utils.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import osmnx as ox\n",
    "import networkx as nx\n",
    "from itertools import islice\n",
    "from utilities import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Handling osmnx graphs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "graphs returned from `osmnx` are `networkx` multidigraphs which is expected because we need to represent self-loops and directed and parallel roads in maps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "networkx.classes.multidigraph.MultiDiGraph"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G = ox.graph_from_address(\"toronto\")\n",
    "type(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 597.681x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = ox.plot_graph(G)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "let's list all the nodes of the graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[3597533185,\n",
       " 3597533187,\n",
       " 6294585384,\n",
       " 261718070,\n",
       " 3057123387,\n",
       " 3057123388,\n",
       " 700645449,\n",
       " 3697967180,\n",
       " 3715285073,\n",
       " 3715285075,\n",
       " 3715285076,\n",
       " 261718099,\n",
       " 3715285079,\n",
       " 3715285081,\n",
       " 3715285082,\n",
       " 3443966044,\n",
       " 6294585440,\n",
       " 29687905,\n",
       " 29687908,\n",
       " 29687910,\n",
       " 29687912,\n",
       " 29687913,\n",
       " 29687914,\n",
       " 1409286252,\n",
       " 1409286257,\n",
       " 1409286260,\n",
       " 6294585461,\n",
       " 1409286262,\n",
       " 1409286263,\n",
       " 6294585463,\n",
       " 519913606,\n",
       " 402129030,\n",
       " 3696230536,\n",
       " 402129032,\n",
       " 3696230538,\n",
       " 402129034,\n",
       " 402129036,\n",
       " 402129038,\n",
       " 3696230543,\n",
       " 3696230547,\n",
       " 3696230553,\n",
       " 3696230555,\n",
       " 3696230557,\n",
       " 3696230558,\n",
       " 3696230559,\n",
       " 281673890,\n",
       " 1409286308,\n",
       " 402129062,\n",
       " 1409286312,\n",
       " 3705421992,\n",
       " 3705421994,\n",
       " 3705421993,\n",
       " 402129068,\n",
       " 3705421997,\n",
       " 3705421998,\n",
       " 29687983,\n",
       " 3705421999,\n",
       " 29687984,\n",
       " 29687985,\n",
       " 29687986,\n",
       " 3705422004,\n",
       " 3705422005,\n",
       " 605208758,\n",
       " 29687989,\n",
       " 29687992,\n",
       " 605208763,\n",
       " 261718221,\n",
       " 2478473423,\n",
       " 2478473426,\n",
       " 391004375,\n",
       " 391004376,\n",
       " 3722117337,\n",
       " 3722117338,\n",
       " 391004377,\n",
       " 2411561185,\n",
       " 769507565,\n",
       " 769507566,\n",
       " 769507568,\n",
       " 769507570,\n",
       " 769507571,\n",
       " 261718260,\n",
       " 261718261,\n",
       " 769507574,\n",
       " 261718266,\n",
       " 3708584190,\n",
       " 769507584,\n",
       " 261718274,\n",
       " 3708584195,\n",
       " 3708584196,\n",
       " 2164736259,\n",
       " 3708584198,\n",
       " 3708584199,\n",
       " 3708584201,\n",
       " 6401343784,\n",
       " 29688108,\n",
       " 29688113,\n",
       " 29688115,\n",
       " 29688116,\n",
       " 29688117,\n",
       " 961102171,\n",
       " 961102172,\n",
       " 961102173,\n",
       " 961102178,\n",
       " 961102180,\n",
       " 961102182,\n",
       " 5983699314,\n",
       " 29688188,\n",
       " 29688193,\n",
       " 29688195,\n",
       " 469107078,\n",
       " 469107079,\n",
       " 469107080,\n",
       " 469107081,\n",
       " 469107082,\n",
       " 469107083,\n",
       " 469107084,\n",
       " 7477445005,\n",
       " 7477445006,\n",
       " 469107085,\n",
       " 469107088,\n",
       " 469107086,\n",
       " 469107090,\n",
       " 469107087,\n",
       " 469107089,\n",
       " 469107091,\n",
       " 29688214,\n",
       " 469107092,\n",
       " 3700457880,\n",
       " 3700457881,\n",
       " 3700457882,\n",
       " 3700457883,\n",
       " 469107100,\n",
       " 469107101,\n",
       " 469107102,\n",
       " 469107103,\n",
       " 469107099,\n",
       " 469107098,\n",
       " 469107104,\n",
       " 469107105,\n",
       " 469107107,\n",
       " 469107108,\n",
       " 469107109,\n",
       " 469107110,\n",
       " 469107111,\n",
       " 4546183602,\n",
       " 3340992960,\n",
       " 3340992969,\n",
       " 519717336,\n",
       " 519717342,\n",
       " 519717344,\n",
       " 519717353,\n",
       " 2476048873,\n",
       " 2476048874,\n",
       " 2476048876,\n",
       " 519717363,\n",
       " 29688316,\n",
       " 864223744,\n",
       " 864223745,\n",
       " 605209090,\n",
       " 605209091,\n",
       " 864223748,\n",
       " 519717384,\n",
       " 864223753,\n",
       " 864223755,\n",
       " 519717389,\n",
       " 864223759,\n",
       " 864223764,\n",
       " 864223765,\n",
       " 774439456,\n",
       " 29688356,\n",
       " 409731632,\n",
       " 6642057797,\n",
       " 3708486218,\n",
       " 3708486220,\n",
       " 3708486221,\n",
       " 3708486222,\n",
       " 3708486224,\n",
       " 29688400,\n",
       " 29688401,\n",
       " 29688402,\n",
       " 29688406,\n",
       " 29688407,\n",
       " 29688408,\n",
       " 29688409,\n",
       " 6642057823,\n",
       " 29688418,\n",
       " 3708682871,\n",
       " 29688440,\n",
       " 3708682873,\n",
       " 3708682874,\n",
       " 3708420739,\n",
       " 29688453,\n",
       " 344474250,\n",
       " 344474254,\n",
       " 1014137496,\n",
       " 1014137497,\n",
       " 1014137498,\n",
       " 416727706,\n",
       " 1014137504,\n",
       " 1014137505,\n",
       " 1014137506,\n",
       " 3715629731,\n",
       " 416727716,\n",
       " 3715629732,\n",
       " 416727724,\n",
       " 3722134191,\n",
       " 3722134192,\n",
       " 3722134193,\n",
       " 3722134194,\n",
       " 416727729,\n",
       " 416727728,\n",
       " 416727735,\n",
       " 2428748479,\n",
       " 2428748480,\n",
       " 1978811077,\n",
       " 1978811079,\n",
       " 416727752,\n",
       " 1978811082,\n",
       " 416727754,\n",
       " 416727756,\n",
       " 1978811085,\n",
       " 416727757,\n",
       " 416727760,\n",
       " 416727761,\n",
       " 416727762,\n",
       " 2285781722,\n",
       " 2285781723,\n",
       " 29688544,\n",
       " 416727776,\n",
       " 416727777,\n",
       " 416727780,\n",
       " 416727782,\n",
       " 2086306556,\n",
       " 966509309,\n",
       " 966509310,\n",
       " 966509312,\n",
       " 394499193,\n",
       " 524141316,\n",
       " 2086306565,\n",
       " 1978811143,\n",
       " 1978811149,\n",
       " 1978811152,\n",
       " 538166033,\n",
       " 538166032,\n",
       " 394499197,\n",
       " 1978811159,\n",
       " 6401344286,\n",
       " 2086306599,\n",
       " 524141352,\n",
       " 394499201,\n",
       " 394499202,\n",
       " 394499203,\n",
       " 394499206,\n",
       " 3704030026,\n",
       " 402129064,\n",
       " 1978811216,\n",
       " 2086306644,\n",
       " 402129066,\n",
       " 1978811228,\n",
       " 389677917,\n",
       " 2086306657,\n",
       " 389677922,\n",
       " 389677923,\n",
       " 389677924,\n",
       " 389677925,\n",
       " 389677926,\n",
       " 389677927,\n",
       " 389677928,\n",
       " 389677930,\n",
       " 7477429099,\n",
       " 389677931,\n",
       " 389677934,\n",
       " 1978811248,\n",
       " 389677937,\n",
       " 7477429106,\n",
       " 6123553651,\n",
       " 389677942,\n",
       " 7477429111,\n",
       " 389677943,\n",
       " 389677945,\n",
       " 389677946,\n",
       " 389677947,\n",
       " 3712844689,\n",
       " 3712844690,\n",
       " 3712844691,\n",
       " 3712844692,\n",
       " 3712844699,\n",
       " 3712844700,\n",
       " 3709240223,\n",
       " 937247648,\n",
       " 3712844705,\n",
       " 3709240224,\n",
       " 937247651,\n",
       " 3712844708,\n",
       " 3712844709,\n",
       " 3479110574,\n",
       " 937247664,\n",
       " 3479110586,\n",
       " 7477429180,\n",
       " 1978811331,\n",
       " 3708486625,\n",
       " 3708486626,\n",
       " 3708486627,\n",
       " 391005187,\n",
       " 391005188,\n",
       " 391005191,\n",
       " 391005194,\n",
       " 3709240332,\n",
       " 3709240333,\n",
       " 3709240338,\n",
       " 1470546965,\n",
       " 3709240341,\n",
       " 1470546967,\n",
       " 1470546966,\n",
       " 402138873,\n",
       " 3709240351,\n",
       " 3709240357,\n",
       " 389678121,\n",
       " 3479110698,\n",
       " 3709240363,\n",
       " 389678124,\n",
       " 3709240371,\n",
       " 3709240372,\n",
       " 3709240373,\n",
       " 3709240374,\n",
       " 389678134,\n",
       " 389678136,\n",
       " 389678133,\n",
       " 389678138,\n",
       " 389678139,\n",
       " 389678131,\n",
       " 389678140,\n",
       " 389678141,\n",
       " 389678142,\n",
       " 3709240384,\n",
       " 389678151,\n",
       " 29688909,\n",
       " 7868892239,\n",
       " 7868892244,\n",
       " 3476636778,\n",
       " 1470547052,\n",
       " 3476636781,\n",
       " 1470547054,\n",
       " 3476636783,\n",
       " 3476636782,\n",
       " 391169142,\n",
       " 391169143,\n",
       " 1470547064,\n",
       " 1470547065,\n",
       " 1470547066,\n",
       " 391169146,\n",
       " 1470547067,\n",
       " 391169147,\n",
       " 1550992510,\n",
       " 391169148,\n",
       " 391169149,\n",
       " 391169150,\n",
       " 2122073235,\n",
       " 966509731,\n",
       " 966509732,\n",
       " 966509734,\n",
       " 389678247,\n",
       " 389678248,\n",
       " 389678249,\n",
       " 389678250,\n",
       " 389678251,\n",
       " 389678252,\n",
       " 389678253,\n",
       " 389678254,\n",
       " 389678255,\n",
       " 389678256,\n",
       " 389678257,\n",
       " 4675716274,\n",
       " 4675716275,\n",
       " 4675716276,\n",
       " 4675716277,\n",
       " 4675716278,\n",
       " 1250411702,\n",
       " 1250411704,\n",
       " 53544119,\n",
       " 389678264,\n",
       " 389678265,\n",
       " 3715531973,\n",
       " 1250411718,\n",
       " 3715531974,\n",
       " 3715531976,\n",
       " 3715531979,\n",
       " 3715531982,\n",
       " 3715531983,\n",
       " 3715531985,\n",
       " 29689064,\n",
       " 538166528,\n",
       " 538166529,\n",
       " 29689090,\n",
       " 29689091,\n",
       " 538166530,\n",
       " 29689119,\n",
       " 2702116127,\n",
       " 2702116129,\n",
       " 391005485,\n",
       " 391005486,\n",
       " 391005488,\n",
       " 391005489,\n",
       " 391005490,\n",
       " 3708585290,\n",
       " 3708585291,\n",
       " 3063580000,\n",
       " 3063580002,\n",
       " 3063580004,\n",
       " 3063580005,\n",
       " 3063580006,\n",
       " 3584705898,\n",
       " 3584705899,\n",
       " 3481535853,\n",
       " 3584705903,\n",
       " 3584705905,\n",
       " 3584705906,\n",
       " 3584705907,\n",
       " 3584705911,\n",
       " 3584705915,\n",
       " 3584705917,\n",
       " 2401027456,\n",
       " 2590492034,\n",
       " 3584705923,\n",
       " 2401027459,\n",
       " 3584705922,\n",
       " 3584705930,\n",
       " 3584705931,\n",
       " 3584705932,\n",
       " 3584705933,\n",
       " 2590492047,\n",
       " 6431753616,\n",
       " 6431753617,\n",
       " 3071133074,\n",
       " 3071133075,\n",
       " 3071133076,\n",
       " 3584705941,\n",
       " 3071133078,\n",
       " 3584705943,\n",
       " 3071133080,\n",
       " 3071133073,\n",
       " 3584705946,\n",
       " 3584705950,\n",
       " 3071133086,\n",
       " 3071133091,\n",
       " 3584705957,\n",
       " 3584705958,\n",
       " 2401060261,\n",
       " 2401060263,\n",
       " 2401060265,\n",
       " 2401060266,\n",
       " 2401060267,\n",
       " 2401060264,\n",
       " 1365886381,\n",
       " 1365886393,\n",
       " 6936053179,\n",
       " 6936053181,\n",
       " 3714450878,\n",
       " 3714450877,\n",
       " 3714450880,\n",
       " 2401060289,\n",
       " 1365886401,\n",
       " 1365886403,\n",
       " 3714450881,\n",
       " 3714450885,\n",
       " 3714450879,\n",
       " 2302526919,\n",
       " 2302526920,\n",
       " 2302526921,\n",
       " 2401060298,\n",
       " 1365886408,\n",
       " 3714450887,\n",
       " 34522600,\n",
       " 3252913643,\n",
       " 3252913644,\n",
       " 3705259510,\n",
       " 2401060342,\n",
       " 765380091,\n",
       " 765380100,\n",
       " 765380101,\n",
       " 765380102,\n",
       " 3700426251,\n",
       " 2401060367,\n",
       " 3700426256,\n",
       " 3700426257,\n",
       " 2401060371,\n",
       " 3715270164,\n",
       " 2401060376,\n",
       " 2401060379,\n",
       " 29689374,\n",
       " 3714450975,\n",
       " 3714450977,\n",
       " 3714450980,\n",
       " 2401060392,\n",
       " 2401060396,\n",
       " 2401060401,\n",
       " 29689403,\n",
       " 2401060412,\n",
       " 780797514,\n",
       " 2401060427,\n",
       " 2401060429,\n",
       " 3555231310,\n",
       " 773490255,\n",
       " 773490256,\n",
       " 3555231313,\n",
       " 773490258,\n",
       " 29689427,\n",
       " 3709716050,\n",
       " 3709716053,\n",
       " 3555231318,\n",
       " 3555231319,\n",
       " 3555231320,\n",
       " 773490265,\n",
       " 3555231322,\n",
       " 29689435,\n",
       " 773490266,\n",
       " 3555231321,\n",
       " 3555231323,\n",
       " 3555231324,\n",
       " 3555231325,\n",
       " 3555231326,\n",
       " 3555231327,\n",
       " 3555231329,\n",
       " 3555231332,\n",
       " 3555231333,\n",
       " 3555231334,\n",
       " 773490277,\n",
       " 3555231336,\n",
       " 3555231339,\n",
       " 3555231341,\n",
       " 3368584814,\n",
       " 3555231343,\n",
       " 3368584816,\n",
       " 3368584817,\n",
       " 3555231345,\n",
       " 3555231346,\n",
       " 3555231347,\n",
       " 3555231348,\n",
       " 536331889,\n",
       " 3368584818,\n",
       " 3555231353,\n",
       " 3555231354,\n",
       " 3555231355,\n",
       " 773490297,\n",
       " 3555231357,\n",
       " 3555231358,\n",
       " 5777933945,\n",
       " 3555231362,\n",
       " 3555231364,\n",
       " 3555231367,\n",
       " 3559442057,\n",
       " 3559442061,\n",
       " 3559442062,\n",
       " 7311083154,\n",
       " 7311083157,\n",
       " 7311083158,\n",
       " 3715532448,\n",
       " 2359494316,\n",
       " 2359494317,\n",
       " 2359494318,\n",
       " 2359494319,\n",
       " 2359494320,\n",
       " 29689521,\n",
       " 3700098738,\n",
       " 29689542,\n",
       " 2809038555,\n",
       " 281675484,\n",
       " 281675485,\n",
       " 253937384,\n",
       " 253937395,\n",
       " 60032757,\n",
       " 2461091573,\n",
       " 3700459275,\n",
       " 3700459281,\n",
       " 536332049,\n",
       " 29689630,\n",
       " 29689631,\n",
       " 29689644,\n",
       " 6528485164,\n",
       " 6528485169,\n",
       " 6528485174,\n",
       " 6528485176,\n",
       " 3049752380,\n",
       " 3049752383,\n",
       " 29689664,\n",
       " 29689667,\n",
       " 7369606980,\n",
       " 7369606981,\n",
       " 391174577,\n",
       " 3049752392,\n",
       " 281675596,\n",
       " 27559759,\n",
       " 35506002,\n",
       " 3049752411,\n",
       " 29689691,\n",
       " 253937505,\n",
       " 391174585,\n",
       " 2557544302,\n",
       " 2557544304,\n",
       " 3049752433,\n",
       " 391174586,\n",
       " 3049752436,\n",
       " 391174587,\n",
       " 769525622,\n",
       " 769525625,\n",
       " 769525626,\n",
       " 3049752441,\n",
       " 769525630,\n",
       " 769525631,\n",
       " 52922240,\n",
       " 391174589,\n",
       " 3049752452,\n",
       " 3049752453,\n",
       " 391174590,\n",
       " 3049752466,\n",
       " 3049752473,\n",
       " 6441699229,\n",
       " 6441699230,\n",
       " 2689255327,\n",
       " 6441699232,\n",
       " 2689255328,\n",
       " 1278379938,\n",
       " 6441699231,\n",
       " 3049752487,\n",
       " 1278379945,\n",
       " 29689769,\n",
       " 3049752493,\n",
       " 29689774,\n",
       " 1278379951,\n",
       " 6441699248,\n",
       " 6441699249,\n",
       " 1278379955,\n",
       " 29689780,\n",
       " 3049752502,\n",
       " 391174600,\n",
       " 1278379960,\n",
       " 1278379961,\n",
       " 6441699258,\n",
       " 6441699257,\n",
       " 1278379964,\n",
       " 3049752508,\n",
       " 469108664,\n",
       " 469108665,\n",
       " 469108666,\n",
       " 3049752513,\n",
       " 469108670,\n",
       " 1120733117,\n",
       " 1120733123,\n",
       " 1120733124,\n",
       " 1120733125,\n",
       " 391174602,\n",
       " 3049752520,\n",
       " 1278379977,\n",
       " 3049752543,\n",
       " 3049752547,\n",
       " 3714451428,\n",
       " 3049752552,\n",
       " 280889321,\n",
       " 280889323,\n",
       " 29689432,\n",
       " 3714451438,\n",
       " 3714451440,\n",
       " 3049752562,\n",
       " 29689434,\n",
       " 3714451445,\n",
       " 3714451446,\n",
       " 3714451451,\n",
       " 280889340,\n",
       " 29689436,\n",
       " 29689856,\n",
       " 3715598337,\n",
       " 29689857,\n",
       " 29689869,\n",
       " 29689879,\n",
       " 394512420,\n",
       " 394512421,\n",
       " 29689896,\n",
       " 394512425,\n",
       " 394512427,\n",
       " 394512429,\n",
       " 356321326,\n",
       " 394512433,\n",
       " 394512435,\n",
       " 394512436,\n",
       " 394512438,\n",
       " 394512440,\n",
       " 394512442,\n",
       " 394512444,\n",
       " 394512446,\n",
       " 394512448,\n",
       " 394512450,\n",
       " 280889412,\n",
       " 394512452,\n",
       " 394512458,\n",
       " 394512460,\n",
       " 356321357,\n",
       " 29689933,\n",
       " 766937171,\n",
       " 356321364,\n",
       " 766937173,\n",
       " 356321371,\n",
       " 766937196,\n",
       " 356321424,\n",
       " 3700115625,\n",
       " 412354771,\n",
       " 412354772,\n",
       " 412354773,\n",
       " 412354774,\n",
       " 412354775,\n",
       " 412354776,\n",
       " 412354777,\n",
       " 412354778,\n",
       " 412354779,\n",
       " 412354780,\n",
       " 412354781,\n",
       " 412354782,\n",
       " 3118631139,\n",
       " 969640179,\n",
       " 969640180,\n",
       " 6378801416,\n",
       " 6378801417,\n",
       " 6378801418,\n",
       " 2002028816,\n",
       " 2485324048,\n",
       " 6378801425,\n",
       " 2002028820,\n",
       " 2485324053,\n",
       " 2485324054,\n",
       " 2485324052,\n",
       " 6378801428,\n",
       " 3559868703,\n",
       " 3559868706,\n",
       " 2674067751,\n",
       " 961071414,\n",
       " 3715844406,\n",
       " 3715844407,\n",
       " 961071419,\n",
       " 72304959,\n",
       " 2002028870,\n",
       " 773507398,\n",
       " 2143488334,\n",
       " 2143488335,\n",
       " 1975716194,\n",
       " 3700427112,\n",
       " 1975716200,\n",
       " 1975716202,\n",
       " 391186794,\n",
       " 391186795,\n",
       " 391186796,\n",
       " 391186798,\n",
       " 393546095,\n",
       " 391186799,\n",
       " 393546097,\n",
       " 391186802,\n",
       " 391186803,\n",
       " 393546099,\n",
       " 393546101,\n",
       " 393546093,\n",
       " 393546103,\n",
       " 391186807,\n",
       " 393546105,\n",
       " 391186809,\n",
       " 3337210235,\n",
       " 393546107,\n",
       " 3337210237,\n",
       " 3337210238,\n",
       " 3337210239,\n",
       " 393546111,\n",
       " 3337210241,\n",
       " 393546113,\n",
       " 393546115,\n",
       " 393546109,\n",
       " 393546117,\n",
       " 1975716226,\n",
       " 393546119,\n",
       " 1975716230,\n",
       " 393546122,\n",
       " 393546124,\n",
       " 1975716236,\n",
       " 393546126,\n",
       " 1975716237,\n",
       " 1975716240,\n",
       " 1975716241,\n",
       " 3337210258,\n",
       " 1975716238,\n",
       " 281676187,\n",
       " 281676188,\n",
       " 3337210275,\n",
       " 391170478,\n",
       " 391170479,\n",
       " 391170480,\n",
       " 391170481,\n",
       " 391170482,\n",
       " 391170483,\n",
       " 391170484,\n",
       " 3590031793,\n",
       " 3337210294,\n",
       " 6182619576,\n",
       " 6182619577,\n",
       " 2143488443,\n",
       " 6182619580,\n",
       " 2143488445,\n",
       " 6182619579,\n",
       " 3700427205,\n",
       " 3700427207,\n",
       " 393546184,\n",
       " 3700427209,\n",
       " 393546186,\n",
       " 393546187,\n",
       " 393546185,\n",
       " 838289889,\n",
       " 3496135139,\n",
       " 3496135140,\n",
       " 3496135141,\n",
       " 838289894,\n",
       " 838289891,\n",
       " 838289896,\n",
       " 838289892,\n",
       " 838289898,\n",
       " 3714435580,\n",
       " 3714435581,\n",
       " 3714435582,\n",
       " 2143488528,\n",
       " 401525277,\n",
       " 401525279,\n",
       " 401525281,\n",
       " 401525283,\n",
       " 401525285,\n",
       " 3476589094,\n",
       " 3476589095,\n",
       " 3476589096,\n",
       " 401525287,\n",
       " 3476589093,\n",
       " 3715287597,\n",
       " 3715287598,\n",
       " 3715287599,\n",
       " 2689239600,\n",
       " 2689239597,\n",
       " 3476589101,\n",
       " 401525299,\n",
       " 2689239605,\n",
       " 401525301,\n",
       " 2689239607,\n",
       " 401525303,\n",
       " 2689239609,\n",
       " 401525305,\n",
       " 2689239611,\n",
       " 401525307,\n",
       " 401525309,\n",
       " 401525310,\n",
       " 2689239617,\n",
       " 401525313,\n",
       " 2689239619,\n",
       " 401525315,\n",
       " 401525317,\n",
       " 401525316,\n",
       " 2478475865,\n",
       " 2143488609,\n",
       " 1553140355,\n",
       " 6182619785,\n",
       " 3714206364,\n",
       " 2052131489,\n",
       " 344476324,\n",
       " 2086701737,\n",
       " 2086701738,\n",
       " 401525418,\n",
       " 401525431,\n",
       " 401525432,\n",
       " 401525433,\n",
       " 401525434,\n",
       " 401525435,\n",
       " 401525436,\n",
       " 401525437,\n",
       " 401525438,\n",
       " 401525439,\n",
       " 401525440,\n",
       " 401525441,\n",
       " 4995435199,\n",
       " 29690555,\n",
       " 3712862929,\n",
       " 2020608742,\n",
       " 2020608744,\n",
       " 2020608746,\n",
       " 2020608751,\n",
       " 3708553989,\n",
       " 4376693530,\n",
       " 3597536027,\n",
       " 4376693531,\n",
       " 3597536036,\n",
       " 3597536041,\n",
       " 293309245,\n",
       " 767576897,\n",
       " 767576903,\n",
       " 1132776266,\n",
       " 3056569163,\n",
       " 1132776268,\n",
       " 1132776269,\n",
       " 767576908,\n",
       " 767576911,\n",
       " 3056569168,\n",
       " 3056569170,\n",
       " 767576919,\n",
       " 767576921,\n",
       " 938003293,\n",
       " 767576928,\n",
       " 767576932,\n",
       " 767576934,\n",
       " 249989991,\n",
       " 4580674414,\n",
       " 4580674415,\n",
       " 4580674416,\n",
       " 29690737,\n",
       " 4580674418,\n",
       " 3597536115,\n",
       " 249990004,\n",
       " 3597536128,\n",
       " 406080387,\n",
       " 406080388,\n",
       " 406080391,\n",
       " 406080392,\n",
       " 406080393,\n",
       " 406080395,\n",
       " 406080398,\n",
       " 406080400,\n",
       " 406080404,\n",
       " 406080406,\n",
       " 406080411,\n",
       " 406080413,\n",
       " 406080416,\n",
       " 406080419,\n",
       " 406080423,\n",
       " 406080424,\n",
       " 406080427,\n",
       " 406080430,\n",
       " 118410163,\n",
       " 3700427701,\n",
       " 3700427702,\n",
       " 3700427704,\n",
       " 3705244619,\n",
       " 3705244620,\n",
       " 281660374,\n",
       " 3308637185,\n",
       " 293309447,\n",
       " 3308637198,\n",
       " 3308637199,\n",
       " 3308637201,\n",
       " 3308637202,\n",
       " 3308637215,\n",
       " 6721473570,\n",
       " 6721473571,\n",
       " 6721473572,\n",
       " 6721473573,\n",
       " 3308637222,\n",
       " 6721473575,\n",
       " 6721473576,\n",
       " 394493146,\n",
       " 3308637229,\n",
