{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Test `compare_venus_ctd` Module\n", "\n", "Render figure object produced by the `nowcast.figures.publish.compare_venus_ctd` module.\n", "Provides data for visual testing to confirm that refactoring has not adversely changed figure for web page.\n", "\n", "Set-up and function call replicates as nearly as possible what is done in the `nowcast.workers.make_plots` worker." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notebooks like this should be developed in a\n", "[Nowcast Figures Development Environment](https://salishsea-nowcast.readthedocs.io/en/latest/figures/fig_dev_env.html)\n", "so that all of the necessary dependency packages are installed.\n", "The development has to be done on a workstation that has the Salish Sea Nowcast system `/results/` parition mounted." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2024-04-03T21:18:59.868325Z", "start_time": "2024-04-03T21:18:59.184980Z" } }, "outputs": [], "source": [ "import io\n", "from pathlib import Path\n", "\n", "import arrow\n", "import netCDF4 as nc\n", "import yaml\n", "\n", "from nowcast.figures.comparison import compare_venus_ctd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This figure module needs to access the ONC web services API.\n", "Doing so requires a user token which you can generate on the Web Services API tab of your\n", "[ONC account profile page](http://dmas.uvic.ca/Profile).\n", "The `_prep_plot_data()` function assumes that the token will be stored in an environment variable\n", "named `ONC_USER_TOKEN`.\n", "You can do that using a cell like the following,\n", "but **be careful not to commit the notebook with your token in the cell**\n", "or you will publish it to the world in this notebook." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2024-04-03T21:20:57.044976Z", "start_time": "2024-04-03T21:20:57.042666Z" } }, "outputs": [], "source": [ "import os\n", "os.environ['ONC_USER_TOKEN'] = \"my-token\"\n", "os.environ['ONC_USER_TOKEN'] = \"8efe44eb-0fb5-4413-bba3-ae3dbe0fbb1d\"" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2024-04-03T21:28:16.095771Z", "start_time": "2024-04-03T21:28:16.091924Z" } }, "outputs": [], "source": [ "config = '''\n", " timezone: Canada/Pacific\n", " \n", " run_types:\n", " nowcast:\n", " config name: SalishSeaCast_Blue\n", " bathymetry: /SalishSeaCast/grid/bathymetry_202108.nc\n", " mesh_mask: /SalishSeaCast/grid/mesh_mask202108.nc\n", " nowcast-green:\n", " config name: SalishSeaCast\n", " bathymetry: /SalishSeaCast/grid/bathymetry_202108.nc\n", " mesh_mask: /SalishSeaCast/grid/mesh_mask202108.nc\n", "\n", " run:\n", " results_archive:\n", " nowcast: /results/SalishSea/nowcast/\n", " nowcast-green: /results2/SalishSea/nowcast-green.202111/\n", " forecast: /results/SalishSea/forecast/\n", "'''\n", "\n", "config = yaml.safe_load(io.StringIO(config))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2024-04-03T21:28:16.885610Z", "start_time": "2024-04-03T21:28:16.882758Z" } }, "outputs": [], "source": [ "run_date = arrow.get('2024-04-03')\n", "run_type = 'nowcast-green'\n", "\n", "dmy = run_date.format('DDMMMYY').lower()\n", "start_day = {\n", " 'nowcast-green': run_date.format('YYYYMMDD'),\n", " 'forecast': run_date.shift(days=+1).format('YYYYMMDD'),\n", "}\n", "end_day = {\n", " 'nowcast-green': run_date.format('YYYYMMDD'),\n", " 'forecast': run_date.shift(days=+2).format('YYYYMMDD'),\n", "}\n", "ymd = run_date.format('YYYYMMDD')\n", "\n", "results_home = Path(config['run']['results_archive'][run_type])\n", "results_dir = results_home/dmy\n", "dev_results_home = Path(config['run']['results_archive']['nowcast-green'])\n", "dev_results_dir = dev_results_home/dmy" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2024-04-03T22:26:13.742909Z", "start_time": "2024-04-03T22:26:10.969194Z" } }, "outputs": [], "source": [ "bathy = nc.Dataset(config['run_types'][run_type]['bathymetry'])\n", "mesh_mask = nc.Dataset(config['run_types'][run_type]['mesh_mask'])\n", "dev_mesh_mask = nc.Dataset(config['run_types']['nowcast-green']['mesh_mask'])\n", "grid_T_hr = nc.Dataset(\n", " str(results_dir/'SalishSea_1h_{0}_{1}_grid_T.nc'\n", " .format(start_day[run_type], end_day[run_type])))\n", "# dev_grid_T_hr = nc.Dataset(\n", "# str(dev_results_dir/'SalishSea_1h_{0}_{1}_grid_T.nc'\n", "# .format(start_day[run_type], end_day[run_type])))\n", "dev_grid_T_hr = None" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2024-04-05T21:49:50.357627Z", "start_time": "2024-04-05T21:49:31.301404Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "findfont: Font family 'Bitstream Vera Sans' 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# %%timeit -n1 -r1\n", "\n", "from importlib import reload\n", "from nowcast.figures import website_theme, shared\n", "from salishsea_tools import places, data_tools\n", "reload(compare_venus_ctd)\n", "reload(website_theme)\n", "reload(shared)\n", "reload(places)\n", "reload(data_tools)\n", "\n", "fig = compare_venus_ctd.make_figure(\n", " 'East node', grid_T_hr, dev_grid_T_hr, \n", " config['timezone'], mesh_mask, dev_mesh_mask,\n", " theme=website_theme)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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FN+4+THa5rNZWBH0KSXRlFMfrgw+A5mTfrEFNCubNRZs+IzV9AuKvw/XpCwDeer3XuW+mRNf3Y2ZqAny+Wosn+FOIZn7ciSI1xs9eyp+ThrN3feyxRqVSsWTdVs3vMinxgwWJRBJ7eyFvLlo1rstd16eaeYYG+sxdvkGzXXz9A9i7fjHl/1eCyzfuYm5mStvmDVi5cSebPzdNX75xl383L0t1HZKT2v1ZF1vr2BZIryT6FYSEhhH8KVTTUlmlYhmqVCzD4PGzOXflpiZd3DHlqdtLYmJi+ODrn679IX+enLRt3oAN2/drppl/3h8S/gaD4vYHE+M0rWPx2n8w0FdoHXN27D/GmiRae9NKBAOfKZXRnLl4nQa1qrBwzWYAfqtdFU9vH+4/epYo/ag/FvDW673WtHfePjrz/mvrXprWr0HjujVS/CGn5MbdhzTs0J8alStQqXxpHMqXZtTA7tR2rES33ycm2zynJuWmO4dypVGp1LhcvKbV2nHt9kMa1qmGVCrVnDBdn77Q2tE9PnfWsbWx5K2n9rbR5cK124mmlS5emCG9OlCsUAGymJtqpufJmbYoOr6tew7TtW0zOrVuzGodP5ySxQpx6vxVrdafU+evoYyOplypYtx/9IxSRQvx+Jm7JhAAuOv6FP+Aj5rPBvoK/le8CHOW/aW17e48fIJSqaR44QKpCgay29kwb/IIzl6+oRVcunm84c6DJ4wa0B1fvwC8P/jRrW0zzbaJK3+3ts2IjFLifPBkiuu6dvuB5m+1Wo2ntw/hEZFaTfFvPb0pU6JIinmlRCKRMGfiMLKYmTLyj/kEBAZRzaE808cM0vQCB7S2nVpNolY5XRLu9pXKleKJ28tUdQ6MTyqVarW66grek/p+kipLXLN+aprO4xs7uCelixdm4pxlvPP6QLnSxRjYox0fg4LZ9/keuy5Zbaz4vXcnHMqXxsbKAqk0dnveefBEK51SqeTmvf9uf7q/ir2Ctft8Ai2cPzcG+vqaviBxdTh7+Qb58+RMU110Se3+nJ79IaFK5UrxMeiTViCQGhKJBKn0vx1C1/5gZmLMkhljee7+mnVb9ybOJOH+gETX5BT16NCCJvVqMGvJOp67v6ZIwbwM7tmRj8GftPqBpZcIBuI56nKRlo3qUKZEER67eVCrqj07k2iSe/Hqbaqv8l6/8+LU+av07tSKQyfPJZofHROT5G0GqUxKTIKm/bDwCI6ducSxM7EtFoN6dmBAt7bUrFJR64cbn49fANlsk74nGsfC3Ay5XMb1Y9t1zrexstCcEBNeAcU19+krkm7ei88/8KPWZztba9YtmMrDJ25MW7gaX78AlNHRrJo7SdOkmB7BIaHs+vc4nVo3YdPnK5z4bKwstE7qEHvACQr6pInurS2zEPAx8dMi/vGmmZmaIJfLmDyiP5NHJO6wZ2drlWJZzUxNWDNvCt4+voybuSTR/Ilzl7Fo2mh2/xXb8uDm8Yatew/TqVUjgoJDsDA3o28XJybOWYaxUextJCNDQyC2JcfQQJ/wiEhNfom+Q2W0zmmp/U6TU6NyBWpUqUCjjgM1V4U37z3Cztaakf27cvnGXSqWKaH16O7Nu670GDaZD37+mJuaYGxkmKjPAEAOO1sAzf1jczNT/NLY7A+wftE0KpYtqfncY+gkrd7lyX0/cS0ApibGWi0Ypp+vABNu1+QUzp+H9i0a0mfkH5p76rcfPMbY0JCRA7uz/9gZncGFRCJh+ezxGBsZsnLDDt54vic8IoJBPTtglaDfTEhouFYecS2Lcf1DrC0tAPBP8JSUrqem0iul/Tm7nQ0nd63TpPf09qFB+374+MUeg7JnteG5x+tE+RobGWJmaqw5VmUxM03zbSCAGWMH06Jh7f/Km6D1V6HQY9ns8ejpyRkyYbZW62xQvP0hPjPTtO8PWcxN+b1XR2Yu+Yu9h2M7lN5+8BilMpoJw/qwY99RncentBDBQDzX7zzEzz+QhnUcsbaywMTYKNFTBOm17p897Fm/iPo1KyeaFxgUTPbPB7OEbCwtUvySN+7Yz4BubcmXOwcJ+qpo3LznSjWHcshk0mRvVQR9+oQyOpougyagVidOl/DA8CUSHsscK5XFQF+f3yfO0ZywZDIpZmYmX7yuzbsO0rFVY9q3+C3RPF//QCwttA+UUqkUc3NTzQ/aL+Cj5p5wfPEPsJ9CQlGpVKzatIuLOlo9Unq80UBfwaq5E9GTyxk4dpbWSTvOW8/3tOk9kpzZsiKXy3j11osJQ/vw+LkH0TEx2NpYYmxkyJIZYxMtu23VXK7euk+fkX8kW46vJV+eHISFR2gCgThP3Dw0nTEfPXOnXd9RmnlxJ/7b9x8Dsc9sHz51PlHeNatWRKVScftBbLqg4E/kypEtzWWctnA1xkaGms8v33hq/k7p+4lLmy93Dq3H4vLlzsHHoE9pukWQL0/svvbU7aXW9CcvPDA3NSGLmanO/HLnyEbxwgXoN3q6pqUlruxpFddR2crCXBPoAIl+K18ipf3Zxy9Qa3+IUiqB2BOhSqWiZtWKOoOB2o72sek+7zcfgz9hY2WR5vKt2rRT6558/NZfqVTKvMkjKJg3N50HjUt0bHzr9R6lUkm+3Dm4df+/gDJf7hzExMTw6q1XqsuRM1ts/4NnLxLsD24v0ZPLyW5nI4KBjKRSqThx/gr1a1bB1toK91dvde5o6fHc4zXnrtyiTyenRL2Bbz94TL3qDthaW2qdMEoVK4S1lQW3PzfvyWUyDA31Y3tfxxPXrJbwSju+bfuO0KxBLfp2dtLZVF6tUjkuXr/D9TsPkUmlmJoYafXyTY+4x2sUqbyqNFDoo1artDo5NqhVFb1U9F5OScDHIPYePkW3Ns34GKzdE/jhEzfqVHNg6V/bNE2Qdas7oCeXc+dh7LZ3ffqCxvWqk9XGSnO1UbZkUawss2jyCY+I5MHj5+TNlT3N9/FkMimLpo0md85sdBk0IcUf9jvv2DEuspib0qBWVZb9vQ2AN57v6TF0klbaIgXzMW5ILybNXc6TNHaKykje730xMjQgb67sWgfCEoUL4PU+9iAbFh6hc8CZW/cf8cTNg35d23Dm0nXCwiM086wtLejcuglnL9/QnISv3Ynt/1A4fx6dv+G4fTNhi0dSB+jUfD/vvD/w8o0nDWpW4crNe0DslXqDmlW4dP1OstsmobhxOYoVzq/JC6B44QKEhYUnGVjEnfTjTpoA2bLaULZkUU0fntR67vGGiMhIalW15+Wb/Zr61Kpqn6Z8UiOp/Tk6Olrn/uD13pezl2/Sxakp+464aD1hZWhoQN8ubXji5qEJDq/ffkCvjq2oUbmCVr+n+JTR0YmOVV7vfZMcI2XS8L5UtS9LnxFTde43SmU0N+66Ur9mFZwP/XfL7rdajtx/9DzJ/i+6eH/uE1OsUH5NfxeAEkViO7x7JnGLOi1EMJDAsdMX6dSqMXWqVUrUuS2+wgXyJOrNHxIahsdr3Y9xQWzrwM618xJNP3jiHN3aNGPzslms/ccZr/e+5M+TkwHd23H34RNNhG9iYsSRrSv59/hZbtx1JSQ0jLy5s9O7U2ve+/gl+5z2sxevmL9qI2MH96RA3lwcO3OJwKBgcmbLSsuGdTAxMeLi9Tu8euvF7oMnmD9lJBt27OfRsxfoKxQUyJeLvDmza0ZYTA1vH1/CIyJp/lstQkLDkvxhx7l+9wFSqZSZ44aw78hpCubLTfd2zTVX519q484DtG3WAGsrC60f1Notzuz5eyHLZo1j14HjZLW1Yni/rly6fkfTX+TAMRf6dXVi1dyJrNq0C319BUN6dkx0Uli4ZgvrF037/EjZVULDwsmW1ZrqlSuw7K9tvH6n+2QzaXg/qleuwJxlf2NuZkLp4oU18564eWhOXp1aN+Zj0Cd8/PzJnTM7vTu1ws3jteZpjPDwiCQHTXF9+uKrjUBooK+gmkPs42C2NlaYGBlSr0ZsK9jFa7eJiIziwrXbeL33Ydms8azevIvAj8FUdyjPb7UdmbF4bYrrGD9rKRuWTGfbqj/ZuHN/7KBDeXLQt7MTIaFhzFz8X3PywRPn6NCiIesWTGXVpl28fOtJzmxZyZMzO0vW/UN0dDRvvd7ToFZV3F6+ISoqimfur5PshJva72fVpp3MnTgMz/c+3HV9SvMGtcidMxtjZmh3OI7bNnlyZcfAQF/z+da9RwQGBfPomTuuT92YMXYwKzfs4J23D+VKF6OLU1O27k16zBKPN+947+PH6IHdWbF+R2wn3x7t+ZCOQbeCgj+x59ApBvVoT0xMDC9evcWpSb1UP8WUUh0h5f05OTMXr2XL8tlsXz2Xv7ftw/3V29hBhzq0xNzMhGFD/9SkvXLrPpeu3+HPycNZs3k3j597YGNlQfn/Fdd0oH35xpPqlctz+cYdwsIjePnGUyvojK9P59a0bdaAv7buQaVWa+0P7q/ealq01mxxZuOSGYwd3JMzl65TzaE81RzK0X/0dK38HCuVw9BAn6IF82ltO9enL/D+4It/YBAuF68xvF9X9BUKnnm8omjBfAzs3o7jZy+nqdUpKSIYSODeo2e88/5AzmxZNffkdZk3eUSiaSk1wbo+dePKzXtUqVhGa3p4eATdfp/I0D6dGd63C2ZmJvgHfOT42Uss+2ub5r5eSGg4G3YcoJpDORrXrY6xsSE+vgFcuXGPtf84pxhpbtt7hOcer+nRrjnTRg/SLH/55l2tQYxmLl7Hq7deODWpx+CeHQgJC8P91Tv2H035BxpfVJSSP+avYkD3dmxaOgM9Pb1khzB183jD5D9XMKBbO+pUq8SzF68YMXU+C6aOSnKZtPjg68+/J87Spml9renur97Sf8wMhvbpzJIZYwkJC+eYy0UWrtmiSRMRGUW/UdOZMrI/86eMxPO9D/NXbaRflzZaed19+IRuv09kUI/2zJk4FKlUivcHXy7duJtsy02VCrH7xPjfeyeaV79dX83Vib5CwZDeHbG1siTgYxBHTl9g9aZdae6cltEsLcxZPH2M1rS4z3HlDwuPoNeIqQzr24XRA3tgYmTIW6/3TFuwWuvKKSkvXr6hbZ9RDOzejmF9u2BhHnsf+MylxMMRR0Up6Tl8KsP7dWFQzw6YGBni+d6HXf8e16SZsXANowZ25++Ff6Cvr9Dazgml9vs55nIJI0NDenVoSf+ubXnx6g2Dxs1KFIQlta3i+iioVCoGjZ/N77060r9bWyyyxA5HvGrTTjbtStzvJY5SGc2wyX8ycVhfFk0fzQdff9b9s4eKZUpSKF/u5DavTgvXbEYul9G/W1tUajWHT51ni/MhxgzqkeKyKdURvmx/9vUPpH3/MfTr4kSvjq2wtY4djvjSjbus2ph4OOKhk/5kSK8OdHZqgmUWc3z8Azh6+r/bwAtXb2LisL6snDsJI0ODRP1F4ovbH/p0dqJPZyetefGXu/vwCSOmzmNIr060a/4b77w/MHbGYs2AQ3EmD+9Hjmz/3SqO21bx+yhMmL2MAd3a0ql1Y2ysLfDxDcD50MkMe5pAUqJ6i+97FBEEQRAE4bsSgw4JgiAIQib33W4TKBR6bF42C4WeHJlMxqnzV1m5cSfTxwyiRJECSCQSXr31YuLc5YTruG/Tu1MrWjWqS4xKxZxlf2t1shEEQRAEIfW+620CQ0MDwsMjkMtkbFkxm7nL12t1vhg9qAcBgUGJRj7Lnycn86eMoH3/MdhaWfL3omk07jwoXYNRCIIgCEJm911vE8Rd8cvlMuRyGWq1WmtAEQN9hc6OJLUd7Tl25hJKZTSe73144+lNqWKFvlm5BUEQBOFX8l2fJpBKpexet4DcOezYceAYD5+4ATBj3GCqVyqP++u3zI83Vn0cW2srrfGjP/j6a8YkT8ipaT3aNIntPV6kYF5CQ5Mf9UmtVqf4VrBfRWapq6jnryWz1BMyT11FPb8elRqqNe+eYrrvGgyoVCqceo/A1MSIpTPHaV7kMnnuCqRSKROG9ua32o4cOHZGazldGzOpR1H2HDqleR/4rZM78Q1IfjAXd7enFChUNNk0v4rMUldRz19LZqknZJ66inp+PZFJvOwpoR/iaYJPIWHcvOuKo31ZzTSVSsXxM5epVz3x8L0ffP20xnnPamOVrnGnBUFL1CVRAAAgAElEQVQQBEH4jsGAhbkZpiax76jXVyhwqPA/Xr71JFcOO02amlUqJHoXNMDZyzdpWNsRPT05OexsyZ0zm+YWgyAIgiAIafPdbhPYWFkwa8LvyKRSJBIpJ85d5sLV22xZPgtjYyMkSHjm/pIZi2KHKa1ZpSIlihZk5YYduL96y4mzVzi4eTnRMTHMWvKXeJJAEARBENLpuwUDzz1e06b3yETTuwyeoDP9uSs3td5FvW7rHtZt3fPVyicIgiDoplKpiIoIQ6WKSTlxKthYWxMWknFvRP1Rfc16SqUyFAZGSKXpa/AX7yYQBEEQ0iQqIgwrS0uyWGTJkN7xkRER6Buk7gVIP7OvVU+1Wk1g4EcCAgIwMErfK99/iA6EgiAIws9DpYrJsEBA+HISiQQLiyxf1FIjggFBEAQhzUQg8GP50u9DBAOCIAiCkMmJYEAQBEH4Kb179442Tk6ULFGC4sWKMXLkSKKiovhnyxaGDRv2vYvHwYMHefLkiebzrFmzOOPi8h1LlDQRDAiCIAg/HbVaTfv27WnatCmujx7x0NWV0JAQpk6d+lXWFx0dneZlDiUIBiZOnEjtOnUyslgZRgQDgiAIwk/n3NmzGOjr07VbNwBkMhnz5s9ny+bNhIWH4/nuHc2aNqV0qVLMmjkTgNDQUFq2aIF9xYqUL1cOZ2dnAO7cuUO9unWpUrkyTZs0wdvbG4D69eoxZfJk6tWty59z51KkcGHNmDZhYWEULFAApVLJhvXrqVq1KvYVK9K+fXvCwsK4evUqR44cYcL48VSyt8fD3Z0BAwawb1/sW3jPnjmDQ6VKVChfnn59+xIZGQlAkcKFmTF9OpUdHKhQvjzPnj0D4OKFC1Syt6eSvT0OlSrx6dOnDN2e4tFCQRAEId0M536dRwLDx0UkO//xkyeULVdOa5qZmRm5cuUiOjqaW7ducev2bYyMjHCsWpXfGjbkzZs3ZMuWjf0HDgAQFBSEUqlkxIgRODs7Y2Njg7OzM39Mncrades0aU6dPg3AvXv3uHjhAjVq1uTIkSPUq1cPPT09mrdoQc9evQD4Y+pUNm3axMCBA2ncuDENGzWiVatWWuWMiIigT58+HDt+nEKFCtGrZ0/WrVvHkCFDALCytubqtWusXbuWJYsXs3rNGpYsWcLiJUuoUqUKISEhGGTwI4qiZUAQBEH46ST1BsC46bVr18bKygpDQ0OaN2/OlStXKFmyJGfOnGHixIlcunQJc3Nznj9/zuNHj2jSuDGV7O35c+5cPD09Nfk5OTlp/m7t5MSePbGD3Tk7O2vmPX70iDq1a1OhfHl27tzJk8ePky378+fPyZs3L4UKFQKgc+fOXLp0STO/efPmAJQtW5bXr18D4FC5MmPHjmXlypV8/PgRuTxjr+VFy4AgCIKQbildwadGegbjKV6sGAf279eaFhwczLt375DJZIkCBYlEQqFChbhy9Sonjh9nyuTJ1K1bl2bNm1OseHHOnz+vcz1Gxsaav5s0acKUyZMJCAjg7p071KxVC4A+ffqw29mZ0qVL88+WLVy4cCHZsif1lt04+vr6QOytj7i+CqNHj6Zhw4YcP36cGjVqcPToUYoUKZJsPmkhWgYEQRCEn06t2rUJDw9n29atAMTExDBu7Fg6d+mCkaEhLmfOEBAQQHh4OIcOHaJy5cp4eXlhZGREh44dGTZ8OHfv3aNw4cL4+fpy7do1AJRKJY+TuLI3MTGhQsWKjBo5kkaNGiGTyQAICQnBzs4OpVLJzp07/0tvakqIjnv7RYoU4fXr17i7uwOwfft2qlWrlmx9PdzdKVmyJKNGjaJcuXKavgQZRQQDgiAIwk9HIpGwc9cu9u3bR8kSJShVsiT6BgZMnz4dgCpVqtCrZ08q2dvTokULypcvz6NHj6jm6Bh7O+DPPxk3bhwKhYLtO3YwaeJE7CtWpJK9PdeuXk1yvU5OTuzYsUPr9sGUqVOpXq0ajRs1onC8q/U2bdqwePFiHCpVwuPziR/AwMCAdevW0aljRyqUL49UKqVPnz7J1nf5ihWUL1cO+4oVMTQwoEGDBunddDpJSlRvkXx7xS/k1smdvPP6kGwad7enFChU9BuV6PvKLHUV9fy1ZJZ6wo9b17CQIAoXLpxh+Yl3E2SM58+fY2Rirr3OyCja9Rud4rKiZUAQBEEQMjkRDAiCIAhCJieCAUEQBEHI5EQwIAiCIAiZnAgGBEEQBCGTE8GAIAiCIGRyIhgQBEEQfjqGBgb07NFD8zk6OppcOXPSqmXLNOVTpHBh/Pz8vjjNz04EA4IgCMJPx9jYmMePHxMeHg6Ai4sL2bNn/86l+nmJYEAQBEH4KdWvX59jx44BsHvXLtq0bauZFxAQQJs2bahYoQLVq1fn4cOHAPj7+9OkcWMcKlVi8KBBWu8J2LF9O46fRygcPGgQMTEx37ZC35F4UZEgCIKQbq1bfflpJCbGCJlM+9p0777oFJdr07Yts2fPplGjRri6utKtWzeuXL4MwIwZMyjzv//h7OzMubNn6d2rF9dv3GDWrFlUqVKFCRMncuzYMdavXw/A06dP2bNnD2fPnkVPT4+hv//Ozh076NS58xfX72cgggFBEAThp1SqVCnevH7N7l27Eo3Vf/XKFXbs2AFAzVq18Pf3JygoiMuXLmleJtSwYUMsLCwAOHv2LHfu3sWxalUAwsPDsbGx+Ya1+b5EMCAIgiCkW2qu4FPyJWP2N27cmPHjx3Pi5EkC/P0103W9JjjutcYJX28cl75zp07MmDkzXeX42Yk+A4IgCMJPq2u3boyfMIGSJUtqTa/q6KhpAbhw/jzW1taYmZlpTT9x4gSBgYEA1KpVi/379+Pj4wPE9jl4/fr1N6zJ9yVaBgRBEISfVs6cORk8eHCi6ZMmTaJf375UrFABQyMj/vr7bwAmTpxIt65dqezggGO1auTKlQuAYsWKMfWPP2japAkqlQo9PT0WL1lCnjx5vml9vhcRDAiCIAg/Hb94twTiVK9Rg+o1agBgaWmJ8549idJYWVlx+MgRzef58+dr/m7Tpg1t2rRJtMyz588zosg/tO8WDCgUemxeNguFnhyZTMap81dZuXEncycNo0SRgkRHx+D61I1pC1YTrePxjvtn9uDm8QYAbx9fhkyY862rIAiCIAi/hO8WDERFKek5fArh4RHIZTK2rJjNxet3OHLqAuNmLgFg3pQRtG5Sl13/nki0fGRkFE69R3zrYguCIAjCL+e7diAMD48AQC6XIZfLUKvVXLx+RzP/4RM3stpYf6/iCYIgCEKm8F37DEilUnavW0DuHHbsOHCMh0/cNPPkMhlN69dg7vL1OpdVKBTsWjuf6JgY1m/fx5lLN3Smc2pajzZN6gOgVqlwd3uabJkiIyJSTPOryCx1FfX8tWSWesKPW1cba2siIyIyLD+1Wp2h+f2ovnY9o5XKRPtLztz5U7Xsdw0GVCoVTr1HYGpixNKZ4yiYLzcvXsb2A5g0oh+37z/mzoMnOpet17YPvv6B5MyWlfWLp+Pm8Ya3Xu8Tpdtz6BR7Dp0C4NbJnRQoVDTZMrm7PU0xza8is9RV1PPXklnqCT9uXcNCgtI9LoAuXzLOwM/ka9dTrqeXaH+JjIxK1bI/xDgDn0LCuHnXFUf7sgAM6NYWC3Mz5q3cmOQyvv6xz4a+8/7AzXuuFC2U75uUVRAEQRB+Nd8tGLAwN8PUxAgAfYUChwr/4+UbT1o3rktV+7KMmb5I5whSAGYmxujpxTZqZDE3pWypori/evvNyi4IgiB8X8ZGRlSyt6dc2bLYV6zI0qVLUalUX5zv61evMDQwYNoff2im+fn5YWpiwrBhw9KUl7WVVYak+Ra+220CGysLZk34HZlUikQi5cS5y5y/eot7Lnvw/uDLtlVzATh98RprNu+mRJECtG3WgKnzV5E/T06mjBqAWqVCIpWyfts+PF6/+15VEQRBEL4xQ0NDrt+I7Svm4+ND927dCA4KYvKUKV+cd758+Th27BhTPwcE+/bto3jx4l+c74/suwUDzz1e06b3yETTy9Rx0pn+0TN3ps5fBcC9R89o1SNtEZogCILwa7K1tWXlypU4OjoyafJkVCoVkyZN4sKFC0RFRtKvXz969+lD586d6dy5M7/99hsAfXr3plHjxrRs2VIrP0NDQ4oUKcLt27cpX748e5ydad26NV7e3gC8fv2a/v364efnh7W1NWvXrSN37ty8evmSbt27Ex0dTf169bTyXLRoEXucnVEqlTRr1ixDgpaMJEYgFARBENJNPkP25ZlE6yOXa+cTPTnxYHPJyZc/PyqVCh8fHw4fOoS5mRmXL18mMjKS2rVqUbduXdq0acMeZ2d+++03oqKiOHv2LMuWL9eZX5u2bXF2diZr1qzIZDKyZcumCQZGDB9Op06d6NylC5s3bWLkyJE4OzszatQo+vbpQ6fOnVmzZo0mr9OnTuH+4gVnzpxBoa+PU+vWXLp4Ecdq1dK4ob6eH6IDoSAIgiB8qbh+ZqddXNi2bRuV7O2pXq0a/v7+vHjxggYNGnDu3DkiIyM5ceIEjo6OGBoa6syrfv36nHFxYffu3Tg5abdYX79+nXbt2wPQsVMnrl65AsDVq1dp265d7PSOHTXpT7u4cPr0aapVq0ZlBweePXvGixcvMrz+X0K0DAiCIAjpltYreF0iIyLBIPFrhdPipYcHMpkMW1tb1Go1ixYvpl6CpnqA6tWrc+rUKfY4O2tO3LooFArKli3LsqVLuX3nDkfjvc8gofivRE7q9cijR4+mS5cuP+wjlKJlQBAEQfip+fr6MmTIEPr3749EIqFe3bqsW7cOpVIJgJubG6GhoUBs8/+WLVu4fPmyzmAhvqHDhjFz5kysEvT4d3BwwHn3bgB27thB5SpVAKhcufJ/0z+/JhmgXt26bN6yhZCQEAA8PT01r0r+UYiWAUEQBOGnEx4eTiV7e5RKJXK5nA4dOzJ06FAAevTsyevXr6ns4IBarcba2prdzs4A1K1bl969etG4cWMUCkWy6yhevLjOpwgWLlxIv379WLx4saYDIcCCBQvo1r07K1aupEWLFpr0devV4+mzZ9SvXx+JRIKxiQkbN2zA1tY2ozbHF5OUqN5C98P8v6BbJ3fyzutDsml+1BG/vobMUldRz19LZqkn/Lh1DQsJonDhwhmWnxiBMGM8f/4cIxNz7XVGRtGu3+gUlxW3CQRBEAQhkxPBgCAIgiBkciIYEARBENIsqeHihe/jS78PEQwIgiAIaSKVyggM/CgCgh+EWq0mMPAjUmn6B4ASTxMIgiAIaaIwMCIgIAA/P98MyS9aqUSup5chef3IvmY9pVIZCgOjdC8vggFBEAQhTaRSKQZGJhmW34/61ERG+5HrKW4TCIIgCEImJ4IBQRAEQcjkRDAgCIIgCJmcCAYEQRAEIZMTwYAgCIIgZHIiGBAEQRCETC5Vjxbmz5MzXZm/8XxPdHR0upYVBEEQBOHbSFUwcGDT0jSNNCWRSFCr1bTvN4Ynbh7pLpwgCIIgCF9fqgcdmr30L9xfvUtVWplMyroFU9NdKEEQBEEQvp1UBwOPnnng+tQtVWmlUikSiSTdhRIEQRAE4dtJVTBQulbrNGWqUqnSvIwgCIIgCN+HeJpAEARBEDK5NL+oyM7WOsl5arWakNAwQsPCv6hQgiAIgiB8O2kOBk7uWpvikwXePn5s23uEf5wPpbtggiAIgiB8G2kOBsbOWMzwfl148fINZy/fJPBjMBZZzKjlaE+hfLn5a+teShQpwIj+XQFEQCAIgiAIP7g0BwMO5Utz9spN5iz9W2u686GTjB/amzIlizBh9jLCwiNo26yBCAYEQRAE4QeX5mCgfs0qDJ8yT+e8c5dvsmjaaAAuXr9D22YNksxHodBj87JZKPTkyGQyTp2/ysqNO5k7aRglihQkOjoG16duTFuwmuiYmETLN2tQi35dnQBYu2UPB0+cTWtVBEEQBEEgHU8TREUpKVuyqM55ZUsWJSpKCcSOQhgeEZlsPj2HT6F1rxE49RpBVfuylC5emCOnLtC0y2Ba9hiKvr6C1k3qJlrWzNSEAd3b0qH/WDr0G8OA7m0xMzFOa1UEQRAEQSAdLQPOh07Sr2tbspibcu7KLQI+BmGZxZxaVe1p26wBf23dA0CZkkV55v4q2bzCwyNiCyGXIZfLUKvVXLx+RzP/4RM3stokfnqhqn0Zrt66T/CnEACu3rpP1UplOeZyKa3VEQRBEIRML83BwIoNOwj6FEKP9i3o0LIRarUaiUSCX8BHFq7ZrOkjcPzMJfYfPZ1sXlKplN3rFpA7hx07Dhzj4ZP/RjiUy2Q0rV+DucvXJ1ouq7UV7338NJ8/+PqT1dpK5zqcmtajTZP6AKhVKtzdniZbpsiIiBTT/CoyS11FPX8tmaWekHnqKur59eTMnT9V6dIcDEDsEwJb9xzGztYaa8ss+AV85L2Pn9Yjh+6v3qaYj0qlwqn3CExNjFg6cxwF8+Xmxcs3AEwa0Y/b9x9z58GTRMvpGuo4qccd9xw6xZ5DpwC4dXInBQrpvsWhKbfb0xTT/CoyS11FPX8tmaWekHnqKur59URGRqUqXZr7DJQsWhCIPfl6f/Dl4RM3vD/4ak7GzRrUTGuWfAoJ4+ZdVxztywIwoFtbLMzNmLdyo8707339tAY/ympjhY9/QJrXKwiCIAhCOoKBNfOmUDh/Hp3zOrRsyLQxg1KVj4W5GaYmRgDoKxQ4VPgfL9940rpxXaral2XM9EVJXu1fvnGPKhXLYGZijJmJMVUqluHyjXtprYogCIIgCKTjNsERlwv8tfAPug+dxMs3nprpfTq3ZmCP9kxfuCZV+dhYWTBrwu/IpFIkEiknzl3m/NVb3HPZg/cHX7atmgvA6YvXWLN5NyWKFKBtswZMnb+K4E8hrN3izM618wFYs3m3pjOhIAiCIAhpk+ZgYM7Sv9FXKFi/eDrdhkzkrdd7hvXpTNe2zRg/cwnHz15OVT7PPV7TpvfIRNPL1HHSmf7RM3emzl+l+bz/qAv7j7qktfiCIAiCICSQrg6Ef8xfxZyJQ1m/eBrX7z6kYW1Hhk+Zx/mrtzK6fIIgCIIgfGXpfoXxhNnLePDEjXrVKzNg7EwRCAiCIAjCTypVLQMX/t2Err58cpkUPbmcBVNHaU2v0aJ7RpRNEARBEIRvIFXBwM79x1J8bbEgCIIgCD+nVAUDm3b9S9jnoYMFQRAEQfi1pCoYuHRwC7cfPObCtducv3KLN57eX7tcgiAIgiB8I6kKBroOmUh1h3I0rluNUQO68c77Axeu3ubCtdvcvOuq8xXDgiAIgiD8HFIVDLg+dcP1qRurNu3CysKcag7lqe5QnkXTRiORSLh+54EmOPD1D/zaZRYEQRAEIQOleZwB/8AgDhw7w4FjZ5DJpFT4XwmqOZSnW7vmTBnZn2furzh/9TYrN+z4GuUVBEEQBCGDpWvQoTgxMSqu33nI9TsPWbBqE7ly2FHDoQLVHMplVPkEQRAEQfjKvigYSOit53u27j3M1r2HMzJbQRAEQRC+ojQHA+sXT09ynkqlIjQsnKcvXnLgqAvvff2/qHCCIAiCIHx9aR6O+GPwJ3LnsKNcqaLo6ysICw9HX19BuVJFyZsrO4YG+nRq1ZgDm5dRsmjBr1FmQRAEQRAyUJpbBs5fuUXObFnpOGCs1pMDttaWrJgzgZPnrjBi6nzWLZjK0D6d6TPyj4wsryAIgiAIGSzNLQMDurVlzebdiR4h9PELYM3m3fTp4kRoWDhbnA9SunjhDCuoIAiCIAhfR5qDAWsrCxQK3Q0K+goFVhZZAAgIDELyZWUTBEEQBOEbSHMwcOv+I4b17ULxwvm1ppcoUoChfTtz854rALlzZsfbxy9jSikIgiAIwleT5j4D0+avYsWciexYMw+/gI8EfgzGIosZ1pZZeO7xmukLVgMglUjYsGN/hhdYEARBEISMleZg4L2vP069R1DdoTwlihTA2soCP/9AXJ++4OL1O5p0zodOZmhBBUEQBEH4OtI96NCFa7HvIhAEQRAEAVRqFcFRwRjrGaMn1fvexUmTVAUDxkaGhIaFpynj9CwjCIIgCD+6GFUMRbfmTzmhLldj/2mctylFLYphKDfigudZshrZUdKqNHd8bxGqDGV1rb8yrsCpkKpg4Mrhf+g0cDyuT91SlalUKuXK4X9o328MT9w8vqiAgiAIgvCjKL61EEpV1Bfnc+TVIY68OqQ1zfnFLs3fbh+fUyjLt3s8P1XBgEQioUzJIliYm6YqU6k0zQ8pCIIgCMIPrdCWPDqndyrShf6lBmOpb0mUKoo7Prd4GfyS54FP8Y/wx+XdqVTl36ZgO6QSKcUtS2JrmDUji56iVPcZGDOox9csh/CDCY4KIiAigGhVNNHqaPzC/YiMiaT/2V4ATK74B3bG2ZBJZEgkUmQSKe9C3lHQvBCXvC7wW56GWBnaoJAqMFWYpvr+2fuw91TbU0nnPCO5EfoyAwIjA3TOz6LIwseojxxueoKImAhsDW3JZpw9UTqVWkXfMz0573k20bxaOeswouxo8psVQE+qh0QiRssQBCH22BTf084eyKSyROkUMgXVc9Skeo6aiea5uz2lQKGiX6uIXyRVwUCD9v3Tlbmvn+6DtvB9HXr5LyMu/h774Wr68phx849k569xXZlomkKqT5QqUmta9ew1uOB1nkZ5mnDizTFi1DFJ5hkWHUZYdFiS8z9GfQSgyaEGiWemsp5n37lw9p1LqtI2z9+S7MbZWf0wtq7N8rUgr1l+ZBIpMqkcmURKjCqGBXf/1CyztPpKFFIFXqGefAj7QBb9LFTPURNLA0vMFGYopPqpDkCUKiUeQe5ExUSR3Tg7odGhhCpDkUqk//1P7L8SiQS1Wq2Vd8LPgiAkLf5FykLHpToDgZ9ZqoIB7w++X7scwlfQ4Xgbbvnc+OJ8jOXG5DLNQ5QqEo8gd830urnqE6OOQaVWoVKrCI8O45bPzSTzSRgIAFzwOg/A0de6X3u9oc4WcpvmIbtJDiKiI4iMicA71Jsjrw6x/vG6L6zZl/nXQ3scjYMvD6S4zNALgxJNm3dnTrLLZDfOgVeop+azrqBKI+nNr2GqZ8YnZXCyafSkCloVcGKX2/Yk0zhmq054dBi3fW9pTR9QahDtCnUkMiYSz1BPcpvkxtLAioiYcGwMbVMu4E8qMiaSB373cXl7kq3PtuCYrTqtCjqx8sEySln9D5e3p/CL0D6Wrqq5jru+d/AK9aRB7oYgAUncfxIJHwK82HBlIzc+XOfVp5cADC8zCmtDa/SkCsZcHkGPYr1omLcxJnqmmCvMUaqUKFVKImMiuex9kab5mmOhb4lcmqFvrM/UmuVv8b2LkOEkJaq3UH/vQnwrt07u5J3Xh2TTfO1mHKVKyUWvCxjJDbEysOZJwGOy6GchMiaSV8EvcXl7ilq56qJSxxCtikGljmHn8+2ag0gVu6oUMC9IjDqGGLUKtVr13wkZVaITVEpGlB1NQfNCZDWyI6uRHcZ6xiikigxvIo+KiUKpUuIX7svka+O58eE6MeoYehbvzcfIIEpZlSIwMpCtz7bg0vICJnom6V5XtCoaqUSKUqVk85ONzI93ss1nlh+lKorTLS4kG9lHq6Lxi/DjeeBT9rzYzbHXR7A1tCU0OoxQZQgA3Yv1wkBmoGkFaZqvOblN8xCjivn8/UTzMTKIfe7OmnztjLJR3LIEZ96d1lqfsZ6JJt/00pfqI5PKPu8Pas2+oebH+onry/SJjEkimEml/1mXJYu+Oec9zwFQ2a4KBbMU5p+nmyhoXoh8ZvkpZlmCvx+t0WpNymOaF69QL4pbliC7cXai1dGoVCrCY8J5FvgU/4jkR02tYFsRI7mRJoj9FdgY2rC1/i7ymeX/bi1FP3LzeZy4/gIb627FMXu1dOXxPeoZGRlFu36jU0wngoEEkvuy1OrYTaVGjW+4L/4RfpjomSKTSPEN9+Xwq4MccN9LywJO1MhRiw2P/8Ir1BP3oBfIJLJkm8C/hfEVJuGYrToBkf442FX5KX6AGeFHqGfcgeRKm5tJXh2r1Wo+KYPxj/Dn3Luz3PK5Qf3cv1HUohihyhCUqmiKWBTFQGaAQqZAKvmvo65KreLli+c666lWq1GjRvU5OAiPDuftpzcERwXT/XQnnWWpbFeFBrkb8seNycnWK5tRdrzDvFK7GTKdMtZlued3N8n5JnqmhCg/AVAnZz1kUlls8KaOPc5c977Kp+hPWsvUylkHKwMrAiMCNR3TiloU42ngkwwvf71cDTj19gT9Sg7ERM+E2jnrYqZvjqW+JQqZIsPW8yP8RlNSeXcF/CJ8uex0A1uj9HXuE8GADgqFHpuXzUKhJ0cmk3Hq/FVWbtxJh5YN6eLUlNw5s+HYrCsfgz7pXP7+mT24ebwBwNvHlyETkm9qBThyYClbb+wgWqUkWh1DQIQ/qx4ux0TPlLaF2hGtiiEg0JfDH3Q3WX8txSyKk9XIjvDoMIz1TMhvXgC5RI5UIkUulbP12RYCIvwBaF+4EwXNCyGTSJFKZEg/d96TSmTIJDLcPj4nLDqUajlqEqYMpVHeJlonjfh+hh9gRvgR6vkk4DGBkQFUyeb41dbxI9QTdPdFUKvVnwORMKJiojj48gBzbs1Md6vF0DIjyGWSi4V35uMd5sXg0kMx18+Cq/8Dzr5zITgqmC5Fu3P2nQvvQt5qlos7+U6rNAtzhTkyqQy5RI5MKuNJwGPWua7GQG6If4QfHQt35vCrgwRHxd5SMZYbM81hFgqpgt8vDATgj0ozKWFZEjvjbNga2ib5W0uvZRcXsPzlcgDcur5OVx4qtQoJEqJUkQREBLLs/iL2vNidkcXUktXIjmmVZlI7Z91UtzT8KPuuLlExUVRxrkBQVBAADzs+w0BukK68RDCQBENDA8LDI5DLZGxZMZu5y9cTpfTzN5kAACAASURBVFQS/CmEjUtm0q7fqCSDgRvHtmPfsGOa1rdpx0Qq/lUxI4quJfbELUv6Pm4848pPpFeJvhlehvT4kX+AGUnU89eSWeoJsPjCn6x6tQpIfzCQGpExkZx5e5pLXhfY77EXpUoJQH7zApp+Qhb6FgRGBiaXTaocaHyYohbFtW7Tfel3GhUTRf+zvbnodZ56uRtQwKwgFgYWtCnYHhM9kySDkod+D5h6fSJdinZnzOURGMuN6VOyP31K9EchUzD/9lzWPVqttcyXfA8/cjCQ5h4lNSpX4MK125om8y8RHh4RWwi5DLlchlqt5qnbyy/ONymGckPaFmyPTCpHLpUTEOHPkVeHkEvkjCw3BrlUj0A/Py4GX+Sh/wMmVJhMBVt7LA0ssTSwQiFVEBgZgL7MAFNF6sZcEJKmVsX+q4oBVfTnzypQqyWx02IkqFUgUYNKBapoSWzzaUxsWrUK1GopanXs3xIVsX8TPy8IfGOG10dFbD6fd9vYOzYS1DES1GqIf4EaVy7twur8U3t6Ej8JreOQROef6Hrfd1ovMn3fWSF/l8orFrXWP/99/vyvRJXU/M8FTbCN4lddk0eCPHWtJ346ncVMsF0kEvjwPivqJ4afJySen9yymr+TWmGCbS5JULiU6h+/7po6Jty2mn1UopmvBlB93r/j9kc1WHk0osz72NuLjyWx/WjUqv/mZ8Bh+DMTctGODrSjo2QlEhkgBUmoGok+SGQgkaqR6qtBpiaSCE6/O4GL10ki1KGoJDGopTEJ/o0mRqYkRhZFjCwClSyaGFkk7Zy7ECOLIEYehVoSo9nmE6OnUsyiGLZGWclnlvrR/RI++3/qzQlOcQKAObdm6lwm7vZHnDGXRwAQGh3KknsLWXJvoc7lbAxtUl2un02aWwbun9lDwMcgDp4493/27ju+qfLt4/gnSVugdFDaMqSCggwZCrIRULaylSEKigoIiqKiOBF8VBzg3uKeIEVQ+bFkCTJliLIpQ6DsDlpaupKc54+USGlpk7bpyvftyxc559znPtfVpsl17rP4ZdEKDhyKzvfGzWYzs6a/Ts0a1Zjx80Le+uRb57LFMz/JdWRg67LZ7Nl3EKvNxuc/zGH56rzPmi/wOQMXfADYM7+Q7DbAlv0LDPt/r53TdjBsZse0zfHFZNgzv9wyMte3mzCsjteGlf9en+/banK0t5kwrJlx2EyO/s7PtznacP5fO855jngc7RPPJBJYMcjRzsjMI3MZdhwfThd8qRqGyfHBbcP5AWYyTM4vYueHnh1MF3zQccGHl+mCDzvTxZ/WHpKRkY6vb+Ed3yyplGfZk56RTqqRSjlLOcpZyhV3OC4zMIhOOoLVbs29ncnAZrJhyywgbGZb5rTV8dpsdU7bzVYaV2lClcBwsEB8RgyrTvzuXGbLLD7sJpvjX7MNmznDscySntkuI3OZ1bnM7lwn3TGd2c5u+a+9n68Pc/rOxewDJh/w8TPA4vjXZDEw+4DFN+8CvkyNDNx8x/3ccnMX+vS4kbtv68e23fuYu2AZi5avdvtZBHa7nYEjxxMY4M87Lz3FVVfWZN/Bwy6t223wKE7HxhNRvSqfv/UCUQcOc+TYiWztBvbpxqDe3QFI2uvLsr4hF+yJOCpxE+e/2MButOXwRfsNRfWlVdR8jSDSsg2f5bAb50HG+V+GyfG/40ed+UsxGY7pzH9NzjaZJ3JmzjNMhuM3dn79C/fmTI4T5zLMqWB2HKF2ppxl2siyJ5nXXnvWtkaO87koFOOCjnLcG77E6IPJyN5vTuw2OxkWF4YTLurrfN/n8/hv2rX2uf18Lu4zt37zlLk5W2aeF/8IL/WzvnhZTn26s05e+V+4PLefpWHK7CPzfZ35ceScZ5jAbrPi42PBRgrnnO2M//oxZb7MbXjFHUbmjkHmjoBhmDIL/cwdg/P/2k3Z5jnaOtY32U2EBAVxLj2FiqYAzHazYwfB5mibmJYINseeuI/hg4/dta+ipNg0kvhvB7QJbZyvA3wCSLI6rsiJqBDhSMcwSLOnEZsem+P5KeXM5Qgv99/e/vkWqbYUEq2JhPqF4WNyHM74J+8rhzFMBoYZx+/DbGCYDTBnfmaZwU5zDviYwWx3jIiYDef/hsVwzjOZHSMwzuUWR9Fxfp7Jx8AwGZgt/y0zWexgAZOPgclsd8z3MWg1yrXRwgKdM9CqWRNu6dmZLu1bg8nEsj/WM2fBMjb+td3tvu4fPpiU1DS++vEXIO+RgQu99NRDrFy3iSUrc7+zzO/v/cT8frmf0e/qXodhMjCZL/iQM5PlC81kwvFLPL+DnLncdP6Ncn6dzD5M5sz+zGS+ERzLTJlvEJOZzF86jl94Znt8HG1M5v+G8vDJHNKzONYxn18nc32TBcwWg9Oxx6l6WTXMZgOTj2MbZp/M15lvKrM5cx3zBeubwWw6HweYLHbMmdvH5OjDnJnb+T7NZscHozlzHUvmDQkL+XyrHHnLMWblWfaU9VztVrCmw/7dUVweUZ+MNDvHEk7yzMqnOX02FovND4utHGabb+ZrPyw2X8x2Xyx2X8d8uy8PNnqU9DQr3+z4msvK1+T2OsMchxWtjsOL50dfDbtjtJXMkVfsmSO51v9GdLFmFjeZo6imC0ZKDVvmx7ftv1HT8/87R0NzURyjWi0WHvLMyMCF/vxrG3/+tY3w0BCmTX6MXl070rNLB46fiuH7n+bzw5z52Gw5HYCFkOAgrDYrZ5POUc7PjzYtruWLH1y7Rj4ooCIpaWlkZFipFBxIsyYN+GJG3uv617Fy3U8nHV9gpv+OB1641/nvgb3Urut4OISzXeYXVlF8cRUl36hj1KkbVNxhiIiXMvuAnw/4BdoIqOL4rgi5vCq/NP7ikuuk2VJ57+93+GT7h/zU81euCbvWuaxR0i2E+1fB15z7TbU8wbCDLSPz/CebCWu6o+iwWU3Y0x3zDx34lxo1amPP+O/QsC3DnHkYGIz0iw4LZ5w/HGzCyHAUJ87Dw9bMw8Z2R1/nD02Tef7V+aLHVQUqBlpc24j+N3em2w1tsVqtzPh5Icv/2MD1rZox9p4hNG5wFU+++FaO64aHhjDlmXFYzGZMJjOLf1/DynWbGDqgF/cM6U9Y5RDmfPE2f6zfzORpH9Kofh0G9+3B5GkfUrtWBJMevx/DbsdkNvP593NcOnfB7GNQIST3gRBLOTs+pefQnIiIVylnKc/j1z3J49c9mW3ZZQE1iiEiB5MZx3dHOQCDcjkclognmSp1M4o0rjQX7+/ldjFQvWo4/W7qRL8enbisWjgbt+7g+dc/ZOmq9WRkOE4W2bBlG3/v2MMrzz5yyX72HjjEoJGPZZv//U/z+f6n+dnm79izn8nTHJfYbN2xh1vvuXTfIiIi4jq3i4FFMz7idGw8Py9cztwFyzh64lSO7fYdPML23VEFDlBEREQ8y+1i4MGnX2b1n3/leZ+BQ9HHuPeRSfkOTERERIqG26fEdb+xHZdVzfnGC9WrhvPikw8WOCgREREpOm4XA3173EhIpeAcl4UEB9K3x40FjUlERESKkNvFgOMezzkfIrjqylrEnyn6SzpEREQk/1w6Z2DYgN4MHdgLcNzR6Z2XniI9I+vlEeX8/AgNCeaXRSsKP0oRERHxGJeKgf2HjrB05XpMJrhrcF82/rWd07FZn16VYbVy8HA0i1as8UigIiIi4hkuFQPrNv3Nuk1/A5B8LoWf5i/lVEycRwMTERGRouH2pYUffT3LE3GIiIhIMXGpGHj9+cd5Z/p3HDl2gteffzz3xobB4/+X87OgRUREpORxqRioXCkIHx/HYxxDKwXn+ChIERERKZ1cKgYuvJPgPY8857FgREREpOiVsYfyioiIiLvy9Qjj8NAQbmjXgqrhYZTz8822/M2PvylwYCIiIlI03C4GunRozdTnxmO2mImLTyDDas2y3DAMFQMiIiKliNvFwMOjhrF201aefeU9Es8meSImERERKUJunzNQLTyU73+ar0JARESkjHC7GNi6Yw9XXF7DE7GIiIhIMXD7MMHUD77ktYmPcC4llXWbtnI2KTlbm9S09EIJTkRERDzP7WJgzhdvAfDSUw9iGDnffOjazgMLFpWIiIgUGbeLgedee59L1AAiIiJSCrldDPyyaIUn4hAREZFiojsQioiIeDmXRgZmfDyVZ195lwOHopn5ydQ8DxPcPuaJwohNREREioBLxcC+fw+TlnmFwL6DR/TUQhERkTLEpWLguVffd76e+Op7HgtGREREip7OGRAREfFyLo0MjB9zl1ud6kFFIiIipYdLxUD3G9u53KGeWigiIlK6uFQM3DRkTKFv2M/Pl6/fnYKfrw8Wi4UlK9fxwZczuf2Wm7lzYB9qRlSnfd+7OJNwNsf1+/boxOi7HHc6/OSb2fy6WPc/EBERyQ+3bzpUWNLTM7j30UmkpKTiY7Hwzfsv88eGLfy1fTcr123iy7dfuuS6QYEB3H/3YG67bwIYBj9++jq/r/mTxByekyAiIiK5y3cx0KzJ1Vxx+WX4+flmW/bjz4tc6iMlJdURhI8FHx8LhmGwO+pgnutd36op6zb97XyM8rpNf3N962YsXLbajQxEREQE8lEMhIYE89mbL1DniggMw8BkMgFkeWiRq8WA2Wxm1vTXqVmjGjN+Xsi2XVEurVc1LJQTp2Kc0ydPx1I1LDTHtgP7dGNQ7+6OGO129kftzrXvtNTUPNuUFd6Sq/IsW7wlT/CeXJWn50TUrO1SO7eLgQkP3ENScjJdB41iaeSn3HH/k8TEnaFP9xvo0/1Gxj41xeW+7HY7A0eOJzDAn3deeoqrrqzJvoOH81zvfAFyoUs9QXH2vCXMnrcEgE2/zaRO3Qa59r0/aneebcoKb8lVeZYt3pIneE+uytNzzt8wMC9u32egRdNGfP3jr5yOjc+cY+LEqRg+/e4n/rdkJRMfvc/dLjmbdI6Nf22nfatmLrU/cTqGalXCnNNVw0M5FRvn9nZFREQkH8VAYEBF4hISMAyDpOQUQkOCncu2bt9D08auVT0hwUEEBvgDUM7PjzYtruXg4aMurbvmz620a9mUoICKBAVUpF3Lpqz5c6u7qYiIiAj5OExw9PhJwkNDANj/72F6devIynWbALixXQsSEnO+FPBi4aEhTHlmHBazGZPJzOLf17By3SaGDujFPUP6E1Y5hDlfvM0f6zczedqHNKpfh8F9ezB52ocknk3ik28imfnJNAA+/nqW82RCERERcY/bxcCqdZtp16Ipi1es5ZNvZ/PelKdYGvkpVpuN6lXCeOuTb13qZ++BQwwa+Vi2+d//NJ/vf5qfbf6OPfuZPO1D5/TcBcuYu2CZu+GLiIjIRdwuBt7+9Dvn69UbtnDng8/QpUNr/Pz8WLfpb1Zv2FKoAYqIiIhnFfimQ9t372P77n2FEYuIiIgUgwIVA+XL+XFrr65cWTOCmLh4fl38O8dPni6s2ERERKQIuFQMPP7A3dzYriW9h411zvOvUJ6Zn0yjVkR1Es8mExDgz/DB/bh9zBMcij7msYBFRESkcLl0aWGrZo3535KVWebdM6Q/V1x+Gc+//hEd+g2n860jOHbiFGOGD/JIoCIiIuIZLhUDNapVYeee/Vnmde3Ylv3/RjvP6I9PSOTrWb+4fJ8BERERKRlcKgYsFgtp6f/d0jAoMIDatWrw51//ZGl39MQpwiqHFG6EIiIi4lEuFQOHjhyjZdPGzukb27UAyHbXv8qVgl2+6ZCIiIiUDC6dQPjD3AU8P+EBAgP8iY1LYOiAXhw9foq1G7MWA+1aNnXpQUMiIiJScrhUDPyyaAXhoSEM6X8zQQEV2Rl1gClvT8dqsznbhAQH0fn6Vnz09Y8eC1ZEREQKn8v3Gfjs+zl89v2cSy6PT0jkxlvvLZSgREREpOi4/dRCERERKVtUDIiIiHg5FQMiIiJeTsWAiIiIl1MxICIi4uVUDIiIiHg5FQMiIiJeTsWAiIiIl1MxICIi4uVUDIiIiHg5FQMiIiJeTsWAiIiIl1MxICIi4uVUDIiIiHg5FQMiIiJeTsWAiIiIl1MxICIi4uV8imvDfn6+fP3uFPx8fbBYLCxZuY4PvpxJjWpVmDb5MYKDAti19wBPTXkHq9WaZd3LqoXz6zfv8e/hYwD8s3MvL7z5cXGkISIiUuoVWzGQnp7BvY9OIiUlFR+LhW/ef5k/NmzhrsF9+TZyHguXr2bS+DEM6NWFH39ZnG39I0dPMnDk+GKIXEREpGwp1sMEKSmpAPj4WPDxsWAYBq2bNeG3lWsB+GXxCjq3b12cIYqIiJR5xTYyAGA2m5k1/XVq1qjGjJ8XcuTYCc4mJWOz2QE4eSqGKmGhOa5bo3oVIj97g6TkFN77/Hu2/LMrx3YD+3RjUO/uABh2O/ujducaU1pqap5tygpvyVV5li3ekid4T67K03MiatZ2qV2xFgN2u52BI8cTGODPOy89Re1aEdnaGBjZ5p2Ojafb4PtISDxLw3q1eXfK0/QbPo7kcynZ2s6et4TZ85YAsOm3mdSp2yDXmPZH7c6zTVnhLbkqz7LFW/IE78lVeXpOWlq6S+1KxNUEZ5POsfGv7VzbsD6BARWxWBxhVa0SxumYuGztMzKsJCSeBWDn3gMcOXqCKy6/rEhjFhERKSuKrRgICQ4iMMAfgHJ+frRpcS0HDkXz59btdL+hHQD9enRi+Zo/c1zXbHaEHlG9KjUjqnPk2MmiC15ERKQMKbbDBOGhIUx5ZhwWsxmTyczi39ewct0m9v97hGmTH+OhEXewa99B5sxfCsCN7VrSqMFVfPDFDJpf25AH770dm82GzW7nhTc/JvFsUnGlIiIiUqoVWzGw98AhBo18LNv86OMnuX3ME9nm/752I7+v3QjA0lXrWbpqvcdjFBER8QYl4pwBERERKT4qBkRERLycigEREREvp2JARETEy6kYEBER8XIqBkRERLycigEREREvp2JARETEy6kYEBER8XIqBkRERLycigEREREvp2JARETEy6kYEBER8XIqBkRERLycigEREREvp2JARETEy6kYEBER8XIqBkRERLycigEREREvp2JARETEy6kYEBER8XIqBkRERLycigEREREvp2JARETEy6kYEBER8XIqBkRERLycigEREREvp2JARETEy/kU14b9/Hz5+t0p+Pn6YLFYWLJyHR98OZMa1aowbfJjBAcFsGvvAZ6a8g5WqzXb+iOH3sqtPbtis9t55d3PWLtxazFkISIiUvoV28hAenoG9z46iQEjxjNwxHiub9WMaxrW49Exd/Ft5Dx6DR1L4tlkBvTqkm3d2rUiuLlze/rdPY4xE17guUdHYzZrkENERCQ/ivUbNCUlFQAfHws+PhYMw6B1syb8tnItAL8sXkHn9q2zrde5fSsWLl9NRoaVoydOcfjocZpcXbdIYxcRESkriu0wAYDZbGbW9NepWaMaM35eyJFjJziblIzNZgfg5KkYqoSFZluvSlgo/+zc65w+eTqWKmGVc9zGwD7dGNS7OwA2m520tPRcY2pyTVPizyTmN6VSxVtyVZ5li7fkCd6Tq/L0nMuqhbvUrliLAbvdzsCR4wkM8Oedl56idq2IbG0MjGzzTCZT9nZG9nYAs+ctYfa8JS7H9OMn07ht9ASX25dm3pKr8ixbvCVP8J5clWfxKxEH2s8mnWPjX9u5tmF9AgMqYrE4wqpaJYzTMXHZ2p88HUO1Kv+NGFQND+V0bHyRxSsiIlKWFFsxEBIcRGCAPwDl/Pxo0+JaDhyK5s+t2+l+QzsA+vXoxPI1f2Zbd8WajdzcuT2+vj7UqFaFmhHV2bYrqkjjFxERKSssVWo1eL44NlyzRjXenfI0t/e/mUF9evD72o389L8l7Nyznwlj72HE7bdw9tw53vv8B+x2Oze2a0mvbjew8a/txJ9JpFJQIC88MZaeXTvyyrufcyj6WOEEZoKdew8UTl8lnbfkqjzLFm/JE7wnV+VZ7EyNOvbP+WC7iIiIeIUScc6AiIiIFB8VAyIiIl5OxYCIiIiXUzEgIiLi5VQMiIiIeDkVAyIiIl5OxYCIiIiXUzEgIiLi5VQMiIiIeDkVAyIiIl5OxYCIiIiXUzEgIiLi5VQMiIiIeDkVAyIiIl5OxYCIiIiXUzEgIiLi5VQMiIiIeDkVAyIiIl5OxYCIiIiXUzEgIiLi5VQMiIiIeDkVAyIiIl5OxYCIiIiXUzEgIiLi5VQMiIiIeDkVAyIiIl5OxYCIiIiXUzEgIiLi5VQMiIiIeDkVAyIiIl5OxYCIiIiXUzEgIiLi5VQMiIiIeDkVAyIiIl5OxYCIiIiXK9Zi4MUnH2Tlz18x98t3nPO639iOn796h39W/ESj+nUuue71rZox79v3WfD9h4y449aiCFdERKRMKtZi4OeFyxkz4YUs8/YdPMwjz73G5r93XnI9s9nMxEfu4/4nXqTv8HH07NKe2rUiPB2uiIhImVSsxcDmf3aScPZslnkHDkXz75Fjua7X5Oq6HD56nOjjJ7FarSxcvprO7Vt5MlQREZEyy6e4A8iPKmGVOXEqxjl98nQsTa6ul2PbgX26Mah3dwDqX3UFycnJufZtGAYmk6nwgi3BvCVX5Vm2eEue4D25Kk/PsRvQod/debYrlcVATj9MAyPHtrPnLWH2vCUAbPptJqfjEnLte3/UburUbVDwIEsBb8lVeZYt3pIneE+uytNz0tLSXWpXKq8mOHk6lmpVwpzTVcNDOR0TV4wRiYiIlF6lshjYvjuKmhHVqVGtCj4+PtzcuT0r1mws7rBERERKpWI9TDB10nhaNm1EpeAglkZ+yodfziThbBJPjxtJ5UrBfPjqRHbvO8joCS8QHhrC/z0xlgeefAmbzc7Lb3/KJ69PxmI2M3fBMvb/e6Q4UxERESm1irUYeOKFN3Ocv+yPDdnmnY6N54EnX3JO/7FhC39s2OKx2EREJGd2u5301HPY7bZC6S88LIxzSbmfz1UWeDJPs9mCX3l/zOb8DfiXyhMIRUSk+KSnniO0cmUqhVQqlLPj01JTKVe+fCFEVrJ5Kk/DMIiPP0NcXBzl/QPy1UepPGdARESKj91uK7RCQArOZDIRElKpQCM1KgZERMRtKgRKloL+PlQMiIiIeDkVAyIiUipFR0czaOBAGjdqRMOrr+axxx4jPT2db7/5hkceeaS4w+PXX39l165dzukpU6awfNmyYozo0lQMiIhIqWMYBkOGDKFPnz5s37GDbdu3k5yUxOTJkz2yPavV6vY68y4qBp599lk6d+lSmGEVGhUDIiJS6vy+YgXly5XjruHDAbBYLEydNo1vvv6acykpHI2Opm+fPlzTpAlTXnJclp6cnMwt/fvTqmVLml93HZGRkQBs2bKFbl270q5tW/r07s3x48cB6N6tG5Oee45uXbvy2quvUr9ePex2OwDnzp3jqjp1yMjI4IvPP+f666+nVcuWDBkyhHPnzrFu3Trmz5/PM08/TetWrTiwfz/3338/c+bMAWDF8uW0ad2aFs2bM/q++0hLSwOgfr16vPjCC7Rt04YWzZuzZ88eAP5YtYrWrVrRulUr2rRuzdmLHvJXULq0UERE8q3Cq565JDDlqdRcl+/ctYtm112XZV5QUBCXX345VquVTZs2sWnzZvz9/Wl//fXcdPPNHD58mOrVqzP3558BSEhIICMjg/HjxxMZGUl4eDiRkZE8P3kyn0yf7myzZOlSALZu3cofq1Zxw403Mn/+fLp164avry/9+vfn3hEjAHh+8mS++uorHnjgAXr16sXNPXty6623ZokzNTWVUaNGsXDRIurWrcuIe+9l+vTpPPTQQwCEhoWxbv16PvnkE95+6y0++vhj3n77bd56+23atWtHUlIS5Qv5EkWNDIiISKlzqScAnp/fuXNnQkNDqVChAv369WPt2rU0btyY5cuX8+yzz7J69WqCg4PZu3cvO3fsoHevXrRu1YrXXn2Vo0ePOvsbOHCg8/WAgQOZPXs2AJGRkc5lO3fsoEvnzrRo3pyZM2eya+fOXGPfu3cvV1xxBXXr1gVg2LBhrF692rm8X79+ADRr1oxDhw4B0KZtW5588kk++OADzpw5g49P4e7La2RARETyLa89eFfk52Y8Da++mp/nzs0yLzExkejoaCwWS7ZCwWQyUbduXdauW8fiRYuY9NxzdO3alb79+nF1w4asXLkyx+34V6zofN27d28mPfcccXFx/LVlCzd26gTAqFGjmBUZyTXXXMO333zDqlWrco3dMHJ+yu555cqVAxyHPs6fqzBhwgRuvvlmFi1axA033MCCBQuoX79+rv24QyMDIiJS6nTq3JmUlBS+/+47AGw2G089+STD7rwT/woVWLZ8OXFxcaSkpDBv3jzatm3LsWPH8Pf35/Y77uCRRx/lr61bqVevHjGnT7N+/XoAMjIy2HmJPfuAgABatGzJ4489Rs+ePbFYLAAkJSVRrVo1MjIymDlz5n/tAwNJyuHYfv369Tl06BD79+8H4IcffqBDhw655ntg/34aN27M448/znXXXec8l6CwqBgQEZFSx2QyMfPHH5kzZw6NGzWiSePGlCtfnhdeeAGAdu3aMeLee2ndqhX9+/enefPm7Nixgw7t2zsOB7z2Gk899RR+fn78MGMGE599llYtW9K6VSvWr1t3ye0OHDiQGTNmZDl8MGnyZDp26ECvnj2pd8He+qBBg3jrrbdo07o1BzK/+AHKly/P9OnTGXrHHbRo3hyz2cyoUaNyzfe999+n+XXX0aplSyqUL0+PHj3y+6PLkalRx/65j1eUIZt+m0n0sZO5ttkftZs6dRsUUUTFy1tyVZ5li7fkCSU313NJCdSrV6/Q+tOzCQrH3r178Q8IzrrNtHRuGz0hz3U1MiAiIuLlVAyIiIh4ORUDIiIiXk7FgIiIiJdTMSAiIuLlVAyIiIh4ORUDIiJS6lQoi0g9lwAAIABJREFUX55777nHOW21Wrk8IoJbb7nFrX7q16tHTExMgduUdioGRESk1KlYsSI7d+4kJSUFgGXLlnHZZZcVc1Sll4oBEREplbp3787ChQsBmPXjjwwaPNi5LC4ujkGDBtGyRQs6duzItm3bAIiNjaV3r160ad2aB8eOzfKcgBk//ED7zDsUPjh2LDabrWgTKkZ6UJGIiOTbgFsL/jVis/ljsWTdN/1pjjXP9QYNHszLL79Mz5492b59O