd+4qvLLd6rN76QLHJ3Vfppjnn32OmvSSFQ7jyYjLl64AEDYD0w8mnkeMJmNy3SbF8WwCzzect/OzE+I0NumTx6dHfHhLBdd2Lm9xcLJnEhO8oEFvrWcsybTI1ee6TGGaEelUYd9xSYvUJIv4DR9hw1S3r/B9l+6gS5SpwOX56JxWt80lnT46mo3A1Ztvw8GybRpttVgOj484PT4xwam1/jqdXtcUvPFD36Rs2o5H6Ata2ispe5/c3wZWmORKVrKSlTxUHglLctkadByHRqNBSyf1W44wO5LtSHr9PqdnuhR+pjoN1m7w2dkZSZKwpa2BRrPDeKysyjiO1TW0LW5Z0Ot2DSaRxRlFUZniAXmeU7m+2S2LojJZMr7laUxvgW8iF5ZWfcw2Xe4WJeUVgbV8gJaDlOZJFEXxQNfDosjNeDqdDmEY0ust2gQsW395nj9QOj+OY5rN0Fyr/j4oV1wVA140DVtuylQX4a2PL+OTFjaWcMx5KVXGmtBkclkTkvWOvr27YzDXp1qPEVo++UT9/YWvfJEXH38GqfHLSZLxwqeuc/MDDYMkcxxNw/FsgSxSook61vYcXAEt7X5ZlsP5cEqpEwaUq5yzrV39eLSH6Cir47lPfYbPPvMYga4C88ozT/LsE1sczxRU84PXv8/p/BSZK8uqt7aGrStgB0HIyfEZhR7/6ek5jaDB5uaWnluf4+NjjvbVuWazmUnDrGSJ5yynKSpvqF4ftm1xfn5Koddpo9EyRZMPD/f567/5BkIX7Hj++Zf44MY73L511zyZzZ0Netoqeve9d7n90YdcvaJaobzw/GdMsWc/9GiLFkmscfU8YTQZMtMW3U9+/CNdKQdzfKLfpY/ufMhkNMbT1ePv3r/DYH3NQEQWgrwqCbV1XJY2Z7q4db87IE4X1dWFrfrDn+hUw6OjI9I8otNV7/87791iMhqze1HN7f27ezjaDdk/vM/uxQu8875Kfx1PJoRBwGPX1Hi3B9skVcqhfg7D0QxL6Gh9pToA1LGQZrNJe3uRybUsj4SSzLJswakKGoStJjXel6Yprq4f1/ADHMdZYtgLJOUD+dVFnhlXfZlRX5Ylk8nE0DJ832dnZ8u4k/v3DrAszN9JkhHHMRNbBU3iKDUtMpGSoiwXdCHbw5KStC4NX1TIpdJpFsIsdPVzYTrgqRJujuFj7t/bY34+xW/WOOQ6fd075e033uTdd9/l2jWVJTIbzyirfJFaaLk6U0anS2Y5ebKg+TjCMTSNOI0fDMwUpYICrJou8SAFCMkD9CDPDkhLNV4hLRzLBbsOsKTkRY7Q7XhvfvSRKefW9AIalk98pNvPPvsiHc9mpltSXNrY4PMvPYuMFDXn9OQYCjWP0/GIMiuMa5rFEc1m23AM0zRjVI0INb5n2Q7ZfE7b0R0vh/eIWvrFnV9mfrrH6VxzbF2bIivw9K6YTiek0ZQiU+ey/QCpaz5KbGZRTFFXy5aSdsM3eBclpPOcONK0l8om0rii5zm4rQBX44h5klKkFWXN9QxsGg2PmcbKJ7MZuc4+G2yskefSlIr74Ob77O/vmQ3owoWL/ORn3zel1X75y19S5jlz3SZ3bWObblfNVTMIidKIucYCz0ZnHB8ccKQDZkcn+6p8mb6W4zt0+2393RPKLMfSMMd0PuXmrQ+5p/tDHZ8eEfoNXnr5RQA21jZNNtJf/dVfETR81jVdqtvvYGHjh+oZV4XEa9jcvKV4kUenR4zOzunqUmlZEXM+Vgr3zbcj5tmMJ66rdsX7J3vcvfcRx7qf0MZgDct16OtAz9XHLzMd1y2mld6pq43Nz6dcf5SVZBAEhjydTlOkJQxPUohFeaMkndFstYz2bwQh09nYLBrf97GtRd8WUcgH+r2kaUqW1OlgaExOK5RSKZv63NE8JZknVKVaRElSEmpCdJlLSpmb8la2ZyPEcopf8UDbTBUQWRqwWByzbRvHcxdFdz2HCxd3DCF8786eSaWsg97DoeLJzWYzXfdw0ShKRaUX0fE0TU1fm7qEGyws62UmQJIk5lyO4zzQZGq5RqFjucTz+aKOp++Sh77JKQcV3Mk1Kc+xhMFV08mcXFR0NeiYxzOO7t9hW1th6eyc7bU2O+tqY3BlariqyeQcz7PY1pHQaBbTChv0tSU5LMbYSAbaovHDBkWZ8pnn1EvU7Xa5sKEUSNe3cMsEV1uSm/11bvzgF+wd3wFgdHaGFQrTziGJYiKt6F0v1K0tdOOztXUGgzXz/A/uH3BwcMxwODHPf2NNbYKBH9BodOqur6TzjDgqmDoaG88q5vEZG1vqPoPA4ehQbRhZnhDNMxoNNb6Dw3t4XsDururxtLY54G++/U2jJE9PT/nqb/891jT5PC8SxhN1rqPjhMPDA46OlEIZDs84PTs2dSx7vR6hExBr5dZyGji+skIPj/aoqopQbzDxtGA+X5DWz8/PaTabXDxV9zWbTU2zOtu12NzcWGrANWE2m5n1Pp/PQVSMpud6bdn01vrcu6+ey+bGNnNdSCbPM/b390h1wKgud5jpzXs0OiOOY5P7/kQSc/OGSlldW9ui1+sZA+v4+JgvPKPywz8uK0xyJStZyUoeIo+EJanKRymrI2yEuj2ApiIErsHFfMcmiiKSVDegsh3anaaJSA+HQ65cvmR2B8teYGyj0TlSljSauplTWXL33m0uX7oKwHwSkS/RjbIsI45TXI27tNtNEu0ClVlFt90xBWqjKKIoigXe40vdOrO28BZtXieTCY5jGeuw2+kTJwmXtlUEstFoUBQFvY4ucNBoPlCCqyql4Wt6jouoLOYa36uLeZhiAbZHVRScnyrrwbKsRftdy4JKGipS4Pmq5UDdoiFV6WOGKyoXhUkbjSbSg5NY4UhhGHJ2NjQuU1qlNPoN47orCpSOSPoOAQ7TM2WxbK4NcEXF0Z7C1a48fp0sqnjlpecAGA8vcuvDm+oW0kRFujUzoNfucGlnl+1tZbE0giZZkjKdKgun4dl85oVnuH5JWVZXLl+k5arncHFjnSpPGGhqyl/833/B7rVtIp3iWqQJlevi6krm/X6fY13VqN2JsYRjWl2UWcWdm/c4PFRcvul0zvraJpGjiyO3AgZ95V7atk02r6h0tf3A7+J5DpV2qcdnM+ZZRNhU9xEEi66LnufR6w5Mq9purwXCZjJT6/+nr/0Y7NJQdTzP4+btDwk0FWdrd8DeXXWPb775JvNoapqMJUnEycmxKct36fIu0+mYyUSd++z8kPt7ultkI6DX6xna0uFErQODlWcx3V6Tv/nWN8zc1dZtEAQUZcKTTz0PwHe+8x263S7dnqpEf+/ePQ4O9hhql3o0OqcspWkbnBcpdfQ+L1KOjvc40NlaWZYxn885PVNjbLVadLtdhiNFzXrt9Z8x6Cur+t79j2g0FnP7sIybR0JJ1qY26J7FSUxvoBbv5vYG5Ui5lycnB1y5epV2Rw3s5OiYw8NDnLpkk22TZZlxL0fjBbexPr6coqdSpHTdQsdmPo9xLaVEO50OlnRMJZcsLfB0R7UkmpMkGaNRXT+yoVpH6HOHoQqW1BACwOGheui7u5ucnZ1x8aLKXZ6MZzSbTd57V/VtuXrtGo7jsLeneGK9XofPfU5x+aSUvP3220wmCkBXnMullpmaM2moSELgOM4Sgbx6IBCz3KO5ltrdrs9rgjMs+jfHcUwW5QZHLaWqXFQT8zd2N7AbNvuamiJFxVS/bA1h0dnaNi/jrdsf0r3+1KIKUpbQCh0arnLPfSGYazyqSFIVrNMOUL+/xvpa3yi6Xq+Hb1vc31dzZ1su/U6TDd0PfL3bpOWoz4FrUcQpJ8eHeq4kZ8NzhJ6Pdq9LHghyvbayYlFtJgxDCBz2ztX4PjhVKZR1Ffe9+6dkaalwWsB1Avb3lFvb6XRoLeUyTydzNceatlTKjKDjMdek5yytDBacJGqOi7zmDftU5IzHsXkuda9p9YybnA1PuXlT4XvJLGE2Uc9oOp0yGp+bTTGOYzrdhhnjeHzGyemx6fFjWQsl6Ps28/nU/LaqMuJkRphpXFEWJOkcocsUOq5Aao7bnbsfqXoDuhbn3v5dbt/JF33nbZu1tT57e/fMXKs2Gmr9nJ+fGyJ+EDQQQi7awuoGN/W5o3hKnMyWUo09PL8uZzihnEd4gSaxP8SnfiSUZFEUC+yw06JEPpChUU9Cv98nDEPWNzRQHyecDzParUV/mOFwaB5eUWJecttWCiPWbQRUFFiaF1tN5EJptFohVW4x1QGFqlL8OIDCy7EdF8dVi6DZaiOlJNKkVTsvKJdyvYMgoKUV9+HRMZYlONW9o13X5ezsjP5A8QSTOCNO5kukbseUWZOy1PdnqOgPzKOs6l5BdR2/CtddKjulaxmq8Us9B+q3ZSmpKh7oYbxcmEMp25qIHKmAkA4+jMdjrj521fQHqooSmYGnU45sz0Focnir2VB58/O68dUZ3c8NaOu5zdM5geNiBXW4v2R3R1kZjaCJlBLXrguL9Gk2m4uXN2iwvb7OZd3sKU7mOI5FT6+PlusS6qwiz3ZwQ49Yr5VPv/IZzpIRb/7kOwAKf5Q2kcaws8nYYN1JPKcsBEfHKmp6fhKzsz1gc1NjgcdnxPPIzHUcpybjxnd82kHLFKgt0oQkTReFoj2HZJ4Rx8r6eWD999bwPN+083AdX7VvWCoo6riLfGRExWh8Tlmo+96/t2e8kFarxeHhnrnuZDpmc3PTlD8ryhTPc2i367oIkbEqszxiMBgw6KtNcnBxmyzLcb3FfUymp+Y9FFbOcHRkxjMcDhmNj83aUUkiyltot9vEyZiDgz3z/TAM2dhQlriUksMjZTR5rs/m1gLfHI+H5Hlp7tn3fV2/dVEusa4vcHJyQlmWjIdqDPU5PklWmORKVrKSlTxEHglLstfrPeAGNxoNpK6QPJ/Pzc7Z7/c5PT01Znye5w+k2oVhiOvYZseXcpGrHOpsgLrNp23bOuWwroisrlunIc6mMUmSmEwR113QeISwmEwmZhc+PT0lCAKzG83nc4qiWOqIeGoibGtrA7rdLjdvKnzrwoUdnn32WUYaV7x9+zbTyYh2d5EB8MYbb+jxpjofe1G5RywVQ13O+a7lQffrV/fEZY7lcouGmn+6nNK4nP4YtkKExjnSpCSKZqR6bs/OY3Yvb6sMDmBrZ4tmQ+fQBz4uEk/To0oLdi7vYuvslJO9PWy3MpVcyrxks69b8w42kNUCEohjhfXWz8x1HdxBm0Zzka2UpHOTturbPpm29sdJhe0ETLW1c+HxKxzdmvLOh8p1HkUzPD8k0cyJsMxN+l80mzOdztlY0zUF+h12ti+yu6ss2G67xXA45uaHt/V85SQ6s8u2bbIkNZkvURSR57nB9zzfYnOnR2eg1pKUgqmGbbI01fi3hkBsC8vGWPiNwDftVqFONc3JdFZNXiRmjZZ5QlHGRGN17nkc41iVablsoSrwXLmkqu/Yrkus6UKT+Ywyy5lpmExUgslkYlodu56HXIJyqjJjNNIskTjGcV2G58pSjpOE9bU1NnTGVRgE3PzoI1Nabjwek0SRwQ7bzQUkIMuCOI7xNAWhqiocgSmHJqSj3PHa0q4K0w2z1faoCmm8QeSiGeHH5ZFQkkEQGJrPbDbD8T36egE22w3Ox8rMH4/HuJ7HmXZVa3O+xk36/T5rgz7Hx8qUt+1FqpxyO8XSC2UThoFRfLM8IgxDE9iYTI44Px/TaauH59iuCdw0Gy0cx+PCBbWA9vb2ELbNzkWVOnX37l0Cy+JUB0x2L+4Yxd3tdhlp97Qe79loyOmRGkORZdiWQ5npyuxVZPJnPdtDVIJasVsCLGFR14gWQi465mmpNB0JVLrcx6X+bpUXlFlOZS2oSTbC1Kr0lrrJSSmRAoMbS1kymYzM3G5srvP3fvvLHJ0rvG8ym5je6VJK4iQm1+zpSTRnnqe064IHRUFalCTazbUdj74ucFIhmE5mZm42BhsEwSKF1fddzodnDGdjM4ZLdQ9uVIfATK+ZlIpWr0lVU7EaDY5GIyaa22k1QqwgwNN54Y1Wk2ZLKVtXOBRZys6Wrnje75NlJXmmFMHmdp9G02PvnqKthEGTQpPJs7TgfHhqkhTqugX20gY2PDs37Sw21jfpap7s8PRMdaLUCqogt3YAACAASURBVPXSzmUmoxFJTR+zLJrNJt7SRieEt+TKSwKNyc3n5zhWRaQ7Xrquy2R8ZsqbddptotmEsd53O72uqSdp2zZpnJnA1VlyqKg3iVK4vX4fAab8WRL/P+y9WYxl2XWm9515uvMQc0bOxZpYJIvF4iRKFAmpRbtbpPTSElrdtoEGLBsw4AGGDQMGDD81DNhPAvxgG4KtNxuN9gB1a6RaVEukKJJSsciaMivnmCPufObJD3uffTPVpXrOh9hAAnkjbtx7hn32Xutf//r/JXMpbxiuVmxubVEW4j5Q5yTxkkrSdqpSY7mYoUkZwhvXrlFkOaeyKLawbXaviM3ItR2m8xmhXB9G4zG9QZtU3sPVYoluanRaAuryfZ+H9++J87UNTN0iScUxf5yl7GW6fTkux+W4HB8znotIcjKZqIr0YDQgyTMVXo9GI9WWOJkKI/tM7hSO4xC0PKKllBKTqjVN6v6UfRxJkkivjaZaa4ifVc17KooipzQbZW4TDW1dHS91lda3221efPFFvvD5zwPwgx/+kL/+0Y84Oxe7ZRzHDEcjrt0QtJ7rN28oiscyXNHtdoklAfbRo0ecHZ8rlXNoRDCednFb/9wwDBVl/e3qdFWXzyj51HUtHCY/Ig0H8fOnO5I0TXummv20lNTTVXPTNInymEUsIqfeoIuudRn2GqOsHI0KV57TNC+YSeX3ui5xDLAaP5xwzo/f+Sm3ZMRXFAWmpisCuSgkyeLCbM7B4bGCQDY2tsjzbC1w4trEccjdu6Ka6/s+w0FvfU6Gpnxgilr4M+fynD58/Ii/+snbaE7TemhRmaUSKakB35fKPZqFTo9Kula22jbn5xPlpT4ebWNZLQLZNdVquQS+iHYvLqbMJutr3Gp1ZMVbRF22beL4Bmfnoij08MEDxhsb8r0t+p0ufiAi9hdu3+bw8JBjRQifSQUiEXn6QSCyKUkNG/Z7SpkpCjNaLZtAUuJc12U2W6jGDOFiuaZuFVlOIpWMVqsVeV6u/Y90pAd5k+FUlGWlDMtERT6R32NzcX7C2dm5vEce1CVL+QzPZzVxtML3xVwydYNKL0klTLJaLFTDx9bWFv1uTxHNozBEo3oKuito2Wu18TiOseUz3GmLbDCKRCSZP6Xi9bfHc7FIrlZrVny/32cZhaQSR1kul+qh73a73H/wAF9OPgxxcztBI08vFolmwV2FyVNthhFpluBY6+6UMFqia2v16JPjC2xD8uj29nAMn5NjUUmriordXZFOv3DrNi+//LLqKClqWCyXLGVv65WrV9m5sseoL1L1yXzG9qaozt34xG22Nzb57f/jfxfHXFdsXdliPpE3SxlEPXWcYWPlUEsepWz/k/qXT7cQVmWtXPrEdRPSbOKznl10RVdNs8iKSvi6/1zQopoFKk3zdVuiqdHqBCyktH9dlmwMhkQrUYWfL6b86bfPlI3oYHP0LARQVVgyNdfqgr/56dssz8SD/sJ4F8u0noEBmv77J0+ecHo2ZUMuGm+//TZpGqsNtT/oEK2WhBLDm07OiMIlr7woOHl621I0nTAvyfUFC9lK+vDRXX70k59g9mQLp2+RaglkEnctUrxKPJyaDp2WS5jKltV0hu3U+IFYCLtdD8v0uHlrHwDbdpEwGUWeyn+SxmMIC9QG7/R8lzfe+DR3JG3n0aNHymIh6Piiu0YuTnEcCw1VuSgURaHwexDOjIaOUk1qtV2SqHHwFM/QFWmElySJUtUCOD8/48qVfQaSddFutzk7E/DRdHrA2dmZwjrbLY/d7U20RoYtjcVcc9bY4UD2k9e1xvn5Kbo8TtvUMXVN9XnHccpw2CcIJL2sFFBAQ5kTeg1rtsZ4PFY0vjxPubiIFK7e6bRwHEe1HsZRSiDnSpVX5EUODexRfXQgAc/JIum6jsIZ0cEw1z69SboikxO51Qq4feOqKogcHx+ymi/wZLvU2dkZeZrhS8pHr9fD8dbk8TRNcRxpAyoBdN1aUyLuR4/ptkSUeuvmJ/CdFicnAmAuypKNDTFhvvWrv8Lk/ILf+Z3fAVCcrhu3bwDwa7/2a/R6PX7rt34LgC9/+cvqxmVxwp9/77tqtz85OWEVJYpc7rsuuq4rjFbXdUWkFa2DkQKmxZr17C3UNE31mGsaUK15lFVRkpdPea08JWjRCBQ3RPxm8W3+NsvWrpWmblEXa7HjKF5xeJygyyjk9dc/LfxDJJ53dnHKWIpM1HrNfDpRrZOdfo8nR0+YHInI6crPb2EZNpmM8NMkBhmhnZ2dkqel8uh+6623hQiHJGYHrsOV/T1u3xLtZQeHD3n3Jz9VEe3m1h6VJo5ZswP8XocNyfU0L/p89viLvP2hEEtouy08LSM15H3QpKUBwrPH9V3mkVi8D49OcByHblfKwc0v6HZ79MZirtmWjyOtPBzPwHYNxVdMkoJluFTugmVV8K/+1e+zKTfV0WikWgOTJMFzHUqJ584vZuL8pfBK4LUp64Ja4ux5kmC0WrRlC2gaxyzmYtN3HI+qqtiQLZ6np6dYg56KhnudPnVd80TiqppmqLmRpjGWYaLJ+1+WFa7fUnMljFPm8znnk4ZzOWco7Xh77Q7j8Vi1UtZlJeoQMpLuBi2u7V+llJik7QTP+L/XdY0vN1gRQCzVOawiobXaYOOmbZAVicoe/bZNKqPhRnOz2WCbYOqjxiUmeTkux+W4HB8znotI0vMCplPJ7L+YYphQ6yKia3d8haPoZYJeauSSiuDqJlmu4+hi5xi0tpikM6pYCslaufJ3TtOSF198lVxigReTM3TTZFMSlcNlhO2YXEhqgufbnF8cgibSj5u39jk5FV0Bv/3b/xu27SpMxndcSiOjlqnK1d1dXv/0Z/jLP/sOAP/fv/jnRJE4n+s3r5MVBWcTETnbllAIV/ShxQLNNPEk/pUkCbWs5rZ8D8s2VTqtaVAW+VO4KuiaqQR+67qkriqshiJRlpQK69Mp80xFJYIJUKqotdKekpcDbM9WkWRWpDhmgCsjCWqHG9eu0pOdLVvbG5yeHrKYi3Q08A0MQ1ybTtDCKANFD6KqCbMEyxOR5vuHh3z5jTc5+VCQi0e9Lmey++j07Ak/8zM/y3wmrl23G/D44ISp/J7NzU3QHHRDRm12m8FgwMHhAwB64x7LRJxPa+iwSGN+/ANh/PWVX/h7/Hc/9wt8/wffBeCP//QP+ODDd1hIx8eg7dPviagzLXJWYc5iKe7L9t4GQeAwlVGabRps7Iy4ekO0wL3zznt84rbwjf7xO3fwvR77Q0E8j6OCurKYTaTAQxRTFrmiiLW7Pu1O0yyRkeeZyjoePjqg2xmqVNRvW4TJEkcaxwnCQEolM7Gy1LgmDbU0zeDk5ISDew/kfDAxTAtHzpXZfE5RVCpb8FyfVDZizKYXaJVGW3Y6bWxucnB8SixVkXZ3d9Ecm3MpxBJ4HsuVpN7plmiOkFmHZRh4jq1I/kWWMT07JZLzTrcsLNNUzpOGZnJ8uCbaB0HAMpdMCNvAcixWsah252FOu9vCchvGygRDSvIVVUKSJMSpeG+vK7LEjxrPxSK5XC4l/iV8atByJlNB45lNlo1FBVWZUVclhSO7cWLRFaHJE7d0B9f2lY7h2ckZ3b546Iuq5MnjQxzZ0jQebTKZnivJfceycXwHzxIT8t79D7h7/77qaTEtmM/F4jxfzjAMS/1tlkR4jqMWzWi1pCpzXKcBiQNVAIriFeEqIQnlpLGEwnnRpMGmie2YCv9zXVt1xSRJRBQW+MG6dbCsKsWT0zQBVTT2BTWlsKSVn1UWhdpwHMcRHTfVuhvBtu2nWhzFwtkUPZIkeaodzKauS3qSf+j7PtPZOatQPBQXkyM0vSKWoPit69dUX/Ppakngt7myKx7sBw8eMRpukKfie66/+BJ3nxyolGoRLWl1Bcb86idf4v7dO/jS02U0GtEfb6lCjmk5WKbOTHVJ1QwGI/J8Ls8RhdilRY5TViRSL/L+gwPeu/OIL335CwC8+foXeHx4j+/+5Z8D8Ad/8oe887agj4x3NrF8mxc+IbxzHj78kMnFgqvXxIbb7bUkn1EuGntbHByJHmm/7WLpGguZqi+nCabhra0ODJPJ+bnakNI0pV5I9SFLbGQNbuhYNhcXU3TZ/ih67XV0+VindUqlF1hyXnbtgKW2Uu/1HBdrJP42z3Mm07ma07brS6xQbDjdTpuuxBW7vQ5VWWNLKGsRRtS6pmhN8/kcwzCUXsHW1pbCIJfzBWWeKvqQberYuq58aMq8IEtiLPnZru9Ql5BKnUut1pTGZccL8D2X3Gl0TGtqTaMsxfVJsgi3MOnL+TLsX2EqbYBdOacaGmHTD/9R47lYJC3LwJaRRX/QAwrQpBhsva6itVotUVlryLF5SV1BVUrh3KwiXEXKzOjpvuZuu0NerD1dbNuWxHXxMPquELO1pPbg8cEJn3jpBrEkAa/SFQOJq+zv7VNVGkvZU57GwkZhKSOJ7373u2h6zYNHAs8Jw5AsEzvjbDYTOoPN02rJ45Q4kuu4VHWhogXHsdaWsToMhi6xXGAFrqhcQdER0l5NNbMsS6IkJahteZ0tXNl22HBIG7+Y4XDIfD5XlcOGJbBmA6BwoflyxsDp0pURzsbGBnc/mKoK/ior2NwcKV7d7u4Vvv/9HwHw2c+8juv6GLJHvsg1trav8Rv/8NcBGLf6/MWffpuqiVpmC3wZ3cTLBT/4wQ8YSlm11SrDbXWVsEheVISrheLgtVyHoGVzZVcUeopKQ2s2kEqnyDXqShLTo4LpfM4f/MGfAvCFL77B7Vuv8pnX3wDg73/rV3nnjhCOeHx0xL/+zre5f1fc37KqabdbVLlcnKIS2zSppfnVfDpDkwXCm9dvsZrFSv4sDEOSeKbmXRjGvPrKS8zlXEqzENdt2uwszs/PWchNwPfazKaREjAxLYdW28NxpfWJbWOaNpb09ZlN50iYGHNo0emsRacF+2ONQfd6ghXQCCjrOsqjWqsr8iwjkQLVKymx15JcUM8Wc7apwgeeq6rIZZmj6+BI21tTA02vlXSc6zv0bZ3TC5FZOpaNgaE2wmF/qHDEJBLk+qaJAR3cwMeXzQer2KGmYjER17IuSixp+2zYlmyYaIqcf/cieYlJXo7LcTkux8eM5yKSdD2LJBG7wdnZCbqOSj9d11UpXxSmxFGBYax5gEVRKDe5RuqsUUz2275KTbrdLqalMZuJHWq5mlPXFa+//mkAtre2+L/+z3/Oq68Kuojj7PPee3fIETuMFzicSMWY1TKn0+5zMW2igSXDfo+e7BJCr9F1nXfeeQeAxSJTWhRVXqBpoEnKh6nppEWOrq1bDZM4A5lCJ3WJJWlLo0GP27dv890//wtARMOWZaHrjaeq5LRJQYM0LWi1XGUjUZblMxaaeZ4r5gAI+4uG8tFE2uOx2JWvXr1KIa/l44OHnM+OMGRVuUiXtAKHTiDSK9M06Ha7Cme9e+cBX/riV8T3aibLRay6M15//Uv8k9/49+hK2la2XHDt+k1+9F2R5nqug9MoYM/mfPbNz2Hb0mlvmVIZBrqx7jCxjD0FqfiOjWVqTGcCuoniEt0SUYhmOIRxRhSLc7JMj929IT/96dsA3L/3hCBoK8uGdmvE59/8WQA+p+t88Us/y+mpSKG//Se/z7vv/pQ8lJYMGpR6gSXxvI3xLodS5UZ3Dc7PJywWS3kfNCzLIpBRV57nvPXWX3NFtgNubW0yGIh51R906Xa7vPvu+4DgF7dabQppbrdarcjyRLU4jje6OI6toIyyKFSkaGjCMvhphahuu/OMNcjT9h1pkasMxbR0XM2kUDCPhmmvO3u8wKcoMqXcvpzPWIWSy2wYeK0AR1aT8zQlT3NWscgcXNfF9z1udW/KuWQTLiOlFLaczojktauKklqDHZlZnE8viBZzZWaWlRmmbaooFAxlqSsoT6jRUBA/ajwXi2S741DTSOPnxHGh/GTKQlOpZ1EUGIaFYawtZuvKIJU8KU2v8QMPSxKCs6IkktqC4WpFv99RklTRagV1yeaGAOM/8dIL7O5vEcmH9/xiStB2KOX7z85O8SS2YWsm7Y5Pq+XLz14yn8/IJAb59jtvg1YRSbzD9TSlrlOWJUZdq4W8rmsoK/SnKAgCLJfAdS2sQAHSIMXzHFptaanqumi18DWGZmKvlX0MQ0zgMGquX63w3c3NDbzAJ5Qk3nC54tWXX1GFmsVyxmy55EiC4nmW4cu+YF2r2dns40mv6Nn5Kf12W7UP2rbL+fk5pSTomprL4WOBdV27fot+v8d16UPym//hf8zkfMrpmcDoOrYJuk0oqShBv40hr1Wv1+P2zdsKP5ovIsI0R9aiCIKAQa+LJ4H6LI6EirV8aJK0VNQjy/aJc43ZQqaMUc7esEOWivc+fHDEJz/5KfJMpvpxhSF5f+fTKb3hFtd2RbPA5z79OT744H1+7/f/XwDe/+AnDIZd5FrNw0cP8b3GqlgjTdaeTkKJqVLKNZ1Oi9lkyhufe12ek8uRtFfN85zrN66qh/6nP3kPz+2SSLdMbRGS5YmCiOqyT5nXTGSh68b2jpL7y9KCIl+pICLNM2rWm6jneZiWjSUx+qqqFFSVZRlZuV5wHccT6lXyOQwck6jMiBu/KMdSxcMg8DFMXUEzWZ6QZ7kq5ERJiFbr+FL1PQgCDM0kkHNvtQgVblqXJf1+n1jqraLrDIY92j2x4aZFQpRE5HIOx1lKJdtjs6KQhHhNfc/fNZ6LRbKmUMY/o+GYMIw5OxUPTZ5VVKUk+BoCR6gaoQnLxDTXenuGWWPZOrWMcKqntCQvLi4oy0wRTy1bJ4pWKnK4cmWXs7MTrl4V/jEbWyPu3PmQ7X2BZ21f2eHdH4sdvMg06qImlOC7bgrSqykfomW05Oj0WO1UtmtSN7y/tKCswGr4ibqO6dhKZ6OqKlqt1jqySBNOT0V3wnK54MN7dxRP0PM80QkhF+MwrDHNQnEybdtmtoroyoq1aRnrPl7TxDDWtgqWZfHo0SNCCZDXdY3vu2oyX5ydYkgS997+mF7XVAWkw8NjNoYDulIouKjh/mxJlkh+ZqXTaQven655/Gf/6X9JtyMi1uWqYjJJKGU01PYs3v/gDpq59hqqInEfB922wHRjydfLKubLJcuVtD5wHdI0ZjQUx2GbBp4XkMsH8GK6wvekV7gXUJUOuvyeNCvIC9jcFMWXg4PHvP/eh3Qlv7Pd6zJsic8NV6e02xqnB3P5PRWfeflzfPblzwLwwx9/j9//43/J/QdivrhWh5bEfuu65vrVm6ykRN/x8Tln8ZmyTbAsi/HGkJMTkbWUZa6iMBF1OmTSk77fH+I6bfW61x1RVQW2s9bbDHwbp9HIDDrUsqgRhyGaYai54toO09kF55J1IUznXNUXH7R9HImrFmUKea5YFI6hU5tg6GJzGvTa+J6thGhcxySR5HnD1InjkFg2HpRlies4OPI+ZEnOKlxSS6xwejEhz0uFQwZBQE/O2SiKKMtSHaNu6VimzoVcRE8vTjEMnS3ZzbW5uc29hyKiN20b00Qt/E3DwkeNS0zyclyOy3E5PmY8F5HkbDHDk9L/tTaiqEolhlpVGnUldkLHsbFsh1hWsyo0PMdDM5v0W8cwa2V3ACaBbL8qswzHMpQcf1FkVEXGvftCGuv//n/+OUHL5fz8WB6HztbuBo6s0L7/3l26I7ljxTYXp3MSWWUfjbrkeY7nNhXbjFW0pGgUmrSaQvVIi58pUV0Q5umNO2tRUBclhgQx7SDg6lXZrZPGnB6fPGUqZYNjq/MNlxFaVaNL7qNmGoxGPXYaHp3rqh0zScQu3ESKNSVlkanWMl0Dx7boNso3lkklq7VPHj7EubXJsCeiw62NMYZh0pG4YpzkbG9foS0jL9Pyee2TIsr62td+icFoi4sLcRyO63NytmA8FNd2vkj48Tvvs9kV0W+70yWZN32+AUaN4nLO5qFSZweRBiZJotrlHDvAsEyicxEtFHVFqyOO0fU9louCusEmdGFdHKq5VRPHCT2pik6tE4WNO6RBFldYsitEL2sWs4xAOjF+9rUv8vLLr/L2TwQH899898949z2RsYTxim63o1Ru5l4oumokpBRGK8oi5+FDQTfau7LDyy8LjqWu65ycnGFLTH48aBOFObVU0PE9YZIXJ2I+5GmB2+3Q2xPtkUUUYspKt2EIGbygaQ81DMJoSSqP48H5OaZtKPX5vSs7itJjmTqaa69bfqMQWzdw7CYqtYTBniYxek0juYjkPUpEhVt2w2q6LvrVJUTSGNDd3BeY5OHhMXfv3uXkTDyXo9GITkvMFb8tZNMah8duv4MXuEocu4mSGzuP6WyOLxWB3KCFa63dBGKJiX7UeC4WyaBlYcirVlY5eb72kjZ0l0ouGHUlBApyCUI5joXneXRdSeMJLKoqUzyp+SxWPdCGobOzs6Nk5E9PDqjKgK688Xka0w58ZhIUdlyPqipYLsXDHCYr9rdE26GW2Rw+OWrEphlt9inztfbiarEUN14cFp7nkBvNIplKkYWmyCIEHZpiRJIkLJeFot4MRwOuXROTvCwy3n//PUJJp2h3hJaiJ6kXtg1FAbks3FRFju35zCWpd1KW6tpsbW3R73WULP7x8SG6jiKxh2HKdLpkR8qBvfbaa0Sx+N53fvo3/Piv/xqjFj40g9GI2WTO5oYkKmNx69oLDMei9ezf+Xe/xXgsfldrDucXMxJJ6j45OaIodCZT8RD5bsYiSujKh7fd7TM7Ey2Ljx49Yn93F1NCBru7u7R6fUIpYadbJp2ghSYxyMV8znwxVRuu7rboShfGWq+5mJ4znYtCXpInaFqNJakpmlZz7949DFkECZ7yQh8ORZ+6Je+ZadpYmksei3sW5iGmY/DyC6IouLd7jf/lf/2fAXj/7nvEq5wTmRJOL6b0Bms91SRJ0Op1m1ye57wrrT2iKMJ1fVzp03N0eMHGeJfVUlJgagMdOD4QC0oUL0hu7HHrmtAc0GuddltcV13XBQ7ZYEJljl7XGFIj9MbNa0TRShXBhFBKA58IncoGZ2y5FpZlETc2uJMzCk1Tkm1u4LOU8nXUJUEQYMoNVTiYxqxWYs5ahrCX/c6f/xsANje22b92ba1yrmmKB13VNaVWUcgIYxVFlE/pqxqWSavVUhDTxWRGtlgLWhSep65zk85/1HguFsnd/V2FSXleQJpXrKT15XDLpCrERF0sVuiWidvwpIqYKDNJZCW8M9gky3Jciee1W0O1Q+/tbvPOT9/mpZdeAKDluQx6AaORwMbcwGe2mCsOGlVNURVMZuLmbm5ucip3s763wc7uJo9KaQpvaJRZye6OWAharYB2r8PLn3wJgCzOePxAgO9ZUtHr+sykoEWn22a5DAkC6Z1dVeiGSSKPOw4jfvRDEZHcuHaVz7/5Jt/73vcA6HbbfPjBHd54Q3D5vnN+hq7XDKWwxvlkgmWY9GT0VNc1C2mxsFzMqGTjPwhVlNL3FD8vSeCll7a5cVMs0FG8UFYXSRJx69ZtpUYUhRm7u1copCHMaLjJFz7/Fb70Mz8v/7ZguZTWB1lKXVmEEpM6OrlgMQ+xZHRkb/pCDFdyQZOiJPAl8Xc54/T0TEUIdaWR5JVSUHJ9n6wsmEmFmcVsRlHl