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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import os\n",
"import geopandas as gpd\n",
"import rasterio\n",
"from rasterio.plot import show\n",
"os.chdir('C:\\\\Users\\\\renan\\\\Desktop\\\\Green_Raster\\\\')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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onTwZ76i1THh8JIfOyzRtIOsiJDCgVeztHigJ0kIhwtnZxAzDWTqdxLTj7hoqxaWroYHQ/qvRXE5GvtkQRxKlaq++B2qvZBMoCRyxWFxIs+pBNMv0PFBYSLPXi+ZykX3wIFmVLWPBrD2RvRI9iGFdFFRKHJ5AgMr/GE6T38/ey04167TW0wzUIcwmUAISlemVc1jM7TZnWfX5+QhNwzv9fuqL32X06yUcnTCBJr+/dx66F2ETKAHKH0j1JNakuopUnkAAoWnUffxVhv3rVCqLijh8TjPS6TTrJLqEDFQM3DfrIhQREtd3VF6MuoICGPMnjl76EguvuA/fluGm3WS9XnO52LJhyYAl0cB8qy7C2nuoRUD1WznZ+8rKEB/8GICX31vKiO3byaitNa/VXC6k08kH62+guHh5i22SgQKbQEmQaPBaV5LV6nST348cUgfBqTz8wb3HZe8MZzTllTj1oheJORycct5z/c6xvj3oijpHjhBijaGosUYIMcwoF0KIhw3ljG1CiFmWey026pcYOedV+WwhxHbjmoeNWLROtdFVzJqzwtzXsvo2K8UyZecMqanhhvMeZM+8fXzz2py4KFTVC0UyM+MyGg7WHqg1dY5lwOuGosbrxm/Q1TcmGZ+lwKOgkwG4Gz0efg5wtyKEUWep5boFRnmH2kgVrLaMgiKTCls+Nno094R9nPzXc+AT3fC2rvsk5pVPr6sbkFP5TqtzEK+ckaio8ZTU8R562PJIYD6wRkpZK6U8CqwBFhjnsqWU642o06dIrs7RnjY6DKsIAuibqYl+zWoKL51OXA0NVE+bxoO/+jePZzWCbytpVYW4Gxvj7uOMRHAHg6bRbbWjBhK6os4xQkp5CHSSCSHyjGqmooYBpZzRVvmBJOV0oo1DHXkf0HuUojOfMocn6XSiGQqszkiEmkmT8FZUkF5Xh9A0Qj4f8767kopIBvftLOAPm9/htsAZLcKXYw4H9fn5ZB80QvaN9aRZc1YMKFuor6tzdLSN+EpCLBVCbBJCbKo2RDGtmLJwFZHMTBpzcij79Tt6aE5GhjltD44ahbeigrRQiB1fn8j2X6yn5KozeLp0PN9/4mtMGbWDL0+7ukXvo8iYVVkZ1+soibyBlJS3XQRqRZ3jsBo2jO8qo7w15Yy2yk9KUt6ZNuJwInmXSx7dyA0rtvLxqoUEZz6qO8U3NuKIxWj2esmqrMQRi1E7eTJ4Ksl1A9O/zw+mVSAXfJ9Fw3QTzirrq8in/IGsC4vWUOeBgq6oc1iVMxIVNb5kzJTmAseMYeg14CIhxDDDeL4IeM04VyeEmGu09SWSq3O0p40OoTA9nX8cO8bt5T/g3oM/5ONVC9mx9jrT3ol6PKYb621FG3hm3Diu9XtZlp/P85vS+e/8fMhfbe6D1efnt9qWShUOA2tluj1votQ5zhdCbDU+lwA/BeYJIUqAecZvgFeAT9Bl5x4Hvg4gpawF7kOXedkI3GuUAXwNWGFcsxd41SjvUBsdxYtHj7K1sZEDkQiHohHuPfhDcr5bSiQzU5dvyc3j07POosnv56FPshi5o4Hb9jjZ8sp+9n8cQDRqUHU+h085hajHY25xtObCoXbkpdM5YKb0g1qdY/KOb/Lx9IfN3x+HHmZiejpD772cZq8XX1kZoCdZcS/8IZUzZrD5tXKyhrqRRUMJvlHFpPkFzP7qaQzfs9s0pFubricSqi8b07Y6xwkwZMtX48gDMNnzTRziZqIeD+Hbs3DEYgQKC3E1NHD02Fi0Ro3qipN4bmyMV297n3DTKTz3nR1UzJ0JHF8rSraJqgxrhb5Mno5g0BKoadZj5Gz9Ot57WppOTXfqxnHU4yFy8msEzn6PTVoDT/6oFP/IAnLur+CMhddxcN9ebrt2OCM3fmhucViR6KGonPIT4836MwYtgQBGfG8edXe3vv5Yc952yP6Izecc5tWnS6itOogWCXPx4pt4feWfiEYiPDIpvUM6QI5wmJjDwYyzn0nVa/QqBjWBQj4fUxauavX8r9b+lV//5TAf/mIntz44F6SDHe+9w6e7djKycDygz+SiHg/hjAwgfhhTu/JRj8ec3m/ZsIRt6744YLY1BrVPtKuhIW4FefqFK2nIzaWyqIimO4dx+ZKpjJu2jB/dsIjAkRCXfnkyM8+5x6z//EM/w2dEaLQm6+KMRMxV6JjDYa5Ebx0gKaAGLYEKv7iOIZEIH/3zGj5z8cvsevUqdqy9zjwvfifxlX2ewIWPwHWXc+nh3Yz6j7y4e8Q0jaEfnUXo3HupaLiDiatXt2jHqrk4EDFoh7CyZ842/Z13vXpVi/PyZoEnEMC39hJ86+ZSHwjzYVNTXJ3pp5/BlFkfQuk3GLVlC415OsGiHg8xtztuJRoGpmP9oCUQENfjJENmdTW+sjKiHg/TLh3N7lCI8dtv5cn7vsKqFY+SNdTHg19fD2n1OMJhPIEAMbfblPptS7BqoGDQDmHtQfb+/YDuRF/S3MyLR48CMHfBGDaurebdV1YxsjAdskpNfcT0ujozliycnY07GDTtI1U+kDDw/kukEGqxb0hNDXNXz+FKn4+fFBSwd2ctl92UzZjJU2j+yljumbmdg7N0p8iox2PG0ivHNKtivdA0Cr+4LnmD/RA2gU4ARaIFM/7C1UfdTPs4zLb5PmKa5MJPFrBg6FAefPxmGpa9xNEJE6gsKiLk85kJWhLXh5Sb60CBTaB2oDEvj713nMN5kQOc/6fP8WW/nxsaDhGZ+Th/OHKEW5c8xt2Vhzj82WHUnDqE3Z9baCZqSRyyGnJzyaiqaqWl/gebQO1ARlUV7sZGHhs7lk/v/xcFb3r5+z/vZ/q9+USBZ2pquO/tqyDvDYaUD2HiK2upKygwFxHD2dnmvTKrq6mdNLn3XibFsAnUDmzZsAR3MMgti6dR7Zac/L/DmLh6NcMe28TaYJDyT+eTtTuPsU+PM9OEqyWCRHEpoWl4D1Yw/cKVvfU6KYVNoA5gaHk5j1VX4w4GiXo83PRSHQuysyGapSfbDYfxlZUhnU5qJk3C1dCAq6HBHLKUTeRqaBgwdpA9je8AYg4H/7yiAKcrQnpdHQ++cSEfzX8d3LXEnBOQTieZ1dVkJvG/VggUFppZoQcCbAJ1ECqA0BMI6FEcgRmQVYozfKo5bAlNS9rDpIVCZg5WgBlnf9zv04PbQ1g7YXUAi9s4bRxD1ltfQnO7zR15q65i4jRekUvN0vq7LWQTqIOwkkdoGqP/PIyh+8txhUJ6JGowqDvZu91EMjPjDGirU73QNHPRsT+ngrIJ1AFs2bCkheehIxajOdvLkJoaMqurTWPaEQ6bRrRZ1+I6ouppLle/TgluE6iLyKqsNEmiXFZbQ7IMPo5YrF97J7YnLuz3QogqIcQOS9mpQoj1hqLG34QQ2ZZz3zNUM/YIIeZbyhcYZaVCiGWW8nFCiPcNBY4XjIzOGBmZXzDqv2+EVbfZRk8g0Rne1dBAcMwYXA0NNHu9LZznrbD2XGnGkNff0Z4e6A8cV8tQWAEsk1KeArwMfAfAUO24HphmXPNbIYRTCOEEHkFX1ZgKLDLqAjwAPGQocBwFbjLKbwKOSiknAg8Z9Vpto4Pv3SVYSSQ0jdydOwl7s+Mc5pORQ8XeW5U++ntK8Paoc6xDT7ltxcmA2lJeA1xtHF8BPC+lbJZS7kMP/JtjfEqllJ9IKcPA88AVRiTq+YDKi52owKGUOV4ELjDqt9ZGj8JKIn9JCe66oJkCATiuL20hlDV9goJyPCs686l+GWzYWRtoB3C5cXwtx+PUO6rM4QcCUspoQnncvYzzx4z6rd2r1xBzOMzFQ+l0moJSViSmgVI5NxzhsPndH9FZAt2ILjS1GfAC6u1TqczRZTWPE6lzdBVbNiwx3VSVIW3dA4N44sTN3iyEsXoq9rdeqFMEklLullJeJKWcDTyHHs8OHVfmOIIuDpWWUB53L+P8UPShtF3KHMZztqnOkSoo3+esykoac3LMXfhkQ1ZrSJQS7i/oFIGU0JMQwgF8H3jMOLUKuN6YQY1Dl6DbgC6mMMmYcbnRjeBVhiLZm8A1xvWJChxKmeMa4A2jfmtt9ApUflXVi7gbG1sYy+2B6rn6W1qo9kzjnwPWAycLIQ4IIW5Cn0V9DOxG/9//JICUciewEvgIWA3cIqXUDBvmG+gSL7uAlUZdgDuB24UQpeg2zhNG+ROA3yi/HUMfsbU2uvbP0HkkZjhMTDR3IhIlKuI7wuF+JUA1qNU5UoFZc1aYci4A4exsdn5rCJMe18OCrDaR1e5pzcFeEUop5vcWbHWOHoSauoNhKIdzKLnqDEI+n9kjtWUHRT0eM5Ys5nD0Onk6AptAXcSWDUviXDek0wnhHE5+6W1ibrcZ7pO49qO5XIQsYp5qKh9zu5l8+d/5zMUv9/i7dAY2gVIENfQ8/YOdENNdO9SmaqJhrNZ+PIEAcDyjoSMWwxEO425spNnr7ReuHjaBUojS323mor9cz6+3PMS+xccACI4eY07rk0ERJ1nU6okiZ/sCbAJ1ETPOfsa0XSbePJsjn3uRb835CjjCNObqsfJNfj+BwsKk4lKJWorW81MvepG+DptAXcS2dV+Ms4GcH95JWuVkyNnAnl9uwNXYwIG5czkyZYpJFrVH1tYUv7/s1NsEShEcsRg/WnMUV0MD0ewQrnfu46+P19GQm4t28h9pGjHE3DhVSCRJzOGISyveHzIg2gRKIW68az6hPMC3lchQQXPTJ/hvfhzS6pl5+l2mQa25XNSOH3/CDdQhNTU98+BdgE2gFEANTY03PQr5qyFjPzjC3PgfRbyROZofTwny6qRJVM2YQbPXiyMWM+PHEj/WewJ9fiZmEygFUMNS07pfkv3OGVA7B7JKmTRiD3/OCHHXuxfyTn09Px/7W0o/N52qqVMJZ2fHbXskrhU5YjFCPl+f1xTq20/XT6Bk7DyBAA5N49RHNoJvKyV7Ps+j1dXsGutidyjEtkV5bJ+4n+CYMQBxcWSOcNic0ruDQWIOBxm1tX1+d94mUAoxcfVq0uvqCI4aRe7fTqds2r/58sNVeHP83J7939whl3C06u80nPM7AoWFLdaG1FDoiMXMDEDWbZK+CHszNcWYNWeFORyVLd9C5YwZ/O833+bz374b3/Bc6o8FmHXsF4Sf+ia+sjIyqqrM/KpWWBcXY253j6u62pupvQSlCSSdTtKEoOGIvka09oVnEU4njXV1LMvPN3ugJr/f3EiFlukSQI/g6KsuHnZsfAoxa84KcDho8vvZ/YViCFQRy5Nc+uVv4cvN5emf3MuU4jnM/nQGWu4uPp0/jhHvH9VtIUsAojXjj20DDRIoxzLpdOpRqp+mw/4vAPDiIw8RrK1lwX/dwGnzFtDc2ICY+FvI/oiox2MKlVszPyc6pgF9sheye6AUwRrmU3TmUzz81RXctKeJrzVFuGjsOGoPH8Lt8RAOhfjsgktZFtzNT0rzyaqspNnrxRMI4NI0pNHjqF4I+rZYud0DdQOEpvHL6ydy1vBGAtEolfv3snXdW6S53Lz27MM89r2v6cJUJ73Ip+ecTnpdXVyu1jjfoQTy9LVeyCZQN+CD9TcgNI2/T5zIlT4fly6eQqixgXV/eYnaw43M/8+vc/2+fRAoAnet6QMELXOMtebq0VfQd5+sH2PWnBVsf3MR/66v55Z/zWdWNI/mZSOZ+oPRjPxlEe/84wl2T5sG9RMhnEPVjBmEMzJo8vupz883d+qTGdIxh6NP9UI2gboBWzYsYebpT3LXguEQyidtx43sbW7mQCTC3MxMrv/2qfzw4EEum/0sIqLHSUY9HtLr6uJSiCf2RtD34sZsAqUQs+asMD8KuRuP4T3nDh5/7zrqNY3ix5bwr7RmHjpYz2/GjMHd0IjQNL3nMWZhmst1wmDEvtILdVbepUgI8Z6RwXmTEGKOUS6EEA8b0ivbhBCzLNcsNiRcSoQQiy3lsw2ZmFLjWmGU5wgh1hj11xipwttsozehSKNmY2qbIuZ24/zjrYybuoLHjhzh3IU/5IpXL+PHY3xcWVpKc/4xM6+GNW24dWHRmoPV2iv1BRJ1Vt7lZ8A9Usoi4H+M36DLt0wyPkuBR0EnA3A38Fl0JY27FSGMOkst16m2lgE9RoZRAAAUEUlEQVSvG7Ivrxu/W22jN6GSyCnyqEgNoWmMfucdRm7ezL5N91KckcFb9fUA/P3YMR49MB9X9TCkkbTOocXipF8UiUyH+4T0UdD7JOqsvIsElKjUUI7Hpl8BPCV1vIce9z4SmA+skVLWSimPokvCLDDOZUsp1xthy0+RXN4lUfYlWRu9hi0bliQVRaidPNn0Kpy46j3+8tsbiXz4E8jYz/qjLj5zQRmRgr1EPR58ZWWImGa6vFqTs7Q1C1NZEHtLlKGzNtC3gQeFEOXAz4HvGeUdlXcpMI4TywFGSCkPARjfKl1gu+Vduludw4pE5bIP1t+AOxhkSE0NjliMQ7Nn4y8pYcI/NkLV+Yx+9DKGbtnBotOeIzS+lJpJkwA9GUuiFExbhnNrPVNPobMr0V8DbpNSviSEuA49jv1CUivv0hrafY2UcjmwHPTd+BPcN6WYNWcFWRy3ZcasW0fpggXE3G6yDh6h/KzPMvJxD8/Nnk12eTlNOQ2EfD78JSXHn9/oiRJ7oGRk6a21os62uhj4P+P4zxxXCOuovMsB4zixHOCwGpqMb5Xipt3yLr0JZROpYSi9ro6Jq1ebftHe8sO8fPVfeP7aBwhe+gjOSMRciW5tFtZWT+OIxSguXs6sOSt6VDa4swQ6CJxjHJ8PqP82q4AvGTOlucAxY/h5DbhICDHMMJ4vAl4zztUJIeYas68vkVzeJVH2JVkbfQ7KN0jBEYuRXlcHQN24TObl1eD923DeDaRx1bUPEM7ONm0g5SOUzE+6LThiMZq93tS/TGvtnahCK/IuXwF+IYT4ELgffTYE8ArwCbpu4ePA1wGklLXAfeg6QRuBe40y0IfDFcY1e4FXjfKfAvOEECXAPON3q230F2RWV+shzY4wdVvvZ+jwPMp21bLQ8H9uzM0ze5+Y292iJ2qNRNbynrSHTmgDSSkXtXJqdpK6Erillfv8Hvh9kvJNwPQk5TXABR1po68hcXaWFgqR1hQiOGoU+Dbje28ya994mrMu/xwVy9+iadpm2DvMDFRsb35V63ZHzOEwU232BOyV6G6GdXbmCIdx1wWZsGYNWVv1EJ93fjAWt8fDqPHZPHL6RkRMJ40yoE0PRUvIc+KCYiIcsVjSVfHugE2gHoAikXQ68ZWVmVl78j76iDWHcvnZZ9Yzd/5YFvp8HLgyaKq8qgVGFXvfFpLtm1nb7i7YBOphWFOAxxwO/H+7ir/VRLim6lPGvn+UPfP3xHkjegIBHOGwmcBFwerm0ZvrQDaBegiJPYGyb7wVFXje+h9+WplJeM5wXrr1XUI+X1w4jyKdNXYMaOHmYYUjFusRgQabQD2MugJ90Vw6nfhLSswpe5H7GO+vKcfrG8HuP+ygsqgoridK9FK0HluNaCupnJGIbQMNJAhNI3v/fkCfkR0bPdrMfijSGjlLzObbYx/kie+u5+i8N9l+97G4kGerg5mVOHExZAkOaGqBsbtgE6iHYSXE0PJy0kIhhu3dy9AXl0E4h4mrV3PJ4in8eU893n9d0SIy1drTJBJFfSczuLurJ7IJ1INQCetAt30acnPN38P27gVPJTGHgx976xiWd5CY260LUxm6QqrXiTkcuruH5Xeyqb3mcnW74qtNoB7Glg1L4mZiqkdyRiKctLKQxtw83v3GXC50XsmnNz1LWijEJ+efT82kSXESMGqNSPlOJ87CVIrxWXNWdGtYkE2gXoDVIJZOJ1GPh8zqavwlJXgPVhD1eJiyoorX0ps5+tUV1E1wMbS83DSqlXSw2i9TPRK0DInu7im+TaBewJYNS4h6PAypqTF7B2tSlmavF+l0cv914xnpcnHyn983U2QCuIPBFm4eSipGIS0UihvWusvdwyZQL8HV0IAzEmFoeTneigpAt1k0lwtfWRmg/9H3vfswo365Ls5T0QqrC2ziuk+ikV105lMpn5HZBOoBqBlQa8l1haYR8vlIC4XMJL4q/5ivrIx/19dT+tO1RDIzk+ahV0hc5TYd+y29T6pdPWwC9QDUrrxVDlhBESBRUFMZyQUbN7Ji7Fgih+YRHDXKNI4ToblcNObkmL+tyV3MKb6RijyVsAnUw7B6C1pnUgqNeXnmsbJr1jfUQ/1Esior0Vwu00ZKJJInEDAJpoxzM5GL0QulenPVJlAPwTr9VkNaMoexjKqqOJGpnbcO5bE1/49Fpz2HIxYzh7HEvKxpoRDOSMScmQlNM8vUcNYdO/M2gXoIH6y/wTy2bo5a7Rb1bd26+Me52yD7I04yXDpUvJnQNNPGKT/jjLieC44PjWqdyBmJUHTmUyl/L5tAPQjVA1h7HWte1cRZ1u4rr+TKvXu5be4qKg13DlXP6jMELW0olU4hUbQq1VsaNoF6GG0NI+oPreyW7171YyKak6KMDPJdLqb++h2Kf7eZ3V9PM6M7lJNaMkUzJVJltZVS7eJhE6gXYQ2HtiLq8XDm4x/wk4NHAFj8yQF+fvgwq169j5Pcbn5cvIWvPrMb6XRSO368OUwpwzkuEsQIKxKalvIZGNgE6lUkCjKATp7Az9/i8YNRCOdAcCrUT0SGfWifvY2fvPJ9jkSj3HnggKn0mlFVFdcDWdeAVG/WXc5lnVXneMFQ5tgqhCgTQmy1nPueoZyxRwgx31K+wCgrFUIss5SPE0K8b6hwvGCkBcdI6/2CUf99IUThidroL2hrGCs/4wwOHRsB0SyIuSH7I0irh1A+LqeGZ/atAIQaCjh8cYkZe6+GP5U+U8nEpIVCuBoazNlbeyM92osTCo0LIc4G6tEFDVqE3wghfoEe3HevEGIq8Bx6pOooYC0w2aj6MXp81wH02LBFUsqPhBArgf+TUj4vhHgM+FBK+agQ4uvADCnlV4UQ1wNXSSk/31obJ0r93VNC4x2B6oEcsRibNi1l1pwVRD0etj+4GY+riWYpKc7IYGJ6OgCV0SiHIhFeGDeOA5EIp9U7ydt/GP9LNzF89+64FJrqWxneicQ50ZQ+ZULjrahzqEYEcB36HxR05YznpZTNUsp96MF/c4xPqZTyEyllGHgeuMK4/nxApeZLVOFQ6hwvAhcY9Vtro9/CusiXFgpBzE2zlJyZlUWW00lpczMfNDURiEYZ5nSS5XQyOyODrKHpEMpvQRDrsKVWo61SMalEV22gs4DDUkoV2txRdQ4/EJBSRhPK4+5lnD9m1O+T6hydQbJewBGLEZ5VyPC0NDxCUK9p1MViuIQgCpSFw4xzuSl74xDpmWk8+OJOc6hKNoxBywBF6XQyZeGqlLxDVwm0iOO9D6RWnaPLih5SyuVSymIpZXFubm6yKr2GZAY06L3RZ89ykXfHOaxZ/x1+WlDAd0aM4IcjRzI8LY00YNs7hwiHNHaHQuTcM570ujpz28M66wLM9SKzJ3I4+GD9Dez+++UpeY9OE0gIkQZ8DnjBUtxRdY4j6AJRaQnlcfcyzg9FH0r7hTpHR5G4wOcOBiF/NRe8dg6ND35MltPJtU/W8OTuITicglBjhH/c8T5RKfnMbc9Sn58fpzOtZl1q6q7cYvvSEHYhsFtKaRWIWgVcb8ygxqHL0G1AN5onGTMuN3A9sMqIc38TuMa4PlGFQ6lzXAO8YdRvrY1+hajHYw4j1l7Iejxv3HZen/8vHHdMpDISwXn7RMZMHkZMk/hyh7Dgiydz8xsLSddlJc1eKHG2FXO749JrFp35VMpWpDurzgE6CazDF1LKncBK4CNgNXCLlFIzbJhvoMu87AJWGnUB7gRuF0KUots4TxjlTwB+o/x2DI3E1trozMv3JtyNjUmn1NY/7Jr3v8VvqqtZVlHBjc/dwepgkEMT0hl9eh4jzh7BK+MFT+9/lLWv3Iu3oiJuOyTZbr3VQzFVG6t2vrBeRHHxcnP6bp3KK+y6+mpCo+ph8i9h/xfwbh9J3bQaRM005OhX+elpH/DdvBFM2LkD302nxjnpK6eytFCImNtN1OPRM0p7PGx/szXBleNI2TTeRvfBGnJj7RnU1sS411/n9SteYGt4KBNeOMrwax9g2uN7GPv22xBzs+zNa/HefxXy/s+Z91EGtCMcJi0UMn2BlB91qhcS7Ww9vQDrDKy4eDkY5DF7H6fT9HG+ft8+/PdfSOmrFzH9Qn2h0BMIgDtEWtnZjNz8FkPLy00CJu7qW7MhWsUZUgV7COslWFehk0VMqOFo2xe+wNi330ZzuWjy+0kLhfCVlek6ixUV7U7GEsnMRHO58AQC7bJ/7CGsj0OF9iRzw7D2IBPWrKGuoICjEyZwdMIEMqurGVJTQ1ZlZatT8mQbp2mhUFwejlTBJlAvYtu6L7ZpkzjCYSKZmeZazqgNG8xjNWVP7H2s5EvmB5TqYcwmUB+B9Y9tnYYrT8PcnTsZWl5ubpgmyrokXquCFa0RGYlpxlMB24juI0iM77L2IiGfz1znSUQy+8cataq+ox4PO9Zel/LntnugPoDWggXVbnpmVbX5uzPTcOl0Jo1JSwVsAvUyrJIviVCqHWnNIZr8/qSry63BOrSleu0nrp1uu7ONdiNxWm0linQ6yaiqIquyksqionbfU8XSdzdsAvURKNLEpTZwu2nMyTG9CvO3bm3jDvFQRrRCd8n92gTqw1AECI4aBUA4I8MU6TwReip7j02gPoIP1t8QF72q4AkEWHjXy9ROnowjFmNITU2PDE3thU2gPo70ujr+9tNruO67KwlnZMSF6LTHOay7yWYTqB8gq7KSFc98m323rQFIuv0BycnSnTMwsBcS+xysw5iSgsmsriZ/61b2nXImmkuQFgrp/j4J13Y3WZLBJlAfRqJNNPJrH1Cfr8d6eQKBNtM6Je7Sq8zSqYY9hPUTzDz9SYbt3UtGba0pU5dsyEpWpmyl7hAbtwnUj5BeV4c7GMQZicQZ1IkbsYl5M1RPpHSjUwmbQP0Maofe3dhIs9fbQjhB+UIngzMSSXnuDJtA/QBWXUUVcaoc5qGlYFVrucSUC0gq0x90Sp3DKL/VUMfYKYT4maXcVufoBigN6cQ1oCa/v4VNZHXlSJZDo7h4ecp6ofb0QH8AFlgLhBDnoYsczJBSTgN+bpRPRY8Xm2Zc81shhFMI4QQeAS4GpgKLjLoADwAPSSknAUcBFXd2E3BUSjkReMio12obHX/1/gWlc6i5XOxaPJPGh942pV3C2dlmCLOKQLVel4hUbnN0Vp3ja8BPpZTNRp0qo9xW5+gmqJCcITU1zDvtUa70+XDd9TJRjwehaTT5/SaJlOeh1R5KJFWqhrHOUnEycJYxtPxLCHGaUd6n1DkGEqx2zv7bzyZNCKYYTvmay4UjHCbk85npMlXvBC3XhFLZA3V2ITENGAbMBU4DVgohxtO6ckayJ+52dQ4hxFJgKcCYMWOSVekXsC4ozpqzAk8gwCtfnk7I52NIuIZ9F1xAdMpKxN7/ZOLq1TQUFCA0jfS6uj67lXEAXVVMAhuEEDFgOG0rZ7SpzmH0MsnUOQ50Vp1DSrkcWA56XFjnXrVvQbm1uoNBcyV6+vPPEygsBN7G98DrRKNR9lVNIe9OvXdSg1fiulAq0Nk7/QXddkEIMRlwo5PBVufoRqhFwMR1H6FpDNu7l8zqaip/cjWOey5j5vfS4xYQrRkPU7ml0Vl1jt8D442p/fPAYqnDVufoRij/aatUS6IWkL+khKzKSuD4zE1oGps2LcURi6V8P8wObe5n6MxWhMpu2JGZV3tDm+3d+H6GxB7kRISyLi5aZWRSBZtA/RxWQiUjU+IsLNVZnG0CDSAoMqltCutsq7sS79oEGoBQMfPWBcTuyh9vE2gAortiwJLBduew0SXYBLLRJdgEstElDJqFRCFENfBpF28zHH3LpqfRG+2OlVKeMD/EoCFQKiCE2NSe1dmB0m57YA9hNroEm0A2ugSbQB1D6uJh+ke7J4RtA9noEuweyEaXMCgIJIR4UAixWwixTQjxshDCZ5TPE0JsFkJsN77Pt1wz2ygvFUI8bESEIITIEUKsMeLY1gghhhnlwqhXarQzy9JuuRCiXgixVwixWAjhF0K8KYRoFELUWNtIRbuWd1hs1C8RQiw+0bt1ClLKAf8BLgLSjOMHgAeM45nAKON4OlBhuWYDcDq6E/+rwMVG+c+AZcbxMsu9LjHqCfRgg/eNdnOBT4BfA78yjguAM4F96CFLZhupaNcozzHaykEPgPgEGNbWu3Xq37a3/7i9QKargGeTlAugBkgHRqJnY1TnFgG/M473ACON45HAHuP4d+ipzLHWU9eqdlU949wh4DeWNp5OdbuWcmu7SdvozGdQDGEJuBH9f10irgY+kHqwZAF69IeCNfZshJTyEIDxnWeUnygmTrVrLa9NqF/YDe0mK2+tjQ5jwLhzCCHWAvlJTt0lpfyrUecuIIreE1ivnYY+tF2kipLcp7XpapYRXDAWmCqEUClxNI7HsZ0D1Bvtfp+OxbedaJqcykzZHcaAIZCU8sK2zhtG5ELgAmn03Ub5ScDLwJeklHuN4gPo8WYK1tizw0KIkVLKQ0KIkcAnUsrpQojfAW9JKZ8z7rvHuGYcMAMYJ6WURntvGW3kJLTxKXqgZnvaVeHkbWXKPjehXLXb2rt1HL1tk/SQ3bMAPQwoN6HcB3wIXJ3kmo3oRqkyNC8xyh8k3pj9mXF8KfHG7Aaj3d3oxBhmfPYBOcY1nwB/traRinaN8hyjrWTtJm2jU/+2vf3H7SEClaLbA1uNz2NG+feBBkv5ViDPOFcM7AD2Ar/h+KKrH3gdKDG+1R9FoCuQ7AW2G9erdvcDzejx/TcY9cuM3xrHh1WRinYt732j8Qylqt223q0zH3sl2kaXMBhnYTZSCJtANroEm0A2ugSbQDa6BJtANroEm0A2ugSbQDa6BJtANrqE/w/LFJGPmIuAkwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x27d6c60f5c0>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raster_filepath = 'preds_Mn300ugL_TD_PublicSupply.asc'\n",
"green_raster = rasterio.open(raster_filepath)\n",
"show(green_raster, cmap='terrain')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'proj': 'aea',\n",
" 'lat_1': 29.5,\n",
" 'lat_2': 45.5,\n",
" 'lat_0': 23,\n",
" 'lon_0': -96,\n",
" 'x_0': 0,\n",
" 'y_0': 0,\n",
" 'ellps': 'GRS80',\n",
" 'towgs84': '0,0,0,0,0,0,0',\n",
" 'units': 'm',\n",
" 'no_defs': True}"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"green_raster.crs.data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x27d6f6af748>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gdf = gpd.read_file('tl_2018_06_tract.shp')\n",
"gdf.plot()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'init': 'epsg:4269'}"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gdf.crs"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x27d6f832be0>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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9O18zOdwVYzZXB+HGEwqeeiMlZDvCO/z861yczHF22N1h1m/27cavAE70xdEUwY1Nqd+bubdcIaAKWrbk5ECCq5vqt+19BPkktJsigNsY4WRfnLChEdQUhHA7ioxu27V8XJ54obgxV2wn/a0T0BRGR1IslZpoqmA0m2ZqrcpyuYkQou1a3Q1FebBGOpwOISW8NVsk2xEmV9spGNWmRVBXaNk24ysVdHWjZHUuv79UkM00LdkOGgJEDZUPHuvaYl/4bPDE2xQ/eKqXM5tyls4Op3hjYo2Lk3mapsNqpcXFqRy5aovhdBjbkVSaFntmVmzST85lU1tcoAcyEfqSQYK6IBbcWjm3GcuRHO9zA26lusVg2g3YJUL6lsDb41Jp2gym/ATAvXjiheJ//NBh1iotumMGT/XGuDSdb2eg9qeC7eMsR9IZC3B3scRiscHBriijI2lO929Ei7MdYabXapzLuh6hN6fyW278wXSIgK6gCUFXLEhrj3TzaEDF2CR1lrdLHHiMxL+9eOGgb2TvxROvPiXCOj/9oUN89uIstxe3FvfcW67Ql9zo8RQN6tS8oN264Rs1NA51RZherdEZM3h7vrRrpdz7D2dYLNYZ7ghjS0lAU+hPhuiOByk1TKKGhhBusPDWfImmtbHjrCclfqs6dQRUhbPZnRm9Pi5PvFAA/Ogz/XxzfA2J3HJDp8IB1jaldlSbO0s9K02LkB7mRF+cqzN5grpKd8yg2rKobDHgW4wtV+mKBbGl22Rge8ePzVycyvH0QIJ3FkptF+9etROJkE7LcvZ0AGznzFBy3wmITyK+UOB+Az/VG2M6t/WmS0cCW27auT36xd64X+L8SBpdUwnqKkvlJiFd5emBBI6UhAIa9ZbNmcEkM7kqA6kwLcthIBUiElAJB1Q0VWnHJMZXquSqLapNi2Q4wOWZPMMdYbpiBkNpd6dRhGCl3KQ7HqRp2UyuVHc0M9gLP1X8wfhC4fHBY9187tIczx/ooFBrMbZUbtsWAIOp0AObKN+YK9CwnHYaRd20t/RzOj+SplQ36Y6HMG3XvmiYDrYjubdSodGyaXm2gyKgLxnEtCUDqRDDHWFCmspr91Z3XHezoO63M8vzfhLgA/GFwmMkE+GlI51cmspxe7FM1FBRFcGzQ0nGliv0Jh8sFE/1Jrg8s3vzgENdUd6eKzCQjnBvuUoyolFp2O0sWFURCNxI+bqn6dZ8kbrpMO01Tjje+/CBL/tRiQxN2RKt99nJY8+nEEL8ayHEbW8+xH8RQiQ3nfML3uyIO0KI79+0/lFv7Z7XWn99fUQIccGbQ/GfhRABb93w/r7nPZ592DXeDR882tX2qFaaNldnClyZKVBpWCjCbSWzF+oej0UCKh2RAKZ0c5NGOiNkIsYW/d92JJYjWS43uTyd5/J0nqblcH7EnYJ0NptiLr+77QGQDgd4/kB6S5PmvXhu2G+K9jD245Jdn0/xFPA88FNCiOPAK8BJKeVp4C7wCwDeYz8GnMCdM/EbQghVCKECn8KdLXEc+HHvWIB/CfyqlPIwkAd+wlv/CSAvpTyE2/b/Xz7oGo//Mbg8PZhgtdIkui3BTwJXpvOc6k9weiDBuWyqnTm7zl4DW6otN917yNsB8tUWmqrs2Z9pnfWnuzSd59JUniPdcQ51RTk/kt5RWHSoK8IbEzmeH0kTfUDeE8D5EV91ehgPFQop5YKU8or3exl4B+iXUv6FlHL9f/YNNpok/yjwWSllU0o5idvactT7uSelnJBStoDPAj/q9ar9EPA57/zfxp1Psf5cv+39/jnge73j97rGuyIc0Hj+QAfZjp3xAE0RvDVb4PpckTen8qxWWoxkwpwfSXO0O7qrZ2qd5XKTe8sVRjJhDnVFdrh+9+LSdL6ditGyHe4tV7gwmSOob/1vW286sFpp8VRf/IE12+cP+KkdD+ORgneb51Nse+jvstH/9VHnU3QAhU0Ctnk+Rfsc7/Gid/xez/Wuubtc2VIDvU7NdEhHtu4Ok6s1LkzmuLNUQdtH84DJ1Rp3lyoc6trfQEjbkTQ9Navl9XnqiATalXrgBgwVRfDy4QwTqxUUIRjuiHCoK8royNZYREBTeGbQtycexr6FYvN8CilladP6L+KqWL+7vrTL6Y87n+JdzbQQQnxcCHFJCHFpZWVll1N20hsP0h0P7vpYfI++TGeGktxeeHhDMk1xb+71pLyH0Z8MYdoOPXGDaS9Gkd0W1Y4YGt8cX+O1sVWOdEVpmDZjyxXuLVd2VAc+N5Ty4xP74LHmU2xa/xjwV4DvlRv+wAfNjthtfRVICiE0bzfYfPz6c80JITQgAeQeco02jzO0pWHZ7aq57Wxvd7OOI+UW9+1uaIqbqu1I+Ob4KtmOyO6zLXCluzNmIJDc2iZsCq7xXm3ZHOyM4EjJ2WwKTQgqLYtESPdmYdhb+kOBnyq+X/bjfdoxn8Jb/yju/LkfkVJudo18Hvgxz3M0gjus8SJuC/7DnqcpgGsof94Tpq8Af907f/scivUpqn8d+LJ3/F7XeNeMLVX2jDJb27sCeOiq4Fw2xcm++J4eqqM9MV4bW+PuUoVnhlJMrlbpS2zdkQTurpMK66TCOkO72DZCCEIBlbPDKcZXqryzUObSVJ57KxUWiw3uLJbpTwXbcZCumNHOxXrhkC8U++Gx51MAnwQM4BXP0HtDSvn3pJQ3hRB/gDso0gJ+SkppAwghfhr4c0AFPiOlvOk9388BnxVC/G/AVVwhxPv3Pwkh7uHuED8G8KBrvBv+nzemSYZ1YkEVQ1fbXS9GR1JIubPof52WJbnuzb0LagrHB+LomsL0Wo0VLxYRMXS64wZLpWbbc9WfCrXnWJzuTxAMqEjpts9cLDaQUnJ6IEFAVUDAxEqVXLXJaqW1Y9LRaqXFka4oqU2Nm2dxbY/lcpOoofH0gG9P7If9TEf9Grvr8HsNbUFK+c+Bf77L+hd2O09KOcEu3iMpZYONQS37usbjMpev8amv3ENXBDNekG4kE6YzZjC2VCFfMxkdSTO+slPl2RxJbljOlkh2tiPMQCpM07LpjLpCEdRVTvbFCWgKI5kIqbDb7j8TDZCvtrDl7p05NGVvwQRIhgN7Zt6OjqTR/GH2+8KPaHv8wZuzHOyMkK+13EgJbhVeuWG1i4rWi3+2G7CTuwjKOutJf88MJmmYFu87kGal3OTeSpV0RCdXNZn0ju2IBFittDgzlGTJ20F0VdAdC9KbDFJtWhiaay+ML1cwN9kxI5kIM7kaqiraNsdmfHti//hfHR4XJnPM5OrcXqww4HXM60uEaNkOT3kpFjfnS5zLpjkzmOSZwSTJsM7x3jiHut2mBQ8iFFCoNm1uLZRJRwwSIZ1nB1Nt4/1Uf5zOaICTfXGuzrjNFJ4eTHCyP8H9Yp03p/JEDZ37hbrrkUoG2/bLuWyKYr3FYqnB/XydsKHteD0vHfbrJ/aLLxQe1ZZFrWVhO5K1aov3H84QDWrYlkPMS90+3huj2rS4X6hzba5AoWZya6HEW7MPT6+4OJFjIBmi1rS455WYSsfk/EgaRUBv3EBVRLtsdCgd5tpskaszhXbqiSMllu1gaCpz+Ton+xJoCl5W7UaJ7Eq5yeymtJBMNPDAHlU+W/GFwsN2XCP5fQc6eKo3huNIkJKOmEG+brr11NUmdxfLDKXDO2ZfPygvCtzesY4QOLg3/IHOKNN5E4mkOx4kX7dY23RjX5sr0L0tnePSdB4Ht34irKvcW6nw4qFOirWddoZpy3ZvWr/V/qPh2xQelu3QtCXjKxVqTYuWIwnqCtIBTbWIBFQWSy2OdEcxtxmzqiK4Nb936sb5kTR10+LydJ5jPbEtO4sjJaW6yVjLYji94YI1bclAOszStn6yhZqJLSUn+hO8NVvgG+OrDKbCTOW2upGLdZMTfTFuzpd5ye/v9Ej4QuHRkwhiaEo7WxXgmcFEe2b1cEeEQs2dg3ega2v84OxwCtN2UIRgYrW6w0M0n6+1xw1bjsO5bIqW5bBWaVGomzw7lGSuUMfatv28fb9IOhJoP19/MkhPIsTMWpVCzaQraiCB4B5JgCFvMItvTzwavlB4JMMBVEVs6ecqpXvDg9vhrzsRcqvkNqki50fSjK9UtsQNDnVF6YgEKNRM7i6V6UqE2mWu95arGFoNR7oR8meHUlyby1NtOTt6xDYth6cHo1yczKEI6IoHuTyd5/xImlqryFyhTjKsk47snn7Ssp22S9hn//g2Ba7vf6FQZ75QJxHS202KpXT1+Om1GoOpMOMrVaJBjRueqqSrgmLd3JFVu57NemepTMTQsG2HWFDjvJegd7wvgWlLSg2LcsMkGQ7w8qEOooa6IwN2eq3K8wfS9CVD7aZoFyZz9CRCPDuU5Eh3jHQ4wPYWsroqGF+u8P7Dnd+Oj+w9jb9TAL/0+ZsoQnB3qYIQcG44xWy+3s6BatkO1abFcDrEhYlcu9YhFtS5vVhGVwTnR9K8NVtoTy0dHUlRbzncuF/kLS+YV1vPV3Lc0V9hXWVqrUY6EqBhSaKGTsN03E4b0h1JfHU6T7YjsqM+fPsQ+6CucKw3SljXWC43yEQDXJou+P1iHwNfKHBrouumm7kupdty//yIO/j92cEkY8tlLCkZ6YxQalgc7YkR0lVsR/La2Cq2lORrLaSUdMUMspkw7yyU2xOCRrMpmpbD3aUyx3sTvD1foDMapC/p5ii9fb9ELKjx9nyJFw528I3xtS2v70FR7HUapsPbm+Zvr1VbPD2Q4Hm/fuKR8dUn4MfODW2pnCs3XU9RzFBBQLlpc2kqz/XZIrqqoCqCt2byzBfqDKbcuXbxoE5H1MDQFS5O5ik3LG4vljnYGWGl0mI2V6MzFuT2YgnHcVPADU1BQWDaDmPLFbpjBiulnW0xl7atDaXd4qaRzN62Qrlh4UjXVvJ5NPydArduudayGUyH3MbKuB0Bhzrc1Ox1cjWTFw52sFCoo6oKpu0wm69ztDvK9bkCJ/q3NkMGN7DWHTco1E2eGUoy47lOC7UWTcshX21R8kpTyw2L/mSI54ZTTK9VyXZEMB2HWstmuENB8QIPt+6XmMnVONwVfeD78rNiHw9/p8CtSPtHHz5KNh2my8tgjRoqN+dL7XHA6zRMm5m1Gif6EuRqJh880klnzODpwSRBTaUzuvObeSQTwZGuirM+nyIR1gnqKoX6VtXofqGOpghMy2Y2V0NXFUKaSrFucnexzLXZYjvn6d5yhXPZFKf644R2ccv68YnHw98pPH7kmT4+8/UJsp0R1kNzA6kwAtft6khJOKCyVGpy/mAHX727wvmRNFXTQjpucVJAW2+C3EII6IwaDKRCXJ8tMJKJ0LIcLk3n+cCRTpoti764TiqUptJy2o0M+lMh1ipNTvcn0FSF5XKLu8tljnbHGO6IMLZUbg96kdB29arCHSWWDAfI11rcL9Q5l/XticfBF4pN/Op/f4a/85mLdMYM3lkos1pp0R03iBoa4ytVXjrUwe3FMjFD41hPlDtLZaSUFOvuDd0VDXCiP8FyucmhrihXZgrtQODkapXJ1Son+uKUm27LHBsFQxPMFZsUqibxkNtJMFc1kbilsVI6SOm20j+QidCbCBE2NDoiAWxHMrVWI1dt0Z0IEgqoTK1VyFVN3n+40y89fUx8odjESCZCLKS3EwABlkpNaobNid44Je/mLzcthBAc8ZLsCrUWY8sVYiGdr9xxa8GLtRbnR9IU6yZjyxVsRyKEV5gi4c3pPOeyKVRF0B0ziAc1FCHaE4kG0yFsRxIN6oxkoiiK4M5iGSFcD1lHJNDu8zSYCtKXDJEIBTBtyWAq4qtO7wJfKLbxQ6d7efX2Mgc7I+2Cos64gaaKLUl/U6s1Gqbd7pZwLpuiaToc7o6Sr7YYX60xvlojHQ4QCagcyESJhzReG1slamikwzqO1zv27lKFA5kIYUPlykyBZFin1rRomhbJsEGpYbWFp9qy6I4HWau23EGTlSaZqMGFyRzHe2PcWihzdjjFCwf9ruKPiy8U2/jBk738/oVpYiGdgKbQ8jxE1Ya7O3zP4Q6u3y9RqJntWAa4gbnJ1Sq1ls2Jvng77eNQV5SLUznemivQGTPQVUGlaXEum8J2JN+cyDE6kmahWGd2us4Ffs1BAAAgAElEQVQHjnRi2g5L5QZD6TCTK1Umt9WMVzxhnfD+XSo2UBVBzNB4eiBGR0TnSHf8L/FTe2/he5+2MdQR5uWjXUQCGoc6o0QCKif7EqQiOoulBk1L8vRAgs6ogSPdBsi9CYOW5bpOgS1dNCSSDq9f1Eq5ybEe92a1bIcrMwXOj6RZKjbaqSW3l8rUTJuYoVGqm6R38WZtp9KyeelQB6oiKDcdhKI8dMyYz974n9wu/OxHj6Eqgo5IACEEddMmEw3w0qEODMWdSfFUbwxHuiWq4YDGQnEjDWNzLfSbU3kim2yUXLXFYCrIVa8pQq7aYrncIBpQeelgmqd6oig4pKM6hq6iCrfJ8+Hu6I7uH+sYmmC53GSl0mJipcqo73V6V/hCsQtRQ+Pnf+AYk2tVGqZN07KxHNAUBSkgHtR4fWwV03ZVpfGVKk/1bqgr84U62Y4wx3piKAKG0iFGvWbJndEABztjZCIBYobGPS+S7Tiuy1dBoKkqr99dpWU5vDmdR1UE6XCAVEQnFnQF7Mxgkq6YwWg2zYm+BH2JIEPpMM8OJf3WmO8S36bYg9MDSRxHci6bZqXcIKgpSE1BCImwmrx0KEXTgsVigxN9cabXau2GAXP5Ooam0LScdi/YW/NFnh1K8NpYkRcPdVBumLx0uJNKo0XcULEch5YNLUcwm6+TDBvcXSqjCcHl6TyOhKcHEjw7mEIR8OrdFSS0Xb6nBxIEdZWxpUpbRfN5PPydYg8s2yEZ1lku17m3UqVhSVQgVzERmo4iVAKaQiZqMJurcrAzyjOb5j4Izy91cTKHabvTTgt1d5qRAnzwSAeKsIlqkpZloSqSgCrQBBzqjHKkO0oiqHOoK9LOyr02V+SrYyt8xROIzQR1FdOyadoOd/bZwNlnd3yh2ANNVeiIGu4Mu7iBoSlUTYeOaADbAQfJxEoVTRWcGkiiKYKlYoNnBpJ84EgnEUPn/Eia9x/uQFUgGlBIRzQCmoKuClqOG5QTiisIUoKiSKKGgm07CASmI+mIBnhuKMELBzt48WAHge2FEx6m5bBUbvLBwx381usTtKx33RvuieXdDG1JCyFe8QatvCKESHnrQgjxSW+gynUhxLObnutj3vFjXh/a9fXnhBA3vHM+6bXqfKxrfCv58dEhd4ZdqcntxTJjyxXWqhaKqmLZkoFUEENTabYcWpbDvZUqk2sVKk2LtWqLYt2kUDdZLjX58p1V6qbkwmQORZE4poVt2TiOg1BUJlbr2I6CaUvChoZEcqI3jqaoRAxXmDRFcGYwyfmRNM8MJtE3TUuVEobTYe6t1rg6W+RTX7n37fhIngjezdCWnwe+5A1a+ZL3N7hDWQ57Px8HPg3uDQ78EnAetxvgL63f5N4xH9903ke99Ue6xrea7riBZUtO9cepNC0GUyHqpo0mHOYLDSoNk5ZtUai3iAcVr/+ShQRO9MXdFjm2bA9Zqbdsr7WNQFU1hKLQQqNqQTIS5Et3Vim3HF69u8Jyucm1uTwz+RqKEDiOpG46lBsmN+fdtjqmI10jPKLzzmKJumlTbdlUmhaf+sr4A5sp+OzNYw9tYetAle2DVn5HuryB21G8F/h+4BUpZU5KmcedhPRR77G4lPKbXvPk32H3oS37uca3DCklv/W1SVRFEAq4/ohrc0UvoCeomxaTa3W+OZ6j1rJxgJCu8PyBFImQRm9MJ2VozORqfGMih6bA2HIF05bkqiaW46AhCChuW/71QS5SSmxbogk43B1nYqXKq3dXeW1slYtTOW4tlDE0heeGkoQCbqFTuWHREQkQ1FUqDZPlchPLkfzMH17b0XnE5+G8m6Et3VLKBXAFB+jyDnvUoS393u/b13mMa2x/vY88n2Kd3/raJAuFOldmCtyaL7XHZgVUBdNx6EmEODWQJB7U6YoHqTQdSg0b6YDi2DRaNjaSI90xRjIRjvXE2zuFrgp0TQVVpWW7tsV6HpUiBNGgRt2S3F4sc6wnRiq8tTHBWrXFZa/3bH8yxJmhFD2JIG9M5LbM7n5noeSrUY/Bvl2y24e2PKC51rdyaMujXmPrwmPMp1jnM1+bZCAV5lR/nOVyk2rT5lhPjGrTpDuqEtQD1Fo2I50RIgEVFQfLESiK4O3FGoriDlQZW3K7AUYNjbPZFHcWSuTrFhenC3zwSIa350vUTIf+ZJDRbJq1ahMpYbnUoNqyyVVbDKVDHOiMUmlYbeO80rToS4S4MJnjfqFO57bGaet86iv3+Mjxbo73JR7l7T/R7Gun2GNoy9K6yuL9u+yt7zVQ5UHrA7usP841vmV86m88y9GeGD90uo/OqEGladGTCDKcDmNKgeU4vLNYJh7Umc3VURWIBTW3TU6pQTjgxgzAbWyWr5koQlBu2qQjAY71xKibDn2JICf74mSiBg3LJhnSONoT40R/nOO9Mc4NpxhMhbk8ncfQBPPFOncWy9zP19t5V/3JYLvl/3bODKX4mT+83h4P5vNwHntoC1sHqmwftPK3PQ/R80DRU33+HPiIECLlGdgfAf7ce6wshHjeu9bfZvehLfu5xreMM0MpfvmvnuTvvXyQmml7WbA2xZpJQHHVnOM9cSZXqxzqigKCtUpzY7h8a+Mm1FXBy0cyjHuVcpenciTDOvGQRiZmcD9fp96ySYR0Kk0HARiqQpeXnbtcbjKaTbNScUtYn+qJcrI/zlA6zNnhFIcf0CfWsh3eWSjx73w1at/sZ6dYH9ryISHEW97PDwKfAD4shBgDPuz9De78iQnciaX/F/CTAFLKHPDLuBON3gT+mbcG8PeB3/TOGWdjqOQjXePdMrla5fy/+CK/f3Fmy/ov/fAJrzJOUGyYOFLSMG0CimQkpSGlQ8OCjJc0+L1HMxiq4HhvnJ54kOeGUnz17ion++Lc8Ix125F86Z1llkpNlspN3p4vtZsdzBfrNCyHfNXEkZCJBLg4lWOh2MC0JY4UvO3VaV+azlNumLu/ITbysH7jK/d8b9Q+EXJ7p+D3KGfPnpWXLl164DEzazW+71e/Sjig8tmPP78lXeKb42v84n+5QSKk0RkNYDoO2A6W3eT1yRq9CYOTvVFAkq+bdIQCNC3JZK5OR9RgJlcjHtKYWKlxrCdGQBOkQxqLpRbdiRCVpkXc0Cg0TFqmze3FMomwO7/iVL+bir5QbKCrgmQoQKHe4unBJIWayUq5wdHuOBencjve05nBJFe93rXHemJ8/qdf2jMA+F5GCHFZSnl2X8f6QrGVP3hzlp/9o+v8+Ogg//tfO73lsa+NrfJbX5vAsiym1uoMpMOIVoVQNI6CQEobpEQoOgulGj3xEAJJteUwnavTsmxGOqMIJEIIVst1yk2HJa/m+nBXlLHlCobmjv3VFNEeBJmO6GiK4GAmSqlpEgnoW4QgEw1wqCuK40CxYVLzRgYc6Y5xe3FjmOT/9KFD/KOPHP1WfKT/VfEoQvHkfWU8hA8f7+aHTvXyw0/37XjMkZJcuc7aap6kaBAJKDRaLbBsFMUd0mih8Pq9FRzpZj+pioKqKu3+TxcncxiKQxibzliIo90xTve7nqGm5TCSiaAoSrtbIbgNEIbTEY52x6maNqqibBGI8yNpVist3pjIcXEqx53FMulIgKF0eItAAPzGq+O8fb+Iz974QrGNVCTAp/7Gs7xwcGeN88RKhURQIWhAJBqkaUkCukLLdgNmhbqNpig81Rvn1kLZDdJJia4qW3KRJBqO4mBaDg3L4fr9IroqMDSFeFAjpKsowjXmQ7ob3Ls6W8ByJI4tue614QwHVM5lUztm44GbILjblFfLkfzMH1yj6edG7YkvFPtESskr7yyhqTrJRIq5ssSREIykURWFUq1FLKih4JD0htBfnS0wtlTly7eXKXotbAAqTRNF6Mytlai33HXTlqQiARRFkKu26IoHSYYDnBpIko4EONgZYbXa5O0F11hWFcHR7hhvTuV3Deo8KJJ9Z6nMp77se6P2wheKfXJ1tuDWQqsCgdvN79psgVsLZRRFYyhtoAiBEKCpghcPdvA9hzuIBTVO9sUJaSqJkEbMUIkEdeo2FFtuUO+A14K/2rS4OlMg2xFmsdjg9bFVirWW2yBBStYqTc4MJhnJhDneG2sb0LvxsEmon3p1nJvzvhq1G75Q7JPx5Qo9iRA1U2ILlecG42iq4EBnhNWaiUCQr1k0LYl0HEIq5DxXqxCCliN5qidGuWkTUAXRgOJ2/qiZTKy4sY6xJVf/T0U26rKbpk2lYdGbCPH0QAKh4HUz3+pedQOCUU70xXhuOMVcvsbh7r3batq+GrUnvlDsE0NXmc3XqJs2lu0gkTwzmEABEiENHEk8pGI5guv3SyyVm4ytut02EiGdcEAloiu8cLCD5XKLqbUaYV0hamhu2SrQsl1F6NpsgcGU21PWciTRoMbXx9eoNl07RErJaDZNtmOjwXLU0Li9WOHmfJnL03nmCw3GlyscfYBg3F4s88kvjX07P7b/KvGFYp/88Ole6i2Lt2YL3F6qoCkKtmURVAW243qeNCm5OptnuWISNHSalnuTz+RqXJzM8aW7a7Qsh3BAJRUJEtRdG6QzqtMV1XnpUAfnsimeHUpxuCvK5ek8c4UGsaDGuWwKcI32Wsvi4lSOqbUaBzsjvHioo924eTOOhDtLlXb/2t3491+d4Po+prs+SfhCsU+EEPSnwjx/oIORTIRCw8FQVXBsIoZOrimxEO3uguszJTq9wN3G87hepZvzRa7OFkiHAwQUgYOk1DC5PJ3n0nSeL99Z4WS/Gzy8cb9ErWVzbbbAlZkCiXAAAXTHDKJBjZldvEybmX7A46f6E/zcH1/31ahN+EKxT+otm6VSg6uzBd6cyrtRYU3DkTZNs4VtO6hIDnRGOd4bpz8ZYiAVotYyOdgZoStmcGYwyZtTed6YzHFuJOWqYo6NIiQNS1Ju2IR1hf5kkGxHmHy11e5KeHO+xDODKRIhnVLd5HuOZGhYDtdmi8xum3K0PYF5MB3a8329NVtAUxT+jy/6atQ6vlDskz++Okd/MtRO+JvJ1ZlYqaLrARTLoiOq0LJMFGlza6HEa2OrzOXrRAydbEeYYr21xVtUqJkoQMWUWI4kpGt0xgxODCTpiYdYKNa5X2hwdjiNpghGR9KUGia241BpWnz17ipHdrEXjvXEONIVYzSbbgvUbK5OZI8JqgChgMr/+dqEH9Tz8IVin8zl61j2RkRgNl8nHQm4bfuFwHYcrFYDRUiGN30zr9dirNsX4Brepu3aB44DuboF0ma10uTCRI7LM3lCAY0TfXHGlks8N5zEcdxAX6Vpt7t7vDmV53BXlO85nGF0JN32Ot1ZKnNxKsfBzggxQ2Ox1OB4XxyBWyb73PDWPrNN0/a9UZvw+z7tk2xHmDcnc5weSGBoCkHN9UZFAiF0XaNpttANg4Cm0xVXmc5tqDSr3rwJRXGj1qoiUBVBMqxza77Eke4oIUPl/kyRpwcSJMM65YbFYqnBasVkJAOrFddjdbI/3p5tpyuCeEjn6+NrpML6lrHFALcXK4xmU1z0uhQe641xc76EqgjODrv9o5bLTTTFbYpwZ6nMr3/pHv/4+5+83KjN+EKxT3746T7+zZ/f5XBXhG9M5Hj5SIam5dCyHVAVgkYQs2ViS7HDm5OKBNrDVTZzuDPC4a4oliNBKrQsycRKBUVRKNY30sGlhEzUYGqtxvRajbPDKWzHQXiN0jpjBp3RwA6hONgZodayGM2muTixRs10o9y2I7k0vfF6NqeDfPqr43z/iR5ODTy5lXq++rRPwgGNv/Zsf9uKdSQMJIOYtuSdxQp3l2uYaMzk6wQDG981h7qiuwpEJhpAV926ikLNxJaSl490MJpNI6XkRN9G2nqtZeNIiSLcSPql6TzX54rtMcIr5SbhTdeMGa4Ld3ylSrXltv3MZiIMPcDgXsd2JP/kc9ee6Eo9XygegV/4wadQFUFQc2MF8aBOMhTAtB36kiEuzRToTgQ5n01yIOOmboyvVLbMtVjneF+c+8UGtoSIofK1e6vcLzRZqzbJdoQxNIXjvXHOj6QJBxSuzBRQhatyrccdDnZG2y7g9SGRzw4l0VXBm1P5dkfza3NFbi2U6YoFGclEdjXQN3N7scyvf/nJ9Ub5QvGI/K3nhzk9kOTuYhm8CrxT/QkM3S0ffXMqj8C9eYG2cTuadY3bw11RDnZGeO3uKsW6ybW5AkFdYygdpjNqkAjpRIMqMUOlI6pzYTLH2HIVAZjerjK1WuVsNs0bk2uMeHlTpmXTEw9yZaZAqWExmk1xYTLXVpkAlssNJlerJEMPb+//G6+Oc2PuyfRG+ULxiHzkRA8/8kwvpweToEiCukAVUKy5O4dAUqybxIMap/rjOBLemi1ycSrPB452ogjRnpAErr1QbVqMr1T5xsQaXx1bYy7fJKAK1jwbwdAUDm4aD7xUbnpJgnB3scyJvjixoI4QrltK1xSuze2MUnfHg66w7tmIZQPbkfzjP3wyvVG+UDwGf/P5LCOZCF+6vcYXb68ihCBqKKQjOplokGhQ48pMfouerylwfa7IveUyzwwmOZtNEdJVgrqCItwZE+vM5Gq8cnuV3kSIYz0xIoZKelvvp4CmcHogQSKkUWtavDVXYKHoql4xQ9viAu5NBDnZH+fNqTyW5VBrWuyHdW/Uk4YvFI/J5irefM1ESIFA0hkNUKqbHPG+2dftiWcGU+SqLWzpRpEvTeU50BnmxYMdFOsmLx7McLx3a1eOuXyN24tlJldrVL1GauC282yaNtfnivSlQnTHgjzVE+dod5SlUqPdnl9XBee9uXjrbtxKy0ZRBFFjf5NTP/3Vca7vsuu8l/GF4jEp1Ex0VTCQDCEFoAgcRxAKqIQMjUszRbeZshCc6IvvOr63WDPdLFhDY65QZ3ylQlfMQFMEXTGDYt3ixUMdHO+NM5ur8fRAktGRNIVai+veTZ6rtLg8m6dlOUytVql7NkRPIkh3PMiFyVw7+3ad63NFMlGDs8Mp+pO7T0dax3Yk/+QPn6zcKF8oHpNqy8K0JXOFOrbtYNkOhq7StBy+Mb7GaDbFSwdTBHWVm/OlXVvjzxUafPXuKtNrNcaWKlgOnOqPoyvu+OLFUoN81SRqaIxkIrwzX+TiZI6m5QrSueEUHVED05ZMr9Vobrr5+xOhtst2N7piQS5N57lfaJCOBDgzlORcNrWr2/ZJU6N8oXhM1oc+AvTEg7RsScuyCWoqp/sTzOXrBHWNgAKa5y4N6rt/3MMdYV446MYoCnWLuiVZKDYAuLVQQiIp1U1ODybbNnLDtDEdh0KtxZmhJH2bvvEVAfPFB2fObv7mz1VbqN6M746IO9P79ECC8yNpjnbH0BXBv3+C1Kj9dAj8jBBiWQjx9qa1Z4QQb3iN0S4JIUa99ffMbIoH8cVbS0yuVhlKhzjZF0fggG1hCJvrc3lu3C8ipeS1sRVWqyYdkQAXp/Kc7k/ueK6umEFAU/j6+BpTa5V2bXW+2iQR0jibTdIwbQxd5ZsTOQ50RjjUFcFypDvYxZZcnSkgcZMBTw8kODucZqG4exvNde4slhneVKS0Um4SMTSuzrou3etzrvp3Z6mMqgredyDNp75y74lQo/azU/xHNuZFrPOvgP9VSvkM8E+9v+E9NJviQXzu8hwHMmGOZMIkwhp/8c4qkVCAhg2VlkMiHMByoGW7XZ+XPMP34lSOZ4fcqUfrRnCpbvKWNyk1EzVYq7jHlps2ILh5v8SN+yWGUiHOZ9N0RAwGU2GymTB3lsreGGLXqA/pKncXy7s2RdtOw3K22DnTuTrV5s4bXlcFT/XEeP3eGn9+c4l/9wQ0PNjPfIrXgO2fsgTW8xASbDQ3fk/MpngY1ZZFQFWoO+DY8PKRDN8YX8N0BC8cTNMVM0hHArvWMVyZKfD0QIKzwynKDYvTA0m64+5uMbZUoWE5bfdrsW4SMTSOdkept2xKDZO37xf4+vgaw94k1P5UiOlcnYCqoGsKkX16lQBmt1XrmfaGUJzoi3OqP05PYmO8McCnn4C+UY9rU/wD4F8LIWaBfwP8grf+XTOb4tuJEAIhBBcnc1hSUm3Z9KXC3F0uowiFm/Ml7iy5aRW7cXmmgCMltxZKXJzKsVRq0hEJMNQRZtgbNax6dshIJsKdpQqvj6/xzmIZW0oOd0VpmA7LpSbjK1XqLZum5XBpKoeUbq+oh74H3IGTuircWEhA5d5KlZCuMuq5cW/cLzGb22qsW47kH/7nt97TatTjZsn+feAfSin/SAjx3+F2Jf8+votmU4A7tAVXxWJoaOghT7t/YobG+EqFFw5m+Pq9FdZz50azaW7OF3mqN8bEShXzAUl1K+UWQmzEOxaKDRa8L+DvPdbJ0e4YUUNtjwoLB1QMTcFQJU1LejMxdCKDcW7OlynUWzgSDF0BoTKQCjO2XNnz+hJQFHj+QAevj63SmwjSmwiyWGzs2lxtM2PLFf7dl+/xM+/R9puPu1N8DFifU/GHuHYCfJfNppBS/gcp5Vkp5dnOzs59v7mHMb5Sody0mFjZuOnSYd1teZOJEtRVTvXHEYrX6WMXJlarPDeU2rHeHTP40u0VJlYq2NItJOqMGe06DIFAd1qYpkkkIAgHNA51RpgvuN4q12sliBgawYc0UhYIXh9bZTSbYqHY4MpMgXnP6/UwfuPVca69RxsePK5QzAMve79/CFhPqXxPzKZ4GMulBrWmxWy+ztOD7o09nInwjfE1Ls/kGVuqoCoKt+ZLHO3Ze3bExEqF8LYy0cG06xFqWE57/yvVTa7M5GmaDjYgdA1bupOTlsstIoZrg2SiAUZH0iRDbjPmpwd3r4mIBTVO9ydY85orlPeZ9rEZ25up915Uo/bjkv194JvAUSHEnBDiJ4D/Afi3QohrwL/AU1H4r3g2xaPw4+eH2oNSGqZNSFe2jO+tNC0apo0qBJOrtS15TZvJ1UxO9m+9cS1nQxOcydVQFcHN+RLHexOYtoMjBYoIoKs65ZZNd9wgV2vxwaOdFGsmFydzTKxWuTSd563ZIoe7opwfSWNogt6EwYHOCOWGxfX7xXaXkepjCAXAveXKezKo57fifwwWinX+m09/g65YkLdmC/QkghzIhPnG+IYufiATQVUF5YbFcDrcHsW1nWRYp1DbqLJLhPQtVXcvH8lwe6Hcdus+M5ggoKmEdAUFUFWFyZUKqYixpZpuO5GASsNysJ2d/98Ctx5jt8cehqoI/t+ffPG7vlLPb8X/baY3EeJzf+8FVsoNumIGi8UGq5UW7zvQwWAqxKGuCA3TIhrQWCk3H+jCHPLUJQE81Ruj1tr6rZ2vmW2BOJdNYWgKhVoTRQikEJiWQywU4PZCkfMj6R1R875E0E1hhz1v+q6YgfMYX47D6TBSSn79y2PvKTXKr9F+TPqSIf7m81m+fHuJ5XKTuXydiZVK2xP1zGCSasvCdtwBLedH0thSslJqMJ2roysC05EYmkIyrHvt+h0GU2EyMYN8tcX4SoV7y2VeONhBtWmRq7YI6ip3l6qAYCgVxETSGQkguuOoiiskHzjaSa1lk6+2SEcCXmIiHO6OkgoHqDYtplbdUlVw7aGlPQZJ7sVIJsLkapX+VIi/uLXEr31xjJ/76LFv8af8ncEXinfBD5zs4fcuTDM6kkJKyWqlxfRazSssKhDUFc6PpLkwmWurT4e8lPKz2RRjyxWuzhTadsT6hNOJ1SoHOyMYuupOIlookfNUrFP9cUazaRqmjYNgsVTHlpBNR/j/23vzMEnO+s7z80ZE3nfWfVf1rW6pW31LIIEQl8AH4xns5bAHxhjG2ODxzIAHlt2xvWOe5dgdZm2PDYZlDXjMJS9r/NgejTBIICGpu9Wtbh19VXcdXfeRmZX3ERHv/vFGZWfdR3dJ3Si/z1NPVb0ZkW9EZvwi3t/1/ZYti92tIR67uFQz3JZU1Vrn0Rh00xVTra8bxXwuZNQpOvzS41d4aF8rB7qWlrLcbqgbxQ2gKeThWrJA1O/m+dE5fC6N9oiP9pjPWVKVODWU5GBXlJlciVLFJuQxeO2OBrJFk0LZWuBYz+OujnCVVfy5ayke2N1EKlfG59EplG0qto3HpXFhPI3PbdAY9DCTK1E2bbzG+jParWEvli0VYbPT921LyWy2zMBMbsX9Am59SQ7ElvDxh8/ydx+9D88GjuFWRN2nuAEEPAYP7WtlNJlHE1Co2IykCpwYSNAU8lA2LUJeg/6pDNcSBaYyJc5cS/Fk/+yCKtvFWNx7MZoq0D+dJVswifpcZIplTg4mCXpd2E7ktmTaNIU8mLYk5F37otzfGWFwJse50Tkqls2JgQQnBhKcGkzSGFy9h3tfR4SKtdSYL01mfyboN+tGcYP47Dv3k8hXquXh83h2KIlpq2akzDKFdjG/u7qmB/V0mH+PibRKoMX9bvZ3Rgi4dLrjAXxunVypwo6mIMf7YgzN5rClzXSmxGymxE+vzHJ+Is2eVXS1QZEnPD8yR9aZf16Ich610a/FON4XXzXj/cXHr/DcbZ7UqxvFDSLsNWgMuje8Lj8xmGBnDRmBrmlIVLTI0DSaQyr/IIDnRuYYnyuga4KTQyl+fGmG00MpQl4XTUE33TEv+zuD3Le9gZ3NQWwE9+1oWHHuqN+1oC4mmS8T8V3vAR+czRNb1BMOKkq1mmY3qGXUx757lmLl9o1G1Y3iBiGE4F+9to872jYep7el6qAD5TtYtsTj0hmYyTGbK3O0N8bArFrbJ/MVSk5oK1+xaQx5KJYtTg3PIYRASkHJlER9LrJFk7PXVg4Di0XlY3MFc4FRl017AXtIddyyqxLGq6F/Ksv/dRuLwdSN4ibgN+7rI+Jzcagrin8dFarzuDKdY1dLcAF1fshrcFdHhCPdirY/Xbiet5BShUKFgM6Yj91tYe7b3oChwdnRDG6XhmFotEU8NIY8+JZhGj/UHV2236Knwb/gOE4NJhcQRQMLnmxr4aEVPD4AACAASURBVEuP3761UXWjuAnwuHSifhdly6ZsSV6/q4ljfQvlt1bC6eEUPXE/hibobfBTMS2eH53j4pQiMajFmWspBmZyHOqKUqzYPDuU5JnBRNVnuTKVJVuskCmZDMzkVFZdE7RHvRzri7O/M7LE95nH+bE0Ye/CJVNL+LpRNIc8C1jX18J8NOp2TOrVQ7I3CX63jq4JTFvy3LUUhbJJ2ZLEAy76GoJIJAMzOZL5pWvywdk8r9/VyOOXZgCVA0jlKxzujlXpamoRcGvMJIsc7Y1h20pu+I62MCcHE4S9LiJ+9bW+OJamNewhlStXq2hXQrZssa89sMDJThWuEzb3NgbWLClfjPlo1O/dZkm9ulHcJNy3s4mfXpmlPeplLFWsJu0SuQqJnKpJ2tYYYFdzECkEuZLJpclMNbR5ajBJ0K2TLVtVmprR1PJsHNO5Ch5D4/RQktqb9/07GpBSUrFV3uH0UIKJ9Poy1Q0BN5cmF/oLw4l89XxmNpjxnscXHRbz2ympV18+3SS8eW8L//bNu8gWTRqc0op5zbqdzUEOdivhlfOTGU4MJHjRkRLe2xbmWF+czrhvSSvpZKa4LDlz1Ofi0mQWl6Epntq+OEd7Y+TKFrO5MmGvRv9klqO9KwtALobPrS/JPRQrKtx7V0eEq6sk81aDLeHf32bRqHqV7E3G5x+5wEtjaZ7onyEecNPbEODMcBK3oXOkJ0q6aHJpMkt2mXLt431xSqaNSxfVjHihsrR7b0dTgFzZxOsyEAKuOty0d3dFsG1wG4J82aZi2at23y1GZ2x1rqgbwYcf2P6K1kbVq2RfQbzxjhYm00VcusZkuoREUrYkuiZwG4KQ11jWIECRjj3nCE1eSxbwuY0qSVlnVDm9PrfO1Zkc43MlBmZyZAsVjvXGCXsN3LruZKgl/VOZDRmESxfMZDe3RFoPvnQb8UbVjeIm41B3jOaQh94GRZH/0liGvkY/2UKF2WylKiS5GL0N/gV9FaBIys4MKyMZSRVoDLq5sz3Moe4YbRFFijBXrHDmWpJ00SSVV47x4Gx+CVXmWhBQzYNsBWzJbUO/WTeKLcAn376Xkmlx77Y4Qa9BrmTR1eAnFnBxYjDJ3cs4nbPZMoe6owRXUTGdyaqap1NDScbnirx+ZyP39MY40BmhI+qr5hnmChUOdW/MsS07wpRbiYuTGf7LbVAbVTeKLcDu1hB/99H7uDyVpa/Bz1SmRNjnYiJVpCHg5uxIiuN98QVOdMbRqMiuUii4GKlChclsmVNDKUZTBRqDHg52K5r/5Qid10LTorzIVuBLj1/hzPDKHYK3AupGsUXon8rSGPTgd+sc640R8bp4YTyD16UR9ho8dy1JV8xPS82FGA+4qr7DejCUyBPzq4pWIVRe4Mywovn/6ZVZ4gEXB7uUT7I4O70cIt6l9U43G7dDbVTdKLYIv/fds/gdp1jXBUJIjvfFGU0VmSuYlEzJ1ZkcLWEv+x3ygqjfTUtY+Qq9DX72d0SWzYrf2xfnro4wO5uDPHVVJdQOd8eYXuQoJ3IVzjiO+5AjML+vXeno7WgOUhvt7Yn7GZzdXNh1o7gyneMLP7j0ssy1GdSTd1sEn9vAlpLGoAdNgM/QmEoXqkm9eZwbncNtaBzri/P86ByFskVPg5+KZXPO6e3ujvuI+d14XDouTSCEIjgQwJ0dYa5O58iWVq9eBciVLV4cS1f/9xgaOxsDRHwufG6d2dxCgratxJd/fJW37mvl0DLcV6806nmKLcJP+2f4n7/3PBVLMpUusLc9jGmr0ou7u6J4XBov1vQ01ELXBC5NKO4nFLV+1Ocika+wpzXEhYkMBzojBD0aT15JEve72NkS4sp0domWdmPQTWfUz5WZLAe7ohQqFrmSxUS6SCK3cNs720MITSBt1UCVyle4OpNdtqHoZmB7U4C//537N+X/bBT1PMUtgNfsaORDr9tOulhhT1uYmN+NEKo329AEU+kS3Q1+OqK+JWpCli2rqqeg1uHxoAeBkvPtjPpwGxoIjajPoGxanB5Kki2ZHKwhQNvbFmYuX+G5kRSZoknRtDk5mOSl8TR9jQEWw+9xUSjbvDCW5pmBBEGvUWUZOd4Xr9J33izcqsuo+vJpC/Ge4938i8MdvP5zj9Ea9qAjOLVIaN5jaNWcw+Jxly6qd+n+qSx728IMz+YYSRUYn1NPnz1tYcJenXzZ5sWxNG5D52B3lES2xIWJNPMt4Ps7IwsE49PLdddJyJdMDA1Mm2pR4/lFPRS9DYpxRNowni6sWWy4Gm7FZdSmRFuc8Y8KIS4KIV4UQnyuZvyTjqDKRSHEW2vGH3LG+oUQn6gZ7xNCPOOIs3xbCOF2xj3O//3O671rzXErYng2T9hn8Oj5afxuncWV2yXTZjiRr4rRz+O5a3NoQizIN7w0nqYp7CHmd7GjOYhAEDIEpXIZr2ZxoCOI29A4P54mGnBTy4kwOVdc0CZaNC2O9cWr7Oa7W4KcuZZkbK6IoWs8sLtxRWnhwdk8pwaTPDucrBY/7u+McKwvzp7WEL4NLIduxWjUpkRbhBBvQOlE7JdS7kPR8SOE2Au8C9jn7PNnQghdCKED/xUluLIXeLezLcBngS844ixJ4APO+AeApJRyB/AFZ7sV59j4qW89pJR88bErRHwuNAEuQ7B7Uf90V9zH8b4405mld9uSaWPackHj0sBMnpawl6aQl3Ojc1hCw63p2OggdDLFCqZlL+i8C3l0UvkyR3pibHeWZdcSimDhYFeUve1hLk5e9x3Kpk3ZlLw0tnaXnUsTFByl1hMDCS5MZChWLLY1BjjaG+NQd5TW8Opik1enc/znR2+dZdRmRVs+DHxGSllytplnBH8H8C0pZUlKOYDiez3m/PRLKa9KKcvAt4B3OKTKDwIPO/svFmeZF215GHijs/1Kc9xyODGQ4NzoHCcHk+hCYJo27VE3Mb+qabp/ZyOZoslTVxOEvC46Y0tzCedG5rijPcL9OxqqfdMXJjJVGbBMySRVssmVbUqWWkLdt7ORfe2qQvdQd5SiadPbFOT0cJKGRUwdp4aSlCrWgq47W7LECV8JFVuiiYWPFInirjo5mOT0cIqJtBKbPNClniZ3tIWWdAV++SdXeXYV2s+XE5t1tHcB9zvLmseFEEed8Y2KtjQAKSmluWh8wXs5r88527/ioi3rRTzgZjJd5N5tcUxb4jI05nJlehuCDM3mKZStar3T2FyRkWShyr9UC0MTjM0V2NF0vR20fyrL0d4YZ4aTzBUqZMsmXkOjpyFAvmQT8Bgc74tz2XkCXJzIYEtVi3WsN84xh3T5SE+MwZkcQY+BxxDsaVWEzPHA6jQ3CyBVDuZAV4SGFfZL5MqcvaaeJufHMyr0HPdxpCfGkd4Yu5pD/Plj/UtoQ18JbNbRNoAYcA9wFPiOEGIbKwuqLGd8a4m23LDQy1aJtqwXEZ+LgMdgcCbP/TsbKVZM0kWL8UwBn0uv5iFqcWIgwbHeGCdqHPJnBpRWXiJ//e49mytj2hLThrDPreR/fQUOd8fon84ylCjQ0+Ajt+giy5bMao92c8jDUCKPJSFTVNtdmFCVtXtWkRCoRWvEy3MjC8+jIeCmM+ZjJleuMgguh6FEgaEapaSLkxm+8OglPvVze1fc5+XAZp8UI8D/6+jOnQBsoJGNi7bMoDTrjEXj1O7jvB5BLeNecdGW9eIrTwzQHfczni7y48szJAsml6YVvX5Pg5/gCvp0JwaT9DX6ubM9XB2bzpYomjZ3dYY53B3lSE+MppCHo70xAg4jSF9jkMcvT9MQ9ODSBWOp4qqNRr2NgSpVZy0EMDS7uuTwPNqW8Rdmc2XOjszREfGt+ORYCV95YoBnhzbW9nqzsVmj+P9QvgBCiF2AG3WBfx94lxM56kMpmJ5AaVLsdCJNbpSj/H1H/PFHwDud910szjIv2vJO4IfO9ivNccuhLeKtZofv7gzTHPKwrz1Ma9jLycEk+ZJFd9zH/TuXcjQNzOR5YSzNntYgMb+L1pCXdKHC8yNpnh1OcWooSf9UlivTOaSUNAbdGLrAtBUZwvamIEd74+ga7K0xrnl0xXycGEgsy+/U2xigUBMN2tMaYn9HpNpJWAtjmc7AeZwYTGBLuS4Ch3lICR/77rlXNBq15vLJEW15AGgUQoygpH+/CnzVCdOWgfc5F+yLQojvAC8BJvDbUkrLeZ+PoBSNdOCrUsoXnSn+A/AtIcQfAWdQ+nk4v78hhOhHPSHeBSClXHGOWwkjyTxffWIATQheu70Br0vjRxensSUccLQcYgE3HkPn/HiGuN+9YHk0j9FUkV0tQRDXlzi1SOTKFCoWM9nygmz2hYkMulBO894OVe/0vEORua89wkgiz9HeGFKyRNeiNeylKeRhLl9hOJHnwoSKQi1OMgLLPmlqkcxX6FgmgLAaBmZyfP6Ri/yvP//KLKPWNAop5btXeOlXV9j+08Cnlxn/B5QK0eLxqywTPZJSFoFf3sgctxK+eWKY9qivmhkO2RohrwvTUhljgI6Yr5rMO9obIzG41CgyRZPRZJHJjDIOTYjqRTqPlbRW5qszXhy9Xu90sCtCMl+mtzHAi6NzHF3GsS+aFmeGl3bJdcb8RP0urk5lKZgqVCxWflBU4TV0vC6N4jKttSvhq08O8LY7WzmygT7zm4V6mccW4a6OCEOJPEd7o7gNjacHUuhCcHdXlDvaQnTGfHicph63oa1aX9QR8yGlKg0XgiWEa6upsNbiYHcUl67REvaSLla4oy1c1b2rxUp92s8MJHhxLMOdnVH6GgPsbAkxky0vKH9fDqeGklRMm77GjS6jzq7YqbiVqJd5bBEeurON3sYA7//qSZqc3EAiX+bJK7M0BNy0RDycHkrwwK4mhhL5dZMSnx/PoGuCXS1BpwJXMDyrQqrL9X5rQikv9TT4GZ8rMjiTw6ULypZkT2toQXRqX3uIbNFiKLG6k50rWTQFPdUoVmCNeqiGgJvexsCGm4sGZ/N87pEL/P4v7NvQfjeKulFsIfa0hjm+Lc74XJG2iJeZbImKJbmrM0IyV2Zbc4hnrs5wR3uEkZo6p8UYWXSRWrbk0mSWS5NZWsIeFT6dybO7JYQQMDFXpCmkIlCDs3lGU4Uqh1RT0MNsrkSv0xGYyJXpivtoj/hw6YKQV65pFC+Nq+XYzuYgg7O5ZZ82oKpgG4Mers7kNp2Y+8ufDvK2O9uWzd9sFerLpy3GB+/fhksXNIc8RHxu2iIe0oUKQgjOj6fRdR1NCHriPo73Li2Ka4t4V5XemkyXGJjJY2iKjePcSIqRVIGh2RwVy6a3McCO5iCGJmiLeNnfGcGW6i48n7W+lijwzECCsyNzG+ql6J/Osq8tQmfMx57W0IIE0t62EGNzRZ4ZSKzpjK8GKeE//M3LG42qPym2GHd2RPhvv3FP9f/5Uu5vPDVELOCmNx5gOJGnUDbRNY3D3VGerXFyO6I+RzB+ZUxlitzZHub0cIqY30133M+ZaykSeZVUO9QdRRMQ8RpoQlXMDifyS9hDMkWTibnl/YlDjj8CcHo4ScWSSAnDyTzJXBkJBD0GvY1+fC59gWzZjeLljkbVm4xeQYzPFfidb57BNE3iATdCE5RKFiVbNRpZUmLbS0Omy+FQd4Qr0/kqF+y2pgCtYS8vjafZ1RysZshfv7OJfMUkW6xQNG0aAsovGUsVSOXLyzY9Rf0uciWzurzb1hggHnRzajCJJhSPbnYZYZqbCSHgWx+8h+PbVtbdWH3/epPRbYG2iI9vfvAeXruzhbItuDyeJlEoIQTMZkucHkoyOKsc44NdUXY0+TneF19SZg6QL9sLGoeuTud4+uosBzsjZEsmb9jVxBt3xtEw0YTg/ESWfMlC1wS2lIykCrSvkE9I5Stsawxwz7Y4r9vVoMrfnXtpyOvacoMAtYz6+MPnyK1AJHczUV8+bREuOrmEngb/qu2Whq7xsbfuBuB/vDiBJgSXp7J8/acDPLi7hXSxwrWEUhZSpRsFwr6lX1vQY1CoXL9gep2uvqFEgZJp0R3zYloCy5ScH1PLs+awp9ovHvQYWMs4+oYm6GsMUDZtnr6a4J5tcbrifizbZn9nBJ9LX9BzvpUYTuT5zD9e4D/9szu3dJ66UWwRfv0vTzrRJpuPPLiTf/fmXWvu85Z9rQC8aW8Le1pDjr6DzYGOMCcHZ9nRHKZQsWgKeTjeF8fj0phMF4n43PjdOhXToj3qpTPm58RAgrFUgePb1J19LF2iJeCmZIGN4GC3EpjpiSvD6WsMcGE8TUfUS0vYi6FrSCm5lsiTLlRoCXuVYAzwo4vTeA0NBBtKyN0MfOPpIX5ufxv3bHIZtR7Ul09bhF8+0knE52J7U5CHn73GT6/MbGj/B3Y38f7X9NIa8QKSu7vimLaN36Xjd+u4dY1i2SLoNjgxkCCVL2MYGnc0B4m6Nd64p5H7djZyZjiBZUkGpnPM5suEvYJjvTHGkgVSBZOowxvld+tUbMloqsjp4RQnBhIOwUGJyUyJ2VwZv1sn5fgsRdMm9DLwRC2H//snAyvy8d4M1J8UW4T7dzbx8LMjxAJuon4Xf/D9F3lwTwsuXRD2unjNjga+8pMB7t/ZyC8caF9CWSmE4CMP7qRk2jx1aYqIH9ojqlbq4kSWoMegK+ZlIl3kgd1NVEybfNlEaBJp2wgJptS5syPKiaEke1pChP0uCqbEsm3CPhd+t45p2Rzviy9I4oW8BmGPzvmJNFG/iwOdUX5yeXqJXkZ33H9D4dbNon86y//+D+f59C/dtSXvX48+bSGmMkW++NhVnuifJuR1MZUpogtBLODmhdG5ai2RR9d43a4mPvzAdkAZxDwGZnJ8+BvP0h524TIMpLSwpaBig1uTmFKQKlQQAkoVm6jfTaFcwdB1cmWLgEdncq7IdKZE3lnqHOyOcmY4hSau103taw9xcTyDKeG12+O4dTXH86Nz7G4NL6tiZGjQ0xDgyvR1ErXtTQGEEPRvgPF8Iwh7DXIlE0vCX//GcV6zo3Fd+20k+lR/UmwhmkNe/uMv7OWF0Tk+8LWTVb3qdNFkT6uii5l3Ui0p+cH5SWwJb9jdxL95k/JBOqI+Erki7RGDgmnx/EiKva0hPG4DEOgahHSBbmjg1TEEeISgYF4nPgt5DXa0hAh5DV4cSzOTKXGwK4quC2azJTJFk8GZPLqu8dq+BixbYkkbrwZHe+MLWEBqEXAb1RLzO9vDNAQ9PH5pGlD0OhcnM1g3mKuIB9zsaA6SLlTIly2aw55qEeVXnhhYt1FsBHWjeBmwrz3Mkd44M5kS2ZKp+pMljCYL7GoJ0j+V5dmhJB5Do1CxCbh1fvmLP+VQT4zfemAHP3+gkx9emKKv0c+2phAFUyI0G4+umhrnKhbNHp1iKU9FExRzeXy+AG/cFcdCYyZXxqUJnuyfBVSI9VpN0d+92+LM5spICZlyhbDHwKXpqmVSgCWXGkV7xIsmBCOpAjG/ixfG0gtKMV4aT1ed+M1ie5OKetU+pYZrSlC2Ny0NTd8M1B3tlwFCCP7PXz7A9uYgd7SF+cUD7fz2gzv49D+/i6jfTUfMR1vER2PIQ3fcTzzgZng2z18+OcATl2f4zQe20Rz28MRldRe+MJlFIpjJVbBspWIqpYWmaUhTggDTVA6xC5tMwUTXtRXljKWEkM/A59Lx6BpP9M+gUhGSdNHk5GCKe/rixJ2GpH3tYaYzJUYcH2Ne3NKyFhuPWJaMYT24qyPMlencAuOdx1FHfmBv+8a1y9eDuk9xC2D+O5j3JSqWzT88P44Qgof2teI2NGxbLa/+86OX6Iz5HCICSWfMj8+lcXEyQ0/MT8irYVVKlE2lnmToBgjBWLZCumBiaGLJ3ftwT4yRhKqFOtQTw5YwMJNlV3OQk0OqpKMlrMTsm8JemoLuKrFzLRoCbjIlc8lyK+Iz2N0SWtB3vhJ0TXFdvTA6t6y0mTreKM8OpbhnW5xvfejedX3GdZ/iNoNY1Knj0jXecfdCghJNE7xlXyuv29XE958b4+JEhr6GALaUlEybpqAbly6wKmUqFYtSqUDFBK9X4PWGaQ/otIfcaLpyVPNli3zFJuwzeHFsjmLFxtDgynQWgaAr5ieRL3N3Z5ShWcWOHvIYnBudY6UbabpQwTCWPo3mCiYXJxX/bcBjkCubC3iprn8OcFd7hJNrGM/gTJ4dzQFmc2WSuTKxDfaBr4W6Udxm8Lp0fuVoF9ubA/zd2XH2tIYYnyvy/Ogck3MFgiKDlDA9qdbGeovEMMtYtoZm2FilCnd3BLCETsmUuDQ4M5yiCFg23N0Z5emrM+iayogPz+ZUB5+EJ68on+RAZ9R5mlyPOu1uCVI2bQZWIDyYK5icHZkj5NHJlCx2tgTxGjrnx9OYtsTQBHd3R5fQii6H2Vy5Wq7+8YfP8cVfPYRxE1WY6sunnyG840+fIOIysaUkm87j8igGP81wI4ULzDIujx9DF9jSRtcMNCSmbWNrGi7NYGg2R1+Dj1S+wsWpHHvawuRLFn6PTq5k4TEEEsHgbA6voVf9ipDXIOQ1KJbtZXvN53Fne7jajgsQdOsc6Y1zdSbL8Cad8h997IFlCaNrUS8IfJXibXe1obt8SLuC7oNsBkxbw2V48QgNt9ePRCIRIAWmWaFkW9i2REgN2zTpirgwTQufG+7ujnFlOsuFiTTjc0XOjc4xky3jcytS6PkLsTPmI1M0GUsV6Vmj5fTCRJpjNX3X2bLFqaEk2eLmiwoHN6nxvRLqRvEzhDfsbqZYLoEUBFwhGhr8GIaBZVtIoRx6IQRSCAzDADQ0dNAMDENg2pKKlFgIkAa6sDnQFSUW8DDoLIsGZvP85PIs58fTVaXT5pASptnRHMSlaU5T0/XjCtYQS5s2mPZCBzpbMvF59A1Jm9Vi6CYrMNWN4mcEUkp+55un8bp0DI8fr8sATVc0dQLQBLou0HSNmWyZQrkCukGiYOLSBNKWeDwu3LoLt6FhIRFCY2quyN72kCoArMHdXddZDC9PZTjWF0cTUK5YCFTw4FhvjOagh91tYVy6xu6WEMd648u23Y4mCxi6WInofFX88OL0JvZaGXVH+2cEli1pCHoAicCkYmsU8hmCwRDShkrZRCDRDZ3moAtN6JRMi4aAC9O20XSBZak7f7ZskcxbtEV0GkMeKhWbve1hlaxLqtDt6eEk8YCbqM9Q/eCaRmfMz8RcgXjAzeWpLB6XzrbmAE874duLk6uzmA/O5tnfGeHcyNLI1GrY0RTEtiXaYp2DTaL+pLgNsB5BdkPX+OiDOxlIFDE0A1s3iESU/oThMtA0ictlYOgGthRkyhYW8xlri0LFQmgaQgg0S9IecWNJqTr5BBhCMp0tMZEucUdbmLs6I9UQayJXpmxbFCsWAY/B8w5Hri6UYtNGMJYqcLA7yirEg0vw1ScH+JMf9m9ontWwadEW57WPCSGkEKLR+V8IIf7YEVQ5J4Q4VLPt+xxhlstCiPfVjB8WQjzv7PPHDt0+Qoi4EOJRZ/tHhRCxteb4WcSPL01z5+8/wke/eWbNbe/d3sCf/+phDm9r5l+/fjtv2tfOULKMwMYwXJStMqVKCSkl2ZLJ4Gyeq7MF3C43Ep2SaaMJHbfHRbpgkS6YjCQLCE0Q9rmJetXCwmPonL02R7poEvQYNATczGYrVCwbKanyxz52aZrR5Po4aecxky1zZjjF4Q2SoH3hB5d45MWJDe2zEjYl2gIghOgC3gwM1wy/DcXtuhPF9v3nzrZxFN3mcRQb4O/PX+TONh+q2W9+rk8A/+SIufyT8/+Kc9yuGEsVODOcrOpNLMbEXJGIz7WsHNelyQwnBhILmC7uaAvz4Qe285rtjbzneA/7uxowTQFC4NG9CMONLmAyXWQ8VSTqdzObq/D01VkyRZNEoYwmNPweg0yxTG+Dj2S+zKWpHOmSpQjVDMH+zggzmSJBj47H0JlOFzk5mOTUUJJryQJBj8G+9jAHuqLc3RWleYPC9ScGEuxtWx/z+Tx+86+e5cWxjS29lsN6aDN/XCutVYMvAL/HdUJkUIIqX3d4ZZ8WQkSFEG0oLtpHpZQJACHEo8BDQojHgLCU8iln/Oso0ZZ/dN7rAed9vwY8huKdXXYOKeX4+k/71sG7/uIpQl4Dr6Hz5fcdXaIL8c8PddDT4Gd7c3DJvh/42kmuJQp0RH186dcOc2fH0lqgP/jFfbznL35KS8CF0AVYFhaCA+0hKlKQcXIPb9jVRNmSWLbElDZSSuIBDx5DRxcmfrePVF7dxZuCHna3BYn6dYqmJFcy2dUaIpErV8vIsyVzgTwxqIrXzpgPn0snWzIZns2Rcfq74wE3+ZJZVYQFFek60Bnh7Dp8jPly+KevJth3gzVRm/IphBC/CIxKKc8uemmjoi0dzt+LxwFa5i9053fzGnMsd5wfEkKcEkKcmp6+uRGKmwnLBl3X+Ph3F3+cylc4vq2BxuDSO+3xPtWSOZoq8P7/5wQ/vDC5ZJuIz8WX33eMFyZzVKRgJmdhCAvbttGF5NxIirPXUkhs3C5BwCNw6QJD16iYNm4d/C6duUKRK9NZjvQoEfuKKZGWxKNJAm6dU4PJNdnFE7ky50bmHPrNNJmSRUfUx6HuKFG/i5Jl0xHzcbA7yrHeOD1xVde1mn/hc2ns74hQrFj8+XsP8YH7+tb4tNfGho1CCOEHPgX8x+VeXmZsNaGVdQuwrGOOpYOvsD7FevAn7z6EZduMzxWYK6xPUmse/8vP3cEdbYoefyZb5jf/6jTp4tJlVnvUx19/8F4GZvN0xnxIdNB0NE3jSE+cfR0RfnhxFqSKXUkJc4UKubKNJQWPXpylKejlYHes+ulnSyZFCzRNw+dWuYnTQ0kO92xM5XQ0VeD0cIqr0zmkU05/ZjjFiUGln/f0QJI2x3CO9cbY0xqq0nQ2hdw8uKeFXznaxTc+cJy33dW2oblXwmZCstuBa/s0LgAAEHRJREFUPuCs4xN3AqeFEMdYXbTlgUXjjznjnctsDzA5vyxylmDzunrrFm25HXCgK8ojv/t6ZrIlJ6S6fkT9bnrifs47NJa6gL89M8qv3du7ZNsdzUE+984D/OH3n6cr6sVCI5mvYNs2p6/N0RH1cmkyy57WIFJKYn4309ksj1+eoSfuJ5Gr8MJYmr4GP2GfgWVLJFBynhY7Gv10x71MZTZm2OvBSLKwhPT5cHeMD9zXx9v33xxDqMWGnxRSyuellM1Syl4pZS/qIj0kpZxACar8SydCdA8w5yx9HgHeIoSIOQ72W4BHnNcyQoh7nKjTv2R50ZbFYi7LzXHbQtMEzWFvVb53I/jg6/pocpxYAdVGouVwvC+O320wmyujY1OxbVyGzp0dYfa0hoj6FYeTrqk7uC0lbkNjNJWv1isNzOaJ+tyO/oVgOlPiWqpMpmxhAK2h1ZVQbwbchpIAOLZta/hl1xOS/SbwFLBbCDEihPjAKpv/A3AVpVj6ZeC3ABwH+z+hFI1OAv/bvNONUlr9irPPFZSTDfAZ4M1CiMuoKNdnVpvj1YrDPXGe+sSD/Ol7DnLfziZ+4/6V19RCCP76Q/dStARlW3D2mlrfFytKM6MxqHhuLQvawh6uJQoUyhatYR9eZ+3e1xggXzY50htjLFWgJeRBaDCXL5M3bdKlMvs7t6b5Zx7vPd7N13792LJ+1s1AvUr2VYgL42l+55tnyFWsqlBjS9jDzqYg+YqF36WRK5uUTUks4OZaIk/E716SaQ55dAoVC9NWxAe2VI69x9B4/NLGKH02go+8YUeVQG69qFfJ/ozjkRcn+NaJ4RVzG2thT1uYf/eW3dX2UlDs5V63RsRnMJkpM54uY9mKELq3MYBpySXtrJmSMgiAF8cyeF06p4dTPH11lqO9MVwbSUtvAA85pHFbhXrt022Ij3/3LOmiyUy2xEce3Lmp93jrvhb++J8u0RrxMpUucrQ3RsWSjp9QZK5oUq5YaJrgecefEEL1Q3jdOlLCVLq4oIf6zHCKY31xCmWTk4NJDnVHHZ29m7caEUL1jm8l6k+K2xBvd0KPf//85ssahBD8mzftYluDjzfubiDi1bEtG1tKdreGubcvTm9jgG1NQVxOAEBKmMqUmEwXedbJXAfcOnvbwhzri7O/M4IuwO9W99rTwykMTXCsb2Nh2pXQ2+DnSE9sVW7em4G6UdyG2O0Iv58fT/PYxak1tl4Zb9zTTP9kBmyQto1HcRwghGo1NTRVyt1dk5SbypSYmCtW6WVyZYuXxtOcGEhwbmROFRYKpWdx77Y4nXE//VPZDckGL4djvXHaIl52toTYsUx2/2aibhS3IWoTZJ/63gukVmn/XA2GrrGzLUIFxRQoNIGBTa5QZE9bmLMjKSQsYAAEqFiSyRWEZNyGhpTqKZErW1yezJIumGiaoqY50hOjt8GPsUb4uSd+3YiO9cV5diiBS9d4cHfzEqKHm426UdyGuKsjQo9z5x1NFfijvz+/6ffqivnREEgpsaSOaavE3Y8uTrOrJczJZegy2yPeZcVdALJFk8m0MphzI3Pc1RHGtCWZgoWhaZwZTjI4m0cIpZl3tDfGYcdQau1kXndvf2eEEwMJhBBcS+a5uzu66XNdL+qO9m0IIQR/9t5DvONPn8S05Q21Y7p0jYplkyvbBL02QgpsofGa7XF8hkbIa7CrNcTwjBJ8tCSEfS4sWy6rxXctWSBTNOlt8DM4m2ciXUKgdDosKTncG+fEQIKKJbm8iG/W59LoivuJ+FyKrbBkVjv+DvfE+LP3Htpw1n8zqBvFbYp97RGe/MSDuHSNgGfzjqdL19CQRAMGpmXh1iFbhtlcia6GAAe7YwiHKTDic9HXGHBiP+4lRtEa8TLhLKtawl4GZ/NMZ0q8dnsDzwwkaAi4kUB33Lcsc0ehYnNpcqGhNATcfOrte3jDnuaXxSCgbhS3NVrCN15ScWU6q0rKEbgFCE3H7xFcma4QCzjUm5pGR8yHx9AxdMEzA8tzM7XVGMUlp/W0K+bj/EQG03myHOqOkt+AYLwQgg++bvuNneQGUfcpXsXIl00uT87hEjZmxealyTzXkkWKpk1PY4BnBpJIBE9cmeXKdI6rM9lVMwSJ7HWHP5mvcN+ORqbShWonHsDYXJELExn2tK4vgvSeY11rb3STUTeKVzFmMmVS2TJ508TQbO5oDdIWdhMwbOJ+nXv6Ynh0wf6OMMf6YnREfVwYz1RLt2vRFPIsEaV/on+GA11xBmdyHO+L0x33k3cUiHRtfZfe354dW5Gmc6tQN4pXMS5PZehq8OBCp1QqUCqV0GxJ2bQplG1cuo6uaQS9Lk4MJIn53RQqFvs6wkveq2MFzqYz15I0hj2cHkqyrVE50Ye7o0s6DFfCrpbQlodgF6NuFK9iVCwbhIGmqx+BxLYthOZiJFkkW6pwYTzN0GyOIz0xNAGdMT+DM3l2tQQXPDHcyxArqzkkbk1R8pdMm2vJAs8Op9bFUALwr1+37aac60ZQN4pXMR7Y3cy+9ihPXEngdisRlrLQyZYtZvNKfH4iU2JnS4hTQ0lODCYZmMkxlSnRP5WlYksOOXmDuVUSiE0hLwGvwcXJ6z3b1jpswq1rtG2SNfBGUDeKVzG8Lp1fu7cHpERaJoZmKHkwQ6Mh4Ob8uIogXZpYSmJmSyibNrPZEromFjCQz+NQd5T7dzZydTrLC6NpEjmTnc1B9ndGCC2jBb4YZcvm3377Ob5z6tpNp8ZcDfWQ7KscXXE/f/RLdzE1VyRdLDObq5ApWwwn8gQ9OnvbIpwYXFk83gb6GgNLhB8NTXBlOstcweRYT5SA1yBXssmXKgxMZ/EYS/2S5XBiIMGJgQQ/v7+NP3n3wZfFv6gbxascjUEPv3K0e8m4adlMpkuMpgqMpvKMpYqMJAuMpdTPaKpAvmzRGPDgMTQW8/OZtmR3S4gz11J4DI2JuSIXJ7M0+N1E/G7MDQpEvjSeXnujm4S6UdSxLAxdJew6Yj5gaS+0dCg1R5IFpjMlHrqzlbG5IqPJAiOpAqPJAmdHUngMnXNjGaI+g7u7ouia4Op0jsIGEngAvQ2Bly0KVTeKOjYFIQRRv5uof+XQasm0GEsVGZ8rkMiWGU7kGZjJ0Rnzc9Z5gpRWkCMGxXN7uCdG1Ofm/a/t3YKzWB51o6hjy+AxdPoaAyuqDEkpmcmWq8ux0aT6PT5XoCvm5+JEhtlcmd9+Qzev3QK97JVQN4o6XjEIIWgKeWgKeTjQtfUl4etFPSRbRx2LUDeKOupYhE3pUwghPi+EuODoQ3xPCBGtee2TjnbERSHEW2vGH3LG+oUQn6gZ7xNCPOPoUHxbCOF2xj3O//3O671rzVFHHTcDm9WneBS4U0q5H7gEfBJACLEXeBewz9nnz4QQuhBCB/4rSltiL/BuZ1uAzwJfcHQoksA8A+EHgKSUcgeK9v+zq82xwfOuo44VsaZRSCl/DCQWjf0PKaXp/Ps010mS3wF8S0pZklIOoKgtjzk//VLKq1LKMvAt4B0Of+yDwMPO/l9D6VPMv9fXnL8fBt7obL/SHHXUcVNwM3yKX+c6/+tG9SkagFSNgdVqTVT3cV6fc7Zftz5FHXVsBjdkFEKITwEm8N/mh5bZbLP6FDesaXG7iLbUcWth00bhiDn+PPBeeb01ajV9iuXGZ4CoEMJYNL7gvZzXI6hl3Lr1KW4H0ZY6bj1sVt7rIZT+3C9KKWt7EL8PvMuJHPWhxBpPoOj3dzqRJjfKUf6+Y0w/At7p7L9Yh2Jen+KdwA+d7Veao446bgrWpOJ39CkeABqBSZTK6ScBDzCvEPK0lPI3ne0/hfIzTOB3pZT/6Iy/HfgvgA58VUr5aWd8G8rxjgNngF+VUpaEEF7gG8BB1BPiXVLKq6vNscZ5ZICLa38kW4ZG1JPxlcSr+Rh6pJTrWi68avQphBCn1qtP8LM4f/0Y1o96RruOOhahbhR11LEIryaj+ItX+fxQP4Z14VXjU9RRx3rxanpS1FHH+iClvKV/gM8DF4BzwPeA6KLXu4Es8LGasYdQ4dd+4BM1433AM8Bl4NuA2xn3OP/3O6/31uzzY6AMFIEn5+dHhaWLQAmVUHywZp/DwPPO+/0x15/IcVQx5WXnd8wZF852/c55Hqp5r/ehCiXLqPKW7wHRmjlmgZRzvm/dos/gk8C4c642cGTRHGlgAjgPfHILj6F/ved5Q9fcK33Rr8Mo3gIYzt+fBT676PW/Ab47bxSoPMgVYBvgBs4Ce53XvoPKdwB8Efiw8/dvAV90/n4X8G3n773Oe/mdLzIJfM6Z4xpwjzPHRWCy5phOAPc6F/s/Am9zxj83/8UBn5g/F+DtznbCec9naozoKvAvUPH9q6hcz2edOd7tnN9/B97vHKu+BZ/BWWA/qnizgCrAnJ/jd533PAscAgaB3i06Bo/zPax5njfyc8svn+TKFbkIIf4Z6kJ5sWaXm12R+xUpZV6qitxB4IAzx0tSyqedOf4SCDpZ9jYgLKV8Sqpv9OsrzLN4/q9LhadRpS9twFuBR6WUfyOlnEE9XSxgBxBGXXzfct7rXra2KvmclPKHKKPYNz8HKqHrQ13ov4R6oqW36BjWVX3NDeKWN4pFqFbkCiECqFKTP1y0zVZW5DaglnKLx9uAhJSy5Lw2ssz8AC1SynFnnnGgeY1jXm78IeC5mm2u1fz9clQll4CmmvGHgRzqu/gE8H9IKRNbfAxrnecN4ZYgLhBC/ABYTjH8U1LKv3W2WVyR+4eo5qTsIj6gzVTX9gI/EELMf1GdwE+AAdTTaX5+G+VjVG8mQoh9wP+EWsKsNv9qEMAXhBDzxKm9qLteEPhBzXavc47hvwOvXzSXrPm93M1uPVXJ3xRCzKtMzn8Gzai7/18tc8yg7tYW8DvAfcC/d77Pl6MyeqXzvCHcEkYhpXzTaq/XVOS+0VmSABwH3imE+BzK8bSFEEXgWdaoyHXuQrXVtU8CfyClfMqpyJ1ArWM/AXTVzH+5Zp8uIUQnyvH9HjDkjI9Qs8RbNM+kEKJNSjnuLI+mavb5KynlN53zvYiqN5v/mf8M9gO/VzPHPznnajlz9NYe3wY/g5FVPoNaeIBprlcrvwdlpJ2o9b0GHEHdwTdzDF3AyAYqo9dVMb0hvNKO9Fo/qOXCS0DTKtv8AdcdbQPlZ/Rx3fna57z2XRY6eL/l/P3bLHTwvuP8vc95r/OoaM9VlHNnoPyL86inRHUOZ7+TKId53tF+uzP+eRY62p9z/v45FjraJ+R1R3sAVSV8AWV48Zo5ah3tf7Xo+G7mZ1Dr5M472vNzfAblB5xFGcNLKOPdymNY8zxv6Jp7pS/6dRhFP+qu85zz88XVjML5/+2o3vErqCXY/Pg2VNSm3/liPM641/m/33l9W80+s6hlW9F5v/kv7euopUwJFa58Dmh2XjsCvOBs/6dcD8k2oO7ul53f8xe4QPWwX0GFWY/UzP/rqOVLBRie/wxq5phFrb0v4kS5tuAz+BTqyVFxjmUSeMSZ4zIqJD6JMoiPb+ExXFnved7ITz2jXUcdi3C7RZ/qqGPLUTeKOupYhLpR1FHHItSNoo46FqFuFHXUsQh1o6ijjkWoG0UddSxC3SjqqGMR/n9dTlisJXSNZwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"reprojected_gdf = gdf.to_crs(crs = green_raster.crs.data)\n",