8OHD2ftmjUAvPjiizS99loiIyP5fcUKRo4YwYY//2TKlCm0a9eOZ559loULF/L5558DsHv3bmbPns2KFSvw9fXl4XHjmDljBkOHDStwfqWBigERESmVmjRpwuFDh5j144/Z7tW/bu1aZsyYAcCNnToRGxtLQkICa1avdj5M6OabbyYkJASAFStWsOWvv2h//fUApKSkEB4eXoTZFC8VAyIikm+u7MHnpSD37O/VqxdPP/00i3/7jbjYWOf8nB4TfP6xxhc/3vh8+2FDh/LiSy/lK47STucMiIhIqXXX8OE8/cwzNG7cOMv869u3d44ArFq5krCwMIKCgrLMX7x4MfHx8QB06tSJuXPncurUKcBxzsGhQ4eKMJPipZEBEREptSIiInjwwQezzZ84cSKj77uPli1aUMHfn08/+wyAZ599luF33UXbNm1o36EDl19+OQBXX301k59/nj69e2O32/H19eWtt9+mVq1aRZpPcVExICIipU7MBYcEzut4ww10vOEGACpXrkzk7NnZ2oSGhvK/+fOd09OmTXO+HjRoEIMGDcq2zp69ewsj5BKtWIuBF598kI5tWxAXn8At9zwMQFBgAG88/xiXVavCsROneGzy6yQmJWdb9+/ls4k6cBiA46dO89AzrxRp7CIiImVFsZ4z8PPC5YyZ8EKWeSOH3sr6zdvoNXQs6zdvY8TQW3NcNy0tnYEjxzNw5HgVAiIiIgVQrMXA5n92knD2bJZ5na5vxS+LVgDwy6IVdG7fujhCExER8Rol7pyB0JBKxMQ5zu6MiYunckhwju38/Pz48ZNpWG02Pv9hDstX/5lju4F9ujGod3cADLud/VG7c91+Wmpqnm3KCm/JVXmWLd6SJ5TcXMPDwkhLTS20/gzDKNT+SipP52nNyMj2fomoWduldUtcMeCqboNHcTo2nojqVfn8rReIOnCYI8dOZGs3e94SZs9bAsCm32ZSp26DXPvdH7U7zzZlhbfkqjzLFm/JE0purueSEvJ9X4CcFOQ+A6WJp/P08fXN9n5JS0t3ad0Sd5+B2PgzhFV23BEqrHIIcfEJObY7HesYPYg+fpKNW7fToO6VRRajiIhIWVLiioHf12yk302dAOh3UydWrMk+/B8UUBFfX8egRqXgQJo1acD+f48UaZwiIlJ8Kvr707pVK65r1oxWLVvyzjvvYLfbC9zvoX//pUL58vzf888758XExBAYEMAjjzziVl9hoaGF0qYoFOthgqmTxtOyaSMqBQexNPJTPvxyJp/9MIc3nn+cW3t14fjJGMZPdlwD2qh+HQb37cHkaR9Su1YEkx6/H8Nux2Q28/n3czhwKLo4UxERkSJUoUIFNvzp2Fk8deoUdw8fTmJCAs9NmlTgvq+88koWLlzI5MyCYM6cOTRs2LDA/ZZkxVoMPPHCmznOHzl+crZ5O/bsZ/K0DwHYumMPt97jXoUmIiJlU5UqVfjggw9o3749E597DrvdzsSJE1m1ahXpaWmMHj2akaNGMWzYMIYNG8ZNN90EwKiRI+nZqxe33HJLlv4qVKhA/fr12bx5M82bN2d2ZCQDBgzg2PHjABw6dIgxo0cTExNDWFgYn0yfTs2aNfn34EGG3303VquV7t26ZenzzTffZHZkJBkZGfTt27dQipbCVGpPIBQRkeLn86Kl4J1Yy+Hjk7Uf63M2t7q4snZt7HY7p06d4n/z5hEcFMSaNWtIS0ujc6dOdO3alUGDBjE7MpKbbrqJ9PR0VqxYwbvvvZdjf4MGDyYyMpKqVatisVioXr26sxgY/+ijDB06lGF33snXX33FY489RmRkJI8//jj3jRrF0GHD+Pjjj519LV2yhP379rF8+XL8ypVj4IABrP7jD9p36ODmD8pzStw5AyIiIvlx/kmFS5ct4/vvv6d1q1Z07NCB2NhY9u3bR48ePfj9999JS0tj8eLFtG/fngoVKuTYV/fu3Vm+bBmzZs1i4MCBWZZt2LCB24YMAeCOoUNZt3YtAOvWrWPwbbc55t9xh7P90mXLWLp0KR06dKBtmzbs2bOHffv2FXr+BaGRARERyTd39+BzkpaaBuWzP1bYHQcPHMBisVClShUMw+DNt96i20VD9QAdO3ZkyZIlzI6MdH5x58TPz49mzZrx7jvvsHnLFhZc8DyDi134SORLPR55woQJ3HnnnSX2EkqNDIiISKl2+vRpHnroIcaMGYPJZKJb165Mnz6djIwMAKKiokhOdjzjZtDgwXzzzTesWbMmx2LhQg8/8ggvvfQSoRed8d+mTRsiZ80CYOaMGbRt1w6Atm3b/jc/8zHJAN26duXrb74hKSkJgKNHjzoflVxSaGRARERKnZSUFFq3akVGRgY+Pj7cfscdPPyw44F399x7L4cOHaJtmzYYhkFYWBizIiMB6Nq1KyNHjKBXr174+fnluo2GDRvmeBXBG2+8wejRo3nrrbecJxACvP766wy/+27e/+AD+vfv72zftVs3du/ZQ/fu3TGZTFQMCODLL76gSpUqhfXjKDBTo479jbwajb339nx1PvPnhcTGncnXup6w6beZRB87mWubknrHL0/wllyVZ9niLXlCyc31XFIC9erVK7T+dAfCwrF37178A7Lewj8tLZ3bRk/Ic12XRgZG3zmQhMQkrDary0FVrhTM8j82lKhiQERERLJz+TDB/U++xPbdUS61tVjM/LU0Mt9BiYiISNFx6QTCRSvWcCYh0eVObTY7i1asyfZ4YhERKRvOX8YnJUNBfx8ujQxc6k6Bhb2OiIiUfGazhfj4M4SEVMrxUjopWoZhEB9/BrM5/zeAcvkwgY/Fgt0wLvkgCLPZjNlkwmor+DWnIiJScvmV9ycuLo6YmNOF0p81IwMfX99C6ask82SeZrMFv/L++V7fpWKgYb3a/PDRVO5/8kXWbfo7xzatmjXmo6nPcc+4iWzdsSffAYmISMlmNpsp7x9QaP2V1KsmCltJztOlcwbuGdKf31auvWQhALB+8z8sXr6GYYP6FFpwIiIi4nkuFQOtmjXht9/X5tlu6ar1tLimbD/mUUREpKxxqRgIDKhIbHxCnu1izyQQFFh4Q0ciIiLieS4VA3FnEoionvdtEyOqVyHuTN5Fg4iIiJQcLhUD6zf/w239bsr1EhKTycRt/W5i3eZLn1cgIiIiJY9LxcD0b2dTt3Yt3nv5aS6/rFq25RHVq/LOS09x1ZU1+fTbnwo9SBEREfEcly4tPHz0OA8+PYWpk8bzv+/eJ/r4SY6fjMEwDKpXDefyy6oSdyaBh555mcNHj3s6ZhERESlELt90aOPWHfS84wF6detIi2saUSW8MmBi+64ovpwxlwXL/iAlNc2DoYqIiIgnuFwMAKSkpjF73hJmz1viqXhERESkiLl0zoCIiIiUXS6NDFQND+XZR+6jXp1axMSd4bX3PmfbLtceZywiIiIlm0sjA6899yj/HjnKTUPGMGPOAj58dSJ+fmX/oRIiIiLewKVi4Oq6tVm1bjMAq9ZvIjgogKrhoR4NTERERIqGS8XAwuWreeCe22jVrAlPPHgvu/cd5MjRE56OTURERIqAS8XA/73+EfOXrKJX1w4ciT7BiEcneTouERERKSIunUBoGAY/zV/KT/OXejoeERERKWJu3WegsL345IN0bNuCuPgEbrnnYQCCAgN44/nHuKxaFY6dOMVjk18nMSk527p9e3Ri9F0DAfjkm9n8unhFkcYuIiJSVrh0mODhUUOpElbZrY4fHjWUsMohubb5eeFyxkx4Icu8kUNvZf3mbfQaOpb1m7cxYuit2dYLCgzg/rsHc/uYJ7l99BPcf/dgggIquhWfiIiIOLhUDNx7+y1uFQNms5l7b7+F8NDci4HN/+wk4ezZLPM6Xd+KXxY59vJ/WbSCzu1bZ1vv+lZNWbfpbxLPJpGYlMy6TX9zfetmLscnIiIi/3HpMIHJZGLy4/eTfC7F0/EQGlKJmLh4AGLi4qkcEpytTdWwUE6cinFOnzwdS9UwXeooIiKSHy4VA4tXrMFws+PFv6/NttdfWEwmU7Z5hpFzhAP7dGNQ7+6ONnY7+6N259p3Wmpqnm3KCm/JVXmWLd6SJ3hPrsrTcyJq1napnUvFwIQX3ixQMO6IjT9DWOUQYuLiCascQlx8QrY2J07H0LJpY+d01fBQNm7dnmN/Fz5YadNvM6lTt0Gu298ftTvPNmWFt+SqPMsWb8kTvCdX5ek5aWnpLrUrcQ8q+n3NRvrd1AmAfjd1YsWaP7O1WfPnVtq1bEpQQEWCAirSrmVT1vy5tahDFRERKROK9dLCqZPG07JpIyoFB7E08lM+/HImn/0whzeef5xbe3Xh+MkYxk+eBkCj+nUY3LcHk6d9SOLZJD75JpKZnziWffz1LBLPJhVnKiIiIqVWsRYDT1zi8MPI8ZOzzduxZz+Tp33onJ67YBlzFyzzWGwiIiLeosQdJhAREZGipWJARETEy+X7MEHLZo1pXP8qqlUJ5YsZP3PydCzXNKzH0eMnic3hCgAREREpmdwuBioFB/L2i0/SrHEDTsfGEx4aws8LV3DydCxD+t9EUnIKL7/zqSdiFREREQ9wuxh4etxIQkMqccs9j3Ao+hh/LY10Llu78W9G3zWoUAMsTNtjt9Hym5YAVC4fSlxqLAAtqrTE38efI0lHOJh4ANblvH7niK50iuiCxWTBx+zDvjNR7IzbwbAGw/E1+2A2WbCYzJhNFnzMFv6J+ZufD8xhUqv/A+CKwCsJrRBWJLmKiJRUhmFgN+ycTj3N6mOr2HHkH7oH3MyfJzcQUi6EFzc+n+v614U3Z8vpzc7p7jVv4oMbP8mxrdVuJT4tjv8dnEfT8KYsPbyEnlf0Ii41jrbVr8fHXKzn0ZcYbv8UOrRuzqSp73PgUDRmc9ZTDk6ciqFqeOm4LfD5QgBg06mNLq2zPHopy6OzP8Z59fFVua43ZNHAbPNGNByFxeSDxWzBYrKQakslvEI4O2K38+vBnwGo6l+Nx5s9yTnrOdYc/4PhV99LRMUIfC2+mDBRwccfP4sfPiYfTCaT8y6MGfYMMuwZ7E/YR3lLecr5lMdiMmMxWZwFS5Bf9ts8S8lhN+wkpic6P6j+u8OmgZF5P1DD4ILXBgkZCcSef18bF7TDwDAMsvRgGIDBuhNrCS8fTliFcJYcXkw5SznaVG+HzW7Fatiw2a3MippJ1Jm97DmT/c5p3S7vQY9aN+Fj8mXN8T+I3PcjAC2rtqZnrV7OPl7f8hp1gq/izgZ3YzNs2AwrMSkxfLjtPQDubzKWAwkHWHx4IbfVvZ2q/tUdkWbm8V8OduLiYqh0NtS57NMdH1/y5/jgNQ873/MWsw9f7fycmNTT1KgYwT0NR1KpXLCjeDf5cM56jqfWPp6tjyebP0Pt4KswY8JsMmMymTFhwmzKnMac+a+J3w4vJMA3kHbV22MzbNgNGzbDjt2wsenURj7a9r6z35fbTqVh5Ub4mn2xmC1Y7VbSbGlcVvEyfM1++Jp9ybBnYBhGjndd9aTzX9YAabY0UmwpWO1WUm2p7IjdRnRSNN/s+oIGla9mZKPR7IzbwSubXnKuP/iqISRlJFHBpwKJ6YksObI4z21+F/2ty/FdWAgA/HZ4EXW/qeXy+tN3fJRlemSj0Xy2w1FMjL1mHGfS4jly9jCrjq1kSttXGVz3dpf7Lq1MjTr2d+tOw+sXfM+TL77FynWbMJvNbF0WyW33TWBX1AG6dGjN/00YS/u+d3kq3gJZu/Ab1uzZQKBfEGm2NL7YMR1fix+dI7qQYc8g1ZrKu5ve5Gj6MZIzst+34PKAmrSt1g5r5h/5zwfmAI4qtaJvADa7NfODzs6Jc8eIToou6hTzpXFoE06dO8mplFMAtKvenrXHV+Nj8qHnFb0J9AvkaNJRrgy6ErPJjN2wY+D4wjIMO3bs2DM/PAzDjoHj9c64HeyK30nTsGZcEXQlvx1exDnrOdpVb08FSwWWRS/JNabtsduY2PJ5agbWJCLgcmJTYwgrH05F3wCs9gxsho2jSUf5J3Yrbaq1w2a3kWxN4rdDi2gafh3PrHsiW793Xz0CA4NF/87nZMpJ2lRry/XVO9ApogvptnTS7WnM3PsDZpOF3lf0Id2eTtSZvQT6BvL8n89l6evGGp0xm8zOArFbzR74mcthGHbHFwF2DMPAZtiIOrOX6KQjzvfPkbOHOXHueOH9EsVrXB5QE1+zLwcS9zvnXRN6LWaTGR+zD7vid2X7/AopF0L7yzpis9uwGlZsdhvnrMmsO7HW2aaaf/US8Z5sWLkRO+N2ZJlXya8S11VpwfLopbzcdiq1g2uz98xeNpxYz/x/fy2y2Pbe+W+BCrPiugPhbaMn5NnO7WLgo6nPYdjtPPDUFGcxMPi+x9kddZB3pzyNzWbj0UlT8x24J236bSbRx07m2saTv6wV0cu4b/m9NKzciD5X9svyh3kq5RT+PhVYeGhBlj9IX7MfGfb/bidZ1b8aJ8+dcE77mHywGtYs27l4XkTA5djPf0EZNk6nnPZIfuIZ/j7+mMj8ADKZOP9f5qTztd1ux8fiA85lF7TDlKWtCRMnU/77Wzi/FwqOD2M/sx8+Zh8Mw2Dz6U25xhdWPpxWVVuz4ND/ssy/o94wfMy++JgtfLHzMwAGXjUYH7MvFpMZq93Gj1E/AI69seSMZL7a9TlNw5rRrnp7Z/yO2E3O6fjYGELDqjiXvf7Xa5eMbdy1jzoKdLuNDHs6s6J+5GxGIgANQhpSP6Q+VrtjpGJ77Daik47k2M+NNTpjXKLotWNgGHbi0+LZn7APcHw5+1nKZRmRy2kEsX6lBtixY7VbHYcogZBylbHarc44i5MJE4bbT6ZxHIbtcFlHgv0q0TS8GceTjzNtyys82fwZGoc24dqwZviZ/bCYLUDBP3ePJx/jWPJRrHYrFXz8CS5XieSMJAzDoH5IgxwPBWw4sY5hvw0BoGZgLQ6fPQRAs/DrCParxO9Hl2dbp3ZwHRb3yz7fVWWqGKh/1RV8/e4Ujh4/ydJV6xkzfDDf/zSfq66sSZOr6zL0gac4cKhk7hEXdzHgKXbDToY9HR+TL6bMocu8nE45xYsrJ9Hz6r5U9a9GqjWF1/+aimHYGdVoDPsSolgevZQhdYeSZkslxZpCuj2dCj4VModIHcOl2YdOzZhNJkyYOZVykre3vsEtdQbSplpb597xzbV64Wv2JerMXt7a+jrtqrfn/iZjOXL2ML8cmMuGk+vzjL9GxQgsZovzDxigeXgL5xeXn7kc6fa0LOtULh/KbXVvZ9OpjWw8uSFbn40qN2ZH3H/PuAivEJ55vDGeBiEN2R2/M0v7cdc+SliFcCatfwZfsy+vtJuKifMf/uYs/yemJ5KUcZYrg+rga/bBx+zDiujl7IrbQXmfCrSt1o4GIQ2pFVSLAN/ALB+UriqN79388JY8Afbt3cUVV9UlOSOZ6KQjhJQLIcOwYrVnkGpNYdGhhXSscSN+Fj/shg2r3Ua6LZ2ZUd/zb+JBdsfvAuDehiNpWLkxPpmHJn1MPpjNFr7c+SnJGcm83v5tylvK42vxxWyyEJx5GNFishTJIYqS/Du9+PDDjqFR+Fn88tVXmSoGAGrXimDsvbfT5romBAZUJCk5hQ1b/uG9z38osYUAlN1iIL+8JVflWbZ4S57gPbmWhjwvLArye7igJBcDbp9AGBwUyNHjp3gs85kBF564JiIiUtbV+/YKAK4KrsuNEZ3pfUUfqvhXpZylHAAbTqzHali5rGINPt72AUuP/AZAw8BG7FznOB9iRMP7WHN8tXPE8aZaPZ0jMgATrnua4HJFd6K3W8WAj8XC73O/YNwzr/DHhi0AKgRERKTM23vnv84i4Lx9CVHsS4hyXomQl51n/zsx8vOd07MsW3RoQZbpB699hGBKaDFgtdk4cSoGX19dlykiIt7DZDIRddch3vxrKh9t+8Clda4Mqu08MfRiDzcdz+lzp/hh73eA4/LGmoGOQxEmTAT5BhVO4C5y+1v96x9/ZcQdt7Jx63bOJp3zREwiIiIl0vhmTzC+WfbLll2R0zkD/9dmSmGEVWBuFwPXNqpH9arhLJn1Kf/s3Ets/JkshwoMA5595d1CDVJEREQ8x+1i4PIa1Tl20nGdur9/Bfz9K2RtoHMIREREShW3i4FhDzzliThERESkmOR9dxoREREp09weGRh7b94PbPjgixn5CsbTzp20sPWd3M/QjI+tzdnQoj2L0x053efCMLlwaCaH9eLjriQpNDDP/l3mQmlZ2PcyM1zoMC6mFslhgXm2K+JnwRS62NO1OBeee56FfRTPlbdeYYuNqcW5PH6fZeVgZawr71170cSSH6683wwD4mOv5GxoHnkW4i/VdNEHR15xZlueW3u7KXuTzN9RfHwdEkKyXy54Yf85/U3luDm7ax9Yjcefcqmd28XAwN5ds80LqFiRcn6+nEtJ5VxKaoktBuxnzCT/UjHXNqYMX5J983erydLGlOFHkjfkmuHHWS/JM1F5likmL3nvmjL8vOJz15JRjZSiznO8a83cLgY63Toix/ktrm3E0+NGMGmqa9dfFgdzsJ0KPXK/HDI1PpagkOJ/DHO+K8GcqsqcOjMg5UwcAZUq5yOQ/DUr7L1IV7tLiY+nYkhI7o1K8N6Vq1IS4qkYnEeeUOgHB4t6QCXlTDwBlfLO05VRo5IuJT6OiiF5/I1SyL+DYvi5pSbEElAp789dl0fv8pODOesnysVdXPx+cimWC/7WTEB8XAz+lcOybeviDbqaZ75HinNQaHcP2vT3Dr6eNY+Jj47m9jH5uwbT0/yr2bjuyYRc2+yP2kedut5xU6X9UXtL/P3AC8P+qD3KswzxljzBm/5Go6hT170Hc5VG+6P2U6eub5FuMy0t7zZQyPsIsfFnqFMrojC7FBEREQ9zexc4pyc1+fr6ULtWBPcPH8zBw0cLJTAREREpGm4XA38vn33JhxPFn0lk3MRXCxyUiIiIFB23i4GX3pqerRhIS8/g5OkYtmzbRUaGtdCCExEREc9zuxiY9etiT8QhIiIixcTtEwg3Lp5Jo/p1clzWoO6VbFw8s8BBiYiISNFxuxgo5+eLyZTzan6+vljMusOxiIhIaeLSYYLw0BCqhoc5p+tckf3ywXJ+vvTv2dn5RMOCGDagNwN6d8Nkgtn/W8J3s/+XZXnLpo14d8rTHD3uuM3i0j/W8/HXswq8XREREW/kUjEwsHc37r/7NgzDwDAMXnhibLY2JpOJjAwr//fGxwUK6KorazKgdzduHzOBDKuVj6dOYtW6zRw+ejxLuy3/7GLs01MKtC0RERFxsRiInLeEles2YTKZmPHxVCa++j77Dh7K0ibDaiX6+ClSUlILFFDtWhH8s3MPqWnpgOPOhl06tubLGT8XqF8RERHJmUvFQExcPDFx8QD0veshjp445bFLCPcdPMy4kUMJDgokLS2NDm2as2PPvmztrm1Un58+f5NTsfG8/uFX7P/3SI79DezTjUG9uwNg2O3sj9qd6/bTUlPzbFNWeEuuyrNs8ZY8wXtyVZ6eE1GztkvtTI069s/342PCQ0Mo55f9CUzRx0/mt0sAbu3ZhSG33My5lFQO/BtNaloaUz/40rm8on8F7IZBSkoqHVpfx1PjRtBraPZDFxfb9NtMoo/lHtv+qN1ecS9w8J5clWfZ4i15gvfkqjw9Jy0tndtGT8izndv3GbBYzDw2Zji39OyCf4XyOba5tvNAd7vNYs6CZcxZsAyAh0cN5cTp2CzLk8+lOF//sWELEy2jqRQcyJmEswXaroiIiDdy+zrAUcMGclPn9rz2/heYTCamffAVL701nb+27+bYidM8OmlqgYOqXCkYgGpVwujSoQ0Ll/6RZXlo5UrO140b1MVsNqkQEBERySe3RwZ6dunAh1/N5NfFv/PCE2PZsm0nO/ceIHLeb7z23KO0bdGU5av/LFBQb734BJWCArFarUx5ezqJSckM7tsDcNwBsfsNbbmt303YbDZS09KZ8H9vFGh7IiIi3sztYqB61XAOHIrGbreTnpFBYEBF57JfFq3g1YmPMOXt6QUKavhDz2abd+FtkGfMXciMuQsLtA0RERFxcPswQUxcPIEVHQXAsROnadbkaueyy6qFY77E3QlFRESkZHJ7ZGDz3ztp1rgBK9dtYu6CZYwbeQc1qlUhPSOD3t1uYOmq9Z6IU0RERDzE7WLgvc9/cJ7g9+XMn7FYzHS7oR3ly/kxd8Ey3v3s+0IPUkRERDzHrWLAYjETGhLMiVP/Xer32fdz+Oz7OYUemIiIiBQNtw7w2+0G33/4KvXq1PJUPCIiIlLE3CoGDMPg8NEThAQHeSoeERERKWJun/r/wZczGTN8MLUiLvNEPCIiIlLE3D6BcOiAXlQKCuSXr98l+vhJYuPPYBhZH29w97iJhRagiIiIeJbbxcDJ07GcvOhZASIiIlJ6uV0MPPHCm56IQ0RERIpJgW4XGBIcxNV1a+f4GGMREREpHfJVDNzSswuLZ37C73O/YOYnU6ldKwKA1yc/xpD+NxdqgCIiIuJZbhcDwwb05rlHR7NoxWruf/IlTCaTc9nW7Xvo1bVDoQYoIiIinuX+1QQDe/HR1z/y6Xc/YTZnrSUOHjnKFZfXKLTgRERExPPcHhmoElqZv3fszXGZzWajfPlyBQ5KREREio7bxUD08ZNcd83VOS67rsnVHDj7b52DAAAgAElEQVQUXeCgREREpOi4XQz8MGc+o4YO4O7b+lGtSigAgQEV6dW1I8Nv68f3P80v9CBFRETEc9w+Z+DHXxZTKTiIsffezqOj7wTg0zcmk2G18ul3P/Hr4hWFHqSIiIh4jtvFAMAn30QyY84Cml/biErBgSQknmXLtl2cSThb2PGJiIiIh+WrGABITEpmxZo/CzMWERERKQb5KgaCAipyx4BeNGlQl7DQEGJi4/ln115mzF1I4tmkwo5RREREPMjtEwibXF2XhTM+4u7b+mG12di5dz9Wm417hvRn4YyPaHJ1XU/EKSIiIh7i9sjAxEfuY9+/Rxj71BSSks855wdU9Oej1yYy8ZH7uG30hEINUkRERDzH7ZGBOldezuffz8lSCAAkJZ/jsx/mUOfKywstOBEREfE8t4uBg4ePElIpKMdllSsFczj6eIGDEhERkaLjdjHw2ntfMOauwXS6vpXzIUUmk4nO7Vtx350DeeXdzwo9SBEREfEct88ZeHXiI1T0r8DbLz6B3W4n8WwyQYEVMZvNnEtJ5eVnHs7Svtvg+wotWBERESl8bhcD/1uyCgzDE7GIiIhIMXC7GHh7+reeiCOLYQN6M6B3N0wmmP2/JXw3+3/Z2jw9bgQdWjcnNS2NZ195j11RBzwel4iISFnk9jkDnnbVlTUZ0Lsbt4+ZwIARj3JD2xbUrFE9S5sOra+jZsRl9Bz6AM+//hHPjR9dTNGKiIiUfvm6A+GN7VrSpWNrqoaF4ufnm2353eMm5jug2rUi+GfnHlLT0gHY9PcOunRszZczfna26dS+lfOBSP/s3EtgQEXCKocQExef7+2KiIh4K7eLgbH33s7oOwcSdeAQh4+e4Exi4T6caN/Bw4wbOZTgoEDS0tLo0KY5O/bsy9KmalgoJ07FOqdPno6lanjlHIuBgX26Mah3dwAMu539Ubtz3X5aamqebcoKb8lVeZYt3pIneE+uytNzImrWdqmd28XA4D7d+fCrH/n461luB+WKA4ei+eKHOXz6xmTOpaSyd9+/2Ky2LG0yr2jMwrjESY2z5y1h9rwlAGz6bSZ16jbIdfv7o3bn2aas8JZclWfZ4i15gvfkqjw9Jy1zlD0vbhcDNrudv3fscTsgd8xZsIw5C5YB8PCooZw4HZtl+YnTsVSrEuqcrhoeyqkYHSIQERHJD7dPIJw5dyH9burkiVicKlcKBqBalTC6dGjDwqV/ZFn++5qN9O3hiOGahvVISj6n8wVERETyye2RgenfzebxB+5mzhdvsXHrdhKTsj6jAMPggy9nFiiot158gkpBgVitVqa8PZ3EpGQG9+0BwKxfF7Nq/WY6tGnOwh8+IiUtjedefa9A2xMREfFmbhcDPTq1Y+itPTGbzVQJCyXDmpFluWFQ4GJg+EPPZps369fFWaanvD29QNsQERERB7eLgcfGDGf5mo383+sfkXg2yRMxiYiISBFy+5yBoMAAZv2ySIWAiIhIGeF2MbBizZ9c1+RqT8QiIiIixcDtwwTLVm3gsQeGE1IpmD+3bCMxKTlbmz//2lYowYmIiIjnuV0MvPnCBACG9L+JIf1vyrbcMAyu7Tyw4JGJiIhIkXC7GOh710OeiENERESKidvFwL9HjnkiDhERESkm+XpqocVipk/3G2lU/yqqVQll6vtfcuTYCbp0aE3UgcMcPnq8sOMUERERD3H7aoKI6lX59Zv3eHrcSOrXuYKObZoTUNEfgLYtrmXUnQMKPUgRERHxHLeLgafHjeRMwll6DBnNPY9MxHTBIwQ3bt1Oi2saFWqAIiIi4lluFwMtmzZi+rezOZNwloufGhwTe4aw0JDCik1ERESKgNvFQIbNhs//t3efgVGUXRiG7930TighJBBIIUACoffQu6A06SBdmlRBEQFRUVFEUVCKBQsC8okoKoI06aEmpJMGIb33tslmvx+BlUhHQsqe61eYneycZ2fInJ13ir7eXV+rVcOanJzcu74mhBBCiIrpkZsBr0u+TB07DBMTY+00DRr09JSMHjqAU+e9n2iBQgghhChbj3w1wbpN37D9szX8sf0zTp/3RqPRMG3sMFwcHTA3M+WVtz4qizqFEEIIUUYe+chAbHwSw6cs5I9DJ2jk0oDE5FQa1LPn1HlvRr24mMTk1LKoUwghhBBl5KGODLT2cCMwNIK8vHwA0jIyWbf52zItTAghhBBPx0MdGfh6/Vs4169X1rUIIYQQohw8VDNw+70EhBBCCFG1PPI5A0IIIYSoWh76aoKuHVrhVN/+oebdd/Dvx61HCCGEEE/ZQzcDMyeOfKj5NBqNNANCCCFEJfLQzcCUBSsJuBpWlrUIIYQQohw8dDOQX6AiL7+gLGsRQgghRDmQEwiFEEIIHSfNgBBCCKHjHmqYwKPH8LKuQwghhBDlRI4MCCGEEDpOmgEhhBBCxz3yI4yfhgkjnmX4wN5oNBB6LZLlazagUhVqXx/cvwcvz5pIYlLJExJ37t3Pnj8Ol1e5QgghRKVW4ZoBm5rVGTd8IINfmEeBSsWHqxYzoKcnvx44Vmq+A0dP8+4nX5RTlUIIIUTVUSGHCfT19DAyMkRPT4mJkRFJyanlXZIQQghRZVW4IwOJyal8s+tXDu/eSr5KxZkLPpy5eOWO+fp060Cb5m5cj4rlg41fE5+Uctf3e/7ZPowY1BcATXEx4aHB911+QX7+A+epKnQlq+SsWnQlJ+hOVslZduo6OD3UfAr3rkM0ZVzLI7E0N+Pjt19l8aoPycrOYd2bSzh0/Cy/HzquncfK0oLcvDwKC4sY+Vw/+vXozNSFKx/43hf/2kV0bMJ95wkPDca5YeP/nKMy0JWskrNq0ZWcoDtZJWfZKShQMWrGkgfOV+GGCTq0aU5MXAJpGZkUqdUcOelFi6aNSs2TkZlFYWERAD/9fgg314frfIQQQghxpwrXDMQlJOHh5oqxkSEA7Vt5EBEZXWqemtWttT/36Nz2jteFEEII8fAq3DkDfkGhHDp+lt1frEOtLiY4LIL//fYXc6aMISA4jL/PXGD88IF079wWtVpNRlY2y9dsKO+yhRBCiEqrwjUDAJ9t28Vn23aVnvb1Tu3P67/Yzvovtj/tsoQQQogqqcINEwghhBDi6ZJmQAghhNBx0gwIIYQQOk6aASGEEELHSTMghBBC6DhpBoQQQggdJ82AEEIIoeOkGRBCCCF0nDQDQgghhI6TZkAIIYTQcdIMCCGEEDpOmgEhhBBCx0kzIIQQQug4aQaEEEIIHSfNgBBCCKHjpBkQQgghdJw0A0IIIYSOk2ZACCGE0HHSDAghhBA6TpoBIYQQQsdJMyCEEELoOGkGhBBCCB0nzYAQQgih46QZEEIIIXScNANCCCGEjpNmQAghhNBx0gwIIYQQOk6aASGEEELH6Zd3AfcyYcSzDB/YG40GQq9FsnzNBlSqQu3rBgb6vLdsPm6uzqRnZrH4zQ+JjU8qx4qFEEKIyqlCHhmwqVmdccMHMurFJQydPB+lUsmAnp6l5hk2sDeZWTk8M2423//vNxbNeKGcqhVCCCEqtwrZDADo6+lhZGSInp4SEyMjkpJTS73es3M7fj14DIC/jp+hfSuP8ihTCCGEqPQq5DBBYnIq3+z6lcO7t5KvUnHmgg9nLl4pNY9NzRrEJyYDoFYXk52TSzUrC9IzskrN9/yzfRgxqK92voIC1X2X3cyjBWnpmU8wTcWlK1klZ9WiKzlBd7JKzrJjZ1vroearkM2ApbkZPTzb0W/0TLKyc1j35hIG9enG74eOa+dRKO78PY3mzmk//XaIn3479NDL/nHLWkbNWPI4ZVc6upJVclYtupITdCer5Cx/FXKYoEOb5sTEJZCWkUmRWs2Rk160aNqo1DwJSSnY2tQEQE9PibmZKRmZWXd7OyGEEELcR4VsBuISkvBwc8XYyBCA9q08iIiMLjXPsdMXGNyvBwB9u3XinLffU69TCCGEqAr0bOo3XlXeRfxbYnIqNayr8dq8aYx8rj8pael8tm0XsyaNwszEhOtRsYRERDKwTzcWTB9P44aOvL1uM5nZOf994QoIDIn47+9TGehKVslZtehKTtCdrJKz3Cncuw65y0i7EEIIIXRFhRwmEEIIIcTTI82AEEIIoeN0rhnQ19fHxMS4vMsoc/r6+tSwtkKprPqrWJfWqa7k1IVtV1dyGhjoU7+uHQYGFfJK9ieqMmetkCcQlpXn+vVgw7uv4VjPnhZNG+F1ybe8SyoTz/Tuwta1b+BUvy6e7Vtx7PT58i6pzOjKOtWVnLqy7epKzr7dO/HlR2/i6GBPj85tOXvpSqlnzFQllT1r1W5Jb2NrU5PB/XswY8lbfLjpW7p2aMPA3l1R3O3uRZWYtZUlA3p6MnXRGyx+cx22NjUYO+wZrK0sy7u0J05X1qmu5NSVbVdXcpqYGNOjc1tmvfIW85evIS+/gPHDB+FUv255l/bEVYWsVboZMDM10f6sVqvJy88nJzePjMwsPtr8LQN6eVaqlXUvluZm2p8zs7OpZmmB4c3DVJ9v+5EmDZ1o1qRheZX3ROnKOtWVnLqy7epKTitLC/T19ADIy8vHqX49qt1scr7dvQ9jYyPatWxWJRrZqpa1yg4TzJs2jnnTxmJubgoaDUkpqbRt0ZTQiEiSU9O4ERNH25ZNsalZnUtXAsu73Mc2d+pYXp07FZsa1bGwMCPsWhQujg7k5OYRERlNfGIyDR0dsLO1wT84jMKiovIu+bHpyjrVlZy6su3qSs6XpoxhxcIXaeBgj72tDX5BoVhZmFPD2gof/2BS0zOoVcOaBvXsiI1PqtR3jK2KWavkkYEhA3rStLELS1evJycnj+ULZ1BUpCYpOZVundpou/SdP+9nSP+eGBoalHPFj6enZzs83FyZsmAF3v7BLJs/jerVrIiJS8DN1RlHB3sADv59hp6e7Sr1iUq6sk51JaeubLu6krO1hxvN3V0ZPGk+e34/xLjhA2nS0ImYuASqV7OiTXN3AC74BODeyIWiStrwQNXNWjm3vAcwMzXhr+NniIiMZve+g/gGhrBs/nS+3vULHk0a4uFe8pyDkIhI/INDqV2rRjlX/HiUSiUBV8NJTE7l+NmL/HH4JHOnjeXoyXNUs7KgbYumGBjoExkdS3RcIg3q2ZV3yY9NV9apruTUlW1XV3Kq1WoysnIoKirCPziMn34/xLCBvYmMjiMrO4cuHVphbmZKfGIy2Tk5ONStU94lP7aqmrXyXf9wHwqFAo1Gg5mpCe6NnLVPK3z74y0c2/MVX+/cy4+/HmRAT086tmmOtZUF1tWsSExKLefKH4+ZqQnVrCzQ01OiVhezfsv3/LxtPTWqV2Pn3v28MPI5Wjd3Q61WU72aJZHRseVd8mOr6utUV7bd23PqwrZb1XPeWp8mJsakpWdSu2YNouMS+G73Pja+9zq1aljzy4GjzJw4kg9WLiIzKxvbWjUJu3ajvEt/ZFU9a6U+Z6Bzu5aoVIXk5OaVmh5wNYzXF76I1yVfklPTAFAoFXRq25Lvf/qNwJBwGjo6kJ6ZxZvrNlX4MTp9fX2Ki4vvOBElIjKaGRNGEBUbT3RsAsUaDXpKPYYP6sP3//sNr0u+WJqbkZ2Tx6oPPye/QFVOCR6eU/26FKhUd6yTqrZOGzk3oEClQlVY+tKjqpbzxQnPY25mesdOrqptu/Xr2qFSqSgqUpeaXtVyNmnohEqlouBfl8zFJyQzuH8PcvPyiYqJo7CwCAN9fcYNH8T2Pb9z/OxF8gsKyMsr4M11m8jOybvHEiqOaeOGkZ2TS0paRqnpVTErVNJmoENrDza8uwwXx3p079SWiMhoklLSaNq4IR1aexBwNRylUsmEEYPYu/8IADWtq2FoqM9l3yCyc3K54OPPxSsBaDQV99EMfbt34t1l86lezZKLVwK0050b1KNv9074BoagAIY804uLPgHk5OaRV5CPrU1NLvj4U1CgIuBqON7+wRU6J0DLZk3Y/tl7NHSqz6A+3Thz0Ye8vHyaNHSic7sWVWad9u7SgfeWL8CtkTOD+nTj6KlzFBYWVbltt0E9Oza8+xrVq1ly4NhpsrJzKNZoqty