9GSF3ml1SCSIP1kcU+olYSLwvtHGgChdYspFwvUs6rqgquRxpxEr6S2k6Ybkma5Fh11H49GBwLuWyyndYQtDKkptbI/4J//4nwLw3/y3/zXn5zNVyNsYb3F0fEAhU4zRcMxwOMT1mkLFXLEbNjY6LBehug9lWXH4+Imytj0/OWWCxmIp7uGt29cIPJ/5VNxzx9DQSnE+pmmyileqz9kPPGzL4uY1gcmnaYrV7aroMVqFfPCewFgNU+PKlSuYbqOKpJPFkermKuqCrKpZNQIoE5R3kOXYJHFILTccTatFZV3iisN+nyhMuHpTmsgVFbWp0QoagYxaabNWVYVmGAxaItrd2tri5FBsqACtVp/VaqWCl7IsSeImG4C6Kp4pVP1d4xKTvByX43Jcjo8Zz0Uk6bo2BwdiByiKkuFwxHhXqo/HCcu5iHhM0yYMlyq9FKrUbaq66aIxMUwHyxI7y/HBmerGgIp+v89CppeBZ7OYT8kkTWFrZ1NUimWEY/VtbMNU8l+OVyvOoFEY+OM+yNS92w3IPAtF2zE12t22coCbTZYsG0pL23pW37GqCTyfpew/th0Lz3GVbe7FxZlKgeI4ZrGY8Y1v/D0A3nnnJ7zyyivclbJanU6HJ0+mhCsRSW1td8lLSCUHdTwek0gNyKoqcVxb8eBu7F1jsZixsyuu3Yt1zdbWpuLchWGoXOhanYA8LxW+FYUpcbvis2+I9PKrX/1FBqNtzs6bdsCASNJUVmFKkpWspApLWUFRVSSyp56zmJ29q9x5+0fy/YmKsnRdcPvOpW7nfLZEs20s2ddbnAsL0oWESDzboTfsYUusOOh1VM+80xlT6xW+pN5UWoHpGMo2pNIqSjIKGXkVaULaRD+mRZ4Xaw1QXeP8fMZSWnCgmRS5hmE0/cga/a7o1f4P/vE/5T/6T36TmzelhXDb56UXP8mdOyJKOzo6ZrWK2N3dlvepeqZLbDAYgGzDPTmekuS56oSaXswpy1xUn4EPP/iAza0hr7wssqetUQ9H3s/T01Oi1RLXbszqbDxvQ8FLmW3x6Mlj1VW2vbfLJ197Rc2FJEkUFcfVRVrbsChWSczs7JSZpJd5fov+UGQ38+mM0caYmeyCWa1WbG9vKyz80aNH9HtD+kPxrIWxsFHJirW9Qi7T61oTKgaahOoOjg4pykLh7Jbr0e51VSW90+mQSKZIHC6h8hS7wzX+bhWg52KR9H1fkTk1TOGXIhcv1wsUPqnrJq7rClAY4QYoFsbGnkAnilOFSbiBS09yGzW9Zms85vREpL27W0PyJFSeJ9EiotVp48k0kYf4/AAAIABJREFUSC9rkjRGrgsEto8nH8ZVFNFru3QHYlJkZUylwcGJkEzLs1IIK0hhhmhV0WqJBeWlF15hcjYhk1y/qiyhXgv62rap0gmAukJN5IePnvD+B0/41W+J1GRrY8RisVLA/pNHB5iGxr17E3kcCWWlcS5J8IHnEIdNX3NF7Jgq/d4cd9nZ3VREdNO2GI8HCmAfbfaxJV/Ra1n0Wl0W0h+l0xnwxS99ha9//RsAbGztEycFcSzteIsFc7mAzGZLoiRT7WDCkbFSuGFNxfbeFb7zR78HwHS+oNvQQ0qhd9gUquazQzTbxmy4f0XBKgobyAp/Z4duv4fWLPRxyols4dvrjFiFIY67ltKr65IaKdha55SlTiYJ0XESgvwczXAo8hJdUtNqGw4fPyaS9LJev0OaVYqvmyZrzc8v/czX+MYv/TJ/+Ef/EoAXX7zF44eHWFKUox10iOO1t1KrHaiiwsMHj5lO50KfAJHmb4/3lMXujavXaHcCZZv64d33mV5MuPehKE6O2q+wNRKQUJYkOI6pcNY0DgVlTAYRvu/T73UUVmpquiom5knKcjbHlvfFa7VYLhesVnID1huCvNiAirLg4kIsqL3egCxJGQ9E0a/X7gnthsY2otWlrjUFN+VlielYz7TLNnzM1WpFHEfsSU3Mh/cf4XsBWb22yXUdX1HGTNPkhRcEP7fRFWg+VzWef8S4TLcvx+W4HJfjY8ZzEUnquq7UxKl1Vqu1eblpgisJwEHQYjQaKf/fi4sz4YYnaSqmaRDHsdr9DN1muhBhfZFEbI6HKgpJwggdjUK69GVhjDcY05WtdaWmcXR2RrctqqFXd/e5d18IGhw8fEK2uUmWNjJsKZ1Oh1QWQmzHpdPvYMrK4MaWz9U9URn/xI1P8P3J95X/cRqngK6A7UIXFc5uTxLADY3tbbHrzhczVquZSs1GoxG9XkelYzdvXkfXURSY1SrCwKKS12N2fo7VMF4sk8nFGbOZTM2cu+xc2WEVimvr+h55ESqRgtF4jC2l/ju9Lq1gyHAoqqavvvZpvv61X2Qsq9lHx6dMpxGeBNuPjo8IZZFnMV8SxomyUdA0Tai3NEb2toPf6qFLkdrDg2N6Ul0nyzLIK9U1A6Lim+VNx4WB7Tp0pTpRv9/Fdn0yWRR89Pg+TlfACVlVcz6Z4rRlBmPoZEWuiOdVJZw2m/mRJAmaTMlMC4qqpsxkpbQsODo/VSpJA2NIXhaKuraKUlaSWtSnzX/xn/9Xqvh2794jjo+fMJAE+GvXrnL/4QOm04bc3KYrWwWjVczFxVRlHcPuJmfHFxwfi7bL8WCE57n40kRstVowHHVVMe7u3TuMhuLaBC2HwbDDVDIfHjx6QLfbJ5VRa6flc+PGDVZS5f3o6IjJheyCqwtcR0SaAJ5lMZ1OFX3K8Ty6na6SUlsulyzkc9dut1ksFpQy+rcti7IolJ2HazssliGGVB8qk5gwDDmTsIdt2wRt8WwMBgPhUuo1wrkGWl1hNa2HYcQkq5QafVJGaBK6yYsUvYbMakSVn3Nl8jBKVJjfbnfZvbKj9OcODg6RbZuMNwcEbZtCqtpczAqSLCRJRSprOQZVXasUytRtJdFVpimdlrvGTVYrXNMilxd02B2wnMyYnkoM5so+gdXi9g2hcn392m3e+pHgum1tbdHvd5lK6bS8yoWWXcP1skwMW+cFWUkfdIdsSwpMtso4ODhgJbtE9FpwEJ9qI8WxbaW3uFzNFQbnuxYvv/giodTTPDo6ZGP8mjrHxXzG9RvX+OFfCbWa7e0WSZQyHoiFodZgR1bg8zznnffeR84voniBae3QH4iJv7WzTbvbUi1daRlTy/ZIO3CZrxJ+4WtfB+ArP/tVgnafE9laGGc6muFyITUS5/MVedl4p1RkWbb2DtI15cXTvNZthxdfehmAO+++xUZbqhhVonLa/G2r1aJOEmrZX49u4LqOSqHKumK5XFJIbPDe/Sd87RuCr5lUBvNlzLWta+La+h1h/yEX1Kqsqc1a9TanaaoWSQeTsmbd957ERFmM7UteoGlQFgWZxMaqPFd2CRfnc67f2OU3/tG/D8D/8M/+e7bGOxwfH4q50h/SCrrKE2g2m7C/L61quz1efNHHkVzfxVTgeY2a+ObmJuFyyeOHgnUx3ujxyVde5uRYvM6ziHA1ay40tm0qqlmWxtjmSCmGz+dzekUPXy5Wo9FIsQqqqmI6mavvDfoug8GAPgJHLGqBo0ZNmmvYbG2Jz02iFNf2ePRAQFNFnrO3t4cmO9KePHyC77VUipwVOXmakWUi/S7TDEvCbUbg41gmZyeinqGVFcvFjG67K1/XrFZzxkNBY4uiSDkr2q6NYZqUEl4yjL97KXwuFsnlMlRyX1mWMZ/PqaR0UavtqEipKGPiZIHfeDi3XfIiZTKVYGzislqFjMci8jI0XdEnbFPgJBsSQF5MLtAtS0V0D+8/YH//qhJHffGlV7h/71/w6EMRPb728uv8wtd/EYDD48cYhkYkiw2aHlBT4spFEnTSPFeYTKfTURPs4Z2HRFFC499l6RaGYWLI6CDNhS+PIu7aBlEkFps8jbAdXRHCg8Dn7t27vPnmm4Dw7B5KwBtEP7ZZawx7Td9wya5s0YrjmPsP7qq2O9Mx0eoCTXLfdLOm1ktlbzFbTFTU0W6N+MbXf51Pvf5FAMbjfS5mMxZL+VBYHnlRcHAkIhw0QwE7hmXiOBa5jAzSp/lvwDIM6QQOn/6soDX95K/+nIcPxQN1fXeMronzAijrmgJt7e+MRpqm62YCrSLJK2ahbFPFphWI+z89m5CkheI6oulkaUJdN54/OpqmK0HjPCvRpHBwTUqtGWSSHjRfLTEdDU/aJGRlSl1VpJISU1UllvR3tmyD6XTJN7/5LQD++A9/n5OTA2yJMz5+fMB4cwPfF/c/TWNlIaKj0e/3MW2xsN27d49ee4QrBWuv7O5R1Tmz2Yk8JeF31BTf9rev4D1lZ2JbOiPpd12U19f4HDC+dYs4jtU9j6KIlba2FPF9n15fCgevlkJoRYq0rOKIVRSqgpLt+soPXHjU6PRldFxmOdFypaQCfTeg1+1ycCg2Da8V0O+0VRBRVDk01i5RSBpHZLFcK1yHMspVXcFtmYR1wlBmg45mUEiptCBw0TRNWWNQPR2mPDsuMcnLcTkux+X4mPFcRJKgKTJnlmVE0alSsrl27SqGISKJJA1ZhZqKlhxHUFiqxvazXks3AZyen607F1IhZNsogi9nc+o0o5AKyTdv3sL3fd76m58C0GkPuH71BsORCNUpas5PRGS0mM2ptIKplErr9XqkWcFoQ0Swpm4xGg9IV43qccxZKqKBu3fvYuqa6rARbAZt3XERp9gdS0We+1d3WMoUqcozdKNiKgVJq7LEsgyF0X7hc28wmUz45jd/DoDv/Os/o9/pihI5YOgaSOJ9ux1w8+Z1HNkO6vgOQdujljOiUUQPJEWm1EsMW0QKb7z+FX7p738T1xA42nQeMl8kSnYsmSdEUYImUxjTsKlkumSaJq7vUUgzsyyPKYpsXWXNSzTNZVvaauxfv85CRkazmUXXXzspRlFEhU4pjeXzqkTTdTJ5jkWZYUYpj05EZPnZL/686s4JoxzD8nCkiVyRS3U6SRDXNRsNS+GKeV5TyuymKExqvUa3pdXxbMJoMMSW13IVRdimiS5pK5pWE0lMtu+1RVQq2xJ/+R/8Cv/j//TPsCUkYNomR8en9BrsMGiT5WLOLuYzfN9ncyAiuI2NTcJFoq7HfD7jyv4u165dE9+rFxhofObTnxL3MFuojioQuJwrz393e5vJbKYM+e59+IB+v8/uFdFM4Hkek4umFnDBfL7kRFrZ7u9tEccxhVR9ysoCy3TwvcZd06KQFiSB1yIMQ3Y2RPpt2zb3PvxQ4YjXrlxF13Vs+VozDaqqIErE/KEu1TNtOUKebSEFrQPbxRk4GDL28zttBq0BlRTX8G2HJ6ciNY8jXbVAAh8bST4Xi2Tg+ermZFnG/v6+4i9VVcVjmW7VpUYa55RScr8uayzDUvSh4XDIdDqlIws5x08O2N4VC+piVqLXFYkEpg1Nx9QMHE8sAqdHF3z5yy9zxxPfdXp6xvT8QoX5tucqjmGv0yLJUzxJ8eh12hyfnmHLtKauasos5/bt2wAcPj7m+IlYYB/eO4EKNEc8QHpt8pR1NmiCZ3lyJt5f1KmSMxtvDGj5LT4jNTAvLs5wXZt70mc6iRb8yje/xYMHD8RnVRnhbKHw3rquVV/v3uYen3rtJRayXcz2DObRXKX5nm8ymS+YN4WurOCq7Kf91V/5R5iGRywLV/P5krOzM8JQLoSGhesHCvZYLpckUoKsosS2LfWwxolFXZdrC11Mihxq+fqTr73O298TXkGn0yV63cH2xf1tmS6rMFYdKGleygdHPJDzdEVchJytxEPyydff5MET8WBXtUa71XmmHc227bXFrq5Tawa1hGPyskKX+F1Vp5QaytogDEN2d3dVC2M8n6H5PoaEXS3LUjiqadpMLibEUpLv+rWbdDtDPpDQxCuffJmz93/KaSY2wlbLpS0l+XTNpSw1SknFcV0Xx3KVHOByNaXbucWtG6KgdvfOu/zwB9/HNsR88dyKjlRu0jWTJ0eHBLKld7y1SZEnpGnT925i2QaZXJzOz09ZzMRc6A8HjDeGCkcNE+GFpNw0LQfTWgctpuOu3UKzAsuyOJP91pZlcfv2bUXzi1Yhvu8rGpyjOTiWhdlqlqpKOQ+kaUy0XNL0B2dJTstrsZS1go7fodfu8Vgq/1iOSU8Wm/JSpP3NcRX5Wlf1b4/nYpFcTCZ0pKXk0WzF7GxOlYor8fjRE7Rc6hiWUNUGiwtxQlVm4QUeRi1+Pzmb0e32qKUWpZ5WdGQVrdAtosWcTF7QG/tXyaMCT0rjz+cr8gxqaTla1QZZmZEU0oIyuqDdEb/L85Lzx0dk0mJgfj6h5XrqexeLFexeU0KhgHqQdQf2Nnc4eCR2tLbnUda1apczPZsa4ckDcHxyxli2Tt658yHbm0P2dkUksb+/R1VkdK6I165r85Of/ICrV8VD8ubnXub+/ftcXIjbPJlMGWwIFkFeRBwdP2G8KT67Pwp4/eYL/NG3/xAAw9zCMUxqU7y/2+rxD3/lN8UxMiaJa5aSFzedTYnThKqxjUAny2NKidlVdY4rK65WqZNlSWMdjWs7lHmhFljXCUjTHFtGWi+88hkMKdH1zo/+kpN5zN62EFnNkilotarmer5BmmbMZR+4adpYnR7f+vVfBmCFiSFZFEePDwg6LVqyYl9XGbPpVHHwNMMA0yRpdB+plcCHUVfYns/BoVjY9q/dpK5rTiUf1dAr0qxU7bRu7bM5FvdoNltQFpUinndafT79qc/xvhTSnc9Cdsf7PDkSC1CqVbgyYvW9PpOLJSeHPwBgZ2uTLI2VsMYLN/co8gU3JRug42v4roNtSdESPeH0RGJ9nsfO1hBbNgTUZYZtgiXFYlrtFp1+C7lX0Wm79Dtrv6iqTBXhPSsrCsl3BUiLkjBcY5JmmqnNqNVqsVgsWEpJvqIQrYFbW+L6BL0W0+lUyAcixH6LulLFy62tDbWh9jpD0rig4YGXZc18tVSWy91hl+lsSmWJ1xeLKRtjmf3MLpjPp+zvi0gZVU/4t8clJnk5LsfluBwfM56LSNLSDSpZCRz1B5R5xXIqO0NymJw2XQAtDEvnIhKvX3nlJc7PTzl8Inbw4ajHcr5Q1pe9VhtTpiZmBVQ1sRSwmE3m1FkFsmsiCjN8r8POtojCsionzTOFO3b6DpbsfAm8NqPukGglo8z5Al03qCQ2EoXCnP21l4W69B+9/yfM5feONod0ej1OpWubadskUYgj08/eoMvZySmO3EkdyyCR1X0/CCjrGvcpc/bDwydEUlbsxs194mTB4ycP5HFaDIa+ijQwKsKooYCAbeu02jJKNwqi1ZQbsl3OMl2mixLHFjvvpz/9c2yOBdczXEKWxeRl4+InOiIaFkJZlhRFrSrFmlYrBRmUHa7E/nQdwzDQC+liOR6LtremMyjP6QxF5Hjr1c8wOz5kKoUTer0RblFQSi7jfLUknEcUMgrdGO+wc+sT6BJ3SyoIJQZd1qLqa8puLbSaslqLNBuWiWlbSkG+QlM4akWNXmYqoomjlLhOsSQJtZHwMuQ5WpalxDCyLCNLUsXmsCxLuRyKz1qxDFc0hxUEgXIWXMwn6KZGXypvX9nfZjTs4kqsuN9us5pNiaUYtGXWDLotHFd+d1qhSatmXRe0n4ZdoBtCtKMvOaaGIehBDd0sTVOFoxuGAbWuIkfTsqh0QznSeZY4r6ehjAZHzLIMx3FU5NjwUY8kVug4DkHgkcqKdb/fJ0kSFfFNp1MlhjGdzjFNW7EboiiiqiosWUmfrxYsoxUzKVoch0v6A3HtbNum3+8rJsTHCVw8F4ukaztKxXtrc4PZbEEhccfBYMDZqVhQNK0mWi3VRen1eni+RfiemBQnJye8+OItikzatdaWwjZ0Xaff71PJNjPDMJoWWAAWiwVRFGHJz57MJ4yHIzR7Le/eEGtdN8Dz/LUPTZzhBb6ibeiag6mZeF7j8XKPNBYP2OZ4G8/xVXpt27boF5Yp5XBjLPBZSZgu6krJTLUCF9ezOZZqRFevbBN0WljO2rfjeH6hClu3vvAGk8k5LXmOju8pEnee5yTpCl/2wetWTRRFCkdczGMs02R7S/AqX33lUxjSunQ2mwgrDauRoTNwXVdhUGmaqnbD5trXTxmK6LquFhihkG4oS45Hhwd0ex08uRDkIRgSY7zeeYF8b4dYyps9evCAQk/R5GcNO102r1zHkjjbaLRBe2OTXEIqWZape1hVFZ7nqYJR4+eicDXTxHEcdZx1veZM1rVQrmkWL02rMS1NLQSmaUmnzsZPyCKVbahRGJMmMUbj2R649PoBg6GcO0bB5laHTDYmOI5GLDeB3qDHzu4WvpRza7dNdCOn2xGLUa/vodWhqELJueW4KB6p5Vp4+loqraJWi5FpmniejSebKTRNuGk2LZFRHOPLTc91DTStRm8KpQgnwsYDSdM0DF3Hs9dFoua61lqJYRrPtBnO53NFazM1HafbUwFIHIeqWUMcp856o63xPOepBVjI3TXK/c3rhoNrmqaCvUxTxw8CHj0SHNIGi/+o8VwskrPZ7FmDqgJ0rZlwugL5l8vwGfvZt99+izc//zqvf/YzAHzve3/B5taYueRNVqxllQzLZDTog4wGTN1iEl6oh2YwGOA4jnpoJpNzdq5u05GTd29vl9NTgUEdfHhCHGek0lbAsRzGgy2uXxWFjShMcOxAFaMWiwWeIz7H9eV3SPA5SkNc32cl+6CLIifotCjlIpokkapO63rNeKPHREa3m1tDrlzdxzQaT+Mpk+mUTiNnbxhESUQmK6uWZTOUeopZlnF0FBLKqKzTa2FZFqWsBIarFF0PuCnJ9I7jMZOycVlWkJcZpjyupkrYTNayLCnLtT90Y1/bjGbhEedbkKapqgTPF0vagy6OtDtI05CJvEd5uKTOEkpZXHjjK18mWq6UHF4l7YUTuaisypLF2QXbNwTuGiaJut8N16855jTN1fGKa2U9s0gWRfXMOQAqyur0duh0gzUxOysoi1oZmFWlRii1CNI4o8hyHFmIcByDbs9jX+KIVR2DXpPlTQdIhRGL/29vd7l9a4eV3DQnF8eUgYcneZNt36DVdjBqeR/yjEpLKeV5WbahIuPmvJuW5Vo3qNCUbaxpGqJAoha39XlX1FDX1PKPLWndXClhafHzZmEU1sfrDqssy9bPpWFQVZUqoGiaxnK5VIvodDrFtm0mE7Exbm1tqejP933SNFVBU/O9TffexcUFruuq157nCG8roGX5UmpNHFczLz5qXGKSl+NyXI7L8THjuYgkHdtUmM3RwSGdXp9W0AirVoozdze8j+NaSnn6znvHbO08VLawr7z6CYoi51AKb17f3cOQpa+syERaKNvDkihlMplQypT5+rUX0KnUrvHk0WPCeMGWNAIbb/QUl+r44Igiq0kl524w7hC4LQJXpARZCo8ePKbfF+2Ag8EAyxJpTpplbG4G6nMnFxci05ZffHp+hu1aZDLFdA2XtqzATicTaq1SXTKT2QXjjR5tmSItVnOGG2NVGXzr7R+zvTVWrYU1BQspHFvmKbpRKZy1022hGxYreU6GblPUFvv7AqOsSk3haI7tUueoKmKapkrGDNaUlyYyy7JMRRWGxL6aSMZxHNEXnYvIYrQxJs0zTqWkmV6XtKSlamoZzM5PWMjU9Xf/6NsS05SYa62hmRbtjnj/7u4VNrd2iMs1r/Jp2THf95+xfijL8pnjfIZHx7ORUfMZ4hws4VopFcI1TcN1vbVUWlqTJU2UqsvPllFmlWAYJTu7AvvVzRbzxTndrpgfQRAoPmJNTp7P0DRx/u2WyZUrG+gydU/zBb0goMGudA3qssBryePIK/JyTcUyDIPGPlPTNGGbIqN0PS8wLUdxXQ3LUXasRSWgCV22XRqmjeM4azqNzA6a+y+4zGLyNLBGU/nOskzdi2bM53N2t0Ur5tNqQs3rRqW8LEuh9OOuVf1N03xm3tm2/RS0o6u/xdDJy4LxlsC7Z5J7/FHjuVgkd3d3FV1mNpth6pq68ZqGSJOB894pk0nIUKbAV2+1OTs74f6DO+L11X3ef/9d5L0TKaC8ceFqRhgt8RyRehnUZFmiVJ2XyzknJyfksh/X911My1AyZYvljA/eFXzEsiiIVhmVlPtyLZfFbMnZsSCML8KIt976MW9+/kuAWCSbxXg6nVBrO1y9Ie0M9JyzsymDHXGOURzSddqMNgSuaFsmI+n/cv/DDzDs9UI/OT8hyWIMu/H8CGj5QxxpbbuYT9EM6Ep8zzJMBQFURcZo0KWUtJ0iy8mLFE0KS7TbfRarGlv6VJcV1Fpjg1ti2zap9HPO8/yZdLspxjRp0NOLZF0L2bDmd6Yp5LrsYm1tGq5iDPlQ9XstxkNBPDY2K5YbQ+W73BsOKctaya5V6Fi2SyDxq25viBW0mUp5tDiO1cPabrdxXfcpjxPxO11f+5/DOoUTUmrP+r031zXLMmbTiXoAh8MRgRugVQ1WnCuNQ9u20YwKUxZ5omhBnCxod2UrnWfR7g7pyGJcEASUtVhQ5vMpZR5iSrza7wY4tqFEOPI0wei2lJUvWkWSRNR142Oz5mumaQraGgaxLBtNq8iVhF2KVaO8mTRNo26ERWohWdcENoaZ4fvmMy6dur5OUvM8f8Z+wTRNNVeiKCLL1jYSjR98IzM4GAzQdV157RwcHKhU/eLiAs/zFNzSbL5NOt4szspP6qm8Oc8FvNJ8bvMZHzUu0+3LcTkux+X4mPFcRJKubTKRlcJeu4NlWWsj9LwklsK4pqERrWBzS+xge/t75HnK3bsiktzeGWG5Ol25KxdFpnbkcHEum+vlbqjVlCUEsuE/y1LiOGQoBTDefON1dBd2rkqqArnyCgmCAeEiw5HCAr7rcX4xZ96S6uKuS5GVwgURsXv60oDp+OyQk/Mj+lIaa/faNufzKX5X0lTyhLzK2NgUkWRZ5kj9VTZ3xlhGrSggaTxDM2vQGwKwj2nqVPIUd/a2mc+nKmrptNpUtRRpqAuqOmMuu3GyosD1OrQ74jhtw2U87JLKrpqsSImaSqjl4geOihZ0XVdUjmY8HVkmSfJvRWTN7zRNw7ZtPFkEWiQJpqZTySLIarWiboRfdSjzgkJWvfau3SZNU1IZOVmWjee3lJd2FCY8PjxRSi9JkqiItinaNPMsSUR7n2GuI8mnzynPS/X/qqoo6wpXwiDz2ZTVakVbCjy3/TZlIZgYILx4bFX5NjF0G9tat2Vm+RJf0nT8wKSqPbJMVGEXeUQh/2+bBrqG6oqp8pyzk5K2TEctQ7AIlFCubpBlmZIKa3V6FDKjKcsazVgXW7SqRNdM5fCpmwZVCZmMUsu6wtWeirK1nEJG/1VRyoLUuvpf1zWW0dDYKqpiHYWbuokpGwBMXaTPKh0HXNtTRbGq6lBVhShgIoplzXsdxyIIPFV0aUuztqZN1zAMoih6Zp42tLVkJe77xUR2o31MvPhcLJKOZStljxs3rmEYFvOZOPG0KBUFKAh8bGelHP+ePHnEJ168xXwpW/iKjN3dbe68L7oXakrasvd4EQRUZUYt08s4DpnOoBWICZjlNUWe0O9KW9Ssy6Ojh7Rm4kbbnqHMqgLPw9TmKr0IPJ/TYoIpW9h2t3fY29tb4115wsaOoNZ4vs3Z5IjuWBzX7rUxjw59FpK/WNY5SVrg+GISnZ+ecy4lxzY3RlAX7F+XsmvFkiyLWMnuhV63TRLFqg2x372B3+uymInrlxcprvxcvdKpqpxCwgvtoENV69SSF1VrBvt716lK8Xq5CDk9E/dke3ePqrLU5DNNk6Ionlkkm5+DmJxNmtcskn8b+/MQ17LlesQZRHLxiuIE3ROf22oHgE6aNPJeEY7j0JKYbK1BmlVkUtewLEs00yReNcyBtfFTkxI2C8rTlXgQi/fTi2RRlM9Wb8tCYbLLcImu64p61Wq1ODudMj1v1JraasEwdR3D0BQ/s6hL0AocV3yv7WiUpUahWhpN+t2ePIYKUzfRZJrrOz51WdH2JZuBijLTWC3FItrv9TBtf60LkObr9NpxMAxD3RcNgxJtrerv+AJXLhslo+oZLDbPcwUh2bZLURRqsSqKAtd1Fa2m1Wop/Ha5XJJlmbrOQRDguq5KkfM8xzRNdnd31f1wXZejI1Fn8H1fQXMbGxvUda0q3w3M0/y+0+kQx/EzzJnmHPI8F+2R0oJiMBDB0UeN52KRfPutv8ZrdkNTZzgasrkpIrh7Dx7xQJJjN7d26PVOlahsv9vDMGuCtojChuM+j588JJBWCe12oARHx+Mh4WpOIEVkyyTA91ni9YxTAAAgAElEQVTzBOOCD+/dYfeKwL9OTw7QKLl7R9h5/oNvfoNEgs0fvntEmoX87Fe/BoBpOJxfTHHchkc4w9BqFtIf5Ktf/Tl+9/d+FwDDBtd1yKtGnl4n6Fj4uTyudkC0XHI2EZOiP2rhSbjEcXWytCAvxHHs7W0xm5wrodztrRHDYZ92R1zLOI4wdEdNgCicswrFtXRNA8PQcJ2GAhPT6fZUgaHT84jCFEv64vaGDpUm/v/oyWOuX7uyJmLz/7P3Hk+SJde55+9qEVqkziyRVV1VLaCJx2cE5hGkPS5oY0buaAajGTcw49/13oqzGZtZzFDM8FE+EKCRUN1oVHeXrqyszIwMHXG1moX79cgEASxmVYv0DboQGRE3/Pp1P+c73/m+6+C8IE9XKkozTVNtmHEcE4bhNU1Ix9lEpU3XQSty8to3Ap00FJHgvOYlljV+pROsI1ZyLvOyoipRFsT1A1ETpvM8V0TknZ0dms2mOlDWa+EcWNNF1uu1EFqQD/fl5ZkiHLuuy9//4z9w964oau0dHnD78EhFx6cnb5jP1lSFxGEL6EvHymbTFzqYmtgUPv7kCQ3P5s4tSdQPp4RhiC+5nWUJeik+dzKZsVov8GzxmtNo4LgOWmHL+dBYLVOQbbqLRUJRGGRyrg1TbPYAmm4RBoHaQHXdJM5S5UooDoUK35Mi1EWhNB6zrMBxXBoN8ZuCVShaQK26cCOEbjUtUu+t+Yme52FZm0NztQpkZlHjmS41DxJEYe/8/FxJtjUaDXVP5vM5tm0rDmVduKkxy9VqheM4ah2kaXqtAcIwDPXeupD0q8YNJnkzbsbNuBm/YbwTkeStwwMlhXRxdspkMuHuHaGgc/vogKaM9t68fcvh0Q5raeLT9G1MU6crMbqiTNC0QqlAl1qp6EKlllOUmeog6A867B94NKRQahTN6LR9pdy8u7vFMpiwu19HFlPWK9lKaFVoVkleiAhlPB6TFzFv3wgFoTvH9/jKl76EbtT4l4smscBWq8V0OaI/EFFIlITcPT7k9JVIGQ4OjvEdm05XSpTlCcFKRlkNjzQxGW6JaGg5n7FcVFhSAKHTbdLv9/GlZFccx+iUWLJtzcpNrLjGZ0Qlt44GDd1Er1ApVBBE7Ow1CUNxX+Isoz5TTVM4Fm5vD+XvE8TcOlqoqupa9Khp2jWC8VVyeZJsjNsAfNulTHOlJo6Wk8vTv6pKtEpXkaKh61CUimWgaTqGrivlniKvyPJERXjgbqTzsoz5fK7oNUEQ4DiOinB2dnaYz+eq6rm1taWYAc+ePWO1WPLee4Jobzoms9lMiTDMJnM8t8GD+0LA+fj4mJ2toVxHc2azMX6rVGujqiqVbuqGTlVprGRzwXodKnJ4v71Fc6dDpynuf9NvsVqtVbqZ5Bndbv9K88WC5XJOISGTJMlURKbrJoZp0pZ0Kc/zmM0WKqJqty3KsqRUGGahiOZRFLFYLFR1O08FhFJH4f1+nyzL1HxdhSLW6/U1poBt20LNqPZSryqKIlMYZBzHGxV7RNpfR4pFUVyrpEdRRJ7nVzqfTKIouiahqOkbD+6rHVZ1+v+rxjuxSV6OLsjy2jbUxHZy5lOx4PIS9g8FPnE2OhcPitz42u0mZZVhydbB0eUZhZazsysWZDiLFLhs6jq6Xm0kqm7tcffuLeU01240GWztKKc53bRod3fRnJpjt2S+EPjFOiro9hvsHQqc0fEcWp02n/5c2CacnZ9w772HCsP0PYtOV0ACftNCN1tUSMwtntFwW9y6Lbigs/GIWZ7RbIruHWF9K9PJomJnt89yJebG9WwOj3bUBjS6fMtqOVVp0GDYZzK6pBaJNAxLLQbdyDENsPXaFtVFr0yV6ZQpbA231aaZJAm25IE2mw1m07HiX3a7XXzfV1y3OI4VtlSPq90suq6ra65B+1p2zLVcKrskl1JyeVoo0L8sK3R0lYwZmklRbbitumHgOI56PSoTsrJQ9BPHsVS63W630bSNjqdt2zQaDYVn1fhVzcG7vJzwxReCAjYYDPjud7/LWmoEjEYjxuOR+p5Wo0mv36Epi3VllfH8uXivYxs0fI2mLBh22x3h0aLXtqdNVvMI1xHX2W/tsbst1sbBwW2G3S082YtuaCZJstHivLg458c//jEvnr0EwLR0LMsnk4Wt1XypOqoc3wY01ZZYFZCnOa7crPRKZx2FzGdiPsTmVlNpRFtp7egYrtaCEiYP1PViKdaDs1FBvzy/UO8V9KFK3hOH0jCRXchkWUaaxpiy1TbNYsoqx5QK+WWVK28pgKLcWMHGSYiXOyoosB2TJI2U3qxr+1dw5ZI4TtS/3/lNElCtd77nMBgOlSDC8xfPuHdPbBi9Xoc4DtFMsfha7QZpkSgMrixzdB08WXU0ch00MaG24+FYDeG3i+j7bDYcdRrubG1hmY6qJL85f837X3rIXBaFbM+itlk+OBzS8Pt0uuJ7wnBNVZkYUmbq9PQ1d+7cwtDrCKekLDbVtNt3D7i4ELYQnV6LOF7R9mUr1XTEarGm25Oiu4e7tJqenBuLQa9JnskWtzBivV7XHY6YoolWWXuen75B121VvKIIVU+wBohCrhRh0A2CIKZIN8Tb4XCblcRDiyJDl/3Vlmth2tZGtxJ48OCBEi2oSb71CX+171lwETcFkyQRC7UWXXUNB9s08d2adZBS1ty+rKKSfcH154rCj5RhsywMy1QPYJnn5Lm5YSH43rX2tzzPVWRl2y5lWarfMBqNyLJM/YYvvvhCRXvdbpcf//jHxLJq7Hke2zs7CqO8dXSI4zgsZRvn2elLppKreXC4hed1leBJGIZ4nk8io6M4ytnfu027ISK8fndAWx56puGSp7CQsnJ6JTyhCqnVefvgmKOjO/z8F8KL6Qc/+Bdm0wn9gXh/GCxUlOW6LnEcq2vMy4IsyxVGFwUxy/VKGZIFUYQp9QVMx8a2XXR9gx3quq6i7tlshu/7KnrUdV0dPnfu3LkWGdbY4NXCXr1x1eujKDZ6o0VRXGtprNdavVbEJrt5/SpfE61U2CfolFnOWuo81NbSv2rcYJI342bcjJvxG8Y7EUk+fO8ep2ciHI+i+BpLXhjGiyhkPp+zt7ejDJh6vS6z5YRdKcKaZRHreEUmw/Fev81apguOY9FwfQzJv1uuZkTxmpZUuS6LlELXlBjqcjEhWM3JcmkTq2n0+lKpRbc4PNgil50QuiUqzkMp6Pn85Yjzi1N2D8R1ubbOUirX2A2dZtNS5lS3bu9xcT7l+We/AMBzTZpem8VMpPaXdsXRLfk5jsl8MaIjK6WanuO6uqKX2JaOqZeqa2i1ijA0f0OBIFaVTlOvKIpqgwdWGbPZkqqUKXXHRtdNylo4l5IordP+nFarpU730WjEkydP1Ane6XSu4ID8hw6bq1ShuvOhNoIyO300w8CVqbtfFqoim0pKTn3NRS5SelOqEdX/u/n8SnRNSSHluupef+/ViLbfH9LpdJTzZKPRIM9zlWI/f/6cnR1xH3Z2dlgtA+6/d6B+b6/TVrDPeHTBcjlXbIg8T/md/yxM0xbLKcvllKwQUWkYRnhuA12rcdeCYW8bW7axFjmMLgROnoQZWqXj12Iptsvl+QJDpqLDrQHbe9t86SMh+OLYHv/243/l5QtBiWs3PEKpRlWkBVVeoctMqsxL5tOFUh+3TEfIycm1Nej6OFLAGl0jTTcR29bWNnmeX8Og5/M5z549V/NzdCQkCC+kBUr9t7ZtU5aligYFTghNCakFYUBZlmr9XI1Ca9hmo/ouFKU2gielonKJuQ7ptwUU55gWZqOh1kNc/fqOm3dik3Qch4GUN1paFs2GhyEdz7YHQ0UlOTs9oSi3aUpPassycFxL8dXmiylJnrIvU6b52Zz5QqQ5g14T3bDZlkrcRZxiWQYtSR9Koox2x2f9VizI/YM95osxvWFbvr7GkThJTglmzlpSkzS9oCBhb1+kF+0OlGVKhXgAh1s9jo7EA3Xv0S2aXYf2UDwEvUGD1WpFR5Le46BEJ1ebc16EUEkCbBiQZwm69FoxdY2tYRdbLt44iKkqjb6cy1arx3qZKfX1qgKqWM5dhW0YVBLUp6wo81wVmwaDAUEQUFWbxRzLh0K831QwiOM4nJycqHT0/v37Km0FkfbUuJmu69d4cpqmEUWRWtie7eG6LpYs1vlapVwHwzQRRZzaG7sqsHTQ5TLWKRTwDwJ+qapC0T4apqn6gH3fJ45jBRmMx1NevHhBLGku6/Wan//859y/fx+AP/uzP1OahnmeY+gWppx3TdMoi5Q4Wct/V/QHHTp3BJ2s2WwyuhBtdh9/8lOavkOvL9bdYjEiThdICUSGWwMW8xVlLuaySCsqiQX6Totuq48j4SYqgzyP2N4Wc52EMT/8/g/pDcVh/d6D97Bdi1DSvtaLc0xJrWr6DWLTpMil+k1colfXFZp0NHRZBLOuFOJ0XcfUTXVPXdf9DxzEq/qMlmWpdLsmd9evW5bg216FATzPZbEWMEgURdcaE7IsU2vHMAziOFafZRjGNU5mHRzUm2gcxMwL8bme54nW2Su82V833olNUtMqBZCbtsvx8TGlPOEsx1am7/v7+4xnYyJpjKTpOV7T3ZB6V0uiNOLLH34EwPTtWFXJ8iIliCp2b4vG+fl4guuZCme0LZ9Wy2coF5jdsJivxhimBKurUuGbd+7cIYpSVWUfX8xZzWK2hmIjfP/RfR4++lABxmWV8q1v/zYAnX6DJF/RM2SkoKW0Wx7HEs8avZ3h2DoSRqPdctU1JlFGr9/ClRHTbDplMknp9cTm3Gq3aDc7Sv7qYjSj1WpfEQAI1alalhUVbPCfKsN1fExbbNbD4ZCLiwu8tjhULK/JQjIDXNejzEu60ha0Pr3rSvHJyQlVVSl8y/f9/0DSrhel53mkaao22PFiRocOHVt8tuv5uE1pTJ9E5JQb8D0rKMpS2dNqhhRglRh8qZUURaa+q9FoXNMNHI1G/PM//zNQy5vlSiyjLk784R/+IQAffvihqt4vl0v29w4xdFfOZUlW5VSyZBSEK0aXZ8zGstC3XnLy+iUAv/jFp3zja1/i0fvigJlMztCNlK1hR81lGiXIhAfhoCqlwFKdPK7IpKlctI7Y3t7m2bNnYn5s81qE/+bNGzRN4w/+4A8A+N//t/9GUW4EPYLVmpXcvDJJAK85tWmak+a5KvrkaUElMxTP82j6DazaYiETh14dWa7XaxzHYXtbiHQkSaJkBsuy/A/dWXUzQv26ZW36wJPUFn3jNc58Ze3U36Vk3+S6qA9Cy7KIokhdl23bmx7tUkPTNBWAXRUy+eVxg0nejJtxM27GbxjvRCTZaHi8PhWOZsvlkoOjfZrS8dDzbMUxvHvnkF6/yTOp+vPk8ynvf3SP/W2JSUYhz14+J5HS/52uT0PKRDmuThyvcd1aibpQXDmArcE2SRzTlTJkq3BBt9slSuuKZp+5rBonacp4NlddEW7DhgIK2fnRbFkYZgoyLT57+4I7t8U1Pn7ycyxPR7PESdoZdrh1uMv/8QNhwHX38C4ffvSQ1VJgmIvZmKpuHcsjylgnkdVMW4dup40nlYpWC0Hx6PUF7rKztc3pyZRMnsLRKmS9lpG1W1E6jkrlKDUss4UhaUuea3FydsrAkO2CdoNYWsaadgOjLBXn1HEs7ty5pSL68/NziiLjzh3RRVK3loHkql1Jn+q0t76u6WyGaVk0WxuZfaUu4zkialM2C6L3uDZNM6mwDQ1drw3bBNVEu2IZofBMiW3WUclwuC06f2R/chAE6LquOIg/+MEPFLywv7/PZDxRyuMA62DGm1PBWHhz8owgXNLyZbdSt604lBcXF0wm+4wva1m9mOM7+7Ql7DO9GKGVm75nTTOUAVmVlmRGSs1IyItccIOlBUmWF6SLmLEUndZNjWbTp9UWc99sd3hz8kJc49tT1ZEiXmuj6RWpZGGUWoll69jydaqNJJ1lOdiOhWXV0mk5q9XG9K7dbmEY5jV1nuNjsRZq/LG+D57nYRkmiaSTaRWYtkVTqk9pUsy3jviyKsOoU4UCwlWo/h2nKY7tKQV9x/aIwoSqrLNSB71+r6aRZhnRFXWiXzfeiU3SbzXwpH7km7cr/vF//g++9TvfBmAwbHNyIkjavU6HvDDZ2xYpseu69FotFpcCd7Qqg6PhLkjXwk7b5LZUpdb1BMMoalcEhv0tsnXGsC+4ji2/xcnbU6XVGMcxbb+FnovFOp4uqKjbDpdY1ka1ejDsMCvmvHkjHpJ79+4xmjxTG8Ht977GOhTpRqttYrkGodREXE4nOI7DRx8JGKDhW6TJGZ7kZ+otKKSDX7/r0W23mE0ErtJttoiCACT3zbA8sjxnLXuX0yClilesZKuh77t4XbFZj8cj4mWkxBGKIqPT1HBdqXI+P2M5W7KQBaaHX+5j2TL1tlqMx6+gEA9BzTG8/96x/I0NRqMRn34qqCgffPDBFa900fp3errpxfW8Bq2WdLSbTFgt5/iyIWAwGKhCVV4kjONks7CpyNKYVB4aOpqiEgFohontOrhSyT5PEyUzlqc552/PlBZn02/Q6XR4Le2Lm80m9+69x+/+L98B4Px8REu27M0mc7a2Bjx9+hSA58+fYloGDx4I/PLOnd/l+YunTOXGuL9/i298XcAtJy9f0e/1+P4//E8A/su3vomru+ShFJJYZ5imjuNL7u9opPiIR4e3mE7nLKRl6sOHDzFsiBJxWMWZIPHXkmZ5XhFpMabEmfcObvPkuQgwkqJAs3QGe+K+dHttTk5e40rLVd9pUJbCzwmE/qohD5+W32K9DklrDrIFw3YfR7awZllGtN5shHEcE0s+Zp5lAtM16pbNEtexycuNWEaaaOrQbPkNHHPzrGmuwVwKzeRFwf7OkYJQ5ssFcZAqvup6HdPv9ymlHsFkMmEghWXyPKdKwNZkWp/8ekvZm3T7ZtyMm3EzfsN4JyLJdbQgjGS4rgtD9trFz/NNXG+jkNLvNnFsqSY8W3Jr70ClzO/ff8CTJ0/QJDHda9hkHXG6pWFOkkRKqaeybQaDLapy01Eym02IJc3Fb7lsb+8QSd/t0WSkPLtNzyPJClWYqYoCx9XodMV3dboetsOmYBJOuZQpkOPZ7GxvEafib5erFVmeclum41kao+UJtjS67w47mLKIZWo6pmZSSHqM67nkSU4gzelLPcHzmzRaoujhOA6pGSnBjyRLmUmg3rZ8dna3lFjE29MT0jTBtmrDqjlVmVHIaGE+X5JpNfUoZrlcMr0UFdv1ek273WJ3V3SG+L5Pr9ejqkSqOhqNFDC/tbVzTZQAwDLta6K8SZIoRZmrnTye49JoeMpLpiasXyWq53muIhihTFRdo5tcrd4ul0vevBEwD9UpjuvylS8Llfs///M/52//9u/49NNPAaFy/uSJiMLu3bvH06dPObolqtdRvOTx48ecnwtP6y995cu8/+hDRdS+OHujrlHXdc5O3/LVr3wJgH63R8N2eStTdUPT6Lc6lJLR0G40VeFhdHmBruvs74uCSLPpcnr2dmNeJgtXBZu5zPNctc+6nkcqK/07u7t0hx2mU5HhRHnE1v6QrBR/63W6LOcrNENc92CriyaZDsEiZLGYYbuSGVIkhEmoCoZFUaCVxjXaly6J6JZUDq+fUQ3ZaCDvmWnq2IZNWIjoOE/zq3oX6JWGQW1ml7JarJhLubNuv8fRwRFjqWp/cnJCsA7V+jk8PCTPa0pbhV4Y2JJWUBehftV4JzZJ2zbo90V1L44DijxRvMJ2y6fXr/FJD8vWcVw54ZZFt9fmQtpRWraBbunqATNdl3ZLpIiZmROtUlK5WNerFYP+kEjaFQTrNb1eD1fiSBkpURSSaxsdRIWNOS5ZtlLucHle0mg01KIY9Lukqc9CbkhXOwYMw2A2mzFfSipCw2Nvb09pVYZBRUmGY9UybA3sWhGnKKnyQn2PbbuYZkoeSCvXMsF2vCvOdMIALZAdGkEU4kmDrVarSRhFRHKDdRxH6QACLOdT8twjLcViPX37CqshqCZh7Il2QvlQrFchp6enfP6ZSD/b7TbNZnNj9RlcqhTI95vXlKmDILgm329ZFlmWKcqI7/vqsPE8TyjoXFEIv9qBcfW/YdPdc9WZsS7maxJ7rPuNXVd0iPzpn/6pnFub733ve/zFX/wFACcnr/jggw8AePr0KQcHezjSYvW//JfvcHx8n+9///sAfPHZ51RFzp7kVbbbbf7mrz8Wv8806LbavP9A9H1rVcpyOVcdZr1el+l0iiv775stn/lcqiAtZuzt7dGRKfHp6Snz5Uqlm5bpiDkoNi6VWZZRSWjHbzW4dfeOvKYmw50+lWRsBMma/qCn6FOGZdHt9bBNsQ5nszmlNCdzLA/TsRUft90RkmSR/Lehadj2xsVQ0zZumVlS4lgbxoplC82AusW1rHLyPFe/Sa+g0jdGYobhKk3Yoiio9E3r6Hgy4bPPHqu1U5Yl/eGAVOpCnCxmNJtindWdOVcPr1833olNMs1CdvfEZtZoOpyenrJciU2yrLaVZaZhmWRZom7k7u4WZZnVhm6cnLwmLzYiFlkVsC89LPr9Lnlcqr7PN6dnDHt7dGX0F4Yhe/uHij7y5uwVZ2dnNCQnsyxL6r3KNHXBK6yFQvMMv93BkzfLtu1rrVZZnhIqYNun2XRpSG5XUeScnb5R/claVeGYG3mnIIgI5elv6zae7ZDKdji/UaFb5oaTphl4V3xbVqsV88UcU2JaTsNX9Ig0z3j64iWRvK67t27jmKWSuE+SBMv2yOQDN5+NcXMxAculhVEkiiD86NEjZrOZispGoxEvX75UwP1kMlPUEstyOD4+ZndXRmFRREGpSN2ua7Nep4pus5aHF4hN8qq/t+/718jE9SZ5lUdnmuaGXnZFRqssS1zX5cGDBwAcH9/n0aNH7O+L6xoOh6zXId/97ncB+NnPfsZPf/pTAL72tW/w8cc/VbSlW7dEG2Jd2Hnx4hkvXrzgjaT9LOYTXr0QNJ3Dg20ePLynilymXrFcTtmRmG0ch8wXU/qGmK9r4he64AHWv//V65f4jSa6XtutmlLncSMmIh5+SeOpSr78VRHBjseXrIKApvTZTucplSY8hkBKhxmasjauNG3jmKiDZqCKILZpUdjFRl9Ut0T7X1XzFAsKyXXN4BrBO4tT8jxTz7Su65gGSrA4iUXxrcZZq6ra6Lg2GuimQVFbY0j/9/rZiaMIHQ1bta1e0c/UNFzLJpetxBRXwtVfGjeY5M24GTfjZvyG8U5EkuvVVFFvbt/ao9vZqHVE8RJDViy7fhfTgkzihGhNTEunKbtVdEvHdW10XZp7hTNCKdjadDsMBtvK/S2ORRXM7YooxfF9gjhSmIVuGlRXOgEMw0A3pTKzqWPpmpL6j7Ic177iWb0SEvPLWiF80FWG6V7Lw7JNLEkQzmMhX9Vvi+soi4q0yBQsUKUFOiIybHk6ruspe4KyELogdaRk2S6W510RNF0RZhH37ogIRzNM1XY3n06J4phSRp2z5QKrt2kZdB2NZrdDU5fCGwEklbQ6iCL0KmexqOfGYmtrh6MjQYgvioLRaKTUpBeLlRKSmExmVNWLa6TtRtMnTsQ9zDKBR9ZRaBAEKnISgq2W+r0gSNFXW9quKmiL7g0P3xeffVWyraqEJ/vVVNzzPP7H3/0tIFrpDvYPFSH6o48+YGtLRHv/+q//xsOHD4kDUYHN4gzXddnaElHYxdtTTk9e0WzUZPOc/T3xOffv3abh28RRjbkaOK6t0u2L0RnD4VDBE2/fvlUR2v7hLZIkYT6XuLK9obMBFGVGmsUkSR0tW6KjpW5GSCJ0qYBearBYzVXKbNoWhmmyDmrGgsPJ2WsG0vHz3nv3lT3D08+fM7q85FCqh6/WC4FDyshSt22qYkMYr0pwasK3vEexhLniUCh11co9jUYDw7ZVdlRHw1el9TwpFN1tNyk1FG5sOw7DXndjhDebU+kaRVEr/ZiEMkOxHBPLMjFkeFxjtb9qvBOb5NHhFpF8EFxPx28MmEiay/jyTFELtrcHQmqqWSvEhLRau/T64kHe3d2Vi0oULi4nOrnsGAjDmFajjVmJm7G9u0+WF4TyATMti8vJpdKiPDg4YDwbM5MWrFmW0GtuOkxsx1R8rLIosC1LFXkWy6Vg88sikG0NcORNLymZXI5IpBpPd9DH29+nKV0b5xOBV9bpiWfZuFJySqQWFabEwrKyIk4TtWlahuhcKKUVRlqkHN69TaEM2JesZAdSmCZUpo7nig2k1oRU1+XZNHwDU6oT+T2fyUJuvmZGuEp5+1YUKp4/f47neaoVcXt7m1aro+6bYRiqB3o8HhOGoTp8bt26RbfbVel4FAXKwB7ERn/VjN6yrGtdM2maXmuBK4oraZ90YqxUUWBzCNT+NrV8fxBELJdL9V2z2YwP3v+QR48eqe9+//33Afj93/8Oq1XA578QPdEvXryi1Eoe3BcUqG9+85v81je+xmQqDqS//L/+T3Z3xAa6NehDmeM3pObneoFjG0pdvtttY5q66l5aLpfqGra2tnjy5AlnUufg4OBApZ5QF6qKa+m26HuW69Q0eP1G9FM3Gh7tboeXL8W/Bzt92r0+r14JHuVgMABNU544s+WCQm6SWZmhW4bKQ13XEY6H8m/zIqVIEuVi6ZgOprzOGg6paVmWYQr5w9quV69Io1gVI+M4VnWCej1c7c4Jw1AdZJeXl7w5OaHG3xzbxncbLBfiGZ6vpurZABvdYgMhlBtN018e78Qm2e+1mUjSbpkn5GVJIR9W09KwpJFVlkeUVUq/K6OyRpM0S9TGVlVCcFedvPuHrJc1nqNLIFvc6Nt37xAFkerr9ZoejVaTrgTFHd9i+nyG16rxLF0JknoNH13X8CQxPY4MHMdSUShFjuO67L0nIrirLXuNVkO0xxmyh7jVlD3SmwhrniEAACAASURBVLarWgIMBK+wlgLL0oIk3uj6FXlCEET4zY39aZ6m6LKn0bQtvKbHyxOBFc6mCyr5ACVlDqahSNutThPfcpQsWUXObD6iKVvvBntDSl0cZJ1em/FIJ5QLPQhM4jjl+XPxwD1+/DlFvln4juOo6K/VauE4DrOZqEAK+4xSbZqdVpuZO2VaiNeD1Zr5VByYNZfRd+VDU1ZoFRiSsRA57rXCjWPZ2KZFVXsM64b6b8u2KdJMRYPL2Zwqz0glx/aP//iPGY1G/M1f/SUAf/RHf8Tnj4UIyWw249Gj9/nqV0UlXNd1Xr58vjkILs9pN112JQdRo6ClfORTHLtJKCX7dK0iyxIkmYFGw+f09K2yHRkMBiqCHY9HvHnzWq3hIAjodHvXqvkbHLIWys2oQ0nDNlisxGbsN0XxxWvLQ7LRIMtz/KZYl3Ga4HdaSuD46YvnKlPqtnvsHmyEcs1KE/zGfIP3FlmlhGY0W8O2JU8yzTBdQ/m9u65blwHE9yYhYZzQbtfRf4XnXuFJVqUqtvnNBmWZY8uMrttq4suMECBaB8L+WAYJuztbBJJDXCLw/0r+Pu/KYfPL4waTvBk342bcjN8w3olI8vT1K5C7vefahFGobAUODm4pYdzlYk6SZgyHIrx++PAe//qv/4bfEqfO02dP6Ha7yC5GBlvDTaUTE13TWEqx0/39Q7LsAkOWrDu9HmESUshK4MXljPl8zr0HvwVApZX84vHPATi8dUBRFNeqqFexMsdxaDY3/DZdR6WiuwfbrMOQ0VhElkWR0fR8zk4FX62IhSBDXZEzpEETQBqlZKkQR61HkmS48vSvtJK0yLHk3Jm2yfOTFwSxtOetMsaXgq8ZhxHHt27T3xZp7mo24+i9fabSmTJJ11xOLxhIM6vtw0M8qd3baLWwLYvpRGBjuiHSV0elVEI2y5dvaDabqi3NdixOTk74+7//e0BUwt9//31Fr3EsgUepCmUcqxQ4CAKazeY1StBVik8tJKssVaVyjaVvxDXqe1JjkvWoI7D6//unf/onvve97yk2wM9+9jM60knz7t17/OxnP6PVFDjy4eEh+/v7fOPrXwEgSwKyNCKKRZr3/X9O2d2WDpfJEsfq8otPhMHcb3/ztwjCBZbEu1+9fkGWFooSdevWLZVefvzxxyyXyyvtnhoVJWla01jKa/hdlmUkSYKbSSpOkSrF73W0JkpCOn0BIWmmxenZKcf37gCifTJOcxwZpbkNT8mq2Y6FoesMJJ7//PNnhEGgrtMyHQxM8lrEIoU4NtU9K8tS3dMkSbANQ82zaRni/svs96o4RX2f6rlpt9vEcczntTtqVXFwcKAU0fVKRPk1pl3FifrcJI4U7nv183/VeCc2yc8/+5zf+k9fByCLEygr+j3x8F79IZZl4Xqe2kAvxxfs7Gxxfik2mH6/i+06ylvDWm7wKMsy8RyPxoGY4CBY0eq28GTKmOUpzXZDpdRbW1uk6cYPOEpiOrK4UlVStUjSEtrttlJcAegN+nietymCuLb627dv3zJfLlUbVl7lNBot7LqgpAk1lhqTsdoOiWwNdPwGmpHS7MjUQD70d+6JdjjDNHn58jUlNXaU0N/psyvT0zBIiKRn89buFrphYEqHx72jfcoqoy0pT1kac+/+EZYn4IdXJ5/R37sLgGkVtDsble/hsC88U/RNv7Gum+oQ2d7aUXDD41885hePP1UUHxAbZb1Ij+/cZW9vTxV9xuOxwj7v3r1LnueKB1frQ26gCeeaRmStNlMT5jVQNK00TWm3WspJMU1TqCoeSIjk+PiYYL3kww8EHjibzRSXL1gvydOU15Li47ouVBmhtAX2HIOnT37B+al4nTwhlwrYDd/h8Wef8vCh8HCaTsfsbg94/JkoPsRxzGoZKCpSGIaKWpXnOY1GQ62rZrNJWZY0ZZDw8sUrWq0WhlzTYbRmZ2dHFXYsU+eDjwSuOp/PGVpbXI7FsxOnCY1WE13il67XoNPukcUbD++lVCnPi5SDw9vEK3EPTdvgaHioMPrxeMp6GdIfSu1Gx1M1BgP92mFUliWaY3MpCeBxHNPuNBUlZ3f/4Br/dWtnV+HIXzx9xle+8pUrLo05eVpg6rWWwVpQ2SSUk2QppiSNV2i40gZD3f9fM96JTfLo6FCU24BwHWE5tsKOlqsllixUbG21yatSmbNPJrJHW/qW+L5PXhbKJtZxNiZBtmlTURDHtXdKhuN4WBIMMmyD2eVMnXDb29s4vkdZ1r4ehqpersI5jUZb8fcsy6LXS0ikBHwlm/LrDb6kwpabke36dE2DWGKuWZGzWq3UjSwsEaH2BuKQ8LyGKoBoGJI3V/sbZ2RVwXReG5RZFPrG2tWwIU4jNFnt0y2N7QPpy6PbOIaJKUm9hmmwCpYK39PRyYuA6UR818V0TT8Sc7OzG3C4+whXFptAFzai0g+7LCocx8KTkeTLly8V0ToIAt5/9IEC2//xH/+Rs7NTfu/3fk9cl2VzfHzMnTt3AHGo1BHKZDJhsVgojUfgGgb3yyIFmqbJaGJDPr4qjbW/v68i3PPzc0VkB9jb25OFIrE+9vffVxv9dDrl0aNHfPyJwCh93yWOcr6QmOXLF0958uTneBJLv31rl6XEGNNYZ9jrqkJBt93k/PxcXddyucR1Nl7Z8/lcdZTVRaqr4rZXg4i6cJPIgz7LMokPis9qug2ma7HRrYIA3dCUOIiu6zSuiNCGYUhrp6U2SXSNvb09dY2TyYRMVtG3d4YkUawKlYJhYihesThcJMHdssiTTPV9l2WJlefXjMCiMFE+Vq9P3xAsVwx3xHpJz1PF0CjLkn/4h39QkWW9FupnqTZ2U5zMLMNya5O0FWmaq3pGq9Xh140bTPJm3IybcTN+w3gnIslua4AjDdcTs8A0bUVbsC0Xv1ZqabaYLRY4MmWqNKnmIdPL2XxCmmXS4BzCaKk4crrpQlWRlpKflYSkeUIp5cza7TZ5URDLE32xXBKEseKNJUkC0girO2hj2DYr+VqRLimKilRif2VZClyldpOLIpYyCtNNHcM20CQGq5UaeVXSkVJZdadOT8INVDq2UzsLCl6fLqO/KIowbIuilv8qM9rdtjrRDcdmslhR6pIyoRX0hwKDIq9wDAsUfmdR2hpGDdqUBaWekCNtRLM5y1Cc4NbcYTJa0m6J073X3cL3WljyutKkZLGYqbRosVjxta8JS4HZbMazZ8/U3/7Jn/wJ0+mYH/3oR+JvZ3Mc02KrLyq6W/2BwpzOT9+yv7+PDDLQAA0NZPRbomGgqYpsJf+oTgN1zSSpM4k8o9lsMpQp4Xg8xjRNVUkOghWvX8cslyKKOzw85Mtf/jIAe3s7fPrpY771rd8B4Kc//Rknr19gyBbWdsvDsXQWM5HKuu8dUMh1pVs2vufiy8xitVrx5s0bprK3P01Tdrb3VPS8WCxYShpapes4rqUUdMoyJ443bpC1oG0gXQurqkI3IFVK7QVjKQSc5JmQrLM33SidTueavFmj0SANIvXeruT65kXGxdn5JutoNFiN1yr6bfgtXNMlk51haZopqs3TZ8/YGg7Zlhh9kiRMx5cq2qvpXDXsZZoW/eE2d49F9vDsyVPmsq7w8OFDTk5OyLNNt0wYJUqwO0kEW0FFkmmhWmmzrFBWMSAsWX7deCc2yelkRUcqYDfcFnlZUKTSNrbRoSnFELK0wHE8HEm9SdOUyjBUOrVYLFgsl0o8YbVa0e3KflJDk1LxYlLySpCQI8kbXIdr0CvVMzufz4njWGFleZ4rOtGte7cxDE31iNceybpsw7IsC9ff2JNGaaIwSNMxcQ1XORxW6ILPJjd6Ta8oqxxbpgFxnKg+4yTPwDII00T+hhK/4Ss6TZKl+L5LEIvrbFod2t0mjvRhXuYBDem8GAUxrutQhuJ7vYaN7mrY+qZgYtgVnbqnuu3iSEy2KEvSImEpfcjn8xlUBrYtMZ7KYrkImU4W8j6VTCUmZVkW9+/f5+iWkIYryxLT1Pn93/99AJ784jM++eQTPvzwQ0C0PNbUmpcvX/LgwQOFOXe73WuOeHW6fbUP96pTo+M413rGYfNQmqZJS9KzAB4/foznOQpSefHihbqf9+7d4+HDh/zwh/8CCPz6P33j63wuccWgivnmN77O2RvBOaQsFFnccRziIGTY35Xf8yl5nqnNu9vtYdu2wsiuptOe54lWPPn74jimZFOMMgzrmvZinZpn2cZW4erv1i1TOWkalslwOFQK4tvb2/iuRy7pNlEYXrsW13VVcTFJEgpKjBq6sS3yJFcBR5JkJFecJRfLJZEMKKqqgqpkS7ZDmqbJmzdv2JGWFNPplCgMmctnz3IctmRPvGFZpGm24YoWJUEQEkUbnDlLMrUuLMsmTWp81qXZsNQmuZTP8K8aN+n2zbgZN+Nm/IbxTkSSWmEqhRFTd0ArSVPZNZKl2K5IPXTToN3rEsiWrsVigeO5DGU3g2ZoRElEIL1nyipThlpxsqLCAam8bbkGWZESytMxiAOVpoMQgBDmRiKKa7e7dPsiqvj8syeYzsbfucgy0SJ4xby9PvnEdet4MoJrd1tYjkmY1Gl8THnlhK/KkrzMlW9LmmWquT+tMozKJKodHG0bv+2TSPHbcp1j2BqGnEvd0nB9B9vdKHV7NdFc12h5nlI58hsOJ89f060NyZKYZbJC86RMWbuH6UoS82LJ3t4eRSJ+02y65PzsnMVcROVxVDAZr7i8FA0CeQaPHgmKz0cffcTOzo7KBnRdx/ddlao5usloNFIV3fv37ysDro8//pjxeKw6bnzfx3E2YiD1/bhqNF9VlRIPqYoCo+7sqCqans/uloAMnrsOVV4IdgVw9/YR6/VaOR52ux1OXr0E4OXzZ3z05a+o4sJPfvojGo7NcCAymIO9u7x+/jlTmdr6zpYSlabMKXNddVSVeUHDa2DsiEex3+8RhiFRLNZDLcQBAhLyPE+ljGmakpfVNYWlNEuUeIZtm9ecKnWtUuo7rmvXtVIxZ5qOadqqUuxYLmEYqygtS1MuLs7U3zZ8d8P8WIe0uy1VqMuzgvU6VNS1JMsUBLAOQ6ESJSPUy8tL3r45ZbUWv/f4+C4Hh0dKlLndbrN30GUhC6ovXr5WavHj6ZzbR7dVyytGJdtsawqci6YZG6Uf0ySSxSYMHcvdsF/KK1HyL493YpP86KOvqv/O8xSv2SCUG910OUWTysKtVocszhQGYVkOmmlc49EJTcHa2rSlekLzIqaMU4VPmaaO7VhqAn23QRQlCgvK8xRDszk9PZWf1ePwluC6+a0WJblKzSg1ptMZRVorNVtESazSIh0TU1IakiwnLjK10RdFgWVaaHVfuGHj6S6ZTM+zMlddIFmek4eB6orwWz5e08NwxSHRDBsU5HhSP9J2HSazFQ29TkMhlZ/ruJZQ/JHfuwpXmLZOb1DrPDYJkpRE4k5Ow6DTb8j3GgTzObJ4S5KuOX37ipcvBFWnKk18r6dS1W9/6zv0paVEu9Uhz3O1sIuiwLZtXImN3bt3j3a7zb//+7+rNXH3rqAeffrpp3z22Wd861vfAkS6eZUn+cubpK7rVGWJLWkfy+VSbcZC+s5V0EySJDx9+lTBEcf37rC7u8toJCravu8r/PL169f81V//Jbs7otrbaDWBgpMToQn59iQjXE1pSpzZdx26kqaTpCF+p8XlZd1x1KQsc/XZcRwzHo8Vzm6a1jWHR13XybPafra6xgvNskzAJPL3u64r4YzaajfHl/BCJelRgfys1HWwxhOVqpd5wXwypeHXTpyhgpuazSbVFfbGfDGl1+vh17avUUKcJipPNS0LTRN/2+61KUuYyPtfVRW37txWpnKrYM3bt2fs7wk4Js0KXr1+o6QEXa/B/oGYj+ViQZxtng/btqEoVWDjOA5BERCtpHGgmZPW9sSyO6mGX955qbT9nUOF7wVRgO+1VbN8Vlaq+GLoJrPVDE36DLfbbaI8VhvZKliDrm+KInqlOGJ1H2ktImoYBpVeUOoSo3BMiqqkvrOlBrZlKqpCEATMJSZVmRCEMa48OXU0JtOpilg6nQ7L5VL1Ixd5rgDxSivJq1yJ++qWie14lFLEwnRMfK9JKCMadI28ltXyLLIiR7afkxcFF5fnCr8sy1RsdnLzWkYrFotNr6uGyUpy23rNHnGlUdYR7WqBnseMJW8OraKyDEIZtkzCBYtaWKRo0jIOyKWnTxAuGE8uNkWOg7t89Svf4OhQcA6pNqf5ixcvmM1mKkLZ2d3GNE2FWZVlSZHnSoT1s8eP+egj4X456Pe5OD8XryOENmzLQq8jybKEqlI2oUI/ssS2Nhh2Hf0ILcFsI3cnJcnqufr000/50pc+UiT38/Nz1So4HPZptL+u8Orziwuen7xmb1cUfQa9LtFyrLyH/IYLsmd4vVwRB+sN5phGdLtdpXM5nc5J0xRHFnauOjyapqFoPrDxna4f8LIsSdOURqut3gsltlMXEBeKHpckCbbrUsg1azsOy+Vy09uuG9cOsySMGEji+bA/YHo5pnI2G0ycJmhS3iyNU0qtRJNEdA2RBQIsl2t2tvdoNkUkWfut14WaxXpFpWmcnovDqdlos14H1FZMYZyojbzhNajQyeSLWlGRpxma8jDXCIKIWd2abBpU8tDPCrFJ1rnjVZ/4Xx43mOTNuBk342b8hvFORJITWZ0FWUVeLNUJ3/I6OKZIW+aXCyzTU10j6AVpXpLJ09CxXSzXJgjFybFcLpU7Ym2CrslzoaoqsixTqcrleESn3aclU6T1KmJrsIVjSxN1w0Z3xGl4MjohiNbKrqDZbNNotDbX3GmzDgNC2WhvWDqe9Nl2PA+bgkxGLGmWEqwhKmpzqzaNZnvTjuU0cCTxuNHuECeJijpKrWQ2ntHqbcQAFouFkopaL5YYhkMpozTImF1KGk9ZQlEqa4j1YsHDe/eoJF0kShO63R5NiYfNwzW6rMmXVcY6mLArPcofPrxPq9ljORfvbbe26HV30aXJ0uhiSn0et9ttju/cVQTgsiwpqwJDfvZ6teL165f0pPnXi6dPOHkpqsQN12E2vuRcOmse3DqS0aCpPkvQfmQEo5voWqUUpuJ4g7Hlecp6HatMYzAYYDumahhwHIePP/5EUZO2dndUBHNxcSFaR2Uk+du//U3eOz5kNhUY5OXojPV6zZakW2kYjGV6PZ1MePv2Lf2BVKq6vODb3/72tQ4U27KUiEez2cSRKjh5WZDmmfLO1g3BjDAla1tHoypKfEmY9n0PXdfUephHCQ1pZ2I5At+vZcQcx+Pt2RmVjMo73Q6lVnJ+KiCUJE+4dVtI4e3u7JAVuYq+TEf4Wdd2Jugixa6l1fIiU80TR0dHeJ6njMEAhoMBfkNcV5LGlEVFUypuJWnO5eWYbVn99v0GVhioe/b65SsleCEi2lSJtNTOjLHMymzXViLSpm3he008yfzQrslsXB/vxCbp921GI8ETy/OcYp3TlC5tTbdFNBET3HBaFFrFeCHl2YOEWTBVatpey2c+GePK9DOMc7Kidgq06PU6ND0pM5ZlZPFSdfZ02j0cy2Y5k2btcYKmaeoG/Pznjylk10CUh/SHPU5eiYd1e3ubfr+vHvwgWPH+h4+udHds6Cmr1QpNr1SKGK0iSjvFd+oNqGI0GmNb4jq7nR5GX9KBopRGr6uoKJVWsbfjEUrKz+X4nNl8qmhOrUab3d6O4m/2+m2O9wW1Yj6b4NkeptzITiuN6TTi8PAOAHZR8fTJczpDWcjJQgxbttY1uzimz6tXov+4yD363UNSX2wa+wd3WC8zFhIL2hruquJDp9XG1DXVQ9tsNpmNp/zkpz8GIE0CDo72OXkl8L0/+K+/x+dfPJZ/axPHS6XFmMYBme9uerc9jyBOiOVD4rSarJcr0rr40u8rhfAgCLAtg0t5QJ+9fcPXvvY1pbZuWRb7h4fEtavlekUgO4oq02U0mTKUGqj/71//De89uMuXPhAtf8/zjNV8hmmJB3+yXBLKwoTX6jCZfaZS4O985zt4nqc0EVutBs1mQ1HRLNvYyHkZOpplKovcohTtgpu2S9HS2lU0rwXdns8yki2BLpS2TEW1goRIKea8ePwTLN2i2xUQUX/rDmkRcdsXRbN//7cf8/iFsOewfJdWf8Bnn4sOo0a7QbAI1XsP+lv83f/z9zx6IObjJz/6mKN9gTH2Oi3iKCWVMI+maSxWc+UmcDk5ZzpZ0vBl0GCY9PpDddCVlU5DPmfLdYDjeixkOm0aBq7jYrekOlccUVLh1Cphmq4gMdNy0E3rCg+6DiT+43gnNsm303PSWk/SdKl0nVwWQZIwJZELNcsK5nGoyKSrPCAuYxxXWmhWOVlZkEp80/N8tcCKHIJ1pDAYrRK+y6YpJrQohIXAjuRgNfw2aZohIUna7famAotNr9NXBaPRaExRZBweHsrv9aTgg/js9XrNeCKxPl2n021d4/TlacSDBwK/syyDMIwJA/lwzlfUymBpmrFcBiR1b3IliLJpXnsH6yLykJFD028RBxkNiZ16pkslhXNtU0enUvNe5Bofffnr6FIabTSaAD7tppgPK1swXwicaDJ6wcGhxXBL9Be3G/vkuUcobUBPTk5IIh1NWvAa2kY2fzoZ0/I9HBmF/c1f/d88/eIZx8d3ANje6fP400957z3R23x064Af/IuwXx2PR1xenDOSVdajWwdURU4sua7oGrppoBu1n5CFZuiqkDGfTRQ27HsOWZZw8lpsxpZpsDXssZLag57nYTkOliRuNxoNNKNud/PotZqcyA339atnPH/6GV88FhtdEqyxTRhI3ybbcpjJh/D0zWscx+SebK3MsoLZ7K2KaB3bwrEsZVgn7mu9S2qiQUEyEqAQkbgsvjiej+c5KsLVLVGcjJdSwPfiLc18EySYqw0WnOYJnUGHnswO5ss5uqEcrjk4OlTR7TpOCMOQREZly4tzDg728WT7bJplDLaHKsDo9TrqkByNRhwcHKh7EkUR5+dvlQDMYDCg0izWK3FdLa9JnudEMno0DZt2pydvd8Uoz5WnuWmaLBYL9mWGl+c53X5fiV9rhkkh946yFN9dP9P1+vxV4waTvBk342bcjN8w3olIcrUOlVmV5djkUbTBHSuTWEaVWmESxBs5syAIsBoWjsRgdFOjaXdYSmHRstKo87qiKonTZNPQjwZlpSqDruvy5uSckSZOpTBICFYb5R+tQkW3URZyeZ6zkmIBNY5Tc990A1rtNnsytb1qGzDs9ei0W6qa1+z6zOaF4klmSSzaqTJp7G5lbMm0zbZt1utQnX4VBRUbyotlOkRpzESqtYwv57TsLoEj5nK1WuDJqqnnWIRphlaKfx8c3ubzL57huSKFDNYR08lCSWtVujAGAxhsNTm+fYvRpbjmL558Rpq47G0LB8DpOKQs3Y2CuC6gAID93R00reKHPxTR4WI24/jeLZVunV2k3L17h/5QVIr/23//7/xI0oF+93d/F9BV5BBFEY4boxk1j9bC8VqK3ZBlQnQkk58dLBcqVTUMg/lsxehMYG63DnfZ390WityIdNvQLcX1C8JYsCcAs8wwS5deW0TobymYTaZ0pWJ+r9NiZ3tApysiqdk0VrzPy9GU9x8ecVvie2dnZ0RJrChAjYYvotcaQ6o20meaFI7WtE1F/mqHTbfVvubaadgmmq4rXmFcJbQtcX9bri8pQuJrTEO07Z6fiYxna2uboqi4eCui9jTNWa3EvM/mazQ5/yAyGt/3CSRzIlpHdDodFou64ypVKj/z8ZwsL1nORRZm2zaT6YzDQ5HW65boNjo6Ev+eTBdEUaRoULpp8vr1a/F7ooiiKNQ9A5iMx6qSnucFlmWr/QM23TmVpl+rSdRz/KvGO7FJRlmGK0l3aV6yjiPyQPLZ3IpI/shS1ygMDUfiimZk0Wq36Q6knmJV4nob2k7d2wzClrLKUaC3oQvHw1qSKQoTTNOk6YqF3W500XYsDDbyT5klPvdgsMc8WCge4NHREa7rciZVYtbBklazSSRVrx1v08Jl2zbrZcBMWuYeHx9j6EPlDjeZXKJXJpZMXYqsUovc0E0uJ9NNul2WoFdYtqQ8mRqmaSlAPS8LwiAhka2Ha73g8Ehs3J3ekNnljES2aR0d7NFt65hWXbiKma3WBGEs79GKwbAt58bnJz/5CfU5Zps9ut0u998TijrfP/8pVaUp/UVd17lzV0ARZ29O+MlPfkxRK8jsbdHyW5imAOaP77/HYrHg5z8Xqesnn3yqeLHj8Vi0wMkDZ7lc0ul01MJ3bQvXtgjlZ6+iBcvFXBWrqixVMnvBesX56RuSWGx8D46/StO1aEqyteOIwkxRyblseMRdsc6CbpswXNMyZU/9asybNxU9WfTb2R7QbbdYy57rl8+ec/5W3MNuz+LRo0eKtJ0kCe12m25bpOZRFIBuUqvmFEWBVshiI4Lyo3iR0hL1qiWFbdvkNa1JUoIu5aHy7f/1P+N2xbMzlXNZ06N2dhyqApbLevNyKYpCUcYGg4GSFtM0DcuwlHp4XkQkSaT6wj3bp9ls8vZEks8tU0FTpmlydnahpAA73T625TKVvj3BOiJKJM8SAVWlcaLSddd1WcoiV5bnaGzoQ7VzZr05C3WqfENyLwpFBayHagiptS9/xXgnNsllGBEZstqV68RFVmsWkJQ5KwnUZ1VBVOa40mI2o6DQS/K6E1qHEl11qERZil1jkmVJWWyqqK7tYJkmuiQdnp+P6PUGuNJwPQ4TLMNQeMZ6seTWXXG6XYxPWS3nKgoNVmts0yCTYLReCZ5Z7a1hGAYNT4p0+A1Wi6WShqPUxE2WG3u4XmPpLr4sXIFOHNY+PDaWZSlsLAhWLBcLMkmet1yLVtuj0RQPnNm2OH16QVdGPBo5cSS1JlONKCm5OBcPUJJ8weRyzXotdr4wiFkGa+4/FBHP9tY+vX79soqXtgAAIABJREFUUMTs7+9T5OL3L2Y5aRozHArg/r337uE4HRq+qFCenp7yySc/A+DFsy/I85S7MnLY2hKbZB1JpXnFj37yY6ZjEXl8/etf58UzYQvx8uVL7t6+o/iKi9mcw8PDa2LHhg6RPHCmizmr+YK15G9SljhyEwxWM2aX51gy0xh023gmmFKx2ULD1jR0o2ZEGzRlxtKyIfY0fENs/MvJGdFiiiMJqpZWksYbM7PR+UVN+2R3d5etnR1VMLFtW/Rz1/34eY6ha1dwyBKUZW5JlpeqmJTGwkemxtVd1xX837qLhIpKQ7EuFosVpdSWXQURi8WCGnUUpHxLZXBmLYorN+RWp8OgKyI2QWJPKEpxHetgAlWheMGdZptwnShmyeD4mOdPX8q5cbDthJ1tgRsGQYjv+8wkWVxMtU0hN7P9wwOiINx01YDC/rM44eSKp02eF7TaXZZyY++2e0ymc+UdnmXpRpDZtjAMQ0XdN5jkzbgZN+Nm/P8c70QkGWc5icTzfLPAdD1kFoBWahSymldoJZPpDE+TGKUFYRxRLmv1cUMof8hTqNR08qoW3BR9uTX1RtNEX7YmT91ub0DD8VkvxSk0m8zpNLsK79E1jW0Z7VxOz5R0PYi0zzA05QC3u73D1s42t24JOsl6vVaY1OuXJ0RRoFL1rcEQ17E4fSUqpY7lomGJ7hGEFFgpzcoKTcd3PRayQmcYFrbtbjArTaMsNt1FJSWdTodbEt9ZrxaM/j/23vTHsivL7vvdeXj3zTFlRM5kkmxWkUXW0JParYIkQxYEA7YB/482DEiW9UGQDavhbqu6a+wqklVkJZnJzIzMGF68+b07T/5w9juPJVSVAX9KA3mABDIQ8YZ77rnn7L322mtJR03bGgRuSCDwQrxNGY/H1Ki00PV9BodD7klLoBc6NFIZn15MeLl6yYO7qiLv2h6m6TCSObl/3+Dpk1f8+3//H9QEtQZfiCDt8dEBf/q973IgUmij8YDADXjyRF3/T372j/QGfd2mRlPrKLNFCSq3rUr7Z7Mbkm2sKUBFUWAYJi+lA2uxWlPmGQPBRterBaZEilWZ0jYlt8S+YtgNORkNGe6M4BylLrSLMIqi0FzGokggTwnk6Qk9i8A16QiboeO5ZGXOdqNSyDxPEbSFOE7ZbhPdOhtFPcoyJxWDqsGwR57EWtnKBG1WVQquvlO5ydMMq4VBR91DPwwUm0Nea1kWludqzYHPH/+W++1efalpKmKJupMkwfP2dsQmBlVVadm9VxfnuDLPpmmyXKxpUXO53sw5PhkzHinIpMgqps8vBDFXdYZ8N3dtg2V5INd0NZny6NEjTMkk67olK0q6fXUfqkqxTnZzbxiGxu8Nw6DT6dCX1tI0yelFkX7WdvYOnugPFFWp5+abdhD/b+O12CTdsEMquELR1riGqdvSyqKgaKU3MwxwQle3JXb6EXGRkK7EAS5UOMruulsDbbeqAG9Lp9um7VLXLbkszlmc0RYNnvATTSziONYA83wy5yeysGuzJBqEmnic5zme52ncRUk0FVxeqIfVME2t6uw4DlmWaTX1eB3z+W9+zYE8nA/uPqCuWlZCYyrygkxwwyTPaTG5uhbsJ+oQRoHmZ5qOjWVb7CyEiyrj8OiQSNJt02p0gQQUVnR4oig+rhPQNOgWx04nUpus0FiSfKMtRau6hqblVLhvJj3SxNL+QU0Db7/1DnmmNuv/9d/+b3z/u9+Xucq4uLigIwv3668W/PbzLyjEATDs9ji7daphjrqucB5KWr+c8skvf8mjnQtlvGGzWpBs1WZUt4oCdDOdy2cVOI5NK614ttlQFmqDWc3n5FnCn4ovzd2zE44PephyOHmmiWVBLem4b5jUspYC0yN1Wr78WmGd2WZBul1TReqa6qpks1owm6n7tNnkyPnJZDJlm8QaG6VtSItc+z5XVaUsB+QhtmyDlp0bYi1+8ULbypUf0u5ACYKAsi6w232xEstkcKgOguPRiNGRup/L+YKmrajk2TIdk36/qzePNE3BbBgL6X2xmGqM2bIsZrMbbFFtX6znRF2f7UbN7WK25PryWnNwN8t4741emjhOxWap1uF8uaKoat1/vVptsExHr6VXl9fE640u3BimzVRk9wLfZzA+YDa50evOMCzBdNXfDkcHRJEcfL6vOcaNoXDIVhoP7G+I2/yX4026/Wa8GW/Gm/FHxmsTSe4c/bZZjlGlNDsCebEHW8fdgN6oCwK+94Y9tpOErXQzGKbyxt6pr1R1SyDAbCcMMTqWFj8wakjWGzZCgD4cHBBvEs6OldIPDZw/O9cn4Gg00lSDx19/gRfaOjrs9/sURaFAZOAyu8Q0TUbiU7Ner3UF7vLyktVqpUVlj46OOLt1mydfqq6S9997Dy90iaWAYngOjrtTom5JsgJn12HiuDiWS7Wr5icb6nYvgFCXFXVW6sJF6Ac66mjrmouLC4xWvdfR4TEHBwfKpxnwfFNFIsZONafQKWKe5yyXa548Vu2ChtHl7u1v0fFFXd7Lce2Io7GKUv+H/+6/ZyWdLWkSs1jM+Mef/kxeazDsD7RySyfqsV2v6EY7Q/qGUtpMv/Un7/LLbMvTJ18CSnatrjK2a7V2kkyJNiTCKrAsi8APmQv9KPBdaknbzl88YzO74R1xB7x1OMKzDN0AsCPby9KjoqIQ+TqrzjHKnAOh+PiuQ1OkZKJclcbKUG6Xunre3uFvE8d4bkAjEdxquaKqS00mv7qcEPguwofHNgxadj7albqn5T7qtMNQU608zyPZpJjN7p5B1ZQ4Uv3fJjcwl8r/eo1ptQxH6hqyLCPLt0zF02i73dLr9RiPFdSx3syxnV2BpGAbr9gxzdu25vrmhotzaWHMa3w7wJDI++b6ml5vlzkVdDoRWaq+4+npKXXdcnmlYKDlcslH3/seaaLuaa/Xw7Zt3RmnIBVhwqzXrFYrzX4wUQIiO7ipSAtc12UlgrpZltKRdteqzEnT9BuOpq+5CtBvvnzM8BsUiDrP6fk7OwNwzB1Xr6U36LKVlOlmPsH2bAauupF5nmNZjp5gw2xZCeai8EdoZALbqiWwff7JX/5TAF48ec7h6BbPnzwDYDQY6p5sgCIrdZr79qOHdLoBK9l8Vusl6/WaSFSeDduiaWueP1N8LtM0NS1JKSn73Ii1a103RB1ft8PFaULfdXV6MRgf8Nmv1QZ6cXHB6OBIV3OjKCLJM42z5Emu1JrlgBn2I3pRQC0uf7YVcP5SXZ9julAbfP7rX6rP6Y/4y7/8S0aSmj179pS8yjiVSuLNbMqzZ+q1tulwcnyLjaREh0dHGIapzeubsmY0HjLx1Mb4+De/5fKlOkDi7RrHNfGFyxZ1OkR+R+OKo3EfTJNAuobatiayVWfPfD7j5uiYf3iqNue2KKmLgkI6bjzXIUtjerJpZFlGW1daX/HFi0uePlZWEDQ1H3/nQ+6cnerXmk2JK2mwY7Q4tkkgldGCmo2wF4qqwDYabd27WS2Ik5hbnnqvzWbD+fk5ltB8LMdlKVj39//su7x49VLrRYaei+1YWirOMS3yPMeUNd8dBiwlCGjblsViqXvoqWpGo7GmQK3WaxzX0Vxg13CpTbBFc8Cs4clTdcD0+33CMNQHqu2ZFG3J+Fjd/7xIqOqcy4m6b8enY549VwrxjWieHoz28m7zxYJbt1WAcTg6ZjFZM7lUz0sU9UikV9uwTFqU3TOodsA4STi6pahpUb/PkydPGA3V769vJhRFoSl0hmERCVTTYHB5ccnxoXqt6/tkcUIjdQjH88mLgqXQiyzLwBX64Gq1EQV4UZTaqW79nvFabJLT2QrE+sCsKto8x5ILdW0LW3b5os4ximb3p/heAJapCxmz+Zwy3XPhwt5efr/X6zG7mbGYqY2tyitc26MjlqlYFv/wk5/SD0VmKqwo61ZjYwcHB/z4p0rs4H/8zn9DVibaRmBnebmjdRRFwXQ65eEDhZ0lWUojFI+dj8iuIHR1dcVwOGAmBZXbd27h+z6m0DryPOfs7EzepxQvabXhZmnKbDrXxakd544d5asxiOMVseAweZYRy8PaiwYMB2Pdhmma8JvPP+F+pjZr22qYLeZ89aWiMY0Pj3koFKjnz15iWRZToQ9NblLijcHHH/4QgOPDI66vLvn0E7UBX748J5e2soPBgNtnx/pQ7Pci+t2B9m1ZbZY0NFq0wTBbGm8XORusbp9wffdU7pELdUEuG06+rqjaVh8wrm1SFRkL4ZnObq73LYxVyb17d7TAQa8Tkicb5GtgmWC0je6Lpq3Vv93/m5pGwkxF43F0tlC20NRgebt22UZze9vWYLXakOVCTO/3SLOK+Y50WjccHhxoYZWtZDoAm9WGpqophAc6GgwZj8c607IcG9t1WKbqfnuDiMFwyHYq+G7V6nmuqorpdMJqtQsiDBzL1lh5WeYMh319TV999ZhMgo979+7hOA5rwYKVIEWkPZ1eXlySbXL6Q6EMdQ1ePldRZiN2GrVgsMv1ljwvv2HBYeJ6Hispepmmie/7mvvrWC6G/G0Z52BYWkimbRW7dOePBSa+HzIY2PqaXDm4HMdRnuzyvrs5/H3jDSb5ZrwZb8ab8UfGaxFJlnWrFYPNqiaLYxppBxt0I2ypTjZGQ68TsJF0uyhL8nzPsI/jlMjrcHJLSfJvtjO2ohiUrLasVht8afHrdQdsVjFfPlZE5Q++9SFl0WJ19yIGVdViShrYADt1pxcvXhBEjm7gN2wfYpO02JmOWRimieXI9GZ7qkF30GcTp7qLJo5jzqqCUIi3N9MZN5O5pkCYps3ZqYruhsOVwlxDwf7KgixJtZCoiYlrudjGLgq3GQ0jbLEZGHYHeCJg4dg+x4eH2s6hKDLKKsOV7p3Do0Mas+K5qPGcnp5wcKS+x3qxYRtveOddJUJxOL5HmbvcXKtqficoefz518TCOnjr/j1NiB4PuxyO+tpGwWwajDylkg6T08MhRZXrlNKyTS32UI16WHVOnavI8Xo6Y3ZtU2kVHBPXdnTr4Xq95vr6ktVSVUNnN9dkEtF6lsE7j94iEqXuTujT5FscIY9bJpi0mn7Vtq1mRlgYGE2rCeKO4+A6PmuJ+rJSRbS7v6+bVptkZXnBYrXEFoik2+2SFxm1rHfbsgn8Dr5gmPPlklYyIyWg3GjMbTw+lAxJpbW+fPdMcDbHc+n0utgbdY8nz6eUQtvpD0L8IFDtiDK22y0LSU2LuuH84lLbWdzczHSEvtqs6Xa7SALDNs2Itzm2oZ5D1/ZpC1hk6uemaLVobtjpYtsO37RYaBo0RLBer9lstxpuiHo96rrWhHjbdva0rEpZW+xUgFK7wHc9jW9X5ZZut4st0eM2jnXLKoZBCzoqtew/vBW+FpvkcDyi05GWp7KAqsCTL31wOOLoSOETfidgvl2TCI1llSTU7Tdljkw8z6cTqs0rz2NtCp9lBW0Fx0OFXwz7IyinGpP45LNf8+6fvM+BcP1Cz+fFz3+uXQ3TPOdf/eu/AmC6eIHT6Wujc4URmhQ7laCmwXX3/hlu4OsGG18eyp0SedXU1E1LINjni/Onqp9WMJiO32EtPcOOa9F3+rrDIk1zkk2uH9aqqgicUMvqt2ULZY0n7+W7AbFY6k6v5rgEmvJBY3B265RNIn3vVUU/ivZ80KbVD8zBwQF5UuAIkP/q4hlPHl8zn6q056Nv/wXr9Q2hJwvSMTBlAoaRz6Dr48iXdkyLbhTpgknZZBT1vqfesva0LawAkzuYYnP7b/7tv2M2uSaUDqMw6tJatr7+l5eXvLq4oJTDK083VPL/w7t3OT4+1m6JbdtiWc6+79lU12wYOxVwG9PZ+fLkNEal729WVJR1QyVFr6yqqDAwd00chrPrfiUvKsqqodNXG854PKYqMzoCKYRBJLzTXf95SbLZ2xqXZUkkG+jxwSFlXujvURQFddbgyrq0XYv1dqPXWtjpsU3Vl4q3mcI+5bBSzpOuLlQarcViscAy1TV3o4HuqEnTGNsqqHZUo8oAw8LxxIsnGtIWLcu52rw2cUy5o4/la1mvopkQKIdK6xt81Olixi2xb4iiiO12q6k7hVXoTTJLc1zXoxA6UVWlKtVudpS5CsOwdEq9Wq0YDPd4ted5eu5e+8JNlhc6cvANA9f1NJAdBAGhiI5ajsV0OmG5USdU2UDQ6eIOhCdobonjmK+/VsB+v+/rqOtgdEhbtbqh//p6Ql223Lmt2u5+9Y+/Igp6NDv/HNvGsB3OhEfYti2tCCk8fPQ2eRWzFoEL5Vej/LQBmhKyssAUDmaW5xpbysqKrMgJOvsK/Hq7wQ+kt9sLuHfvwV5KDUtjn67rEXX239HCoht2aCSSiuOUOq8ppXLYuDZlXtHIAo3XKbk8JEXWkGwLrb3X1gaTy2s2W7VJJtsNhmWowwRwTI8LwZVM22W+vNZEY4ceXgDTqSLx/qe/+Q+8ePKK40NV/XcNS1vVhlZGP2hxdmZdtoVRtDRIVdkFxzZw3b2cfqPtCgyOB32s+wobPT064P/6ux9hCrfVC0KKxmBXGs5EwCCWQyb0bTKRynv41n38MNCCtnmeSxX4m4K2rZYhw7Awd1iXaVM3kIimwHy5Ik5zbCmgGKYLbaMbJAzLoZRrKOoGx3F1P7Ft29DaOkqLwpC6sYi3am7LstZaq5bjUVcthwdqTXa7XeJ4ow+6sq5It1tGp4q/W9Py5OuntIJhN7WNZUpB1Awoi1KT2NvWpS4rCrmmtjHphPuGifkyYbUUrmNV0dQ5S8ENDUxOb98hFHZDvI4p0gLTsOXvG65FdDgKItoW/TuVDab7po+mJAz3B70flORlRSwE+pS95UZdVArDlCi9bQxMw6aRTKpq1Gt3mVaNoVs6FSF/3/5pWX94K3yDSb4Zb8ab8Wb8kfFaRJK+7+/L9o5LGHq4usugYikV5rzKqepCh8aOZeJ5Hq7XkZ89YiumlErhdhXjiIVsFPSojZY028mGJZiNjSlV1JOTU754/FvuSQtfW9V0u10sSSFsy+Dvf/J3AHz40VsY5l6+3nRsaE12sY9tu5i2RSNATJwmLEURZr5ccHR0pNO8MIiYziY6JeoN+jieyzOhuXS7ff05vmmSpimzyUzmpmG5XOFYgitmSk3JFgJb6Pr0oy7brbS1ZTVRoHiSh8P7HI4OtdR/UcVcT15oOoUX2MxXc7qdntyjHl9/eSn3IaE/9nn+QlFC+uEJ7zz6LqdH7wDwt//pp3zyyU+QDkD6UZe+0JaSdx/Rdd6ncyjRkB/RDy2snQpUXWKYJr6szLZttVyZZdg4nsvBQKXXf/LeO/zt3/6d7qKpmpa0rGgkK7EdH9M2dUXX933dYfXo0SMsa5+KFVmGGwSahYBpYtDSyvposKh37YGVsoS4EIrL9c2Moq4xjJ1aj2p5zXbCI45DJmlskqZ4rqN5k1VVYRsmYbRXTIrXKdeiqJPnuW7DCyML3/c5kk4vJcHX4ss9bEtIy0zDQFVdc3FzRWeo5j5NCnyBoo4PTwm8NZMbpVzV1Cam4dCV7pTlfPE7xmim4VGJVXGWtVgmjEdqraRZRl21Ovot8pI0L5lJ9LiYrjTFyzRN+v0BXYFIqqpivlpqAYssyzBtQz+nrlTXtcRZvU+NK6OkKPddM6b5u1Vqy9qJPYvjpygbgYrQXbf+/49b4sOHb7MWcD2yLfqhB6Uo3xgNtZBj8yIlDEMMwYaysiKON1rF2zQdgiAgEHxrcvmCWlS7k22O43j0O2qTGA+GrJYxFxdCgM0KhsMxd+/eB2A2m7FcLZjMVKpzMBpw76HqY76e3jAYdugNpR0sDCnLWuM5pmnjBwG5UDXc7UbjOYvVisHoQGMh/eEYN3C12nRDw1dPn3Ih/afHRxW3RLV5sVhgW64u+rStQZHlBKJjGLgelmGT7ziZWUka51SFbNbrnEicJ3vhCLN1d/UUfDvk7tl9WksU4n2H7TZhu9ldU0QpaX6WFaTXM1rU9YUdm812yuOVmuunX3/O977/Le7eUlCGUTU0cnAdDfpEoYWFtNYVLel272I4PjymocUx95JWza4X2VRanbUUl9579DYH4xHNLq1rTcK6pdltbK3JOt7oA+mbFqLD8RjTtqkELLRcwQE1FurQtjU7BlDVtBSSPsdZznqb8NuvVL/5crXGcjx2KlxVXWEHAe3ugaxbLV+W5yVRJ9r7WZclrudoF8PNJma9XuvAoKoaTQcqy5I7d+7otVRVFZ7nfcMPySWwA70RuJaP7/uamjM+uEUmdJnNOme5SEi26m8Hgy7j0UD3yX/66ads40Kr8Zwc39H3qGkaAtfTvMiryQWbzUZ7S/U6fWwz4PKlIvHXdc1dUX1aL9ZYlont7A4Ug6oqiGPpIc9KDAN8T7DDIse1vf185ZX+f2M5zKYLjHbncGqIlbNYyjo+RVVTCk84DIO99iuKmmWyK/r94fFabJJtu2WzUTzBlJam6mJJVdExDUK9oFpa08C15GfDINlsWYs2Y2uaeFaAJQ9YXVYY4t/QVjVlnWP3haTb7ZMkGSupwPaiHuPxbS6uVIW2aRrCKCBo1eI9v3rFv/yX/xyATXpNVadkO4P5NMMyzP0JV1WsVyuWIn67XK/o9dSGWmQZi8VC44x3797HdX2Wc3X9vu+RZQUHR0KQdV2ynQHV5TUP779FKB7OZmNjtjZDEQYusppkm7BZ7To/Yhz7EEd6bPOswDYlyo7XzGYzXPnd+KCH7dRMZurQ6PZC5vMl20RFj0eHmSZlR2GXw+NTjecYbcj0asWgo+bq3bfe5q/+/J9SCB3AM21ml+p9KDKSJMGX13bcAZ3QwxHStuc7FGWtjZkMw8IWCTLDUrigIZu12jAGpNL3vd5m2KZBIPPTYpMkMVJ7ICsy3SWyk8nabTCR51E3pd5QDMsUkzLhFda1Fk5Ji5w4KXjxQm0CadbS6UZku8JNmdINPc0qyKuMwNv1E5d4jq2j2yzLsMyWoFS/n81mJHFOkUvXSJnRE+7iYrPg+HCsN9Rku8Z1HaZTFWAcdo4I7Gh/Te6I0cGQQixWp9MJN3N16Huer4zgNEnbZLlca+x8NlvQ7w91pXgb5zpKe/DgAXVd6+aK2XyuojbRGJiuZ7iWT2iq+1AYNclKdCmHY+q2YS6HQFmWNBj0h2rj77Wt6t1eCf5ZlBi1obuM8iTVbAfDMMnSikhMxGxjzzABFcGXZUkjQYPndfXB3rY7kY/f1Zf8feMNJvlmvBlvxpvxR8ZrEUnOFl9w6446SVbTJUVT05EUo8iavSIyLvEmx5KWtulkwcXkBksoMYZrs62XupLqNxWnx4oz6brKVe/Pvq/UaJ69eIHvWRyMFDZWtw1FldAdiPWr57FNEm1QNDwa8vTVM/VeocE2Xuoqc78bcTge40rIsl5PmU5uNPO/14lYz9XJ2QlCLAytTDK5nnL33m2OxVQrSbaYrUEoyuRpkWNKZBBGXZbbteaUpduU1Wyl1dP7nQFJnXB2pN7LcSwGYZdOT0UeHS/VKu+tWeGGBptYfa/4eslw2MMXbCzOMvK61lX4xigpy50tRE7HGvP2ww8AuHVyG+NtS4vwuq6vUn2hZmVNwXIpNKamoRt0aXZq262qSmo3PMenwcKUkM+2fUzBnJsGirrCcqWKutrw7p+8x2+++AKA4+Mhm21Kku16+R0C3yWX1N4JPcqVmks/DKjbRkv9m5aFbaGr2a7rskkTDIliy2Zvi1rUBT/6yc+4ukrkOx5SljWm4N++61AWa9pWfVZVwPBQrC8GAYvlJa6r7uG9s1uUZc6riZrblxevqEsfWyLr7XbLNlZV5B987yOOjodstipzom4omkb3bm+SGDv06Yoda5bnvJxekLXqe6+3S92rfX19o5wWJaLP64T1YqnbY6Neh+v5RL93kaYUQr2qHPjVbz6jK8yRw+GA5WROPBdLEqeHY9jUK2FVXMckQg+z77lsi4zRserGmVxdU2NwIpoJL19eYBs1NOq+dH0lBVhIdbupaq1q7nk+t28danvauqroRV3dzVZkKZYBxg6TDjzKneGgC+m2xOmpz9mJbf++8VpskkEHfE+4Xr6BbRhaTy+va9bSu1qkNcPhgSa89joDnNshM0mZK6PFC3wyoeYcHZ3o0Hw5mzM+OuSVaA1uNmuSJKYr8k/j3pCXlxecf63I0xvxkvlWpYQoyrKkEI5h2HVwXUthiUBeVkymc3yhIri2w8HBAWW2d2Lb3bi8rPC9iG5X2iFNiyKvSDYqZTJpcSxXpwHrxVK3hnmearNczFTqarQmvUGXSCS60iRhuZzj2kKZsgxsxyAUsYher0coBbKgE1BUOZ4IXNieQ94URK56r8AxRTBEXOpsQ9s3PLx7ysNbf8ogUgvbd3zhbKrFuyximrrWogRm3WpcrSlT4iRF6jQEvovvJ7iiJTbqdWlMRYsBqBuTttmlqi1N3VKK0MToYEzUj3AklTVtg243ZLfem9qiahoq2fjKZi/+0dD+DlhfFAVJmWv18appsF1PiXygqDo7j5vffvmYF+fnzERG7/T+26w2E01aP709JK82yC3l8MDk3Uf31T1Kc0wj0ptP2xpkeUYu7ZKG5dDzB0zne1X7neK7sktoQGCPuqlp6kpTk0zTomHflrkoNmRFTlype+j4DldSqJlNb4iiiFAmK01jDKPdS7jREEUhHUllwyhgIS2MaZ7R6XUZC345fXVBHqfkiQDcbUxrGliy0YVOiJyJrFcxrW1Q5HIYBSEG9t5LvjbZbBPaHfUqrHFdF1/Wj9tzvmG5oOwpdoIvRZ7T1IW+x57v/Y7+ZJJsCXceT4GPYze6gOa+kUp7M96MN+PN+P82XotI0rdDqnInslvT0rBrBHEcV3tUBK7Dq1eveCUV6dHBmP5oSFqI98iwy9ndO2Rycpz0+hRC+dhut7zz3rvad7uhZjqd6GKEH3icnZ1yIC7sizKTAAAgAElEQVR9q82G6XSqRWcBLTI6W0zI84KVFGbqsiD0A/qSqtqGSZZlWq3HdXwtJDFfrpjP57qVrtsfkGy3miJhUEmBdUeBKmklmjHblrLMODiQdCrJMVsTT/gy280G17MYD3eqzhWOa2hZrs02ZimdC5ZjY3xDFWXQG5BlCa0UvWzLYXx0qNv0ut2OjnZCd8idO2fE4re0XM5pWwNXOmwM06HMW10yNB2DgyM1r5vllDRNCQJpHTNqGmMv9rvcTLG9ENtW36tuDExD/d+wLYy20RSv6+k1pt1yfCJCCpjM52tWImKSpQ1xktAVQeMkS0gkenRtRcPpSpHHNgyawsX+xrxjmpT1XsB2JpHirz77hOvZhMMzBcXg1LRWhd9V3zOrM64mpRZ/vvvgPt/9/p8C8Muf/yO+0+h2wPUqpihySun8Cr0Oru1SVirziKJIe7p0u12attRydnXdYjYmpi3rw7IpqkJLBU6up5jm3k3TtGAt0f7NfM7V1TXf+eBDAN555x3aqtVyf7ZtkyUJK4lo/U6oM7gXL16y2WyYXKrC1ajXpW5brXS1Wcesqy1ZoiL+JE5opIhl1TmDw9HeU6Zu2GxWrKQ7pypaaFvijZDcC1XNdpy9kviueaLIStI0ZShCGq7rYpuOLjA5lnKa1KIlGL9j+NU0jWakJGJ49/vGa7FJxpucPFc3YHmzgtqkF4ixu+ES+moRdKMBnudxILqOnueTZQmZ9PKGpU/bVkQdoQg0lU6X+sMBjuuSpuqmp3mGaVtaSs1ZTLEdT1uZ3jo75fwiItgZsm+3OJJOj0YjVusFqWA9BiZN0+ouAdtSWM9koirWdd0wkM6VKOxQ5PuWNtswiYsCv6s+J95uWS6XdMWJrhOG2NLJUxQFq/VCpx6r9RyjMnRqkqRbbN/C76i/v7mZE2c1pmxenucwGKsNIwhDkjxjm+xdGpUF6i69NBkM+1qWynVtFjOxlDCkKizUG8dxaJpGV0Ity8JzXK2R6NkOpih8J+ma2WyCLxt71lSkVYEvpMpbJ4e4XkAjmGSRQyMtjYZp0yQltXQUOZ6J4zlsRcdxtliyWGxI5PeeG9HtRrqLpMxLDYEUWUlRVLot1bAtwMSRTp9tnmMYhjboinMlBwYKN2zMlqpRD9j5xQ3dvquvabrYcHAL/uIv/gyAR4/eJZQOm7QoaUuDbKLeK9msicIOllDAnMAXzqCar+OTQ46OFS8SGsqy0HSVui6xvtHCiNHStjWuv4OBMjzP0e/15bOvNLUoDEPiNtabVZqmdMPuvtUySVnM5lxeqvT83oP79CQIqMsKd2DrDSbLCuqi0li5YZkYWPu+aM+lI9/JDhRNbyvK+9tY6cE2lbAdwj6G0XAoUmr2N1gjoHizu75uwzdxHEdfE0DoW3qTzGKl6bnbF8dj8OV5rusa08j1mm3+sFni67FJ3jt7SBqrDeawm2M0Br6ctFlcUmTqRtqGTccPtPhtksVMphM8Ad/rKmMxvaIv0UHY7dHuxB58h/OLc81dq9qKR+890otiuVzy8uULLi8VZnlwfMR2u9V44GQy+YYrn0OWJdppzvYd8jTTYhoHozG3b9/m9m0Fgj/56mt9rePxmG5vgC0YXFO3qi9VNonVcs5mvSYI9w6Ae8Kz8pFuir3oguta7HrzbVuJWviCuziOCY5FWopvzybDkKji+OQQwzZxBc+zPIO8yjHsnYe5SVO0TBdCr6pqTcM4PTqhLGuGfVUUs2yb1WqlJfcNw8ALXCzBg5Mkoa3VZrNYLXg1uSLLRVasKZktZoQT9RD9zY//BsdzsS21OdtuwHCgovDxwSG+71NJ9L9YzZguplxOFEZb1g2jgyEjKaBtNznLVUwlFKG2aHDNXU98iGt7tLIBV2WDZShfJFCe7bZl6sJOmmdMRDh4FSeYrkXaitdQVGEEJqlsmuEIvvcX3+W7f/oxAHVZ88mvPgPg5atLPNOnlGJDmRR0bncwdv34ccHNzQ2jI5UtnJ4eEUiUvdkuqOuCwN7hZ8p3uxFtPMuyCH1ft+VtkhW125IJV/jOnTPWooHquwFvPXzEA2meuLm5IYsLfQA7gU1TtWzXck1+h+MDtVnbholl2Xt8czHFaE1C4aOODsb0nT7xKpH7n2na0ipegWVSy+bsWDbDwQBqOWBxWCW55k0q2RbjGyTwklqiexMD27Zx5flomgbbAFeyH1Pw1J24wWAw4OJSabymRU5V1Viy4f6xws0bTPLNeDPejDfjj4zXIpJMNyWldIUMojGu7WE1av++SWYspEWrSAuyLGMkaVxRFQSey/GppN+BMgnbCe0uJlPd9dIYDdOb+e+IbHY6gW5hM22Llpqi3rdDVlWl8Rzfd7UR0uXlJUWa6d/1uh0CNyCUSHMwGNHv9wmEunTTm9EKKdlxHIqypRBFnaZpMTEpJA00cAj8Lh1/L6ufCl6SJQVGYHIsWFjo+dCg6RHbzQbHtRgfqOuP+hE//vmPNa4ahIFWhD46OuJ6OuHZuYpyN5sNH330EYWkl2bL70hUJWmmVYCSKMM78jW+mxcZdd1qwdZQOpB2/thN05DIa4u6Uu1yExWFTJcL6qqgELGM4Thkm2yItzv7DgPbksqmFygpfy0z1uHi6hWSMdHvDRkMxiSJWh+rdUpVVWwFh2sbQws4R2GXftTDtnceBEpIt5SKfGvZ4FjYkp4ttzGvLhUWXtZQmjWhtPs1dUWcpxwdq4jvW99+l9Ggw+OvlaJ8L+jzi18qwebNOqbrD7ANoYf1ekRhV8u7LRZzLBNO5D4NRwNtm1EUuRLdENxYuTkWOtq1gN6wz0YEYGaLGYQm81jdh1unZ9yXrjHfDRRdRlo+V6sV6TrR2PjJ0THj8Xif2hqGpt5s1mt8V6mAg0SwYUTPUVDOIBwSWV1a6YRJ0lwzA84vXnFwdMCJWJ/keclyviTdrY+iJApCctPRn+t8Q3yiLGtNlrcMU4vngoIMbMvWP0dRpJ43YZZ0ooDRgcp+2rYViGjnnviHq9uvxSbpGL7Gd1w7wLO9HTSG74e6z/P4+Ji8SLULHZbBrdNjop5ayFVbUrcVueBsQSfEF5UX27a5dXaiJyVNU9I80bJjZZnT6XX2nR+eQ5aZdHeWDEar26EOhiOqqNR4juNYDHt9RuIs14u62LbNr3/9a0Bp5HneHgvJ0n3ft+8H9Ls9je9YrYttmTi2aEbS0uzM6XOD1jaRzJWg2yVLtsTxzomuobBqNjvLTQsevfcIR6wQsiwjlT7n6WLGarPEkvawg6Mx6+1qr7BS17iWjcmui6jRG71lOXTCPkUsvytrAr+r5ycvUq4uJ1xdq03lxz/+e2xrr594fHaHSPiXo9EIz3MoMnXPfvXpP1A1NbbMT6ffxXMUfFK3qlixO5y2SYwbhHgCA6y3W+aLLXWz8zUa8uEHD/nyc9VjHsexftB3h+AOr2uqmqatcGXDMWybsq60Os2rq0ueiQUFNrQWrESyr7BgfALvf0dtQG+9dUpRFOQbdfCZjtIyBIi6IVZj0OuoaxpHA0zT1BbCZakU089u79w1LeJMwThYYFumTj0ty8LE1PcsKzMOXJdLmffFckZod8jFduLTTz/hBz9QBaRe1Ofq4pKvHqu5WS2WWM3e1XO1WtHvdjkSj5vr62sqQ/i6fkAUdDQWTG3RGw4xM3WPLybXeM1KU4DiNGG6UJ0+RVmSl6VS0EfpVK5WK6pUYLCsYXDrjFIgkqpsqMtM45IKHtu3R9Y1+voAbN/V85NmMZttpQOSHbYP4Mrht4PTdtoKv2+8FpukZXoUqXDsqhVlWet+zFI04QBGowN83+XFK4UrOI7NaDTCsIT7lpUYlsVGQGHTtLVA6Xa75eTkhFL4WU3TMJ/PdR/sydkp8/mcjdgbbDYbLMPQ+GddlkyuVSHGxFKfKxW72WzGdDrVN9I2lWfzW2+JfUOS6AJBWZZ0u4YmyCdJymQypRL71c0mIc8z+h31uZbhEop4b+aUmK3LzZWKDHrBgLq2CHx1iHROBjRtxUKw0fl8SmcQ4iG9v1VOJbJpeZmxXq+ppfLd7UQsFgu9mRd+ySbZspqLRH/ZaKLxo7ffx3NDhvIdo16Xui756quvAPj5z3/G+fm5PkR+8IM/0214t45PiLqhFkpOki3bJOFGWtwqFNA/knm/fectTY7eJoWYvrX6nmZFro2yimJJ2zZYrRxAXkAU9fgX/+KfAXD56oKnT5XIcr/fJQgCfWhWZkldm9oapKUiSQq2wo64mlwzkYzG9W2w9wWB+488fvjX/wRPvGQuLl9w/+59DmS+fvHTz5D6F4NOl808xnF3xHuL7WaNKRlMnqc8uH+XsZjIFXWmo3vfczHMVq9hx3awHVtLtpV5Tt2UTCaq6rxJNnSdLp7wed969z0dhX/y2a/w3YAH4qve3m14+uVX+p71u106nY4WTzl/8ULj95bwZ2+mauNrA4Oo6bGVdtjnX53TdwY8uK3euzvqkYgWw/1H95kvZ8wE6764eElZlgqXBObXK6qy1NngZrMRTFssKixHczkNw8Kx997og8GAW8fHuih0c3PDcrnUh8ixYej9wA/VM7q7ph2X8veNN5jkm/FmvBlvxh8Zr0UkuVqsmM3UyVKkBb4f6mr3aDjWHKk79+/xox/93zwQg60sizk/P+fgSJ06V9eXHJ4c6mrX06+fc//+QwBOTk6Ueo6kjJ1Oh/F4rEPzyeUVQRBQC33AMAx8zyeVE+b26RmrhYqqbp/dZdjv8/ixaofbrtZEUcjRkcI71pslw2Gfr8SZbjQaaa7n6ek9vv7qa75+qX730Xe+y6g/4pe/UPjV8dEdptMpq3kq3/tIRz+TmwkfffAhiaQ58brEdR3WC1WxXG83PHr0lo5+X766ZHDs624fy9pXCYfDPlVT4vp7jNbzPCJRSB/0RxRuxXYl1p6dkIf3lRQalcm9e2/hWSqCffXqFf/xP/5HfvqTf1CvHfT49re/zWCofq9SGnWCx2lGmmd7Ne2yJstLTKn2O35A6EQcDNVcRr0+YaiiDDdsODg80Wn9fKE4l3fvKrWhIOxhWz7zmUrdnz+7YHJ1jSlRSLfj8+0PVAfVbx9/wf0H97QFx/X1NaZpasWY9XrJrdNj7XhYN1DrqKPC78MPf6jW4bsfv83BuM/FhVJuos3ZbubMrhTu+urlU3xfRZnL1Q2+3dm5IoNREQQO0tHI2+P79PtdfY9ro9TQDMi6FOybVmnY7DC61oa8KoXOpPDO3rCHXannZ7GYabHfNE1YL1e881BdwyaJaZpKR2l5nrJaLbQwy3R+w2aj5vXRo0dMplNaqaq//fY7rDZbugMFIdx7cJfpqwULEXAe9gdakHqbbMiKlCNPVcpvnZ3w8ulLbXtsAkkSMxY3gvlqzmA80FbAcZzQylpKk4ThoE9HeKGt0fDZ55/p9ZGmKQfHB3r+xoeHfP7bx3I9M8Job7F87B/xh8ZrsUk+ffqUv/7rv1Y/1PDs2Qtce0fyTJhKWP+tybcxTZtA5L6Cjk+ax9q+Yb3aEkaRJtMeHh7rMDpNU3rdvl5gO07joega1qXyytm59GVZxqDT5UhoD/F6w06D//Nf/5r33ntPbzhBEBAEgV40tm2y3W71A6iKB2qBrddrbMNmIATnp19/RVnAWDyql4uY+c1a425Rp08knNGlueLZk5caz3n65CVvv/0QJL1cr2K1MUzUgTMYHTIeHfLySlot40ynvU2jQPPdgjo6OuH8+Utui5+OhcPqZsK9M3XI3D69w32Rkbt39jZPnjzhp3//KQC/+tWv2GxXDMQB8e7du4SdQG84qvCwLzZgW5pDaZomjucSGOqe3XJv47l7VewwDPeFicqibVvNg/M81XYm+wu+7+O5XUKZr/HohDLPWM/UZlVWuW5L/cUvfsJ0OuHgSN3fO7fv8eHHH/Hky9/K/FRMZzOefKV+/uWnn+he/L/6J9/hW997l1mpNkWrrolXS01E7wY+bVnoh+v05JiL5woiGfT7HA/P8EzZ6Cc3JNuYt6Sg8vHHH7Ner/VG0LY1rbEjtLe0rUlr7FwbW/K80E6MtSm+1EKBCTo+TdvqZ8BxQ82L7fV6rJZLHouH+b3bd/j44485f6GgrJeXL7m5mXEg6jxVWzGUgmCn16GTprTiB//186/pj0YcjtVctjlcnU+4kXk3DPBEef9mNmEVxzjys4WB7dnK+RSovQbbdknE8RGzIex4INznikrjiC0VZV3oZ7kTRIwORvqgL8tSqbbL4baJ1xgyl7tW1l1x8Y+5Jb4Wm+SDB/d1RSrodhgfHrJZPwNU4GdJJPnjn/6Etx481CD4ZrugE/ncPlbVXtMxgZYkVg/ncDjUHLnZdMpsstA9s92uKq5sBYO8c3rG9HpKX4pEg+6AYX9AT0Rny6Tg2+8rQYfNZsODBw90N0rbtrRGoxdj01SUZaHB+KZpdNdMUWYcn55hGSra+/w3v6XIW9bSB1wWJm3Vakn+bthn1JWOAivAMtEYy8HBiPVqw5lYUDQYnJ+f84M//wEAcbzm5mZGv69OyyPPYyGLwjRtelFfb5J10fL2g3fIhJO6WayZTTc0kbov3t0uq5lanP/m7/8dj3/9EkNk5M5OT/ju9z7Qi3G1WvD1V7/V9g63b59iyuZsGjZ1tavlQtPWGEar5dx6vSGe7+jCVdsY++4MDOqmppB7mmUpdV3rqLQqSxIjV1UVwLZCwsClFdES34s0h/T6Zsp0fs2riSpyXF5fk1YZP/ieEkApq5xOJ+D2HdWf/uDBA64naoO9vnzFF08/ZXxXbeyryZSqyvDkvW8f3KKuWl48V/zNl8/O8QQLNJqW9WqFK9XtMAy4dXLIkfRnb7dLZY8gB25rNDTyYLetkvYytYyc6vXe8QbjLGVkHRH15HBe1OR5zmCkNreyrJncKLzStzyiKGQ5V+shTjYMuz3dcfb1RuHVzu6aRmf64K6pqY0aX+x4TcPENFtuhDe5XK6JugE9vyf3tLeT6WQezwkNG1swWc9xcSwbp1Gfk29zqqrS8nZ+ZOP6hsb7g8LFsARX9F2iKOLdk3cBJfhimiYzkY6bz+fK90k24NliyW4vtG0lS1i1O87xH5ZMe4NJvhlvxpvxZvyR8VpEkg/fus/0RqXUVXVN04At6uKO7+NLeq2UeFqQE83xAqoGLq9FJn45AxpCEX+17VIbDhlYNE2j8YmjsbJQ2LnFGSjj846UIUfDIUmS8FQsZ33f57333gPgZz/7GavlnFzC/Dv3buN4Nk8kdSnLgtn8hlz4i71eT6fto8GATrAXRj0Y9bi8WLARU6WD8Rl5EmkccT6d7U3EkpT333+ff/Ffq2qt5zn86B/+nq60NGKY9Idj/qu/+qcATBdX/PwXP8KVSNxzfTqB+tzxcEwYdLQx0nK+oqksxn2FBX3x4inrRcxH/0xFVk1h8YtPFKXJMn3ef/89/dq2bbm8ek4tfL5O4NPp2tipiP3mK23sZVu+8PvEkKyshI8p1UvbxXFsJPCiKCttg2HbLpZlUosKkO2g5cnUaCjymDyT9jhiHNvCseS9XZ+jWyqqGhz1KfKGyytVsV4s5vz4xz/W99gwW/zaxZdI+/79+9x/oLpTijThOzff5rMvfwpAlLksl3PmsoZTK6MsKrKl4JvTGAf1Pr1ogNW4bCRzsCOT8XisIRSVSpqKqApgtvtIsoHGaLHlZ7NRcMUu3U7rkjhNSFq1XtbxljY2GAimu9msdPaTZVvwQ46O1f0us5zzi+ccDNXP/WGPbj/i4UMFt5imzaVwW5erFUVb0BF8s9sJWa+3vHylotR4kXEyvEVvtEt7c2LpxuqNuhz4I8bDncGcRbrOSGQ+sBrauiWM1JpNaoOk2mpM3wlM3EC9r+t6BK6n52qxXdK2Lc/OVcQfb8H3oS8MFmOzwhFIxLIMvNCj53Vl5fzhvsTXYpO8uHqliw03kxnrdczJqfhnpLkutpye3tZ2CwCm5eJ6lhaeGAwPldiC8LMm13Mt35VlGb1eT7cSvnh2jmEYjGUCHz16xHvv/InGGaMgZLvcspgqfO/hw4fUQrUYD4bYtq1bp548+ZLeoKtEEVBcuMlNqd0U27bW6sn3795mdjPXxZZBv88XX3zFQvpPHcdnOrvS8EO319EPanh6i//2X/8rbUfw1ddf8cEHHzAT7McLfB723+LTTxVW2B0EPHr0Dr/5XP38YvVSE8s9t8NysSaXja7XG9DxIl48UwtsGA15ePYO00u1eZ/HN/iOOkB6UZ/GqNlmKq2pi5zAd4l6O0tRm7osiEUrLM88nT47tqk8gdhpABa0Zo1p71wKLUyrwhIysVXXmqbjuK36/85Jsmyo61YLeBhYGK6p0/66ysEwsTz195t0SS5wgml5BH7E8S11eEW9LnXV8j//L/8TAEeHh/zJu+/w4J7aGD3HxmSnIRAxGn6bU9lg8mLDdHrNP/z07wG4md3w+RdfYIgD5L2TB7SouSmzmvUmxpB0e9Af0+sPsWQN10mM0aL9ckzDBPZtqC1oWTFMgzzJGIhkWW3UZGnOVGyB4ziljQ22lciwNS1RpO5D6djE20S39PaGPZqyYi4q/71hD9/3CXrqnm82MRuh6VVGzeBwSLevghfLhjDw8UWIZDuLcQ2fQji5q9VGY6GdQcTo4ICRFPWauiZLUxLhOjZNhe0Y1KZsWlZFXuUEQmNSfuQ7npbJNo65vlYNEYvFhn6vrwVfgtAmDEP6YrOyWC0ppbkEoN/v6YPP8f5wUv0m3X4z3ow34834I+O1iCTbttTUg1unx7juCm+Xnrm+LjxsNjGjgyNd1OhEAccHY/pCPWiaiv/8o7/jUiqYjuloUmqSKEWQHRE3iiJsa8/Aj1cxo9FIu7bN4zlFVjCUzx71+rx4pip/Z7dP6A26lEKQ/c3nn1GUKSOp/vX7Xaqq0IKl6+2K9qWIQxwfMZ1OyBP12rPTEzzH5p23VXWzqh2OjsbcEXmsj7/zoa68NWWD41h8+umvAEViPzw5xBMBhNZoefbsKV8+UTSHXr9DEDpUoqAeBhGZUKtevXjFcrPWoqOh2yHwIm4dqjk5//qSdFNyIDJUz7+8INmqKP6HP/xrsmZNJQIPtmfRGzi09b7FrRsG3L2vaBWvzl9iCOzhujWOZ2n5qpYGtzW1ArhlN7RUtEi3imWwi6TKShVpdm16UFHW6e9UJpvaoml2JlMmGJYu9ORloWk8ZtuQVxaWeHb3hl2a2tCE+fl8zieffcrlS7WWDg/GBNK5FHguvTDgXblnm82KW/1ThqGK6C5uLnnym3OePVev7Q+P8Fz1uVdXU2ht3nlH0akePHiIZVqsJJNIsxzfDfjG0tRRJbS0TUurdYBMbNvaq01ZcOfObfKVKB2dl/hNw7Cv1qVrm1xdqGJSxw84OBxqP6Sg8jkYj5g2CroaH44o6orZUv08my+1UEan32U4HOpKse9aVEWJ00i0Z3gkq4xS2CBh5NGKnJvnWQwGfR05F2VOUWTEUs32zUCJuwhEEnZdwGR0qK7BwmIrMmpZljNf3WALn6rT9XE8W2dLhuFgWZaWB9zEKX3poKvLEtezdTQcBHua1X85XotNcnwwYrFUeE7UG9IddHWF2jBNDsWC4eLyU771rQ84O1MVx+FwSJbGXF1JT21ZsN1kWvr+xbMn3D5VbVY0BovZEtdUD8X9uw/wbEcbcj3/+jnnz/ddIk3ZYJqm5lFdXVxrk7DHX37Og7fucyDp1vHxMa7vEggWWtc1Vdtw75564J4/f64VcbbxBsNsCcK9nNu9+7f58kt1DfNFyoO7D3j//Xfk+hv6QmkaD8ck8Uan7oPhPX76i5/pG123FS9eveDtR+rhLYqMn/7sx3z4bcUNPDw85PFXwhOTPnZfFGW265iOP+ClONzRWgwHB7QiYXXvzkM60tnTtgZB6BJ0RArLMOj1PULBxpoipcgSlgv1XrZdYNs7e9US2zIprUKur8C1HE3JKOqKqqppBWs0TYdWesTTRMyoROUmCBwsu8IydrikSV01VPJ7AxvLtTRlxDAhEhzNtDzystYq52XVUBatxqzDMKTxPL0Bv3r1ikJU2l3H4mg4JrkRlsVqydGtMf2RWg/3Pnqb//zOz5heqYMwXuSs5HPG41MePHig9UXTPOXV1SW29GMPej3qqtpdIka77wrZ9RvvZOeapsFxfZaCZ+OaGLajW227UZ+jwyO6A3XNWbLVB0yeK6XzncLQcr0AoyHqK2y0NSFLVVcWKJ0Ee6cY5ZhURk0u85rGFZvlBrsS18pcyQZ6jlqnUW+AE0sXVOQR9kIdjKyXS7Ii1UFSv9dXCuwij2h6PcqixgtsmestK7Ec8dwOYRRQyxptaNlstlozwTYNgjDUUnlnZ7foCdyQxgmGBdfX6tAoyn1r4385XotNcrFYaNzp6tVLLCfgSHxaLq+uWQlO8uF3vkUY+szm6uH79LNf8OrlC10Eee+9d/A8h8BXG1tb3dWbnGVZ3L59j744C5qGwfnFFbOJAu7v3bnLixcvdOQZuB6uZyO0SS6uXumWtbpteHl5gSvcraIsyaqUbaIwyMGgxwffel/k9qEqU1ztStcSeDatnLLTmwnjgz6B+CG/PJ/wp9//mLEA6P/H//5/0g3Vwv3zP/9LFvOV3shtz8Ww4OkzZW3a6XU4OjuibNUBc7OacHx8QCNY2nq71vShwWCgKB3yMBZpxvMnT/Ekogv9CMfIcCQCcEMDzxSfmjZjPrmgF6q/jUKXKlsSZ+rhHQ569MIOa0N9j2XT4Lniq25XtDTUtdpg2qYE08Zgt7CVfNzO8dK1DU35SOqcusw1WXo2XyntSm8nDWdjYNA2O8pQi2E0dMS+Ik1TrT1alVvyosELRLez08cyDQxTMo1OhAFaHq4pK73BbJOEPLvi2ZeKf1oWGUdXBwRSQPvgow8YDMZ8+OF35RI5gzAAACAASURBVFuY+PI5o4MjLMtiLr3MaZrS7/dpRSpvsVoq2+R2F2obWkasqWtozB1EDy2kZcqp9HmndcHjx19wvlA95sfHR9y/e5dPv/hE3YfFVBdiNssVL19eaJ91x2m5uJxw+0wddMvVlqIotEZkGIaY4mCa5zlt22prjzJNMFs4EiqebwVcnE909jAYDHAlKMjLnDqvdZFrtVhjNYb2UhodDhiM+qSNilotz2C13LDaqs365eX/w96bxFiWZWta3+nPuX1jvbl57+HhEZERkc3LzNdVvnoURRUwQIWEmDCimAKiG4CQkGCIGFWpUCFREgMGIASjQqL0+nzZRWZGZnTuEeGNmVt/7fbN6RsGe91tkU+ZKcGkfOB75CYzv/c0u1nrX//6/1PmEv3evXufjd0Nhldqw3WwiSYJnlgsm26F17TJFmL30W4zPld7SRLFrMJKR+Fr/6JfN15jkq/H6/F6vB6/ZRjrUP5f5vhP/offqwqJcFzXVbJLQolodXpaIef4+FjEItTJoEJ6S0dWRZFRCwLClWBWlcfTLw8B1ZZ45+YtLkWkwqjg5o0DbZpU8z1OTl7q6nav2wSjYiknWFFkVJISlJbLYrVkZ1dFe/P5mMn4ip6ofvuuQ6tVw1v3nlXXplg7W9uMrq548UxRi7Y2tgn8OmGk7qHb2eSNNx7x5RP1e8Nw6HbU9yzmES9eHDIS58XheESSJ/SEiNzutTFdsOQ63cAmXi40kdfz6lqEIk1KbuztUwpe5xoO2SpiR8jE2SrEKHJuiyybY8BSRClqtZpSiLbWpOa1G53QthyL1WqlRQx8/9rYrNXtUG82dAocpym+7+OKI2IU5jQbfWYi0nF2fsnt2/fldzHLKNYYo+nYVFWlPbqV3J2h01PTtLEtg1yoWlWRa2mwLMswbVd3YFmOQ1Ua+jo8r4Zlehr28WstTcUK3ID5bMLsUsEvv/jwpxRFwcamdO8c3OLFi0MM8YdvNptsScRmWCZRFGk5M8e1aDbrlNKBNJ9PwTI17q4UsaRanyrlomt0waDWaJALNDFaXnH7rXtczFQKGRFT+gZLUREaji41Idx1PDwv0P7ep6dnROG10EQQBDSb1+2Rs9lEq9rv7e3gOBaZRNaT0ZgoilhO1N/u7hxw784Dnn8pYiKtnmZkfPrpYw72b/BEHC7zNOOdt95kIm3JD+7dYzSZMJipDG8erWg2m6qlGLBMh+n0eh42a029hl8enVCvN6/V5g2FMa/v2Sldnnyg4KYszBhOxlp53nIcxi/TdYz+K+OVSLdrQUNvhFEUsVwumYgKdHM81P4YUbLAC1zdptZqXstzgVIPf/rsMeORSl3efPgOthSALi8HnByfsy9SUNubWzx8+DaffKJSEaPdZHNzW3d+pFnIcjXT8kpGWWpXxsoOKA0YicdNVeRsbG0SCPUgiZbMpimuWAKaFfSl6+HP//RPMCqDb4m1bZkX9PubbAq88PzZEYPLE9JsnRYamva0WsZkWcHZuUqnGq0muzevsVE3sFiGSwYjBUfMzkd0Wy0WQkXy3BrPD1UrXSPwKfOStqTyjmFi5jmzqdpRfXL6nRZNSamj+RQHRePY7rRIkoxMNhwMg0ajod/FIlyxmIxYysT2tjbxZNE7mMSLFTPBpMIwJM5SFqKAnYYGSZxzS/rzW/UmlWhtVnlBwwsohdKzDGP4ipJLniWUVaXT0aoqqMqShnx3VRbYkrqbhoFpl7jO2nLAoDINDQOEUYJt1XBkcZtOpfl4YRZhuhazRD3XweyS2SwilMJGd2uLoNnQVJ04SUgkncujnCSNNG0pSVKKMtWUL9OxKauK4ivSaUa5nkcmjuXq1lnDgigOqZy1DF2DLEt49kwdhG7bZ//ugabf1PwaQ8HgLSNluRrQFluRsrBpt5skiSiApxGW6ZIK3JDnOYmoqS9mc0zruj00z3O63R4tUWs6O71UliVyuFfAv/jTPwHg977zeyRRzNffex9Q6jvD4YBQ9CanixmX40syedZlVTEaj/Wh4Tged+UgX+u95hLYbB9s0etuaBx1Pp+ziK+tHdp+l6nY8dbNBt1uh3UEYdq/eSt8JTZJQC8w17N/hQtXFMW1QG2WU2+1ieQkDQKPoijwRRyhHtQo8oqdHfWydrY3dTV7Np7x+MU5gzP1AL/1LTg8fK43488++YidnW12dxWgXlYpi8USe130MkotMxbHc27dvqure3G0IIlCDewf3Nhlf2+HH/zg++reHIuTlyrqaNbbHOzfIJGF7zk+WVrxsw9+DsDhi2NqtQaLudgbRBVzaZ3c6G+xs3+DqVh7NlpNbMtgPFTRcWmVeIGr+8KbLZ9otdB90s1GnYN9Fe3s794kClPtJVQmGWWcUhdsdHE1YHjxnEp4lPs7mxRSJf/y2XN2tjYphADu+z62VRGF6tmOroaE8xmuLObzl6cMhW+a5yX1RkuLlmRZxtVgxOmpRNJNm93dGywu1Wf91S++T1/6q7d2tsmLQniWyibAci3FqkYVrkzH1B4vmCVJnpCXQrY3wVlHFY6L7Xqaj1mZFgY2sUT0mFAWGbkEF1mc6Ig1TVNMKnz5nk6/R2VMddGj0WrR6nR1RBOuYu2llCQJZZXrNruyzCniXM//er2OQa7tDaqqxF57CdkejmXr3mzMiipOiaX9s9ZoMFvMNel7r7FPp9NmIVqdy+Vcz+Gg7jCfXrImCoSrmMZeg/FcrYckSynJsey1cV6pxY1LCqqq1NYoG1ubzKZzGjJ3vMAnShMC4Q1blLTl2axWC87OzjSZ/PLinKJQ0STA3v42Ts3m+Yk6zE3T5OrqSgs6W1ZEd82xLEuKotAMjSRJWCxnOirf29/BNE2ePzsE4OzFGZub6ntdwyUvCy1gUpOCzq8brzHJ1+P1eD1ej98yXolIMs/z63TDMvE8D0+wojRNtYim4zhEq5CVCKEaRsVkMqFZXxu9VzQaDb72NRXK7+7c5MVTVfkdjS/Z2/eRQ4Zvfusb/OLnH2qnteHlgCyL8YO1I6Kq/s5FsbgoMjKp9G1v7xCuFroybtmqitqWanar0eHqfMhcMJq/+3f+FSaS5iyXS4rC0JYMuzsdVstYV+g6nR71WpPpZKXvaS3BtrmxzWq+4LZQizxf8cLSUmwVsoisSCnztdxbAeQaQqiqghs3VFrf6/RZ2SFmoSKp3DL4/T/4PZ49Vqo35+EpzVoHQzpFXh5dYQpfcX9nl7OLI5pSNQb1Hi7OVUQ7my0Igjq9rooAjwfnpNrBsEa+KDk8VpHCYAD1Ouz01IluE7Db3iPw1cn+6O5bfOtb3wTgJx/+jD/7k4/59u+rLonZ6Aq/7iC6sFguNNp1fFdlErZjUhgxSSzdHBhapt+0AsqkQAq2GKaL59awxa6gLCosyyASG93lItICzZglWZZpPPPB/TfIsoJGQyL4ZhMwsKRSXpXGr4i6Wl8lQWJSVWibkaIo8HwHQ3BIDBvLXbtSWjiWox1AszzDNE19zbbrkBKyKfPFr9cYTSdaRWsymmq5vzjMiKOCOFTzrtfv0263NVa8OD8nDJc4AjfZTqVZBH7gYRjXwiKO7bJYrPCkIysIAmzTZigZTs2r8W0RXQl8nzt3FZME4PLjC9qdOqnI7X/x7HMGwytcaUVuNBr0+32NaVZfUTVKkoz5fK6j8s3NTWzb0XWFJEmUA4FAebZj0pGIMZytmM6n2tHRcDf4TeOV2CTXlqQAo+FUKRULFcfzHSy5kXqtxfDyUvdEU1Ys5ys8Sd0ssXItZOY7psEbDxTo32yoPtSp+AibRkGWJUxnagI5rvKN1ilUp02j7tMOhcaTpxrkrQyTweUFkXh8dHtNVquQTlMtEiqTZ8+O+Ff/+F8D4PjFS40rHr98yXtfe5c33lDpxePHj/HcgFZTLcBms4VZmTQldenubLAhfd9hGPPDH/6QG9IqVxlQa/g0O035uWSxGBNJi5dlVfT6bRzBcOezGf2eKiAMh0Mcw6eSxdkM2mx0d7j7d9TzunjzXX76ox/y+ReK5uLblu77PT055+BGTeO9RVUyHI0YjdSCs22XRtCi5qgJudnZ5CJS6fb0coFZ2mw21P3e2WlRliWTkVq8Ve7w1u13qQvpNxz/mJooq9/fu8PHzY/45AO1wLb3wPJAVMcIGhZV0cK1Qz130jQFW/3/JC2IVlLkMRzyzKQUek273aex2dLeQkdHx0o3tKZSu/P4nFxSZss0Mah06t7vb5JlmeYnrlYrqgqWC/Emiq/1M9dq6KlglJZlUa8Huhi5XC5wbROt/2ajNwE1vysKOQTTNKWwoCnpp9/0iVYxW7vyjhcDXv7sJStpJ+zU29pbZzZe4phwKbTYdjvn7OSUq5FaD7du3cT1TM0jNa1Ca0LmVU6WRdqG9Wo0x7RdDQPMFwt6nR6m0MmW0VIrQg1HA7Y3N3AlGPn6t76mfMTFXcCxTIX/Cjet020pXc+1d7hpciKpeN0OWC7nmttqWRaLxVxvirWamkOtdftkaRJKITYzciy/1KR2u/abk+pXYpMsikLfaFEULBYLDdSa1CmF92ZWsLezhyny9KvVCtM09SnTbrcpyxJfNs04WvG731UFksvLK9X7KqfM97//F9y//4AkFXmzLGdzc4N6/RrfKItMS6sVRUZ8pSbMaDJkfDXU1xzNQ1bLJWxsy3VatBtdfvlz1TM9nU41mfztt94n8Bt8+HNVMKoqgzcf3tcna1UZeF7A7VuKz7bR28QSI6Rms+DO7dvcvKWk0RbhAtNBG5TZnkmz5VMJ6F1v+ZyevtS/T5KUbYkyRpczWvUNnEr0JLs77O0eMJGIthZ0+c63/xbPOyqyfPzxx0xGU7kOh9myoDDUgZOmOcPBlFJ65rvNTSyrzniiJmuRudy5qeSsss2c0+MLYoksA1sVgcYXauL/m3//3+LpJ8/0PRiFyeefqkLEYHjBOw8fMF6qhVwaGUkZUqRqQeVpQRpHSOGYKDTIioqgKQK/SUFZrCXbfMrMxhPzqhub+7z16D3KTP3+yS+/YP/9fU36dvKKz79Qwsi1mk9pWlo/M84rZUdRrW0kUhzH06yLLMt0NgTKb2mNV/q+T6vVvmYI+D5FkmhtUrNCc2rzPKeyrGtyuWHgedcV+rJUpPeV+MGPFiPmyUpHwGZp8OCealJwXZdub4Mf/egn+nvDJGZHGjfe//q7FEXCTB5mFM+wnLXh1oplNNMaCfEqx3VqX9mcavT6XR2VhssVw4nKurb6G3zx7IleV2+/95BPP/2UuXTctBo1RtMR9++v+ZuOSA1W+rPX/97Z2aZWq+kNNE1zJpOJFodxHIdWq633h+nViDNhJPTbLTa2e7Q6YpJXf41Jvh6vx+vxevz/Gq9EJDkeT9nbE6ys3YMCmrKze47LUuxFV9mSfqdLu3mtIGIYBq6AUq16i/5bm1plqohShheKM7aYLZhMJtRFtXh/d5tut6NFRmuej+vZ5KKmPY1WhIulTnUALV8f1ALKLOf88lpy/s0373D7QLUDruYxeVIyGqrT8b33vq47N9ZK6L5UlTf6W5yeHbO7o3BG3/dpBDWtgm0Zlm6d3Nra4nvf+0PO5J7cWg8vsLXRU1omhMlSS+GPJxlFmeg2xnpQY42G+a6Ha9nsbqgWz+3+HmenQ6xqbWZWpzAN7t9VQsOP3nifxVRFmS9PvuT44jHzoYqOlrMl82mILZXiNFlgVCvCuVjdzkOMSnCzyqTht7h/7y0A3nzzLebTOclKRUsnx5dKqUkutKgKKkNFnQ8evMk7777F//Pn/7f63GTO1eycKBXZMcumKl1Wy3Uvdw6WSV4IVau0qHkqcgy8BiUWjqTi3VqPvf4NoqVEIZnNGzfuUa+pKO3CqdMUJdhb2/ucTyeIwR+GaWNaDp6n/jbJMirQ2KFpW5q2lmQpYZxo+kyUpJRUWsW+0WiRmktKoVflaaGVt8uywvdrOJrN4eHWfTLp1qkwmS3mxKb6ud3t0fe3NW+2CHM6TYXXdjodNrd3Sd9XfxvGEY7v8eCBol6NpyMqICvFKsJMSCX1jhOlg7DWV9jY2OL05FLbz3a7XWbzOfOFmocH+zd0JB2mS84uT7jp3ZTvXZJkkWaVOLbJ7bs32dlVEe1suuTJkye6c67ZbF5nlhbU6r42lWs22ty5c0tHtPP5nMnk2uwPyyAUp1EnXJJbBoaYtzn1ayrh3xyvxCY5mUx0WmOaSuqqFPK1YaPJs6Zpc3L0El9S4npQV+mJpDXL5ZLtVpNi7bWdF5ydqzT2wYOHWCZMBbje2trggx//NV3ZJNMMBldTamI1ubGxgWVZejJ3Ox3u3L4NwOHREV97+x3tQz0ej3n0xiP6HYUdPn/+nF53i3feVgWk2WzGzv5a+i3i9PSUpdCFzs8G7O7ucnauaBt5pqxqA1kItVqdcKn+1rZtkiTm7EylDLVmjVruslhJ+kWOaRs6lcnymFqzi++r51UkMBHuYrqqKGObR3fU5NvobZNHJXMpGJVJjmF6JNL3upiHlIVabJ3eDZqbfeYL9VlXlwMsb8xKCOCjWUKeppSZXFcRkMjsbDZquM0Oo5n6nr/6wQfEYchcRAssM8RzA85eqvTbr9XYlgXz9MUxfrPFSpwlbb8B1DQH0S5dkswjF+y4rAxc1yAUoL/mBThCtfGtgFVWaH7m1fGEi94VrhDAjdRkq7mlNQWKKOVgWx0o3/3Gt/nJRx/xFx99AoDbbiv/dKHqhKuYPF8yHq/l7xw9v1erFfP58ld4wVdXV3ohb/Z79Fp1xIaeLAl173FZGtiORyCbsVv3MB2TlTzbfqfH9vYuiWySmze2SMqYjz5S0M4ffucPeSoeL7/48CMcxyGQQkZZ5XS6XcZ9dXgfnxzh+i5lKb3eeUwuPNA0TbEMk4YEMr7bwLLUcwK1Hp589hzJcnnnrUdcDdXBPrxacvPmAe++p/QEZrMJrmeyf0M9n8FgwDvvvEUhfeCLecjV1RUbIgdnGNfze7FYsFgsdP3CMCtJscX/u9Mhz3NdyDk+PubmbfU54XLFZDqjEPC3LrS5XzdeiU2y3W5zdKQKBPfv3OXevXsMpXIcLkJdePB9n3ZzWzXjA0ms+nhd2VDiOOHw8BBPMDw7rXQB5OLsnCiJNbcvLwu+9u7b1z7cScbW1oY2Qm80GlycXrAjkzuNM778QlXKszzhxaeHICTff/AP/gF7e3t8LhOwXm/QbrcZDdUiSZKEw0gRwP/5P//ntFotIlnI2xub2I6nPbtd22E6nXIp928YI2qCOX30yUfKckLA543tHsPhxdqtgHv3bvHy7CXbciqnqUEaJWTxeqObE3gdeVYp733rETuy8AeXI4zcZt32XGUmeZqSysYYZxCF6nPitGCZZSSZaCSygVuv47pqMqZJxHg40dV/17S4/46KHDd6fa4uLvlMOo6iKKLX6dIT3txgOmUyOdKbRmaZfPxUiRnfvH2Lx88O+fnHCifd2Nnku7//PZ6+UM99vppQVAZn52qDtV0Lw0jZaMj8yGFlqRv849//Aza7N/jv/tv/HoA7W48I7LrGJD2jxmoaU7PVgrRLj9GpmqNPfvk5vu0TSHfOBz/7Bffv3+fyYiTvv04Yxpo5sbe3p/E5x3HwfV8XKl3HZzQacXqiNpEyLzCKnB0xwqrV6niu2m2GwzF5BecXqmrc2exSWgVINNTvbXJ5eYXVUBHe8tkhd964zb07qhh3cnKiN/K9m3s8f/6cz5+pdxQE0OkOCRN1nUWZEtR9DHOtoBSxIZ1di+UM33e5Olf/9/TkC7a3drV2687ODvfu7PDJJ6p28MFPf8yuFJN6vTauZzMeC7e3LGm0G3z06Sd6Pnz57AV3DhR2WlUle3u7nJ6e6Ge5ZsIMh6ou8BMxoHv77beZzRY8fKjw76Dm8dlnn3F5qQKQB2/cY6N17SPeL8ERce+15cOvG68xydfj9Xg9Xo/fMl6JSLLT6XB+rk7S87Mzan6gK9TNVkMrphy9OOTm/g1tsB54PlmR63Qqr0o8z8UROazxcMLelmpDNG2b1WJJKvSJVreD5dgaK2m3m5RlSSltWc+fPyeLUmJJi4zK1NjgbDZhNo35zre/DsDe3j6DwYDLS3WyNppNPvrlZzrsT/JM/ztoNLl97z4riSyGwyE/+ODH/O3v/REAlV+BaWhJftu2caWqmOc5aZFqvKbdaRImC22qNJ5NwTAYCxWnrAocx9D4puv4Wpndd2tYhs1qsVatNihzkOyKNC1Ik5xYotAkzglF1TvOKqLMJc7VZ0VxwWqV6La1JMyYTBOmC+mhLRPcQKXmyyhnuVwSiyaiEdQoHJdI8Lvctihdi2UuKXOREImh/HAZMlxFHA+E62e4uPVNHn1NVO1Hl0RpRK2zL8895emTj7EEjtnZaGKK2tBPf/YpgfVS28+enQ35q7/8ITVPRY6ffvqEv/7+j6iLosz5+YBUquhVaRH4Te3S+eGHn/Ls2QtdZX3//feZz+c6xb5x4wZXV2puVFVFURQU+bq/3KTd7mju33A4pkwTXZFtNFoY0vYV1JtsbG2TCsWtNEpyoyA11HP3vID33v06z8+UUndaxjimw40bCv/75Be/1Gnrhr/Bcrnk29++DcDp6TGrKKQvdKI4i0jSiCuxxQ3jCF94ks16g06nw1yoVs3aJsPRlJVQpM5OL3nvvYd87V21lt5++y1GI3X/SRqB4WiWQRzHLBYLTYHyPI9Ws65rAY5r8Oith1SStS0WC912aNsKDlt33Khn2dZruqoq6vW6rnf0+32uLtRe4gs9aN2WuBKdgV83XolN0rIcTcSt+zWoKo3Z5GnGXHDEPMmhrJRkFGpTtBybTkdktjxXCesKvWS1CElqCkfxagGOYVOJ2qtruZiWeR26jwZ0u13awjkcj8c0ul1drHFtU4voLhYL3nzjDr/7nd/V1/jixRGffPwZAAe3bnN1NaIj+oI392+ws6PSjeUqUpLzw+tFU281OVnjjDWfIs/IBVdVVrVCcC5LoKQrvEnTVhSQdbvY+eU5tUZwfc2eg20HVDIha16DIhfdvmYLzwoIZZO0jRpZWlAIGBbHCVGU6PcQR6EuIERZTpgZrJXwwxAWq4potfZGjpmvMlaCSeZpSimp93A2J8syXZhwPZsijVnIz0WcYtgGpWBFYRzrzSi5GpJXJbHcz/HFmPOrJQ8eqnQy6Owwm0+pr9R8mc5mJNlTToX7l6xGJNtq03v+4iPIDWYrdX/nV2NGk2uu6/HlOR/88kOtkZnFEUvRMSxME6/TxhItTj/wpHgjfkqWyWQ21Tqow/EIUw6qqqpotjrYjvSqpxn1RhtfDvbB5Tknp+eaJnnr1h3294WmUrMoMciFErSIV1QWHNxVh8LR0TGXF0Pu3lLPw61bPHn2hIU8j52dHYYjleZ2u116G11mUlxptht0+x3SNRe4LHAtG3ttIwG6LbVeD/DdgDxQV/n89JT+xjabApE0GjWuhpeaIjUdTzRsZVkGo9EVF4LBx3FM4Ne1v3cQBMpSVoKI1Spib2+PTkd9dvwi1H3vtmMShqEuvvZ6XWq1Oh988IH+7O3tba2ZeXT0gioz5W99wjBkJmvl/OIaU/2b43W6/Xq8Hq/H6/FbxisRSdZqNRwRQ+i2O6RJwpV0qAyuLnSHTb/fJ88yyrUUlmXiWLaWSnI9j+l8piOphtcklujGMCyatQ65GLvneQ4V+v/WW3WqqmI0VCl1uJxT63ls9NQp1e90dTHh5ekZW5vbGnz/kz/7c+azJWcXohLEMY12i1OBEKIsYy4qJyeX56RprE9K33dJ05TnqUqRWo0GZqXEFUBdX6tRk7/1qdcDXc1djpZUBqzk+YRxgh14ypkJMG1HKXVL5GGWIFksvV4dSlhJ11Dd9yjSXKeUSZIRx7GOHuMkIZGUKCsgjgrSbK1Uk5PnJUm2frZgmA6etBbmZUUoMMYynpMnsaYs+JmHFV13pCSriM3NDby18lNZkkhrRxLHOI7H1r5KHy8uLvjFJ48ppdPl7t27YAaEYoQVxhWe32Y+VlHC4+cpi0SsDrISC5u1EcRgMaXm1VgJBSx3TM6nQ62oTZlzca6i/aenJ5iBx1I6TPr9Tfr9Po31e/JqNJtNbW63WCw0wdkwDFqtDoG4co5HUwzDot0WQnheQa/PQopzg+GEplholCWMTpeaTuTXfQzH5PFnqrBVmDmzyZxnR8/k54J60yfKVdR6Vp3whSgEGRjcf3CXp9K2+we/+13FnkjVPb14ccq9e3fo91XlOE1inQIXRYZZGNREeXxrY4NaUKOU9/Q73/wmH374M1yxRPjko1+QF6oBot2sM51OWYpwbgnUAgND0qE4TknTkJZ0OsVxrKEKUPDTuokjDEMqCi4uVIGo1+vx8OGbfPrpp3IPl6Rpqgs5b731FodPFdvFsgyyMmMqZnU74qL568YrsUlub29zcao2xTAMCRxXW1smq5hYdPxc22E6mtIQfK/drGO7DtFy3fI0YRUtyaQKe2PjNoheXlGWVHl5HTsbBqZt6XR7ES7IskxvXo8ePWKzv6X5jacvT/WG8eDBA05Pzngs1eyf/PhD+v2edh4JkxgnrV1rVdZqNEUF5f6DB0xnYwaS9lRVwSJeEK+kLctRvevGWruSikRoSF7Nww1crqQXN6dge3ubQnrZ2+02eV5qRZk8L6ioyOQZVFmBxdpQ3mKxWGEVwg8rQqrM0nSTNE3JsoxszQaoSk2XqCixyLBkURhVimVk2oLAMkpcx8S2xM6iTDUNo0ghQ9mjqhsssE0bSxZJCsRlSSqbSlaW+A1RgHE8bNum3lCQSFqWHL08phSGQpwqY/vpVOFLcZZSmQ6Nvkr1RotLZtn6msE0K5ya2mAHqwlWPMeStxhaCZfhSC9IgHNRnl+tVtiez1K6Zlq9Dmma0mopSGWxWFAW/EqXzXrurFYr0jSnDdkFtwAAIABJREFU1Vqr2ljkealbGuvNFlSZ5sKenQ94fiRtePUmRVVp6Gbvxi4Pbz/k7Y13APjRT3/AT3/ycx48Uum270LN8eiI50tURTx89ACAy4sBpm2yK9S02XLGLz98rGk74RL2dkNNr6k12zr4yJOc1Ew0q+SPfv97HB2f6I398aefEa1CJlM1L3udLj3xijo9eYkX+Ny8oXjBFSZpmmrYxzAMTNPWG3KzWScMQ91/3mg0tPrWfD7H932aLbXO/ur7P+fo6EjXDoJAWbocHqoAxDIsTOEBZ3mCZZsYomR0X/yKft14JTbJoij0SVtkOUatji9tiTU/INT/9imyTHtqFnlOUK9hCZm8MCArUhyRiq/Xmnh19bv5asFwMgQxZGr3u5ieQRiLBH2WKQFX41p38/j4WNOJqrKkK9p7R88P+dmHvySQJvx+v8MqjBB2BbV6k9KAtmhIYhqM154eqznng3NGUoxqt1tYjgnS5+rXAtVqJZu5Y9kY0seaZCqym4o+ZKvdxrJtHF/u161zMbjU3sJJlNMIatisgX6LVl0sZZ0a88mcrb4yHEvihDyGTDaRNE3J8+vNreT6gDGrCs8qqUwhXhNjmxm20EUMI4Mq0zuhZRus2eG262Daln7OruvieZ72OHE8lxzIpAhkuw412VBc1yVNrg8yx3OZzWYcHyt61XwxA0ot6GEYBrPZDFO8WVrbLQz5XRRFOLahLReiImO1muDKZlWYBefLK71JVpXBtJQ2Sxscs8IU4Yk8K7m6GnLnjlpojqNEFtYCx51OB1cMx8IwZLmMtLVtva40UYt87ctjEtSb3JL2wclwxEJw0/2Dm3R6Xfo9hUnXW3WSLNe9/f/Rf/if8vVvf4M//8s/BeDJlx9z69YBi3QtlbZkLhv9/sE+nu9w86Z6/7PZhIPbm6zm6m99L8coK6YihttqNLX4b8OvE/gBgeCoP/7hj3jwxkO2N9e0JZ8PfvpjilI9nyJLieSdrUnh63kWimBNVV23ZQa+o9t063XlDb/mK1dVpQ+fOI6p1+ucnSl88+Cgw+3bt/XcevFiiO8X9Pvi2W3bhCI7aFDSrLVoSmEulLbIXzdeY5Kvx+vxerwev2W8EpHk1WBEUVw7wi0WC0qRtFJGTyLIaztsb24RrqWvyhLbtvEEC8K2wDSwAjF6zypywbqMEnw3wAwkYnFcojTShN/js2OazSaboqa8Tr1jOT0dy9XYyNHxMYvFgrZU3Pb29hiOproTyHVd2r0urkR4R8cvORVHx3a3hefb3LyjMJqNjR7j8ZBU0rF1w/467bNsU1fzsyxjFa20EnO322U+n2sl7jwvKUs0vlOrN6iyAk9Iz9gWW1sqvbJLl7PBOfvbqg1tHs1IVpl+D5lYBawFTDFK7VJokOM4GZkQj01CXCPRDoi2kZJWqe6Usgx0pGxYrro/ETu1bRvLsjGF1mUYFlG0wpEoza/V9f1FcUK4XGm6jGVZpEmszMSAMJxSFBm+PHfLNsiqkrwSCk2vQyydTrlnYfs2iS2RsplTBCWISX2ZFYzyGa4hkEFakEp7pBU4ZHlBslTvLIkz8iLVSk83b96g1+tpRfharUaaXAtazGZLnRLatksQ2BrfNgyD2WKFJ11SrU6FE6iI/Wvvvk+j0cCRZ+fXffqbXdaxzmg05t/5t/9d/uiP/xYA/+M//cd89PGH+r309zaYn6hr6m/1McxKMyOyPKHf7yq8GHjn7fep+wGX5wrv810PV1xIbcOkKiutmL6/v0+jXudnP/spALduHXB2csr+gaLftZt1NgWfnc/nLBYLrRg1n8/JskKLuGRxQeykRDK3oijCNK/tLDLpSFPP1SdNY27fVqn7w4cPsSwLVzKHnZ0d7t27p2lPg8tLLoVFkqUxWV6yty9QjJDbf914JTbJIkkxZVOI4oxkFeL11UNpNNt6UcwXK4XHCG/MrwW4To3ZVFr8BpcYpsmW6Bgu4xXpSqULtm3S2+3hSSo+W82ZTCasBM882L3FYDDgdK4e4uhqzEavz7Yo+3RbLV68OAQU53JrZ5OJuDhmWcbBnduay/X0+TP8YIsnj1UXge06HEjHwZ17N5lMx8xmapIYRUmjVsOQ3l3DMEjjmEw2QtswsSQFtCplsWrKa2s1Onx28lgXDPI8hxI8WUT9Tpejp4d40pdqmTYNce1bTlMGg4FOY5bLJVlaafvWIi/JKbSquVJiUf+uKLCoWItzGhSYpoEj9CrbNrEtA2HqYGNhSDpZGSaO62ldx8owyfOSVCSyi6ygsmwa8jxc19Xp1XK5JEkSMpGCU2o6MY4UiBzHpkpSSbvBsqC73WclB53ruqzEfrVeD3Acm6lQYEwL6vWalvGvyEmyQnecpEauO1swDeIkxtQyWwFlXPHxp4oC5gU1TCpckYpzzIDJQi3Ceq1NGsF8ru5p4swpWqY+2NzApdUIrrHgstCtlDs7O1TmtSbm3bu36W/26G+qDSgMlzh4BJaCJ/6r/+y/4cc//TH/5H/+RwCcvDhke1ttXKvJkiDw6e4rmpJVVHzxxRPeeKAwS99xqIpCOyL6rqcxydUqYjmbY0t75NvvvMvLk0MKoebkRczbbz/i6TPVGbW3t8NMcOI0TWm321ojdRnGDIdj5pLmV6WB5dgcbCnoYjC4wLZNfWhGUUggHWiNus/l5YADKeTNJnMuzi+5JSpZvltw/PIlU3EfcF2b/oZ6NuNxweDkTBfXjo5+c7r9SmySk4uhxhHqQUBva0efrPPlUttxOo5DYbqs5AQ3rArDLrm6UBtOq9FlNptRyqJo77f5/HMlb5WFGV989qUmded5zuHzIx49egSAVVr0mn0iAZAP9trsbu1qK9inT54RS8XZ8k0q22BjRz3goiiYTAd0JbL87ne+rrx6xO94e3OTlVS364bFNIzpSGVwp9YGv8eZmMBHWcTVZMx7bysw/u/93b/P0dNDAL7/Z3+JZ9m8eV+JTpweDegGfRxZ2KWVs73R1J7ey9kcF5u6+BCbhsdE2q/u3HzA9//8x5xfquhnOl8o6SvZ6Mty7fN8LVO3xkYtw6DEokAEeysbTFP7AbleSZpV5MJ99B2fdThYVArDW/ejYxq4jnct9xV4JHnCVKwglldLXfQAVZQKutKLXuQ4nkO2xkJtQ+kwSgRbGhBGS21BWyym1CSizcIIx/dp+WpuxXFIOIt01pJkOVlakIj1geN42hu8osIKHNpb6n3XgwaHX86IxOqiwsbz6xyKEVbT26BXV4Tm0WhCFlv4tlqs4SKnLFa4EjnOViHdzQapVKT3Dva4J5qolVXi2K4Wg7hx4wZgspis8b4eVeLiVyKNFpt8+9HfYe8/V7J7/+x/+0f8xQ//hfqsfofYjkjG6v4evnmft+4+IBSR4cV0QmWs8WTlAbTWi7Rdh9IyqDXVs/vixecENY9AeMRJHlEPaty/pzarJIm05qtJRbSc0euqjW21WvHmm2/yxRdfyrMD36+RJuoldtobzGaXjMWbptkMaInWaLPR4eGDezz+WFXoLy/GbGzsMBPhlayI+enPPmN7R333O+88IpC+71UcYXu20rIEvvNNJez868ZrTPL1eD1ej9fjt4xXIpJ89623NTY4GAw4HY4wzGuhiTVdwvM8JvOFph7Umi3Ozs4wDXVSbHS36bU3WYmF5snlMZNQnUDtdod+s4cjlfDRYCTYhjonPMfj8PkhJy9Uuv2Nb3yD7c0dVkI/2t+/yYXQdnIrxXYcWiJmq6riFba41tV8h0bNI5ZOh6vBOW+9pQQeTo9P2Opv6DasxWjCNAkpxJXQDTxuHOxp6kXdr/Pdb38XAN/w+PyTJ7RqqkK4MlfYtqnT7dlsyvxyTClKzDXPJzZtAukMuTi/wg/U9260t/md3/kd6sLX+/zxM9qtvq4yUiprVkNoPkVV6UgSSoqi0imi4/qkaUqciNNgGBMmsf6sOF5pyk9lmMpywL52v1vz/gDOLi/JyLUFb1mW2FJhth0Tz3NwpE3TyCqBIES52zExbY/AXXeJGELzkMqpiBkApI7w7eR3nu1g2JZW5jYsi3q9eW0rYlu67bCgoixLQrnf2WJKaZU4NTE+G16w3dvRafFgMGRTKtKe5+F5Ppk8kDCOqExDR+GW5TEcjdgRw7btvV36gqkdHNyi39/AEBrL8ckZN27cxJSuGCoHcgcjW4fSFhQVdqne8T/89/4DDLGUODt/SZZHLAX2efr4c3b3Nvn2N1Sr7Q9/9NcMhyP9bP3AJU1dud85m5ubPHpbzekwCcmKTEMZcRxim9cskSLNWAjWeXFxweb2jv5dq9ViOh1ryOD54RFpjrb7yNKEsiro9aQjxzN151MSxVQF2onzu9/+XWzbIxUI6cNf/JT93SatttovgkbAbKUiZ1wbr1knlLaxxfkZv2m8EptkGIaaU3jv3gPtggYqLV6JH8x0Ome1Wmng1jZsirRgWyxVo9WKrCiYLdVDHC2GdKTdyfdqPHnyhGglxPROl1arpVO5bqONaZrcu6cKGQcHBzx58kRf1x/+3h/wv/9f/wcAZqDIyNlXwPhWq6PBZdt2cV2Xg5u3AbWJCJ+bXn+T4XCo08skzbhx4wZjsSfFMcjijMciw3X14oL33lbpdbfZ5cbONlenCkxPFivsekAqEMFiNCHLEgLdAmeznC6pMkWRGF1N2ZK2vMeffsYqLJhLqpbEJe1G79o2oKigqijWGv2gMUiAvKiwBftULXcmBSrNSfKMqjL0AgujCMNYWxA4eN71xlhUOdEqJBbOYRxFFFTX8ngWeqOyDIMyr0jWjHgTLNvWl5zlJaZp4ghWZlTKdsO21kWha4qXZRmgmx8By8ALXDZlsWKZGKapYZ84TYii1VfuryKQQt14MleEf8EsB6Mzmo2AZseT5z6i2VGpaFblOI6HXBJmWZFVKZOVKgquopDB6IpdKUbcvH2PQHqTnx8ec3R8wf6OwhU3N7fJ8gJz7eKYZVSloW1gq7SCotQp5cZmj3/93/h7ABwePuXJ00/54su16k/GfD7jBz/4AQDPnj8ljjP64rX98vCFtsh1LJtOq8nx0SEArX4XqFhKT/VqteDNNx5y57ZK80+ODvn5z5Ub6O989zuqACl1hp/9/BekZcXDR0o6rdFq0u1sMhuoNWwEAaZVx7LXvjULlkLjSeI5V4MptqmClSBoA7b2rWl3W3R7DcJIra0XR4fMZQ7bnoeJpS1ZUikG/7rxSmySJycnejNqtTqKNyabZBRFGmNsNBrs7u7qKMy2XRzH0fpyy+WScLnUeNd0POHFCxVJHuzf4OGDN0mj9Yk2wHV9Ht5XQPXh80Pe+9r7WgAiTVMajcb1Qg9D3nxT+dKYXsVoPtFFD7VJtvTmvVgoYvoa6P7mN7+pq5k0GsroSCqwJRV/+qd/xrd+X53ggetjeTWmsh9Nh1d88CMlBbW7sU230SGWLpmmX6PTaOp7CrDZ7vfoiCT9Ilyxu7mDL9Hi/vYBNRH7PTu9IsyXrHfvh/cfEK5SqrVg8VqIoVhbm1ZUgk9WqMLDmkNoGAZhGGr+Yhwrf/B1lBYEga5eOo6DZbv6/YZhyGw2YyEHod9oUJUl693aMIxf4a4qfUAh1weesnk11vYGKqI3rOsumazIdVaSZOm1R3dZYNs2xfqGTQMjt7V4RJ4qo6trD+9KzwXVX2xqjLLetGnUfE2IjhdL8irClJ5h3JLKFMHaLGSVLbQVQmFUlJRMxNP95OKcyrT4i7/+S/WeLi70vNvY2MD3Azzxh6m165x9cUJNMOdOp0O72dEHcOD5OI6DK/ze6eqUvQMhvEdjzOfginBup9ul02ny4lBhg/fu3WE6nWpeYxRFmhfpOj5VZfCTD36pPmsJD97s6GJMt91hMh6yXKztPWK299TGPp1Omc5ndEXX4POnMZ0N+FI6gYJaHcf2KERppV2vYTsOM7G6LYqC/f19eSkmw6sZ+3u3AXj+/ITFItKH2b37t4mzmM0tdfBFZYorgi2G61CkBZawOermddPA3xyvMcnX4/V4PV6P3zJeiUjS92vMZirqmk7n1OvqNAF+xXy82+1iGJYu+R8dvWQ4GDIQEdKNjQ3m0znHJ6oDo971NAZJoZR/Cu3K5uJaNrGoizcaLT777DPee+c9QLVKRqtY41BezddqIs1eA9u1tWRTWZbEq+vWqcvhFUmS8P77Spn82eELnTL6vs8f/tH3eP5cVT4b7RZBPdDq6r7jYpTQF1WkzUaXxVh9z/D8EncLAolCrKrESCs8ccBrunVqlg9SGYymIaWBtjateS5Hh4eAqnTXazUqkTubjEf4Xl1HklVRUmQZmURWKqq87nqwLAvdFmRYmI5Lrba29jWIk0Snqp7ng2BUVVWRpimRdDotoxVpkbJ2WTXKAiq0BYeJgS19/Y5jURlQCe/Rdm1s26aUdkgyUyI8V+7Bxi4KilLUi5JQR7CVaRDYgb6uslTumevIOU5iiqLAlWq353lgXUfOpm2QVSra6Ww0CWyPVLh97W4dy62YRyLk6hRkSEeZlZFkGYWoq5dUOL6D31LvtJ3VuHn/PqeCkZ2ODunNVTq5sdvEDjwWicqOTi5zbt04wJL3UJkrwjQlFqWn4ThTlClDpZJB1+LLY8X2+OLLx5i2we3bai2ZVsnWdp/bd1QHzuXlOZ98+hGm4B672zv0JPpLEgU3vPlA/e3pxTl5mmgr44Mbe+R5zvPnT/U7v/+Gytg++ugjSipqEqH2tqDdqV1bXTgWzVadfI13GwamUWinTgOPhsicOa5PEpfMhY/q+Tbb27ex5f23Ow1Ozg81zcuyLBKxVHFtnyovMCULM7nGxf/mMNbpx7/M8T/9r/+wWutJzmYzAr+uU+iqqnQaaxgWrVaLmzfVi3358lgtEgH5bdfh+OildnhLypCGtJ35fo3pdKpT1Y2NTer1OvOpuMGtYra2ttjfUaH8+fk577/7dY2dnJ+fE4stZlxE+DVft2kpvCrSm+RiscDxPb73ve8B8PjJEzY3vwrcexoLPT09BRuWK5VO3L19kzhMuBTc0TEdTCEcWqXN3uYO6UotuKvBgE69zfamSnOi5YrlcqnJxqVR0tnoa7C6191kLBvuRn+bZ0+P9SbpuDVcJyCTe8pzRYFZ629+Nc0tqHCkj1q9I4M4jq9l1ZKENE1JhAKkBDDUO4yiiPlqoVPzqqr0MwEocmW7sE6hTdMU/BBF5flK7mM5qgi01hetDMEktc94RZ6nLL/ChcxFlMN2VWGm1Kl6iec5OjWPk5CyMqiJx40b1PT953lJZeSU5lqEJKDm1VhOxQPJrdP0G8zFvpjKxKiuLVExDc39nC+XNNsttkQj1PYdDNeklHsqspxQLGGrvKLVqLMnhY9et8vOzo62HPEdl27nOu11TIMsK7AFK/30+Sd8/EQ5eI4nQzqdBo36dVueaVXs7anPPj8/ZTgYaIjBRLl4gmr3rdVqDMdqzlq+4puOr6ToZRtsb29rbuN0Ntd8y1anw3Q+ZyxrNE4ymu0WvQ11zUUFvWYbQ3yKJoNLbNvUEMN0OdMHneN6hFGmfYr8WpM4TvUheXb2Es+3KeUw67Z7RDMJirw6nutSiFZBnhb8n//02TWu85XxOt1+PV6P1+P1+C3jlUi3LdOh3VKUlywtCMNYk5rb7bZW6U6SlMHFgFwqodPpnK2tLVp1lZp++fwZ09H02kQ9zriQlPjGjRt893e+o6O/4XCsPLrX9Jh8QK3W0KfwbDbj2Yvn+iTd3d/jL/7izwBwfIe9YJdATnDLsgm8QFOTkiQhqNc5OVZ0okeP3tJK00cnx/zogw9499131fdeXTG4Ouf+A1XNDMOQmh/QFz+RcB7hCLhuVxaD0RWBQBFpmlL4habaRFHCaDShIWlvo9tiuVxyIVH6ah7RbMpzTlKefvE5NV89u4Obdyny9Jqqk5eUVa7J5FVVrF8JVKqdbF18WIsOrLuXkiwly3Jd2AIlnguwCpdEUaYrpbYLhqUFonECB9O8pu2UVfUVX6JMy3EBlFK0WXfJKE+bilQiDdM0cQMPv6jLezL091qWgeN4xCI7V5UGGJaae/IOTdvRf//Vdk/P83B9izhfi6Pk4CnTMlAq9qVl4NbUO68KtN9RvV4n8ALVQgskZY5b5Drttz0bp4mOnMJlyjIR0YmGz/bNFs2mKFdFA8zxSlNgKAvGsyarWJHNiyJjsVhpCtXz8wst9lxkCZ9/fqpFhVvtGlkSauqV4ziq0ClF0tlkfq347cFwMGI4ls8yc3b3dxAGHM9ePGO1mLO5I+LQlqO7cVrdNqUJL8/XRm8BnW4T25GsLAz57PERe3VVbJmNR3R7bTxHGkqMFZWxVghq02xZPH2uxDAa4s/t1ATaanhYlsFgoCLcq9GcnqiLRXGIX+a6WcRwf3O8+Epskp999oSDA7VJ3L59l9VqpQ25Njc3cYStP5/Pubq60hQIszJ5+eKQzb668clwhGPZhKKaUvObWCLNY5Y2y+m1uvZsNsXCYjK/7q8tioIXL5SsUlEUtFod3a/9xhtv6Han8WyM57gac0vjRGF0sgGv+4u/8a1vAXBydqqr2369xhtvvMHjxwobevToEe+8+xa2mGg9e/oE27BpreXBXIumSIM52Dz74hmJJYvPMsG2uBRu34tnz5lNpvQE76ktF2QUOu2djOd0OgI3dDM818WWxTq6GtBodCjkHoqiIi8KXe0tqpJ8TZNEpbbrNLgsK8qq0t+TJAlFUerWyqIofkXFxXYM3clh2zaGUWmNTI8S23S0yrdtGIhgDGVRYlTqu0HZU+Rlibf+LMcF06QU61PTtvECH89Z21dc24ZWVUVelWQL+Sw7x3UD6nLgrlYrkjQlE33NcDUh1h1ELvV2g2ZPbb7n52fYeBrXChcLjI6LL1YQeZJirFXLTRfL9vFE1bvRLHFdh1B4gfNoSXQ51Z/tu7auorueTRQvmEqf8eXFGV9/9z1CwevSKGY2d0lStZlF4ZLBYAByqL44GRAKBnfjxj6eV8f31dry3DrzyZxKlHuOXhwzajT0Orxz5w6oZUYcx4wHM9qi+VhYqpV4Pe7fvUdJpTVU8zzR/dO+79L3+twK1Xp/cXRIliUcnSiTtYdvvkkeRrTlgGk6u3T7Pc3QHU2m+BJwtDsbxGmq+Zqz2QzLtfRm3u22OTs7YWOzJ8+vzkTcQOMkxLQtDg5uA3Dv1m1+03glMMn/+L/8W9WatuA5Lnt7e7rMP5vNuBB8bh3VRfJCbt26w8uXL2nLJhImMecnp3jygPv9Nj//peJndbtd7W0MipaQpwV37yteZCKFhuHwutG9u9HXdIo1BxLAosLzHY2NDIZDxuOxLnJ4nqf6tWXjPzk7u/bS6XZoNBrXVJM8x3ZNzgfqNNzZ3WQ5XxGHEpWFsfazvrV3kzTO2BLHt+OjE7a6m/zoBz8GILA99nZ3deuhX6uxSpdahq7ZaHF1qTbU5TyiXmthih/2zvYejx9/wU3hts0XK0zb1hvdcDyiJY6Gvu+TpKlmGRaFimZngsktwggqg4nIw61WMYH0jzuOTV6VOkJ1HAc/cPFks7ZMRT5O8rWNanndDuc5alOVn8uqoqDStJ7KKDFsS8uuWbYS00hXayuMuhYhWdsFrw/NtVSeI+85SZQ39nrOfZXbmSUpcZrQ39mQuZRQlpU+kKu8Io0zJACWg8DS37suXoHCs00T6tLiFzRcCjckK0SWLc+v/V4sFWFXaw5xmnD39i3N7QxcjySJtNXxKlywXC4pWbcTNplIj3Qcx3Q6LQ72VcDR63VxHQtkO4pWS2azGbZ89+bmpi6gjUYjVqsIxxFKVNthFU+ZCZncci36GxtYkgGlaaodPe8+uE+YRtde4nKIX0h77DIM6TU63Omq9b8YzzAsWx/QcZLREWk41/c4OjnW2Gh/q08QeJoCNB2PmU7HOovb2bvJKhLZQOxfaURwDYf/5b/+q9eY5Ovxerwer8f/1/FKRJL/+J/9+9X6ZF3OF5imqaudq9UKRyKpg4MDXNvh7Gxd+bVI01RThAKvxpdffkm7rdIAv+YwHiu6xHA45P6DuzrtzcuSXq/HjogFAIynEw4PFTWnKAq293Y1mdY0zWt8Li+wbENXbJdLZTZfCY7mOA6Yhk7Vd/Z29f1MJhMqw9AObvVmgzCJeHmu6BJpkTE4v6AmNIduu0MgZOHNbo9oGXF1LqomlkPNCbRLoZHD4GKglYt832e6mNIS43XP8TgRlevFbEn9K45/8SolXMWMxyr6KyqLrMip5Bxt9a/l7a8mYyzH1vdfFhUFBrGc0mDi2C4LnW6VuBKRO65Fnmc6CrdtE9ezdepe91y+Oie/2g5YGQaVeR05ZnmuurPWiumGdNVIxGfbNqZhY0gK6Tq+Vq4py5wkyXTUkWUFZZlrZ8k0TyiyUkuJOda14VqRlaR5wlKYD2mRQ4EmzFeFwtYpTX0da2xzjbfma9WjosC0TT2H/ZrDNJlSilCyCVr6K3A9XNfBlHlmlAX1ekC/d+3ZXhSF7uZRMEei3Rb9oKa7pCzLIkkjFhL9GZRsbW2wK5Xz/kaX8Xj8K4Z0axbJbDbDrEwa0kVUGiFZlZCI9YXjuTRaLc0GGc+mZAKBODWXbr9DvSWtszUfv+bpTOvs/IRwOsdN1cNu+HU8r0lNDNqanb7GJMfzGYvVkpXQySwbsizSEnVpFONY13YPeWHgBepZ1WtNGrWaVh/Lk5x/8l/8i18bSb4SmORqGX2FC6m6MdY8udRMmUsa98nkUzrNlu77LSlYLBZ8+bnaYLY2tphNZmytw3HT474Ys4+uxtT9Fi9FCi3NE7qtLpfCsXRcG8MwtDR+nuc4jqPTAsP4f9v7kiY5kuy8z91jzT2zVlRh70bPxqGRMzSTKNNZR/IsM/0o/RAedRdNolEUOcOZ5pDDbvRgaRRQVagl99h90cGfe2R195Ry5y8VAAAgAElEQVSZbjjEM2sD0JkZGRnh8fwt3/s+488ximIwAA3xC6rEAIb7tHa72iIrCw9jWtwufU2OMYb9/X1E5PjLTYHF6gZaurnvFE+ePPXTDXme4/LKjhUul0uEPPTQis02g5IGRwf2nKeDCQzjmNCERdyLEY1TjGiWe7PaYjiziy0MQ0AzJKlrAs3x8NExSsL67R8+wIfzc3z9jd2Q8qbwTnGxrXFyOkWtSPZVA3Wj0UhHSZZA7TR64jS9U7ZQRkI5diFuHaV78EUQEOynTU9dE6fRyjeFALvRGWMgdYs5dPcKABouwXnk+TgF12CMNGxkTTo+NJanDIxRqKkpKI11fA4iFLDA/51pBmm0H3/T2jZrjJ9X5oAS4C7HlBzMlQQsDBTM0AgrLBu5keScCw5Rjzy/ZsA4BDXmtAzQVO24J2cG7682WF1t6HczGCj04laOGBCIE9pkRgKGUaPKGFtuoNFaozRMs0G1sd/15a+/QlEUHuY1nU79nL8QApPJGKOBXWfr7ApJNEAaG7rfCeJBAkGQsKoOfONGQeLVy/eoauvYTh4+wMHBnnfWWmo8PX2CzRUFAkGM+XyODdVsJ/uniChoyBuD0ewA1zf2mc7LLQCJkK5PA4PxcOhZ4a8ub8EJMyybApt1CVk7LtK2pvpd+yScpN1pSSZzvcZqtcKobx/s0WjkI6XXr1/j0lzixWfW8Y3HY2zXG9xe0wVlAQa9npWlhb2Zjj/xaHaEKIjRI+5BVjHIWmFDdbPxZIjesO+1kpVSUDAtNlApTzrx9tVrJHHsneDx0RHCqB21K4oCRVHYojmZGLTYvWK9xdfUcTPczgwLp519s6JZdrtLT6dTH3VCG9RliYDA42dnZxg8eoY50axxzjGYDLEgXOCD4QPEgwTL3O7SZ+fvvHhT2IuQLbeYTaielaZYL1