"reprojected_gdf.plot()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"from tobler.vectorized_raster_interpolation import *\n",
"from rasterio.mask import mask"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Polygon 8056 checked out of 8057\r"
]
}
],
"source": [
"within = []\n",
"for i in list(range(len(reprojected_gdf))):\n",
" print('Polygon {} checked out of {}'.format(i, len(reprojected_gdf)), end = \"\\r\")\n",
" coords = getFeatures(reprojected_gdf.iloc[[i]])\n",
" try:\n",
" out_img = mask(dataset = green_raster, shapes = coords, crop = True)[0]\n",
" within.append(True)\n",
" except:\n",
" within.append(False)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x27d03028a90>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"within_gdf = reprojected_gdf.iloc[within]\n",
"within_gdf = within_gdf.set_geometry('geometry')\n",
"within_gdf.plot()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Polygon profile 2505 appended out of 2505\r"
]
}
],
"source": [
"#from tobler.vectorized_raster_interpolation import append_profile_in_gdf\n",
"\n",
"profiled_pa = append_profile_in_gdf(within_gdf, raster = green_raster)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"#- Work only with the within polygons\n",
"#- convert to integer (or not because it is a continuous numeric raster)\n",
"\n",
"# It is a continuous raster!!!"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[[-9.9990000e+03, -9.9990000e+03, -9.9990000e+03],\n",
" [-9.9990000e+03, 1.0569223e-01, -9.9990000e+03],\n",
" [-9.9990000e+03, -9.9990000e+03, -9.9990000e+03]]], dtype=float32)"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"polygon_projected = within_gdf.iloc[[0]]\n",
"coords = getFeatures(polygon_projected)\n",
"out_img = mask(dataset = green_raster, shapes = coords, crop = True)[0]\n",
"out_img"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"4.0"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"np.nanmean(np.array([3,4,5,np.nan]))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Building zonal statistics in Python"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"def _check_presence_of_crs(geoinput):\n",
" \"\"\"check if there is crs in the polygon/geodataframe\"\"\"\n",
" if (geoinput.crs is None):\n",
" raise KeyError('The polygon/geodataframe does not have a Coordinate Reference System (CRS). This must be set before using this function.')\n",
" \n",
" # Since the CRS can be an empty dictionary:\n",
" if (len(geoinput.crs) == 0):\n",
" raise KeyError('The polygon/geodataframe does not have a Coordinate Reference System (CRS). This must be set before using this function.')"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"def return_area_summarize(polygon, raster, force_crs_match = True):\n",
" \n",
" \"\"\"Function that counts the amount of pixel types it is inside a polygon within a given raster\n",
" \n",
" Parameters\n",
" ----------\n",
" \n",
" polygon : polygon for the profile (it can be a row of a geopandas)\n",
" \n",
" raster : the associated raster (from rasterio.open)\n",
" \n",
" force_crs_match : bool. Default is True.\n",
" Wheter the Coordinate Reference System (CRS) of the polygon will be reprojected to the CRS of the raster file. \n",
" It is recommended to let this argument as True.\n",
"\n",
" \"\"\"\n",
" \n",
" _check_presence_of_crs(polygon)\n",
" \n",
" if force_crs_match:\n",
" polygon_projected = polygon.to_crs(crs = raster.crs.data)\n",
" else:\n",
" warnings.warn('The polygon is not being reprojected. The clipping might be being performing on unmatching polygon to the raster.')\n",
" \n",
" coords = getFeatures(polygon_projected)\n",
" out_img = mask(dataset = raster, shapes = coords, crop = True)[0]\n",
" out_img = np.where(out_img < 0, np.nan, out_img)#.astype('int64')\n",
" \n",
" #x = np.ndarray.flatten(out_img)\n",
" #y = np.bincount(x)\n",
" #ii = np.nonzero(y)[0]\n",
" \n",
" summarize_statistic = np.nanmean(out_img)\n",
"\n",
" profile = pd.DataFrame({'Summary Value': summarize_statistic}, index=[0]) # pandas like\n",
" \n",
" polygon_with_profile = pd.concat([polygon.reset_index(drop=True), profile], axis = 1) # Appends in the end\n",
"\n",
" return polygon_with_profile"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"def append_summarize_in_gdf(geodataframe, raster, force_crs_match = True):\n",
" \n",
" \"\"\"Function that appends the columns of the profile in a geopandas according to a given raster\n",
" \n",
" geodataframe : a GeoDataFrame from geopandas. The variables of the profile will be appended in this data.\n",
" \n",
" raster : the associated NLCD raster (from rasterio.open).\n",
" \n",
" force_crs_match : bool. Default is True.\n",
" Wheter the Coordinate Reference System (CRS) of the polygon will be reprojected to the CRS of the raster file. \n",
" It is recommended to let this argument as True.\n",
" \n",
" Notes\n",
" -----\n",
" The generated geodataframe will input the value 0 for each Type that is not present in the raster for each polygon. \n",
" \n",
" \"\"\"\n",
" \n",
" _check_presence_of_crs(geodataframe)\n",
" \n",
" final_geodata = gpd.GeoDataFrame()\n",
" \n",
" for i in range(len(geodataframe)):\n",
" \n",
" aux = return_area_summarize(geodataframe.iloc[[i]], raster = raster, force_crs_match = force_crs_match)\n",
" final_geodata = pd.concat([final_geodata.reset_index(drop = True), aux], axis = 0, sort = False) # sort = False means that the profile will be appended in the end of the result\n",
" final_geodata.reset_index(drop = True)\n",
" print('Polygon profile {} appended out of {}'.format(i + 1, len(geodataframe)), end = \"\\r\")\n",
" \n",
" # Input 0 in Types which are not present in the raster for the polygons\n",
" filter_col = [col for col in final_geodata if col.startswith('Type_')]\n",
" final_geodata[filter_col] = final_geodata[filter_col].fillna(value = 0)\n",
" \n",
" return final_geodata"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Polygon profile 7 appended out of 2505\r"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\renan\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:33: RuntimeWarning: Mean of empty slice\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Polygon profile 2505 appended out of 2505\r"
]
}
],
"source": [
"summarized_green_raster = append_summarize_in_gdf(within_gdf, raster = green_raster)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
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" .dataframe tbody tr th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>STATEFP</th>\n",
" <th>COUNTYFP</th>\n",
" <th>TRACTCE</th>\n",
" <th>GEOID</th>\n",
" <th>NAME</th>\n",
" <th>NAMELSAD</th>\n",
" <th>MTFCC</th>\n",
" <th>FUNCSTAT</th>\n",
" <th>ALAND</th>\n",
" <th>AWATER</th>\n",
" <th>INTPTLAT</th>\n",
" <th>INTPTLON</th>\n",
" <th>geometry</th>\n",
" <th>Summary Value</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>06</td>\n",
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" <td>06067002300</td>\n",
" <td>23</td>\n",
" <td>Census Tract 23</td>\n",
" <td>G5020</td>\n",
" <td>S</td>\n",
" <td>1213095</td>\n",
" <td>0</td>\n",
" <td>+38.5571708</td>\n",
" <td>-121.4938311</td>\n",
" <td>POLYGON ((-2175149.077045297 2018807.894822726...</td>\n",
" <td>0.105692</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>06</td>\n",
" <td>067</td>\n",
" <td>002400</td>\n",
" <td>06067002400</td>\n",
" <td>24</td>\n",
" <td>Census Tract 24</td>\n",
" <td>G5020</td>\n",
" <td>S</td>\n",
" <td>3224718</td>\n",
" <td>0</td>\n",
" <td>+38.5448312</td>\n",
" <td>-121.4973382</td>\n",
" <td>POLYGON ((-2176242.843685863 2017279.537584315...</td>\n",
" <td>0.100860</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>06</td>\n",
" <td>013</td>\n",
" <td>324002</td>\n",
" <td>06013324002</td>\n",
" <td>3240.02</td>\n",
" <td>Census Tract 3240.02</td>\n",
" <td>G5020</td>\n",
" <td>S</td>\n",
" <td>2019541</td>\n",
" <td>0</td>\n",
" <td>+37.9514985</td>\n",
" <td>-122.0605612</td>\n",
" <td>POLYGON ((-2241111.447968584 1966365.467964089...</td>\n",
" <td>0.078392</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>06</td>\n",
" <td>013</td>\n",
" <td>320004</td>\n",
" <td>06013320004</td>\n",
" <td>3200.04</td>\n",
" <td>Census Tract 3200.04</td>\n",
" <td>G5020</td>\n",
" <td>S</td>\n",
" <td>7108004</td>\n",
" <td>39729</td>\n",
" <td>+38.0022389</td>\n",
" <td>-122.0762604</td>\n",
" <td>POLYGON ((-2241796.165981418 1973160.325754303...</td>\n",
" <td>0.037810</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>06</td>\n",
" <td>013</td>\n",
" <td>336201</td>\n",
" <td>06013336201</td>\n",
" <td>3362.01</td>\n",
" <td>Census Tract 3362.01</td>\n",
" <td>G5020</td>\n",
" <td>S</td>\n",
" <td>1256563</td>\n",
" <td>0</td>\n",
" <td>+37.9604623</td>\n",
" <td>-122.0475025</td>\n",
" <td>POLYGON ((-2239344.233325916 1966466.618651007...</td>\n",
" <td>0.114214</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" STATEFP COUNTYFP TRACTCE GEOID NAME NAMELSAD MTFCC \\\n",
"0 06 067 002300 06067002300 23 Census Tract 23 G5020 \n",
"1 06 067 002400 06067002400 24 Census Tract 24 G5020 \n",
"2 06 013 324002 06013324002 3240.02 Census Tract 3240.02 G5020 \n",
"3 06 013 320004 06013320004 3200.04 Census Tract 3200.04 G5020 \n",
"4 06 013 336201 06013336201 3362.01 Census Tract 3362.01 G5020 \n",
"\n",
" FUNCSTAT ALAND AWATER INTPTLAT INTPTLON \\\n",
"0 S 1213095 0 +38.5571708 -121.4938311 \n",
"1 S 3224718 0 +38.5448312 -121.4973382 \n",
"2 S 2019541 0 +37.9514985 -122.0605612 \n",
"3 S 7108004 39729 +38.0022389 -122.0762604 \n",
"4 S 1256563 0 +37.9604623 -122.0475025 \n",
"\n",
" geometry Summary Value \n",
"0 POLYGON ((-2175149.077045297 2018807.894822726... 0.105692 \n",
"1 POLYGON ((-2176242.843685863 2017279.537584315... 0.100860 \n",
"2 POLYGON ((-2241111.447968584 1966365.467964089... 0.078392 \n",
"3 POLYGON ((-2241796.165981418 1973160.325754303... 0.037810 \n",
"4 POLYGON ((-2239344.233325916 1966466.618651007... 0.114214 "
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"summarized_green_raster.head()"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\renan\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
]
},
{
"data": {
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Ltkfz6M8fH1n2mkREGkUsA30xc+hQOsEonTS+8qNjjE8XV6I0EZFVF6tALy9bXMwcOkA6meC3P3Q9Pzw0yM//0dMcGbywEuWJiKyqWAX6Ujt0gF969y7+9JdvZ3Bsmo9+4RlGp3ThCxFpLrEK9OISVrnM9rN7NvCVB2/n3HieL/7gyHKWJiKy6mJ1kejyqf+pRb4pCqWLR5fdtHUtX/irI3Tk0uz7W1cvW30iIqspVh16+epD69vTV/R57rp+E4Ug5K9eH1iOskREGkKsAv3br57mus2dbFvfdkWfp7czy8/sXM+zbw6x/9jQMlUnIrK6YjPlMjA6xf7jw/zGndcsy+e787qNvHZqlL//357hlp3r+fmbt3Lj1rVc3dvOVCFgbKrI6GSBsakim9fmuGZT57K8rojISolNoH/nwGnc4YM3bV6Wz7euLcM//9vXsv/YMM8cOce//otXKx6bTBj/9WM38+Gf3rIsry0ishJiE+jfevU0V/e2s2djx7J9zlw6ybt/agPv2t3D8ESBt0YmGRrPk0klyKWT5NIJsqkkf3nwNJ965Hl+eHgHv/v3brrs55wqBIxOFdjYmVu2OkVEahGLQB8az/Psm0N88j27MVvaksXLMTO62zN0t2cW/PgD7+zjy399lEefO87oVIH3X78Jx/k/Bwd48+w4979rJ/fdsp39x4b59GMvcnJ4kg/dtJl/eucertvctez1iogsJBaB/t2DpwlC5+4bl2e6ZbGy6SQPvKuPbx84zQ9eH+R/v3wKgM5sio5cit/6s1f4w6fe4MTwBDu62/iVn93F1547wTdfOc2ejR28a3cP97xjK7fsXL8q9YtIa7iiQDezu4H/AiSBL7r755alqnm+9epptnev4W1XrV63m00nufcdW/m7b7+Kt0YmAbhqXeki1K++Ncr3/t8Z9u7s5kM3bSabSvLP7rqG/mNDjOcDHus/ycPPHOO+W7bx2Q9eR09HdtW+DhGpD/fSeTMrMatQiZVfdNFPNEsCPwbeD5wEngM+7u4HKz1n79693t/fv+jX2n9smOHxPHfdsGnmsdknCjW6fDHkqdcH+OGhszhOJpWgK5fmtl3dfOKOnbx9+zoOvHWeg6fGSBisSSeZLAQMjE4zXQy5fVc3t1/dTVsmhbtTCDz6+BTfePkU/+ultwB45+4edvd28PLJEV46eZ7ejiw371zHrp52CkFIIXCy6QRtmSTXb+mqeTqoEIQkzJZ0hq671+0benSqwCPPHufU+SluuKqLm7au5dpNnSSWeGaxSK2KQch0MaQ9W+qRz4xOse9P+wnc+eI/upXNa6/sPTUz2+/ue6sedwWB/k7gd9z9A9H9zwK4++9Wes5SA30hcQr0soHRKV44MUK+GDJVCHjt9ChThRADFvpXMCBhRuBOOmnkUkkmCsGcC14bsKu3nXQiwZvnxskXQzqyKXZ0tzE2VeCtkSmCCv/G123u5J27ezg8cIHXT4+xsSvLTVvXsbu3nWwqQT5w/vrwWZ5+4yxr0knec00vt+xcz3QxZHw6YFdvO7f2rae7PcPxcxMcOTvO0bPjHD03zhuD4xwZvMBkPuC9123kA2/bTEcuxehkgUIQfT3pJL2dWTZ2Zhkcm+bVn5zn0MAFTp2fYmBsmp72DDu629jR3cbOnjY2deUYnSwweGGaQuAkrLS/z9hUkZ+MTPJY/wnGpooz/yFC6ZyD917by/b1bTjgDo5TDJzDAxc4eGqUtkzpt68P37SFzWtzZFIXT88IQmdkIs/Q+MU/R86O88rJ8xwfmmB79xp293bwUxs72N3bQUcuxZuDpTHIByHloXf36LVLNq/Ncd3mTtauSc+M2+nzU5wZnSKXTnLt5k6u2dTJpq4cvZ1ZslFNY1NFjp4b59T5KbauW8O1mzvpyF76i/a5C9O8MTjO2FRh5nOkkwkSBj8+c4GnD5/l9dNjJJNGNpkgkyr96W7P8NPb1vK2q9aSTiYohiGjk0XOXphmqhCws6c92r00cUkHGobOeL7IuQt5Tp2fmnntLetyrF2TJpNMYGaEoVMIQ9KJxMx/tvliSDEMyaWSJBKGuzORDwjdac+kSCSMYhByYbpIImF0ZFKYwWQhYHSyyJpMks5oHEYmC4xOFljXlqYrl6YQhgyMTjORD9jYmWVdW5rzkwVODE0SuLN9/RrWtWU4MTTBoYELtGeS7NnUSVsmyUsnRjh4apRt69v4mZ3rmJgO+MuDp3n1J6Pctqub9163kacPneUPnjrEqZEpPrp3Gx+8cQuf/fNXGJ7IY0DXmjR/8ku3XtH7afUI9PuAu939V6L7nwBud/dfq/ScVg/0+fLFkJdPjnBuPM+29WvYtr4NMygUQ1LJBB3ZFKF7KSAHxgnCkHT0w5dOJsimEuzZVAoFKIXPhekiXbnUzA9ZIQgZny6STJQ67GLgTBdDDg9e4MXjw/xkZJJNXTk2d+UYmypycmSCqUI4U2N3e4Y9GzvIF0NePzPGRD645Oswg9nfRu2ZJBs6smzozGLAm2fHOTeer2lMOnMp2jJJOrPpUjiM58kXw6rPM+CGq7r4uWs2smVdjqELeY4PTfD6mTEODYzN+ZrKetozbFmbY3SqyPGhiZnHM8kEiQSEIeSDhV+7J3oTfWSiwLnxacKl/RjNkUwYXbkU08VwwXGupC2TZPbvIIH7gl/vbAYzU39BGFIMnVTCOD9ZqPq1JBNG0mxmbNLJ0vdWtddMJYxEwub8e2ZSCcLQZ/ZpAqJmIpzzPZVJJeY8z6z0+QrBxYPKv4jNrj+ZsDkNUKXHEsai/g172jNzvqe3rlvDlrU5XjgxQhA6vZ1Z/uSBWzGDX/7yc0xMBzyy7w5u3Lq29heZpR6B/lHgA/MC/TZ3/9S84/YB+6K71wKvL+kFYQNwdonPbSUap9ponGqjcarNSo/TTnfvrXbQlbwpehLYPuv+NuCt+Qe5+0PAQ1fwOgCYWX8t/0O1Oo1TbTROtdE41aZRxulK9nJ5DthjZrvMLAN8DHhiecoSEZHFWnKH7u5FM/s14DuUli3+sbsfWLbKRERkUa5oHbq7fxP45jLVUs0VT9u0CI1TbTROtdE41aYhxmnJb4qKiEhjidV+6CIiUlnDBbqZ3W1mr5vZYTP7zAIfz5rZo9HHnzWzvvpXufpqGKdPm9lBM3vZzJ40s52rUedqqzZOs467z8zczFZ9pcJqqGWczOwfRN9TB8zsq/WusRHU8HO3w8yeMrMXop+9D9W1wNIZbI3xh9Kbq28AVwMZ4CXghnnH/GPgC9HtjwGPrnbdDTpO7wXaotuf1DgtPE7RcZ3AD4AfAXtXu+5GHCdgD/ACsD66v3G1627QcXoI+GR0+wbgaD1rbLQO/TbgsLsfcfc88DXg3nnH3As8HN3+OnCn1XP3m8ZQdZzc/Sl3L5/++CNK5wm0mlq+nwD+HfAfgKl6FtdAahmnXwX+0N2HAdy9FS/IW8s4OVA+x38tC5ybs5IaLdC3Aidm3T8ZPbbgMe5eBM4DPXWprnHUMk6zPQh8a0UrakxVx8nMbga2u/s36llYg6nl++ka4Boze9rMfhTttNpqahmn3wF+0cxOUloB+CnqqNH2Q1+o056/DKeWY5pdzWNgZr8I7AXes6IVNabLjpOZJYDPAw/Uq6AGVcv3U4rStMvPUfpt7/+a2Y3uPrLCtTWSWsbp48CX3f0/RRsYfiUap+obEi2DRuvQa9lOYOYYM0tR+rVmqC7VNY6atl0ws7uAfwXc4+7TdaqtkVQbp07gRuD7ZnYUuAN4ogXfGK315+5xdy+4+5uU9mTaU6f6GkUt4/Qg8BiAuz8D5Cjt81IXjRbotWwn8ARwf3T7PuB7Hr0D0UKqjlM0lfDfKYV5K853QpVxcvfz7r7B3fvcvY/Sew33uPvybAkaH7X83P0FpTfaMbMNlKZgjtS1ytVXyzgdB+4EMLPrKQX6YL0KbKhAj+bEy9sJvAY85u4HzOzfmtk90WFfAnrM7DDwaaDiUrRmVeM4/UegA/ifZvaimbXcPjs1jlPLq3GcvgOcM7ODwFPAv3D3c6tT8eqocZx+E/hVM3sJeAR4oJ4Np84UFRFpEg3VoYuIyNIp0EVEmoQCXUSkSSjQRUSahAJdRKRJKNBFRJqEAl1EpEko0EVEmsT/B3C+6yhU3Sx0AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"\n",
"# Removing NaN's for plotting\n",
"aux = np.array(summarized_green_raster['Summary Value'])\n",
"clean = aux[~np.isnan(aux)]\n",
"\n",
"ax = sns.distplot(clean)"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x27d12a37f28>"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#ax = summarized_green_raster.plot(color=\"grey\", figsize = (12, 12)) # Only within polygons\n",
"ax = reprojected_gdf.plot(color=\"grey\", figsize = (12, 12))\n",
"summarized_green_raster.dropna(subset=['Summary Value']).plot(ax=ax, column = 'Summary Value', legend = True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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