2275VMza9vwIXRwd6d+nABZ8A8vILcHSwp38PzyqTs6dnO9atWkwTVyee69cD/+Aw0tIzsbOtxfOD+hIUGkGBSkVPz3YkJKUSn5hMZEwcbVu443XzevtrN2LwDQqp0DkBenVpz+sLXqRG9WocPHaa3Lx8AOxtbXh+UJ8qlfV2la4ZMDE2Yu60cWzbuZfPtu2ie+d2qFSFBIaEU8O6GmnpGSSlpOHtF0Tf7p1wdaqPuZkp40cMIjIqDm+/oPKO8FBsa9VgyZzJnLvsS0PH+ly7EUNKWjoAFmZmJCankpqeQWBIOC3cG2vPLp86bhix8UmcueBTzgkenp6eknHDB/HzH4fZ8NUOmjZ2xs3VhcTkVPLzC8jJzasS67RlsybMmjiSjV/tYOv2nxg77BlUhUUEhURUqW0XwMPNleycXN7+eCtpGZkolCWHWC3NzUlMTiE1rfJvu8ZGhsyfPp6t23/iqx0/06ShEx3aeHD9Riz5BQWkpWeSUgVyurk6MXvyaD754ge2fv8T7o1ccLC35by3P2YmJkTFJpCcmk5EZDR169Sml2c7HOvZM/OFEcQlJHP4hFd5R3ho9ext+fbTd/jki+1s+GqnthEAMDUxJjqu6mT9t0rXDBjo69OvR2eSU9IICo3gmV5dSM/IIi4hicjoOJJS0tDTU6LRaLjsG4RCoWDYwN4cO3We73bvK+/y78vAoGQ4ACA7Nw9v/2BOX/DG1qYmHVp5cPzsRQAysrJJTf/n0JVvYAjpGVn08mzP6QvefPnDnnKp/1EYGRqir6eHWq1Go9EwbthAEpNTCLgaTmjEDZo0dKSunS3nvf2IjU+qtOv09pzxicn8euAYN2Li0dNT0qVDa0LCr3MtKoaEpJRKve3enhNg7LBnyC9Qcck3kMWzJtLaw538AhWR0bEkJqdqc1a2bdfI0BADfT2K1GoUSgX9e3hyJeAqMfGJxCUmM2/aOG3uhKQUlMrKmfNW3QD5BQVc9AnALygUgMSUVGZNHMWPvx4kKye31GVz/lfDiYyOxcO9EZf9gtj0zY/lUv+juD1rZlY2jg72FKgK8fEPZubEkTjY25KZlUN8UgrpGVna+Stj1vup8M3AtHHD6N65LWHXbpR0aRooUKno4dmOV1+awo3oOPT19ejasTVFajWRUbFoNBrq1K5FfGIy4dej+PPIKXwDQ8o7yn2NHfYMy+ZNw7F+XextbQgMCSc9IwuVqpCs7Bw827ciX6UiMiq21Mbr3KAeaekZREbHceTUOe1/2Ips1OB+rHtzCQ3q2eHh5sq5y36YmhpjU7MGAcFhpGdkYWJsjLNjPVLSMkhMTq2U6/T2nO6NXbjg7X/z27EZn6xeSlGRmhrWVnRq24K4hCRS0zIqfc7m7iXrMz9fRd/unejl2b7kCE9BAZ3btsTa2oqA4DA0N4cMKtO2eytn/bp2NGnoyLnLfjg52NPMrSFBIRG0aeGOhbkZBQWFRMclkJaRWSlzTh07jOcH9SY6NoGUtHTUajWpt42buzV0wtzMlKOnzpX6PQ83V3Jy84iJS+TMBR/8g8OedumP7N9ZoeTL1QcrFzGoTzcSEpOpX8+OTm1aoFIVEhkdh0ajqZRZH6TCNgN6ekrGDB3AmGHPoFAoSExOJSomHnVxMRGR0aRnZGFoaMCK9zdy5sIVGrk4YmZigk/AVQb27krjho4EhoSj0Wgq9LiNmakJr8yZgpurEx9+/g3pGVmMGz4Qb78g0jNKOu7snDxMTY3p260TB4+d1uZp36oZ7o1cCAq9pv1GVtHVr2vH1HHDmPf6Grwu+7LgxQlExSaQlZ1Lg7p26Ovrce1GDIkpqYx4tg+BIeHExicyqE83Grs0qBTrFO7MuWjGCyQlpxFxI5oCVSEnvC7x64GjnL7gzcA+3cjIzCLs2o1Kte3C3ddnfGIKsfGJODeoRz37Orz+3qdc9gvC3MwUJwd7zvsE0KG1B00aOhIcer1SbLv/zrl49iRuxMTh4x9MXTtbRjzbl/p17fj0yx8YMqAn57z9SElNp3O7ljR2aVBpcg7q043xzw8i+eZRquCwa9qTIm99CenYxgM9pR5el/95PkYj5wa4NXIiJDySwsKKfVLrLXfLWlxcTE5uHlEx8Rw4coqf9x/hpNdl3FydMTA0wDcwhKaNXXB1bkBoROXJ+jAqbDOg0WjIzcvnyx9+xtTYiCauzsTEJZB+85CUpYU5Lo4OXA2/Tk5uHi2bNsbE2Jjz3v6EXbuBX1Bohf9DCqBWF2NmaszGr3aSmJxKYkoqDZ0cSEhKISYu8eY8ahKSU2nk3IA2LZri2b4V0bEJBIaE4x8cVin+yNxiaW5G2xZNOXLSi+TUdNLSMxnQ05PTF3ywrmZJQ6f6xCcmk5ScSoumjVGr1QSGRBASEVlp1incmTMlLYNBfbsSeDWCjKxsClQlZ40XFxfj4eZKYWEh/sFhhFbynKnpGQzo1YWLPgFkZefQsU1z/IPDSE5Nw8PNlWpWlpw6d5mo2HgCroZXmm33zu02g+f6def0eW8On/DinLcfe/cfIS0jk1YebtyIiSc2PpGomMqVMz0ziz2/HyInNw/3Rs7k56uIiS/5O3Rrmxw9ZACHT3qRl5fPS1PHEJ+YTNi1GwSGRFSqneP9st66MyRAsUZDK48mgAJvvyASk1MJqmRZH0aFvulQZHQceXn5HDh6mmqWFni4NcLE2AgoGV83NDRg0cwXmD99HM/06sLlmydYVZY/pFCyM/j7zEXtuQIFBSoauziWOicAICcnF6f6dRn5XD/y8vK5ERNXHuX+ZybGRqSlZ1Dd2gqAA8dOU6zR0KxxQ/YdPEZOTi7vvDaP1+ZNpUu7Vvj4Xy3nih/Pv3P+9fcZcvPy6d65LVDyLcvE2Ii5U8fSsbUHl30rz8mBt/t3zoPHzlBYWEiH1h4cPXWeXw8cY8mcSSyZM5kxQwfg4xdczhU/nrttt/kFBfTq0h6AlNR0qlez4uWZE3F1qs/VsOvlWO3jS0lLJy0jk/PefmTl5NKiaSOqWVkAJdussZEhNjWrM3n0EDavXUlqWgYRkdHlXPXjuV/WWyzNzXhpyhj6dOuk3b9UVRXiyIClhTlKpeKOa3Rv7SDzCwowMTaiTQt3EpNTSUhKISEphavh16ldqwYG+vqs+nBThb+5w71y3n67SmsrSzw7tGLn3j+1+QEWznwBhQJmLHmLU+cuP7WaH5e1lSWGhgbab8C3pKRl0NOzHWampoRdu0FhYREpaRnMnz6ebbt+4YJPAEnJqSiVStZ8+hWxNzv1iupRcqamZfDSlDHs3LsfB/s6vLF4FigULF29vkrlTElNZ960cezcux+/oFBCwiPR19fn4y3fExQaUU4JHs6jrs85N9cnwMqXZ2JqaszSdz4hMyu7PMp/aPfKeeuLVGFhEUqFAvfGLugplYRfj0Kj0aDUUzJ70miCw66xdPV6zl32K4/yH8njZIWSqwfeWDwLI0NDXnn7IyKjKtcNoR5VuTcD1laW9OnWgQKVivp162BtZUlSStod812PiqG1hxsajYYG9exo3NCJy35BXPIN5NxlPwoq+M06HjZnXbvatGnelD8OnaC1hxuNXRy5HhXDxSsBHDx25o4NuiIyNzOlU5vm1LGphXU1S5wb1CM2PpFbx2tS0jIY2LsrSSlpRMcmEJ+YTOvm7vgFhZKdk0tkdBy+gSHkFxSUa44HeZycbVq4c8k3kNS0DE6f9+HPo6cq/Dp9vPXppl2fyalpBIVEVPj/o4+b0z84lKzsXE6f964U/0fvlbP4X0dUE5JSsatdi5rVrXFuUJemjRviGxjCn0dO8ufRU3fcMKsietyszZo0xMf/Kl6XrlSKdfoklNvtiJVKJcXFxaRlZFLf3o4po4dSrNGw4v2Nd52/sLCIgKthLJs3ndy8PD7e+v1TrvjxPGrOFu6N0ddTsmTOZFo2bay9XEWlqvj/8W5lzc7Jpbq1FZNHD0FVWMiK9zdSdNuYqW9gCCfPXWJg7660b+VB3To2mBgZkZRcOW6t+19yGhsakpGRRZFaXeH/wMj6fLict24JXdHvHviwOW8pKioiJi6BVUtmo9Fo+PTLHQB33JGvInpSWbOyc5926eWm3JqBW7fXbdrYBb/gUDq3b8mW73bf88Yq9rY2zJgwgp9++4v1X2x/ytU+vkfN6eLkgHsjFy75BjF21qtPudr/5tawRiuPJgReDSchKYUjJ8/ddTx87/4jeF30ZdjA3gSHXePLH35+2uU+NskpOat6TgALc1MWzZzIH4dP8NHm755mqf+ZLmV9UsptmOCZ3l1YtXgWZqYmfP/T7+QXFNC0cUPtXdj+Lb+ggF8PHOOE16VyqPbxPWrO4uJiPt+2i9OV5O5kgPaZCQN6evLmktnY1bZhx8/7iYlPpImrM0aGhlyPirnj9zKzsjl32a/SnJgjOSUn6E5OlaqQfX/9zclK9DdXl7I+aWXeDDRu6Ihn+1aoi/+5cUXdOrWZOnYo6zZ9y68H/wYgKiaenp7tUKuLCQqNwMrSotQYY3FxcYUeo3pSOaNi48nLr9hj5W6uTvTv6YmBvj5xCUlAydjcjBee59Mvd7Bz758AJKek08TViVo1rLkSeBVLCzMMDPQrxZAHSE7JKTmLKviDsHQpa1krs2bAxNiIVYtnM3bYM+Tm5TN6yAAa1LMjKDQCW5ua9OvhqR0PNzDQp6BAhUKhoE1zd6aMHUq/7p34+8zFCn/Ska7khJJbsa5aPIsxQ58hJi6BUUP608jFkaTUNAz0DZg4arD2EJuBgT6qwkLURWpcnRswf/o4enftyAmvy2TnVOxxOMkpOSVnxaZLWZ+WMmsGBvbuSoN6dkxb9AanL/hw7pIvfbt1vPlAlkwM9NXvovoAAB41SURBVPXIzM4hMTmV4uJijAwNCbt2g4gb0WRm5fDh59+Ql5//4AWVM13JCeDZviXujZyZunAlF3z8OX72Eo1cGtDcvRGhEZGYmZqiVCqJjI6luLgYYyNDouMS8QsKJS0jk483f1fhL7kCySk5JWdFp0tZn5YyaQYUCgUDe3fFPziUoNBrGBkakpaRSYGqEFfn+uTl52NoYEC3Tm3w9g+mVbMmvPrSFGITkrgadp3g0Gt3XPpREelKzlu6d2xDXn4B5739MTQ0ICs7h6zsHJzq18W6mhWR0bGMGfoMvoEhNGvckHdem0dyShqhEZGERtyoNFklp+SUnBWbLmV9WsrkDoQlD+eoi5mZKQBF6pKxmONnL1KzhjWqwkK++98+klPTeW3eNOZNHcu3u/dVuruw6UrOW1wcHbSX5RSrS87WDQyJIC+/ALVazW9/HeeibyBTxg5lxsSRbPjyB+2TFisTySk5JWfFpktZnxaFe9chj90iGRoaoK+np33m860zOTUaDd06tmH6+OFMW/QG+QUqTEyMycvLZ8GLE6hmZcGqtZ8DJXflq+iHa3QlJ4C+vv4dJ9IoFCXPom/h3oj1b79Kv9EzKVCpMDYyJL9AxeQxQ2jVrAlzl70HlIzRVfT7dktOySk5KzZdyloRPPYwwajB/XjrlTk0dKpPIxdHLl4JAP7ZUaamp9OyWRM8mrhy+oKPdqX26daRA0dPax8IUdFvvKIrOQHGDB3AKy9NoZqlBZYW5kRGl9x+U6FQoFAoiE9Mprl7Izq1bcHRU+e0nXkvz/acPHdZexvP22+jXBFJTskJkrMi06WsFcVjNQMDennybN8evLluE8Gh1xjxbF9Oel0udUlc7Zo1OHnuMvOmj8fF0QH7OjYsnTsVjabkxh0V/fI50J2cAP16dOLZvj34YONXpGVkMnvyaMIjo0lIStHOU8/Oln0HjzFu+EC6d2qLna0Ni2dPwtjYiF2//Kk9clKRSU7JKTkrNl3KWpE81jDB/OnjiIqJ5+f9R2jbsikDenqy9vNvyMvLx6ZmdZbMnoSRkRHzXn8PF0cHGtSzo20Ldy5eCeTQ8bNlkaNM6EpOgFfmTMYvKJQ/j54C4IOVi7CztWH87KXUsLZi8exJONjXYfKCFVSztMDRwZ5WzZoQdj2qUmWVnJJTclZsupS1InngkQE9PSUTRz5HfGIy2bl5ANjZ2tCnawf6du/EqMH9yczKYdgzvSksKkStLsbM1ITVH28FIDW95BGXp855V+hHXepKTrh7VhdHB0Y825effj+EUqmkoVN92rVoSnxiMipVIfr6erz54SbU6mJycvOIiUvk4pWACp1VckpOyVlxc4JuZa3o7ntkoKGTA++8No/aNWtwztuPV976SPta9WpWLHhxPD/s+YOr4dfp0NqDd5fNp9fz07SPhrx1skdFpys54f5ZP39/OckpaTR3b8TufQdJSU2nXatmvLVus3aeWw8Aqegkp+SUnBWbLmWtDO57ZECpUJKemcW7n3zB6KHPEJ+QRFRsAgqFAlNTYwb09GT7nj8AiI5LwMO9Ef5BoWRl5zyt+p8IXckJ984KcPTUOfyDwzhx9hLHTl+gcUMnAC77BpW6gqIykJySU3JWbLqUtTK4bzOQm5fP9Rux5Oblo6dUMnrIAH49cAyAvLx8Rj7bDw93V2LiE1k08wWMjQzZ++fRStet6UpOuH9WtbqYrOwcUtLSMTUxZtq44YRERBIYElHOVT86ySk5JWfFpktZK4MH3nTo1iVx+w7+TYFKxbjhA7WvLX1nPbl5+by+4EVi4xNZsOL9SvuwB13JCffOqtFoUCgU9Ojcju83vkt0bAI//XaoPEv9TySn5KyMdCUn6FbWiu6Rribo1LYFL00Zw9hZr9LIuQEx8Ylk5+Rqb/hQVehKTiidtaGTA9GxCVhamKNSFZKWkVne5T0xklNyVka6khN0K2tF9Ei3Iz5zwYfMrGwuH9rNvGnjMDQwAKhyO0hdyQmlsy58cQLGRkYkJKVUuf98klNyVka6khN0K2tFpP+wMyoUCl6aMgan+nV555Mv2PN71Txkoys5QXeySs6qRXJWPbqUtaJ6pGECz/atOHfZt8rf61lXcoLuZJWcVYvkrHp0KWtF9J8eVCSEEEKIyq9MHmEshBBCiMpDmgEhhBBCx0kzIIQQQug4aQaEEEIIHSfNgBBCCKHjHvo+A0IImD1pFLMnjwaguLiYrJxcomLiOHPhCj/8/AcpqemP/J6TxwzBPyiUCz4BT7rcMvHRm0uwtrJk8oIVd7xmZ1uLv37c+sD36DvqRYb078mYoc/QZfDEsijzoWxb/zZtWzYFYM2Gr9j+0+8ArF46lyEDegIl6zk+MZlz3n6s3/I9KWkZd8xTVKQmOyeXiMhojp+9yI+/HiA7J/eO+e7llz+PsnzNBg7u2oJ9HRsA5ix9h+NnLz750ELchTQDQjyizKwcZr7yFgDmZqa4uToxanB/nn+2DzOXvPXID1OZMnooO/furzTNwP0kpaQxdtar2n/XtavNBysW8fbHWwi67XNJSkljzx+H+fvMhfIos5Rzl/345IvtxMQnlpoeERnN8jUbUCoUODs6MG/aOJzr12Pc7KXaJ+bdmkehUGBlYY6HmyuTRg3m+Wf7MHXhSmLjk9jy3f/Yve+g9n3nTx+Phbkpqz/+p2lKSy+5y978FWuwt7Xhk9VLn0JyIf4hzYAQj0itVuMbGKL995kLPvz46wG+/fQdPnxjMYMmvFQpn2j5JBQWFpX6bHLz8gGIuB5VajpAQlIKCUkpT7W+u8nIzLqjNih5Yumt6T4BVykoULFm+QLcGznjHxx2xzwAJ7wu8b/f/mLn5g9YvXQuUxasJCo2nqjY+FLLUyoUd11mcOg1MrOyn3REIR5ImgEhnoCs7FzWbf6OLWtX0rFNc06f9wZgwYsT6NqxNXVtbcjMzuHilQDWfv6Ndjjh4K4tWFezZPbk0drhh8nzl3PBJwCFQsGUMUMZPrA3tjY1iU1IYuv3P7Hv4LH71jJx5HMM6OVJ/bp2qFSF+AWH8v7Gr4mK+WeHtG3926RlZHL4pBcvTR5DdWsrvP2DWbX281I7aNtaNVi5eBbtWjYlJTWDrd//74l9ZrMnjSo1TNC2hTvbPlnN1IUrGTd8EB1ae5CUkso7H2/F67IfC1+cwJABPVEVFvLt7n18t3tfqfdr2awJ86aNo2ljFwoKVBw+6cUHG7/WNiT/VWBIOAB2tjbaZuBuEpJS2Pztbla+PBNHB3uu3Yh5IssXoixJMyDEE3Le24/CoiKau7lqm4Ea1lZ8sf0nkpLTsK5mycRRg/n647cYOnkBxcXFzF+xhq8/fptDx8+w54/DAIRfjwJg2fzpDO7XnU3f7SYoJIKObZrz9qtzyMjMuu9Ycu1aNdjx85/EJSRiZmrKyMH92L7xPQaOn6MdxwbwcHPFpmZ11n7+DcZGhiydO5U3Fs9i9qurtfN8+u5rWFtZsvKDz1AVFDJ7ymisLMy5ER1XFh8hAG+8PIv//fYXu/buZ/KYoXz01iv8cfgEChS8+vZHdO3YhlfmTMbHP1j77bpl08Z89dGbHD11jkUrP6CalQULXpyApbkZi95Y+0TqsrMtGctPTk174LxnL14BSj5jaQZEZSDNgBBPSGFhEekZmdSoXk07bcX7G7U/K5VKrgRc5eier2jZtDGXfAMJDr2GWq0mISml1GHjeva2jBrcj+VrNmqPBHhd8qVWDWtmTRp532bgg8+2lVrm2YtXOPHrN/T0bMe+g39rXzMzNWH2q6vJzM4BoEb1aiydOxUjQ0MKVCq6tG+Fm6szY2a+gl9QKAABIeH8uWNTmTYDv/31N9t2/QJAfFIK+77bQIN69kxduBKAs5d86d+jM726tNd+ZgtmTMAnIJjFb67Tvk9CUipfr38LF0cHwq7deKxa9PSUKBRKnBvUZdHMF4hLSCLwavgDfy8+KRmAGtbVHjCnEBWDNANCPEEKFKX+7dm+FTNfGIFzg3pYmJtppzeoZ8cl38B7vk+HVh4UF2s4ctILPb1/rgD2uuTHgF5dUCqV9zwvwcPNlblTx9CkoTPVrCy00+vXtSs1n39wmLYRgJJxfQCbWtWJiomnWZOGJKekaRsBoGRnGPLgneF/4XXZT/vzjZtDG+cu+2qnaTQaouMSqF2zBgDGRoY0d2vEe59+UeqzuuwXRGFhIW6uzo/VDLg3duHK0T3af4dERLJw5dqHepS5QqF44DxCVCTSDAjxhBgaGmBlZaE9H6BpYxc2vPsaR06e48sffiY1PQONRsPOzR9gaGhw3/eytrJEX1+Pc3/uuOvrtWpY3/XkO1ubmmz98A38gkJ5c90mkpJTKSwq4vM1yzH61zKzbmsEAAqLSp4WZ2RoCEDN6takpmfcsYzU9AzMTEzuW/9/cXtdRTdruqPWwiLtZ2hpYY6+vh4rFs1kxaKZd7yfrU2Nx6oj/HoUy979BHVxMYlJqXf9LO7lVqOSkvbol5oKUR6kGRDiCWnXshkG+vr4BFwFoFeX9qSlZ7J41YfaeerUrvVQ75WRlUVhURET5ixDo7nzCMCta93/zbN9S4yNjJj3+nvk5RcAJYe6LS3NHzUOyalpVK9mdcf06tWsKHiIb8dPS1Z2DsXFxXz+zY+c9Lp0x+uJyamP9b75+QUEPMSQwN10atscgCs3twUhKjppBoR4AizMTVk0YwKR0bF4XSo5pG1kaKj9ZnvLoD5d7/jdwqIiDG9+G7/l3GU/9JRKLMxNtSejPQxjQyM0mmKK1GrttH49OmOg/+j/1f2Dw5g9eTTNmjTUDhXY2tSkiasTPn7Bj/x+ZSUvvwDfwBAa1LNj87e7y7scateqwYwXRnLush/Xo2LLuxwhHoo0A0I8Ij09PTzcXIGSk/DcXJ0ZNbgfxsZGzFzylnYs/+zFK7ww8jlefWkKf5+5QIumjRnUp9sd73ftRgxdO7bm9PnL5Oblc+1GDNejYtm97yBrV77M1zv3EnA1DCNDQ5wd69Ggrh1vrP38rrWd8/ZFqVSyeulcfv7jMC6ODkwaNZiMx7h2/YTXJYJDr/HRm0v4aMt3qFSFzJkyhtR7HJUoT+s2f8dXH72JRqPhr7/PkpObR53aNenasQ2ffvEDkdFls1M2MTHGw80VhUKBhbkZLdwbMXJwP3Jy81i+ZkOZLFOIsiDNgBCPyNLCjB2b3qe4uJjsnDyiYuL4/dCJO25HfPLcZdZt/pZxwwYyfFAfrgRcZc7Sd9i/o/SOfN2mb3h9wYt8tmY5pibG2vsMrP54K9ejYnl+UB9emjKG7Nxcwq9Hs3f/4XvWFhpxgxXvb2TWxFH06tKeq2HXWfTGWj58Y/FjZX1p2busWjyLt199idS0DL7YvoeObZpjbWX5WO9XVrz9gpg473XmTB7Ne6/PR6lUEpeQxKnz3mU6bu9Uvy47Nr2PWv3P7Yi//XFfqdsRC1EZKNy7DtGUdxFCCFEetq1/m/TMLBa/+SFqdfnfNVKpVGJva8OfOzfJswnEUyVPLRRC6LQ+3Tpy5egexj8/qLxL4c8dm/hz56byLkPoIDkyIITQWQ3q2WFmWnKZZFxC8iNdPlgWGjo5YGhQcslkZHScDDWIp0aaASGEEELHyTCBEEIIoeOkGRBCCCF0nDQDQgghhI6TZkAIIYTQcdIMCCGEEDpOmgEhhBBCx0kzIIQQQug4aQaEEEIIHSfNgBBCCKHjpBkQQgghdJw0A0KIclO7Vg0+fec1/vjhM/7csYmlc6eir1/yZPXB/XuwbP70cq4Qenq2w6l+Xe2/50wZQ4fWHmW2vHHDB7Lvuw2sWb6gzJZxy/PP9mHfdxvY990Gdm7+gJbNmpT5Mu9m9qRRXDi4i+rVrLTTzv+544G/N3388DKp5+CuLVSzsnis3500ajD7vtvA3m2fsOerj3iuX/cnW9y/rF46lz7dOv7n95FmQAhRbta//SpHT51j4Lg5DBw/B1MTY+ZPG1dmy9PTe/Q/eT092+PcoJ723599vROvS75PsqxSRg3uz6xX3mbp6vWlpj9O7ffTrWMbRjzbjxfmLuO5F+by1rrNfLBiITWqV3uiy3lY6RmZTBz13CP9zvRxT74ZUCof/3Me+Vw/OrZpzpiZrzB08nwmzlsOKJ5ccWVIv7wLEELopvatmlGgUvHLn0cBKC4u5v2NX3Nw1xY+27YTAFubmmz+YAX2dWqz//AJNn27GxNjI9atWkztWjVQKvXY8t1uDhw7jZurE0vmTMHUxJj0jExef28DyalpbFv/Nj4BwbRo2oTzl30ZMqAX/cfMRKPRYGxkyO/bP6P/6JkMHtCTEc/2wUBfnxsx8bz2znoauzjSo3Nb2rRwZ8aEESxc+QEzXhjB8bMXOXT8LO1bNWPx7Eno6ekREBzGWx9tprCwiIO7trDv4DG6dWqDvr4+L7+xlms3YmjT3J2lc6cCoEHDxLmvk5uXr/1MVi6aST272mx4bxl79x/BwsyUWjWrY29rQ1pGJive38iKRTNwb+SCWq3mg8+2ccHbn8H9e9DTsz16ekpcHB349sdfMTAw4Nm+3VCpCpn16moys7JLff5Txg5l3aZvSc/IAiAoNIJfDxxjzJABbPx6J00bu7B07lRMjI1QFRYxdeFK8gtULHxxAm1bumNoYMDOvX/yv9/+wsTEmA3vvIalhRn6+vps+HIHx06fx862Fps/WMllvyBauDciMTmVucveo0ClumN72Lv/CIP79+SrHXvvqHVQn26MGz4QA319fINCWP3xVuZNG4eRkSE/ffkRYddvcDX8OipVIT/s+YNX5kymkYsjUxeupH2rZgwd0Iul76xnQC9Ppo9/HgUKTnhd5OMt3wMlRyG+/d9vdG7bgrWff6NdrpGhIZ+sfpVDJ7zYf/jEXbe7200fP5wpC1aSk5sHQHZOLvsOHgNg5sSRdO/UBiNDI3wCgnnzw5JHVW9b/za+QSG0a9kMC3MzVn6wkcu+QdjZ1uK91xdgYmwEwLvrv8An4CoAy+ZPp32rZsTEJYDin2bjXst4GNIMCCHKhYujA4FXw0tNy8nNIy4xCQf7OgA0a+LCkEkLyM8vYNeWtZzwukSd2rVITElj9tJ3ADA3M0VfT49l86czd9l7pGVk0r9HZ+ZPH8eK9zcCYGFuxuT5ywFo4upMmxbuXPD2p3untpw+702RWs3hE17s+f0QAHOnjmXYwN7s+Hk/x05f0O78b2doaMA7r81j6sI3iIyO5d1l8xg1uD/bf/odgLSMTEZOX8yoIf2ZNGowb6z9nEmjB/PO+q14+wdjYmKM6l87xbc+2kzndi2ZsmAF6RlZzJ40CjdXZ154aRkFKhUTR5Z8cx42eQGODvZs/fANBo6fA0BDRween7YII0ND9u/4nI+3fM+IaS/zypzJPNevu7Yu7effoB6BIaU//4Cr4Qzu3wN9fX3WvvEyS95ch39wGGamJhSoVAwb2IusnBxGz3gFAwN9tm98jzMXfIhPSmb+8jXk5OZRzcqCHZ+/z7HT5wFwsK/DkrfWsWrt53y4ajF9unXk90PH79gecvPy2fvnESY8P4jPtu3STneqX5f+PTszYc5rFKnVLF/4IoP6dGX91u8ZO3QAz09bBICHmysTRw3mhz1/4N7YBUMDA/T19GjVrAmXfAOpVcOaRTNeYOT0xWRmZ7P1w1X09GzH0VPnMTU1IexaJJ99vVO7XFMTY9aufJnf/vqbfQf/pnfXDndsd7czNTHG1NSEqNj4O7IB7Ph5P5u/3Q3Ae6/Pp1unNhw/cxEAPT09xsx8hS7tWzFr4iimv7yK1LQMpr+8CpWqEAf7OqxduYhRM5bQu0sHHB3sGDp5ATWsrfj12w3s3X/kgct4EGkGhBDlQoGCuz0/vWR6yStnL14hI7Pkm+vhk160bNaEk16XWTx7EgtnTOD42Ytc9g3CxdEBF0cHvli3CgClnpLklDTtex44+s83uAPHTjGghycXvP0Z0MuTXb8cAEp2pnOnjcXC3AxTE2POnPe5b/2O9eyJjksgMjoWoORb9dBntDvdwye8AAi8Gk7vLh0A8PYLZsmcyfxx+ASHT3iRkJR/9ze/zd+nz2u/SbfyaMIPe/YDcO1GDLEJSTSoawfAeR9/cvPyyc3LJzsnl7/PXAAg9NoNXJ3qP3A5UPIlU6PR4OhgR3JKGv7BYQDab7qd2rTA1bkBfbt1AsDc3JT6deuQkJTC/OnjadPcjeJiDTa1qmuHG2LiE7gadl37WdjZ1rrn8n/Y8zs/ffkx3/z4q3Za+1bNcHN1ZteWtQAYGRmSmpZxx+8GXg3HzdUJUxNjVKpCgkIicG/sQisPN9779EuaNm7IBR9/0jIyAfjj0HFaN3fn6KnzFBWpOXTcq9T7bXjnNb7e+Qt/HD5R8jlG3Lhjuyv92SlAc7ctukS7lk2ZMmYoxsZGWFmYE3YtSrujPnJrWwkJx97WBgB9fX1eXzCdRi6OFKuLqV+vZD23bu7G/iOnKC4uJikljfPefg+1jAeRZkAIUS7Crt+gd7cOpaaZmZpga1OTqJh43Fyd7/zbqoHI6FhGTl9M1w6tWTB9Amcu+nDkpBdh16MYP3vpXZeVl//PTvfY6QssmD4eSwtz3FydOXe55I/p6tfmMv/1NVwNv87g/j1o26Lp/QM8YChYVVgIlAx/6OvpAfDVjp854XWRLu1b88Pna5j+8iqu3Yi57/vk5Rc81EJVqkLtz8XFmlLL17u5/NuFX4/GzdW51M6kiasz4dejShqyu+zXFAoF737yBWculG6UBvfvQfVqloycvpgitZqDu7ZgZGhws66i2+oqRl/P8J4ZsrJz2X/kBKOHDCi1zH0HjrH+i+33/D2AIrWa2Pgkhj7TC5+Aq4SEX6ddy6bUs7clIjKaBjd3pnejUqkoLi4uNc3bP5gu7Vtpm4G7bXe3voVDScOUl19A3Tq1iY5LKPVehoYGrFg4g1EvLiY+KYXZk0ZpPx/4Z1tR37auXhjxLCmp6QyfshClUsGlv/5ZluYuK+dBy3gQOYFQCFEuvC75YmJkpD3bWqlUsmTOZH45cJT8gpJvwh3bNMfSwhwjQ0N6ebbD2z+IWjWsyS8o4PdDx/nmx19o0tCJazdiqW5lSXP3RgDo6+mVOunvdnl5+fgFh/HavKkcP3tRuxMwMzEhKSUNfT09BvXpqp0/Jy8PM1OTO97n2o0Y7G1tqGdvC8Czfbtz0Sfgvpnr2dkSGnGDr3fuJeBqOI4O9o/0mV3yDdTWVr+uHXVsanIt6v7NxL18vXMvi2ZOwMqy5Kz5Ri4NGNK/B7t+OUDEjRhq1bSmaWMXoOQQuJ6ektMXvBk1uL+2ualf1w4TYyMszMxISc+gSK2mbcum2NexeayaAL7dvY8Rz/XV7hS9LvnSp3tH7ZUGlhbm1KldcnShUK3W1gJw6UoAk0YN5tKVAC77BjLyuX5cDbsGgG9gKG2au1PNygKlUsmAXl3uu742fr2T9MwsViyaAXDX7e7fvvhhD68vfFG7vZiZmvD8s320O+W0jCxMTIzpc/PIyv2Ym5mSlJKGRqPh2b7d0dfXu5kxkAE9PVEqldSsbk3bliVN6+Ms43ZyZEAIUW7mL1/D8kUzmPHCCJQKJSfOXeKT274BXvYLYs3r86lnX4f9h08QcDWcTm1bsHjWRIqLNRSpi3j7oy0UFRWx8I0PeG3eNCzMTNHT0+P7n34n/HrUXZd74OgpPn7rFSbNW66dtvHrHezY/D5x8UmEXIvEzKTkD/qBI6dYtWQ244YPZNHKtdr5VapClq/ZwEdvLtGeQPjjvgP3zTt+xCDatWhGcbGa8MhoTp67/Eif165f/mTlopn8vG09arWa19dsoLCw6MG/eBd/n7lA7VrV2f7Ze2g0GnLz8li6ej3JqSXDK0veXMdr86ZhbGRIfoGKaS+vYs/vh7G3tWH3l+tQoCAtI4N5r6/h98PH2fje6/y4ZS3BYdeIiIx+rJoA0jOyOHLynPb8iIjIaDZ8uYOtH76BUqmgsEjNO+u3EpeQxE+//cXP29YTGBLO0tXrueQbyPQJz3Ml4Cp5+QUUqAq5dPNwfnJqGuu/2M7X699GgYKT5y5pz2u4lzUbvuLtpS+xaOYLeF3yvWO7+7cffzmAqYkxu7aspahITZG6iG9/3EdWdi4//X6IvdvWExOfiP/V0Ad+Drt+OcD6t1+hb/dOXPD2J/fmUM3hk160a9WMvdvWcz0qVtvQPM4ybqdw7zrk3oMcQgghhKjyZJhACCGE0HHSDAghhBA6TpoBIYQQQsdJMyCEEELoOGkGhBBCCB0nzYAQQgih46QZEEIIIXTc/wFjfk42FyS98QAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# %%timeit -n1 -r1\n", "\n", "from importlib import reload\n", "from nowcast.figures import website_theme, shared\n", "from salishsea_tools import places, data_tools\n", "reload(compare_venus_ctd)\n", "reload(website_theme)\n", "reload(shared)\n", "reload(places)\n", "reload(data_tools)\n", "\n", "fig = compare_venus_ctd.make_figure(\n", " 'Central node', grid_T_hr, dev_grid_T_hr, \n", " config['timezone'], mesh_mask, dev_mesh_mask,\n", " theme=website_theme)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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9AMGhYbGmB0V/T0JX703q1uTGHW8e+TyLNy8qSsfQ8dMwGo2cOHuJOjXc6dymKU279Ofp85cAFCmYl5aN6qQ5GAAYOWUWv48ZwuYlpt+e0Whk5qLV5n00IVlcXQB4lkAnwdCwcIJDwsjqZkpXrVJZqlUqy8CRUzh88pw5XcyJ4bbXAwwGAy/8/OPt68mR/4tctG/ZiKVrt5qnpXb7JGTGwlVYW2lYNe/N/eB1W3exYMXGRJdLyW91led2tu48AMCNu/c5snUZtatWZOO/e1AoFPTs3BrP7XuZs2QtYGrGX/y/8WTL4pqiulji8+wFRqORkkULxtoGJYsVAt6sT0uyRu8PiXUa9X3uR5bo/SFfnpy0bdaA32b/HavzXsxv+f4jH7TaCAJeB6dqf3DJnIne3TzYvvcIYeGm44FD9PYOibM/BIdG7w8OKdsfNvyzB1tbG+b+NgqlUgnAgWOn+XX6X8nOI8MEAzqdnoPHztCoTjX+t2AFAI3rVuep70uu3LgTL/3wX6bH64Hv4/vSYt6LV2+mecPaNK1fO8kDV1LOXrpGk059qV21IpUrlKZKhdIM7/8NdWtUpvsPo5PVZGTJ2w1FVcqXxmiUOXDsdKzWj9MXrtGkXk0UCkWK7tM72tsxoGdH6lR3J4urCyqVaWd8/vJVqsr6psxvSl2qWCFe+QeaAwEw/dhv3vVO03ecu3yDi1dv0efrdhaDgVLFCnHL6745EABTYHTp+m3KlyoGmHoPAxw68ebEotVGcOr8FUoVK2yeVqViGU6dv0xYeLh5vYdptdy8e58SRQukqR5mcXaPmHVoaa9xzexMxTLFmbFwlcWszl2+Hms/ePzUFycHe3MgEDPNOZMjKpUqTcEqwIiBPSldvDCjf5uNz7MXlC9djP49OvA6KJgt0Selt/dXWSZV/Ukqly/F66CQWIFAckiShELxZp+0FPg72tsxc+II7no/YtHqzfEzScH2SUyPTq1o1qA2k2cu4q73I4oUzMvAnp15HRzCvDj9ouKWL7m/1bd77QcFhxDwOsgcUGXL4kIW18zxOtTtP3qaqhXLprA28YWGhbPzwDG+6+qB14PH3Ln3kGYNapn7Fxiit3tyWm+T4l6uJADbdh1M0XJx9wejUY53fFapVPzvl+GEa7X8MXdpvDwSOpyn9DDfpF4N+n3dnjlL1nLp2m1y58zGwJ6dmDBiAKOmzE5WHhkmGADTrYLWX9WjbIki3PS6T53q7qzfavlq7N7DJ8kefvLI5xn7jpyiV5c2bN97ON58vcEQb6eNoVAqMBgMsaaFayPYdfC4OYof0LMT/bq358tqlTh0IunerJZkdXMxN1E5OzmiUik5s2utxbRuLs7xOpklZtLIHyhTvDALVm7E+6EPYeHhdGjZmDrVLXd2SQ6NRo2Tk4N5eKFrZmcCXscfzRHwOgg7m7Tdp1y0ehML/hhL2RJF4s1zdXHGPzD+EEf/gNdkz5bFXLbQsPB4zfz+ccrr7ORA2RJFaPJW340Yp+LcG02pmCtMhzhXmDFXGHGvQMDU61mSJHYftNx6E3cZnU5vcZpCoUCtTlswUDj/F3Rs1YTew34xr4sLV29iZ2PDsP7fsHXXQbJndWXvhkXmZZ76vqRRxz68fGXaV3NkdePu/Ufx8raztcHRwc68T2dydMDPP+X9ciaOGEirJnXNn+O2FGo0amZPGYlareL7UVNirY/UbJ+EZHJy4IdvOzNp5mI2/2fqbHnh6k10Oj2jBvdm3ZadFn8rkLLfatxWDJ1Oj1V0871rZmcg/ggrfwsjrlLr9zlLmf7LcJbNnAiYgv9FKz0Z0LOT+Td55WDsgKtk7da8iN4fsmd14473Q4t5Z8/mxo07ptsyTo4OhIdrzVftydWve/tYw3TnL1tvHk4e47dRP1Awbx66DRwZa33GbO94+4O9faz5ySFJEqN+6M3qzTvMQ4MvXL3Jy1cBLJo+nlWe/3HLK+lRWRkqGDhz8Rqv/ANpUq8Gri7O2NvZxus4lVqLVm1i05I/afhl1XjzAoOCyRF94ojLLYGT3NuWrdtKv+7tyZcnJ3H6HyVL/i9ykS2Lq7kFJCgkBJ1eT7cBo5Dl+JF0Sn7QGo2aWlUqMGXW4lh9JiRF8jqtJMS9XCnUKhWXo8v8KiDQ4pC0zJmciEzjsM7jZy5y4/Y9vvu6Hffj3Bt+5R9Igby54y3jkjkTwcEh5rLZ29lipdHECghc4pQ3KDiUg8fPsnBl/KbclB6I4nry7Dk6nY58eXJy/sqb4XD58uTEYDDw8En82wCN69Xg4rVbPE9B4Peu5PsiJ/Cmo1WMW/fu4+RgTyZHB16+CqTDd8PN86J0pjHbF67exGg08mX1ShaDgZge2BeumPoLvA4Owc3FOcVlnL98fax78m+3FCoUCv4YO5SCefPQdcDP8X5Dqdk+CcmV3dT/4M69OOvK6wFqlYoc2dwsHlPS87ca08k5s3PsfdzF2fKw0dQIDArm2yHjyOrmgr2dLQ+fPKWbR3P8/APM4+zf3h9i3LzjTXi4ljrVK1ls/SlfuhhODvbm/iNBwSHY2tpgZ2uTot+h5/a9sW6pxu28OmJgT+rUcKf3sF/j9W/QRkTi+8KP/Hlyxpoe8zuI25cgMc5OjjhncuR2nP0h5reUO2e2ZAUDGWI0QQyj0cieIydp+GU1mtavhffDJxYPHqlx9/4jDp88T+8uHvF6P1+4epMShfOTxTVzrOmlihXC1cWZC1dvAaYOjQ728XsVf5HL1Nvc0hVqUtRqFSN/+JagkFBzS8OZi9dQKhQ42Nty4453vH8JXeHp9G+uDGJo1GpUKqX5wAxga2NNnWqpbxVwsLdlaJ9uPPJ5xukLVwHTkElXF2dKRd8zBFPP/GKF86f6e962aPUmalWpQLHCsZvrr968S/HCBcj5VjCXxTUzZUsU5eK1W+ayAdSpXsmcxsbGOtZICIAzF69SMG9u7j14Em+dp+RkYIlOp+fspes0/DL2sL3GdWpw5cbdeD2Nc2Rzo2yJIuxKp2A4rWIO7nG3Z/HCBQgP1xIYFIxer4+1zmI6WD177sehE+fo5tHcfMUaw8bGmu+6teOW133zwf/MhatkcnJIdBSJTq9Ho9HEK+Pb3x8U/GYUwZgh31HdvRwDR062uC1Tun0S4/vCFIQUKxR7XZUoYvr8NIHbmen5W33+0h8//4B4Q93q14o/4iCtXvj54/3wCUqlktZf1WPrzjfN+XF/RwARkVFs3rGfFo2+pGC+PLHyUioVfP9tF174+bPnkGlIccztwRaNvkywDJaOfX7+gbG+++3Wpl5d2tC5zVf8PGkml6KPE3EdO3ORujUro1C8OQ03rlMD3xd+Keo8GPA6iHBtBMXj7A/Fi5iOZc+eW94f4spQLQMAu/Yfo0ubptSrWTneMwfeVrjAF9jaWMeaFhoWbu7tacmiVZtYv/CPeNP/3XOY7u1asGL2ZBau8uTZcz/yf5GLft904NK1W+be8vb2tuxYPY9/dh/i7KXrhIaFkzdPDnp1acvzl68S7B37tpJFCxIZGYW1lRWF8uehXfOG5MiWhaHjp5kPOA+fPGPjv3uYNm4YS9dt5cade1hpNBTIl5u8uXKYn7IY14PHT3F1caZl4zrce/CYwKBgnj3349otL/p2b09oWDiyLPNt5zaEhIWZh1UlRqlUUrq46b66na0NxQsXoEPLRlhbW9H3xwnme8JHT1/gttcD/vz1R/5cuJKoKB0Denay+CCo1Dhw7Axe9x9TuXypWAfTbbsP0rNza/76Yyzzlq3DYDDSv0dHAoOC2fjvXsDU0/zg8bOMHdoHOztbXvkH8k3HVvHG9q7Y+C/NGtRmycwJrN2yg5d+AbhkdqJimZJcvHYz0c6WNSqXx8baiqIF8wHQoLapBer67XvmjlILVnqybOZERgzsycHjZ6hZpQI1q5Sn748T4uXXpG5NdHo9ew+fStuKS6aY8n6ROwfW1lbmz+cv3yAwKJgbd7y5ftuLiSMGMm/pOnx8X1K+dDG6eTRn9eakn+ExacZCVs6Zwtq/pvL3mi14P3xieuhQp9Y4OdozeNDv5rQnz1/h+JmL/D52CAtWbOTm3fu4uThToUxxJvzP1BHyweOn1KpagRNnLxKujeDB46cJjuzp3bUt7Vs0YvHqTRhl2bw/g2nfiLnaTO72SWpb+wcGceDYaYb0+RorjYY79x9StGA++n/Tgd2HTlgc2gam41dafqtvMxqNLF23jeH9uhP4OpiLV29Sv3ZV8uXJlazlk7M/N29YG5VKhc+z52TP6ka3ds0xGI0sXmOhL0Ycs5espVypoiyfNYnFqzdx44636aFDbZtSvHAB+v88ydyKF3M8/LF/DzI7Z+LClRs42NvRsHZVfpzwJ2DaH2I6ngYFh+Dj+zJWMPi2r+rXZPB33di66wAvXwXE2h+ePH1u3j7L1m+jWf1a/DZ6EJv+20fJogVp16Ihk/5cGCu/imVK4JzJkRLRFyo1K5cn4HUw3g+fmM9Hm7bvpVu75mgjI819Bgb06MiVG3fMQVJSMlwwcPnGHXx8X5Are9Z4PWvf9sfYofGmnTp/hd7Dfklwmeu3vTh57jLVKsXuQKPVRtD9h9EM6t2VId91w9HRHv+A1+w+dJzZi9eYO52EhmlZum4bNauUp2n9WtjZ2fDSL4CTZy+zcJVnsq4eYu6vhYVrefr8JacvXGXN5h3xOkNOmrGIh0+e4dGsAQN7diI0PBzvhz5s3bnfUraAqXdtpXIlGdq3Oy7OTmzbdZAxU+fw08Q/+WV4f6aMGkRQcAhrt+7ExsqKTq2/SrK8jg52rP3rd4xGI6FhWp489eW/fUctPo544Kgp/DK8HxNHDCQgMIjFqzdTtWIZnJ0ck/ye5Fi8ZlO87a7T6ek99Bd+HNCDCT8NRMLU6XDwmN/NIwIAxvw2m7FD+zBiYE+02gjWbdvFjds2sR6w8zoohM79RvBD7y6MGNATB3s7/PwDuXTtFne9E2+hGjukDzmzv2mdmDHhJyD2fetL124xdPwffP9tFzq0bIyP7wtGTJxhfqDN25rUrcGZC1cTPHGkt5jyxv3cY9AYzl2+gdFoZMDIKfzwbWf6dm+PcybT44jnL1/P8g3/Jpm/n38gHfv+RJ9uHnzbuQ1ZXE2PIz5+9hLzl8V/HPGgMb/z/bed6OrRjMyZnHjpH8DO/W9aSf7313JGD/6OeVPHYGtjbS6nJdWiO8z17upB7zjPl3h7ueRun+Rs61FTZtOve3u6tG2Km6szL/0C8Ny+N8nRBGn5rca1ynM7Tg72tG/ZiG7tmnPoxFn+XLjS4rEzruTUUZIU9OzUmhxZ3QgNC+fA8TPMWrwmWUPltNoIegwaS89OrfFo3pBBvbMQGh7Oucs36Nzvp3hX3pNmLML3hR9tmtanV+fW+AcGcerCm+2ycKUn2bK48r9fhuNgb2dxZFmMmP2hdZN6tG5SL9a8t5d78vQ5fX6ayE8DerDg97G8CnjN9PnLYz1wCGBAj45Uiu7kCDB2aF8gdh+FGYtW8ToohGYNa9OrS1sCXwdx5NR55vy9NtmdzqUStVqlrnu6IAiCIAifhQzVZ0AQBEEQhPg+2G0CjUbNitmT0ahVKJVK9h05xbxl65nw0wBKFCmAJEk8fPKM0VPnWGwW6tWlDW2+qo/BaOS32X8n+01WgiAIgiDE9kFvE9jYWKPVRqBSKlk5dwpT5yyJ1eHmxwE9CAgMive2vvxf5GLauKF07PsTWVwymx7n2nXAO3uhjSAIgiB8zj7obYKYK36VSolKpUSW5VjjPK2tNBY7P9St4c6ug8fR6fQ8ff6Sx099Yw05EwRBEAQh+T7oaAKFQsHGRdPJkzMb67btMj9qduLPA6lVuQLej54wbd6yeMtlcXWJ9YzoF37+8cbwx/Bo3oB2zRoCpueoh4Ul/mQnWZaTfEva5yKj1FXU8/OSUeoJGaeuop7vjlGGmi2/STLdBw0GjEYjHr2G4mBvy6xJP1MwXx7uPXjM2KlzUSgUjBrUi8Z1a8R7ZrSllZnQ8IlN2/eZ349+fu96/AISH5fu7XWbAoWKprJGn5aMUldRz89LRqknZJy6inq+O8l9QutHMZogJDScc5euU8O9nHma0Whk98ETNKjaVkpoAAAgAElEQVQV//G+L/xekS2Li/lzVjeXVD1rXBAEQRCEDxgMODs5mh+9a6XRUKViGR48eUrunNnMab6sVtHiM5oPnThHk7o1UKtV5MyWhTy5ssd6m50gCIIgCMn3wW4TuLk4M3nUDygVCiRJwZ7DJzh66gIr50zGzs4WCYk73g+YGP1oxi+rVaJE0YLMW7oO74dP2HPoJP+umIPeYGDyzMViJIEgCIIgpNIHCwbu3n9Eu17D4k3vNnCUxfSHT56L9QaqRas3sWj1pndWPkEQBMEyo9FIVEQ4RqMh6cTJ4ObqSnho+r3++GP1LuupUCjRWNvGevFRSmS4dxMIgiAIaRMVEY5L5sxkcs6ULr3jIyMisLK2TjrhJ+5d1VOWZQIDXxMQEIC1rX2q8vgoOhAKgiAInw6j0ZBugYCQdpIk4eycKU0tNSIYEARBEFJMBAIfl7RuDxEMCIIgCEIGJ4IBQRAE4ZPk4+NDOw8PSpYoQfFixRg2bBhRUVGsWrmSwYMHf+ji8e+//3Lr1i3z58mTJ3PwwIEPWKKEiWBAEARB+OTIskzHjh1p3rw512/c4Nr164SFhjJ+/Ph38n16vT7Fy2yPEwyMHj2auvXqpWex0o0IBgRBEIRPzuFDh7C2suLr7t0BUCqV/DFtGitXrCBcq+Wpjw8tmjendKlSTJ40CYCwsDBat2qFe6VKVChfHk9PTwAuXrxIg/r1qVa1Ks2bNcPX1xeAhg0aMG7sWBrUr8/vU6dSpHBh8zNtwsPDKVigADqdjqVLllC9enXcK1WiY8eOhIeHc+rUKXbs2MGokSOp7O7OfW9v+vXrx5YtprfwHjp4kCqVK1OxQgX6fPcdkZGRABQpXJiJEyZQtUoVKlaowJ07dwA4dvQold3dqezuTpXKlQkJCUnX9SmGFgqCIAipZjP13QwJ1P4ckej8m7duUa58+VjTHB0dyZ07N3q9nvPnz3P+wgVsbW2pUb06jZs04fHjx2TPnp2t27YBEBQUhE6nY+jQoXh6euLm5oanpye/jB/PwkWLzGn27d8PwOXLlzl29Ci1v/ySHTt20KBBA9RqNS1btaLnt98C8Mv48Sxfvpz+/fvTtGlTmnz1FW3atIlVzoiICHr37s2u3bspVKgQ3/bsyaJFi/j+++8BcHF15dTp0yxcuJCZM2bw14IFzJw5kxkzZ1KtWjVCQ0OxTuchiqJlQBAEQfjkJPQGwJjpdevWxcXFBRsbG1q2bMnJkycpWbIkBw8eZPTo0Rw/fhwnJyfu3r3LzRs3aNa0KZXd3fl96lSePn1qzs/Dw8P8/7YeHmzaZHrYnaenp3nezRs3qFe3LhUrVGD9+vXcunkz0bLfvXuXvHnzUqhQIQC6du3K8ePHzfNbtmwJQLly5Xj06BEAVapWZcSIEcybN4/Xr1+jUqXvtbxoGRAEQRBSLakr+ORIzcN4ihcrxratW2NNCw4OxsfHB6VSGS9QkCSJQoUKcfLUKfbs3s24sWOpX78+LVq2pFjx4hw5csTi99ja2Zn/36xZM8aNHUtAQACXLl7kyzp1AOjduzcbPT0pXbo0q1au5OjRo4mWPaG37MawsrICTLc+Yvoq/PjjjzRp0oTdu3dTu3Ztdu7cSZEiRRLNJyVEy4AgCILwyalTty5arZY1q1cDYDAY+HnECLp264atjQ0HDh4kICAArVbL9u3bqVq1Ks+ePcPW1pZOnTszeMgQLl2+TOHChXnl58fp06cB0Ol03Ezgyt7e3p6KlSoxfNgwvvrqK5RKJQChoaFky5YNnU7H+vXr36R3cCDUwr39IkWK8OjRI7y9vQFYu3YtNWvWTLS+9729KVmyJMOHD6d8+fLmvgTpRQQDgiAIwidHkiTWb9jAli1bKFmiBKVKlsTK2poJEyYAUK1aNb7t2ZPK7u60atWKChUqcOPGDWrWqGG6HfD77/z8889oNBrWrlvHmNGjca9Uicru7pw+dSrB7/Xw8GDdunWxbh+MGz+eWjVr0vSrryj81tV6u3btmDFjBlUqV+Z+9IkfwNramkWLFtGlc2cqVqiAQqGgd+/eidZ3zty5VChfHvdKlbCxtqZRo0apXXUWSSVqtUq8veIzcn7venyevUg0jbfXbQoUKvqeSvRhZZS6inp+XjJKPeHjrWt4aBCFCxdOt/zEuwnSx927d7G1d4r9nZFRdOjzY5LLipYBQRAEQcjgRDAgCIIgCBmcCAYEQRAEIYMTwYAgCIIgZHAiGBAEQRCEDE4EA4IgCIKQwX2wJxBqNGpWzJ6MRq1CqVSy78gp5i1bz9QxgylRpCB6vYHrt734dfpf6A2GeMtfObgJr/uPAfB96cf3o35731UQBEEQPhAba2s6derE0mXLANNbBfPlzUulSpXYEufJhIkpUrgwJ06exNXVNU1pPnUfLBiIitLRc8g4tNoIVEolK+dO4diZi+zYd5SfJ80E4I9xQ2nbrD4b/tkTb/nIyCg8eg1938UWBEEQPgJ2dnbcvHkTrVaLjY0NBw4cIEeOHB+6WJ+sD3qbQKs1PdNapVKiUimRZZljZy6a51+75UVWt883EhMEQRBSr2HDhuzatQuAjRs20K59e/O8gIAA2rVrR6WKFalVqxbXrl0DwN/fn2ZNm1KlcmUGDhgQ6z0B69aupUb0EwoHDhiAwUKr9Ofqg76oSKFQsHHRdPLkzMa6bbu4dsvLPE+lVNK8YW2mzllicVmNRsOGhdPQGwwsWbuFg8fPWkzn0bwB7Zo1BEA2GvH2up1omSIjIpJM87nIKHUV9fy8ZJR6wsdbVzdXVyIjTBdzHTrYpkOO8fPYsCE8yaVatmzJH3/8Qb26dbl69SqdOnXi+LFjREZE8Mv48ZQsUYLVq1Zx5MgRevbowfHjx5nw66+4u7szYsQI9uzZw5IlS4iKjOTqlSts2LCB3bt2oVarGTZsGKtWrqRTp07IskxUZKS5zqkly3Ka80iMXqeLt7/kypM/Wct+0GDAaDTi0WsoDva2zJr0MwXz5eHeA1M/gDFD+3Dhyk0uXr1lcdkG7Xvj5x9IruxZWTJjAl73H/Pk2fN46TZt38em7fsA0+OIk3q058f6+M93IaPUVdTz85JR6gkfb13DQ4PMj9VVKtPewGwwGOPlk5zH9laoWBEfHx/++ecfmjRpgkajQaFQYGVtzdmzZ1m3bh1W1tY0bNSI/v37ExEZyenTp1m/fj1W1ta0aNkSZ2dnNFZWnDh5kitXr1KvXj0AtFot2bJlw8raGkmS0FhZpflRwu/6ccQqtTre/hIZGZW8Zd9FgVIqJDScc5euU8O9HPcePKZf9/Y4Ozny6/S/ElzGzz8QAB/fF5y7fJ2ihfJZDAYEQRCEd2fzFn2a80jLSbJp06aMHDmSPXv3EuDvb55u6TXBMa81jvt645j0Xbt0YeKkSakqx6fug/UZcHZyxMHe1DRkpdFQpWIZHjx+Stum9anuXo6fJvyZ4DufHe3tUKtNcUwmJwfKlSqK98Mn763sgiAIwsfh6+7dGTlqFCVLlow1vXqNGubXCR89cgRXV1ccHR1jTd+zZw+BgaYLyzp16rB161ZevnwJmPocPHr06D3W5MP6YC0Dbi7OTB71A0qFAklSsOfwCY6cOs/lA5vwfeHHmvlTAdh/7DQLVmykRJECtG/RiPHT5pP/i1yMG94P2WhEUihYsmYL9x/5fKiqCIIgCB9Irly5GDhwYLzpY8aMoc9331GpYkVsbG1Z/PffAIwePZruX39N1SpVqFGzJrlz5wagWLFijP/lF5o3a4bRaEStVjNj5ky++OKL91qfD0W8wjiOj/Ue3buQUeoq6vl5ySj1hI+3ruIVxqkjXmEsCIIgCMJHSwQDgiAIgpDBiWBAEARBEDI4EQwIgiAIQgYnggFBEARByOBEMCAIgiAIGZwIBgRBEIRPjp2tLZXd3SlfrhzulSoxa9YsjEZjmvN99PAhNtbW/PrLL+Zpr169wsHensGDB6coL1cXl3RJ8z6IYEAQBEH45NjY2HDm7FkuXrrEfzt2sGf3bian06OE8+XLZ34bIsCWLVsoXrx4uuT9sRLBgCAIgvBJy5IlC/PmzWPBggXIsozBYGDkyJFUr16dShUr8vfixQB07dqV3bt3m5fr3asXW7dujZefjY0NRYoU4cKFCwBs8vSkbdu25vmPHj2iSePGVKpYkSaNG/P4sekFew8fPKB27dpUr149VssCwJ9//kmdOnWoVLEiEydMSO9VkGYfxYuKBEEQhE+TaqIy7ZnorVCpYuejH2tIURb58ufHaDTy8uVL/tu+HSdHR06cOEFkZCR169Shfv36tGvXjk2enjRu3JioqCgOHTrE7DlzLObXrn17PD09yZo1K0qlkuzZs/PM1xeAoUOG0KVLF7p268aK5csZNmwYnp6eDB8+nO9696ZL164sWLDAnNf+ffvwvnePgwcPorGywqNtW44fO0aNmjVTuKLeHdEyIAiCIHwWYl5ut//AAdasWUNld3dq1ayJv78/9+7do1GjRhw+fJjIyEj27NlDjRo1sLGxsZhXw4YNOXjgABs3bsTDwyPWvDNnztChY0cAOnfpwqmTJwE4deoU7Tt0ME3v3Nmcfv+BA+zfv5+aNWtStUoV7ty5w71799K9/mkhWgYEQRCEVEvpFbwlkRGRYB3/tcIp8eD+fZRKJVmyZEGWZf6cMYMGDRrES1erVi327dvHJk9P84nbEo1GQ7ly5Zg9axYXLl5k544dCaZ9+5XICb0e+ccff6Rbt24f7TsYRMuAIAiC8Enz8/Pj+++/p2/fvkiSRIP69Vm0aBE6nQ4ALy8vwsLCAFPz/8qVKzlx4oTFYOFtgwYPZtKkSbjE6fFfpUoVPDduBGD9unVUrVYNgKpVq76ZHv2aZIAG9euzYuVKQkNDAXj69Kn5VckfC9EyIAiCIHxytFotld3d0el0qFQqOnXuzKBBgwDo0bMnjx49omqVKsiyjKurKxs9PQGoX78+vb79lqZNm6LRaBL9juLFi1scRfC///2PPn36MGPGDFxdXVm4aBEA06dPp/s33zB33jxatWplTl+/QQNu37lDw4YNkSQJO3t7li1dSpYsWdJrdaSZeIVxHB/rK0PfhYxSV1HPz0tGqSd8vHUVrzBOHfEKY0EQBEEQPloiGBAEQRCEDE4EA4IgCEKKxQzjEz4Oad0eIhgQBEEQUkShUBIY+FoEBB8JWZYJDHyNQpH6B0B9sNEEGo2aFbMno1GrUCqV7DtyinnL1jN1zGBKFCmIXm/g+m0vfp3+F3pD/HGsLRrVoc/XpgdBLFy5iX/3HHrfVRAEQciQNNa2BAQE8OqVX7rkp9fpUKnV6ZLXx+xd1lOhUKKxtk318h8sGIiK0tFzyDi02ghUSiUr507h2JmL7Nh3lJ8nzQTgj3FDadusPhv+2RNrWUcHe/p9054O3/0IssyGxdM5fOIswaFhH6IqgiAIGYpCocDa1j7d8vtYR02kt4+5nh/0NoFWGwGASqVEpVIiyzLHzlw0z792y4usbq7xlqvuXpZT568QHBJKcGgYp85foXrlcu+t3IIgCILwOfmgDx1SKBRsXDSdPDmzsW7bLq7d8jLPUymVNG9Ym6lzlsRbLqurC89fvjJ/fuHnT1ZXy++E9mjegHbNGgIgG414e91OtEyRERFJpvlcZJS6inp+XjJKPSHj1FXU893JlSd/stJ90GDAaDTi0WsoDva2zJr0MwXz5eHeA9OrIMcM7cOFKze5ePVWvOUSevazJZu272PT9n2A6aFDSTXRfMzNOOkto9RV1PPzklHqCRmnrqKe705kZFSy0n0UowlCQsM5d+k6NdxNTf39urfH2cmRP+Yts5j+ud8rsmV5c/sgq5sLL/0D3ktZBUEQBOFz88GCAWcnRxzsTT0frTQaqlQsw4PHT2nbtD7V3cvx04Q/E7zaP3H2MtUqlcXR3g5HezuqVSrLibOX32fxBUEQBOGz8cFuE7i5ODN51A8oFQokScGewyc4cuo8lw9swveFH2vmTwVg/7HTLFixkRJFCtC+RSPGT5tPcEgoC1d6sn7hNAAWrNhIcEjoh6qKIAiCIHzSkhUM5P8iV6oyf/z0OXq93uK8u/cf0a7XsHjTy9bzsJj+xh1vxk+bb/68decBtu48kKpyCYIgCILwRrKCgW3LZ6XoSVOSJCHLMh37/MQtr/upLpwgCIIgCO9esm8TTJm1GO+HPslKq1QqWDR9fKoLJQiCIAjC+5PsYODGnftcv+2VdEJMzw+wNPxPEARBEISPT7KCgdJ12qYoU6PRmOJlBEEQBEH4MD6K5wwIgiAIgvDhpHho4dsP+4lLlmVCw8IJC9emqVCCIAiCILw/KQ4G9m5YmOTIAt+Xr1izeQerPLenumCCIAiCILwfKQ4GRkycwZA+3bj34DGHTpwj8HUwzpkcqVPDnUL58rB49WZKFCnA0L5fA4iAQBAEQRA+cikOBqpUKM2hk+f4bdbfsaZ7bt/LyEG9KFuyCKOmzCZcG0H7Fo1EMCAIgiAIH7kUdyBs+GU1Dh0/a3He4RPnqFPdHYBjZy6SI6tb2konCIIgCMI7l+JgICpKR7mSll/BWK5kUaKidIDpKYTaiMi0lU4QBEEQhHcuxbcJPLfvpc/X7cnk5MDhk+cJeB1E5kxO1KnuTvsWjVi8ehMAZUsW5Y73w/QuryAIgiAI6SzFwcDcpesICgmlR8dWdGr9FbIsI0kSrwJe878FK8x9BHYfPM7WnfvTvcCCIAiCIKSvVL3CeJXndlZv+o9sWVxxzZyJVwGvef7yVawhh94Pn6RbIQVBEARBeHdS3GegZNGCgOkBQ74v/Lh2ywvfF37mQKBFoy/TtYCCIAiCILxbKQ4GFvwxjsL5v7A4r1PrJvz604A0F0oQBEEQhPcnxcHAjgNHWfy/X8iXJ2es6b27tuWngT2Z8L8F6VY4QRAEQRDevRQHA7/N+ptDJ8+xZMYEcufIBsDg3l3p170DIyfNZOvOA+leSEEQBEEQ3p1UdSD8Zdp8fhs9iCUzfuXMpWs0qVuDIeP+4Mip8+ldPkEQBEEQ3rFUBQMAo6bMZtr4YTSoVZV+IyZx7tL1FC2v0ahZMXsyGrUKpVLJviOnmLdsPZ1aN6GbR3Py5MpOjRZf8zooxOLyVw5uwuv+YwB8X/rx/ajfUlsVQRAEQcjQkhUMHP1nOZZeVKhSKlCrVEwfPzzW9Nqtvkkyz6goHT2HjEOrjUClVLJy7hSOnbnIpeu3OXLqPMtmTkp0+cjIKDx6DU1O8QVBEARBSESygoH1W3cl+dri1NBqI0yFUClRqZTIssxtrwfp/j2CIAiCICQsWcHA8g3/EB594k5PCoWCjYumkydnNtZt28W1W17JXlaj0bBh4TT0BgNL1m7hYAIvT/Jo3oB2zRoCIBuNeHvdTjTfyIiIJNN8LjJKXUU9Py8ZpZ6Qceoq6vnu5MqTP1npkhUMHP93JReu3uTo6QscOXmex09901S4GEajEY9eQ3Gwt2XWpJ8pmC8P9x48TtayDdr3xs8/kFzZs7JkxgS87j/mybPn8dJt2r6PTdv3AXB+73oKFLL8kqUY3l63k0zzucgodRX1/LxklHpCxqmrqOe7ExkZlax0yRpa+PX3o7l07RZN69dk+6o57FgzjxEDe1K1YhlUSmWaCgoQEhrOuUvXqeFeLtnL+PkHAuDj+4Jzl69TtFC+NJdDEARBEDKiZLUMXL/txfXbXsxfvgEXZydqVqlArSoV+PPXH5EkiTMXr3L01AWOnr5gPkknxdnJEb1BT0hoOFYaDVUqlmHp2q3JWtbR3g5tZCQ6nZ5MTg6UK1WUpeuSt6wgCIIgCLGleGihf2AQ23YdZNuugyiVCiqWKUHNKhXo3qEl44b15Y73Q46cusC8pesSzcfNxZnJo35AqVAgSQr2HD7BkVPn6dK2KT06tsI1szNbls7k2OkLjJ82nxJFCtC+RSPGT5tP/i9yMW54P2SjEUmhYMmaLdx/5JPqlSAIgiAIGVmqnzMAYDAYOXPxGmcuXmP6/OXkzpmN2lUqUrNK+SSXvXv/Ee16DYs3fc3mHazZvCPe9Bt3vBk/bT4Al2/coU2PwWkpuiAIgiAI0dIUDMT15OlzVm/+j9Wb/0vPbAVBEARBeIdSHAwsmTEhwXlGo5GwcC237z1g284DPPfzT1PhBEEQBEF491L8oqLXwSHkyZmN8qWKYmWlIVyrxcpKQ/lSRcmbOwc21lZ0adOUbStmU7JowXdRZkEQBEEQ0lGKWwaOnDxPruxZ6dxvRKyRA1lcMzP3t1HsPXySoeOnsWj6eAb17krvYb+kZ3kFQRAEQUhnKW4Z6Ne9PQtWbIw3hPDlqwAWrNhI724ehIVrWen5L6WLF063ggqCIAiC8G6kOBhwdXFGo7HcoGCl0eDinAmAgMAgpLSVTRAEQRCE9yDFwcD5KzcY/F03iheO/bzjEkUKMOi7rpy7bHqVcZ5cOfB9+Sp9SikIgiAIwjuT4j4Dv06bz9zfRrNuwR+8CnhN4OtgnDM54po5E3fvP2LC9L8AUEiSeCqgIAiCIHwCUhwMPPfzx6PXUGpVqUCJIgVwdXHmlX8g12/f49iZi+Z0ntv3pmtBBUEQBEF4N1L90KGjp03vIhAEQRAE4dOWrGDAztaGsHBtijJOzTKCIAjvkkEHEa8VRAZLRAYpiQpSoAuV0IUo0Icq0IdJGEIVGMIljGEKjBEShEvIkRa6QyfVQ1pK4P8xnyVAkpGktz7H9OKSZJAgXFuW5/b25vmSBCjk2J8tlUNO9GMiE0FSgqSSQQUKlYyklpFUoHj7r0ZGUsko1KbPCg0oVUYUGpA0Mko1KDVG03yNKZ1SY4yebspHbWVKr1Qnsg6F9yZZwcDJ/1bRpf9Irt/2SlamCoWCk/+tomOfn7jldT9NBRQEQUhKRJBEoLeakAcqwn1URDxTYQxSYNRKoJUg0vRPikrdGKcPNTJKrbMD9ZuzZdzzdwLn8zR5O0/DO8jfkih9ZnxtNKDEFBApZWRFdFCiAFkFCoUcPV+OTgNS9DRJ8Wa6pIyep5SRFG/+xsyTVNHTrYyo7WRUdjJKOyMaexm1nRG1g4yVowEreyNqu+i8M4BkBQOSJFG2ZBGcnRySlalCkUHWniAI7402UCLwnhrfszkI/s+RqGcq9H5K5FdKpHDLp+u4U2VJBiuQrWSwkVFYG5FsZBS2MkpbGYWdEbW9EZW9jMreiNrRiMbBiMYu+go+AXIiV+Ky0cICRtMyskECIxjlmGmSaZoMRgP4PntCtuy5TXkYQTbGSW80fZnFxoE4Ey2WP94KAqNewqgz/ZN1RP8fZL2EMUoy/dWDHCUhGwCd6TN602dZL0H0Z6NBQjIAhui6GkCKrjMGkIyAQUKSJSSdBLo3BUusYeWt4sb6m95i9hfUMljJSNYyWMsorGQkWxmltYzC1ojS1ojGSUbtZMDaWcYqswFrZyO2rgZUVu+ocOks2X0GfhrQ412WQxAEgXB/BUHeKoIfqQn3URL5TIXhhRLZX4mkNZ0S9DoHwtUa8zISIKtkyGxE4WZAk9WATW49Nm4GNJmMaByNWDkasc5kuvr7lK709F7+5C3k9qGL8U7JRvC6dYe8eYqgj1Ig60EXaQpAjDoFhqiYAMX0VzYHHdGfjdH/N5gCKaPeFDTJBqL/mf5v1AOGmPQSxkgJozb6X4SEHCFhjFQgRUoQIUEUSHoJIjB9DnlT5pj47u2Wk7CE6qeRkW1kJDsjWtmKl1ntUDnIKB2jg81MRqycDGicjdhkNmDjasTK4f3vp8kKBhp17JuqzP1eBaRqOUEQPl36SIh8rUD7WklUkETUawVRIQp0wab784YQJYYwCUOYhDFcYbonH2H6K0UkfIUvq2RwMaKzDsahkB02ufTY5dbjVECHUy7DJ3WSF96QFKZ+BBoH0BC3GeV93aiwzKCDyGAFUaGSaR8OkYgKU6APlUx9TLRv+pnoQxUYQyWMoQoIk0CrgAiQoqJvTwUpUOvsMfpqiIrOP7FedbJKBrUpmJBiWiY0MlLMX2tQWskorE0tXEobU0uF0kZGZWNEaSujtjXiViEqkW95I1nBgO8Lv2RlJgjvimwEnRZ04Qr0WglduOmKISbyj9vUatSbmlplI/g9dUXxyNrczPqmydX012g0nYAUVjJqGxmVnRGVTfT9Q1sZjZ2M2lZGka4v/H53ZCPoIsAQKaGPkDBESOgiFBgiwBAlYYhUYNSDMSrm6iu66TfqTROxHNMsrJPeXIEZQI7+LOuj/0ZJyOESslZhvjefmvvyMUvIatMVvtLNgCa7AZtcehy+0OOYT4djTtMJ39vrNgUKFU3flSYIFijVYOtixNYFUhOYyEZTfxbtKwURgUoe3fTF2SYPuiAFuiAF+mAFhtDozqphCqQwU6uEFCWZWiX0mFvEzHny5rZIckrktis0WWX9RA5vwsck5sSsjzCdkA0REvooBYZI0wnIEGVqgjNEmU4wBl10k1yUhCHS1CRniDRNkyNMPbWNUZLpxBJlOsEQJSHrou8j6gEdSHFvgiaTTmfHs7ealVNdb5WMrAbUcSJ1DUhWMgqN6Z6iwko2dWICU0AS8+uVo3/E0UGLab705p5y3DSyKbBBxrRedKZ1gg7T/Vj9m/+jB114JnyV1qaDyHv29jfKkgzWgI0M1kYkWxmFjYzCPvpqxcGI0t6I2smIlUP030wyNpkM2LoZxRW+8NmQFGDjLGPjbOo4oXX2o0AhlySXk42gCzNd/ESFSui0CnRhEvroiyG9VsIQrsAQYbrNoY++zWGIjLndEX08tTQKJgEiGPjI6SMhIkhham4NVaALURIZIsUaBqUPix4KFX3/S46+KjafcKI7GcWcWKToE5Q2zI5nNnbmaeZlzL1yTFeDkhHTCccAkh4wvtuTjRTnb4yYZjNUsqnpTIV5eBYKUwcp2TzkSjYP1QZLsWsAACAASURBVIoKD0NtL5lOMm9Njzs0S9ZFByIxP6SoN8FITKQu6TFdAb9dLmKv7vcl7jlToVMiqaPLppSRVZh6X6tkUwcolen/kiq6B3bM57hDyaKnK1TRPa/VcYaRRU9XaEzDxTROMlZOBqycTfflP8T9TkH4nEgKTLdNHIzYZYW03C6JjExeug8WDGg0albMnoxGrUKpVLLvyCnmLVtPp9ZN6ObRnDy5slOjxde8DgqxuHyLRnXo87UHAAtXbuLfPYfeZ/FTzaCDEB8lQQ/VhD9VovVVEfVKiTFcQtaaojoiFLE7sKSTuL1z1TprFGplQsnjLfM2OfqEgtL0f0kFKGXTicd8EsF88pHUIKlNV88KK1DYGE33t6xM97lUNsboe12gso4e8mNraqZX2xpR2ZDqZvr0aFaWjRAVDvowBbpwCV2YAn24KWLXh0U3x4ebmuT1EZKph7QUfZUcHXRI0UGIhCloeTO+XDatZwWxxpzHnFAlSUZhHT1O28p0ElZZm9afSgNKayNKa/B5dpeCxQugtsk4w6EEQUgfHywYiIrS0XPIOLTaCFRKJSvnTuHYmYtcun6bI6fOs2zmpASXdXSwp9837enw3Y8gy2xYPJ3