       " 3308637234,\n",
       " 3308637236,\n",
       " 3308637238,\n",
       " 3308637242,\n",
       " 3308637244,\n",
       " 3308637251,\n",
       " 394497099,\n",
       " 3308637259,\n",
       " 394497101,\n",
       " 394497102,\n",
       " 4026125391,\n",
       " 394497104,\n",
       " 394497105,\n",
       " 394497106,\n",
       " 3853683793,\n",
       " 3853683796,\n",
       " 394497109,\n",
       " 394497110,\n",
       " 394497111,\n",
       " 394497112,\n",
       " 394497113,\n",
       " 394497114,\n",
       " 394497115,\n",
       " 394497116,\n",
       " 3308637277,\n",
       " 3308637278,\n",
       " 394497117,\n",
       " 394497118,\n",
       " 3308637281,\n",
       " 394497119,\n",
       " 394497120,\n",
       " 394497121,\n",
       " 3308637285,\n",
       " 3308637282,\n",
       " 394497123,\n",
       " 394497124,\n",
       " 3308637289,\n",
       " 394497125,\n",
       " 3702017131,\n",
       " 3308637283,\n",
       " 394497127,\n",
       " 394497128,\n",
       " 3308637287,\n",
       " ...]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[*G.nodes()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "accessing a single node"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AdjacencyView({6710562607: {0: {'osmid': 96152051, 'name': 'Eaton Centre level 2', 'highway': 'footway', 'oneway': False, 'length': 3.883}}, 3597533185: {0: {'osmid': 353964120, 'name': 'Escalator from Eaton Centre level 1 to 2', 'highway': 'steps', 'oneway': False, 'length': 4.309}}, 6710562608: {0: {'osmid': 96152051, 'name': 'Eaton Centre level 2', 'highway': 'footway', 'oneway': False, 'length': 117.22, 'geometry': <shapely.geometry.linestring.LineString object at 0x7f0d8f049f28>}}})"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G[3597533187]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is the adjacency list of this node as dictionary with keys as the osmid of the neighbour nodes and as we said before that the osmid inside the values in the dictionary are the osmid of the roads.  \n",
    "\n",
    "So one of the neighbours ofthe node `3597544187` is `6710562607` and the edge connecting both of them is `96152051` which is \"Eaton Centre level 2\" which apparently is highway.  \n",
    "\n",
    "The ids of the nodes are unique and the ids of the roads are uniques but as we have discussed before that it is acceptable to have the same id for a node and road without any problem.  \n",
    "\n",
    "---\n",
    "---\n",
    "\n",
    "As you would imagine doing anything useful with the graph requires accessing the neighbour of some node and the edge connecting them together.  \n",
    "\n",
    "We can do that with our graph like that."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AtlasView({0: {'osmid': 96152051, 'name': 'Eaton Centre level 2', 'highway': 'footway', 'oneway': False, 'length': 3.883}})"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G[3597533187][6710562607] # returning the edge between them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.883"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G[3597533187][6710562607][0]['length'] # accessing the length of the edge between them"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Obviously accessing the edge data and traversing the node neighbours with the above statements would obfuscate any algorithm and make it really hard to follow and to be read."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That is why we provided a wrapper around the returned from `osmnx` that offers the same results but in a more idiomatic way."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from utilitis/utils/common.py\n",
    "node = Node(G, 3597533187)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "to create the node you need to pass the whole graph and the id of that node"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3597533187"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# accessing a give node's id -- useful when\n",
    "# you have a container of these objects and\n",
    "# want to retrieve one\n",
    "node.osmid "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "neighbours = node.expand()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<utilities.utils.common.Node at 0x7f0d8c600668>,\n",
       " <utilities.utils.common.Node at 0x7f0d8c600a58>,\n",
       " <utilities.utils.common.Node at 0x7f0d8c6009b0>]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neighbours"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "as you can see node.expand() returned the neighbours of that nodes and to check them you need to access their osmid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6710562607\n",
      "3597533185\n",
      "6710562608\n"
     ]
    }
   ],
   "source": [
    "for node in neighbours:\n",
    "    print(node.osmid)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "to know the distance between two nodes you access `distance` attribute on the child node to know for example the distance between the node with id `6710562607` and `3597533187`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.883"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 6710562607 is the first element in neighbours list\n",
    "neighbours[0].distance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and obviously you need to know from where a given node was expanded"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3597533187"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(neighbours[0].parent).osmid"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "let's expand `neighbours[0]` one more time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "neighbours_2 = neighbours[0].expand()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3597533187\n",
      "6710500027\n",
      "6710562606\n"
     ]
    }
   ],
   "source": [
    "for node in neighbours_2:\n",
    "    print(node.osmid)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pay attention to the expansion sequence -- we have expanded `3597533187` and then `6710562607`(first child) and then `6710500027` (second child)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`3597533187` appeared twice because there is a way from `3597533187` to `6710562607` and another way in the opposite direction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "to know the node that caused other node to be expanded, just access the `parent` attribute"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6710562607"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(neighbours_2[1].parent).osmid"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and to get the path from the first node ever expanded to the current node, invoke the function `path()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[3597533187, 6710562607, 6710500027]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(neighbours_2[1]).path() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Random Paths"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In some situations we need to generate a random path from two nodes, we can do that using `randomized search`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html PUBLIC \"-//W3C//DTD HTML 4.01//EN\"\n",
       "   \"http://www.w3.org/TR/html4/strict.dtd\">\n",
       "<!--\n",
       "generated by Pygments <https://pygments.org/>\n",
       "Copyright 2006-2019 by the Pygments team.\n",
       "Licensed under the BSD license, see LICENSE for details.\n",
       "-->\n",
       "<html>\n",
       "<head>\n",
       "  <title></title>\n",
       "  <meta http-equiv=\"content-type\" content=\"text/html; charset=None\">\n",
       "  <style type=\"text/css\">\n",
       "/*\n",
       "generated by Pygments <https://pygments.org/>\n",
       "Copyright 2006-2019 by the Pygments team.\n",
       "Licensed under the BSD license, see LICENSE for details.\n",
       "*/\n",
       "td.linenos { background-color: #f0f0f0; padding-right: 10px; }\n",
       "span.lineno { background-color: #f0f0f0; padding: 0 5px 0 5px; }\n",
       "pre { line-height: 125%; }\n",
       "body .hll { background-color: #ffffcc }\n",
       "body  { background: #f8f8f8; }\n",
       "body .c { color: #408080; font-style: italic } /* Comment */\n",
       "body .err { border: 1px solid #FF0000 } /* Error */\n",
       "body .k { color: #008000; font-weight: bold } /* Keyword */\n",
       "body .o { color: #666666 } /* Operator */\n",
       "body .ch { color: #408080; font-style: italic } /* Comment.Hashbang */\n",
       "body .cm { color: #408080; font-style: italic } /* Comment.Multiline */\n",
       "body .cp { color: #BC7A00 } /* Comment.Preproc */\n",
       "body .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */\n",
       "body .c1 { color: #408080; font-style: italic } /* Comment.Single */\n",
       "body .cs { color: #408080; font-style: italic } /* Comment.Special */\n",
       "body .gd { color: #A00000 } /* Generic.Deleted */\n",
       "body .ge { font-style: italic } /* Generic.Emph */\n",
       "body .gr { color: #FF0000 } /* Generic.Error */\n",
       "body .gh { color: #000080; font-weight: bold } /* Generic.Heading */\n",
       "body .gi { color: #00A000 } /* Generic.Inserted */\n",
       "body .go { color: #888888 } /* Generic.Output */\n",
       "body .gp { color: #000080; font-weight: bold } /* Generic.Prompt */\n",
       "body .gs { font-weight: bold } /* Generic.Strong */\n",
       "body .gu { color: #800080; font-weight: bold } /* Generic.Subheading */\n",
       "body .gt { color: #0044DD } /* Generic.Traceback */\n",
       "body .kc { color: #008000; font-weight: bold } /* Keyword.Constant */\n",
       "body .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */\n",
       "body .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */\n",
       "body .kp { color: #008000 } /* Keyword.Pseudo */\n",
       "body .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */\n",
       "body .kt { color: #B00040 } /* Keyword.Type */\n",
       "body .m { color: #666666 } /* Literal.Number */\n",
       "body .s { color: #BA2121 } /* Literal.String */\n",
       "body .na { color: #7D9029 } /* Name.Attribute */\n",
       "body .nb { color: #008000 } /* Name.Builtin */\n",
       "body .nc { color: #0000FF; font-weight: bold } /* Name.Class */\n",
       "body .no { color: #880000 } /* Name.Constant */\n",
       "body .nd { color: #AA22FF } /* Name.Decorator */\n",
       "body .ni { color: #999999; font-weight: bold } /* Name.Entity */\n",
       "body .ne { color: #D2413A; font-weight: bold } /* Name.Exception */\n",
       "body .nf { color: #0000FF } /* Name.Function */\n",
       "body .nl { color: #A0A000 } /* Name.Label */\n",
       "body .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */\n",
       "body .nt { color: #008000; font-weight: bold } /* Name.Tag */\n",
       "body .nv { color: #19177C } /* Name.Variable */\n",
       "body .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */\n",
       "body .w { color: #bbbbbb } /* Text.Whitespace */\n",
       "body .mb { color: #666666 } /* Literal.Number.Bin */\n",
       "body .mf { color: #666666 } /* Literal.Number.Float */\n",
       "body .mh { color: #666666 } /* Literal.Number.Hex */\n",
       "body .mi { color: #666666 } /* Literal.Number.Integer */\n",
       "body .mo { color: #666666 } /* Literal.Number.Oct */\n",
       "body .sa { color: #BA2121 } /* Literal.String.Affix */\n",
       "body .sb { color: #BA2121 } /* Literal.String.Backtick */\n",
       "body .sc { color: #BA2121 } /* Literal.String.Char */\n",
       "body .dl { color: #BA2121 } /* Literal.String.Delimiter */\n",
       "body .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */\n",
       "body .s2 { color: #BA2121 } /* Literal.String.Double */\n",
       "body .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */\n",
       "body .sh { color: #BA2121 } /* Literal.String.Heredoc */\n",
       "body .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */\n",
       "body .sx { color: #008000 } /* Literal.String.Other */\n",
