{ "metadata": { "name": "", "signature": "sha256:adc69297c8456092f05fae26461c5c02198a74b9968b5df7af818f2b0cb86c93" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook is the result of random experiments working with Matplotlib/Basemap and Shapefiles. It reuses chuncks of code from several blog posts, stack overflow answers, and other sources." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Method 1: pyshp\n", "---------------\n", "\n", "The Python Shapefile Library (pyshp) provides read and write support for the Esri Shapefile format. You can find their repository [here](https://github.com/GeospatialPython/pyshp).\n", "\n", "You can use pip to install it:\n", "\n", " pip install pyshp" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "from matplotlib import pyplot as plt\n", "from matplotlib import cm\n", "from matplotlib.collections import LineCollection\n", "from matplotlib.patches import Polygon\n", "from matplotlib.patches import Polygon\n", "from mpl_toolkits.basemap import Basemap\n", "\n", "%matplotlib inline\n", "\n", "import shapefile" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "def draw_portugal(islands = True):\n", " \"\"\"\n", " This functions draws and returns a map of Portugal, either just of the mainland or including the Azores and Madeira islands.\n", " \"\"\"\n", " \n", " fig = plt.figure(figsize=(15.7,12.3))\n", " \n", " projection='merc'\n", " llcrnrlat=-80\n", " urcrnrlat=90\n", " llcrnrlon=-180\n", " urcrnrlon=180\n", " resolution='i'\n", "\n", " if islands:\n", " x1 = -32.\n", " x2 = 5.\n", " y1 = 30.\n", " y2 = 45.\n", " else:\n", " x1 = -12.\n", " x2 = -5.\n", " y1 = 36.\n", " y2 = 44.\n", " \n", " m = Basemap(projection=projection, llcrnrlat=y1, urcrnrlat=y2, llcrnrlon=x1,\n", " urcrnrlon=x2, resolution=resolution)\n", " m.drawcoastlines()\n", " m.drawmapboundary()\n", " m.drawcountries()\n", " m.fillcontinents(color = '#C0C0C0')\n", " \n", " return m" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "draw_portugal()\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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zc2FpaYnw8HAsXboUderUQXBwMABAV1cXFy5ceOt1Hj58iKNHj+Lnn3+GUqmEv78/rl27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"text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alright, now that we set up our imports and support function, let's start using the shapefiles. For this part I used an official Shapefile provided by the Portuguese authorities. You can download the files [here](http://www.dgterritorio.pt/ficheiros/cadastro/caop/caop_download/caop2013dt73_zip_2).\n", "\n", "Let's load and inspect the information:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "r = shapefile.Reader(r\"maps\\prt_adm1\")\n", "shapes = r.shapes()\n", "records = r.records()\n", "\n", "print r.fields\n", "\n", "print \"\\n----------------------------------------------------------------------------------\\n\"\n", "\n", "for record in records:\n", " print record" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[('DeletionFlag', 'C', 1, 0), ['ID_0', 'N', 9, 0], ['ISO', 'C', 3, 0], ['NAME_0', 'C', 75, 0], ['ID_1', 'N', 9, 0], ['NAME_1', 'C', 75, 0], ['NL_NAME_1', 'C', 50, 0], ['VARNAME_1', 'C', 150, 0], ['TYPE_1', 'C', 50, 0], ['ENGTYPE_1', 'C', 50, 0]]\n", "\n", "----------------------------------------------------------------------------------\n", "\n", "[180, 'PRT', 'Portugal', 1, 'Aveiro', ' ', ' ', 'Distrito', 'District']\n", "[180, 'PRT', 'Portugal', 2, 'Azores', ' ', 'A\\xe7ores', 'Regi\\xf5es aut\\xf4noma', 'Autonomous region']\n", "[180, 'PRT', 'Portugal', 3, 'Beja', ' ', ' ', 'Distrito', 'District']\n", "[180, 'PRT', 'Portugal', 4, 'Braga', ' ', ' ', 'Distrito', 'District']\n", "[180, 'PRT', 'Portugal', 5, 'Bragan\\xe7a', ' ', 'Braganza', 'Distrito', 'District']\n", "[180, 'PRT', 'Portugal', 6, 'Castelo Branco', ' ', ' ', 'Distrito', 'District']\n", "[180, 'PRT', 'Portugal', 7, 'Coimbra', ' ', ' ', 'Distrito', 'District']\n", "[180, 'PRT', 'Portugal', 8, '\\xc9vora', ' ', ' ', 'Distrito', 'District']\n", "[180, 'PRT', 'Portugal', 9, 'Faro', ' ', ' ', 'Distrito', 'District']\n", "[180, 'PRT', 'Portugal', 10, 'Guarda', ' ', ' ', 'Distrito', 'District']\n", "[180, 'PRT', 'Portugal', 11, 'Leiria', ' ', ' ', 'Distrito', 'District']\n", "[180, 'PRT', 'Portugal', 12, 'Lisboa', ' ', 'Lisbon|Lisbona|Lisbonne|Lissabon', 'Distrito', 'District']\n", "[180, 'PRT', 'Portugal', 13, 'Madeira', ' ', ' ', 'Regi\\xf5es aut\\xf4noma', 'Autonomous region']\n", "[180, 'PRT', 'Portugal', 14, 'Portalegre', ' ', ' ', 'Distrito', 'District']\n", "[180, 'PRT', 'Portugal', 15, 'Porto', ' ', 'Oporto', 'Distrito', 'District']\n", "[180, 'PRT', 'Portugal', 16, 'Santar\\xe9m', ' ', ' ', 'Distrito', 'District']\n", "[180, 'PRT', 'Portugal', 17, 'Set\\xfabal', ' ', ' ', 'Distrito', 'District']\n", "[180, 'PRT', 'Portugal', 18, 'Viana do Castelo', ' ', 'Vianna do Castello', 'Distrito', 'District']\n", "[180, 'PRT', 'Portugal', 19, 'Vila Real', ' ', 'Villa Real', 'Distrito', 'District']\n", "[180, 'PRT', 