DJ84SHJpQf873RzZCiK+S4EdKwnzUhD9TEvVCid5PiTFAiRQsISVyZR3valgRPRRKEz0Uyip6KFT0P6WdjNLWiNLOiNo++n63VfQY3eiTixRzFayUkaToK0EJnj59TK4v8pimRZ+oFDEnJGXM8kYUVqCyllHHnLzVGe9kIynAyh6s7C31I/44WIXr0Nh96FIIgvApSnEwULtqRY6evoAcd2BtKmi1EaZCqJSoVEpkWea214Mkl6vuXpZT568QHGLqGHHq/BWqVy7HrgPH01ymuGSj6WreGIWpE1b0ffDwV0pCn6iiT/am8c4GfwVSkCLBq/mY86fsYARnI2pXA+qsBqyzGVA7GtA4yGjsjaidTA+90DgY0di+uxOv1us12QtlezeZC4IgCJ+MFAcDsyf/TMDrIP7dc5h/dh/i/iOfVH+5QqFg46Lp5MmZjXXbdnHtVvKecJjV1YXnb70e+YWfP1ldk+6UEfZExakhLube0DEPxjD/3yARGeaEr8rGdOEX/S+5HdfMJ3ub/7N33/FNVf8fx1+5GU33LhsUBETgqyhDcIKAAxRUcH/1694TFTeK4+dGv46v4vq6AAVx8EVAlrIFXAjInmWUbtqmTTPu74+UQG2BFLpo3k8ePJKcnHvu+aRt8rnnntxjQpIPa7IPR5ofZxMv0c28xLTyEdfCgyMqpOZERERqRZWTgXOvuJULzz2L888+k39dOog/V63j6+9nMnXWvCqvReD3+xlyw33ExkTx+jMPcczRLVm3cctBt7NUcimt/Y1UDDm/H0MH9g/UcVlw/xbc4m+3AYZpxWvxlCszLSamNfAfo+y+w4+Z6MZIKsWWWoIjtZiIxsVEN3Nhj6k4hOwD8oH8bQcNr9a4S0pYv3ZVXXejxinOhiVc4oTwiVVx1pzmLVuHVK/KycD2nZm89dE43vpoHN27dObC8/ow/PZrGX7Hdcycu4iJ389kyW/Lq9RmQaGLJb8t59TuXUJKBnZmZtHthE7Bx41Sk1nye+X7nDBpOhMmTQdg3rjxNBvmwnAEFs+wOcCICCymYXOYWCP8bNuxntbtW2M4TKwOE1vEwSauWYDIsv9HlnD5vrbibFjCJU4In1gVZ81xu6vxokP7s/i3P1n825+kJify0ohhDOh7OueddRo7dmXx+VeTGTNxMj5f5V+4SoyPw+vzUlDoIsLh4OSux/PhmK9D2u/8xb9z941XERcTmC3Vq9sJvDb6s4Nu50zy0XbwgUcvcikhulFtf0lMRESk7hxWMtD1+I4MPrcP/c7oidfrZew3U5g192dO6d6F26+9jE7HHsPwp0dVum1qciLPPnIXVsPAYjGY9uN8flq4lCsvHsC1lw0mJSmRiR++xtxFvzDipbfp2L4Nl1xwNiNeepvdBYW8+8l4xr37EgDvfPxlcDKhiIiIVE2Vk4EmjVIZdE5vBp3dm6aNU1ny+wqefPltZsxZhMfjBeDnX//kjxWr+b9H79lvO2s2bGboDcMqlH/+1WQ+/2pyhfIVq9cz4qW3g4+//n4mX38/s6rdFxERkb+pcjIwdex/yMzO5Zsps/j6+5ls27mr0nrrNm5l+arQvh0gIiIidafKycAdDz/HvMW/HfQ6A5vTt3PdPU8ccsdERESkdlT5cjb9z+xF00aVr6/dpFEqTw+/47A7JSIiIrWnysnABWefSWJCfKXPJcbHcsHZZx5un0RERKQWVTkZCFzwp/JTBMcc3YrcvN2H2ycRERGpRSHNGbjq4oFcOWQAELjS3+vPPESpp/xV+iIcDpIT4/l26pGxeqCIiIgEhJQMrN+8lRk/LcJigasvuYAlvy0nMzu3XB2P18vGLelMnT2/RjoqIiIiNSOkZGDh0j9YuPQPAIpcxXw1eQa7snJqtGMiIiL1gWma+E0/JiY+04ff9OP1e/D6ffhMLx6/F5/pZXvRduId8Wwt2MKP22ZxYlpXjo47mlh7HCYmc7N+ZLH5C39m/cHu0t30bn4WMfYYjkloS4Q1AqvFht2wYTPsRNqcRFidtRZjlb9a+J+Pv6yJfoiIiGCaJiW+EnJLcijyFlHkCfzPLsnCb/op8Ozms9Wf0Da+HU2im1Lqc7PTtZPskmySnEkUegrx+b14TV/ZB7aXNXmrg+3HOeIwTfDjB9PEZO8Hvd80YZ/HZtnzh+qLtWMrFu5z+Z1pW6bsd9urj72Wx7s/ecj7rqqQkoGXn7yf10d/xtbtO3n5yfsPXNk0uf+pV6qjbyIiQOADwuV1EWkLLAjm9XsxLAaG5cBzoE3TZHfpbty+Etw+Ny6vC5e3CJenmFK/O1CHwHJjFiwYFgMLFrBYyh4Hbi3B28DzgfuU7d+Cafpx2iKxG3asFis2w47NYsVq2Ii2RxNpjcRqWGv2RaoHfH4fhZ5C8krzKPIUUuQpIqckmx2uHXh8pZT6Syn2FvNn1h8s2Dmf1vFtiLJFsbNgB1kLA8vS2yw2vKb3oPvakL/+kPq4u/TQJrnv+f3wmT6ibFFYLEbwZ2y32DAsVoq8hcTa4/D6PWQUZxBjj+XouKPJc+dhWAw2F2zab/sR1ggSHAl4TC9ev4coW+2udR9SMpCUEIfNFvhFTk6IP6xMSfby+r0Ue12U+j34/F58pg/vPrde08vu0t38lvkrXVJPxG7YiLbFEGOP2WcZ58DtnjerPSV7nt/zxlVWaZ86Fgo8u8lz5wXf2PaU79vm39sotx/L3v0bFgMDY583zYrLTEv4cfvceP1eSn2lePyBD4MSb+CDudTvZuGOBbSKPQqXt4jl2X/SOv6YQD1fKSW+EgpLC9hcsImFOxfg8e+dtGwsMvCbgQXFHEYEEdYI/Pjxmz58/sBt4HH9WnQs3hGP1bDh9rkp8gTWUzmv1UCSnElEWJ3EOeJYtHMB7RM70Cm5E3nZ2WxyppMWmUZqVBqJEQm1OnRsmibF3mLyS/PYVbyLrOJMthRsocRXzMb8DeS6c8lw7eSv3JWH1H5lH+he04sFCyYmrePbEGOLIdoejc/0E2uPJSUylR+2TKVjUid6NTmFSFsk2SXZHBPfFqfNSaQtkghrBIbFit2wYzfsmJgUe10cHdcGIJjksU8CaFgMLBaw7PM+tue56no/q8+rM1o6nj44bD7Zp3z7bz5c9AmmGXiT8GPuvV/2OCsrg4SkJJZl/UGkLRLTNEkvSqdlTMtgVuvyFOHyuoJ/AM2im+MzA+eOfKYfv9+Hx/QG/9iTnSl4/R5SI9Pw+D24fW4KSndT5C2qy5ejRu35A9qbIBiBP8CyMspuCzx7s/QER0LZH92+f4QE61v+Vr7nj9bn97GtKD3YzrGJx+EzvaQ4U4i2x+AqLCQ6NrZ8shL8A6/k6K/syNAoK9tzvjDaHr3P703gd8fEDA4vmuwt85v+siFGypV5/V5W5f7FtqJ0bux4C20T2hFpi+TPrGU0i2nOmNWfcv7Rg4iwOfH4SnF5XXywcjSdk4/HZrES64ijxFfMn9l/0iKmJQkR8Qw55lK8fi/bd2wlKS2VfHceTqszeITh9XtxeV0UlhYQaYsqO+fpC/yult36/F48fg+2svOVNsOGzWKlxOdm7JrP6Nm4F4bFisPqoNjrosRbUvY778Pn9+E1vXj9XnaX5uM3/cEP/eo8cHBanZT4SoIfFKGKskURbY8mwhqBx+ch2hFDo8hGWCwGDsNR1pYZ/HntGSLeM4S8Z7h4z899b909w8mBn7Hb58ZresteDw8en4e80jysFivF3r2rpR7ua+IwIij1u/lHygkkRSSR5Ewm3hFHrCOOIk8Ric4kjks8Dj9+vP7Az9prevH7/XhND0UeF4WeQlzeorKf2W6KPIWU+Er4YcvUw+rbHs2imxNjD3yIx0ckkOpMJcoeTaTNid2IYMGOuSQ5k+nWqActY1uRtWMnyY3TaJ94LKmRaURYI6qlH/VNXS1hfOnNDxy0XlglA/8d+yjd3utW190IsmAhwhpBpC0Sm2HDarFhM6xYLTashhWrxcrG/A0VhszSItMwLNbgGxbsfYMJvHGx9/6e8rI3sT33TUx8Ph+G1ai0PvucKzP/tl3Z0+Xe1PymL/jmKLIvhxFBlC0Su9WO3XDgtDpxWCPIcO0k151DhDWCs5r3w7AYFHgKaBPfBocRgd2wE+uII8oWxQmpXWib0A6A1WuW075dJzx+D7tL8wN/LxYrhsXAarFiNQwMixUDo+xor+5HqUzTpNRfisvjosRXTJ47j+1F21ibt4aUyFQKSgso8RVTWFrI6BX/AeD8oweRlbcLr8PPkoyfiXPEUewtLjdCUltSnKk0jm5MsjOFJGcyBhZaxLbEarFyTHxbUqPSSHYm0ziqCTaj6ovh1ucj5upUn5OBQ1rCODU5kTN6daVRagoRDnuF519955NDabbGJUYkcXm7qzCCR6xG2XnHPUeuBvm5uSQlpZDoTMSwWIkqG4KKskWTFpWG0+okxh6L0+pke9E2UiNTSY1Mw2YEzhlZLUbZh3ng1md6cfvcZJdkB45K7NE4rU6i7THEOmIPes6zJtXUL6ZZYVKOH8qOnvdOzPEHj6a9fg82w1529PX3ST0E61c4GtvnSDzPnUeJtxinzYnf9DNn20+0TWiHw+pgx/Z0GjVpundC0N+O+Mrdlivb01co8hZiN+yVjlIY+45mBH+3oMIQJBawQIwthkcWDifZmcxRca3ZXLCR5dl/Bo94T0rtSsfkztjLfqe+2fAV57QaQMekTnj9XtKi0oiyRTNm9acUeApw2pzYLDZKilwkxCfjMByBc472aOxlb8zZJdkcHde67EMz8Hu69/fVGjj/aVjxm2ZglKBsVCHfnc/3m//H4NYX0ziqMVG2KBIiEom0ObGWjR5YjcCHsdVixev3khKZSoQ1MHR/KB8MB+MwHBgWgwhrBKmRadXefk2wWCzB1wQSaRLdlA5Jx3FWi34V6j5w0kPB+3//GzVNk0JPIdklWWS4Msh157Aufy2lPjdjVn9Gfmk+EBiNPC6pY9n8BRuGxcBmCdxG2wOnGv2mj1hHPIkRCUTbY3DanLg8LmyGjVaxRxFpi6RFTEsibZH1IqGSmlXlkYGzTuvBi4/fh2E1yMnNx+Mtf9RqmibnXn5rtXayuiz9YRzp2zMOWCdcMlQIn1gVZ8MSLnFC+MSqOGtOjY0M3H3jVSxY+juP/t8b7C4oPKTOiYiISP1R5THqxqnJfP7VZCUCIiIiDUSVk4HfV6zmqBbNaqIvIiIiUgeqfJrgxbc+4oXH7sFVXMLCpb9TUFjx63El7tJq6ZyIiIjUvConAxM/HAXAMw/dUfZ1tYqO7zPkoO04HHY+/vezOOw2rFYr039ayFsfjaNZ4zReGjGM+LgY/lqzgYeefR3v3yYpNm2cynefvMGmLdsBWLZyDSNffaeqoYiIiAiHkAw8/sKb7CcHqJLSUg/X3fsExcUl2KxWPnnzOeb+/CtXX3IBn46fxJRZ83jivlu4eMBZfPHttArbb92WwZAb7jv8joiIiIS5KicD306dXW07Ly4uCXTCZsVms2KaJj26dGb4068G9jVtNrf969JKkwERERGpHtV/RZAqMAyDL0e/TMtmjRn7zRS2bt9JQWERPl/gKnYZu7JIS0mudNtmTdIY//4rFBYV88YHn/Prsr8qrTfk/H4MHdgfANPvZ/3aVQfsk7uk5KB1GopwiVVxNizhEieET6yKs+Y0b9k6pHohJQNj33mRR//v32zYnM64d1886GmCy295MKSd+/1+htxwH7ExUbz+zEO0btW8Qp3KruOdmZ1Lv0tuIn93Ace1a82/n32YQdfcRZGruELdCZOmM2HSdCBw0aGDXfAhXC5+AeETq+JsWMIlTgifWBVnzXGHOKE/pGRg3aYtwQbXbdxa7asWFhS6WPLbco4/rj2xMdFYrQY+n59GaSlkZuVUqO/xeMn3FACwcs0Gtm7byVEtmrJi9aEtaSkiIhLOQkoGHn/+zeD9x55/o1p2nBgfh9fnpaDQRYTDwcldj+fDMV+z+Pfl9D+jF1NmzWPQ2b2ZNX9xpdvmFxTi9/tp3qQRLZs3YetBLjMsIiIilauzOQOpyYk8+8hdWI3AgkHTfpzPTwuXsn7TVl4aMYw7r7+Cv9ZtZOLkGQCc2asbHY89hrc+HMtJxx/HHdddjs8XWLt85Kvv6IqIIiIihyikZOC+W66uUqOhrFq4ZsNmht4wrEJ5+o6MSucc/LhgCT8uWALAjDmLmDFnUZX6JCIiIpULKRnof2avkBs0TbPeLmEsIiIiFYWUDJxz2S013Q8RERGpI1VeqEhEREQalkOeQNilcweOatEUh8Ne4bkvvpl6WJ0SERGR2lPlZCA5MZ73Xx1Jm6OaY5omFosFoNyiRUoGREREjhxVPk3wwG3XUlhURN+hN2KxWLji1uH0v/Rm3vxwLJvTdzDwqjtqop8iIiJSQ6qcDHQ9oSMff/Edmdm5ZSUWdu7K4r3PvuJ/03/isXtvquYuioiISE2qcjIQGxNNTn4+pmlSWFRMcmJ88Lnfl6/mhE4N//rSIiIiDUmVk4FtOzJITU4EYP2mLQzod3rwuTN7dSV/d0H19U5ERERqXJUnEM5Z+Au9up7AtNkLePfTCbzx7EPMGP8eXp+PJmkpjHr305rop4iIiNSQKicDr733WfD+vJ9/5Z93PMJZp/XA4XCwcOkfzPv512rtoIiIiNSsw16oaPmqdSxfta46+iIiIiJ14LCSAWeEg4sG9OXols3Jysnlu2k/siMjs7r6JiIiIrUgpGTg/tv+xZm9ujHwqtuDZVGRTsa9+xKtmjdhd0ERMTFRXHPJIC6/5UE2p2+vsQ6LiIhI9Qrp2wTdu3Tif9N/Kld27WWDOapFU558+T+cNuga+lx0Pdt37uKWa4bWSEdFRESkZoSUDDRrnMbK1evLlfU9vSfrN6Xz9fczAcjN383HX36r6wyIiIgcYUJKBqxWK+7S0uDjuNgYWrdqxuLflpWrt23nLlKSEqu3hyIiIlKjQkoGNm/dTrcTOgUfn9mrKwDzF/9erl5SQrwuOiQiInKECWkC4Zivv+fJB24jNiaK7Jx8rrx4ANt27GLBkvLJQK9uJ7Bu45Ya6aiIiIjUjJCSgW+nziY1OZHLBp9LXEw0K9du4NnXRuP1+YJ1EuPj6HNKd/7z8Rch7djhsPPxv5/FYbdhtVqZ/tNC3vpoHM0ap/HSiGHEx8Xw15oNPPTs63i93grb33DlRVx0Xl98fj//9+/3KyQmIiIiEpqQrzPw/ucTef/zift9Pjd/N2dedF3IOy4t9XDdvU9QXFyCzWrlkzefY+7Pv3L1JRfw6fhJTJk1jyfuu4WLB5zFF99OK7dt61bNObfPqQz6112kJSfx/qtPMeCq2/H7/SHvX0RERAKqvFBRdSouLgHAZrNis1kxTZMeXTrzw08LAPh22mz6nNqjwnZ9Tu3OlFnz8Hi8bNu5iy3bdtC5Q9ta7buIiEhDcdiXIz4chmHw5eiXadmsMWO/mcLW7TspKCzC5wsc4WfsyiItJbnCdmkpySxbuSb4OCMzm7SUpEr3MeT8fgwd2B8A0+9n/dpVB+yTu6TkoHUainCJVXE2LOESJ4RPrIqz5jRv2TqkenWaDPj9fobccB+xMVG8/sxDtG7VvEIdE7NCmcViqVjPrFgPYMKk6UyYNB2ApT+Mo03bA18HYf3aVQet01CES6yKs2EJlzghfGJVnDXH7S49eCXq+DTBHgWFLpb8tpzjj2tPbEw0VmugW43SUsjMyqlQPyMzi8Zpe0cMGqUmk5mdW2v9FRERaUjqLBlIjI8jNiYKgAiHg5O7Hs+Gzeks/n05/c/oBcCgs3sza/7iCtvOnr+Ec/ucit1uo1njNFo2b8Kff62t1f6LiIg0FHV2miA1OZFnH7kLq2FgsRhM+3E+Py1cyvpNW3lpxDDuvP4K/lq3kYmTZwBwZq9udDz2GN76cCzrN21l2uwFfPfxG3h9Pp597T19k0BEROQQ1VkysGbDZobeMKxCefqODC6/5cEK5T8uWMKPC5YEH4/+bAKjP5tQo30UEREJB/VizoCIiIjUHSUDIiIiYU7JgIiISJhTMiAiIhLmlAyIiIiEOSUDIiIiYU7JgIiISJhTMiAiIhLmlAyIiIiEOSUDIiIiYU7JgIiISJhTMiAiIhLmlAyIiIiEOSUDIiIiYU7JgIiISJhTMiAiIhLmlAyIiIiEOSUDIiIiYU7JgIiISJiz1dWOG6cm89yjd5OSlIjf72fCpOl89tX/aN/mKB4fdgtRkU6279zF8KdHUeQqrrD9tHHvUlRcjN/nx+fzcenND9RBFCIiIke+OksGvD4/L731X/5au4GoSCdfvvcKC5b+zlMP3sbLb3/M0j9WcOF5Z3HtZYN588OxlbZx3T2Pk5dfUMs9FxERaVjq7DRBVk4uf63dAICruIQNm9NplJrMUS2asfSPFQAsXPI7/c7oWVddFBERCQt1NjKwr6aNU+nQ9miWrVzDuo1b6H1Kd2bPX0z/3qfQOC2l0m1MTEa/PALThPGTpjFh0vRK6w05vx9DB/YPbOP3s37tqgP2xV1SctA6DUW4xKo4G5ZwiRPCJ1bFWXOat2wdUr06TwYiI52MGjmcF974kCJXMY+/8CYP33UDt1xzCT/OX4zH4610u3/e/jCZ2bkkJcTz3isj2Lh5G78sW1mh3oRJ04OJwtIfxtGm7bEH7M/6tasOWqehCJdYFWfDEi5xQvjEqjhrjttdGlK9Ok0GbFYrr418kMkz5jBj7iIANm7Zxk33PwVAq+ZNOb1n10q3zczOBSAnL5+Zc3+mc4e2lSYDIiIicmB1+tXCkcNvZ8PmdD758rtgWVJCPAAWi4Wbrx7Cl99Nq7BdpDOCqEhn8H6vbiewduOW2um0iIhIA1NnIwNdOnfggrN7s2b9Jia8/yoAr7/3Ga2aN+WyC88FYMacRXz9/UwAUpMTeerB27lt+DMkJybw+jPDAbBarXw/Yy7zF/9WN4GIiIgc4eosGfjtz7/odMaFFcrn/vwrn331vwrlmdm53Db8GQDSd2Rw8fX31XgfRUREwoGuQCgiIhLmlAyIiIiEOSUDIiIiYU7JgIiISJhTMiAiIhLmlAyIiIiEOSUDIiIiYU7JgIiISJhTMiAiIhLmlAyIiIiEOSUDIiIiYU7JgIiISJhTMiAiIhLmlAyIiIiEOSUDIiIiYU7JgIiISJhTMiAiIhLmlAyIiIiEOSUDIiIiYc5WVztunJrMc4/eTUpSIn6/nwmTpvPZV/+jfZujeHzYLURFOtm+cxfDnx5Fkau4wvandO/CQ3dej9Uw+GryDD4YM7EOohARETny1Vky4PX5eemt//LX2g1ERTr58r1XWLD0d5568DZefvtjlv6xggvPO4trLxvMmx+OLbetYRg8ds9N3DjsSXZmZvPFuy8ye/5iNmxOr6NoREREjlx1dpogKyeXv9ZuAMBVXMKGzek0Sk3mqBbNWPrHCgAWLvmdfmf0rLBt5w5t2bJtB+k7MvB6vUyZNY8+p3av1f6LiIg0FHU2MrCvpo1T6dD2aJatXMO6jVvofUp3Zs9fTP/ep9A4LaVC/bSUJHbuygo+zsjMpnOHdpW2PeT8fgwd2B8An8+P2116wL50/scJ5ObtPoxojhzhEqvibFjCJU4In1gVZ81p2jg1pHp1ngxERjoZNXI4L7zxIUWuYh5/4U0evusGbrnmEn6cvxiPx1thG4vFUqHMxKy0/QmTpjNh0vSQ+/PFuy9x6c0PhB7AESxcYlWcDUu4xAnhE6virHt1mgzYrFZeG/kgk2fMYcbcRQBs3LKNm+5/CoBWzZtyes+uFbbLyMwuN2LQKDWZzKyc2um0iIhIA1OnXy0cOfx2NmxO55MvvwuWJSXEA4Gj/5uvHsKX302rsN3yVWtp2bwJzRqnYbPZOLfPqcyev6TW+i0iItKQWNNaHftkXey4S+cOPHzXDUQ6Ixh6/tlccsHZ7MjIpNsJnXju0bu54qLz+POvdfx33DcApCYn8vKT9zN5xhxM02RL+g6ef/xerrxoAP+bPocZcxZVT8cssHLNhuppq74Ll1gVZ8MSLnFC+MSqOOucpePpgys/2S4iIiJhQVcgFBERCXNKBkRERMKckgEREZEwp2RAREQkzCkZEBERCXNKBkRERMKckgEREZEwp2RAREQkzCkZEBERCXNKBkRERMKckgEREZEwp2RAREQkzCkZEBERCXNKBkRERMKckgEREZEwp2RAREQkzCkZEBERCXNKBkRERMKckgEREZEwp2RAREQkzCkZEBERCXNKBkRERMKckgEREZEwp2RAREQkzCkZEBERCXNKBkRESJP45QAAIABJREFURMKckgEREZEwp2RAREQkzCkZEBERCXNKBkRERMKckgEREZEwp2RAREQkzCkZEBERCXNKBkRERMKckgEREZEwZ6vLnT89/A5O79mVnNx8Lrz2bgCG3XINZ/TqitfrZev2nTz2/BsUFLoqbHtK9y48dOf1WA2DrybP4IMxE2u7+yIiIg1CnY4MfDNlFrc8MLJc2cKlv3PhtXdz0XX3smnrdm648uIK2xmGwWP33MStDz7NBdfcxXlnnUrrVs1rq9siIiINSp0mA78sW0l+QUG5sgVL/8Dn8wOwbOUaGqUmV9iuc4e2bNm2g/QdGXi9XqbMmkefU7vXSp9FREQamjo9TXAwF553FlNnza9QnpaSxM5dWcHHGZnZdO7QrtI2hpzfj6ED+wPQ/pijKCoqOuA+TdPEYrEcRq+PHOESq+JsWMIlTgifWBVnzfGbcNqgfx20Xr1NBm66agg+n4//Tf+pwnOVvZgmZqXtTJg0nQmTpgOw9IdxZObkH3C/69euok3bYw+hx0eecIlVcTYs4RInhE+sirPmuN2lIdWrl8nABWf35vReXbnh3icqfT4jM5vGaSnBx41Sk8nMyqmt7omIiDQo9e6rhad078L1V1zInQ8/R8l+Mprlq9bSsnkTmjVOw2azcW6fU5k9f0kt91RERKRhqNORgRefuI9uJ3QkIT6OGePf4+2PxnHDlRfjcNh575UngcAkwpGvvkNqciJPPXg7tw1/Bp/Pz3Ovvce7L4/Aahh8/f1M1m/aWpehiIiIHLHqNBl4cOSrFcomfj+z0rqZ2bncNvyZ4OO5P//K3J9/rbG+iYhI5fx+P6UlLvx+X7W0l5qSgqvwwPO5GoKajNMwrDicURjGoQ3418s5AyIiUn+VlrhITkoiITGhWmbHu0tKiHA6q6Fn9VtNxWmaJrm5eeTk5OCMijmkNurdnAEREanf/H5ftSUCcvgsFguJiQmHNVKjZEBERKpMiUD9crg/DyUDIiIiYU7JgIiIHJHS09MZOmQInTp25LgOHRg2bBilpaV8+skn3HPPPXXdPb777jv++uuv4ONnn32WWTMrnyRf15QMiIjIEcc0TS677DLOP/98lq9YwZ/Ll1NUWMiIESNqZH9er7fK20z6WzLw6KOP0uess6qzW9VGyYCIiBxxfpw9G2dEBFdfcw0AVquVF196iU8+/hhXcTHb0tO54Pzz+Ufnzjz7TOBr6UVFRVw4eDDdu3XjpBNPZPz48QD8+uuv9Ovbl149e3L+wIHs2LEDgP79+vHE44/Tr29fXnj+edq3a4ffH1hIz+VycUybNng8Hj784ANOOeUUunfrxmWXXYbL5WLhwoVMnjyZRx5+mB7du7Nh/XpuvfVWJk6cCMDsWbM4uUcPup50EjffdBNutxuA9u3a8fTIkfQ8+WS6nnQSq1evBmDunDn06N6dHt27c3KPHhT8bZG/w6WvFoqIyCGLfL5mvhJY/FDJAZ9f+ddfdDnxxHJlcXFxtGjRAq/Xy9KlS1n6yy9ERUVx6imncM6557JlyxaaNGnC1998A0B+fj4ej4f77ruP8ePHk5qayvjx43lyxAjeHT06WGf6jBkA/P7778ydM4czzjyTyZMn069fP+x2O4MGD+a6668H4MkRI/jvf//LbbfdxoABAzj3vPO46KKLyvWzpKSEG2+8kSlTp9K2bVuuv+46Ro8ezZ133glAckoKCxct4t133+W1UaP4zzvv8NprrzHqtdfo1asXhYWFOKv5K4oaGRARkSPO/lYA3FPep08fkpOTiYyMZNCgQSxYsIBOnToxa9YsHn30UebNm0d8fDxr1qxh5YoVDBwwgB7du/PC88+zbdu2YHtDhgwJ3r94yBAmTJgAwPjx44PPrVyxgrP69KHrSScxbtw4/lq58oB9X7NmDUcddRRt27YF4KqrrmLevHnB5wcNGgRAly5d2Lx5MwAn9+zJ8OHDeeutt8jLy8Nmq95jeY0MiIjIITvYEXwoDuViPMd16MA3X39drmz37t2kp6djtVorJAoWi4W2bduyYOFCpk2dyhOPP07fvn25YNAgOhx3HD/9VHGFXICo6Ojg/YEDB/LE44+Tk5PDb7/+ypm9ewNw44038uX48fzjH//g008+Yc6cOQfsu2lWvsruHhEREUDg1MeeuQoPPPAA5557LlOnTuWMM87g+++/p3379gdspyo0MiAiIkec3n36UFxczOeffQaAz+fjoeHDueqf/yQqMpKZs2aRk5NDcXExkyZNomfPnmzfvp2oqCguv+IK7rn3Xn77/XfatWtHVmYmixYtAsDj8bByP0f2MTExdO3WjfuHDeO8887DarUCUFhYSOPGjfF4PIwbN25v/dhYCis5t9++fXs2b97M+vXrARgzZgynnXbaAePdsH49nTp14v777+fEE08MziWoLkoGRETkiGOxWBj3xRdMnDiRTh070rlTJyKcTkaOHAlAr169uP666+jRvTuDBw/mpJNOYsWKFZx26qmB0wEvvMBDDz2Ew+FgzNixPPboo3Tv1o0e3buzaOHC/e53yJAhjB07ttzpgydGjOD0005jwHnn0W6fo/WhQ4cyatQoTu7Rgw1lH/wATqeT0aNHc+UVV9D1pJMwDIMbb7zxgPG+8eabnHTiiXTv1o1Ip5Ozzz77UF+6Slk6nj74wOMVDcjSH8aRvj3jgHXWr11Fm7bH1lKP6la4xKo4G5ZwiRPqb6yuwnzatWtXbe1pbYLqsWbNGqJi4svv013KpTc/cNBtNTIgIiIS5pQMiIiIhDklAyIiImFOyYCIiEiYUzIgIiIS5pQMiIiIhLk6SwaeHn4HP33zX77+6PVgWf8ze/HNf19n2eyv6Ni+zX63nTbuXSZ+9BoT3n+VL959qTa6KyIi9Uik08l1114bfOz1emnRvDkXXXhhldpp364dWVlZh13nSFdnlyP+Zsosxkz8nuceuTtYtm7jFu55/AVGDLv1oNtfd8/j5OVX76pNIiJyZIiOjmblypUUFxcTGRnJzJkzadq0aV1364hVZyMDvyxbSf7fLtO4YXM6m7Zur6MeiYjIkaR///5MmTIFgC+/+IKhl1wSfC4nJ4ehQ4fSrWtXTj/9dP78808AsrOzGThgACf36MEdt99ebp2AsWPGcGrZFQrvuP12fD5f7QZUh47IhYpMTEa/PALThPGTpjFh0vT91h1yfj+GDuwf2M7vZ/3aVQds211SctA6DUW4xKo4G5ZwiRPqb6ypKSm4SwILFF16aVQ1tFixjS++cB10q0GDBvHiiy9yVp8+LFu2jMsvv5x5c+fiLinhyREj6NSxI599+ik//fQT1117LfPmzWPkU0/RvXt3hg8fzrRp0/jggw8odbtZ9scffPHFF0ydMgW73c6wYcP49JNPuPzyyzFNk1K3OxjzoTJN87DbOBCvx1Ph96V5y9YhbXtEJgP/vP1hMrNzSUqI571XRrBx8zZ+WVb5whITJk0PJgtLfxh30Et71tfLf9aEcIlVcTYs4RIn1N9YXYX5wcvqWq2HP8Ds8/krtBPKZXtP6tqV9PR0vv32W84991wcDgeGYRDhdLJ48WLGjh1LhNNJ/7PP5rbbbqPE7WbRokWMGzeOCKeTCwYNIjExEUdEBPMXLOCPZcs466yzACguLqZx48ZEOJ1YLBYcERGHfSnhmr4csc1ur/D74naXhrZtTXSopmVm5wKQk5fPzLk/07lD2/0mAyIiUnO+mug97DYO50NywIABPPzww0z74QdysrOD5ZUtE7xnWeO/L2+8p/5VV17J0888c0j9ONIdcV8tjHRGEBXpDN7v1e0E1m7cUse9EhGRunD1Ndfw8COP0KlTp3Llp5x6anA54Tk//URKSgpxcXHlyqdNm0ZubuDgsnfv3nz99dfs2rULCMw52Lx5cy1GUrfqbGTgxSfuo9sJHUmIj2PG+Pd4+6Nx5BcU8vBdN5CUEM/bzz/GqnUbufmBkaQmJ/LUg7dz2/BnSE5M4PVnhgNgtVr5fsZc5i/+ra7CEBGROtS8eXPuuOOOCuWPPfYYN990E926diUyKor33n8fgEcffZRrrr6aniefzKmnnUaLFi0A6NChAyOefJLzBw7E7/djt9sZ9dprtGrVqlbjqStawvhv6us5upoQLrEqzoYlXOKE+hurljA+NFrCWEREROotJQMiIiJhTsmAiIhImFMyICIiEuaUDIiIiIQ5JQMiIiJhTsmAiIgccaKjoujRvTsndulC927deP311/H7/Yfd7uZNm4h0OnnqySeDZVlZWcTGxHDPPfdUqa2U5ORqqVMblAyIiMgRJzIykp8XL+bX337jf5MnM23qVJ6tpksJH3300cHVEAEmTpzIcccdVy1t11dKBkRE5IiWlpbGW2+9xTvvvINpmvh8Ph5++GFOOeUUunXtyvvvvQfAVVddxdSpU4Pb3XjDDXz99dcV2ouMjKR9+/b88ssvAEwYP56LL744+PzmzZs595xz6Na1K+eecw5btgQuib9p40bOOOMMTjnllHIjCwCvvvoqvXv3plvXrjw9cmR1vwSH7YhcqEhEROoH29PWw2/EG4HNVr4d7+O+KjVxdOvW+P1+du3axf8mTSI+Lo758+fjdrvp07s3ffv2ZejQoUwYP55zzjmH0tJSZs+ezb/feKPS9oZecgnjx4+nUaNGWK1WmjRpwvYdOwC47957ufLKK7nqn//k4//+l2HDhjF+/Hjuv/9+brrxRq686ireeeedYFszpk9n/bp1zJo1C0dEBEMuvph5c+dy6mmnVfGFqjkaGRARkQZhz0qFM2bO5PPPP6dH9+6cftppZGdns27dOs4++2x+/PFH3G4306ZN49RTTyUyMrLStvr378+smTP58ssvGTJkSLnnfv75Zy697DIArrjyShYuWADAwoULueTSSwPlV1wRrD9j5kxmzJjBaaedRs+TT2b16tWsW7eu2uM/HBoZEBGRQ1bVI/jKuEvc4Ky4rHBVbNywAavVSlpaGqZp8uqoUfTr169CvdNPP53p06czYfz44Ad3ZRwOB126dOHfr7/OL7/+yveTJ++37r5LIu9veeQHHniAf/7zn/V2DQaNDIiIyBEtMzOTO++8k1tuuQWLxUK/vn0ZPXo0Ho8HgLVr11JUVAQEhv8/+eQT5s+fX2mysK+777mHZ555huS/zfg/+eSTGf/llwCMGzuWnr16AdCzZ8+95WXLJAP069uXjz/5hMLCQgC2bdsWXCq5vtDIgIiIHHGKi4vp0b07Ho8Hm83G5Vdcwd133w3Atdddx+bNm+l58smYpklKSgpfjh8PQN++fbnh+usZMGAADofjgPs47rjjKv0WwSuvvMLNN9/MqFGjSElJ4d3RowF4+eWXueZf/+LNt95i8ODBwfp9+/Vj1erV9O/fH4vFQnRMDB99+CFpaWnV9XIctpCWML79ussPqfFx30whOyfvkLatCVrCuLxwiVVxNizhEifU31i1hPGhqc9LGIc0MnDzP4eQv7sQr88bcqeSEuKZNffnepUMiIiISEUhnya4dfgzLF+1NqS6VqvBbzPGH3KnREREpPaENIFw6uz55OXvDrlRn8/P1NnzyS8oOOSOiYhI/bXna3xSPxzuzyOkkYEHR75a5YYPZRsREan/DMNKbm4eiYkJlX6VTmqXaZrk5uZhGId+AaiQTxPYrFb8prnfhSAMw8CwWPD6Qv/O6dPD7+D0nl3Jyc3nwmsDs0D7n9mL2/51Ka1bNefyWx5kxer1lW57SvcuPHTn9VgNg68mz+CDMRND3q+IiBw6hzOKnJwcsrIyq6U9r8eDzW6vlrbqs5qM0zCsOJxRh7x9SMnAce1aM+Y/L3Lr8KdZuPSPSut079KJ/7z4ONfe9Ri/r1gd0s6/mTKLMRO/57lH7g6Wrdu4hXsef4ERw27d73aGYfDYPTdx47An2ZmZzRfvvsjs+YvZsDk9pP2KiMihMwwDZ1RMtbVXX781Ud3qc5whzRm49rLB/PDTgv0mAgCLflnGtFnzuWro+SHv/JdlKyvMK9iwOZ1NW7cfcLvOHdqyZdsO0ndk4PV6mTJrHn1O7R7yfkVERGSvkEYGunfpzNOj3j1ovRlzFvHYvTcddqcOJi0liZ27soKPMzKz6dyh8u+8Djm/H0MH9gfA9PtZv3bVAdt2l5QctE5DES6xKs6GJVzihPCJVXHWnOYtW4dUL6RkIDYmmuzc/IPWy87LJy62+oaO9qfSaz9T+UzKCZOmM2HSdCBw0aGDDdHU52Gc6hYusSrOhiVc4oTwiVVx1hy3uzSkeiGdJsjJy6d5k4NfNrF5kzRy8g6eNByujMxsGqelBB83Sk0mMyunxvcrIiLSEIWUDCz6ZRmXDjrngF8hsVgsXDroHBb+sv95BdVl+aq1tGzehGaN07DZbJzb51Rmz19S4/sVERFpiEJKBkZ/OoG2