{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Cressman Interpolation Deep Dive\n", "\n", "This notebook walks through the Cressman distance-weighted interpolation step that forms the core of the high-res pipeline. It mirrors the Fortran program `append_topo_interp_smooth.f90` from the tx2_3 workflow.\n", "\n", "## What is Cressman interpolation?\n", "\n", "For each ocean model T-cell, we want an estimate of the ocean depth by averaging nearby source pixels. But we don't want to average blindly — pixels that are close to the cell centre should contribute more than distant ones. The Cressman weight function does exactly that:\n", "\n", "$$w_k = \\left(\\frac{L^2 - r_k^2}{L^2 + r_k^2}\\right)^{c}$$\n", "\n", "where:\n", "- $r_k$ is the great-circle distance from cell centre to source pixel $k$\n", "- $L = \\text{smooth\\_scl} \\times \\sqrt{A}$ is the smoothing radius ($A$ = cell area in m²)\n", "- $c$ = `cressman_exp` (default 2)\n", "\n", "Only source ocean pixels within $r_k \\leq L$ contribute. The final depth estimate is:\n", "\n", "$$d_i = \\frac{\\sum_k w_k \\cdot d_k}{\\sum_k w_k}$$" ] }, { "cell_type": "code", "execution_count": 1, "id": "42389676", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import xarray as xr\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "from scipy.spatial import cKDTree\n", "from pathlib import Path\n", "import tempfile\n", "\n", "from mom6_forge.grid import Grid\n", "from mom6_forge.topo import Topo\n", "\n", "plt.rcParams[\"figure.dpi\"] = 120" ] }, { "cell_type": "code", "execution_count": 8, "id": "3330353e", "metadata": {}, "outputs": [], "source": [ "class FakeSrc:\n", " \"\"\"A fake version of a database that stores data in memory.\"\"\"\n", " def __init__(self, path, da, lon, lat):\n", " self.path = path\n", " self.da = da\n", " self.lon = lon\n", " self.lat = lat\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Setup" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setup complete.\n" ] } ], "source": [ "grid = Grid(resolution=2.0, xstart=262.0, lenx=10.0, ystart=20.0, leny=8.0, name=\"toy\")\n", "\n", "src_lons = np.arange(260.0, 274.1, 0.1)\n", "src_lats = np.arange(18.0, 30.1, 0.1)\n", "src_lon2d, src_lat2d = np.meshgrid(src_lons, src_lats)\n", "\n", "elevation = np.full(src_lon2d.shape, -2000.0) * -1\n", "elevation[(src_lat2d > 26.0) & (src_lon2d < 265.0)] = -50.0\n", "elevation[\n", " (src_lat2d > 24.0) & (src_lat2d < 26.0) &\n", " (src_lon2d > 268.0) & (src_lon2d < 270.0)\n", "] = 80.0\n", "\n", "tmp_dir = Path(tempfile.mkdtemp())\n", "src_path = tmp_dir / \"synthetic_bathy.nc\"\n", "ds = xr.Dataset(\n", " {\"elevation\": ([\"lat\", \"lon\"], elevation.astype(\"float32\"))},\n", " coords={\"lon\": src_lons, \"lat\": src_lats},\n", ")\n", "ds.to_netcdf(src_path)\n", "\n", "topo = Topo(grid, min_depth=5.0, version_control_dir=tmp_dir)\n", "topo.set_flat(1000)\n", "src = FakeSrc(src_path, ds[\"elevation\"], ds.lon, ds.lat)\n", "\n", "\n", "\n", "print(\"Setup complete.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. The Cressman weight function\n", "\n", "Let's first visualise $w$ as a function of $r/L$ to understand the shape." ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "image/png": 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o3LlzR63rU6dOHU3evHnVeiMFChRQY0y57svLxviiNVc8PDzUJanY2FjN1KlT1Rjt7OzU6/fu3VuN70VrtKT1+rq1T17FunXr1GNkTRxZ9yepiRMnqttkXGmRdXdmzJih1j+S4yzHr1ChQmq9penTp2sCAgLStdbNkSNHNM2aNdM4OjqqS9OmTTWHDh3SDB06VD0m6Xo9r7O+jTh27Jgal4xT3m9q6/e8yvPprF27VlO1alWNra2txs3NTfP2229nyme4dOlSTYMGDdT45bWKFCmi6dWrl+bkyZPJ7rd582ZNrVq11FpNujV9dGNIbZ2dpH8zssaSq6ur+hxlvZwxY8Y8t67Vy8b5srV+iMg0ZZP/e3E4RERERElJduno0aNq+pbUrxARkWFizQ4REVEqIiIiUu1ctnDhQjUlTNb6YaBDRGTYmNkhIiJKhSxWKR3BZK0h6YYn9V7SeUw6tEnrZQl42AmMiMiwMdghIiJKhXS+GzNmjCqIl7VepAueFNY3a9YMX375pWpYQEREho3BDhERERERmSTW7BARERERkUlisENERERERCaJwQ4REREREZkkBjtERERERGSSrPQ9AGMhay1IR55ChQrB1tZW38MhIiIiIjI70dHRuHPnDho2bKiWAXgZBjvpJIFOp06d3vTzISIiIiKiN7RmzRp07NjxpfdjsJNOktHRHVhZXI6IiIiIiLKWr6+vSkDozs1fhsFOOummrkmgU65cudf/hIiIiIiI6I2kt6yEDQqIiIiIiMgkMdghIiIiIiKTxGlsRERERESUpoULF+LWrVvw8PBAv379YEyY2SEiIiIiIpPEYIeIiIiIiEwSgx0iIiIiIjJJDHaIiIiIiMgkMdghIiIiIiKTZNDBTnh4OMaNG4dWrVrBzc0N2bJlU90g0is4OBiDBg1C7ty54eDggMaNG+PUqVOZOmYiIiIiIjIMBh3sBAQE4JtvvsHFixdRqVKlV3psQkIC2rZti7///hvDhg3D5MmT8fDhQzRq1AhXr17NtDETEREREZFhMOh1dvLlywc/Pz+4u7vjxIkTqF69erofu3LlShw6dAj//vsvunbtqvZ1794dJUuWVNkiCYKIiIiIiMh0GXRmx9bWVgU6r0OCnbx586Jz586J+2Q6mwQ8a9euRXR0dAaOlIiIiIiIDI1BBztv4vTp06hSpQosLJK/xRo1aiAiIgJXrlzR29iIiIiIiMjMp7G9CZn+1qBBg1Snxon79++jQoUKqT5WansePXqUbJ+vr6+6/nBlR4xbZ4cisVaIz2aJ+GxWWO+UgBvWgFuCPb4vUhWwdQbsnKGxdcaC8w9ha5sP8Q7u0DjkgYVDTtjbWiO7jaW6ONlZo5S7ExxtTfajICIiIiLSC5M9w46MjFTT4FKys7NLvD0ts2bNwoQJE1K9zc86G/JqHqB4QkzivrnWuXDAITuKxIQBJ/5M3B8HYHrRwrCNScCQhyF4PyQMMRpLPEQO3MzmggcaF1yPz4XcdWrBsXg5wK0YkMMDo1ZewM3HEciR3Ro5stvANbsN3ByskdvJFnmc7eDubIeCOexVoERERERERGYW7Njb26dalxMVFZV4e1qGDBmCbt26PZfZ6dSpE8rH2OO+c3HEW2eDRUIcLDRxsNSEImdcDNwSLIHsOYGoUCAhFoGWluqx0RYWcEpIUD/bZItHQQRgr3MUfsgZixzxD9D25E7gWPzTV8qGL7LlxLW4PLihccclTSH4JBRW1yFwTBzPp61KYUgjz8Tt9Wfu4/TtYOR1toW7ix0KuWVHYbfsyOlgo1p2ExERERGZG5MNdnSd3FLS7cufP3+aj82TJ4+6pOa7bv+gXLlyyfZNSXknjQaIi4J96H18fn0d7obcRIXSJREdo0F8qB80oX7wjbwoKwkhNls25I6PT/pgfJ5XgqOHaP7kJr55suvZ2DVuuJxQSAU+VUPrA4+zabNB2bJh35VH+Pfk3efGK1PlCuXIroKfJqXzoFfNwkmGqWEgREREREQmy2SDHS8vL+zfv1+tt5O0ScHRo0eRPXt21YI600gmxdoezjmL452cH6V6l06PzqDIQ2/ExsfAomsHIPA6EHQDoQGXcfzeKnWf4gnZgCcRiY+xsgqGh0UoGsaeQbZTG4BTnwH2OYACVdE8pCBCrN1xLLYoguGU+JiImHhcfhCmLvlctFP4dCQ4mrbtCkrkdUTx3I7wzOOIEnm01zkdn58CSERERERkTEwi2JFsTUhICIoXLw5ra20di6ytI+2nV61albjOjixSKuvutG/fPtV6nqxUKXcldUnklBfwqI2IJ/5ocTwcPo99ULP5eCB7fuCBj7qsvrsDM2LvIW9cPFbfvQ8nySBFBgG+O9ACQAuZNWcJRLsUw6Oc1eCb3QsnUQ4Xwh1wOzBCBTFJ3QmMgH9olLrsvxqQ7DapF5L71ymeCx81z8TAkIiIiIgMWr9+/WCsDD7YmTlzJoKDg1X3NLF+/XrcvaudrjV8+HC4uLhg7NixWLRoEW7cuIEiRYqo2yTAqVWrFt577z1cuHABuXLlUo0H4uPj02w+YAjcHdwxtdHUxGlmKkvkWhgo1RpHt14E/O/B3q0YnFotBe6dBO6eAO6dwO7Ie6geGQVHjQa2IddRUC5YgUbyRDk9gRL1Aad6QJi9NrACUC6/MzpUyg/fh+G49igc0XHauiIRFBGL4zeDVHOEpLzvBGPa9isom89ZPb5sfmcUzekACwvWBRERERGRYTH4YOenn37CrVu3ErclUyMX0bt3bxXspMbS0hKbNm3CmDFj8Ouvv6rua9WrV8fChQtRqlQpGIOUjQXG1hiLw36HYWtpCxSoor3UGIibITcxYk17WGezxPc5a6P1Yz/gzlEg9ukUuMe+2svJBdpt94pAiRZoJZe3qwEWlohP0OBeUCR8H4Wp4EcuVx+Go1LB5Mf39O0gVR8kl6R1QaXdnVAuv4sKfioUcEH5Aql/LkREREREWSWbRqUP6GV8fHxQvnx5nD9//rkGBfq24PwCTDs5Tf28ttNaFHMpBsTFAPdPwf/qFuS+exKWd46ppgnPkZofz2Yq+EHxpoBDzhe+1j/HbmPBwRu49uiJCpBSUyafMzaPrJ+4HRETh8AnMSjgas+GCERERESUZefkBp/ZoZfrXaY3SuQogVMPTmkDHWFlAxSuhWHePyHEIQrvvTUFvRw9gWu7gKvbAL8z2vtJzc+5f7WXbBZA4TpA2Q5AmfaA8/Md63rWKKwuUbHxuOwfhgt+obhwPxQ+90Nw0S8MkbHx8CrkmuwxUg80eMlJtU5Q5UKu8CrsisqFcqBiQRc4cDFVIiIiIoO2cOFCNdPKw8PD6Op3GOyYAGtLa9QrUE9dkroUeAmXgy6rn8PiIgGPOtpLk6+AMH/V2EAFPtd2A9GhgCYBuHVAe9n8KVCoJlC2ozbwkbqhJOysLVGpkKu66Eim5+bjJ7BKUb8jdT7iUVg0tl14oC5C7lba3Rk1i7mhnmcuNC2jrSUiIiIiIsoIDHZMWAHHAvhfrf9h3bV16FC8Q7LbVvsfhr9FGLq1n4ZcNi7A7SPA5U3AhXVA6NP1eqTuRy5bvwDyVwHKdwEqdAWc3FN9PUuLbKqFdUodvfKrxU1P3wmG9+1g3AuOVPtlFpzKDPmF4sqDsGTBTkhkrMoe5XVO3i6biIiIiLJ+SZciRYrA1TX57B1jwJodE6jZeVXxCfFou7ot7oXfQ8kcJfFfh/+e3SglXPdPARfWai9BN5M/WKa6FWsMVHwbKNMOsHF45dd/GBalgp5Tt4Nx4mYgztwNxvAmJTCiaYlktUFjV51DkZzZUaOoG2oWzYm6nrngnmKtICIiIiIyHz6s2aGXCYgMgLONM+7hHrqV7JbstpiEWFjlrwyLAlWBZhMA/3PaoMdnlXbhU5nqdm2n9rLBQTvFrWJ3oFgj1dUtPfI42aFFOXd1EZEx8YiJf9b2Why7Eaiubz6OUJcVJ7TZJln7R6a8NSiZSwVArPkhIiIiorQws2OGmR0hTfi8H3mjVI5SyG6dPXH/LO9Z2H5rOwZUGIDWRVvDQjI52gdo1/U5sww4/x8QqQ1GEjkXBCr3Bqr0AVwKvvH4zt4NVo0Njlx/jJO3ghARE//cfdpVzIeZvaq88WsRERERkXFgZofSvYZP5TyVk+0LjwnH0otLERYThiUXlqBN0TZJHwAUrKa9tJyozexI4HN5MxAfra3z2fsDsG8y4NkcqPouUKIlYPl6ZWEVC7qqy9DGnoiLT8DZeyE4cDVAXU7dDkJcgkZleJJafPgmDl97jPolcqNJ6Tyc8kZERESUAby9vREcHKxqdqR+x5iwQQElkiyOZHQW+SzCwIoDk62JExIdohYztbOy07a1LtVae4kKAc6vAk4tAu6f1k5zu7pVe3HK9zTb0/e5bm6v9EtqaYEqhXOoi9T1hEfH4ci1x8k6wYnN5/xx+PpjbD7vr7bL5XdG09J50KRMXlQs4AKLFF3iiIiIiCh9wY6u9TSDHTJaMp3t/fLvo2fpniqwSeqXU79g3919GOI1BG95vvUsELJzAaq9p73c99YGPWf/BWLCgDA/YN8UYP9UoHRboOaH2tbXSYKo1+Foa4VmZfM+Ny2vQA57uDnYqAVMhY9a/ycUv+7yRS5HGzQulQd9axdBhYIub/T6RERERGQcmNmh59hb2SfbfvDkAdb4rkFsQiy23NiCziU6p37U8ntpLy2+e5btuXtcm+25uF57yVsBqDkYqNANsM64zmoSfP3UrRISEjRqytuuiw+w89JDFeyIgPAY/HvyLpqXzZss2ImIiUN2G/4ZEBEREZkinuXRS+W0z6nW65l1ZhZGVh2Z7Lbo+OjnskCqHbU0KpCL31ng2Gxttkdqex6cA9YNA3aMA6r2A6oPAJzzZ9inIFPVvAq5qsvHLUrBPyQKuy8/xM6LD3HiVqBqX51U99mHkZAAtCrvjtbl3VW3t6TT94iIiIjIeDHYoZf/klhY4a0Sb6F98fbq56TG7h+LiNgIfFT1I5RyK/X8g/NVBDr+pm1jfXIhcHyednpbxGPt9LaDv2rX7Kk7AsidyuPfkKzL07NGYXWRRgdS/6NzJzAC5+9pMz+ysOm07VdQLLcDWpWTwCcfyhdwZuBDREREZMSenfkRvUTKQOd8wHnVpvrg/YOYc3bOix/skAto8Akw6hzQ9U+gYA3t/oRYwHsp8FsN4J+ewO2jmfY5JA10hK21BUY2LYHS7k6J+64/eoJZe66h/cwDqPfjbnyz/gJCImMzbUxERERElHkY7NBrc3dwx9ul3oaDtQNGVxudvgdZWgPluwADtgMDdmoXJcXTaWOXNwF/tgD+bAVc3gI1vywTyeKmHzUviS2jGmD3J43weevSyTq83QuOxMqTd2BvbflcMwQiIiIiMnycxkavLZd9LnxV6ysMrzwcLrYuyYKBiUcnoqlHU9TKVyvtJ5A1e95eCgRcBQ79ql23Jz4GuH1Ye8lTFmgwBijbSYpxMvWTKprLAR80LK4u94Mjsc3HH1t8/FEoR3bYWD17bd+H4Xj3z2NqQdP2lfKr9tas8SEiIiIyTMzs0BtLGuiI3Xd2Y9nlZRi4bSD+vfLvy58gVwmgwwztFLe6IwFbZ+3+hxeAle8Bv9cGzq0EEuKz5NPK72qPfnWLYtmg2vixS8Vkt60/c19lfGbvu452Mw6g6dS9qtZHgiAiIiIiMiwMdijDBUUFqfbVzjbOaF64efof6OQONP8G+Og80HQckD2ndv+jS8B//YFZtbRd3bIo6BEpFyKVbm3Vi+RI3L4e8AS/7ryKZtP2ovUv+/H7nmu4GxSRZeMjIiIiorRxGhtluC4lu6BegXq4FnINrnbPamASNAnwDfZFyRwlX/wEslBp/Y+BGoOAE/O1HdsiAoCAK8CqAcDeH4GGn2prfyyS19NkNpm6JhfJ7mw8ex/rztxP7Oh20S9UXW4EhGNy10pZOi4iIiIieh4zO5Qp8jrkRZ38dZLtk4VJu67rqup5nsQ+efmT2Dpqp7WNOqtdqNQht3b/46vAqoHA73WBSxulSCjLP8UCrvYY1KA4Ngyvj12jG+KjZiVRPLeDuq1LlYLJ7rvVxx/7rjxCfAIbGxARERFlJWZ2KEvExMdgxukZ0ECDnbd3YkTlEel/sCxSWmc4UK2/dq2egz8D4Q+ARxeBZb2AAtWApl8DxRpCH4rldsTIZiUwoqknLvmHoVRep+TNGjZdxK3HEcjrbItOlQuoYKhkkvsQERERUeZgZoeyhI2lDea3nI+qeavii5pfwNHG8TWeJDtQewgwwlu7SKluity9E8DiDsDijsC9k9AX6cpWJp9zsjqfGwFP4BcSpX5+EBqN2Xuvo8X0fWg/4wAWHLyBwCcxehsvERERkaljsENZpphLMSxouQBNCzdNtn+t71psvbn11YKeeqOAkWeA+p8A1tm1+6/vAeY2AZb3BgJ8YQgk63P8y2aY1LkCqnk8a2xw7l4IJqy/gFoTd2Lo36cQxKCHiIiIKMNxGhtlqZRr0twJvYPvj36PyLhInH10FmOqj0n/k9m7Ak3/p21ksH8qcOJPICEWuLgeuLxZO+2t4WeAw9OubnriYm+NnjUKq8vNgCdYdfoeVp26i7tBkYiJT8DJm0FwtrfW6xiJiIiI0uLl5YUiRYrA1fVZ4yljwWCH9Orek3uwtbRVwU79gvVf70mc8gJtJgO1hwJ7JmkXJ02IA47N1v7cYDRQYzBgbQd9K5LLAR83L4lRTUvg6I1ArDhxR7Wztkwy9e3c3RD8vOMKetQojMalcsPKkglYIiIi0m+wY6yyaaSCml7Kx8cH5cuXx/nz51GuXDkesQwUEBmAfXf3oXOJzsn2xyfEw/J1Wkv7nQG2fQXc2Pdsn2th7do90q46RXbJ0Hy5+hz+Onpb/ZzHyRZdqxbE29ULwSOnttsbERERkbnyecVzcn5lTHqXyz7Xc4HO9ZDraL+mPY76HX31J8xXCei7Dui5HMj1dE2f4NvahUnnNQPuHIchc7C1goONNsh7GBaNWXuuoeGUPegz/6hqYx0Xn6DvIRIREREZBWZ20omZnawjGZ2+m/vibMBZWGazxPpO61HIudBrPlkccGohsHuSdmFSnUq9gGbjtVPgDNCT6DhsPOeHZcdu49Tt4GS35XOxw8TOFdC4VB69jY+IiIjMh7e3N4KDg1XNjr6ntDGzQ0bPIpsF3irxFuyt7NGnbJ/XD3SEpRVQfQAw4jRQ7yPA0ka7/8zfwIyqwMFfgbgYg8zudK9WCKuG1MW2jxqgX50icLLVlthJK2sJeIiIiIiyKtjZu3evujY2bFBABtmxrWvJrqjuXh35HfInuy08JhwO1g7PdXV7KTtnbSanSl9g61fA5Y1ATBiw/X/AqUVAqx+AEs1hiGQB0vEdymFMy1JYd+Y+zt4NQWl358TbY+MT0G/BMbQs5463KheAkx07uxEREREJTmNLJ05j07/Y+Fj03twbhZwK4evaX8PZ5tkJ/yvz3QFs/hx4fPXZvpKtgFaTALdiMCabzvlhyF+n1M9S6/NWlQIqE+SZx0nfQyMiIiLKUJzGRiZr3rl5uPD4glqA9O+Lf7/Zk3k2Az48BLT4HrB9GjRd2QLMqg3snQzERcNYJGg0KORmr35+EhOPpUduo9m0faqhwe5LD5GQwIaLREREZJ7YjY2MRvdS3dGgYAOUcSuD/uX7v/kTWtkAdYYBw08CXr21++KigN3fa4Oea7thDNpVzI89nzTGgn7V1bo8OvuvBuC9hcfRbNperPW+p9cxEhEREekDa3bIaOS0z4mZTWYiNCYU1pbP6lLiEuLUoqRONq85bcsxD9DpN6BKH2DDx8BDHyDwGrCkk3ZdHsn+OOeDIZNFSRuXzqMuNwKeYNGhm/j3xB2V6bke8AQPQ40nU0VERESUUZjZIaMijQlcbF2S7fvN+zd0W98NPo993uzJC9cCBu/VBjc2jtp95/8DZlYHjvyhbWNtBIrmclANDQ5/0RT/a1cWpd2dVGe3pCQYOnQtAFxTmIiIiF5m4cKFmDBhgro2Ngx2yKidfXRW1fLcC7+H7w5/9+Yn75IxkqltQ48BZTtq90nXti2fAfObAf7nYCyc7azRv15RbB5ZHy7Zn2XCHoVF4/uNF9Fr7lG0/fUA1py+pzq6EREREZkaBjtk1CrkqoDRVUerzmwT60989ZbUaXEpAHRfDLyzEshRRLvv/mlgdkNg+zggNhLGIuUxOXMnGLpdF/xCMWq5NxpM3o25+64jLCpWP4MkIiIiygQMdsioyYl8v/L9sLnLZhR1KZrstojYiDd/AVl7Z8gRoN7HQDZLQBMPHPxZ28Dg+l4Yo2Zl8+Lw2KYY3bwkcjnaJC5U+v2mi6gzaRcmbboIvxDjCeaIiIiI0sJgh0xCyjV3jvkdQ8v/WmLf3X1v/uTW9kCzcdp6nvyVtfuCbgCLOwBrhgIRgTA2bg42GN60BA581gQ/dK6A4rkd1P6w6DjM3ncdn648q+8hEhEREb0xBjtkcsJjwjFm3xgERwdj9J7ReBz5OGOe2L0CMGAn0HIiYJ1du897KfBbDcBnNYyRnbUletQojO0fNcT8d6uhZlE3tf/9esmzZIFPYtjMgIiIiIwOgx0yOY42jviy5pewt7LHl7W+VC2rM4yFJVB7qHZqmyxMKp48Av7tB6x4F3gSAGNkYZENTcvkxfLBtbFxRD00KvlsvR5p+vD+wuNoP/MANp71QzwXKSUiIiIjwXV2yCS1KNIClfNURu7sz07aRYImARbZMiDGz+GhbV5w7l9g82dAZCBwYQ1w8wDQdipQrhOMVbn8yVt7n7wVBO87wernoX+fUq2tBzcohreqFICtlaWeRklERET0cszskMlKGegERQWh6/qu2HsngxoLSEuzit2BoUeB0u20+yICgH/f1WZ6jDTLk1KJPE74uHlJ5HjavloWLf181Tk0nLwH8/Zfx5No41h/iIiIiMwPgx0yCzIV67N9n+Fq0FUM3zUc3g+9M+7JHfMAby8FuswH7HNo90kNz281gQtrYexkjZ4RTUvg4OdN8HW7ssjnYqf2+4dG4buNF1Hnh12YtcdX38MkIiIieg6DHTKbFtVvl3pb1fG0KtoKlXJXyugXACp0BYakyPKs6Av8+x7wJIOaJOhRdhsr1bhg75jGmNy1Ioo97eAWEhmLh6HR+h4eERER0XNYs0Nmo6lHU/zt/DcKOhXMuMVHU3LKq83ynFsJbB4DRAYBPquAm/uBttOAsh1g7GysLNC9WiF0qVIQ23z8MWf/dQxsUCzZffZffYRiuR1RwNVeb+MkIiIiYmaHzIpnDk/YWWmnYemmt005PgWXAi9l3IuoWp5u2ixPqbbPOrat6AOsfN8o1+VJjaVFNrSukA+rh9RNFtRExsRj1DJvNJqyG2NXncWdwAxY3JWIiIjoNTDYIbM279w8LL6wGH0398Vx/+MZn+Xp8RfQeS5g56rdd/4/4Pc6wLXdMFV7Lj/E4ycxiI3X4J9jd9D4pz34dOUZ3Hr8RN9DIyIiIjPDYIfMmrWFNbIhG9zs3ODp6pnxL5C0Y1vJ1tp9YX7Akk7AlrFAbBRMjWR71g2ri2Zl8qjtuAQNVpy4iyZT9+LjFd64/ihc30MkIiIiM8Fgh8xav/L9MKPJDMxsMhM57J52UssMTu5Az3+A9r8A1tm1+47MAuY0AvzPwdRULOiKee9Wx4bh9dCyXF61TxYjXXXqHppN24tJmy/qe4hERERkBtiggMxew0INnzsGx/yOoWzOsnC0cczYLE/VfkCR+sCqQcC9E8Cji8DcJkCT/wG1hwEWpvX9Q/kCLpjdpxou+oVi5i5fbDrvhwQNUDSntpMbERERGb5+/frBWJnWmRVRBjj98DQ+3PEh+m7pC/8n/hl/THMWB97fCjQaC2SzBOJjgO3/AxZ3AELuwhSVyeeM396pgq2jGqBPLQ90rlIw2e0LD96Az/0QvY2PiIiITBODHaIU/rvyH2ISYnAj+AZuht7MnONjaQU0+hzovw1we9q2WdpTz6qjbVttokrmdcK3ncqr9tU6UsPzzYYLaPvrAQz56ySuPgjT6xiJiIjIdHAaG1EKE+pMUNPXSriWQK18tTL3+BSsBgzeD2z9Aji1CIgOAf7rD1zeDLSdCtg/7eJmwo7fDNSue6TRYNM5f2w+74+OlfJjZLOSKJqL092IiIjo9WXTyEIj9FI+Pj4oX748zp8/j3LlyvGImaGI2Ahk1zUXyAyXNgLrhgMRj7XbLoWALvOAwpkccBkAaUv9605frD59V9X06Nbx6VqlIIY39UTBHJl43ImIiOiFFi5ciFu3bsHDw0Pv9Tuvek7OaWxE6RAaE4p3Nr2DX079ohYizRSl2wIfHgZKtNBuh9wBFrQB9k0BEuJN+nPyyOmAqd0rYdtHDdGuYr7E7m3LT2jX6Vly5Ja+h0hERERGiMEOUTqMPzQevsG+ahHSjTc2Zt4xk4VIe60AWk8BLG0ATTyw6ztgcUcg1M/kPyvPPI6Y2asKNo+sj+ZltS2rZXHSCgVc9D00IiIis+Xl5YWGDRuqa2Nj0MFOdHQ0PvvsM+TPnx/29vaoWbMmtm/fnq7H7tixA40bN0auXLng6uqKGjVqYMmSJZk+ZjJNH1X5CIWcCqG5R3O0LvJ0cdDMIvUrNQcBA3YCOUs8a17wR13gylaYA+neNrdvNawdWhcfNy8Jr0LPapcSEjSYt/86giNi9DpGIiIic+Hl5YVGjRox2MloMidw2rRpeOedd/DLL7/A0tISbdq0wYEDB174uHXr1qFFixaIiYnB+PHj8f3336tgqW/fvpg+fXqGj5NMXyHnQljaZikm1Z8ESwvLrHnRfBWBwXsBr97abanl+bs7sOULIC4a5qBSIVeMaPo04Htqq48/vtt4EfV/3I3p268gNCpWb+MjIiIiw2awDQqOHTumMjlTpkzBJ598ovZFRUWpgqQ8efLg0KFDaT5WAh0pXrp+/TpsbW3Vvri4OJQuXRoODg44c+bMK4+HDQooJfnTmXtuLloWaQkPZ4/MPUDSjnr9KCDmaVvmfJWArgu0a/aYmU/+PYOVJ5+tR+Rib40PGxVHvzpFYGedRYEoERER6YXJNChYuXKlyuQMGjQocZ+dnR369++Pw4cP486dO2k+NjQ0FDly5EgMdISVlZWa0iYZHqKMMP/8fMw4PQN9NvWBz2OfzD2oFboCH+wD8lfWbvudAWY3AM4sh7mZ0rUiFrxXHeULOKvtkMhY/LD5EhpN2YNlx24jLj5B30MkIiIyKd7e3tizZ4+6NjYGG+ycPn0aJUuWhLOz9oRGR2pvxIsOtswplKjvf//7H3x9fXHt2jV8++23OHHiBD799NNMHzuZh6i4KHVtY2kDN1u3zH9BWXz0/W1A7WHa7ZhwYPUgYPUHQHQ4zIWsydO4VB6sH1YPf/SuopoaCP/QKHy+6hxa/rwPPvdD9D1MIiIik+Ht7Y29e/caZbBjsIuK+vn5IV8+bQvapHT77t+/n+ZjJci5ceOGqtX57rvv1L7s2bPjv//+Q8eOHV/62g8fPsSjR4+S7ZOgiSipYZWHIb9jfnjl9kI+x+d/VzOFlQ3Q8nugWCNtkBMRAJz5B7h3Eui2CMhb1qyCnlbl86FZmbxYdeoepu+4Ar+QKDwIjYa7s52+h0dEREQGwGCDncjIyGTT0JJOZdPdnhZ5nGSFunbtis6dOyM+Ph5z5sxB7969VTe3WrVevEjjrFmzMGHChAx4F2TqOpfo/Ny+gMgA5LLPlbkvXKI58OFBYNUg4MZeIOAKMLcJ0G4a4NUL5sTK0gLdqxdCB6/8WHL4FiwssiGn47N/O8KiYnE7MALl8rN9NRERkbkx2GBHamuk9XRK0qRAd3tahg0bhiNHjuDUqVOwsNDO1OvevbsqYho5ciSOHj36wtceMmQIunXr9lxmp1OnTq/5bshcnHt0DgO2DcAHlT7Ae+Xfy9wXc3IH+qwG9v0E7JkExEUCaz4Ebh3UrtNjkx3mRJoTDGxQ7Ln9c/Zdx4xdvuhQKT9GtyipFjAlIiIi82CwNTsyXU2msqWk2ydr76RG2k3Pnz8fbdu2TQx0hLW1NVq3bq3qduQ+LyLd3iQwSnrx9PR84/dEpi0uIQ6f7/8cEXERmH5yOi4HXs78F5U22I0+A/quARxya/edXgrMawYEcOplZEw8Fh26qQ7LujP30XTqXny99jwehZlH624iIiJzZ2HIixdduXJFdVZLSpeVSWsF18ePH6s20zJ1LaXY2FgkJCSkehvRm7KysML0xtOR2z43vqr1FUq5lcq6gyo1PIP3Ax51tdsPfYA5DYHz/8Gc2dtYYt2wemhXUVtTFZegweLDt9Bwym5M23ZZTXEjIiIi02WwwY7U2+hqbXRkWtuCBQvU+juFChVS+27fvo1Lly4ly8q4urpi9erVyTI44eHhWL9+vVprh+2nKbOUzFESazutRfdS3bP+IDvnA/quA+p9/Kxb28r3gY2fmM0ipKkpkssBM3tVUd3b6pfQ1lJFxMTj112+ql31ksM32a6aiIjIRBlssCMBjdTNjB07VrWLlqCnSZMmuHnzJiZPnpx4v759+6JMmTKJ27I2jyxCKlkhaUTw888/Y+rUqapl9d27d/HVV1/p6R2RuXCycUq2HREbgSnHp6jrTGdpBTQbB/RaAdi5avcdnwv82RII0k7nMlcVCrpgSf+a+HtATVQqqG1W8PhJDBY+neZGREREpsdggx2xePFijBo1CkuWLMGIESPUNLQNGzagQYMGL3zcl19+ib/++kvV6UhXNWlFLev1yEKl77zzTpaNnygmPgYjdo/A4guLMXD7QITGJJ+WmWlKtgQ+2A8UqKbdvn9auwjppY1m/6HU8cyFNUPrYmavyijkZo+xrcuojm46XJSUiIjIdBhsNzZdm+kpU6aoS1pkNdfU9OrVS12I9CleEw9rC2v1s4uNC+yt0u4imOFcCwPvbQZ2jAOOzAKiQoBlvYB6HwGNv9JmgcyUrNHTrmJ+tCjrDmvLbMluG/r3KdhYWeLTlqVQyM28OtoRERGZGvM92yHKAhLc/Nr4V/x5/k/0Ldc3MfDJMrIIaatJQOFawNphQHQocGA6cO8U0PVPwCGT1wMycDZWyZPbx24EYqvPA/Xz1vP+eLeOB4Y1LgGX7Fn8uREREZHpT2MjMgXWltYYXGnwc1mdsJiwrBtE2Y7AoD1AnrLabVmIdHZD4O7JrBuDEcjnYof2lbRt7WPiEzB3/w00mLIb8/ZfR3QcuzgSEREZGwY7RHrw18W/0GlNJ1wPvp51L5qzODBgB1Dh6YK5oXeBBa2AEwsAjSbrxmHAZNrajJ6VVU1PjSJual9IZCy+23gRzaftw4az96HhsSIiIjIaDHaIspjPYx/8cOwHPIx8iI/3fIz4hCzMGNg4AJ3nAq0nAxZWQHwMsGGUdopbbGTWjcPAeRVyxfLBtTC7T1UUy+Wg9t0OjMCwv09jytYsWCyWiIiIMgSDHaIsVi5nOYyoPEK1qJ5UfxIsLSyzdgDZsgE1BwPvbgAc82r3eS992p76VtaOxcCbGLQs546tHzXAtx3Lwc3BBlYW2dCtmnaNLyIiIjJ8DHaI9GBgxYFY12kdyuR8tkZUlvOoDQzeBxSuo932OwPMaQhc3aG/MRkga0sL9KldBHvHNMIfvaui6NNMj65N9Zx91xAeHafXMRIREWUmLy8vNGzYUF0bGwY7RHqSyz55JzTfIF8c8TuStYNwcgfeXQfUGqrdjgwC/uoK7J0MJCRk7VgMnJOdNZqVfZoJe+qfY7cxcdMlNJqyB8uP30Z8AmufiIjI9Hh5eaFRo0YMdojo9dwKvYUB2wZg6I6h2Hd3X9YeRktroNVEoMt8wFrWldEAu78HlvXUrs1Dadp9+ZG6DgiPxmf/nUP7GQdw6FoAjxgREZGBYGaHyABcC76GkOgQxCTEwDfYVz+DqNAVGLgLyOmp3b6yBZjbFHh0RT/jMQLz+lbDLz28VMtqccEvFL3mHsWgxSdwM+CJvodHRERk9hjsEBmAJoWb4OfGP2Oo11C8X/59/Q0kTxltwFOqjXb78VVgbhPg8mb9jcmAWVhkQ0evAtg1uhE+bl4S9tbaZhPbLjxA8+l78f3GC6znISIio+ft7Y09e/aoa2PDYIfIQDQs1BAfVPog2T69rOli5wK8/RfQ8HPttix++k8P1vG8gL2NJUY0LYHdnzRC5yoF1L7YeA1Wn76fJR8ZERFRZvL29sbevXsZ7BBRxolNiMUnez/Bqqursv6wWlgAjcdqgx4bR+0+qeP5ty8QHZb14zES7i52mNbdC2uH1kU1jxz4tGUpONpaJeveRkRERFnn2X+FicigfHv4W2y7tU1dnG2c0cyjWdYPokw7IOcOYFkvIPA6cHE9EOAL9PgLyFk868djJCoVcsW/H9RGysTctxsu4H5IFP7XtiwK55RmEERERIavX79+MFacxkZkoLqU7AJHa0e1CGmNfDX0X8fj+TTYenQRmNsY8OV6PC9blFRqenQu+YdiyZFb2H7hAZpN34uftl5GRAzX5yEiIspMDHaIDFSl3JXwZ8s/Mbv5bJXZ0Sv7HECvFUDdUdptaUn9VzfgwM9SWKTfsRkJNwcbdKqsreeJiUvAzN2+aPLTXqz1vqef2iwiIiIzwGCHyICVyVkGLrYuyfbdDr2tn8FYWALNJwBd/wSs7AFNArBjHLDyfSCGbZZfJo+Ttp5n1ZA6qFhQ+5n6h0Zh5DJvdJ99GOfvcU0jIiKijMZgh8iIbLm5BR3WdMBin8X6G0T5LsCA7YBrYe22zypgfksg6Jb+xmREqhTOgTVD6mJyl4rI5Wij9h2/GYT2Mw9gzr5r+h4eERHRcxYuXIgJEyaoa2PDYIfISETERuCHoz8gXhOPmd4z4f/EX3+Dca8ADNwDFG2g3X5wDpjTCLi+V39jMiJSy9O9eiHs+qQRBtQrCiuLbGo2YFUPN30PjYiIyKQw2CEyEtmts6v6HXcHd/za5Fd1rVcOOYHeq4FaQ7XbkYHAkreAI7+zjiednO2s8VW7stgyqj6+alsGVT1yJN4mdTxn7wZnykdHRERkLhjsEBmRUm6lsPGtjaiVrxYMgqUV0Goi0OkPwNIW0MQDWz4H1g0D4qL1PTqj4ZnHCQPqF0u2b6uPPzrMPIgPl57EncAIvY2NiIjImDHYITIyNpbaOg+dB08eYPml5dArr57A+1sAZ223MZxeCizuCIQ/0u+4jJRkdaZvv6p+3nzeH82m7cW07VcQGROv76EREREZFQY7REbsYcRDDNg2AN8d/Q7zzs3T72AKVNGux1Ogmnb79mHtejz+5/Q7LiNdo2fR+zXQySu/2o6OS8CvO6+i6dQ92HD2PltVExERpRODHSIj9iT2CcJiwtTPfuF++j8JdnIH+m0EKvbQbofc0XZqu7hBv+MyQu4udvi5R2Ws/KA2yhfQrrN0PyQKw/4+jZ5zj+DKA+3nTkRERGljsENkxIq6FMX8lvMxsMJAfFXrK5UR0DtrO+CtP4BmEyRHAcQ+AZa/A+ybwsYFr6FaETesHVoPkzpXUAuTiiPXA9Hl90N4Eh2X0Z8eERGRSWGwQ2TkirsWx4gqIwwj0NGRsdQbBfRcBtg4avft+g74rz8QG6nv0RkdS4ts6FmjMHaPboR+dYrAIhvwYaPicLC10vfQiIiIDBqDHSITI1PZfjj2A/659I++hwKUagUM2AHkKKLdPv8fsKA1EHpf3yMzSi7ZrTG+QzlsHFEf/esVTXbb+jP3ObWNiIgoBQY7RCbm51M/46+Lf2Hi0YlYf229vocD5CkDDNgFeNTTbt8/DcxpDNw9qe+RGa0y+Zxha2WZuH0/OBKfrjyLNr/sx/cbLyCc09uIiIgUBjtEJqZlkZZwsnGCh7MHqrtXh0GQBUj7rAaqvqfdDvfXZnjO/qvvkZmEg74BiI6LR1yCBnP331Bd29Z639N/wwoiIiI9Y7BDZGLK5iyLeS3mYX6L+XB3cIfBsLIB2k0H2vwEZLME4qOBVQOAHROAhAR9j86odatWCOuH10M1jxxq+0FoNEYu82bXNiIiMnsMdohMNODJ65A32b6gqCAYROOCGgOBPqsAO1ftvgPTgOW9gWi2Un4T5fK74N8PamNqt0rI5fisaxunthERkTljsENkBo75HUOr/1oZRg2PKNZIuwBpzhLa7csbgfktgKBb+h6ZUZOOfF2qFsTOJF3bdFPbZKobERGRuWGwQ2TiImIjMGbfGETEReDrQ1+rxUcNQs7i2k5tns202w8vAPOaAneO6XtkRs/FXtu1bcPw+mpqW/0SudCibPJMHxERkTnIpmEFa7r4+PigfPnyOH/+PMqVK5fZnwtRhjrhfwIjdo3A17W/RquirQzr6CbEA9v+Bxz5TbttaQt0/A2o2E3fIzMJ8k98aFScCoB0Tt4KwqZzfhjVrASc7J7tJyIiMrVzcmZ2iMxANfdq2Nxls+EFOsLCEmg1EWj3M2Bh9axxwa7v2bggg6a2JQ104hM0+Hrtecw/cAPNpu3FxrN+7NpGREQmi8EOkZlwsXVJth0WE4YjfkdgMKq9B/T+D7B7Os59k4H/3gdiI/U9MpMSFBGD7DaWiV3bhv59Cu8uOI6bAU/0PTQiIqIMx2CHyAyFxoRi8PbB+HDHh9h3dx8MhjQuGLATcCum3fZZDSxsC4Q90PfITEYuR1usGFwbU7pWhJuDtmvbviuP0OLnffhlx1W1Xg8REZGpYLBDZIauBl3FpcBLiEuIM5wObTq5SmgDHo962u17J4G5TQD/c/oemUlNbZO1eXZ+3BA9axRS+2LiEjB9xxW0+nk/Dlxl5zYiInpm4cKFmDBhgro2Ngx2iMxQ1bxVMb3RdLQt1hYT60+EwcnuBvRZDVTurd0OvQvMbwlc3qzvkZmUHA42mNS5Iv77sA5KuzupfTcCnmDbBX99D42IiChDWGXM0xCRsWlYqKG6GCwrG6DDTCBXKWD710DsE+CfnkCLb4Haw7QLlFKGqOqRAxuG18PCQzex9MgtjG5RikeWiIgSeXl5oUiRInB1fboguBFhZoeIEi29sBQ+AT6Gc0QkoKk7AujxN2DtII2UgW1fAetHAHEx+h6dSbGytMCA+sWw4+OGybq3hUbF4r0Fx+B9J1iv4yMiIv0GO40aNVLXxobBDhEps8/Mxo/Hf8Sg7YNwOfCyYR2V0m2A97cAzgW026cWA0s7AxGB+h6ZSQY9SU3bdgW7Lz/CW7MO4svV5xASEau3sREREb0qBjtEpOSwy6GurS2sYZHNAP9pyFcRGLgLyF9Fu31zPzCvGRDgq++RmTTX7NawsbSARgP8dfQ2mk7bg1Wn7nJtHiIiMgoGeEZDRPrQvVR3jKs9DgtaLUCJHCUM80Nwcgf6bQTKdtJuB14D5jUFbhhQ+2wTM6pZSWweVR91PXOq7YDwGHy84gx6zj0C34dh+h4eERFlAW9vb+zZs0ddGxsGO0SUqGvJrijqUjTZEdHIV/qGxCY70HUB0OBT7XZUMLDkLeDkIn2PzGQVz+2Ipf1r4pceXsjtZKv2HbkeiNa/7MfkLZcQFcu1eYiITJm3tzf27t3LYIeITIvU7vTa2At+4X4wKBYWQJMvgc5zAUsbICFO27Rg65dAAk+8M2ttno5eBbBzdEO8W9sDFtmA2HgNdl16CCvZICIiMkDM7BBRqvyf+OP9re/j/OPzGLBtACJiIwzvSFXsDry7AcieS7t9eCaw7B0gOlzfIzNZznbWmNCxPNYOrYdKhVzx/Vvln2tqQEREZCj4XygiSlXe7HnRoXgH9XOP0j2Q3Tq7YR6pwjW1jQtyl9FuX9kM/NkKCLmr75GZtAoFXbBmSB1U9XBLNuVxxD+nMW//dcTFJ+h1fERERILBDhGlOW3p0+qf4s+Wf6JP2T6GfZRyeAD9twGezbTbD84Bc5sC907pe2Qm/zuS1FYff6w7cx/fbbyITrMO4uxdrs1DRET6xWCHiF54MlvdvXqyfbHxsQiLMcAuXHbOQM/lQI1B2u1wf2BBG+DCOn2PzGzkyG6Dorlk8Vfg/L1QdPrtIMav80F4dJy+h0ZERGaKwQ4RpVt0fDRG7h6JD7Z/gCexTwzvyFlaAW2mAK0nA7JWUFwksKIPcGC6zLHS9+hMXs1iObF5ZH2MaOIJa8tsSNAACw/dRLOpe1XWh4iIKKsx2CGidFvssxj77+3H2YCzmHl6puEeuZqDtVkeGyft9o7xwLphQFyMvkdm8uysLfFxi1Iq6KlRRFvP4x8ahcFLTmLAohPwD4nS9xCJiMiMvFGwkz9/fvTo0QMzZ87EmTNnMm5URGSQ+pXrh4YFG6qpbcMrD4dBK9kC6L8VcCmk3T69FFjaGYgI1PfIzIJnHicsG1QLP3apABd7a7XvgO8jxLJxARERZSGrN3lwx44dceDAAfz7779q29nZGXXq1EGDBg1Qv359VK9eHdbW2v/IEZHxs7a0xtRGU5GgSYC9lT0MXt5ywICdwLKewL2TwM39wLxmwDv/AjmL63t0Js/CIhverl4YTcvkxfcbL6KUuxMKuRloVz8iIjJJb5TZ+f3333Hu3DkEBARg9erVGDBgAAIDA/H111+rYMfFxQWNGzfOuNESkd7ZWto+F+gc8zuG2IRYGCSnvEC/jUC5t7TbgdeAeU2Bmwf0PTKzkcvRFtPf9sLgBsWS7Z9/4AYmrGcDAyIiMvCanRw5cqBDhw6YMmUKVqxYgRkzZqBEiRKIiorCvn37MuIliMhArbq6Si06Onb/WMQlGGjXLWt7oMufQIMx2u3IIGBxJ+D0X/oemdm2qr4bFIGftl7GgoM30XzaXmxjAwMiIjLEYOfixYuYM2cO+vTpgyJFiqjL559/juLFi2PSpEnYv3//az93dHQ0PvvsM1UbZG9vj5o1a2L79u3pfvzy5ctRu3ZtODg4wNXVVU2x27Vr12uPh4iSk+Bm5ZWV0ECD/Xf342bITcM9RBYWQJOvgLdmA5Y2gGSi1g7RNi9I4AKYWS0+QYPyBZzVz34hURi05CQGLT6B+8GRWT4WIiIyXW9Us5M7d241bS1Pnjxq2tro0aPVdaVKlZ5bbO519OvXDytXrsSoUaNUpmjhwoVo06YNdu/ejXr16r3wsePHj8c333yDrl27queJjY3F+fPnce/evTceFxFpWVlY4fdmv+OjPR9hZJWR8MzhafiHplIPwLUwsOwdIDJQ25b68TVtEGTDepKs4pHTAcsH1ca/J+9g4qZLCImMxbYLD3DQNwCjW5TCu3WKwNLizf87QkRE5i2bRvP6i09YWFioiwQ4uqYEukzKmzp27JjK5MjUuE8++UTtk2lx5cuXV8HVoUOH0nzskSNHVBZn6tSp+Oijj5ARfHx81GtLwFSuXLkMeU4iUyH/jGTEFxxZSgKcv98GHl/VbuevDPRcBji563tkZicgPFo1MFh9+tmXURUKuGBS5wooX8BFr2MjIiKohMOtW7fg4eGhkgj69Krn5G80je3Ro0f477//ULVqVWzZskVlXaR+p0aNGirLs2bNGtW84HVIRsfS0hKDBg16tn6DnR369++Pw4cP486dO2k+9ueff4a7uztGjhypTsLCw8NfawxElD4pA5374fex8PxC9fdnsKQb24DtQNEG2u37p4G5TQD/c/oemdk2MFjavyaK5NRm187dC8HNxwa4cC0RkRny8vJCw4YN1bWxeaNgJ2fOnKr99E8//YSjR48iODgYmzdvVkGPXHfp0kUFHa/j9OnTKFmypGpnnZQEUsLb2zvNx+7cuVO1vf7111/VVDsnJyfky5dPrQdERJnrduht9NvSD1NPTsUfZ/4w7MNtnwPovQqo8q52O/Qe8Gcr4PIWfY/MLNUrkQtbRjXA8CaeaF42L9pWyKfvIREREbTBTqNGjYwy2Hmjmp2krl69qpoRSPc1ub5x44baL8HG6/Dz81MBSkq6fffv30/1cUFBQSqbdPDgQdWMYNy4cShcuDAWLFiA4cOHq3V/Bg8e/MLXfvjwocpaJeXr6/ta74PI3Fhks1Dr8IgnsU8Mf4qbpTXQ/hcgVwlg2/+AmHDtujwtvgdqfShpK32P0KzYWVuqmp2Uvzfed4Lx+x5fjGtfDvldjWCNJyIiMv5gRzIlEtzIwqIPHjxQ/3EqWrSoqt354osv1LVkZ15HZGQkbG1tn9svU9l0t6dGN2Xt8ePHWLZsGd5++221LY0KKlSogO++++6lwc6sWbMwYcKE1xo3kbkr6FQQ81rMw87bO/F++fcNO9DRkTHWGQ7kKAqsGgjERgBbx2rreVpP1gZElMUfybPfm7j4BHyx6hwu+IXiwFU2MCAioiwKdqRLmhQIyXQ1CWzkklo25nVIq2lpPZ2SNCnQ3Z7W44RkcCTA0ZFGChL4SKbn9u3bKtuTliFDhqBbt27PZXY6der02u+HyJwUcSmC/hX6w+iUaQe8txn4pwcQ5gec+BMIugl0WwjYsVBeXyJj41Eyr6MKdp7ExOObDRew9sx9/NC5AsrkSz7VmYiIMp63t7cqV5GlXIxtKtsbBTuSPXFxyZwTAAmaUmsTLdPbhKy9kxo3NzeV/ZEPQxocJCVd3HRT3V4U7Mj9dPclojcXnxCPb498C688XujkaeBfGuT3Agbu0nZq8z8LXNsFzG8B9FoO5Cii79GZJSc7a/zcozK6VC2IL1efx+3ACJy5E4z2Mw5gYINiGNm0hJr+RkREmRfs3Hrajc3Ygp03alCQWYGOkAN55coVhIaGJtsvjRB0t6dGMjhym9TcxMTEJLtNV+fzunVERPR6Jh6diP+u/odxh8Zh120jWNjXOT/w/hagdDvt9qNLwNymwG3tvz+kH/VL5MbWUQ3wQcPiag2euAQNft9zDS1/3qfW5yEiIsrQYCczyRS0+Ph4zJkzJ3GfTGuTRgOy/k6hQoXUPpmSdunSpWSPlelq8thFixYlm/72119/oWzZsmlmhYgoc7Qr3g72VvYo7locFXNXNI7DbOMAdF8C1Bmh3Y4IABa1B87+q++RmTV7G0t83ro01g+rh0oFtV+43XocgQ1ntVl/IiLKeP369VOlIPpeY0ev3dgymgQ0UjczduxY1R3N09NTBS83b97E/PnzE+/Xt29f7N27N9l6HtKAYN68eRg6dKjKDsmUtSVLlqj02/r16/X0jojMV+U8lTGn+RwUcS4CVztXGA0LC6DFt0BOT2Djx0B8NLBqABB4DWj4GTu16VHZ/M5YNaQuFh26iSVHbqkAiIiIyGgyO2Lx4sWqCYIEKiNGjEBsbCw2bNiABg2eLgKYBmlSIG2ne/XqhT///BNjxoxR09s2btyI1q1bZ9n4iegZqddJGeiES5tnY1D1XaD3f8+aFOyZ9LRrm7ZhCumHTGV7v15RbP+oAVzsn3XMC4uKxccrvHEnMIIfDRGRmcumMeglzg2Hj4+P6jx3/vx5lCtXTt/DITJ6e+/sxZcHv8TPjX5GNfdqMAqPrgB/dweCtOuIoVBN4O2/AEfWARqSr9eex+LDt2BvbYmPm5fEe3WLwMrSoL/bIyKiTDonf6N//b/55hv1Qi8ajNyHiCipgMgAjN47GiHRIRi1Z5TxZHhylwQG7AQK19Fu3zkKzGsCPExeN0j6I9/fxcYnJLas/n7TRXSadRDn74XwYyEiek0LFy5Ua1DKtbF5o2Bn/PjxOHv2bJq3SyDExTmJKKVc9rkwrvY42Fna4bu638HRxtF4DpJDTqDvGqBiD+128G1gfnPAd6e+R0ZPFyOd1Lki/hlYC0VzOahjcv5eKDrMPIDvN15AREwcjxMRkRnJ1Lx+YGAgbGxsMvMliMhItS/eHps6b0KjQo1gdKxsgbf+AJp8pd2ODgX+6gYcf9Y8hfSrdvGc2DyyPoY38YSVRTYkaIC5+2+gxfR92HvlET8eIiIz8crd2Pbt24c9e/Ykbq9atQq+vr7P3U9WWV2+fDkqVKjw5qMkIpOUO3vyWpfgqGCExITAw9kDBi9bNqDBGMCtOLDmQyAuStux7bEv0OI7wIKLXOqbLDQ6ukUptKuYH5+vOovTt4NxNygSEzdeRD3PXKrBARERmbZXDnZ2796dODVNpgtIsCOX1MiaNjNmzHjzURKRyXsc+RgDtw9ESFQIFrZaiELO2rW0DF75zoBrYeCfnsCTh8CRWUDgdaDLPMDWSd+jIwCl3J2w8oM6+OvoLUzZehmTulRgoENEZCZeeRrbp59+ikePHqm1b6QQ9I8//lDbSS8BAQGIiIhQNTuyXg4R0cvsuLUDV4Ou4mHkQ/xz+R/jOmAFqwEDdwJ5ymq3r2wB/mwFhNzV98joKcni9K1dBIfHNkWVwjkSj4v8d+yXHVdxM+AJjxURkQl65cyOrGEjF3Hjxg3kzp0b2bNnz4yxEZEZebv023gQ8QCPIh9hdNXRMDqS3Xl/K7DyfcB3O/DgPDC3CdDzH6BAVX2Pjp5ytE3+n73N5/0xfccVzNrji5HNSmBg/WKwZptqIiKT8UYNCjw8PBjoEFGGGV55OCbUmQBLY613sXMGei4DagzWboc/ABa0BS6s1ffIKA2X/ELVdXRcAiZvuYz2Mw7A+04wjxcRkYl4o2BH0v+zZ89GjRo1kCtXLlhaWj53sbJ65eQREZkpqQO0yGaR7N+Yfy79g6CoIBgNSyugzWSg9RRA3ktcJLCiL7B/qrwhfY+OUvi4RSms/KA2PPNo259f8g/DW7MOYvw6H4RHs001EZGxe6NIROp3pk2bBi8vL/Tu3Rs5cjybB01E9CYk0Jl+cjoW+CzA6qurMa/lPDjbOBvPQa05CHArCvz7HhATBuz8Bnh8DWj3M2DFlvyGpFoRN2wcUQ9/7LmO33b7IiY+AQsP3cQ2H39826k8mpbJq+8hEhGRPoKdRYsWoUuXLlixYsWbPA0R0XM00KhmBSIoOggh0SHGFeyIEs2B/tuAv98GQm4D3n8BQbeAt5cA2d30PTpKwtbKUtXstK3oji9Wncexm4G4HxKFoX+fwv5PmyC3ky2PFxGRuU1ji4yMRLNmzTJuNERET8l0tu/qfofeZXprW1E7GUkr6pTyltV2aitQTbt96wAwrxkQ8Pz6ZKR/nnmcsGxQLUzqXAFOdlYY1awkAx0iInMNdpo2bYrjx49n3GiIiJKwsrDCZzU+QwHHAsZ9XBzzAP02AOU6a7cDrwHzmgI39ut7ZJQKC4ts6FmjMHaOboj+9Yomu23zOT9cexTO40ZEZA7BzqxZs3DkyBFMnDgRjx8/zrhRERGl4cyjM/hs32eIjY81rmNkbQ90mQ80+FS7HRUMLOkEnF6q75FRGvI42SVrQ30nMAIfrziD1j/vx687ryImLoHHjojIlGp2nJycVLekpOLi4vC///1PXezs7FQHtqTk/iEhIRkzWiIyaz6PfTBo2yBExEUgNiEWUxtOfe7fJINmYQE0+RLIWRxYNxyIjwHWDgUCrgJNx2lvJ4N10DcAUXHxqqnetO1XsOHsfUzqXBFVPdich4jIJIIdaUZgVCcWRGRSijoXRYkcJXD20VnUzV/XeP89qtQDcPUAlvUCIgOBgz9rp7a9NQew4SLNhqpHjcIo5e6EsavOqRbVVx6Eo+sfh9CnlgfGtCwFJztrfQ+RiIhSyKaR/q70Uj4+PihfvjzOnz+PcuXK8YgR6UlYTBhOPjiJRoUaGf9nEHhd26kt4Ip2O5+XdlFS53z6Hhm9QGx8Aubsu45fkkxlc3e2U22qm5dlm2oiIkM6J+ecCSIyKk42Ts8FOjHxMWpdHqPjVgzovx0o2lC77eetbVzgf07fI6MXkDqeoY09sWVkfdQqpm0h7h8ahYGLT+DYjUAeOyIiU1lnZ/HixS+8XaaYSB1PwYIFUaVKFdjacp0CIspYEbERGLZrGErlKIVPq39qfFPb7F2B3v8Bmz4BTi4EQu8B81sCXecDpVrre3T0AsVyO+KfgbWw4sQdfL/xIqp45ED1IqzfISIymWCnX79+iScWKb9VTbpffnZ2dsbYsWPx6adPOxEREWWA7458h+P+x9VF6nk6l3ja3tmYWFoD7X4GcpYAtn0FxD4B/ukJtPweqDVE/kHV9wgpDfLft7erF0bj0nmQkPDsv33isn8YrCyzoXhuRx4/IiJjDHa8vb3x7rvvImfOnBg6dCg8PT3V/qtXr+K3335DcHAwZs6ciQcPHmDGjBkq2JGObh9++GFGjZ+IzNyIKiNw6uEpFHUpijZF28BoyUlynWHaqW3/DdAGPFu/0HZqazNFGxCRQbepTlnX89Fyb/g+Csfwxp4Y3LA4bKw4c5yIjNPChQtx69YteHh4qGSH2TQoeO+99+Dn54ctW7Y8d5s8bevWrdUUtnnz5iEhIQH169dHaGgozp0zvvnobFBAZLj8n/jDzc4NNpY2MAl+Z4C/ewBh97XbxRoD3RZqp7yRUThwNQB9/jyq2lSLknkd2aaaiIzWQgMKdrK0QcGaNWvQsWPHVG+TVH6HDh2watUq7QtZWKjW1b6+vm/ykkREz3F3cH8u0Ln4+KLxHql8lYCBO7XX4vpuYH4LIPCGvkdG6VSvRC6s/KCOCnKErk3112vPIyzKyBbEJSKz5+XlhYYNG6prY/NGwY5kay5fvpzm7ZcuXVL30ZEGBdKwgIgoMy29sBTdN3THIp9FxnugnfMD720GSrfTbgdc1nZqu31E3yOjdJLFRjcMr4/RzUvCxtJCZXkWH76F5tP2YfuFBzyORGQ0vLy80KhRI/MLdiRzM2vWLFWXExUVlbhffpYanT/++APt27dP3H/48OHEuh4ioswQEh2Cuefmqp/lOjDKiFsB2zgA3ZcAdUdqtyMeA4vaA2dX6HtklE5SpzO8aQlsHlUfNYsmb1P999HbPI5ERIYc7Pzyyy+oVq0aRowYAVdXVxQtWlRd5OeRI0eqdtNyH10AZG9vj48//jijxk5E9BwXWxfMazFPNSyQa6nlMWoWFkDzb4AOMwALKyA+Blg1ENg9UYoj9T06SqfiT9tU/9C5ApztrJDHyRZtK3LxWCIig25QIOThq1evxtatW1XhkpDipZYtW6JTp06qVscUsEEBkXGJT4iHpYUlTMr1vcCKPkBUiHa7fFeg42+ANacHG5OHYVG4ExiBqh7PAvHw6Dg8CI1im2oiMkje3t6qy7IkNPQ9le1Vz8nfqPW0rhFB586d1YWIyFCkDHRuhNyA90NvvFXiLRitYg2BATuBv7oBQTeA8yuB4NtAj78Bx9z6Hh29QpvqlK2qp2y5hH+O3cGwJp74gG2qicgAg51bT7ux6TvYeVWmkXYhInqB68HX8f7W9/H1oa+x4rKR17vkKgEM3AV41NVu3z0GzGsCPDTi7nNm7l5wJJYevY2Y+ARM234F7Wbsx6nbQfoeFhGRSXilzI7U48i0NOmyZm1trbaTrhadGrn92rVrbzpOIqLXFhkfiej4aPVzUJQJnERmdwP6rAbWjwLO/K3N7khr6m4LAM9m+h4dvaICrvb494Pa+Py/s6pFtVy6/H4IfWt5YEyr0nC0feNJGEREZuuV/gWV/toSvOjqcHTbRESGrFzOcpjTfA5OPjiJd8u9C5NgZQt0mgXk8gR2fgNEhwJ/dQfaTAaqD9D36OgVVSmsbVM9e+81zNjlq7I8iw7fwrYLD/Btx/JoVjYvjykRUWYHO7J66ou2iYgMVflc5dUlZYMVo/7CRsZefzTgVgxY/QEQFwVsHA0E+AItvwdMrUGDmbSpblMxH8auOodjNwLhFxKFAYtPYEij4vi0VWl9D5GIyOiwZoeIzFJsQiw+3fcp1l9bD6NX7i2g3ybAIY92++jvwD89gegwfY+MXrNN9bKBtTCpcwU42VmpmLZpGWZ2iIj0EuyEhobihx9+UK2mK1eujGPHjqn9gYGBmDZtGnx9fd/0JYiIMtz4Q+Ox5eYWfHXwK+y9s9f4j3DBqtrGBXmetuG8uhX4sxUQfEffI6PXYGGRDT1rFMbOjxticpeKqOqRI1lG0i8kkseViCizg527d++qAOfrr79WP589exbh4eHqNjc3N8yePRszZsx4k5cgIsoUnUt0hr2VPcq6lUXlvJVN4yi7FgL6bwVKtNBuPzgPzG0C3Dup75HRa8rjbIdu1Qol27flvD8aTtmDmbuuIiYugceWiCizgp0xY8YgLCxM9d7eu3ev+rYpKVlUdMeOHW/yEkREmaJq3qqY12Ie5rSYA2cbZ9M5yrZOQI9/gJofaLefPAQWtAV81uh7ZJQBJLiZsP6Cuv5p2xW0n3GAbaqJiDIr2Nm2bRtGjBiBsmXLplrkW6xYMdy5wykURGSYKuauCCcbp2T7/J/4w+hZWgGtfwTa/ARkswTiIoF/3wX2/SRzoPQ9OnoD0sRgVu8qKJnXUW1ffhCm2lSPW3se4dFxPLZERBkZ7ERGRiJ37rRX7ZasDxGRsZAantarWmOt71qYhBoDgXdWALZPM1e7vgX+GwDEROh7ZJQBbapHNy8JG0sLFb9Km+rm0/Zix4UHPLZERBkV7EhGZ9++fWnevmbNGlXTQ0Rk6EJjQvHN4W8QlxCHiUcn4nHkY5gEWWS0/zbAtbB2+/xKYEFrIOSevkdGGdCmevOo+qhR1E3t07WpHr3iDI8tEVFGBDujRo3CsmXL8OOPPyIkJETtS0hIUB3Y+vTpg8OHD+Ojjz56k5cgIsoSUrczs8lMuNm54dcmvyKnfU7TOfJ5ygAD9wBF6mu3/byBOY2AO9rumWQ6bapFiadT3IiI6BUXFU2pd+/euHXrFr766it8+eWXal+rVq1UowILCwtMnDhRNSkgIjIGVfJWwebOm5HdOjtMjkNOoM9qYMvnwPF52sYFC9sC7X4GKr+j79FRBrSpblo6D+YfvIEB9Yomuz0iJg7Zbd7oP/dEREbrjf/1kyBHgp5Vq1apjI5kdooXL47OnTurBgVERMYkZaDz4MkDHPU/ig7FO8DoWVoDbacCecsBm8YA8THA2iHAAx+g+TfaxgZk1G2qx7Yuk2zf3aAI1bGtf72iGNSguJr+RkRkTl75v2z16tVD/fr1UbduXXXJkSMHPDw8OF2NiEzOw4iH6L+tP26F3kJYTBjeKWMiGZBq7wO5SgEr+gARj4EjvwGPLgJd/wTsny1eScZv3FofBEXEqjbV68/4YVKXCqrBARHRq/Dy8kKRIkXg6uoKkw92bt++rWp0pNW0XEqXLp0sAJIDQURkCgKjAhEUFaR+vhlyU03RTa3NvlEqUhcYuBtY1ku7+Oi1XcDcpkDPf4DcpfQ9OsogQxp74k5QBK48CE9sU923lgfGtCoNR1tm8ogo/cGOscqmSbkSaDrcvXsXBw4cUJdDhw7h3LlziI+PVycB+fPnV0GPBEByqVSpkkmcHPj4+KB8+fI4f/48ypUrp+/hEFEWuRR4CZtubMJHVT4yiX/LnhMdDqz5ELi4Trstbaq7zAdKttD3yCiDyAKks/dew4xdvoiJT1D78rnY4duO5dGsbF4eZyIy6XPy1wp2UgoPD1dBz8GDB9Xl6NGjiIjQruPg7OyMoCDtN6PGjMEOEemYVIZHJCQA+yYDeyY93ZENaDYeqDsSMKX3aeauPQrH2FXncOxGYOK+thXyYWr3SrCzttTr2IiIMuucPEMqFR0dHdGiRQtMmDABS5YswezZs1GrVi11QhAaGpoRL0FEZBDk37Xvj36PP878AZNhYQE0+hzovhhQDRo0wI5xwKpBQGykvkdHmdim+klMHGzZtICIXsLb2xt79uxR18bmjSfsSlQl09l0WR1pRW1ra6sWEx09erSa0kZEZCp+8/4Nyy8vT1ybp1eZXjAZZTsCbsWAf3oBIbeBcyuAx1eBHn8Dzvn1PTrK4DbVkzZfwugWJZNlKRMSZOkIZvOIKDkJcuQcX5qSGVv9zisHO3v37lVBjQQ4R44cQXBwMPLmzYs6depg6NCh6rpq1aqwsbHJnBETEelR22JtserqKtWiuplHM9P7LNwrAIN2Ayv6ArcOAvdPaxcg7b4EKFxT36OjDGxTPf3t5CcscfEJ6D77MJqUzsM21URkMl65ZkcWC7W2tka3bt3QunVr1K5d2yzW02HNDhHpSCtqW0tbuDu4m+5BiYsBtnwGnPhTu21hDbSZAlR7T98jo0wiTQwk2yNK5XXCD10qoDLbVBORudXsVKhQQXVe++effzB58mRMmTIFf/31F27cuPG6YyYiMioezh7PBTpXg64iQaPtdGUSrGyAdtOBttO0gU5CLLBhFLBuBBAXre/RUSaoXtQNJfM6qp+lTXXn3w9h/DofhEfH8XgTkdF65WDnzJkzqrva5s2b0alTJ1y9ehUffPABPD09kS9fPnTp0gXTpk1TU9xiY2MzZ9RERAbkmN8x9NzYE+MOjUN8QjxMSvX+QL8NgEMe7fapRcDCdkCon75HRhlMFhvdMLw+Pm5eEjaWFpB5HwsP3USLaXux8+IDHm8iMkoZ0npaMj1SuCS1PLoW1Pfv31eNCqpVq4Z9+/bB2HEaGxGlRv4JlUDH57EPLLNZYnHrxaiYu6LpHazQ+8DyPsC9E9ptx7ys4zFhvg/D8YW0qb6ZpE11xXxqbR43B9bkEpGZtZ62tLRUTQlGjBiBL7/8EmPHjlWtp6OiolTgQ0RkqqST1cymM1HarTQm1Z9kmoGOkG5s720CqvTVboc/ABa2BU4s0PfIKBN45nHEskG1MPGtZ22qZX0eS3ZqIzJLCxcuVEvMyLVZtZ6Ojo5WC4hKZzZdd7aQkBB1m2R16tevj3r16mXUWImIDFIu+1z4p+0/sLJ4427+hs3KFmj/K5DPC9j82bM6HunYJs0L5HYyGdKCulfNwmhWJg/GrfNB+0r54WJvre9hERG9klf+L/PatWsTg5vTp0+ruhyZxpEzZ87E4EYuMn1NurYREZmDlIFOSHQIZpyegY+qfgQHaweYDFmTRep48pbTTmt78lBbx/PwonZRUud8+h4hZUKb6t97V31u/6RNF1XWZ1CD4rDhwqREZKBeeRrbW2+9halTp+Lhw4d4++238ccff6i5c48ePVKB0JgxY1Q76owIdCRz9NlnnyF//vywt7dHzZo1sX379ld+nubNm6upJsOGDXvjMRERvcyT2CcYsmOIWnx00LZBCI8JN72DVrgWMHgvUKCadvvuMWBOQ+D2UX2PjLLAqdtBmLP/On7adgXtZxzA6dtBPO5EZBrBzvLly3Hv3j1cu3YNixYtwsCBA1GmTJlMGVy/fv1UZ7d33nkHv/zyi6oNatOmjcoqpdeqVatw+PDhTBkfEVFaWZ4cdjnUz3kd8sLOys40DxTreMyWlUU2eOZmm2oiMsFgRxYTlRbTme3YsWNYtmwZJk2apNbyGTRoEHbt2gUPDw98+umn6XoOaZAwevRolR0iIsoqsuDo9EbTMbrqaPxY/0fTruXR1fFwPR6zUrGgKzaOYJtqIjJ8GdKNLTOsXLlSZXIkyNGxs7ND//79Vabmzp07L30OWfQ0ISEBn3zySSaPlogoOWtLa/Qr309d60h9Y3BUsOkdKl0dT6rr8dzX9+gok0idzoimJbBpZH3UKOKm9t0PiUL/RScw9O9TeBgWxWNPRHpnsMGOND8oWbIknJ2dk+2vUaOGupZ1fV7k9u3b+OGHH/Djjz+qeh8iIn2bfXY2uqzrgmvB12CSUqvjmd0AuLFf3yOjLG5TvemcH+4ERvK4E5HeGezcCj8/v1Sny+n2yaKlLyLT1ypXrowePXq88mtL8wVpuJCUr6/vKz8PEZHO6Yen8Zv3b+rnsfvHYnm75apxisnW8Wwao83uPHkELO4INBsH1BmhzQKRybepzu1ki6oe2ro1IiJ9MthgJzIyUq3Vk5JMZdPdnpbdu3fjv//+U2sAvY5Zs2aphZOIiDKKV24vjKwyEksuLMGPDX40zUAnaR1Ph1+BgtWBjaOB+Ghg+9fA3eNAx1mAXfKMPZlem+q4+IRk+7f5+OPqw3AMalAM1pYGO6mEiEyQwQY7MvVMWk+n1nRAd3tq4uLiMGLECPTp0wfVq1d/rdceMmSIasSQMrPTqVOn13o+IiIJbgZUGICuJbrC1c7VPA5IlT6AewVgRR8g+DZwcb12PZ63lwJ5MqeLJxkGqyQBTUhkLL5acx4Pw6Kx/sx9TOpcAZULM+tDRGYe7Mh0NWlxndr0NiFr76Rm8eLFuHz5MmbPno2bN28muy0sLEzty5MnD7Jnz57ma8vtciEiymgpA51zj87hZuhNtC/e3jQPdn4vYNBeYPVg4Oo24LEvMLcJ0GEGUKGrvkdHWSAgPBou9tYq2LnkH4bOvx/Cu7WLYHSLknCy4+LjRJS5DDaX7OXlhStXriA0NDTZft3UNLk9rcYEsbGxqFu3LooWLZp40QVC8vO2bduy4B0QEb3Y1aCr+HDnh/jiwBf46+Jfpnu4srsBPZcDjb6Q1m1AbATwX39g06dAXIy+R0eZrHhuR9Wm+qNmJWFjaQGNBlh46CaaT9uHLef9efyJyDyDna5duyI+Ph5z5sxJ3CfT2hYsWICaNWuiUKFCicHNpUuXEu8jDQlWr1793EXIgqTyszyeiEjfnsQ+Ue3xdWvzmDQLC6DRZ8A7KwH7p1OYjs0GFrE9tbm0qR7ZTNpU10tsU+0fGoUPlp7EgEUncC+YnduIyMymsUlAInUzY8eOVd3RPD09sWjRIjUNbf78+Yn369u3L/bu3avWrxClS5dWl9RIVod1N0RkKLzyeOHPVn/i1INT6FrSTKZ0lWimnda2oi/g5w3cOaptT931T6BoA32PjjKZZx4n1ab635N3MHHTJVXPs+PiA9QomgODGhTn8Sci88ns6KadjRo1CkuWLFFNB2R62oYNG9CgAf+DSESmobRbafQq0yvZvojYCMQmxMJk5fAA3t8KVHlXu61rT33gZ1l5Vd+joyxoU/129cLYOboh3qpcAKXdnfBeXe10cyKijJZNo0uJ0Av5+PigfPnyOH/+PMqVK8ejRUSZIjo+GkN3DIW9lT0mN5ysrk3a6aXAho+17alF6XZAJ2lP7aLvkVEWiYiJQ3abZxNN7gZFYMHBmxjVrAQbGBDRG5+TG3Rmh4jI3Pzu/TuO+h/Fnrt7MO/cPJi8yr2BAdsBVw/t9qUNwJzGwAMffY+MskjSQEe+f/16rQ/mH7iR2MCA38kS0ZtgsENEZEBkLZ6a+WqiSp4qGFhhIMxCvkrA4L1AiRba7cBrwNym2qwPmZUnMfEIj4pL1sBg4OKTbGBARK+NwQ4RkQFxtHHE701/x8ymM2FnZQezIR3apD114y+17anjIoG1Q4HVHwIxT/Q9OsoijrZWqoHB5C4V4ZpduwaPNDBoPm0v5u2/jrh4bfdCIqL0YrBDRGRgrC2t4WTjlGyfrMNzwv8ETL49dcNPgb5rAIfc2n1n/tZmeR5d1vfoKAsbGHSvXgg7P26IzlUKqH0RMfH4buNFdJh5EGfuBPOzIMpiCxcuxIQJE9S1sWGwQ0Rk4NZfW48fjv2AwdsHY/ft3TB5xRoBHxwAPOpptx9d1NbxnFmu75FRFsrpaItp3b3w94CaKJrLQe274BeKX3de5edAROnGYIeIyAhYZbNSC48WcNJ+023ynNyBvmuB+p9ot2OfAKsHAetGALFcgNKc1PHMhc0j62NE0xJwtrPC+A7siEqU1by8vNCwYUN1bWwMdlFRIiLSal+8PXLY5YCdpR1K5ihpPofF0gpo+j+gcG1g1UAgMhA4tQi4dwrothDI5anvEVIWsbO2xMfNS2Jg/aLJ2lHHxidg0qZL6F+/KAq4mnibdiI98jLCIEeHmR0iIiNQr0A9VHOvlmzfnbA7iEvQdq4yaSWaaae1Faql3X5wDpjTCDi/St8joyyWNNARCw7ewJ8HpU01GxgQUeoY7BARGaE7oXfQe1NvfLT7I0RK5zJT51IA6LcBqDNCux0TBqx8D9j4CRAbpe/RkZ7cehyhrtnAgIjSwmCHiMgITT81HYFRgWrx0f1398MsWFoDLb4Fei4D7Fy1+47PBeY3AwJYtG6Ovn+rwnMNDDrNOojx63wQFhWr7+ERmQxvb2/s2bNHXRsb1uxkoLi4OAQFBSE8PJwrPhPpSbZs2WBrawtnZ2c4ODiobVP0TZ1vEBoTinI5y6FFkaeLcZqLUq2BD/YD/74H3DsB+J8DZjcE2k4FvHrqe3SkpwYGs/Zcw+97fBEbr8HCQzex+bwfJnQoh5bl3E323wGirOLt7Y1bt27Bw8PD6Op3mNnJIBqNBnfv3kVAQABiY/ltEpG+xMfHIyQkBHfu3MHDhw9N9osHtfhos98xssrIZPtN9f0+x7Uw8P4WoO7IZ93a1nwArBoMRIfre3SkpwYGm0c2QI2ibmrfg9Bo/G+tj5riRkTmi5mdDBIWFobIyEi4uLggX758/BaJSI9iYmLg5+eHwMBAld1xdHQ0yc/D2iJ5sXZsQixG7R6FVkVaqQ5uZjGtrfk3QNEG2iAnIgA4uwy4exzotgDIV0nfI6Qs5pnHEcsH1cLKk3fx/aaLGN++HBxseapDZM6Y2ckgoaGh6jpPnjwMdIj0zMbGRn3pkPRv0xxMOjoJ++7uwxcHvsDWm1thNjybAR8eBIo21G4HXgPmNQOOzpZUl75HR1lMpqx1q1YIe8c0RpsK7slum733Gk7cDORnQmRGGOxkEJm6ZmVlpS5EZBgBj7W1NaKjo2EuWhdtDScbJ1XHU79AfZgVWYS0z2qg6ddANksgPgbY/Cmw7B0ggie35sjF3jrZl4/ed4Lxw5ZL6PrHYXy28iyCnsTodXxElDUY7GQQmSdvYcHDSWRI5ETHbGpYAFR3r46lrZdiZtOZyG6dHWbHwhKoPxp4bzPgUki77/JG4I/6wK3D+h4d6dnVB2GwsdT+d3r5iTtoMnUPVhy/g4QE8/k3gsgc8ew8A7HbC5FhMce/yWKuxZDLPleyfeuurYNfuB/MRuGa2m5tpdtpt0PvAgvbAHsnAwksVjdXMrVt+0cN0ahUbrUdFBGLT/87i+6zD+OSv/lMdyUyNwx2iIhM2PZb2/HVga/wzqZ3cPHxRZgN+xzA20uBNj8BlraAJgHY/T2wsC0QfFvfoyM9KZwzOxb0q47f36kCd2c7te/ErSC0/fUAJm26iCfRcfxsiEwMgx0iIhN2LuAcNNDgSewTWGQzs3/yJbNXYyAwcCeQq5R23+3DwO/1gHMr9T060mPGt3WFfNgxuiH61ysKS4tsiE/QYM7+6/B9yLblRKbGzP7LR0RZbfny5ejduzdKlCihTjIaNWr0ys8xf/58lClTBnZ2dup5ZsyYkSljNUUfV/0Yn9f4HD81/Aml3J6e8Jsb9wrAoD1Atf7a7egQ4L/+2nbVUZy+ZK4cba3wv3ZlsX5YPVQu7Ip3ahZGpUKu+h4WEWUwBjtElKl+//13rF27FoUKFUKOHDle+fGzZ8/GgAEDUK5cORXk1K5dGyNGjMCPP/6YKeM1Re+UeQf1CybvznY95Dqi482nUx1ssgPtpgE9/gGy59TukzV5/qgH3Dmm79GRHpXN74z/PqiDr9qWTbZ/y3k//LbbFzFxCXobGxG9OQY7lGmePHnCo0tYsmQJQkJCsGvXLuTPn/+Vjogs1Pvll1+ibdu2WLlyJQYOHIjFixfjnXfewbfffougoCAe4dfg/8Qf7295X10CIgPM6xiWbgN8eAgo3kS7HXwL+LMVsOdHIJ71GubKwiIb7KwtE7fDomLx9VofTNl6GW1+3Y8j1x/rdXxE9PoY7FC63Lt3D/3791cnq7a2tihatCg+/PBDtVK9WLhwoZqitHfvXgwZMkQtrlqwYMHEx2/evBn169dXq9k7OTmpk1cfH59kr+Hv74/33ntPPU5eQxaF7NixI27evJl4nxMnTqBly5bIlSsX7O3t1Tjef//9xNvlvjKOn376Cb/99huKFSuG7Nmzo0WLFrhz545qQywnyfIa8nh5/sDA5GtwSBZCxqd7r8WLF1ePiY9P3sVJpmOVL18eFy5cQOPGjdXrFChQAJMnT36t36qXHSMJFqS9+ddff53scX///bd6z5JB0ZHtYcOG4a+//kKpUqXU9K+qVati3759yGqS0Xndtuy7d+/G48eP1e9UUkOHDlXB9MaNGzNolOZl3rl5eBz1GGcDzmL/3f0wO7Imzzv/AS0nAZY2gCYe2DNR27wg6Ja+R0cG4GFYtFqnR0gdT485R/DxCm8EhJtRNpTIRHAFTHqp+/fvo0aNGggODsagQYNQunRpFfzIN+0RERFq8UYdOSnNnTu3OiHXZXbkm/13331XBSky9UgeIyfm9erVw+nTp1GkSBF1vy5duqiT++HDh6t9Dx8+xPbt23H79u3EbQla5Pk///xzuLq6quBm1apVz41ZTvIlEJPnkmBGApDu3bujSZMm2LNnDz777DP4+vqqaVGffPIJ/vzzz8THSuDm6OiIjz/+WF1LkCHvJzQ0FFOmTEn2OpJZaNWqFTp37qyeX46JPHeFChXQunXrdP92pecYydjl+E6aNAmdOnVClSpV4Ofnp95js2bN8MEHHyR7Tgk8pV5GpnxJ0DZr1iw11mPHjqkg7UUCAtL3bb8EZfLcmUXeu6hWrVqy/RK4SQAlt0s9EL2az6p/htiEWNha2uKtEm+Z5+GTALz2EKBofeC/AcCjS8CdI9ppbW2nAhW763uEpEfFczti44j6mH/gBn7ZeQVRsQlYdeoedl58iM9alUaP6vIljvm1ticyShpKl/Pnz8uqY+o6NdeuXVMXU9S3b1+NhYWF5vjx48/dlpCQoK4XLFigjk+9evU0cXFxibeHhYVpXF1dNQMHDkz2OH9/f42Li0vi/qCgIPX4KVOmpDmO1atXq/ukNg6dGzduqPvkzp1bExwcnLh/7Nixan+lSpU0sbGxift79uypsbGx0URFRSXui4iIeO55Bw8erMmePXuy+zVs2FA95+LFixP3RUdHa9zd3TVdunTRpFd6j5F48uSJxtPTU1OuXDk1lrZt22qcnZ01t27dSvZYGZdcTpw4kbhP7mNnZ6d56623Xjom3eNfdpHP/VXIuOW4pdfQoUM1lpaWqd4mn3GPHj1e+HhT/rt8U/K3Gxf/7G9VRMZGJv5Nm5WYCI1mw8cazTjnZ5d/39NonjzW98jIANwJfKLpv/C4xuOzDYmXTr8d0Jy/9+y/MUSmbsGCBZrx48e/8n/39XFOnhIzO1nk3xN3sPLk3ZcWSY5rXy5x2+d+CL5Zf+Glz718cO1k22/PTn2l8K5VC6pF1V5FQkIC1qxZg/bt2z/37XpqizZKTYWl5bN5z5KZkYxQz549k2UL5D41a9ZU05SETCmTDJFkXWS6XGqF7JLJERs2bEClSpVgba2dYpCabt26wcXFJXFbXktIFsDKyirZ/n/++UdlqmTKm24sOmFhYYiOjlbTy6RQ/tKlS+q1dSTzkzSzIO9BsmDXr19HeqX3GAmZKieZpwYNGqiLZGmkU1nhwoWfe14p5JcMiI7cR6btrV+/Xk3JS/o5pTam9JCmAZlJanaSZg6Tkql5cju9Hvnbtcz27HcgLiEOo/aMgouNCybUmQA7K+0aJGbB2l6bzfFsDqwdAkQ8Bs7/B9w6BHT8DfBsqu8Rkh4VzJEd896thm0+/piw/gLuBUfi9O1gHPJ9jHL5n/13hsiUeXl5qVkmunMxY8JgJ4vcDYrE0RvJa0NeJjQy7pUfI9J6TK1iTzsQvYJHjx6p6Vsvm/akIzU0SV29elVdyxSs1Dg7O6trmQol07dGjx6NvHnzolatWmjXrh369u0Ld3d3dZ+GDRuqqW4TJkzA9OnTVc2MTOfq1avXc1OpUp786wIfqR9JbX/SQneZSvfVV1+p6Wvy3pOSQvukpPYnZcAngdrZs2eRXuk9Rjp169ZV9VJSkyTT3pLWLCUlLZpTKlmypJoiJ5+r7rimRqbFGQIJPHV1YSlFRUUlC0zpzcw/Nx8H7x1UP+dzyIdRVUeZ3yEt1Qr48DCwfgRwZQsQ5gcs7QxUHwg0/0bb0Y3MVoty7qhXIhd+2XlVBTr96mqnYBOZS7BjrBjsZJGCOexRs6jbSzM7STnbW730MalJ6zEyhsyW8uRTMkO6mpTUTq6TZllGjRqlMkiSSdq6dSv+97//qfoUCToqV66sggqpiTly5IjKTsh95ER/6tSpap9kWXTSylqktV87cwsqwyJBlQQY33zzjWpOIBmEU6dOqVoc3ftJ7/Olx6scIyGZJsmAiWvXrqngRTI+GUmaRaSHBIuZGXBIkwrJQkm9ljS90JEASBoXvGp3N0pb91Ldcej+IYTFhmFgxYHme6ic8gI9lwGnFgNbvwBiwoHjc4Hru4G3ZgMFn89wk/nIbmOFsa3LIDY+AdaWzxqv3AmMwLcbLmBsmzIomstBr2MkouQY7GQRmT72qlPIJD2ecopaerzOY9IizQDkxP/8+fOv9XgJFoScqKYnWyD3l+yOXCTjId8kSDCzdOnSxPtI1kcu33//vepEJm2Ily1bptZieVMSRMhJtDQ9kGliOjdu3EBmedVjNG7cOFy8eFF1nJMATJo1/Prrr2lmjJK6cuWKCozkc31ZkJEeCxYsQL9+/ZDZ3yRJF742bdok7pdtCRKN+ZsmQ5PDLgfmtZiHkJgQOFg7JAvcU2YvTZ6836rvAkUbAKs/0DYueOwLzG8B1B8NNPwUsEx7Gi2ZvqSBjvyNjFvng12XHmLP5Uf4oGExDGnsmayVNRHpD4MdeiHpeCVTxSTYkBPMlHU7LzsRkmlWEixNnDhRtWdOWWcj06nkxFuyE/JakkVJGgRIty/JZOimmslc0aSvpzvZ1d3nTekyNUkzM5JFkE5mmSW9x0gcPXpUBTmSBZOAUGp8ZPqfTO+TjFRShw8fVhkp6dompPW2tNWWjmwvqtfRV82O/A5I5z1pKy4X3dQ+Nzc31ZkuabAj2xK0SXtuyjjWltbIZa899jqLLyzGjZAb+KLmF7CRNs3mxK0o8N4m4NCvwK7vgYRYYN9k4Oo2oPMcIHcpfY+QDEBsvAZ5nLRTqWPiE/DrLl+sOn0P49uXQ7OyefU9PKIM4e3trWa/yHmYsX3RyGCHXkpOwrdt26ZOpqX1dJkyZVTL43///RcHDhx4YbGanMTLiWmfPn3USXePHj3Uibuc1MoaKVJ/MnPmTJVxaNq0qWrfXLZsWTV1a/Xq1Xjw4IF6jFi0aJEKOt566y0VCEnzgLlz56rXSHoi/Cbq1Kmjam6kDbS0bJbASqaXvcq0tFeV3mMkNSoyLqnFkayWkPolmdIn6xOdO3dOrdGjI3VWEkglbT2te8zLZGTNjqzto1vfRwI3aUn+3XffqW1dowUhzRYk2JPM1fjx49U+mSInaxzJujrSdELez/79+1XwLcdAAiHKPEf9jmLayWlI0CQgPDYcPzX8yfwOt4UlUO8jbfOCVYOAhz6AnzcwuwHQbDxQY7C2jTWZLRsrC/zQpSK6Vy+E/605D5/7oapOd8DiE2hWJo9qPFTIjfVeZPzBzq1bt+Dh4cFgh0yPLJQpGQWpoZH1a6RoX/bJOjLpqRWRBgJSW/HDDz+odWokCyOPlw5ncpKuaxwg3ch27typggsJdmQ9nxUrVqishZBgS06IZcqaBEFSLyKdz2RMKRsjvK6cOXOqbm+SNZEmBRL4SLc1CcTkRDuzpOcYffHFF2ptoEOHDiVmwKRTmQSBMq1vzJgxyTJQcrykI5sENxI4SRApndwqVqyIrCQ1VykDLPldEhLYJJ0umBpZW0iyXTKdcd26dep3RRpUjBw5MlPHTUAR5yIon6s8LgdexvvlU2+EYTbcywODdgO7JwIHfwHiooAtnwOXNwEdZgI5PPQ9QtKzKoVzYN2wevjr6C1M2XoZYVFx2HHxIfZfDcDQxp4Y1tiTa/MQ6UE26T+tjxc2NtKhS74pl9qV1Kbu6FoN69oXE+mTZKQkGyIZIXPGv8s3FxMfgwuPL8Arj3FNW8hUtw4DqwcDwbe02zaOQItvgarvaet9yOwFhEfjh82XEpeckAzPvHerm/1xIcqKc/KUmHsnIqI0SZ1OykDHJ8AH4w+NR3R8xtTKGR2P2sCHB4GqT5tzSMe2DR8BizsCwbf1PToyALkcbfFTt0r494Pa8CrkmmwNPZGQwO+ZibIKa3aIMpHUqEjr5LTINDTWnZAxeRz5WC0+6v/EH1eDr2Jxq8WwlLoWc2PrBLT/BSjbEVg7HAi9C9zYC8yqzSwPJapexA2rh9RJ1lhH2lZ3++MwmpfNiwH1i8LWygz/foiyEDM7RJmoevXqqo1zWpfOnTvz+JNR0UCD/A7a9Y1aFWllnoFOUsWbAEMOM8tDaUrZsXTRoZvwvhOs6npa/7wfB64G8OgRZSJmdogykTRPiIyMTPN2aYCQGViKR5lFWlPLejybbmxCh+IdeKCFnTOzPJRuFQq4oGReR1x5EI7rAU/Qe/5RtK2QD1+1K4N8Lpm/+DfR65AGR7pubJm5vl5mYLBDlImkbTSRKa7H09GzY7J9YTFh+OnETxhReQRy2ueEWWd5tn0FnFr0rJbHZw3QcSbgWljfIyQDULNYTmwcUR8LD97Ezzuu4ElMPDae88Puyw8xsmkJvFe3qGpnTUQZg39NRET0RtQK8ofGYdXVVei+vjvuh9837yxPh1+B3qsA54LafbpanuPzpDJd3yMkA2BtaYGBDYph5+hGaFcxn9oXEROPSZsvoc2v++H7MFzfQyQyGQx2iIjojcQmxMLawlr9XMqtFNwd3HlEPZtqszxV3tUeC8nybBwNLGwLBFzl8SHF3cUOM3tVwV8DaqJ4bu2i0GFRsWo/EWUMTmMjIqI3bk/9Q/0fUDt/bTQq2AgW2fg9WrIsj3RsWz8KCLkN3D4E/F4HaPgpUGckYGXD3z5CXc9c2DyyAf48eAOF3bLD0fbZ6dmT6Dg1rU2yQUT06viXQ0REGdJxqpNnJ7jauSab3jb95HScfXTWvI+wLstT80M5UkB8DLDrO2BOI+DeSX2PjgyEBDQfNCyONhW009p0vt90Ea1/Ydc2otfFYIeIiDLFat/V+PP8n3h3y7vYeWuneR9lW0eg9Q/AgB1AnrLafQ99gHnNgC1fADFP9D1CMkA+90Pwz7HbqoZHurZ9uPQk7gZF6HtYREaFwQ4REWWKmPgYWFlYwdXWFZXyVOJRFgWrAYP2Ao2/BCxtAE0CcOQ3YFYtwNfMA0J6Tok8Tvi8VWk42GjXs9p83h/Npu3FLzuuIio27QWriegZBjtERJQpepTugUWtFuGnhj+p9XnoKanTkZqdwfuBQjW1+4JvA0s7A6s/BCICeagocWrb4IbFseuTRujkpV3MNyo2AdN3XEHz6Xuxzcef66oRvQSDHSIiyjQVc1dE1bxVk+1bf209fj/zO+ITzPyb6Tylgfe2AG1+AmwctfvO/A3MrA6cWS5FT/oeIRmIvM52+LlHZawYXBul3Z3UvjuBkRi05CR+2HxJ38MjMmgMdogo0zx+/BhTpkxBgwYNkDt3bri6uqJWrVpYvnz5Kz3P/PnzUaZMGdjZ2aFEiRKYMWNGpo2ZMtfNkJv49si3mOU9C2P2jeHhtrAAagwEhh4FSrTUHo+IAGD1IGBxB7appmRqFHXDhuH18E3HcnC2s0K2bHiuoQERJcdgh4gyzeHDh/Hll1/Czc0NX331Fb7//ntkz54dPXr0wLhx49L1HLNnz8aAAQNQrlw5FeTUrl0bI0aMwI8//shPzgjFa+KRz0F7ctalRBd9D8dwuBQEei0Huv4JOOTR7ruxT9umevdEIDZK3yMkA2FlaYG+tYtg9yeNMLVbJVQqlLwD4r4rjzi1jSiJbBr5y6CX8vHxQfny5XH+/Hl10pXS9evX1XWxYsV4NJ968uQJHBy0i6SRebpx4wYsLCzg4eGRuE/+yWnWrBkOHjyoMj8v+h2JjIxEoUKFVDZow4YNift79+6NNWvW4M6dO8iRI0eaj+ffpWGKjIvEgXsH0NyjebL98rshLazNXmSwtjX18XlyVLSHI0dRoO1UbRtrojSsP3Mfw/85jZpF3TC+QzmUyefMY0UZYuHChbh165b673m/fv1gyOfkKTGzQ+ly79499O/fH/nz54etrS2KFi2KDz/8EDExMYl/BHKSsnfvXgwZMgR58uRBwYIFEx+/efNm1K9fX53YOjk5oW3btuqXNSl/f3+899576nHyGvny5UPHjh1x8+bNxPucOHECLVu2RK5cuWBvb6/G8f777yfeLveVcfz000/47bffVPApmYQWLVqoE2M5mfr222/Va8jj5fkDA5MXA69du1aNT/deixcvrh4TH5+8vqBRo0bqj+3ChQto3Lixep0CBQpg8uTJr/Vb9bJjtGvXLhU4fP3118ke9/fff6v3/Pvvvyfuk+1hw4bhr7/+QqlSpdT0r6pVq2Lfvn3ISvL5JA10dGPr1KkToqOjE4ORtOzevVsFRPI7ldTQoUNVML1x48ZMGTdlLnsr++cCHZne9vaGt3E+4DwPv70r0PYnYOBOwL2i9ngE3dA2MPj3PSDMn8eIniP/fZu975r6+eiNQLT9dT/Gr/NBSEQsjxaZtWdL9BKl4f79+6hRowaCg4MxaNAglC5dWgU/K1euREREBGxsnq0ALielUpshJ+RyMiqWLFmCd999VwUpMvVIHiMn5vXq1cPp06dRpEgRdb8uXbqok/vhw4erfQ8fPsT27dtx+/btxG0JWuT5P//8c1X/IcHNqlWrnhuznORLICbPJcGMBCDdu3dHkyZNsGfPHnz22Wfw9fVV06I++eQT/Pnnn4mPlcDN0dERH3/8sbqWIEPeT2hoqKo/SSooKAitWrVC586d1fPLMZHnrlChAlq3bp3u36n0HCMZuxzfSZMmqWChSpUq8PPzU+9RMiUffPBBsueUwFNqY2TKlwRts2bNUmM9duyYCtJeJCAgIF3jlqBMnvtVSWArJGh9EXnvolq1asn2S+AmgZ/cLlkeMm6xCbH44sAXuBh4EX0298GmtzYhnyPrEFCgKjBwtzbDI5memDDAZxXguwNo8j+gen/AQtuSmEi+SPprQC38vOMKFh++hfgEDRYeuol1Z+7js1al0K1qIVhYMHNKZkimsdHLnT9/XuYSqOvUXLt2TV1MUd++fTUWFhaa48ePP3dbQkKCul6wYIE6PvXq1dPExcUl3h4WFqZxdXXVDBw4MNnj/P39NS4uLon7g4KC1OOnTJmS5jhWr16t7pPaOHRu3Lih7pM7d25NcHBw4v6xY8eq/ZUqVdLExsYm7u/Zs6fGxsZGExUVlbgvIiLiuecdPHiwJnv27Mnu17BhQ/WcixcvTtwXHR2tcXd313Tp0kWTXuk9RuLJkycaT09PTbly5dRY2rZtq3F2dtbcunUr2WOfzn3RnDhxInGf3MfOzk7z1ltvvXRMuse/7CKf+6t6/PixJk+ePJr69eu/9L5Dhw7VWFpapnqbfMY9evR44eNN+e/SlMTFx2nmnZ2n8Vrspfnh6A/6Ho5hCrmn0Szvq9GMc352+aOBRnP3pL5HRgbokl+o5u3ZhzQen21IvHSYsV9z+naQvodGRmrBggWa8ePHv9Z/97P6nDwlZnaywubPAf9zMAjuFbSreKdTQkKCqo1o3779c9+ui5Tz6wcOHAhLy2ffNEpmRjJCPXv2TJYtkPvUrFlTTVMSMqVMMkSSdZHpcqnVYUgmR0jtRqVKlWBtbZ3muLt16wYXF5fEbXktIVkAKyurZPv/+ecflanS1VvJWHTCwsLUdCuZXiaF8pcuXVKvrSOZn6SZBXkPkgV72fSspNJ7jIRMlZPMk3Q3k4tkaaRTWeHChZ97XinklwyIjtxHpu2tX79eTclL+jmlNqb0SM9c2ZS/T++88456v+npqCY1O0kzh0nJ1Dy5nYyfpYUl+lfoj3oF6qGIizbTqxMaEwonayfW8jjnB7ovAq5uBzaOBoJvAX7ewNwmQNV3gSZfAw459fYZkmEp5e6EfwbWwsZzfvh+40X4hUThzN0Q9Jl3FIe/aApHW57+0avRd53Om+Bve1aQQOfWARijR48eqelbL5v2lLRGI6mrV6+qa5mClRpnZ23xpEyFkulbo0ePRt68eVVBert27dC3b1+4u7ur+zRs2FBNdZswYQKmT5+uamZkOlevXr2em0qV8uRfF/hIsXtq+2U6mo5MpZPOYTJ9Td57UiEhIcm2pfYnZcAngdrZs2eRXuk9Rjp169ZV9VJSkyTT3pLWLCUlLZpTKlmypJoiJ5+r7rimRqbFZQaZcrdlyxYsXrw4WdCYFgk8dXVhKUVFRSULTMn4lXIr9dz0tkHbBiF39twYV3scFyYVJZpr21Tvnwoc+BlIiAVOLgR81gBNvgKqvgdY8j/tpP0ysl3F/GhSOg9+2+2LuftuYHhTTwY6ZHb4L2JWZVPMZCwpTz7lm3xdTUpqJ9dJsyyjRo1SGSTJJG3duhX/+9//VH2KBB2VK1dW/3BLTcyRI0dUdkLuIyf6U6dOVfsky6KTVtYirf26poSScZCgSgKMb775RjUnkAzCqVOnVC2O7v2k9/nS41WOkZBMk2TAxLVr11TwIhmfjKSrqXkZCRbTG3BIkCp1Qz/88AP69OmTrsdIkwrJQkm9ljS90JEASBoXSBMJMl2LfBbB57EP8Bgo41YGQ7ySN6owW9b22sCm4tvAls+1NTxRwcCmT4CTi4A2kwGPOvoeJRmI7DZWGNOyNLpXK4R8Lsn/vV565BYK5LBH41LP/n0lMjUGHezISZ0UhstJoHzzXrFiRXz33Xdo3jx5F5+UpGBdCrOPHz+uTtrk23zJEsjJs24qVJZ6hWljhkaaAciJv7T3ex0SLAg5UU1PtkDuL9kduUjGw8vLSwUzS5cuTbyPZH3kImu2SCcymRa1bNkytRbLm5IgQk6i5XdIpoklbaGcWV71GMn6NBcvXlQd5yQAk2YNv/76a5oZo6SuXLmiAiP5XF8WZKTHggUL0pXalizU+PHjVUArY04v+fx1XfjatGmTuF+2JUjU3U6mqVvJbrgceBm+wb4YUOHN/75NTq4SwDsrgcubtUGPTG17cA5Y0Bqo0A1o/i3gzEYPpOWRM3mb/7tBEfh2wwVExyWo7M9XbcugWO5nXxoSmQqDDnbkJEq+yZcTJJmSI7UKcsIjNQzSpSot0jFMvvGVWgqZznTu3DnMnDkTmzZtUt/Qc+pL+knHK5kqJsGGnGCmrNt52boYMs1KgqWJEyeq9swp62xkOpWceEt2Ql5LsihJgwDp9iVBr5CAV4LVpK+nO9nV3edN6TI1STMzkkWQjERmSe8xEkePHlVBjvxNSEAoNT4y/U+m90lGKuWCnvL7Ll3bhLTelrba0pHtRfU6GV2zo+sIJ0HptGnT0ryf/A5I5z3p0Kbr0iZT+2RBUulMlzTYkW0J2qQ9N5kuF1sXTGk4BWExYbCxfFa7FRMfgyN+R9Cg4LMvJMyW/HtYug1QvDFwaIZ2eltcFHDuX20Q1GAMUGsIYJV67RuZrysP5O/KQgU7uy49xP6rj/Be3aIY1sQTznZp18SSeVpoQOvsmEywI4XX8m29tPqV1sBC6jekduTTTz/FoUOH0nysBEhSz5GUFGpLa19pSZwRGQBzIifh27ZtUyfTEkiWKVNGtTz+999/ceDAgRdmy+QkXk5MZdqSnHT36NFDnbjLSa2skSL1JxKISsahadOmqn1z2bJl1dSt1atX48GDB+oxYtGiRSroeOutt1QgJM0D5s6dq14j6Ynwm6hTp46quZHfFTlBl8BKMouZufZueo+R1KjIuCTwl6yWbmqYTOmT9YkkqE+6QKf8rUgglbT1tO4xL5NRNTvydyx/tzlz5lSfr/z9pTzeusYQcl8J9iRzJVkgIV9MyBpHsq6ONJ2Q97N//34VfMsxkECITJ+TjVOy7VneszD//Hy0Ltpa1fI4WHPxYjW1reGnQKUewNYvgYvrgJhwYMc44PQSoPWPgGfm1OKRcWpSOi92fdIIU7ddxvITdxAbr8Gcfdex6tRdjGnJVtVkOgw22JGARb59lpNrHfnWXzp1ffHFF+pb6pTF5jopAx0hJ8hyoijTf+jVyEKZklGQaYBysipF+7JP1pFJT62INBCQTJvUakjwKlkYebx0OJOTdCGfpXQj27lzpwouJNiR9XxWrFihshZCgi1dECxBkNSLSOczGVPKxgivS07KpdubZE2kSYEEPpIhlBN1OdHOLOk5RvJ7L2sDSaCvy4BJpzIJAmVa35gxY5JloOR4SUc2CW4kcJIgUr6ZkemgWUUWXJXMmGSnUmukINPgdMFOWmRtIcl2yXTGdevWqd8VaVAxcuTITBw5GarwmHCs9l2duBBp0owPSdvKwsDbS4Bru4HNnwIBV4DHvsDSLkDJVkCL77TT34hkqrqTLX7oUhG9a3lgwnofHL8ZhIDwGHz23zksPXIb33YqD69Cepj+TwbHy8tLrfmnl3KQN5RN+k/DAEldjrQDlpOlpORkWL51lpMeKWZPL6lfkE5UkqUYO3bsK49HOnTJN+VSu5La1B1dq+GXnbgRZQXJSEk2RDJC5ox/l6bpUcQjTDw6UTUsKJGDJ+5piosBjs0G9vyoXZBUWFgB1QcADT8DsjMzSs/I6eD6s36YtEnbqlr82a+aygARGZKXnZMbTWZHpkmlViSt23f//v1Xej6pa5BMUdeuXV96X+n8JN9EJyXfqBMRkf5JK+rpjac/t//XU7+ikFMhdPLsxHV5hNTp1BmubVaw61vg9F9AQhxw9A/gzDJtwCOBD+t56OmXZB0q5UfzMnnx+95ruOIf9lygExufAGtLCx4vMioGG+zIYoEp104Ruuk7r7KYoHTskoUXpdYntbVHUpKpQOmpayB6GQmapXVyWmQaGutOiN7cqQenMO/cPGigwc3Qm/io6kc8rDpO7kDH34Aag7T1PDf3a1tVbx0LHJ+nndpWqrW22QGZPXsbS3zcvORztaqHrz3GJ/+ewRdtyqBNBXd+oUBGw2CDHSlMTq3DlhRp625PDylmljofqbfQFXW/jNQISDF0ysyOdCUjehXVq1dX3UvSInU1ujVziOj1RcdHI7d9boTEhKBzic48lKnJVwl4dz1waSOw/X9A4HUg8BqwrCdQtAHQcqJhrQtHepW082l8gkbV9NwLjsTQv0+hZlE3jGtfDmXzJ1/0mkyXt7e3WotQanaMbdkHgw12ZLqa1OykNr1NpGcxwTNnzqBDhw5qXp80PEi5OGNaZL2TpAsYEr0uaZ7woiykNEDIDAZaikeUaWrnr43VnVbj3KNz8HD2SHbbndA7KOScekMbsyMnsGXaASVaaLM6e38AokKAG/uAP+oDlXsDTf4HOLFOg5LrU9sDP229jKCIWBy9EYh2M/ajR43CGN28JHI6Pj8Th0wv2Ln1tPU0g50MIgdS1tORzl/SmldHuoLpbn8RWVle1hORoEXW13F05EJZlPWkbTQRZQ1nG2fULZD8b27/3f0YtmsYepTqgeGVh8PRhv8tUKROp/YQbavqPT9oAx9NvLZNtc9qba1P7aGAbfK232SeLC2y4Z2aHmhXIT9+3nkFiw/fUtmev4/exoYz9zGqWUkVDLGehwyRwVaZSSMBqXWYM2dO4j6Z1iatamvWrJnYdlpa6l66dCnZY/39/dGiRQu1SOXWrVtfulo8ERGZngRNAqacmKKu115bi4i4CH0PyfBIR7Y2k4EhR7StqYWsz7NnEvBrZeDoHG1XNyJZ6De7tZq+tmVkfdQvoV38OTQqDt9suIAOMw+qBgZEhsZgp7FJQCN1M9ImWrqjeXp6qvVEbt68qZoN6MiChXv37k02bUcyOtJyVhoSyKKXctHJmzevamtNRESmzSKbBX5u9DO+OfINmns0R57snJ6cptwlgV7Lget7gO1fA35ngCePgM1jgCO/aae2lesMWBjsd6SUhUrkdcLi92tg58WH+G7jBdx8HIF6njmZ2SGDZLDBjli8eLFayFIWmQwKClKLIcqCjw0aNHhprY6YPHlyqgXhDHaIiMxDMddiWNBygerSltTmG5txK/QW3iv/HmwtWW/w7IA1AgbuAS6sBnZ+AwTd1F7+6w8c+hVoNgEo3jjrP0gyyAYGzcrmRf2SubDk8C10q1boue5tJfM6sp6H9M6ggx1pMy2rycslLal1smJxNhERJT0pk//phMeE48djP+Jx1GMcun8Ii1otYhvdpCR7U74LULo9cGqRtqYnIkCb7VnSCSjWGGg2HshvXB2ZKHPYWlliQP3kC6qHRMTiw79OIj5eg2FNPNGvbhF1PyJ9YD6aiIjMyqPIR3Czd1M/dyvZjYHOi5oY1BgIjPQGGo0FdM0dru8G5jQEVr6vbV9NlMK6s/cRHBGLsOg4TNp8Cc2n7cPmc378Mpr0gsEOERGZlaIuRbGi3QpMbjAZ7Yq1S3ab90NvRMalf9FqsyAd2Rp9Dow4rV2Y1OLppJDz/wEzqwPrhgPBt/U9SjIgvWsWxoJ+1VE8t4Pavh0YgQ//OoW35xzBubsh+h4emRkGO0REZHasLKzQumjrZFmdgMgAfLjjQ3Rc0xEH7j1rbENPOeYB2kwBhh3XTnMTCXHAqcXAr1WAjaOB0Ps8XKT+rhqXzoMtoxpgQodycM1urY7KsRuB6PDbAYxecQYPQrWLxBNlNgY7RJSpPvroI1SpUgVubm7Inj07ypQpg/HjxyM8PDzdzyEdGOVxUsdXokQJzJgxI1PHTOZpxeUVCI8Nh98TP9XJjdLgVgz4f3vnAV7j9cfxb/aQRMRIzJgJYq/aoZQare1PjSptVXVoi1aXotWqlk4tqmhLFbWrtqK0GrUqhIgVQRIjksiQcf/P97zuzb03NxIh6+b3eZ7j3px3nfe8R3K+72+c/t8Do3cDft20uvQUba2ezxsBmyYB8VHSfYLKzvZk66rYNb4jRrWtBgc7GzB57q8HL2LXqWjpISFfKNQJCgRBKPoEBQWhXbt2eOqpp5RYOXToED766CNs27YNu3fvVuth3Y25c+fiueeeQ79+/fDqq69iz549eOmll5CQkIDXX3893+5DsH5GNxit0lPTla11hdYm2xJSEuDq4FpgbSuUlG8IPLEMuPgvsPMDIGw7kJYM/D0H+HeRFu/TZpy2lo+A4r4+zzs962JoS19M33gCl2IS0b9JpYJullBMELEj5Bm3bt1CiRKav65QfDFe50pPjRo1MH78ePzzzz9o2bJllscmJibirbfeQo8ePbBy5UpV98wzzyA9PR3Tpk3Ds88+i1KlSuVp+4Xig52tHfr79VfFGKaoHrxhMIbUHYKnAp4S0WNOpabAsFXAhb+BHe8D5/YAKQnA3s+BoAVAy+eBVmMBF898fJpCYaRamRKYP7wZ4pNTYWub4UIaciUWb676D2/1qIOmviKOhQeL2OmFHBEREYFRo0ahQoUKcHJyQrVq1TBmzBjcvq2trL1o0SLlo8sFXp9//nmUK1cOlSplvLX5/fff1dt9ih93d3c1eQ0ODja5xpUrV9Tbfx7Ha5QvXx69evVSC8nqOXDgALp27YoyZcrAxcVFtWPkyJGG7dyX7fjkk0/w9ddfo3r16sp1qkuXLggPD1eZYDhJ5jV4PM9//fp1k3asXbtWtU9/r5yY85i0tDST/Tp06IB69erh+PHj6Nixo7pOxYoVLa7vlBOy66MdO3YoK8i7775rctzSpUvVPX/zzTeGOv78wgsvYMmSJfD391cWlaZNmypLSmGgatWq6jMmJuau++3cuRPXrl1TY8qYsWPHKjH922+/5Wk7BYF8euBTxKXEYe6RuTgXm/H7SDCjSktgxAbgyfVA5TsvMW7HA7s/Bj5roKWwTrwh3SbAzSnjXTv/Lr+/4QQOXohBv2/+wtilBxF+PUF6SXhgiGVHyJZLly6hRYsWamLKN+m1a9dW4odv2ulK5OjoaNiXk9KyZcuqCTkno4SLwj755JNKpMyYMUMdw4l527ZtlUuTfuJLNyVO7l988UVVFxUVha1bt+LChQuGnylaeP433ngDnp6eStysWrUqU5s5yacQ47koZihABg4ciIcfflitzUT3p9OnT6vYD1oYvv/+e8OxFG5ubm7KZYqfFBm8n9jY2ExrPnGx20cffRR9+/ZV52ef8Nz169dHt253fNlzQE76iG1n/3744Yfo3bu3ioO5fPmyusfOnTsrVy9jKDx/+eUX5fJF0TZnzhzVVlpTKNLuxtWrV3PUbooynjs7UlNT1fjhMzl27BjefvttdSzH1d3gvZNmzZqZ1FO4Ufhx+9ChQ3PUVkHILcPrDseVW1fg7+WPuqXrSkdmR7X2wMh2mlvbjg+ASweB5JvAHx8C+74CWjwNtBwLuJWVvhSQlq5Do8qeCDp3Hcmp6fjt6GVsPR6pYnye71AD7s5acgNByDU6IUccO3aMy2+rT0uEhYWpYo0MHz5cZ2trqwsKCsq0LT09XX0uXLhQ9U/btm11qamphu1xcXE6T09P3TPPPGNy3JUrV3QlS5Y01N+4cUMdP3PmzCzbsXr1arWPpXboOXv2rNqnbNmyupiYGEP9pEmTVH3Dhg11KSkphvrBgwfrHB0ddUlJSYa6hISETOcdPXq0ztXV1WS/wMBAdc4ffvjBUJecnKzz8fHR9evXT5dTctpH5NatW7qaNWvqAgICVFt69Oih8/Dw0J0/f97kWLaL5cCBA4Y67uPs7Kzr06dPtm3SH59d4XPPCX/99ZfJcf7+/rqdO3dme9zYsWN1dnZ2FrfxGQ8aNOiux1vz/0shf0lLT9Pdun3LpO5Q5CHdiN9H6I5EHZHHkRX8GxGyUaf7tr1ON9kjo0zz1ul+f0Onu3lJ+k5QXLyRoHtx6UGd7+sbDKXptC26n/4+p0tJTZNeKmAWLlyoe++993L8d78g5+TmiGUnn1hzeg3Wnl6rvi98dKHJtgm7JqiUp20qtsHT9Z821IdcD1GrfJPXW7yO2l61Ddu+++877I3YizIuZTAz0NTa8NSmp9Rnr5q90Ltm7/tqN2Mj1qxZg8ceeyzT23VinLZVH09hZ5exSjItM3yjP3jwYBNrAfd56KGHlJsSoUsZLUS0utBdzlIcBi05ZMOGDWjYsCEcHLJ+2zNgwACULFnS8DOvRWgFsLe3N6n/+eeflaWKLm/6tuiJi4tDcnKyci9joHxISIi6th5afowtC7wHWivOnMn5Qns57SNCVzlantq3b68KrTTMVFalSpVM523VqpWygOjhPnTbW79+vXLJM35OltqUEwICAnK0X926ddU5ae3bt2+fSk6Qk2xsjNkxthwaQ9c8bheE/IDZ2YwTFPCdwKx/Z+FQ1CGM3DwS2/pvg6ezxKRkgn8j/LsBfo8Cp7drLm3h+wGuZcREBszg1ngY0OZloJSvDOZiTEVPF3wxuLHK3jZtw3EcDo/B1fjbeGv1MSzedw5rx7aFi2PWf7eEvKVRo0bKy0Q/FytKiNjJJy7FX8KByAMWtx2NPopLty6hglsFk/q423GGY/jdmLM3z6ptFUqYHkP0xzT3aX7f7Y6OjlbuW9m5PelhDI0xoaGh6pMuWJbw8PBQn3SFovvWa6+9Bm9vbxW03rNnTwwfPhw+Pj5qn8DAQOXqNmXKFMyePVvFzNCd64knnsjkSmU++dcLn8qVK1uspzuaHrrS0c2K7mu8d2Nu3jRdDI2xP+aCj0Lt6NGjyCk57SM9bdq0UfFSjEmi25txzJIxTNFsjp+fn3KR43PV96sl6Bb3IOE96M9JwcU4I34ePHjQRDyaQ+GpjwszJykpyUSYCkJ+kpqeigZlGuDY1WN4ovYTInSyg78na3UGanYCzv0J7J4JnN0FpN0GDiwADi4GGgwC2r0KlK6RL89QKJw09S2F1c+3xrojl/DxppOIiElEQIWSInQKgdgpqojYyScoZJp5Z7aMkAZlG6jtXNXbGHdHd8Mx/G4M9+U2WnbM0R9jLp7yA/PJJy1D+pgUS5NrYyvLuHHjlAWJlqTNmzfjnXfeUfEpFB2NGzdWooIxMX///beyTnAfTvQ//fRTVUcri56srBZZ1WueW1rAPEUVJ+dTp05VyQloQeCknLE4+vvJ6flywr30EaGliRYwEhYWpsQLLT4PEiaLyAkUi7kRHIxxGjZsGJYtW3ZXscMkFbRCMV6LSS/0UAAxcQGTSAhCQeBg54DxzcfjiTpPoISDadbJ7ee3IygySFnqLf2ORnEXPdXaaSX8H030hG7RFic9/BNwZCkQ0EdLWV2+QUG3Vigg+Pe+V6OK6Brgo6w6PRqUN9l+4Nx1lPd0UdYgQcgOETv5BN3JsnIpM3dD00O3NXOXNz38I2rs8mZMVsfkBiYD4MSfQeW5gWKBcKKaE2sB96d1h4UWD75JoJj56aefDPvQ6sPywQcfKAvBkCFD1KT56act98e9QBHBSTSTHtBNTM/Zs2eRV9xrH02ePBknTpxQGecowJis4YsvvsjSYmTMqVOnlDDic70bFBk5YeHChRgxYgTuFQo2ijxzS1lWb5KYha979+6Gev7M44vymybBOjB/qZSWnobPD32urO87LuzA731/VymtBQtUbgEMWQFcOgzs+QQ4sR7QpQPHftVK9Y5Am5e0TzMLulA8cHaww+hAU0tfUkoaXl52GNHxyXiqTVU836EmSrpIEgMha0TsCHeFGa/oKkaxwQmmedwOLRjmblzG0M2KYmn69OkqPbN5nA3dqTjxpnWC16IVxVgEMGMXJ8Z6VzP6ihpfTz/Z1e9zv+gtNcaWGVoRmMksr8hpH5H9+/crkUMrGAUhY3zo/kf3PlqkjPnrr7+URYpZ2whTbzOtNjOy3S1e50HG7NBSxlTa5vf03XffqU/j8cQxwMx7TCvOonft8/LyUpnpjMUOf6ZoY3puQShMxCTHwNvVW4mdIXWGiNDJCRUaAf/7CYg8Dvw5Czi2CtClAWd2asWnPtD6Zc3iYyfTluLO7lPRyrWNzN11BsuDwvFSp1oY8pAvHO1lRZW84vDhw+pvOudhRe1Fo/zWELKFk/AtW7aoyTRTT9epU0elPF6xYoVaMPJuwWqcxHNiSpclTroHDRqkJu6c1HKNFMaffPXVV8ri0KlTJ5W+mcHsdN1avXo1IiMj1TFk8eLFSnT06dNHCSEmD5g/f766hvFE+H5o3bq1irlhGmimbKawonvZvbil3Ss57SPGqLBdjMWhVYswfokufVyf6L///jNZxJVxVhRSxqmn9cdkx4OK2aGljNfv37+/ajeF4549e5TljELHOLkDky1Q7NFy9d5776k6ushxjSOuq8OkE7wfHk/xzT6gEBKEwkRpl9KY32U+gq4EoX6Z+ibblp9cjujEaAytMxQlnTISqAh38K4L9PsOePgdLXnBwR+0xUmv/AesehrYPhVo9byW0MApw21ZKF50CfDBr2Na4YPftLV5biSkYMr648rd7fVHa+PRej53fQkr5F7snD9/Hr6+viJ2BOuDC2XSosAYGq5fw6B91nEdmZzEijCBAGMrPvroI7VODa0wPJ4ZzjhJ1ycOYDay7du3K3FBscP1fJYvX66sFoRiixNiuqxRBDFehJnP2CbzxAi5pXTp0irbG60mTFJA4cMJOYUYJ9p5RU766M0331RrAzGbmd4CxkxlFIF065swYYKJBYr9xYxsFDcUThSRzOTWoEH++cFzvSEKGFqUKJApGilUuW4R25tVpjVjuLYQLUN0Z1y3bp0aK0xQ8fLLL+fLPQhCbjBPEJOUmoQ5h+fgWtI1/HnxT/zc82fp2KxgVrZuM4DA14GgBcA/c4Fb0cDNC8CmN7TFSZs/DTw0GnDLiOUTig9Nfb3w65jW2HTsCj7aFILz1xJw7loCxiw5qBIcvNWjDppUyZzVVSie2DD/dEE3oijADF18U87YFUuuO/pUw/r0xYJQkPCtFq0htAgVZ+T/pVBYCI8Lx8RdE3Hs2jFMbzsdj9V4rKCbVHRISQSOLAP2fQlcD8uot3MCGv4PeOg5wDtnafAF6+N2ajqW7D+PL7aHKisPeaNbbTxnFusjFJ85uTnixiYIgiAIeUxl98pY2mMp9l/ZnykzJy0+N5Nv4smAJwski2ahx8EFaPYU0GQ4cHIjsPdz4GIQkJasubqxVG0HtByjrecjCSGKFYzTeapNNfRtUglz/jiNrcGRGNG6aiZBJPE8xRcRO4KQhzC5AFMnZwXduCTuRBCKj8W1ZfmWJnU3km5gUfAiJKYm4szNMyreR8gCipg6jwG1ewIX/gb++goI+Y0pZYBze7Ti6Qu0eBZoPBRwKXqLHwq5hxnZJnWrg/Fd/OFgl5Go4FJMInp/vRdPt6uG4a2qqgxvQvFC0lYIQh7SvHlzlcY5q8L1ZgRBKL5wwejG5Rqr7yMCRmSK8xFPcwsw+Ny3FTBoCfDyYaDVC4A+4UPMeWDLW8CsOsCGV4HoU/nwFIXChLHQIZ9sOYmouGRM3xiCTp/uwtrDEUhPlwiO4oRYdgQhD2HyhMRELUWmJZgAIS+QCZIgFA2qeFTB3EfmIvRGKGp61jTZNnnfZFyMv4in6z2NjlU6FlgbCzWlqgJdPwA6TAKO/AzsnwtcC9WyuB1YoJUaDwMPjQFqduZ6CgXdYiGf6VG/PI6ExyAs+pZKWc01er7bc1bF9bSpKYv+5hQmONJnY8vN+noFiYgdQchDmDZaEAQhO2qVqmXyc0R8BDaf24w0XRo2n98sYic7mIq6xTNAs1HAmR3A398Cp++sFxa2Qyt0cWs6QnNxkyxuxYZOdbwR6FcWy4LC8dm2U7gafxv/RdzEkO/2o71fWbz+qD8CKkgqeGtGXnEIgiAIQiGjhH0JjKw3Eu6O7hhWd5jJNlqBKIYEC9ByQwvO0JXAC/9q8TuObhkubtunALPqAiueAs7uphlcurEYYG9ni6EtffHHhI5qAVJXRzvDAqU9vvgTIVdiC7qJQh4iYkcQBEEQChmezp54qclL2DFgBwJKm6ZWnfHPDHRf1R3v7H2nwNpXJChTE+g+E3j1ONBtJlC2jlafngIErwIWPwZ81Rz462sg4XpBt1bIB9yc7PHqI374Y0IHDGvpC3tbG7StWQa1fTyk/60YcWMTBEEQhEKKs722gLCe8Nhwlb6auDncsVgI2XRiSeChZzU3t/D9wIHvgeA1WupqxvdsfhPYNgWo1xdo+hRQuYWWBEGwWsq5O2Na73oY2bYa0sySFewLu4p/z93AqHbV4Ooo02RrQCw7giAIglBEqOxRGSseW4HHazyOIXWGmGxbH7YeH/3zEc7ePFtg7SvUUMBUaQn0nQe8FgJ0+QDwurPwJIUPExx83wX4prVm7bl1taBbLOQx1cqUQM1yGS8NmKVt+sYT+HTrKQTO/EMtVpqSli7PoYgjYkcQBEEQihC1vWrjg7YfoJJ7JZMMjFyvZ8mJJRi9dTTSdTJBuyuuXkDrF4AX/wWGrwPq9gZs77zFjzquWXs+9QeWDQFCNgJpKXn8VIXCwNVbydBrm+i4ZLy1+hi6zt6N3/+7LFlOizAidgRBEAShiBOfEg8vZy/1vb9ff9ja2JosXEr3NyELa0/1QGDgYuCV40CndwGv6tq29FQgZAOwbLCW1GDzW0DUCelGK3dv++3Ftvjsf41QqZSLqjtz9RbGLDmI3nP24e8z1wq6iUIuELEjCIIgCEUcZm2b32U+1vVeh4F+A022rTi1At1Xd8eozaPUIqZCVp3oDbR7DXjxIPDUJi1FtT6T260o4K+vgDktgfkPA0ELgMQY6UorxNbWBr0bV8T21wLxTs+6KOXqoOq5Vs+geX/juR//FStPEUPEjmD1dO/eHc888wwKM/Hx8Xj66afh4+MDGxsbjBs3TtVHRkaif//+KF26tKr/7LPPsGnTJri5uSE6Orqgmy0IQiGjWslqKpObsXvbqtBV6ntMcowkNciptce3FdDra+C1k0CvOYCv0ZppEf8Cv72qubmtGKG5uaXefvAPUyhQnOztMKptNeya2BEvdKwJZwdtykyLD/8eC0UHSTMhFGrOnTuHatWqYebMmRg/fvw9H793715s2bIFISEhyCuWLl2KqKgog0DJDdOnT1erE7/zzjuoUaMG6tTRUqS+8sor2Lx5MyZPnqyEULNmzVC7dm3UrFkTH374IWbNmvUA70QQBGuDk7KvO32NX0N/hV8pP5NJ2pmYM5iwe4JKdtC7Zm+UdJKFFS0uVtp4iFaunwEOLwUO/wzEXgRSk4Dg1VqhwAzoDdQfAFRpra33I1gFHs4OGN/VH8Na+WLOztMY27GmyfZ9p6/Cz8cdZdycCqyNwt0RsSNYNRRJnTp1UuIgL8XOsWPH7kvs7NixAy1btlSixry+V69emYTe6NGjVd2UKVPg7u6e6+sKgmD91PCsgYnNJ2aqXxu2FqdunMInBz5Bx8odRexkB2N5Hn4b6DAJOLtLEz0hvwEpt4CkGODfRVrxqAjU66cJH5/6ksbaSvD2cMaUXvVM6m4mpqh4HmZsoxXomfbVlTgSChfy6kHIFbdu3Sr0PUdry2+//YaBA0391wtrWz09PXNc369fPyQnJ2PFihX51EJBEKyNim4V4evhi8blGqOKRxUT17dPgj7B3oi9SOECnIIptnZAjYeBfvOBCaFAvwWA36MZ2dxiI4B9XwBz22kxPrtnAjfOSS9aIczSRsGTcDsNX+44jfYf78TcXWFISkkr6KYJRojYEbLlvffeU64Px48fxxNPPIFSpUqhbdu2hb7nKHRSU1PRuXPnTNtiYmKUi1jVqlXh5OSESpUqYfjw4bh6VVtXgS5lvGe60Rnzxx9/qHp+kg4dOqjrnD9/XtWz8JzGYmXUqFHw9vaGs7MzGjZsiMWLF2c639mzZ9V59OfQX5+Tjq+//tpQr6dcuXJo0KAB1q5dmyd9JwiC9TPQfyDW916PLzp+YVIffC0Yi48vxnPbnsPyk8sLrH1FAscSQP3+wBO/AK+dAnrMAqq0ytgeHQLseB/4vCEwrwPw52zNHU6wCga1qIKfRj2EhpU0F9CYhBR8+HsIAmfulDV6ChHixibkmAEDBqBWrVoqvoST8KxIT0/H9evXc3TOkiVLwsEhb0y++/btU4H9vr6+mZIBtGvXDidOnMDIkSPRpEkTJXLWrVuHixcvokyZMjm+xltvvYWbN2+q42bPnq3qmDyAJCYmKjF0+vRpvPDCCyr2iJaYESNGKLH18ssvq9icH3/8UQkvCq7XXntNHdu4cWNVP2zYMDzyyCNKiJnTtGlTrFmz5j57SRCE4gxfohgnNCChN0LhaOuorDqdq5i+LNp5YSe8XLzQoEwDCdI2p0RpoPkorcRcAP5bqZWoYG37pUNa2fae5t5Wt5e2vk+ZWnn7kIU8pW2tMmhTsw02B1/BJ1tO4XRUPCJjtTV65u8+ozK6darjLU+hABGxI+QYWiUYn5IdFy5cUBP7nLBz504lCPICJiUwtrIYx/EwxmbVqlXo06ePof7tt9++53SSFCIVK1bEjRs3MHToUJNt8+bNU4Lqp59+wpAh2krnzz33HAIDA9W1KLRo8eFx/JnnMT5HQECAEjt+fn6Zzk2qV6+uRBqtR7T0CIIgPAj61OqDzr6dcSjqELxLZEzSuFDp9H+m48qtK+hatSs+CfxEOjwrPKsA7V7VSmTwnUQGa4Brodr2K/9phVafcnXvCJ9eQDktOY1Q9F4aPFqvPB6p64NVBy/is22hiIhJxLlrCcrNTShYROzkE4cPH1YltzRq1EgVS+ejpcAYukDl5Bz3CifqOYFZw7Zu3ZpjAZVXXLt2TQkIc3799Vd1XWOho+dBppPcuHGj6ovBgwcb6mjFeumll1Tdrl270LNnz1yfn+6EhIJHxI4gCA963Z72ldqb1J2OOY3IW5Hqe3Pv5ibbwmLCEJkQqeod7CRA2wTvAK10fEtzazu+VitRx7Xt/GT540OgjB9Q53HAvztQobFkdSti2NnaYECzyni8UQUs3X8BW49Holcj03lIWHQ8apS9s35TEWKE2VyzKCFiJ5+g2xLjOnKLuYXibufLqt6SleNeyKm1hrEpluJkCgJLlpqwsDAV4J/X8DnQ7c/WLAWpPq30/YwH43uTfP+CIOQHTF29fcB2bDm/BY9UfcRk288hP+OXk7/Ay9kLW/tvhaOdozwUc/gyjZYblg5vANGngBN3hA+tPOTqKWDPJ1px8wb8ugJ+3YDqHQBHV+nTIrRGz1NtqqlizInLsej+xR4E+pXFhK7+CKgg6d7zAxE7+QQzapnHjtzr8Tk9X1b1lrJ63QsuLi452i8tLS3HC156eXnB0TFv/igyXofuZbkhKwHBeyss6O/tXmKMBEEQ7oeyrmUxpI7mlmv84uXPiD/Vd/9S/iZCh3E/a0+vRWClQHWsYNyZfkDZCUD7CcC1MODEOk34MK6HxEcCB3/Qir2zJnj8u2mZ39x9pCuLIJ9vCwXfU/5xMlqVng3K47Uu/qhWpkRBN82qEbGTT9yvC9m9nK+gTY3h4eGFImaHi2/SZc0cLtrJmJ2cuIjRgmaMJWtMVsKIovPo0aMqYYOxdUe/wOn9iF/CDG4UOmXLygRCEISCg78Dlz+2HHsu7oGnk+lLtX8j/8WUv6ao7992/hZtKrYpoFYWckrXANq+opXYS8CpTcDJTcCZP4C0ZG0BU9axkApNNOFTqwvg00Dc3YoI7z0eAC83R/wSFI60dB02HL2M349dwYCmlfBip1qo6Jmzl8rCvSFiR3jgFJaYnVatWuG7777DmTNnVDC/HrqwTZ06FatXr84Ut8M3lPzDTUFEdu/ebRCVtOow6YA5JUqUUBnZzOnevTu2bNmCX375xRC3w1TYX375pcrYxkQF98O///6r7lEQBKGg8XD0QI/qPTLV77u0T33a2tiiXhnTBRkXBy9GCYcSaFuxLXxKiKUiozMrAM1GauX2LU3wnNwInNoM3LrjNXHpoFZ2fgC4ltHW/anZWft0kxdghRWfks6Y3qc+nmlXHbO3nsK6I5eU6FkWFI5VByMwuEVljH24Jsq5O6OwsWjRIvXCly9qC/ql+r0iYkd44ORFzM727duRlJSUqb53796oV8/0D6ieHj16wN7eHtu2bcOzzz5rqJ8wYQJWrlypUmkzIxpTODNVNlNPf/vtt0qAMRNay5YtMWnSJLWN7nbLli1TYsUcHk9B8+qrr6J58+ZKyDz22GPqmnPnzlW/FChMGDPF6+7duxefffYZ3N3dc90fzMBGq9HYsWNzfQ5BEIS8ZlyTcehUpRNCroWgpFNGfEJqeirmHpmLuJQ4dKvaDR8HfiwPI6t1fGr30Ep6OhDx7x3hsykjwUHCVeC/5VohtPTU7KSJn0otAHuJnyps0G3ti8GN8VxgDczaegrbTkTidlo6Fv91Xq3dUxjFTlFGxI5QJNi0aZMq5lBAZCV2mNaZ1pXly5ebiB2KkT179mDy5MnKusNFPpnNrFOnTmqtGz1LlizB6NGj8dFHH6l4Jy4O2rFjR5Vu2pjnn39eZcZbuHChWmuHbz0odhjjxEVD33jjDXWN2NhY+Pv7q/3u960I02ZzMdSBAwfe13kEQRDyElp0GpZtqIoxEfERsLfVpiDmrm0bz2zEytCVaO7THE/WfRKuDhKYr3WmLVC5uVY6TwZunAfCtgOntwNndwPJsdp+V45qhQuYOroB1dprFp9qgdqaPg8w66hwf9St4IHvnmyGw+Ex+HTLSZR0cUCd8h6G7bT6xCenqvqCplGjRmrOdb/x3wWBje5eFxYppgQHB6tJNWM9+NbfHLpKEWN3KaHgoahhTBDjZJgZzVrgoqO8L/1CpoJl5P+lIBReuG7PiWsnUMm9konV560/38K6sHXKxe3PQX8aRBHh/jU9a0p6a3PSUoCLQZrwoQDSJzkwx80HqNpWE0DV2gGlqon4KUQkp6apTG56Vh+6iMlrg/Fs++oY0aYa3JzERpGTObk50muCVdOuXTt06dIFH3/8MebPnw9rgBau0NBQbN68uaCbIgiCcF9Wn4AymScqldwqoXrJ6koEGQuduNtxGPTbIDjZOWFC8wkY4DdAel8P1zbyba2VTu8At64CYTuB09uAsB3ArShtv/grwLGVWiEelTTRU7Wd9snFUIUCw1jopKSlq8VJY5NS8cmWU/h+7zmMCayBoS194eKYsZ+QPWLZySFi2RGEoodYdgSh6JKSlmJiwdl9cTfGbtfiFOd0moN2ldoZtq05vQYnr59Ew3IN0dW3q6w/ZgxjfaJPAGf3AOdY/gSSTDONGihVFfBtC1R5CKjcUtzeChA6Xm0/EYVPt55S6/PoKevuhBc61sSgFpVNxFFxIlgsO4IgCIIgFHWMhQ5pUKYBPmr3EYKuBKGJdxOTbZvObcLeiL3YE7EHj1Z91GTCGHwtWK3/Y36+YhXr4x2glZbPAelpQOQxI/GzF7gdp+1745xWDv+k/exaGqhM4fMQUKUlUKExYO9UoLdTXGBm2M51vfFw7XIqPfXsbadwOioe0XHJmLwuGHN3heGlTrXQr2klONiZLl6eFxw+fFgtx8GYnQe5lEp+IG5sgiAIgiAUejydPVV6a0sprgld3swTIZyPPY/Bvw1Wrm8z2s9QmeGKPbZ2QPmGWmn9ApCWClw+ApzbrQmg8H8yxE/CNS37Gwuxc9IEj97yU6kZ4Fau2HdpXmJra4MeDcrj0Xo+WHckArO3huLC9QRcupmED38PQfcG5fNN7Jy/k3paxI4gCIIgCEI+wgVLk9OSEX873qT+cPRh9cltFUpUMNn24f4P8d/V/1TWt1eavlJ8n5edPVCpqVa4qCktP0xrfeFvIHy/9nkzXNuXC5yGs/5vAJ9rdSUrawKoYhOgYlOgfCPAOSOjmPCAHpOtDfo0roSeDSpg5b8X8eX2UAxt5QsP5wyLZeLtNDja26p9hQzEsvMAkcR2glC40C8SKwiC9UPrjZOLqYsVFyz9sN2H+C/6P5XFzZhDUYdw4voJONubrmlyM/kmPj3wKWqVqoWOlTuqRAnFzvLjU18rLZ7R6m5GaALnAsXPX5obnC79zrZwrZxYd+cENlqsD4VPBQqgJoB3PcBB1o55ENCKM7hFFfRtUhHm+ZSZvnrXqWjl3tajfnllFRJE7DwwbG1tcfv2bZlcCUIhEjppaWlwcCimfvqCIKCMSxn0rN5TFXNa+LRQAqlxucYm9adunMLq06vVd18PXxOxwyQJ1xKvwd/LH3VL1y0+PVyyIlCyH1Cvn/Zzcpy2wGnEQeDSQe0zNuLOzjrg6imtHPlZq2JWvTL+GSLKp562+KmrV4HdUlHHPDlBVFwSftp/Hkkp6Xjx50P4ckcoXu7kh271fIq96BHLzoMadE5OSExMVCvbc4FKeZssCAVHamqq+r9IsVOqVCl5FIIgZGJ88/EWeyUmOQYejh6IvR2LWp6m67MtP7kcuy7uQlWPqljfZ72hPiU9BatDV6NayWrwK+Vnsm6QVeLkDlTvoBU9cZF3hI+RCEq8oW1LTwWigrVydFnGMR4VNfFDy49eCHHtHyZVEO4JrsHzSmc/zN19Btdv3capyHiMXXoQ/t7ueLlzLTwaUHxFj4idB4S3tzeSk5Nx/fp13Lx5E3Z2diJ4BKEArDnp6elK7BBXV1cRO4Ig3BOP+D6CzlU6IyohCuVcy2VKeEDo4mbMxbiLmPb3NPV9auup6FOrj2Hb0eijiEyIRGX3yqjtVdt6n4a7N+DfTSuEPlbM7EbxwwQIdH27fBRIuJpxDK1BLKc2ZdTZuwBl/YCydYCy/kDZ2ton02LTxU6wiKujPUbfWYfnh7/OY97uMNxISMHJyDg8v+Qgavu4Y1znWuga4FPs5qcidh6gG1uVKlUQGRmpRA8nXIIg5C/8BW5vbw8XFxd4eHjA3d292P1SFwTh/uHvDe8S3pnqV/dajQuxF6Cjq5YRZ2+eNXyndceYVaGr8Gvor/By9sKu/+0y2fbtkW/h7eqt1gfiQqpWBX/3elXTSv3+GQIoPhK48p9puXZac38jqYmaOGIxhrFVjAXSix+6xZWuqZ3fwSX/76+QUsLJHmM61MCwVr5YvO8c5u85g5iEFIRcicM3f4QpsVPcELHzgAVP+fLlH+QpBUEQBEEoJDC9dXXPzKIksFIgfu/7O87FnlNubJaEUCU300QHdJP7+vDX6vu4JuNQvX51k9igzec2w6eED0bVGwVXB1dYjQBy99FKrUcy6m/fAqJOAFeOAlEhQDTLSSD+SsY+qUkZ4sj0pJo7XOnqgFcNoHSNjE9ag4rpukB0axvbsSaebF1ViZ55u89gXGc/kxeAMQm3UdLFwepfCorYEQRBEARBuA/sbO1UIgNLmdu+6vSVsgal6jT3Wj1Xbl2BrY0t0nXpmY47En0E68LWwQY2eK7hcybbhmwcgqTUJLV46jMNnjERT7xOWZeyKjED21RkcCyhrdnDYgxjfih69OKHgoifcZeMdtIBsRe1cna36fE2tkDJSoBXdS1Ftqcv4FnlTqkMuJe3etc4NyPRU8LR9F7p3nYzMUWJoM51rDfevFCLHbqDvfvuu/jxxx9x48YNNGjQAO+//z4eecTobUAWRERE4JVXXsGWLVuUS1nHjh0xe/ZsVK9uZWZiQRAEQRAKLe6O7ggoE5CpnhagA0MP4Er8FbVgqrkFqZxLOeUx4mDrYBKXGHojFImpiSqbnDGHow5j7Pax6vtP3X8yWWCViRUuxl9ENY9qJvFEFFo8l6u9a+Gc6LqUAqq01IoxSTeBq6HAtTDgepjR5xkg+WbGfkyPHXNBK5ZgljiKIYqfkndEEDPPKetTBcCjPMBnUxj7Jheix5j9Z65hX9g19f2ZHw6gfsWSKqbn4drWJ3oKtdgZMWIEVq5ciXHjxqFWrVpYtGgRunfvjp07d6Jt27ZZHhcfH6/EDRMFvPnmmyr1LIVOYGCgWgG2dOnS+XofgiAIgiAI5lDIVPaonKl+TMMxqqRxgU8jUtNT8XiNx5VVyDz1NRMq6KF1x5gt57Zg/5X9SgAZi53rSdfRcXlHONo64u2Wb5tsC7oShH8j/1WZ6f7n/z8TSxHTb7vYu6hSIBNj55KWLUGMCUq4biaAwoCY85rguRVtuj+zxDGJAktWMGECxY9HBc0SZPjuA5QoB5QoqxUKsyKURa52eQ8lbhb8eRZxSan4L+ImRi3WRA/X6bEmS0+hFTv//PMPli1bhpkzZ2L8eC095PDhw1GvXj1MnDgR+/bty/LYOXPmIDQ0VJ2jefPmqq5bt27q2E8//RTTp0/Pt/sQBEEQBEHIDeauaA52DkqUWIILqH7e8XNcTbyaSewwrIXWolLOpqn4byRpqaFvp9+Gi1mQ/96IvVhwbIE6bnDtwSbbBq4fiKjEKPSt1RdTWk8x1IdcD8H8o/OVNevp+k+buOdxEVeKq9LOpdGoXCMTaxVd/IwtWLmGk/MSpbVS2dTypd1ogrYAqt7aY15uZQhGA0yYcOOsVu56bTvAtfQd8VMmQwTxO+tdPDUrEUWR/ruTR4EJpJIuDsp97ak21fD9n2dViUvWRA8tPQEVPFQq6851MyfqKGoUWrFDiw7TNz/77LOGOmdnZ4waNUpZa8LDw1G5cuUsj6XI0QsdUrt2bXTq1AnLly8XsSMIgiAIglXBZAYslviuy3dKVFDUGEPx80rTVxCTFJNpTaH4lHj1ScuO+Rv+uJQ49enm4GZSHxEXgS3nt6jvg2oPMtm26Ngi7AjfodJ2r3p8laE+ITUBLZe2VGJnfLPxeKLOE4Ztm85uwrKTy+Bs54xZHWaZJGpYHLwYN5Nvws/LT8UvGccuBV0OUsIwoHQASrtkePNEpsQh3sEejj61Udk4QQI941KTYJ+WArv4KNjEXQHiLmsl9rLR90sAt6UlZ+5kXZomliwJpqxgTBGtVMYiiGsYOboDTm5aLJOj2506tzt1+p9LaBnqKFKZhMH+zuc9WmNKujjglUf8MLJNNSzYexYL92qWnuBLsdh2IlLETl5y6NAh+Pn5qfSxxrRooSl1uqNZEjuMzzl69ChGjhyZaRuPZQxPXFycSkkrCIIgCIJQHKBgcbIzzUzGRAYj62WeLxFakCY2n4iElASTeoomipK423GZYpFoieKCq9xWwqGEybZbqbfUJ+ODTOpTbhkWZqUVyRjGGdGVjjCZgzFM581Md118u5iInfM3z2PcH+PU9zmd5qBdpXaGbfOOzsPyU8stpgFvu6wtktOS8VTAU3i12auG+u0XtmPqX1Nh52aHRf03oIp7ZS1xQtxlvHf4CxyOCYW/gydmlGysucnduoqbtyLxkk0UbNNS8OSNGHRITDScb6urC9a5laCxDZ9GXYUDz8Vy4yw+9CqFaHs7NElKxtBYTVCSc/b2mFNKW6h2VEws/FNSDNvWuJVAkLMTPNLT8fr1GE0A3RFBU90dkG5rj3bpjugEVy1GydYex2xTscYmQYmt5+y8UcbOCSVt7fCqrT3K+EXhcEI8bOJs8LauLrDeQRNQ19wKs43krhTaVl++fNliGmd93aVLxpk4MuCinkxskN2x/v7+WV6bK69HR5v6dR4/flx9nj7NXPCCIAiCIAjFgwhEmPwcgACA2uM6EHw92FBfFmXxkd9H6nvshVgEI2PbkFJD8HiJx5VoCQ4ONrEg9XPvpxIlOEY7Ijg1Y1vyxWTUSKqBlLQUhIaEmgieuAtxuB1/G3G2cSbnO371OJIiktT3C6EXEHwzY9ulsEtqW5JTkskxqh0X4pGGNES7RiPYJWNbSHiIOk59Px6COPcMEXLs/DUEXw1HailXBPv3NdRfTbiKfVufVt8b1HsNZcs1BZLjgORY7Avfhk2RWijGyEpD4MC029yWFIvf4y7isk0aYpKd0PhmKkChqUvHCUdbrL7j0tjgmg6pSRmxXFtSbLC1hD28UtPQM4r1FI+agFxa0QdpNjZIio2Hj5F42u3ijMWlNZfGFpePomJaxvnWlfHCEWcn+CffxvnQIKMx0BVRNj5qLTvzvstv9HNxzvdzhK6QUr16dV23bt0y1YeFhXHVKd3s2bMtHnfhwgW1fcaMGZm2LViwQG07dOjQXa89efJktZ8U6QMZAzIGZAzIGJAxIGNAxoCMARkDKHR9sGbNmhxpikJr2eEK6JYUW1JSkmF7VseR3Byr5/nnn8eAAQNM6ug2N3ToUBXzU7euaQYUQcjqzUPv3r2xZs0a1KxZUzpJyBYZM8K9ImNGyA0yboSiPGY4x2fsPrMs54RCK3bocsa1ciy5t5EKFSpYPM7LywtOTk6G/e7lWD3lypVTxRIUOgEBmfPlC0JW8JeCjBnhXpAxI9wrMmaE3CDjRiiqY6ZJkyY53rfQJgRv1KgRTp06hdjYWJP6/fv3G7Zbggtw1a9fHwcOHMi0jcdyUVFJTiAIgiAIgiAI1k+hFTv9+/dHWloa5s2bZ2K2WrhwIR566CFDJrYLFy4gJCQk07FBQUEmgufkyZPYsWNHJvc0QRAEQRAEQRCsk0LrxkZBQ2EyadIklR2NZrPFixfj3LlzWLBggWE/LjS6a9culQrROOZm/vz56NGjh1qQ1MHBAbNmzYK3tzdee+21ArojQRAEQRAEQRDyk0IrdsgPP/yAd955Bz/++CNu3LiBBg0aYMOGDWjfvv1dj6Ob2h9//IFXXnkF77//vlp7p0OHDpg9ezbKljVbVTiH8LjJkyfn+nih+CFjRpAxI8jvGaEwIn+fhOI0ZmyYkq2gGyEIgiAIgiAIglBsYnYEQRAEQRAEQRDuBxE7giAIgiAIgiBYJSJ2BEEQBEEQBEGwSkTsCIIgCIIgCIJglRR7scO1e15//XVUqFABLi4uKuX11q1bc9R5ERERGDhwIDw9PeHh4YFevXrhzJkzef7QhKI5ZlatWoX//e9/amFbV1dX+Pv7q1ToMTEx+dJuoWj+njHmkUcegY2NDV544YU8aadgPWPml19+QatWrVCiRAn1N6p169ZqrTnBurmfcbNt2zZ07NgRZcqUUWOmRYsWKhuuYL3Ex8erDGuPPvoovLy81N+XRYsW5fh4zl+effZZlaGNv2s4fg4ePIjCRrEXOyNGjFBr8AwZMgSff/457Ozs0L17d/z555/ZDhA+VK7x8+abb2LKlCk4dOgQAgMDce3atXx7gELRGTP8hXDixAkMHToUX3zxhfrl8tVXX6kJSWJiYr61Xyg6Y8ZcLP/111952k7BOsbMe++9h8GDB6vFt3kOLsHApRv4gk6wbnI7btatW4cuXbrg9u3bavx88MEHSixxLUMu2yFYJ1evXsXUqVPV3KRhw4b3dCyXdeF6lkuXLlUv4D7++GO1LiaXegkNDUWhQleM2b9/P9Nu62bOnGmoS0xM1NWoUUPXqlWrux47Y8YMdew///xjqDtx4oTOzs5ON2nSpDxtt1A0x8zOnTsz1S1evFidb/78+XnSXqFojxnj/atWraqbOnWqOtfYsWPzsMVCUR4zf/31l87GxkY3a9asfGipYC3j5pFHHtFVqFBBl5SUZKhLSUlRxzZo0CBP2y0UHElJSbrLly+r70FBQWr8LFy4MEfH/vLLL2r/FStWGOqioqJ0np6eusGDB+sKE8XasrNy5Ur11oNv3PU4Oztj1KhR6g1qeHj4XY9t3ry5Knpq166NTp06Yfny5XnedqHojRm+7TCnT58+6pNvVQTr5H7GjB6+MeNbtPHjx+dxa4WiPmY+++wz+Pj44OWXX+bLTOWFIBQP7mfcxMbGolSpUnBycjLU2dvbK5c2WngE68TJyUn9vsjtePP29kbfvn0NdXRnY3jH2rVrlUtlYaFYix26nfn5+al4G2Pop0oOHz5s8ThOOo4ePYpmzZpl2sZjw8LCEBcXl0etForimMmKK1euqE/+QRGsk/sdMxcuXMBHH32EGTNmyKSjmHA/Y2b79u3qJRxdZTnxcHd3R/ny5ZXLrGDd3M+44cu44OBgvPPOOzh9+rSax0ybNg0HDhzAxIkT87ztQtEcb02aNIGtrW2m8ZaQkIBTp06hsGCPYszly5fVHwFz9HWXLl2yeNz169eVYs3uWAagC9ZFbsdMVnACyzdx/fv3f2BtFKxrzDCJRePGjTFo0KA8a6NgHWPmxo0bygd/7969KhkBA4+rVKmChQsX4sUXX4SDgwNGjx6d5+0Xit7vGoqcs2fPqlgdxngRJtL59ddfVfIlQbA03tq3b3/X8Va/fn0UBoq12GFQuLHJ1tjsq9+e1XEkN8cKxXPMWIJBfQsWLFBvzWrVqvVA2ylYx5jZuXOnmmzs378/T9soWMeY0busMUnOsmXLVPZHwpcpnHRwEitix3q5n981PI5WIY4VuiWlpaVh3rx5KqEOs7m1bNkyT9suFO/5UF5TrMUO/VAt+RQmJSUZtmd1HMnNsULxHDPm7NmzR/lRd+3aVb1JE6yX3I6Z1NRUvPTSSxg2bJhJbKBg/dzv3yZacIytxXQzofChpYdukbT2CNbH/fx9Yjatv//+W6UN1rslMfYiICBAxX/JCxchr+ZD+UGxjtmhqY1mOHP0dcxTbwnmIqeazc2xQvEcM8YcOXIEjz/+OOrVq6cC/BgEKlgvuR0zP/zwA06ePKnexJ87d85QCGMC+Z1+0YL1cT9/m/hWtXTp0so91phy5coZXN0E6yS344bppullwDTCxvEXFM3dunVTcTvcRxAe9HwovyjWYqdRo0YqgIpZSIzRv8HgdkvwlwFdAvgLwBwey0UjGRQqWB+5HTN6GPTJ9XU48di4cSPc3NzytL1C0R0zfAOfkpKCNm3aoFq1aoaiF0L8vmXLlny4A6Eo/W3itujo6EyTU328BpMWCNZJbscN3R5pSabrmjn8HcSkTJa2CcWbRo0aKUsgx4f5eGO8F90iCwvFWuzQzK/3S9VDkxyDObnqMBdk0086QkJCMh0bFBRkInj4FpZBoQMGDMjHuxCKyphh5jUu2sYJyebNm2XSUUzI7ZhhQoLVq1dnKoSLBPI7jxesj/v5PUN3NR67ePFiE7eSJUuWoG7duoXqbatQOMYNX755enqq3ynGIpkxYOvXr1fLahQmlyQh/7l8+bIaMxS/xuMtMjJSLXithwlSVqxYgccee8xiPE+BoSvmDBgwQGdvb6+bMGGCbu7cubrWrVurn3ft2mXYJzAwUC2cZExsbKxabKtcuXK6jz/+WDd79mxd5cqV1aJcXFRJsF5yO2YaNmyo6iZOnKj78ccfTcqWLVsK4E6Ewj5mLCGLihYPcjtmEhISdAEBAToHBwfd+PHjdV988YWuefPmasHrjRs3FsCdCPlJbsfN+++/r+oaN26s5jOffPKJrk6dOqrup59+kodoxXz55Ze6adOm6caMGaOed9++fdXPLDExMWqfJ598Um07e/as4bjU1FRdy5YtdW5ubropU6bovv76a/W7x93dXRcSEqIrTBR7scPVhfkHwcfHR+fk5KT+KGzatMmkk7KahISHh+v69++v8/DwUA+7Z8+eutDQ0Hx8fEJRGjP8OavC/QXr5X5+z5gjYqd4cD9jJjIyUk1OvLy81LEPPfRQpmMF6+R+xs2SJUt0LVq00Hl6eupcXFzUuFm5cmU+tl4oCHx9fbOcm+jFjSWxQ65fv64bNWqUrnTp0jpXV1c1toKCggrdg7ThPwVtXRIEQRAEQRAEQXjQFOuYHUEQBEEQBEEQrBcRO4IgCIIgCIIgWCUidgRBEARBEARBsEpE7AiCIAiCIAiCYJWI2BEEQRAEQRAEwSoRsSMIgiAIgiAIglUiYkcQBEEQBEEQBKtExI4gCIIgCIIgCFaJiB1BEARBEARBEKwSETuCIAiCIAiCIFglInYEQRDyie7du+OZZ57Jdr9FixbBxsYG586dM9R16NBBFaH4wXHA8fDJJ59ku+97772n9rU2zMe/vk/4fyUv2LRpE9zc3BAdHZ0n5xcEIf8QsSMIQrGjadOmeP7557MVGwcOHHhg19y7dy+2bNmC119/HfnFvn371OQ3JiYG1sR///2nns8///wDa2Ljxo3qeQkFz6OPPoqaNWviww8/LOimCIJwn4jYEQShWHH58mUcOnQIPXr0yNfrzpw5E506dVITqNxAocRyr2JnypQpVid2fvvtN5QrVw7NmzeHtYkdPq/74e2330ZiYiKsHV9fX3Wfw4YNy7NrjB49GnPnzkVcXFyeXUMQhLxHxI4gCFbDrVu3st3n999/h7OzMx5++GHkF1FRUWqCPnDgwFyfw9HRURVBEwXdunWzSnet+8Xe3l6N78JCQkJCnpyXz573aWdnh7yiX79+SE5OxooVK/LsGoIg5D0idgRBKJLoYxOOHz+OJ554AqVKlULbtm2zPY6io2PHjnBxccmXduqvmZqais6dO2faFhwcrIQX21OpUiW8//77SE9Pz7SfpZidL7/8EgEBAXB1dVX336xZMyxdutTQPxMmTFDfq1WrpvrKOA5o4cKF6rq0kDg5OaFu3br45ptvMl23atWq6NmzJ/7880+0aNFCTTCrV6+OH374IdO+tCC98sor6hiek/czfPhwXL161bAPJ4+TJ09WFi7uU7lyZUycOFHV5wRegxar7CxzdEHs2rUrypQpo/qWfTBy5EiLcTBff/21uif2Y5cuXRAeHg6dTodp06ape+DxvXr1wvXr1zNdZ86cOeoZ8F4qVKiAsWPHWrSkccJM90mei20aOnQoIiIiDNtHjBih2kH0z8qSmJs3bx5q1KihrkfLVlBQULYxO/z5hRdewJo1a1CvXj11LNvMuBRz/vjjDzWO+Jx5HVo2choHxPHJ8//7779o37696s8333xTbVu7dq16ZuwjXp/nZv+mpaVleY/sK465PXv2ZNrHUsxOVnFt7FuOSWOWLVumnoe7uzs8PDxQv359fP755yb78P9GgwYNVNsFQSi62Bd0AwRBEO6HAQMGoFatWpg+fbqaoN6NlJQUbNu2Te2bn3ByXrp0aeV6Y8yVK1eU8KIQeuONN1CiRAk10cuJEJs/fz5eeukl9O/fHy+//DKSkpJw9OhR7N+/X4m/vn374tSpU/j5558xe/ZsNcEmZcuWVZ8UNpzwPv7448oasH79ehXHRKHFCbsxp0+fVtcZNWoUnnzySXz//fdqAsnJIs9B4uPj0a5dO5w4cUKJiiZNmiiRs27dOly8eFFdn+fm9Sicnn32WdSpU0fF37B9bCsn49mxefNmNcmlKLmbJY3bea/sV09PTzU5XrVqVaZ9lyxZgtu