       "body .sr { color: #BB6688 } /* Literal.String.Regex */\n",
       "body .s1 { color: #BA2121 } /* Literal.String.Single */\n",
       "body .ss { color: #19177C } /* Literal.String.Symbol */\n",
       "body .bp { color: #008000 } /* Name.Builtin.Pseudo */\n",
       "body .fm { color: #0000FF } /* Name.Function.Magic */\n",
       "body .vc { color: #19177C } /* Name.Variable.Class */\n",
       "body .vg { color: #19177C } /* Name.Variable.Global */\n",
       "body .vi { color: #19177C } /* Name.Variable.Instance */\n",
       "body .vm { color: #19177C } /* Name.Variable.Magic */\n",
       "body .il { color: #666666 } /* Literal.Number.Integer.Long */\n",
       "\n",
       "  </style>\n",
       "</head>\n",
       "<body>\n",
       "<h2></h2>\n",
       "\n",
       "<div class=\"highlight\"><pre><span></span><span class=\"k\">def</span> <span class=\"nf\">randomized_search</span><span class=\"p\">(</span><span class=\"n\">G</span><span class=\"p\">,</span> <span class=\"n\">source</span><span class=\"p\">,</span> <span class=\"n\">destination</span><span class=\"p\">):</span>\n",
       "    <span class=\"n\">origin</span> <span class=\"o\">=</span> <span class=\"n\">Node</span><span class=\"p\">(</span><span class=\"n\">graph</span> <span class=\"o\">=</span> <span class=\"n\">G</span><span class=\"p\">,</span> <span class=\"n\">osmid</span> <span class=\"o\">=</span> <span class=\"n\">source</span><span class=\"p\">)</span>\n",
       "    <span class=\"n\">destination</span> <span class=\"o\">=</span> <span class=\"n\">Node</span><span class=\"p\">(</span><span class=\"n\">graph</span> <span class=\"o\">=</span> <span class=\"n\">G</span><span class=\"p\">,</span> <span class=\"n\">osmid</span> <span class=\"o\">=</span> <span class=\"n\">destination</span><span class=\"p\">)</span>\n",
       "    \n",
       "    <span class=\"n\">route</span> <span class=\"o\">=</span> <span class=\"p\">[]</span> <span class=\"c1\"># the route to be yielded</span>\n",
       "    <span class=\"n\">frontier</span> <span class=\"o\">=</span> <span class=\"n\">deque</span><span class=\"p\">([</span><span class=\"n\">origin</span><span class=\"p\">])</span>\n",
       "    <span class=\"n\">explored</span> <span class=\"o\">=</span> <span class=\"nb\">set</span><span class=\"p\">()</span>\n",
       "    <span class=\"k\">while</span> <span class=\"n\">frontier</span><span class=\"p\">:</span>\n",
       "        <span class=\"n\">node</span> <span class=\"o\">=</span> <span class=\"n\">random</span><span class=\"o\">.</span><span class=\"n\">choice</span><span class=\"p\">(</span><span class=\"n\">frontier</span><span class=\"p\">)</span>   <span class=\"c1\"># here is the randomization part</span>\n",
       "        <span class=\"n\">frontier</span><span class=\"o\">.</span><span class=\"n\">remove</span><span class=\"p\">(</span><span class=\"n\">node</span><span class=\"p\">)</span>\n",
       "        <span class=\"n\">explored</span><span class=\"o\">.</span><span class=\"n\">add</span><span class=\"p\">(</span><span class=\"n\">node</span><span class=\"o\">.</span><span class=\"n\">osmid</span><span class=\"p\">)</span>\n",
       "\n",
       "        <span class=\"k\">for</span> <span class=\"n\">child</span> <span class=\"ow\">in</span> <span class=\"n\">node</span><span class=\"o\">.</span><span class=\"n\">expand</span><span class=\"p\">():</span>\n",
       "            <span class=\"k\">if</span> <span class=\"n\">child</span> <span class=\"ow\">not</span> <span class=\"ow\">in</span> <span class=\"n\">explored</span> <span class=\"ow\">and</span> <span class=\"n\">child</span> <span class=\"ow\">not</span> <span class=\"ow\">in</span> <span class=\"n\">frontier</span><span class=\"p\">:</span>\n",
       "                <span class=\"k\">if</span> <span class=\"n\">child</span> <span class=\"o\">==</span> <span class=\"n\">destination</span><span class=\"p\">:</span>\n",
       "                    <span class=\"n\">route</span> <span class=\"o\">=</span> <span class=\"n\">child</span><span class=\"o\">.</span><span class=\"n\">path</span><span class=\"p\">()</span>\n",
       "                    <span class=\"k\">return</span> <span class=\"n\">route</span>\n",
       "                <span class=\"n\">frontier</span><span class=\"o\">.</span><span class=\"n\">append</span><span class=\"p\">(</span><span class=\"n\">child</span><span class=\"p\">)</span>\n",
       "\n",
       "    <span class=\"k\">raise</span> <span class=\"ne\">Exception</span><span class=\"p\">(</span><span class=\"s2\">&quot;destination and source are not on same component&quot;</span><span class=\"p\">)</span>\n",
       "</pre></div>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "source(randomized_search)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "route = randomized_search(G, 3715285073, 416727716)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[3715285073,\n",
       " 3559283228,\n",
       " 3559283216,\n",
       " 3559283195,\n",
       " 3559283194,\n",
       " 394497127,\n",
       " 394497128,\n",
       " 394497129,\n",
       " 394490749,\n",
       " 391175810,\n",
       " 26240577,\n",
       " 394490742,\n",
       " 53542727,\n",
       " 416731316,\n",
       " 29604900,\n",
       " 416731310,\n",
       " 29605068,\n",
       " 416727716]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "route"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 597.681x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 597.681x432 with 1 Axes>,\n",
       " <matplotlib.axes._subplots.AxesSubplot at 0x7f0d861d0f28>)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ox.plot_graph_route(G, route)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Route as a state"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In some categories from algorithms like trajectory based search for finding the best route, we need to deal with the route as a single and independent state in the search space and how to move from one space to another one in the search space."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "let's use the route we plotted above"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# its length is \n",
    "len(route)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We needed to have a determinstic policy that would generate the neighbouring states of a given state.  \n",
    "\n",
    "The following is just a heuristic for generating children of a route that we tried and we got a very good (sometimes optimal) solutions to a various problem.  \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Begin with the initial route and start from the second node.\n",
    "2. Delete/Fail that node from the graph and try to find the shortest path\n",
    "   between the preceding node (source of the route) and the following node (third in the route).\n",
    "3. Stitch the shortest route from source node to the third node in the initial route.\n",
    "4. We got a new route/first children.\n",
    "5. To generate the next child we fail the following node (third node) so now we have the second\n",
    "   and third node flagged as failed in the graph and we find shortest path from (source/first node)\n",
    "   to the fourth node, and to generate the third child we fail the second and third and fourth node.\n",
    "6. We keep doing that until we have failed the nodes from the start/second to the node just before the target/last    node.\n",
    "7. This is the first \"batch\" of children, we get the second batch of children by starting the failure node from \n",
    "   the third node and we keep failing successive node untill we reach the node adjacent to the last node in the      route. And we get the fourth batch by starting to fail the third node and keep going with the same strategy."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This means that a route with a length N produces $O(((N-2))*((N-2)+1)/2)$ children. The minus $2$ because we don't fail either the start/source node or the last/target node of the route."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Why we used upper bound in the formula for the children? because this method of failing a list of successive nodes from the route and trying to stitch the route could fail for the following reasons which made use skip that children."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Failing the source or target node, this is obviously would invalidate the heuristic.\n",
    "\n",
    "2. If we failed articulation points in the graph which lead to make the source node and target node of the route to be on a different component. This situation obviously invalidates the existence of a route between these two nodes, so this child in discarded.\n",
    "\n",
    "3. If we have a child that would cause cycles in our route, this would happend because if for example we failed nodes starting from node #4 to node #10 and we need to find a route from #3 to #11 but in producing such a route we expanded node #1 (source) to be in our new route. When we need to produce the next child, we would need to fail node #1, but the algorithm does not know that node #1 is the source node and failing it would produce invalid child, so this child in discarded. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "so the above example would produce a maximum number of $(26*27)/2 = 351$ routes as children if nothing from these above points happened."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "---\n",
    "---\n",
    "The function `children_route` returns an iterator thar returns all the neighbouring states of a route, and we can for example take the first 9 children by using [`itertools.islice`](https://docs.python.org/3/library/itertools.html#itertools.islice) as the following"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# unpacking the first 7 children\n",
    "children = [*islice(children_route(G, route), 7)]\n",
    "# to unpack all children [*children_route(G, route)]\n",
    "# and as iterator you can use it in for loop"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "let's draw each node of the route independently to keep track of what is going on in the children routes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "# don't dwell so much on the following code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "import folium as fl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "center_osmid = 394497127\n",
    "G_gdfs = ox.graph_to_gdfs(G)\n",
    "nodes_frame = G_gdfs[0]\n",
    "ways_frame = G_gdfs[1]\n",
    "center_node = nodes_frame.loc[center_osmid]\n",
    "loc = [center_node['y'], center_node['x']]\n",
    "m = fl.Map(location = loc, zoom_start = 15)\n",
    "\n",
    "start_node = nodes_frame.loc[route[0]]\n",
    "end_node = nodes_frame.loc[route[len(route)-1]]\n",
    "\n",
    "kw = dict(fill_color='red', radius=5)\n",
    "start_xy = [start_node['y'], start_node['x']]\n",
    "end_xy = [end_node['y'], end_node['x']]\n",
    "marker = fl.Marker(location = start_xy, **kw).add_to(m)\n",
    "\n",
    "marker = fl.Marker(location = end_xy, **kw).add_to(m)\n",
    "\n",
    "for u, v in zip(route[0:], route[1:]):\n",
    "    try:\n",
    "        x, y = (ways_frame.query(f'u == {u} and v == {v}').to_dict('list')['geometry'])[0].coords.xy\n",
    "    except:\n",
    "        x, y = (ways_frame.query(f'u == {v} and v == {u}').to_dict('list')['geometry'])[0].coords.xy\n",
    "    points = [*zip([*y],[*x])]\n",
    "    for u, v in zip(points[0:], points[1:]):\n",
    "        line = [[u, v]]\n",
    "        polyline = fl.PolyLine(locations = line, color = 'black', weight=2)\n",
    "        m.add_child(polyline)\n",
    "\n",
    "for node in route:\n",
    "    node_location = nodes_frame.loc[node]\n",
    "    loc = [node_location['y'], node_location['x']]\n",
    "    marker = fl.Marker(location = loc, **kw).add_to(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_b0990aa3b2a34df1b5080883abfadfe6 {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_b0990aa3b2a34df1b5080883abfadfe6" ></div>
        
</body>
<script>    
    
            var map_b0990aa3b2a34df1b5080883abfadfe6 = L.map(
                "map_b0990aa3b2a34df1b5080883abfadfe6",
                {
                    center: [43.648031, -79.383482],
                    crs: L.CRS.EPSG3857,
                    zoom: 15,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_39cde0abe731426ab6b7bf163dc71551 = L.tileLayer(
                "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",
                {"attribution": "Data by \u0026copy; \u003ca href=\"http://openstreetmap.org\"\u003eOpenStreetMap\u003c/a\u003e, under \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eODbL\u003c/a\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_169b090c7578482ba1a1be6c2f909217 = L.marker(
                [43.6492069, -79.38187],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_5aee6c9a306b405aa4780c6c7708657b = L.marker(
                [43.6466212, -79.3896326],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_9286c759ac644f529461633c730e91cb = L.polyline(
                [[[43.6492069, -79.38187], [43.6490039, -79.3817803]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_53cd18a2fc9f46918d5f84c01826f868 = L.polyline(
                [[[43.6490039, -79.3817803], [43.6489377, -79.3817525]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_e11ccb201bd845689ecf58a0e413f22f = L.polyline(
                [[[43.6489377, -79.3817525], [43.6487852, -79.3816948]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_22394267b4654b58b8321f646e36e982 = L.polyline(
                [[[43.6487852, -79.3816948], [43.648757, -79.3816837]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_ed9db9bba39149929d32ee8c772c3838 = L.polyline(
                [[[43.648757, -79.3816837], [43.6487291, -79.3816728]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_bcf88f9e5ed44746b2341adbd07e3e5e = L.polyline(
                [[[43.6487291, -79.3816728], [43.6485282, -79.3815942]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_1116953f15c14d02bfbb33ff3853bfc9 = L.polyline(
                [[[43.6485282, -79.3815942], [43.6484425, -79.3815615]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_31d18be4f63c40e69a0a1901eb417a40 = L.polyline(
                [[[43.6484425, -79.3815615], [43.6483921, -79.3817973]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_acd2c56cb9aa4cc48a6244e2831986e6 = L.polyline(
                [[[43.6483921, -79.3817973], [43.6483189, -79.3821508]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_1fe2cd1c504d4d2481e1aa5f5b958c4f = L.polyline(
                [[[43.6483189, -79.3821508], [43.6481949, -79.3827495]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_2299c658e2614152923d4ae67b6bbfda = L.polyline(
                [[[43.6481949, -79.3827495], [43.648153, -79.382934]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_3f0c95f34ba14fee906f585c725998fa = L.polyline(
                [[[43.648153, -79.382934], [43.648031, -79.383482]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_79b37969d4f34e35be3ad5284e90f2e8 = L.polyline(
                [[[43.648031, -79.383482], [43.6480214, -79.3835274]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_c23a64ff711143f4b5cde71692778f4b = L.polyline(
                [[[43.6480214, -79.3835274], [43.6480136, -79.3835643]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_4abf53bebf0c485ca685ab344c769476 = L.polyline(
                [[[43.6480136, -79.3835643], [43.6480091, -79.3835857]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_01864426bd8a4c7ebac407286ebfddb9 = L.polyline(
                [[[43.6480091, -79.3835857], [43.6479874, -79.3836882]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_c0d9857d86b84e629ea4a8ec533a960d = L.polyline(
                [[[43.6479874, -79.3836882], [43.6479301, -79.3836651]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_b872235bf97e4f82a64bdbbcf1fbcabf = L.polyline(
                [[[43.6479301, -79.3836651], [43.6479152, -79.3836592]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_70cb798edae94b30973e6a2977d4034a = L.polyline(
                [[[43.6479152, -79.3836592], [43.6479104, -79.3836811]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_069d62967cb741aba723940ab0562488 = L.polyline(
                [[[43.6479104, -79.3836811], [43.6477009, -79.384651]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_d25247905ead4a79b6de647aa947733f = L.polyline(
                [[[43.6477009, -79.384651], [43.6476639, -79.3848141]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_4f952afa0c6f4da89fd24416e9358a3e = L.polyline(
                [[[43.6476639, -79.3848141], [43.6476307, -79.3849687]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_aaaefd3855924cb3860bd83a49ac492c = L.polyline(
                [[[43.6476307, -79.3849687], [43.6475295, -79.3854334]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_35929b54606342079abba89011b69f33 = L.polyline(
                [[[43.6475295, -79.3854334], [43.6474099, -79.385986]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_97ebb263fa0a460aa9f33f65f40b1a36 = L.polyline(
                [[[43.6474099, -79.385986], [43.6473918, -79.3860705]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_f0fad0c6d2e34130840630afccd3c3b9 = L.polyline(
                [[[43.6473918, -79.3860705], [43.647368, -79.3861808]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_a1da5dfb38434620bb7e5e83810db8ed = L.polyline(
                [[[43.647368, -79.3861808], [43.6469479, -79.3881264]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var poly_line_3934f4867fd34301bc362bf98d35783b = L.polyline(
                [[[43.6469479, -79.3881264], [43.6466212, -79.3896326]]],
                {"bubblingMouseEvents": true, "color": "black", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "black", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1.0, "smoothFactor": 1.0, "stroke": true, "weight": 2}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_36189e20502c45b29829e35e8cc5dd0e = L.marker(
                [43.6492069, -79.38187],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_953094d6a00c4753b35ce1cbf7afd042 = L.marker(
                [43.6487852, -79.3816948],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_fd43313d438a4589ada4693acd53ac9f = L.marker(
                [43.648757, -79.3816837],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_855876883d50442b9a09a348cfb56fb3 = L.marker(
                [43.6484425, -79.3815615],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_4d509eab511d4edaa0af6201796e70cc = L.marker(
                [43.6483921, -79.3817973],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_0b00777890ed410abc3bdf95ae14a4e6 = L.marker(
                [43.648031, -79.383482],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_b8d3a86e616c44a19037b239f581b350 = L.marker(
                [43.6480091, -79.3835857],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_748ffb7667cd4b3fab985477c8927ec2 = L.marker(
                [43.6479874, -79.3836882],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_af8655b9210d417db7a601baa8e0da3a = L.marker(
                [43.6479152, -79.3836592],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_5673fb10938b424ab37dc767f8bfaccb = L.marker(
                [43.6477009, -79.384651],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_02e4ab2e2b7e499d8556e972c026a007 = L.marker(
                [43.6476639, -79.3848141],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_539a8290391346f690a0e1b412d40b7e = L.marker(
                [43.6476307, -79.3849687],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_96a02e7492f440009d803d57a94ad666 = L.marker(
                [43.6475295, -79.3854334],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_ccdf4d09902f45469bf68546e874d698 = L.marker(
                [43.6474099, -79.385986],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_6db86230b5404df79a679725b078fee0 = L.marker(
                [43.6473918, -79.3860705],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_c5bff5a4c36a47f8a39234e30c7dfb5f = L.marker(
                [43.647368, -79.3861808],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_4b97209f637b402595ba4a7ab0bb83b1 = L.marker(
                [43.6469479, -79.3881264],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
    
            var marker_9913754e7c634a798bb4a50b27dbf0d7 = L.marker(
                [43.6466212, -79.3896326],
                {"fillColor": "red", "radius": 5}
            ).addTo(map_b0990aa3b2a34df1b5080883abfadfe6);
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f0d863d3fd0>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The graph has 4539 which is a lot, we will use basic faster folium instead\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_1f10dcedf32c4855ab8f2dce1e0db918 {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_1f10dcedf32c4855ab8f2dce1e0db918" ></div>
        
</body>
<script>    
    
            var map_1f10dcedf32c4855ab8f2dce1e0db918 = L.map(
                "map_1f10dcedf32c4855ab8f2dce1e0db918",
                {
                    center: [43.64763823717498, -79.38522640784538],
                    crs: L.CRS.EPSG3857,
                    zoom: 1,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_4521b48b221040769d6b8a7d8833e427 = L.tileLayer(
                "https://cartodb-basemaps-{s}.global.ssl.fastly.net/light_all/{z}/{x}/{y}.png",
                {"attribution": "\u0026copy; \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eOpenStreetMap\u003c/a\u003e contributors \u0026copy; \u003ca href=\"http://cartodb.com/attributions\"\u003eCartoDB\u003c/a\u003e, CartoDB \u003ca href =\"http://cartodb.com/attributions\"\u003eattributions\u003c/a\u003e", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_1f10dcedf32c4855ab8f2dce1e0db918);
        
    
            var poly_line_4ba8d691fc7245f9a98e8dbf01dd03b8 = L.polyline(
                [[43.6492069, -79.38187], [43.6490039, -79.3817803], [43.6489377, -79.3817525], [43.6487852, -79.3816948]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_1f10dcedf32c4855ab8f2dce1e0db918);
        
    
            var poly_line_3d8f3c2337f14cf6a589516ee29c24dc = L.polyline(
                [[43.6487852, -79.3816948], [43.648757, -79.3816837]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_1f10dcedf32c4855ab8f2dce1e0db918);
        
    
            var poly_line_5462c03057a14390b345a75901440fa7 = L.polyline(
                [[43.648757, -79.3816837], [43.6487291, -79.3816728], [43.6485282, -79.3815942], [43.6484425, -79.3815615]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_1f10dcedf32c4855ab8f2dce1e0db918);
        
    
            var poly_line_9bf3e81471a14eafae68ee74bedf34bf = L.polyline(
                [[43.6484425, -79.3815615], [43.6483921, -79.3817973]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_1f10dcedf32c4855ab8f2dce1e0db918);
        
    
            var poly_line_b5e8177ee56942eaa4dd13b40dcf0d81 = L.polyline(
                [[43.6483921, -79.3817973], [43.6483189, -79.3821508], [43.6481949, -79.3827495], [43.648153, -79.382934], [43.648031, -79.383482]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_1f10dcedf32c4855ab8f2dce1e0db918);
        
    
            var poly_line_4472bfd35c1f40f6b2268d01909ee119 = L.polyline(
                [[43.648031, -79.383482], [43.6480214, -79.3835274], [43.6480136, -79.3835643], [43.6480091, -79.3835857]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_1f10dcedf32c4855ab8f2dce1e0db918);
        
    
            var poly_line_55621ec6366444b58d506e5e1349938f = L.polyline(
                [[43.6480091, -79.3835857], [43.6479874, -79.3836882]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_1f10dcedf32c4855ab8f2dce1e0db918);
        
    
            var poly_line_0ef4cfc75b7f466787d3acfd9ce16d9d = L.polyline(
                [[43.6479874, -79.3836882], [43.6479301, -79.3836651], [43.6479152, -79.3836592]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_1f10dcedf32c4855ab8f2dce1e0db918);
        
    
            var poly_line_57f19e596f0a4f278117068cb632b362 = L.polyline(
                [[43.6479152, -79.3836592], [43.6479104, -79.3836811], [43.6477009, -79.384651]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_1f10dcedf32c4855ab8f2dce1e0db918);
        
    
            var poly_line_91774c55c38940daa2e9b4b70666e357 = L.polyline(
                [[43.6477009, -79.384651], [43.6476639, -79.3848141]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_1f10dcedf32c4855ab8f2dce1e0db918);
        
    
            var poly_line_0ff0e421eaef41d689958425948c2901 = L.polyline(
                [[43.6476639, -79.3848141], [43.6476307, -79.3849687]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_1f10dcedf32c4855ab8f2dce1e0db918);
        
    
            var poly_line_5d399d2b7ee04b0a8cb3f32eb5ad5c3c = L.polyline(
                [[43.6476307, -79.3849687], [43.6475295, -79.3854334]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_1f10dcedf32c4855ab8f2dce1e0db918);
        
    
            var poly_line_1f6b048b999c4ee8a83192e43f652be0 = L.polyline(
                [[43.6475295, -79.3854334], [43.6474099, -79.385986]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_1f10dcedf32c4855ab8f2dce1e0db918);
        
    
            var poly_line_020e5630f8394d4da4a9cfd74c0ae69e = L.polyline(
                [[43.6474099, -79.385986], [43.6473918, -79.3860705]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_1f10dcedf32c4855ab8f2dce1e0db918);
        
    
            var poly_line_8a138117c1954892949fff5cb25533fa = L.polyline(
                [[43.6473918, -79.3860705], [43.647368, -79.3861808]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_1f10dcedf32c4855ab8f2dce1e0db918);
        
    
            var poly_line_f90ffcda947c41f29ee99737a676e69f = L.polyline(
                [[43.647368, -79.3861808], [43.6469479, -79.3881264]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_1f10dcedf32c4855ab8f2dce1e0db918);
        
    
            var poly_line_4d06f23ad96740598164c5e807859c96 = L.polyline(
                [[43.6469479, -79.3881264], [43.6466212, -79.3896326]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_1f10dcedf32c4855ab8f2dce1e0db918);
        
    
            map_1f10dcedf32c4855ab8f2dce1e0db918.fitBounds(
                [[43.6466212, -79.3896326], [43.6492069, -79.3815615]],
                {}
            );
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f0d8c5c55c0>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "draw_route(G, route)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "see how when we failed the second node in the route we needed to obviously avoid it and choose another way to reach the third node"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The graph has 4539 which is a lot, we will use basic faster folium instead\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_136ca3386d9347bda5d3f1d5036faf92 {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_136ca3386d9347bda5d3f1d5036faf92" ></div>
        
