{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Converting from GeoDataFrame to Graph and back\n", "\n", "The model situation expects to have all input data for analysis in `GeoDataFrames`, including street network (e.g. from shapefile)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2024-06-14T22:02:34.903036Z", "iopub.status.busy": "2024-06-14T22:02:34.902343Z", "iopub.status.idle": "2024-06-14T22:02:36.085893Z", "shell.execute_reply": "2024-06-14T22:02:36.085574Z" } }, "outputs": [], "source": [ "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import momepy\n", "import networkx as nx" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-06-14T22:02:36.087731Z", "iopub.status.busy": "2024-06-14T22:02:36.087551Z", "iopub.status.idle": "2024-06-14T22:02:36.143234Z", "shell.execute_reply": "2024-06-14T22:02:36.142977Z" } }, "outputs": [], "source": [ "streets = gpd.read_file(momepy.datasets.get_path(\"bubenec\"), layer=\"streets\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-06-14T22:02:36.144871Z", "iopub.status.busy": "2024-06-14T22:02:36.144739Z", "iopub.status.idle": "2024-06-14T22:02:36.191189Z", "shell.execute_reply": "2024-06-14T22:02:36.190950Z" }, "tags": [ "hide_input" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = streets.plot(figsize=(8, 8))\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have to convert this LineString GeoDataFrame to a `networkx.Graph`. We use `momepy.gdf_to_nx` and later `momepy.nx_to_gdf` as a pair of interconnected functions. `gdf_to_nx` supports both primal and dual graphs. The primal approach will save the length of each segment to be used as a weight later, while dual will save the angle between segments (allowing angular centrality)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2024-06-14T22:02:36.192695Z", "iopub.status.busy": "2024-06-14T22:02:36.192594Z", "iopub.status.idle": "2024-06-14T22:02:36.195760Z", "shell.execute_reply": "2024-06-14T22:02:36.195535Z" } }, "outputs": [], "source": [ "graph = momepy.gdf_to_nx(streets, approach=\"primal\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2024-06-14T22:02:36.197136Z", "iopub.status.busy": "2024-06-14T22:02:36.197047Z", "iopub.status.idle": "2024-06-14T22:02:36.341060Z", "shell.execute_reply": "2024-06-14T22:02:36.340781Z" }, "tags": [ "hide_input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1, 3, figsize=(18, 6), sharex=True, sharey=True)\n", "streets.plot(color=\"#e32e00\", ax=ax[0])\n", "for i, facet in enumerate(ax):\n", " facet.set_title((\"Streets\", \"Primal graph\", \"Overlay\")[i])\n", " facet.axis(\"off\")\n", "nx.draw(\n", " graph, {n: [n[0], n[1]] for n in list(graph.nodes)}, ax=ax[1], node_size=15\n", ")\n", "streets.plot(color=\"#e32e00\", ax=ax[2], zorder=-1)\n", "nx.draw(\n", " graph, {n: [n[0], n[1]] for n in list(graph.nodes)}, ax=ax[2], node_size=15\n", ")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2024-06-14T22:02:36.342516Z", "iopub.status.busy": "2024-06-14T22:02:36.342416Z", "iopub.status.idle": "2024-06-14T22:02:36.352218Z", "shell.execute_reply": "2024-06-14T22:02:36.351987Z" } }, "outputs": [], "source": [ "dual = momepy.gdf_to_nx(streets, approach=\"dual\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2024-06-14T22:02:36.353619Z", "iopub.status.busy": "2024-06-14T22:02:36.353536Z", "iopub.status.idle": "2024-06-14T22:02:36.492918Z", "shell.execute_reply": "2024-06-14T22:02:36.492663Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1, 3, figsize=(18, 6), sharex=True, sharey=True)\n", "streets.plot(color=\"#e32e00\", ax=ax[0])\n", "for i, facet in enumerate(ax):\n", " facet.set_title((\"Streets\", \"Dual graph\", \"Overlay\")[i])\n", " facet.axis(\"off\")\n", "nx.draw(\n", " dual, {n: [n[0], n[1]] for n in list(dual.nodes)}, ax=ax[1], node_size=15\n", ")\n", "streets.plot(color=\"#e32e00\", ax=ax[2], zorder=-1)\n", "nx.draw(\n", " dual, {n: [n[0], n[1]] for n in list(dual.nodes)}, ax=ax[2], node_size=15\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At this moment (almost) any `networkx` method can be used. For illustration, we will measure the node degree. Using `networkx`, we can do:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2024-06-14T22:02:36.494445Z", "iopub.status.busy": "2024-06-14T22:02:36.494344Z", "iopub.status.idle": "2024-06-14T22:02:36.496205Z", "shell.execute_reply": "2024-06-14T22:02:36.495987Z" } }, "outputs": [], "source": [ "degree = dict(nx.degree(graph))\n", "nx.set_node_attributes(graph, degree, \"degree\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, node degree is implemented in momepy so we can use directly:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2024-06-14T22:02:36.497527Z", "iopub.status.busy": "2024-06-14T22:02:36.497434Z", "iopub.status.idle": "2024-06-14T22:02:36.499259Z", "shell.execute_reply": "2024-06-14T22:02:36.499051Z" } }, "outputs": [], "source": [ "graph = momepy.node_degree(graph, name=\"degree\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once we have finished our network-based analysis, we want to convert the graph back to a geodataframe. For that, we will use `momepy.nx_to_gdf`, which gives us several options of what to export.\n", "\n", "- `lines`\n", " - original LineString geodataframe\n", "- `points`\n", " - point geometry representing street network intersections (nodes of primal graph)\n", "- `spatial_weights`\n", " - spatial weights for nodes capturing their relationship within a network\n", "\n", "Moreover, `edges` will contain `node_start` and `node_end` columns capturing the ID of both nodes at its ends." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2024-06-14T22:02:36.500605Z", "iopub.status.busy": "2024-06-14T22:02:36.500513Z", "iopub.status.idle": "2024-06-14T22:02:36.505333Z", "shell.execute_reply": "2024-06-14T22:02:36.505122Z" } }, "outputs": [], "source": [ "nodes, edges, sw = momepy.nx_to_gdf(\n", " graph, points=True, lines=True, spatial_weights=True\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2024-06-14T22:02:36.506561Z", "iopub.status.busy": "2024-06-14T22:02:36.506474Z", "iopub.status.idle": "2024-06-14T22:02:36.551892Z", "shell.execute_reply": "2024-06-14T22:02:36.551625Z" }, "tags": [ "hide_input" ] }, "outputs": [ { "data": { "image/png": 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xydegreenodeIDgeometry
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" ], "text/plain": [ " geometry mm_len node_start \\\n", "0 LINESTRING (1603585.64 6464428.774, 1603413.20... 264.103950 0 \n", "1 LINESTRING (1603561.74 6464494.467, 1603564.63... 70.020202 0 \n", "2 LINESTRING (1603585.64 6464428.774, 1603603.09... 88.924305 0 \n", "\n", " node_end \n", "0 1 \n", "1 8 \n", "2 6 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "edges.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preserving the order and index\n", "\n", "By default, the conversion to Graph and back does not preserve the index of the original GeoDataFrame and the order of rows. If you want to ensure that the roundtrip results in equally sorted GeoDataFrame with matching index, use `preserve_index=True`. This option adds one or two (depending on they type of the index) additional attributes to edges and uses them in conversion from Graph to rebuild the index and the order of rows.\n", "\n", "See the default:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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