3b+PFF19UYubjjz9WFjgKQU78GWPF+6ewHD9+vLp3PRQBdDujiB0zZgxOnjyp+pUChDFaDg4Oaj9OyJ966iklThgDEhkZqSbW3IculWwfXaYuXbqErVu34scff7R4XxSydKnivuwDtpXP+cyZM4ZrZQX7nPfPZ8wJ/hdffKEsFxcuXFBjk7AtjFUpX768ui8KkalTpxrGTE64du2asroNGjRICTpvb29DHzDg/9VXX1WfO3bswLvvvovY2Fjl4qlnwYIF6v5at26NcePGqXvjmPHy8lLC+EHAPh48eLByK50xY4aq47jl8+D/JWM4xnMyLgVBKMToBEEQiiCTJ0+mstENHjw4x8ds375dHXP27Nm77rdw4UK1X1BQ0ANoqU7Xtm1bXdOmTTPVjxs3Tl1n//79hrqoqChdyZIlM7UzMDBQFT29evXSBQQE3PW6M2fOzPJ+ExISMtV17dpVV716dZM6X19fdY7du3ebtNHJyUn32muvGereffddtd+qVasynTc9PV19/vjjjzpbW1vdnj17TLZ/++236ti9e/fqsmPYsGEm/WCJ1atXZ/v82Cfcp2zZsrqYmBhD/aRJk1R9w4YNdSkpKYZ6jjNHR0ddUlKSoQ/4c5cuXXRpaWmG/b766it1/Pfff69+vn37tq5cuXK6evXq6RITEw37bdiwQe3HftMzduxYVZdVW0uXLq27fv26oX7t2rWqfv369Zn+XxjDn9nW06dPG+qOHDmi6r/88ktD3WOPPaZzdXXVRUREGOpCQ0N19vb2FttlDp8L9+PzzMl4Gz16tLqevk/1fdWoUSNdcnKyYb958+ap8xo/d32f8P+q8fUtjY0nn3xSjWM9L7/8ss7Dw0OXmpqa7T1Nnz5dXScyMjLbfQVBKJyIG5sgCEWa55577p5iPeiuZe7SktfwbTfdzCy1p2XLlspVRw/fog8ZMiTbc9IaQIuJuRtTTjG2Ht28eVNZYQIDA9WbdP5sDPuMVhvjNvr7+6t99fz6669o2LAh+vTpk+laehcounLRmlO7dm11PX3Rx0/t3Lnzrm2mZYiuV9m5sLFvyIYNG5Q1727QMliyZEnDzw899JD6pFWCFi/jelqA9K5ntBDyZ1ofbG0z/pQytTjdoui6qHeno6WJFhXjWBreA/tBv19O+N///mcyjvTPxPg5ZAWtT3QN00P3LLZTfyytOLyn3r17K1czPXQ3pKUmp9BFjVasu403Wqf43Nl+xvSEhISY9BX/TxvHp9GKaPyM7heOD8b30cKTHfr+NnbFFAShaCFiRxCEIg1jMXIKJ5b5nYVNjyUXu/PnzysXPHMoJLKD7lV0B6JQ4jnoekY3nJzCfTkBpuscJ38UMPr4CnOxU6VKFYuTwBs3bhh+DgsLU/EadyM0NFTFKPFaxsXPz09t50T3blDYcd2T7J4hRRtdtOiKRfc5xtswRslSXJD5vekn1eYuU/p6/T3z2Vl6VpykM/5Hvz2r/QjFjn57TjBvq34ibvwccnqs/nj9sex7ZjezlC3wXjIIVqxY0WIiDT53CmH2I0UWnzsFpfF40/eF+f8JuuixTx8UFJ4ccxRxjMmi26Wl+CXj/7eSDEMQii4SsyMIQpEmp4kGzp49q94gWwrCz2sYE5GTCem9QAsJY0RoveBEjZYVBsszDiK79MUUJoxX4GR71qxZamLPCSotTYyfMU+QkFXGq+xipMzheRkIzmtaIruYDLaPVjlamu4GJ6YrV67E33//rWKRGOfDCe2nn36q6igSs7u3B3XPD5L7aVN+3Y+l/49M2EABSpHDGCBamGjlOnjwoBLtlhJy5AY+d0v3Y54EgYkHDh8+rMYFszOyUAwzmcbixYtN9tX/v9XHvAmCUPQQsSMIQrGAVh2+Vc5JxrYHDUUFxYg5TFhAa4c5FDE5gVYZujax0KWKweoffPABJk2apCaTWb2NpgCglYPJA4zf+GfnRnY3OIE9duxYtvscOXJECa3cvCnnM+zevXuO96eLIAv7hMH9dA9kFq6nn34a94s+2QSflbHVgc+Bwlqfec94P/N056wzTlpRkNYDCgCOGSZjMMdS3b3ARA905WSCBGZp08N+MkbfF/w/YdxXdEXkvnSTvBu0VFly6bNkPaO4f+yxx1Sh2KK1h5nn3nnnHRNLFq9LoXMvSRoEQShciBubIAjFAloFmKHLOA4jv2jVqpV6Q2w+EePEnZaGf/75x1BHNy1mCMsOTh7NJ2+0ePDNtj5OhWKImKdC1r/lN34LTlcivt3OLXQbo5BZvXp1pm366zDLGWNemEnOHLpQ3W2dJGYwoyUgJ26I7GvzN/yNGjVSnzlNcZ0dFDPsc2Y1M74Ws4mxL/XtZBpnColvv/3W5Nq0JjADmPH9ZPW88gOOCd4TM48xK5yx0GFb7/fcxLifKAppiTSGfUVRwb7idj3M5JaTPqGYpvWW/4f0cEyau3ea/99hzBVjmCyND6bR5v9fQRCKLmLZEQTB6uFEmlYLTqLuBaYZtuTLz/S0TN+bUzihpchiADhTLuvh+jJMM8x0vzynPvU033AzjfTdoHDz8fFBmzZtVHpfTpy/+uordS1925g2l7z11lsqFTBjH/gmm8fq32wzzS/TRlOAcFJ++fJl5Aau6UPXMQb802WM12YqZ1qP2O98K8/V7pcvX64C0Pk82Ha6GHGCynq6FXHCm5VYpeWBqbqzg65InEgzRoQTYAbE8/7oRnUvlqG7wUk5LWh0GeTzY3pkWmp4XaaY1sejsM+Z3phB+3TlYspjfeppuuRxXSI9+ufFlOJcI4gigc8tv2Aq7S1btqjnwlTafDYcU4zFottXbmEaaVpdmLac90YLFse9uSBlX3GdKY5JWnZosaRlhSI8JzE7HHd0kWTfMU0645A49pgenSmu9dCyx7HJazBmh5YfphanIKZ7qB4ez/+H5qnYBUEoYhR0OjhBEITcoE+xGx0dne2+TPNrY2OT4/Sx+tTTWZXw8PB7bu/jjz+u69SpU6b6o0ePqnS5zs7OuooVK+qmTZumW7BgQbapp+fOnatr3769SkfMNNA1atTQTZgwQXfz5k2T8/N8PC9TPhufc926dboGDRqo61atWlU3Y8YMlS7Z/LpM2dujR49M7baU5vfatWu6F154QV2PqY4rVaqk0v5evXrVsA/TC/NaTJvNdpcqVUql5Z4yZUqmthvTv39/Xffu3XPQ0zrdwYMHVaroKlWqqGswnXHPnj11Bw4cyJS6mOm5jdm5c6eqX7FiRY7SkTPVdO3atXUODg46b29v3ZgxY3Q3btzI1KZffvlF17hxY9UeLy8v3ZAhQ3QXL1402YepkF988UWVDpvjVf8nOqu2Etbz/0J2qaeZ1tocPls+H/P07Gwnnx/H1HfffadSjHOcZAfHQ1bp0JlWvGXLljoXFxddhQoVdBMnTtRt3rxZtY19bsycOXN01apVU33VrFkzlfbcfLxZSj1NfvrpJ5U+ne1nCmtewzz19MqVK1XKcI4L7sdxwjTYly9fNjnXN998o1Jjx8bGZnvvgiAUXmz4T0ELLkEQhLyE/vhMa2vsLpbfcBV4ru5OK4alDGxC1nDRVSZ54IKcfJZC/sJ01MymZim+zJpp3Lix+j/LpB2CIBRdJGZHEASrh+4p2WUoy2u4pgjdx7jqvXBv0OWI7l6W1vARHrzLpzEUOHQh5KS/OEH3Vd47XRUFQSjaiGVHEARBEARF+fLl1SKe+rWCmKqdQfuHDh0Si6QgCEUSSVAgCIIgCIKCyRZ+/vlnXLlyBU5OTioT2fTp00XoCIJQZBHLjiAIgiAIgiAIVonE7AiCIAiCIAiCYJWI2BEEQRAEQRAEwSoRsSMIgiAIgiAIglUiYkcQBEEQBEEQBKtExI4gCIIgCIIgCFaJiB1BEARBEARBEKwSETuCIAiCIAiCIFglInYEQRAEQRAEQbBKROwIgiAIgiAIgmCViNgRBEEQBEEQBMEqEbEjCIIgCIIgCAKskf8DGhLnfUxa72sAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "r_over_L = np.linspace(0, 1, 200)\n", "\n", "fig, ax = plt.subplots(figsize=(7, 4))\n", "for c_exp, ls in [(1.0, \"--\"), (2.0, \"-\"), (3.0, \":\")]:\n", " w = ((1 - r_over_L**2) / (1 + r_over_L**2)) ** c_exp\n", " ax.plot(r_over_L, w, ls, label=f\"cressman_exp = {c_exp}\")\n", "\n", "ax.axvline(1.0, color=\"gray\", linestyle=\"-.\", label=\"r = L (cutoff)\")\n", "ax.set_xlabel(\"r / L (distance / smoothing radius)\")\n", "ax.set_ylabel(\"Weight w\")\n", "ax.set_title(\"Cressman weight function\")\n", "ax.legend()\n", "ax.set_xlim(0, 1.05)\n", "ax.set_ylim(0, 1.05)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The weight is 1.0 at the cell centre ($r=0$) and 0.0 at the cutoff ($r=L$). Higher `cressman_exp` makes the function more peaked — more weight is given to nearby pixels, and the kernel decays more sharply.\n", "\n", "## 3. Smoothing radius $L$ for each cell\n", "\n", "$L = \\text{smooth\\_scl} \\times \\sqrt{A}$ where $A$ is the T-cell area in m². This means larger cells get a larger search radius, which is physically correct — a coarser model cell should average over more source pixels.\n", "\n", "The cell area `DAREA` used in the Fortran is equivalent to `topo._grid.tarea`." ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "L range: 420 – 430 km\n", "(decreases toward poles as cell area shrinks)\n" ] } ], "source": [ "smooth_scl = 2.0\n", "tarea = grid.tarea.values # cell area in m²\n", "L = smooth_scl * np.sqrt(tarea) # smoothing radius in m\n", "L_km = L / 1000.0\n", "\n", "fig, ax = plt.subplots(figsize=(7, 4))\n", "c = ax.pcolormesh(grid.qlon.values, grid.qlat.values, L_km,\n", " cmap=\"viridis\", shading=\"flat\")\n", "plt.colorbar(c, ax=ax, label=\"L (km)\")\n", "for j in range(grid.ny):\n", " for i in range(grid.nx):\n", " ax.text(grid.tlon.values[j,i], grid.tlat.values[j,i],\n", " f\"{L_km[j,i]:.0f}\",\n", " ha=\"center\", va=\"center\", fontsize=8, color=\"white\")\n", "ax.set_title(f\"Smoothing radius L = {smooth_scl} × √(cell area) [km]\")\n", "ax.set_xlabel(\"Longitude\")\n", "ax.set_ylabel(\"Latitude\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(f\"L range: {L_km.min():.0f} – {L_km.max():.0f} km\")\n", "print(f\"(decreases toward poles as cell area shrinks)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. The KDTree — finding source pixels within radius $L$\n", "\n", "The Fortran uses a precomputed rectangular patch `(iwid × jwid)` as a bounding box and then tests each pixel in the box for $r \\leq L$. The Python implementation replaces this with a **KDTree** built from the 3D Cartesian coordinates of the source ocean pixels.\n", "\n", "Why 3D Cartesian? Because `cKDTree.query_ball_point` uses Euclidean (chord) distance, which works globally without any longitude wraparound issues. The chord distance is then converted back to arc (great-circle) distance for the weight calculation." ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total source pixels: 17324\n", "Ocean source pixels in KDTree: 15224\n", " (87.9% of source)\n" ] } ], "source": [ "R = 6_371_000.0 # Earth radius, m\n", "\n", "# Build the Cartesian coordinates of source ocean pixels\n", "src_depth = src.da # positive-down; ocean > 0\n", "src_lon_2d, src_lat_2d = np.meshgrid(src.lon, src.lat)\n", "is_ocean_src = src_depth > 0\n", "\n", "lon_src_rad = np.deg2rad(src_lon_2d.ravel())\n", "lat_src_rad = np.deg2rad(src_lat_2d.ravel())\n", "xyz_src_all = np.stack([\n", " R * np.cos(lat_src_rad) * np.cos(lon_src_rad),\n", " R * np.cos(lat_src_rad) * np.sin(lon_src_rad),\n", " R * np.sin(lat_src_rad),\n", "], axis=1)\n", "\n", "# KDTree built ONLY over ocean source pixels\n", "ocean_src_idx = np.where(is_ocean_src.values.ravel())[0]\n", "tree = cKDTree(xyz_src_all[ocean_src_idx])\n", "\n", "print(f\"Total source pixels: {src_depth.size}\")\n", "print(f\"Ocean source pixels in KDTree: {len(ocean_src_idx)}\")\n", "print(f\" ({100*len(ocean_src_idx)/src_depth.size:.1f}% of source)\")" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cell (1,2) at lon=267.0, lat=23.0\n", "Smoothing radius L = 427.1 km\n", "Source ocean pixels within L: 5033\n", "Weighted depth estimate: 1899.5 m\n" ] } ], "source": [ "# For a chosen target cell, show which source pixels are within radius L\n", "jc, ic = 1, 2 # choose a central ocean cell\n", "\n", "lon_dst_rad = np.deg2rad(grid.tlon.values[jc, ic])\n", "lat_dst_rad = np.deg2rad(grid.tlat.values[jc, ic])\n", "xyz_dst = np.array([\n", " R * np.cos(lat_dst_rad) * np.cos(lon_dst_rad),\n", " R * np.cos(lat_dst_rad) * np.sin(lon_dst_rad),\n", " R * np.sin(lat_dst_rad),\n", "])\n", "\n", "L_cell = smooth_scl * np.sqrt(float(grid.tarea.values[jc, ic]))\n", "print(f\"Cell ({jc},{ic}) at lon={grid.tlon.values[jc,ic]:.1f}, lat={grid.tlat.values[jc,ic]:.1f}\")\n", "print(f\"Smoothing radius L = {L_cell/1000:.1f} km\")\n", "\n", "# query_ball_point returns indices into tree (= ocean_src_idx)\n", "neighbor_tree_idx = tree.query_ball_point(xyz_dst, L_cell)\n", "neighbor_src_idx = ocean_src_idx[np.asarray(neighbor_tree_idx)]\n", "\n", "# Convert flat source indices back to 2D (lat, lon)\n", "src_ny, src_nx = src_depth.shape\n", "nbr_j = neighbor_src_idx // src_nx\n", "nbr_i = neighbor_src_idx % src_nx\n", "\n", "# Compute arc distances and weights for these neighbors\n", "d_xyz = xyz_src_all[neighbor_src_idx] - xyz_dst\n", "chord = np.linalg.norm(d_xyz, axis=1)\n", "arc = 2.0 * R * np.arcsin(np.clip(chord / (2.0 * R), 0, 1))\n", "d2 = arc**2\n", "L2 = L_cell**2\n", "weights = ((L2 - d2) / (L2 + d2)) ** 2.0\n", "\n", "print(f\"Source ocean pixels within L: {len(neighbor_src_idx)}\")\n", "print(f\"Weighted depth estimate: {np.sum(weights * src_depth.values.ravel()[neighbor_src_idx]) / weights.sum():.1f} m\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/glade/derecho/scratch/manishrv/tmp/ipykernel_79651/1012235770.py:38: UserWarning: Legend does not support handles for QuadMesh instances.\n", "See: https://matplotlib.org/stable/tutorials/intermediate/legend_guide.html#implementing-a-custom-legend-handler\n", " ax.legend(fontsize=8)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "\n", "# --- Left: source pixels coloured by weight ---\n", "ax = axes[0]\n", "ax.pcolormesh(src_lons, src_lats, elevation, alpha=0.4, shading=\"auto\", cmap=\"RdBu\", vmin=-100, vmax=2200, zorder=19)\n", "\n", "# All source ocean pixels (small grey dots)\n", "ax.scatter(src_lon_2d.ravel()[ocean_src_idx],\n", " src_lat_2d.ravel()[ocean_src_idx],\n", " c=\"lightgray\", s=2, zorder=0)\n", "\n", "# Pixels within L coloured by weight\n", "sc = ax.scatter(\n", " src_lon_2d.ravel()[neighbor_src_idx],\n", " src_lat_2d.ravel()[neighbor_src_idx],\n", " c=weights, cmap=\"hot_r\", vmin=0, vmax=1, s=30, zorder=5\n", ")\n", "plt.colorbar(sc, ax=ax, label=\"Cressman weight\")\n", "\n", "# Model cell outline and centre\n", "ax.pcolormesh(grid.qlon.values, grid.qlat.values, np.zeros((grid.ny, grid.nx)),\n", " edgecolors=\"k\", linewidth=0.8, facecolor=\"none\", shading=\"flat\", zorder=20)\n", "ax.scatter(grid.tlon.values[jc, ic], grid.tlat.values[jc, ic],\n", " c=\"green\", s=150, zorder=8, edgecolors=\"k\", label=\"Target cell\")\n", "\n", "# Draw the search circle (approximate in lon/lat)\n", "theta = np.linspace(0, 2*np.pi, 200)\n", "deg_per_m = 1.0 / (R * np.pi / 180.0)\n", "circ_lon = grid.tlon.values[jc, ic] + L_cell * deg_per_m * np.cos(theta)\n", "circ_lat = grid.tlat.values[jc, ic] + L_cell * deg_per_m * np.sin(theta)\n", "ax.plot(circ_lon, circ_lat, \"k--\", lw=1.5, label=f\"L = {L_cell/1000:.0f} km\", zorder=25)\n", "\n", "ax.set_xlim(260, 274)\n", "ax.set_ylim(18, 30)\n", "ax.set_title(f\"Cressman search for cell ({jc},{ic})\")\n", "ax.set_xlabel(\"Longitude\")\n", "ax.set_ylabel(\"Latitude\")\n", "ax.legend(fontsize=8)\n", "\n", "# --- Right: weight vs distance scatter ---\n", "ax = axes[1]\n", "arc_km = arc / 1000.0\n", "ax.scatter(arc_km, weights, c=src_depth.values.ravel()[neighbor_src_idx],\n", " cmap=\"Blues\", vmin=0, vmax=2200, s=50, zorder=5)\n", "r_plot = np.linspace(0, L_cell / 1000, 200)\n", "r_m = r_plot * 1000\n", "w_curve = ((L2 - r_m**2) / (L2 + r_m**2))**2\n", "ax.plot(r_plot, w_curve, \"r-\", lw=2, label=\"w(r) curve\")\n", "ax.axvline(L_cell/1000, color=\"gray\", linestyle=\"--\", label=\"r = L\")\n", "ax.set_xlabel(\"Arc distance from cell centre (km)\")\n", "ax.set_ylabel(\"Cressman weight\")\n", "ax.set_title(f\"Weight vs distance — {len(neighbor_src_idx)} source pixels\")\n", "ax.legend()\n", "\n", "sm = plt.cm.ScalarMappable(cmap=\"Blues\", norm=plt.Normalize(0, 2200))\n", "plt.colorbar(sm, ax=axes[1], label=\"Source depth (m)\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. The sparse weight matrix\n", "\n", "Rather than running the Cressman loop per cell at regrid time, `compute_cressman_weights` builds the entire weight matrix `S` upfront as a **sparse CSR matrix** of shape `(n_dst, n_src)`. Applying the regrid is then just a sparse matrix-vector multiply:\n", "\n", "```python\n", "depth_model_flat = S @ depth_source_flat\n", "```\n", "\n", "This matrix is also written to an ESMF-compatible netCDF so it can be cached and reused (e.g. for different fields or time steps)." ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "S shape: (87880,) (n_dst × n_src)\n", "Unfilled cells: Size: 8B\n", "array(0)\n", "Attributes:\n", " long_name: True for ocean destination cells with no source points within... (will use neighbour fill fallback)\n" ] } ], "source": [ "from mom6_forge.mapping import compute_cressman_weights\n", "# --- Regrid via mapping module (weights → file → cressman Regridder) ---\n", "src_ds = xr.Dataset(\n", " {\n", " \"lon\": ([\"lon\"], src.lon.data),\n", " \"lat\": ([\"lat\"], src.lat.data),\n", " \"depth\": ([\"lat\", \"lon\"], src.da.data),\n", " }\n", ")\n", "dst_ds = xr.Dataset(\n", " {\n", " \"lon\": topo._grid.tlon,\n", " \"lat\": topo._grid.tlat,\n", " \"area\": topo._grid.tarea,\n", " \"mask\": topo.tmask,\n", " }\n", ")\n", "ds_weights= compute_cressman_weights(\n", " src_ds,\n", " dst_ds)\n", "\n", "print(f\"S shape: {ds_weights.S.shape} (n_dst × n_src)\")\n", "print(f\"Unfilled cells: {ds_weights.unfilled.sum()} (will use neighbour fill fallback)\")" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/glade/derecho/scratch/manishrv/tmp/ipykernel_79651/3312153172.py:8: FutureWarning: The return type of `Dataset.dims` will be changed to return a set of dimension names in future, in order to be more consistent with `DataArray.dims`. To access a mapping from dimension names to lengths, please use `Dataset.sizes`.\n", " n_dst = ds_weights.dims[\"n_dst\"] # 20 — matches grid.ny * grid.nx\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import scipy.sparse as sp\n", "\n", "# Reconstruct sparse matrix from xesmf weight file (1-based indexing → 0-based)\n", "row = ds_weights[\"row\"].values - 1\n", "col = ds_weights[\"col\"].values - 1\n", "data = ds_weights[\"S\"].values\n", "\n", "n_dst = ds_weights.dims[\"n_dst\"] # 20 — matches grid.ny * grid.nx\n", "n_src = src.da.values.ravel().shape[0] \n", "\n", "S_sparse = sp.coo_matrix((data, (row, col)), shape=(n_dst, n_src)).tocsr()\n", "\n", "# Visualise\n", "fig, axes = plt.subplots(1, 2, figsize=(13, 4))\n", "\n", "ax = axes[0]\n", "ax.spy(S_sparse, markersize=0.5, color=\"steelblue\")\n", "ax.set_xlabel(\"Source pixel index (flattened)\")\n", "ax.set_ylabel(\"Model cell index (flattened)\")\n", "ax.set_title(\"Sparsity pattern of weight matrix S\")\n", "\n", "# Apply S to get depth estimates\n", "depth_source_flat = np.nan_to_num(src.da.values.ravel().astype(float))\n", "depth_dst_flat = S_sparse @ depth_source_flat\n", "depth_dst = depth_dst_flat.reshape(grid.ny, grid.nx)\n", "\n", "ax = axes[1]\n", "c = ax.pcolormesh(grid.qlon.values, grid.qlat.values, depth_dst,\n", " cmap=\"Blues\", vmin=0, vmax=2200, shading=\"flat\")\n", "plt.colorbar(c, ax=ax, label=\"Depth (m)\")\n", "for j in range(grid.ny):\n", " for i in range(grid.nx):\n", " ax.text(grid.tlon.values[j, i], grid.tlat.values[j, i],\n", " f\"{depth_dst[j, i]:.0f}\",\n", " ha=\"center\", va=\"center\", fontsize=8,\n", " color=\"white\" if depth_dst[j, i] > 500 else \"k\")\n", "ax.set_title(\"Depth after S @ depth_source (before hmin enforcement)\")\n", "ax.set_xlabel(\"Longitude\")\n", "ax.set_ylabel(\"Latitude\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 87, "id": "fcdb5761", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "FrozenMappingWarningOnValuesAccess({'n_s': 83499, 'n_dst': 20})\n" ] } ], "source": [ "print(ds_weights.dims)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Iterative neighbour fill\n", "\n", "Some ocean cells may have no source ocean pixels within radius $L$ — typically very small coastal cells. For these, we fall back to averaging from filled neighbours, iterating up to 100 times until all ocean cells have a value.\n", "\n", "This is the Python equivalent of the Fortran fallback loop at lines 463–490 of `append_topo_interp_smooth.f90`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iterations needed: 1\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Simulate a case with an unfilled cell by zeroing it out manually\n", "depth_with_gap = depth_dst.copy()\n", "mask_2d = mask.values.astype(bool)\n", "unfilled_2d = unfilled.reshape(grid.ny, grid.nx) & mask_2d\n", "\n", "# For demonstration, manually introduce an unfilled ocean cell\n", "if int(mask.values[1, 1]) == 1:\n", " unfilled_demo = unfilled_2d.copy()\n", " unfilled_demo[1, 1] = True\n", " depth_with_gap[1, 1] = 0.0\n", "else:\n", " unfilled_demo = unfilled_2d.copy()\n", "\n", "depth_filled = depth_with_gap.copy()\n", "\n", "iterations_needed = 0\n", "for iteration in range(100):\n", " if not unfilled_demo.any():\n", " break\n", " filled_f = (~unfilled_demo).astype(float)\n", " d_pad = np.pad(depth_filled, 1, mode=\"edge\")\n", " f_pad = np.pad(filled_f, 1, mode=\"constant\", constant_values=0)\n", " d_nbr = (d_pad[:-2,1:-1] + d_pad[2:,1:-1] +\n", " d_pad[1:-1,:-2] + d_pad[1:-1,2:])\n", " f_nbr = (f_pad[:-2,1:-1] + f_pad[2:,1:-1] +\n", " f_pad[1:-1,:-2] + f_pad[1:-1,2:])\n", " can_fill = unfilled_demo & (f_nbr > 0)\n", " depth_filled = np.where(can_fill, d_nbr / np.maximum(f_nbr, 1), depth_filled)\n", " unfilled_demo = unfilled_demo & ~can_fill\n", " iterations_needed = iteration + 1\n", "\n", "print(f\"Iterations needed: {iterations_needed}\")\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(11, 4))\n", "for ax, data, title in [\n", " (axes[0], depth_with_gap, \"Before neighbour fill (unfilled cell = 0)\"),\n", " (axes[1], depth_filled, \"After neighbour fill\"),\n", "]:\n", " c = ax.pcolormesh(grid.qlon.values, grid.qlat.values, data,\n", " cmap=\"Blues\", vmin=0, vmax=2200, shading=\"flat\")\n", " plt.colorbar(c, ax=ax, label=\"Depth (m)\")\n", " for j in range(grid.ny):\n", " for i in range(grid.nx):\n", " ax.text(grid.tlon.values[j,i], grid.tlat.values[j,i],\n", " f\"{data[j,i]:.0f}\",\n", " ha=\"center\", va=\"center\", fontsize=8,\n", " color=\"white\" if data[j,i] > 500 else \"k\")\n", " ax.set_title(title)\n", " ax.set_xlabel(\"Longitude\")\n", " ax.set_ylabel(\"Latitude\")\n", "\n", "plt.suptitle(\"Iterative neighbour fill fallback\", fontsize=11)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7. Putting it all together: `cressman_interp`" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computing Cressman weights…\n", "Cressman weights written to /glade/derecho/scratch/manishrv/tmp/tmppx1l48md/cressman_weights.nc\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/glade/work/manishrv/conda-envs/mom6_forge/lib/python3.14/site-packages/xesmf/backend.py:42: UserWarning: Input array is not F_CONTIGUOUS. Will affect performance.\n", " warnings.warn('Input array is not F_CONTIGUOUS. ' 'Will affect performance.')\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Computing Cressman weights…\n", "Cressman weights written to /glade/derecho/scratch/manishrv/tmp/tmppx1l48md/weights_1.0.nc\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/glade/work/manishrv/conda-envs/mom6_forge/lib/python3.14/site-packages/xesmf/backend.py:42: UserWarning: Input array is not F_CONTIGUOUS. Will affect performance.\n", " warnings.warn('Input array is not F_CONTIGUOUS. ' 'Will affect performance.')\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Computing Cressman weights…\n", "Cressman weights written to /glade/derecho/scratch/manishrv/tmp/tmppx1l48md/weights_2.0.nc\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/glade/work/manishrv/conda-envs/mom6_forge/lib/python3.14/site-packages/xesmf/backend.py:42: UserWarning: Input array is not F_CONTIGUOUS. Will affect performance.\n", " warnings.warn('Input array is not F_CONTIGUOUS. ' 'Will affect performance.')\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Computing Cressman weights…\n", "Cressman weights written to /glade/derecho/scratch/manishrv/tmp/tmppx1l48md/weights_4.0.nc\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/glade/work/manishrv/conda-envs/mom6_forge/lib/python3.14/site-packages/xesmf/backend.py:42: UserWarning: Input array is not F_CONTIGUOUS. Will affect performance.\n", " warnings.warn('Input array is not F_CONTIGUOUS. ' 'Will affect performance.')\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weights_path = tmp_dir / \"cressman_weights.nc\"\n", "topo.cressman_interp(src, mask, smooth_scl=2.0, cressman_exp=2.0, weights_path=weights_path)\n", "\n", "# Compare smooth_scl values\n", "results = {}\n", "for smooth_scl in [1.0, 2.0, 4.0]:\n", " t = Topo(grid, min_depth=5.0, version_control_dir=tmp_dir)\n", " t.set_flat(1000)\n", " wp = tmp_dir / f\"weights_{smooth_scl}.nc\"\n", " t.cressman_interp(src, mask, smooth_scl=smooth_scl, weights_path=wp)\n", " results[smooth_scl] = t.depth.values.copy()\n", "\n", "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", "for ax, (sscl, depth) in zip(axes, results.items()):\n", " c = ax.pcolormesh(grid.qlon.values, grid.qlat.values, depth,\n", " cmap=\"Blues\", vmin=0, vmax=2200, shading=\"flat\")\n", " plt.colorbar(c, ax=ax, label=\"Depth (m)\")\n", " for j in range(grid.ny):\n", " for i in range(grid.nx):\n", " ax.text(grid.tlon.values[j,i], grid.tlat.values[j,i],\n", " f\"{depth[j,i]:.0f}\",\n", " ha=\"center\", va=\"center\", fontsize=8,\n", " color=\"white\" if depth[j,i] > 500 else \"k\")\n", " ax.set_title(f\"smooth_scl = {sscl}\")\n", " ax.set_xlabel(\"Longitude\")\n", " ax.set_ylabel(\"Latitude\")\n", "\n", "plt.suptitle(\"Effect of smooth_scl on Cressman interpolation\", fontsize=11)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Higher `smooth_scl` averages over more source pixels — useful for very coarse grids but can smooth out real bathymetric features. The tx2_3 default is `smooth_scl=2.0`.\n", "\n", "## Summary\n", "\n", "The Cressman pipeline in Python:\n", "\n", "1. **Convert source ocean pixels to 3D Cartesian** — enables correct great-circle distance without wraparound issues\n", "2. **Build `cKDTree`** on ocean pixels only — `O(log n)` radius queries instead of rectangular patch search\n", "3. **For each ocean model cell**: query all source pixels within `L`, compute Cressman weights, normalise\n", "4. **Assemble sparse matrix `S`** — apply as `S @ depth_source` for fast regridding\n", "5. **Write weights to ESMF netCDF** — can be cached and reused\n", "6. **Iterative neighbour fill** — fallback for cells with no source coverage\n", "7. **Enforce `hmin`** — shallow ocean cells clamped to `min_depth`\n", "\n", "**Next:** `11_full_scale_example.ipynb` — production workflow with real GEBCO data." ] } ], "metadata": { "kernelspec": { "display_name": "mom6_forge", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.14.4" } }, "nbformat": 4, "nbformat_minor": 5 }