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@ljwolf
Created August 23, 2021 17:01
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "b13eff3b",
"metadata": {},
"outputs": [],
"source": [
"from libpysal import weights # spatial networks \n",
"from libpysal import examples # example data for pysal\n",
"import matplotlib.pyplot as plt # general purpose plotting library\n",
"import geopandas # reading and writing geographic data\n",
"import networkx # general purpose graph library\n",
"import itertools # special tools for iteration, like chunking, combinations, etc.\n",
"import numpy # numerical routines and arras\n",
"import pygeos # interface to the GEOS C library that mimicks numpy"
]
},
{
"cell_type": "markdown",
"id": "c8b568ce",
"metadata": {},
"source": [
"We'll start with a simple example, the `columbus.shp` dataset in PySAL:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "2d16fc12",
"metadata": {},
"outputs": [],
"source": [
"columbus = geopandas.read_file(examples.get_path(\"columbus.shp\"))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "20c3a75b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"columbus.plot(edgecolor='k')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "04538407",
"metadata": {},
"source": [
"We can make a contiguity graph using the `weights.Rook.from_dataframe()` method:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "7f718e44",
"metadata": {},
"outputs": [],
"source": [
"rcol = weights.Rook.from_dataframe(columbus)"
]
},
{
"cell_type": "markdown",
"id": "95a79906",
"metadata": {},
"source": [
"And vizualize this quickly using the `plot` method. This will be very slow on big graphs, so don't use this in that case. "
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "a48cd858",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f,ax = rcol.plot(columbus, node_kws=dict(s=0))\n",
"columbus.plot(ax=ax)"
]
},
{
"cell_type": "markdown",
"id": "5c5dd417",
"metadata": {},
"source": [
"We can convert between pysal's `W` class and the networkx `Graph` class using the `to_networkx()` method of a `W` object:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "61677f06",
"metadata": {},
"outputs": [],
"source": [
"rcol_nx = rcol.to_networkx()"
]
},
{
"cell_type": "markdown",
"id": "9c3dee4c",
"metadata": {},
"source": [
"Now, I'm going to store the centroids of each geometry in the \"coordinate\" attribute of the graph. This'll be useful for us to polygonize the faces for the dual graph."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "7b40785c",
"metadata": {},
"outputs": [],
"source": [
"col_centroid_array = pygeos.get_coordinates(pygeos.centroid(columbus.geometry.values.data))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "ec6ca638",
"metadata": {},
"outputs": [],
"source": [
"networkx.set_node_attributes(rcol_nx, \n",
" {i:tuple(c) for i,c in enumerate(col_centroid_array)}, \n",
" 'coordinate')"
]
},
{
"cell_type": "markdown",
"id": "58c42c50",
"metadata": {},
"source": [
"The code I've written to compute the dual graph is below. At a high level, it:\n",
"\n",
"1. computes the planar embedding from networkx\n",
"2. iterates over the edges in the network\n",
"3. gets the face to the right of each edge and saves it\n",
"4. converts this face to a list of coordinates\n",
"5. polygonizes this list of coordinates and saves it\n",
"6. joins faces as \"neighbors\" if they share a single edge\n",
"\n",
"So, you can use the `get_faces` function to just compute all the faces in the embedding, or you can use the `get_dual` to return the dual graph reported by networkx. Also, you can compute the polygonization (if needed) for each face by setting `polygonize=True` when you use the function."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "4589aa67",
"metadata": {},
"outputs": [],
"source": [
"def get_faces(graph, polygonize=False):\n",
" # first, convert the graph to a planar representation\n",
" is_planar, embedding = networkx.check_planarity(graph)\n",
" if not is_planar:\n",
" raise Exception(\"Graph cannot be made planar\")\n",
" \n",
" # now, initialize an empty set of faces\n",
" faces = set()\n",
" # and a face->geometry dictionary to store the \n",
" # geometry that corresponds to a specifc face\n",
" geometries = dict()\n",
" # then, for each node\n",
" for i in graph.nodes:\n",
" for j in graph[i]: # and its neighbors\n",
" # get the face from the embedding that corresponds to that edge\n",
" face = embedding.traverse_face(i, j)\n",
" # then, build the \"path\" of edges from start to finish\n",
" path = list(zip(face, face[1:]+[face[0]]))\n",
" # construct a canonical ordering for the edges in the face\n",
" # i.e. the face built from ((2,1),(1,0),(0,2))\n",
" # and ((1,0), (0,2), (2,1)) should be the same\n",
" face_tuple = tuple(sorted(tuple(sorted(x)) for x in path))\n",
" # then, add this face with sorted edges to the final set of faces\n",
" faces.add(face_tuple)\n",
" # note that, since it's a set, its uniqueness is guaranteed\n",
" \n",
" # let's only polygonize the face if we have not seen it before\n",
" if polygonize and (face_tuple not in geometries.keys()):\n",
" # if you want to polygonize the face, build a ring\n",
" ring = [(graph.nodes[i]['coordinate'], \n",
" graph.nodes[j]['coordinate']) for i,j in path]\n",
" # then construct the linestrings from these rings\n",
" ring_linestrings = pygeos.linestrings(ring)\n",
" # and polygonize those linestrings\n",
" collection = pygeos.polygonize(ring_linestrings)\n",
" \n",
" #geometries.append((i,j,face_tuple,pygeos.get_parts(collection)[0]))\n",
" geometries[face_tuple] = pygeos.get_parts(collection)[0]\n",
" return faces, geometries\n",
"\n",
"\n",
"def get_dual(graph, polygonize=False):\n",
" # build faces and their geometries\n",
" faces, geometries = get_faces(graph, polygonize=polygonize)\n",
" # let's keep track of the geometries we'll keep\n",
" keep_geoms = []\n",
" # and an empty graph to store the dual \n",
" outgraph = networkx.Graph()\n",
" # for all the combinations of faces\n",
" for (i, edge_i), (j, edge_j) in itertools.combinations(enumerate(faces), 2):\n",
" # if two faces share an edge\n",
" if not set(edge_i).isdisjoint(edge_j):\n",
" # add the edge to the graph\n",
" outgraph.add_edge(i, j)\n",
" # and save the geometries that it came from\n",
" keep_geoms.append((i, edge_i, geometries[edge_i]))\n",
" keep_geoms.append((j, edge_j, geometries[edge_j]))\n",
" # if polygonization is requested\n",
" if polygonize:\n",
" # return the faces networkx reports that correspond to an input edge\n",
" # and drop the duplicated values\n",
" geoms = (geopandas.GeoDataFrame(keep_geoms, \n",
" columns=['id', 'face', 'geometry'])\n",
" .drop_duplicates())\n",
" return outgraph, geoms\n",
" else: #otherwise, just return the dual\n",
" return outgraph"
]
},
{
"cell_type": "markdown",
"id": "8fb0bc62",
"metadata": {},
"source": [
"Computing this, I get the following results:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "6d53dc67",
"metadata": {},
"outputs": [],
"source": [
"dual, polygons = get_dual(rcol_nx, polygonize=True)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "4fb2a5f5",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"networkx.draw(rcol_nx, pos=col_centroid_array)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "29b85645",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"networkx.draw(dual, pos=pygeos.get_coordinates(polygons.centroid.values.data))"
]
},
{
"cell_type": "markdown",
"id": "332e4f64",
"metadata": {},
"source": [
"Or, for geographical context to the graph:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "db51b8b7",
"metadata": {},
"outputs": [],
"source": [
"rcol_dual = weights.WSP(networkx.to_scipy_sparse_matrix(dual)).to_W()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "2ef75ebc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1,1,figsize=(10,10))\n",
"columbus.plot(ax=ax)\n",
"rcol.plot(columbus, node_kws=dict(s=0), \n",
" edge_kws=dict(alpha=.5, linewidth=.5, label='Primal'), ax=ax, color='k')\n",
"rcol_dual.plot(polygons.reset_index(), node_kws=dict(s=0), \n",
" edge_kws=dict(alpha=.5, linewidth=1, color='r', label='Dual'),\n",
" ax=ax)\n",
"plt.title(\"Primal (black) and Dual (red) networks\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "75bbe471",
"metadata": {},
"source": [
"This looks a bit \"busy\" in the middle, and I would think that the dual graph has two components, given the left clique has no shared face with the main part of the graph. \n",
"\n",
"Looking into it, there are some very \"big\" faces in the `polygons` dataframe:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "d4105500",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>id</th>\n",
" <th>face</th>\n",
" <th>geometry</th>\n",
" <th>n_points_in_face</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>2</td>\n",
" <td>((19, 22), (19, 39), (22, 31), (31, 40), (39, ...</td>\n",
" <td>POLYGON ((10.19058 12.25690, 10.67138 12.29157...</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>30</td>\n",
" <td>((20, 23), (20, 29), (23, 24), (24, 28), (28, ...</td>\n",
" <td>POLYGON ((7.84742 12.08500, 8.42074 12.31801, ...</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>40</td>\n",
" <td>((30, 33), (30, 35), (33, 41), (35, 38), (35, ...</td>\n",
" <td>POLYGON ((6.72884 11.63436, 6.89248 11.91415, ...</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>9</td>\n",
" <td>((20, 23), (20, 29), (20, 33), (20, 33), (23, ...</td>\n",
" <td>POLYGON ((8.68872 11.93872, 7.84742 12.08500, ...</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>4</td>\n",
" <td>((2, 3), (2, 4), (3, 7), (4, 5), (5, 8), (6, 7...</td>\n",
" <td>POLYGON ((8.46080 13.71696, 9.01227 13.81972, ...</td>\n",
" <td>19</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id face \\\n",
"14 2 ((19, 22), (19, 39), (22, 31), (31, 40), (39, ... \n",
"83 30 ((20, 23), (20, 29), (23, 24), (24, 28), (28, ... \n",
"85 40 ((30, 33), (30, 35), (33, 41), (35, 38), (35, ... \n",
"33 9 ((20, 23), (20, 29), (20, 33), (20, 33), (23, ... \n",
"7 4 ((2, 3), (2, 4), (3, 7), (4, 5), (5, 8), (6, 7... \n",
"\n",
" geometry n_points_in_face \n",
"14 POLYGON ((10.19058 12.25690, 10.67138 12.29157... 5 \n",
"83 POLYGON ((7.84742 12.08500, 8.42074 12.31801, ... 5 \n",
"85 POLYGON ((6.72884 11.63436, 6.89248 11.91415, ... 7 \n",
"33 POLYGON ((8.68872 11.93872, 7.84742 12.08500, ... 8 \n",
"7 POLYGON ((8.46080 13.71696, 9.01227 13.81972, ... 19 "
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"polygons['n_points_in_face'] = polygons.face.apply(len) # number of coordinates in each face\n",
"polygons.sort_values(\"n_points_in_face\").tail() # show the longest ones"
]
},
{
"cell_type": "markdown",
"id": "59be34bd",
"metadata": {},
"source": [
"I think some of these may be \"outer faces\" in networkx's terminology. Like, 7 (id 4) seems to indicate a kind of \"outer face\" for the inner part of the graph. "
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "6dac699d",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1,1,figsize=(10,10))\n",
"columbus.plot(ax=ax)\n",
"rcol.plot(columbus, node_kws=dict(s=0), \n",
" edge_kws=dict(alpha=.5, linewidth=.5, label='Primal'), ax=ax, color='k')\n",
"polygons.loc[[7]].plot(facecolor='none', edgecolor='r', linewidth=2, ax=ax)\n",
"plt.title(\"Primal graph (black) and complex face (red)\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "b5359a87",
"metadata": {},
"source": [
"I'm not immediately sure, though, how to filter out something like face 14:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "16497150",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1,1,figsize=(10,10))\n",
"columbus.plot(ax=ax)\n",
"rcol.plot(columbus, node_kws=dict(s=0), \n",
" edge_kws=dict(alpha=.5, linewidth=.5, label='Primal'), ax=ax, color='k')\n",
"polygons.loc[[14]].plot(facecolor='none', edgecolor='r', linewidth=2, ax=ax)\n",
"plt.title(\"Primal (black) and complex face (red)\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "73fc29e9",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Analysis",
"language": "python",
"name": "analysis"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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