{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# Creating and joining GeoDataFrames\n", "> You'll work with GeoJSON to create polygonal plots, learn about projections and coordinate reference systems, and get practice spatially joining data in this chapter. This is the Summary of lecture \"Visualizing Geospatial Data in Python\", via datacamp.\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Datacamp, Visualization]\n", "- image: images/urban_art.png" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "\n", "plt.rcParams['figure.figsize'] = (10,5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## GeoJSON and plotting with geopandas\n", "- Geopandas dependencies\n", " - Fiona\n", " - provides an python API for OGR\n", " - GDAL (Geospartial Data Abstraction Library) /OGR (Open GIS simple features Reference)\n", " - GDAL for translating raster data\n", " - OGR for translating vector data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Colormaps\n", "When you want to differentiate regions, but not imply any type of relationship between the regions, a qualitative colormap is the best choice. In this exercise you'll compare a qualitative colormap to a sequential (quantitative) colormap using the school districts GeoDataFrame. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "school_districts = gpd.read_file('./dataset/school_districts.geojson')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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qRUmrkrEFA9+qYIwxxvz02PrK7L9vP5E7MGkAAJtTUv19+4ncx9ZXZgcy/k033VSQmpo6e8qUKdMDi1Q+nDgwxhhjfuixONQv76rLGemYl3fV5RgtDr8/a7/97W93rlmz5pi/5wcDJw6MMcaYHz440JQyeKZhMJtTUr1f2pzi72tcffXVpoyMDNf5jwwdThwYY7C6LbI07mFsLGnrt2t9Oa69z+bTcZGCF0cyxtBqa0aPswsa0qDL0Q6NSouS+FlIj8lSOjTGwlZWQszwHbIGyEzU+3RcpAjajAMR6YloLxGVEdFRIvq993Eioj8QUQ0RVRLRAyOMkUhEzUT0t2DFyRgD7JIN+4yfY1fPZ6gxH0VF/yGsaX0LteYqpUNjLGxdP398j16rGrK99Wl6rUq6YV5uT6hiCoVg3qqwA1gmhJgNYA6A5US0EMC3AOQBKBZClAB4a4QxHgGwLYgxMsYASOLc7eZO4UCTtV6BaBiLDCkGnfvORQUtIx1z56KClmSDbsTkItIELXEQHqf7k2u9fwSA7wF4WAgheY9rH+p8IpoPIAvAxmDFyNhY1Wg9iU871qHOchyd9jbsM+4Y8riMmIB2kjEW9X61oqT1u0smNQ+eedBrVdJ3l0xqDrSOw6pVqyYuXry4+OTJkzFZWVmznnrqqfTAIg5cUNc4EJEawAEAhQCeEULsIaLJAFYT0XUAOgA8IIQ4Nug8FYAnAdwO4IoRxr8XwL0AMGHChOC8CcaiiF2y48NTr8Ho6gYAHDNXgEAQGHphZJ3lGCYZiqBXx4YyTMYiyq9WlLR+77LJ7e+XNqe099m0mYl65w3zcnvkmGlYu3btSTlilFNQEwchhBvAHCJKBvBvIpoBIAaATQixgIiuB/BPAJcOOvX7ANYLIRqJaKTxXwDwAgAsWLCAl4Qzdh5qqOAQjrMeGy5pADwzExva/41l6dcgQZsU7PAYi1jJBp30ncUTu5SOIxRCsh1TCGEEsBXAcgBNAN73PvVvALOGOGURgP9HRHUAngBwBxE9HvxIGYtuGpUWE2InjeqcVnsz3mh+AV2OjiBFxRiLJMHcVZHhnWkAEcUCuBJAFYAPASzzHrYUQM3gc4UQtwohJgghCgD8FMArQohfBitWxsYKIQR6nJ1+ndtmPyVzNIyxSBTMWxU5AF72rnNQAXhHCPEREe0A8DoR/RiACcDdAEBECwDcJ4S4O4gxMTZm9TmNONS7x+8EwOo2yxwRYywSBS1xEEIcBjB3iMeNAK4Z4vH98CYRgx7/F4B/yR8hY9HLKTnQZj+FJmsd3EJCq70RnY4hNzD5rNPeJlN0jEUhS7caZW+moL9Vi4RsJ2bf0gNDKrfVZoyFt82VLdCn1+CEtRxWySLr2PXWWjglJ7SqqKqey1jgNj2UjT0v5MBl/fL2/5ZH8nDRvS34ysPcVpsxuTjdEj46fAqv7KpDa6/trOeEENw7YRR2n+jCg+8cwj2vlOK1bRbYJbvsryEg0GCtlX1cxiLapoeysfMvuWclDQDgsqqw8y+52PSQ38VQjh8/rr3ooouKJk2aNL2wsHD6I488khlwvDLgGQemmNL6Hvy/Nw4CAB75qALfWJCHS6ekIytRj1++fwS9Vie+Mi0LM3OTcPXMbCTo+Up3KB39dtz8wu4z//5kv4TkuBJMLCmX/bU2d6xFi60JsxMv4O2ZjFm61djzwohttbHnhRws/nE7YlNGXdNBq9XiySefbFq8eLGlp6dHNXfu3GkrVqzomz9/vu38ZwcPJw5MMR+UNp/5u9Mt8PqeBry+p+GsY17d7Sl5fLDRiBvm5WJBQWpIY4wEqXE6FKQZUNf15a2Jt7ZJuDduGtImVMj+ekf7D6LWXIXrcm5DojZZ9vEZixhlb6acM9MwmMuqwqE3U7Do+6Ou8ZCfn+/Mz893AkBKSoo0efJka0NDg07pxIFvVTBFCCGwtcb3xXpv7m3ATX/fhXte2Y/DTcYgRhZ51CrCxYXnVqF9YT2gp7igvKZNsmJzx1o4Jcf5D2YsWvW3+jYNavLxuBFUV1frKioqDEuXLjWd/+jg4sSBKeL5bSfQ1je6+/BCAJsq2vCtl/ah2WgNUmSRp9/mxO4TQ1/MqEVwEgcA6HC0YncP96BjY1hCtm/tsuN9PG4Yvb29quuvv37y448/3piamqp4wyxOHJgi9p70vzJrt9mBrz+zE0YLX+2a7S58Vt2BEx1D11gQ7uCuCzluqgzq+IyFtdm39EATO/IHuSZWwpxb/G6rbbfb6Zprrpl80003dd95551hMd3KiQMLud0nurDjuH/VC0/rNNnhdPOuixue+wK/eO/wsM9v35+CWEoI2us7hB2N1rDrwcNYaBhS3bjo3hHbauOie1v8WRgJAJIk4eabb84vKiqy/e53vwubQiqcOLCQWzgpDYsmB9YZVgjgZ++Vwerwr76KW4qOpGPuhGRYncN/DTYdlPDRlnzEIS1oMWxo+zeMzu6gjc9YWPvKw6245IfN58w8aGIlXPLD5kDqOGzatCn+ww8/TNuxY0dCcXHxtOLi4mlvv/224tuZeFcFU8Sj187Ad187gMqWPr/H2Frdga8/sxNXz8zG5so2vHXvIsTH+PYtveSPnwEAJqQakJcai7wUAyakGbBwUhqyEvV+xxRqpfXnn7ncWyNhwdRMJOUGp3GfG26cMFdjXvKioIzPWNj7ysOtWPzjdhx6MwWmVi3is52Yc0uPvzMNp331q181CSEOyBWmXDhxYIqYkGbAm/dchAv/sAUOt/8/W9Vt/ahu6wcA/PGTKjx87QyfzovRqHCi04xmoxW7Tnz5+D/uXBAxicMn5a1n3vv57DqqxvLc4MXS6QibWVTGlBGbIvmz5TISceLAQqqx24J/7jyJCwtS8eru+oCShsEO1Pu+/ihWpx7y8fy04O1CkNOhRiN+9PZBn48/eMKNG5AJMwLrVzEcm1vRbeWMsRDixIGF1O4TXXhpZx1e2lkn+9gF6b5/6BuGSByIgLzUWDlDklWz0Yo/rKuA0y3wxfFO2JyjSboIW3dn4oKFwUkcOhwtMLv6EacJ3kJMxlh44MWRLKTKm3uDNnaf1fet0rG6c3PmFIMOMZqhZyLCwYkOE9YfacWmijaY/VgUuvmQBNE7JQiRAS7hwhfdnwVlbMZYeOHEgYXUkSAmDrtqu9DS6ykM1Wt14rXd9fjrlmNYW3bqnGMN2nMThOTY8O6F0T7KgllDefIdLeKkkUvr+y86dqow5g+b26o+3Ls/fXf31pzDvfvTbW5r+F6FBIhvVbCQ+vWKEtz4/K6gjO2SBNYdbsHdl07Cw2sr8H5pEwBAp1YhIyEGCyd9uSXREHPuz3RiuCcO/YEnDk438My7qfj+zRZYhLxJXIutCRaXCQZNvKzjMhbudndvyy7vL81xC9eZi/G9xs/zZiTMa1mYupTbajMWiE/KWzElMx6/vLoYW36yFETyjv/HDdW4/tmdZ5IGAHC4Jdz64h786oPDZ+o3DLXGISnsEwd5FiC29Ai8uiZP9j4WVsmC42auJMnGlt3d27LL+vbmDkwaAMAtXKqyvr25u7u3+d1W22Kx0MyZM0umTp06rbCwcPqPf/zjcYFHHDhOHFhI/Xx5MTY9uBT3LZ2MgrQ4/Pkbs5EWp5NtfIdLQmnDubUN3JLAm3sbceuLu7GrtguxQ9yqSIuXL45gONYmX2+bmmYJH26YCB3FyDYmAJjcvm0PZSwa2NxWdXl/6Yj3/sr7S3Psbptfn7V6vV7s2LGjurq6uuLo0aMVW7ZsSdyyZYviW784cWAhpdN8+S2nVhGumzsekzNCN7W9+0Q3bvm/3fjHjnPLJG+t7sAHpU2QwrSq5DcuyMNFE+VrK37whIQvdk+BSsZfAyfMNRAiPL9+jMmtxnQ0ZfBMw2Bu4VJVm8pT/BlfpVIhKSlJAgCHw0Eul4tI7mlaP3DiwBR3+6L8kL/mULlBt9mBB98pw56T4Vk++Wuzx+GNexaiMFO+RGvTQQkxLvlmP83uftgki2zjMRbOLG6TT/c3LW6z3/dBXS4XiouLp2VlZc1eunRp37Jly4buaBdCnDgwxa2aPQ7z8/1KyIPiv9eU49mtx/H8tlrYRugDoQS1inDnxQWyjnmyQd7S973OsGjgx1jQGdTxPu0BN6jj/G6rrdFoUFVVVdHQ0HC4tLQ0bt++fYqXtuXEgSmupq0fNT6WTg6FmjYT/vhJNR7/uAoXPLoZv197NKym329fmI8VM/1eb3WOlzYK6GwFso3X7wrellvGwklR/PQeNWlGrMSmJo00NX6G3221T0tPT3cvXry4f+3atYo3ueLEgSnq/7afwFVPbUe/zaV0KEPqt7vw0s46fFDarHQoZwghsPdkwL+HzvLIK7FoPj5dlrG4zTYbK/TqWPeMhHkjttWekTCvJUat96u2/qlTpzSdnZ1qADCZTLR169bEkpISxeu7c+LAFHOgvgd/WB8Z2/d+8m4Z7n+jNCzacdtdEjpNgdd0GEiSCOv3CsSQIeCxXMLvWVnGIs7C1KWtsxMvbB4886AmjTQ78cLmQOo4NDY2ai+99NKpRUVF0+bOnTvt8ssv77vlllsUn9LjAlBMMaerPEaKdYdbkJdiwC+WT4WSK5uJgDid2q+y04PlpRMWlhCyUt3IHNcMqwh8YWOSVr6dH4xFgoWpS1vnJl3UXm0qT7G4zVqDOs45NX5Gj78zDadddNFF1srKygq54pQLJw5MMYsGVHKMFM9vq8XCSakozIzH/roeXD0zO2j9LYQQMDvcONRgRE1bPy6alIoukwNJsVpMH5eEvXWB7f6I1QHfvqkWDuGZ+bTKNJmSpy+QZyDGIkiMWi/NSlrAbbUZC6ZdJyLzZ+zJjTW4fVE+fv7eYVw+9aqgJQ4fHW7BD970vXW2f+S/9fJx+we4OfduxHHpacaiEq9xYIr5rKpD6RD8cqS5Fz9/7zAA4N0DjbKObbK78P6BJvzknTI8+M4hWccezOoAetsmyj6uSzihfIkaxliw8IwDU4QkCWytblc6jIA989lxGHQaXF6cgZyk2IDHe2x9JV7f0yBDZL451qTBrEx5xyQQYtWKV8VljAUJJw5MEUeae9FldigdRsB6LE78+t9H8LOvTsX9lxeO6tw+mxMbj7bhk/JWmO0uSEKgtEHebZbnkxB4rnMOFanhEA7EyNwHg7GwZrOpUVOdAotFC4PBiaKpPdDrw6uCnEw4cWCK+LQq8mcbBjrcZITZ7kJczPA/Ui63BLWKcPRUH7bVdOBfX9ShQ4ZW2YHYVCrwg2kG2GXYTXGaW7hgd1sRo+LEgY0Ru3dlo/xIDtzuL2//792ThxkzW7BwUdS11ebEgSkiGm5TDLThaBtueO4LvP3dRWe15zZaHPikvBXvlzahqrUf45JiUR1GVTK7+gXMXeOhSa2Rddw9PdtxZcYqRbetMhYSu3dlo+xQ7jmPu92qM48HmDy4XC7MnDlzWnZ2tuOzzz47HshYcuDEgYVcp8mOsibFa5jIrqq1H1c8uQ2/XVmCWeOT8cCbB9HSa0Wn6ctbMtW28EkaTuvu0yBT5tILJyzVONo/HjMS58k7MGPhxGZTo/zIiG21UX4kB3PntiPG/5oOjz76aFZhYaHVZDIFZwvXKPGuChZyW6sjczeFLzpNdqw73IKH1x7Fkebes5KGcGW1B2dWwCGF/3tnLCA11Sln3Z4YitutQnWN3138amtrtRs2bEi65557Ov0dQ24848BC7rMoW98w2MaKNqVDGJX0ZPnXb+koBoVxxbKPy1hYsVh8a5dt8b+t9v3335/3xz/+sam3tzcsZhsAnnFgIeZ0S9h+LHpnHJgXAQ5J2YWfjAWdweBbYxaDf22133zzzaT09HTXpZdeKt/qZRlw4sBCqrS+J2w7YY5VJ0/JP/HokOzY2vkxXBL/v2ZRrGhqD9TqkdcuqNUSphb5tc96x44d8Zs2bUrOzc2d+a1vfWvS7t27E6699lr5q7aNEicOLKQ+jbLdFJHKEAOcLjf96aGA+vAMyyVcUFPYzK4yJj+93o0ZM0dsq40ZM1v8XRj5zDPPNLe1tR1ubm4+8q9//evEwoUL+//zn/8o3ree1ziwkBFCYFOE3f+PJhmJwOrLBbLGtS79vGAAACAASURBVMIiehBDcWhrmoAX1xM0pJW9HXavqwcdjlZkxoy86JyxiHZ6q+XgOg5qtcR1HBgL0PF2E050mJUOY0y6/hIVZsyqgVM4YPH2tbILM5JzK/Hre2PgFMG5pVBvqeXEgUW/hYtaMXduO6prUmAxa2GIc2JqUU8gWzAHW7lyZf/KlSvDYj83Jw4sZCJtt0F0EPjJTRJ0aRVwDtMI0yGCt4ix2lSOGYnzEKs2BO01GAsLMXoJs2ZFZsvfUeI1DixktlRy4hAqapXABVPUeOSePujSqhWLw+zux46uzRBC/vbdjDFl8IwDC4keswOHGo1KhzEGCPz+22bYdY0QEAiHPVwnLNXY3hWDS1KvgEbFv3IYi3Q848BCYltNByS+6Ay6cWkq2HQNEAivL3aV6TA+796kdBiMMRlw+s9CItq6YYYjlUrg9q+Eb92EGlM5NKTBxamXQ038q4dFF2t/n7pi+6cppp5ubXxKqnPakmU9sQmJ3FabMX+43BK21XC1yGBbvUQFVXKl0mGMqKL/EFpsTZiZOA/F8bMgQYIKKu6iySLa9tdfyj74ydocl8NxZhZ/x1uv5M1dvqplya138XZMxkbrYKMRvVZ5awSwc+2tIqhU0zE+04n4lDZYRHh2IO1xdmJ710bUmqvR6+zBVzK/xls2WcTa/vpL2fvWvH9OW22Xw6E6/XggyUNubu7MuLg4t0qlgkajEeXl5YpfHXDiwIKOiz6FRm2rhNpWANBgfNp4fPcbBIsI3wWpzbZ6AIBBHa9wJIz5x9rfpz74ydoRs96Dn6zNufDaG9v18Ql+13TYtm1bTU5OTtjch+TFkSyohBDYeDTqZurCXlOXwD/ez0UsJSodynl1OXj9C4tMFds/TRl4e2IoLodDdXT7p3631Q5HnDiwoDrS3Iu6rnDYFDj21LUL7D84Qekwzuu4WfGZV8b8Yurp9qldttnH44ZzxRVXTJk+fXrJE088kR7IOHLhWxUsqD46PHL/FxZcyfHhtS1zKMfNlTC5+rEsYwUSNElwSS6oSAUV8XUNC2/xKak+Ld6K8/G4oezcubOqoKDA2dzcrFm2bFnR9OnTbVdffbXJ3/HkwD+ZLGgkSWBt2SmlwxjTJBEZuxVa7U1Y3/Ye9vXswHun/oV/t7yGGtNRpcNibETTlizr0eh0I65d0Oh00vQly/xqqw0ABQUFTgDIzc11XXPNNcZdu3bF+TuWXDhxYEHzRW0XWnptSocxpr22xY04KTJ2LBid3Sjt3YVeVw86HW34rHM9TK6w6OnD2JBiExLdc5evGnFade7yVS3+Lozs6+tT9fT0qE7//bPPPkucNWuW1Z+x5MS3KljQvLKrTukQxryr5qnhUhsRZoUkfUIguIPUtZMxuZzeajm4joNGp5MCrePQ1NSkue666woBwO120w033NB144039gUedWA4cWBBcby9n7thKkSlElh5oRr5WS5kZvbCIhS/QPHLzMT5SNJG1WJ0FqWW3HpX64XX3th+dPunKeaebm1cSqpz+pJlPYFswQSAadOmOaqrqyvkilMunDiwoHhh+wmlQxizfv+dPljUzQAQFk2u/NXr7IEQgqtKsoigj0+Q5q+4dky01ebEgcmutdeGfx9sVjqMMenCItWZpCHS1Vtr8WHL60jRpUFNauTq85GkTUGaLlPp0Bgb0zhxYLL7586TcLoj8KZ6FFg0I7rWBLQ7WtDu8Kw9q+gvAwBck3UTxscWKBgVY2MbJw5MVr0WJ17fXa90GGNWcpINDqWDCLL9xp0AgBRtGuI0CQpHw9jYw4kDk9Vre+phdkRlJ9mIoNXaoz5xaLOfwrq2dwEAxfEzMS1hDjJishWOio11botTbTnQnuLut2vVCTFOw/zMHrVBG5W/DDlxYLKxOd34546TSocxpjnseiBW6ShCp8p0BMfNVUjRpqHX2Y1JcVPR5+rFiqwboCb+9cZCw7j+ZLZ516kc4ZTObMfs21iXF7doXEvyiolR16yHC0Ax2by7vxFd5mi/3g1vL60zKB1CyLmEEx2OVjiEA1WmIzhla4DR2a10WGyMMK4/mW3a3pQ7MGkAAOGUVKbtTbnG9ScDmg7r7OxUL1++fNLEiROnT5o0afrmzZu5ciSLDi63hBc+5y2YStJpBL57PX9gAkB530GlQ2BjgNviVJt3nRqxNKt516kcyeL0+7P23nvvzbvqqqv6Tp48ebSioqJizpw5ipfj5cSByWLdkRY0dkdmoaHoIPCr22wwq7ipGABUmQ6jyVqndBgsylkOtKcMnmkYTDgllbm03a9KZt3d3ao9e/Yk/OhHP+oEAL1eL9LT0xVfN8GJAwuYEALPb+PZBiXExwL3rRR49L4OOPS8vmSgst59SofAopy73+5Tu2x3n8OvttpVVVUxqamprptuuqmgpKRk2urVq/P7+voU/9xWPAAW+bbVdKCyRfHy6WPOFXPU+Nm3GpAyvhJmdCodTtjRq8fQKlGmCHVCjE/tstWJOr/aartcLqqsrDTcf//9HZWVlRUGg0H67W9/q/gWIk4cWMCe21qrdAhjjMBVc9VYuqgeNmFSOpiw1WA9gX4XJ7QseAzzM3tIqxqxHwVpVVLcvEy/2moXFBQ4srKyHMuWLTMDwOrVq3vKysoUXwHNiQMLSGlDD/ac5AV5oUXoNgk4IroTRfA5JDvWtLzByQMLGrVB645bNG7EhUVxi8a1qAxav5pdTZgwwZWdne0oKyuLAYCNGzcmTp06lRdHssj2PM82KGL/MQla+zilwwh7Jnc/NrZ/CKfE24RZcCSvmNgav2R88+CZB9KqpPgl45sDrePw17/+teHWW2+dVFRUNO3w4cOxjz76qOIroLlCCvMbt85WVm1DAnILlY4i/HU62vBJ+wdYnnkDtCq/1qgxNqLkFRNbEy8b324ubU9x9zm06kSdM25eZo+/Mw0DXXzxxdby8vJKOeKUS9BmHIhIT0R7iaiMiI4S0e+9jxMR/YGIaoiokogeGOLcfCI6QESHvOfeF6w4mf94J4Wy3vtcIE5SfJ1URDhla0Sfy6/bzIz5RGXQSgmLc7uSV0xsTVic2yVH0hCugjnjYAewTAhhIiItgB1E9DGAEgB5AIqFEBIRDdUjtwXAxUIIOxHFAygnojVCiFNBjJeNQkuvFf85FB3tmyOVxQ4crkzH5OlRV9FWdhelLOF23IzJJGiJgxBCADi95Fvr/SMAfA/AN4UQkve49iHOHXhDMga8FiPsvPg5t84OB8eagcnTlY4i/EywpWBRYwpiTS44DVrEZWiA3FYgMwsgUjo8xiJaUNc4EJEawAEAhQCeEULsIaLJAFYT0XUAOgA8IIQ4NsS5eQDWec/92VCzDUR0L4B7AWDChAnBeyPsLEaLA2/ubVA6DAagm3djniXWrcW1tXlIOtkOwHNNEgMAdW3APgBxcUBxCTBjJqDXKxgpY5ErqFfyQgi3EGIOgPEALiSiGfD8HNuEEAsA/B+Afw5zbqMQYhY8icOdRJQ1xDEvCCEWCCEWZGRkBO+NsLO8trseFm6dHRbq293QEC/4AwC9W4Oby7K9ScMwzGbgwH7gjdeAfXsBB++2YPJwOp3qlpaW9Pr6+pyWlpZ0p9OpVjqmYAnJrgohhJGItgJYDqAJwPvep/4N4KXznHuKiI4CuBTAe8GMk52fzenGv76oUzoMdgZB68yGS9OodCDKEsD1x/Kg6+jw7XinEyg9AFRWABcuBKZO5VsYzG/19fXZbW1tOZL0Zd+KxsbGvKysrJb8/PyoW4QUzF0VGUSU7P17LIArAVQB+BDAMu9hSwHUDHHueO85IKIUAJcAqA5WrMx375c2odPEV2nhpKo2UekQFLekKx8J9T4mDQNZrcC2z4CP1wEmvu/DRq++vj67paUld2DSAACSJKlaWlpy6+vr/d76VFZWFlNcXDzt9J/4+Pi5Dz/8sOKrfIN5qyIHwGdEdBieu4ubhBAfAXgcwA1EdATAYwDuBgAiWkBEL3rPLQGwh4jKAGwD8IQQ4kgQY2U+cEsCL2znLZjh5oMdEmIpSekwFJPo0qP4qDmwQRobgXffBmqqAcGLfplvnE6nuq2tbcS22m1tbTkul8uvz9rZs2fbq6qqKqqqqirKy8sr9Hq9dPPNNxv9i1Y+wdxVcRjA3CEeNwK4ZojH98ObRAghNgGYFazYmH8+Lm9BfReXOQ43Nidh1748zFnQq3Qoivhq/TiQbYR1Db5yOIDPPgVOnACWLAUMircEYGGus7MzZfBMw2CSJKk6OjpScnJyugJ5rTVr1iROmDDBXlRUpPiUL29zZD7xtM7m8tLh6uP9EiRjkdJhhNw0UxZSj8uQNAxUXwe88xZw/Li847Ko43D41i7b1+NG8uabb6beeOONASUfcuHEgflkx/FOlDdzs6DwJRCfMrZaa+skDS4+EqQFjXY7sGUTsGUz4OYdRGxoOp1v7bJ9PW44NpuNNm/enHT77beHRflTThyYT3i2IbxdMEUDixhDXUoFcP3xCVD3BXlB4/FjwEle18OGlp6e3qNSjdxWW6VSSRkZGQF94L/33ntJ06ZNs+Tl5bkCGUcunDiw8zrUaMTO42ExQ8aGEB8LXHXR2Fp7Mrs/Z+R6DXJqjbrddEwmWq3WnZWVNWK3yqysrBaNRhNQ34q33nor9Rvf+EbYXBlw4sDO69nP+F5vuNJrBX55Zzuk+LE1IzSzKYRVH/lWBRtBfn5+a05OTvPgmQeVSiXl5OQ0B1rHob+/X7Vjx47E2267TfHdFKdxW202opo2bp0dzn5wnRtmjK21DQCgN4ZwhkWnC91rsYiUn5/fmpub297R0ZHicDi0Op3OmZGR0RPoTAMAJCQkSEaj8ZAcccqFEwc2Ip5tCF8LpqigTT2GsVh1QOUM4a1eKWq7IzMZaTQaKdAtl5GCb1WwYdV1mrGmjDuZh6uvXmiDGJNpAyDpQtifg0tRM3YWThzYkCpb+nDri3sgjc3PpYjg8K8YXVSQdCGcLOVKkoydZez+5mHD2ni0FTc89wWajValQ2EjeG2jFnFIUzoMRTj1IUwceMaBsbPwGgd2hhACz26txRMbq/kiKwK09Ag883Y2dNocxGiBRAOQmgCMz5CQn2uCQ9cECdF5f94Up0bICkLzGgfmA7fbqu7vr0hxucxajSbOmZAwrUetjo3KLTmcODAAgN3lxq8+OIIPSpuVDoWNQkuPAIZc5xCPvIxp+OYVdsSk1MMpFC9vL6vGZBtC1iKQt2Oy8+js3J7d23soR4gv7x92de3MS0qa05KeviTqCoHwrQqGHrMDt/9jLycNUaaxQ8L/vKXF316dAkt7MWI8neqjwqHEFoiYmNC8GM84sBF0dm7PNhr35w5MGgBACJfKaNyf29m53e+22gDw+9//PrOwsHD6lClTpq9atWqixWJR/N4ZJw4MD605ir0nw6YoGZNZt0ngLx+o8NTLE6F3TlA6HFm4VBJ68kLUSpwTBzYMt9uq7u09NGJb7d7eQzlut82vz9qTJ09qX3jhhaxDhw5VHDt27Kjb7aYXX3wx1b9o5cOJwxhX1dqHjw7zlsuxoNcCPPxSHOKkgC6AwkZpToiarlnGVjlv5rv+/oqUwTMNgwnhUvX3V6T4+xput5vMZrPK6XTCarWqxo8fH1DDLDlw4jDG/XljDS+EHEPcEuHZ99Ogp3ilQwlYraET9swQXHyp+NckG5rLZfapoIjLZfKr8MjEiROd999/f+vEiRNnZWZmzk5ISHBff/31ircp5p+IMexwk5HLSY9Bp7oENm4rgJYiv5Ty0YkhWLjImTUbhkYT59PVv0YT79csQUdHh3rdunXJx48fP9La2nrYYrGonn32