{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Cluster 1,000,000 points along a spatial network\n", "\n", "Cluster a set of fake firms based on their network distances from each other." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import osmnx as ox\n", "import networkx as nx\n", "import numpy as np\n", "import pandas as pd\n", "import time\n", "from scipy.sparse import csr_matrix\n", "from scipy.spatial.distance import squareform, pdist\n", "from sklearn.cluster import DBSCAN\n", "\n", "ox.config(use_cache=True, log_console=True)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# parameterize DBSCAN\n", "eps = 300 #meters\n", "minpts = 10 #smallest cluster size allowed\n", "pseudo_minpts = 1 #we're clustering nodes, not firms, so throw nothing away as noise: a single node might be alone,\n", " #but may contain a hundred points as they're nearest node.\n", "\n", "# fake data: create n_firms evenly disbursed across n_clusters\n", "n_firms = 1e6\n", "n_clusters = 10\n", "\n", "place = 'Oakland, California, USA'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create the street network" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# get the street network\n", "G = ox.graph_from_place(place, network_type='drive')\n", "G = ox.get_largest_component(G, strongly=True)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "8271\n", "22072\n" ] } ], "source": [ "print(len(G.nodes))\n", "print(len(G.edges))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create a fake set of firms" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# randomly select n_clusters number of nodes from the graph\n", "np.random.seed(7)\n", "firm_centers = np.random.choice(G.nodes(), size=n_clusters, replace=False)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1000000" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# scatter some firms around the selected nodes\n", "xs = []\n", "ys = []\n", "for osmid in firm_centers:\n", " x = G.node[osmid]['x']\n", " y = G.node[osmid]['y']\n", " np.random.seed(1)\n", " xs.extend(np.random.normal(loc=x, scale=0.001, size=int(n_firms/len(firm_centers))))\n", " ys.extend(np.random.normal(loc=y, scale=0.001, size=int(n_firms/len(firm_centers))))\n", " \n", "firms = pd.DataFrame({'x':xs, 'y':ys})\n", "len(firms)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# plot the firms and the points around which they cluster\n", "ns = 0#[100 if n in centers else 0 for n in G.nodes()]\n", "fig, ax = ox.plot_graph(G, node_color='#aaaaaa', node_size=ns, show=False, close=True)\n", "ax.scatter(x=firms['x'], y=firms['y'], c='k', marker='.', s=50, zorder=3)\n", "fig.canvas.draw()\n", "fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Attach nearest node to each firm then make network-based distance matrix\n", "\n", "Speed up distance matrix computation: rather than calculating every firm to every firm, find every node with at least 1 firm attached, then calculate every such node to every such node distance. Once we have the node-to-node distances, reindex it to make use those distances firm-to-firm." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "start_time = time.time()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1000000\n", "Wall time: 1.41 s\n" ] } ], "source": [ "%%time\n", "# attach nearest network node to each firm\n", "firms['nn'] = ox.get_nearest_nodes(G, X=pd.Series(xs), Y=pd.Series(ys), method='kdtree')\n", "print(len(firms['nn']))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "549\n" ] } ], "source": [ "# we'll get distances for each pair of nodes that have firms attached to them\n", "nodes_unique = pd.Series(firms['nn'].unique())\n", "nodes_unique.index = nodes_unique.values\n", "print(len(nodes_unique))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# convert MultiDiGraph to DiGraph for simpler faster distance matrix computation\n", "G_dm = nx.DiGraph(G)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# create a euclidean distance vector between the nodes to quickly find nearby nodes within some distance threshold\n", "x = nodes_unique.map(lambda x: G.node[x]['x'])\n", "y = nodes_unique.map(lambda x: G.node[x]['y'])\n", "df = pd.DataFrame({'x':x, 'y':y}, index=nodes_unique)\n", "dist_matrix = squareform(pdist(X=df, metric='euclidean'))\n", "df_dist_matrix = pd.DataFrame(data=dist_matrix, columns=df.index.values, index=df.index.values)\n", "node_euclidean_dists = df_dist_matrix.stack()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# calculate network-based distance between each node\n", "def network_distance_matrix(u, G, node_euclidean_dists=node_euclidean_dists):\n", " \n", " # only calculate distances between u and nodes within 0.005 degrees (ie, ~400 m) of it\n", " nearby_nodes = node_euclidean_dists[u][node_euclidean_dists[u] < 0.005].index\n", " \n", " # calculate network distances\n", " net_dists = [nx.dijkstra_path_length(G, source=u, target=v, weight='length') for v in nearby_nodes]\n", " \n", " # for all nodes beyond \"nearby\" cut-off, make distance anything larger than epsilon\n", " return pd.Series(data=net_dists, index=nearby_nodes).reindex(nodes_unique).fillna(eps+1).astype(int)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "301401\n", "Wall time: 6.12 s\n" ] } ], "source": [ "%%time\n", "# create node-based distance matrix called node_dm\n", "node_dm = nodes_unique.apply(network_distance_matrix, G=G_dm)\n", "node_dm = node_dm.astype(int)\n", "print(node_dm.size)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Make distance matrix sparse\n", "\n", "In a regular distance matrix, zero elements are considered neighbors (they're on top of each other). With a sparse matrix only nonzero elements may be considered neighbors for DBSCAN. First, make all zeros a very small number instead, so we don't ignore them. Otherwise, we wouldn't consider two firms attached to the same node as cluster neighbors. Then set everything bigger than epsilon to 0, so we do ignore it as we won't consider them neighbors anyway." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "node_dm[node_dm == 0] = 1\n", "node_dm[node_dm > eps] = 0" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.205604" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# how much space does the dense matrix use, in MB?\n", "dense_size = node_dm.as_matrix().nbytes / 1e6\n", "dense_size" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 4 ms\n" ] } ], "source": [ "%%time\n", "# convert network-based distance matrix to a sparse matrix\n", "node_dm = csr_matrix(node_dm)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.046944" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# how much space does the sparse matrix use, in MB?\n", "sparse_size = (node_dm.data.nbytes + node_dm.indptr.nbytes + node_dm.indices.nbytes) / 1e6\n", "sparse_size" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cluster firms along the network\n", "\n", "Use the sparse network-based distance matrix to compute DBSCAN (converges much faster and uses much less memory than using the dense matrix with a big data set)." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 3.99 ms\n" ] } ], "source": [ "%%time\n", "# use metric=precomputed to fit model to the sparse network-based distance matrix\n", "db = DBSCAN(eps=eps, min_samples=pseudo_minpts, metric='precomputed')\n", "cluster_labels = db.fit_predict(node_dm)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "55" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# map each firm's nearest-node to the node cluster labels\n", "node_clusters = {node:label for node, label in zip(nodes_unique.index, cluster_labels)}\n", "firms['network_cluster'] = firms['nn'].map(lambda x: node_clusters[x])\n", "len(firms['network_cluster'].unique())" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "13 2\n", "39 2\n", "19 1\n", "28 1\n", "27 1\n", "Name: network_cluster, dtype: int64" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "firms['network_cluster'].value_counts().tail()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# turn any clusters with fewer than minpts elements into noise\n", "vc = firms['network_cluster'].value_counts()\n", "noise_labels = vc.index[vc < minpts]\n", "row_idx = firms['network_cluster'].isin(noise_labels)\n", "firms.loc[row_idx, 'network_cluster'] = -1" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "35 19\n", "18 14\n", "17 14\n", "34 14\n", "44 10\n", "Name: network_cluster, dtype: int64" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "firms['network_cluster'].value_counts().tail()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8.52" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# total execution time\n", "round(time.time() - start_time, 2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot the final network-based clusters, then save to disk" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# get point colors by cluster\n", "unique_labels = firms['network_cluster'].unique()\n", "colors = ox.get_colors(n=len(unique_labels), cmap='hsv', return_hex=True)\n", "color_map = {label:color for label, color in zip(unique_labels, colors)}\n", "point_colors = [color_map[c] for c in firms['network_cluster']]" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# plot firms by cluster\n", "fig, ax = ox.plot_graph(G, node_color='gray', node_size=0, show=False, close=True)\n", "ax.scatter(x=firms['x'], y=firms['y'], c=point_colors, marker='.', s=50, zorder=3)\n", "fig.canvas.draw()\n", "fig" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# save the graph to disk\n", "ox.save_graph_shapefile(G, folder='data')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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xynnnetwork_cluster
10-122.22137337.809896531373530
11-122.22489537.8075173905685980
12-122.22315737.807422530501990
13-122.22321937.807817530501990
14-122.22170137.8083536837906460
\n", "
" ], "text/plain": [ " x y nn network_cluster\n", "10 -122.221373 37.809896 53137353 0\n", "11 -122.224895 37.807517 390568598 0\n", "12 -122.223157 37.807422 53050199 0\n", "13 -122.223219 37.807817 53050199 0\n", "14 -122.221701 37.808353 683790646 0" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# save and show the clustered firms data set\n", "firms = firms.reindex(columns=['x', 'y', 'nn', 'network_cluster'])\n", "firms.to_csv('data/clustered-by-node.csv', encoding='utf-8', index=False)\n", "firms[10:15]" ] }, { "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }