{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"main.ipynb","provenance":[],"collapsed_sections":["3eroqORw5kYm"],"authorship_tag":"ABX9TyPV1Zj2+l7Q/S02njquYrH+"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"x7hgR5sytccE","executionInfo":{"status":"ok","timestamp":1601828481071,"user_tz":240,"elapsed":84951,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}}},"source":["%%capture\n","##############################################################################\n","# IGNORE if you are running on a local machine and have all the dependencies #\n","##############################################################################\n","\n","# installing dependencies --- to be able to run on google colab\n","# it would take 2-3 minutes\n","\n","!yes | pip3 uninstall pandas\n","!yes | pip3 uninstall geopandas\n","\n","!apt-get install libspatialindex-c4v5;\n","!pip3 install Rtree;\n","!pip3 install osmnx;\n","!pip3 install tqdm;\n","!pip3 install ipyleaflet;\n","!pip3 install pandas\n","!pip3 install geopandas==0.7.0\n","!pip3 install matplotlib==3.1.0\n","!pip3 install osmapi\n","!pip3 install geopy\n","!pip3 install plotly\n","!pip3 install folium"],"execution_count":1,"outputs":[]},{"cell_type":"code","metadata":{"id":"F8bqI1jwtmoW","executionInfo":{"status":"ok","timestamp":1601828486259,"user_tz":240,"elapsed":5003,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}}},"source":["import osmnx as ox\n","from ipyleaflet import *\n","import networkx as nx\n","import plotly.graph_objects as obj\n","import numpy as np\n","import matplotlib.pylab as plt\n","import pandas as pd\n","import osmapi as osm\n","import time\n","from collections import deque\n","from tqdm import tqdm\n","from itertools import islice"],"execution_count":2,"outputs":[]},{"cell_type":"code","metadata":{"id":"AQr3ExmmqdB-","executionInfo":{"status":"ok","timestamp":1601828495028,"user_tz":240,"elapsed":2781,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}},"outputId":"08456364-0dc9-4f92-e0e9-663d0c5176f4","colab":{"base_uri":"https://localhost:8080/","height":306}},"source":["!unzip /content/utilities.zip "],"execution_count":3,"outputs":[{"output_type":"stream","text":["Archive:  /content/utilities.zip\n","ec68c57f03f6058b04cfe8c1108e65923c57b776\n","   creating: utilities-ec68c57f03f6058b04cfe8c1108e65923c57b776/\n","   creating: utilities-ec68c57f03f6058b04cfe8c1108e65923c57b776/.github/\n","   creating: utilities-ec68c57f03f6058b04cfe8c1108e65923c57b776/.github/ISSUE_TEMPLATE/\n","  inflating: utilities-ec68c57f03f6058b04cfe8c1108e65923c57b776/.github/ISSUE_TEMPLATE/bug_report.md  \n","  inflating: utilities-ec68c57f03f6058b04cfe8c1108e65923c57b776/.gitignore  \n","  inflating: utilities-ec68c57f03f6058b04cfe8c1108e65923c57b776/LICENSE  \n","  inflating: utilities-ec68c57f03f6058b04cfe8c1108e65923c57b776/README.md  \n","  inflating: utilities-ec68c57f03f6058b04cfe8c1108e65923c57b776/__init__.py  \n","   creating: utilities-ec68c57f03f6058b04cfe8c1108e65923c57b776/src/\n","  inflating: utilities-ec68c57f03f6058b04cfe8c1108e65923c57b776/src/__init__.py  \n","  inflating: utilities-ec68c57f03f6058b04cfe8c1108e65923c57b776/src/common.py  \n","  inflating: utilities-ec68c57f03f6058b04cfe8c1108e65923c57b776/src/jupyter.py  \n","  inflating: utilities-ec68c57f03f6058b04cfe8c1108e65923c57b776/src/poi.py  \n","  inflating: utilities-ec68c57f03f6058b04cfe8c1108e65923c57b776/src/problem.py  \n","  inflating: utilities-ec68c57f03f6058b04cfe8c1108e65923c57b776/src/viz.py  \n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"WvAppM7UrAFS","executionInfo":{"status":"ok","timestamp":1601828522346,"user_tz":240,"elapsed":1231,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}}},"source":["from utilities import *"],"execution_count":5,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"hDiHgjkA2012"},"source":["# New Section"]},{"cell_type":"code","metadata":{"id":"yhsUxefttrjx","executionInfo":{"status":"ok","timestamp":1601828627900,"user_tz":240,"elapsed":95827,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}},"outputId":"aa4e0222-ea11-41c0-c438-e5ca6bf49780","colab":{"base_uri":"https://localhost:8080/","height":297}},"source":["place = 'North York, Ontario, Canada'\n","G = ox.graph_from_place(place)\n","fig, ax = ox.plot_graph(G, node_size=0, edge_color='w', edge_linewidth=0.2)  # display the city of North York "],"execution_count":6,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x576 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"n-tC-mtBtwhN","executionInfo":{"status":"ok","timestamp":1601831248299,"user_tz":240,"elapsed":6076,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}},"outputId":"7ac0adfb-640e-4479-cbec-f47f3ac6bfe9","colab":{"base_uri":"https://localhost:8080/","height":190}},"source":["nodes, edges = ox.graph_to_gdfs(G)      # Convert node and edge GeoDataFrames to a MultiDiGraph.\n","# print(\"Nodes:\\n\", nodes.head(), '\\n')   \n","# print(\"Edges:\\n\", edges.head(), '\\n')\n","# print(\"Type:\", type(edges)) \n","\n","# print(\"Nodes:\", nodes);\n","# print(\"Edges:\", edges);\n","df = pd.DataFrame(edges)  # data frame \n","dic = df.to_dict()\n","\n","print(len(dic['u']), len(dic['v']))\n","print(dic['u'][0])\n","print(dic['v'][0])\n","print(dic['maxspeed'][0])\n","print(dic['highway'][0])\n","print(dic['geometry'][0])\n","print(dic['oneway'][0])\n","\n","api = osm.OsmApi()\n","id_info = api.NodeGet(dic['v'][0])\n","point = (id_info['lat'], id_info['lon']) # lat (y), lon (x) \n","print(point)\n","\n","# all_nodes = list(nodes.to_dict()['osmid'].keys()) \n","# index_element = all_nodes.index(dic['u'][0])\n","# print(index_element)\n","# index_element = all_nodes.index(dic['u'][0])\n","# print(index_element)\n","\n","# print(dic['u'])\n","# print(dic['v'])\n","# print(dic['osmid'])\n","# print(dic['maxspeed'])\n","\n","dic.keys()"],"execution_count":27,"outputs":[{"output_type":"stream","text":["98389 98389\n","1497768\n","1497793\n","90\n","motorway\n","LINESTRING (-79.3327357 43.7450436, -79.3328369 43.7454806, -79.33295889999999 43.7459924, -79.3331111 43.7466704, -79.3332228 43.747316, -79.3332826 43.7478616, -79.3333255 43.7484115, -79.333434 43.7496991, -79.33346160000001 43.7501978, -79.3334777 43.750338, -79.3335368 43.7508526, -79.3336887 43.7518932, -79.3337332 43.7521525, -79.3339332 43.7530819, -79.3341564 43.7539499, -79.3345023 43.7550349)\n","True\n","(43.7550349, -79.3345023)\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["dict_keys(['osmid', 'oneway', 'lanes', 'ref', 'name', 'highway', 'maxspeed', 'length', 'bridge', 'geometry', 'access', 'tunnel', 'service', 'width', 'junction', 'area', 'u', 'v', 'key'])"]},"metadata":{"tags":[]},"execution_count":27}]},{"cell_type":"markdown","metadata":{"id":"3eroqORw5kYm"},"source":["# Option 1: Using Nominatim API\n","\n","Based on the analysis it does not pickout many points. We can go with option 2 for now. \n","\n"]},{"cell_type":"code","metadata":{"id":"GN0fQwym5gR9","executionInfo":{"status":"ok","timestamp":1601951244342,"user_tz":240,"elapsed":1869,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}}},"source":["class Amenity: \n","  def __init__(self, amenity, lat, lon, address):\n","    self.amenity = amenity\n","    self.lat = float(lat)\n","    self.lon = float(lon)\n","    self.address = address\n","    self.coordinates = (float(lon), float(lat))"],"execution_count":1,"outputs":[]},{"cell_type":"code","metadata":{"id":"hzZs5BDV5ty9","executionInfo":{"status":"error","timestamp":1601951244798,"user_tz":240,"elapsed":2304,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}},"outputId":"a1889273-f872-4fcc-d7d1-ee699b77f27c","colab":{"base_uri":"https://localhost:8080/","height":232}},"source":["amenities = []\n","\n","firestation_link = 'https://nominatim.openstreetmap.org/?addressdetails=1&q=fire+stations+in+north+york&format=json'\n","hospitals_link = 'https://nominatim.openstreetmap.org/?addressdetails=1&q=hospitals+in+north+york&format=json'\n","\n","links = [firestation_link, hospitals_link]\n","\n","for link in links:  \n","  response = requests.get(link)\n","\n","  if response.status_code != 200:\n","      raise ValueError(\"We couldn't decode the address, please make sure you entered it correctly\")\n","\n","  response_json = response.json()\n","\n","  for place in response_json:\n","    amenities.append(Amenity(place['type'], place['lat'], place['lon'], place['display_name']))\n","    # print(place['type'], place['display_name'], place['lat'], place['lon'])"],"execution_count":2,"outputs":[{"output_type":"error","ename":"NameError","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)","\u001b[0;32m<ipython-input-2-66027f72e9fa>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mlink\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mlinks\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m   \u001b[0mresponse\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrequests\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlink\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     11\u001b[0m   \u001b[0;32mif\u001b[0m \u001b[0mresponse\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstatus_code\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m200\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mNameError\u001b[0m: name 'requests' is not defined"]}]},{"cell_type":"code","metadata":{"id":"a4JjMVod6Ped","executionInfo":{"status":"aborted","timestamp":1601951244783,"user_tz":240,"elapsed":2274,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}}},"source":["critical_amenity_nodes = []\n","# nc = ['w'] * len(nodes)\n","# ns = [10 if node in amenities else 0 for node in G.nodes()]\n","\n","for place in amenities:\n","  point = (place.lat, place.lon) # lat (y), lon (x) \n","  pt_nearest_node_euc = ox.get_nearest_node(G, point, method='euclidean')\n","  critical_amenity_nodes.append((pt_nearest_node_euc, place.amenity))\n"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"JUHUdns-7Jbd","executionInfo":{"status":"aborted","timestamp":1601951244795,"user_tz":240,"elapsed":2173,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}}},"source":["def node_color_and_size(critical_nodes, nodes):\n","  node_colors = ['w'] * len(nodes)\n","  node_size = [0] * len(nodes)\n","  for place in critical_nodes: \n","    idx = nodes.index(place[0])\n","    if (place[1] == 'fire_station'):\n","      node_colors[idx] = 'b'\n","    elif (place[1] == 'hospital'):\n","      node_colors[idx] = 'r'\n","    node_size[idx] = 10\n","  return node_colors, node_size\n","\n","print(critical_amenity_nodes)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"w-kuclzKCg7w","executionInfo":{"status":"aborted","timestamp":1601951244797,"user_tz":240,"elapsed":2130,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}}},"source":["all_nodes = list(nodes.to_dict()['osmid'].keys())\n","nc, ns = node_color_and_size(critical_amenity_nodes, all_nodes)\n","\n","fig, ax = ox.plot_graph(G, node_color=nc, node_size=ns, edge_linewidth=0.2, bgcolor = 'white')"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"0j_2yy8y7KbG"},"source":["# Option 2/2: Using OpenStreetMap node IDs API\n","\n","This highlights many amenities. Seems to be a good option here."]},{"cell_type":"code","metadata":{"id":"e8OmNL8nMFe6","executionInfo":{"status":"ok","timestamp":1601778587803,"user_tz":240,"elapsed":1055,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}}},"source":["class Amenity: \n","  def __init__(self, amenity, lat, lon, name, osmid, nearestNode):\n","    self.amenity = amenity\n","    self.lat = float(lat)\n","    self.lon = float(lon)\n","    self.name = name\n","    self.osmid = osmid \n","    self.nearestNode = nearestNode"],"execution_count":58,"outputs":[]},{"cell_type":"code","metadata":{"id":"QUmZPL5duVjP","executionInfo":{"status":"ok","timestamp":1601772632174,"user_tz":240,"elapsed":12745,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}},"outputId":"c58eb2c3-4674-4f52-b61f-6e2b523ece73","colab":{"base_uri":"https://localhost:8080/","height":561}},"source":["# Get all the important things we need to highlight on the map\n","tags = {\n","    'amenity':['hospital', 'fire_station'],\n","}\n","emergency_locations = ox.geometries_from_place(place, tags=tags)\n","print(emergency_locations)\n","df = pd.DataFrame(emergency_locations)  # data frame \n","dic = df.to_dict()"],"execution_count":43,"outputs":[{"output_type":"stream","text":["          unique_id       osmid  ... wheelchair               wikipedia:en\n","0    node/609290577   609290577  ...        NaN                        NaN\n","1   node/1601962650  1601962650  ...        NaN                        NaN\n","2      way/27006473    27006473  ...        NaN                        NaN\n","3      way/31372887    31372887  ...        NaN                        NaN\n","4      way/43806314    43806314  ...        NaN                        NaN\n","5      way/60428611    60428611  ...        NaN                        NaN\n","6      way/68021042    68021042  ...        NaN                        NaN\n","7     way/108700348   108700348  ...        NaN                        NaN\n","8     way/109199283   109199283  ...        NaN                        NaN\n","9     way/111664202   111664202  ...        NaN                        NaN\n","10    way/120882312   120882312  ...        NaN                        NaN\n","11    way/124105159   124105159  ...        NaN                        NaN\n","12    way/130468302   130468302  ...        NaN                        NaN\n","13    way/134818544   134818544  ...        NaN                        NaN\n","14    way/134823356   134823356  ...        NaN                        NaN\n","15    way/191843386   191843386  ...        NaN                        NaN\n","16    way/207234268   207234268  ...        NaN                        NaN\n","17    way/231659486   231659486  ...        NaN                        NaN\n","18    way/280803826   280803826  ...        NaN                        NaN\n","19    way/432888543   432888543  ...        NaN                        NaN\n","20    way/671607430   671607430  ...        NaN                        NaN\n","21    way/673002279   673002279  ...        NaN                        NaN\n","22    way/678430199   678430199  ...        NaN                        NaN\n","23    way/678508080   678508080  ...        yes   Baycrest Health Sciences\n","24    way/684426041   684426041  ...        NaN  St. John's Rehab Hospital\n","25    way/684426043   684426043  ...        NaN                        NaN\n","26    way/684431220   684431220  ...        NaN                        NaN\n","27    way/684431221   684431221  ...        yes                        NaN\n","28    way/684431222   684431222  ...        yes                        NaN\n","\n","[29 rows x 30 columns]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"uh--3IWLFe3H"},"source":[""],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"U6ODCkkaOaRO","executionInfo":{"status":"ok","timestamp":1601779550445,"user_tz":240,"elapsed":11369,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}},"outputId":"90c73634-9d02-43e1-819b-5a7f25783b53","colab":{"base_uri":"https://localhost:8080/","height":85}},"source":["amenities = []\n","\n","api = osm.OsmApi() # using this to find lat and lon\n","for i in range(len(list_osmids)):\n","  if (\"node\" in dic['unique_id'][i]):\n","    nodeId= dic['osmid'][i]\n","  elif (\"way\" in dic['unique_id'][i]):\n","    nodeId = dic['nodes'][i][0]\n","\n","  id_info = api.NodeGet(nodeId)\n","  point = (id_info['lat'], id_info['lon']) # lat (y), lon (x) \n","  pt_nearest_node_euc = ox.get_nearest_node(G, point, method='euclidean')\n","  \n","  # amenity, lat, lon, name, osmid, nearestNode\n","  amenities.append(Amenity(dic['amenity'][i], id_info['lat'], id_info['lon'], \n","                           dic['name'][i], dic['osmid'][i], pt_nearest_node_euc))\n","  "],"execution_count":68,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:3: ResourceWarning:\n","\n","unclosed <ssl.SSLSocket fd=50, family=AddressFamily.AF_INET, type=SocketKind.SOCK_STREAM, proto=6, laddr=('172.28.0.2', 49846)>\n","\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"id":"wrPW5uY-cpbK","executionInfo":{"status":"ok","timestamp":1601778817332,"user_tz":240,"elapsed":680,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}}},"source":["def find_element_in_list(element, list_element):\n","    try:\n","        index_element = list_element.index(element)\n","        return index_element\n","    except ValueError:\n","        return -1\n","\n","def node_color_and_size(amenities, nodes):\n","  node_colors = ['w'] * len(nodes)\n","  node_size = [0] * len(nodes)\n","  for i in range(len(amenities)): \n","    idx = find_element_in_list(amenities[i].nearestNode, nodes)\n","    if (idx != -1):\n","      if (amenities[i].amenity == 'fire_station'):\n","        node_colors[idx] = 'b'\n","      if (amenities[i].amenity == 'hospital'):\n","        node_colors[idx] = 'r'\n","      node_size[idx] = 10\n","  return node_colors, node_size"],"execution_count":66,"outputs":[]},{"cell_type":"code","metadata":{"id":"PuBlmoyVc6Z6","executionInfo":{"status":"ok","timestamp":1601778834593,"user_tz":240,"elapsed":14835,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}},"outputId":"4617561d-1af0-4d84-fb6d-f993307b4f24","colab":{"base_uri":"https://localhost:8080/","height":297}},"source":["all_nodes = list(nodes.to_dict()['osmid'].keys())\n","nc, ns = node_color_and_size(amenities, all_nodes)\n","\n","fig, ax = ox.plot_graph(G, node_color=nc, node_size=ns, edge_linewidth=0.2, bgcolor = 'white')"],"execution_count":67,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x576 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"-j72WXtdjqxy"},"source":[""],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"toOdzSuljr0v"},"source":["Stategy going forward: \n","1. Heat map of traafic data \n","2. Implement the algorithm - currently we are utilizing the algorithm from prof"]},{"cell_type":"markdown","metadata":{"id":"U5dteaW3kjOR"},"source":["# The Algorithm\n","\n","## -------- DFS -----------"]},{"cell_type":"code","metadata":{"id":"U24DHNjwEwj2","executionInfo":{"status":"ok","timestamp":1601779738400,"user_tz":240,"elapsed":557,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}}},"source":["\n","# first define the origin/source nodes as Node\n","origin = Node(graph = G, osmid = amenities[0].nearestNode)\n","destination = Node(graph = G, osmid = amenities[3].nearestNode)"],"execution_count":71,"outputs":[]},{"cell_type":"code","metadata":{"id":"0WgUhR1hlLhZ","executionInfo":{"status":"ok","timestamp":1601780196382,"user_tz":240,"elapsed":454665,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}},"outputId":"ea3da8b7-b2d2-418c-c2d9-c5bb291b81d8","colab":{"base_uri":"https://localhost:8080/","height":207}},"source":["%%time \n","bar = tqdm(total=len(G))\n","\n","route = []\n","frontier = deque([origin])\n","explored = set()\n","found = False\n","while frontier and not found:\n","    bar.update(1); time.sleep(0.05)\n","    node = frontier.pop()\n","    explored.add(node)\n","    for child in node.expand():\n","        if child not in explored and child not in frontier:\n","            if child == destination:\n","                route  = child.path()\n","                found = True\n","                continue\n","            frontier.append(child)\n","\n","bar.close()\n","print(\"The route is \\n\\n\",route, \"\\n\\nits cost is\\n\\n\", cost(G, route))"],"execution_count":72,"outputs":[{"output_type":"stream","text":[" 25%|██▌       | 8815/35101 [07:33<22:33, 19.42it/s]"],"name":"stderr"},{"output_type":"stream","text":["The route is \n","\n"," [6624988064, 7368052431, 7127096569, 7127096567, 261631317, 261631491, 7824126406, 1814304153, 1814304152, 261631540, 1333963652, 4315968214, 4315968216, 7127096563, 7127096564, 7127096546, 5777975648, 5777975647, 7127096541, 7368092038, 5670217272, 3447489202, 7368092015, 7368092012, 7368092002, 6474228780, 6474235297, 6474235311, 6842674658, 48490673, 1721319579, 6474235326, 7368091985, 7368091987, 7368091989, 48489536, 7244814028, 7244814019, 7244814018, 48487794, 48494741, 48495722, 48495726, 48496115, 253013816, 430878370, 430878300, 4948911358, 414424283, 430877776, 1245025174, 430878081, 430878425, 