</body>
<script>    
    
            var map_136ca3386d9347bda5d3f1d5036faf92 = L.map(
                "map_136ca3386d9347bda5d3f1d5036faf92",
                {
                    center: [43.64770851457261, -79.3850763248407],
                    crs: L.CRS.EPSG3857,
                    zoom: 1,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_ce19299c1d544a349a8b4aff06b55a55 = L.tileLayer(
                "https://cartodb-basemaps-{s}.global.ssl.fastly.net/light_all/{z}/{x}/{y}.png",
                {"attribution": "\u0026copy; \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eOpenStreetMap\u003c/a\u003e contributors \u0026copy; \u003ca href=\"http://cartodb.com/attributions\"\u003eCartoDB\u003c/a\u003e, CartoDB \u003ca href =\"http://cartodb.com/attributions\"\u003eattributions\u003c/a\u003e", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_6568a6862eb84c328809ea98045081e4 = L.polyline(
                [[43.6492069, -79.38187], [43.6492461, -79.381838], [43.6493581, -79.3818832]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_027b48d0347142c9b8d097643b6295c7 = L.polyline(
                [[43.6493581, -79.3818832], [43.6493538, -79.381903]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_ab6e4cc3fa80423ea60ea302464411cd = L.polyline(
                [[43.6493538, -79.381903], [43.6493503, -79.3819274]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_aa39e40945cb46cbacfe8a5de710bf0d = L.polyline(
                [[43.6493503, -79.3819274], [43.6492321, -79.3818817]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_9f0dae4da5c1436987b4eaf4fbf1c4d6 = L.polyline(
                [[43.6492321, -79.3818817], [43.6489865, -79.3817866]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_c2958f414cc1474fbbb763638d3e2011 = L.polyline(
                [[43.6489865, -79.3817866], [43.6488859, -79.3817461], [43.6488714, -79.3817403], [43.6487687, -79.381699]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_9f96e5ada9064059858c8ed5cc342d0e = L.polyline(
                [[43.6487687, -79.381699], [43.6487764, -79.3816645]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_3726f05e915f4a18a227a362832ad7ca = L.polyline(
                [[43.6487764, -79.3816645], [43.6487625, -79.3816594]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_b79b0286d4e948c995476bc37b564c9f = L.polyline(
                [[43.6487625, -79.3816594], [43.648757, -79.3816837]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_2e49dacd85a54e6b8653d0c59aa09a26 = L.polyline(
                [[43.648757, -79.3816837], [43.6487291, -79.3816728], [43.6485282, -79.3815942], [43.6484425, -79.3815615]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_259818996a424c84a9fd1e90690e7f5c = L.polyline(
                [[43.6484425, -79.3815615], [43.6483921, -79.3817973]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_78f8d377a8e846f7ad626b4577c94e48 = L.polyline(
                [[43.6483921, -79.3817973], [43.6483189, -79.3821508], [43.6481949, -79.3827495], [43.648153, -79.382934], [43.648031, -79.383482]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_f0c10c01de83440fb69db3655993ef5d = L.polyline(
                [[43.648031, -79.383482], [43.6480214, -79.3835274], [43.6480136, -79.3835643], [43.6480091, -79.3835857]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_021baf1123254624a0653a9990d8475b = L.polyline(
                [[43.6480091, -79.3835857], [43.6479874, -79.3836882]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_8c66c1ac396f491d8c3e5e7fb91d8135 = L.polyline(
                [[43.6479874, -79.3836882], [43.6479301, -79.3836651], [43.6479152, -79.3836592]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_a655ed9265294795bee65d30bcda82fd = L.polyline(
                [[43.6479152, -79.3836592], [43.6479104, -79.3836811], [43.6477009, -79.384651]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_250fd63613564deb910e39232b18ffe5 = L.polyline(
                [[43.6477009, -79.384651], [43.6476639, -79.3848141]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_8d557cf5e8b94125b398073823bfd9ea = L.polyline(
                [[43.6476639, -79.3848141], [43.6476307, -79.3849687]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_2efe3111a23a4fdbb158094443d60272 = L.polyline(
                [[43.6476307, -79.3849687], [43.6475295, -79.3854334]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_86efe6d4dc6745b79fb8e6a5ce4738e8 = L.polyline(
                [[43.6475295, -79.3854334], [43.6474099, -79.385986]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_ea0217c8ed10474ebb4ff9b85b146524 = L.polyline(
                [[43.6474099, -79.385986], [43.6473918, -79.3860705]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_3d57b29b5742463b9067baa49d51ecd0 = L.polyline(
                [[43.6473918, -79.3860705], [43.647368, -79.3861808]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_ab53b3f369f049d8b23822e6d4d64a45 = L.polyline(
                [[43.647368, -79.3861808], [43.6469479, -79.3881264]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            var poly_line_5a9d65577a47488b93482f59b88645e0 = L.polyline(
                [[43.6469479, -79.3881264], [43.6466212, -79.3896326]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_136ca3386d9347bda5d3f1d5036faf92);
        
    
            map_136ca3386d9347bda5d3f1d5036faf92.fitBounds(
                [[43.6466212, -79.3896326], [43.6493581, -79.3815615]],
                {}
            );
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f0d8c5b49e8>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "draw_route(G, children[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here the second and third node are failing and we need to go around a building to get to the fourth node"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The graph has 4539 which is a lot, we will use basic faster folium instead\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_ab6cc129a93b40859ae8f55d88c5721d {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_ab6cc129a93b40859ae8f55d88c5721d" ></div>
        
</body>
<script>    
    
            var map_ab6cc129a93b40859ae8f55d88c5721d = L.map(
                "map_ab6cc129a93b40859ae8f55d88c5721d",
                {
                    center: [43.64772812728753, -79.38501840357938],
                    crs: L.CRS.EPSG3857,
                    zoom: 1,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_3991415b8da44245995a0ab8a9b888ce = L.tileLayer(
                "https://cartodb-basemaps-{s}.global.ssl.fastly.net/light_all/{z}/{x}/{y}.png",
                {"attribution": "\u0026copy; \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eOpenStreetMap\u003c/a\u003e contributors \u0026copy; \u003ca href=\"http://cartodb.com/attributions\"\u003eCartoDB\u003c/a\u003e, CartoDB \u003ca href =\"http://cartodb.com/attributions\"\u003eattributions\u003c/a\u003e", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_7bfe773241644a689d384ab496169b40 = L.polyline(
                [[43.6492069, -79.38187], [43.6492461, -79.381838], [43.6493581, -79.3818832]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_5e2c13671a1f40f9a75b8dc0ddd9992f = L.polyline(
                [[43.6493581, -79.3818832], [43.6493538, -79.381903]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_4e237b5327764bed9d99dafc013f71e8 = L.polyline(
                [[43.6493538, -79.381903], [43.6493503, -79.3819274]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_b196554b9f9a4073a47d825948135024 = L.polyline(
                [[43.6493503, -79.3819274], [43.6492321, -79.3818817]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_2b579fdbc525467dacf2ce5cdabcecc6 = L.polyline(
                [[43.6492321, -79.3818817], [43.6489865, -79.3817866]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_a37894cdb3184c75a7eb82d26b071ff9 = L.polyline(
                [[43.6489865, -79.3817866], [43.6488859, -79.3817461], [43.6488714, -79.3817403], [43.6487687, -79.381699]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_b3c26f74db4c439a8210da6d4371332a = L.polyline(
                [[43.6487687, -79.381699], [43.6487609, -79.3817342]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_bce5518bfc864832910c54fa809090e6 = L.polyline(
                [[43.6487609, -79.3817342], [43.6487539, -79.3817662]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_c8d36277b11541368ca2318f00f8f0d5 = L.polyline(
                [[43.6487539, -79.3817662], [43.6487478, -79.3817937]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_478687c4ffa04d368c06d55e37ac234f = L.polyline(
                [[43.6487478, -79.3817937], [43.6487617, -79.3817988]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_f25bbd5c7ba8426d95aef6496665e9ec = L.polyline(
                [[43.6487617, -79.3817988], [43.6487543, -79.3818317]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_c0680195ec244ac69e974acdac6232a8 = L.polyline(
                [[43.6487543, -79.3818317], [43.6487312, -79.3819338]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_7f07012365fd4c74b49601a2e71a2ad1 = L.polyline(
                [[43.6487312, -79.3819338], [43.6484794, -79.3818313], [43.6483921, -79.3817973]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_14f1a44f98f54e7e86b6b70c12b7ecc2 = L.polyline(
                [[43.6483921, -79.3817973], [43.6484425, -79.3815615]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_7e4b9419090a441c9710ef87b9e4cf12 = L.polyline(
                [[43.6484425, -79.3815615], [43.6483921, -79.3817973]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_1cf4663f17784547aaf967be88b1cd29 = L.polyline(
                [[43.6483921, -79.3817973], [43.6483189, -79.3821508], [43.6481949, -79.3827495], [43.648153, -79.382934], [43.648031, -79.383482]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_fe121e90fae04193a9021f3c24f03700 = L.polyline(
                [[43.648031, -79.383482], [43.6480214, -79.3835274], [43.6480136, -79.3835643], [43.6480091, -79.3835857]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_49f0b9aeff744c13b3501fb5129fcb97 = L.polyline(
                [[43.6480091, -79.3835857], [43.6479874, -79.3836882]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_56cce10e04c4400ab14f6678f861a8a5 = L.polyline(
                [[43.6479874, -79.3836882], [43.6479301, -79.3836651], [43.6479152, -79.3836592]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_ea5b50cc79dd4a4ead31336e74e08c05 = L.polyline(
                [[43.6479152, -79.3836592], [43.6479104, -79.3836811], [43.6477009, -79.384651]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_f0845b9cead94a179270695d9680df97 = L.polyline(
                [[43.6477009, -79.384651], [43.6476639, -79.3848141]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_eb7916a6306e4c1f8b9dade33c91007d = L.polyline(
                [[43.6476639, -79.3848141], [43.6476307, -79.3849687]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_dbd0bb2134ae4e51b9f8a500ad48e822 = L.polyline(
                [[43.6476307, -79.3849687], [43.6475295, -79.3854334]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_befd4432ff9a4e98b46be228c7541071 = L.polyline(
                [[43.6475295, -79.3854334], [43.6474099, -79.385986]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_7f07f54f81bc46d09b48135caef16d6e = L.polyline(
                [[43.6474099, -79.385986], [43.6473918, -79.3860705]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_9c5bf6d6195c4683a4e6fcb82325fbe0 = L.polyline(
                [[43.6473918, -79.3860705], [43.647368, -79.3861808]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_d45a2b21255c47139180b5a41ba996a1 = L.polyline(
                [[43.647368, -79.3861808], [43.6469479, -79.3881264]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            var poly_line_5791d02f21eb4983bb7061277fd85f9c = L.polyline(
                [[43.6469479, -79.3881264], [43.6466212, -79.3896326]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_ab6cc129a93b40859ae8f55d88c5721d);
        
    
            map_ab6cc129a93b40859ae8f55d88c5721d.fitBounds(
                [[43.6466212, -79.3896326], [43.6493581, -79.3815615]],
                {}
            );
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f0d8c5b9c50>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "draw_route(G, children[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The graph has 4539 which is a lot, we will use basic faster folium instead\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_018825a7306740138d6216e6d456b0af {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_018825a7306740138d6216e6d456b0af" ></div>
        
</body>
<script>    
    
            var map_018825a7306740138d6216e6d456b0af = L.map(
                "map_018825a7306740138d6216e6d456b0af",
                {
                    center: [43.647710781763045, -79.3851024416837],
                    crs: L.CRS.EPSG3857,
                    zoom: 1,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_9baf0eb1f3004f36a5ff9f5c3971fc19 = L.tileLayer(
                "https://cartodb-basemaps-{s}.global.ssl.fastly.net/light_all/{z}/{x}/{y}.png",
                {"attribution": "\u0026copy; \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eOpenStreetMap\u003c/a\u003e contributors \u0026copy; \u003ca href=\"http://cartodb.com/attributions\"\u003eCartoDB\u003c/a\u003e, CartoDB \u003ca href =\"http://cartodb.com/attributions\"\u003eattributions\u003c/a\u003e", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_16c3ef63addb48dc86c3f3276654e1f6 = L.polyline(
                [[43.6492069, -79.38187], [43.6492461, -79.381838], [43.6493581, -79.3818832]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_ff170b49458146d5baa0cd677a8695b3 = L.polyline(
                [[43.6493581, -79.3818832], [43.6493538, -79.381903]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_03d252c5e11d41ee9ea37e6b45497b5f = L.polyline(
                [[43.6493538, -79.381903], [43.6493503, -79.3819274]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_330fad2cbd59415193b642e6a9f2e0c9 = L.polyline(
                [[43.6493503, -79.3819274], [43.6492321, -79.3818817]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_9c9ad6d535f846a7a0b0431d4d80634d = L.polyline(
                [[43.6492321, -79.3818817], [43.6489865, -79.3817866]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_531441095c8c4d1e806d827f561945c1 = L.polyline(
                [[43.6489865, -79.3817866], [43.6488859, -79.3817461], [43.6488714, -79.3817403], [43.6487687, -79.381699]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_df04729e93d645c991b6f1f67ff60643 = L.polyline(
                [[43.6487687, -79.381699], [43.6487609, -79.3817342]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_4e04d42dd8764a87b77e95bd6b7a068c = L.polyline(
                [[43.6487609, -79.3817342], [43.6487539, -79.3817662]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_091929c1b0c44837bc25e9fb49deaaf5 = L.polyline(
                [[43.6487539, -79.3817662], [43.6487478, -79.3817937]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_df389965ce654cfcadc5e5b5e5dd3ff5 = L.polyline(
                [[43.6487478, -79.3817937], [43.6487617, -79.3817988]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_af41771e85d5445ca6726ead0542f3d6 = L.polyline(
                [[43.6487617, -79.3817988], [43.6487543, -79.3818317]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_4de6c05a9f2042df8a5d674750b8d856 = L.polyline(
                [[43.6487543, -79.3818317], [43.6487312, -79.3819338]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_912c38e30bd84e93b9328d637e37118b = L.polyline(
                [[43.6487312, -79.3819338], [43.6484794, -79.3818313], [43.6483921, -79.3817973]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_2777108f27e54ffdb2a1890e677e317f = L.polyline(
                [[43.6483921, -79.3817973], [43.6483189, -79.3821508], [43.6481949, -79.3827495], [43.648153, -79.382934], [43.648031, -79.383482]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_5fcb957e86a648ee812001ab2deca66f = L.polyline(
                [[43.648031, -79.383482], [43.6480214, -79.3835274], [43.6480136, -79.3835643], [43.6480091, -79.3835857]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_34100446c78b4023b5583956002f2dbb = L.polyline(
                [[43.6480091, -79.3835857], [43.6479874, -79.3836882]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_8d1b0f2c15b248d3be00c706f04dd6bc = L.polyline(
                [[43.6479874, -79.3836882], [43.6479301, -79.3836651], [43.6479152, -79.3836592]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_e4e017143fb94fb19ce902cc8dcc0562 = L.polyline(
                [[43.6479152, -79.3836592], [43.6479104, -79.3836811], [43.6477009, -79.384651]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_d080beec193643d79aea067ee71c79d5 = L.polyline(
                [[43.6477009, -79.384651], [43.6476639, -79.3848141]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_dc0c487ffece4b1d973ac0e7973d3b86 = L.polyline(
                [[43.6476639, -79.3848141], [43.6476307, -79.3849687]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_35d6b378178a43329edcc05889be3c95 = L.polyline(
                [[43.6476307, -79.3849687], [43.6475295, -79.3854334]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_d75bb7f698cf45dbac47956a14d1fbb1 = L.polyline(
                [[43.6475295, -79.3854334], [43.6474099, -79.385986]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_1b307566a7ed41ef967542d73dd2ab27 = L.polyline(
                [[43.6474099, -79.385986], [43.6473918, -79.3860705]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_3387ec4709ce4e3d81fdac51b3533443 = L.polyline(
                [[43.6473918, -79.3860705], [43.647368, -79.3861808]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_7f950b97d3744bc686ccff56ca62313a = L.polyline(
                [[43.647368, -79.3861808], [43.6469479, -79.3881264]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            var poly_line_d7fb0503922447c782b647e0c9d988d4 = L.polyline(
                [[43.6469479, -79.3881264], [43.6466212, -79.3896326]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_018825a7306740138d6216e6d456b0af);
        
    
            map_018825a7306740138d6216e6d456b0af.fitBounds(
                [[43.6466212, -79.3896326], [43.6493581, -79.381699]],
                {}
            );
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f0d8a968dd8>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "draw_route(G, children[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The graph has 4539 which is a lot, we will use basic faster folium instead\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_8d8636aeaf3941c49f105d86b8b7cc5e {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_8d8636aeaf3941c49f105d86b8b7cc5e" ></div>
        
</body>
<script>    
    
            var map_8d8636aeaf3941c49f105d86b8b7cc5e = L.map(
                "map_8d8636aeaf3941c49f105d86b8b7cc5e",
                {
                    center: [43.647783630772636, -79.38530913823372],
                    crs: L.CRS.EPSG3857,
                    zoom: 1,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_1c69fc4aa7fa40f49045b60be47e8bd4 = L.tileLayer(
                "https://cartodb-basemaps-{s}.global.ssl.fastly.net/light_all/{z}/{x}/{y}.png",
                {"attribution": "\u0026copy; \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eOpenStreetMap\u003c/a\u003e contributors \u0026copy; \u003ca href=\"http://cartodb.com/attributions\"\u003eCartoDB\u003c/a\u003e, CartoDB \u003ca href =\"http://cartodb.com/attributions\"\u003eattributions\u003c/a\u003e", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_d76f7cf8e7e24c68b17d478990cb0de9 = L.polyline(
                [[43.6492069, -79.38187], [43.649227, -79.38193], [43.6493403, -79.3819733]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_61642a8c7f834f89b88c4c8d1c260c2c = L.polyline(
                [[43.6493403, -79.3819733], [43.6492764, -79.3823207], [43.6491772, -79.3822833]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_4ba7dc22e09241aba5ede3028fbfeb56 = L.polyline(
                [[43.6491772, -79.3822833], [43.6488913, -79.382176]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_cc8156fac9ff4ff6b2a6bbac243210d6 = L.polyline(
                [[43.6488913, -79.382176], [43.6488607, -79.3823104]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_e895614bb0cd411aafef36a2b69f31b7 = L.polyline(
                [[43.6488607, -79.3823104], [43.6488331, -79.3824422]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_3a61dad7f0fb47ea8aefc9855bfc6c56 = L.polyline(
                [[43.6488331, -79.3824422], [43.6488294, -79.3824582]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_084be31043174827a187d36c085ff425 = L.polyline(
                [[43.6488294, -79.3824582], [43.6488012, -79.3825878]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_2924eea632664048a9a9d669434f0d99 = L.polyline(
                [[43.6488012, -79.3825878], [43.6487226, -79.3829083]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_28b9e8be0b2d4312a82fd1b4c6bfe342 = L.polyline(
                [[43.6487226, -79.3829083], [43.6487103, -79.3829606]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_fa9423ab08be495783b9b4ed6dcaeb6f = L.polyline(
                [[43.6487103, -79.3829606], [43.6486596, -79.3832013]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_d6db9eaab50e45d4a12091cc5b142596 = L.polyline(
                [[43.6486596, -79.3832013], [43.6486095, -79.3834558], [43.6486024, -79.3834535]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_cd2f6997c61b4c0887c1c059f2df5f11 = L.polyline(
                [[43.6486024, -79.3834535], [43.6485849, -79.3834472], [43.6485795, -79.3834726]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_f7cfc530bb90432f80b19d5e1868e65f = L.polyline(
                [[43.6485795, -79.3834726], [43.6485418, -79.3836617], [43.6485355, -79.3836859]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_670d68df2d9a4c128ff753a703ebc94c = L.polyline(
                [[43.6485355, -79.3836859], [43.6482857, -79.3835883], [43.6480802, -79.3835116], [43.648031, -79.383482]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_e6ad0709013b4280854541dea49e92a2 = L.polyline(
                [[43.648031, -79.383482], [43.6480214, -79.3835274], [43.6480136, -79.3835643], [43.6480091, -79.3835857]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_8956aa1961de4d79a743becb27405536 = L.polyline(
                [[43.6480091, -79.3835857], [43.6479874, -79.3836882]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_112e727441ea4f09adb386b65e3f8e72 = L.polyline(
                [[43.6479874, -79.3836882], [43.6479301, -79.3836651], [43.6479152, -79.3836592]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_7fe6cb391bb14912bb01aa7362fac9ba = L.polyline(
                [[43.6479152, -79.3836592], [43.6479104, -79.3836811], [43.6477009, -79.384651]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_753339621b1a49a3ae6eb8876f252c96 = L.polyline(
                [[43.6477009, -79.384651], [43.6476639, -79.3848141]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_766765c89cb843c7a0a15775e790cf73 = L.polyline(
                [[43.6476639, -79.3848141], [43.6476307, -79.3849687]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_321b66ae4e03423888e767dd87d2f747 = L.polyline(
                [[43.6476307, -79.3849687], [43.6475295, -79.3854334]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_5f6d00acced7420e892bcf069dc3ad09 = L.polyline(
                [[43.6475295, -79.3854334], [43.6474099, -79.385986]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_65e4b9b59dba43df984ab7dad4a7fb54 = L.polyline(
                [[43.6474099, -79.385986], [43.6473918, -79.3860705]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_03002827245344faacac69fd5e9a8885 = L.polyline(
                [[43.6473918, -79.3860705], [43.647368, -79.3861808]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_5828a65e11ea4a74a57f0460b7f20680 = L.polyline(
                [[43.647368, -79.3861808], [43.6469479, -79.3881264]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            var poly_line_f1baf42d9f8441fe837770cda426fe1e = L.polyline(
                [[43.6469479, -79.3881264], [43.6466212, -79.3896326]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_8d8636aeaf3941c49f105d86b8b7cc5e);
        
    
            map_8d8636aeaf3941c49f105d86b8b7cc5e.fitBounds(
                [[43.6466212, -79.3896326], [43.6493403, -79.38187]],
                {}
            );
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f0d862757f0>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "draw_route(G, children[3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The graph has 4539 which is a lot, we will use basic faster folium instead\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_e718c7a4c6a243bca9762abe7524b115 {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_e718c7a4c6a243bca9762abe7524b115" ></div>
        
</body>
<script>    
    
            var map_e718c7a4c6a243bca9762abe7524b115 = L.map(
                "map_e718c7a4c6a243bca9762abe7524b115",
                {
                    center: [43.647703484506685, -79.38492189014619],
                    crs: L.CRS.EPSG3857,
                    zoom: 1,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_361b9a0de20b415e8c924d86d002e0c2 = L.tileLayer(
                "https://cartodb-basemaps-{s}.global.ssl.fastly.net/light_all/{z}/{x}/{y}.png",
                {"attribution": "\u0026copy; \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eOpenStreetMap\u003c/a\u003e contributors \u0026copy; \u003ca href=\"http://cartodb.com/attributions\"\u003eCartoDB\u003c/a\u003e, CartoDB \u003ca href =\"http://cartodb.com/attributions\"\u003eattributions\u003c/a\u003e", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_e9a5358698b642428e4619d3f7cd7366 = L.polyline(
                [[43.6492069, -79.38187], [43.6492461, -79.381838], [43.6493581, -79.3818832]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_11a34559fe30463389b6f64a07e85264 = L.polyline(
                [[43.6493581, -79.3818832], [43.6493538, -79.381903]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_a16ccaeaa41f4f5398df993aacbc54ff = L.polyline(
                [[43.6493538, -79.381903], [43.6493503, -79.3819274]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_ddf239cee96743f3ac125254083f9e60 = L.polyline(
                [[43.6493503, -79.3819274], [43.6492321, -79.3818817]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_a3471356dd334922970155b552b8accf = L.polyline(
                [[43.6492321, -79.3818817], [43.6489865, -79.3817866]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_aa3ad9aac3f14c169ec554c0267f2819 = L.polyline(
                [[43.6489865, -79.3817866], [43.6488859, -79.3817461], [43.6488714, -79.3817403], [43.6487687, -79.381699]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_56d8479b07c3431fac5066a81ea7c276 = L.polyline(
                [[43.6487687, -79.381699], [43.6486599, -79.3816552], [43.6486477, -79.3816505], [43.6485808, -79.3816234]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_b0a46fa777fb4ed29e85ef94d5a2a166 = L.polyline(
                [[43.6485808, -79.3816234], [43.6484288, -79.3815628], [43.6483478, -79.3814142], [43.6482879, -79.381393]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_73c1e6907b424c5db09c8c3437bc8d0b = L.polyline(
                [[43.6482879, -79.381393], [43.6482686, -79.3814823], [43.6482385, -79.3816214], [43.6482369, -79.3816286], [43.6482873, -79.3816497]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_59628b020e184914a1c4ee3d319e329e = L.polyline(
                [[43.6482873, -79.3816497], [43.6482726, -79.3817217], [43.6481862, -79.3821132]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_e8eaeaf3b8474021b19f35e3b0903ac4 = L.polyline(
                [[43.6481862, -79.3821132], [43.6480741, -79.382643]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_7809a4b3f4af44baaf5ad3994e0781bc = L.polyline(
                [[43.6480741, -79.382643], [43.6480668, -79.3826773], [43.6480526, -79.3827374], [43.647972, -79.3830913]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_56e0bb7a565a4acf88255f45f37a8752 = L.polyline(
                [[43.647972, -79.3830913], [43.6479483, -79.3831951]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_c7b430f678b3498d8fb492a05b22b48f = L.polyline(
                [[43.6479483, -79.3831951], [43.6478959, -79.3834252]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_b91071f6636b4fd79be97690836858c9 = L.polyline(
                [[43.6478959, -79.3834252], [43.6479134, -79.3834325], [43.6479484, -79.3834473], [43.64796, -79.3834522]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_2244def023f245158b87b484c81db7cd = L.polyline(
                [[43.64796, -79.3834522], [43.6479421, -79.3835346], [43.6479381, -79.3835551]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_4003fd3d05c2418085470f71d854b1c8 = L.polyline(
                [[43.6479381, -79.3835551], [43.6479525, -79.3835613], [43.6480091, -79.3835857]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_a00359d53c2941b9ab6c70f233ef1d6c = L.polyline(
                [[43.6480091, -79.3835857], [43.6479874, -79.3836882]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_c537559293a043f7a05b8ab25fe6dc1e = L.polyline(
                [[43.6479874, -79.3836882], [43.6479301, -79.3836651], [43.6479152, -79.3836592]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_9e3fe6b0034c4b739b1f3a10f736ce6f = L.polyline(
                [[43.6479152, -79.3836592], [43.6479104, -79.3836811], [43.6477009, -79.384651]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_0df5e256db854839958ac8336e52be21 = L.polyline(
                [[43.6477009, -79.384651], [43.6476639, -79.3848141]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_150e2178922a4f67b725ffc8aefe8a42 = L.polyline(
                [[43.6476639, -79.3848141], [43.6476307, -79.3849687]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_b0fa26a5c55d43f3849c6f8c9c691032 = L.polyline(
                [[43.6476307, -79.3849687], [43.6475295, -79.3854334]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_c4feee7e52a348a4a3c7559a1f3c206a = L.polyline(
                [[43.6475295, -79.3854334], [43.6474099, -79.385986]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_2c6db87ab5334832868e12fdfed75996 = L.polyline(
                [[43.6474099, -79.385986], [43.6473918, -79.3860705]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_85df6ee32c8d4e0288dc942720930664 = L.polyline(
                [[43.6473918, -79.3860705], [43.647368, -79.3861808]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_c4763fb4208b4cc7abcfd5f64abb4d0d = L.polyline(
                [[43.647368, -79.3861808], [43.6469479, -79.3881264]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            var poly_line_291f340265404de6b329fbfb284c7ef6 = L.polyline(
                [[43.6469479, -79.3881264], [43.6466212, -79.3896326]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_e718c7a4c6a243bca9762abe7524b115);
        
    
            map_e718c7a4c6a243bca9762abe7524b115.fitBounds(
                [[43.6466212, -79.3896326], [43.6493581, -79.381393]],
                {}
            );
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f0d864ad1d0>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "draw_route(G, children[4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The graph has 4539 which is a lot, we will use basic faster folium instead\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_225fc57eccaf4fd78451b49d4e455874 {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_225fc57eccaf4fd78451b49d4e455874" ></div>
        