'Portugal', 20, 'Viseu', ' ', 'Vizeu', 'Distrito', 'District']\n" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each record, which corresponds to a shape, represents a Portuguese \"Distrito\". Let's append the population of each district to the record as a number between 0 and 1 (1 being the population of the most inhabited district)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "populacao = {\"Aveiro\": 735790,\n", " \"Azores\": 246746,\n", " \"Beja\": 150287,\n", " \"Braga\": 848185,\n", " \"Bragan\u00e7a\": 139344,\n", " \"Castelo Branco\": 225916,\n", " \"Coimbra\": 429714,\n", " \"\u00c9vora\": 168034,\n", " \"Faro\": 434023,\n", " \"Guarda\": 168898,\n", " \"Leiria\": 470895,\n", " \"Lisboa\": 2244799,\n", " \"Madeira\": 267785,\n", " \"Portalegre\": 118952,\n", " \"Porto\": 2027191,\n", " \"Santar\u00e9m\": 465701,\n", " \"Set\u00fabal\": 866794,\n", " \"Viana do Castelo\": 250390,\n", " \"Vila Real\": 213775,\n", " \"Viseu\": 391215\n", " }\n", "\n", "max_pop = np.max(populacao.values())+0.0\n", "\n", "for record in records:\n", " record.append(populacao[record[4].decode('Latin1').encode('UTF-8')]/max_pop)\n", " \n", "#print a record to make sure that the information was added\n", "print records[0]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[180, 'PRT', 'Portugal', 1, 'Aveiro', ' ', ' ', 'Distrito', 'District', 0.32777544893774452]\n" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "m = draw_portugal(islands=False)\n", "\n", "ax = plt.subplot(111)\n", "\n", "for record, shape in zip(records,shapes):\n", " #read shape\n", " lons,lats = zip(*shape.points)\n", " data = np.array(m(lons, lats)).T\n", "\n", " #each shape may have different segments\n", " if len(shape.parts) == 1:\n", " segs = [data,]\n", " else:\n", " segs = []\n", " for i in range(1,len(shape.parts)):\n", " index = shape.parts[i-1]\n", " index2 = shape.parts[i]\n", " segs.append(data[index:index2])\n", " segs.append(data[index2:])\n", "\n", " #draws the segments, and sets its properties. A colormap is used to get the gradient effect.\n", " lines = LineCollection(segs,antialiaseds=(1,))\n", " lines.set_facecolors(cm.YlGn(record[-1]))\n", " lines.set_edgecolors('k')\n", " lines.set_linewidth(0.1)\n", " ax.add_collection(lines)\n", "\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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7dowTJ07ccCRyXFwcf/zxB+Hh4eYsWwhhZeSerBD/Q6PRMGXKFGbMmIGzs/MN\n90lNTeXs2bNotVqWLFmCQqEgLi6OJ598kpEjRwJQU1PDDz/8QM+ePTl+/DjBwcGNeRlCCCsgISvE\n/1i5ciVGoxFPT0+WLl2KXq+/ZvvWrVuZM2cOWq2W2bNnM3To0OvOcfToUcLDw3njjTcYNmwYK1eu\nJC4urrEuQQhhJWQVHiH+R0lJCYMHDyYzM5OwsDCCg4N54YUXAFi1ahU7duxgy5YtdOjQ4abnWLhw\nIXv27GHWrFmNVbYQwkLqWoVH7skK8T+8vLz49ddf0ev11NTU4Ovry1NPPYWzszObNm1i586ddQYs\ngJOT0zVr0QohWibpLhbiBhwcHHBxcUGhUGBjY4OTkxMA9vb22NnZ3fJ4JycnqqurzV2mEMLKSUtW\niDpkZ2cTGBjI2bNn+emnnygrK8Pd3f2Wxzk6OnL58mXy8vJo1apVI1QqhLBG0pIVog65ublcvHiR\nBQsWMHjwYDIyMggMDLzlca6urhw7dozVq1c3QpVCCGslA5+EqINarebYsWPce++9KJW3/kxaU1OD\njY0NOp2OBQsWsH79ejp06MATTzxRr+OFEE1PXQOf5K9eiDq4ubmRmJhYr4B89913CQgIYM+ePdja\n2rJp0yaOHTvGqlWrrlvyTgjRMkjICnGHKisrycjIwGAw8Morr7BkyRLGjBnD7NmzOXXqFMnJyfzz\nn/9k7969siiAEC2UhKwQd+j111+nU6dOuLm5sW7dOj744ANcXV2Jjo4mMDAQpVJJTEyMpcsUQliQ\nfLwW4g799NNPvP7660RFRVFTU4PBYCA1NZXAwEBWr15NSUkJWq0WBwcHS5cqhLAQCVkh7tDLL7/M\nnDlzcHZ2pqCggA4dOqDX69mxYwdxcXHU1NSgUqluuei7EKL5ktHFQjTAiRMncHJyws3NjdjYWCZN\nmkRcXBytW7cmPz+fgIAAFArFDY8tKiqioKCAjh07YjAYyM3NpXXr1o18BUKIhpJpFYUwk27dugFg\nNBrRaDT0798fV1dXgDqfpz1z5gzz58/HYDAwdepU3nrrLQD27t1r9pqFEI1HBj4JYQIKhYK2bduS\nkZFxy303bdrE66+/zvLlywkNDeWtt97Czs6OzZs3N0KlQojGJCErhIk899xzvPvuuxQVFQFXW7f/\nvUyeXq/n448/5scff+TAgQMEBQWRl5fHpEmT2LZt203XrhVCNF3SXSyEiTz99NNcuXKFl19+mb//\n/e98/PFmtljDAAAgAElEQVTHJCUlcffdd9OnTx9+/PFH/P39OXr0KNu2beOZZ55h5syZJCYmWrp0\nIYSZSEtWCBN69dVXeeihh5gwYQJdu3YlOTmZESNGsH37doYOHcqmTZv4+uuveeGFF3jnnXckYIVo\n5mR0sRAmZjQaOX78OHFxcdeNLC4tLSU8PJxFixbJSGIhmgkZXSxEI1IoFMTHx99w2wcffECvXr0k\nYIVoIaS7WIhGUlpayuLFi3n00UdvuH3v3r2MHTuWTz75hPz8/EauTghhDhKyQpjBjBkzmDp1Krt3\n76ampoaMjAwee+wxevbsedNWbFpaGu7u7qxdu5b169c3csVCCHOQ7mIhzODy5cukp6dz4MABCgsL\n0ev1jBw5kocffviG+xuNRjIzM7G1teWRRx5h2rRpjVyxEMIcJGSFMDGj0UjPnj3R6/U8//zz5Obm\n4uTkhJeX1w3312q1fPjhh1y+fJnAwEDatm3byBULIcxFuouFMKGMjAzCwsLw8PAgOTkZgKCgoJsG\nLEBSUhJHjhzh2LFjKJVKnJycGqtcIYSZScgKYUK//PILOp2OuXPnkpycjFarveUxTk5OFBcXk5ub\ny8iRI9m/f38jVCqEaAzSXSyECe3fv5/Ro0ej1Wr54osvSEtLo2PHjrXbz507x8cff4yfnx/R0dEU\nFhbWDnKKi4ujqqqKdu3aWap8IYSJScgKYUIHDx5k+vTpdOjQgZqaGuzs7Gq3/frrr3zwwQd8+OGH\n2NnZ8dtvv7F7926cnJz46KOPCA4OxtHRERsbGwtegRDClCRkhTARtVpNSkoKNTU1bNmyhfLycg4c\nOEDbtm1Zt24d69atY/v27bUTVVRWVrJ27VoWL15MmzZtLFy9EMIcJGSFMJHs7GxsbGxYsmQJnTt3\nJi4ujp07dzJx4kTc3d05fPgwISEhAKxYsYJXXnmFBQsWSMAK0YzJ3MVCmJDRaLxmvuLq6mpWrFjB\n2LFj8fDwAODLL79k9uzZvPfee7WhK4Rouuqau1hCVohG8PPPP7NhwwbS0tJISkpiwYIFhIaGWros\nIYQJ1BWy8giPEGa2bds2Jk6ciIODAwMGDOCzzz6TgBWihZB7skKYUVJSEuPHj+f1118nNjbW0uUI\nIRqZtGSFMJP8/HyGDRvGs88+KwErRAslISuEmfzrX/8iNjaWAQMGWLoUIYSFSMgKYSanT58mOjra\n0mUIISxIQlYIE/vxxx954okn2LJli6yoI0QLJyErhIkZjUZWr15Nt27d6NChg6XLuaGLFy/y3nvv\nsXffBkuXIkSzJqOLhTCxkSNH8ssvvzB48GBycnKs6nGd0tJiklMPkZVZwfQZY4nu4Mjvh7II8JdJ\nMYQwBwlZIUwkKyuLDz74gK+//ppx48ahUChwdXW1dFnA1db1tm1b0GiLeXvBo+TllhLYyoOsrAK8\nPP0tXZ4QzZZ0FwvRQAaDgUmTJtGlSxfy8/N55513yMjIwMHBAW9vb0uXR1paGv9as4wp0xJ4/qXh\nALQK8rz6IcDFCb1eb+EKhWi+ZFpFIRpIq9Xi5OTExo0br2m56vV6bG0br7PIaDSi0+koLy+v/frj\nj2OER7RizMPxBLbyvOFxWzZdwsszBKPRSHFxMa6urjg4ODRa3UI0dXVNqyjdxUI0kIODA/b29tes\nHQuYLWCrq6vZsGEDZWVl122zt7fH2dkRFxcXPDy8mPTEAGK7tqrzfAcP/kp+nhYALy8v8vLyeOaZ\nZ65Z6EAIcWckZIUwAVdXVyoqKszaAixTX+HkiTOoK3K4u08c/v4+6PU12Nr4UV2tRa8vB+yJ6WJE\nqVSSnVVB++hbd1ffN3gQtkp/KirV2NrYk3nxJNu2b2bI4OFmuxYhWgoJWSFMwM3NjcrKSrPdg83M\nTGfgEC/69u+Bg4N97feNRiMnjl8m1N8RLx931OoqAgKuLqnn7+9Wr3MbDTVoqguIS3BCq62k74AE\n0tPzycooxtHB8veUhWjKJGSFMAE3NzcqKioafJ6ioiJOnjxJfv4ldDoDcHVgVUynYBzs77kmYOHq\nuIm4+MDa/3Z2vnZ7fXTu6oqjox2Ojv85Njw8kHJVAZUNvyQhWjQJWSFMwN3dncrKygadQ11eSLUh\nmYfGdSAoqCe5ORUobRU42CsJCTVfi9LT0+WG32/V2pE/TlXh6OhkttcWormTkBXCBNzd3RvUktVq\nK3Bzv8KgIb1qvxfl7myK0u6Yr68bGk2xhKwQDSDPyQphAh4eHg1qyVYbMunZu70JK2o4o9EoI4yF\naCBpyQphAg3pLi4tLaWiqtTEFTWM0Wgk6VQebm7Bli5FiCZNWrJCmICnp+cddRfr9Xq+/XYV8XdZ\nRyu2tLSSX/cWsHPbFcrLWqFUtry3CKPRiEqlMvlEPAUFBZw+fZoTJ05gMBhMem5hvaQlK4QJuLu7\nk5OTc1vH/PHHH5w79zuv/GUMYW19zFRZ/RmNRs79ocLONhg765hyudFs2bKF/Px8AJyd7bCzsyMn\np4DHH38cDw+POo/VarX1ej56x45NRHfoQH5+EaWlpfTr188ktQvrJiErhAl4eHhQVVVVr31LS0s5\nemwnPXu1Z+KTj2Fra2Pm6m4tL1fFmdPVuDgHomh5jVdyc3N5bMJodDotXbv5EhDoTUpyHl9/tQU/\n3zDi4+OvO8ZoNLJlyxaOHTvGiBEj6Nq1603PbzAY6NAxjBnPD6WqSsM/5q9q9Gk3hWW0wD8nIUzP\n3d29XiG7d+9OlLbpvPrXkQy8r5NVBCxAYYEGN1d/lErrqKexOTk50C3ehyHDoghs5YNCoaB9VBDz\n//4EPr4KVq1aRVlZGWq1GrVaTVZWFiu+XMqfRsUz/+8z+OWXfdTU1Nz0/Dk5OXh6evzfazly35De\nbN269ZZ16fV6tm3bxo8//lDn+YX1ko9RQpjAv2d8upW774nknr5tGqGi+lOrq7iUBVawYJDFhIWF\nUVWlxcvr2lmyFAoFPXt3RIEP27Ztw2CoQam0wcHBntfnTSIk9OoygSNHDWbRokXEx8cTHR1NTU0N\nFRUVVFRUUF5ezsmTJ5n18tja88Z2CWH5FxvRaDQ4OjpeV09NTQ27d+8mJSWF/v3vod/ACJYt/YGo\n9vFERESY94chTEpCVggTqO/oYnt7yz77+r8qK3X8frAMb++6FxG4lezsbC5fvkzHjh1xdraua6yP\ntm3bUqO/cUsxIiIQrUZPTOf7CAh0Q1WqBYWxNmABYmNb4+s7nqyLufz66z4cHBwJDfPB2cUJpdKR\nESP60aFj69r9PT1dGfPQEFatWoWNzfW9BxUVFSQmJtI38S5at3EiPDyQ1/82iTf//hVt27ZtkQPS\nmioJWSFMoD6TUWi0FbRtZ11vjqdPluDi3LCANRgMrF+/np49e7JlyxZGjx5touoaj4eHJxUVN+/u\n7xjzn4AMDLzB9k6t6dgJIJKysrsoKS4nNCygztccMiyGyChfKtTVVFYBRnB2tsHJWYmrmx0KhRJP\nT2dcXa9+aLG3t+eR8YMoumxdv0OibhKyQpjArUJWoymifbQNQa29GrGquuXllqGpdOUGvZW3Zc+e\nPQwYMIDI9v5ExzhSVVWGk5N7ncf8e+3awsJC2rVrZ/EBQM7OLuzcuYvoDmENPpe7uwvu7jeeqvK/\n2draEhV1e88h5+WUYmdb92hnYV0kZIUwgRt1F2u1alzdK3Fyhti2Hnc0eb85ZWZocXSsu7V1K3q9\nngsXLjBgwACcnIvpHRvL7h3FOP3PPpcuXSI1NZXs7GyMRiNGoxEfHx+8vb355ZdfUCqVxMXFERsb\n2+iBazQa2bx5M3d1t6575TdiNNRvZSVhPSRkhTABd3d3ysvLa//baDTi5V1ObLeGhZg51ej13Ong\nZoPBwLlz59i1axfDh19dd9bGzohaXYmd7dWmcXp6Olu3bsXZ2Zk2bdoQGRnJPffcg1anwt3NH61O\nhV+AjofGdSY9xci5c+l8+eWXAMTHxxMbG3vD+5WmpFar+frrr+nduzfxcVFmfa2G0umq0elssLeu\nz2riFiRkhTABZ2dndDodKpWKf/zjHzw+aQSTn+xp6bLq1C3ei3+8sYZjR8/zyiuv1HvB+d9++42k\npCRiYmKYOnUqTk5OVFaW06GTC55erqjVmfz220EKCgqYNm1abVBqtRpc3Ero3S2A1JQr+Pk74+d3\ndRIOR4cSFDZB3HXXXej1eo4cOcKnn37Kc889d81rq1Qq1q1bx8iRI/H09GzQ9Z85c4Z9+/YxYcIE\nbO2qaRPq16Dzmdu2zcdwd29n6TLEbVIY65g7TKFQmHxqMSGaq4SEBLKysgiPCOC7dfPx87P+e2e7\ntqdx+vRF/P0DiAjvfMv9z507x6lTpxg3bhzFxZdxcHBCaaPA1raMe/uFYjAYeGjUm/S5O5GYTpEE\nt1GgVICNDbh72hMYePNg1Gi0pCSXoq9WUGMoo/iKjpoaBZ7ukbX7rFy5kv79+7Nnzx7s7e0ZM2bM\nbXcv19TU8P333+Pi4sJ9991HWXkGnTqHEhFxgxFNVuTsHxc5euQcGRn5lKk03HPPAPz8rPuDQUuR\nmJh406yUkBXCRLZv3865C7t5fNK9ODs3jeXhDAYDSqWSrT8n4enRpc59c3Nz2bhxI0899RRGRR49\newdTXFyBUqHAx/fqvcKLGQUc/V2Dv78/JaX5jHgw9I5X8rmYWURashEnp6uDxfLy8vjll194cOQQ\nPL00HD+az+mkJO6//35cnG8c3lqttvZZ1X//88CB/Tz88GBat/HF19+OoCA3zp4tJCGhwx3VaQm/\n/36e/fsu0qNHD0uXIqg7ZKW7WAgTGTRoEFu3rWkyAQvUPm8ZFu5BSdHNl7ZTqVR89913TJ8+HZWq\nmB69vbGxscHP79pRxAqlLd7eDtg75dM/wb9BS+VdztOi1ztz9OhRLly4QEFBAU8//TR6vZou3YKI\njPLmCZd4Th7PoKriPyG7a9cuUlNTsbe3xd7eERcXF1xcXLC3t8XTy4m3FkwiPPw/LcCiIhVBQZaf\nO/p2HPrtLFFRcZYuQ9SDhKwQJvLDDz+g1d75wu2WpEBx00DUarWsWLGCqVOnYmNjQ0iYHm+fG68g\nEBLqja46n/DwkAZNmKDRaFm+bAMODm5ER0czcuRInJ2dqaxU4+auB8DF5eqHGYXSwJUrV/Dx8eHU\nqVOUV5Qy88UHqdEbqaq0xd4edLoaOnZyx9fv+tG5l7JVxMV1vONaG5vBYOD8uSzi4/pbuhRRDxKy\nQpiIWq3mkccGWLqMO1JdY+Tbb7+lV69eXL58mfz8fIqKigCoqqri4YcfpsZQwZXifHrcXffgm3bt\nGn5vMz9XxdhxD2Jjq0CnNeDuWYWdrYqYLt64u4dcs29sl3CKik6yevVGNJoann3ufuLi6//8qaZK\n3+B6G1Nu7hUqKrSWLkPUk4SsECbSv39/du/9nIQE61gb9nbY2TrSLb4L58+fJzAwkB49euDr64tS\nqUSj1aCtzua+IdEoFEGNUk9YuD9h4fXbV6FQEH9XJHpdELa21XTs5Htbr6VWq++gQsupqNDi7l73\nZB/WqKKiAqVSiZ2dHTY2Ng26ldCUSMgKYSKhoaEsW7qFocN7XDfRvLXafzCFSq0Ovb4ap7uqaR8c\nCNW2VNjmUVqSA87VKD00BOr8rPpN0cXFkZqai/S+py2OjvV7FOk/FOj11dja2pmlNlM7eSKVmJhO\nli7jtqSnp/Pkk0/i6OhYu1rV3r17LVtUI5GQFcJENBoNffvHNomANRgMrN92DGObGhyDrk4e4YQd\nuOmB/+4+tUWdq8DPyltOdna2DBsRc0fHxieEceTwOXrdHWviqkxPq9Vx8Lc/eGDEGEuXclsCAwNx\ndHREpVLx8MMP4+t7e70NTZmErBAmkpSUhLeX9T8bm5x8mTMZ2dhF26BU3rr15lHlQdfeoY1QmWV4\ne7tTXpFt6TLqxWAwUKaqqPfEIdbC2dmZoKAgli5dyqFDh1i5cqWlS2o0spyDECZy9OhR7O2t7/Gd\nqiotS3/YyfnzuWzadZIjJSnYR9vWe/SvvV3T6EZtiMhIP3bu+N3SZdxSRloBBoP1dtvXJSoqin/9\n619ERUU1uQ8JDSEtWSFM5MCBA7w8d7BFXttoNKJWV3EqKYsr6gq6RLWh4Eo5dra2VFRU4tfVkxPq\nDNzaueDBjR+/uRmlTdN8U78dIWH+aHT62sk5rFV6egnBwbe3co+1iIyMJDMzk7179zJt2jR69erF\npEmTLF2W2UnICmEiWdlptG7TuJMaGAwGNu88TZ6+CEc3B9yCnLBtbcsJTSb2fv83k7wX2GKLm9ft\n/7kXXlAxrIt1T5xvKqpSjVUHbMFlFbk5VwgIsN5FJ+rSoUMHdu7cSUZGBvPnzyc1NdXSJTUK6/2N\nEqKJ6RTTlfy8ErO+RlGRmuTkfAAKC8v4+udfMUQaaBXji1eIW+08vvaOplmqJcylFYGB1n+f2RRc\nXKy7CzMvT4VCYX/dkopNRXh4OGlpadjb23Ps2DF69epl6ZIahYSsECYya9b/Y/v2I2Y7f2FhGbuT\nznI8NZPDxzLYd/oCPrEeZm19ebveXtdyU3Xk9wzs7Bq4er2ZdekagouL7TVLKjYler0eb29vdu/e\nzYkTJ4iPj7d0SY1CuouFMJHw8HCyMsvMdv7MrCs4h19tbRWiwtHXvAOSirJL6dPpzh6LaUoKC8uw\nt3cgKsr6R1A7ORubXMhqtVrWrFlTu1bwk08+Sa9evXB0tO4PNaYiISuECQ0aOIr8/GICA71Nfm5H\nh8Zbrbs4t4w2+kC8vFwa7TUtJSuzlITuTWPu4vbRQWzZfLhRX3PJkiXk5uYyadIkwsPrOQ3Xf9mw\nYQNffvklNjY2jB8/nh49ehAdHW2GSq2TdBcLYUJDhgxn8Uc/meXc6iqNWc77v8oKKrgnsDN3dQvn\nxIkMsrMKOfx7Mj/uOszly6pGqaExGQwGS5dQb7k5am50d8BoNJKenk5JSYnJlycdNmwYR44cYcqU\nKbz99tvk5eXd1vHnzp1DoVAwe/ZsnnjiCWJiYrCxsTFpjdZMWrJCmJBCoaBD9D0MG/L/+H7dGzg7\nm6ZLzGAwoNY2TsjWVNew7dhRnIMd8A5yJ0OTh42vEht/JZtP/Y59pR1xURF06NCmUeoxN6VN02lr\ntG3ri8EAmzZtYsiQIdja2lJcXMzq1avp3r0Tx48fQaUqB4wolVeDzM7Ojp49e9KuXd0LO9xMSEgI\n06dP57vvviM2NpZnnnmG/v37M378eHx8bj6a/q233qKoqIi0tDQGDhxYO51iSyOLtgthYjU1NfTo\nEc/iT1+gW1zD7/NpqrSs234URbACNz9nE1TYcLoUA6MH9bR0GQ127mwOYWGtcXFpOt3iGekF/Lov\nhc2bd+Pv709ZWRkPPTSannf74uBgy5UiNRgVFBdrqdYbUSqN/HbgJIcOniEqKop7770Xe/vbu/Vg\nNBqZN28eXbt25dVXX2X+/Pls3LiRFStW3HDg3ZUrV5g8eTKLFy/m0KFDODo6UlFRwSOPPGKqH4NV\nkUXbhWhENjY29O07gPS0PJOE7KWcUgxBBjxvsBaqJRRnqhncuXmMDC0rq25SAQvQNtwfF1cH/P0D\nKCgoJSLSm8BWzvj4XJ1f2tX16gex0Lb/OeauhFD+9GAvzp3L45tvV6NU2DFu3LjaR75uRaFQ8NJL\nLzF9+nTWrVtHXFwcFy9e5OjRo3Tv3v26/bdt28aYMWOYMGECISEhTJkyhREjRjT84psgCVkhzKB3\n796UlZ+6rWM2bjtB+9AAoqKvXU4uIsKfY9sywN+UFd45bXE1AQFN/9nZC+fy6NQpzNJl3BF/fw8G\nDnahvLwST8/6Ld4QGuZPaJg/CQlh7Nh+gXXr1vHwww/X+zU9PDz46quvuHTpEocPXx189c0339C1\na9drWsZGo5GtW7eycOFCHn74Yfbv38+0adPo27fv7V1kM9F0bkYI0YT07NmTLZsP3HS7RqMjObmA\nfb9dYNu+M5w9l8sVo4pfU86xbc9p9h9MZtWP+zEYDGi11VTYW8/9rCAP6172rj6MRiOlpRrc3Jru\nc8C2trb1Dtj/5uPrwf0PdKJtuA/p6em3daxSqSQkJIQxY8YQHh5OcnIyL730EoWFhbX7nDp1Co1G\nw+OPP45CoWD58uUkJiY2+d+ZOyUtWSHMIDg4mLTUy+j1Ndja/mckpUpVQUGBmn2XzuDi6IRb8NWu\nyt8zknEMsMfV25lKnY5KdLgHOvPzluO4e7nh6NF4j+/ciodL0w2mf1OpKggKbtwpMK2Jq6szz838\nE3Nnf0ZISEi9u43/TaFQMGbMGE6ePMm9997L9OnTee2114iMjGTjxo3MmTOH48ePc+nSpRa1GMCN\nyMAnIcxk9OjRPDK+J/cNieXcuVyKilRcUpZio1Tg1bZ+LRBrnLDeLc+NxF4dbrlfZkYBoWHW2eq9\nnK+ipFhLx5jbf+6zOTn7Rxaf/vNnxo27/QFJWq2WRx55hEOHDpGcnMyECROorKwkOjqaXbt24erq\nSt++fYmKiuKJJ54wQ/XWo66BT9b11ytEM9K7d2+2/3qc7/f9TqpDAZpII74RHvUOWMDqAhagsKKE\n7KxCTiVdRKvV3XCfqioNe9JPsefXPxq5uvrJuaRq8QEL0DEmhN59OrBs2Reo1erbOtbBwYFhw4bx\n8ccfM3z4cHJzc5k3bx4BAQH069ePNm3acOzYMXbt2oVerzfTFVg/ackKYSa//fYb896fy7QFD1q6\nFJPTaXTYO9qjPV+Dp5sbPi4udIkNJT2jEHc3R3YcO4l7ByfKi6vo7RNDaKivpUu+xqHfMuh9d2dL\nl2E1CgtLWfOvnVSWO3DPPffU+7iCggKmTp1KVlYWarWamJgYXn75ZXx8fPD19cXT0/O2u6KbInmE\nRwgLiIuLIz05E6PRaJVdpg3x71V+HKJtqKKSLEM5J7an4OzngCZfh0+Hq6OPXb2d2LH/GFNCLbPO\n7s00s/8dDebn58nYsf15edbntxWy/v7+xMfH8+WXX6LRaLjnnnu4++67zVhp0yMhK4SZODo64mbr\nzeX0UgIjvCxdjlkplUr8oj0BcMHpmm0GT4P13VuWkL1O0RUVo0fffq/Lgw8+yIcffoiDgwNPP/20\nGSpr2qzot16I5qdPnz7kJZt3jVlrVpReSqhDoHUFLFCjbzrzFTeG3Jwidm47j49P4G0f27lzZ+zs\n7CgrK6NzZ+mC/1/W9ZsvRDNz9913c/FCrqXLsJhAnTeDB3azdBnX8fV3oaDgiqXLsBp795zgrrvu\nbBF1hULBE088weOPP251H6asgfxEhDCjQYMG8ePXW6lQNc7k/tYk7+wVOkRZ5yIC7dsHkpKcbeky\nrMKVKyo8PEIadI4ePXoweLB13Xe3FhKyQpiRj48Pdna2GIw1li6lUZWn6hjWuTthbQMsXcpNBbd2\n58qVltuVD1dnvtq7+yyeHtb7/6mpk4FPQphZTMdOOLuaZsk7a5d95jLOPg64at1o3cb6ZlQ6eiQT\nhcIGQ00NdrY2hIQ0/TmY71TB5RJWLN9Czx73WbqUZk1CVggzG3TfAGxsW8Yi1VFuYXTvFIGrq9Ot\nd25kV66UY29vT9eu7S1dilWwd7AlOqpri3iO1ZKku1gIM7u7R19ST1+ydBlmVZ6uQfVHJdHtgnFz\nc7bK54LT04okYP+P0Whk9df78PS0kqWdmjEJWSHMrEuXLmxf9ZulyzCb8osaBneN47HhiQQHe1u6\nnJsy6GX2OrgasAvfX0unmJ7Sim0EErJCmFlZWRnnUy6z9ptTbFmfRE1N8xoE5VTjhLe39a/MU6XR\nWroEq6BWV+DnGy4B20jkpyyEmaWlpYGnG2uT/wCjkSslVbRp40lCzxCc3Zr+gChvR+sNWK1WR9Lp\nXBQoadeutaXLsTi9Xs9bf1/N/fePtXQpLYaErBBmlpaWhp2HE1ADCgU/XkqFSzAkrZAKI/i4OPCn\nBzri5uls6VLvSLnGOp8BTjp1CYNBQXCwP8HBcu8Rri4/qNdbz9rELYGErBBmlpKSQuUN3te2Fly8\n+i+FUPVDDVOf7NG4hZmInb11vo2o1Rr63NPV0mVYlXaRQSQmJli6jBZF7skKYWYXLlygyrbuuXKP\nZF/i4oU8DIamNaeu+pyGHrERli7jxqxvgLPF/bzpN1xdb39+YnHnrPMjqBDNSI2hhhrqHtlarNTy\n59W76OrqT1RrX/oPaIdPQP0Xd79dpYVqftp0juAAd/z9XYm96/bvVxZeUDG+f18cHKyz+7G8vNLS\nJViNkhI1678/TlbWZQYN6mjpcloUackKYWYzZ8zE4WLZrXe0VXJSU8S3qef5au0Js9ZUpqrk57Rk\nlhw9zsrtJ/num5O3dbymUoehoAYbG+t9C7FRtowJQOrDxcUBlGXcc8+9li6lxbHevxAhmonBgwdj\nX6av1762BgX9/EPp0y30tl+nIOfW8/DmZRXzl/k/M//LvRjsrvanXtSXsfb8H6Scyan3a1VX6PHz\n9rbqx0Cq9dWWLsGiLpzP5bVXP8VgMKBQKOjcOcrSJbVIErJCmJlSqWTuUzNxuqi+5b6+SkeeerI7\nCX3C6tyvpKCM3ZvPUVZytUt0849JzPl0O+dOXg1KbZWWTevOkH7+cu0x5WVVfPL1Ic6jotT+6kjn\nfzMqFaz4OYldm87V65rc/JyxtbPegAXw83VHp2uZz8aqVGoy02vIy9Xwy94MftlzCZ3GH0fHpv/I\nWFNj3X8lQjQTj0+YwOxFb0KoW5375RsrOf17NvF3h99w+7++PEJSfiHZFSo0tgYGXyrB3cWRn1NT\nCXHzYP/BTDIulnAkOY+kygKed40nPPrqCiuff36Ac/qSa8L1vyVXXmFcQId6Xc+p3y8SYhtUr30t\npUqjx97ewdJlWIS9vR3Zl84RFByEna0PVv55qFmTlqwQjcDb25snho5BoblFt7FCQVHxjVtfv+xM\nYTKA4e8AACAASURBVH1mMim6UjR2RlAo2JafyXdp56lU6DmvLWZb4UWWnzpNUlUhKBTsOZ1NceHV\nFrTRyeGmAXv1tWHJhiNoq27d+tt7NJtXN/7E9LdWotNZZ7dsVHQgv/5yosmN2G4ovV5PTk4RPr7O\nDOg/wNLltHgKo9F402GPCoWCOjYLIW5DZmYmEY/2w9Det879enkGU6RSg70tzg72lFRUEOTuTq5a\nTZa+HgOo/ke0vTfhPh4czM+jxHiLiSOMRiJsPLg3JpR7EsPJyVKhLq2ie9//PKaz/rskNp1PRmXU\n8rfu/Zk9bYRVLggAYDAYOHH8ImWqKgYM7G7pcsyupqaGjz/cQFFhFcOGDbN0OS1GYmLiTbNSOhGE\naCRhYWH0tmvDIW0FeoebdyIdLP2/AUja//sCskpufT/3Zs7rijmfV1y/nRUK0gxlpJ0+zd5T6Ti5\nOnNFV4lOb6TPgHb8+O1Jvjn7BzU2Clw0Rib+qY/VBuylrGIK/j979x3e5nke+v+LPQhwgXuLU1wS\nqUEta9iW4xXFO4mdxs1q0zhxVkfSpm3Gz6en7UkbX3aTE6e1kxzHSdMMRx7xlm1tag+KosS9B7ix\n5/v7g7FkRhQngBcgn891+bpk4MX73KAE3njW/QzZUSnU3HjTBrnDiYju7iFsNp9IsFFEJFlBiKA1\nVdUcGj5M1M/UKBS0KxzgdADw08Pn6Bmy8erlFgKqqaTq0Cv4xOP/jx0lxXxmz3bS06PnAPThYRtj\n4x42bFw5e0IlSaL+yGVu2LZd7lCE94nyT7ogLC9lZWVoPLE3Rzgmufl180Xsiunzr+9YO/jO4Te5\n57Hv09M9LFN013I6PKhVK2uf7MDACJbkEnQ6g9yhCO8jerKCEEHFxcVoX5Hwyh1IiJ2c6KdnYJyc\n3NnnmyPF5fKSmmaRO4yw8/v97H3+EB6PgsyMPAyGRLlDEv6I6MkKQgQVFRWhGLTLHUbIVZnTqK6I\njqPkzpzqIs4YT9oKSLIvv3SE3h4/+Xlr0GpFgo1GIskKQgQVFBTg7LLKHUbINbhGeP6VE7jmsf0n\n3PyBIHn5y7sI/u+e308gEGDL1mrKygrkDkeYhRguFoQI0ul0JOtNjPglguroXJW7WJ/+/a+JMxu5\n59Z1ssbh9c6vhGUscrs97H/7Iqa4Et7Z14YkGTCZln+PPZaJJCsIEVZaUMR5v59JdUDuUELuclc/\nExMOEhLiIt622+0h4JcI+GL/59rW1kt+fganTjUTDEBKSiJFxRm0tw4TF1fwh6vEAqdYIJKsIERY\nTl4uRwOXgOW3+vUfj7yBRqvmq396a8TbPnemF6PRgDEutpPPxISN/W/3kpXlIS4uA4dzEo/bSX9f\nGx63BlF+OLaIJCsIEVZdWcW7x9sYMMTeVp45BYNsKCmQpWmlSsWatSWytB0qw8Pj/PqXp6iuvjrk\nHme8eq6wSLCxRyx8EoQIKyoqwmxfnuVK65Ky2FpXNPeFIXT6dCuNFzoIBGL7S4vN5uDpH701LcEK\nsU8kWUGIsKKiIsbHx+UOIyy2FZVE5IxZv39qcdOZ061kFRhITNcQULhpamoPe9vh8ttfHeCGG0RB\n/+VGJFlBiLDCwkIcl/tJ8KhgmR3AcaytLWz39nqnSngcOtRIc0cb5y5expKlxRinwxyvp7o2jTiL\nh3ferQ9bDOEyMWEnJ7dY7jCEMBBzsoIQYcnJyShUSiZ+fwburpI7nJAqTk0Ly30Hh0Zp7egi4FGT\nlm0kK2fmOsnx8QbSc7yMT0ySmBA/4zXzEQwGabrYSUXlqkXfYyGsVhsKZj9rWIhNoicrCBGmUCh4\n9pmf8PVH/xJjn0vucEJqT23ovzSMT0zSdKmb6ppcajZlXjfBvicrJ4HTZxuX1OaJ400Rm+MdGhqn\ns82HTrcyD5hf7kRPVhBkcM8993DHHXfwvapnINsodzghofAF6eobpqNzgP6+MZRKqKkpRKfTcfDQ\nBRQKBdu2znwqTktrL8MjEyiUCqSAEggSDIJCklDpFKzbtLCSjUaTmoYLrVRVLnwRVsO5NjRaDZEY\nyD99qo0RqxaDYfG9biG6iSQrCDLR6XQ8eMNt/KT1XSiM/ao9WVojH71rC5eau6hen4kkSTS3dzI8\n6CavMIHEZD1nLjThdUv4PBJqtQqdVk1cnA60Pipr0kMWy+rKVNpbxjly9Cw+39Qiqdqa1ZjNcUxM\n2Ghq6qK0NIekpOm94p6uISwpcRiNehov9IQsnpn0dA8xNqLBYDCFtR1BXgrpese5MzWsNcvTgiAs\n0dDQEOkby+DG2F/08vxDn8Bi1pGRayQ5ZX6Jw+8PMD7qJCUtvPORw0N2elu9aLVasrKTyM1Lpatz\niMFBGwG/n01bKlAqldTXN1FXV8Sli71M2FwoUJCZmUxuXmjnmg8fvEj90Tbq6raF9L6CPHbt2nXd\nXCl6soIgo9TUVLRqbcwefVdkiEenUNI4OYLb7UFl0c07wQKo1aqwJ1iA7nYbO3eun/ZYXn4aeflp\nSJLE6VPNqFQqTHFT86Jl5dlXrjt1sj3kSbar08bEhDOk9xSik0iygiAjhUJBkT6Fi74AaGKkzGIw\nyIaEdB7asoEbalaRlRXP6IgdtVpJsiX6hj67O0fYsG7muWCY+jtYt75wxudcTjcSoV8AVV6ZxvHj\nDSG/rxB9RJIVBJkVFRXSGRjAqZE7kqvytCZKkpJ5a7Dr6oNeP9++8Ra2VOZTU5ONUnl1c0JWdpIM\nUc6PfTJAXMni6hmfOdPF1m2VIY4IikvSMRjFr9+VQPwtC4LMqiqraGidoIPIbue5f9Vq/uwDW+jo\nH+ON8000jVhpGLdyR3Yx//rZDxIfb+Dtwy0Mjtsx6XVsX5dHZlb0JtPrCS7h5DuVKjzHET737Bvs\nvvn2sNxbiC4iyQqCzEpKSvA0vAXh2skTkNiUlEX9RB8oFCh8Qf5m2w4+ekstubmJrK/N4b47qrHZ\n3Axb7RSssqBQTCWXO3dff5g1Vrhdi8+yWq2G0ycvUbu+LGTxjI/b8ftMaDRRNHQhhI1IsoIgs+Li\nYpwOJ1jCc0RbVVwq//joTXzt317l5qJV3LSxnG2bC665zmzWYzYvr2NexkYcFBVmz33hddTUFuDz\n+Tl6tJHcnFSyc1KXHNPe5w+ydu3mJd9HiA2i4pMgyKy4uBj3pH3e1+uDSjR+QJLQvu98csV7FYr+\nsJUgWWXg4Yo1/O2nt2OI0/HEP97Frt2FjIyP4nR6QvgOotdAv4O8vMwl3UOjUbNpUwlDQ2NLjufE\niYukWEqXfB8hdogkKwgyy8zMJDA4OftFgat78O5eXc4P/+yD7E7O5XNbNl557pb0Vfyv23fw6IZ1\nJAY0fHLzWj7xJxvIfN+ipIR0Eyll8bQ0D4flvUQbpz10XyYKVqVy+GADTqeLlpaFF6o4c7qZ/W+3\nk5iYHLKYhOgnhosFQWYKhYLCuDR6fAqcmms3tK/SJnB39Sp+dKIBh8LP65eacQ6P83d/fSsAb5xt\npdEzSlZGIlu2TxW1uOe+2uu2ZzTrsPetjJ6sUhXE5XJhMCx9KD4x0cSWbWX09FhJTDRw+NAF9HoN\nXq8fhRK8Hg8vvVhPeXkxVdW5rFlbiEajxuv10d5uZWxUzaZNW0PwroRYIpKsIESB0pISHNI4yQo1\nG/OyONDVzbDkgqDEwzuq2HlTGZeGHPy+u5nSpFRuu2PtldeWpFu41DHGr89fQP/fCj780dkP/e5v\nGyFDtzJq5RavTufY8SZ27rj+l46FyvnDvGxevh+DQUNy8lQxjfPnehgatPOhPRtwOyXeer2XQCCA\nSqXCbE5Aq4kLWQxC7BBJVhCiQHFxMatzx7ntwxsA0Dy5j+xVGRj0KjZvmyqU8PG71yD9VmJNcTqr\nKzKuvPZLf7GdDfszefdk57wmgLKLU2k81Mml5we5ZXs1lhkqNI2NOGhpG2HjxrzQvMEIO/R2O/Em\nMygk1q5d+CEB85GdPX3YNysrAYslgb6+PrKysoiPTwxLu0JsEbWLBSEKfPe73yW+apySNYtfCety\neGhttlJVM78Ta86+2UrN6mLy85KIT7w6nDo64uTo6VbMcUa2bwlPggq3M8cH2bEtdL3X+brQ0MsP\nf7CXBx/804i3LchnttrFYuGTIESBy5cvE2de2nmihjjdvBMswNrdRUg5EvUX23h3fzMnj3cC0HRp\ngJx1yfi8S6jiILPUDC2vv3EUjyeyc8+VVdncc+9WWlqaI9quEL1EkhWEKHD85FEy8uVZdZpelkhS\nlRFfup+9r55Cnaeg+UQvmzcWyBJPKGTnJrFpRy6t3Zd5592TEW37pt012B2dEW1TiF4iyQqCzBwO\nB6o4/7RawHIwmvSsqktncsjJjrXlGI1L61nLTaFQkJNnQW+K/MELH/v4bi5fPhvxdoXoI5KsIMjs\n+PHjrNsS+iL0izEx7CRdlUxqeviPn4sUyR/5JJuQEMeeuytxeyYi3rYQXUSSFQSZHT58mMKyxS94\nCqWJERtl5SlyhxFScs0tWywJqNQiya50IskKgswOHjxIalZ0bPfIKUnl0sUhucMIid7uSc4eH6Ky\ncpVsMWRnm/F6V0bhD2FmIskKgowkSeLY8WOkZEfH8KxSqWTcHtkj90Klu3OIrs5BfD4/E2NOAi4N\n27fVYEmW7wtMcUkOp08fl619QX4iyQqCjFpaWsjOTyXeEq5z7hbOqIu9BU9Op4c4k568/HSGhyZo\nujBIVZX8e3wlSeLEiZOi3sAKJpKsIMjoyJEjbL6xRu4wpnE43DGXFFxOD3GmqYIaCUkm3C6vzBFN\nUSgUfPShD3DkyBG5QxFkIpKsIMjo4MGDlNfmyx3GNOo86O1e+rFukWRJicc6OE531xAdbQMkRdFJ\nN7fdXkNGlkR7xwW5QxFkIJKsIMjo0KFDpOREx3zse0wJRjp7omdVbCAQ4Myxfi6cHubC6WEG+m0z\nXpeTl8qYFVLic5mYmP/5vOGm0aj5k49/gNp1qRw6dEjucIQIEwcECIJMbDYb3T1dmJL09LeNkVmY\nNPeLlsg+4cLTG8SgVONN8pKYbmZ80IbJYcTqtJFeEY9SqcQVcIc9lvlwu31cODXMzh21V4p17D90\nBrVKQUra9IMNAoEAaoWa4uIciovnX14yUgpWZaBQXJI7DCHCRE9WEGRy7Ngx6ravJcFipLMpMoeo\nKySJopwUNm8tpMCQxtCFSRI9ZtZtyOOmLWXQrcTXFmRtWXQkqbZLY9y4a/20alg7ttXQ2WLD4/FN\nu/b86UHq6ioiHeK82O1OJiZclFeUyR2KEGGiJysIMjl8+DAbd1QSCATRajU0HOmkakt452fjEo20\nNY6QV5B85b/3aDRqamqjoyjGe6TAzNWabty1nnf2n2Dd5ixgqsdr1BplL015Pa/+vh6joZikxDS5\nQxEiLDr/RQrCCnDw4EEKVmcwMeTCMelhoHOMoZ7wLzjyGFzY7dExHDybsVEnifHXn6+urCji0Nvt\nAFw4M8iGDdHZiwVITIonMYoWYwmRI5KsIMggGAxy6sxJMovi6WoeZO3OXIxSKpMjESgEYVdiMunD\n384S9Xc7Ka8ouO7zqSlJbNlczTuvN1OxujhygS1CRmYyPp9v7guFZUckWUGQweXLlymuzMWcZETh\n19J8ZJzK3UkUr80Ka7ujfTbyUlLD2kYojI06MejmLtCRmBDPhz64k/S06O4lVlWtwumMnhXbQuSI\nJCsIMjhy5Aibdq7B6/LhdSgoqkskITX8VZ9svW7KK9PD3s5SdbXaWbsmununC9HW1odWGz1VvYTI\nEUlWEGRw8OBBSmtyaHh3iPIbkklMC/8vYK/XT25qdPf4YGorztjYOOMTk3KHEjL1R5owGESSXYlE\nkhUEGdQfP0JiihGTIg2NLjLnnTYf76GsPCMibS2FSqVi1wdK6Rno4p39JwkGg3KHtGQemY7bE+Qn\nkqwgRNjExASGBJAcRkoLqhkfCv9iJ2vXOFkmCwaDNuxthUreqmRq6tI5cPC03KEsmXVIzMeuVGKf\nrCBE2LFjx9h6yzoUmgAKhQJJCk9Pze30Yu2YwCgZqSjKIbMmISzthJNSqUShVsgdxpL5/QG5QxBk\nIpKsIETYwYMHqdxUMJVkAwq841pazgyQXZLESJebAF7yy5e+Ath6eZKbt1ai12tCEHXkSZLEuZMD\nlJcWyh3Kkq1encPIyAgWi0XuUIQIE8PFghBhJ84eoWhNJn7X1MdPPZmGcjSNN//7LP3Ndlz20BzT\nllmVSGf7aEjuJQe/P4BRayQ1Jfw1ncPtjg/W0dwS+8PewsKJnqwgRFAwGEST4GNyxEX/BS+D0hHs\n0hA7PlJM4U11IW1LrVbjipJzVRdDo1HjDrgZn5gkMSFe7nCWRKfTkpiokzsMQQaiJysIEdTU1MSa\nTcWMXJawOjrwxVlRBFUM94Vnu8qEwUbzpQECgdicE6yuTefipVbq6xs4e7ZZ7nCWJDMrGY/HI3cY\nQoSJJCsIEXTgwH5K1+bh8wVw+xwMD0ygM6roaBwIS3tJ6Qm0O4YYGojdPaeVNemsrklizDaMwxGB\nspNhsm59CceO1csdhhBhIskKQgQdPrGfrAILL734Mvn5uXS09OAJOqndFb7qRnqzDqUqtj/qXq8f\nsyGJuDiD3KEsmsVipqVFnCe70og5WUGIII9ijItnOjh37DJJaXFUbs1hx4fKw9pmosXEpQtW0jNi\nbwvPe/z+IJLcQSyR1+sjOyf6K24JoSWSrCBEyPj4ODmlFp78xi/55F/tYXzQzY47ayPSdnwMnLoz\nm/4eOwaDSe4wlsRoNJCeHv2HMwihJZKsIETISy+/wLG3L/B3T3ya5LR4/N4A+59voHpLASnZ4V09\na4yhSk8zcYwHWLd9ldxhLInD4SIrs0zuMIQIE0lWECJk2DrKno/eRG7x1d7MjfeviUjb7UNWeq3j\nVJRkkJ4RW9thJidcpKYmyh3Gkh2rbyI1tVTuMIQIi+3VEIIQQw4ePEhatjzzoplViVgq47g41Edr\ns1WWGBaro3WC1asL5A5jSYLBIJ3tDrnDEGQgkqwgREhj8zmySyJfVm980EbHcSt9J8ZIVyaQJVOi\nXyxFIPYH3Pb+7hDFxWvlDkOQQez/6xWEGNDX10dBWRoqGbbSuLr93H5TFRpN7H3ce7rGKCnNkTuM\nJenuGmb/O8088MA6uUMRZCB6soIQAUeOHKHuxmpZ2g5opZhMsACjVg9pMXDQ/GxGx2ykpqbLHYYg\nE5FkBSECDh06RE5Rmixtp5WaOHO6V5a2F2NwYILJCSf9feNYh8YYHhmTO6Qlcdk1XLhwAZcrdqtV\nCYsnkqwgRED9icPkyjAfC6DVaxlzRv+im9bLI5yu78egTMFmVRGvT+Oeu24mxRLbp/DkF8bx539+\nF7/97a/kDkWQQWyOIQlCDPF6vajMPrQ6+c519QV9srU9m/6+Scasbuw2L4UF2dRWZf/hmeVTtCEz\nM4nMzCSqazL5n/8+zZrqyBQgEaKDSLKCEGanT59mzYYSWWPQJqmoP9rBho25qFQqWWN5T2f7COqA\nmc0bV8sdSkS4XB72vfUulRVroubvQAg/MVwsCGF2+PBhiivzZI0hOcuMrljFyRM9ssYBcKq+h9P1\ng+RnraK8okDucCImM9PC2ppiBgcH5Q5FiCCRZAUhzA4c3E+SysBon022GLxeP067h3HNJNahyB57\nN2K1EQwG8fsDHHq7g43rqtm5vZZ4c2zXIl4ohUJBQoKOrKwsuUMRIkgMFwtCmFlHurj1jo/T1T5O\nV88wlhxzRNsfaBsjhQTyMyxM6tykpkWurOKI1UZns4OR/gAKhZLbb90asbajzVP/9yVyc2rkDkOI\nMJFkBSGMent7qVgzVUwhb1UiUmuQnr5RkrOun2i9bi9a/dIL+nc3DJNtTmFLWTFm89QpPNkRqusw\n0D/BpYv9+H0B7tlzS2QajWIOh5vmy1bWVC+fBV3C/IjhYkEIo6NHj7J959XeS35RMklSPBNW+4zX\n9zeOYxjTYGtyY21e2rCuyqempjb7SoKNlI62UQYHJ9l6YzFlVek0N/dHtP1o4/F4+Y8nfseHPnSv\n3KEIMhBJVhDCaP/+d1m7oWDaYxVVaZg9cUyOOK+5PjXOTGlFBnVb8knSxi2pbUOGip6uyBZyaGse\nBrWPirWZAKRnJTLpHaS3dySicUSTI4cuoVJa0Gjk28IlyEckWUEIo76BZlLTri3IX1mdgcmlx2lz\nX3nM7/cTb746TFxclkJf6+JPzEnKNNPcNbzo1y9Uy+VB1IYg2bnTi24UFCfTeLk5YnFEk2AwyK/+\n5x22bNkidyiCTESSFYQw8Xq9JFiuvx+ysjqTyVbPtMdUGsWVPw/02khMW/wiqWAwiG1i5mHpUOvr\nHUOpkcjMnl5neGLCycmjnWSlrcwVtQqFAqPRiN0emb8HIfqIJCsIYXL69GnqtlbOes36dbmMNjoZ\nH7IR9AeBq0nWZvdhXMJ86tBZG3feFv5D4W02N53tI+QWpEx7vPnCCL4xE7fsuIFKmfcJy0WhULBj\n5wbq6+vlDkWQiUiyghAmBw4coHLN7MklPsHAtm2rKE5MJ25ST3bu1Tq9gWBw2rW950fpOTe/4WP7\npIv8bEtYKwsFAgGOHGijpXmQDdsKrnne64KyshwUCsW1L5ZBIBBAkqSIt5ubl0p7e3vE2xWig9jC\nIwhhcq7hGB975CPzujY13Uxq+vShYY1aSTAYpLNxkGRlPDu3lHCkvmNe95tsc7OmLnehIc+bJEnU\nH+5g/dZclMqZv6unZGk4fbqVrKxkHHYXhUXyDBnX119CoVDgdnnQaBSkp6dSWBS5o+fSMwykplpo\nbm6mpETe8ppC5IkkKwhhotK6ltSLW1WYxEDfJLdtW3MlkaUmmrB2TJBacO1iqvcz64yYTLpFtz2b\n7o5xOjoH2bA1/7oJFiA9Kx5nohu7p5+eQVtIk2wwGKShoQubzUZKcjJl5dlIkjTt5+12e2hpHmDN\n2nSCQQmlUoFer+Ps6chuKcrMTOKhP7mR//Mvz2GxWEhOju3zcYWFEUlWEMKgt7eX1VdOlFmcOJOO\notLpxQvKqzLQXFLg8vtRq6//8Y0P8d7Y/p4JrEMOfAEfKRkGNu8omtfrjEY9RiP0KEK78OfI4Yts\n3lqAUplOY0MPRw5fwOlykp+fjcmkp7V1gDiTxMXGHiqrd0x/sQzD1zW1OXzh0Xv593/7CZ///BfQ\napdebESIDSLJCkIYHDp0iNr14Rsa/KPp2mmcdjcqpwKfz49Gs7SPuNfro/HcAGqdkvLaxQ+xen2e\na3qai3XuXAfrNmRf6UVXVF0tY+V2e/B6fWzdtgqAtWsLp73W6XQTH29YcgyLsWVbCZ9z3c9Pf/pj\nPvOZP4+auWohvMTCJ0EIg2MnDlBVkx+We3u8AbTa6ydPvVGLpJQ4f7qPxvMDNDcNLmrBz+CAjZP1\nXZTXplNWtbQ5TJ+HkCUVp8OJXj/zULheryM+/voHD2i1ahREfvHTezZvXUWyRU8gEJAtBiGyRJIV\nhDDwBoZnna9cCqfr2l/Qo4MTNB/tx+/3Yx93kpgUR2a+ibhEFXklSdQfbltQGz1d40zY7Gy4YfZ5\n1/kyasyMjYXqFCL/ol9pt7twe+Q7wP7A/nPcftsDsw71C8uL+JsWhBCz2+1k5YXvpBuv3w9Mn9PT\n6rWsq0zBafWSEm8hMydx2vNF5RZOHetgzbpc1GoVbrePpoYhfH4/Op2KIesEmRkWxkYnMcYZMJiU\nFK8O3Qrc6i3JNJxuwqCKp6g4i6SkxRXZ6OsdJTN79kVfs/F6/SQkLK1c5VKUluXT32OUrX0h8kSS\nFYQQe/7559m6ffYiFEuRHB8H7xvyHOgYZqLLzca7Cq77msQkE/HrjRze30p6upmurhF23boagNER\nG+U1GX/4s45kS3iO4qv4w5xu96XhOZOsJEl0d1qxpJqJi7s6h9re0cvWbcWLjqGjzcamzfNb5dzf\nN0KyxYxOt/RFSh6Pl7bWIYaHvagUK+sc3ZVOJFlBCLHX33qef73vYyG95+iwA+uQA7VawcDQGBnZ\nUz3V8Qt2Nq4txFQ792IepVLJll2FBINBMvKvJrn3J9VwJViACyesIKmpWTN3kmxr7Scrx8jx+ouA\nBr1BSTCooLjYMudrr+f0yQ4qKgvmdW135xAur43W1n5u2F616DYBWlt7aW32YIpLRyXWOq04IskK\nQghZrVYs6aqQrxwNBoOM62zEJ5vISL06FJyWFo/JvLDVskqlEqMxssffnT08wqa6imm90tlMTLgo\nLE5i2/YygCXPC9cfaSYrKxPzPH9Wff1j1G3OY3SklUAgsOjKWQ3nOzmwv4O1azYs6vVC7BMLnwQh\nhH75y19y6wfrQn7flDQzAw0TdJwdpPf8KG3newGIhUWqfr+fnOy0eSfY9vZBTPFTX1KUSuWSE+yr\nr5yhpraMvPz5H5ju908tjtpYt4rz5zqnPTcyMsnw8PzO+v2/33+J1WXV8w9WWHZET1YQQuj1N/fy\n1Kf+Iiz3vuuudVf+PDJsp/5oGzffVB6WtkLp/DErN++a3xePy5d7QeGhpCQzZO1XV+dy8UIPFVW5\n18yvXmjoZGRkBIVCy8a6EvR6HW2tA5jNU78avV4fo6MTtLcP4PcFcLl9TEzYsVg0dHdZqarOv+5e\nZEmSSExMQKcLT+UtITaIJCsIIdLZ2UlWXlxEigxYUkzccXv4T9hZKq/Xh8lgnvVnMjAwSmeHFQiS\nnWsmOzt0CRYgO8dCdg7UH2kCSYPJbCDZEo/ZbMDrc7J959QXlX1vnUavN1NcksSqoqk9znq9jhtv\nXo3b7bny/3B11fXB/RdItiRSWXntnmi73cWNN+4O6XsRYo9CmmWXukKhkOXUCkGIRf/8z/9MYaWP\nHbvDt7I41vj9flrPuMjOSSU/P+2a548cvkhegYmsrJQZXh0+LS19DPQ7uGH70qtyTU46OH6kELcD\nswAAIABJREFUh6RkC3qDikAggMMu4XYp0OlEneKVYNeuXdfNlSLJCkKIbNxUy/+88jcYDGJ48I+1\nN4+Qm7qK9PSri7aOHWtmdXkSZrN8+1ZDYXBwkoYzEkZj+FZmC9FttiQrhosFIQTOnz9P7cZ8kWCv\nY1WJhVOHLmFuS0CjVSMFg2RmGGI2wbpcHt58vQm1KgWDQYvRuPitRcLyJpKsIITAs88+y557tsgd\nRlRLSNGwcU146jlH2g9/8Cqb6/bIHYYQA8QWHkFYIkmSOHrsLTZsWXwlopXA71seU08+n5+hAbfc\nYQgxQiRZQViiI0eOcM9Htoqjy2YxNGAj2bz4msPRpLVlEK9X/F0L8yOSrCAs0b59b3LrHlHRZzaD\n3U7KSpd2iH20aGvxiAWhwryJJCsIS/SFR7/Iz57ZR3C2k9RXOL9v8cfTRZu8Ag1+//J5P0J4iSQr\nCEuUmJDIxx/4Op//5JNMjDnkDicqxcXr8PnkO8c1lHQ6lejJCvMmkqwghEB5eTkPPfAFXnr+qNyh\nRKWSSguNbS28e6BB7lCWrLgkk7g48atTmB/xL0UQQuSBBx7g+9/7Lb5lNDQaKgqFgtyCFHRGFb29\nVrnDWRKrdRKXS/wdC/MjkqwghIjP52N8zI3L6ZE7lKhVWpXC0MQY9ccvyx3KoqWlJRBnDvLss89y\n6tQp3G6xnUe4PlGMQhBC5NixY1RXlxCfEJtVjCIlvyiJ3p4x3G7PHwrux54vfukuDh/sxul08fLv\nf8P4mJP8/FXs3i0OBBCmE0lWEELkzTffZOfN6+UOI+pJkoTL4aW3Z5ii4tjc1pORmcQde4zo9Tru\n/FAlPV3D/PAHbzE+Pk5iYuLcNxBWDDFcLAgh8vrrr7N+c+xVfYr01iPbhJuRfnfMJtj3vNcLT0oy\nUb22gC986U727v2dzFEJ0UYkWUEIAYfDQUvrJSrXZsgdyoIdP9zJscMduN3esNw/EAhw9N02zp7o\nBqCjZZy6jUs/Yi7alFdkUF6Rzvj4uNyhCFFEJFlBCIEDBw5wzwM3YjIb5A5lTtaBcYatkwBcPN9L\nSUUqtZty6Gwbp7mpL+Tt9XSM09M5hE5p4NC+VmqqCrAkL48Si39s3YZKfvc70ZsVrhJJVhBC4I03\n3mDX7jVyhzEv3Z027DY/x4+0YEo0Ep9oQKFQYEkzoFKF5ldCV9s4I9apwhz5RRby8jPZuqWc0sJs\nEhPiQ9JGNFq/IYO77l1LX3+X3KEIUUIkWUEIgTfeeJXisjS5w5jV2VM9NDb0UlqdSk5BAvlFqWRm\nX014g/12CksWP9wtSRJOp4fGM4MYVEaCDhUXTw3T3TGBw+4CoKwsd8nvI5oZjXp27KygpfWM3KEI\nUUKsLhaEJRoeHiY104A/oKDhTB9VNVnTnp+YcNJ2aRRDnAaH3YtOH6SiOhelMnLfcYPBIFqtipKK\nq18EklNM067xLLHAwslDPWRlJHHDpqorj5UBjRc6yclOWdK9Y4nJZOBDd9XSenkEi0Uc5r7SiSQr\nCEv09ttvc/9DN5JTkERTwyBnT/Tg8wVBEWDD5lU0Nw5Ts+nqSlq/P0B35wgOhx+fJ4jT4WHLjsJp\n9zx6sI2kJBNBSUKpgLLK9BnbDgaDvPn7C+z8wGp0Ws11Yzx/po+i1bMnOs8SFz4F/BJVlauuebyi\ncnkc1L4QZatz+fnPfskdt39E7lAEmYkkKwhL9NrrL/PVb98IwOqqq8nQ5/Nz9mQvmXnT5yDVahXZ\n+clX/n9sxMnJ+m6MRiXl1dlMTDjJyk0gK3dqv2XDqf4Z2333jSYCAT8l5em8uvcsdz0w83F7U71Y\nJXr99ZMwQGZOIg1nuqiqyZv7Tc/AYBK/Tt6jVCqp21SI2+1Cr4/+xXBC+Ig5WUFYAkmScHj7iU8w\nXvOcRqOmsjaD9EzzrPdIshhZuzELp31quLbl4siVBAugmOFjevZEF8XlmaytK+BkfSs7P1DOhXM9\nM95fqVTicgbmfC85BYkM9NnmvO79utrHaTpnpeXiMC1NPTgcrgW9fjkbGRYJVhA9WUFYkhMnTrBl\ne1lI7qXUqGg4M0BOwfTtLSr1VJIdG7Xh8fhobhqmdlPelZ7p3R+tA8A7Q8nk3p4xVErIyTNz/FAH\nG7cVzBpD9foc9r3awE23VV3znCRJ9HVPYo7X0t0+iSXNwPigm107qwGoqylf6FtetgKBAGNj4hAB\nQfRkBWFJnvnxD7l1z8aQ3Kt6XSar16RiSZte+zgQmOqFXr5oRavXsHlH4YxDvy7HtVm2p3OcrvZx\n0jISGR6cu0iCJdVEdn4yvV0j1zz32t7zeL0eTh3tJtEUR3/HJGvWLG5oebmrP9pMetq189PCyiN6\nsoKwSG63m0l3D3EmfXgbkhQAJCaZZhyWfk/ZmnRamwco+sM2nPExOwqFn9LKLE4e7cZonl8x/qKy\ndE4e6SQhMQ6fL8jEmAuXy0dyYgJJhkRW7cghOWl5FpMIlWAwSEZG7FX/EkJPJFlBWKQXX3yR2z5Y\nF/Z2NDolRw+0UL1h9j2meoOG7o5xikoy8Hh9tDSNsm7z1KrltXVZ2CeTZ339e0aGHMSZdIxYHdhG\n/KjUKrZtqWZ0bEIk13katk6SnirmYwUxXCwIi/aznz/D1l3hn4csrUylan0OOt3s34n7uifYdctq\nAE4e6Zq2bQjAFD93j9vp8HLuRBdBtwqn3c+qgjS2bZl6jyLBzp/RqJU7BCFKiJ6sICxCX18f2QU6\ndLrZt8WEylzbb/q7xxnoGcViMXDpwhBr63IW1Y5SpcDr9bNrR/WiXi9AZ8cIr7/WyH331sgdihAF\nRJIVhEV4+pmnue+hnXKHcUVmbiI6g5qJcReVNZlz9nqvx2n3snNbbNRgjlZHD3eRmDBz8RBh5RHD\nxYKwQJIkcezkW5RVLK63GC7JKSZyV1kwmua3wGkmQ90u8vJEgliK1HQt+fkrr8pVNJIkieHhYVlj\nEElWEBbo+PHjbN4Rmr2x0SYotnYu2fDQOLm5y/sghFhQX1/P5z//eR588EEuXLggWxxiuFgQFuiZ\nZ/6Tv/jaZrnDCJmxEQcKhZKu1gk2rCmc+wXCrGw2J7k5ix9NEJbOZrPxrW99i2effRalUsmjjz7K\nD3/4Q8zm2auvhYPoyQrCArjdbvqGLpKStjzORHXYPLQ1jDLU4WT3jhoSE5fH+5KT0zVD6S0houx2\nOxaLhfvuu4977rmHO++8kyeffFKWWESSFYQFeOGFF7j/oV1yh7FkwWAQgI7LE9x+20Zu2FYpc0Sx\nLxgM8va+c6SlrpY7lIgKBAI4nU65w7hiZGSEEydOYDJNHeV45MgR9u7dS06OPGsoxHCxICzAz//7\nJ3zvmY/LHcaiSZJEd8cYA502jEYDhQVikVOovPTCCayDRioqVs6Qe2dnJ3/6p38KwE033cSnPvWp\niCaz8fFxLl26xKVLl2htbaWpqQmPx0NtbS1f/vKXgamiMTt27ODhhx+OWFzvJ5KsIMxTX18fOav0\naDTyfmysgxN0tFrZuLV4Qa87dbgXs0FP3cZSNlREZn/vSmEdmqCrw8769TMfN7hc5efn8/jjj/PU\nU0+xb98+9u3bx549e3j44YdJTU0NeXuSJHHw4EH27dtHU1MTDoeDmpoa6urquO2229iwYQMFBQUo\nFIorr9m2bRvPPfccd999N9nZ2bPcPTwUkiRJ131SoWCWpwVhRfmnf/onNt6kp7xanpWjL/7qJKur\nsvF5gwQDSqrWLaw27uWGYW7YeO3pOsLieb0+jh5u5dzZLtav2y13OLKRJInTp0/zxBNP0NHRAcBH\nP/pRHnzwQRISQlMpbGBggCeffJKhoSH+9m//durM3ro6cnJyZl3QJEkSP/jBD/jmN7/JX/7lX7J1\n69aQxPN+u3btum6uFElWEOZBkiTuvu8mvv/sI7K0f+ZYF/nFFjpahqmty6fp/BCrq9Pm/fru9jF8\nk0E2bxZzr6ESDAZ5eW8rP/vZi3zpS1+a1ntaqSRJ4sSJE3z3u99lcHAQgE9/+tPcd999GI3XHm7h\n8XhobGzEZrOxadMmdLprV2X7/X5++9vf8otf/ILPfe5zpKSk8L3vfQ+DwYDH42FoaAiDwcCLL754\nJYGePXuWL3/5y3zmM5/hYx/7GDA1N3v//fdzyy238PDDD6NSqQCwWq00NTXR1NREW1sbX/ziF8nM\nzFzQ+xZJVhCWqL6+nvqGX3DvR7dFvO3ujmFUKvW0g9xdDi9tLYNUrr1+r/ro/mY0GiW1m1Zx9mgf\nt968soYyw81mc3DkgJ/f/OY3fOITn5A7nKgiSRL19fU89thj2O12AB599FFuv/12WlpaOHPmDOfO\nnaOxsZGSkhISEhI4c+YM27dvZ/fu3axduxalUkljYyOPP/44iYmJ1NTUsHfvXkpKSnjwwQeprKyc\n1ta///u/89JLL/HMM8/wq1/9Co1Gw5e+9CUGBwf5xS9+wZ49e/jEJz7B17/+dVwuF2azmcbGRvx+\nPzU1NRw6dIgNGzbwrW99C41mYdMpIskKwhJ97pHP8OVv7gzrsXadbVYmRr2odRIV1TmMDE3S3jxG\nWpaZvFXTT9CRJImzJ9up2XD9RTadbUPEmYyMDNnx+30U5+STmzv/3q8wu/ExO6dOePnvXzzPJz/5\nSbnDiUqSJLF//36++c1vUlBQQHd3N1VVVVRUVOByuRgdHeXUqVMAJCUl0d3dfeW169evp6Ghgfz8\nfIaHh6mtreXBBx+kuHjmtQgvvPACjz/+OHfddRef/OQn+cY3vkFbWxt79uxh9+7dHDhwgBdeeIEb\nbriBtLQ0brnlFjZu3IhWq+WrX/0qPT09fPvb30arXfjhDiLJCsISuN1u/uYfPsbffOujYbl/04Ve\nXDaJ7IIE0jLM9HVPMNAzSZxZR1nV9ZPi6WOd1NbNXL7P6/VjG3fidPjIXWXBNulmpMtNUVEmFxq7\n2XGDmJsNhfrDAzz9Xy+LJDuHV155hV//+tfcf//9vPrqq3R0dFBXV3flP6VSSVtbG21tbXR0dPDG\nG29c2RZ055138pGPfIS8vLw527HZbFfmZ1taWkhPT582X+t0Onn55Zf5zW9+Q0JCAgMDA6jVajZu\n3MhXvvKVGYer50MkWUFYgh//+GmqtvnIzLaE/N6DA+MEA5CZnTj3xX/kzLEeamY4bafpfD9SUIF1\naIKi0lSy86d6wdahSSaGvaRlm/COKqioEPV1lyIYDPLzZ08xOOAOy2Ka5eZXv/oVIyMjbN68maqq\nKtTq2VfpB4NB3G73jHO5S+X3+7l06RJZWVkkJSUt+X6zJVmxhUcQ5vDam7/jlg+HZ4+dbcJBdt7i\ntjqkppuYnHQyMepksM+Jyayhr2eUyrW5pGfFkzOZiMl89Zt5alo8qX/oGF9qHw1F+Cva4OA4b+87\nJdv+y1jzwAMPLOh6pVIZlgQLoFarr8zphptIsoIwi97eXiwZ4dtTqlAocdm9GAwLnwfyegNIwSDd\n7eNsvXFqnmp19dVVkeZZDmn3eL0LauvIoQa6+oZJTUsm1RJPdVUBb719hpxMC2WrV2Yx/GHr1M9w\nMXN4wsohyioKwix+/ONnuPvDN4Tt/kWlmXS0ji3qtVqdgoEeO1t2FS3odR6PjyTT/HsInV39SHF+\nbvzgaqrq0pjwTPLCS4fJLjYzNGpbaNjLxsTEBOXl5XKHIUQ5kWQFYRbnLhyhvCp8PTXr4AQej2dR\nax+y85Ipq8pY8P5MnU6DwzH/nmxuTjo+z9X4SivS2HxzIckpcThdrgW1vZxYh0bZuHGj3GEIUU4k\nWUG4DofDwciYNaxt6AwaFAolE2ORS1Z2mxubzT7v6ycm7FjSZu756hcxzL0c+P1+3njtvBgqFuYk\nkqwgXMfBgwcpD3Ox9/h4I5t3FDIxbued15pwORc2V7oYJrMeXdz8tyocOnKR1PSZj8BTqlbmr5Cm\ni32UllbLHYYQA1bmJ0QQ5uH111/nljtrI9JWfmEaOr0WgzEyPSOtZv7t6HSa6w5JS5I/VCHFlPb2\nIdatWyd3GEIMEElWEK7jwKF3qJilbGGoJSbGRawtlWZ+87g+n4+AP3jd50eGrw4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DD+AV6Y6syU59kZNfLC/Yc7qt0/Hsfgqyc/t4ygoEAULIwd1/LXs31rKqPHDMbLy/PcY7t+zMJq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\n3nWMiIgYtcsQol0kZ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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Method 2: Basemap's readshapefile\n", "---------------------------------\n", "\n", "Basemap comes with its own Shapefile reader. In this case, we'll use a shapefile with world countries (download it from [Geocommons](http://geocommons.com/overlays/21588) - [direct link](http://geocommons.com/overlays/21588.zip)).\n", "\n", "This method is easier to use when you know what you want to do, but it's harder to explore since it doesn't separate the information from the map itself." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure(figsize=(15.7,12.3))\n", "ax = plt.subplot(111)\n", "\n", "map = Basemap(projection='cyl',llcrnrlat=35,urcrnrlat=72,\\\n", " llcrnrlon=-17,urcrnrlon=42,resolution='c')\n", "\n", "map.drawmapboundary(fill_color='aqua')\n", "\n", "map.readshapefile('maps\\world_by_country', 'countries_sf', drawbounds=True)\n", "\n", "#the readshapefile method allow you to call the shapefile's shapes and info.\n", "#Both are lists, the first containing a list of tuples (coordinates), and the second containig a dictionary with associated metadata\n", "\n", "print len(map.countries_sf) #number of shapes\n", "print map.countries_sf_info[0].keys() #metadata\n", "\n", "#plots the shapes as Polygons with a random facecolor (if European), or gray (if not)\n", "for shape, country in zip(map.countries_sf, map.countries_sf_info):\n", " if country['REGION'] == 'Europe':\n", " poly = Polygon(shape, facecolor=cm.YlGn(np.random.rand()))\n", " plt.gca().add_patch(poly)\n", " else:\n", " poly = Polygon(shape, facecolor=\"gray\")\n", " plt.gca().add_patch(poly)\n", "\n", "#adds the colormap legend\n", "cmleg = np.zeros((1,20))\n", "for i in range(20):\n", " cmleg[0,i] = (i*5)/100.0\n", "plt.imshow(cmleg, cmap=plt.get_cmap(\"YlGn\"), aspect=1)\n", "plt.colorbar()\n", "\n", "\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "982\n", "['NAME_1', 'NAME', 'AREA', 'REGION', 'RINGNUM', 'ISO_2_CODE', 'ISO_3_CODE', 'GMI_CNTRY', 'SHAPENUM', 'NAME_12', 'POP2005']\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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D8BE4OrTDuXL1UcP4/KdnaNamzlGvG4bB34u2MPrNn1mxcCNUiME973dISjIbZGdji4+j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YNQs++ggUQE4+tGoF3l6QmmZ7jZsWfv8dnHUgiLaF985aW6NISZkiO3IFWVoeH8x/kaYdatk7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UOfeo/zzZxVAIx+pC+9bm+DUlQMDzwAKSmIxERS69Xji8WLKz9OHR2dGokuWOxNSgoGsxG3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\njFiWxUsvvcRNN91ULOtyOZkydSrbt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