{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Converting from GeoDataFrame to Graph and back\n", "\n", "The model situation expects to have all input data for analysis in `GeoDataFrames`, including street network (e.g. from shapefile)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import momepy\n", "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import networkx as nx" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "streets = gpd.read_file(momepy.datasets.get_path('bubenec'), layer='streets')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [ "hide_input" ] }, "outputs": [ { "data": { "image/png": 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gtlT5Owu8t6AEQMauAh4HvlI6EBmfVPlbsWFPe9eoGEzGKQ/sOhFbTt8ub9fNUar8EVh/gNWAi7qZ1LsQ58GOo+ruvyAlADImqfIPAD8EdnYhvq10PDJuM7AP/nVKByLjlwv5jgQ2AHbP3TtHLVX+FGAzrDD0Mheib3+Us7QusAja/y9KCYCMxw+Ah4GvFY5Dxu9YbLl439KByIR8C3g38KlU+ePH8wKp8pcB62G1A39yIX6mCytDWwAvAOd0+H1kBEoAZMzy/uJ3AO9C3KhwODIO+Wf4e2B3F+JChcORcXAhvh/4NPALbFVu3FLl/wFsjCWGFXZCYMEJBzl7mwPX5hVFKUQJgIzXT7AGHl8vHYiM26HYnIedSwciY+NC3BK78J8CfKwd5+hT5R/HTgZ8HjsueL4LcfmJvu5L5YRzEtr/L04JgIxLqvz/sCYjm7kQNysdj4zL+cDfgfeVDkRGz4X4VuxO/a/Arqnyz7brtfMJgW9iMwTeBFzhQtygXa+fDQLzof3/4pQAyET8Grgb+LqqyXtPvmucCgzoWGdvcCEuhx33exTYJlX+sU68T6r8icBGwBPAeW2eIbAF8AzWlEoKUgIg45Yq/yRWCLgRsHXhcGR8jsCaOx1QOhAZmQtxYeBkYDHs4n9PJ98vVf56YH3gYmyGwHddiHO34aU3By7Oq4hSkBIAmajDgNuxVQD9PvWYVPn7sCmBe+fxsVJD+cL7G2BN4D2p8td2431T5R8E3gn8DPgUcLILcbHxvp4L8dXA29Dyfy3oA1smJLcb/TKwFrBj0WBkvA4BXo1+fnX2Q2Ab4MP57H7XpMo/kyr/EeD92N37ZS7EVcf5cptiXShVAFgDSgCkHY4BbgS+WXi4iIzPWdiAoPeXDkRezoX4MeAjwA9S5X9ZKo5U+UOxBGAJLAnYchwvswXwGHBFO2OT8VECIBOWKv8ccBCwMvChwuHIGOUBMYcCU1yIq5SOR4a4EN+F3f0fj/0bKypV/gKsi1/CBgl9cowFwJsD57bz5IKMnxIAaZdTgdOBL+V9Pukth2HFgDoSWBMuxHWw1bUrgT1yolZcHt4zgCUl3wMOcyEuMKc/50JcAXgj2v+vDSUA0hb5SNknsf7eGhfcY1Ll/wWcBOyjYsDy8sXyZOB+YNvcpKc2cgX/Lti/9b2Bc12Iy87hj2n8b80oAZC2yceGfg18SOfKe9KvgSWxJjBSiAtxUezivyCwdar8vwuHNEup8s+nyn8Vm0WwBnClC3G9Ef7IFsC/sHohqQElANJuXwL+iy0NSm85E9vb/UDhOBrLhTgvcBzWhe/dqfK1v1imyv8Ra+37DNY+eLeXfk+uE9gcOKsdbYulPZQASFulyt+PzQfY2oX4ztLxyOgNKwbcVMWA3Zcvkr8A3g68P1W+Z/bKU+WvwyYKXg4c7ULc+yXfsgawNNr/rxUlANIJPwVuA37gQpyndDAyJocBz6HOgCV8Gvvv/o1U+cNKBzNWOfl/O3Ae8FMX4uuHfbm1/68EoEaUAEjbpco/hR1ZWh1VlfeUVPl/YsWA+6oYsHtciLtgY3h/A3yhcDjjlir/NLAvdm2ZNqw76BbALanydxULTl5GCYB0ygnYncDXJtI6VIpoFQO+q3QgTeBCnATMAC4C9uv1PfJU+TuwE0FbAAfmuobJqPq/dpQASEfkD7GPY13DDi4cjozNGcCdqBiw41yIbwBOBP4BbJ8HbPWDQ7C+IN/FTpUsjJb/a0cJgHRMqvw12J7yR12I7ygdj4zOsGLAzVyIK5eOp1+5EJfARvu+Ajvu90DhkNom3wDsj50M+B7wAnBO0aDkZZQASKcF4CbgFBfifqWDkVFTMWAH5fqK44EVgXelyt9SOKS2S5W/G/go8Hrg3lT5/xQOSV5irhde6OntJukBLsRFsLPN78COCH6x1/c5m8CFeDzW8vW1ubhL2iAf95sB7AHslir/m8IhdUxuEfxfYG7ga8CX9G+/PrQCIB2XKv8oNsp0GlYPMENTA3vCIcBSqBiw3b6EXfwP7ueLf7YOdvE/Ezvd8ONhJwOkMP0gpCtS5Z/BjgR+Afvw+7MLcfGyUckcnI6KAdvKhbgXlgAcDnyzbDRdMZCfd8OmGn4EmK7+IPWgBEC6JlX+hVT5rwN7Yh8MF+WhJ1JDeczzVGBzF+IbS8fT61yIU7D/nmcDH2jIUvgA8PfcJOiTDA0P+p36TJSnBEC6LlX+KOCdwHLABaMZJSrFqBiwDVyIb8KK/m7Fevz3fU1FrnUYwPobtG4Avgr8P2BH4E8uxFeWi1CUAEgRqfLnAO8BXgfsUDgcmY1U+XuwyXT7qm5jfFyISwOnAE9jx/0eLhtR16wKvJqcALSkyv8Y2A9rD3y6GoWVowRASjoDuAPdXdbdIdggl+1KB9JrXIgLYo1+lgG2TZVPZSPqqtb+/0Uv/UKedbALNkDoHBfikt0MTIwSACkmN5yZhjWceUPpeGS2/gzcBby/dCC9JFe7zwA2AHZPlb+8cEjdNgA8CPxtVl9Mlf8DsC02+vgcF+JruhiboARAyjsceB6tAtTWsGLAtytRG5NvATsBB6XKH186mAIGgItHKnZMlf8z4IGVgHNdiMt1KzhRAiCF5T3mU4B9dDSo1qajRG3UXIjvx8b7/hL4QeFwus6FuBSwCnDhnL43Vf5sYCvgtcB5LsTXdTg8yZQASB1MxfZIty4diMzasGLA/VQMODIX4juBXwCnAh9tyHG/l5qUn1+2/z8rqfLnY51Cl8aSANehuGQYJQBSB6cA/0J3l3XXKgbctnQgdeVCfCvW9vp64D2p8s8WDqmUQezUw1Wj/QOp8pdgI4QXB853Ib6+Q7FJpgRAistdAg8HvAtx+cLhyOydho2tVTHgLOT96wg8BmyTKv9Y4ZBKGgCuHOt441T5K4BNsRXBD3UiMBmiBEDqYhr2+7h36UBk1oYVA77DhbhS6XjqxIW4MPAn7O51mzwJr5FyY691GOXy/0ulyl8LXIr1CZAOUgIgtZAqfys2L/wADQupNRUDvoQLcW7gGGAtYJdU+WvKRlTcusB8jDMByM4C1nEhLtGekGRW9EErdTIVm4++aelAZNbynW3EigHnLR1PTfwAq4v4SKr8KaWDqYFWA6CLJ/AaZwFzAVMmHI3MlhIAqZM/Ag+hu8u6OwR4DSoGxIX4UeCjwA9T5X9ROp6aGAD+lgcAjdflwP/QNkBHKQGQ2sgFQ0cBO7oQX106Hpmt04C7aXgxoAtxO+BH2JCfg8pGUw95++7FAUDjlYclnY8SgI5SAiB1MxXbP9yzdCAya/loW6sYcMXS8ZTgQlwH+A1wJbBHLpAUGwC0BBNMALKzgFV1MqhzlABIraTKX4ct/x2Qx4lKPU0HXqCB2zX5fPrJwP3AdqnyjxcOqU5mOwBoHM7Kz1oF6BAlAFJHU4E3AxuWDkRmLVX+H1gDp0YVA7oQF8WKIBcEfKr8vwqHVDcDwAPA39vwWtfl19qiDa8ls6AEQOrot1gB0P6lA5ERHYI1bNmmdCDdkBOd47DpdTulyt9QOKQ6muMAoNHK00JPB7bKRy2lzZQASO3kDmq/A3Z1Ib6qdDwyW6cC99CAYsC8HfVz4O3AB1LlzywcUu24EJcGVmYUA4DG4ARgSYZmC0gbKQGQujoUeCWwa+lAZNaGFQO+swHDWz4NvA/4Zqr89NLB1NSYBgCN0mnYTIHt2/iakikBkLq6DLiBBhaZ9Zi+LwZ0Ie4MVNjW1BcKh1Nng8BTjGEA0Jzk1cCzgHepKLj9lABILeU9xKnA+nnCmtRQqvxd2FZAXxYDuhA3Ao7E7mr3zfvSMmutAUBPtfl1TwDegBUGSxspAZA6Owpb/lMxYL0dAiwL+NKBtJML8Q3ASdgExO3HOtmuSVyICzKBAUBz8Kf8vH0HXrvRlABIbaXKP4C1B94zTxiTejqFPisGzENoIvYZuXX+XZTZWxeYlw4kAKny/8SmA76r3a/ddEoApO6mYiNWdywdiMxaLgacBmzpQlyhdDwT5UKcH0s8V8Tu/G8pHFIvaMcAoJGcAKzrQnxth16/kZQASN2dA9xBHxeZ9Ylp+bmnf0650OxQYDK2539B4ZB6xQBwcwdXSk7Mz9t16PUbSQmA1FouupoGbOpCfGPpeGTWhhUD7u9CnKd0PBPwRWwOxRdS5Y8pHUwvyAOAJtGZ/X8AUuVvBv6G6gDaSgmA9ILDgeeB/QrHISPr6WJAF+KewJex37dvFA2mt7yJ9g0AGsmJ2I3AYh1+n8ZQAiC1lyp/D1aQtW8/HjXrIxG4lx4sBnQhTsFWms7GOv1NuJVtg7RzANBITgDmAbbq8Ps0hhIA6RVTsb7zW5cORGZtWDHgVnliXk9wIb4JOB64FXh3nkUvozeATUbsdLHkZcC/0TZA2ygBkF5xCvBPerzIrAF6qhjQhbgUtnLxNDbd7+GyEfWktg0AGkmuBzoJ2Dqf1JAJUgIgPSHfXR6O/eNfvnA4Mhup8ndi/dtrXwyYm9ecBCwHbJcqf0fhkHqOC/E1wBvp/PJ/ywnAwsCmXXq/vqYEQHrJNOx3dp/CccjIDsEuqrXdrsmV60cAGwB7pMpfVjikXtUaANTOCYAjORsbFb59l96vrykBkJ6RKn8b9gGwf/4Al3qK2HZNnYsBvwnsDHw6Vf4PpYPpYa0BQFd3481yO+ZTge30GTBx+g8ovWYq1qFts9KByKylyj+DTQmsZTGgC/F9wGeAXwHfLxxOrxsArujAAKCRnIAdN12vi+/Zl5QASK85HvgPPVJk1mBTgbmo2SAnF+I7gF9idQof0XG/8cs1FGvTvf3/llOA59A2wIQpAZCekpcAjwR2cCEuWToembVU+QT8mRoVA7oQ3wL8HrgBeE8uLJXxW48ODQAaSar8Q8C5aDjQhCkBkF40DZgPa9kq9XUIsDw1aNziQlwOq014DDvu92jhkPpBpwcAjeREYDUX4qoF3rtvKAGQnpMq/1esKcgBeXiL1NPJwL8oXAzoQnwlNlN+CWCbVPm7S8bTR1oDgB4s8N6t4UBaBZgAJQDSq6YCqwMblg5EZm1YMeDWLsTXlYjBhTg38BtgLWzZ/5oScfSbYQOAunX8byZ5+NTVKAGYECUA0qt+h50HVjFgvbWKAUsNcvoBsC3w0VT5WCiGfrQasDjdLwAc7kRgo9yMSMZBCYD0pFT5x7A7u11diIuUjkdmLXfXOx3brulqMaAL8aPAR4Efpsr/vJvv3QDdGgA0khOw5HLbgjH0NCUA0sumAgsBu5YOREZ0CPBaYMtuvaELcVvgh9hd4kHdet8GaQ0AurVgDH8FEjoOOG5KAKSXXQ5cj7YB6u5P2BS3rhQDuhDXAX6L7RHvnir/XDfet2EGgItK9lHI730CsIULceFScfQyJQDSs/IHwFRgPRfimqXjkVkbVgzoXYiv7eR75c6DJwMPANumyv+vk+/XRHnP/Q2UXf5v+RMwP+oMOi5KAEagveWecCTWi7xWHefkZQ7FPm86VgyY/72ejG0LbZ0q/69OvVfDtfb/i5wAeIkLgf9Sg14TvUgJwGy4ELcB7nMhrl46Fpm9VPn/AH8E9sytSaWGXlIMOHe7X9+FOC9wHFad/u5U+Rva/R7yokHgSbo0AGgkqfJPA2dhcyfUE2SMlADM3mXA3OjOshdMBRYDdiwch4zsEOB1tLkYMH/w/xx4B3BgqvyZ7Xx9eZnWAKCnSweSnQqsAKgr4BgpAZiNVPn7gZOAvVyI85WOR0Z0LnA7Kgasu5PoTDHgQcD7gG+lyk9r82vLMC7EhSgzAGgkp+VnbQOMkRKAkU0DlgS2KR2IzF6q/PPYz2qKC3Hl0vHIrOViwMOAbVyIy7fjNV2IOwPfxhpDHdyO15QRrQfMQ40SgFT5O4GbUAIwZkoARnY6cC/aBugFh2MjQkt1nJPRmUqbigFdiBthRaAXA/vkRFA6q+QAoJGcCkzOcx9klJQAjCCPCz0c2LJddyzSGany92LT3vbNBWFSQ6nytwFnAO+bSDGgC3ElrMnP3cC78pho6bwB4KZcfFsnp2ETQqcUjqOnKAGYs8Ow/057lw5E5mgq8BrAlw5ERtQqBnzneP6wC3EJ4BRsKXrrVPkH2hibzEbpAUBzcAHwONoGGBMlAHOQKn8rcB6wX/4HIPV1KrZlo2LAejsJuI9xFAPmgtw/AisC26fK/73NscnsrY6dtqnN/n9LXgE6hy62m+4HuqCNzjSs89UmpQOR2ctbNodhZ4I72nFOxi8fHxtzMWA+7jcVmAzslyp/fodClFmrwwCgkZwKvEGFwKOnBGB0/gA8igrMesF07Pd6n8JxyMimYn029h3Dn/kisCfwxVT5ozsSlYxkAFu5ua10ILNxan7WKsAoKQEYhVT5x7HRszu5EBctHY/MXqr87VhnsP21ZVNfeWvtTEbZGdCFuAfwZeAI4OudjU5mo/gAoJHkf/u3oDqAUdMH5OhNAxYE3ls6EJmjqYADNi8ch4zsEKyD2ztG+iYX4mRsZecc4P11vQD1MxfiMsBK1Hf5v+VUYFO1BR8dJQCjdyU2f1rbAPV3AvAfVAxYdydiM+VnWwzoQlwVOB5bdn53jdrPNk3d9/9bTgUWQPVao6IEYJTyXcd0bPTsW0rHI7OXK4JnADu4EJcsHY/M2rBiwG1diMu99OsuxKWw437PAj5V/qEuhyhDBqjJAKA5OA+LU9sAo6AEYGyOAp5BnQF7wTRgXmCv0oHIiA5lFsWAeQn3RGA5YNu8vyvlDAKX130FJlX+CWw2iBKAUVACMAa54cgJwB4uxPkLhyMjSJW/HrgUKzLTmNCaysWAZ2GdAV8BLzacOQLYCNgjVf6ygiE2Xh4A9Dbqv/zfciqwSu4WKSNQAjB204FXA9uVDkTmaCo2H36j0oHIiF5aDPgNYGfg06nyfygWlbSsT80GAM1BazqgjgPOgRKAsTsD+AfaBugFvwP+i4oB6+4EcjGgC/F9QAB+DXyvZFDyolYB4CVFoxi9W7Dx4EoA5kAJwBilyj+HDQh6hwvxdYXDkRGkyv8X69/wHhfiIqXjkVnL+8qHA+8CfondwX1Yx/1qYwC4sYYDgGYp/96cCmymrdqRKQEYn8OBuVC3uV4wFVgI9W+oJRfiAi7EnYB1sHHOL2BDXfZ3Ia6s+o2yhg0A6pXl/5bTgFcCG5cOpM7mKR1AL0qVv92FeDY2IOgbmkNea1dg/RsOwJaVpbB8UdkY2APb618UeBA7tXEOsAGwY/72u12I5wBnA2enyt/V/Ygb7c3Yz6eOEwBHcg7wNLYNcGbhWGpLKwDjNx3rNjelbBgykrwcOBVY14W4VuFwGs2FuLoL8ZvAHdhRrfdiR/3eAfwKWwHYHhsVvCpwIHAx9iF+GHCnC/FWF+KhLsT3zqp3gLRdrzQAmkmq/P+wngA6DjgCrQCM3x+BR7BiwLMLxyIjOwr4Dvaz+kjhWBolt5B9L3a3vzZ2kT8d+CxwYv6gxoX4ZeDKVPlH8x/9e378Oq8YvBnYFNgMWzU4IP+5W7AP+nOB81Ll7+7KX6w5BoB/Y0V1veY04PsuxNdr5WjW5nrhBdXZjJcL8efYRWVZdSmrNxfi0cDWwHK5WYh0iAvxlcAO2EX/7dhK45VYIvbbVPl/v+T7FwYeAr6bKv+5Ubz+3MCa2OrbZKzt62L5y7eRkwHg3FT5f0z4L9RgLsTbgWtS5d9dOpaxciGuBtwIfCBV/pDS8dSRVgAmZjrwIewO5xeFY5GRTQV2A96NXYikjVyI82DDl/bALv6vBO4EvgUcnSp/0wh/fBD7LDpnNO+VT+JcnR8/yAnBW7FkYApWP7B/jqu13dBKCO4c41+tsVyIywIrAj8rHcs43QzchW0DKAGYBSUAE3M18Bfsw0YJQL2dh90dHoASgLbIFfprAXtiSfAywMPA0dh/44tGWSC7GdZie1z7zDkhuCY/fpS3DN7CUELwLnKrYRdiYtiWAZB03HC2enL/vyVV/gUX4qnA7i7E+erexrgEbQFMkAvxI8BPgLelyl9bOBwZgQsxYHekq6bK/710PL3Khfh6YHfsbn917OJ9MnbRPyUPYxrL610BPJ4qP7ndsebXb9UQTMGSgslAa0jUXQxbIQDuUEJgXIg/BD4ALNarF08X4ruwRlObpsqfWzaa+tEKwMQdg3Us2w/4aOFYZGRHAF/HflahcCw9xYW4GLATdtFvXagvwir1jxtvk5j8umsDX5t4lLOWVyH+mh8/zQnB6gytEGzF0NCou12I5zKUENzW4ISgJwYAzcHZWIK6FfbzlGG0AtAGLsTfYkeZlhvr3Y90lwvxBGBD4HWp8s8UDqfWXIjzYUfw9gS2BebHKvOPBI5px4Q+F+J22FHAyany50/09cYZw1zYzIhWQjAFWDp/+R5m3jK4pQkJQS7kfAT4dqr850vHMxG5Z8urU+XXLB1L3WgFoD2mAe/BzjD/tmwoMgdTsT3hbYDjC8dSO/liuCF20X8PsATWp/8Q7MJ/ZZsvgJth89uLTfzLf58b8+OX+b/BqgxtGWyGFZAC/NOF2EoIzgX+3qcJwfrYmOae3P9/iVOB77gQl0+Vv6d0MHWiBKA9zsL2EvdDCUDdnYbd1R2AEoAXuRBXxpb39wBWwi7KJ2AX/TM6uFqyGXBhqvxTHXr9McsX9Jvz41c5IViZodWBKcCu+dv//ZItg5v7JCHotQFAIzkN6wOyJXazJpm2ANokNzL5IrCijhrVmwvxa8DnANfkc+IuxKWAXbC7/Q2wPvxnYxf944c15enk+98HfC5V/ludfK92ygnBGxlaIZgCLJ+/fB8zbxnc2IsJQa6ef12q/BqlY5mo/PP6B3BJqvzOpeOpE60AtM9hWAKwD/CVsqHIHEwHDsZ+Vh0rPqsjF+KC2H7+ntgd0TzAdcBBwG+6vEQ6JT+P6vx/XeQL+i35cWi+wKzEzAlB60JzvwvxfIa2DG6s++yQXCS5ETZOu+cNOw64swtxnlT5Z0vHVBdaAWgjF+IZ2FLhSnX/R950TfpZ5Q/0ydjy/k7AIsC95PP6qfLXFYrrFzmmJfrpQzknBI6Ztwxen7/8ILYy0FoluL5uv38uxLdgSeFeqfJHlo6nHVyI7wZ+D2ySKn9B6XjqQisA7TUNmz+/OXBG4VhkZFOxeo0tsN70fceFuAZ2gd0deC3wX+xD8CisK95zBcMD2/+/oJ8u/vDiCsEd+XEYgAvRMfMpg9a0w/8MWyE4D7iuBgnBYH7uhwLAljOBZ7FVLyUAmRKA9joB62m+H0oA6u4E7G7sAPooAcgT8t6LLfGviQ3fOQ1b4j8pVf7xguG9KMe5KnBo6Vi6IVU+AQnrRYELcQWGmhJNwU4QATzkQryAoYTgLwUStQHgX1gC0xdS5R9xIV6M9QPo6WON7aQtgDZzIf4UeB/WE2BczVGkO1yIPwA+DCyfKn9/6XjGy4X4KoaG72yODd+5HLvT/12q/H0Fw5slF+LuWHxrp8pfUzqe0lyIr2MoGZiMFRmCncVvJQTnAtd2OiHI8xOuSpXfqZPv020uxM8C38SGt/2rdDx1oBWA9puGXVR2B35aOBYZ2TTg49jd8g8KxzImefjO2xkavrMgdsf2DWz4zt8Khjcam2GrZX8pHUgd5NMoR+UHLsTlmTkh2CZ/66N5haBVQ3BNO7dQ8sqMw9qb95tTsQTgneSVmKbTCkAHuBCvAl6RKv+20rHIyPKy4OLA6nU/rpWLy9bBLvrvxbrVPYRVax8FXFz3v0NLHjN7bar8jnP8ZmldmIdvGayav/QYcCFDWwZXTSQhcCHuDBwLbJAqf/kEQq6d/O/nXuC8VPld5/T9TaAVgM6YDvzMhbh2qvzVpYORER2K/bwmUdOip1xA1hq+8ybgaeBP2EX/1Do10RkNF+KK2JjZH5aOpVekyt+LFRj/Bl4c1bsJQysE387f+l8X4oUMrRBcNcYmTgPAE9hkxb6SjwOeBrzLhTh3DYpgi1MC0BnHAN/HxgQrAai344AfY8WAtUkAXIiLY2fJ9wA2zv/3+dhWxe9T5R8qFVsbbJqfzy4aRQ9Llf8ntvLzOwAX4msYSgimYFMvAf7nQryIoYTgyjkM9xkELuvjORmnYv0/1qc/uhxOiLYAOsSFeDSwNVYM+ETpeGT2XIi/xi60y6XKP1Iwjvmx35k9sD3f+bB2tK3hO6lUbO3kQjwSG561TK9sWfQaF+LSWELQ2jJodfR7HLgS+BtDzYxuAW7DbggfBqpU+YO7HO9cwLzYwKlOPhbGjv5+IlX+R135y9WYEoAOcSFujp093T1V/pjS8cjsuRDXw6rmP5gq/6suv/dc2LLrHlhb3sWBf2NLvUcBV/fTRTL/fe/Gzv9rH7ZLXIhLMpQQrIs1wVpq2Le8gLUxXhqrKbgROyb7IPAfbFug0xfndnkeeGqEx79T5X0b369naQugc87Bzv3uj20JSH1diXU+OwDoSgLgQlwFO32wO7Yf/jg2nOgo4Mx+a44zzCrAcmj5v6tS5R8A/pgfALgQF8OOG66CJQQ7YtMfX4PVmiyBTQSck6cZ+YL7FFas+MAovm/Cjz7+t9N2WgHoIBfiF7G5ACulyvdNU41+5EL8MHZss2Pn0vOM9Z2xpHAQu1M5C1viPyFV/rFOvG+duBAPBH4JrJwqf2vpeGSIC/EcYJFU+XXy/54Laxu9BHbMdFYX3Kf7aYWqabQC0FmHA18G9sUGBUl9HQ18D7s4f7hdL5o/RNfNr7sb8Crg78BnsD7897brvXrEZtgWwG2lA5EhLsQFsAFAP2/9f/nC/kh+SB96RekA+lmq/F1Ym9l9XYijWUqTQnJV/e+BPfLEvAlxIS7hQvwIcC1WX7AXtvy6CfCmVPnvNO3in4cSTQHO1l1j7WyA7cOfVzoQ6R6tAHTedOyozhbAnwvHIiObiu3J74Qty4/JsAvcAdh+6vxYfcEHsVG7Tb+TejNWeNZT438bYjJWCKhBOQ2iBKDzTsQqafdHCUDdnQfcil3AR50A5Lat+2BDoFbCjlIdCkxLlb+23UH2sM3ysxKA+pmCdWbs5f4SMkYqAuwCF+KPgA9h58wfKByOjMCFGLAmKqukyt8ywvfNC3gssdsa2047B1tFOF69H17OhXgCsEaq/Bvn9L3SPXn//yHgl6nynygdj3SPVgC6YzrwMWx5+ceFY5GRzcAG6uzDLMaGuhBXxi76+2DHpf6JtWGdrqr22cs1MFOwzotSL+sDC6D9/8ZREWAXpMpfh+0F75+rwqWmcmHeacDercJNF+JCLsQ9XYjnYRX8nwIuA7YDXp8q/zld/OdoLWBRdP6/jrT/31BaAeieadj553WBKwrHIiObjp0IONCFuDq2crModnTts8ARuRe7jF5r///ckkHILE0B/pIq/5/SgUh3KQHont9i08/2QwlAbeUhPMsDTwI/y8+/xxK483R8bdw2A25S4lQvef7EJLrUAVPqRQlAl6TKP+xC/D2wmwvxk6nyj5eOSUzelpmMVf+/G9sPvQ/79/HmVPnbC4bX83LB5MZYYyypF+3/N5hqALprGtZac8fSgQi4EJdzIX4Om4Z2DjaBbzqwDjatbh6s0l8mZj3glej4Xx219v/PLx2IdJ9WALrrfOB2rIr8qMKxNFK+G90a+xl4LAk+D5vZ8IfhKzMuxGuwNs4/LRBqP9k0P59bMgiZpSnAddr/byatAHRRqvzz2B3mFBfiG0rH0yQuxJVdiBVwF3ACdlf6Hey8/5RU+SNnsS0zHXibC3HN7kbbdzbDmsw8WDoQGeJCnA/b/9fyf0NpBaD7jgC+it1ZHlw4lr7mQlwIa+u7P9aD/zkgYlsxp4xibOgxwPexn9X/61yk/Ss3mRkAflE6FnmZ9bApf+cWjkMK0QpAl6XK3421BN5HA4Laz4U4lwtxHRfiL7EmPUdg8+c/C7wuVf5dqfInjWZmeF4WPREbEDRfRwPvXxtiMxF0/r9+puRn7f83lFYAypiGHS17J3BK4Vj6Qj6+tztWyb8mQ8f3pgLnT+D43nRgZ2Bb4A9tCLVpNgOeR01m6mgKtv+vrZmGUgJQxp+AB7CeAEoAxmnY9L39seN78wNXA/8HHJMq/3Ab3uYM4B5sG0AJwNhtClypSYj1kle0BrAEWRpKWwAFpMo/jU2b286FuFTpeHqNC3F5F+LnseN7Z2HV/FOBtVPl10mV/0WbLv6kyj+HzQfYyoW4XDtesylciK/EtgC0/F8/66L9/8bTCkA504CPA3sCPygcS+0Nm753ALAVlryeC3wR+GOHp+8dhtUQ7IkN/pHRGcQ+Y3T+v36m5Gft/zeYxgEX5EK8FHgVNiJVP4hZcCGuii3x78XQ9L3DgMO6OYDHhXgBsBSwmn5Wo5OPXX4CWDxV/n+l45EhLsTTgWVS5d9aOhYpRysAZU0Hfo2147yscCy1kZeOd8Lu9gex43snY8v8p42mgr8DpufHRsDFBd6/F20GXKaLf73k1bQB7PdZGkwJQFmtAUH70/AEIPfjXwe76O+GrYzcAgRs+t6/CoYHNsf+p1gxoBKAOXAhLor9PL9eOhZ5mXWBhdD+f+OpCLCgVPlHsQvLrvmut3FciEu4ED8KXItNSdwLOB7rUb5qqvy3a3DxJ1X+vzT8ZzVGm2CfLyoArJ8p+Vn7/w2nFYDypgN7Y0veRxSOpSvy8b1Nsbv9HbDje1cBHwR+U+MjY9OBfbAjhzPKhlJ7m2G9GC4tHYi8zBTg+lT5+0sHImUpASjvAuBWbBugrxMAF+JrsQvofsCKwMPAocC0VPlriwU2ehdiP6t9UQIwJ5sCF6XKP1U6EBkybP//8MKhSA1oC6CwXFE+HdjYhbhK6XjazYU4nwtxRxdiBO4EvgbcgXXtWy5V/iM9cvFv/awOw4Y5rVQ6nrpyIS6JdWPU8b/6WQcbzXxu4TikBrQCUA9HYMVS+2LnzXueC/FNDB3fWxq4F/gWMD1V/vaSsU3QDCyJ2QfrQSAvNzk/a/+/fqbkZ+3/i/oA1IUL8U9Ydv76QsfcJiwXx+2M7e0PAM9ibY+nAX/u1b/XS7kQTwNWB1bMnQJlGBfiz7HEb4lU+WdKxyND8u/ua1Pl1ygdi5SnFYD6mA5sA2yJnXnvCfn43nrY3f57seN7fwc+DcxIlf93wfA6ZTrwO6zQ7YzCsdTRZsAFuvjXS97/H6TPa41k9JQA1MfJwH3YhbT2CYAL8dXAHtjd/hrAE8CxWLOei/q8W95JwEPYlo0SgGFciMsCb8JWfaRe1kb7/zKMigBrIt8tzQC2cSG+pnQ8s+JCfIULcQsX4m+xPf0fYRf+A4FlU+X3SZW/sM8v/qTKPwkcA+yYxxDLkE3zs/b/62dKfj6vZBBSH1oBqJfpwKewoTPfKxzLi1yIr2Po+J7D7n5/hR3fu65cZEVNx8YO7wr8snAsdbIpdrzzL4XjkJebAtyYKn9f6UCkHpQA1Eiq/E0uxEuA/V2I3y95J53nhW+LLfG/E5gLG737WeCEfBfcZNcA12HbAEoAhmwGnKviyHpxIc6D7f8fWToWqQ8lAPUzDdtHLzJ0xoW4GkPH95YC7gG+gU3f6+Xje22VKv+CC3E68CMX4hqp8teXjqk0F+IKwErAj0vHIi+zNrAw2v+XYZQA1M+x2AfofnQpAXAhLgzsgl34J2HH905i6Pie7uZm7Wjgu9gqwCcLx1IH2v+vryn5Wfv/8iL1AaihfGe5M1ZY998Ovcdc2BjiA7B97IWBm7GL/pF9enyv7VyIfwA2BpZv+rE3F+IM7Bjra/q9ELTXuBBPAVyq/OqlY5H60ApAPU3D7ip3xlrPtk1u09o6vvdm4HHsTPs04GJ9cI/ZdGBHwAMnlA2lnJxQbgaco9+hehm2/3906VikXpQA1NPFwN+wJfkJJwB5+t4W+fW2B+YDLgfeD/wujyWW8fkz8E8sYTuhbChFvRFYHi3/19HbsAZd5xaOQ2pGfQBqaNiAoIHcU39cXIivdyF+Cbgdu1BtgVWsvzVVfoNU+UN18Z+Y3N54BuBdiMuUjqegzfKzBgDVz5T8rP1/mYlWAOprBvBN7M7yM6P9Qy7E+YHtsLv9d2DH987Ir3GCxrN2xGHYf989qFH/hi7bFDsxckvpQORlpgA3p8r/q3QgUi8qAqwxF+KJwAbA6+ZUYOZCfDN20d8TWBK4G1tFOCxVPnU41MZzIV4MLAqs0bQ98Lz//2/gtFT5vUrHI0Py/v+DwG9S5Q8sHY/Ui1YA6m0adje/NXDiS7+Yj++9Byvo2xB4Jn/fNOAMHd/rqunAodjJissKx9Jtb8Z6Rmj5v37WAhZB+/8yC0oA6u0U4F9YT4AT4cW7rQ2xu/1dseEeN2Hn0I9Mlb+/TKiNdyzwE2zLpmkJgM7/19eU/Kz9f3kZbQHUnAvx29jFfU2sJe/+2Cz6/2HH96YClzZt2bmOXIhHYKcslk2Vf7xwOF3jQjweKyx9Q+lYZGYuxJOBN6bKj7uYWPqXVgBqzIU4N1ZUNTc2XGVu4FLgfdjxvccKhicvdxjWQnkHGnLmOv+OTgb+WDoWmVn+2WwM/LZ0LFJPSgBqyIW4CjZ9b29gOeBJ7I5/cqr8DQVDk5GdD9yBbQM0IgHAVqYWR8v/dbQW2v+XEagPQE24EF/lQtzPhXgh1gToM9jEuXdjWwCvBhYoGKLMQar881gB5uYuxLVLx9Mlk/Oz9pjrZ0p+1s9GZkkrAAXlgr6NsSK/nYGFGLr4H5kq/8/8fYsDP8SO+F1VJloZpZ8BHwe+hdVs9LtNgNtS5e8pHYi8zBTg76ny95YOROpJKwAFuBBf50I8GNvfPw/rJX8MNolvtVT577Qu/gCp8g8BJwPvzed6paZS5R/BGji9w4W4eel4OmlYAnt+6VhkZsP2/3X3L7Oli0mXuBAXwCrE9wXejnXoOxf4CvDHVPn/zeElZmCJwjuw44FSX78A/h9QuRDX7+MTGqthW1MXlA5EXmZNrDHVuYXjkBpTAtBB+Q5pbWyJfzdgMeAu4OvA4anyt4/h5U7FOnrthRKAWkuVf9KF+AXgcGAn4LiyEXXMJvlZKwD1MyU/awVAZktbAB3gQlzKhfhx7OjeldjZ/VOxO/8VU+W/OMaLP6nyT2Pn/t/lQly03TFL2x0FXA98w4U4b+lgOmQT4F5s2JTUy2TgFtVmyEi0AtAmeW9+K2yJf1vsv+0VwAeB36bKP9yGt5kBfAg7GTC9Da8nHZIq/5wL8XPASVgC+KvCIbVVXt3aBDi/j7c4elLe/98E+H3pWKTelABMkAtxNeyivyewDHA/1hL2sFT569v8dpdjhYN7oQSgF5wMXAh8yYV45CjqPHqJA5ZHy/919FZsu/HcsmFI3WkLYBxciIu6EN/vQrwEuBH4BHZx3h5YPlX+kx24+JPvtI4EJrsQV2j360t75Z/XZ7DE8GOFw2m31v6/CgDrZ0p+1v6/jEgrAKPkQnwFtq+2H7YEvyB28f8UcFSq/L+7FMpRwFeB3bHjZlJjqfIXuxBPAj7jQvx1qvyDpWNqk02A/2D/BqReJgO3psrfXToQqTetAMyBC3EFF+KXgNuwdqfbYXvxG2Cz37/fxYs/qfJ3YHdde+V9WKm/zwEL5+d+sQlwQe5+KDWRb1Q2QXf/MgpaAZgFF+KC2Jn7fYHNsDP7ZwGfB45PlX+iYHhg2wCHAOtihYZSY6nyN+RJgR92IZ6UKt/TH84uxGWBNwK/LB2LvMxbsdkM5xaOQ3qAEoAs302vhy3x74o10UjAl4EjUuXvLBbcyx0H/BQrPFQC0BsewwY6neNCPBH4bqr8xYVjGq+N87P2/+tnSn7u6SRTumOuF15o9gkeF+JrsAvpvsDqwBPAH7Aq+/PqusTpQjwW2BRYLlX+mdLxyOy5ED+IdQc8Gjsz/3/AEsAlwHeBk1LlnysX4di4EH+GTatcLFX+2cLhyDAuxOOBt6TKv7F0LFJ/jVwByI1ZPHbR98DcwKXA+4Fjcz/3ujsSGyC0JfCnwrHIbLgQdwB+jh0J3CdV/lkX4rex371PAH8EbnEhfh+YUYPtpdHYBLhIF/96GVaofHzpWKQ3NCoBcCGugX3w7gEsDfwL+D7WlvemkrGNw2nAA9jqhRKAGnIhDgK/wY6I7tq6YOZ+AD9zIf4KqzU5CGsU9DUX4k+BX9T1tIALcQngLVhXSqmXt6D9fxmDvt8CcCEuBrwXu/CvBzyLdWc7DDitl+9iXIg/wVYtlmlTp0FpExfi6sBFwH3AQKr8AyN871zYndtBwNbYNtR04AdjbRndaS7EbbF/P5NT5dUEqEZciB8DfgSskCp/V+FwpAf05QpAXgrbHLvo7wAsAPwVm9N+dKr8/QXDa6cjgY9gWwGHFo5FMhfi8tgKzZPAliNd/OHFhkHnAue6EN+M9ZZ4P/BBF+IfsILBuhR7bgI8ja1qSL1MBm7XxV9Gq68SABfiSlhx0t7A64GHgWnY3f7Vfdiz/Ergb9g2gBKAGsgrTqdhrVgn574No5YqfwOwrwvxYOCjwIHAzi7EW7Gq+9bjtkK/z5sAl6XKP1ngvWU2hu3/n1g6FukdPb8F4EJ8JdaZb1/sCMwLwOnYRf/Efv+gygNnvgGsNNaLjbSXC3EB7OI/Cdg6Vf7MNrzmItjsh7cDg9jpAYB/MpQMnA9c3+kTKy7EhbGkukqVP7iT7yVj40J8KzZ9dO9U+Rml45He0JMrAHnPdEPszP57gFdhnfoOxiqp/1EwvG47GksA9gC+VjiWxsp3YDOwu7Dd23HxB0iVfxT4GVY0+ApgNewufOP8vEv+1oddiBcxlBBclUdIt9NG2IkZ7f3Xz5T8rPP/Mmo9tQKQO5Dthd3trwo8DhyL3e1f0IdL/KPiQjwXWA5Ytan/DUrKCemPsCX7g1Llv9fF93VYMtB6rJq//ARwGUMJwaWp8v+d4Pt9FeuGuViq/GMTeS1pr1wr8rZU+ZVKxyK9o/YrAC7E+YBtsYv+ltgdyIXAd4Dj9EEE2J3nNGB97ENfuusg7OL/I+xYaVfkZO+O/JgBLza2GmQoIfg88AXgORfi1QwlBBeO46jhJlgtjf7N1ciw/X8dB5YxqW0C4EJcE7vo7w4sCdyLXfQPT5X/e8nYauj3WLOZvVAC0FUuxD2Bb2Pn4j9ZegUmD6b6Q360aggmMZQQfBhrQIQL8UYsGbgAW0Gb7daZC3F+bNvt552MX8blzcCr0fl/GaNabQHk41O7YPvZa2PHjU7ElvhP76V2qd3mQvwtVii2bAf2fmUWXIjvACJ2Ad0qVf6pwiHNUS5UXI+hhGAAq6EBuJNhCQHwt1ZCk5saXQBsnyqvSvMacSF+GJsNsmKqfCocjvSQ4isALsSlgJ2wATwbY5P3rsaWVI+pa0e0GpqBFURuhY4CdZwLcW3sLvtGYIdeuPgD5FMxrQs8LsR5sAlyraLCLbFjpQD3uxBb39vqLX9hVwOW0ZgCJF38ZayKrAC4EBfFWqDuijXsmRu4CWub+jst8Y9d/iC/B9vbfXfpePpZ7jdxCdboZ6NU+XsLh9Q2ubBwFWYuLFwRO177FEMrBBdi/QB6YXZB38r7//8GYqr8PoXDkR5TKgEYwD5Abgd+mx/Xl94/7XUuxB8BH8RaAz9UOJy+lFesLsbO4w/24AyJMXMhvh5L0O8AngfWwFbqngGuYighuEgrdt2V55v8Fdg3Vf7wwuFIjym1BXAJtg95lS76bXUk8DGsjuLXhWPpO7npVAReC2zehIt/tjiwEPCtVPmjXYiLM3Nh4f/DTkK0CgtbCcEFqfJ3Fom4OSbn53NLBiG9qUgCkDuWXVnivfvc1die9J4oAWirPEL6WGAdbM//4sIhddNgfr4QIK8uxfzAhbggltC3jh++F/hA/to/8p9rJQU3dLpjYcNMAe7U/r+MR61OAcjEuRAD8C3gjanyt5WOpx/kffGpWOfJD6TKH1I4pK7KJ0wGgNePZsXOhTg3Npp2eD+CZfOXH8amJLYSgit7pYCybvLv5X3AKanye5eOR3pP8VMA0nZHA9/EjlJ+pXAs/eKr2MX/qw28+M+FXchH3WkzH9e9Nj9+ll9jRSwRaCUFPn/7Uy7EyxlKCC5OlX+knX+HPrY61iPl3MJxSI/SCkAfciGeBawArKwai4lxIR4I/BJbAXh/0/57uhAdVvz3kVT5n7XxdZfCkoFWQrA2dhroBeA6Zq4j6JtTFu3kQvwQ1phJg8BkXLQC0J+OxJonbYRVrMs4uBB3wD5gTwY+2LSLf9ba/7+gnS+aKn8/cHx+tAosN2QoIdgP61qIC/EOhiUEDGtQ1HBTgLuAVDYM6VVKAPrTH4BfYMWASgDGIXe++w1wBbBrqvyzhUMqZRB4BLi+k2+SKv8/4Kz8aBVdrsVQQrAV1uoa4AEX4oUMJQTXpMo/08n46iZvq0wBTlMyJOOlLYA+5UI8GvvQXFZFVmPjQlwdK1S7DxhIlX+gcEjFuBCvB+5Kld+6cBytBkWthGAQeEP+8uPApQwlBBOefFh3+Xf0BmD/VPnppeOR3qQVgP51JLAbVmz1x8Kx9AwX4muB07Auf1s2/OK/BDZo5pjSseS73L/lxzQAF+Jy2OmEVkJwMPAKbPLhNQw7fpgqf1+JuDtI5/9lwpQA9K8zsRahe6IEYFRciIsBpwKLAZNVWMWk/FzL/v+5OPC4/Gi1GN+QoYTgQKxJES7EvzNzP4LbenzpfApwN1agKTIu2gLoYy7E7wMfwbYB1KJ1BHlK3mnYRW/rVPkzC4dUnAuxwkYHL9qLPf/zCOO1GUoIBrGuhgD/YubCwut6Zdpo3g75FzYhdc85fb/I7GgFoL8diX2AvwcrCpRZyANVZmDLqrvr4v+iQaxRT89d/AFy7csl+fGd/HNejaHmRIPAzvnbH3MhXsxQQnB5jf/ebwKWRsv/MkFKAPrbX7Dq7T1RAjBL+W7qh9iF4KBU+eL73XWQV0TWA35cOpZ2yS2Ib8iPX8GLg46GFxZ+LX/7My7EKxlKCC5Klf9P14OeNe3/S1soAehjqfIvuBBnYHc/K6fK31I6pho6CPgo8CPg+2VDqZV1gfmo6f5/u6TK34UVOR4DLxY+tgYdDTLzoKMbmLmwsNSgoynY6O/bC72/9AklAP3vGODbWGvgLxWOpVZciHti/21+B3yyx4vC2m3j/NyoPhL5Lv/k/Bg+6KiVEBQddDTs/P+Z+n2ViVIRYAO4EM/Azky/QR8axoX4Dmya3QXAVuqVMDMXYgRWTJVfvXQsdTJs0NHwuQatQUcPYf0jWknBVe3+vXIhrgrcDLwvVX5qO19bmkcrAM1wJHAEdma6r5d0R8OFuDbWLfFGbLSvLv7D5GK5AWz8sQzzkkFHP53NoKNt8rc/mQcdtRKCS9ow6GhKfj53gq8jogSgIf6IDbTZk4YnAC7ElbCz/v/B7vw1ee7l3gwsSsN/V0Yjr6jdnh9HwCwHHX0G+BzwvAvxOmauIxjroKMpwL2ARn3LhGkLoCFyMeAOwFqp8o388MgfzBcDr8Za/N5UOKRaciF+EDs18oZUeRWaTdAsBh1tBCyUv3w7M9cRzHbQUV5tuBc4O1V+907HLf1PKwDN8UVgW+BYF+JAqvyTpQPqpvwhHIHXApvr4j+iQeCfqMtcW4xz0FErIRg+6GhlYBm0/C9tohWABnEhvgs4AfhFqvz/FQ6na/IH7gnAlsCOqfInlo2o3lyIdwKXpcrvUjqWJpjFoKONgZXyl4cPOloEO5a4io70SjsoAWiY3B74E9iI29+VjqfT8ofrVGy+/IGp8r8uHFKt5cY4dwIfS5X/Sel4mmoWg47WxAYdXQpM0mkeaQdtATRPwPYgD3UhXt2AO4mvYhf/r+niPyoD+VkFgAXNYtDRIsAtwD908Zd2eUXpAKS78n7ie4BngONyo5O+5EI8EBsROw01QRqtQeAx4LrSgchMFsH6/19UOhDpH0oAGihV/h/YkcA1sRa4fceFuD3wc6yj24G6axq1Qey8+rOlA5GZtEYzN6ozo3SWEoCGSpU/BWuD+34XYl8dKXIhDgC/Aa7Aah10MRsFF+JiWJc7Lf/XzyTgCawBkUhbKAFotoOxD/tfuxDfVDqYdnAhrg78CbgL2CYfwZLR2QiYCyUAdTSAjSh+Zo7fKTJKSgAaLN8Z74rdWRznQlxoDn+k1lyIywOnAU8BW6bKP1A4pF4zCDwLXF46EBmSe1i8De3/S5spAWi4VPl7gN2x9q8/cCHOXzikccnL16cCiwFbp8qric3YDQJXa9WkdtYD5kb7/9JmSgAEYHVs6fcDwNkuxNcUjmdMctJyPPAmrNHPNYVD6jn5v+H6aPm/jloFgJcUjUL6jhKAhnMhvhv4ATYwaFdsqfFyF+KaRQMbpTy5bgY2JGWfVPkzy0bUs9YGFkAJQB0NADelyv+ndCDSX5QANJgLcRJwFNZdbI/cGXBj8nKjC3GHkvHNSe7y9wNgF+CgVPljCofUyzbOz9pnrpGc4G6Efi7SAUoAGsqFuApwEnA3sF2q/BMAqfJXYXuOfwX+6EI8OF9o6+hTwMewXgbfLxtKzxsE/p4qf1/pQGQmbwIWR/v/0gFKABrIhbg0VjD3ArDVS6vlU+X/iS2pHwV8DTimbh0DXYh7AN8Bfgd8Uo1+xi/fZQ6g5f86au3/awVA2k4JQMPko35/ApbFzsnfOqvvy+OC98JmB7wHOD8fsyvOhfh24DDgHGDvVPnnC4fU694ELIESgDoaAB7A5gCItJUSgAZxIc4NHIMt8e+WKn/ZSN+fKv9Cqvy3gXdhF4krXIjrdz7S2XMhro0VLN4I7JAq/1TJePrEYH5WAlA/k4CLtcIlnaAEoCHyPv6PsIv5x1LlTxjtn02V/xNWiPQUthKwWydinBMX4krAKcB/sK2LR0rE0YcGgfuAWa4GSRkuxKWAVdD+v3SIEoDm+DjwYeAHqfI/HesfTpW/HjsnfhlwtAvxG3nvuCvyh+FpwHxYl797u/XeDTAIXKi7zNrZKD9r/186QglAA7gQd8aq5H8PHDTe10mVvx94OzAV+Bx2SuBVbQlyBLkV6snA67C6hZs6/Z5Nkes6VkTL/3U0CRvbfVXpQKQ/KQHocy7EQeBI7C5iz4kWzKXKPw28Hzt+ty1wkQvRTTTO2XEhzoNV+q+LTfbTcmh7DeRnJQD1MwBc1TqiK9JuSgD6mAtxVeBE4E7gXbmyf8JyceBPgK2A12PFgRvP4Y+NWa5b+DXggQ+lyp/Y7vcQBoH/AWqfXCMuxPmwYl0lvNIxSgD6VO7nfyrwHFYw92C73yNV/nRgA6wo7ywX4v5tfouvAPsBX0uV/3WbX1vMIHBpngwp9bE2MD/a/5cOUgLQh/Ke+Z+AZbA989s79V6p8n8DNgTOBaa6EH+Ql+0nxIX4AeALwDTgSxN9PXk5F+IiwJpo+b+OWg2AtAIgHaMEoM/ks/6/AdbB9sw7Pts9Vf4hYGvgJ9hpg5PzeN5xcSFuD/wCiMCBqk7vmA2xzwAlAPUzANyeKv+v0oFI/1IC0EfynvlPsOK8j6bKn9St906VfzZV/mPYSOHNgUtdiCuP9XVciANYAnMl8B4tTXfUILZFNGJDKOmu/O94Err7lw5TAtBfPgV8CPhuqvzPSwSQKn8IsAWwJHCZC3GL0f5ZF+Jq2NbFP7Cti/91JkrJBoFrU+UfKx2IzGRFbPtO+//SUUoA+oQL8T3YcJxjsf79xaTKn4dVMN8LnOZC/L85TRR0IS6HNfp5Gnhn7jkgHeJCnBfbAtDyf/1o/1+6QglAH8hH8GYAF1CT4Tip8ndgH2SnAD8DfpkvOi/jQlwUO7GwBHZi4Y6uBdpcawMLogSgjgaAR4EbSgci/U0JQI/Ly+YnAncA27frrH87pMo/CuwAVFhtwOkuxFcP/x4X4vzACcDqwI6p8jqP3h2tAUBaZq6fSdjRzOdKByL9TQlAD3MhLoPdYT+D3Tn/p3BIL5Mq/1yq/GeBPbHe5pe7EN8ML86hnwFMAfZJlT+jWKDNMwjclir/z9KByJC8GvYWlJhJFygB6FHD+uMvDfi6L5unyh+FXehfCVziQvTYfIJdgE+nyh9dMLxGyfUYg2j5v442AOZC+//SBUoAelButPNb4G3YUbkrC4c0Kqnyl2LFgbdg1f7/D/gx8L2CYTXRKtgpDSUA9TMAPI+OZkoXKAHoMfnu7afANsD/pcqfXDikMUmV/wewMdboB+wc+ognBKTtWvv/SgDqZxJwnY5mSjcoAeg9nwYOBL6dKv+r0sGMR6r848BHsdMBnwBm5OEn0h2DwIPA30oHIkPyyt6GaP9fukQJQA9xIb4Xq6j/DfC5wuFMSD6q+FHg88DuwJ9ciAuXjaoxBoEL1WK5dtYAFkb7/9IlSgB6hAtxMnA4cB6wbx3O+k9UHiv8TeAArHvg2S7EpQqH1dfyyZE3ouX/OhrIz1oBkK5QAtADXIirY2flbwN2SJV/qmxE7ZUqPw3rF/AW4CIX4gqFQ+pnrYuMEoD6mYR1z7yrdCDSDEoAas6FuCx21v9JYOs8ea/v5MFFWwBLARe4EFcpHFK/GgSeAK4uHYi8zABwkbZmpFuUANRY3hM/GTuytU2qfCobUWelyl8EbAosAJzvQnxr4ZD60SBwWar806UDkSEuxOWBFdD+v3SREoCayhXBvwPWAnZJlb+qbETdkSp/LbAJ8Cxwrgtx/bIR9Y+cUL4NLf/XUWsAkPb/pWuUANRQPuv/C2Br4IOp8qcUDqmrUuVvxnoFPASclQsgZeI2AOZGCUAdTcK2Zq4tHIc0iBKAegrA+4BvpsofUjqYEnJr442xgqjTXIhbFQ6pHwxiXeYuKR2IvMwAcHmq/DOlA5HmUAJQMy7E3YFvAscABxcOp6hU+XuBycBNwIkuxHcXDqnXDWJd5h4tHYgMcSEuhG3NaP9fukoJQI24EDcFDgPOBfZTNTCkyj8AbAZcARzrQty7cEg9KdeUbISW/+toPWAetP8vXaYEoCbyiNzjsUE5fXfWfyJS5R8G3gGcAxzuQvxQ2Yh60lrYJEYlAPXTKgDU1ox0lRKAGnAhLgecCjwObJUveDJMqvz/sAFIJwE/dyF+pnBIvaY1AEh3mfUzANyUKv+f0oFIsygBKMyF+CogAksAPlVeXcBmI1X+SWAnbBZC5UL8Rj4xIXM2CKRU+btLByJDXIivwLZmtP8vXacEoCAX4rzAcVgL3J1S5a8pHFLt5SrpPYFDsYFIP8ofojIbOUkaRMv/dbQqlvxrZUa6Th+chQw76/9O4MBU+dMKh9QzUuWfAz4A/ACbKHioC3HuslHV2huA16AEoI5a+/9aAZCuUwJQzuexKXhfT5WfWjqYXpNPSHwK+AqwH3CMC3G+slHVVmv/XwlA/QwADwJ/Lx2INI8SgAJciHsBXwOOBL5YOJyelccJfxlLBHYB/uhCXLBsVLU0iHVVvKl0IPIyk4CLdeRXSlAC0GUuxM2BacDZwAH6hz9xqfLfBw7EWifH3PNehgxiU+aeLx2IDHEhLonVAGj/X4pQAtBFLsS3AH8EbgZ21ES29kmV/zWwFzZI6AwX4uKFQ6oFF+JS2EVGy//1s1F+1v6/FKEEoEvyuM9TgP8CW6fKP1I4pL6TKn8UsDOwNnC2C3HpwiHVwUB+VgJQPwPAM8CVpQORZlIC0AUuxEWws/6LYhf/fxQOqW+lyh8PbIvd9Z7nQnxt4ZBKGwSeQheZOpoEXJ0q/0TpQKSZlAB02LCz/mtgZ/3/UjikvpcqfzrWOng54AIX4kqFQyppEJsyp9bSNZJPrKyH9v+lICUAHZTP+v8auxi9P1+YpAtS5S/Ehgi9CrjQhbh64ZC6Lk+ZWwct/9fR24AF0P6/FKQEoLO+AOwLfDVVfnrpYJomVf4qbJzwXMD5LsT1CofUbetjU+aUANRPqzZDCYAUowSgQ/LY2q8ARwBfLhtNo90InA4sjNUE7Fw4nm4aBF5AU+bqaBJwR6r8P0sHIs2lBKADXIhvB6YCZ2JL/zrrX87nsOOB04FrgGNdiF9oyBChjYHrU+UfKh2IDMm/ewNo/18KUwLQZi7EtwJ/wLqu7aSz/uW4EN8HfB04CvgwVhNwJPBVrHVw33YNdCHOg91lavm/fhywDFr+l8KUALRRPnJ2CvAoOutflAtxB+BXwKnAfqnyz+dK+L2BzwK7Aue4EJcpGGYnvQXb9lACUD+t/X+tAEhRSgDaxIW4KHbxXwS7+GvueiEuxMnAb4DLgZ3zCGHgxfkBFbAjdpG83IW4VpFAO0sDgOprEnaTcEPpQKTZlAC0QT7T+3tgNeDdqfLXFQ6psVyIawInAbcD26TK/29W35cbBg1iJwQuciHu12edAweBf6TK31U6EHmZAeDSPNZapJh5SgfQ63JBzyHAFsC+qfJnFA6psXLDn9Owu6t3pso/ONL3p8pf40JcHzgeG9CEC/FWbGn2ImyP9qZeG6KTfycHgfNKxyIzy11BWzNBRIpSAjBxX8L2lb+UKn944VgaK9+9/xmYD9h8tO2WU+X/6UIcxM7MD+TH1tjPFOAhF+IlWDJwEdZV7/F2x99mDuuCqOX/+tmQvOpUOhARJQAT4ELcD0sADgO+Vjicxsp3VacCy2MX/xvH8udT5Z/FLvAXA9/Nd9BvZCghmIQlBQDPuhCvZdgqQar8Pe34e7SR9v/raxLwPHBZ6UBElACMQ+7vfxDW6Od04AM661+GC3F+bAl/TWC7VPkJN73JP8tb8uPw/D5LYONbJ2FJwfuBj+Wv3cnM2wZ/Lby/Owg8gorM6mgAuC5V/rHSgYjM9cILum6NhQtxXWy/+K3YkJ8DUuUfLRtVM7kQ58aq/XcG9kqVP7KL7z0vsBZDqwQDwLL5y48BlzK0bXBpNz/wXYg3AHemym89x2+Wrsm/rw8DM1Ll/69wOCJaARitPFjlq8DHgX8B26fKn1g2qubKy/Q/wS7+n+rmxR8gHy28Ij9+lONZgaEtgwHgi9h+7/MuxL8y8yrBnZ1YNXIhvhpYHTi63a8tE9bqzaD9f6kFJQCj4ELcDDgUWAmb7vcZNfkp7gvAh4Dvpsp/v3Qw+WKe8uNoeLE2YUOGEoK9sJgB7nUhtpKBi4Brh/crmIBJ+fmCNryWtFfrZ6MOgFILSgBmw4X4Cuwf7PuwD+5bgCmp8jpaVZgL8UCGBi19pnA4s5W3hk7Pj1Z73jWYubiwNZzoCRfi5QytElwyzh7+g8DT2MqE1MsAcC9wZ+lAREA1ADMZdtHfGdgJO0r1FPBDbKTvEwXDE8CF+G6s9uIUYIc23TUX40Jcnpm3Dd4GzJ2/fCMzbxvcOqdtg7yqQKr8wEjfJ93nQrwDuDJVvkkTKaXGlAAALsSlgIOZ+aJ/KnAscLIqduvBhbgp1ujnSuDtPXAef8xciK8E1mNolWAjYLH85fsYOq54EXBVnm/Q+rMLYtX/P0yVr+3KSBO5EJcD7gE+nir/o8LhiADaAmh5HNgDOB9d9GvJhfg24ERsK2bbfrz4A+TWxefmR2tVajVmXiXYPn/70y7EKxlaJXgOmBed/68j7f9L7WgFIHMhzqfRvfXkQnwDdoF7GpjU9EFLLsTXYBeUVkKwDtYBEey/0bFY3cH5qfLab64BF+IPgQ8Ai/b6tpX0DyUAUmt5XO9FwKLAYKr8zYVDqh0X4gJYEjAV60XwPLB4/vJd2MpW6/F3Na3qPhfiZcCTqfKTS8ci0qIEQGorj1g+F1gF2CxVXu1TZyNvFTyIFUgeiJ022GTY4zX5W/+NHRE8D0sIru+1YUe9JvcQeQQ7svq50vGItKgGQGop39WegF3IttHFf45Wx4oFL8oX9Ovy42e5SdHKWCIwOT/vlP/cQy7ECxlKCK7JsxGkfdbFPmu1/y+1ogRAaie3TD0amALskSr/57IR9YTZDgDKS/5/z4+pAC7EFZh5hWDb/O3/dSFejCUD5wFXDD9pIOPSOpI54TkVIu2kBEBqJd+t/hzYETsypZa2ozOALe/fPppvzsWBR+YHLsRlgY0ZSgi+nr/1KRfipQwlBJfmkwoyepOAm1PlHywdiMhwqgGQWnEhfgXroV+lyn+2dDy9woV4O3B1qvxOc/zm0b3eq7FVhVZCsDbwCuBZrA9Dq6jwQrXFnr1cm3E/cHyq/AGl4xEZTisAUhsuxA9hF//pgIqlRinfvb8W+Gm7XjPfrZ6YH625BpMYSgg+DnwaeMGFeC1DCcEFqfL3tyuOPrAKsATa/5caUgIgteBC3AX4GXbB+YCOqo3JIHb07/xOvUGea3BafrS6Dm7IUELwfuBj+Ws3MuzoYar8PZ2Kqwe09v81AVBqRwmAFOdC3Bw4Citge6+q0MdsEOsCeF233jDPxTgnP3Ahzof1ImidMtgdO46IC/E2Zu5FcEeDErxJ2PHMv5cOROSlVAMgRbkQ18HO+t8BbJIq/3DRgHpQbgf8aKr8ZqVjacmTD9/KUEKwMfDq/OV7GDp2eD5WINeXH0QuxJux5kvblY5F5KWUAEgxLsSVsaXR/wEDqfL3Fg6p57gQFwYeBr6VKv+FwuHM1rCZBsN7ESybv3w/Mzcn+muq/HMl4mwnF+KS2N/ts6nyVel4RF5KWwBSRC5cOx2YC3inLv7jtgE2PrjWe8y5OdEN+fHLfNzzDcycEOyYv/2RlzQnurpH++dvlJ9r/bOR5lICIF3nQlwMKyZbEtg0VV77o+M3ALxAjzWZyUv+t+bHdAAX4usZ6kUwGfD52x9/SXOiy1Pln+x60GM3CXgGOzYpUjvaApCuytXjp2F3R1unyp9ZOKSe5kI8HXhNqvyapWNptzz1cHhzordiK0ZPA5cxlBBckir/31Jxzo4L8Txg/lT5DUvHIjIrSgCka3Jh2HHAu7Bq/98VDqmn5f+eDwEzUuX/r3Q8neZCXAJb8WglBOtg2x/PAVcxc3Oih0rFCS+eingE+GWq/CdKxiIyO9oCkK7Ie76/BLYHPqKLf1u8BViYhuwxp8r/B/hTfuBCfBW2ktRKCD4KfAprTnQdMzcn+neXw10LWICG/GykNykBkG75GnAA8PVU+Z+VDqZPNLrJTKr8Y1gh6enw4gTJDRhKCPYHPpK/djMzNyf6R4fDa/1s1AFQaksJgHScC/EjwOeBQ7BWv9IeA8DdwF2lA6mDXBh4Xn7gQpwX2yZoJQTvwToW4kK8g5mbE93W5l4Ek7CGR/9s42uKtJVqAKSjXIi7AscAJwA798P57rpwIf4DuChVftfSsfSCPGb6LQwdO9wEO4kCcC8zJwQ35aOL43mfubBmR2enyu8x0bhFOkUrANIxLsS3AzOwD9TddPFvn3xk7rVY+2QZhfz7d21+/DhfqN/EUEIwGWglUw+6EIcnBH8Zw+/vCliTo0ZuzUjvUAIgHeFCXA84HrgReFePnNvuJYP5WReZccpL/jflx69yQrAiMzcn2iF/+6MuxIuYuTnRU7N5ae3/S09QAiBt50JcFTgFuA/YSvPiO2IA+C/w19KB9IucENyeH4cDuBBfi/UiaCUEW+Vvf9qFeBVwKdaE6ZJU+bvz1yYBjwHXdy14kXFQDYC0lQtxOezOZ0Gsv/+thUPqSy7Ea4H7UuXfUTqWJnEhLo2tvmyEjUNeFzvuB7bvf0n+2j+BLVPlHywRp8hoKAGQtnEhLo4tj64ATEmVv7pwSH3Jhbgo1gDoK6nyXykdT5Plhj9rYsnARtjd/5LAK/O33IONaf5rfr4O+Fuq/NPdj1ZkZkoApC1yi9/TgfWxZf+zC4fUt1yI78TaKW+RKn9W6XhkiAvRAycDnwGex9oXvxVYHZg3f9szwM0MJQStBOHeXhiLnGsl2vGgTa/TD+95aYmBaKoBkAnLLWl/h+1L76KLf8cNYu1vLysdiLzMZOwC/7NU+cdb/2fuSbAKQwnBW7Gagt2H/dn/uBBbWwZ1vEi1vk/ab0esaLqrlADIhOS7gV8D2wIfSpX/feGQmmAAO5ZWuwE4wmRsWuHjw//PPM64NQ75N63/P2+bvQVLCN4CLIJNd2w9eMn/7vSj2++nv6M9EgUoAZCJ+iawH7Yf/cvSwfS7fCe5ATC1dCwyszybYB2gGu2fyUOLWr0GRLrqFaUDkN7lQvx/QAB+BagYrTvWAhZC5//raBI2nfC80oGIjIYSABkXF+LuwA+B3wMf7oXipT7R6AFANTcZeBY1AJIeoQRAxsyFuCXWKOUcYA+1+O2qQSClyt9TOhB5mcnAlany/ysdiMhoKAGQMXEhbgD8ATu2tP0I7VClzXLB5QC6+68dF+IrsSOwWv6XnqEEQEbNhfgmIGJdzrZKlX+0cEhNsyKwDBoAVEcbYUXVSgCkZygBkFHJPdFPx/Y435Eq/+/CITWRBgDV12Ss8Y9+NtIzdAxQ5siFuATwZ2BRYHKq/O2FQ2qqAeAR7Cy51MtkbEKgVsWkZ2gFQEbkQlwI+BPwBmys77VlI2q0QeDiVPnnSwciQ3Ib7A2AcwuHIjImSgBktnLTmWOxQSe7pcqfWzai5sqrMKujJeY62gCYD+3/S4/RFoDMUq44PxTwwAdS5f9YOKSm2yg/qwCwfiZj7Vz1s5GeohUAmZ1vA3sDX0yVP6R0MMIgVoB5RelA5GUmA9emyj9cOhCRsVACIC/jQvwkcBDwc+DrhcMRM4AVmT0+x++UrnEhzo+tzmj5X3qOEgCZiQtxL+B72N7/x9Tit7x8kVkfLTHX0frAAigBkB6kBEBe5ELcGpgOnAXspRa/tbE2MD8qAKyjyfn5gqJRiIyDEgABwIW4ETbY51pgB7X4rRUNAKqvycBfU+UfLB2IyFgpARBciG/GWvzeDWydKv9Y4ZBkZoPAreq+WC/5mOwkdP5fepQSgIZzIa4MnAk8CbwzVf6+wiHJMBoAVGvrAguh/X/pUeoD0GAuxBWw/f55sBa/dxQOSV5uFWBJVABYR639//OLRiEyTkoAGsqFuDxwNvAqYNNU+RsLhySzpv3/+poM3Jgqf3/pQETGQ1sADeRCXBpb9l8KW/a/tmxEMoIB4EHg5tKByBAX4jxYbYaW/6VnaQWgYXJP+TOAFbCL/+WFQ5KRtQYAqR9DvawNLIwSAOlhWgFoEBfiothY31WB7VLldXa5xlyIS2E1AFr+r5/W/r8SAOlZWgFoCBfiK7Gjfmth5/zPLBuRjEJr/18FgPUzGfh7qvy/SgciMl5aAWiAPK/8JKxn+W6p8icXDklGZwB4GriqdCAyxIU4N7AxOv8vPU4rAM3wWWBTYO9U+eNKByOjNgBckSr/ZOlAZCZrAoug5X/pcVoBaIZvAdumyh9ZOhAZnbxqsy7a/68j7f9LX9AKQAOkyj+B7f9L71gXmBclAHU0GbgtVf6e0oGITIRWAETqaTA/X1w0CpmJC/EV2P6/7v6l5ykBEKmnAeDmVPkHSgciM1kDWAIlANIHlACI1Ey+y5yEjv/V0ZT8rARAep4SAJH6WQ1YHO3/19Fk4M5U+TtLByIyUUoAROpHA4BqKI9m3gSd/5c+oQRApH4GgfuAW0sHIjNZHRvNrOV/6QtKAETqZwC4SAOAakfn/6WvKAEQqREX4rLASqgAsI4mA3cDd5QORKQdlACI1Iv2/2so7/9PBs7Tyoz0CyUAIvUyADwJXFM6EJnJKsBr0PK/9BElACL1Mghclir/dOlAZCba/5e+owRApCZciK8E3oaW/+toCvAv4JbCcYi0jRIAkfpYH5gbFQDWyrD9/3O1/y/9RAmASH0MAi8Al5QORGbyBmA5tPwvfUYJgEh9DAA3pMo/XDoQmYn2/6UvKQEQqQEX4txoAFBdTcY6M95cOhCRdlICIFIPawCvQgWAdTQZOF/7/9JvlACI1EOrAZBWAGrEheiA16Plf+lDSgBE6mEQuBfQmNl60f6/9C0lACL1oAFA9TQZ+A9wQ+lARNpNCYBIYS7E12HLzFr+r58pWP//50sHItJuSgBEytMAoBrKidmKaPlf+pQSAJHyBoD/AX8pHYjMRPv/0teUAIiUNwBcmir/bOlAZCaTgYeBvxaOQ6QjlACIFORCfBWwJlr+r6PJwAWp8s+VDkSkE5QAiJS1IfbvUAlAjbgQlwVWRsv/0seUAIiUNQA8D1xaOhCZifb/pe8pARApaxC4LlX+0dKByEwmA48B1xaOQ6Rj5ikdgEjDfRGbASD10tr/V2Gm9C0lACIFpcpfXDoGmZkL8TXAasDhhUMR6ShtAYiIzGyT/Kz9f+lrSgBERGY2GWvMdHXpQEQ6SQmAiMjMJmODmZ4pHYhIJykBEBHJXIhLAmug5X9pACUAIiJDNs7PSgCk7ykBEBEZMhl4AriidCAinaYEQERkyMbYYKanSwci0mlKAEREABfiwmgwkzSIEgAREbMBMDdKAKQhlACIiJiN8rMGM0kjKAEQETEbATemyj9cOhCRblACICKN50J8BZYAaDaDNIYSABERG/6zOHBh6UBEukUJgIgIDOZnJQDSGEoAREQsAfg3cHvpQES6RQmAiAgMABemyr9QOhCRblECICKN5kJcHlgRLf9LwygBEJGmG8jPagAkjaIEQESabhB4HLi2cBwiXaUEQESabkNsANAzpQMR6aZ5SgcgIlLYFGCp0kGIdNtcL7ygolcREZGm0RaAiIhIAykBEBERaSAlACIiIg2kBEBERKSBlACIiIg0kBIAERGRBlICICIi0kBKAERERBpICYCIiEgDKQEQERFpICUAIiIiDaQEQEREpIGUAIiIiDSQEgAREZEGUgIgIiLSQEoAREREGkgJgIiISAMpARAREWkgJQAiIiINpARARESkgZQAiIiINJASABERkQZSAiAiItJASgBEREQaSAmAiIhIAykBEBERaSAlACIiIg2kBEBERKSBlACIiIg0kBIAERGRBvr/WCGBq4yhuNYAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(10, 10))\n", "streets.plot(ax=ax)\n", "ax.set_axis_off()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have to convert this LineString GeoDataFrame to a `networkx.Graph`. We use `momepy.gdf_to_nx` and later `momepy.nx_to_gdf` as a pair of interconnected functions. `gdf_to_nx` supports both primal and dual graphs. The primal approach will save the length of each segment to be used as a weight later, while dual will save the angle between segments (allowing angular centrality)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "graph = momepy.gdf_to_nx(streets, approach='primal')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "tags": [ "hide_input" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1, 3, figsize=(18, 6), sharex=True, sharey=True)\n", "streets.plot(color='#e32e00', ax=ax[0])\n", "for i, facet in enumerate(ax):\n", " facet.set_title((\"Streets\", \"Primal graph\", \"Overlay\")[i])\n", " facet.axis(\"off\")\n", "nx.draw(graph, {n:[n[0], n[1]] for n in list(graph.nodes)}, ax=ax[1], node_size=15)\n", "streets.plot(color='#e32e00', ax=ax[2], zorder=-1)\n", "nx.draw(graph, {n:[n[0], n[1]] for n in list(graph.nodes)}, ax=ax[2], node_size=15)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "dual = momepy.gdf_to_nx(streets, approach='dual')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1, 3, figsize=(18, 6), sharex=True, sharey=True)\n", "streets.plot(color='#e32e00', ax=ax[0])\n", "for i, facet in enumerate(ax):\n", " facet.set_title((\"Streets\", \"Dual graph\", \"Overlay\")[i])\n", " facet.axis(\"off\")\n", "nx.draw(dual, {n:[n[0], n[1]] for n in list(dual.nodes)}, ax=ax[1], node_size=15)\n", "streets.plot(color='#e32e00', ax=ax[2], zorder=-1)\n", "nx.draw(dual, {n:[n[0], n[1]] for n in list(dual.nodes)}, ax=ax[2], node_size=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this moment (almost) any `networkx` method can be used. For illustration, we will measure the node degree. Using `networkx`, we can do:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "degree = dict(nx.degree(graph))\n", "nx.set_node_attributes(graph, degree, 'degree')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, node degree is implemented in momepy so we can use directly:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "graph = momepy.node_degree(graph, name='degree')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once we have finished our network-based analysis, we want to convert the graph back to a geodataframe. For that, we will use `momepy.nx_to_gdf`, which gives us several options of what to export.\n", "\n", "- `lines`\n", " - original LineString geodataframe\n", "- `points`\n", " - point geometry representing street network intersections (nodes of primal graph)\n", "- `spatial_weights`\n", " - spatial weights for nodes capturing their relationship within a network\n", "\n", "Moreover, `edges` will contain `node_start` and `node_end` columns capturing the ID of both nodes at its ends." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "nodes, edges, sw = momepy.nx_to_gdf(graph, points=True, lines=True,\n", " spatial_weights=True)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "tags": [ "hide_input" ] }, "outputs": [ { "data": { "image/png": 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degreenodeIDgeometry
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152POINT (1603413.206 6464228.730)
233POINT (1603268.502 6464060.781)
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