Wb5VwZTzxMYapUNgCtlZIeE/nxQhTmQpHUpA9ic1w52UENwXcdiDOz6LWAkJ03qIRu5HQaSREhKm+dVWe+3atYkTJkywjxs3zhUTEyO+/vWvG7/44gvFpws5cRij9tV1Y3tNh9JhMAWVnZTwm7+nYf3GGTBQstLh+EUQUFMY+TMnLDKp1bHupKQ5I7bVTkqa06JW6/1aYVtQUOAoLS2N7+/vV0mShE8//TShpKTE5l+08uHEYQwSQuCJDdVKh8HCRFOHgFX0Kh2G33akNsCZGsQdFmp18MZmES89fUlrcvKC5sEzD0QaKTl5QXMgdRyWLVtmXrVqVc+sWbNKpk6dOl2SJHrwwQcVv+LjAlBj0M7jXdjD2y+Z12WzKKKbZUkqgXWz+vC1vbFQWYJRJl3xbfMszKWnL2lNSbmw3VM50qTVaOK9lSP9m2kY6Kmnnjr11FNPhdXWN04cxhghBP60kWcb2JdyM0PYojpI2mL6se5CFa4JSvIQuUkVCx21Wi8lJ8/jttos+mypbEdZo1HpMFgYSfBtYXjYOxXTi48vcELo9fIO7IiOrw9jcuHEYQyRJIEnN/FOCnY2fWz07Bpo0huxdQFByLkuwWySbyzGogAnDmPIx+WtqGxRvHYICzOkjq726TVxHWgqkbHduN3O1SMZG4AThzHCLQn8eROvbWDnclH0fShuzq6X95ZFe7t8Y7GoZHNL6qM9pvR9Hb05R3tM6Ta3FLXbcXhx5Bjx4cFm1HaYlQ6DhR0Bh1B8W7jsHGo3GooSkH9YpvfW2AAUFMgzFos6+zr7siuNphy3+PJi/EBXX15JcnzLBemJ3FabRR6nW8JfthxTOgwWhuJjI3sr5kg+zWqEZJCplXjdSe6SyYa0r7Mvu7zHlDswaQAAt4CqvMeUu6+zL6Cuco888kjmlClTphcWFk5/+OGHMwOLVh6cOIwB7+xvREN39E1Hs8Bpo/g3gEPlwr7ZGgiSoQ6DxQK0hNVWehYGbG5JXWk0jdhWu9JoyrG7Jb9+0vbt26d/5ZVXMkpLSysrKyuPfvLJJ8lHjhyJ8S9a+UTxrw0GADanG0/zbAMbhtkenbMNpx1KbMEXi+IgNDLcld26Fdi3F2hr49kHBgCo7bOkDJ5pGMwtoDreZ/GrrfaRI0di582bZ0pISJC0Wi0uueSS/rffflvx+vCcOES5V3fVo60verbbMXk5XICaonupU3lCK7Ys0sCdEBfYQKZ+oPQA8OEHwGuvAAf2e3ZcsDHL4nL71C7b4pb8aqs9Z84c6549exJaW1vV/f39qk2bNiU1NjYq3pwlun9jjHH9Niee3Xpc6TBYWCPEIA4WRG6vCl/UGjrRfJEWN1XmwtDcGfiAViuwfx9w5DAwazYwcxag9euzgUUwg0btU3Uwg1rlVxWxefPm2X74wx+2Llu2rMhgMEjTpk2zaOSYPQsQzzhEsX/uqEOPhavesfNwKd6lNyRsaiden1aP9qkyri+z2z23L956A6is4FsYY8zkREOPmjDi/3Q1QSpMNPjVVhsAfvzjH3dWVFRU7t+/vzo1NdU9ZcoUxbdBceIQpXrMDrz4+Qmlw2ARwGaVuURzGJNUAv/OP4H+fJkXp1sswPZtwPvvAg0N8o7NwpZerXKXJMeP2Fa7JDm+JUat8jujbG5u1gDAsWPHdOvWrUv+zne+o3iHQuXnPFhQvF/ahH575DcvYsFn7NMhcWxMOngQsKawCd9sSwDZZF6j0N0NfLwOGD8eWLgISEuXd3wWdk7XaRhcx0FNkOSo4/C1r31tstFo1Gg0GvG///u/DRkZGe5AYw4UJw5RamNFm9IhsAjR1q1G4jilowgtk8aBjvwkZFYHqSJkUxPw3rvA1GLgooVArEz1JFhYuiA9sXVWSnz78T5LisUtaQ1qlbMw0dATyEzDaQcOHAi7kr+cOEShLpMd++sUn81iEaK+jTBlhtJRfEklEbKdCciwxyHNFgODXQW1IDQn2nAosQWuwH8XAwB2jGvHdTUEEkHcklpd5SketfBiYOpUQI6aEiwsxahV0vSU+DHRVpsThyi0paodUnRvz2cy6rcq/80yt3ccZjTqoO+1gswWkJAA9Hv/eGQDmBuXjuqpsfg8vR4iwM/gDp0JnVMmIaMmyH0o7HZg22dATTWwZAmQPMSWfkkCnE7PsXa7Z9dGT7enR0bOOGBGGGV2bMzjxCEKbeLbFGwUMhQsJ6OSCNfVT0J6jW/fsyqzBSWlFkzKnID/zOhEjzawiqgf5TfgjrYMqHv7z39woFpOAW+/BRgMgF4PgACHHXA4PH+GY7Nx4nB+kiRJpFKplM+Co4AkSQQMv1uEd1VEGavDjc+PdSgdBosgMycqs9ZKJRG+WVXgc9IwUEx7N647nAoK8GPCoXJh4xybPJUlfWWxeBZRdncBJtPISQMAtLcBwbydEh3KOzo6krwfeCwAkiRRR0dHEoDy4Y7hGYcos/1YB2xO3kvOfJeZbkXI6x8K4MYTExHX6P9tAm2nERcYx2NvSlNAoTToe3Bkbh5m7fN7q33wpKUBxSW8NuI8XC7X3a2trS+2trbOAF8QB0oCUO5yue4e7gBOHKLMxqN8m4KNjibGFPLE4autE5FSG/jagqJTGuz1qwvA2XalNiKreBKyqoK83mG0VGpOGnwwf/78dgBfUzqOsYIzsyjickv4tIoTBzYaAnYKbblpjaTChGMmWcYytBmh8a/x4Dk+nBCEwlCB6mgHjnOTOhZeOHGIIvvre7jENBuVzGQVXCK03zPTTFlQWa2yjEVOF4osGbKMBQLeKjoJ67gwK9rkdHnqQjj5Z5uFB04cogjfpmCjNWVc6KfBY2SaIThtXoNBtrEklcAHJS0Q+hjZxgxYVyewbq2nGydjYYAThyghhMCmyoAqm7IxKE+mi/XR6NWeZxfBKBmaOpHqkC95MGnsqC1OkG082TRyDwwWHjhxiBLH2k1o7JZn+peNHVlpoe9n0hTTCyHjgj8SAhd2Zck2HgB8ntEEERNGsw6AZwunSZ61IYwFghOHKLG5km9TsNFLipf36t8XFo0D9qxUWcfMbbADMpY6cKhcaJ2cJN+AcmmoVzoCxjhxiBZcLZL5Q6dXZpbq+Hh5CxppjH2YaE2Tdcy9WZ2yjicLThxYGODEIQq099lwsMGodBgsArnVISi1PIQ9KU2QDPJ2jJzTLm/t7FZdn+wzIwFrbgZcob+9xNhAnDhEgU18m4L5Qa8VsAuzIq/tUkmomxIv65hprYH1rRjKifFhVnzJ5QJOnVI6CjbGceIQBXgbJvPHhVPVEHIuDBilXenNEGq1bOOpe/uhd2tlGw8A9qeckjVGWfDtCqYwThwinMnuwq7aMdECnsls/lRlCwqZNA7058m7LiHNKd+2TACwqJ1wKNk+dCgN9dz0iimKE4cowKXsmT/S0kNbanoozWnydubUSfK33+lKDbMZh/5+wMhrmphyOHGIcPExGiwrDrP6+izsZSYTLKT8La6T8X2yjqcT8n/INyaFYX0Uvl3BFMSJQxRYNXuc0iGwCHPFHCi6vuG0ppgeCE14N+mti1V+ZuYcnDgwBXHiEAUun5oJgy7MplNZWCsqkH8Hgj8EAc4U+co7u0jeWx8AYNRaIMXJu3YiYK2tgD3UzdAZ8+DEIQrE6tS4skTekrssmglQbLvSQZxhSZBvJ4REwZlFsaTFBWVcv0kS0NykdBRsjOLEIUpcNy9X6RBYhFhYrFGsfsNQuuLkmyVQieD8SmtNU/62zjkauOkVUwYnDlFi6ZQMpBjk3cPOotOi6aHvTzGUpAYt4l5uxeZXPoJLpu2Fse7grJeoSuwJyrgB4W2ZTCGcOEQoh0s6698VLX3otSq7L59FhrT08NjKZ/ukFm0V1TD1dKNSyFNGOc4VnMShWd8LV0piUMb2m9UKdHYoHQUbg3xOHIgon4iu9P49lojCsGH92LG5sg3Pbj2OV3fXw+mW8J2X90Hiiw92HqnxBAspv75BZ1Gj60TdmX/vKT8oy6yDwRm8HRqnxodZm20AqOfdFSz0fEociOgeAO8B+Lv3ofEAPgxWUOz8VszMwfcvKwSEwIV/2Iy2Pl5hzc7virkUFtswE2px1jR7b2cHtvZ3BzyuwRm8SdR96R0Q4VZtrb5O6QjYGOTrT9n9AC4B0AcAQohjALjqUBiobO1Hj4VvUTDfFE8Mj22YzqpzW1aX7d+Ncimw7+X4IL69Tp0J1nHylsgOWGcnYDYpHQUbY3xNHOxCiDMrqohIA4TBZQvDnhPcp4L5SkATp3y1SH2fBm1llUM+t2XnVvSo/L+qj7HKX8dhoPqsMPy1x7crWIj5mjhsI6JfA4gloq8AeBfA2uCFxXwhhMCtF+XjnqsKcUlxOnQaXuvKhnfvNQSbwtswdRY1xBvH4XYOPbPgcjqw/ZT/2wzVgxYNy63NEIblpxsblY6AjTG+riT6JYDvADgC4LsA1gN4MVhBMd8QEVZfNAHv1LVhXF4CrrokD3pSweV0w253w+6U4HJLEAJIMGhhdbjR3GnGxwdOodsUHlvyWGhMzCJkTqiGW6ELZpWTkHJAQuumvbCbRp5aP15xGO3j8pAZ3BzAL8HatREQHW/DZqHl00+BEEIC8H/ePyyM9Dq/3MYmAbAICdAQSKOBftCxsQY1CpN1eKAwBbGkQme3FZ8facPuY+F1u2P5nBxMyU2ETqsCEdDSbcUXlR042R4+RYvCmY4kOAYVQrrlSjvcMm15HA1yAakHgfaNB1Hf53vPh71tp7AyY/Q9WDSWIC4SFsDM+jD8kNbHeipJqnjGkYXGiIkDER3BCGsZhBCzZI+IjYrRMfoPAwFPgmFIicFXl0zAtZflw2Vzo7HNjMYOM76o7kSvAgsuJ2fF456VRbAO+pYrTNWjsDAFBlKhqcWEf24+DrM9uPeyI9lPrOth7+mALiEZ6rhESLGJSNqhhTpFC2FQQ8Sq4I4juGIF7AY3XDoJJPNuASEJpFVq0P3xEdR3jL7WQM3RMpiW5SJ+lHuMyWKFwa2FRS3/9+/i7gnQt4RXkg0AOFzmSRwuWax0JGyMON+Mw0rvf+/3/vdV739vBRAey7PHuF5H4L8gWxO7OwAAIABJREFUbZIAdCrk5CUgJy8BF8/PgcvswkubjqOhMzT/m0tyE3H7ikJYR/igsAgJqdkG/PqO2Wg9Zcbzn9TAqdTcexhz9vfCabPBaWsFOloBAKah1yICADQxMYhNTIQuMR5agx4qvQ4qrRrqlFggSQd3ggrOJIItwQW3TiClRoP+DVXQpyVBmxwHVZIeSNTClayCI0FA3wGYNlSjodH/XgpCklBuNWFhzOh6RJAQWNiZi0+z6vx+7aEUWFMx7ZC8LcBl1dDg2ffGWAiMmDgIIeoBgIguEUIM/Lb8JRHtBPDwcOcSkR7AdgAx3td5Twjx3+S5tHkUwE0A3ACeE0I8PejcOQCeA5DoPeYPQoi3R/vmxoJeP2YczsclBGBQ477rivHimmqcaAvuLYIkgxZ3rpgCq+TbTW2HJJCabcCjd83FG5tPoKwuPCohhgvHKLfnuex29Hd0AD7MDMSlpqLD6YStvx9oavY3RJ8cPHIQC+ZfAs0oZ0Mm15ixI0MDh0qenw29W4srD8WAXP2yjBcUfb2A0QgkJysdCRsDfL0pFkdEZ+bBiOhiAOe7FLADWCaEmA1gDoDlRLQQwLcA5AEoFkKUAHhriHMtAO4QQkwHsBzA/xIR/0QMYeAaB7nZJYHvrpqKuJjgtuz+0bUlPicNA1mEwA1XTsQtl+YHIarIpdIE7/+XubvbkzSEgKWvFxV+1HVQWaxY1jpBlhhIADdW5ULdF8ZJw2kNvC2ThYavicN3ADxDRHVEVAfgWQDfHukE4XH60kfr/SMAfA/Aw94FlxBCnFP/VghR4y0yBSHEKQDtADJ8jHXMcEoSLEHefmYRAr++OXhLWS6bngkY/P+gcwugqCgVD15bLGNUkS0mMXpy7D3lh+DPapa8EyaopMDWbZAAbqqdhLimc4tVhSVOHFiI+JQ4CCEOeGcOZgGYLYSYI4QoPd95RKQmokPwfPBvEkLsATAZwGoi2k9EHxPRlPOMcSEAHYDaIZ671zvO/g4/FmBFumDcphiKQwM8eG1JUMa+etF4WcZJSI/FQ7fMlGWsSKdJzVY6BNn0dXXgoNM26vNUZgumWP2/1jC4tbjtaAFSapXv6+GzlhbAwdusWfD52qviISJ6CMCPAPxwwL9HJIRwCyHmwNPb4kIimgHPmgebEGIBPNs7/znC6+bAsyDzrtMzFIPGf0EIsUAIsSAjY+xNSIQqcQCA1IxY6LXybve6dWkBLDK2BSaDBr+9mZMHS1x0/SzsPrAbVj8mD6Z1+NeHL8MRj1v2Z8DQHCEzDadJEtAc3HUnjAG+36owD/jjBnA1gAJfX0QIYQSwFZ71Ck0A3vc+9W94ZjHOQUSJANYB+I0QYrevrzWWBHN9w2BOIfD1i/JkHXPWFPnr/qviNHj4ttljekt7hzp6blUAgN1ixu7+nlGfl1HbhWzHKFphC+DCnvG4blcMNMYw3kExkkb/q24y5itfb1U8OeDPHwBcBiB3pHOIKOP0gkYiigVwJYAqeLpqLvMethRAzRDn6uBJKl4RQrzr43sZc0I54wAAswpTZRtr6fRMT7GqIHDHqPDft8wOytiRoF/olA5BdmWle9E9yh4W5HLh6vIkn9Y6FJkzcOeRfMzdawTZIrjTbH39WV1HGQsGf6/LDAAmneeYHACfEdFhAPvgWePwEYDHAdzgLS71GIC7AYCIFhDR6TLW3wCwBMC3iOiQ988cP2ONWqFOHNQy9sJYOitLtrGGIulV+PYVk4P6GuFKR9FXHMvtcmFn6+jrQug6enB5xzC7boQnYVh9bBIu32ENz+JOo2UxA11R8D5YWPOp5PSgCpJqeHY4PDLSOUKIwwDmDvG4EcA1Qzy+H94kQgjxGoDXfIltrJKEQF8Ib1V4yHclExenC9qMw2kTJyYhNzUWzd1h2JgoWITAlP5jiIDNg6N27OhhmLJyET/Kb8PJR3oQ45qE+kQLQAJZllhkd6sQ12mCymwBEGXfHw31QHq60lGwKOZrx5aVA/7uAtAmhAKF79kZZpdbsYZFcnCFoCu7Swjcd81U/PbVQ0F/LcUIge+lNUDndkAiFRK7T6Kv5pjSUQWFEBI6IRCPUd6ycLuRV96OL1foRHnPk5MngHnzlY6CRTFfE4dHhRC3D3yAiF4d/BgLnVDfpgD+//buPEquqzr0/3ffW7fGrp4HtdSaZVuTLdmW5QmPGDPZBNvMEMBAwvRwQt7jFyAvK0B+JL+E9yC8l2QlIWFKSMBMBsxgjJlsYxtkW7ZlW7JGS2q11N3qeajxnt8fVS21pB6qq6vq1rA/a9WSuoZb+/ZQteucffYp7NRpugSJA0DKL1y2rpnf7RsoyfOVnAhNo8cYfSGTHFVoSV/OQmLpHP58BgYgnQa7uI3bVO3KddJ60/QvRMQHaErrIS8Sh0LyS+mWPdxe5Z0lB+sWvotkJWrpXEZ7ugz32i43rptpQa1Ukcz56i0iHxORUeAiERnJXkaBE8D3ShKhmlGlJw6x8dLtvhmz4IbNxS3G9FKtfP6+fuOWgu/iWbUGF758ValczZk4GGP+2hgTBT5jjKnPXqLGmBZjzMdKFKOawVDJCyMp6DvUTx8/VriD5eDl2+dcPVzRmieOex1C0V10yXZWGU0acjakG7+p4plvxGFqA4BvisglZ19KEJ+ahSc1DgU81m/29OMkS/dZeVIML9tSPa2Yp0s5Ya9DKKq2Zcu5vrG6umEW3WCV1vSosjBfceSfAH8I/O8ZbjOcbuSkSiiedol5Mddb4KK0z37nOT7y5guJ5bEzZj5u2raU+5+qvk/n404074Ys5a6+pY3b11+EUyvzMYUyqCMOqnjmTByMMX+Y/feG0oSjclHp9Q1TBsYSfOcXB7n1+pUlWVqasqC5zs/AWHVtBDQkYQrX07N8NLS284at26lzNWtYsOGhTKKvNSGqCHJtAHX7DFcPA8/MtC22Ki6vEodirIL73b4BLlnbzJKu/DYkypUjwvd+8WLVJQ0AJ02g6hKHpo5OXr/5UqKaNOQnlYLRUahfwF4dSuUo1xHOdwP/Crw1e/kCmWmMh0VEezmUmCeFkUX0z/ftI7TApj4LYQE/e7Sb3+6rzla8o67jdQgF1djWzhs3X0pU+zUsjtY5qCLJNXFwgQ3GmDuMMXcAG4E4cDnwp8UKTs3Ms6mKIr6O/9cDB7CLlDvER5P8cteJ4hy8DLwYq55NrSzb5pYt24lo0rB4uiRTFUmuicMqY8z0V95e4HxjzABQugX5CoDhhDff8mKuhnvq0BBD/bGiHPuR5/qKctxycTTuI9TY5HUYBXHF5S+hQ6cnCkNHHFSR5Jo4PCgi94rIO0TkHWSaP/1aRCKAlu+WUNoYRpPe7H5Y7DKrz3//efypwr9pTMara2pnJvbS87wOYdGal3SyPRDxOozqMaAjDqo4ck0cPgh8GdhKZsfLrwIfNMaM64qL0hpNlmJ7qJlZVnFTh7QLf/aVnQyemChokrJhRWMBj1Y+lgeT3Nl8jI/7HyF+4Bmvw1m06zZdjK2rAApnaFD39VBFkdOqCmOMAb6VvSgPeboUs0Sv6f/n3j284eqVbFrfTCE6PJy3vHoqy7sCKW6M9LO8fxcjz2d2wayGLbQ3XHQJa7QzZGHpygpVJAtZjvk3QDuZtw8hk0/ob2SJDVVJD4f53P3wi9yedtmyqXXRyYPrq+A3JGPYVh/jSvsY0b4XGD14CKiuXTDrW1p5aWun12FUpz274bLtXkehqkyu22r/LXCrMeb5Ygaj5lctzZ9y8Z1Hj+CzLTaub17U9EzSGFrr/PSXeQ8HR1ze33CA0ItPYpatxxUb++hzTBzKFHdWw8jC2WzH4ZaLryCgBZHFsesZ2HoxONW1ZFd5K9fE4YQmDeXBy8TBi+nnux9+kTuDPlasWtzg1pLmUPklDsawOpRiY2iclQzR0P00Ywe6mQAYeMjr6IrOsn28+pqb6NSkoXgSCXjuWdiy1etIVBXJNXHYISLfAO4h078BAGPMd4oSlZqVVysqvPSlB/bz52+6ECuS66/rufqG4/PfqRSM4baWQTaOPMfk0f0kJydO3TTmYVil5gSDvPbql7JCc4bie2onbNykow6qYHJdVVEPTAA3A7dmL7cUKyg1s6TrEi/RhlDl5q/ufoZQnsVzfks4MVycHhELEbbSfDzwGF2Pf4ORvc+ckTTUknB9A298yU2aNJTK5CTs1gFjVTi5rqq4s9iBqPmN1eBow5S0C//nu8/xgTs2klzgErOyKI00hj+2f8vonp1eR+KZQDjCxk0XcWV9MyGdniitnTthw0bw5T9qp9SUXFdVdAH/F7iaTOPhh4A/MsYcLWJs6ixjKW8TB+PxGvtjgzGOHBlZ8IZYcdfwkg1tPPS8dx0k3998mNEnai9psB2HCzZexPmtHawygg1FbV2uZjExnllhsWmz15GoKpBr+vkl4D+B12e/flv2upcVIyg1s3GPRxwW+km/GL5w/z7+6t2XMrnAKZuXX7rUs8RhXShB4JmfUSvjRQ2tbbx0y2WERWh10WShXOx8EtZvANv2OhJV4XKtcWgzxnzJGJPKXr4MtBUxLjWDUY93xUwZQ1dzyNMYXBeOHlv4wkQ3YLGkMViEiOZ3u72HdLLMVnQU0fjoCCtc6JhKGlR5GBuDwy96HYWqArkmDv0i8jYRsbOXtwHVuUdxGSuHFRUXrfK+ffODz/Yu+DEu8JbrVhU8lvm0+NIk9/yu5M/rpVQ8zolibXWqFmf3bq8jUFUg18ThXcAbgONAD/A6QAsmS2w05X3zp5UddV6HwL6e/FohtbWHsXP9jS+Q2+p7SCXKZCloCR2LT3odguf6L1jP6LIur8M405HDmZEHpRYhp5dRY8xhY8xrjDFtxph2Y8xrgduLHJuaxni4K+Z0rQ3eDPdPNx5PE8hjw62Ya/jk27aysVR7VxhD6+HaGm2YcvD4Ma9D8Ixr2xzYdhn7giGOLusqr/IOY3Rpplq0xXz++pOCRaHmFXcNyTJYwhbwl8esdb7fi6QjvP7mtfx/77qEN1y1EquIIxDvbDnOeN/x4j1BGTuy/wUmanCny1hjI89euo3ebD3ScDxOz0VbPI7qLHt2Z4qFlMrTYl42a+9VwUNjHhdGTrHLYMOoVW2RRW98NSmGDRua+as7LyFUwGQoYLm8tnmAj/sfJfr4PQU7bqUxrsuepPdNt0ppcPUadq1Zx3j8zELYgYD3o3RnGBuDo7qSXuVvMd1AvP/4W0PKpfmTlLpIYAYbugo31TCJ4c3XruKLP9uf9zEClsvLG4bZED9E6uAzJPaPz7khVfuaVViWzfF9+T9nJTjUd5yLO1d6HUbRGeDo1kvoNgbS5/6djieTTLa2Eer3ro/IOXY/DytWeB2FqlBzJg4iMsrMCYIA3q7LqzGjHjd/mjLputywuYNf7DrhWQwr2yMFPV596HQPf8uC85bU09USIhr2Ew7YBP02Qb+F32fj+Cwc28JOJ0jedzf2+ACT3S+S3B8jlwbSS9efzyVv7OLZe/tzjq9jzWpOHDiYx5l562TfCZKdK6nmHRKSkQh7N13ISHz2AlhjDPtWr2HTyX6sMuiFAsCLh2BiAsJhryNRFWjOxMEYs7AWfapoymWqAuAVV3bx2N5+JuLeJDOtBe7H0Bj18+dvupC6iENcDOmcXtsdmusDHNm1J+fnWb55A1tf34nlA384MO/9G9rb2fp7W2hYmWLHv/s4tmdvzs9VDob7+3CFqh2bHF3WxQtLOknOkTRMGU8k6N5yMct3PlGCyHLguvDCnsyW20otkPfjzion5bCiYsqE6/LxN15Y1MLCuYRDhf0Ma0I2VsTHBLkmDRnWlssJRHJbnrpq62a2ZJMGgFVXNCKzfAN9fj9bb7mGaz6wmcZVaUSEri1ltqwvB7bj4C+Dgt5CM0DPhRfxXFs7yQUske42htGly4oX2ELtfj6zykKpBdIdTyqE1/tUnC3pCJ986xb+4mtPlbxA2/JZYLyvCh9dtpamuz6Bf+Qkrj9EKhDEtX24toNr+2h47rcc/MaXWLNtC5tubTmVNAAEG9Nseunl7Lr/kTOOueriC9nw8g780TPPb7y/8voiROobkCpbWZH2+9m/5WIGEom83nT3L13GlmPd5VFZPjwM3Ueha7nXkagKo4lDBTDGlE1x5HQpv8VHX7eZv7p7V8mec21HHZNlkDRMSUTqSURmLtY09U2sv247598UQWYYXFh5ZZgDv21gYniYhvZ2trxmC02r0zDDmpGxk/k1vfJSJNrgdQgFNdnaxp7Va4gl8m8fHksmCxhRAezapYmDWjBNHCpALO2SLtMhRSfq8LorV/CtRw6X5PlecenSkjxPIQRWLOH8lZFZP3X7AoaLXrWN2Eicrsv82M7syeFI30Cxwiyaukhhi1i91HfBBg6Gw7iLSBrK0uEXM8sz67zvCKsqh9Y4VIBym6Y428WbW1naVJq16ss7K+cFLm4H5x2qb9/ksvIqP/YcZRtu2jB8YuH7c3gtEq78xCHTBXI7+4NB3GpsmmQM7HpmxmWkSs1GE4cK4PV22vNJuIa7bttY9OdpijjEKqhEP2jPXziXSw1AYtTBrcAX9oh//pUjczGA6/N59hOPNTXx7CXb6C3w9EJZ1DdM99RO+LcvwPfugWobUVFFoVMVFWC8zEccINOJ8U0vWcnXHyretr23XbmigtIGaLLGC3KcycFKOuvTkgtIdlLBEGOdSxivb2QsEGDSdYmnUhhjEBF8tk3ItgmnU4QnJ4kMnCTU14dVpITq5HnncyBaT7pW3kh9PjjeA3d/Hd72dq+jUWVOE4cKUAmJA8CWDa38dGcPA2PFebFdszRKmZWWzSlqFaagcayvMnfXfPqZJ7ly+7X4zhpVSQUCjHcsYbyxkbFAkHFjiE//VH9WXwRjDMlUimQqxQiA44eOTmTJUkKOQxhDKJEgODGBE5vEmZjEGR/DjsUW9Ok+7ffTv+58jkciTCYSNTF8nwpmptPs339H9ory6RejypcmDhWg3GscpsRcl/9+xyb+7CtPFvzYb7l2FUmn7AZ55+TPqZfk/IZ7RgpynFJzAgEEiDc2MtbWzng0yqjPYXR6YrCIT/TGGCYSiex3WSAcyVyaM7dPjVQ4loUjgmNcfK6Lk0rjSyax3DSuZZEIBBhz/IwmErjGFH243lA+0xU96zcyFApx4VRy58xcbDM18jMX13Wxsr1JXNelp6eHZcvKqG+FKhhNHCpAOTV/mk/CB3/5+1v49NefIZYsTDHZuiV1bDy/mWSZriyZjYuPQmyfNXKi8lZUAFx8x1t5sqGJ1NQn97QL6dKNnpwaqZjpRseBqWbYrjlnlKOYDm67jNU7flcWycOkz4c/MHctyqFDhxgbG2P9+vX4fLO/ZfT09GBZFp2dnUxMTNDf36+JQ5XS4sgyZ4xhtIzaTeci5bf4xDsv5pZti1s62dUc4uNv2Mx7br2g4pIGgAG3pSDHGek7WZDjlFJdWwdutOF00qBO6U2m2L9tO8aj5ljJSITjmzfTf8F6htNpgsHZV0T19/dz/PhxxsbG2L1796nrJyYmMMYwMjLC2NgYyWSS8fFxjh49mhkJmpiY87iqsumIQ5mLu4ZkBbbtnXRdLt3SwUsu7mRyLMngaILu/nF2d4+wu3uY9ByDEQ1hh7ffsIbOpRHirmGyQpfBvRBvY6nTSDo1lPcxkpNCfKIwRZYzaepaQbixie5dTxXkeP5wHYmJMS685XZMBSZ7pdKfTNLe1UX9kSMlfd6h1as52NKWqSmxHXDdM97gR0dHOXr0KIFAgKamJg4ePL25WjJbhxKLxdi1axfBYJDJyckzfs7r1q1DRAgEArS1tZXuxFRJaeJQ5ipttOFsk64LYZumcIimjhCbN7ViAQHLwk26jI4nODEQY//xUQZH49xyxXLC9X6SxhCvwIRpuqXOGG56cW/6vqDLde99GUOHJ5gYmiQYDWL5LPoP9dH9XO4bbM1m+SXbaThvI/Wdy3j+/h8t+ngX3nIb4eZWpK6etI42zEk8+PU+2tZB/KxpmakEYGRkhEOHDp1KBHp7z+wdEo/HGRgYoLu7G9d1mZg4XcMTCoVobm4mGs3si9jQUF1dQ9WZNHEoc5WeOMzEJZtQ2OCv97O83s/yVafbNlfitMR0EUmwKXiQYPxpjFncm6eI0LgiTeOKAHB6LnrlVUtZtW8zk2NBTh7aT+/ePSTjMdKJBGZq0eo8IzXnXXcT9Z1duK5L8+ZLuHzJMh779y8sKt7E2CjBZStrYkXCopX49zwRicz4gj84OHjO6MJsXnjhhRmvDwaDLF+uratrhSYOZa6SCiNrXbtvnPOcvdjxvZhYuqg9J0SE5rUbGBiAruWr6brmpnPu4/hsEif7GOo+zMixbk4ePsDk8DAA2974dgJLVyCWhckmGL7WDq6766M8/C+fJxXLb1MtnZ7InZR4Cm58yRKGZigCPX78OCdPLq6OpqWlMPU8qjJo4lDmNHEod4bV/gFWWHtw44chTcmaVMXjfmD2pYPJVBppaKapoZmmjVtZCdi2jSVyajvos9sop2wf1/y3j7DjK//MaN+JhQdVDksFKkQqGCQRjeKMjpbk2yZzTP0l8+yOKSI0NTXR3Nycb1iqAmniUOaqcaqiGjRYMc4PHCac3IebHJlhP8viS6UWnqKk02nmS0UTaZdL3/k+9vzwu/Q89/SCju8EwwuOqVbtrm+A7NbjAZ8Pv2URcF0CqRSBWIzo8R6CQ4M5Hy/e2Mju8y6gLR5jybO7zumq2XDwANHtV5zZR2ORjDGsXr36VP8GVRs0cShzOuJQXlb6B1lpvYCJH4KY8SRhmJKea2nKIiVTada98rUs2bCZJ7/9nzk/Lrq0a97ERJ3JGEMsmSQ2/cpAAFm1mi6zis6nd2JNmwIywMjKVfR0dJAwZJpbuS4jQCKR4LBYnLj4UtYe76H+6JFTDacEWN5zjOeaCzutMD4+TmNjY0GPqcqbJg5lLO2aimk3Xe1CkmBb4BmI7y2L/TKMEVJF/t1wXZfwijVc8/4/4cF//rt5iy1tx4FgWAsjC8QYwxGgf9t21hw7SuT4cfrPv4DjdVEmEgmIzz5NFU8m2b+kk6b2DiwMK554HIDokcNEO5cWdNShKncNVXPS8aUy5RrDw735r/9XhbPCP8h2+ycQ3+t1KKeIlG5KwA2Guf6PPoY/PPeW5pe99d26BLMIJhMJnm1t54ktF3PAH8gkDTmIJ5McT6eJ2z4mm1sZXrmSZCRC21hh9lAJBAJs2rRJ6xtqkI44lCFjDL/pHWb/aH6V7apwNgW7aY7/BrfsBuBLW0uQRLjqg/+DvT/+7hnNokINDWy4+VYaVq0loaNjRZVvF84R1+WpqaWSjc00BfxzjlbkatWqVaf6NqjaoolDmTHG8GjfMHtHCrNBksqXYVtoP6HYDq8DmZHIzJsRFVMylWL1za9h+bYrMcYl1NxGSiyMMZo0lLHkWTteDhYgaQDYs2cPy5YtY+nSpRhj5tzHQlUX/UmXEWMMO06OsHtYkwZvGa4OPYUV2z3/XT1iTOkTh8zzGuymVoDM5lHat6GmdXd3093dTTQaZdOmTV6Ho0pEE4cyYYzhiZOj7Bos3r4Ean42aa4KPgmxfV6HMicR3UBIlY/APDtsquqiiUOZ2DkwytODY16HUdP8kuJK/yO48W6vQ5mX6+rcsioffr/f6xBUCWniUAaeGhhl54AmDV4KSYLLnYdJJ/LoluiBWKyOubpGKlVKOuJQWzRx8NgzA6M8cbIwy6NUfuqsONt8vyadXFy//lLS0gJVTjRxqC2aOHjo2cExdmjS4Km1/n663EdJJytrxMdxtOmOKh+aONQWTRw88tzQGL/tH/E6jJq2JXiY+vhvPG0bnS/bTqD921S50BqH2qKvPB7YPTTOY32aNHipyxmiPv6o12HkzbJi899JqRLw+XzYtu11GKqENHEosReGx3mkb9jrMGpaWBKsNQ9BRY41ZHjVx0Gps+k0Re3RqYoS2jcywcO9mjR47dLAM7jxyqppOFs8HkFXVSivBAIB1q5dSyKR0C21a5AmDiVyYHSSh07oplVeC0kS4vu9DmPRgsERfL4IyaRNPJ6ecadMv99BBOLxpAcRqmoWDAapr6/3OgzlEU0cSuDFsUl+fXywLLZjrnXnBY5DvHKnKE57Ap8PfD4IBkGkEZFWIAVM4LrDiMSBzcTj+gKvCstxdKqslukYU5EdGY/xyx5NGsqBRZrm9HNeh1FwIgBDGLMPYw5hTG82aQBjdhEOa8W7KqxUKsXw8DCJRAKjTUVqjo44FFH3eIxf9AxUcAleddke2kM6Nuh1GCUlAuHwYSYmlngdiqoiQ0NDDA1lpl5t2yYYDJ66hEIh6urqCAZ1P5VqpYlDkRyfiPNAzyBpTcbLwmr/SZzY016H4ZEDRKMrGB3VYkpVeOl0mvHxccbHT2/QZ1kW69ev1zqIKqVTFUVwYjLO/ccGSOsQXlmwSLPC/NbrMDwVDD7vdQiqhriuy/PPP09/f7/XoagiKFriICJBEfmtiDwlIs+KyCez14uIfFpEXhCR50Xkrlke/xMRGRKRe4sVYzH0xRLcf2yAlCYNZWNjsAc3VdvLYI05QX29FrSp0jHGsG/fPo4cOaJ1EFWmmFMVceBGY8yYiDjAQyLyY2ADsBxYb4xxRaR9lsd/BggD7y1ijAV1Mp7kp90nSbr6R1JOWsw+rTMBAoG9iKzWF3FVUt3d3SSTSVavXo1kKnlVhSvaiIPJmOqy42QvBng/8CljjJu9X+8sj38AqJgdoIYSmaQhoUlDWWmyJ3ETx70OoywYc4yWlm6vw1A1qLe3l+5u/d2rFkWtcRARW0R2Ar3A/caYx4C1wBtFZIeI/FhEzlvE8f8we5wdfX19hQp7wcaSKe7rPkksrZ9ry4ngssmvc/vTGXOIQECnLFTp6UhX9Shq4mBb2NtoAAAgAElEQVSMSRtjtgJdwHYR2QwEgJgxZhvwBeCLizj+vxhjthljtrW1tRUm6AWaSKX5SfdJJlKaNJSTLmeY6/y/QGIveB1KWcksz0x5HcYp2q64dugOmtWjJMsxjTFDIvJL4BXAUeDb2Zu+C3ypFDEUQzztcl/3SUaT57b7Vd4ISYJLgs9hxXajP5WZ2fYQ0OB1GAC09YeQsTSJ5T7GnDiJlLbHrlaaOFSPYq6qaBORxuz/Q8BNwG7gHuDG7N2uAyryI2HSdfnZsQGGEuXz6a22uWwJHma79SOs2G6vgylrIuWzRE7iLr4nRgl/b5C2b03QeSSIz9b2MtVIE4fqUcy/0E7gKyJik0lQ7jbG3CsiDwFfE5EPA2PAewBEZBvwPmPM1NcPAuuBOhE5CrzbGHNfEeNdkEd6h+mNaUOdctDlDLFOHicd79PVEzkw5iSZUiNv1fsi2AdPNw0SwH58lPbeIL3bbVJpHTOqJrr9dvUoWuJgjHkauHiG64eAV89w/Q6ySUT262uKFVsh6PSE98KS4GKdlshDCsuycF1v06xQj0F6z52asI7EaA+FOb7ZeB7jdEEnQDjmYMfBHk0z2gXjyUmvw6oIlmVh27bXYagC0THBPKVM+byg1R6XLcGjNCQfx8TiXgdTkWzb+8Qh2WIx2/oO64UJOkJRjq+Je1KNb1kWESvIaGoCAJ/to/m+GNbI2Kn7NDqC/XsNjKTGZzuMyvL7/drDoYpoSXOeUtqvwRMdzijX+39Jffw3GFeThny5Hv7+Bhw/db4wGDDh2T+F2k+NsmS/vyg1D1FfmKUPGDr6w0Sc0KnVHbZt03kgQFtfkPpvDxNyMhs1NcSDWCNn1jNJ0hD93jBRX/jUdX6fH8enn8fOpvUN1UV/w/OkLaVLr8sZYk36AdJGK+8Xwxg8HW1oPmhj7Rgml8+f9tNjtI+G6NkqBR15CI5YWKMprIeGaQIa/BaCwQQM1miMqXSmaUeK1KUOgZ2xGY8jSUP9d4aJdgZIXBQmsGMCjsYxy4OMbQ8yktbRCNDEodroiEOetNdTaVmkWctvMJo0LJpIc8mH/0NOkLbxOsJOkMnldk5JwxTr4CSt4+H575ijiBPC/7Mzt1e3Ei6SMFijZ44qWAcnab83hnVo9loGccHqjhP88SByNI6QqdNwrcr+cBEKhQp2LC2MrC464pCnS1ujDMST7B6e8DqUmrA5eAw3PuJ1GBUnbOqYlEnMtPJRkeaSxxGK+wjcP0i+bx/+B4YI3R5lMjnzJ/9ciQiND8aQBST+Elv4pwQDTFbwVNry5ctZtmwZL774Ij09PYs+no44VBcdccjTBQ0RtreWRxOd6ufSnH7W6yAqjm0FWfq1j7D8V9/FktNv2cbUlzwW3+jiPn1LGpqennvtjGVZNFHHkv7ZRyfahsPI8eIvozZL/KQreDlpa2srAEuXLi1IUaMmDtVFE4dFsC3Bb2mlcLF1OSOkU0Neh1FxbJMZUPQfeZKW7qOnrk+nCzfsn3MsfbM3SnPaLKw5iiSnWHsmaHbrZrytUSJ0/iRF5J5BrD0TtCTrCDpnjm8EnQDOz0vze+Quz21sRUSI+sJ09Iap90UIOgFa0nU0SR1+n3dvto7jnPq3uXlxI1QNDQ0FnfZQ3tOpikVIG7OguVqVn5Cljbby4Zs2wl7/83+El/43xjpXMpYs/dy7DJ+1IsGxCHUNURf/Gs7JH2ICnaQ6tzCY/hDJ3tnjC90/jP/VwTNaU4edEJEfjSITmU/4Vl+S0A8HCbb7Gb4ujIvLRDJG4xGrZH+vMpKGZXPfx2f7aH/ExTo2DHDO0tTAlfUc7yhOfPMZHx8nGo0C0NnZycmTJ/M+1sqVKwkGg4UKTZUBTRzyMJxI8VjfMCPJFHFdlll0AdHEIR926vSbtQAND/z9qR0qJpbfwPHN7+WktJAuxQqLSGZEwWkXInU7CPf9PVZP36ngJNGDP9FDY2s9g813YgeTxI+dOyAqky6tTxpObLVJp9MEHD9NPxpHxs+dFpDeBI3fTGCApjobGStdjYypt4HZC3ktsWjfJVjHZq+DSEe9a5g0OTl5KnGIRCIEg0FisfzqSzRpqD6aOOQhlk7TPVG5hU+VJiSLK4irVb7Y7IW74SO/YM2RX1B31Sc4UH9lUeOoc8BZ1kPL0L/iH/o5zPH+Hei/myXcjRmH/qXfnzF5sPZP0kEI0xTCenIEmaeUQADGSldvYIDhVcyaN1iWRcfhANaeuRMZ/44xuLbQ0eVmYuL0746IEA6H80ocHMfRHVCrkCYOedDmT6XloCtX8mFPzP8JOxEs7lh4Z7qblT9514IfJwL11lfps++E9Ll/b9b+SaA82z0LEJ70MTnLq2vb8SD2juF5j+N2BQBvPqD09/ezbNmyU7UOjY2NDAwMLPg4ugyzOmkqmAdt/lRaPlOebxDlzjfSN+99EoGmgj+viNBBPxft+jQr71940jAl0P8t6ldV5Oa5BO8dpCV9biFnS7IO5zfzJw0A6VbvPtelUikOHjx46uuWlpYZkwDbtgmHw7OumtDVFNVJRxzyMMMHIFVEljuum1jlwTl5eN77xH3RuabiF6zZF2P5k58h1P1QQY5Xd/yTjEX+C3eGGoZyJkDoB4O0v7SR3mime2S9HSH4vcE5H2e6AkxsC+NahjGJ4eUv/tjY6X05bNtm06ZNDA8PIyIEAgECgQCO4yAiuK7Lzp07SSTOrEfS+obqpIlDHtI64lBSxtWpinw4R56e9z5JHEQMi/2VjjouK5/9e+oO/HBxBzqLlR6iftkTDO3fUtDjlor/gSHq72gkaaWJ3jOMzPN9HrzSz0RyjHLYH/7s2gS/309bW9us921tbeXYsWNnXK9TFdVJE4c8pLXGoWSscngFrUA+K4yVQ6fNi35wMwAGGzfYgOuPkg424fobcP11uE4ExMZYPlwnQtqJ4PoiuHaAifq19JomGp0EF/zgtUiRPh5Hjv0lo/XfJT1SWaMOU+qeScDxBJLDMtimH4wTvLmBQXvck11Bp1toA6upVRjT6VRFddLEIQ864lA6LhZxZy1O+imvQ6kojruw8iUhjR0bwI4N4Iy8mNNjDDapW75N15OfK1rSACAmhhU0pCu047j1Qu4jZhJzCX9/EN+NjfTWZ6Y4bMsmIkEmiJNKz95Iq9AWuhHa5OSZtUh+v18bP1UpTRzyoIlD6bT5xgkkXtBxhwWyU8X/dC6kOe/e1xa9qZKxoiT7a+tvznlslMirIvhci8hzSaznh4j6hfhLG+kPjM1/gAJwXRdjTE4tp1Op1Bl7WkSjUS644AJ8usV4VdKfah50VUWpGDbJg6TTuqpioawSbZtdik6MqeilMFFbf3MynqbxmyNnfH8lYbCHXWgvTQzGGNLpdE5v/j09PSSTmSpbx3E4//zzNWmoYrocMw9a41Aa6wMndI+KfJUocSiFtH+e3s1VaqakzPnNMJ1HQzRKpCQx5FpnMTR0+u906dKlp/o/qOqkiUMeEpo4FJ0jKTrSO7wOo2JJFSUOdmxvaYY2KoQMJIn78p+KamrKrXeHZVk5jRrE43HGx8dPfa1JQ/XTxCEPiSp6US5XFwf346ZLM5dbnaonuRV3gsY1zxBYqn937poQJ7YaJpP5t2FfuXIlW7ZsoaOjY8520B0dHTnVN/T395/xdSVvJ65yo5NQeUik9QWsmJrtSYLxp6vora/0qmnEwTe+C7tuP+nYVqY6ItlRG6cxRuxI7Xy6NV0Bei9e/Btzb28vK1asYPXq1axYsYKJiQmMMcRiMRKJBLZt09TUlHPzpun7WoAmDrVAE4c86I6YxROxElxkP0w6qS8+i1FNiQOAM/oIdvD3SIkQXX2M6In/gfTF6F/6rRk3wqo2ps2h7wqbVGpxbT4bGhrO6Ldg2/apr+vr6/M6Zjx+5n4aU0WSqnpp4pAHnaooBsMq/yCrzG9JJ7UgctFMdf2O+iaepXX8VghFkWOjp65vGXsvvU1fJDVYvYmmaXbovz5AIhnHsixsyyKZyq+fQ0NDQ841DrlIpVJn1DcAjIxUaMMNlTNNHPKgUxX580uKJt8kdVacsMQIyiR+JnDSvaSTJ3VPigIRU33fSRHAHT3jOivRQ0v9J+gNfgITq75zBkhujRBPjhP1han/9SRmMknshijjgQTxZGL+A0zT09NDW1tbwQoYR0ZGzll5MTExgeu6up12FdPEYYGMMbqqIg+r/AOslOdwE92QOvf7V50v+d6RGppndkYeo6XtP+jvfgtU4d+m/+dDLD0vDG4C6U1ktu3+/iChRh8T10cZJPci4mQyyfDwMK2trQWJbfpGWFNEJKeiSlW5NCVcoKRrtGhvAYKS5OrQTpYnf4qbOEo1VfuXMylha+JyEOz7Go2rqnf5rrV3Amv/mY3QZChF+AeDma26F9BsaXrPhcVqa2s7Z2ShsbFRE4cqp4nDAuloQ+7WBfq43L4PK7bb61Bqjj0+9/bN1aju2F9Qt6bP6zBKStIQeD5GyxGHqC+Mz/ZhWzYt6TqWHA6y5Ni5e0X09/fPOFKQj1AoxNq1awkEAti2TUNDA6tWrSrIsVX50qmKBUpVWdFZMYQkwbbgLojpHhNecKwI4acKu711pWg49gekur5N7KjtdSglYx2YxDowSf1uH1G/QKODtTeTOBog+Po6YsnTKx8KvflUS0sLLS0tBTueKn+aOCxQSkcc5nRB4ARLUo/hxnLfEVAVVkNPN/ZYbX3yniKkaB5+D70tXyV1snbqPABkOJVpsNmXWQ4Ze0UTY9HkGUkDZDo72nbtJFaq8HSqYoF0Z8y5LUnvwHU1afCSPTFMfN1LSCzfgrFqp0HSFCvZR5v7YaxQbb85TiUNZ9cbRCKl2edCVS8dcVggHXGY3fJIgLb6m0gl+0kkBkgkBkgmB3Dd+PwPVgVzYvVKWL0y+9VtOFYYJy34J8bxD50gvOt+fH37PI2xmCaWfIgYV+GO1u5EWerKeoIpm+bHU8QvCnHSGUNEuOCCC2hoaPA6PFXhNHFYIN1S+1wCXNwS5aKmOkRagNWnbstszTt+KomYnlCkUroXRfEZku44SYGJCBBpZ0nsSuqqNHFwfU0MvPhyrKANqdqaqpjO98gIddn/B0dSdC7xk766kcbGRk/jUtVBE4dpRpMpRhIpOkJ+fLM0L9ERhzMFbIvrlzSxNByY8XYRweerw+erA1accZvrJkkmB0kkBrNJxeCpr41ZWGMblRvbCuD0HfQ6jKKxUoMsafpT7NghuvmG1+GUBRlOYS6MaF2DKhhNHKZxDfz02AA+EW5e1kJHyH/OfXTE4bS2oMP1S5qpc/J7QbIsh0CgnUCg/Yzrp0YpTicVg9lRikGSyRHQtRp587sOgX0PeR1GUfkmniUdWO51GGXF99Aw4eW68kEVhiYO09Q7No4lJF3DrsExOkLNDMSTjCZTLI8EsUR0xCHrgoYwl7c2YFuFb/QyfZQiFDrzDcCYNMnkEInEyexlgETiJMnkIKYK2ywXmqE2GvMk66+FYa+jKDN7x2GL10GoaqCJwzQiQmvAoWcyweHxGP954Djx7L4UN3Y2sbIuVPMjDgJc0d7A+gZvKrNFbPz+Fvz+Mz89GeOSTA6TTA4Qj58kmZxKKnTaYzrLdXGdEFZycv47V7AJ+9Veh1B2YnsGMUkXcXQxnVocTRzO0hL00zOZeaOJT9vMaiS7zXOyhkccoo7NNR1NM07heE3Ewu9vwu9vIhJZe+r6zLTHBMnkUHaqYyg7/TGUHaWordbME9Y4L775z1nx3b/DHu31OpyicH0tTB5rRKe0zuSOJhh75BjRa7u8DkVVOE0cztIWmHnd+4tjk6xvCJOs0S21l4T83NjZTMCurE8rmWmPCD5fhFBo2Rm3nV7xMXgqqTj971DVTn2k3TiJ5VsJPfdTr0MpitGOT2H21+bf6XxGHjhM+JJ27LryS/5V5dDE4SytwZkTh75YknuP9BN1au9bti4a4qqORuwq27jmzBUfZ9dSGFKp0RlHKZLJYSr90+zE2suqMnGYWHIXo/tXzn/HGmXiaYa+v5/mN6/XjahU3mrvXXAeEZ9N0LaIpc99YxhKpBhK1NbQ9sXNUbY019Xci4yI4Dj1OE49cOYbkTEuqdTIWcnEUPZSGas+nOHqm6YwRhg68Up0k/a5TT7dT/zSQYIXNHsdiqpQmjicZapA8uhEbXc7DNoWV7c3sqIu6HUoZUfEwnEacZxzm+lkVn2MTEsoRkilRkilxkinx0ilxvFia/GWk+PYE6Mk61txHT/RX3+h5DGUgqnhGqSFmHz2pCYOKm+aOMygNVjbicOaaIgr2hoqrp6hHGRWfWSKNKd30JxiTJpUajTbl2LoVGKRTA6TSo0UrT136OATBHf/vCjHLhciBn9Lkni3NjqaV20NIKoC08RhBi2B2iwcsgUub2vg/PpwzU1NlIqIPetoBUA6HTuVREwlFKeTi5G8l5ZKbHQxYVcMn3+MOLoXw3x0ZYVaDE0cZjBbgWQ1q/PZ3NDZRGuwNpOmcmHbQWw7CHScc5sxBteNk0qNEI/3Mza2m4mJF8ll6sMaHyp8sGUonPwB47zN6zDKmlXnYDfO3CJeqVxo4jCDsM8m4rMZr5FNcrrCAa5d0qRTE2VORE4lFoFAO/X1G0mlRhkdfZ6RkWdJJgdnfaw1MVDCSL0T6P86oRWvZ/KwvjFOkZAPK2jj74oSWNuAf0U9on/rahE0cZhFa9BhfKy6E4czd7XUqYlK5PNFaWraTmPjZcRiPYyOPsvY2B5c98wpDWti9qSi2tTHPsskH/M6jLJgRXx0fPhS7dugCkoTh1m0Bf28OBbzOoyimW9XS1VZRIRQaCmh0FJaW69nZORpTp58+FRnTDfSij1WfUswp8Ta3sqo+wYsO0VyLIwuyQT/ynqaXneeJg2q4DRxmEVbFdc5tAYcbujMf1dLVd4sy6Gx8VLC4TX09t5HLHaMZOcF2HurOHFwbiJ+wAZsNGnIqLt6KU5b2OswVBXSia5ZtAScqlyxdH59mFd2tWrSUAP8/iaWLXsDrc3X4gx2ex1OUTV034m/0+soykNwYwut795M6MJWr0NRVUoTh1k4lkWjv3oGZGyBl7Q3cnVHI74ibIWtypOIRWPzNuw3fROWX+51OEUjAtHAj/E12WALErAIrZwkuvYwDWt3E117FKe9+l/uAusaaXnLeoLnNWndkiqa6nlnLILWoJ/BKmgxrUstFa3r4M4fw2P/BA98ClLVV78TOv4PhPgHTPZVTU6ceXug7e3084bSB1YiwY0tNL12HeKr/gRJeUsThzm0BR32jngdxeIsDQe4bkkTQV1+pSwbrvwgnPdy+N4H4cijXkdUFLN90A70fxMr8mbc8cqugZCAjX9ZHaELWwmsa8QK+UgNxPAviyK2jjKo4tPEYQ6V/gn9oqY6Lm6JYumQpZqudR3c+SN45B/g538J6fy6UVYaMZOEO44zdqDN61DyIkGb4HlNNN22Dit8ZvG2rpxQpaSJwxya/D4sgUrbN8cnwjUdjayKhrwORZUry4ar74K1N8I974Pjz3gdUYlU2B9zlq8tRMddl4BPtHZBeU7Hr+dgidDsr6xlmfWOza3LWzVpULlZshn+4Bdw0yfAV/07oaZTlbmPRWbXT6NJgyoLmjjMozlQOYnDikiQW5e30VhBMasyYDvwkg/D+x6G5Vd4HU1RpSYrL6EOnNdI+we2IrqEWpUJTRzm0VIBjaAEuLQlyo2dTfi1CFLla6r24eV/Db7Ke4PNSYV9YPevqqf1HZuwI+X/OqRqh77LzKOlzD+9ByzhZUubuag5qsOYavEsG678ALz/YVhxpdfRFFwoutfrEBak8ZY1urxSlR39jZxHk798O0i2BBxes6KNZZHqn5tWJdayFt75I3jF34BTPW2LhaTXIeQsuLEFf1fU6zCUOocmDvPwWVKWHSTPqw/zqq5W6pzyi01VCcuCK96XGX1YdY3X0RREyu3wOoTc+CwaXrXa6yiUmpEmDjkop+kKS+Cq9gaubm/Q1tGqNJrXwNu/D6/+LPgr+xNwcqLZ6xBy0vCyFTitVVpnoiqeJg45KJcCybDP4lVdrVzQENF6BlValgWXvRs++Cicd7PX0eQtNVral7zAMhcJLOw5nSVh6l6yrEgRKbV4mjjkoCXgfVe2jqCf1yxvo63Cu1mqCtfQBW+5G277Zwg2eh3NghgjuAm3pM9ZL1+lveHT2PU5LqUUaLh1LaKro1QZ0wnyHDQHfAje9Zzb2BjhstZ6bR2tyoMIbHkTrLkBfvgnsPteryPKiRtaDUMl/Cu2wBn8KVZ6hLa6j9Mb+atT+2RYER8mbfA1BbEbAohj4V8eJXRRK75GLXZW5U0Thxw4lkWD38dQiXfKtEW4ur2BtfXVU9Wuqki0A974H3BiFwwdhuFuGMlehrth5CiM9IBbHisZUuHNMFS65/M12FiTmV3yfGNP0tr0OfqSf0zksiU0vHoNojVKqkJp4pCjloBT0sQh6tjc2NlcUZ0rVQ0SgSUXZi4zcV0Y78skEcPdMHwUTu6DJ74CbmkT8XRgbUmfzwqmYfL01/7Bn9KypIN0x0c1aVAVTROHHLUEHPaPTs5/xwLoCge4dkkTAZ3nVJXOsjIjE9EOWHbp6esvegPc/Q4YO16yUMI9nyPQ8C1S0auZ9L+SxHgryUHBFKnuQeTc4wZ7/x1T9yqgqyjPqVQpaOKQo1KtrNjaHGVrc52umlDVbcUV8N5fw3feAwd/XbKnteNHsONfJ8DXATAC6ZbNDAY/Tby7sHtBGDPz37DUVcaSUKVmo4lDjordy8FvCdd2NLG8TgujVI2IdsDv3wO/+hv41d/iRfmxCPjGdxFsfI44s0y35MiK2ARaJohwD76J5yA+ywhlkzZ2UpWtaGPhIhIUkd+KyFMi8qyIfDJ7vYjIp0XkBRF5XkTumuXx7xCRvdnLO4oVZ64cy6KhSF0aG/0+bl3epkmDqj2WDTd8HN72LQh590k8cvyvkWD+Iw6hFXE63dtp6b2DYO+/4xt7PJM8nM1fB3Xti4hUKe8Vc8QhDtxojBkTEQd4SER+DGwAlgPrjTGuiJzzVyQizcBfANvIfAx5XES+b4wZLGK882oJOAwnC1vQtaYuxFUdDTiW1jOoGrbuJnjfg/DNO+Hob0v+9FZ6hJa2/yLmXEsq2UJ6MkBqFEx8nvoHC6Kru6nv/iBCDq8NzaszwxxKVbCiJQ7GGAOMZb90shcDvB94izHGzd6vd4aHvxy43xgzACAi9wOvAP6rWPHmoiXocGCsMAWSAlzWWs/GRu0CqRSQaS5154/gZ5+AR/6+5E8f7PsqQb56+goBN9JIuu5CUsH1pHzrSJt2UokmUpN+xDY0Wf8bf/fPc3+S5tKu7FCqGIpa4yAiNvA4sA74B2PMYyKyFnijiNwG9AF3GWPO3ut2GXBk2tdHs9edffw/BP4QYMWKFUU4gzMVqs4hZFvc0NlERyhQkOMpVTVsB17+6cyW3vd8AOLDnoZjpYewhh/EGX6wMAds0cRBVb6ijo8bY9LGmK1k1h5tF5HNQACIGWO2AV8AvjjDQ2f6CH5O5ZQx5l+MMduMMdva2toKGfqMCpE4tAUzW2Fr0qDUHDbcAu/9FXRu9TqSwmpe43UESi1aSSbWjTFDwC/JTDccBb6dvem7wEUzPOQomTqIKV3AsSKGmBO/bVHv5F9Atb4hzCu7Wgn7CrvsS6mq1Lwa3nUfbHu315EUjiYOqgoUc1VFm4g0Zv8fAm4CdgP3ADdm73Yd8MIMD78PuFlEmkSkCbg5e53n8tnwyhZ4SXsjV7Y3Yms9g1K5c4Jwy2dh/S3gC0LbBlhzvddR5U9rHFQVKGaNQyfwlWydgwXcbYy5V0QeAr4mIh8mUzz5HgAR2Qa8zxjzHmPMgIj8JfC77LE+NVUo6bWWoMPBBRRIRnw2N3Y20aq7WiqVv1d/FmLD0HZ+5uuf/7/w6894G9NC+UK6FFNVhWKuqngauHiG64eAV89w/Q6ySUT26y8yc/2Dp1oXUOfQGfJz/ZImgjo1odTiTLWtnnLDn8HxXfDCj72LaaEaV+hSTFUVtHnAArUEnBkrN892YVMdNy9r0aRBqWIQgdf+I9Sfs9iqfBkXnvkWHPgV9D4PsRGvI1IqL5o4LJDftmidY9+KoG1x89JmtrXWY+mnC6WKJ9wMd/wrSIUk5yf3wrffDV99DfzjFfDw572OSKm86F4Vebi6vZFY2sUWwRLwWYItgk8Ex7Lw6Za5SpXGyqsyxZM/+wRMetpYduFMcXblVKrYNHHIQ1ORN7xSSi3Ape+Eza+Dx78Ev/n7km7VvSg6IqkqlE5VKKUqX6AOrvoQ/NFTcMvnoHGl1xHNL9jodQRK5UUTB6VU9XCCsO1d8KEn4I5/g47FbZVdVM9+F37x115HodSCaeKglKo+tg8ufF1mx823fguWXuJ1ROc69gTs/JrXUSi1YJo4KKWqlwic9zL4g5/DW7+d2TyrnNQv9ToCpRZMEwelVPUTgfNugnf9BN75I1j7Uq8jyoh2eh2BUgumiYNSqrasuhp+/zvwB7/I7IHhlXALtG/w7vmVypMmDkqp2rTsEnjT1+ADj8JFbyx9I6lXfQau/2hpn1OpAtDEQSlV29o3wO3/Ah96PNMTwi7RhnRNq0vzPEoVmCYOSikF0Lwabv18phfEpttK8Hxriv8cShWBdo5USqnp6pfCTZ+A1dfBSDeM9sBYL4ydyP7bCyad37Evfz9c9h4YPgIhbQClKpMmDkopdbamVbDtzplvc12YHICJARjvyyQW4/0QG4Zf/y24qdmPOzkAresyF6UqlCYOSim1EJYFkdbMpe3809cnJuBXfzP3Y0d7ihubUiWgiYNSShWCPwz/80RmGmL4aOYy+CLs+xl078jcx4l4G6NSBaCJg1JKFYrtZIoezyh8NKcTh8YVnmWZqhsAAAebSURBVISlVCHpqgqllCqm8f7T/9fEQVUBHXFQSqliuv6jmeWdgwdh2Tavo1Fq0TRxUEqpYqprz1xWX+N1JEoVhE5VKKWUUipnmjgopZRSKmeaOCillFIqZ5o4KKWUUipnmjgopZRSKmeaOCillFIqZ5o4KKWUUipnmjgopZRSKmeaOCillFIqZ5o4KKWUUipnmjgopZRSKmeaOCillFIqZ5o4KKWUUipnmjgopZRSKmeaOCillFIqZ5o4KKWUUipnYozxOoaCEJE+4EWv4yiwVqDf6yA8UsvnDnr+ev61e/7znftKY0xbqYJR56qaxKEaicgOY8w2r+PwQi2fO+j56/nX7vnX8rlXCp2qUEoppVTONHFQSimlVM40cShv/+J1AB6q5XMHPX89/9pVy+deEbTGQSmllFI50xEHpZRSSuVMEwellFJK5UwTBw+JyFYReVREdorIDhHZnr3+I9nrdorILhFJi0jzDI9fLSKPicheEfmGiPhLfxb5m+38s7ddn73+WRH51SyPv1FEnsh+j74iIr7SRb94BTj/l2bPf6eIPCQi60oX/eIV4PwfnPZ3ckxE7ild9ItTgHMXEfm0iLwgIs+LyF2li37xCnD+XxaRg9N+/ltLF73CGKMXjy7AT4FXZv//KuCXM9znVuDnszz+buBN2f//E/B+r8+pEOcPNALPASuyX7fP8FgLOAKcn/36U8C7vT6nUp1/9voXgA3Z/38A+LLX51TK8z/rWN8G3u71OZXwZ38n8FXAyvV7VE6XApz/l4HXeX0etXrREQdvGaA++/8G4NgM93kz8F9nXykiAtwIfCt71VeA1xYhxmKa7fzfAnzHGHMYwBjTO8NjW4C4MeaF7Nf3A3cUMdZiWMz5z/X4SrHY8wdARKJk/hYqZsSBxZ/7+4FPGWPcee5Xrgrys1fe0FUVHhKRDcB9gJD5BH2VMebFabeHgaPAOmPMwFmPbQUeNcasy369HPixMWZzqeJfrNnOX0T+DnCATUAU+Lwx5qtnPVaAQ8AdxpgdIvJ54EZjzIWlPIfFWMz5Zx9/DZk3y0lgBLjCGDNSqvgXa7HnP+04bwdeY4x5XQnCLogC/OxPAp8FbgP6gLuMMXtLFf9iFeD8vwxcCcSBB4CPGmPiJQq/5lXUnHAlEpGfAUtmuOnPgJcCHzbGfFtE3gD8G3DTtPvcCjx8dtIwdegZriu7LDDP8/cBl2ZvDwGPiMij00YXMMYYEXkT8DkRCZAZ+kwV92wWrljnn/Vh4FXGmMdE5CNk3kjeU6RTyUuRz3/Km4F/LXjwi1Tkcw8AMWPMNhG5HfgicE2RTiUvRT7/jwHHAT+Zvg9/Sma6UpWC13MltXwBhjk96iPAyFm3fxd4yyyPFTIbwfiyX18J3Of1ORXi/IGPAp+Ydr9/A14/z7FuBu72+pxKdf5AG7B/2tcrgOe8PqdS//zJTFmdBIJen08pzx3YDaya9vhhr8+p1D/7afe5HrjX63OqpYvWOHjrGHBd9v83AqeGGkWkIXvb92Z6oMn8xfwCmBqefcds9y1js53/94BrRMSXna65HHj+7AeLSHv23wCZTxz/VPSIC2sx5z8INIjI+dmvXzbDfcrdon7+Wa8n86YRK2qkhbfYc78n+ziyx5ltNKZcLfZvvzP7r5Cp7dpV9IjVaV5nLrV8AV4CPA48BTwGXDrttncCX5/hMT8Clmb/vwb4LbAP+CYQ8PqcCnj+HyFTXb0L+ONZzv8zZF5U9ky/T6VcCnD+twHPZB//S2CN1+dUyvPPfv1L4BVen4sHP/tG4IfZn/8jwBavz6nE5//z7LnvAv4DqPP6nGrposWRSimllMqZTlUopZRSKmeaOCillFIqZ5o4KKWUUipnmjgopZRSKmeaOCillFIqZ5o4KFVCIjK2gPteLyJXTfv6fdn2yojIO0VkaR7PfyjbrlwppfKiLaeVKl/XA2PAbwCMMdMbXL2TzBr2StvYSilV4TRxUMpjInIr8D/J9N0/CbyVTJ/+9wFpEXkb8CEy/fvHyGzutQ34mohMkmk3/jywzRjTLyLbgP9ljLleRFrI7K7aRqZZmEx73rcBd2Wf9zHgA8aYdPHPWClVyXSqQinvPURmZ8uLga8D/48x5hCZFtqfM8ZsNcY8OHVnY8y3gB3AW7O3Tc5x7L8AHsoe+/tk9rSY2p3wjcDVxpitQJpMwqKUUnPSEQelvNcFfCPbf98PHCzgsa8FbgcwxvxQRAaz17+UzC6Ev8u0+ycE9BbweZVSVUoTB6W893+Bzxpjvi8i1wOfyOMYKU6PIAbPum2mvvICfMUY87E8nkspVcN0qkIp7zUA3dn/v2Pa9aNAdJbHnH3bITIjCAB3TLv+12SnIETklUBT9voHgNdN22G0WURW5hm/UqqGaOKgVGmFReTotMufkBlh+KaIPAj0T7vvD4DbRGSniFxz1nG+DPxT9rYQ8Eng89ljTC9w/CRwrYg8AdwMHAYwxjxHpiDzpyLyNHA/0Fnok1VKVR/dHVMppZRSOdMRB6WUUkrlTBMHpZRSSuVMEwellFJK5UwTB6WUUkrlTBMHpZRSSuVMEwellFJK5UwTB6WUUkrl7P8HByeOzLqnM3gAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# set legend style\n", "lgnd_kwds = {'title': 'School Districts', 'loc': 'upper left',\n", " 'bbox_to_anchor': (1, 1.03), 'ncol':1}\n", "\n", "# Plot the school districts using the tab20 colormap (qualitative)\n", "school_districts.plot(column='district', cmap='tab20', legend=True, legend_kwds=lgnd_kwds, figsize=(7,7));\n", "plt.xlabel('Latitude');\n", "plt.ylabel('Longitude');\n", "plt.title('Nashville School Districts');" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the school districts using the summer colormap (sequential)\n", "school_districts.plot(column='district', cmap='summer', legend=True, legend_kwds=lgnd_kwds);\n", "plt.xlabel('Latitude');\n", "plt.ylabel('Longitude');\n", "plt.title('Nashville School Districts');" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the school districts using the Set3 colormap without the column argument\n", "school_districts.plot(cmap='Set3', legend=True, legend_kwds=lgnd_kwds);\n", "plt.xlabel('Latitude');\n", "plt.ylabel('Longitude');\n", "plt.title('Nashville School Districts');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Map Nashville neighborhoods\n", "This time you'll read a GeoJSON file in to a GeoDataFrame to take a quick peek at where Nashville neighborhoods are." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " name geometry\n", "0 Historic Buena Vista MULTIPOLYGON (((-86.79511 36.17576, -86.79403 ...\n", "1 Charlotte Park MULTIPOLYGON (((-86.87460 36.15758, -86.87317 ...\n", "2 Hillwood MULTIPOLYGON (((-86.87614 36.13554, -86.87583 ...\n", "3 West Meade MULTIPOLYGON (((-86.90384 36.12554, -86.90328 ...\n", "4 White Bridge MULTIPOLYGON (((-86.86321 36.12886, -86.86321 ...\n" ] }, { "data": { "image/png": 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EpNyklD5gmhAiAXhfCDGJwErMKaUsEEJcDrwIzA8ztxSYIoQYBiwVQrwDhLOvyTDHEEIsIbB9JTf32125de3h1/D4Ok5lGiia/eU0mwrRaKP3fZSSksLy5cvZsGED1dXVrccbGxtpbGxk//79Hc79+uuv2bhxI9dff/2gVG5SSrYs/TXHti/F625LSyvf/xmrn7uaBTe/jN6ciLNyGZZNNyA9FgDsBx/HkHUFxuHXoUueGy3xBw3d8pZKKS3AGgL2sTLg3eCp94EpXcytAPYSUIBlQPYJp7OBig7mPSelLJBSFqSmpnZH3CGF02Nn9YEXoy0GADEiE6NzGC226KVGLV26lA8++KCdYusOXq+Xwfr3JIRgzOk3EVhTQKw6p/Vcfel2Sncvw1X9OY3rv9uq2AD8rlpajjxD0/YfD7jMg5FIvKWpwRUbQggjcA5QCCwFFgWHLQAOhpmbHZyDECIRmAcckFJWAlYhxJygl/QG4IM+eJ4hy9dH3sTutnQ9cABI9U3j0IamUz7v02AwRFuEDjm86Q18HiejNJcwa8330YsEhErN9It+w/DJC7FsuhZkeJOA9IbP1f22Ecm2NBN4JWh3UwFvSSk/FkKsA14XQvycgMPhNoCgPe0OKeVtBDyqfxFCSAJb0cellLuD170TeBkwEnAkKM6EDhgsZY2Oo/HEA4ND0faGP/3pTyQlJbF48WLmzZsXbXHaMensn3Jk83/JLpqCtDQzt/hHNNziZtyZt2PZdCN+V22Hc6VPUW4Qmbd0FzA9zHELcFGY41sIKjop5So62K4Gx03qprzfSjYXf0xjS9hde8QYtbE4PKHVcDtCJdToNaawc6RT3ytZBgK1Ws2NN97IZ599RklJSdgxHo+H6upqvN6+S/bvK/TmRMaecRtfuh9jgeMXmKeNJuOcs3DVfomj5LVO5yrKLYASJDTI8Us/q/Y/Q17SVMos+/H6ux+0GmdIxevzkJs4CZMuHp/fi0al5WDtRnx+T8h4sy6RjLhRNDmqSTBmUNnc3gnubRnciS2JiYncfvvt5OfnU1xcTGVlJR5P++e86KKLcLlcWCwWsrOzO7hSdJl83r1kT1qMfe8RYs89C/xOmrbd2eU8tWFgs0cGK4pyG+TsqfiCsqZCAPKSpnKsYWen4zUqHT6/h0RTJvGGNFRqLULC4brNlDS230rGGdJIMeeg1xjZX72u9fiw+DEcqt0IQIo5F5XQ4JdtqxuHbfCtdE5k/vz55OcH2gZeddVVzJkzh61bt7ZmNwBccMEFaLXaaIkYEUIIkrImk5Q1GYCmXb/AZy3sdI4p/y7ipv1tIMQb9CjKbRAjpWTFvn+0vm/xNJObOInGlkqsrvp2Y2P0SeQkTuRQzUbUKi0NLRU0dLGVbXbW0OwMxF6nxgzHpEvA5/e2KjaAOnsJI5NncKR+W+sxa5M95FqDia+++orzzjuvVXnl5ORQW1vLr3/9a+x2O8uWLRv0iu1kPM37aSnqvMSVadTdxE39K0omYwBFuQ1iDtVu5Ehdm1KpsR5tfZ1ozCQ1djgHazaQaMrE5XGwv+qrHt+r1lYMhK+ZZtDGtL2RoNfraLEPXruO2+2mpaWF+Ph4ILACmjlzZuv5jPRcCvfXkJxiIjHRhEYzuLfZAO7qVR2fVOmIGftLYiY8pCi2E1CU2yBm2Z6nOjzX6KjE4qhhXPoZgKSw+ut+k6PJ0ZZZZxYZ+P3RT//qjOHDh7cqtnAUHW7grTcC2/u584bz3SsnD5RoPcbXEr4asT59MfGzXlQyE8KgKLdByoHqb7pUWBIfhSfYyvqL8qZCshMmUGbZxzDHQg5ZBncYyKRJnTvhGxvbKpqYYwKduY73Tx20Kx8RmlOqTZxF4unvI9SD33sdDRTlNgjZUvIxL28YXFVn3V4HqYZROIo7btM3WEhLC1egpo2YmDZloNWosdlcGI1aHrhvOWazjvTMWDIyYlh84TiMxsFhm1Mbh4Uc8zRuxVnxAcacq6Ig0eBHUW6DCL/08/HuJ1i2t+PtaH8zwn8+aksmh5NeandcbU9B6u34PGFTgAcVpaWlTJo0qcNV2PC8RJJTTMTE6FmxrJAVywpb7W52u5sjh+s5criexReOG0ixO0UTG04WP5ZN14FQY8y+YsBlGuwoym2Q4PY6eGnDPWwrXR5VOdTuOGqKbeTHXUqR+kMEGvKbruXwjmogmUABmMGBRqPh/vvvx2azsWrVKpqbm8nIyMDn83W6vRyWFce99y9g5/ZKHC0eampseL2hdsS3/7uT7JwExoxNJTunYxsewIHGalKMZpINMZ2O6yna5NMIJAidJKf0Ydl4DUL1NoZhl/bLvU9VxHFbw6lAQUGB3LJlS7TF6HMcHitPrr62yxi2gWC0/VoObQ6Emeh0OowmA02W5ihLFehCP3HiRLKzs8nIyCA1NZWMjAxUKlWv7GR+v2Tv7ipWLi+ktiZ8iMutP5zN2HEdb3U9fh8TXn8In9/PZ5f9nJHx/dPnoX7NQtx1HXjEhZaEWS9izL2mX+49WBFCbJVSFoQ7p6zcBgGfH3hxQBSbECrUQtN5loO37U/C7XYPijLe06ZN4/rrrycmpu9XRSqVYPLUTMaOS+Xlf23m8KH28YNpaTGMGdt59ZDqlmYc3kAGhEYVGlYipcT6x9WIOD2G88agHdu5TbAjjMOv61i5SU+g/JHfhSnv5h5df6ihKLcoY3dZBiwp/o+XfE2cIYUa2zH+9sX1WBxVTFVPJNlrxi8kPiFRaeyEVByNEgUFBVx00UUMGxZqTO9rdHoN1944k789/iUWS1u1k9Pn53W5Miy2tlUjjtO1rzTi2VtF00Of4t1bjfmOuQhdzz9yhpwf0LzzXqTX1sEISdOW2wGBKe+mTq/l+vIIutPzEKdAjF9PUZRblPl0/7M4u5HQ3lNM2jiSzAElMSx+DGqVhnztSLKOWmmp2wOAGiDWQqBocvRQqVTcddddTJ7cN/FnbkcTa/51A6aETEwJWYyYcQWJwyaEjDObdVx/cwHPP70Bp9OLXq9hRkHXBTk9fh9nZ4+jsqWJBH1blVzrX9bS8uYOVMnmwHMlm9CMSOrxc6g0MZhG3on94GOdjJI0bbkNodJjzL069Kzbi+W+j3GtKSLmzrnE3Hl6j+UZ7CjKLYo0O2pZffClrgf2AcMSxrZ7/9CFn+O2NfDVy7dwYq5BqeoM+rsHaVdcddVVfabYWpqrOLb1XZy2Whor9uD3efjUnEPdkX1kxSQwzJxAtjmBnNgkMs3x5OQm8LNfnMm6tUeJjdNjMHQdCrIwawxryg4wPqktkNZXbcX+0mbUmXEkvfR9mv7fSrxF9Z1cJTLMY35GS9E/u6j8IbEX/R+GnB+0W3X6qq00/XoF7vWBTBTn6sOKclPoH5bv+wduX2Qt8jQqPfHGVNJjR1LeVNguayASzh13e7v3Oo0BXcIwVOr2H15/lP1LCxcuZOHChX12PVNcBhPO+hETzvoR0u+n9tgmbt2zie31oQnoKiHINMWTFZNATnIij8y9LOL7PFhwAb4TGvf4qm3gl6iGxaHOiMV48QS0U3pfrUNtyMA87gFse3/T6ThP/Xqad95D3NTHEcEAYFWiCc/etsrFQj10t6SgKLeo0WAv56vD/4l4/Pdn/pYzR10LQEnDbt7f+RiNLRVcf9qjqIUWlRBsLV3B7vLP8UkPVc1F7ebvKFvFtOzFIdfVmRLavY+WCSYhIYGbbrqJ8ePH99s9hEpF2sg5JB8phPrQogJ+KSm3Wyi3Wyi2NmDWRB6wrFO3/yj5a6zE/+USVMGAYeOlE3sn/AnEjLsfb9NOnGXvdDqu5fBT+KwHiBv1Kp7N1SAl2nFpuDcG69sNYXsbKMotaizb+/du1WazONq+cXOTJvPTs15FStlu25GbNJnvTv0lB6q/4Wj9DnISJxBnSMGsSyRGH97Wc9at/8brbmHNizdQe3QTw5pew55xNWajmkNHB2Z7OmrUKO655552bfn6k2kpOXxW2nnpoNHxab0KMRFxBnQT0luVW18ihJqE2a9jkT6c5e93OtZV/Qn2Y2/i+NPgLXTQXwxt1T1IqbEeY/2Rt8KeG5s2l0VjbmZq1rlkJ4zHrAusrIobdoWM7ejDNzZ9LudPuJOJmQvISZxIknkYOk3H/QI0OhNTF/8ycE3pYbT3PbIcy5k5fmAaqJSWlrJ06VKklHg8HiwWS7+2DKxzduRtbGOYufOg3a7Qz87FvbEE59qirgf3AKHSkHDaG+hSz+pyrF8XvhKxvzEyk8ipirJyiwLL9vwNfwfNPU4feRVzRlze7pjH58Tuaur1fR3WWqT0YTCnoDppG2VOykVnSsDdYkF4beC1YZIDk43gcrn49NNPKS4upri4GKfTiRCCGTNmsGjRIpKSkkhK6rmX8WTun7EYjVDxwr6OCxNk9lK5AWjGpiK0/bcaFSotiXPfpmblGKS7k+bY/vBOEV95E9LnH7K2N0W5DTAVTQfZeKzjrUR2QqjNSas2kGDqWacmv8/D0a3vUnXoKyoPrcXjaEajM5E4bCLDp19G7uSLUWm0bPvoIdwt7at9qKpXsWD0PIqdIzhW2rMWet3hwIEDra+llGzdupWtW7ei0Wh48skn+6zAZKzOwBX5M3ivaAcWdwsZpjiGmRM4bKnF4g5s39JNcb2+jyY7oetBvUSlSyRm7P1Yd9/f/cluH95DdWg7yb44lVGU2wDz0e4nkOH7TwOwp/ILshM7Nqr7PE4OfP0icWmjiE8bgzkpB5Wq49WB1+3A62nB1lCMx9EcPNZC7bHN1B7bzJb3f93hXCG9ULuWrMxEjnX9aP2G1+tl3759TJ06tc+uOTkli13X/Aa/9PPC3q/5/eZlCAR3TV6AQa1lfOKpUx/NNHIJ9kNP4HeGt5F6YpejSr0Nf21oeplr3VFFuSn0npKGPV0mxleWbuFw82uodSY0OiNqrRGNzohGG3jtdbewc8X/to5XafRcdO9qYpJywl5PZ4xj7LxbGD3nelY+dRG2+mPoTUm0NEXeTUtbuZR54y/j6/3R63a/cuVK8vLyOi1C2RNUQsWm6mMASCRnZI7izKzRfXqP/kaljSNu6hNYNl5LSGI94HPuxHD3EVx/zAJH+/4Xri+PEHPbaQMk6cDSpXITQhiALwF9cPw7UsrfBpspPwx8D/ABT0spnzpp7jTgaSAuOOYRKeWbwXMvE2jmfNyYdJOUckdfPNRg5cPdf+lyjK6xmc2rH4z4mn6vC7W26y2rSq1l8U8+xudx4nW38MEfZ0d8DwBNxVImj74Zi91PaUX3Yuz6giNHjvDLX/6S2bNnc8kll3RZs607TE/NweF1U9hYhcV1anoVjTlXIdR6GjdcDf6Tv4QEuql5GJ88F8tPloG7zd7r2VKGt6geTX7ywAo8AESycnMBi6SUNiGEFlgnhFhBoOFyDjBOSukXQoT7a2sBbpBSHhJCDAO2CiE+CfY8BfiFlLLzYJ0hQlHdVnZXrO5ynNovOtm0hufolrdQadpCDsbMuzlkq1q271Oc1jrMidnUHt148iW6RAhIrn2J2GFXUtq7Fqq9YtOmTWzevJnLL7+c8847r1fX8vk9fLj7CcqOLeWnU3/J7Lxb8Q3yEuon46u24itvQjcjG8Ow75C88EssG3+Azx7ot6GJm0Ti3LfQxI6FUZD0vInGn36AtLR5Sp2rDhKTPzdaj9BvRNKUWRLoKA+gDf5IAh3jr5EyEJYtpQz5OpdSHjzhdYUQogZIZSi0K+8GUkqW7vxzRGNVCLobBLFz5aOtr/XmZMbNv63dea+7hY1v3xfiMOgJOstGYBImkwmHw0F/l8zS6XR4vd52fRuklLz33nvMmjWLxMTEHl/71Y33s+HYuwDsLP+M2XmXoQ5T1WOw4lxTRNOvliFMOlJXLUGoVeiSCkhesIb6tQsBQdL8Fe2q+Opm5ZD8n2tpuPUt/JXNiDg9pmtnRO0Z+pOIfpNCCLUQYgdQA6ySUm4E8oHvCyG2CCFWCCE6NVQIIWYDOuDEwJ9HhBC7hBBPCCGGbCH4wuqvOVizIaKxal/vlEVc6kictjoc1rbvmqJNb/SJYgOQjkoum+njr3/9a5e9CrrD2LFjQ7yhaWlp/OpXvwrrJZVScqGK/k0AACAASURBVOhQ7+qXuH0tqFWBa49MOfU+4M2/X4Uq3oBuZjbS2rYVVZuySTpjBUnzPwlbnlyTl0jyf65BMy4NVUoMnEI1HbtDRA4FKaUPmCaESADeF0JMImCDc0opC4QQlwMvAvPDzRdCZAL/Bm48vtIDHiCQoa0DngPuB34fZu4SYAlAbm5uNx5t8LBi3z8jHqt1eelNBbWmmsN88Mc5TDr3Z6SNmIPOEIspPhMhVEjZ+y1XTEIGeeNmI4Tg6quvRqvVMnr0aA4fPszWrVt7fN34+HiWLFnCP/8Z+L+aPHkyt9xyC1JKXK7wjox9+/Yxe3b3bIe1tbVUVVWRlJRETPF8Hjr/t5S37CLZ3POySu66r3FVr0JtykFtykNtHo7aMAyhMXU51y/9qETPVosp79+EKj68vVUT27lTRJ0eS+KzV9Dy720I8+Dvi9ETuuUtlVJahBBrgPOBMuDd4Kn3gbDlLYQQccAy4H+klK3LFyllZfClSwjxEnBfB/d8joDyo6Cg4JT7irG5GjlUE7mNS7T0zqDtbmkEYNfK4DZYCMYvuIM533+Cb978WY+/pbWGOCYu+gmjTrsGrSEWgOTkZH74wx8CgdzQgwcPYrV2XL4pPz8fr9dLcXFbf9TExERGjhyJwWAgLy+P73znO2RkZDBt2jRUKhUlJeGj6wH27t2L3+9HFeFW0u/389JLL1FU1LZ52LdvH5dffjm5M3tehcRV9Qm2wkdCjptG3E78zGdCjlc2HcLutuCXPl7f/CBXTPs1U7LOjvh+TV+9hHQ5SDjnrh7LDKBOjSH2njN7dY3BTCTe0lTAE1RsRuAc4FFgKbCIwIptAXAwzFwdAcX3qpTy7ZPOZUopK4Ne18uAPb19mMHI7orVHWYjhKMyQ0emHIetovPcx4iRkvJ9nzHpnJ8zx+9jw9v39kjBjZh5BeMX/LDD8zNmzGDy5Mk89NBD1NXVhZwfNmwYv/zlL7Hb7bz++uvU19dzxhlnMH9++8X+hRde2O59Q0PHkffNzc2Ul5eTkxM+DCYcN910E83NzVitVqxWK01NTb0uhimlN9B676Tfs3H4DWHH11iP8dzXd6HTGDFqY3F4mkPyhDtDE5+JPm9m1wO/5USycssEXhGBuikq4C0p5cdCiHXA60KInxNwONwGIIQoAO6QUt4GXAWcCSQLIW4KXu94yMfrQcUpgB3AHX34XIOGHWWfdGv8Vt8uLjZN71MZmmsO8cEfT2P0nOuYffmjbP/4D3hckRfITM2bxcxLf9flOK1Wy8KFC3nnnfYOcCEEV10VaD9nNptZsmRJxPfuTLkB3SqDrlKpiPNvI23U+RHPiYS4yX9EqE3Y9v0WhBahjUWlT0ObHOqB/OLgK6wr+i9ev5up6edy45zH8VobsDUUE5ucF9H9zFMil787SrMjPH4f22pKmJU+nCNNdYyMT0ElVNg9LszawWsqVxrE9CNur5N735sWcc2241zcOAlb8e5+kUmoNAihwu+LXCmcedOLZI0/J6Kx+/bto6qqCpvNhtfrZe7cubhcLvLy8nokb1FREXV1dSQkJGAwGNi1axeNjY0kJSURGxvL7NmzMRqNEV2r9tOpCG0cKn0qan0aQpeESpeMNn4y+ozehZX4XfXYDz+Fu/YrkheuRko/4iRbmtVZz8MrL8DiqOaM/Ku5puARDn71Ars+eYzsSecz7szbSc7uuywMq7OeVzbex42nPU6soedxbDaPi6lv/IHXzruFm1a9TJopjixzAiaNlgZXCw/MPJ/TMkb0mdzdQWkQEyX2V33VbcUGIN39lwkg/d5uxdGl5BUwbFzk9qAJEyYwYUJoCe+ekp+fT35+fuv74cOHtztfUVGBEAKDofNAZulz4W0Ob/kw5l7ba+Wm0icjtPGoDOkAIYoNINaQzO8u+oLihp2MTj2NPZ89yd7P/wZAY8U+tn3wEGff+U6n6XSR4PBY+azwBVYVPo/La+fFb37GTxa+0mPHRYxWj5SSH695g+yYRA5YqjnaXEeczkCz20m5fXBGdp06QT2nIDvLP+3RPP8gipKffO69vd7W9Bdut5unnnqKBx98kPr6Lkp4qzRoE2eFPaVN7Bv7lT51QYd2tuMYtGbGpp+Oy97A3tVtCT22+qPYGkp4+zfj+OyZ7/VYhmZHLX/65Dt8vOdJXN5ALum+qi/5YNfjPb4mBNLUqh1WDljaCig0uwONdHpbHqq/UFZu/YTf72NX+ec9muvNzoGGsj6WqPskZU8hPX/w1tjX6XTceOONSClJTu5i2yX9aBOn42ncHHJKZey6CczJ2KwuCvfXoNGqSUw0kpBgIDZ+BtrEjr8IVh98ieyECYxJOw1jbCrn3vkeWz98CLVGx5TFv2D/2meoKFyNvaG02/Is3/t3tpeupKQx/Op05b5/EmdI4eyxt3Trukeaarn6k391ugoaZu7/6ic9QVFu/cSR+m1YXd1vCJKsS8dU7aD31dt6T+6Uiwftqu04J5clP1pUzwfv70UIwc23zSIuGAfmrl1Dy5HnThgpMGRfgd/VgCame4nyO7dX8MZr2/Gf1HBCrQ70QL3m+tCA4AZ7Oe/t+F8umng3Y9ICieopw2ey+CcftY6pLlpPReFqtF10rS9pCNhjYw2pxOgT0ar17KlY06FiO87b2/9AoimDGTkXdjruRGodNsrtFmK1esKlzggEGX1QHqo/UJRbP7GjrPtb0tNMc0nae5SmpsFRPyAmQu/dYMLj9VNR3ozBoMFgaPvz9rtOKrypNpAw61WEWo+Ufhxl7yJUOrQJU1GbOg4W37G9gjdfD1VsAD6fRHNCXwLpc+KwHaNRwp9XXYHH5+z0Cy9xWKDPwvE4wo7YX/U17+38U+t7gyYGn/R0OgdASj9vbfsDU7POQ62K7KOfZDBz1aiZvH04fIB2mik2pH/EYEGxufUTu8o/i2icQWVivmE+l9lmYVy/HkdTZdeTBghTQu+7NQ00cXEGzjhzBHfdPQ+dvu1Dp9KnEzv5z2gSgmE2PgeO0v8i/R4sm67HsuEqGtdfhqOk46Y9DoeHt/6zA18nKXJj4j+kZnk+jvL3aNx4LTVbbuH3KxbjDDZSLrcU4vdY8XtDa6uljZxLcu4MUkd0XoJo7sgrW9PGAJxeGx5fZE6oxpYKtpetjGgswOiENH48ZWGHK/icmJ7n9vY3g1PlnuJUNRdRbT3S6ZhcwwimuvLwHN6Ls/nLQVVJYOwZt5I98XxikoZ3PTiKSK8bR9EGDLnTURkDq52MzFgu/W5opyl9+tno089Gl3IGli234LMW4nfX46r5HKHSYci+Cm/zHrzN+zu8n83qQqg63qbHxenJ5N/4Wo7hrv6M7bqR+Bx2oLx1zJG6bXgkCOs+dEntHRw6Yxzn/Wgpfl/nq7A4QwrTs89nS8lHnY7riDUHX6Ug9+KIx4+MT6Xohocpbq6n3G6hzGahwh74GRGX0iMZBgJFufUDnW1Jk3XpzHNPwLZlHVZv5wowWiTlTCNt5OAvYOiuPEDZn84i9ZonSDzv7ojm6JJPI23xXnwtJbh31GK9Zwf+yqkIsw7ttO8T/2TH9qjUtBguuGgcH76/N+z58RPTiJv8B3yOClQxYzh2bBWbatorS7fPwYbiD5iTkIv0exCq0KIAJ/eSDceMnAt6rNwO1W6koukgw+LHRDxHq1IzKiGNUQmnTtVeRbn1A+GyElSoOUe/AHZtpdnRdV23aGJO6L73MBq4qwNVQTTJkadfHUdtysXx0kZ8RwIZENLhwV9tQ6g6TyKfNz+PaTOG0VDfQn19C5YGBzabC6vVxYyZ2RhzAkG4Vc2H2VT8o7DXWL73Kc645Gvc9d+gT+1ZbueUrLPRqHTdag95IluKP+LSKff2aO6pgqLc+pgmRw3H6ts7BFSo+I69gMYdPQsNGUgyRs8nPj3yb/T+xFdjw7OjHM3YNDTDQ207MdMvZdRzNkQ3miefiGdn+6qb3jILjqV7MF7WcSknIQQxMXpiYvTkhpHpOFZnPUmmLPQaEzqNEa1aH8gM8fuxOCrZWfEZE3WRNbzxultori0iKastuV+rNhBvTKPe3rOQoe1lK7lk8j197g13le5GHZuCOj4j6p52xaHQxzS2VIY0gJltnEPjocjquUUbnTEBnXFwuPYd7+3G8rMPsdz7EdITGocg1BpUOiOiBxH90uVF2tpWPapUMwlPXIp2euerVseh9TiLu/Zm291NaNQ6TLoEfH4Ph2s3c6hmI0V1m0kyDePT/c+CUCMjKKqg0Zko/PI5Vj/3A1osbQ4no7bnv6eKpoPU2bsfT9cV9j2rOHpfPqV/+w73vTeTVfuf63pSP6Gs3PqY3KTJJJqG0djStipIr7APiri1SLBUFeJx2dDqO4+1GhCC4RbefdVUT/0rItGIOsWMdmIGsb8+G1Uv6pBJhwfT1dPw1drx19qQLh+6gpxOHQYA9l0rSf7ub7u8foIxnRrrUWqsgXLfo1NPCz6Sj4aWysDfR8wYvNYDaOO6Tlez1h2loWxXO2Xo9vYuk+VY/U5SY9qHvfg8Thor9uKw1uCy1SORjJ5zfcTXTLrgHhIX/xSfw4rtw2noNJHl/fYHinLrY1RCRUHuxawqDHxjTTPNomnHpihLFTnNNYf44vlrOO/HH3ZrnsPhofhYI3kjktrFl/UG6WjvNZSNDryNDlTpsfgtjl4pN1WCkbjfnBty3O+04SrbjS5jLOqY0EbQ8Qtvi2ilWG5pX7LqUG1oTb8qZwMZnmqIQLnZGwMeV7W2TVm4fL1TbkV1W5g1/JJ2x5y2OlY/9wPMSbk01xxCpdYyYsaVaHSRKymhUqMxJ6BW6UiPHdkrGXuDotz6gVnDL2VV4XMkmjKZKkdRzKmj3AAyx57V7Tket49XX9qCwaAlPT2G+HgDiUkmFl84tueCdGCzMX1vCpqs0HzGoqIi9u/fz9SpU7tV4+1EnMXbqXr2erwNpWgSs9DnzcA89ULiz7gZodGiTe66GrSUks8PvNjluIqmg6RpvF2O83qcuOyB4N8TFWtvK/qUNIRmNJjih3HF7/bS0lTBx38+k3nXPh2R9zYcD1/yJWZd9FKzFJtbP5CbOIlRqbO4Z9F/yRm1MNridJv9a5+mqTry/gRerw+73Y3BoMVmdVF0uJ5tW8vZ8E0xTmfXkfMdXvdY+FpussWNZ181vur2NekaGhr46KOPeOmll/D5uttmJ4B953K8wdxOb2M59u0fUfPynZQ9HnkNtYqmg5Q3dV1stKRhD9LThPR3ruBaLG0mDo2urXS5PoIy5p3ev3EPvpPuLVQq1Bodxth0xp5xK5ljF6LqYQZCoikDnabrtpP9haLc+gEhBEtm/oX67Z9yZPN/oy1Ot/F5nJjiI+u4vnVzGb998BOeeOxLbNb2UfI+r5/CfT3vcaoZdUKAqEGD4aLxGC6bSNPvVlF/5as03Pwm0t324TSbzQCUl5fz5ptvdvt+focV64Y3wp5zHFiL9IZX1A0NLe1WUZ8f+FdE99td8Tn6nOugi1JEJzbQ9nmcra+N2s7TtE5kwejryU2ajFEbx1Uzfsu07MV4fE6K6sLXR9TojMy45Leoe+iJHgwoyq0fsDWU8sX/XcmOZQ9TUTi4Y9o6Yt+ap2mqOtDlOHOMDo8nfOMZp9PL2i96Hqgc88M5GC+bRPwfL0B9XzWG27LwHqgFZ0Ch+Y41Ynv6m9bxSUltNrK1a9dSXV0dcs3OsO/5pHXVFkIndrZn/r6eV1/cgtvto95exoZj70V0v1pbMRtKPgpb++1ETvSQulraVrMGbddOH5XQ8Ktzl6JXm3B7W5gz4nLOHntLqy2sJznQpwqKza2PaSjfTdGm/+Jo7t4Ha7Cx74t/sO+LfxCfMRantQ6t3kzisIlMPvce4jMCdjSPx0eLvfMg0vq60BzKSBF6DbG/W0TFU9+lZfcnWFY/RdK4P6NujsdXHvA/2/+1CcM5o9FOzKC8vLzd/O7apPzOjkuv69JGITThbU+jxqTg8fjR6dS8s+lhfP7It+Lv73yUiZkLSTCldzjm+LZQrdFjbyxvLUceo+86rzMlJocRKdMZljCWVQee52dnBXJn91R8AcDm4g+5YtqDrYn00unBs68a7fQsZJMTVUL3vZ3Lly9HpVKRmZlJXFwcJSUljB49ute9KrqLotz6mANfvcCx7e+3PyjEKdsb8vjqzWWvx9ZQgjkxh+kX/w8AXq+f/77eeczXqDG9yz1UafWoToi788/dgsozEVVSBr5qG/4aG5Z7PyLp1auRUpKTk8Mll1zCq6++ys6dO8nIiGx7DdC44i8dntOmj+rw3BVXTcHt9nGsfhfbu9kzw+qq559f3cr957yHRh1+C5g59iyESo0hLo3aoxvJGDUPgIy4jmU6Too54AAps+xHrzaRYEyn3l7WahNsdtays/zT1jJI9df8B++RelRxBvRnjyL+t92vULxx40aqqqraHXvggQe6fZ3eoii3PmbcmUsYe8ataPRmdMYEtHozKo0ep62W0l3LKFz3Qo+KEQ4WxAnGZaNRS2qamdqa8KuzCZPSueHmsOXtu4V5yoWoYiTSuB6v89+I9Y8Q/6uZ6E7Lpe6CF/CVWLC/tJlJP51LYmIi+fn5XH311VgskZcjcBxaj7ui46T5zpSbWq3CaFTharb1qDdsScNuPi18lgsn/iTseb0pgazx51K2dyV7PnuSrAnnkpQ1mThD118cGXGB7afD3czkrEUIIdhd0d5UsrPsM2bkXIjj4334a2zg9uGvs6NOj9ymd/ToUfbv34/D4Qj7/67TDbztTlFufYwwZWFpbCQrLavdL9QYm8aYeTeTf9q11BzZwLFt7+K01VFzZGO3mrVEm/rSHfh93tat0qXfnUjJMQtFRfUcLapvXaCmp8cwYmRSn3Rfip1zOarEIyAm4mnYjP4nizGcMxph0JK+5WdIvwSfH6FVt/ZbKCjonlKtfetXnZ7XpXW+Sjqw7l8Urn+ZxZmn4Uow06zzst+6HYcnsi5jK/f9HwtGXY9ZHz50Ys73n+DY9vlUHlhDya6PScqajEHTtc0tOyFQzHPSsLOYNCwQ4nPa8MsYkTydensZ9bZSNGo9/mYn1j+vwd/QFjunzgyv3KRfhgQ7f/bZZ3TUvMlsNndrBd1XKMqtjzlw4AAvv/wyAGlpacTHx2MwGIiPjyc2NvDHolaryRh9A+NGjiTWrOfotnepLPyC6qJv8Lojt1GptUY0Mam4GjtuXByCEIyY+T1yJ1+IOSELodZirS2irmQ7xTs/6HJVWVO0Hlv9MeKCH/ax49IYOy4Nb/Eelm3dzgXeKfgr4Ic/mosHX5eKze3zUmazMDK+41WIShND7MSHOn4klejU4N8V3uYanIe+7nSMJqnztKzao5toqS+G+kDD6ViNlvGnzWCbJ7IYR5e3ha+PvMl548P3htXqzYyecz2j51zfakuMMYQGGZ9MVsL4kGNGXRzDkyYzPCmQqyr9kobr/oP/JPuoOidU0fqbndSc+X8YzhlN/GNtlZoTExPJzMykqqoqxNaZnp4ecePsviSSpswG4EtAHxz/jpTyt8Fmyg8D3yNQgPhpKeVTJ82dBjwNxAXHPCKlfDN4bgTwXyAJ2AZcL6U8dZYwHVBZWYnfH9iaVFVVhdgeTmbs2LFMnz6dUWf/joLvJSE9TRzb9i4H17+M01obdo4uNo2DIxbyrFvNaI2aWxpfi0g2lVrL6Vf/nZzJ7cv6xKWOJGvCuUw57z7KCz9j1yeP01TVcZxW8Y4PmHxe+4oSlfYmtjeVsJ0S5o3NZ7F9DFcsf5bc2CSmpmQzNjEdjUpFjEbPmVmjSdCb2Fx9jAe+WUqczsB7F0avba33WBMJGX9Aqm1IdTNeXw0+TyU+dzk+ezXS40SX1XEyffHOD3HY2v+u5NjxbLN3L3j7y8Ovc/bYW7uskntcoeQmTkQgQnKZ28apIipr5CuxBLzQJ2F/dSua0amoYtt6kzre2YUqyUTsL89q98V15ZVXsmDBAh5++GGczrZwFY1GQ2NjI9XV1aSnd+w06Q8iWbm5gEVSSpsQQgusE0KsAMYDOcA4KaVfCBGu0FMLcIOU8pAQYhiwVQjxiZTSQqBr/RNSyv8KIZ4BbiWgCE9puht+cODAAQ4caAu5iI+PZ968eZx954dsevun1B4NfEB0sWkcGHkWTlS86BIQ/BrY7/VTNuV75LTUIg+v6fRes698LESxnYhQqciecB5Z486h8Kvn2bny0bABpnUl20OOVdqbW19/XVXERR/9gxavmwaXnR117VeD8ToDF+ZN5s1DW/AHv+WvXPEs+XGpXDFqBgVpuVS3WMkcoK5Kvu1N+D/UAolAIhqGt34wRJyemB/NRZs6Ar9f0tzsRK/XYDQGPKcNZbtY/8ZPQhxGKoeLEUkTOGrdF7EctbZitpUuZ9bwSyMaH29MZ1r24g4r66bFjIgoiFaTl0jiC9+j8ba326W8uT49iC0jlrhfLWo95rc4SfjHd2l5bRvS6QG/JO5/Aj1tN2/e3KrYRowYwRlnnIHRaGTGjBlRqRDSpXKTgTWmLfhWG/yRwJ3ANTJoQZVShkRrSikPnvC6QghRA6QKIZqARcA1wdOvAA8xBJRbVyu1rmhqamL58uXs3r2bO5c8wfvrXmCv08VRv4otrvDG6r+5tcRqh/FIfCauDsqU50y+kBEzLo9IBqFSMX7BD0nJnc5X/16Cy94+U6D22CbcjuZ21UOqWtqXBmjxdrwIb3I7eeNg+y5UG6qOsqHqKO8UbSNeZ2RmWi7PL4o8Ybs3dJQJASCbXfjKrAgh2Lq5lHfe3IVeryE2Ts+1N8zg0Od/C+8JP3KA4dpJHA0TSSGEivzYiRxuDm28vXLf/zEz9+KIe4xeMvnnHSq3rITIU99007NI+fBmGm5+E1/ZCb9LIfAebUAzIrAF1oxLxbW2CPsLgVzZuP/X1qx7+/a2L73jyi2aRPQ/KIRQCyF2ADXAKinlRiAf+L4QYosQYoUQotMWQkKI2YAOKAKSAYuU8viyoAw4NSokdoLP56OmpucR+SdSWlrKM8+/yuy5t/C1Jp4tHQTKHscqoTR3bthzGp2JGZc81G0ZUkfM5rwff9SuUUxC5njO+9GHIV7Bypa+qXvi8nmpcVg52lyPz999z2NP8JV07lUVBg1er5/PPjmE3y9xODwIID0jlqbqgx3Oi/ObONMzhXnqAmYbZjMtZjYT4mawoGkU2V/u4nTNLDTB4pgpMbmMTJlBkjmLWuuxiGXPShhHTmJoWXVocyZEijorHnTtbZctr2yh4YY3sL+4CV+tDcNZo2h5IbCbMF45BeN3JiGdHrwljeibfSRqA1kiGk30zfkRSSADdVamCSESgPeFEJMI2OCcUsoCIcTlwIvA/HDzhRCZwL+BG4Nb2HBr1LCGAyHEEmAJQG5u10nL0aS+vh6vt+tE6EgpKSlh1X/e4ZnrruGyFc+0buE64u8eA49o9Pi97dOgJp59d8TpVCcTk5TD2T98i7Uv34ylYi8xSbkkZI4LGVd1wra0L2h02ql12vq9bZz0S2QXgci6WTls3VxKwwmexBkF2RRt/DcuW8erPr1XoDq0ExWB7c7JmaC6LZuYn5qJdfRwrjn3WcyGnjVbmT38O5Q2hpY+z0ueGvE1pMODr7wJf2Wod9df34IqPRZVshnZ4g6kvGlUmL43BWHUYv/3Vqx/Ws11GLHOzeVxzTcUFRX16Fn6km65MIK2sjXA+QRWW+8GT70PTAk3RwgRBywD/kdKebxiYx2QIIQ4rlyzgYpw86WUz0kpC6SUBampqd0Rd8Dp7ZY0HAcPHkRV2cjFeZO7HOsEbGPOaXdMo49h9NzOu6B3hSk+g0W3v0Fc6ihM8aEdsaSUVLX0nXLLj0/lo4t/NCD9MFv+sx3Prs47jqnGJ9K46S7OmrKZYemBhPxx42KITx9LXFp+JzO7DtyWtZWk7jmGUdfzZ50/6hpi9O09p3qNmbykyJWbv6EF61PrQspMtV7vzJEIlUAYtYGsBa+fhpvexP7iJtTDE9FMygC9hub0gC1y5MjolTo6TiTe0lTAI6W0CCGMwDkEnAFLCdjNXgQWACHrcyGEjoDie1VK+fbx41JKKYT4AriSgMf0RuCD3j9OdOkP5QYBp8OMSbl8eHRXl2Mf9cfzx7w5OPRxxNQXkTv2zD4pPKk3JXDW7f+hoWxnyDmL24Gzi45NkZJuiuON825lWEz/l8pxfXkE2z86DwER8Qb2bX6WxordULGbTPVrzDn7F+CI5/MXru1kpkStluTm55GeacLvB6dT4nR4cLu8uFwu6iqr8fv9xKaMQNWLUBajNpbvTf8NL234OQDj0ufx80UdtygMhzornpjbT8P1WZhqMBoV0uqCWD0EFRyAdkom0uVFFW8g7ldnoUqLITndzAPl88jLy+vx8/QVkWxLM4FXhBBqAiu9t6SUHwsh1gGvCyF+TsDhcBuAEKIAuENKeRtwFXAmkCyEuCl4vZuklDuA+4H/CiEeBrYDkZVSGMR011MaKU1NTWQYQ7eC4WgBfmYIfGtqUpL5dHbvVm0nYorPCLu9rbT3jb1Np1Lz/KLrBkSxAbhq96OeZoAmE/56L/7aFjTj4pFOP7LehbR7SHjsYvbu/3XrHL/Pg0Ft4eC6zv9cJ82cSIpqafBGgX9i1UBM8AfY7ZlGfU0t2RO7n+J0MqflfZf9VV+xsXgpzc5adpR9yrTs7l3XVxl+9R3zkzNQDwusLIUQpH66BOfaIvyVzZh+MD1kfKSKTUof7po1+D0W9Bnno9KYuyVvV0TiLd0FhDxBcIt6UZjjWwgqOinla0DYICwp5RFgdjflHdRUVvZPQ2Wfz4emB9/sXgQj0vL6XqCTqHVEFoXfFffPXMyM1I7tqh8f3cWG6qP8/rRLIvYmdoa15FnszmUB6/EwECNjkE5b4H08qGPT0VqcxE/4GdXeMnXBNwAAIABJREFUczFomjCom2lSzcficRIz/HLU/lq8jkqcllJ8QVunMcZMqn4bXTWBtzUH/t/MiT0rrHkiQghunvsEN5z2Zzw+NwZt9xWFPNFppVGB149+YT76xaGxcvq5eb2QNoB11/20HP0X0u8m49LwMZ29IfoujSFEf63czGYzthPqeEWKQa1F24vtzkByWvoIbp8YPnRgQ1WgbNK9697B7nVz64R5fdIM2Gtp/2UknbZ2733WavxS8snnViyNqUAqY8al4j3k40hR+/SuadPTOfvsdDT+BtxF/4use5tOUZtxBWPCEjsJEO4uapW2XTf67qA/YwTCqEU6POjnjyT2njNRZ8cj9BqklDy27VPumrKQGK0eoevd35WUflqKX0F6A6tF+5FniBlzT6+ueTKKcusj7HY7Nput64E9QK/XY3E5uj1PIvH6e7bq6w5pveyWpRYqHj/jig5XYw9+s5SDlrYQm4Ru1PPvjA5rtwGG/Dl4ao/QnHYWlsa61uNTpmbw+aeHQ8bv2F7N/n31XH7lJIYbNLjN48BdhfSEDzMR2mTAR0xSblgnTTRQxRtI23R3IM7N60eTn9x6TgjBVaMLaHY7idHqO7lKKA53c4jDRAgV8dP/ie//s3fW4XFV6R//nPHJxN21SRqpW+puFChQrLCwLLLs4r7Kb43Fl8V3oRQWumgLFG0pdXelqSVt0sZdxu3+/phIpzPxCRS2n+fhIXPvuefemSbvnPPK9zWcxG44hTpyRgdX954Lxs1H9FcwAcDPz489jT1ftlscdtacOcrsJO95UL4iKzSahRmjPBJzW1EKGXnRqWwq9zQKABcl5XqsxAqOb+WUJpgPT+yhuNk93eJf323kdyPmcKS+nOxQl0bYwW+exWKoZdglf0Kh7Dor32nrOP1DnTyChD9upji/kPc/KW47rlDKKC9rpr7e+xeNxWKn5PgO5GFDObx+I6BDrQkjKCyEgCB//PyUaNTgp2rCLqmBQoRM3uvsfYfTjiQ5O5RK6g1CLvPaIxYgOTDM6/GueH3LXQxLmM2kAe4BGG3C1b2ar7tcMG4+oj+NW0pKCm8UbezVtYvyN/e7cbM47Jxqqunw/KioZA7XlTE1LpN1pZ7qvpemumcRGY9uwPnUdCJGXcOJoHQsDvfcwVcPbSBQpWFlcT7L5/0KhUzO6UNf0VxdiL7uDJN+/gbyLgxcvbWK5yYEEKZKIRR/Ap1qhjRqCT6wlfAFf2P3zhI+WXoMh6M9nSM7O4oKL3lgrQghoWr4mOPHDqIJiMTcXIXFbKaqtJyqUs/xSk0gMZlTOn3Ozthz+kve3vEIyWGDmZt9F7mxXc9VtG85h9e+hL62CKU2CKXaH4XKj8DIAcQOnEpkSh66EN/m049Onk+kf5JP5+wOF2TGfUR/GreEhAQqTb3LI9tecYrNZd5XTL7A5nRw85p32F5xqsMxepuFOouRfTWnuTh5MKpztsnDzgkiNKx+BSQJv50fsHj3m/wqytPh/uSeb9hfc4b8OpffbPQVTwBQcWIjOz9ply9yOiXKyzw/u2ZzLXanlUpzGUfMx9lhPcTr2p2snD+dkrBw9p5ZQVxOE2GxEiq1688kd3A0jswPCI32XjkxOruCuuLN2MxNBISndPh5tBKdPpERl/6ly3EdsanwfexOCwXVuyiq80zROZeKgi1s++AemqpO4HTYsOhr0NcW0VCeT1DkAFKGL/C5YQMYm7KAtIi+6/r1lAsrNx/RX8EEcPk7zH2ofHhw8zK+uuQuwrW+b7T8aeE+NpR6L0FSCBkpgeHYnQ4EggaLiS+LDpIZHEWw2g+FTEZGcJRHsq6tpqjtZ2d9KQ8PmsiwbMGd69/Hfk7Z1zN7v+VfU6+j+EB7n9WivZ8wcOIvEdoUvvw8H6vVwc23uQfmNUp/AjURNJndt/ujU6/klS03YLEbQAPEQ+TAZO4b/hlLj97Pkep1SInL8UsLJkSTSIR5NvriJIRFgbyqvZ1fd9rhpYxY0OWYjqhoKuR41fa212uPvcXsrNtRyjtesR5c+bTX49lT7yRn+r29eg5f6PX1FxdWbj6iP1dudrsdeR/0sEoNDdy36SOcvVCJ7YqLkgcRrvFuNK9IG8a6Kx5g1WX38eiodjWSYw2V7Kg8xZbyQtRe2sY5zpF6UoTEMS95kNft9e6qIsx2GynDr2w7JlMGsH1HFV9+ns/B/eVet5LRgWlt3dCDtVEkBGczacDP+K58ncuwAQqZmtTw4RisDZwyryK/am2bvJDR1kBp80H2256hIPYushPfx9TYvvd0dCIcABCWOJy4LE8nusPRvX+jc5s+G60NyEXHBtVqbKCu1LNQf9DMBxky5ze9MlDNOz6kaol39eDzgQsrNx9gt9uprvZ9nk4rer2eAKWavqwN15ceZ1nBXq5O9+32wF+p5rcjZvPQlo89zqnOMlxXp4/g9cObqDQ2kxUa3bad9CZrlPJMIfbGcuz1pTiNjUjCgK2+mIdSIxkVeTGBKg1hGn8itP6kBIaj3FyCZtpwEnLnUtscRJFxNns26mkVszEZvSecJYbkoJJruGTQ/QxPuAin08EDnwxtOx8TmMZvZrr6Yby9/eFOP4eEkZdjLy3EUF/C7Lu/ZOt793Q4VqHSMfba5z2Onzhew/tL9nLXfRMIDeu8J2mNwT3SKyGxIv9l5uV6X4GVHVvvJl8VHJtD8tDLyJp8O06HjapTO4hKHYfowZdo1fsPEjq3/XMxl32GkGlQR8/u9hz9yQXj5gOqq6vbBCr7g9raWgYERVLQi4jp2fx99wouTh6Mn9K3evZXp4/g6+LvKGysYU5SDm8c3oxCJuNnme1bwWC1H5sXPEyj1USw2o8DNSVUm5oZGu7pTxMyGcqQOJQt/h9L1VrqNs4kQBnMLZeUI2Ttzy/ZHNS+sgXV8Diy5j7D049vRJLco5lWqx2rxY5K7f7rfvuEf2N3WNtWtFX6Iky2dv9co7madcf/Q27stA5lhVqJiR9JsUxJaGwuIbG5br1GzyY0fjBD5v62rYNVKwa9lY/e349eb+XAvjKmzuhc1ryqud3HmRk1jmOVW6nqRE1EX9eu1hwQnsKsO5cjV7hSOg6vfZnyY+uZ/qulyGWevxsNxkqckoMgbQQOp6NNIy7i6ieRnVXaZ63diWSru2Dcfkr055YUXCu3QFXfO3fXmg08tfcb/jLmEh88VTsyIeP1qT+jzmIkVhfEjISBlBsayQ1zd05rFEo0Le3xRkcld3t+RaAryVWyNWCpXIMmZu5ZJ2XYT9RQ+7P3CfnXFYzMiWLXd+5rXEmC06cbGJDumfh7dhpFVEAqyWFDKardT07MZC7KuZsBEaM4fqSK2OMv4B9qxxKzhqNGz0bbQdpIpt72HnKFCquxAYfNe7rIoJkPEj3AM1n5qy+O0NjgSupdtfI48YnBpHfSOWxQ7HR2FH2KzWHhmuF/ps7oJRx79vOd1QMiImVMm2EDl4xV7vR7O1y11ZvKWbTlTuqMZUxNv4lZWb8kxC8G56fBqK5sF3QIyP4jQu6bHERfcMG4+YD+Nm5OpxN/dc8SJzticf4WZELw+5FzfVq9oJYriNK6Sn7GRvtWEUKmjkCmCsdprcFc+ombcRNCIIvwx3Gylpp5i8nLjeZgYhgWix2NRkFObjSDh8WQlNy1nJAQgquH/x8KmYp4Z6qrbeATn1MbrKWm3kJNNURHea7QtcpAlHI1ymBXzl1d6XceY+QKNcnDFxCd7qkKVlHezJ5d7dtMh8PJf97YybxLs8kbl4RM5ukPGxo/iwemfcCiLXcRqoslLjgTW+1pJKfTw0hJTif+YckkDb2MqsKt5Ey7y+18Qu6cTj+XlLChXDXsUSx2EymBYwnWuuTClQMjwdC+5T+fDBtcMG4+ob+Nm9lsRqPrXUmNNxYd3szOyiIWTfVNkbokSSzd9zfMtmZuGP20z6NnQghUUdMxn/kQc9lyJOeriLNKjDRT0zC+tw/sTpTHqph/eS7ytHCysiPRaLr/uTlqDUS+a8RZW0P159+C1SVvVHdNux+umZMe16kVWozWRvxULv/hub0vgmOyGL3gaULjB3t8Nk6nxNIP9nuI+dpsTpZ//B0mo43ps7zrwKaGD+exSza29Vyo/ewxVDGZhM5172/hcFjZ++VfGXvN89jMzfiH9lwXcViCywA+/pfVmM37ue3XeSTcMrrHja+/Ty5ES31Af6aBgKtw3tBJRn1vOFBTwpUrXqeoqbZX1zudDs7U55Nfvon39zzKmmOL2XLyI1bkv+zT52yltTxHsuux1e1wO6f7ZR7qyamoxiYi1EqSP9jP0KGxPTJsAE2PfoPhte2Ylh1sM2wAVp0SmUwgl8uot7tLAulUIfx8zLNthg1AqWlviadQ+zP6yqcJSxji1eivXX2CM6c7VlUpLe1cceXsZjL2ujM0bXwTfd1pnA4bTqfrPSiUGjIn3EzRvk8JiupUMLtLEpJCMJvtfLPiGE7n+ZsGAhdWbn1GkqR+X7lZrVafqGCcy2l9HdevWswXF99JqKZnKhKHytfx6sZbPI5/dvBZnJKTi3Lu9ukza5NuRBUxCbkuBZf6lmv7diS/ih3birlyQBimxa7yL3uzGduhclRDYnt0D1VeIkKrxLK9GKnehFMFDfMMSIb7yAtVovKPRtaUhVOrwaaSY1TYaRImapuKXcJgLYTE5SJXanDYzIy/7mXC4r2LRh7Jr+TblR3LlAM9Mh5x93+BvamSjR/dT03xXpKHXc6Yq54BID57Fo6Mvn9Bjh7jCgDNmpvhdbt8PnHBuPURg8GAydTzovaeIJPJfCYGeS7FzXU8tHkZi6bd0KNcusJq7w14Ab449BwVTQXcOPrptlyyvnK64QjxwVlthg3AbneSkRnB5g0nOTw8gfRVJ1BkRhBw30QUqa46SIPBwOHDhxk2bBhKZecrOd2NrjQZ/aIdOOsMVI8u58DK30FLBoWpyXOFHgiEBkyGs3qxKJQaotLGEZk2jtiB0zyuAcj/rpL/vrPHa2+ZVoKCNIyfmOx2zGo3U1dtQ6+3EBMTSLG1ljfzt1BhbOKPoy5iYEgc46//F5UFWwiJc88LlCv6HiXPzIokM8tbozvvOCUnr268hZM1+9AodUxIW8hFOXd1faEPuGDc+khdXcca+r5CoVBgdfSfAV115gj/2Pctj4zoOoSvrzuNX1AMekvn73tX8eecrNnLlPQbGZE4jzBdfK+ezeG0sXTfY2w4sYQZmbeyYNjv286pW1I75l2aTUV5M2Ef34jM3z3wotVqiYiI4NNPP+Xqq7tXqO1/2xgAdHYLTo2D3cv/6HZepQ0ifezPyV/3MpLkxG41eswx6aa3Olx1mc12FEoZEyamsH6tZ68BlVrOpZflMGJUPHK5DKO1kX9v/hVVzacwWBoYx2vs29aMQiHj6Pgz7Kx3pYUUNFbx/uxbSQkMJ2lo99oD9je1hhIOla0FwGCtp7iuazVpX3HBuPWRmpqOC8Z9hUwmQ9dDmZme8vKh9cxKzGZoRMfCiZIksf3D+wmJG8TAwePZcvLDTuesNZTw8f7H+Xj/40QFpLJw5N/Iiu5Zu7cP9vyJjQXvArDq6GsMiZ/JgIhRbmMSEoNJSPQeGJHJZKSkpLBmzRr27NnDzp07ufnmm1F3I/osV6iJSBnjdkzIFFz0wGo0AZEMGPszHFazVwd9Z9tJjUZBRmYEYWF+lJY0kjMomnVrCmhsMJOcEsrVC4cQHtHuJrA7rByr3Nr2ur7BtYq3ORzsb2yPspboG5j6yXMsmfULJsb2zbfmK5xOOwqZGrvTJeSpkmuxOcwoZGqM7+xB+KtQpIahGub7mtYLxq2P1Nb2ziHfE+rr64mN7V/NL6ck8ffdK1g695cdjik7sprqol1UF+0iW303Aepwmi3dM+6VzScpbzpBVvQElixZwhVXXIFO5+7nkySJ+noT5aVNlJU1kZRjbTNsrew9s8LDuHVFaWkpjY2NvP766wCsXbuWuXPndnGVi4Lt7kLSIbHZaANdqRB+gb3rKNZKWLiO236dB8DovEROFtaSmhaGQtHuHrA5LHyw509u1+nrBUKAdoAC6zlNs+2Sk2are/ezHxKHZG8zbAA7i5czoDCRwVuTsWxwRZ41l2RfMG7nI9/Hyu3MmTPkTep/VYVtFScpbq4lKcBTt8vpsLH/6yfaXh/btIi8eVfzbdGSLufVqYJJjxzD0YqtqOqT2L59O0qlkmuvvdZt3EfvH2DPrhIAomMCqApd5TFXWYOnZFJXrF+/nuPH2x33q1atYvLkyfj5dV7iBJAx/iZiMiZhsxoJTxzWqzSK7qBQyMjI9Ozu5pQcNJjaA1ZB6hjqas1ExwQw+vJ49m07TlITfCq5ytkClRri1AEe8/xQxASm84fZX7G3ZAU7Tn1KnbGU2PF5+I8YgP8Dk6i74X3k8Z4leL7ggnHrI9+HcSspKSE3JIY/jJxLhbGJckMjZYZGSg31VJt8q/67tfxkm3GTJAkcdqxWA4U736Opul06yWEzk9roh0qu7YY/UBCocWXb+0dK3P/QvcRFe25/r7luKMeOVqNvtjBlWhq7LZ4qtqOSeu5Lao1mR0dH09jYiNFoZPXq1Vx6addzBUakERjRWfu+/kWt8MPubA8mRQWlMv9XYwgN07Ju3UpiVuVjBRakxmKrbsDRXA+DGiCma/20alMzEdr+NYRCCBJDc0kMzWVO1h2sObaYuPhclKogJKsdv+uG43edZ5MZX3DBuPWR/iyYb8VisWCqb+TXgyZ7nDPbbZQZGlh95ih/3fVVn+9Voq/HaTUjU2kwHPia6vcfQD/0Ig4f9Oy8eGb3x9ww7xF2N2+jtOEINYYzCESbckYrBmt92/ZyY8G73DD6SQZoPZuOACy4ehB1tUaGDo/DWjydGv1p6gxlNFtqGBY/h9HJl/X4PV1yySVUVFQwfvx4Nm7cyNatW1m7di3Tpk3D39/3MlC+QpIk1p34j1vNqNnWyID0cJYuXcrq1avbj5901bJmZGSQktK1lhy4fHT9bdzORqPUMS+3XVBAqBT43zUe0U8pJeJ8zjA+l5EjR0q7d3ecgvB943Q6ufvuu33aZb4j7rvvPrKysjo8L0kSf975JYvzO+/D2RW/GT6bK7e/hdPchK2yEGtZvutEzEDMcQMxq1SYHFYMxnqa687gtFuIyZxK9vS72a3fTo2+mC0nP+r0HuNSruLnec/26LmsdnNbwXZfqays5M9//jMTJ07k2muvRdYHOan+ZFfxF7yx1TNt4iLdC3yzchUBAQHk5eWh1WqpqKggJSWFSZMmndeJtb5GCLFHkiSvPpvuNGXWABtxNTxTAMskSfqTcH2CjwFXAQ7gX5Ikvejl+pVAHrBZkqSLzzr+H1zNnFtTsFv7mf5oaGpq+l4MW3cQQvDn0RdzvKGSTX1Q3o31D8ZWWYD5pHsVAOVH0ZQfRQO0xiVlQdHsDfCn/Ng6yo+tY+Dk2zHHdq2zv7dkJVdZH3XL6u8KXxk2gKioKMaOHct3333HU089xV133UVAwPnjp2olMTQXjTIAs61djy49YgzRATHcd999pKWlIZf/OLqb/RB0Z1tqAaZJkqQXQiiBzUKIFUAWkAAMlCTJKYToKLPvGcAPuN3LuYclSVrWmwc/H/g+IqWtFBcXd7pyA5eBuz5zTJ+MW0pgGNZKL1nzMjmRP3sRS8khGtf+GwBJLic8eiB11YXYzE1Un9qFMsFz63wuZlsznx54mutH/b3Xz9lXrr76apRKJTU1NW6G7XTdIRpMVQyMGuezBOTeEhWQwm9nforNYeZQ2VoKa/awYOgfiAvOdBtXs2YMDuNpwiavQxHYvebdnWG327Fard0KuHSF09qAUAYiOqlWOVa5lfKmAialXY/Mh2IO3WnKLNGq+gfKlv8k4NfAdZLkEsOSJKmqg+vXCCGm+ORpzzO+j2BCK2vWrGHSpEld/sJNik1HIWQectzdZWBAGCWGes8TTgfygHAif/YSoRf/jsYNi6n77K/E15USHxCBfc49BKWOYVXDl22XKGQqNEp/VHItKrkGlVyNUqZGJVPT0HiakpObkFlt2C0GLKYGHFYzDruF4Jgs4rKm9+r5u4tG41oJRkVFuR3fVPgBGwv+S6AmgiuG/o4xSZf59A+up8QEufLVEkMHdThGl34fDTt/RvWqHIJGLMIv5eZe36+srIzXXnuNyZMnM22a9+qKntB8+P8wnnwdRdAgwiauRKhCPbbNW08u5WDZGqak39jn+51NtwIKwlXzsgcYALwiSdIOIUQacI0Q4nKgGrhHkqQTnc3jhb8LIf4PWAP8VpKk8ydBpxt8n8atqamJRYsWcdddd3W6FQlUaRgVlcy2Ck/1iq5I8A9B4aXEqJWqd+5CmzkZZWg8/kPnYa87jSo2B7+syagThyFkMowb3mNo+CTCG0FRWIhdX4/DVo/kxdgWZArKj633OJ454dY+G7fCglqMRivpGeGdFtBbK04g0wSgCHblrCWEZDMkbhYnqrbzn+0P8PG+x7lnyn86NS6dUXZsPabGCtJGX9v14F6ijrmYsGnbkGyNKMPG9XqenTt3smTJEqxWK8XFxdhsti5L1roiaNiLqMLG0nzk71SvHoHkMCJiLuFrexAapY5ATQSHyzegVQZwqnY/SaGDfVaT3K1ZJElySJI0FIgHRgshcnH54MwtzrxFwJudzeGF3wEDgVFAKPAbb4OEEL8UQuwWQuz+PiKTPeH73JYC5Ofns3jx4i5Vf2cnZvdq/uzQGEzHN3V43tFcTfV/XdEuTcpIom9ZTOjcB9Akj+DY8eO88cYbHP9ER8SW/dh3bcBcV4LdavBq2ADo4JdYqe5ZEf+5VFXpWfnVUZa8tYf/LN5NVVXH6TKNG9/k5AOJlL1yDcajG5iYdh13TFpEQkgOsUEZ3Db+pV4bNoDyY+sp3Pler6/vDjJlAKrQ0aijZiJT9PyzczgcLFu2jMWLF2O1uorrt2/fzt/+9jccDkcXV3eNNnEhIaPfJmTMu2ii56BVhfKLsc9x2ZBHGBo/C72ljlpDCU+ums+64//p8/1a6VEqiCRJDUKI9cAcoARoFc7/FHirh3OVt/xoEUK8BTzUwbjXgdfBFS3tyT36m+9z5dbKnj17CA4O7rRO8udZYzHYLDy7b7VHWkZnjItJQ7/yiU7HNO/8CP9RVxIwyr1z0759+9i1y6XKoQobhK1kc5f3k3fQTNhqbsbhcFBaWkpBQUGPt0cb152kuMi1tT5ZUMs/n95AaloYg4fFMibPPQk3dN4jNG5YhH7XMvS7lqGKzSJo2q+5ffQ/0AX2PWve3FyN5Oy7gehPtm/fzrfffutxPDU11WeRZGXICABU4ePbjmmVAUQGpHDz2BdoMFXQaKryaX/TLp9cCBEhhAhu+VkLzACOAsuB1t+6yUDn2i2e88a0/F8AlwGe8qXnOd/3yq2VNWvWsHfv3g7PK2Vy7h06nXBtz77F58YMwHDomy7HGb9rrxxoampix44dlJSUtB07Wtc91QiH3dMLofGPYNCM+9i7dy/PPPMMK1as6NZcZ1NZ4d7tyuGQOHG8hvzvPLfccl0IoRc90vbaWnaE6v/eQ9nDWZiL+x68H33l0+Rd/Vyf5+mMav1pjNbOdd86Izc3l4QEz6TqadOm9XtaiVKuZnTyfGZl3c5Vwx9lUJzvfK3dMcsxwDohxEFgF/CtJElfAk8CC4QQh4AngFsBhBAjhRBvtF4shNgELAWmCyFKhBCt0hPvtlx7CAjHlVbyo8HpdNLQ4JlB/32xZMkS6uu9OP7PIkTd/WhXbmgswRX5cNYWUhESR+KfdqAb3F6HqRt2KZE3tAtS5ufn8+abb1JQ0B6hLSwzIeK67tNQcWIzcdmziB04nej0SUSljSN7yh2o/IJZt24dVqu1zfHfE2pqDF6P223eV1DBM+5CHuyp/aaO82wl2FOUah1B0ZldD+wlDqeNf65dyCsbb8FqN/dqjqCgIK6//nrCw9t7NgQEBHg1eD8muhMtPQh41EdIktQAzPNyfDcthq7ltadovOt430MxPyB6vf4HzXEzGo18+eWX3HDDDR2O6Ylxuy13IsfK89ENuRhxdB2KkDjiH16FMiyB2Hs+oeQfF+GXNJuA7GsRinYnc0REBNnZ2Zw5c4bm5rNWTNqui8olp43SfPf60WGXuIrEq6pcwff6+nqqq6uJiPCsu/SGyWTDoPcuymg2u/97VVVVsX79ehISEkiY8QDGZe2eEUVIvNv7PF/ZdupjmszVTE3/eZ9yAVNSUrjtttv46quvOHjwIBqNhsbGRoKD+y5D/0Nxofyql3wfOm5dsWXLFvLy8khP9y5vE9JNx/yshCwygiKYvzmfUVkX8+6v/otw2pHrWpqqyJVEjHiVpsfXYp51AtXg9m/0tLQ07r33XpYtW8a3335LXl4eYWFhzJo1iyNrZRzd8Fq338+AvBsIiXHl8oWHh9Pc3Myk2Fzkf96E9PLl3doi1VR7X7UBGI3Ws3428uqrr1Je7nL96vz8eOTyx2ha/ihIEurEwd1+7h+S0UnzyYmZQohf7xVKNm84ibm5jOKKfAoKCsjNzWXcuHE/asMGF3oo9JrzIXIrSRKLFi3qsIdDiKbrldvE2AH8fexl/Gr9+1idDiRJwqbUtBk2yeag4Z7lNNzzGc6KZhynvW/FW/2PeXl5XHrppWg0GoZd9IcuVTRkCjXR6RNJGb4Ap8PO4XUvY9bXMHPmTOYOn8TkFQ6s6woxfezZLd0bHW1JARobzDgcrve4cePGNsMGYDAaWW9KIf7hb5D5BWM6sg7jkfXduucPiUqh7ZNhAxiYHUVVWQWJQSXYbDbuvPNORowY4aMn/OG4sHLrJeeDcQNobGzklVde4S9/+YvHyqazbalCyLhz8BTuHTKNxflbKNXXMycxh5cnX9vWW1SyOmj8v29wnGl3Vlu2F1MzbnxlAAAgAElEQVRz5TvIRsZSNCWI6sY6rFZrm88tJMS9hZ5M4SkKKVdqSUgYRrgmmNPmeioLt7pFFJUqHcPH3UTSU/nYa10qt01//RbL6hPIk0JQJIcgiw1EHh2APDoQEahue+/VlR2nfcjlgkceeaQtA/9c1q9fz/jxfyDl2ZNYiveijOq8MfJPBbVGQbiuhPFjsjGp/c7bWtuecsG49ZIfIg2kI3Jycrxu2e4ePJWJsQPYV32GLeWFNFnNxPgFMioqmUtSBhPv7zJEvx40mdywWMZFp7X1UXA2mWn8zVdYNpxElhCEKi8R6/bTYLbjMFt5o3YTp95yb4yj1WqJjHSPlFoM7dv36AETSHLKEEX7sG1bilOlxZ490SNVorm2CCEE4uwO8XYnlo3eE5NlYX4o0sIIfvlyFAoZoaF+6PxVmExWaqrbJcBDQuVUFXZs/CRJ4r333uPhhx/GL2tqh+N+apSXNRHkr8cv8VouSTivsq36xAXj1kvOJ+M2bpz3rPQAlYaJselMjE3nniGdx29aZamdegumDw9geGc3zhb/lfNMI9ZqA+qZGdhO1fB08nc0N3n2DYiIiHD71pckqa2/wLCL/4/MCbdQ+s+LMZYfBUBY3XXgQuOHkJ77M8J2RWD2L8BZ33XfCFmYH43zklk0rJm/aGRMm5nOtJnpNFUV8PU/Z5M59I9UNsfT0CgjIMjZpv5rMpm8JkMvXLgQh8Pxk1m9dIdDB8pJDolDctoRsp+OSfjpvJPvmfPJuJWUlPQ5bC9JEqYP9tP8/CakZi9VcGY7lm+PY88IJjMhld0F7WmJiZGxKISc8upqJOmsXpaShEyuJD53DgMnugLoEVc9SfGhb2ht+2QxNxGdPhGzOo2T+hhUG8z4fbQH69pCcHS9iti/MI6btZsIqFbzl7OOK7WBSE4bxvw/EQDoUBAYex2FKhV33nknsbGxvPXWW+QfOYJBrycwMJAFCxaQmOjpI9Tr9ee17ltfuWxBLiu+UoD4aSmMXDBuvcBut/9g0VK1HEI0Mi6LKEfhtGCSB+Av631nLGezBdMXhzEtPYj9WNd+RMXxBi45DtpfDONkQxlzymNI/FjP7kv9OWk6w6lTp0hNTQXAYTeTd/VzhMa1ly+pEwYRMPZ6mrf+Fykyk6AhD7LtwHFOnToFVDLKLw/NRQMJfvYSLDtOU/+LzpvQHA4wgh2abRaWFezhhoGungQKlXukWIYdS/Np6uu1vP/++zz00EPceuutHKgpYW95EfPjsgkNDfWYv6ysjCVLljB+/HgmTPDe3MbNoJ9DRUUFQgiPAv3zClsV8y7J/MnpwF0wbr2grq6OH0LkMz5QxkLr5zgbqqHO5adSA5F5M2kvFuk+lh2nabjzEyRjz3uizlhiwCkLQmbVYw6Ss9biKlBZvHgxd9xxB3FxcShUfsTnzPK4NnzB3wgcfwNvrD5M/nL3ioi6cMHmeDPiq6+YNWsWmtmZmL/poG+CgA262jZFQG1LX87pi+8lAxuTzn2/ZVsJDLycwsJCtm7dyoQJExgSHk+jxeTVsIGrIbZer2fJkiUkxMeQkJCETO7+Z1O7Ng/JaUERkIU26UY0Ma6k58LCQp577jmCg4N58MEHO7zHD4nT2kDVV4kImRpFYA6a+Kvwz3zwh34sn/C/41jwId93pDQuQMYvUhu5lnU4GyvgHAe8ZO95J3H76fpeGzbXBE5kVpfP6tTUIAxGl2+tpqaGJ554gnXr1nV4aa1NhS5nBnfffbfbdloIwT5FJV9sXc3nn3/OCy+8gH1qx6kkxy6JZndjadvr5/asZPIb93JcaCjWe6asyCQrV14yldtuu80tWhqtC+zwHsnJyW0R4MbCb9j8X3dZQru+AFv9buyNhzCXfARSe6Lw4cOHsdvt1NTU8Oyzz6LX+7bfhS+w1e9BpolBchix1e9Cf/Tv1G2aS3P+j6pgyCsXVm49pLGxkY8+6lxG29eEaQShJz5H8lKLCWCvKe7RfJLZRuPDX/XesJ3DwG+auPaiPDZwivKqSmw2G2fOnPE6dtOmTWzcuJEbbrgBf39/N6FIPz8/HnnkEfbt28drr73GiRMnOFDuj7ciKKdGzitjmuEsG3ba2ARyl8CkzuG9FCkjPaUtUbjtWHDHW0ZJkigvL3f1OXWYqCrcjuR0IloCDnJdCuEz92Or3Yat6QiqyPYVdFlZWdvPkyZNwiWFCDarA4VSdl5sA1WRU4icewJT8X9p3H8Pcl0qTrsRW/3OH/rR+swF49YD9Ho9zz//fFs3pe+Lg9UOAhJuZFz9CpwNJR7nVfHdr4Hcvn07hpNV5Bwq73pwNxEmO1kf15DhF8KWK+NRZUZy6Xz3zlIOpx2BjKKiImQyFUuXLsNut5GWlobNZsNmsxEUFIQQguTkZNe8EqSXqQH3QnhUcpb/NpGtDR330wi2eUZzAZw9XOUKIRg2bBjV1dUcOtmAKmkhX69YQXR0NAMHDkSn06EMGoQyyFMWyW63k5yUjkKh4vgRFRtWr2bG7Ax2bDvNhEkpTJqS2qNn6Q+EkIOQo03+OZq4y3Caq3yi5ns+cMG4dROj0cgLL7zg9m38fbKlTGKHmMNNA+sIOvqJ2zllWNcyMVarlffff5+tW7fip9WSo0oEq2+leOROmGNPJWDelLaVDYDVbuLZNVczK+t2rr56IW++vpMz5V9TW1vNyZPtuWvBwcHU19cjhGDw4MGMKvZHtdlT4NnvysGkjomBtR0bt1iLp6iATK6komATYQlDevS+kpKS2LBhw1lHXKtShULBpEmTuPzyy1Gp3OWb7HYHOk02xQWGlhWay9h+87XLf7jiyyOkpoURn9A/PTt7ihByhCoUmer88wv2lgs+t25gMpl48cUXOX36dJdjJ0+ezPjx49tWH77ELsHyynBk4SnIAyMJuegRAifdjDLae21pK5Ik8dZbb7F161YAl5KvLwxbgArl0Fhk0QHIU0MJ/ON0Av84A6Fy/860OSz4q0P4YNefeO6Z9Zw6WUtzs6dET0NDA3V1dYSEhHDrsHkkrvDu21QMCGdWYhazEjruKRFv9oxmOx02Dn7zDFZjz9RcRo0ahVbr2U/Bbrezdu1annjiCUpLS93OLfvgIEcOGzvcejocEm8u2klFebPX8xfoOxeMWxeYzWZefPHFllQFT9LS0ggICEChUDB69GgWLlzIjTfeyAMPPEBMTIzb2L403JDJZGRkZDDloisIvXcFqc+XEnH1E0TfvAhliLuo4rmR3IMHD7rpv8nkcpzKvv/TKzMjse0vc9WcnqzD+PYerAc8V7Y6dTCTBlyP0d6IOm0nsfFWr+VP4JKSshmtlD+zHocXuyC0SipzDDSaqnhu4lUEeykxC7c24+/oQLFekqgs3Nqj96lSqRg1alSH58vKynj88cfZuHFj2zFjN/yZ+mYLr72yjVMnf5jo+0+dC31Lu8BkMlFUVMT69es5fvw4ubm5xMfHk5mZiU6nIyIigsrKSqqrq8nNzXW7tr6+nq+++oqsrCzCwsKQJImXXnoJg8GzuLvVeMXFxaHRaNr6JPj7+5OWlkZ4eHi3tM2cpmbKXr6SuPu/QLSkRqxcuZJPP/3UbdzI1Fwu+sSBvLn3QQV5WhiOQnfBTuXgGELfvta9dKqFPae/YvnBZ7AaQL8xx6tk1OQJP6eq0k5ZaRNCgJ9WSVKAmikWK8VOyBwZj3W8kzXHFuOQ7ASGLeCBrSvd5hjWVMx1ZR33bw1PHMHMOz/t8Lw3Tp06xZNPPtnluFmzZnHFFVewacMpvvwsv1tz63QqJk9NZcr0/41aVl/SWd/SC8atB9jtdhSKvrkpbTYbBQUF7NixgwEDBuDn50dgYCAxMTFtpUF9QXI6KLwzgsifv0Jg3kIkSeLJJ5+kqKjIY2x8dCzpftGEWVQYVE6O26sIUvoRIrSEWJQENwpCyuyom5yUZ6kwaiRiygSBhxsRTVaUw2JxFDfgrHP5k9SzMgh6fC4yP+/y4QBn6vN5a9v9BFbkcWSHZ2Amc8BVVJR5j3RGROi47+FJKJUuw99srqXJXMM7Bad45dB6AO6PjuWm4fPI/+YpmqoLaapy71kUFJVB5sTbSBt1TXc+zjYkSeKxxx5zUxzuiNGjR3Pttdcil6uwWhzU15s4fqyaE8eqqarSY7M6sNncS7+GDo8ld1A0g4d6imb2FUmSeOqpp1i4cCFJSb6T8T4fuGDc/seoWHwLwdPvQJM8goMHD/LKK6/4dH6tVktCZCzximCG1AcTXGBEmxtL4KMzEbLupTdIkoTBYKCuro76+npqa2spKipi0KDhxMYkUFdrpaHBRH2difp6Iw31ZoKCNdx0i+f28ExzHRuL9mN2OsmJSiUvOpUSfT0Hq05jsZmJ0QWRrNES5B+GVtP7Mqp169bxwQcfdGusRqNhxIgRjBs3jrS0NDff28H9Zfz3bU+Z+KsXDmHkaN+r39psNu666y4UCgXXXHMNEyZM+MnUzl4wbv9jSE4HQianpKSE559/3l0htx/Iysrinnvu6fMfzGuvvdbmG9TpdISFhREeHt72X15enivf7Bwe2LSUjwr2AJAZHEWENoDDdWXUWzzTQXJCY7h7yDTmJeX2OM/MYDDwm9/8BputZ1v5m266ibFjx7a9djicPPP4eurq2p/P31/F7/80HYXC9/WdZrOZRx99lKamJgBiY2OZOXMmI0eO9Ijy/tjozLhdSAX5CSJamgjv2rWr3w2bSqXixhtv9MlK4OyIo8FgwGAwcPr0aYQQ3HnnnR32a71r8FTmJQ+iqLmWfx3awLGGjnuvHq4r59m9q5iZkIVa3rNff51Ox6hRo9qizl2hVquZMWMGo0ePdjsul8uYOiONjz9qF+CcMTujXwwbuFaRgwcPZvNmV0eysrIy3n77bZYtW0ZqaioajQYhBKGhoURERBAVFUVycnKfe5b+0Fwwbj9hBg0axMqVK7se2AemT5/uk5pJp9Pp0U0sPDwck8mEUqlk0CDvvUNNdhspgWGkBrmam9w0cCyn9XWcaKjieEMVhY1VnGio5kRDJYaWBN44/5AeGzZz+VfYGw4ya2QidttFWK1N6PW11NZV0tjY4CaflJiYyLhx4xg7dqxbEMhud1BZoae+3oTB0L76S88IJ29c//rCsrKy2oxbKwaDgUOHvCscT5kyhYULF/brM/U3F4zbj5DOVCjOxhcBis7w9/dn9uzZXQ9sYffOM2zZVERAoJqgIA2BgRr8A9SEhfkRFaNyi57GxMTw6KOPIpfLO0wbefXQBr4qOsTR+gqitIFE6wLJDY1lSnwmg8LimHVWc2qn5KTGZMBfqcZP2fOtmLVqLYYTz4NQYmhcQUmJHAhBqcpkQJIWnb8ClVoQFu5PVlYscfFBqFTuK5/aGiOvvLAFjVZJTq6r5Csqyp/rbhyOrJu+yt7SUZ+NjvAW0f+xccG4/cgwGAz861//4qGHvPawdiM0NJSMjAyOH+9RS9luM2/ePK/JrR1hMFgpLfFM3pXJBA//fgq33HILS5cupampicmTJ7dtQzvyC716aAMNLX610/o6Tuvr2FlZxJtHthKu8WfftX9o+xKQCRmRfgFe5+kWouVPRbIxLPUoJSUux7/N6qCyUg9tO+F6tmx0VTDI5YKU1DAuvzKXqio9oaF+hIRqqa4yoNUquOGmEeQMiu5Xw2Y2m1EqlT2W6OpLTub5wgXj9iPD4XBw4sQJampq3PpMekOtVpOXl9cvxi08PLylGLz71NZ0UO/plNA3Wxk9ejSjRo1Cr9d3mdP3px1foLd23KdzfEyajwvT2+dKUTyPVvsiJlPngQWHQ6LgRA0fvref5JQQ3l7cHgxLz4zA398zOOJLHA4HTz75JBUVFT36ElIqlUyf3rPmyLb6vSDXoAzM7nrw90R3Os5rhBA7hRAHhBCHhRB/aTkuhBB/F0IcF0IcEULc08H1K4UQDUKIL885niKE2CGEOCGE+FAI8eMO23xPvPnmm4Cr1rUrPv74435RMBFCcNH8S/jl+ndZdTofp+Qp1+2NstKOu6IbDda2uQMCAjp1ZkuSxLvHdmLv5L5nb0l9gmj/U5FbChiW0/0C/NPFDRQXNTBn3kBkMoFKLSclNYxlHx7g+Wc3Ul7WhM3Hdb4A27Zto7y8HEmSuvX70sqCBQt6LK5prlhJzeqROK0/XKPyc+lOiMsCTJMkaQgwFJgjhMgDbgISgIGSJGUBHSUAPQN46xz8FPBPSZLSgXrglh4++/8cVquVI0eOEB8fT1xcXKdjHQ4Hmzdvxm63+zzqlZeXhzIpmk3lBdy85h0mfvwPvjx1sNNrnE6J8rKmDs83eZM274AGixGzo+NVk1ImZ2q8r7u8u68Cc0Pf7dHVxUX1bN9azGULcsgbm4RCIWP02CQqypv55zMbeen5zd2uaOgOZrOZL774osfXqVQqJk+e3OPr5Lok/JJ/gUx1/vQ67U7HeQloVdlTtvwnAb8GrpMk19enJEme8g2u42uEEFPOPiZc+4VpwHUth94G/gz8q8fv4H8Ih8PBlVdeSUZGRodpEa3I5XLmzJmDSqVi9erVPuv5kJiYyHXXXUeV1cDEmAGsOnOE4uZazug9VTjOprHB5JGV30p6SBWRX1xC6dYEFKEJKMISCRx7Hcpw7xFEjULFW9NvpETfQJmhgWzDKpTmEpplgejxJ8w/kkBV77uve0MI93WAzrCUtNTbKTzZfcd7Q72J7VtPc/udrpy3UaMTyP+ukiOHK6kobyY4uPtbx644ePAgDQ09X0UlJSX1Kq1HoRuAseD8+vPt1rsQQsiFEPuBKuBbSZJ2AGnANUKI3UKIFUKInoRjwoAGSWqTLS0BvC5FhBC/bLnH7vOlV+gPhVarZebMmd0uoZk+fTo7d+70aTMbKTaUy1a+hlzIeGHSNSS0tAf0U3TuVeisE3yYqhFb6XdIDhvWsnwMB75GqDp2aGsVSmYkZJEbFsvvR85lSOQviFbdwFD/mcyNHMG8AeN79+Y6Q3iuA4Ym7enxNGWlTaxe5SoJk8kEN9w0nEFDYlwtCcN8Z9yGDh3KmDFjenSNTCbj5ptv7tZYSZKQJAmHqQxrzWZMp/+LrX43kr3729/+plsBBUmSHMBQIUQw8KkQIheXfL9ZkqSRQogrgDeBid28rzdPr9dSCUmSXgdeB1eFQjfnvwCuZM2z9dLORQhBdHS0W+f1zsjKyWZFsIXDtRW8d3wnDw6byT8nXsVVKxZ1uk0EKC7ueGUXJG9EEZ5M/MPfdDjmXH63bTlLC/bw+bw7qCrTsWqlksioOHQ6Jb+8Y2zXE/QAh7EE46lFHscTpH8SGPgfmpq63lJrNAr8dCoCAtTs3nGGCZNSCAnRolDIueGmEUiShNPpu19vlUrFzTffTFhYGF9//XW3rnE6nWzcuJHLLrusy7HmkqUYjv8DW8MBkNr/7R2mUhQBPUs76S96FC2VJKlBCLEemINrtfVxy6lPgbd6MFUNECyEULSs3uKBH0YF8idKcXExy5Yt63RMXFwcJSUlJCcney2sbyU6OpqMjAwOBdg4XOvqObqi+DAPDptJXnQq/5x4JYPC4ju83mSysXFdx0Y2gFoUgZEdnvdGXnQKCpkrvSNnRixTpqfhdEo0NnYcQe0tQuGP0+z5BSBsFQzPbmT99o63wMEhWuZfkUNWdlRbykfN3kdpOnGC4JG/ausTKoRALvd9Ssj8+fMZMGAA//73vzvMFwSIiY+kvKSK4uJivj2dz/6aEtKDI0kPiiQ7NMYj8ixTBmGrdy+FlGnjketSfP4eekt3oqURLSs2hBBaYAZwFFhOe8ulyUC38w1a/HjrgCtbDv0c+Kz7j/2/g9PauS/LGw6Hg5deeqnDFJDo6GhSU1Pbcp+am5uJiIjwGKdWq5k40bUYP1BcwMeNhW3njtZXcMf697A47Fw5YASZIR1H1yormjGbPeWNWtE6apD7h3k9t7/6DK9/t8nj+GWpQ3ksbz4RWlfumss4uLrN+xqhDOqwp2dWwOIO89QiInXcde94cnLdc9kc5Uvwa3wLQ8HLPn/WVqwWO/v2lrqCFFIYDz/8sJuf9uzcweSMGBjg+tLKzE5nW8VJXjiwlrs2fMDsz1/E6EWaXfKy0fLP/M151dS5O08SA7wthJDjMoYfSZL0pRBiM/CuEOJ+XAGHWwGEECOBX0mS1Pp6EzAQ8BdClAC3SJL0DfAb4AMhxGPAPmCxj9/bjxqb04GzdhuNu28mYs5RD4d2Z8jlcq677jpiYmLYunUrJ0+epKCgAICUlBSKi4vdyoVqa2uRyWT4+fm1pQzk5uYil8vZtGkTCEHd3MGY6tyViA02a7fKmGxWB+kZ4TidEna7E7PZTk21HkdL0+X98ouYOcl79DcjOIqs0Biv574vhBAImQbJ4ek31BhXkZP1MIcOu/uaIiP9ue2OPAKD2ld11rpdWKvW4TSdQe4Xj/7wo2ji5qPoh9WOTC6IigpAo1YQnxBEQKCG559/nrq6Ompqq3n5wOUohAKdiKBeOoqEgwHjEtho+jv3j13GrMRsVHIFb+ZvRXjxItnqdiHkurbPRKYKxy/l/Ep46E609CAwzMvxBmCel+O7aTF0La+9+uEkSToJjPZ27n+dU001vHxwPfMVB0k3FKI/8jgB2X/s0RzDhw8HXDlLkiSxcuVKli9fjsVicTNsrTidTmJiYtDr9SxcuJANGzawb98+AMZPmcSBMCV7G8uwONpXYAOCPFd73kjPjCA9032s2WznZEEt1dV6Jk723ihlS+GHVOmLiQvKwF8dSnZMz5KGfYUkSSBToIm7DlXYeIRMhV1fiL35KI7mY0yI3U/RmUEgQVi4jpxBUeSNS0J9jmCn01xJ83e/A0ARmIPTUkvjntsJnfiNzzthKRRyoiPsxMRGts2tUqkot+3nk5NPIAkbdmw0Su1fWE2qM2CAzw48zq3jX6LM0Mi16SM9ytUkScJhLCLy4jPojz6F4dhTqGMuQsj7Nym5p5w/a8jzBIvDjsPp7FX9YW+pMen54MQu7hg0GZPdxozlzwNgjfDj94CttmNV2e4ghGDOnDnodDrefdd7fpZMJiMrK4s5c+agVCpZtWoVACEhIVx92RXcqNEwKyGbW9YuabsmSN376J5GoyA7NwroeDs7Qp1D2TtP4wgKQwoMpy5uF8rQeBShCSgj01AEfT9d3CVrHeHTtqMIyPB6PgJ4dFzX86ijZyPXpeAwnEIZNIigoS9Q+WUc5tJlaOOv8u0zSxLVqwYj5Bq0yTcjU4Wi0KVypHIzNQbvbRdb2V/6DU9/u4D4kCyuHfFXj/NCCCS7EaEIRBNzMebSj1GF90OEuo9cMG7n8PTeVbz+3SbemPYzZid1v2Veb9laXsidG96n2qTnYE0pg8PjcDid2CUnX1cbuSd0ACEDvBZ/9AghBJMmTcLf35/ly5dTWdkuCxQXF8dDDz3kVk/Y6nxesGBBWynU8MhEtAolJrsrOhak8l3qgjfMJ7ZgL97f9rqGD9t+DrnoESKufqJf79+KTB2GTO3dJ9gThEyJJu4KDMf/gVyXipBrUEVMAqdv+se64TChy3gA/ZHH0B9+FAB17GUszPuQa4b/mbe238+u4s+9XmpzWCis2Y3J1ozMizvEcuYgjnJXeZsqfBwRs32XfOxLfhpynD5if/UZFh3ehITEl0XepWB8jVquoNrkypH+uvg7ntzzTVtZ0bT4TIInb0YTM9dn9xs+fDhXXeVaJbRuV1rlzs/GYrEQHh7OiBEj2o5FaAO4Mm1422tvzVl8ia26yPsJIfDLmtKv9+4vAnL+SsSc46giXFUA/hkPogztWT5at5Ap0MRdgSIgC7kuFUVgNsqQkQiZgpKGI5Q2HO30coVMSXKY9xaI1soC9Hu+wFbnklwXQu7qf3qecWHl1kKd2cDNa97B2aJMvKbkKBaHvce6Xz1lWEQCoWoddZZ2Z3V6UCR/zbuEibHpSJJE844PEZoAdINmtwlR9oWYmBj++Mc/Eh0d7TXBt7KykpKSEmbMmOGRrf7XvEt5aPhMSvQNhPazcbPXeW+lqIrJQjeo+1JLvcVSdgRHcw1ybSBCpUXmF4JcF4Low++EkGtQ+Ke1vVaFT/DFo3pgLvuMhu3XnnVEhirE9cWUFDqIe6a8Q0nDEeoMpWw5+RHFde3lc0mhg7DYTQRp3P2kDmMJ9duvRdgysJZ8R+OGxYRf/qd+eX5fcMG4tSC32LnKEcUrLd3Nm6xmNpQe930B9jnIhIynx19Bfl05JruNWF0QPxs4BmWLEbNVnqD8X64qtahfvEbQ5FsxGo1otdpeO6HPVhM5u/2g02AFmwPLsUokSfIqEKmUyQnT+BPWh14E3cVW00GfWB8Y+K4wFe6g5KkZSFbPjHuh0iLTBKCMSCXx0d75QyWnhHX3GYRChmp4xzmCkiSBJLk1ue4WDivK8EngsGCr34E6agaqqBltp0P8Ygjxc/3bVzafajNuCpkKuVBS0XSI+IDbMZ58HUVAFk5bPebST7HVbUM4XS6NxvWv45c9Fb/MHybQ0xX/88bNZrOxcuVKjEYjfjUGxqSnsKPS1aN0b/XpfjduAHOScpjTgX/P0dxeclb1/oNos6ZytKSRwMBABgzwTSs404qjGN/Zje1AObIIHaprctBqtT6bv7fY606DXAnnVD+oovr/uWo/ftSrYQOQrCYcVhPyANfKprVnRXdw1hkxvLsX06ff4axoJuD30zs1bo7mahq+fYnwBX/r9rM3f/co5rLPsDcdBqEgYMjzCCHDUvY5mrjLPcZfPuQRJqYtpLypgKKa/Xxz9N/E6+KJP/p7Go1FnFs8JAmXP9bRWIGleP8F43a+olAomD17NnK5nI0bNzJIIee72lIMdiujIpN9fj9HeRPW/WVo5w7s1nhN6hhC5z9K3Wd/QzLrKX/pKooH3EpxvZW5c+eSkZHR5zQC654SaGmXJ5G3aBAAACAASURBVI8OJOAXo5m8sq7L4vz+RHLY0Q2eS+i832I4tAKnxYhMG4BuyDzwksria+z1pV2OsVWf5PRjE1AnDiF03m9RhnWjc5VagWnpQZw1LW4IS8fJza57nKLui8cRCjVh8ztPB7IbTmEsfA3D8WdpM0iSHW3CVcg10R1ep5RriAlKJyYonWHxc4jyiyTt9KtIjd4bkUuUoM3Nw9FoJCDv/JUi/583bkKItmztqVOnAvDXaD92VJxiQqzvVghOoxXDm7swvLkTzHZsB8oI/O20Lq8TcgWmY+0Z+pYzByjRlnOkuIqjR4/y6quvIoSgqkpPQIAarbbn8kbO0kYkkw1FThR+1w9Dq9Uyf/78Hs/jS4RcQdRN/wYgeNqvv9d7S5KErba4y3GalNFo0sZgLtyOo7mqW8ZNplOhnpyK6WNXwEr/2jbkA8LQTE7zOt5eUwRA7ad/AslJ2GX/53WctXY79dsW4DR79oKVqToXNT0bIQS5pu8wNu7vZAyoMk8ROnkbisDu5Tr+EPzPGzdvXJM+kmvS3buFlekb2FFZhMFmodFqoslqpslqoszgEmCM1QUxJjqFWQnZXpMea+f/B0eLWKMqLxG/a4Z2+3ls1e7foGFKV6G2n58fMpkMs9nGm6/t5Lobh5GYFOI21mw2s3nzZmbMmEFHOCr12I9WgQDVSNcf6E+lr2VPkOxWrOVHUcUPIvnvhzAVbKPiNW9ShK0XOHqXjuKUMKstaCxqJL0V257Sjo1bU7tbonb5X1DF5RAwaoHHOIe5DCH3TM3xz/5zj0uidGm/xljwYscDZCpCxi5FGXh+N3i+YNy6iVqhYHvFSY7UV7C32ruje8mxHQSptPw171IWpLUXdUhGG47SRuRxQegeGI9jlA5FuPeOUU6HjdozBzj07T8wNpQz6eeLSfjtGpq2vUfT1nfxH3EZmWY/oqjh41SXIKPZZCcrJ9LNsBnz19K05R2U0ZnYlcM6bSrjrHKlovjdMAJZeP82lTlfsZw+QPm/r8cvezqhl/6Bpq3/ReYfhip+EJLdilCqcTSU4zDUuZYuDjuWM4eoWfZHwq74a48c/pJCsHLmZi77cjrIBELXccK4MtTdH2c49I1X46aNu+L/2zvv8Liqa2+/a/pIU9QlS7Is94K7ZVMMNjHNpjjYYPCFACnUcC8QyuUmJJBLSfnIl0tICAnFlCSfKSEY44CpMVyKbWzjgnHFXZbVLI3aaOr+/jijPpJGVh+f93nm8Zx99j5nL834N/vsvdda2LIXoYLVgCJQuQ0VqseW1f6PWnsYbFk4TnmImh0PQ7htxJOkgmcG5Kbd1ujiFiOpNge/nr0YgEv/+SQbSto+tiwaMZV5ueO4ZHjLVUaxGElZfjXmU7LYs+4Ftjz+KFPm/ydjzvhui3r+ukrefmw+3upiVDiEK30kYjBiTssndeF9pFzyEwiHSDeaKPnH/dRP1EZ/BoMwbUZL30xTWj5Vn/4FDEbsS16hsLCQ3NyW/1GCRyqpvGMlxuEpOO6aS8Kiid39Mw1KVDDAkUcvIFRdir9oF5Xvx+LQLoTDQTyf/RXPR0+TcvGPSb7gjpjuJ9lOkje6MY3PIPlPl2FMb3/l2ZI7Efe8Wwh5iqj96j3sI9v3WBQRxOwiVF9CxWfatILJMQrnKQ9hzTo/pr4BGMwuNh27ErGMwxA8RjDgIy1xH1n2rYR9xzC5oqdZbE19TRmVRTvIGh1rJLSeRRe3E2Dp6II24jbancHjc66MOjoSsxHLlGwAPMW7Cfpq2L/h1Tbi5q0qJhwKoMJaPH2z3Y29WSggEYHIHquMxQ82Ova63LYWDtoA5vTh2MecSe3e9QypP8C+fSltxM1z32rwBUn5y78hJzBXFy+E6ioJeyP5HWLMBwEKfLWEfLXYx5xFqDr2gKCu753GeV8Ukrx8MWLp+L+gJXMUmddqYlv5wZO4zvxup9ev2/80KqBF4Q1UbCAc7Hpi7omTsnhh2WGs1kwOHqhgSPZ0br/r8ZgydR35+l22vftbKos0z4UEdzbZ48+h4NsPdX1LSzfQxe0EWDpmJhflT+KFnWv51cbVXJA3gWnpeYSVwtjJyqWneDdiMJEytO2cW3X5AeprGuZYhFDQhykSkbbUW02SNaFx/1tH7NpZwmuvbEOF7yOUrTgrcSgTx7fakFleS2BrEQlXTTuphQ2g8t3HUFHC+nSGmG0Me2gzlqwuBmc0Co6bTu9U2FqTdE5sCyuW1NkYHaMI1WiRYHz7d1K38SEMdjfmtGGYM0ZizhiFoYNQ7MkpCQT8YY4VaSG3io5Ws3lTIdML2t+20kCgvobKoq8ZUXAlyTmn4Cnew7g5N/SpsIEubieM1Wjio8LdTErN4alvfQdjjB/czMW/xO7KwmJ3dVhPDEZsiSmEgn6MJgsbSw4xN2dMTOL2zZ5yKiu8AMy/aBzfOrftqq8xNZHM9bdp80cnOXVf/+uE2rnO+E6XhC1UXI0hNVHbuDuzaWU11iTbYf9xfCX/wmjLwmDLxGDNREyONm2tGWdTMukJ9u/4v0wNF2PJOZ3iVT8kULynqU7eVIY92H6Y9KOFVZSXt9znt2rlDiZMzMJQdQiDzRE1wOj28qM8cLSIBy9/lJGnXIA1of8SxujidgIopfjJ5yvYV1XGn86+KmZhA3BnapElCnd8gN2VQWJSDpaEZESEQDMXLBUOcmzvJ+z+7HlGnPE9/nv9KqalD+WMrJFcNXZmVIfmBrKynYybkEGVp54ZBe1nyRLzwPMH7A/8R2Nz/E4651YsQyei/PWEqktJOvffu3SfyrtXEdhyFOMQJyqkUBVeDENcmMdnkPToxZ22F3My9YeXU1/4evNCDLZMjPahmBwjMDrGYHKNxRRQrK2rZrW3mu9IBQV3v82hh2YTqtK8C3yHNuM/thtLVvRIJwkJZux2c4vcrDXVPpRSFD93IwZrIjl3tI0vOyopA08wQFn2dCb0o7CBLm4nRH0oSIWvjr8vuJHhro73EKlwmENbV5GSOxlnWj4Alcd28fHz3wMgJXcKNmcac7/7HEF/q2CISrH5nw9TVvgVS0ZdwPyR08hKcHcobACbvihk9px8xo7L6NVs5vFAoOwg4foY5qSMJtKv/p9u+fbaF09CrEbCx72o43WoQIjQvnLMk9vfYNscEcFd8CxhXxn+ssjeRxUg7D1C2HuEwPHPG+tmj76TRxZ+QliFCYeDmIwWcu9ZTdlrP6N2s5ZC2HdoS7vilpKawHevn4kA+74pZ/Vbu7BYjFjEjzltGPbR0VdLrUYTby38j5ieMHobXdxOALvJzLPnXNthnXA4xN61f2Xnx3+mtuIIJquDUadehdnqoHDH+4A2ijt+ZAtmm4v9m14jc+Rs7TFRtXR3ObJ5BbOxMr7gwpgeXzIyHdjtZl3YYqBux4cx1TO5h3Q7aEHCooktVqSVUqgqX5vPuyMMZjfJs1dS/q8zNfeqaIiZxNG3a/XFgMGobTWxDp2Mc+Zl1G59G4PVgWPm5dHbRxg+QtuulDPUzagxaVRX+zCYrThnLiFx8vx22w0EYQMQ1YU/bH9TUFCgNmzY0HnFAUDN8cO8+euWv25JQyY0riABDJ14IQazlYDXg7eqBLPNQdqwAmorDlO0aw3+yAre0NELmD7mTvyrv8H1n9/C0El+y1AojIjElbiFAx7E5OrxiLWFv1tE7ZfR45o1xzbiVPLu/6xH791AqLQGsZgwuGPPtRqsPUD5h6cT9rVNF5ww4ibc0//Y/v2qy/AX78U28tQe/3v2NSKyUSlVEO2cPnLrJWzOdOyuLBJduTiOJVGpDmAyt/zypuZNY/zcm6K2P174Ff965iqMJisjV06h+tjqyG72IyTedDq1T6/D4LJhGpmKIcNBYV4ym2r9eDz1JCSYue77M/vCzD5BhbwUv5lN4qj/wDX5Vz123WBVKbVbY0t7Z0hsf/7om9INOKwpZLpGEA6HMHRh5FL/4V4q73qT5D9cinlmFvvuyMWYmIJ12DRMydnYhhfgOuM7bdqZEvNJOesdqjbf1vSIClizF+Ka8ts29QO7SjAk2TFmOjE607A7Y3fJGqzo4tZLmMw2Lr1vPcEDFZRd+Awwnl03b21RJzXKdpAGUnImsvDeT1EHazn+8t9QQW3/Veiwh6qfribhezNJuHIKtc+sp/aptby5dDqlFV4cDgsLF8fXZlxf8bsQrqd292+wDbkIS3rPbAotXX4nhDp2XG8gXF9D0FMcNbT5wYptrNz6W66c8XPe+upxcpPHMz7rLCZkzSHN0b6/aaByM4aUdBy3nI5lZh7+4q8x2BwESvcRKNVSIdpGnhZV3ADMSZNJPXsN/vK1+Ir+SXh7Jsbdswg4KrBM1sIZBQ9XUvP4J9S/vwfzKZmk/vWqmOyNB3Rx62XKAl/x8SXPYDLYsIdbZnFKHdo20ulP177Bj6aeQ6rNgdnmhLFO3L+8EM89q5oqmQw475qLGATXT+ZhcFmxhjUvhYWLTiGxA3eewUig4svIO4X30N96RNzC3mpqNvwj5vq+g5va3QtX56/CG6jiL+vvJRQOUFJzgE2H3wZg1rBLOX/8TQxNbhs6y1fyIYlTbscyVVvRNqflM/THa9h/71iIbORub+K+OZbU07CknoZ333aCR8rwvryZ2qfXYhqeQt1r21AVXuyXT8b189i9FOIBXdx6mTJTLb7553Hh5HuoqThC5dGvCXm+wKQqEXxA06NqSV01647tbxMI0pjpbHFsPSMficynic2M8+6z+UGtP+5ErYFQ3YHG93UHX8ScPAP78Ou7NV9UtW45KhB7Amfl91K87Hpy73mnzbnq+nKtn1FyIaw/uILThi8mEPJhbpUdyjHmzhbHBrsTz/8+1yhsAKG62PPW2hdqMQFVIETFDa9S9/IWVGQrR7i8tvE7c7LQqbiJiA34GLBG6v9dKfWAaN+sh4ElQAh4UinVJpSAiFwHNASielgp9UKkfA1aTlRv5Nz5Sqm2s6ODnH3V2zkaLMSROgxH6jCyRs2m9N0/YLRnI6Ym0VJKETy6nUe8RQTKDzeGz1G+IFW/alrRS7huBo4bTmtzn3gVNoBgTVMyaMI+PJtuRoX9JI669YSvWb3ulS7VN9jduOfdHPVcje94h20fX6OtrM8ZdTVXz/xFh3WTz78Na94U6r7+EO/ONRg62ewdDTEbSXl+Kd63d2I7fwzhkhpUB0mx45VYRm4+YJ5SqkZEzMAnIvI2MB4YCoxTSoVFpM12ZRFJAR4ACtCi520UkZVKqYafo6sjeU7jllOHL8Ztb/mnCXkLSRx9O/WFr+MrepNAxUYMlnRMx6aQ8dUHGC/7bwDqXtpMzR8/I1xWq8Vau3wy9iumDPoVrq4S9pW2LQtUokLeqGF+YsF3aEtM9cSSQM4dK7DkTm6MXRYKBwirME99+kOS7Jl8U9b+Tn8ApzUNpy2VfWVfxuSNkDBuLgnj5qLCYQIle2MzKAoNAVGNQ7oukPFALEmZFVpGeQBz5KWAW4CrlNI8jdsZdV0AvKeUOg4gIu8B84Hl3e/64CDTOZxMZ1NG8XDAgwpU4Nl4g1YgJlBBVBj8W49iHz230efPmJeEMduF49Yzel3Unn5yLTa7maQkG6lpiWRkOhg1emCsqKlAVZsyEROV668h+fS/d/164TDh2o5HWw2YknMIe6tbBGX0Bqr56/ofs7t4LfXBmg5aw+wRV7Jk2k+xW05gBGYwtLvJVqdzYppzEy1v10ZgFPCEUmqdiIwErhSRRUApcJtSak+rpjlA8wywRyJlDTwnIiHgNbRH1jab7kTkRuBGgLy8vNisGsCImEk67SX8pR9T980fQQWpMOWQGKzAPnUC9vymkDbWM/KxnpHf633yegPs2d0yqkVmlpO77p3b6/eOiSiiXv3VfRis6ahwADF0zfFfBX2YM0e38LVsjdGZTs7dq7ENa7ui7bCmcMPsP/DM6vv5qmYF/lD0XAsA4zJnd0nYimo9rC8+wAhXGk6LjQy7s08ThPc2b23/A+W1h7lm1q97/V4xiZtSKgRMFZEk4HURmYg2B1evlCoQkcXAMqD1Mla0oUaDgF2tlCoUESeauF0DvBjl3k8BT4G2iTeW/g5kxJSAPXcJJsdYvIdfQvmP86ztRlaU1DMldQh/nnRF3/dJhIu/PYHSkhpKSmooLaklM7P3s1vFijY32TJ8tjEhj7RzN3VZ2AAMFjv5v9xO7ZdvUvTnaxCLnYzvPE6oqgTf4a2E6ypJnLwgqrA13t9g5rScpfg/zaDevQ+f6xDH6nYQaBXcMSUxm3A4zPLly1mwYAEpKdGDlDawrbyQWz9qerD5ScECfjhpgPzI9AAHyrfgtHU/wXUsdGm1VClVGVkImI82Cnstcup14LkoTY4AZzc7zgXWRK5VGPm3WkT+HzCLKOI2mAmFg4TCASymtvNC5qTJGBOGgX0ot44/i7uTp1LhqyXd7oxypd7FZjMx5+wRLcpCod5PwhIrBnMSypaFLfdyzO7JGKzpiMmFwXLijtliMOKYcSl5D6zFX7QLZ8HiLl9jypQp+P1+nnlmJ5CF0TyE3LE27EPqqbUeRBn8pCRk8+qrr/LZZ5+xdOnSTq/pDQYwG4wEIium2YnuLvdrIDN96II2c9C9RafuVyKSDgQiwmYH3gV+DZwJ7FZKLRORs4FHlVIzW7VNQXucbUhTvgmYAVQBSUqpssgixXLgfaXUnzrqy2Byv9p29EPW7X+dLw6t5KqCh5k7uikWf8BXS8m+z0kwV5KYlNVriXnjhfKPziNUt5+MBSc+ud6T+EJBjtV5qPH72L/2S95c2dZ9a8KECdx+u+bf6fF4qKioID8/v0Wd+gOb8HzyIvaRs3CeurQx3plSil2Vxez1lHLhsFM6DZTQW3xUuBtByExwke9K7fUE5SdCd92vhgAvRObdDMArSqlVIvIJ8DcR+RHagsP1kZsVADcrpa5XSh0XkYeALyLXejBSlgi8ExE2I/A+8HR3jBxoDEuexMptmhtM82F4RdEO1r1yFxVHv+L0pb8jeVRbYavf9wVBT5EWVDB9BAbLia0IxgvuGU8Sqj3Q391o5L7PV/DSHu1H9sej53D++edTWVmJx+OhqqqKM888k+nTpzfWd7vduN1tR2D+Y7uo3/spnvd/j214QePigYgwLjmLccmxRQvpDT4u3MPV7y5rPP7g0h8xNrmtd8ZAJpbV0q3AtCjlldAY6bp5+QYiQhc5XoY2H9e8Ti3aCC5ucdnTuXPecpZ9fgdpiUMpqzmEz1fNxhdvpPa4tsZSfuhL8qYsbOOLWLnmKao+XoY1byo5d6466cXN5BiFydG/CaJDtdruJWNiMv85/QK+M/ZU5C9bcb/hJfmn5+J0OrucMSxQegDfgU2Atkm4S/0praH+vd0kXDkVMfb8yG5GRh7PnXMtuyqL+dXGd8hI6Pvpku4y8MaZcYTd7OSHZz2DN1DNz1bNJRQOcs34xVhsLpzpIzlcWMy+ffvbZHb37v4ER8FlZF2/DINt4Ezsxxtr1qzB5/ORnzcVp8tOcoods9lIMBhGKUU4rAgGw7jdNqrXvoQl9xQSxs4hI8FJRoKTuuxyQkuH8sgvf0l1dTX5+fncc889Md277LX7qdn8ZuNxzeZVWPPauuO1R2BTIdUPfwAhReI1PT9OSDRbOS9vAjmOJB7b/CFJg/AHVhe3XkZEsJudPHDheygVwm3XhvYVFRX8/q8Poz7cxcSJE0lJSSElJYWxI/NJW/RzHLOuOOk26/Ylhw4dYvlybVUyJ1OoqY7uN5o3LIlbb59N9bqXSB/ZMtpGwlJtNfWuu+5i9+7dVFZWxhwyvHr9ywSKm+YQDdaupVQ0jdcm5etXfU3C1dN7zbWqqLaK7ET3oPwu6uLWB4gILlvThthwOMwTTzxBTY22AXTdunUA5OfnM2nSJJynXtkv/TyZKCvT9vVZrVZSUhIaxU0Ehg8Bl6mGHcVu5p03mmD5Iby7P6GyeC/1FYdxpuW3iOiSnp5OenrsmdeVUgQ9Lbe2WPM7H335yz7Df3w9xoQcDJZslEUIbDtGYFtRY3a1nsZmNDEnp4sJcNrBu+pr/F8cxpSXjGXOcMyjezdbvS5u/YBSCo/H06Js7ty5LFmyBLP55M5E1VccP655KFitVi5eOIE//l4LRDk2N8SZWxcjZhvzH9xPypAMar7UHh8/XvETQuEAE7717x2Gq2qN960d+DccAX8I04QMbJfkYXIPIVC/B0RIW/Ir7CPb+gu3pv7oG9Tu/k3jsfWme/E/lY4xu/fcq2Znj2J2ds/Md/rXHsL7j20AJOUl6eIWj7z//vtUVWkuRWazmWuvvZZZs9pPtqvT8zSIW2JiIhWVTZP5LoOW79Mx/dukDNEe/YLlhzG4MgmFA0y76GekDZve4lodPYqqQIiqX3yAqvBCsp0yashN36x5RxjNJM+/k5QL746pzyFvc2cfA7YFs3GcNanDpM4DieC+8sb3oZIaAtuPYRqT3muJinRx6wdqamowm82kpqZy0003kZ3dO48UOu1z+eWXc9555+Hz+Qh7qpg7thJPOIXMmm2Y0vJJnLawsW6g7ACSlIXVFGbcnBtaXKewcie//+h7gMJiTCA5IYvLp93H0GQt/JCYjax+egb3f7aSeekjufXUmfgWvUneY1vxh7fhOq3zjb0NOMffjy3nMkLVuwnW7MF76Hc4xt4DDHy3RP+WowQ2H208rn7kAwDSP7ql18RZF7d+4LLLLmPx4sWEw2GMxoGRTONkw2AwkJycDED1wY8Yvfa6xnMZt6/AMe0S6vd9wbFnf4AhwU3yJT9luqGe+sLXseUsaqxrMztwWJM5XKElazled4Q6f0tH/0tHTGXZjs9wJTkpyBxGWaaDypvfJeWpJV3qs8k1DpNr3Ima3G+Ea3x4fhwlnLtBCO4pQ+xmDA5r2/PdpH+2PusgIrqwDRCC1U1BA8xZY0icom3fDJQfwl+4HREDKTMXkzXESe3eJ1q0TU3M5YwRTSI1Mq2AsZmnt6jjttpZdfGtPDBLy01qGp+BcYgL78p2slfFGWIyYEiLshocVlRc/ypllz5PuCr2wKGxoo/cdE56ks75IQaLndLld2NOy290gwp5tATGrjnfByBYswdrVtuUdp66pmhfCe1EAHFamiIuJ/3iwh7r+2BAbGaSn7yM49csJ7izZWQ0Y46bpP9ZiMEVe+avWNHFTeekR0Rwz/k+CZMu4PibvwS0RYKarf9EXJm86R5G+sHtqMowI72fkpN/I3aLExGhft8XjH32N+QlufG5krEe2UrR19fhmn0Niaec28+WDRwMiRaS/3wZ1f9nDZZZQ7GcNgxV7cOY7eo0VeWJooubjk4Ec3IOmdf+AYDaLW9Rt3U1u2ZdzX9tWA3AeUPHk2y9iuI1r/LYnCtItzsJ++tITM5j5I0vUL3uZfxFOzHa3fiP7uwxcYt1Y3AsVLz3B2wjZmIbMavPN+Ya0x0kPXpxn91PFzcdnShYcyaQOPUSnksY0hiBcK+nlBUX3dwigU/CuLkMe1ALM27NndijQgRQfmQL//v8D3Bljuasa57SMqJ1AX/RLireexyDJQFz5iiOr3wIo3sIYrZhGz6DzGuf6PwigxRd3HR0omBOH07OHStYumcDRZs/4HBNBfurynCaO54b6unRUOm+9XirSxg2bVGXhQ2g/uCXeD5sGUksVF2GfcxZpFz8457q5oBEFzcdnQ64YnQBV4wuYN2x/YxKSsfSxzHNyg5uIDlnIlMW/NcJtQ95ijWfslZxG8VkwZyS2xNdHLDo4qajEwOnZg3vvFIvYLI6mHLBvW3CYsVK8gW34z77BvzHdhMo20+w7BD+kr04pn+7h3s68Og0Eu9AYjBF4tXR0el9OorEq2/i1dEZZBw6vo1aX2V/d2PAc1KJWyBUz7s7/kxp9UFC4ZMvA7dO71DnOcahrf+komgH5Ue2UFtxhPIjW/DVVqDC3U+0EwoHADhcsZ17Xi/gkXcuprz2SLevG++cVHNuHm8Jr23+Ba9t/gX3L3iXnKSx/d0lnTggUF/Nhjd+hq+mrM05uzODCfP+gzFnXBelZefsL9/Mb97XApeGVahR6DKc+d3p8klB3Iqb11/FOzv+hNOWhivyqqhrChAYDEePvKqj01XcmaO56M4P2LfhZWqOH8brKaLOc4w6z1G81SU0pertOsc8ewm2yoXqsqVjMw+OMEf9SdyKW6W3mLe/bn+DYkXdUYalTOrDHunEM9bEZMbPvblNeTDQPYfwBGsSpwyZS2VdMZXeY9T6K8lLmdita54sxK241fo7nnCt9Xs6PK+j0xOYOtn02xlTcs5lSk6TG5c/6MUf6lqmrJOVThcURMQmIutFZIuIbBeR/46Ui4g8IiK7RWSHiNzWTvvrRGRP5HVds/IZIrJNRPaKyOPSx45uQ1z9mypOR+dEsJjsOKwp/d2NQUEsIzcfME8pVRNJovyJiLwNjAeGAuOUUmERyWjdMJJx/gGgAG3iYaOIrFRKVQBPAjcCa4G3gPnA2z1hFEC2e0y750wGS4fndXR0Bj+djtyURk3k0Bx5KeAWtAzy4Ui9kijNLwDeU0odjwjae8B8ERkCuJRSnyttF/GLwKXdN6eJBIubTOeINuUGMfL90x/TJ2R1dOKcmPa5iYhRRDYDJWhitQ4YCVwpIhtE5G0RiZb/KwdontXiSKQsJ/K+dXmPMip9ZotjEQPfP/0xZuRd1NO30tHRGWDEJG5KqZBSaiqQC8wSkYmAFaiPuD48DSyL0jTaPJrqoLztBURujAjohtLS0li620jzVSWnNY1/n7OMmcMWdtBCR0cnXuiSh4JSqhJYgzY/dgR4LXLqdWBylCZH0OblGsgFjkbKc6OUR7vnU0qpAqVUQVcS3wLkJo1vfH/Nqb9mYva3utReR0dn8BLLamm6iCRF3tuBc4GdwApgXqTaXGB3lObv/fj4FgAABOZJREFUAOeLSLKIJAPnA+8opYqAahE5LbJKei3wRretaUVOkpYpaFL2vBbL6To6OvFPLKulQ4AXRMSIJoavKKVWicgnwN9E5EdADXA9gIgUADcrpa5XSh0XkYeALyLXelApdTzy/hbgecCOtkraYyulDdjNTm6c/UfGZZ3Z05fW0dEZ4Oghj3R0dAYtesgjHR2dkw5d3HR0dOISXdx0dHTiEl3cdHR04hJd3HR0dOISXdx0dHTiEl3cdHR04hJd3HR0dOISXdx0dHTiEl3cdHR04hJd3HR0dOKSQeVbKiKlwMH+7geQBrRNUjn40O0YWMSLHdB3tgxTSkWNhTaoxG2gICIb2nPWHUzodgws4sUOGBi26I+lOjo6cYkubjo6OnGJLm4nxlP93YEeQrdjYBEvdsAAsEWfc9PR0YlL9JGbjo5OXKKLWzuIyFQRWSsimyOpBWdFyu+JlG0Wka9EJCQiKVHaDxeRdSKyR0ReFhFL31vRvh2Rc2dHyreLyEfttJ8nIpsitr4gIrHk3ehxesCOcyJ2bBaRT0RkVN/1vkU/umvH/zb7/h0VkRV91/s2femuLSIij4jIbhHZISK39WgHlVL6K8oLeBdYEHl/IbAmSp1LgA/baf8KsDTy/k/ALQPJDiAJ+BrIixxnRGlrQEuqPSZy/CDwg8FmR6R8NzA+8v6HwPOD0Y5W13oNuLY/7Oihz+R7wIuAIVabu/LSR27towBX5L2b6HlV/w1Y3rowkq5wHvD3SNELwKW90MdYaM+Oq4B/KKUOASilSqK0TQV8SqmGtI3vAZf1Yl87ojt2dNS+r+muHQCIiBPtO9ZvIze6b8staBnxwp3UOyH0BYV2EJHxaHlXBW0Ec4ZS6mCz8wloyaVHqaZ0hQ3n0oC1SqlRkeOhwNtKqYl91f9mfYlqh4g8BpiBUwAn8Dul1Iut2gpwALhMKbVBRH4HzFNKTepLGyJ9OWE7Iu3PQhMCL1AFnKaUquqr/jfrR7fsaHada4GFSqnL+6Db7fWhu59JOfBbYBFQCtymlNrTU/3rl/mTgYKIvA9kRTl1H3AO8COl1GsicgXwLFpC6gYuAT5tLWwNl45S1mu/IidohwmYETlvBz4XkbXNRmkopZSILAX+R0SsaI8hwcFmR4QfARcqpdaJyD1o/6muH4R2NPBvwDM93vlW9LItVqBeKVUgIouBZcBZPdb5/npeH+gvwEPTyFaAqlbnXweuaqetoPnVmSLHpwPvDCQ7gP8Cft6s3rPAkk6udT5aUu5BZQeQDnzT7DgP+Hqw2dHsXCpQDtj6w4aesgXYCeQ3a+/pyf7pc27tcxSYG3k/D2gcLouIO3LujWgNlfZp/QtoeGS4rr26fUB7drwBnCUipsgj9qnAjtaNRSQj8q8VuBdtcaQ/6I4dFYBbRMZEjs+LUqev6NbnEWEJsEopVd+rPe2c7tqyItKOyHXaG6WeGP2p/AP5BZwJbAS2AOuAGc3OfRd4KUqbt4DsyPsRwHpgL/AqYB2AdtyDtqr1FXBHO3Y8ivbF3NW8ziC0YxGwLdJ+DTBiMNoROV4DzO+vz6IHP5Mk4J+Rz+VzYEpP9k9fUNDR0YlL9MdSHR2duEQXNx0dnbhEFzcdHZ24RBc3HR2duEQXNx0dnbhEFzcdHZ24RBc3HR2duEQXNx0dnbjk/wOotndhSQMzOAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Read in the neighborhoods geojson file\n", "neighborhoods = gpd.read_file('./dataset/neighborhoods.geojson')\n", "\n", "# Print the first few rows of neighborhoods\n", "print(neighborhoods.head())\n", "\n", "# Plot the neighborhoods, color according to name and use the Dark2 colormap\n", "neighborhoods.plot(column='name', cmap='Dark2');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Projections and coordinate reference systems\n", "- Coordinate Reference Systems\n", " - EPSG:4326\n", " - used by Google Earth\n", " - units are decimal degrees\n", " - EPSG:3857\n", " - used by Google Maps, Bing Maps, Open Street Maps\n", " - units are meters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Changing coordinate reference systems\n", "In this exercise you will learn how to find a GeoDataFrame's coordinate reference system and how to change it." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " first_name city zip email state \\\n", "0 Dr. Sharon Nashville 37218 gentryfordistrict1@comcast.net TN \n", "\n", " last_name address position term_expir district phone \\\n", "0 Gentry 6108 Beals Lane Member 2016 1 615-268-5269 \n", "\n", " geometry \n", "0 MULTIPOLYGON (((-86.77136 36.38357, -86.77134 ... \n", "epsg:4326\n", " first_name city zip email state \\\n", "0 Dr. Sharon Nashville 37218 gentryfordistrict1@comcast.net TN \n", "\n", " last_name address position term_expir district phone \\\n", "0 Gentry 6108 Beals Lane Member 2016 1 615-268-5269 \n", "\n", " geometry \n", "0 MULTIPOLYGON (((-9659344.056 4353528.767, -965... \n", "epsg:3857\n" ] } ], "source": [ "# Print the first row of school districts GeoDataFrame and the crs\n", "print(school_districts.head(1))\n", "print(school_districts.crs)\n", "\n", "# Convert the crs to epsg:3857\n", "school_districts.geometry = school_districts.geometry.to_crs(epsg=3857)\n", "\n", "# Print the first row of school districts GeoDataFrame and the crs\n", "print(school_districts.head(1))\n", "print(school_districts.crs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can change the coordinate reference system of a GeoDataFrame by changing the crs property of the GeoDataFrame. Notice that the units for geometry change when you change the CRS. You always need to ensure two GeoDataFrames share the same crs before you spatially join them." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Construct a GeoDataFrame from a DataFrame\n", "In this exercise, you will construct a geopandas GeoDataFrame from the Nashville Public Art DataFrame. You will need to import the `Point` constructor from the `shapely.geometry` module to create a geometry column in art before you can create a GeoDataFrame from `art`. This will get you ready to spatially join the art data and the neighborhoods data in order to discover which neighborhood has the most art." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "art = gpd.read_file('./dataset/public_art.csv')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Title Last Name \\\n", "0 [Cross Country Runners] Frost \n", "1 [Fourth and Commerce Sculpture] Walker \n", "2 12th & Porter Mural Kennedy \n", "3 A Splash of Color Stevenson and Stanley and ROFF (Harroff) \n", "4 A Story of Nashville Ridley \n", "\n", " First Name Location \\\n", "0 Miley 4001 Harding Rd., Nashville TN \n", "1 Lin 333 Commerce Street, Nashville TN \n", "2 Kim 114 12th Avenue N \n", "3 Doug and Ronnica and Lynn 616 17th Ave. N. \n", "4 Greg 615 Church Street, Nashville TN \n", "\n", " Medium Type \\\n", "0 Bronze Sculpture \n", "1 Sculpture \n", "2 Porter all-weather outdoor paint Mural \n", "3 Steel, brick, wood, and fabric on frostproof c... Mural \n", "4 Hammered copper repousse Frieze \n", "\n", " Description Latitude Longitude \\\n", "0 36.12856 -86.8366 \n", "1 36.16234 -86.77774 \n", "2 Kim Kennedy is a musician and visual artist wh... 36.1579 -86.78817 \n", "3 Painted wooden hoop dancer on a twenty foot po... 36.16202 -86.79975 \n", "4 Inside the Grand Reading Room, this is a serie... 36.16215 -86.78205 \n", "\n", " Mapped Location geometry \n", "0 (36.12856, -86.8366) None \n", "1 (36.16234, -86.77774) None \n", "2 (36.1579, -86.78817) None \n", "3 (36.16202, -86.79975) None \n", "4 (36.16215, -86.78205) None \n", "\n" ] } ], "source": [ "from shapely.geometry import Point\n", "\n", "# Print tthe first few rows of the art DataFrame\n", "print(art.head())\n", "\n", "# Create a geometry column from lng & lat\n", "art['geometry'] = art.apply(lambda x: Point(float(x.Longitude), float(x.Latitude)), axis=1)\n", "\n", "# Create a GeoDataFrame from art and verify the type\n", "art_geo = gpd.GeoDataFrame(art, crs=neighborhoods.crs, geometry=art.geometry)\n", "print(type(art_geo))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that the public art data is in a GeoDataFrame we can join it to the neighborhoods with a special kind of join called a spatial join. Let's go learn about how that's done!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spatial joins\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spatial join practice\n", "Is there a difference between art (point data) that intersects with neighborhoods (polygon data) and art (point data) within neighborhoods (polygon data)?" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(40, 13)\n" ] } ], "source": [ "# Spatially join art_geo and neighborhoods\n", "art_intersect_neighborhoods = gpd.sjoin(art_geo, neighborhoods, op='intersects')\n", "\n", "# Print the shape property of art_intersect_neighborhoods\n", "print(art_intersect_neighborhoods.shape)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(40, 13)\n" ] } ], "source": [ "# Create art_within_neighborhoods by spatially joining art_geo and neighborhoods\n", "art_within_neighborhoods = gpd.sjoin(art_geo, neighborhoods, op = 'within')\n", "\n", "# Print the shape property of art_within_neighborhoods\n", "print(art_within_neighborhoods.shape)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(0, 13)\n" ] } ], "source": [ "# Spatially join art_geo and neighborhoods and using the contains op\n", "art_containing_neighborhoods = gpd.sjoin(art_geo, neighborhoods, op = 'contains')\n", "\n", "# Print the shape property of art_containing_neighborhoods\n", "print(art_containing_neighborhoods.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are no neighborhood polygons contained within an artworks point location." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Finding the neighborhood with the most public art\n", "Now that you have created `art_geo`, a GeoDataFrame, from the `art` DataFrame, you can join it spatially to the `neighborhoods` data to see what art is in each neighborhood." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Title Last Name First Name \\\n", "1 [Fourth and Commerce Sculpture] Walker Lin \n", "4 A Story of Nashville Ridley Greg \n", "21 Chet Atkins Faxon Russell \n", "22 Children's Chairs For The Seasons McGraw Deloss \n", "34 Foliated Scroll Bloomer Kent \n", "\n", " Location \\\n", "1 333 Commerce Street, Nashville TN \n", "4 615 Church Street, Nashville TN \n", "21 Corner of Fifth Avenue North and Union Street,... \n", "22 615 Church Street, Nashville TN \n", "34 615 Church Street, Nashville TN \n", "\n", " Medium Type \\\n", "1 Sculpture \n", "4 Hammered copper repousse Frieze \n", "21 Bronze stool and guitar on a granite plynth Sculpture \n", "22 Mixed Media - wood and paint Furniture \n", "34 Aluminum Frieze \n", "\n", " Description Latitude Longitude \\\n", "1 36.16234 -86.77774 \n", "4 Inside the Grand Reading Room, this is a serie... 36.16215 -86.78205 \n", "21 A sculpture of a young Chet Atkins seated on a... 36.16466 -86.78102 \n", "22 chairs depicting the four seasons 36.16215 -86.78205 \n", "34 a contemporary adaptation of a classical folia... 36.16215 -86.78205 \n", "\n", " Mapped Location geometry index_right \\\n", "1 (36.16234, -86.77774) POINT (-86.77774 36.16234) 41 \n", "4 (36.16215, -86.78205) POINT (-86.78205 36.16215) 41 \n", "21 (36.16466, -86.78102) POINT (-86.78102 36.16466) 41 \n", "22 (36.16215, -86.78205) POINT (-86.78205 36.16215) 41 \n", "34 (36.16215, -86.78205) POINT (-86.78205 36.16215) 41 \n", "\n", " name \n", "1 Urban Residents \n", "4 Urban Residents \n", "21 Urban Residents \n", "22 Urban Residents \n", "34 Urban Residents \n" ] } ], "source": [ "# Spartially join neighborhoods with art_geo\n", "neighborhood_art = gpd.sjoin(art_geo, neighborhoods, op='within')\n", "\n", "# Print the first few rows\n", "print(neighborhood_art.head())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that you have successfully joined art and neighborhoods you can see the title and other information about the artwork along with the name of the neighborhood where it is located. Next you'll do the work to see what art is in which neighborhood!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Aggregating points within polygons\n", "Now that you have spatially joined `art` and `neighborhoods`, you can group, aggregate, and sort the data to find which neighborhood has the most public art. You can count artwork titles to see how many artworks are in each neighborhood." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Title\n", "name \n", "Urban Residents 22\n", "Lockeland Springs 3\n", "Edgehill (ONE) 2\n", "Germantown 2\n", "Hillsboro-West End 2\n", "Inglewood 2\n", "Sunnyside 2\n", "Chestnut Hill (TAG) 1\n", "Historic Edgefield 1\n", "McFerrin Park 1\n", "Renraw 1\n", "Wedgewood Houston (SNAP) 1\n" ] } ], "source": [ "# Get name and title from neighborhood_art and group by name\n", "neighborhood_art_grouped = neighborhood_art[['name', 'Title']].groupby('name')\n", "\n", "# Aggregate the grouped data and count the artworks within each polygon\n", "print(neighborhood_art_grouped.agg('count').sort_values(by='Title', ascending=False))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like most of the public art is in the Urban Residents neighborhood. Next you'll subset neighborhood art and neighborhoods to get only the Urban Residents art and neighborhood." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting the Urban Residents neighborhood and art\n", "Now you know that most art is in the Urban Residents neighborhood. In this exercise, you'll create a plot of art in that neighborhood. First you will subset just the `urban_art` from `neighborhood_art` and you'll subset the `urban_polygon` from `neighborhoods`. Then you will create a plot of the polygon as `ax` before adding a plot of the art." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create urban_art from neighborhood_art where the neighborhood name is Urban Residents\n", "urban_art = neighborhood_art.loc[neighborhood_art.name == 'Urban Residents']\n", "\n", "# Get just the Urban Residents neighborhood polygon and save it as urban_polygon\n", "urban_polygon = neighborhoods.loc[neighborhoods.name == \"Urban Residents\"]\n", "\n", "# Plot the urban_polygon as ax \n", "ax = urban_polygon.plot(color = 'lightgreen', figsize=(9, 9))\n", "\n", "# Add a plot of the urban_art and show it\n", "urban_art.plot( ax = ax, column = 'Type', legend = True);" ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }