{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example - Rasterizing Point Data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import json\n", "from functools import partial\n", "\n", "import geopandas\n", "from shapely.geometry import box, mapping\n", "\n", "from geocube.api.core import make_geocube\n", "from geocube.rasterize import rasterize_points_griddata, rasterize_points_radial\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load in geopackage data and add CRS" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "gdf = geopandas.read_file(\n", " \"../../test/test_data/input/time_vector_data.geojson\",\n", " crs=\"epsg:4326\"\n", ")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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test_attrtest_str_attrtest_time_attrgeometry
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" ], "text/plain": [ " test_attr test_str_attr test_time_attr \\\n", "0 1.3 dcf86619 5/21/2016 10:09:21 AM -05:00 \n", "1 1.3 dcf86619 5/21/2016 10:09:21 AM -05:00 \n", "2 1.9 dcf86619 5/21/2016 10:09:21 AM -05:00 \n", "3 1.3 dcf86619 5/21/2016 10:09:21 AM -05:00 \n", "4 1.3 dcf86619 5/21/2016 10:09:21 AM -05:00 \n", "\n", " geometry \n", "0 POINT (-47.26681 44.21932) \n", "1 POINT (-47.26680 44.21932) \n", "2 POINT (-47.26681 44.21932) \n", "3 POINT (-47.26680 44.21932) \n", "4 POINT (-47.26679 44.21932) " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gdf.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Convert to raster with GeoCube\n", "\n", "See docs for [make_geocube](../geocube.rst#make-geocube)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load into grid with griddata nearest resampling" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "geo_grid = make_geocube(\n", " vector_data=gdf,\n", " measurements=['test_attr'],\n", " resolution=(-0.1, 0.00001),\n", " rasterize_function=rasterize_points_griddata,\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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       "  * x            (x) float64 -47.27 -47.27 -47.27 ... -47.27 -47.27 -47.27\n",
       "    spatial_ref  int64 0\n",
       "Data variables:\n",
       "    test_attr    (y, x) float64 1.3 1.3 1.3 1.2 1.3 1.3 ... 2.3 1.3 1.9 1.3 1.3\n",
       "Attributes:\n",
       "    grid_mapping:  spatial_ref
" ], "text/plain": [ "\n", "Dimensions: (x: 12, y: 11)\n", "Coordinates:\n", " * y (y) float64 45.25 45.15 45.05 44.95 ... 44.55 44.45 44.35 44.25\n", " * x (x) float64 -47.27 -47.27 -47.27 ... -47.27 -47.27 -47.27\n", " spatial_ref int64 0\n", "Data variables:\n", " test_attr (y, x) float64 1.3 1.3 1.3 1.2 1.3 1.3 ... 2.3 1.3 1.9 1.3 1.3\n", "Attributes:\n", " grid_mapping: spatial_ref" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geo_grid" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# mask nodata and plot\n", "geo_grid.test_attr.where(geo_grid.test_attr!=geo_grid.test_attr.rio.nodata).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load into grid with griddata cubic resampling" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "geo_grid = make_geocube(\n", " vector_data=gdf,\n", " measurements=['test_attr'],\n", " resolution=(-0.1, 0.00001),\n", " rasterize_function=partial(rasterize_points_griddata, method=\"cubic\"),\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# mask nodata and plot\n", "geo_grid.test_attr.where(geo_grid.test_attr!=geo_grid.test_attr.rio.nodata).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load into user-defined grid with radial linear resampling" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "geo_grid = make_geocube(\n", " vector_data=gdf,\n", " measurements=['test_attr'],\n", " geom=json.dumps(mapping(box(-48, 44, -47, 45))),\n", " output_crs=\"epsg:3857\",\n", " resolution=(-300, 300),\n", " rasterize_function=rasterize_points_radial,\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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0x42pLmudNzbi+TZwts5jqsv6mmMCwY2YjW/vLR2hDaMde7uehef+aS2ci/P62S/mYGpeD80tNSfjsx3aiBlrL6h3aG4N2e7vLPQskmxE2B68DwhvxuwblwIinvvz3r/C9tp6Szkj1abOlcFjK9Baeja+5nG7SNJjgJdSVUrcCXxI0gfM7GpJR1C1YjjEzO6Q9OBoq8s2/17ZoXDZumjz78qWyMnkyo4MlaXy/byB59fiF/WihnTR5cXOMytclqs3xm4BWhYIVLSew2j/CbjIzG4HkPT3wDOAU4BjgZPN7A4AM7sxSmN7MSgdLgudr1EJc9DOSJCpxoVs48h05znc2HF4oV4XOZlMHWm5l5BsHtCUzMkkhctCugd4JUA0SfcEmGAmdtjW8FyGaC2fwnGSPi3pLEkP9Fy/HHiSpAfVLbKPBA6orx1cX7tI0t9LOixkRNIxi35Dd+78DoPhrZi+ZaFwWfvwyGb1LcsMl7X7h3l1Cedw7PX0LYsJl7Xn6bPXF27qhDqcZz8UIjHnXlJCa0G9K6tHbLgsGL4Jzjek1+VHhssSbGfras8NknuXxYb6xoTLQrqD1yegnWjw2Ao0mWcj6aPAQz2XXkPVPO4kqr/Pk6iax73IFTKzqyS9Afhb4FvAZVSN5aCa915ULRgOA86VdKBZ98URZnYGcAbA/Xd7iEXlZHZdT9j8GeEZTd1WpvhmzCFPxuGV2PE/5MnMEi5ry0d6MiXCZSH+sDeYoittPoMeScYcxtiL9pAC42LCZRbg51BVILCeA0jz0WRPwcyeHCPXah7X1vF26vYJkn6PqgU29c/za3D5pKSdwN7A1yIMrp6vh5YygfOSLWU6MvJcH1u+3LI9urps7jb/ru6JmmM2+FGyQ88ww24kv29xLv7q5QJgka2XNJlUWhQILGmNcjY9zePacg82sxslPYwqX/PE+tL7gCOACyUdDOwG3BQ9gbGJ/1yQSfFiIsaNzcdAHsgs+5algkYqf1qQyfaK8MsW9ZoSdI/SmzC3sbSjpKu0gWmt/LtTfM3jJO0LvM3p3XOepAcBdwG/ZGbfqPlnAWdJupyqUu0FvhBah8RqDmUXb4bqslyQCciPbSkDfpAJLeQlPZmhUFmfTFa4bCqQ6Z1bpGzouRZYqEsvzqPDZWOvR/Jjw2VzgAyw7CDg0JqAjZkdHeBfR1UIsPj8pIDcncDzsozHejIz5GOKtJQJ6fMtlIX7lk3WHNORmcqTmaXNv2svOD4BZDIX9+zQFH5+1r0WANAGPxWE+q6HxheinctqNGB9lz5PR+u1zX9g3Fq1+W/oLh0ug97Ef4mczFSeTPFw2ZDuUTa6vKKeTCEQyfEGS4fLpsrZLD2birYY2IhdJcy7WP2gEP1GzD4dGTmZ2dv8OzrWW5v/bNm2fGTivxyY+HhDzzDeRukcSdHmmCGZAvcXGyobM7dSHo4h7lq2qwG2GtiI/hLmOTyZAuGyhswQyBQIl4XsTZaTmcqTGQNUOQtVCsi0+KO9qJT54pedyl42gMU8t6HrKc+1AJmx3NRZ09YCG4j3ZFr8aLAY4QEt2/yPBCQfwIywl7IQjg6VRdho8AsszGv16uUkvbEyPXpHeWejaets2hyirQc24F/sp2opExo7FmTaMmOry7ZSm39Hz1Q5mck8mUKL86w5mUwQHbyO53rq3IK2h4tbY8hYejYL2npgI/k9mQI5mVmaY87hyYxY6HOqy4p5PTnhsszFKMWTCenIt+HnZ4XLcu0VAKGxobIY22n3VAZg2rQsEKhoi4GNAzQFN2POEi5ry2TkZIpvxvSATPFwmSM/S04mG3xGgswI24MLK35+bmhw7P2VCJcN2U4HavPLjCRDy5en1bTFwIbxnkzJUFmfjG+x3ept/h359dDmv+LLw/PLFvWiYnTh4Y8AurEeSTZ44bmeazsGYIqCDdy17I0GbDWwaS1Ec4TLgvIzhMtCttdFm/8Rtidv8x8lOwDULX6fviKLs6sPv2yuJ1fCI4kGiRSQidCR5MkUBBnX6PJ9NhVtLbABkLwLcJGkf0h+qo2YHdv985y6OWaUvgHZQYApZi/M6+cPgEyBhbCoJ+OcFw9pTQVeDpUOQy5AZugZlyJj2UFgQVsObCZp8184XAYJIbPQQjhHdVkmaE3lyZQIl4Xn7AN1//jSobrBRR2/7FSe01iQ6ZXJ0TE434hwWUhHAVp6NhVtObDZKm3+N0pLmaDuOXIyUbI+UPfL5ntL6fqKv3p5qvtLAJhc20mhsoDehkxBbDDT0rOpaes9BWnwaLwRcfG2ycV1muedt1Ku4NXVfktlQ8cKzeoy55u6qW27Ohp6HduNuS9subpCNlx5z1sxm7YTdPnuQ8NvxRzUEbAX1Ovj98659TsLyXps9D973z3F6xt6I2ZIb+i5xMyzdz5j9DqU9SyC8zXccFmM3vbfRSnAqQoEtg0eQyTpAEkXSrpS0hWSjq/5J0q6VtJl9XFkzf95h3eZpJ11p/22Xu/4KWhreTa7/pCcv6SERH62J6PA9Rmqy0aHyjq2/fOLDa0NhsrG6PDwx4bK+nTk2B4VesPDjxnnW0CHxqXojdEdAJjo8TH8BE8mxnYZUqlNnXcDrzCzSyXtAVwi6SP1tVPN7I2usJmdDZwNIOn7gfeZ2WUB3Z3xU9DWAhtEw0sgDjRS5NdDZVlDX0KoLCSTHS4bGypLthfSMTQ+D2RKhOkGx+GXzbrXAgA6SneO7ag5D4BMAvCW3thZFQiMR7D6ZZPX1+e3SboK2C9y+FHAOaMnMZK2Zhitpqh9Monhsmoc44HG0TEqXOa1sbhnNXIyoVBP91nEhIsGZGNyMtHhudAcPPfRsdcFmmLhsvY9ufyYcXRlh+61NxTWN5+QTN/zjnz2LmU/C+89ecJlrkyE3ijQGkk7WBk8gL0lbXeOY0L6JD0ceCxwUc06TtKnJZ0l6YGeIc8G/rJnikPji9DWAxtaC7UHOLz5loUcjmxbV+MfwZFZ5CGCOQvXLvWi4bc9CDIReZEhkPHODb+u0H30gUw7J5Nvz3P/oefSsOfPo+UuptHzjNC3yMkY/nEhvb0g0zf/Ad2h550CMtnPwjvOdh25ervnHn2FaNFBYOgAbjKzxznHGT59ku4HnAecYGa3AqcBjwQOpfJ83tSSfwJwu5ldHphi7/iStCZgE5uUknS8pMvrhNgJDv9QSf9aj90u6fGxtoPeCc3z5JyMnOshkKH9x+/axvkH6drO9mTcuUWCTPdZxHxjD+ttPotS9jx833Np2It5hhk2ImRjQcY7Lvb+Xf7As4gFUZ+9WJBp6Eh5FiG9iTmZXtse0JqKdrIyeMSQpHtSAc3ZZnY+gJndYGY7zGwncCbQXgufQ49XEzG+GA3mbCQ9A3gD8GBWf1VmZnuOtN2blJL0GOClVDd/J/AhSR8ws6uBU4DfMbO/qYHqFODHBi2KyV9Ylhwq8+ldby1lUmy7cpu9zf+Qvhhd+Pm59zr2/sY8l97ruaAJwyDj/dtM1OWTLUBmcNfO8d/pJQl4O3CVmb3Z4e9T53MAng5c7lxbAZ4FPKlHb3B8aYopEDgF+P/M7KqpJhGg/wRcZGa3A0j6e+AZ9XwMWIDd/YHrorWmJP4TQAbIao4Zsj1H4j9FXzIgbeY2/xGy2UAzsHCOAoOcZzsWZCJ1+EFioKVM4nNJAZpSnk4VRisSQDocOBr4jKRFVdmrgaPqkmYDvgS8zBnzI8BXzOyLriJJbwNON7PtwCk944tSDNjcMBHQHCfp+cB2qpK+W1rXLwdeL+lBwLeBI2tZgBOAD0t6I9Xy/F+SLPtAZLO0lIE1a/M/VUuZdNkEkMm24ecPghN+2VyQndqTGQKY4rbH7PaPBaw2+eZTkEp0EDCzT+D/DVzQM+bjwBM9/Jc450ePnlwkxYDNdknvBt4H3LFgLmKGIZL0UeChnkuvoUpKnUT1v3cSVVLqRa6QmV0l6Q3A3wLfAi4DdtSXjwV+2czOk/QsKvfyyYF5HAMcA7D7bvfvAkmJljJzhMtCdjwgUzxc5sgPejIl7GUu9uuhzX/o+rp+9XIqwOGRKQKcBffJ5ILMOi193gwUAzZ7ArcDP+nwDOgFGzPzLv5tknQm8IGAjrdTAQmSfg+4pr70AuD4+vw9wNt65nEGcAbAnvfdz8aCTMmWMiF7SYt0Zk5mFk8mGdAS+L5nG7Wg5dro15ebk5nKkyntkbk0VU6mpCczBDBdXeaVGU/LdjULGgQbM3thaaOxSSlJDzazGyU9jCpfs3AJrwN+FPg48OPA55MmsEXa/CcBR6LtOT2ZIuGyKH3puoJzxi9b1F4JAB/Si+f6GNuBBX50TibBk+nqs17bY2lnWfTasBRTjbY/8IdUCSqAfwSON7NrwqMGyZuUkrQv8DYzW5RCn1fnbO4CfsnMvlHzXwq8RdI9gO9Qh8kGSayWO9eU01KmGtflJXkyKYt0AsCk6kvyQiaqLkv3bgZAJgUUxi7MbT5+fg7QTempDXpIDpX3ouI8mZh7LhIuGwDZMVRVow33PtsKFBNGewfwLuCZ9efn1byn5BoNJaXM7DqqQoDFZ2/JXp0s+6Es4znJ//VQwgzj2/xnAgT4gSY/PJfHnyMnk+tZbMY2/yHd+banqS7zgkxQVyBcFvEscmj5WuhVigGb7zKzdzif/9TdYLnRaHJPpkTSvz2/ZZv/7txyQSFzcRv0ZAqBbOz9FdfrUI6OJIAJ6A3KxOgb1DXgyYRkC9AyjFZRDNjcLOl5rO5CPQq4ebopTUwJIDOUj5mjsqw7LlJXyHaJcNnY8uVofveLQXZ4K3NxG52PccflLrYDOop7Ma5M9j1lbMTs6IjQ1zufRC9mgiKBZTXaKsWAzYuocjanUj27fwZeOOWkJqeJNmJ2+D3AkBQq69iO15ckuw48mTna/IfmE3Uf+PlT2RvryQRt54yPtj1jTiY4nwGg8clOhAnLarSKYqrRvgz8zAxzmYek6TZiOrINfSNDZX1zy/JkUgAm1Z7DT1v880BmsnyMOw6/7Fh70yz0A9cjx4dkJvNkUgCmV19kuCwARqWdEDNx9xJsgB6wkfTrZnaKpD+k9f8GYGb/c9KZTUTrIifjAZnuOI++ucNljp4sryGa7wN2v2xR2zHjeuYQZS8TLEI6svUSIRP7bFNAJkLvaE+mULgsCFojaRlGq6jPs1m0qNneI7OxSJT1ZFIApiW/Vi1lwA8yKQBZJoQ2ANRFbPhlszyZEfc/1iMZpXfk3MaGymJlYjdjJoXKAjaSvKKRtMzZrFIQbMzs/9Snt5vZe9xrkp7pGbJhaAhkKpn6wxyezBjgSAGJkhsxQ/zBxSvmGY6zEZLNAplUey6/JIjGjA2saSUBPLu6zPt8CofLGrr7ZacGGZeWYFNRTIHAb1C1hBnibQgyMQwwkA0y3n/Awm3+k2TnaI4ZnJsr232GpXMWo0NlifMoETYqHoYbuj74ewqNWwc5mRRPJiVU5v5pFsaF5T6bVerL2fxXqg2W+0n6386lPYG7p57YZLTOWsqEdI4FGYgAmoItZcJzjgFq37gUG/26evXh4Wfe/2SeWgLIhPTme2frpM3/UEuZgI0UT0YhmZG03GdTUZ9ncx1VvuZngEsc/m3AL085qelIjR9z5GSKhL9SZCfyZNLDagkgUxDcYmTWW5v/Bj/lOp7ribaHPJkiwFqypUxD77BsEshMkbMxuLvAy9M2A/XlbD4FfErSXwHfMrMdAJK2AfeaaX5lSdUxWbgMpsvJzNAcMztP09Ax8AwL2Ajyh0DLGTIZGAzNp4TeFuUAVXa4LEJ3Dsh07U3ryQS9mEIg49IyjFZRTM7mb6neFfPN+vO9a17aC8vWCbUT/3O0lGnwN2JLmaBul6ewXIufb6NfX25OpojnNJXetkykjiI5mUxgnWwjZsiO9/eRGCqLAPUcWuZsVikGbHY3swXQYGbflHSfCec0La3jzZhFQSZCR4OfudBPVl1WYHGepa1MCQAvCDLptmdsjtmrL9KTKREuC8k05lwuZ2NLsAHiwOZbkn7QzC4FkPRDVK9p3rC0Vi1lGvwB2cFQWTF7YV4/f+gZxusrvTCPfpfMiMV2rXIyuZ5MCWAtWl0WYSMFZNI8mbINOBe0LBCoKGyptVsAACAASURBVAZsTgDeI+k6ql/LQ4FnTzqricioF8mURRqGgSYXOBJtb+o2/wUW9XXR5j/CXoon05Ap8gzXxpMpEi4LzW80yMCuv57CuGC2zNksKKY32sWSvhd4VM36nJndNe20JiLRu0h3+fXPqVrKhOQHAGacvXTZit8FmdLftrNDb7FjEu2NDgUmjnNp9LMdApiYuYVk5myOGaPP/dMcuO4FmI6Okh6O2LGsRgPi3tR5H+BXgO82s5dKOkjSo8zsA9NPrzzl5GNCMmNDZX22t2Sb/9RxHt6k3kbWQh+hlwiZHttJXkyC3mh9HtneUFmkjSyQSfFiOjqm8m4KK9ygFPumzkuA/1x/vpaqe8CGBBtgcKGe7F0yjvzYUFm8PQ9/kOf+Bw7rLWk7CWQCY0vngHI9tSxPptCXhNhw2WQg0xqX48nE6CoRLpsKZBbWlmG0imL8u0ea2SnAXQBmdjuFfi2SXi7ps5KukHRKQOapkj4n6WpJr3L4j5B0Uc1/t6TdIo1iYtfB4ljRrsN73eXVelzgaPxDO/8slQ7tOnyytrJ6lLHX1WEDvGq8mp5MWy9N3b36Em0P3gerh28O3efVr29o7kl6W/zBe6U5PupZRN2T7TqG7mto7kFdLgXnaTS8j+BhzhGam0cXjX8Hr47G4f711DzJdh1NvQ6/BBlYxLEVKAZs7pR0bxb/59IjgTvGGpZ0BPA04BAzezTwRo/MNuCtwH8Fvg84StL31ZffAJxqZt8D3AK8OMau9x8sNSfTs+g3/8n7ZcHvyXTnEWvP0duzSPntqcPvXZAGbETb7hu3mJszLHZBjl3IO3rbtmPvL7hYtnS39ebabtzT6oI89DsL6e3o882TrqwXGLwLfthG+O/en/gPgkzbxurXkw6gdPU6ABP4neXSTjR4DJGkAyRdKOnK+sv58TX/REnXSrqsPo6s+T/v8C6TtFPSoR69e0n6iKTP1z8fWO7OmxQDNq8FPgQcIOls4GPArxewfSxwspndAWBmN3pkHg9cbWZfNLM7gXOAp0kS8OPAe2u5dwL/Pcqq+4e08GaI+WZe/ZUX83p6PJmgNxSxoEUvvGKXJ7OrQq9P98D1FO+mvQh59UGvJxP3e3B+1wP2hu4l9z5cGtSRYhvwgkyC3u79B0CLpmxTl8c76Xn2Pk9lUJ+cf6kYey0vphrv8WQcfltHqYacRlUgMHRE0N3AK8zs+4AnAr/kfPE+1cwOrY8LAMzs7AUPOBr4dzO7zKP3VcDHzOwgqrX9VR6ZIhRTjfYRSZdS3aCA483spgK2DwaeJOn1wHeAXzWzi1sy+wFfcT5fAzwBeBDwDTO72+Hv5zMi6RjgGIB77f6AijlDm/+gbMk2/0Ed/fw5mmMG+UNzo8ub0l623pBMYJHyXk+x3bieWV0WlB25EbNXd1g2Rlf2RsyGDr8nM2ivEJUIk5nZ9cD19fltkq4isOZ56CiqL+o+ehrwY/X5O4GPA6/MnmgP9XV9/l4z+6ykH6xZ19c/HybpAODr9SujgyTpo1T7ctr0mtr2XlQgdhhwrqQDzcpGMM3sDOAMgD0esL8tcjKrk3RkU0AjASDGvhFzFL/BU1iuxc8Hsn59QV34+VPZy1/oh8cNXs8E79HVZTG6XBoCmYhnm/PCsuykf0NHfMXZVN2ed80u+IAbtLck90WVZ9RrV4ckPRx4LHARcDhwnKTnUzVOfoWZ3dIa8mwqUPHRQ2ogA/gq8JCYyeZQn2fzK1QewZsC1x8k6VNmdnRIgZk9OXRN0rHA+TW4fFLSTmBv4GuO2LXAAc7n/WvezcADJN2j9m4W/EEa68kkeyEzejLh8Qrw/fLRtkuBFh7+SJCJkSnqIbVotCfTsB1XWdY7t0ygGQ0yoflN5MkMgkykvVIFAlUBQBTY3GRmjxsSknQ/4DzgBDO7VdJpwElUD+MkqvX6RY78E6hegHn58FzNVHaTUYP6uj4fU/88IiQj6W9H2H4fcARwoaSDgd2AdnjuYuAgSY+gApPnAM+tH8qFwM9RuYcvAP46ymrKou/9J0kAmFR7jnwamIT4CSCTDWR+/iA44Zcda28qTyYJYIrZ9oS3cn8PJVvKRNhI8WTA+XdIaSkTBSbx9tQ4pxiVKn2WdE8qoDnbzM4HMLMbnOtn0t2S8hzgL3vU3iBpHzO7XtI+gC93XoQGM1OS7inpf0p6b30cV980ZvaTI2yfBRwo6XJqwKhBZF9JiyTX3cBxwIeBq4BzzeyKevwrgV+RdDVVDuftsYYbyc++xL9P1tGxiwaAJtqe2rJNHV573oVxoITZd3TmmWDbke21B259UO+47j3F2evMM/L+2vOMuX+Xom17ftdd281Evdd2wu+hN+kfmqczLnRPPhuubEdXXwlz4HrjPDEn0078OzU3DXuubKParRCVKH2ui6LeDlxlZm92+Ps4Yk8HLneurQDPIpyvAXg/1Zd1SPnSnkExmzpPA+4J/HH9+eia95Ixhuvqsud5+NdRvSF08fkC4AKP3BepqtXS7Io40Gjw++VnafMfJasOP/dbcWnPIidUFmOvIVPwPnplInWk2y4YLptqI2ZozkP6GuCQaG+inIzPkykdRTLEzjLtag6nWns/I2lRVfZqqu0gh1I9pC8BL3PG/AjwlXqt3EWS3gacbmbbgZOp8uUvBr5MBU6TUAzYHGZmhzif/07Sp6aa0OSUlCPxyLpyc7T5d/hzhMtS5hM1Dr9s7r2OBdFRuiPHJ9seSvwn/h42XZt/H5hE87v2QuGykI6xVAK+zOwT+GfV+SLujPk4VQFWm/8S5/xm4CcKTHGQYsBmh6RHmtkXACQdCOyYdloTkQpVoq0DT6Z0S5mcPEbvOPz86HvNBIreOcXqDiw068KTSdHVJq++Ac8iAkCGQCa7zX8KyEQA2iDIFASYXRRfILDpKQZsfpUqif9Fql/HdwMvnHRWE1EjV7DgeUCmy695E71LJmgvKDsANCVBJlUfHtnM+0+VyfGQemXwyBR4tmvlyRQJl4XmN1EJc6UnxcPp2ksBmUmKsSar79pY1As2dbuYQ4CDaL5iYHS7mjUjZYS5Ru6TyfZuOvwuyJT+tj06JzOTvRxvMEqvQ6NtpwBMSEdIZo6cTIon41vwQzpSACaCXyJU1pCnLC09m4p6wcbMdkg6ysxOBT4905wmpaRQV04H5lFg4uN1ASaoI9P2qNBU7LiUhTRCpnTYz6WyHlQ8yKR4MR15j2xWPqZlIwtkSngxDn+qfEwIYEp6Nwbs3LkEG4gLo/2TpD8C3g18a8FcvCZ6Q1Js4j/4jxYBVCMX38k2YkbIFgWZGP5EIBot075e4p7ADwyZv4fRGzFDulNAJjfp3z6PbPM/ZiOmt7osoFseXjEyen5hW4tiwGbRKfR3HZ5RNcLcWCQIFQnMnY8J6+iCTJGkeIK+QYAZM4+M+UTpTdUdOT7Kdgwo5Nx3btK/NdYPLB7ZFF1EgIwPYBz+lBsxh3Q3/627XlFJ2iqvEBiimEacR8wxkbmo15Nx+NmeTDYAdEGmT0d0OClCNsmTcfmZ919CJjuxToRMxrOdqjlmR9/gfCYKlzkyXpAJPu/pq8vGgkz3nLK0CcCm3lS6v5l9ZVA4QDGvhX4Q1WsGfpjqsX0C+N26Pnvj0WIhmciTKZH0D8oXBLfosT3jittLuZdU2yPnNhQqKwWssSCTnfTvkY8Ol021ETNkz7E5NlTW1eEHmZViXo42RYFA3d3lAuD7c3XEbG09h6o55s9S9SL7GlX+ZsNSbEuZBl8h2Sa/rTfEL9ZSpsdGkD9gz1g9XNncex18dpHPdigU5xvnUtbcCOiV5QFN4Hku9C3m0Fmfgs8+sbrM9RwcW9XfQPc6NP4dIuzt+stp6fCDT+hdMu0XpIVayuQCjU/fimzXUZQs4tgYdKmkw3IHx+Rs9jGzk5zPr5P07FyDa027Xli2+OwCTJtHQDaV3+ApLNfi59vo15ebkyniySToGOUtRM4t/Z5G5mRidLkUnFNGuGxIlyMzyx6ZBs9vr2ROpnHdEVgJ2CtCBrZ5qtGeAPy8pC9TFYuJyun5gZjBMWDzt5KeA5xbf/45qsaYG4+C3w4TgCZzgZwsJ1MKtDLGzRIuC+ieKlwW5A+BTOLvYTO3+a90zFddVipcNl2hwKYBm58aMzgGbF4KnAD8ef15G/AtSS+jQrU9x0xgbvKBTFr4K1624itatqjtFICJmccAb0pPbfA6nuuJtmfJyeR6MqmhssG5JSz6XnuZSf8Ie7m7/YdAJsaTmaxIYOOEyYbode33l0n6c6oGoYMUU422R+bE1i/N+VbMCNl8G37ZwYUVv+xknlP2Qh9hmwGZ7HuaprosO1zmykTMOcuTKREuc/hzlDC77CHgmB1kFrR5wObR7oe6w8wPxQ6O8Ww2F8U04xwFPF2QKR1Kyl38ckJlY+xNBl5EXB8AsnXhyaQATO95V34o9DZLm/+GrN/eWnky01eh1WT0fMPYGCTpN6heZ3BvSbcu2MCdwJmxerYU2DR+75mL7GiQKW07Rhd+/liPo3heJEZ35Pgo24EFsGROZjJPpnS4LGRvxhLmkI7cnEyqJzNVocBG39RpZr8P/L6k3zez38jVEwQbSY8ws3/PVbxuKXMxygqVtfj5QJauC4ZBpnQOqKgnE1ikyxcceEAmE1gnqy6LAJAkkEnxZKLApGB1WcCefLxE0BiSd6+vlIx9bZ5qtM7LKiV9zMyi3ofTt8/mvQtlmRPrJUkvl/RZSVdIOiUg81RJn5N0taRXOfyza/7lks5avKY6hkyrB87h5TvylWFXj1Z5bdnAMWQ7qM+13Xdd+PfI5Npr2fZez3mGsffqUK/tHhth20ZnX0vP3HZRj66OPVqynWdkzhHS3bXh/5vz6BK79pC0X4UctNfeJwONPSmrep29L3JlaYKas5C397WEdTiy7jR7dMHqPhkFj1V5d0+Nq28FKws0zmPoO9YzSdq93ty/t6QHStqrPh4O7Berpy+MtiLp1cDBkn6lfdF9D3YqSToCeBpwiJndIenBHpltwFuBpwDXABdLer+ZXQmczeorpd9F9Yrq04YNt36SGsZStGxzXLyNBj91HB7+hPaGdGR7SETIxNpujMlM+odk5sjJZHoys7ywLMJeTkuZzjQnysn4PJlJWtWsczCJoJdRVSTvC1zC6q/nVuCPYpX0gc1zgP9ey5SuSDsWOHnxXhwzu9Ej83jg6sX7syWdQwVQV5rZrlehSvoksH+05fY3z6jFOAFkBgErzXYSyMxkL1p3ql48MkWAOh5kioTLvPNJAJge+aHQ21SVZQ2+z55jc6qNmG19sSAzBDB9esdTe8HZeGRmbwHeIunlZvaHuXqCYGNmnwPeIOnTZvY3uQYCdDDwJEmvB74D/KqZXdyS2Q9wm75dQ7WDdRfV4bOjgeNDhiQdAxwDsNt9H1jWk8ldCGP4Q9/cnSFF5jH2eg8/BWhKP9vsljI9ujr6BudT0JNJSML32ovMyZTYiNngB+zJxxsJMiFZ8ANN8Uq0BW18zwYAM/tDSY8Bvg/Y3eH/Wcz4mGq0f5b0ZuBH6s9/T9WI8z/6Bkn6KPBQz6XX1Hb3Ap4IHAacK+lAs+S6jT8G/sHM/jEkYGZnAGcA3HfvAzpfoQbzMW25Fj93Icz2GvDzx9pryOTe31iASZzbEMDE6B4C1iJJ/4Btr51EXetht/9atpQpES7zFQgUpZ3TqJ2bJL0W+DEqsLkA+K9UjZmLgc1ZwOXAs+rPRwPvAJ7RN8jMnhy6JulY4PwaXD4paSewN1WTzwVdCxzgfN6/5i10vBb4Lqp4YjypULgsJJO9QA7L5ORkiuQmSLiXBJAZo8M/buZwWVBfd/EuEi5zZIqCTIgfAWpjczIlqstSKsuiAKkk6BgbPozm0M8BhwD/ZmYvlPQQ4C9iB8eAzSPN7Gedz78j6bLESbbpfcARwIWSDgZ2A25qyVwMHCTpEVQg8xzguQCSXkLVp+cnzCzpe0OvJ+Pwcxfp3BBTridT2l5RTyYFYEbZzgiV9cisVU4myZPJzMlMtUemRNK/bW+OnMyuKrSAjhK03qvNEujbZrZT0t2S9gRupOkQ9FLMKwa+LemHFx8kHQ58O32eDToLOFDS5VSvMHhB/b6Efet3JmBmdwPHUTX9vAo418yuqMefDjwE+BdJl0n67WjLwvnnDrf5b/Pa130yIfCJ0dcZRyvxP7G92PszEf9cPJRj2xSybeOBxqOvYY/WGO88E3MyrufQ+ZvzX9+Kbf595ctt26k5mRWPbR+vKFnEsTFou6QHUHUNuAS4FPiX2MExns0vAn8m6f7151uAF6TO0iUzu5PV0mWXfx1wpPP5AqrYYFsur/OBAzJdXlcu5vpknkxhew2ZAvcXJYNHpojtgXBZyvxzczK5nkxwbhmhsvb5Jmzzn7sRM9eTmaxIYCRJOoAqN/IQql/0GWb2FkknUjVLXqQgXr2o1pX0A8CfAHtSZY4OM7PvtPQGx7fJzP5HfXq6pA8Be5rZpx1dj3Ycgg7FNOL8FHBI7TZhZrcODFnX1E7+b/bEf+n7i9IdOT7Pdo8nkwiSRavLImykgNZ6aCnTll+rNv+DwJGZkwmBzBSbOgvQ3cArzOxSSXsAl0j6SH3tVDN7Y8OmdA+qfMrRZvapelPmXQHdnfFDZGZf8rD/HPjB0JhoD2Gjg8wuGrkIl67ISgKZAvbGglfQNp7riTqSPJmU+04BmOA8BzyLFIDpkVm2+R/nycR4LDEgUyycZhRpV2Nm1wPX1+e3SbqK/t37Pwl8unYWMLObR09imHpvNCZns+koOifjHIN5DCBlAfTmZDz22nmKXHsN2557ic31RANNgo6w7WZOZigUF7S9S9ajy6XgPLs5jSEbbX50TmZxXRa2N6a6rMdeX04mZZ9MKCezIF+OpC8n09dSJip/E8jTrLT0tXNDxagvV7O6EOwtabtzHBNSV7eJeSxwUc06TtKn69ZdD6x5BwMm6cOSLpX06z0z9I3Pod4HtzW7PgcWqzYvmR8zzsOb0l6+NzFw3aGitofyMTE6YvQN6orIkQzIe/U1FutEexuszb+rb6qNmCH5IeAJeTFT5GwiVd5kZo8b1CXdDzgPOMHMbpV0GnAS1R/HScCbgBdRre0/TLWP8XbgY5IuMbN2r8vQ+OI06NlIuo+k35J0Zv35IEk/PcVkZqHAt+3OdfB+U/Z+gx66jseTGWOPyOshmR57Mc/FHZ/sJfaOGwCa2OeiWleMJ+O151nA+2y4Xog8XtFooHH+emob4SqycHVZ216uJ9N4FAPeSagCLDUnE/Jk2lVrfRVnKUBTfq/NwBFBdceU84Czzex8ADO7wcx21FtAzmS1M/M1VBvebzKz26kKrTr5lJ7xOXRn38WYMNo7gDuA/1x/vhZ43YgJrR15FoRQuCy4QPoO/Itf428pMDY6XBYYN3Q99v6iFnIinkXqPYEfGIaec/CIBJmOPj9wDNkI319XxtuBuc/e4q9Hro4BkNGwvWiQcexJtqq6tcCvHqv6+kAmJlwmmRdkgt2aB0BmoasdLlvpOYpRAbCRJODtwFVuE2RJ+zhiT6fagA/VlpHvr52FewA/Clzp0Rsa75tD5w0ALs/Mnth3D7GbOp8t6aha4e31jW9Iyg6XJVxv/O1MZc/lp+hNHOdSbq7IPy4zXBaUtaZcm4LzTAiXeWRjdK3nvmUxYTj5eAmeSYlwWW75cqoXs+LRPYbc7xwj6XCq7i2fcTbVvxo4StKhVH80X6LuqGJmt9Rtxi6ur11gZh8EkPQ24HQz2w6c4hvfuAdpd+A+1K8YYPVPYk8KvWJgQXdKujeLL+jSI6k8nY1LQ2CRsvi1+T47E9obkikKMgHbaQCXCTINHS4voG9Q18CiHyE7pG+WljIdfteeL0mfAjIdvkdfTkuZtmzJ6rIhkBkCm6JUphrtE/j/Q717Yuoxf4GnnYyZvcQ5PzrC/OSvGFjQicCHgAMknU2FsC+MNbDuSOneTVFPpoC9yTwkIq6X9GRG/B7WqqVMd34+L6T/ei7IpHgyg0n/gL0hgGnrm7OlTAzfBzIxwLIB9tmsGU3+igHH0N9KuoSqQ7OA482s3cdsw9CWDJc559meTEmQCcwtrCNCX5+u1rh1Fy5z+FOFyxr8BE9mPYTLXH7pcJl77uoonrPZHPRVSXvU+3x+k6rg4HVmdmnM4EGwcd4x/UEPb+NRgYXZPLwSQNCQSZnPCC/EpbK240FmcP5DANM7p4Hw1YAXkg0yuZ5MlBfSnU+uJ+Oyx4bKYuX72vy7siVyMimezCQhNNv4no1Dv2Vm76l7ZT4Z+AOq0ukn9A+rKAg2pZJC65FmCZc5/FnCZYGxs4TLXP4QyCSCZArQDIW3ioTLHJn11ubflZkjXNbQNwQchcNlrs6xINMnU4Q2D9jsqH/+N6rebB+UFF2Z3OfZFEkKrSsSq2WzDm9BSUn/0NgCAFI0DDfkxSTaHvJkShU7ZFWX5eZk5vBkEr2NIXslQ2V9+tZDm/8hT6ZEqGxKsNEmeXkacK2kPwGeQvUW53uR0IWm77XQRZJC645SFlbfuALeRozMaA+pLcOAzEiQSZ5fSZBpzSM6XBacWwLIhOxN5MmUCJe5/CGQKREuc+WnysmU8GQmCaNtLnoW8FTgjWb2jXqPzq/FDo4pEBj13ul1RymeTK634fJzQajAOJeKli9DWU9mbKisx/YQyGRVlvXZGJmTWbb5T2spkwsys4LNJsGweo/ljVRtcD5P1Yn687HjYwoEXsuI906vR5osXBYYVz4vEmE7cm4hmWxPJhEkZ/VkUnSRCjQ+4BgfLmvLz5mTSZGdss3/ENCUCJdNVvpszT+djUw1FjwOeBRVZ5l7Uu3jOTxmfMw+m1HvnV5v1AaLJICJ4RcAiqKeTIl7Aj/IZAJrkeqygWebm/SHwKI/5MkkeBtBeymeTEDvWnkypZP+IZlBsMkEmcnKnmHTeDZU7WweS/WGTszsuvrdOlEU9Vrouklb1nun+0jSyyV9VtIVkk4JyDxV0uckXS3pVZ7r/1vSN+ONEg00ptbC2scfut6yEfImguPaMu51hzo6PPeXZrv6ara43rHdmpvPXhLQ1Pqa9sw5/LaTgGahq6Ujvc1/HNBIA69edubjyk7RHHNBK97r+W3+23rbzyIURltp6ZP6+5Z1xiUATVAHXV5RsohjY9CdZrZrxpLumzI4xrNpv3f6myS8dzpEko4AngYcYmZ3SHqwR2Yb8Faq6odrgIslvd/MrqyvPw5Ifv+CF2QGvIZSVVbRumP0EiETazsGEHLvOwZgvLr8oDFkI0XfVH3LQvyp+pZ1dXT1TbURMyQ/R06mtCezUrh0TLCZqtHOravRHiDppVSvIjgzdnBMgUDve6dH0LHAyWZ2R23nRo/M44GrzeyLAJLOoQKoK2sg+gPguVTu3SCtQrLDjFg0x+ZkJqla67s+6p7igWbI9mbfjDlLuCygewhk5t6MWTpc5p6nbMbM3cTpgkxR78aaf34bnL4LeC/V9pdHAb9NtbkziqJeniZpP+C7F/KSfsTM/iF5qk06GHiSpNcD3wF+1cwubsnsB3zF+XwNq7tVjwPeb2bXRzehbodEahq9l8XlTwleDhXNyeR6MqmANTifgp5MCsD02ZuxA3OMbnnkcjdiuvIly5dD/Dk8mfSyZz/IlC4S2CT0FDN7JfCRBUPSm4BXxgyOqUZ7A/BsqnchLHaQGjAINpI+CjzUc+k1te29qHquHUbloh1YxwSH9O4LPJOqSm5I9hjgGIB77vHA6byNgcW4+B6ZBCCYZY9MaS+mobtfdo7KskpHOZAp2VKmrW/OPTKlvRj3PKd8OWZcdb4zWnY0bXCwkXQs8D+AAyW5Ua09gH+K1RPj2fx34FGLcFcKmVnQxapv4PwaXD4paSewN/A1R+xamsUI+9e8xwLfA1xdezX3kXS1mX2PZw5nAGcA3PuhBxiEE+RtXvu8rDcxPG7w+lSeTCJIbvmWMhH2xoJMU0eeJ1Oyb1ksf46WMjk5mVlApqZNEEZ7F/A3wO8DbpHWbWb29VglMWDzRap66tLvsHkfcARwoaSDgd2Adjfpi4GDJD2CCmSeAzzXzK7A8ZgkfdMHND7aVU3lfgZSF/GiYbghL6aYbRutd3S4LCVUFpCfIx9T6eiOS/FkxobKujriQWZsqKxXPiNcNmavy1hwigmV+WSL0QYHGzP7D+A/gKPG6IkBm9uBy+rXf+4CHDP7n2MMA2cBZ0m6nOrd1S8wM6tDZG8zsyPN7G5Jx1G94nQbcFYNNPmU48m4/IHrxcNlQ7ajAGLAk4nRMwRaLiV4HsHzIU9mk4fLmjr6waB0uCyke6gYYKPkZGJkt5VyR4zNVI02imLA5v31UZTM7E7geR7+dcCRzucL6HkbXS1zv2i7GQASlCnkAcXqKFJZluvJJITKmvam92Q2eksZl70eKstc2RI5mak8mTFJf598MYBp0wb3bEpRTOnzO+eYyKxU2CNZFzmZFE8mESSLVpclgExDX64nUxBk+uzF7pMpHS4LyXuBY4ZwWXtcvkcyzpNJCZdtC8iWoqkwbKNR3/tszjWzZ0n6DB5sNrMfmHRmU5Cco6apypcbMgFPYJY9MkkgNaCrTTmeTArA9MjE52SGvYrJcjIDXkxXR3xIK0V2PbT5L5H0D40tESpryheOey3BBuj3bI6vf/70HBOZjUZ6MnOEy9JtZ4BMj8xaJf5j9Pk2RmaHy0L8AXslwmUuf46czJiWMm1doXElqsuGxpUIl4EfaCbZ2GkswaamvvfZXF///PJ805meRudkMgGmvO0AIOSCTMlQWe95d0EfKocukZMpWb7clinpyYwNlUFZT2Yt2/yXyMmkeDKTlD3DMoxWU18Y7TZ6MNnM9pxkRnNQkZBVhEzf9VG2B4BmSEeKF9Orz7OADwBZkXBZyN4Mbf5LtpRpL+SFGgAAIABJREFU6xvrycwRLuvI9AFH4XBZdR4XMksNl7k2thV2RZZgU1GfZ7MHgKSTgOuBP6f6//l5YJ9ZZjcFiSIgU3S3f7Rti5pbjO3RGzFDuiNkJ/NkEoAgBWDaMrGJ/9JJf1d+yJPJTfp39YXBxD0vkZPJ9WRKhMq2BUCoCC3BBiDqFQM/Y2Z/bGa3mdmtZnYaVTPMjUkDi7qptVC3zoPXHerIjLZtuG3+Q3OLte2CVjBk1rlXawJDaB4tG+H7a+lbsFPsedr8S6F2/qEW/d05u7K9bf7VknWnmQgc6rG9otUW++71dpv/HKBZ6HX1Sd02/x1ZTd/mf0U7GyGu9jy7NlZLmLd5ZfuBxrVXlCziGCBJB0i6UNKV9StZjq/5J0q6VtJl9XGkM+YHJP1LLf8ZSbt79O4l6SOSPl//TO6iH0sx+2y+JenngXOoHstRwLemmtDUtK7Llxu2A55HytxSPJkhzyNgO9uTcWSK7vaP5nfnU3IjZve8+jnkyUy1ETPEn6pvWZSOAi1lcsNlPk9mipxNwa7PdwOvMLNL6xeWXSJp0RDzVDN7oyss6R5UL7k82sw+JelBwF0eva8CPmZmJ9fvC3sVkY01UykGbJ4LvKU+jKrx2nOnmMzklLFQl0j8zxIuc/kpIBOcp3+RHQSasSDTZyNnn8yAF9OQbcmMzcls9Db/KbmV3JxMieqyEuGyhkxp0Cmgri7YWhRt3SbpKqqu+CH6SeDTZvapeszNAbmnsdrQ+J3Ax1kLsKnfGXOcmW3csFmb2qGjVCBgQManIwFg+mX6dQ8Clkspnkzo3CNbJOnfPo/MyZTYiNngJ3gyuTmZkh2YQ/zcpH/ofKoOzDHyPk8mNek/BDIrFH6BWpy6vSVtdz6fUTcR7uqTHk7VjPgi4HDgOEnPB7ZTeT+3UL3CxSR9mOo9NOeYme9tyA9ZVB4DXwUeEjXbDOoFGzPbIemHpzI+NxnjS5hHly93xnlAJtkT6tHVJu88M70Yh58EMiW8GIefEyprXO/V0QWZkuXLffKbuc1/iT0yOaGytt6mVzTNC9QiVd1kZo8b1CXdDzgPOMHMbpV0GnAS1T/MScCbqN6geQ/gh6le33I78DFJl5jZx0K6696Uhd26VYoJo/2bpPcD78HJ1ZjZ+VNNanJKAYOh6xE6NkRLmUyQaejL9WSmApmWPd9iXxJkYLwnU7qljKtzqo2YofM5cjK5nswcIANEFwDEkKR7UgHN2Yv118xucK6fCXyg/ngN8A9mdlN97QLgB4E22NwgaZ/6JZT7AL43JhehGLDZHbgZ+HGHZ8DGBBsxDAR4rrsyKQDT1p3jyeQCTFDfgGeRAjA9MuuhpYwrP0dLmaa9ftncjZhBHQOeTJm8yjSeTImkPwwn/n2hsub49fmKAVUv7no7cJWZvdnh7+OEwZ4OXF6ffxj4dUn3oeqq/6PAqR7V7wdeAJxc//zr8bP1U0wjzhdOZXxNyBv26YptlJYyc4fLYvQtW8okAkdGddnc4bKgbIJ3MocnMyZctm0CD0cQG0YbosOBo4HPSLqs5r0aOErSoVT/SF8CXgZgZrdIejPVO8EMuMDMPggg6W3A6Wa2nQpkzpX0YuDLwLOKzNZDMa+F3h/4Q6qbBfhH4Hgzu2aqSU1GyvRkWudbpqWMw5+jpUylp9/jWA2h+e1NVVnm6svNyeR6MmNDZdHna9RSpi3fl5MZU1nmA5kQwGwruN9GO8ejjZl9Av+qFXz9ipn9BVX5c5v/Euf8ZuAnRk8wgmLCaO+gei3oM+vPz6t5T5lqUpNTrCdTOlyWortEuKw11q+7Ry5GF6lA4wOOVO/Gby8nJ1MiXNbQNwQcBXIyuZ7MWJCJGVedz9tSJicnMwfIAEVzNhudYsDmu8zsHc7nP5V0wlQTmpxai3XRljIJnkyRpH9Q38CCnxIqC8jM0lImwl7J8mX3fCO2lHFlxobKes/XKCeTW74cEypbgMzyfTbTUQzY3CzpecBf1p+PoioY2NA0VQlzkXBZSJ9LOSATsJGqr2hOJtOTmSNcBnk5mRKJf5c/VeI/Rj4FODZKTibkybhzLurhLMEGiAObF1HlbBaVDP8EvHCsYUkvB34J2AF80Mx+3SPzVKrOBduAt5nZyTVfwOuoQns7gNPM7H/H2B3tyZQMlcXqG5ynZ4FNAJgYfVOVL4f4Jbsvt6eXk5MpnfTvyPuAyhOCKpGTSRk3R3NMV6ZkqKzSMRwuW8yjeAitpqVnU1FMNdqXgZ8paVTSEVRtEg4xszskPdgjsw14K1Vu6BrgYknvN7MrgV8ADgC+18x2+sb3T6D1k+nCZWEdLm8AZBz5jdhSZpZwWUD3HOGytsycLWXc85Ig07adU11WIiczVeI/5MVM1ohzSWtWjXYscLKZ3QFgZr6NRI8HrjazL9bzOIcKoK6sxz/XzHb2jPeTGPRYZmkpkwAwXXsJIDM2VBZrb61aygR0yyOXm/R35VM8mRI5mVxPZmyorCs7zpMp3VKm0unzhvJCZY05l0QHI7ZdzaanmFcMvINq48++9fF/at4YOhh4kqSLJP29pMM8MvsBX3E+X8Nq47lHAs+WtF3S30g6KGRI0jG13PYd3/pWY8HNzck0xrUOc44GsDXOM4FG1vROeg+PbOf+Bhb+gI7Vc1s9nOtSuM1/rz1nTq6ORfv8BU+yxr02ZN1pZgKNz/aKVlvcu9dz2/w3dMjfPt97PeY8UF0WOt8li+96fJt/V7bd5n91PvFt/l17C30r7Fw93OvsHA002zCvRzWG3H/FvmMr0GTVaJI+CjzUc+k1td29gCdS9e45V9KBZhb72O8FfMfMHifpGcBZwJN8gnUzuzMAdt/vABudk0kJlcXoc2nIk0m0kaJvlpxMgiczx0bMrkzXdk6orCNb0JMpkfRv6JthI2ZbZhUg+u2VyMmkeDKThNAAope1zU2TVaOZ2ZND1yQdC5xfg8snJe0E9ga+5ohdS5WXWdD+NQ8qL2fRLueviPW0Wgtn8XCZx0avvkFd/kV2dE6mRLjM4ZcEmbZMbLisqyMeDDbLZsw5wmUh+Snb/E+VkwnNY/la6GkotRrNgH9mfDXa+4AjgAslHQzsBtzUkrkYOEjSI6hA5jmsvkdnMf7fqXr+/N9oy0oEmQKezLpuKePKJABMpSMFeLr2cpP+nalGejIlkv4xuoeKAaZq89+4nuwBrX1OJteTSQ2Vee8jwB9NxrJAoKY1qUajCnudJelyqiZxL6jbW+9LVeJ8pJndLek4qoZy24CzzOyKevzJwNmSfhn4JvASjw0v7cqlLKiEF9M57wGZ0l6Mw5+jsqzSEwcypSvLXHZuIj8FZOZojunK5FaI5Xs/G6OlTKUnDmTGeDFNfsl2NcVUbWiKqUZ7J1X12Tfqzw8E3mRmL8o1amZ3UrW9afOvA450Pl+Ap/dPPZf/lmU8BWi8nkKiroDtdddSZmyoLNKeb7EfGypr20sBmpIgE+JP1VImSsdEOZn10lImN1zm5020z2YJNkBcGO0HFkADLLqJPnbCOU1LCZ7MsqVMGshsxpYyQdkI4BnryWzEljJQts1/CsikeDIhL8a1V4SMZYFATTFgsyLpgfWrRpG0V+S4dUvLljKt85I5mZnDZeAHgznCZQ0dM4TLonSsUUuZKcNl1dhw4r9EuCw0hxJUGr82KsWAxpuAf5H0nvrzM4HXTzel6ci7tyYTYDryHtlZWsoUDJVVOsp5MpuppUzJUFnveWROZu7KMvd6iZxMriczNlTWaw8XZAsXCSwpqkDgzyRtZ/VNnc+oW8ZsTErxZOYIl4XszBEua+hIBZ+uvVxPZizI9NkeAprN3lKmYXsgtLYe2/yXri4b8mRK90cTS89mQVHhsBpcNi7AtMm3kHvBJh5gOjJDi37JUFmMvUqrR0cPL9Le2D0ypZP+rvyQJ5Ob9O/qiwOL3KR/aGyKJ5Obk5nDkymR9Hf5Q55MCGCKv2LArMjL0zYDbejcSxapULisJd+7r6VEuKwlE5+TSfVY4oEmtrKsI0uAnwA0KV7PRmzzP0dOZo7mmCUS/405TxguW75iYFracmAzuoQ5IYcyS04mIVRW6RjgJ3gyG6WljCuf68nk5mRKeDKbvaWMO4+UljIlQCYIbiX32SzBBojbZ/Ny4C8W1WibgnJyMrnhsoa9AZApHS5z+CVBpi0zdp/MRixhLhP2yh23fhP/rsxcLWViczJRHlTpvTYGLMNoQJxn8xCqd8lcSrXz/8MJDTPXHwkvyMzdUiY7J1PAkxkbKuvXMc6TKZH0d+WHwKRE0j90Pna3f1cmHmTWQ5t/lz/VRsygvcRQ2QpdQC5GG3e1LEox1Wi/Kem3gJ+k6on2R5LOBd5uZl+YeoJFyQWaHJBxxjVkcsNlRTyZeJBp8Et4MjOEy1z5OcJlXX1xIFE68d/UHVdZ1padKicz92bMucJl2wI6xtIU+LURKbYazSR9FfgqcDfwQOC9kj7ie53zuqaxIDM2VNYjk7VPpnDSvy2/Vi1l5tiI2eb3dWAukfQPnc+Rk1nPzTHdeZQuX04Bmena1SzRBuJyNscDz6fqyvw24NfM7C5JK8DngY0FNiTkZAa9ivZ5AtD4Fv0YexNtxiwdLnPPcyrLQrKQBjQ5lWUdmWyPJNcDWr85mRRPZo5wWZsf68mEvJji77QxlmG0mmI8m72oNnJ+2WWa2U5JPz3NtKajDtAk5FBK5mSKd2BO8WRSQmU9uuXjDQDHVBsxO7Iee7kgk+vJ5OZk5vBk5ujA7PJLdWCOTfynhsom6/gMqECKW9IBwJ9R5dANOMPM3iLpROClrL4L7NVmdoGkhwNXAZ+r+f9qZr/o0esdP3rCHorJ2by259pVZaczE40NlbmyMfocma3eUiZku4QX4/JLli93zjMS/6W9GOhP/JeuLKv0+Eqf08uXY/i5e2RSQCYEMMWLBMpg193AK8zsUkl7AJdI+kh97VQze6NnzBfM7NAI3aHxRWnL7bMZ7clMBTLt85zy5Qh7uZ5MSZBp2x6bk8lN+ndkIj2SEuBUnccl/jd6Sxl3HlOBjMvP9WQmqUSjjGdjZtcD19fnt0m6CthvtOIZacuBzbKlzDDIjA2VpcrPXVnmyqyHyjJXtkRl2Xpujunyx4bKuvx4kPF5MsX32MAkOZs6RPZY4CLgcOA4Sc8HtlN5P4s9kY+Q9G/ArcBvmtk/BlSGxhellSmUrnuSNUNmoSMkS0ZLmT57u/4irWFDstFA4+qQFoet8p15NGTdR5AIHOqxvSLbdbjXV7BGTiYHaBZ6XX3uva54js64TKDx2W7a2tkIcbVlu3qHczI+fduGrssai2sf0DTH7Wwk39tA49rbhnnn0eYvbHntOfwYT8ZN/G9r6VjMYUU7W3rNCzTuvY6nqjfa0AHsLWm7cxzj0ybpfsB5wAlmditwGvBI4FAqz+dNtej1wMPM7LHArwDvkrSnR2VofHFaU8+m7k7wS8AO4IO+MmpJTwXeAmyjemX0yTX/J4A/oALMbwK/YGZX9xukXvhbPO+5f0HP2iOTm/QP8RM8mblbypSuLEvxZKbaiDlu3DSeTMlQWaVjnCdTOukfZTuhsiyUk2mDjE9+NMWF0W4ys8f1CUi6JxXQnG1m51eq7Qbn+pnAB2r+HcAd9fklkr4AHEzlvThT84+fgtYMbCQdATwNOMTM7pD0YI/MNuCtwFOAa6g6Gby/7kJ9GvA0M7tK0v8AfhP4hWHDnvOpQCZkr9LY4c+yETNgbygnUyJc5srM0VLGlUkJe80RLuvq6y6cU4XLmjqmD5d1+WFvqnS4rM0PeTJtuWJkFHkttCQBbweuMrM3O/x96nwOwNOBy2v+dwFfN7Mdkg4EDgK+6NHrHT8FraVncyxwco3AmNmNHpnHA1eb2RcBJJ1DBVBXUq3WC7fw/sB1UVYTPJl1/UZMx+ZGLF925VNDZX5d03gyJZL+rvyQJzN3S5kSSf8Qf6qWMu37S6kuW/GAWmNuU2yKKdPd63DgaOAzki6rea8GjpJ0KNXi8iXgZfW1HwF+V9JdVPVwv2hmXweQ9DbgdDPbDpwSGF+c1hJsDgaeJOn1wHeAXzWzi1sy+wFfcT5fAzyhPn8JcIGkb1MlwJ7oM1LHPo8B2LbXA2qmKzASZHpkVs/jQabBL+HJTBQuC8nPES7r6kv3SDZi4h/8C7kPZEq3lHFtzt3mvyTItO3t0hG45yJUAGvM7BO0vrrW5N0TY2bnUYXcfNde4pwfPX52cTQp2Ej6KPBQz6XX1Lb3ogKJw4BzJR2Y0OTzl4EjzewiSb8GvJkKgBpkZmcAZwDc67sPsF15m12TdGRLgIzPk0n0NkrmZHL3yMAwyIztvtyRTwCZsaGyaPlBcOp6CCX6lg15MimhskpHP8hM1VLGtVe6pcxQ+XJMPiZke1tBD0c7JwjPbUCaFGzM7Mmha5KOBc6vweWTknYCe7O6kxXgWuAA5/P+wLV1PPIQM7uo5r8b+FDUpFKAZoZwWYM/Q7isqycOOEon/l35OcJlrp5BYCkQLgvJl+xb1tWXnpMp3eZ/juaYuZ7M3CAD1K8YKKtyo9JahtHeBxwBXCjpYGA3qv5rLl0MHCTpEVTA8xzgucAtwP0lHWxm/5eqgCCim4EleTJbqaVMiaQ/uJ5HhOxACG09t5Rp6EjwZHJzMiU8mbGhsn5+/zymbCmTk5MJAUzpvTbCimzq3Ay0lmBzFnCWpMuBO4EX1N2l96UqcT7SzO6WdBzwYWAbcJaZXQEg6aXAebVHdAvwokGLJXMyU4FMy55vsR8CmdLhMle+JMj08XNyMiXCZe7YkiDTlfd5IfGezBzhshB/7s2YOZVlnblFeDIhPaNpCTbAGoKNmd0JPM/Dvw440vl8AZ4kmJn9FfBXyXZ7cjYbsaVMbk6mhCezlVrKpBQIzNFSpnTSPzSPqVrKuPfi3uMcOZkYgCkaTluCDbAF29UUDZeVSPxvcpBx+XPskQnJlKws6+obFy5bdmBe23DZMmczD209sIHBRT8rVBbN79rLCZW1pzd2n8yUHZhdfmxlWfT5SJApkfSH+MR/6Q7MDd0zg8zczTFTPJkUkNkW+P2WomU1WkVbD2wU8GQKVJZNVb7c5pfcI7NsKTMMMhslH+POY+6XlQVtz9RSpg9kYryY0P2NJ1uG0WracmATX8Kc6clkJv1DuufYiOnKz70R05XJT97neUApnswcGzErff0eREpOZqqWMiHbJcJlpcuXU4CmcX+lwmnGEmxq2lpg4xYHzOHJZAJMR96rIx4ISuyRGRsq6xs31pPJTfqH5EvmY3plPAurb3EvnfQP8edoKROyl9tSZghkUjyZ4vmaBS2jaMBWA5sF5XgyM5cvd6ZZ0JOZCmTa/PXQUmbucBnEezLLljL54TJXZizI9MmUoOU+m4q2HtgIvydTIukP8TmZwkn/kPzcLWXmqCwLnU9VWdaVj8vJlEj6V2PTczKl2/wPeTJzVJZ1ZbqgnRsqC3mlRWgJNsBWBRtg2VImDWjmCJe5egaBpUC4LCQ/d0uZSk84ZFY6XBa0V7CljGtvypYyKdVlQ0AzSRjNDHYs42iwFcFmpCdTIunv8ufeIwOr/8TruaXMOA+ou6DP0VLGlZmjpYw7j7mbY673PTJDIOP7XU6Ws1l6NsCWBBsmy8lMBTKQBjQlQaaPn7NPpkS4zB1bEmS68nHhsrbutSphdvlThcvc+3N1zBEu684jzpOJCZc1ZShLS7ABtiLYKOSx5AFMWyanfNk9n/uNmA3ZBIAJyZQMlfXZ9gHH2FCZe709bqwnU7qlTMnuy722I1vKlE76d+6rJ/GfmvQfApmyrWqAnUuwga0GNi7QZHoyU4FMW59v4Z8KZII6ZgiXRemYKFzWlfflMcaBTKWjH2jmCJe1+XMm/tu6+15YVjpc5srMCjK7yMCWORvYamADaSAzMlTWYieBTK7XM1XfshJJ/5CMl1c46Q9+kNnsLWVc/hx9y6ZqKdOR8XhZKZ6MGypr2i5MxrJAoKatBzaEvBtXYBgUxm7GLB0uAxcY+mVLhMtC53OEy+LsTBMuc3XmVJa151EyJ1M6XNbW0xcymyNcFrrHEuEyF2S2LXM2k9AWAxurFs4NuBHTlU/xZEpsxHRlBsGmQNK/aS/ekynd5j/Fk5lqI2aIP8dGzO48fACeHirr3FNBTyYm6R8DMtsoiDhLsAG2HNhAXwnz3HtkmtfzvJgY+ZL5mN7zyBLmEl5MSL5kPqarL92TmXKPjGtzqj0yLn9ukCmZj+naXth1r6tzfTzZEmxq2nJgs1neiBklm+DJ5ILMZm8pU+nrD1OleDJzlC8HbW/SljI5OZnpQaYmA5avGADWEGwkvRz4JWAH8EEz+3WPzFnATwM3mtljHP5ewLuBhwNfAp5lZrfEG0/3ZEpXlrnnc7eUcXWOLV+Olh8Ep+6CvmwpkwYyY8uXu3r7QWaqljKdeXg9nXhPJiZUtgpCpRM2LD2bmtYEbCQdATwNOMTM7pD04IDonwJ/BPxZi/8q4GNmdrKkV9WfXzlsGJDNHi4rkfSP0T13uGwwRDZzuGzKljIly5fj+WGPqnTSv6m7HMiEdLgyc4TLKtuL635PxgWalWI5G1tWo9W0Vp7NscDJZnYHgJnd6BMys3+Q9HDPpacBP1afvxP4OBFgI/ygMLT3Zu6WMlOVL/fKZIDFOA+ou3gvW8rE52N6bc/YUsaVmaOlTPM63uspnkwlo5o3hVcDttxnAzSf+Zx0MPAkSRdJ+ntJhyWOf4iZXV+ffxV4SEhQ0jGStkvavuPWbyE1czJ9QCOH7co2z/uBpk92xSPjli8Pyrb4CwqFy3zjFuc+3mK868nEAk143M5GCGtFFiW7TRYNNNuwxgLftrfQV+na2cjJuAv8Nh8/IifjVpe1gSY0t6C9AaDZpp2NnEwf0ITsNZ/tzg7QNObm/K5c2zEtZbZ5fseNedQyzeur45o6WLURyMm4nswCaFbqY5u061hBu4BmIVu0Gm2nDR8DJOkASRdKulLSFZKOr/knSrpW0mX1cWTNf7ikbzv80wN695L0EUmfr38+sNyNN2kyz0bSR4GHei69pra7F/BE4DDgXEkHmqUHN83M1Ih/da6fAZwBsPsj97Nqbo54T06mdNLflV/P5cuujtwQW1cmPSezEcuX3XlspZYyJUNlbX5OTiY1VNaUL+zhlMnZ3A28wswulbQHcImkj9TXTjWzN3rGfMHMDh3Qm5eSyKDJwMbMnhy6JulY4PwaXD4paSewN/C1SPU3SNrHzK6XtA/gDcP5bVuRcBmEPZk+2dKJ/znCZVE6Zk78zxEuq8am52Q2euLflV/PLWVyw2UVvws0DV6pQgGzItVodSTn+vr8NklXAfuNVpyZksihtcrZvA84ArhQ0sHAbsBNCePfD7wAOLn++dfRI0dWlw15MnO3lJlyj0zDzoDtoXxMrHxKqGzIXsmczJR7ZFz+HC1lXD1zt/kf8mRKbMTM9WQmqUSDWM9mb0nbnc9n1FGZDtV57McCFwGHA8dJej6wncr7WVTmPkLSvwG3Ar9pZv/oURedkhhLawU2ZwFnSbocuBN4QR0O2xd4m5kt4o5/SYW6e0u6Bnitmb2dCmTOlfRi4MvAs1KMx+6TWbaUyQGnfqCZKlzWkdkFWv2Le4lwWYi/2VvKuDJTtZTp2l7Yda/3lzDHhMua8iVT2Ybt2BEjeJOZPW5ISNL9gPOAE8zsVkmnASdR7eg5CXgT8CIqL+hh9v+3d+axelRlHH5+XQShLbS0IRCEArbIommAErRsFlEExWCAWhF6ERcEEUJYDRC8QtBqFBGwLEplKTFFqFCxUAtUadkKbblAaYG2asWwlM2CIJbXP875uHO/5d5vmfnW90km98w5Z8785tyZ78xZ5n3N1kvaC5gjaXcze7Ok0gGmJGqlIY2Nmf0X+FqR+BeAwxL7U0scvx44uOITK06UJ6PKHP4qzFNbT6aSobL8+GKNTCWNRaublKn3h5jJc7ajSZnkueuxfDkZX4+eTKUNTKpzNkZqLgYkDSU0NDeb2W0AZvZiIv1aYG6MfxfIrfZ9TNLzhIVZS/KKrXpKolI6z4JA7m+KPZl6DJcVlpd2j2SA8mpsZPLzV/OdTNrDZeHY8uZk6jFcVhhf2HC0yhLmLI1jZtWTyWTpM6TiYkCSgF8DK8zsZ4n4bRLDYEcCT8b4McCrZrZR0k7AOGB1kaKrn5KokI5qbIRl3pOp99f+pcLVTvqXOrbWoTKorCeT5lBZ4XED9CZqHCrrT0ezmZRJ0/py/3mKvTxQGEciLoVJ/4L4D76pKezJDFb6X4IYYOn0bCYBxwE9kpbFuO8DUyVNiKdaC3w7ph0AdEt6D3gfOMnMXgWQdB0ww8yWUOOURCV0VGOTo9yGI+2v/ZP5s2pkSpWRjM+qkSmVvx7DZYVl1DYnk5VxzFLnbkVfMsmy6zFcVpinyCqyAVaWlRouSzY0qc7ZmKXSszGzB6Bo1+uuEvl/TxhyK5b2jUS4uimJKui4xiZ83Ni7n8bEf6t88V/bcYU/plkNl5XKU+8lzMn4egyX5V9jrb2ZZvYlU3junLZkenYT/8UamnQXBvRS5gKBtkdVfEfZskh6mdBVTDKaypZdNxuuv7G4/saSpf4dzGxMLQVImkfQOBCvmNmhtZyr2emoxqYYkpaUs+SwWXH9jcX1N5ZW199JNMo2muM4jtNBeGPjOI7jZI43NtFIZwvj+huL628sra6/Y+j4ORvHcRwne7xn4ziO42SONzaO4zhO5rR9YyNpsKSlkuYWSdtB0gJJT0i6X9J2ibRp0Xvds5Km1Vd1H40V65c0QdKD0aPfE5Km1F/5Bxqrqv+YPkLSOklX1E9xgcZq75/tJd0jaUX0rji2nroTOqrVPz3ePyskXR5tc9UVSWsl9URPk/kGJFHgcknPxWvYM5HWFM+vk8DM2nrORJLYAAAIMUlEQVQDzgBmAXOLpM0muDcAmAzcGMOjCEbrRgEjY3hkC+kfD4yL4W0J5sa3bBX9ifRfxGOvaKX7J+7fDxwSw8OAzVpFP/ApYBEwOG4PAgc1QPtaYHQ/6YcBfyKYcdkXeDjGN83z61vv1tY9m/imdjhwXYksuwH3xvB9BK91AJ8D5pvZqxYcEc0H6v51b7X6zWyVmT0bwy8QzIbX9CV0NdRQ/0QfHFsD92SpsT+q1S9pN2CImc0HMLMNZvZ2xnILqKH+DdiU4NRwE2Ao8GLB0Y3nS8ANFngI2DKayW+K59fpS1s3NsBlwNmQMBLVl+XAl2P4SGC4pK0I7lb/kci3jnRcsFZKtfo/QNI+hB+N57MS2Q9V6Zc0iOAE6szsJfZLtfU/Hnhd0m1xCOsnkgZnL7eAqvSb2YOExifnivhuM1uRtdgiGHCPpMckfatIeqnntFmeXydB2zY2kr4AvGRmj/WT7UzgQAXXqQcC/wSawmpeGvrjW96NwAlmKZierYAa9Z8M3GVm67JXWpwa9Q8B9o/pE4GdgK5MBedRi35JHwV2BbYj/EhPlrR/1pqLsJ+Z7Ql8HjhF0gEN0OCkRaPH8bLagEsJbzRrCb613wZu6if/MGBdDE8Frk6kXQ1MbRX9cX8E8DhwVAvW/83A3+OxrxB8qP+ohfTvCyxMpB0HXNlC+s8CLkikXQic3Yj7KKHhIuDMvLg+zyWwEtimGZ5f34r8DxstoC4XCQdRfIJ0NDAohi8BumN4FLCGMLk4MoZHtZD+DwELCH7KW67+8/J00cAFAlXW/2DCENWYuH89cEoL6Z8C/JnQQxsa76Uv1lnz5sDwRHgxcGhensPpu0DgkRjfVM+vb2Fr22G0UkjqlnRE3D0IWClpFWEy+hIACx7tfgg8GrfuGNdwytFP8LZ3ANAVl40uU/Dm13DK1N+0lHn/bCQMUS2Q1EP4Mby2AXILKLP+byXM8fUQGs3lZnZnnaVuDTwgaTnwCPBHM5sn6SRJJ8U8dxFWmj1HqN+Tobmf307GzdU4juM4mdNxPRvHcRyn/nhj4ziO42SONzaO4zhO5nhj4ziO42SONzaO47QVkn4j6SVJT5aZ/5hoLPUpSbOy1tepeGPjNBWSNsS/20q6tYZyTpe0WUqaPhaXjy+VtHMaZSbKvi7aUqv0uAmSDkvsHyHp3DS1tTAzKdMWmqRxwHnAJDPbHTg9Q10djS99dhqGpCFm9r+8uA1mNiyFstcCe5vZKymUdS7BsObFVR5fcJ0paOoiXN930yy3XYguHeaa2R5xf2fgSoJB2reBb5rZM5KmA6vMrJSxUiclvGfjIGli9AeyqaTN43DCHkXyHR/zLZd0Y4wbK+neGL9A0vYDxM+UNEPSw8B0STsq+N7pkXRx4lxjc8MgkrqiUct50T/J9ES+X0laEjX/IMZ9j+Ba4T5J98W4z8bzPC5ptqSCBi32Fh6Kmm+XNDL2Hk4HvpMrK++YDZJ+Hs+/QNKYGH+/pMsU/LCcJung2DPqicM8myTy7d2fxvj/WRzr/RFJWwDdwJTY45oS6+iKMur+8ljWaklHVXKftDjXAKea2V6ED26vivHjgfGSFsX/vVuHzopGmzDwrTk24GLgp4S3v/OKpO8OrCL6FyGa/wDupNcnyteBOQPEzwTmAoPj/h3A8TF8CrAhhscCT8ZwF+FL8S0Ipu//BnwkT8dggg+ZT8T9tQmto4G/AJvH/XOAC4tc4xPAgTHcDVwWwxeRZ5crcYwBx8bwhUTTOlHLVTG8KcEK8fi4fwPRlFDMt3cpjQTTQ6uBiTF+BMGMTBcJMz7J/QHqfjbhJXM34LlG33cZ3s/J+2cY8B9gWWJbEdPmArcTzPLsGP9PDfH91O6b92ycHN3AIYQfvulF0icDsy0OS1mv+Y9PEpxzQbAwvd8A8cRyctapJwG3JPKVYoGZvWFm7wBPAzvE+GMkPQ4sJTSIxeY/9o3xiyQtA6Yljgcg9ha2NLOFMeq3BJM/A/E+8LsYvom+15mL3wVYY2ar+im7lMZdgH+Z2aMAZvamDTwk11/dzzGz983saYJJmE5gEPC6mU1IbLvGtHXAHWb2npmtIbxQjWuY0jZmSKMFOE3DVoQ3wKGEN/G3MjxXftnlTBy+mwhvBIZI2pFoxt/MXpM0k6A9HxGcaU2tRmyFJK+lkjosqlHSx1NR1UuyHuvu6rkRmNmbktZIOtrMZksSoQe8HJhDsBJ9vaTRhGG11Y3U2654z8bJcTVwAcG8/4+LpN8LHK3onE3SqBi/GPhKDB8L/HWA+HwW5eWrhBGEH/Q3JG1N8HuS49/A8Bh+CJik4KeFOC81PlmQmb0BvKZevy3HAQsZmEFAbu7jq8ADRfKsBMbmzl+i7FIaVwLbSJoY44dLGpJ3ffmUW/dtiaRbCK6sd5G0TtKJhHo4UcGw51P0eiW9G1gv6WmCw7izzGx9I3S3O96zcZB0PPCemc1S8Ci5WNJkM8u5DMbMnpJ0CbBQ0kbCsFUXcCrhrfAs4GXghHhIqfh8TgNmSToH+EMlus1suYLjr2cIY+2LEsnXAPMkvWBmn1ZYvXVLbmIeOJ8wZJJkGjBDYcn06n40J3kL2EfS+QT321OK6HxH0gnA7NhQPArM6JvFXi6m0cxWSZoC/FLShwlzD58h/DCeG4fcLs07Zbl135b004MtmPy3MHFzRtycDPGlz45TA6pxqbaCC4Ij4nyB47QtPozmOA1C0nygxxsapxPwno3jOI6TOd6zcRzHcTLHGxvHcRwnc7yxcRzHcTLHGxvHcRwnc7yxcRzHcTLn/wOeFQHxrsafAAAAAElFTkSuQmCC", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# mask nodata and plot\n", "geo_grid.test_attr.where(geo_grid.test_attr!=geo_grid.test_attr.rio.nodata).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load into user-defined grid with radial cubic resampling\n", "\n", "Note: This example is simply to demonstrate the option and and\n", "would need to be adjusted for better results. As seen in the plot below,\n", "the values swelled quite a bit due to the input generating an \n", "ill-conditioned matrix." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/snowal/miniconda/envs/geocube/lib/python3.6/site-packages/scipy/interpolate/rbf.py:268: LinAlgWarning: Ill-conditioned matrix (rcond=3.16678e-18): result may not be accurate.\n", " self.nodes = linalg.solve(self.A, self.di)\n" ] } ], "source": [ "geo_grid = make_geocube(\n", " vector_data=gdf,\n", " measurements=['test_attr'],\n", " geom=json.dumps(mapping(box(-48, 44, -47, 45))),\n", " output_crs=\"epsg:3857\",\n", " resolution=(-300, 300),\n", " rasterize_function=partial(rasterize_points_radial, method=\"cubic\", filter_nan=True),\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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