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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Node elevations and edge grades\n", | |
"### This example is taken from osmnx example 12: https://github.com/gboeing/osmnx-examples/blob/master/notebooks/12-node-elevations-edge-grades.ipynb\n", | |
"\n", | |
"ou will need a Google Maps Elevation API key from https://developers.google.com/maps/documentation/elevation/start\n", | |
"\n", | |
"API usage limits: 50 requests per second, 2500 free requests per day, and 512 locations per request. So that's 2500 * 512 = 1.28 million total locations theoretically possible per day. But, the request URL is limited to 8192 characters, so OSMnx rounds coordinates to 5 decimal places (approx 1 meter) to fit 350 locations in a batch (thus ~875,000 nodes are possible per day).\n", | |
"\n", | |
"Note that there is some spatial inaccuracy given Google's dataset's resolution. For example, in San Francisco (where the resolution is 19 meters) a couple of edges in hilly parks have a 50+ percent grade because Google assigns one of their nodes the elevation of a hill adjacent to the street." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import osmnx as ox, networkx as nx, numpy as np\n", | |
"ox.config(log_console=True, use_cache=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# get the street network for san francisco\n", | |
"place = 'Fairfax, VA'\n", | |
"place_query = {'city':'Fairfax', 'state':'Virginia', 'country':'USA'}\n", | |
"G = ox.graph_from_place(place_query, network_type='drive')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": { | |
"scrolled": true | |
}, | |
"outputs": [], | |
"source": [ | |
"# add elevation to each of the nodes, using the google elevation API, then calculate edge grades\n", | |
"G = ox.add_node_elevations(G, api_key=)\n", | |
"#adds slope.\n", | |
"G = ox.add_edge_grades(G)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Calculate some summary stats\n", | |
"Use an undirected representation of the network so we don't overcount two-way streets (because they have reciprocal edges pointing in each direction). We use the absolute value of edge grade because we're interested in steepness, not directionality." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# loop through all edges and retrieve the absolute grade value, https://networkx.github.io/documentation/stable/reference/classes/generated/networkx.MultiGraph.edges.html\n", | |
"edge_grades = [data['grade_abs'] for u, v, k, data in ox.get_undirected(G).edges(keys=True, data=True)]\n", | |
"# look at all edges\n", | |
"# ox.get_undirected(G).edges(keys=True, data=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Average street grade in Fairfax, VA is 2.4%\n", | |
"Median street grade in Fairfax, VA is 1.9%\n" | |
] | |
} | |
], | |
"source": [ | |
"avg_grade = np.mean(edge_grades)\n", | |
"print('Average street grade in {} is {:.1f}%'.format(place, avg_grade*100))\n", | |
"\n", | |
"med_grade = np.median(edge_grades)\n", | |
"print('Median street grade in {} is {:.1f}%'.format(place, med_grade*100))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Plot the nodes by elevation\n", | |
"Plot them colored from low (violet) to high (yellow)." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# project the street network to UTM\n", | |
"G_proj = ox.project_graph(G)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f58c9b04748>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# get one color for each node, by elevation, then plot the network\n", | |
"nc = ox.get_node_colors_by_attr(G_proj, 'elevation', cmap='plasma')\n", | |
"fig, ax = ox.plot_graph(G_proj, fig_height=6, node_color=nc, node_size=12, node_zorder=2, edge_color='#dddddd')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Plot the edges by grade\n", | |
"Grade is the ratio of elevation change to edge length. Plot edges colored from low/flat (violet) to high/steep (yellow)." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f58c9d26f98>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# get a color for each edge, by grade, then plot the network\n", | |
"ec = ox.get_edge_colors_by_attr(G_proj, 'grade_abs', cmap='plasma', num_bins=100)\n", | |
"fig, ax = ox.plot_graph(G_proj, fig_height=6, edge_color=ec, edge_linewidth=0.8, node_size=0)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Calculate shortest paths, considering grade impedance\n", | |
"This example approximates the route of \"The Wiggle\" in San Francisco." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 35, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# select an origin and destination node and a bounding box around them\n", | |
"origin = ox.get_nearest_node(G, (38.87, -77.271))\n", | |
"destination = ox.get_nearest_node(G, (38.83, -77.308))\n", | |
"bbox = ox.bbox_from_point((38.85, -77.301), distance=3000, project_utm=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 36, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# define some edge impedance function here\n", | |
"def impedance(length, grade):\n", | |
" penalty = grade ** 2\n", | |
" return length * penalty\n", | |
"\n", | |
"#Maybe you can add your own funciton to create the walking velocity from Tobler's hiking function to each edge?\n", | |
"\n", | |
"# add impedance and elevation rise values to each edge in the projected graph\n", | |
"# use absolute value of grade in impedance function if you want to avoid uphill and downhill\n", | |
"for u, v, k, data in G_proj.edges(keys=True, data=True):\n", | |
" data['impedance'] = impedance(data['length'], data['grade_abs'])\n", | |
" data['rise'] = data['length'] * data['grade']" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### First find the shortest path that minimizes trip distance:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 37, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f58c9a3f860>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"route_by_length = nx.shortest_path(G_proj, source=origin, target=destination, weight='length')\n", | |
"fig, ax = ox.plot_graph_route(G_proj, route_by_length, bbox=bbox, node_size=0)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Now find the shortest path that avoids slopes by minimizing impedance (function of length and grade):" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 38, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f58c9a74da0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"route_by_impedance = nx.shortest_path(G_proj, source=origin, target=destination, weight='impedance')\n", | |
"fig, ax = ox.plot_graph_route(G_proj, route_by_impedance, bbox=bbox, node_size=0)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Print some summary stats about these two routes:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 39, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def print_route_stats(route):\n", | |
" route_grades = ox.get_route_edge_attributes(G_proj, route, 'grade_abs')\n", | |
" msg = 'The average grade is {:.1f}% and the max is {:.1f}%'\n", | |
" print(msg.format(np.mean(route_grades)*100, np.max(route_grades)*100))\n", | |
"\n", | |
" route_rises = ox.get_route_edge_attributes(G_proj, route, 'rise')\n", | |
" ascent = np.sum([rise for rise in route_rises if rise >= 0])\n", | |
" descent = np.sum([rise for rise in route_rises if rise < 0])\n", | |
" msg = 'Total elevation change is {:.0f} meters: a {:.0f} meter ascent and a {:.0f} meter descent'\n", | |
" print(msg.format(np.sum(route_rises), ascent, abs(descent)))\n", | |
"\n", | |
" route_lengths = ox.get_route_edge_attributes(G_proj, route, 'length')\n", | |
" print('Total trip distance: {:,.0f} meters'.format(np.sum(route_lengths)))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 40, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"The average grade is 2.6% and the max is 8.2%\n", | |
"Total elevation change is 38 meters: a 80 meter ascent and a 42 meter descent\n", | |
"Total trip distance: 5,271 meters\n" | |
] | |
} | |
], | |
"source": [ | |
"# stats of route minimizing length\n", | |
"print_route_stats(route_by_length)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 41, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"The average grade is 1.6% and the max is 3.5%\n", | |
"Total elevation change is 38 meters: a 77 meter ascent and a 39 meter descent\n", | |
"Total trip distance: 7,523 meters\n" | |
] | |
} | |
], | |
"source": [ | |
"# stats of route minimizing impedance (function of length and grade)\n", | |
"print_route_stats(route_by_impedance)" | |
] | |
} | |
], | |
"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": "3.6.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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