v5 - Create SF graph.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "#for some reason this is only working on Mac, not Lenovo\n",
    "import osmnx as ox\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Evolved from the OSMnx tutorial from the creator\n",
    "\n",
    "http://geoffboeing.com/2017/02/python-getting-started/\n",
    "\n",
    "http://geoffboeing.com/2016/11/osmnx-python-street-networks/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "G = ox.graph_from_place('San Francisco, California, USA', network_type='all_private')\n",
    "#fig, ax = ox.plot_graph(ox.project_graph(G))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "ox.save_graph_shapefile(G, filename='from_osmnx_2017_05_21_all_private')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "source": [
    "# Test OpenStreetMap roads"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#for some reason this is only working on Mac, not Lenovo\n",
    "import osmnx as ox\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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fP8bVq1fh5uYmOhaBRU4CmUwmdHd3Y3R0FEajEYGBgSgqKsKJEyecouBY5KQ0arUaly9f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\nIiJSMBY5ERGRgrHIiYiIFOz/Az+G2Wbo0bKCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ddb5e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<matplotlib.figure.Figure at 0x10ddb5e48>,\n",
       " <matplotlib.axes._subplots.AxesSubplot at 0x1191c8f98>)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sg = ox.graph_from_point((37.7936516, -122.4503161), distance=100, network_type='all_private')\n",
    "ox.plot_graph(sg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sg_u = sg.to_undirected(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: {'geometry': <shapely.geometry.linestring.LineString at 0x11989eeb8>,\n",
       "  'highway': 'residential',\n",
       "  'length': 41.625873375483273,\n",
       "  'oneway': True,\n",
       "  'osmid': 8915224}}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sg_u.get_edge_data(65283457,65283442)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Save in a multi-graph format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import osmnx as ox\n",
    "from shapely.geometry import LineString"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "G = ox.graph_from_place('San Francisco, California, USA', network_type='all_private')\n",
    "\n",
    "gu = G.to_undirected()\n",
    "\n",
    "#convert nodes x/y to tuple\n",
    "for n in gu.nodes():\n",
    "    attr = gu.node[n]\n",
    "    coord = (float(attr['x']), float(attr['y']))\n",
    "    gu.node[n]['coordinate'] = coord\n",
    "    \n",
    "#edges w/o geometry are still legit, just straight shots\n",
    "#use shapely to convert geos to list of tuples\n",
    "\n",
    "for n0, n1 in gu.edges_iter():\n",
    "    try:\n",
    "        geo = gu[n0][n1][0]['geometry']\n",
    "        gu[n0][n1][0]['coordinates'] = list(geo.coords)\n",
    "    except: #no list? just use the nodes'\n",
    "        gu[n0][n1][0]['coordinates'] = [gu.node[n0]['coordinate'], gu.node[n1]['coordinate']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "4784127995 4023103664\n"
     ]
    }
   ],
   "source": [
    "for a,b in G.edges_iter():\n",
    "    try:\n",
    "        l = len(G[b][a].keys())\n",
    "    except:\n",
    "        print(a,b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'y': 37.7991793, 'x': -122.3977885, 'osmid': 258965618, 'highway': 'traffic_signals'} {'y': 37.7990701, 'x': -122.3976919, 'osmid': 2071244884, 'highway': 'crossing'}\n"
     ]
    }
   ],
   "source": [
    "print(G.node[258965618],\n",
    "G.node[2071244884])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import networkx as nx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#then save\n",
    "nx.write_gpickle(gu, '2017_05_29 all_private cleaned_coords.gpickle')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# Scratch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import osmnx as ox"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "G = ox.graph_from_place('San Francisco, California, USA', network_type='all_private')\n",
    "\n",
    "'''given a MultiDiGraph, construct a MultiGraph that does NOT lose edges\n",
    "    will not be a MultiGraph, just will have redundant edges\n",
    "'''\n",
    "#input a MultiDiGraph, return a MultiDiGraph with every edge plus its flipped duplicate\n",
    "def copy_edges_flipped(sg):\n",
    "\n",
    "    #create a new graph where we'll append complementary edges\n",
    "    sg_new = sg.copy()\n",
    "\n",
    "    for a,b in sg.edges_iter():\n",
    "        ab = sg[a][b][0]\n",
    "\n",
    "        #does this edge have a reverse edge?\n",
    "        if sg.has_edge(b,a):    \n",
    "            ba = sg[b][a][0]\n",
    "            #if it's different, add it to this edge\n",
    "            if ab['length'] != ba['length']:\n",
    "                next_key = len(sg_new[a][b].keys())\n",
    "                sg_new[a][b][next_key] = ba\n",
    "            else:\n",
    "                continue\n",
    "\n",
    "        #if edge doesn't exist, create it\n",
    "        else:\n",
    "            sg_new[b][a] = sg[a][b]\n",
    "    \n",
    "    return sg_new\n",
    "\n",
    "print('finished')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "gu = copy_edges_flipped(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#convert nodes x/y to tuple\n",
    "for n in gu.nodes():\n",
    "    attr = gu.node[n]\n",
    "    coord = (float(attr['x']), float(attr['y']))\n",
    "    gu.node[n]['coordinate'] = coord"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#edges w/o geometry are still legit, just straight shots\n",
    "#use shapely to convert geos to list of tuples\n",
    "\n",
    "for n0, n1 in gu.edges_iter():\n",
    "    for k in gu[n0][n1]:\n",
    "        try:\n",
    "            geo = gu[n0][n1][k]['geometry']\n",
    "            gu[n0][n1][k]['coordinates'] = list(geo.coords)\n",
    "        except: #no list? just use the nodes'\n",
    "            gu[n0][n1][k]['coordinates'] = [gu.node[n0]['coordinate'], gu.node[n1]['coordinate']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import networkx as nx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#then save\n",
    "nx.write_gpickle(gu, '2017_06_08 all_private cleaned_coords real_multidi.gpickle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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