430877819, 430877721, 7250327562, 7250327570, 430878136, 809117253, 809232794, 809136544, 809136549, 809130585, 809130579, 5978796615, 5978796611, 809126912, 809117284, 430878477, 809126917, 6225873776, 253012447, 430878326, 430878484, 430878131, 430877969, 430877908, 253013434, 48496770, 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'white')"],"execution_count":73,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x576 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"_ryUEvHDyqO_"},"source":["## -------- A* -----------"]},{"cell_type":"code","metadata":{"id":"5JwsqOHJyzBU","executionInfo":{"status":"ok","timestamp":1601780252054,"user_tz":240,"elapsed":35331,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}},"outputId":"be41703c-6e27-4f90-b896-8d284057aad1","colab":{"base_uri":"https://localhost:8080/","height":487}},"source":["# toGoal, toDestination = astar_heuristic(G, origin.osmid, destination.osmid)\n","toGoal, toDestination = astar_heuristic(G, origin.osmid, destination.osmid)\n","\n","%time\n","route = []\n","frontier = list()\n","\n","bar = tqdm(total=len(G)) # for the progress bar\n","\n","frontier.append(origin)\n","explored = set()\n","found = False\n","\n","while frontier and not found:\n","    bar.update(1); time.sleep(0.05)\n","    \n","    # choose a node based on its heuristic value\n","    node = min(frontier, key = lambda node : toGoal[node.osmid] + toDestination[node.osmid])\n","    frontier.remove(node)\n","    explored.add(node)\n","    \n","    # expand its children\n","    for child in node.expand():\n","        if child not in explored and child not in frontier:\n","            if child == destination:\n","                route = child.path()\n","                found = True\n","                continue\n","            frontier.append(child)\n","\n","bar.close()\n","print(\"The route is \\n\\n\",route, \"\\n\\nits cost is\\n\\n\", cost(G, route))\n","\n","fig, ax = ox.plot_graph_route(G, route)"],"execution_count":74,"outputs":[{"output_type":"stream","text":["  0%|          | 3/35101 [00:00<20:19, 28.78it/s]"],"name":"stderr"},{"output_type":"stream","text":["CPU times: user 3 µs, sys: 0 ns, total: 3 µs\n","Wall time: 7.87 µs\n"],"name":"stdout"},{"output_type":"stream","text":["  1%|          | 416/35101 [00:21<29:23, 19.67it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["The route is \n","\n"," [6624988064, 7368052431, 7368052433, 7368052434, 4550421840, 37016874, 4508806097, 130033865, 59943869, 130033004, 130033753, 130033552, 130033752, 130033751, 130033742, 130033745, 130033439, 84995922, 84997188, 6832060037, 130034184, 1272601850, 6832060049, 130034131, 529593356, 560654489, 560654512, 560654518, 7951336331, 7951336326, 7951336325, 7951336300, 7951336293, 248493828, 248493826, 248493825, 248493820, 1416788711, 248493821, 1416788713, 252363483, 1453370230, 1453370243, 1453370244, 1453370247, 1453370249, 1453370257, 5667681790, 6893295597, 6893280964, 6893295596, 6893280956, 5667039425, 6893280954, 5667039421, 5667039422, 6146537991, 6146537990, 6146537988, 6146538024, 6146537993, 6146531584, 6146538049, 6146538048] \n","\n","its cost is\n","\n"," 6629.397000000002\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x576 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"B5gPa4fTk3OY"},"source":["--------------------------------------------------------------------------"]},{"cell_type":"markdown","metadata":{"id":"0r_vjHl0Euau"},"source":["# **TESTING ONWARDS** - Ignore"]},{"cell_type":"code","metadata":{"id":"nPQK4jAXDCSU","executionInfo":{"status":"ok","timestamp":1600833377264,"user_tz":240,"elapsed":11782,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}},"outputId":"c0bb3079-0d4e-45c9-f97b-21e4a1ecf955","colab":{"base_uri":"https://localhost:8080/","height":54}},"source":["place = 'University of Toronto'\n","G = ox.graph_from_place(place)\n","nodes, edges = ox.graph_to_gdfs(G)\n","\n","keys = list(nodes.to_dict()['osmid'].keys())\n","print (keys)\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["[20979742, 21631731, 24959527, 24959528, 24959535, 24959545, 24959546, 24959547, 24959549, 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6336107765, 6336107772, 6336107774, 6336107775, 6336107777, 6336107778, 6336107779, 6336107780, 6336109108, 6336109110, 6374142747, 6391301132, 6391312709, 6391312713, 6542457318, 7153999189, 7311036242, 7311057930, 7311057931, 7311057935, 7311057936, 7311057937, 7311083154, 7311083157, 7311083158, 7311200695, 7311200696, 7311200697, 7866474269, 7868892239, 7868892244]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"BD4OTnJEBK2I","executionInfo":{"status":"ok","timestamp":1600833377909,"user_tz":240,"elapsed":4869,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}},"outputId":"aea5e929-aac6-4693-e79d-efcdff3f78a8","colab":{"base_uri":"https://localhost:8080/","height":466}},"source":["def find_element_in_list(element, list_element):\n","    try:\n","        index_element = list_element.index(element)\n","        return index_element\n","    except ValueError:\n","        return -1\n","\n","highlight_nodes = [20979742, 21631731, 24959527, 24959528, 24959535, 24959545, 24959546, 24959547, 24959549, 24959550, 24959551, 24959555, 24959556, 24959559, 24959560, 24960058, 24960060, 24960063, 24960068, 24960070, 24960073, 24960076]\n","colors = ['w'] * len(keys)\n","size = [0] * len(keys)\n","for i in range(len(highlight_nodes)): \n","  idx = find_element_in_list(highlight_nodes[i], keys)\n","  if (idx != -1):\n","    colors[idx] = 'r'\n","    size[idx] = 50\n","\n","fig, ax = ox.plot_graph(G, node_color=colors, node_size=size, edge_linewidth=0.2, bgcolor = 'white')"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x576 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"1ev6XjtPxtaQ","executionInfo":{"status":"error","timestamp":1600831575121,"user_tz":240,"elapsed":561,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}},"outputId":"3b1e7423-24eb-4004-f0f4-6fe6fe1ccf24","colab":{"base_uri":"https://localhost:8080/","height":232}},"source":["api = osm.OsmApi() # this instantiate the OsmApi class,\n","# it has many function, we will use NodeGet function.\n","# For more detail about it check the doc\n","# http://osmapi.metaodi.ch/#osmapi.OsmApi.OsmApi.NodeGet\n","\n","# for id in size(dic['osmid']):\n","#   id_info = api.NodeGet(dic['osmid'][3])\n","\n","node = api.NodeGet(dic['nodes'][3])\n","lat = node['lat']\n","lon = node['lon']\n","# print(node)\n","pt_nearest_node_euc = ox.get_nearest_node(G, (lat, lon), method='euclidean')\n","print(node)\n","print(pt_nearest_node_euc)\n","G.nodes[pt_nearest_node_euc]"],"execution_count":null,"outputs":[{"output_type":"error","ename":"NameError","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)","\u001b[0;32m<ipython-input-1-edf77fb79e4c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mapi\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mosm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mOsmApi\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# this instantiate the OsmApi class,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0;31m# it has many function, we will use NodeGet function.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;31m# For more detail about it check the doc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;31m# http://osmapi.metaodi.ch/#osmapi.OsmApi.OsmApi.NodeGet\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mNameError\u001b[0m: name 'osm' is not defined"]}]},{"cell_type":"code","metadata":{"id":"AnBatQeavLFu","executionInfo":{"status":"ok","timestamp":1600747008343,"user_tz":240,"elapsed":2777,"user":{"displayName":"Nirmit Zinzuwadia","photoUrl":"","userId":"02941367722720480081"}},"outputId":"f44a8098-ba0d-4994-822c-9ade52a84a72","colab":{"base_uri":"https://localhost:8080/","height":71}},"source":["!pip3 install geopy\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Requirement already satisfied: geopy in /usr/local/lib/python3.6/dist-packages (1.17.0)\n","Requirement already satisfied: geographiclib<2,>=1.49 in /usr/local/lib/python3.6/dist-packages (from geopy) (1.50)\n"],"name":"stdout"}]}]}