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@mattwigway
Created June 24, 2019 18:02
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# OSMnx Test\n",
"\n",
"Test if OSMnx routing can reasonably be used with OSM data to get shortest-time routes."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"import osmnx as ox\n",
"import networkx as nx\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# for this project we want a driving network. You can also specify walking (and maybe biking, I don't remember)\n",
"G = ox.graph_from_place('Boston, MA', network_type='drive')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 492.984x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 340,
"width": 289
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(<Figure size 492.984x432 with 1 Axes>,\n",
" <matplotlib.axes._subplots.AxesSubplot at 0x1a26c61c88>)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ox.plot_graph(G)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# locations (lat/lon)\n",
"TRIDENT_BOOKS = (42.348536, -71.086591) # Trident books on Newbury\n",
"TWIN_DONUTS = (42.353490, -71.138571) # Twin Donuts in Allston\n",
"MATTAPAN = (42.268435, -71.093377) # Mattapan station"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Add speeds and traversal times to network\n",
"\n",
"By default, `nx.shortest_path` finds the path with the fewest number of edges. This leads to strange results in graphs that represent urban road networks, as the router will go out of its way to take long paths with few intersections, even when they are much longer than the more direct route. OSMnx adds a length attribute that can be used for shortest-distance routing, and the code below converts it to a free-flow traversal time based on assumed speed limits."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"speeds = {\n",
" 'motorway': 90, # mph\n",
" 'trunk': 50,\n",
" 'primary': 45,\n",
" 'secondary': 40,\n",
" 'tertiary': 35,\n",
" # all others => 25 mph in else statement below\n",
"}\n",
"\n",
"for eidx in G.edges:\n",
" edge = G.edges[eidx]\n",
"\n",
" hwy = edge['highway']\n",
" if isinstance(hwy, list):\n",
" hwy = hwy[0] # some have multiple highway tags\n",
" \n",
" if hwy in speeds:\n",
" edge['speed'] = speeds[hwy]\n",
" else:\n",
" edge['speed'] = 25\n",
" \n",
" # convert mph to m/s\n",
" edge['carTime'] = edge['length'] / (edge['speed'] * 1609 / 3600)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Compute shortest path\n",
"\n",
"`nx.shortest_path` takes three arguments: source node, target node, and weight variable. Using `length` gives shortest distance route. Using `carTime` gives fastest route. `length` is calculated by OSMnx; `carTime` is added above."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 492.984x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 340,
"width": 289
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(<Figure size 492.984x432 with 1 Axes>,\n",
" <matplotlib.axes._subplots.AxesSubplot at 0x1a278f9cc0>)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# distance based shortest path\n",
"pth = nx.shortest_path(\n",
" G,\n",
" ox.get_nearest_node(G, TRIDENT_BOOKS),\n",
" ox.get_nearest_node(G, MATTAPAN),\n",
" 'length'\n",
")\n",
"\n",
"ox.plot_graph_route(G, pth)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"9744.737000000003 meters in 548.4402317322207 seconds\n"
]
}
],
"source": [
"# add up time of shortest-distance path\n",
"total_time = 0\n",
"total_dist = 0\n",
"\n",
"for n0, n1 in zip(pth[:-1], pth[1:]):\n",
" total_time += G.edges[n0, n1, 0]['carTime']\n",
" total_dist += G.edges[n0, n1, 0]['length']\n",
"\n",
"print(f'{total_dist} meters in {total_time} seconds')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 492.984x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 340,
"width": 289
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(<Figure size 492.984x432 with 1 Axes>,\n",
" <matplotlib.axes._subplots.AxesSubplot at 0x1a26cbbda0>)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# time based shortest path\n",
"pth = nx.shortest_path(\n",
" G,\n",
" ox.get_nearest_node(G, TRIDENT_BOOKS),\n",
" ox.get_nearest_node(G, MATTAPAN),\n",
" 'carTime'\n",
")\n",
"\n",
"ox.plot_graph_route(G, pth)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"10405.913999999999 meters in 527.2485881203944 seconds\n"
]
}
],
"source": [
"# add up distance of shortest-time path\n",
"total_time = 0\n",
"total_dist = 0\n",
"\n",
"for n0, n1 in zip(pth[:-1], pth[1:]):\n",
" total_time += G.edges[n0, n1, 0]['carTime']\n",
" total_dist += G.edges[n0, n1, 0]['length']\n",
" \n",
"print(f'{total_dist} meters in {total_time} seconds')"
]
}
],
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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