</body>
<script>    
    
            var map_225fc57eccaf4fd78451b49d4e455874 = L.map(
                "map_225fc57eccaf4fd78451b49d4e455874",
                {
                    center: [43.64797128712313, -79.38530575642184],
                    crs: L.CRS.EPSG3857,
                    zoom: 1,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_c6ebf32a2064496089bc74b4e373be8b = L.tileLayer(
                "https://cartodb-basemaps-{s}.global.ssl.fastly.net/light_all/{z}/{x}/{y}.png",
                {"attribution": "\u0026copy; \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eOpenStreetMap\u003c/a\u003e contributors \u0026copy; \u003ca href=\"http://cartodb.com/attributions\"\u003eCartoDB\u003c/a\u003e, CartoDB \u003ca href =\"http://cartodb.com/attributions\"\u003eattributions\u003c/a\u003e", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_3f57deb9353b43e1a91511cea08ab0c9 = L.polyline(
                [[43.6492069, -79.38187], [43.6492461, -79.381838], [43.6493581, -79.3818832]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_24527f7f906c4c7381224746fc841388 = L.polyline(
                [[43.6493581, -79.3818832], [43.6493538, -79.381903]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_f2940f7e83e8426eb6f58e4bfed9c930 = L.polyline(
                [[43.6493538, -79.381903], [43.6493503, -79.3819274]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_f99e766c94494e35ac212ea71d61cdbb = L.polyline(
                [[43.6493503, -79.3819274], [43.6494086, -79.3819488], [43.6494745, -79.3819778], [43.6495142, -79.3819939], [43.6495294, -79.3820001]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_1a627426d0464f72a9c62d7503dfae00 = L.polyline(
                [[43.6495294, -79.3820001], [43.6495699, -79.3820169]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_56b9252351d24fefa69081617cc6123e = L.polyline(
                [[43.6495699, -79.3820169], [43.6495364, -79.3821648]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_4b0ef4632ef44c6bb7a34196fe3f42b9 = L.polyline(
                [[43.6495364, -79.3821648], [43.6493605, -79.3829459]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_fffdf8e64fa148cf89bd2161addf04e1 = L.polyline(
                [[43.6493605, -79.3829459], [43.6493055, -79.3831931]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_66b2f4ef72304548a0142a2430051b6e = L.polyline(
                [[43.6493055, -79.3831931], [43.6492776, -79.3833158]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_e5712b87f216440084d5d7f1ab14a76f = L.polyline(
                [[43.6492776, -79.3833158], [43.6492669, -79.383362]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_f4ab3f1da07941c2b46bfdda7f1ad2e4 = L.polyline(
                [[43.6492669, -79.383362], [43.6492422, -79.3834723]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_5abded4e069145fba5eab0a7dbc65c67 = L.polyline(
                [[43.6492422, -79.3834723], [43.6491859, -79.3837219]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_ae1e5982d37447e59e3c4d005a1514e2 = L.polyline(
                [[43.6491859, -79.3837219], [43.6491392, -79.3839355]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_56206b7af277471c894c7d59975896af = L.polyline(
                [[43.6491392, -79.3839355], [43.6491206, -79.3840235], [43.6491166, -79.3840425]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_3f34e5a259ed482e84c5ee2195623db6 = L.polyline(
                [[43.6491166, -79.3840425], [43.6490928, -79.3841559]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_a1ccca23b5094767a910c13b5d64d66e = L.polyline(
                [[43.6490928, -79.3841559], [43.6485896, -79.3839367]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_10f934ccd98841e2ab75065fc34de917 = L.polyline(
                [[43.6485896, -79.3839367], [43.64854, -79.3839169]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_3453715d4c894a6194aa9ebd0b4a3868 = L.polyline(
                [[43.64854, -79.3839169], [43.6484834, -79.3838919]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_168fa1926e584227a2b74f6e23b8a3e0 = L.polyline(
                [[43.6484834, -79.3838919], [43.6479874, -79.3836882]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_89a13187233b429cbbc2f88d7af2c26e = L.polyline(
                [[43.6479874, -79.3836882], [43.6479301, -79.3836651], [43.6479152, -79.3836592]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_2e9d30bd878442de82a3316458f28f44 = L.polyline(
                [[43.6479152, -79.3836592], [43.6479104, -79.3836811], [43.6477009, -79.384651]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_07a6ff6f06484e25b617425948b4efb7 = L.polyline(
                [[43.6477009, -79.384651], [43.6476639, -79.3848141]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_1e538adce4ee4d91bbb36b0b9d5cc611 = L.polyline(
                [[43.6476639, -79.3848141], [43.6476307, -79.3849687]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_ee5f260e563c448580b476bf023605a4 = L.polyline(
                [[43.6476307, -79.3849687], [43.6475295, -79.3854334]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_9fad4c1614174e5a84c623f280eb403e = L.polyline(
                [[43.6475295, -79.3854334], [43.6474099, -79.385986]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_f0544ab1b81e4ab78d4a945e73ad2e21 = L.polyline(
                [[43.6474099, -79.385986], [43.6473918, -79.3860705]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_b4fe2a5a91ba40789482329f45d4ce0a = L.polyline(
                [[43.6473918, -79.3860705], [43.647368, -79.3861808]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_9cf5f5f78867456181f082ec38cc82e2 = L.polyline(
                [[43.647368, -79.3861808], [43.6469479, -79.3881264]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            var poly_line_6613a11abc7e4e54970f6d7daec997ff = L.polyline(
                [[43.6469479, -79.3881264], [43.6466212, -79.3896326]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_225fc57eccaf4fd78451b49d4e455874);
        
    
            map_225fc57eccaf4fd78451b49d4e455874.fitBounds(
                [[43.6466212, -79.3896326], [43.6495699, -79.381838]],
                {}
            );
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f0d862ab128>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "draw_route(G, children[5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The graph has 4539 which is a lot, we will use basic faster folium instead\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_d41d8d0b124d46778430d93870f9b64e {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_d41d8d0b124d46778430d93870f9b64e" ></div>
        
</body>
<script>    
    
            var map_d41d8d0b124d46778430d93870f9b64e = L.map(
                "map_d41d8d0b124d46778430d93870f9b64e",
                {
                    center: [43.64769873320391, -79.38494160380512],
                    crs: L.CRS.EPSG3857,
                    zoom: 1,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
            var tile_layer_dad676e7ae1a4d1c93f4cc805009824e = L.tileLayer(
                "https://cartodb-basemaps-{s}.global.ssl.fastly.net/light_all/{z}/{x}/{y}.png",
                {"attribution": "\u0026copy; \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eOpenStreetMap\u003c/a\u003e contributors \u0026copy; \u003ca href=\"http://cartodb.com/attributions\"\u003eCartoDB\u003c/a\u003e, CartoDB \u003ca href =\"http://cartodb.com/attributions\"\u003eattributions\u003c/a\u003e", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_39203870adcb42a1a7f30c3e9693660f = L.polyline(
                [[43.6492069, -79.38187], [43.6492461, -79.381838], [43.6493581, -79.3818832]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_4555fe0836d4497d9e2dbb36453e0b0d = L.polyline(
                [[43.6493581, -79.3818832], [43.6493538, -79.381903]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_28677c9936124017a7a2063426a88d12 = L.polyline(
                [[43.6493538, -79.381903], [43.6493503, -79.3819274]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_ac12a60f15bc438cadcaa7ef3bfb8050 = L.polyline(
                [[43.6493503, -79.3819274], [43.6492321, -79.3818817]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_ea4b800ef3384981b963da9d0a3bd5bd = L.polyline(
                [[43.6492321, -79.3818817], [43.6489865, -79.3817866]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_952a13f0fbda4dc8b6fc601db3f60b4e = L.polyline(
                [[43.6489865, -79.3817866], [43.6488859, -79.3817461], [43.6488714, -79.3817403], [43.6487687, -79.381699]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_569238494b45403b84b3a8e470efc38b = L.polyline(
                [[43.6487687, -79.381699], [43.6486599, -79.3816552], [43.6486477, -79.3816505], [43.6485808, -79.3816234]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_6faf4ca536b748acba6eed3178dff6b3 = L.polyline(
                [[43.6485808, -79.3816234], [43.6484288, -79.3815628], [43.6483478, -79.3814142], [43.6482879, -79.381393]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_d7a5e038eda24c6f82a5d37a39d7fb2e = L.polyline(
                [[43.6482879, -79.381393], [43.6482686, -79.3814823], [43.6482385, -79.3816214], [43.6482369, -79.3816286], [43.6482873, -79.3816497]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_aab2297815d24656bc5634c423c5e7b5 = L.polyline(
                [[43.6482873, -79.3816497], [43.6482726, -79.3817217], [43.6481862, -79.3821132]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_0c9fc3e679df47938ec62211861e0681 = L.polyline(
                [[43.6481862, -79.3821132], [43.6480741, -79.382643]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_301f001485724eed8d49003abf0f791e = L.polyline(
                [[43.6480741, -79.382643], [43.6480668, -79.3826773], [43.6480526, -79.3827374], [43.647972, -79.3830913]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_0e4acb5c386b46e299a0970e67f377e1 = L.polyline(
                [[43.647972, -79.3830913], [43.6479483, -79.3831951]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_16ee08db66654ac483d42f8a2d6400c5 = L.polyline(
                [[43.6479483, -79.3831951], [43.6478959, -79.3834252]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_c9bcee93109e4705aa946f2b7ac3baf5 = L.polyline(
                [[43.6478959, -79.3834252], [43.6479134, -79.3834325], [43.6479484, -79.3834473], [43.64796, -79.3834522]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_43e65d7a78234e6098f82ea4f5b8d94c = L.polyline(
                [[43.64796, -79.3834522], [43.6479421, -79.3835346], [43.6479381, -79.3835551]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_c2a1b7299c1e48e887388d0efb73530f = L.polyline(
                [[43.6479381, -79.3835551], [43.6479152, -79.3836592]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_fd32b44530dd4a1a92ffa88950956230 = L.polyline(
                [[43.6479152, -79.3836592], [43.6479104, -79.3836811], [43.6477009, -79.384651]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_606330dea1f64292af5f0206da56f361 = L.polyline(
                [[43.6477009, -79.384651], [43.6476639, -79.3848141]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_e3e0655fb16b4995870949f5e130463a = L.polyline(
                [[43.6476639, -79.3848141], [43.6476307, -79.3849687]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_c274a6688f204c4694286b5e7514ccd2 = L.polyline(
                [[43.6476307, -79.3849687], [43.6475295, -79.3854334]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_26db8efdf9fa421587e0eaa3641f7ebc = L.polyline(
                [[43.6475295, -79.3854334], [43.6474099, -79.385986]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_09a52394db6d47b9982ed942e2ae98e6 = L.polyline(
                [[43.6474099, -79.385986], [43.6473918, -79.3860705]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_3b5a5b8417664a018edb7ff312d8e488 = L.polyline(
                [[43.6473918, -79.3860705], [43.647368, -79.3861808]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_9a9ea3c0c6b74c2eaedfc1c55ff258db = L.polyline(
                [[43.647368, -79.3861808], [43.6469479, -79.3881264]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            var poly_line_73cb111eda674945895f1010c91b9b26 = L.polyline(
                [[43.6469479, -79.3881264], [43.6466212, -79.3896326]],
                {"bubblingMouseEvents": true, "color": "#cc0000", "dashArray": null, "dashOffset": null, "fill": false, "fillColor": "#cc0000", "fillOpacity": 0.2, "fillRule": "evenodd", "lineCap": "round", "lineJoin": "round", "noClip": false, "opacity": 1, "smoothFactor": 1.0, "stroke": true, "weight": 5}
            ).addTo(map_d41d8d0b124d46778430d93870f9b64e);
        
    
            map_d41d8d0b124d46778430d93870f9b64e.fitBounds(
                [[43.6466212, -79.3896326], [43.6493581, -79.381393]],
                {}
            );
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f0d8d7b9c50>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "draw_route(G, children[6])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}