aYkRPd25sg6UXtdLPg6A1oLK2XoqxLZDTvGoQRsm2Fgu6T4DHW29JjEtMkQkRIgDRNwZjx3JR2SFu344LSABpg1DBRUP661nWNoip9PY9Tfa/Ru5yXgCEnycEAziEriry48OQQUjdQjfYPLzOcOuwEWmYCFmLsNJIAUNRhwCGYgKaRNmYEmObeacINtxpHPCH8JqCMhlFWGth+DwOMQUM12BocTCTgrr7JGCRdi8YYGo9sPyvrEFtSM5OysvVOkiwRwo5WRjFJ/W6kn2OWUmIwGPg6fRAEyNcFFtd2Q+73e6jLEI0776bAlbTrKMsye1witz453XMUr/ZYSYTBaAhDkY4yuuU0DVKEyBAQEmTS20c/HGNF57VebxFrgQkNU4QiAg8HmE7tc/njH/0cexTILFcrrLIFVps53dMa43GCIWE/L87eA9ogpTU/6I+8ON16vcVyvvC1//usq0l21llnnd1jn0QkaRQ8RdVisbB1FTgxJ4Eip7Su0RiNhr6uWOYl8k2Gp9TGZ8aG54tbG0ltt1uckaBQGMS4vrxC4qjvkwRN0/gU+eqqQPG+REq7EAAMxgOfYmdF7muSs9kM0Q6xRr/f9+JPANBLU0gpPYPycDj05YPr62vM53OkBGuq6xrbLMOsbzul0SiEHkzRUH0nMAIh3aabxRU+fvyILz6zEpnPnj3D44dPcEMlgyzLICvp5QuCKMD7q3MUVDJYZiske/ackjSGamL0BsTkoznWizlAkru/+e0/Ye9gH0+f2Q79Yr1CQiWApJ9AZxIssjv0bHqILCuxJjJkzmLU8gpFRLVSwX1kxFkAJuBrnVpLSKk89lVKOxXTUK20amqf5kspafKHcJCBIGJgSre1hlaA9pEkoMF8B19DQtD3Kmhww2DcyCMPwBnz0SG4VZT08hXKwFAkyWCjRuNLKAAMoDxzuyPlcJIkbZdcGg2md2qu3IDt1Fm1ArRi4MyVIzi4ZzGyx9XU3eecAzqCrOjY0jIi1aLNWpqmAS01LOclQCWiIAiQaYWSprE0lS5caWN+Y5/DKHKUhcLDhcLQ9gLK3P7e3//uPUTAWgkKITAYDTz2MEw4hhMbsR4/2MPJ/gvUjY1KL98tsL7KMKCaYzRMUW83OF9d+t/cH+7DMPv+3/3rV/gxraXxdAq1WfjyW13XCALhSaiZYVgvN+BUytDa4MPaRp3LPMem2ULRdY7uIbj4JJzk5eUlPn60YX6v18PDhw89zOHD2Xus5o5NpMajR49weW7B0flmiziOMSW5ylevXsEY4xmF1oulrzV88cUXKJsacWIvxng6xvJ26R+CRkpoaI9P5AFDOkg99Gebb/xC/9WvfgXBuf+evb097O/ve9bzYa+PXn+AITVfsk3Lrj0bTXAw3fPntVgs0MtSfDgjDZz9Kfb29rw0RLkpwL3OToDjwyNochqfff4M2+XW168EGLIyx5MvrNLe2/dneHt+hv7QOvreZACH+OUBw2A69LXB5XKD0XTka6fzxQacw9cSN8uFb3LwbQgTtQw5aS8kXKQ9zzQZYbsp4eQji6JqxxKrkqjwCCCuajRN5WuBHCmaxqAmlm9JzRkARLcWOdx1y9RjWlC7ey9gHwrD4GeuOVomOA5b63SFe2MYjGReytY6i91jtSUBDgPGNKLYHjfkAsYwD5cCSBKVLpA0Csy4GqMA454gydZcuQFzKP4ggK4ZWmlKDu5VIwLwoNWoZsyg0gyCGhmMC7BAIKJGheNVdHIfDAk0NZNMxVFULRRLGsv67u53EgSo0fia3XatUFKwIo1GRaOnADDuj8Ag/DOrtUGRhZAbgnGxGjnVOv/9X17h6fMTHBy6BkoPvaAHolRAnTdoauPn8aVREFWD24WtO375u2/wksDjz188xzZfo6Ha+GqxxvI2Q0pBQtM0qPIC89w2UEswXJD8sklipP2e33DdpvxD9kk4yX6/77u/gO2ebahZs1qsvLzscDgE5wInJxZDJSsbWbjOWNM0EGAIaNEEPPS7TNMoMMY8KcVkNoExxkeD3757hyAR3vHxgAEcXnTs5ubGU9D3ej3k2wI319aRZdsCi+tFSx1Gv8M5TcG477jPxhMU2wJzkuoMhMBnj597AfXzywsslgtcX1A9UwAht7XQKs8BzrCubB11s5jh4v2Fb2yN+kPIWnmt8JvbK+sgCc826g/ByJEVskSoBbYbqisygSSNvPTDn//pC7CgBXU/enSKkOqKimu8v/qAih6wSlZYbObYrKg4NgnRKNluMNscBZGumrJEVZWolZM6UNZpUuOKmQBaBVa3FYAxom1U8LvVIdXUYMDdbvgOrRrjFjtpdhynf40xMDAYB57XGspopHHLGbD7J2OsdZLGTiA1BMxGoABwT1ICo4HQtmQA+AcRsH6Tg8Hx5CopLWGz4wph0m4GRGFnlPGdcSZCaMBrKUkjEcaRx28yzsBDhiAkZ2UkDNNIU6pR6hh5bj9blbWVZ3AUdpzDNAylcTyuFTRa3gSpS++sLdZTw/2skgkEIoLUjjzEQKsAFa3DSikUNLvdH8xw9uYWZ29tpHiwN8R0moKBxO3GfTz57BQfl5ayrddLMBxPcHBkm0T7xxprctb/+m9fo1YZBAmdlUUOwWuEXgqmByEZSuespcKQmjhB3EMcRH4TyKiR9EPW1SQ766yzzu6xTyKSjLjwo3SybrCZrz3L8XQ0wYCiu9VqhVffvMbnn9vudllukWUZbol9ZDab2RTKwYdk46cEbm5uMB4PcXlpd7DJbIKmKjCiWsnjR48wX976qBTcYDgZ+wjXGIYt1dyenj7Dcr7ElrrGURQhTVOPfdtsNsiyzI84HhwcYD63ddI36g1mkxkePrAda9VIfPuHb7Es6XsF8OTpI+wTK0pRZB5/Vhc1xqMxNnRtqqzEk9PH+NeFZTHPthvs7x3AwO6OP/vxj1CHDG+JOi4UoZdgKKsKeZ6jobT2xWcvUOUVthQ5PP78BTZZ4VmDHjw4RUWYufOrj+AYQDU2Cs23DFcXW9zeEvtSEeJ2vobgNoKRkvtutsUmFj7dZgFDKAQMLUVZKmhYyA1gJRtcPZNxA63ayMxLTaCNHoUDM9L/NqxN7Q0zPjUFt6n2bsSotPYpqtbaTvtQVMJ3yH+1MoBWCHxtMKBIk86DMYgo9O83sv1sO5PuoDfSfjedcgAObWroHbJjh90UoQAPg/Z7lIDUDQK9E/VqQCmqu6oG0NoqWwJoGu2lTpIkgFTK42SrKodh8NlQoxThfam+KQ0aKoloAdixefs967mN5rxoXBgg6cWeUUprAFTzu73YIIzgKemyxRWuYu7XrDEK//zr3+HkqUVdNJBQao6Hj+1k3Gef/xSits/S/GqB8STFuzd2pPH4eIzZaIKEWI9iESAPMywNKSHWNWr3e7McWb3y5aXdaP+79kmAyf/bf/3CTAhec3N1i6qqsE+A6PF4jDev7UU4OjpCP+n7hX1+fo5eP/ELbzAYYD6/8dT/IRd+JKmqKixXcz+W9ujJI3BumaABO8u5f3DgC8yL1RJ/+Zd/iW+IE2+73SIgSMfJ3kMc7x9gQxo2X/7+X3B4uI+CFO445xAh92ne4nqBYd+m2wd7h0BpYFSr553XOS429jz+729/jel4jL/+678GAHzx+QtcfrD1yovz99BaIyZiidlshqqqcHFp6zVMMBwfH/pa0bffnqE/GGOztuf14OGpT83W2wyNkliRtGm/P0QS9lARIDxflyiyBuXGbgzbdYYNzb1ushLbxqB0MrGaEUDa/jvLcjS12mEU599zEu4eKiOhpYLvl5gQcZr4Gl5ZFuD0oPZ6KbQ2nr7Ojvu1Dkgp5dND93oQCK/hDAE/ZqcBGKV8DdOdj9PHdljN3fNupR9CCA5PjiCrGuUO6zkPBMI4AKMGChPcj0put7aO7mrjVVEiDAM/X75ZrZHGqS83DcYjDKlsE6cJyqbGfGE3oyRJsMkzRG4unOQt3HnGQQjBuU/PtWaeCk4wS9nmfr+U8o6mNWP2NWnaUoUrd7hr4RpQadyDrCUkwZjAqcEEN7vfQNHfoyiyTTHhqPDs5tc2uQwU2rUThiFEGHgylX6/jwHhfkWg7fgmL+g610h7DNMZMbVPhxBBKyuxyDYo3SYlAqv/TveIC+B//vfX3VhiZ5111tn/r30S6faoP8I+gZp7UYqb61tP0lBuazSkSxGwCADHJUV/xjDAcCTUUDg7O8N8Psfe1KbuJ0fHPq2JYstiPXfD8HsznD468SNtUjcYjkaYzWyBeDqdYjqe+E5yvt16LZFsvcU26eGWRvjiOEYtax+lXc8/ggfCR3T9tIeIAL4382ssr1cY9wi0PT2ANBqjmY2k/+N//k/QUuObV3Y88ubjHI9PLQP0i+c/QZnlntz24uwKdVNiNLHwIRFyXN+sPO3Y82cvsF6UqCjF5DKCIKb2JBYQWmNbUgSlOM4+fEBGyORsmSNfV2hy+/ubvEGZUapSGyieoJI7aa7gUBQOqiaE2QFXG2Owm6/YiMtFaBEEh+eFDoIAgQh8VBaG4Z3o0xjtu/mc23R5N1UKw+BO9KehrB43KHN0GTGdE+MO1mOjnwkhAYymSMqNXmoN/ysEAMGQUac0igKMBxOveKgBNKr2JB1SFQhoqGEwG6CXpOglrhTRh6xbKBoTNvIcTG1Gc3h0iIgmXaqqQrYtkVNkzKIAQRT6cVhIDQ3jdVsa06DW2oP6DWM+cgpEBBEwqxEEG9nFPPTTOU2t7P0zjkxEwrHUKd0Aup2SKvIthBBIqdsfxDZKc4MIFhlAgxZlTegEanIaBq30HVSCbajRtVQRTGVQUSRabQpkS2oQMolGZxiOXDPGgMsIOUGA4gDoj3oYj+31G86OcUnqkBCcIuO7Dbofsk/CSYZB5KVblTIQIkZZ2LpDmgx96n14eITz83OsVjZ8Pj09hTEGw6FNZa+urhAGsf93WZYQO8ppjDGUVN9TSkEI4TuwTVF7RhrATnrkee5rlMvlEhm3ad6H7Qc8Wj/xaVw8iLAo1oiIxy6TOSajsYcXLYsFFiRklG8LBCbA5NA+NOOTPvbCCX7z8vf2nOsKggkPt7j6cI3339p0+/TBCWaTGZ49s/WZOJ3g5uYGy5VNv4yR6A9n3tEPh0N8PP8GS1pUm+zSjwrmdYVGKcxp4qhsJL59+wGyoumWQkFLy4YOAFwLGFfr0gw1jFeABOAfPgC+lnfXuZk7f/e1Ps79fwAIb9diIXdTsbopyVlRB1bpOxAhK1UbgLmuslRoVI2YOvZMYMeBchjDv3cezlnBcNstDlzXffe9zPJRDuzmHAQcQSDaCROloLlGEDr2ndRzPkrZYLNcoSSHOhmNEQcC+YawwFJhuN/D0ZFl5zl99BDXhIS4vr7GaDzwv9+AY7vNd0Y+A1RVg4YUAAELGwsJr2jAwYXT52iICq7thDMI38GOoxQ2I3eYQ91yebIGAPfOWcNAqwZS2tKMKhxe0ilkCi8xoY0Bh/DYT/sBg908l3OGqnaO0LLN+8m3xqB2WT23391QZzpMBMrcYLMlWNu8xHjSYELcBekoxU+fWrrDZbbC7e2tZ6pyEL0fsk/CST5//jlevnwJANhsMiRxz2sWAww5ycC+P7vEx4/XfpfhLMJmu4Ix1gHFcQ9xXHnYz9vXr3Cw77jkYnDOMSW6r6Zp8ObNtx77lw5SK6FKsIVss8aV0aiJdqqpSmxIzxuS4eziDLWy5zXGGEk/gaKmQdSPwSIgX5L0ZVVhSNHAo+NTJCJFSQ/jv7/9PQQPPRnAzXyFftLHhEiIs1WJr16+sr//3TVOTh7i9ta+9/T0EdLkANc3FP1lGaTm+Hh1TtfrHFIaOGmMoij84iuKAo1uZ5XLyqAs2/qL4EAcxODERQjeNgw0aHRwB26zuxM7B8l3Isnv1iJ/qNbnXm+a6o7jc6aohtj+P0NSDa00wq6zZswAPERdE8g94AiojiiEc3qt894l9A1CjjAM73z/bv3SGIMeOSf3WQeBkbDRricDDgJktNkOBj1wRHBhmYBtGDls4/jBCEdHB/j8xTMAVj30A9WcK1ng4PAQ/aFtZN7c3CCKxx5qFocx8o0dt7MXTKPfH3pY29nZt57dWPAAATfeeXERI44SzwuwXm0IFuVGMbWPwoMQYDBeJjiKIhjTknZoIgBtb0XLJ2qvYQjB23WgdTumKoTNHJwzF9yACwZGzlpr7XlbBRMQQQjlIvaSIauBzdre72uzQZys0e8TdeAgxrdvLR5bhAxJlGIY2yxscg/pbleT7Kyzzjq7xz6JSFKEKeZLEravGhwdPwYTdpeua4mrawvbWW0KLJdLD8t58+2ZFZYiQockSbDdrn03tN8f+l02z3NoIzHZc5FkjeVy6UettNaYz+eoKhulNcp2+oqt7TI2ZeWP+/xHL3B9ewNVkBTE4gYno1NsCMajmMLNaoF5ZtPg8XCE/r6tk8aDHuqiwTyzKZRqNIaDCfYObElhODqErCTWdD2KyuDw0AqfMYT4cL7Am1d2giCIvkYcJdC0xW+3W8znc6xX9rNlU6PXG/hucNM0HmjfNA2YgRd3Ek2N48mohZcYDm24/3ejGJSLlBRFD/RWB5e5A7wGfGTFxfe7284c9Ma4yIox2/H2XdUWTM7gUt02jQvD0MNWXDd69zw4ByqKcETEPSMMF7bu6KQhlDQwUG166VLJne5vCz1yAnAEkOe21ucIey2BcFtn01p5eMz+wQzjwRANgetlXaPIcowGlrnq0aNH6I+H4JSq3y6vWwIHWQJMgjEnscDw/PkLz9SjpUKWhOgR6TS0QRRFPu3/D4//wkd7RVFhvV56ldIs26DMcpitPXa/P0RdN1Y/HRaa4zI0ERD5L0V/WZaD86AlB05tGctF9VXZ+DVojEV2RM3ONJOCLyHoRoIRhMreBwMY7RErRmk0VOfhVGPt923WpRlomoumtVSNOldY31IqLTbAN6Tv3g8wHU19pzzdGWb5rn0STvLy4hqcmG2ODvfw4MEpGLMTJ/PbJZRqH5i6VjDGLuwPHy7R76e4vCQ+OZGh32f+QTg9OvDsJJeXlyjLHBExBIFpCB74+qVmGtlm62m2jo4OIcLAT8pEUeSxi7VUGE1H2Du2zaYPV+e4WcyxoKLw7GgPcRrjwbFtuPRHQ1RUY3z15gPiIMZwQByAYYI47GG5Im2VXGG72uLm2h6rLg1GffteJRt8+HALkGToanWBqmwskR5IH6gskBJV1nRvD4vlBkHgalY9jIn1xTQKUAojYlspigKTycTX5LK8RFZWKKn8oLTxmDkWMmgYcNcQ4vxO3dE5KuckHFTHvQa0jsY5WJfqKm11dVoH0zJzB0FAzRo3FaIgdlIx+zbT0owFAVjAraYMHCSoXfKWb5HwmVTbdL9fSesg3Ay91q0OTxRF4GHgG1mM2eFGSRjUQIekoeOaIgKHB7YWJgTDarWAIsxpKAKMhyPsEQRuMh1jdrCP12cWY7tYLIDAXqveKEWWbbGmjVsEAlKVyIl9qcwLKKW89lIcx1BKoaLJoPOL2+9NEo3G/Tt/OlutVha7ylqsI3cpMrd/dwWW/iiF1PDXrsgLiEqgT+cBMIhgh8Ue8HAxdy7temis9hTsmlXGgPMIgrv7xv0oKWMBOIugZMvcxAFEFGDFTKHR7T2UdeFLFaqucHu5xdVFy6f5x+yTcJJFVePkoSVSmEwmqBuFCyJtWCyWuJ27SNGSho4JeL5cbVCUNcgnQBvgp3/yJzh5ZJ1TU25xS3IFnHOMZ1PfiNFGIowiT5Yxno0xm82wd2BrFNPpGFprPHti5Qxq2Xiyi3//+iWm46nHVIowwJuzdxAgjWbRw2Q4Q0QPJ+cBNoX9PXkmwNIelrVdFNdX75FtSnBpb8Xidg2lNJLAflddabynJpaSDE2jIUlXO0lSpP2hb6BEETCc7PtdtywVRDzw2tFcGcSR3Tl5wMCkxHhgHb3QSwQmROMovIyE1lXbsYbx3WohbIMjdiJKO80P+/pd4gngrlO8+1C0Eag9lkEUh/6zTdP4Eb4otjVChxoIggB2gs+RId9tGEnVwNQMNTVFIPC9GuN3u5ru2MZYSQoXAQLtwLVmGoIZ9AZOytTyZTosoKys/G5E0VCcRBgQzdzt9TW26zVCR2Y8GGI0HmJG6AbOOW6WV1gRcWyjG6/3zjlHveO4q0rj3btvveN3m5Wr/wVVQJEbIRRk4zcYxhiCoCWktc2RFmcapxF6g7QlPN6RdjbG0GeJLGYwAINAlrUjvHmeQ3jy4wgxybxuNhsb7TlcLOeIgxbBoBqNRrWbpGwaMBjw2HEOtE0gBtthrwn9wrnVg+eESWUmQMCErw2HQiBf22cpSAT6SQ8hzXk7rOkPWVeT7Kyzzjq7xz6JSPLdu3c4IiJNsc7w8foK33xjJ13iJPG1kDhNoBqNk1MbdZZliddv33p8Fg8EEUUQjKXcoiLK+Z///Gd4+PgRvvnadtG3+QZxHOPt2VsAwPLtGr/45Z8hISzk5cUNlqu5J8Aoqhyv/mDf++jRE4RJjIZ21oPZA9SVQW9kU/OqadAUEsul3fHzMsPFhY0MNuscTFeY3zpmI4mjg2Nsbtb0mwzCIIGmHbzcSigie0jiFGEYQEXthEnTmJYYFwCUbOt+IrB0Ycr+O8tzLyoWM4FYBEiJ7kzFNbTSnqLORRmcIqlaSmhKvZm0kx2eSITSaV+TCsPvRWh36My+Fz22n+31+4iTuwTGLpoZDAbgnHuc6GQy+V6t0EVTgI1CG1mhJpVDw833pkZcFBaGIYKAexkJV++8O83TjrBJLZHS9Nbh0R6OT059hLNYLHF7e4OG0k9jDM7PbYc64AKfffYZRkQ7V+YF0jT1tfMgDvB3v/o/EIk9r16aeiVJY4DBsIfF0l6Pi4srTCd7nk1/Npshz3N8/Ghr1vOlVfV03W1lDLgTBQtC9Pt9T7obRVb900Wht7e3GAwGfv0DLUxGSmkZgyizevf+PaazGaZU7x9PR5jf3Hqmq7IoUHqiZNspdyONYRggTRMf0Sql0NQSTUNlAc2g1A4dnpS+TqqkzdI8KQ23/7nIWdFa8+UaIbwaZqNr5JmEJOQMv7tc79gn4SQN4OU6f/+rf0LZ1Phwbm90lAqcHlunyIMAF+cfkJKyXFlXlquQwvrecIA3b9/i2XPb6OgNBnAO8+PVDYIkxhXpDl9eXUEphcdPbGp+c3MDbTheEtzG1bWWC5ue7x8e4OLcpuav/vAWw+EYg/GIzp9j0j/CZGRTV2043l9+xOuvvgYANDVDWdgbVZd91I0Bl7a+GQGYX2rkC4I1iARGCN8kYnyEiB5kpYGqln7uFbC0XV4PGy3jtf2AQiOBJLFvqOvasyB9/uQxHh49wD//4z8BAPamM5tq0mopZYO6zsFIsiBJuVeDrMraOnL63prSI0kjfSju1v+yLLtTC2SMoU/p52g0It1ue14KFQylTQCQ8GRH2mNqZ5nX5MjjAI1u7szfuvE69z1RFFk5VABhHOP9e6vxs7+/jydPH/kHua5LZFnmcXO9Xoq9vT3vGN6/f+8xhKPxGHlR+Jrj1e0Vain96/PFClEUeQdUl6VntQ+4LUU4p/D8p88wHo2wuLFr6+tvXkIa6XktL69WflNIkhRNU3nW+s8/f47VaoNv/mDX2VMqDTn1RBFylHnh1/xkNPE1+SAIkJcNtrktR9lNogXxg4dYrjPkZSsF7F6zMs8hzt5bx7/NMrAwwAXJjGRZhjSKvSaQhkJCWFXBbWlCU+NmvV5juVm2FG1JAhEF3gHzoMB2m3vddsaEn2W3zTeJhEY8m6ZGtTMOK5gBg7G7CwADAfhNMIDhHEa71Bx/1D4JJzmcjPH6tZ0wycoMq9UGP/mTFwCAjx+vPBg4z0ocnRxhs7FRWH84xBHT/gHc35/h8bOnGM9sRPfowRf4zW9/DYCmcTYrnJ9bDOFicYt+f4gNgdhneweYLzZ+phpcw6hWN8VcLTEZ2w7kx4srBKMUdW5fWy2XmKKxIZAAAA8/SURBVOztY/+JBQBfXM3x5T++xNUNEZoqAa3cBEEApRk0AbO1YjBaohfbXVgIBs4DH6U2VYPKtE6RMYZ+n5ovRkGbtnOqVAP9HeA2mEFNkciwl/pi+uHhIb755msPCL6ZX2MwGPgJlCgOYMIEIdWwNNcopCu+SyJSuNvtdY7Na9KQsxqPxx60zxizlHY7tS7GmHcaRZm3gG7gTiSwXq+htfad0jzPIWUbOUdRhCRJ7kS0URIjpUhjPB7vcFMyXH28wc3tVfveKPAPq5QS6/XaH2tvf+pfM8Zgs91iQyJzUZpgOjVevA2woGn3XVlReLq/B48e4MWz514rPhIB1ssVFjQgcTufQ2qNPpE/R9Mp+uRs4zC6MyPPOUeelwgDp1Nk5S0ciLvX60GIsKUsqzUMqNPPrJiZ4xQOY4U4TPwmWRU1lJEoctqAjERE35P1S4yHiW9kHhwdopKVR52Mx2PIqsbNzY2/Hm5I49HpQxRFgQXNn4chQ5L073AsrFZrDHrkzEKO4Xjg15Ks9M58uQAPOSThlaVqaJCBnmFmG39t01AgCF0zCUQVt0OI8kesq0l21llnnd1jn0QkOd2b4OyDZRsuqhxHDw49m/ZP9n+C5dLuOvuHlgH817+20eFoMoRcN34qxrApNDRWBMXZZotW9rNp8Or1ax91Pjh5iH5/iHdndhplPB6DBQLHB3Z3bLSCqqVPXj+c36BPIkKv/3CGIgMODi22sSqB3335B3z5WxsNl4XE5eUC2jhG6BAMhDEzIbgR0AQyVMbAaIk0cWN5dndTFIVUTe07zDwIEMUBakm/V38n2gVFlXqnRsc43CSaEAxHBFtSqsL78zMMejZKqWQJ3giEVJMUobATE9ydJ4NwNUnY3do1r12300USLm3zcha9nn+NMYaqqu5EobuRZFVzz8QDEHUXzQ8Xuf2cm0UeDvuIQuPvaRRFd+BGQgiIMPBRy2qz9WgGIRiSJPGTT0prSN2y4AyHQwzHI5/qLm9XMEvbGR0MexiO+giiFp+p6gY5s1mJq9k5KJoQAgHlnqPRGEEUY72xZZzb6xtcfPjgmek/zj/i0WdPkFBUyljLAWCURllaqVt3bXrpAHXfjQFa6Vp3X4bjMaJEoqQ5vgAtY5aWGlUtW0buEgh4AUbp6MHeAcCBqqCoXnGEJN5VVg0YthiQLOzTz57i+uajv7Y3NzeYX7dR5NHxsa8bzvb3UBQ5Qup2N9ORv2+AzRYMZ6iIwo8xDsYFRORgXREkQX6UtGvMMZNLLQGjbIoNQEND6aZdDyaAlo4Fip6pHUTGH7NPwkl+9fW/+TGk58+f4eTk1PPcHewf4Te/+RIAUNU53p29QUGg7cdPfoHDoz2M6GbNZjMUZYYPF3bBnZ29Q4/SljiOYQKOKTnB45MTCBHgJaX5k/1D9Ho93FIN8sP5Oeqy8ZCgyWgCSeOQxw+fYrXa4mZhsWx1pXB1c4tsa29WEvcRJQOEhNdiLIQxrjANyMZ4mVOjDAy0Zz1nTEHwtqEgAtbOSAs7Kne7IKVFoyxQ2aXjpgGgwXcaOaHgCBwhBDMYUbPhD69fgYcBGtJ37o2GqOoaijsJVQ0Rcgg4/kONwFFwCQ6pOVplQevknCOM45gwjfb1PM/vpLm7f7q/7y7WZod2zKXpADyV13fT+V3A9y5URSll2bXpWFVd+xpjr5+C88A3BQGGplZIaXw0z3MsFnPvoAB9Rwu+LEsERBYiwgBZlkHQsa1Gu7YYVjrPRye29n384AGOHhzj/Ttbz/v9V1/j/P0HzEiC5M/+/C+wrDbQxgGxKz/S2DQNmrLxo7NJkiBJUvR6di2NhmPEac/X7BgPYaAxICxwXSp/PxVTCGWry+SaUY6ibkukFbtSq96RXa9RVZXHEL99+xZxL/YlhXyToygqHB/bZ208nmI+t2tWG4U0TTGkvoIaJGiqGjVxk2rWIE5DiJAY9PMKeZF5yYoojBGQDrlmEkY1XiaEcQNo42vDP0BID+kwk8oQVydpHIV/XOOmS7c766yzzu6xTyKS7I9Sz1wzGk3wN3/zP7BHzZc///Nf4Kc//zEA4PXrtzayoJ1CQeHD5RmyynaZeQQsFnPkNFp4/PDYg8fjXorHz55iSEJfWVkiiXt48sw2iKIowWz/ENcEYt8/PEWZlT5VEUEP86Utrl9f30BJA7fHVFWDsjLo0bGTpGcpoYhYVJvaM6TUlURVt1rSjAkI3k5zyCpHqY0nGdVcoPTKgVSAp99njKFxPirkGzcCaI/FuEHEhd9Sjw4PfdPj+voa/dHQp7YsDmH7kI7EwaoJOlaDkHFwirrCIMFqI8GcKh1jAGO+2cSFQBCGfkyPV5UvHzjaNOEA0MLyZrv0J4wSW2JwFGUApCs91FY50e3+TZZZ8PAOQHwXxO7UFSOvwx7i6GhKf7cNJKmcAJRGGArf/TdQdyLaNI3v0qZp5ll/ZN1gvdx4HZ+QlDRdypwkCbY09fK3f/u/7JrUrQ7LwVG7Tn/9my9x8PgQrHRrq4Kk6RwOBtUoaEotlNJoauVJdZOkh+mgjwWt09U2Q1EUPtWtVnNPOsw5R5K2I4suQnfX1qENXOQdxzH6zDY9tJHIiy1AyIflYoPRaOQF+aqyQSAijEb23wcHB151cZttAM49rZzRGqbWqGk8FAFDOkp8NJxkOYINUOT2GtQqB4frbgvEvXhnmCGAwE5EqBS0EX5CJ2BhOyqrNJTSXuPGNG2J57v2STjJX/zyz/D731uqsKqq8Fd/9V/8zPDXX32DDdVvTk5OcPrwCE+eWiGwyWSC/iDGlsa0lK4xX9z4BbfZbv1FSeMEVSPBjE1zwiDGYDBCQTWXfm+AMEhQkhD882dfIMtKX/98XXzAFcE0gjDGarW+UztjjHnev9nBPobDId6+tXVWoxWYmwoRFVjQQJBqYRJFiAIB2dg6ap5nqGUDQWNETESoCRdWNxLKMIQ06aINYBS3DC0gJ8m5l6zgTCEEfPfv+OAQr96+BWA7slIZcFq8y22GOI6hCVfKtFUijN2cNDMIPMYuxpopP4EC4I48r1PSc+npLm7Ss3d/h93HzYX3ej1oI32au4t7dGn57rTO7qz2DzEMGSa8c9vm2Z30qmkavzmVVYXttvE1yIODPYzHYw+30lqjLNvUczQaeXqvJEmQxrUXjYuiCCIMPHKAc+6lPIQQCHnoj3szvwUz3Keyw/EEi9Wm5aaUbekkCQIoKF+TbLiBbErUhN+sSoX+OPY4wiKvsN7miAkLKwIGQZ3fILjL1GSvn/ZYz8EgQV3XMJT2x7EAp1JMkgTQOvUsQE8fP8Fmk/nar1INlNH4eHntr8d0agMIaTS0kVhnTlJDQwQMI6IzA+wG5e7ZeNLDpBp7XPHNxzlK4vFM4wH6gwFK6sBzxiHAfWrOIKFV7SU7BA8hqLwUBBISHA1BD1X5iTvJosjxy1/+AgDw1VdfYb2Z4/2ZJbV4/vxzXxdZLta4uvroF3IYhhgMe/jtl78BAEwmtgjsxsU+3nz0hBYhD9EYQBE12OmjhwhEgstLi+3iIsaH8yt/o+fzLapK4eLS1lLiKPV0/KuswKaSHvv24sULPDw59r/n/bsz/POXv8J0ZndSJjQCWmBR2IBL6UeneqlGLwzRkMSCCEqAdE8AAFpCuoF+LhCGaauepxg0h1/IgjGIHScZcICj9s2Z7XrrHVkgIuRVjXhA449lhTBmqCkqYcqAGYOAIjy2MxMtmJUxbb7DEenOWUqJLMv8fbMql23N0cGA3Hu11sQbCXCeIgxiitRhAe704EZhAhO035PnOZEmt9/rvsOZ1hp7exa6VVQ1OG+XPOccvZ7djLRRqGuNp0+f0jEYyipHQBjc4+NjH/0vl3PAGE/C/PD0ocVEOofDOa6ur3FG0sebTYZ9IjDJsgxFVnpgvuWxFHY2HkBT12Cx8Oe5K9ljNIOSxjuBJOmhaRoY2oA3my1EHKPI7aaYpj3UjfbNt8GoD+MiNndMIhJpjIuaCc4VCTAD9Gi0NgxD1JoahsIg6oUoqQa/3eZQDdDQqC0Xlobt8tw+w+cX7z2n497hHmpZtptlBPSTBEHSjlYCGrR3Q4Qh0jDASPf8PV6vaLOSHGVdeX0kO3cat5R+1CB1krowDEa6mrtAEIQQ9N5KtbCz71pXk+yss846u8c+iUhysbjFmzd20mW5XCOOE5xQZPby5Vf40Y9+AsAKgf3d//57bDY2vT45PcZPf/Zj/MM//D0A4PIyR7+fIqNI88GDByiIpfl2uUAvHaCktG61yaCbjY/K5vM5sm0FSZHm5cUfoBXfAblKz8YymR3iT3/51LOev3z5FV6+fImf/szWTvcP97DOjrBd26iUcQW3Q2tTQbPGZ6qaGWhmMJnQRAIURFGiokiqrAoUBIcQPCUIhIvgGI0c0u6PAIwLr4gXMAOoyndO37x540cn57e3YGHk6fvDOAUPIggnhcA4gpB7RcAAGhFFMELE4Ly6M9zjxvjseVmSBZcy79LbObC3e62ua3DOEVJ6mWUZmqZq2XiU8h1u91kX0Y1GozuTPK5e6b5LCIFGK3z+ub0vxw9OcXRso8rVaoW3b1/7+mWa9LC/v+/rvcPhCP1+H5Jot3ZHKff29vDg+BizMdXRB0OsNmtcXtl6dtNIFEWBAZVf+kdHaGQ7lhnwtqvMNB3b1Rm5AQsDBC6UUi14GoohDGMMR/a4R0dH+Hh55TONoijA12ufbu8fz8BF6JEjRja+NNOOhWq6VgycC09EYaFZkc+WkiTx9WzH4r66JUq+DJiOxpgvbTlqsbxFkiR+pFFqCUYReVEUECFDlJLkQmjhdiUpkWpYZqfxwN7Dqs5hNAencdrZbIIotL9/fr3CYrHAmGjmGDiMhi8DGA0YLTyVoBECDZXI4tCyNDlSaXaPfMMnoZbYWWeddfapWpdud9ZZZ53dY52T7Kyzzjq7xzon2VlnnXV2j3VOsrPOOuvsHuucZGedddbZPdY5yc4666yze6xzkp111lln91jnJDvrrLPO7rHOSXbWWWed3WOdk+yss846u8c6J9lZZ511do91TrKzzjrr7B7rnGRnnXXW2T3WOcnOOuuss3usc5KdddZZZ/dY5yQ766yzzu6xzkl21llnnd1jnZPsrLPOOrvHOifZWWeddXaPdU6ys8466+we65xkZ5111tk91jnJzjrrrLN7rHOSnXXWWWf32P8DLuy6xFFGMqYAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "None\n" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "let numpyImg = decodedImg.makeNumpyArray()\n", "plt.imshow(numpyImg) \n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "//export\n", "public func fetchFiles(path: Path, recurse: Bool = false, extensions: [String]? = nil) -> [Path]{\n", " var res: [Path] = []\n", " for p in try! path.ls(){\n", " if p.kind == .directory && recurse { \n", " res += fetchFiles(path: p.path, recurse: recurse, extensions: extensions)\n", " } else if extensions == nil || extensions!.contains(p.path.extension.lowercased) {\n", " res.append(p.path)\n", " }\n", " }\n", " return res\n", "}" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1121.42815 ms\r\n" ] } ], "source": [ "time() { let fNames = fetchFiles(path: path, recurse: true, extensions: [\"jpeg\", \"jpg\"]) }" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "let fNames = fetchFiles(path: path, recurse: true, extensions: [\"jpeg\", \"jpg\"])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "true\n" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fNames.count == 13394" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prepare the data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`Dataset` can handle all the transforms that go on a `Tensor`, including opening an image and resizing it since it takes `StringTensor`. That makes the `tfms` attribute of `ItemList` irrelevant, so `ItemList` is just an array of `Item` with a path (if get method seems useful later, we can add it)." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "// export\n", "public struct ItemList{\n", " public var items: [Item]\n", " public let path: Path\n", " \n", " public init(items: [Item], path: Path){\n", " (self.items,self.path) = (items,path)\n", " }\n", "}" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "// export\n", "public extension ItemList where Item == Path{\n", " init(fromFolder path: Path, extensions: [String], recurse: Bool = true) {\n", " self.init(items: fetchFiles(path: path, recurse: recurse, extensions: extensions),\n", " path: path)\n", " }\n", "}" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "let il = ItemList(fromFolder: path, extensions: [\"jpeg\", \"jpg\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Split" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "// export\n", "public struct SplitData{\n", " public let train: ItemList\n", " public let valid: ItemList\n", " public var path: Path { return train.path }\n", " \n", " public init(train: ItemList, valid: ItemList){\n", " (self.train, self.valid) = (train, valid)\n", " }\n", " \n", " public init(_ il: ItemList, fromFunc: (Item) -> Bool){\n", " var (trn, val): ([Item], [Item]) = ([], [])\n", " for x in il.items {\n", " if fromFunc(x) { val.append(x) }\n", " else { trn.append(x) }\n", " }\n", " self.init(train: ItemList(items: trn, path: il.path),\n", " valid: ItemList(items: val, path: il.path))\n", " }\n", "}" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "// export\n", "public func grandParentSplitter(fName: Path, valid: String = \"valid\") -> Bool{\n", " return fName.parent.parent.basename() == valid\n", "}" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "let sd = SplitData(il, fromFunc: {grandParentSplitter(fName: $0, valid: \"val\")})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Processor" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "// export\n", "public protocol Processor {\n", " associatedtype Input\n", " associatedtype Output\n", " \n", " mutating func initState(items: [Input])\n", " func process1(item: Input) -> Output\n", " func deprocess1(item: Output) -> Input\n", "}" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "// export\n", "public extension Processor {\n", " \n", " func process(items: [Input]) -> [Output]{\n", " return items.map(){process1(item: $0)}\n", " }\n", " \n", " func deprocess(items: [Output]) -> [Input]{\n", " return items.map(){deprocess1(item: $0)}\n", " }\n", "}" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "// export\n", "public struct NoopProcessor: Processor {\n", " public init() {}\n", " public typealias Input = Item\n", " public typealias Output = Item\n", " \n", " public mutating func initState(items: [Input]){}\n", " \n", " public func process1 (item: Input) -> Output { return item }\n", " public func deprocess1(item: Output) -> Input { return item }\n", "}" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "// export\n", "public struct CategoryProcessor: Processor {\n", " public init() {}\n", " public typealias Input = String\n", " public typealias Output = Int32\n", " public var vocab: [Input]? = nil\n", " public var reverseMap: [Input: Output]? = nil\n", " \n", " public mutating func initState(items: [Input]){\n", " vocab = Array(Set(items)).sorted()\n", " reverseMap = [:]\n", " for (i,x) in vocab!.enumerated(){ reverseMap![x] = Int32(i) }\n", " }\n", " \n", " public func process1 (item: Input) -> Output { return reverseMap![item]! }\n", " public func deprocess1(item: Output) -> Input { return vocab![Int(item)] }\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Label" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we build the datasets, we don't need to return a tupe (item, label) but to have the tensor(s) with the items and the tensor(s) with the labels separately." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "//export\n", "public struct LabeledItemList where PI: Processor, PL: Processor{\n", " public var items: [PI.Output]\n", " public var labels: [PL.Output]\n", " public let path: Path\n", " public var procItem: PI\n", " public var procLabel: PL\n", " \n", " public init(rawItems: [PI.Input], rawLabels: [PL.Input], path: Path, procItem: PI, procLabel: PL){\n", " (self.procItem,self.procLabel,self.path) = (procItem,procLabel,path)\n", " self.items = procItem.process(items: rawItems)\n", " self.labels = procLabel.process(items: rawLabels)\n", " }\n", " \n", " public init(_ il: ItemList, fromFunc: (PI.Input) -> PL.Input, procItem: PI, procLabel: PL){\n", " self.init(rawItems: il.items,\n", " rawLabels: il.items.map{ fromFunc($0)},\n", " path: il.path,\n", " procItem: procItem,\n", " procLabel: procLabel)\n", " }\n", " \n", " public func rawItem (_ idx: Int) -> PI.Input { return procItem.deprocess1 (item: items[idx]) }\n", " public func rawLabel(_ idx: Int) -> PL.Input { return procLabel.deprocess1(item: labels[idx]) }\n", "}" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "//export\n", "public struct SplitLabeledData where PI: Processor, PL: Processor{\n", " public let train: LabeledItemList\n", " public let valid: LabeledItemList\n", " public var path: Path { return train.path }\n", " \n", " public init(train: LabeledItemList, valid: LabeledItemList){\n", " (self.train, self.valid) = (train, valid)\n", " }\n", " \n", " public init(_ sd: SplitData, fromFunc: (PI.Input) -> PL.Input, procItem: inout PI, procLabel: inout PL){\n", " procItem.initState (items: sd.train.items)\n", " let trainLabels = sd.train.items.map{ fromFunc($0) }\n", " procLabel.initState(items: trainLabels)\n", " self.init(train: LabeledItemList(rawItems: sd.train.items, rawLabels: trainLabels, path: sd.path, \n", " procItem: procItem, procLabel: procLabel),\n", " valid: LabeledItemList(sd.valid, fromFunc: fromFunc, procItem: procItem, procLabel: procLabel))\n", " }\n", "}" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "//export\n", "public func parentLabeler(_ fName: Path) -> String { return fName.parent.basename() }" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "var (procItem,procLabel) = (NoopProcessor(),CategoryProcessor())\n", "let sld = SplitLabeledData(sd, fromFunc: parentLabeler, procItem: &procItem, procLabel: &procLabel)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "9\r\n", "n03888257\r\n", "[\"n01440764\", \"n02102040\", \"n02979186\", \"n03000684\", \"n03028079\", \"n03394916\", \"n03417042\", \"n03425413\", \"n03445777\", \"n03888257\"]\r\n" ] } ], "source": [ "print(sld.train.labels[0])\n", "print(sld.train.rawLabel(0))\n", "print(sld.train.procLabel.vocab!)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Datasets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To go in a Dataset, our array of items and array of labels need to be converted to tensors." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "// export\n", "public struct LabeledElement: TensorGroup {\n", " public var xb: I\n", " public var yb: L \n", " \n", " public init(xb: I, yb: L){\n", " (self.xb, self.yb) = (xb, yb)\n", " }\n", "}" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "// export\n", "public extension SplitLabeledData {\n", " func toDataBunch (\n", " itemToTensor: ([PI.Output]) -> XB, labelToTensor: ([PL.Output]) -> YB, bs: Int = 64\n", " ) -> DataBunch> where XB: TensorGroup, YB: TensorGroup {\n", " let trainDs = Dataset>(\n", " elements: LabeledElement(xb: itemToTensor(train.items), yb: labelToTensor(train.labels)))\n", " let validDs = Dataset>(\n", " elements: LabeledElement(xb: itemToTensor(valid.items), yb: labelToTensor(valid.labels)))\n", " return DataBunch(train: trainDs, \n", " valid: validDs, \n", " trainLen: train.items.count, \n", " validLen: valid.items.count,\n", " bs: bs)\n", " }\n", "}" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "// export\n", "public func pathsToTensor(_ paths: [Path]) -> StringTensor { return StringTensor(paths.map{ $0.string })}\n", "public func intsToTensor(_ items: [Int32]) -> Tensor { return Tensor(items)}" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "let dataset = sld.toDataBunch(itemToTensor: pathsToTensor, labelToTensor: intsToTensor)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Transforms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We directly plug in to the dataset the transforms we want to apply." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "// export\n", "public func transformData(\n", " _ data: DataBunch>, \n", " tfmItem: (I) -> TI\n", ") -> DataBunch> \n", "where I: TensorGroup, TI: TensorGroup & Differentiable, L: TensorGroup{\n", " return DataBunch(train: data.train.innerDs.map{ DataBatch(xb: tfmItem($0.xb), yb: $0.yb) },\n", " valid: data.valid.innerDs.map{ DataBatch(xb: tfmItem($0.xb), yb: $0.yb) },\n", " trainLen: data.train.dsCount, \n", " validLen: data.valid.dsCount,\n", " bs: data.train.bs)\n", "}" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "// export\n", "public func openAndResize(fname: StringTensor, size: Int) -> TF{\n", " let imgBytes = Raw.readFile(filename: fname)\n", " let decodedImg = Raw.decodeJpeg(contents: imgBytes, channels: 3, dctMethod: \"\")\n", " let resizedImg = Tensor(Raw.resizeNearestNeighbor(\n", " images: Tensor([decodedImg]), \n", " size: Tensor([Int32(size), Int32(size)]))) / 255.0\n", " return resizedImg.reshaped(to: TensorShape(size, size, 3))\n", "}" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "let tfmData = transformData(dataset, tfmItem: { openAndResize(fname: $0, size: 128) })" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "var firstBatch: DataBatch? = nil\n", "for batch in tfmData.train.ds {\n", " firstBatch = batch\n", " break\n", "}" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "▿ TensorShape\n", " ▿ dimensions : 4 elements\n", " - 0 : 64\n", " - 1 : 128\n", " - 2 : 128\n", " - 3 : 3\n" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "firstBatch!.xb.shape" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "None\n" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "let (rows,cols) = (3,3)\n", "plt.figure(figsize: [9, 9])\n", "for i in 0..<(rows * cols) {\n", " let img = plt.subplot(rows, cols, i + 1)\n", " img.axis(\"off\")\n", " let x = firstBatch!.xb[i].makeNumpyArray()\n", " img.imshow(x)\n", " let title = sld.train.procLabel.vocab![Int(firstBatch!.yb[i].scalarized())]\n", " img.set_title(title)\n", " if (i + 1) >= (rows * cols) { break }\n", "}\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### To summarize:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "let il = ItemList(fromFolder: path, extensions: [\"jpeg\", \"jpg\"])\n", "let sd = SplitData(il, fromFunc: {grandParentSplitter(fName: $0, valid: \"val\")})\n", "var (procItem,procLabel) = (NoopProcessor(),CategoryProcessor())\n", "let sld = SplitLabeledData(sd, fromFunc: parentLabeler, procItem: &procItem, procLabel: &procLabel)\n", "var rawData = sld.toDataBunch(itemToTensor: pathsToTensor, labelToTensor: intsToTensor, bs:8)\n", "let data = transformData(rawData, tfmItem: { openAndResize(fname: $0, size: 128) })" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try to train it:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "//export \n", "public let imagenetStats = (mean: TF([0.485, 0.456, 0.406]), std: TF([0.229, 0.224, 0.225]))" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "let opt = SimpleSGD(learningRate: 0.1)\n", "func modelInit() -> CnnModelBN { return CnnModelBN(channelIn: 3, nOut: 10, filters: [8, 16, 32, 64, 128]) }\n", "let learner = Learner(data: data, lossFunction: softmaxCrossEntropy, optimizer: opt, initializingWith: modelInit)\n", "let recorder = learner.makeDefaultDelegates(metrics: [accuracy])\n", "learner.addDelegate(learner.makeNormalize(mean: imagenetStats.mean, std: imagenetStats.std))" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 0: [1.3219278, 0.546] \n", " \r" ] } ], "source": [ "learner.fit(1)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "//export\n", "public func prevPow2(_ x: Int) -> Int { \n", " var res = 1\n", " while res <= x { res *= 2 }\n", " return res / 2\n", "}" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "//export\n", "public struct CNNModel: Layer {\n", " public var convs: [ConvBN]\n", " public var pool = FAAdaptiveAvgPool2D()\n", " public var flatten = Flatten()\n", " public var linear: FADense\n", " \n", " public init(channelIn: Int, nOut: Int, filters: [Int]){\n", " convs = []\n", " let (l1,l2) = (channelIn, prevPow2(channelIn * 9))\n", " convs = [ConvBN(l1, l2, stride: 1),\n", " ConvBN(l2, l2*2, stride: 2),\n", " ConvBN(l2*2, l2*4, stride: 2)]\n", " let allFilters = [l2*4] + filters\n", " for i in 0..(inputSize: filters.last!, outputSize: nOut)\n", " }\n", " \n", " @differentiable\n", " public func applied(to input: TF) -> TF {\n", " return input.sequenced(through: convs, pool, flatten, linear)\n", " }\n", "}" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "let opt = SimpleSGD(learningRate: 0.1)\n", "func modelInit() -> CNNModel { return CNNModel(channelIn: 3, nOut: 10, filters: [64, 64, 128, 256]) }\n", "let learner = Learner(data: data, lossFunction: softmaxCrossEntropy, optimizer: opt, initializingWith: modelInit)\n", "let recorder = learner.makeDefaultDelegates(metrics: [accuracy])\n", "learner.addDelegate(learner.makeNormalize(mean: imagenetStats.mean, std: imagenetStats.std))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fatal error: OOM when allocating tensor with shape[8,16,129,129] and type float on /job:localhost/replica:0/task:0/device:GPU:0 by allocator GPU_0_bfc: file /swift-base/swift/stdlib/public/TensorFlow/CompilerRuntime.swift, line 2108\n", "Current stack trace:\n", "0 libswiftCore.so 0x00007fb0afce4f70 _swift_stdlib_reportFatalErrorInFile + 115\n", "1 libswiftCore.so 0x00007fb0afc2d85c + 3012700\n", "2 libswiftCore.so 0x00007fb0afc2d94e + 3012942\n", "3 libswiftCore.so 0x00007fb0afa74772 + 1206130\n", "4 libswiftCore.so 0x00007fb0afbfa272 + 2802290\n", "5 libswiftCore.so 0x00007fb0afa73bb9 + 1203129\n", "6 libswiftTensorFlow.so 0x00007fb0ace8b1e2 + 557538\n", "7 libswiftTensorFlow.so 0x00007fb0ace89930 checkOk(_:file:line:) + 508\n", "8 libswiftTensorFlow.so 0x00007fb0aceae030 _TFCCheckOk(_:) + 81\n", "9 libswiftTensorFlow.so 0x00007fb0aceae020 _swift_tfc_CheckOk + 9\n" ] } ], "source": [ "learner.fit(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Export" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "notebookToScript(fname: (Path.cwd / \"08_data_block.ipynb\").string)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Swift", "language": "swift", "name": "swift" }, "language_info": { "file_extension": ".swift", "mimetype": "text/x-swift", "name": "swift", "version": "" } }, "nbformat": 4, "nbformat_minor": 2 }