rVvxxnMP06Jp4wrPN2/SiNefeYhjjm7Je59+FfLOX3ziPj5/+3mOatmUGePf46LzzuKs03owY/x7HN+xPW8//xjvvvQEAKnJibz9wmNA4KJGz732Hu++PIJJn7zBtNkLWL9pa8j7FRERkb1CmjOwZdsO7nj4WV584j7+99mbpO/IYEdGFqZp0qRRKi2aNiInL587H3mOLdt2hLzz/V2YaObcnyuUZWbnctvwZ4KP5/78K3N//jXkfYmIiEjlQr7o0JLfV3DeFbcxoN/pdP1HR9JSkwALy/9ay0djv+b7mXMpLnHXYFdFRESkJoScDAAUl7jLzc4XERGRI19IcwZERESk4QppZKBRajKP3nMT7dq0Iisnjxfe+IA//wptOWMRERGp30IaGXjh8XvZtHUb51x2C2Mnfs/bzz+Gw9HwF5UQEREJByElAx3atmbOwl8AmLNoKfFxMTRKTa7RjomIiEjtCCkZmDJrHrddeyndu3TmwTuuY9W6jWzdtrOm+yYiIiK1IKRk4KmX/8Pk6XMY0Pc0tqbv5Pp7n6jpfomIiEgtCWkCoWmafDV5Bl9NnlHT/REREZFapq8WioiIhLmQkoG7b7yStJSkKjV8941XkpKUeEidEhERkdoTUjJw3eUXVikZMAyD6y6/kNRkJQMiIiL1XUhzBiwWCyPuv5UiV3FN90dERERqWUjJwLTZ8zGr2PC0HxeQX1BwCF0SERGR2hRSMvDAfpYaFhERkSOfvk0gIiIS5pQMiIiIhDklAyIiImFOyYCIiEiYC2kCYU15evgdnN6zKzm5+Vx47d0AxMXG8MqTw2jaOI3tO3cxbMTL7C4sqrDtH7MmsHbDFgB27Mrkzkf+r1b7LiIi0lAccjLQrUsnOrU/hsZpyXw49hsyMrP5x3Ht2LYjg+zc/JDa+GbKLMZM/J7nHrk7WHbDlRex6Jc/+WDMRK6/4iKuv/IiRr37aYVt3e5Shtxw36F2X0RERMpU+TRBQnws//33M7z/ypNcefEALht8LkkJ8QBcNvgcbr76kpDb+mXZygrXIuh9Sne+nTobgG+nzqbPqT2q2kURERGpgiqPDDx81w0kJyZw4bX3sDl9O7/NGB98bsGSP7j56qGH1aHkxASycnIByMrJJSkxvtJ6DoeDL959Ca/PxwdjJjJr3uJK6w05vx9DB/YHwPT7Wb921QH37y4pOWidhiJcYlWcDUu4xAnhE6virDnNW7YOqV6Vk4HTepzEEy++yYbN6RhG+YGFnbuyaJSaXNUmD0m/S24kMzuX5k0a8cGokazdsIWt23dWqDdh0nQmTJoOwNIfxtGm7bEHbHf92lUHrdNQhEusirNhCZc4IXxiVZw1x+0uDalelU8TGIYFj8db6XPxcTGUlnqq2mQ52bl5wdUOU5ISydnP/IPM7MDoQfqODJb8vpxj2x59WPsVEREJV1VOBn5bvopLB51drswsW7lg0Dl9WPL78sPq0I/zlzDonN5l7fVm9vyKw/9xMdHY7YFBjYT4WLp0Ppb1m7Ye1n5FRETCVZVPE7w2+lM+/vezfPXBq8yYswjTNLmg/5ncd/PVdO7Qlitveyjktl584j66ndCRhPg4Zox/j7c/Gsf7YybyypP3c9GAs9iRkcV9I14CoGP7NlxywdmMeOltWrdqzhP334rp92MxDD74fCIbNqdXNRQRERHhEJKB1es2ccWtw7n9usu5ashALBYLg889i59/XcaVtz1UpQ/lB/ezANIN942oULZi9XpGvPQ2AL+vWM1F195T1a6LiIhIJaqcDMTHxbJtxy6GlR2xWywWTLOqCxyLiIhIfVGlOQM2q5Ufv/6Q7l06BcuUCIiIiBzZqpQMeH0+du7KCk7eExERkSNflb9N8PEX33H9FRcRGxNVE/0RERGRWlblQ/zjO7ajSaNUpn/5HstWriE7N6/cqQLThEf/79/V2kkRERGpOVVOBlo0a8L2jEwAoqIiiYqKLF9BcwhERESOKFVOBq6qwnUEREREpP6r8pwBERERaViqPDJw+3WXH7TOWx+OPaTOiIiISO2rcjIwZGDfCmUx0dFEOOy4iktwFZcoGRARETlEpmniNb3YDXut7bPKyUDvi66vtLzr8R15+K7reeLFtw67UyIiIg2daZqszFnBrPSZrMpdyZaCLWS4dpJfmscNx93MAyfV3hy9art60NI/VvDxl5N47N6bufyWB6ur2Wq1tWAL9899ELthx251EGeP48S0k4hzxFPiK6HU5yY9ezN/GMvZUrCZiesmUOovJcmZRIw9Bp/fh9f04vV78ZpefH4fbp+bGHsMCRGJmKYfr+nDZ3rx+n34zUB9q8VK2/h23NTpVjomdzp4R0VEpMHy+D18sWYMH//1EZsKNlZap8RXUqt9qtZLCWbn5tGmVfPqbLJa5Zfm893Gb8oXrqik4pryD7NLsg5732vz1jBj63Qe6z6CS9tejmHR3E0RkXCzuzSf22bfxM8ZiwBIcabSt2V/uqV156i4o2kS3YSEiMRaPUUAh5AMWCyWCmV2u43WrZpz6zWXsHHLtmrpWE1oEdOSl08dRanPg8fvYUfRdv7MXkax14XT6sSwWMFtkpqQRpQ9it7Nz6JD4nFkFmfi9pVgNWzYLFZshh2rxYrNsGEzbBR6Csl352G12LAaVmx/u3X73IxZ/SlfrB3LE4se4bsNX/N8r5dpFXdUXb8kIiJSg/Ld+azPX8vmgs3M2TCbJX8sIcO1k7TINB7r/iT9W5yD1bDWdTerngz8MWvCfhcnys3bzV2PPX/Ynaop8RHxDGp90QHrrF+7ijZtjy1XlhbV6LD3/UzP5zm5cS+eXTKSpbuWMHDS2ZzRrDftE48l2ZlCrCMWq8WKx+/BZ/rw+j14/T48fg8ubxFevxePP5DEeP1eXJ4i8kvzKfGV4LA6cFqdRFojibBG4LA6cFgjaBHTgvaJHWif2J4Iq/OwY6gNpmlS5C2ixFuMy1tMibcYu9VOpC2KSGskHn8pbp+bYm8xLq+LYq8Ljz8w0cZhtWOz2LFb7TSLbk6sI7auwxGRemjP+6nX7937fmv68Pm9eE0fpunHX/bfxCx3P/CciZ+ysrLHJiYl3mLyS/PZXrSdDfnrWJ79J6vzVlXYf7uE9ozu8yHNYurPSHqVk4FnRo2ukAy4Sz1kZGbx659/4fF4q61zDc3Aoy/gtKZn8OTPj/G/Td8xbcsUpm2ZUuP7tRsOmkU3I9IWSZQtiqYxzWgW3RxfQSlNfM2xGw4cVgd2w46BgWExsFgsgVvKbi0Gxj73A+V76hiY7PnjMfGbvsD94B9O+f9e01v2YV5Evjuf7JJsNu3ewIbd68kuycZv+g875khbJBe2vpgTUk8kOzODP42V+PHj8+/pmx+/3xcoM/34TR8evzfwZrDPnBCv6cHtc1PoKcTldWFgYLVYMSyB12nPfavFimFYMbAQ54gnxh6DiUmpr7QsiSsNJjCFnkJM08Rm2MqSmAgSIxI5/+hBHJvYoV4cJYgcKTx+DyXeEkr9pZT6SnH7Sshz57HDtZ0MVwaFngJcHhc7XTtYkbOcDFcGRZ7CWutfhDWCY+LbclTc0cR5YrnwH0P5R/Lx9e7vvMrJwJffTauJfoSN+Ih4Rp3+Bvd0uZ+lGYvZtHsjue5cCj0F+EwfNkvgA8JqBE5H2C02ouzRwQ8Om2HHbthwWiNJiEjAaYvE7SvB7XXj8rqCfxAl3mLW5q9hff461uatKTdJ5ZfMpXs7tLkOXoSDiLRFEmmLIsoWSYTVicfvodjroti7dxTEaXUSZY/CaY3EYdjxmF48ZR+8xb5iNuSvZ8yazxiz5rNAo+vqNqZQfLByNHbDztFxrUlxppAW1Yi+LfpzfGoXIq2RZQnKnmQlcDRjWAzshh2n1UmpvxTTNCs9lSdSnUp9geS2yFNIoaeQIm8RFiw4rI7A6KThwLAYZUfVgaNmym73HmGbwdstRRspzalYvuef3wwk8nnuXHYV72JLwSa2FGxhdd4qthRU/U3MsBg4DEfw1G/wdp9TvJUeFJXd7nuAZLFYMAg8dlgdxDviSYlMpU38MbRNaMfxKccHR2bXr11Fm9RjD9K7ulHlZGDJtHH8665HWbF6fYXnjm17NJ+++X90O/uyaulcQ9YqthWtYlvVyr4KSgvYVZxBibeYQk8RWwo2s9O1k627NhEVF43H58Htd+P1ezHLDX+Z5YbJAkf/5t6hsbKjaqDcqIGBgdUIjBjs/cOxBEcdDIuVKFsk0fYY4hxxJEUk0SymOccktKVxVBNsxuHPa12V+xfTNk9h4+6NFBbsJj4uIbhva9lt4Ih+7/1AwmULviHYLYGkLMIaQbQ9hkhbJJjgM334ykY/Arc+/KYZKPd7KSx7g9zzhmO32oMf2NH2GJw2JzaLDa/fG0zeVuYsZ/rWH8hw7WRN3mrWsBqAbzZMrFLcxmIj0F9bDI2iGuGwOoLfgvH5fcG+e/1eDItBlC2KRGcSR8UeRZwjnibRTTk28Vh1fGD7AAAgAElEQVTaJR5LjD3msH8OUv/s+VDNKM6goHQ3ue5cthZsYdPujeSX5uP2uYO/l8Fbn5tSv5sij4siTxGlfnf1d2zZoW1mWAwirZGB06NG4BRpfEQ8aZGNaBrdlBh7LNH2aJKdyXRI6kjzmBbEOeI0iftvqvyuG+GwY9nPi+iw27EaeoHrm1hHbLnz5z0anwxUPj+ioTg2sQPHJnYAjpQ4L2VEj6cp8hSxafcGMoszmb9jHitzVrA2bw1+04dhsWIzrNjKkhRL2VHJnqHRgtKC4CmYYm8xWSWZIe99wY555R5bLVbaJrTn+JTj+VeH6zkmoW11B1ynTNPE5XXh8hZhYMA+yarFQjCR3XuarLKyQxuB8fl9uLxFFHlduL0lFPuKKSwtpMCzmzx3Hvml+bg8RRR7i9mRtQ3bLjuFnkKKvS7cPjdun7tsbtHepHzf5L2yx3vOa7u8Rbi8rsN+/WwWW2D0zh5FrD2WKHs0mCalZXN63D43pmkGXzv2ObLe83trsQQf4S31EBHh3Fu2z+2en4/VYhDvSCA1MpUWsS1pEdOSYxLa0jquDQ6r47BjCnchJQOpyYk0Sk0JPm5zVMVJDxEOO4PP6xNc0TAUTw+/g9N7diUnN58Lr70bgLjYGF55chhNG6exfecuho14md2FRRW2veDs3tx89RAA3v1kAt9Nmx3yfkXqq2h7NB2TOwNwZvM+Vdp2/dpVtGpzDCVliUGGayd+0xccAjXKvgFjtVixWqz48ePyFLHTtZNthekUeArYuHsDa/PWsDp3FatyV7IqdyUT10/glk63c3Pn24iwRtRE2AflN/24vC5yS3L4MetH5njmUVBawA7XdkzTJMoWRbQ9Bo+/lILSAmIdcVgsFoq9LrJLsskpySn7kCqh0FNAhmsXHn/pYffLgoUIawQJEYnYDBtm2QiR3/SVzUXxB++bZSNJtf398crEO+JJi2pEvCOBeEc8TWOa0TquNUnOZCKsTiKsEWXzWfYcbQeOuGNs0UTbY4iwRlTr6agjI2Fv2EJKBoYM7Met/7o0cA7HNBn54O0V6lgsFjweL0+98k7IO/9myizGTPye5x65O1h2w5UXseiXP/lgzESuv+Iirr/yIka9+2m57eJiY7j1X5dw6U0PgGnyxXsv8+P8xZUmDSLhxGbYiDFiiLHH0CS6SUjb7Ek+9lXkKWJN3iomrP2SL9eN441lr/HZ6o9pl9CeaHtMufkreyZR7pkg6iv78POZgZnafr+/3KmVA31Q+kw/Jd5iSv2leMqGqANzRooD552rUWDeSTQA5p4jafbODN8z+TV43rvcKbNAX0xMSnwl7HTtqNK+A8lLNE5rJE6bkxh7DLH2WOIjEkhwJARPSxXlFnBU09bBx86yD2qbYcdmBM5rB85X7z2Xvef8tbHPuezAUTlElu1XQ+TydyElA+MnTeenhUuxWCyMfedFHnv+TdZtLD9pw+P1kr5jF8XFoWe9v/w/e/cdHkX1NXD8O9vSG4EQ6YRO6B2kCEgTFBSliIoUFUFB+YFiAXsXRVGxYwcR5RUVRERsIL2FEggEAum9Z/u8f2yyEELJhoSUPZ/ngezO3MzcszPZOXPvnZkDh6kXWqfYtIHX9mDKnIUA/PjrZpa/9VyJZODaHp34b9d+snMcI0L/27Wfa3t2Zv2m4k2dQoiy8dH70LlOVzrX6cpNYWN4fuezRGYcdt4opTJ467zxM/hzjT6UjvW64KPzoa53KHqNjnxrAdnmbDy1HnjrvMmx5KCg4K33djYte+o88dB64qPzIcS7rmMMyBUoaoY32oxkmjKwqjbHGBQ0aDTas68VLVpN4dgUNHjqPEt9MJYzZnG1lCoZSE3PIDU9A4Cb7nqQuMTkCruEMDgo0Lmu1PQMagUFlChTt3Ywicln7wqYlJJG3drBF1zerTcO4bZRQwFQ7XZORJW85vNcJqPxsmVqCneJVeK8MrUJ4s1Wb5BoSiTBGI/Rbjp7ZUPhLbdBLTZgVKto0Z4zYLToksyiPmCtUnyAqeac1wbF0TSt1+jRK44zYA+NB1pF64zTw/O8+2boKP5tdu5VWzbgnCvJrBiJr6DLaMr7W1H23ZqlMuJs0CisVOVcHkB46ky883Wd4CA8DCUHbsQmJLm6WJdcqK/qYjdCWv3TRlb/tBGAXb+tvGyW7U6ZuLvEKnGWj+a0qbBlu8Jdtie4T6wSZ8UxmUo3NsblZECr1fC/GZO5+YbBeHtd+K52HQfd6upindIyMqldK4jU9Axq1woiPSOrRJnElFS6dzr7wJ+6dYLZue9gmdcphBBCuDOXR5Hcc8etDB/Ul1fe+RRFUXjt3c94/s0P2XswkvjEFB5e9OoVVejPLTsZPXwgAKOHD2Tzlh0lymzZsY8+3Tvh7+uDv68Pfbp3YsuOfZddtilLw8nfPYnZ7EnsVg/idxhI3Ksn9ZCetGN6Mk9qKUjyIDdZgzFLwZwHdrmhohBCiBrO5ZaBGwb3473PVrJ2w588+8gs9kQc5vCxaL776TdeWfgwvbt14o9/Sx7AL+TVRXPp3imcwAB/fv/uI95bvpKPv/mBxU/P45aRg0lISmXuU68BEN6qGeNuGsZTr71Hdk4uH3zxHSs/cMx7//NVzsGEl2JJ1BL/YtCly1gCydIX7/pQFdXRB6nB8VOrggEULzuKrx2tr4rW344+wI4+0I4+wIZHkIp3sA2v2jY8a9nRXt0HUAkhhBCl5nIycE3dOkTHxGK32zFbLPj5+jjn/fjrZl5+8iFeWPJhqZb1yLNvXHD69LlPlZh26OgJnnrtPef7Nes2sWbdJtcq76lCc4tjlI9dASvY7QrKOe9t+Va0ej2KDbADNlBU5byRQUVjFjSoOGZZgUvdk8vuqaJ4qyjejgRC46ei87OjC7BhCFDReqtovezovVR0PnZ0Xip6Lzt6XxW9t4rBR6UcbswnhBBClODy4SU1PQM/H0cCEJ+YQuf2bdi+JwKAeqF1qvT1q76NrVz7Yeoly1xogIfdClYz2C0KNrPjnzlXgyldwZShxZSpwZKpwZKlxZqtYMvRYM/VQJ4C+RowgsaogFGBdEcCYSv8ZwJKe3cEVaeCHtCpqAYVpfAfBtB4qCgequOnzjGYUtGAqkDReEtFgyOP0agoQHpGc7KCA87O06hQWF5RCltEFCi6qaSjDIVlVApvDOb4WTQd1fn+bHnVsUyNiqIFjRYUg4pGCxodaAx2x2uDilZb+F4HGgNodSqKDnQGu+OnR+FyqyjVDnab46dS+Pko535+QghRBbmcDOzef5jO7Vrz13+7WLNuE7On30790BDMFgujhgzg978r7zrkiqLRgUEHoBb+A8ehvHTsVijI0FCQpsWYrsGYocGcocWcqWDN0mLLVbAbFVSTgmpWwKSgWhyvFXNhq4QFFGtRC4XC+ddTFD3nr/S1Ap1FR4G++t3Gs1i3TVGCU5jkoIBamIioGkcSUmDyJd7HG0VRC6cXJTGqs+tHURwH8KLWINWugN3xUymchl1BteF4rwI2xfHTfvafYr/0XdlUpXD/UQrblxRHwuZUFMs5r1UK66s9Jz6tY1mO6Y5Y8o3eJPj6oJwbV1GSpyn+WlP4ualanJ9L0edZ7H1RMqNVzyY2GtX5syiJ03iC1lNFa7Cj9VTReYLGw9HCpfMEnadjusHLjs4LaeUS4gqodrBZwG4Gm1XBblawmBRUC9gsGmxmsFsV7Bao3amCriZY+sk31Ap0nE0uX/l/aLUahgzog6eHgTXrNvH2x1+7usgaT6MDnzp2fOqU/dG8qh0sBWDO02DNU7DmazDnK9gKNFjyFWxGsOZrsBkVVKuCWpS3FK7SXngAU1THPFWFjLQ0vANrO9KbwnJnf89xFHI+TbhwumoHVOXs79gL0yPnfMfBs2iaaj87D7vieG8D1aYUNo8UHnQLD7ZYHct3/ASsZw+4StEZd4lumyLKOf+f/am3eKDJ0Z5X6rzP94JLKlm2NDdgLWpRKVqocs7R3vn6nBVebpnKea8uVjeDxQslo/iftHqR11f+kOgrpFVRtYAOVL0KusIWLi87msJxOLoAOzp/O4YAOx5BNjyC7HgG2TBn650tL0JUNtUOFiNY8jRYCxQs+Y7vZGuB458tX8FmdHw3J59pTI6vPzaTgt2koBaeBNrNjveYQbUoYHWceGBTHF3Whd+TRd+D2Ep/K+ja60v3uGaXkgGtVkNwUACJyWnOaR9//QMff+3ak9WE6xQNGHzA4FOWNoALOxF1gmYtqt/IxqJuG2yFWbHV8YdiK/wDUm2OMna7BqwQc/IU9es3wW51JCOO+RpH2cJBH3a7gkajougdZ90anaOrQtGBRufovkDnmK4tLFPUhaHVqyhax5gOrf7iBynVXvjvnCTr3GlFjQaqqmC3Fc1XnC0WRfHZLWC3aRzdETZQrY6zgDOnTlOvXqOzsdkL59nO+VxsCtiUs+u1n03GVLUwSSuqX2GXB/bC5LLo985pFbHbQDU7vszUwi8y1VL4pWZVoOiL7dyWLSsoRV9y5vPbubTOhhbLRba/xRJIuoce1RPwtqP42FF8VbR+dnR+Kjp/G4YAO3pfu6OryUtF62FH6wl6DxWNp72wtUJF52lH7yWJRXk4/2zVZlEK96Fz9pvCxP7sfq9BVSH7lA+pZj2qWnjiUvR3op49CNoLf9duV87up0V/wzbH9HOX7SxbdCJiO2efVwv/jgoPws6flnP2Y7Njvy3ap1WrgmJx7NeKFceJirVwvy4tiwd5l2mNvViyX4JGRdXgOIoXtt6pGhzdxBpQdaDRlP4W3i4lA3a7ytfvvcz9jz7Ptt1lfN6kEFfobLcNFO+6OZ/jiJplyCG0xcUOLVePcxzFZV3sfP5cJZPB/IBMGrQILUPNri7VDlYTWI0KVqOCzeho6bIUKJiyNI4xOBmFY3ByFKzZGux5GtQ8BTVPgz3TDnYFJR/I10KqtthA3jLRqqh6ULVq4d0MHeNzNDoV9GoZ2lAv4fxNql5geuHrvLxOJHr7nldOueBinAePc7qiShS4WFPXudPtOA5057bYndNN5jg7dRzgFRe6yC7FYvEnvwp3WZ7fe1eCVsWux7GvGApPKgyFrwv/aTxUCozp+IUEofG0o/VQHYmqp2PwuM5LRecF2sIutaLxU1oP0OhVNHrQe7g+dspUyqdNu7SLq6rK6bhEggL8Xfk1IYRwUjSg9wK9V9nG4JyIiqRRg9YUpGspSNNgTNNizlIwZ2qxZGmwZGuwZWscTbAWx9kdhWd2FJ3Z2Sh+ZlfYUlFyNE7lMlh8QH/h1rurUdNLdZNdcP1FZ6tFY3rOHctT+EsKhQObi8atKCqWAjM6L21h+aLpReNq1MIBzWcHLFPUFVdsUPPZdXHO8p0DowvHCjnGFDla9RSD6hjz4vwH2sKB2FoPO1oDaDxVdJ4qWkPhTy9Hy5LWw9GyZPAu/YH5RNTRKnunRZfz3XeXr2TWlAkcPhZNTGz85X9BCCHKmd4L9PVt+Ne3cfEOhdIp6vO1mRwtFdbCPl6rGUerhVGD3YVVlGpcSdEVJuedbirnvAZIiD9DvQYNnWWLUifn7xU1AxeelavnNQoUvXeO/QHnQtRz3jt/z+7oGnN0f9nPdpPpQdGDVmd3/NQXdosZVMd8Q+FVQmXsbnGX2xFXZS4nA5PGjiTQ348fP3+b2IQk0jIySzwX4O7ZT5ZbBYUQoiIpGjB4A95la6moSNaoNBq1qHP5gkJcIZeTgaSUNJJS0i5fUAghhBDVgsvJwMXuGiiEEEKI6umKLqgJCvCnTYuwCz7GWAghhBDVQ5mSgZtvGMyGlR/w55pPWfnBq4Q1bgDA60/9jwljRpRrBYUQQghRsVxOBu4YO4qFD9/Hr5v/5f5Hn0dRzg593XfwKCOv71euFRRCCCFExXL9aoJbR7Ls82/56Kvv0WiK5xInz8TRpGH9cqucEEIIISqeyy0DIcG12H/o2AXn2Ww2PD09rrhSQgghhLh6XE4GYhOS6NKhzQXndWnfhuiY2CuulBBCCCGuHpeTgW9++IV7Jo3l7vGjCQ0JBsDP14eR1/dn8vjRfP39L+VeSSGEEEJUHJfHDHz74wYCA/yZNXUiD993JwAfLX4Ki9XKR199z9oNm8u9kkIIIYSoOGV6FtcHX3zHih/W0bVjOIEBfmRl57An4giZWTnlUqk7xo5i7KghKAqs/nkjX63+udj87p3CefuFx4hLSAbg93+28f7nq8pl3UIIIYS7KfODObNz89i8ZUd51gWA5k0bMXbUECbOmI/FauX9Vxfx93+7OR2XUKzcngNHmPXYC+W+fiGEEMLdlCkZ8Pf14faxI2nfugW1g4NITcvgwJFjrFiznuyc3CuqUFjjBhw4fBSjyQzArv2HGNy/J8tX/N8VLVcIIYQQF+ZyMtC+TQvef3UhWq2W7XsiOHzsBLUCA5gyYQx3jbuJGfOfJeJIVJkrdPzkaWZPn0SAvx8mk4l+vbpy6OjxEuU6hrfi+0/eIDktg9ff+4wTp85ccHm33jiE20YNBUC12zkRFXnJ9ZuMxsuWqSncJVaJs2ZxlzjBfWKVOCtOg0ZhpSqnhPcfo16+2FnffvAaRrOZWQteIDcv3znd18ebZa88iUGvZ/x9812r7XluuWEwE24eQX6BkehTsRhNJl59d7lzvo+3F3ZVpaDASL+eXVgwexojJ8267HJ3/baS2PikS5Zxp+dqu0usEmfN4i5xgvvEKnFWHJPJXKpjssuXFjZr2pBPvv6hWCIAkJuXz8ff/ECzpg1dXWQJP6zbxLh75nH37CfJyskh5rzxAnn5BRQUGAH4Z/sedFodgQF+V7xeIYQQwh25nAycPB1HUKD/BefVCgzgdGzCBee5olZgAAChIbUZ3K8X63//p9j84FqBztftWrdAo1HK7UoGIYQQwt24PGbglaWf8tyjD5Cdk8efW3eiqiqKojDw2u7ce+etLHrlnSuu1JvPPUKgvx9Wq5UXlnxIdm4e424aBsCqtRsYOqA340cPx2azYTSZmf/M4itepxBCCOGuXE4GXn7yIXy8vVjy3CPY7Xayc/Lw9/NBo9GQX2DkxcfnFCs/ZNy9Lldq8oNPlJi2au0G5+sVa9azYs16l5crhBBCiJJcTgZ+3vg3qC6NORRCCCFEFeZyMrDkwy8roh5CCCGEqCQuDyAUQgghRM1SpjsQXtenO4P796Ru7WAMBn2J+XfPfvKKKyaEEEKIq8PlZGDW1Incd+etREXHcDoukcxsuaRPCCGEqM5cTgbG3TiU9z77Vp4SKIQQQtQQLo8ZsNnt7D90tCLqIoQQQohK4HIysHLNekYPH1gRdRFCCCFEJXC5m+DDr1Yzb+bd/PDpm+zcd5Ds3OLPKEBVeXf5yvKqnxBCCCEqmMvJwLCBfZh0yw1oNBpCagdjsVqKzVdVJBkQQgghqhGXk4H/zZjMH1t28szry8jOya2IOgkhhBDiKnJ5zIC/ny+rfvxVEgEhhBCihnA5Gdi8ZQdd2repiLoIIYQQohK43E2w6e/t/G/mZIICA9ixJ4Ls3LwSZXbsjSiXygkhhBCi4rmcDLzx7HwAJowZzoQxw0vMV1WVjoNuvfKaCSGEEOKqcDkZuOmuByuiHkIIIYSoJC4nA6fOxFdEPYQQQghRScr01EKtVsONQ68jvFVzQkOCefWd5ZyJT2Rwv55ERZ/mdFxCeddTCCGEEBXE5asJGlxTl7VfLOWx2dNp1awJ/Xt1xdfHG4De3Tpyz51jy72SQgghhKg4LrcMPDZ7OplZOUyauYCc3Dz2/v6dc97OfQd56J47r7hSd4wdxdhRQ1AUWP3zRr5a/fMF6jGNfj27YjSZeOKlpRyJir7i9QohhBDuyOWWge6dwvnwy9VkZuWgqsXnpaZlUjs46Ioq1LxpI8aOGsLEGfMZO+1hBvTuRqP61xQr069nFxo1qMcNk2by9OvLWDj3vitapxBCCOHOXE4GLDYbOp32gvPqBAeRl5d/wXmlFda4AQcOH8VoMmOz2dm1/xCD+/csVmZg3x6s3bAZgAOHj+Hn60PtWleWhAghhBDuyuVugm27DzDt9lvYums/JpMZABUVrVbDhJtH8O+OvVdUoeMnTzN7+iQC/P0wmUz069WVQ0ePFytTt3YwiclpzvdJKWnUrVOL1PSMEsu79cYh3DZqqKOedjsnoiIvuX6T0XjZMjWFu8QqcdYs7hInuE+sEmfFadAorFTlXE4GFi/7jK/efZlfvnqXLTv2oqoq02+/heZNG+Hr480jz77hcmXPFR0Ty6ff/MBHi58iv8DIseOnsFltxcooSsnfU8/vsyi0+qeNrP5pIwC7fltJsxatL7n+E1GRly1TU7hLrBJnzeIucYL7xCpxVpyik/bLcTkZiE9MYezUh5k68WZ6dm1Pcmo6TRrW598de1m+Yg1pGVkuV/Z8P6zbxA/rNgEw555JJKakFZufmJJGaEiw833dOsEkp5ZsFRBCCCHE5ZUqGejaoS2Ho6IpKDACkJGVzeL3P6+wStUKDCA9M4vQkNoM7teLO2YuKDb/zy07mXjLDazf9C8d2rYkNy//gl0EQgghhLi8UiUDny55lkkzH+NgZFRF1weAN597hEB/P6xWKy8s+ZDs3DzG3TQMgFVrN/D3tt3069WV9d8so8BkYuHLS69KvYQQQoiaqFTJgHKhTvoKNPnBJ0pMW7V2Q7H3Lyz58GpVRwghhKjRXL60UAghhBA1S6kHEPbv1YWwxvVLVXbthj/LWh8hhBBCXGWlTgZmTB5XqnKqqkoyIIQQQlQjpU4Gpj60qMTNf4QQQghR/ZU6GTCazBQYTRVZFyGEEEJUAhlAKIQQQrg5SQaEEEIIN1eqboIOA8dWdD2EEEIIUUmkZUAIIYRwc5IMCCGEEG5OkgEhhBDCzUkyIIQQQrg5SQaEEEIINyfJgBBCCOHmJBkQQggh3JwkA0IIIYSbk2RACCGEcHOSDAghhBBuTpIBIYQQws2V+hHGV9Odt93I2JHXo6oQdTKGJ19eitlscc4fPXwg/7t/Mskp6QCsWLOO73/5vbKqK4QQQlRrVS4ZCKldi0ljRzL6rtmYzGZef3oeIwb15cdfNxcr9+sfW3jxrY8qqZZCCCFEzVEluwl0Wi0eHga0Wg1eHh6kpKZXdpWEEEKIGqvKtQwkp6bz2cof+X3VhxjNZrbu3MfWXftLlBsyoBfdOrbl1Jl4Xn3nUxJT0i64vFtvHMJto4YCoNrtnIiKvOT6TUbjZcvUFO4Sq8RZs7hLnOA+sUqcFadBo7BSlVPC+49RK7guLvH39eHN5x5l3tOvk5Obx+Jn5rPxr//4eeNfzjIB/n7kFxRgsVgZd9Mwhg28lmkPL7rssnf9tpLY+KRLljkRFUmzFq2vOI7qwF1ilThrFneJE9wnVomz4phMZsbfN/+y5apcN0Gvbh2JS0giIysbq83Gpn+20aldq2JlsrJzsFisAKz+eSNtW5Yu8xFCCCFESVUuGUhISqFD25Z4ehgA6NmlA9ExscXK1K4V5Hw98NruJeYLIYQQovSq3JiBiCNRbPzrP1Z9tBibzU7k8Wi+++k3Zk2dyKHI4/y5dSd3jB3Jddd2x2azkZWTy5MvL63sagshhBDVVpVLBgDeXb6Sd5evLD7t0xXO10s++oolH311taslhBBC1EhVrptACCGEEFeXJANCCCGEm5NkQAghhHBzkgwIIYQQbk6SASGEEMLNSTIghBBCuDlJBoQQQgg3J8mAEEII4eYkGRBCCCHcnCQDQgghhJuTZEAIIYRwc5IMCCGEEG5OkgEhhBDCzUkyIIQQQrg5SQaEEEIINyfJgBBCCOHmJBkQQggh3JwkA0IIIYSbk2RACCGEcHO6yq7Axdx5242MHXk9qgpRJ2N48uWlmM0W53y9XsdLj8+hbctmZGbnMO+Z14lPTKnEGgshhBDVU5VsGQipXYtJY0cy/t753DxlDhqNhhGD+hYrc8vI68nOyeOGSTP58rufmHvfXZVUWyGEEKJ6q5LJAIBOq8XDw4BWq8HLw4OU1PRi8wdd24MfN2wG4Le/ttKzS4fKqKYQQghR7VXJboLk1HQ+W/kjv6/6EKPZzNad+9i6a3+xMiG1g0lMTgXAZrOTm5dPYIAfmVk5xcrdeuMQbhs11FnOZDJfct3tO3QiIzO7HKOputwlVomzZnGXOMF9YpU4K0690DqlKlclkwF/Xx8G9u3BsAkzyMnNY/Ez8xk1ZAA/b/zLWUZRSv6eqpactvqnjaz+aWOp1/3tB68x/r75Zal2teMusUqcNYu7xAnuE6vEWfmqZDdBr24diUtIIiMrG6vNxqZ/ttGpXatiZZJS0ggNqQ2AVqvB18ebrOycCy1OCCGEEJdQJZOBhKQUOrRtiaeHAYCeXToQHRNbrMzmLTsZPWwgAEMH9GH73oirXk8hhBCiJtCGNG79dGVX4nzJqekEBwXy2OzpjLtpOGkZmby7fCX33z0eHy8vTp2J51h0DCOHDOChe+6gdYumPLf4fbJz86585QocPhZ95cupDtwlVomzZnGXOMF9YpU4K50S3n/MBXrahRBCCOEuqmQ3gRBCCCGuHkkGhBBCCDfndsmATqfDy8uzsqtR4XQ6HcFBAWg0NX8Tu9M2dZc43WHfdZc49XodjRvUQ6+vkleyl6vqHGuVHEBYUW4aNpClLz5G04b16dSuFdt2H6jsKlWIG67vx4evPUVY4wb07dmFzVt2VHaVKoy7bFN3idNd9l13iXPodX34+I1naNqoPgOv7c5/u/cXe8ZMTVLdY63ZKek5QkNqM3r4QO6b/yyvL/uc/r26MfL6/igXuntRNRYU4M+IQX2ZNvcp5j2zmNCQYG6/5QaCAvwru2rlzl22qbvE6S77rrvE6eXlycBru3P/I88y58mXKTCauGPsKMIaN6jsqpW7mhBrjU4GfLy9nK9tNhsFRinqbVUAACAASURBVCN5+QVkZefwxvufM2Jw32q1sS7G39fH+To7N5dAfz8Mhc1U7y3/ljYtwmjfpkVlVa9cucs2dZc43WXfdZc4A/z90Gm1ABQUGAlr3JDAwiTn81Vr8fT0oEfn9jUika1psdbYboLZ0ycxe/rt+Pp6g6qSkpZO907tiIqOITU9g9NxCXTv3I6Q2rXYvf9wZVe3zB6cdjuPPjiNkOBa+Pn5cPzkGZo3bURefgHRMbEkJqfSomkj6oWGcDDyOBartbKrXGbusk3dJU532XfdJc4Hpk5k4cP30qRRfeqHhhBxJIoAP1+CgwLYdzCS9Mws6gQH0aRhPeITU6r1HWNrYqw1smVgzIhBtGvdnAXPLyEvr4AnH74Pq9VGSmo6A/p0c2bpK35Yx5jhgzAY9JVc47IZ1LcHHdq2ZOpDC9l7MJLH50ynVmAAcQlJtG3ZjKaN6gOw4c+tDOrbo1oPVHKXbeoucbrLvusucXbt0JaO4S0Zffccvv95I5PGjqRNizDiEpKoFRhAt47hAOzcd4jwVs2xVtOEB2purNVzz7sMH28vfvtrK9Exsaxau4EDh4/x+Jx7+HTl/9GhTQs6hDuec3AsOoaDkVHUrRNcyTUuG41Gw6GjJ0hOTeev/3bxy+//8OD02/njn+0EBvjRvVM79HodMbHxxCYk06Rhvcqucpm5yzZ1lzjdZd91lzhtNhtZOXlYrVYORh5n9c8buWXk9cTEJpCTm0e/Xl3w9fEmMTmV3Lw8GjW4prKrXGY1Ndbqd/3DJSiKgqqq+Hh7Ed6qmfNphc+9+QGbv/+ET1es4dsfNzBiUF96d+tIUIAfQYEBJKekV3LNy8bH24vAAD+0Wg02m50lH3zJD8uXEFwrkBVr1nHXuJvo2rEtNpuNWoH+xMTGV3aVy6ymb1N32XfPjdMd9t2aHmfR9vTy8iQjM5u6tYOJTUjii1VreeelJ6gTHMT//foHMyaP49VFc8nOySW0Tm2Onzxd2VV3WU2PtVqPGbi2R2fMZgt5+QXFph86epwnHr6XbbsPkJqeAYCiUejTvTNfrv6Jw8dO0KJpIzKzc3hm8bIq30en0+mw2+0lBqJEx8Ry3523cSY+kdj4JOyqilajZeyoIXz53U9s230Af18fcvMKePr19zCazJUUQemFNW6AyWwusU1q2jZt1awJJrMZs6X4pUc1Lc5777wVXx/vEge5mrbvNm5QD7PZjNVqKza9psXZpkUYZrMZ03mXzCUmpTJ6+EDyC4yciUvAYrGi1+mYNHYUX33/M3/9twujyURBgYlnFi8jN6/gImuoOqZPuoXcvHzSMrKKTa+JsUI1TQZ6de3A0hcfp3nThlzXpzvRMbGkpGXQrnULenXtwKGjJ9BoNNx52yjWrNsEQO2gQAwGHXsOHCE3L5+d+w6ya/8hVLXqPpph6HV9ePHxOdQK9GfX/kPO6c2aNGTodX04cPgYCjDmhsHs2neIvPwCCkxGQkNqs3PfQUwmM4eOnmDvwcgqHSdA5/Zt+Ordl2gR1phRQwawddc+CgqMtGkRxrU9OtWYbXp9v1689ORDtG3VjFFDBvDHv9uxWKw1bt9t0rAeS198jFqB/vy6eQs5uXnYVbXG7bs9u7Rn2SsLad60Edf368XOfYcoMJpo2qg+wwf2rTFxDurbg8VPz6NNyzBuGjaQg5HHycjMpl5oHW4dNZQjUdGYzGYG9e1BUko6icmpxMQl0L1TONsKr7c/eTqOA0eOVek4AQb368kTD91LcK1ANmzeQn6BEYD6oSHcOmpIjYr1XNUuGfDy9ODB6ZNYvmIN7y5fyXXX9sBstnD42AmCgwLJyMwiJS2DvRFHGHpdH1qGNcbXx5s7bhtFzJkE9kYcqewQSiW0TjDzZ01h+54DtGjamJOn40jLyATAz8eH5NR00jOzOHzsBJ3CWztHl0+bdAvxiSls3bmvkiMoPa1Ww6Sxo/jhl99Z+sk3tGvdjLYtm5Ocmo7RaCIvv6BGbNPO7dtw/+RxvPPJN3z41Wpuv+UGzBYrR45F16h9F6BD25bk5uXz3JsfkpGVjaJxNLH6+/qSnJpGekb133c9PQzMuecOPvxqNZ988wNtWoTRq1sHTp2Ox2gykZGZTVoNiLNtyzBmTpnAWx99zYdfria8VXMa1Q9lx96D+Hh5cSY+idT0TKJjYmlwTV0G9+1B04b1mXHXbSQkpfL739sqO4RSa1g/lM/ffoG3PvqKpZ+scCYCAN5ensQm1JxYz1ftkgG9TsewgdeSmpbBkahobhjcj8ysHBKSUoiJTSAlLQOtVoOqquw5cARFUbhl5PVs/ncHX6xaW9nVvyS93tEdAJCbX8Deg5Fs2bmX0JDa9OrSgb/+2wVAVk4u6Zlnm64OHD5GZlYOg/v2ZMvOvXz89feVUn9XeBgM6LRabDYbqqoy6ZaRJKemcejoCaKiT9OmRVMa1Atlx94I4hNTqu02PTfOxORUfvx1M6fjEtFqNfTr1ZVjJ05x8kwcSSlp1XrfPTdOgNtvuQGjyczuA4eZd/9kunYIx2gyExMbT3JqujPO6rbvehgM6HVarDYbikZh+MC+7D90lLjEZBKSU5k9fZIz7qSUNDSa6hlnUb0BjCYTu/YdIuJIFADJaencP3k83/64gZy8/GKXzR08eoKY2Hg6hLdiT8QRln32baXU3xXnxpqdk0vTRvUxmS3sOxjJjMnjaFQ/lOycPBJT0sjMynGWr46xXkqVTwamT7qF667tzvGTpx1Zmgoms5mBfXvw6ANTOR2bgE6npX/vrlhtNmLOxKOqKtfUrUNicionTp1h/aZ/OXD4WGWHckm333IDj8+eTtPGDagfGsLhYyfIzMrBbLaQk5tH355dMJrNxJyJL7bzNmvSkIzMLGJiE9j073bnH2xVNn70MBY/M58mDevRoW1Ltu+JwNvbk5DawRyKPE5mVg5enp40a9qQtIwsklPTq+U2PTfO8NbN2bn3YOHZsQ9vPb8Aq9VGcFAAfbp3IiEphfSMrGofZ8dwx/Y0Gs0Mva4Pg/v2dLTwmExc270zQUEBHIo8jlrYZVCd9t2iOBs3qEebFk3ZvieCsEb1ad+2BUeORdOtUzh+vj6YTBZiE5LIyMqulnFOu/0Wbh11PbHxSaRlZGKz2Ug/p9+8bYswfH28+ePf7cV+r0PbluTlFxCXkMzWnfs4GHn8alfdZefHCo6Tq1cXzWXUkAEkJafSuGE9+nTrhNlsISY2AVVVq2Wsl1NlkwGtVsPEm0cw8ZYbUBSF5NR0zsQlYrPbiY6JJTMrB4NBz8JX3mHrzv20at4UHy8v9h06ysjr+9O6RVMOHzuBqqpVut/Gx9uLR2ZNpW3LMF5/7zMys3KYNHYkeyOOkJnlyLhz8wrw9vZk6IA+bNi8xRlPzy7tCW/VnCNRJ51nZFVd4wb1mDbpFmY/8TLb9hzgoXvv5Ex8Ejm5+TRpUA+dTsvJ03Ekp6Vz241DOHzsBPGJyYwaMoDWzZtUi20KJeOce99dpKRmEH06FpPZwt/bdvPjr3+wZedeRg4ZQFZ2DsdPnq5W+y5ceHsmJqcRn5hMsyYNaVj/Gp546W32RBzB18ebsEb12bHvEL26dqBNi6ZERp2qFvvu+XHOm3k3p+MS2Hcwkgb1QrntxqE0blCPtz/+mjEjBrF9bwRp6Zlc26MzrZs3qTZxjhoygDtuHUVqYStV5PGTzkGRRSchvbt1QKvRsm3P2edjtGrWhLatwjh2IgaLpWoPai1yoVjtdjt5+QWciUvk103/8sO6TfyzbQ9tWzZDb9Bz4PAx2rVuTstmTYiKrj6xlkaVTQZUVSW/wMjHX/+At6cHbVo2Iy4hiczCJil/P1+aN23E0ROnyMsvoHO71nh5erJj70GOnzxNxJGoKv9FCmCz2fHx9uSdT1aQnJpOclo6LcIakZSSRlxCcmEZG0mp6bRq1oRundrRt2cXYuOTOHzsBAcjj1eLL5ki/r4+dO/Ujk3/bCM1PZOMzGxGDOrLlp37CAr0p0VYYxKTU0lJTadTu9bYbDYOH4vmWHRMtdmmUDLOtIwsRg3tz+Gj0WTl5GIyO0aN2+12OrRticVi4WDkcaKqeZzpmVmMGNyPXfsOkZObR+9uHTkYeZzU9Aw6tG1JYIA//27fw5n4RA4dPVFt9t2S+20WNw27ji079vL739vYvjeCNes2kZGVTZcObTkdl0h8YjJn4qpXnJnZOXz/80by8gsIb9UMo9FMXKLje6hon5wwZgS//7ONggIjD0ybSGJyKsdPnubwsehqdXC8VKxFd4YEsKsqXTq0ART2RhwhOTWdI9Us1tKo0jcdiolNoKDAyK9/bCHQ348ObVvh5ekBOPrXDQY9c2fcxZx7JnHD4H7sKRxgVV2+SMFxMPhz6y7nWAGTyUzr5k2LjQkAyMvLJ6xxA8bdNIyCAiOn4xIqo7pXzMvTg4zMLGoFBQDw6+Yt2FWV9q1bsHbDZvLy8nnhsdk8Nnsa/Xp0Yd/Bo5Vc47I5P87f/txKfoGR667tDjjOsrw8PXhw2u307tqBPQeqz+DAc50f54bNW7FYLPTq2oE//t3Bj79uZv6su5k/awoTbx7BvojISq5x2VxovzWaTAzu1xOAtPRMagUG8L8Zk2kZ1pijx09VYm3LLi0jk4ysbHbsjSAnL59O7VoRGOAHOPZZTw8DIbVrMWXCGN5/bRHpGVlEx8RWcq3L5lKxFvH39eGBqRMZMqCP8/hSU1WJlgF/P180GqXENbpFB0ijyYSXpwfdOoWTnJpOUkoaSSlpHD1xirp1gtHrdDz9+rIqf3OHi8V57u0qgwL86durCyvWrHfGD/DwjLtQFLhv/rP8u33PVatzWQUF+GMw6J1nwEXSMrIY1LcHPt7eHD95GovFSlpGFnPuuYPlK/+PnfsOkZKajkaj4eW3PyG+MFOvqlyJMz0jiwemTmTFmnU0qn8NT827HxSFBc8vqVFxpqVnMnv6JFasWUfEkSiOnYhBp9Px5gdfciQqupIiKB1Xt+eswu0JsOh/M/D29mTBC2+RnZNbGdUvtYvFWXQiZbFY0SgK4a2bo9VoOHHqDKqqotFqmHn3BCKPn2TB80vYvieiMqrvkrLECo6rB56adz8eBgOPPPcGMWeq1w2hXFXpyUBQgD9DBvTCZDbTuME1BAX4k5KWUaLcqTNxdO3QFlVVadKwHq1bhLEn4gi7Dxxm+54ITFX8Zh2ljbNBvbp069iOXzb+TdcObWndvCmnzsSxa/8hNmzeWmKHrop8fbzp060j14TUISjQn2ZNGhKfmExRe01aRhYjr+9PSloGsfFJJCan0rVjOBFHosjNyycmNoEDh49hNJkqNY7LKUuc3TqFs/vAYdIzstiyYx/r//i3ym/Tsm3Pts7tmZqewZFj0VX+b7SscR6MjCInN58tO/ZWi7/Ri8VpP69FNSklnXp161C7VhDNmjSgXesWHDh8jPWb/mH9H/+WuGFWVVTWWNu3acG+g0fZtnt/tdim5aHSbkes0Wiw2+1kZGXTuH49pk64GbuqsvCVdy5Y3mKxcujocR6ffQ/5BQW8+eGXV7nGZeNqnJ3CW6PTapg/awqd27V2Xq5iNlf9P7yiWHPz8qkVFMCUCWMwWywsfOUdrOf0mR44fIx/tu9m5PX96dmlAw2uCcHLw4OU1Opxa90ridPTYCArKwerzVblv2Bke5YuzqJbQlf1uweWNs4iVquVuIQknp4/E1VVefvjbwBK3JGvKiqvWHNy86921StNpSUDRbfXbde6ORGRUVzbszMffLHqojdWqR8awn133sbqn35jyUdfXeXalp2rcTYPa0R4q+bsPnCE2+9/9CrX9soUdWt06dCGw0dPkJSSxqZ/tl+wP3zNuk1s23WAW0ZeT+Txk3z89Q9Xu7plJnFKnDU9TgA/X2/mzpjML7//zRvvf3E1q3rF3CnW8lJp3QQ3XN+Pp+fdj4+3F1+u/hmjyUS71i2cd2E7n9Fk4sdfN/P3tt2VUNuyczVOu93Oe8tXsqWa3J0McD4zYcSgvjwzfyb16obwzQ/riEtMpk3LZngYDJw6E1fi97Jzctm+J6LaDMyROCVOcJ84zWYLa3/7k3+q0XeuO8Va3io8GWjdoil9e3bBZj9744oG19Rl2u03s3jZ5/y44U8AzsQlMqhvD2w2O0eiognw9yvWx2i326t0H1V5xXkmPpECY9XuK2/bMozhg/qi1+lISEoBHH1z9911K29//A0r1qwHIDUtkzYtw6gTHMT+w0fx9/NBr9dViy4PkDglTonTWsUfhOVOsVa0CksGvDw9eHreTG6/5QbyC4xMGDOCJg3rcSQqmtCQ2gwb2NfZH67X6zCZzCiKQreO4Uy9/WaGXdeHP7fuqvKDjtwlTnDcivXpefcz8eYbiEtIYvyY4bRq3pSU9Az0Oj2Tx492NrHp9TrMFgs2q42WzZow555JXN+/N39v20NuXtXuh5M4JU6Js2pzp1ivlgpLBkZe358mDesxfe5TbNm5j+27DzB0QO/CB7Jko9dpyc7NIzk1HbvdjofBwPGTp4k+HUt2Th6vv/cZBUbj5VdUydwlToC+PTsT3qoZ0x5exM59B/nrv920at6EjuGtiIqOwcfbG41GQ0xsPHa7HU8PA7EJyUQciSIjK5s33/+iyl9yBRKnxClxVnXuFOvVUiHJgKIojLy+PwcjozgSdRIPg4GMrGxMZgstmzWmwGjEoNczoE839h6MpEv7Njz6wFTik1I4evwUkVEnS1z6URW5S5xFruvdjQKjiR17D2Iw6MnJzSMnN4+wxg0ICgwgJjaeiTffwIHDx2jfugUvPDab1LQMoqJjiIo+XW1ilTglTomzanOnWK+WCrkDoePhHA3w8fEGwGpz9MX89d8uagcHYbZY+OK7taSmZ/LY7OnMnnY7n69aW+3uwuYucRZp3rSR87Icu80xWvfwsWgKjCZsNhs//fYXuw4cZurtN3Pf5HEs/fhr55MWqxOJU+KUOKs2d4r1alHC+48pc4pkMOjRabXOZz4XjeRUVZUBvbtxzx1jmT73KYwmM15enhQUGHno3jsJDPDj6dfeAxx35avqzTXuEieATqcrMZBGURzPou8U3oolzz3KsAkzMJnNeHoYMJrMTJk4hi7t2/Dg4y8Bjj66qn7fbolT4pQ4qzZ3irUqKHM3wfjRw3j2kVm0CGtMq+ZN2bX/EHD2QJmemUnn9m3o0KYlW3buc27UIQN68+sfW5wPhKjqN15xlzgBJt48gkcemEqgvx/+fr7ExDpuv6koCoqikJicSsfwVvTp3ok//t3uzMwH9+3JP9v3OG/jee5tlKsiiVPiBImzKnOnWKuKMiUDIwb35cahA3lm8TIio05y241D+WfbnmKXxNWtHcw/2/cw+547aN60EfWvCWHBg9NQVceNO6r65XPgPnECDBvYhxuHDuTVdz4hIyubmVMmcCImlqSUNGeZhvVCWbthM5PGjuS6Pt2pFxrCvJl34+npwcr/W+9sOanKJE6JU+Ks2twp1qqkTN0Ec+6ZxJm4RH5Yt4nundsxYlBfXnvvMwoKjITUrsX8mXfj4eHB7CdeonnTRjRpWI/uncLZtf8wG//6ryLiqBDuEifAI7OmEHEkivV//AvAq4vmUi80hDtmLiA4KIB5M++mUf1rmPLQQgL9/WjaqD5d2rfh+Kkz1SpWiVPilDirNneKtSq5bMuAVqth8ribSExOJTe/AIB6oSEM6d+Lodf1Yfzo4WTn5HHLDddjsVqw2ez4eHvx/JsfApCe6XjE5b/b91bpR126S5xw4VibN23EbTcOZfXPG9FoNLQIa0yPTu1ITE7FbLag02l55vVl2Gx28vILiEtIZtf+Q1U6VolT4pQ4q26c4F6xVnWXbBloEdaIFx6bTd3awWzfG8Ejz77hnFcrMICH7r2Dr7//haMnTtGrawdefHwOg2+d7nw0ZNFgj6rOXeKES8f63itPkpqWQcfwVqxau4G09Ex6dGnPs4vfd5YpegBIVSdxSpwSZ9XmTrFWB5dsGdAoGjKzc3jxrY+YcPMNJCalcCY+CUVR8Pb2ZMSgvnz1/S8AxCYk0SG8FQePRJGTm3e16l8u3CVOuHisAH/8u52Dkcf5+7/dbN6yk9YtwgDYc+BIsSsoqgOJU+KUOKs2d4q1OrhkMpBfYOTU6XjyC4xoNRomjBnBj79uBqCgwMi4G4fRIbwlcYnJzJ1xF54eBtas/6PaZWvuEidcOlabzU5Obh5pGZl4e3kyfdJYjkXHcPhYdCXX2nUSp8QpcVZt7hRrdXDZmw4VXRK3dsOfmMxmJo0d6Zy34IUl5BcYeeKhe4lPTOahha9U24c9uEuccPFYVVVFURQGXtuDL995kdj4JFb/tLEyq3pFJE6JszpylzjBvWKt6ly6mqBP9048MHUit9//KK2aNSEuMZncvHznDR9qCneJE4rH2iKsEbHxSfj7+WI2W8jIyq7s6pUbiVPirI7cJU5wr1irIpduR7x15z6yc3LZs3EVs6dPwqDXA9S4A6S7xAnFY3343jvx9PAgKSWtxv3xSZwSZ3XkLnGCe8VaFelKW1BRFB6YOpGwxg144a2P+P7nmtlk4y5xgvvEKnHWLBJnzeNOsVZVLnUT9O3Zhe17DtT4ez27S5zgPrFKnDWLxFnzuFOsVdEVPahICCGEENVfhTzCWAghhBDVhyQDQgghhJuTZEAIIYRwc5IMCCGEEG5OkgEhhBDCzZX6PgNCCJh593hmTpkAgN1uJycvnzNxCWzduZ+vf/iFtPRMl5c5ZeIYDh6JYue+Q+Vd3QrxxjPzCQrwZ8pDC0vMqxdah9++/fCyyxg6/l7GDB/ExJtvoN/oyRVRzVJZvuQ5unduB8DLSz/hq9U/A/D8ggcZM2IQ4NjOicmpbN8bwZIPviQtI6tEGavVRm5ePtExsfz13y6+/fFXcvPyS5S7mP9b/wdPvryUDSs/oP41IQDMWvACf/23q/yDFuICJBkQwkXZOXnMeORZAHx9vGnbMozxo4dz641DmDH/WZcfpjJ1ws2sWLOu2iQDl5KSlsHt9z/qfN+gXl1eXTiX5978gCPnfC4paRl8/8vv/Ll1Z2VUs5jteyJ466OviEtMLjY9OiaWJ19eikZRaNa0EbOnT6JZ44ZMmrnA+cS8ojKKohDg50uHti25e/xobr1xCNMeXkR8YgoffPEdq9ZucC53zj134OfrzfNvnk2aMjIdd9mbs/Bl6oeG8NbzC65C5EKcJcmAEC6y2WwcOHzM+X7rzn18++OvfP72C7z+1DxG3flAtXyiZXmwWKzFPpv8AiMA0afOFJsOkJSSRlJK2lWt34VkZeeUqBs4nlhaNH3foaOYTGZefvIhwls142Dk8RJlAP7etpvvfvqNFe+/yvMLHmTqQ4s4E5/ImfjEYuvTKMoF1xkZdZLsnNzyDlGIy5JkQIhykJObz+L3v+CD1xbRu1tHtuzYC8BD995J/95daRAaQnZuHrv2H+K19z5zdidsWPkBQYH+zJwywdn9MGXOk+zcdwhFUZg68WbGjrye0JDaxCel8OGXq1m7YfMl6zJ53E2MGNyXxg3qYTZbiIiM4pV3PuVM3NkD0vIlz5GRlc3v/2zjgSkTqRUUwN6DkTz92nvFDtChdYJZNO9+enRuR1p6Fh9++V25fWYz7x5frJuge6dwlr/1PNMeXsSksaPo1bUDKWnpvPDmh2zbE8HD997JmBGDMFssfL5qLV+sWltseZ3bt2H29Em0a90ck8nM7/9s49V3PnUmJFfq8LETANQLDXEmAxeSlJLG+5+vYtH/ZtC0UX1Ono4rl/ULUZEkGRCinOzYG4HFaqVj25bOZCA4KICPvlpNSmoGQYH+TB4/mk/ffJabpzyE3W5nzsKX+fTN59j411a+/+V3AE6cOgPA43PuYfSw61j2xSqOHIumd7eOPPfoLLKycy7Zl1y3TjDf/LCehKRkfLy9GTd6GF+98xIj75jl7McG6NC2JSG1a/Hae5/h6WFgwYPTeGre/cx89HlnmbdffIygAH8WvfouZpOFmVMnEODny+nYhIr4CAF46n/3891Pv7FyzTqmTLyZN559hF9+/xsFhUefe4P+vbvxyKwp7DsY6Ty77tyuNZ+88Qx//LuduYteJTDAj4fuvRN/Xx/mPvVaudSrXqijLz81PeOyZf/btR9wfMaSDIjqQJIBIcqJxWIlMyub4FqBzmkLX3nH+Vqj0bD/0FH++P4TOrdrze4Dh4mMOonNZiMpJa1Ys3HD+qGMHz2MJ19+x9kSsG33AeoEB3H/3eMumQy8+u7yYuv8b9d+/v7xMwb17cHaDX865/l4ezHz0efJzs0DILhWIAsenIaHwYDJbKZfzy60bdmMiTMeIeJIFACHjp1g/TfLKjQZ+Om3P1m+8v8ASExJY+0XS2nSsD7THl4EwH+7DzB84LUM7tfT+Zk9dN+d7DsUybxnFjuXk5SSzqdLnqV500YcP3m6THXRajUoioZmTRowd8ZdJCSlcPjoicv+XmJKKgDBQYGXKSlE1SDJgBDlSEEp9r5vzy7MuOs2mjVpiJ+vj3N6k4b12H3g8EWX06tLB+x2lU3/bEOrPXsF8LbdEYwY3A+NRnPRcQkd2rbkwWkTadOiGYEBfs7pjRvUK1buYORxZyIAjn59gJA6tTgTl0j7Ni1ITctwJgKA42B47PIHwyuxbU+E8/Xpwq6N7XsOOKepqkpsQhJ1awcD4OlhoGPbVrz09kfFPqs9EUewWCy0bdmsTMlAeOvm7P/je+f7Y9ExPLzotVI9ylxRlMuWEaIqkWRAiHJiMOgJCPBzjgdo17o5S198jE3/bOfjr38gPTMLVVVZ8f6rGAz6Sy4rKMAfnU7L9vXfXHB+neCgCw6+Cw2pzYevP0XEkSieWbyMlNR0LFYr7738JB7nrTPnnEQAwGJ1PC3Ow2AAGPhsEwAAEYhJREFUoHatINIzs0qsIz0zCx8vr0vW/0qcWy9rYZ1K1NVidX6G/n6+6HRaFs6dwcK5M0osLzQkuEz1OHHqDI+/+BY2u53klPQLfhYXU5SopGW4fqmpEJVBkgEhykmPzu3R63TsO3QUgMH9epKRmc28p193lrmmbp1SLSsrJweL1cqdsx5HVUu2ABRd636+vj074+nhwewnXqLAaAIcTd3+/r6uhkNqega1AgNKTK8VGICpFGfHV0tObh52u533PvuWf7btLjE/OTW9TMs1Gk0cKkWXwIX06d4RgP2F+4IQVZ0kA0KUAz9fb+bedycxsfFs2+1o0vYwGJxntkVGDelf4nctViuGwrPxItv3RKDVaPDz9XYORisNT4MHqmrHarM5pw0beC16net/6gcjjzNzygTat2nh7CoIDalNm5Zh7IuIdHl5FaXAaOLA4WM0aViP9z9fVdnVoW6dYO67axzb90Rw6kx8ZVdHiFKRZEAIF2m1Wjq0bQk4BuG1bdmM8aOH4enpwYz5zzr78v/btZ+7xt3Eow9M5c+tO+nUrjWjhgwosbyTp+Po37srW3bsIb/AyMnTcZw6E8+qtRt4bdH/+HTFGg4dPY6HwUCzpg1p0qAeT7323gXrtn3vATQaDc8veJAffvmd5k0bcff40WSV4dr1v7ftJjLqJG88M583PvgCs9nCrKkTSb9Iq0RlWvz+F3zyxjOoqspvf/5HXn4B19StTf/e3Xj7o6+Jia2Yg7KXlycd2rZEURT8fH3oFN6KcaOHkZdfwJMvL62QdQpRESQZEMJF/n4+fLPsFex2O7l5BZyJS+DnjX+XuB3xP9v3sPj9z5l0y0jGjhrC/kNHmbXgBdZ9U/xAvnjZZzzx0L28+/KTeHt5Ou8z8PybH3LqTDy3jhrCA1Mnkpufz4lTsaxZ9/tF6xYVfZqFr7zD/ZPHM7hfT44eP8Xcp17j9afmlSnWBx5/kafn3c9zjz5AekYWH331Pb27dSQowL9My6soeyOOMHn2E8yaMoGXnpiDRqMhISmFf3fsrdB++7DGDfhm2SvYbGdvR/z5t2uL3Y5YiOpACe8/Rq3sSgghRGVYvuQ5MrNzmPfM69hslX/XSI1GQ/3QENavWCbPJhBXlTy1UAjh1oYM6M3+P77njltHVXZVWP/NMtavWFbZ1RBuSFoGhBBuq0nDevh4Oy6TTEhKdenywYrQIqwRBr3jksmY2ATpahBXjSQDQgghhJuTbgIhhBDCzUkyIIQQQrg5SQaEEEIINyfJgBBCCOHmJBkQQggh3JwkA0IIIYSbk2RACCGEcHOSDAghhBBuTpIBIYQQws1JMiCEEEK4OUkGhBCVpm6dYN5+4TF++fpd1n+zjAUPTkOnczxZffTwgTw+555KriEM6tuDsMYNnO9nTZ1Ir64dKmx9k8aOZO0XS3n5yYcqbB1Fbr1xCGu/WMraL5ay4v1X6dy+TYWv80Jm3j2enRtWUiswwDltx/pvLvt799wxtkLqs2HlBwQG+JXpd+8eP5q1XyxlzfK3+P6TN7hp2HXlW7nzPL/gQYYM6H3Fy5FkQAhRaZY89yh//LudkZNmMfKOWXh7eTJn+qQKW59W6/pX3qC+PWnWpKHz/bufrmDb7gPlWa1ixo8ezv2PPMeC55cUm16Wul/KgN7duO3GYdz14OPcdNeDPLv4fV5d+DDBtQLLdT2llZmVzeTxN7n0O/dMKv9kQKMp++c87qZh9O7WkYkzHuHmKXOYPPtJQCm/ylUgXWVXQAjhnnp2aY/JbOb/1v8BgN1u55V3PmXDyg94d/kKAEJDavP+qwupf01d1v3+N8s+X4WXpweLn55H3TrBaDRaPvhiFb9u3kLblmHMnzUVby9PMrOyeeKlpaSmZ7B8yXPsOxRJp3Zt2LHnAGNGDGb4xBmoqoqnh4Gfv3qX4RNmMHrEIG67cQh6nY7TcYk89sISWjdvysBru9OtUzj33XkbDy96lfvuuo2//tvFxr/+o2eX9sybeTdarZZDkcd59o33sVisbFj5AWs3bGZAn27odDr+99RrnDwdR7eO4Sx4cBoAKiqTH3yC/AKj8zNZNHcGDevVZelLj7Nm3Sb8fLypU7sW9UNDyMjKZuEr77Bw7n2Et2qOzWbj1XeXs3PvQUYPH8igvj3RajU0b9qIz7/9Eb1ez41DB2A2W7j/0efJzskt9vlPvf1mFi/7nMysHACOREXz46+bmThmBO98uoJ2rZuz4MFpeHl6YLZYmfbwIowmMw/feyfdO4dj0OtZsWY93/30G15enix94TH8/XzQ6XQs/fgbNv9/e/cdFdWxB3D8u8WFXUCjEaUoihJUlKhYY+/BqEFjIYm9bDD6FMTyVCwYNZJgIU/jsUXjURHzbDFISAQLliCIIAKKghSxIiIWyrK7vD/WXCGgJP7jOc/5/MWZ3Xt/c+fOufObO8PZszHY2Viz6dslXLx8hTYtm3H/wUNmLFxFiU5XqT8cCovEw70PPwQfqlTXwf17Mnr4IGoolSReucaKdVuYOWU0ZmYq9m9bS1pmNqnpmeh0pew5cJR50yfSzMmRybOW0MnNlWED+zJ/ZRAD+3ZDO2YEMmRERV9g3eZdgOktxM7//kLXDm0I3PijFNdMpeK7Ff/mWFQ0YRFRVfa78rRjhjPJZwnPCosAePqskCO/nQBg6vhR9OrSHjOVGQnJV1m22vRT1TuClpN45Rod27piZWnBkm83cDHxCnY21qzy80FtbgbA10FbSUhOBWCht5ZObq7cunMPZC+SjZfF+DtEMiAIwhvh5OhASmp6hbJnhUXcuZ+Lg70tAK4tnBg6wYfi4hJCNgcSFR2HbX1r7uflM23+SgAsLTQoFQoWemuZsXAV+QWPce/dFW/taBZ/swEAK0sLJnovAqCFc1Pat2lJbHwSvbp04GxMPHqDgYioaA6EHgNgxuTP+WRQP4IPhnHibKw0+JenUtVg5YKZTJ61lKyc23y9cCaeHu7s3h8KQH7BY0Zp5+A51J0Jnh4sDdzIhE89WBm0hfikq6jV5uj+Mih+tXYTXTu2ZZLPYh4VPGHaBE9cnJsy7l8LKdHpGD/KNHP+ZKIPjg72bFm9lEFjpgPwnqMDI6b4YqZSERa8kXWbdzFyymzmTZ/Ixx/2kuoltX/jhqRcq9j+yanpeLj3RqlUErh0NnOXrSHpahoWGjUlOh2fDOrLk2fP+NRrHjVqKNm9YRXnYhO4m/sA70UBPCss4p1aVgRv/IYTZ2MAcLC3Ze5Xa/AP3Mhq/zn07/kBocdOVeoPhUXFHPo1krEjBvP9jhCpvEmjBrj36crY6QvQGwwsmvUFg/v3IGjLLj4fNpARU3wBeN/FmfGeHuw5cJSWzZ1Q1aiBUqHAzbUFcYkpWL9bG1+vcYzSzuHx06dsWe1Pn24dOX4mBo1GTVpGFt9v3yvF1ajNCVwym19+P8mR307Sr0fnSv2uPI3aHI1Gzc3bdytdG0DwwTA27fwJgFV+3vTs0p5T5y4AoFAo+GzqPLp3cuPL8Z5oZ/vzML8A7Wx/dLpSHOxtCVzii6fXXPp174yjgx3DJvrwbu1a/LxzPYfCIquNUR2RDAiC8EbIkFHV76ebyk2f/HHhEgWPTTPXiNPRtHVtwenoi8yZNoFZXmM59ccFLiZewcnRASdHB7au8QdArpDzIC9fOmf48RczuPATZxjYuxux8UkM7NuNkMPhgGkwnTHlc6wsLdCozTkXk/DK+js2tCfnzj2ycm4DmGbVwz6SBt2IqGgAUlLT6de9MwDxl68yd/pEjkZEEREVzb3c4qpPXs7JszHSTNrt/RbsORAGQEb2LW7fy6VxAzsAYhKSKCwqprComKfPCjl5LhaA6xnZODdpVG0cME0yy8rKcHSw40FePklX0wCkmW6X9m1wbtqYAT27AGBpqaFRA1vu5ebhrR1D+9YuGI1l1LOuIy033Lp7j9S0TKkt7GysXxp/z4FQ9m9bx4/7fpbKOrm54uLclJDNgQCYmal4mF9Q6diU1HRcnJugUZuj05Vy5doNWjZ3wu19F1b9Zxutmr9HbEIS+QWPATh67BTtWrfk+JkY9HoDx05FVzjf+pUL2L73MEcjokzteCO7Ur+r2HYyKKuqR5t0bNuKSZ8Nw9zcjFpWlqRl3JQG6sg/+8q1dOxt6gGgVCrx89HSzMkRo8FIo4am+9yutQthkWcwGo3k5uUTE3/5b8WojkgGBEF4I9Iys+nXs3OFMguNGpt6dbl56y4uzk0rP1vLICvnNqO0c+jRuR0+2rGcu5BA5Olo0jJvMmba/CpjFRW/GHRPnI3FRzuGmlaWuDg35fxF08N0xYIZePsFkJqeiYd7bzq0afXqC6hmKVhXWgqYlj+UCgUAPwQfJCr6At07tWPPxgC0s/3JyL71yvMUFZf8raA6Xan0t9FYViG+4nn88tIzc3BxblphMGnh3JT0zJumhKyKcU0mk/H1d1s5F1sxUfJw702dd2oySjsHvcHAbyGbMVPVeF4vfbl6GVEqVC+9hidPCwmLjOLToQMrxDwSfoKgrbtfehyA3mDg9t1chn3Ul4TkVK6lZ9KxbSsa2ttwIyuHxs8H06rodDqMRmOFsvikq3Tv5CYlA1X1uz9n4WBKmIqKS2hgW5+cO/cqnEulqsHiWV54fjGHu7l5TJvgKbUPvOgrhnL3atzIIeQ9fMTwSbOQy2XE/f4iVlkVN6e6GNURGwgFQXgjouMSUZuZSbut5XI5c6dP5HD4cYpLTDPhD9q3pqaVJWYqFX27dSQ+6QrW79amuKSE0GOn+HHfYVq814SM7NvUqVWT1i2bAaBUKCps+iuvqKiYy1fTWDBzMqf+uCANAhZqNbl5+SgVCgb37yF9/1lRERYadaXzZGTfwt6mHg3tbQAYMqAXFxKSX3nNDe1suH4jm+17D5Gcmo6jg/0/arO4xBSpbo0a2GFbry4ZN1+dTLzM9r2H8J06llo1Tbvmmzk1Zqh7b0IOh3Mj+xbWdWvTqrkTYHoFrlDIORsbj6eHu5TcNGpgh9rcDCsLC/IeFaA3GOjQthX2tvVeq04AO386wsiPB0iDYnRcIv17fSD9p0FNK0ts65veLpQaDFJdAOIuJTPB04O4S8lcTExh1McfkpqWAUBiynXat27JO7WskMvlDOzb/ZX3a8P2vTx6/ITFvl4AVfa7v9q65wB+s76Q+ouFRs2IIf2lQTm/4AlqtTn9n79ZeRVLCw25efmUlZUxZEAvlErF82tMYWCfbsjlcurWqU2Htqak9XVilCfeDAiC8MZ4Lwpgka8XXuNGIpfJiTofx3flZoAXL18hwM+bhva2hEVEkZyaTpcObZjz5XiMxjL0Bj3L125Gr9cza+m3LJg5BSsLDQqFgl37Q0nPvFll3PDjZ1j31TwmzFwklW3YHkzwpm+4czeXaxlZWKhND/TwyDP4z53G6OGD8F0SKH1fpytlUcB61i6bK20g3Hck/JXXO2bkYDq2ccVoNJCelcPp8xf/UXuFHP6VJb5TObgjCIPBgF/AekpL9dUfWIWT52Kpb12H3d+voqysjMKiIuavCOLBQ9Pyytxla1gwcwrmZiqKS3RMme3PgdAI7G3q8dO2NciQkV9QwEy/AEIjTrFhlR/7NgdyNS2DG1k5r1UngEcFT4g8fV7aH3EjK4f124LZsnopcrmMUr2BlUFbuHMvl/2//M7BHUGkXEtn/oog4hJT0I4dwaXkVIqKSyjRlRL3/HX+g4f5BG3dzfag5ciQcfp8nLSv4WUC1v/A8vn/wnfqOKLjEiv1u7/adzgcjdqckM2B6PUG9AY9O/cd4cnTQvaHHuPQjiBu3b1PUur1atsh5HA4QcvnMaBXF2Ljkyh8vlQTcTqajm6uHNoRRObN21JC8zoxypO17DH05YscgiAIgiD83xPLBIIgCILwlhPJgCAIgiC85UQyIAiCIAhvOZEMCIIgCMJbTiQDgiAIgvCWE8mAIAiCILzlRDIgCIIgCG+5/wHZ/wPdxrITKQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# %%timeit -n1 -r1\n", "\n", "from importlib import reload\n", "from nowcast.figures import website_theme, shared\n", "from salishsea_tools import places, data_tools\n", "reload(compare_venus_ctd)\n", "reload(website_theme)\n", "reload(shared)\n", "reload(places)\n", "reload(data_tools)\n", "\n", "fig = compare_venus_ctd.make_figure(\n", " 'Delta DDL node', grid_T_hr, dev_grid_T_hr, \n", " config['timezone'], mesh_mask, dev_mesh_mask,\n", " theme=website_theme, figsize=(8, 10))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# %%timeit -n1 -r1\n", "\n", "from importlib import reload\n", "from nowcast.figures import website_theme, shared\n", "from salishsea_tools import places, data_tools\n", "reload(compare_venus_ctd)\n", "reload(website_theme)\n", "reload(shared)\n", "reload(places)\n", "reload(data_tools)\n", "\n", "fig = compare_venus_ctd.make_figure(\n", " 'Delta BBL node', grid_T_hr, dev_grid_T_hr, \n", " config['timezone'], mesh_mask, dev_mesh_mask,\n", " theme=website_theme, figsize=(8, 10))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }