{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Simplification of roundabouts\n", "\n", "Analysis using street network can be sensitive to the actual geometry representation. For example, one roundabout can be typically represented as 4 or more nodes, while it is topologically only one. Hence measurements attempting to capture topology (e.g. centrality) or node density will be skewed.\n", "\n", "The following code exemplifies a simple process for road network simplification of roundabouts using `momepy.roundabout_simplification()`.\n", "\n", "For this example we will fetch some data from [OpenStreetMap](https://www.openstreetmap.org/#map=6/40.007/-2.488) (using `osmnx`). However, most other data sources should also work as long as their topology has been corrected and can be stored in a GeoDataFrame." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import osmnx as ox\n", "\n", "import momepy as mm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load data\n", "Using `osmnx` download a neighborhood and reproject to its local CRS.\n", "\n", "Two things are required to achieve good results:\n", "1. Reproject the network to a projected CRS (in meters)\n", "1. Transform the graph to an undirected graph:\n", " - This helps to remove overlapping LineStrings once moving to GeoDataFrame.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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osmidonewaynamehighwayreversedlengthgeometryfromtomaxspeedlanesbridgeaccesstunneljunction
uvkey
21990706219907290390868364TrueCalle de Mejía LequericaresidentialFalse60.664LINESTRING (440818.925 4475309.730, 440776.640...2199070621990729NaNNaNNaNNaNNaNNaN
21990729259061070163743121TrueCalle de la BeneficenciaresidentialFalse65.736LINESTRING (440776.640 4475353.246, 440825.335...2199072925906107NaNNaNNaNNaNNaNNaN
31440955030390868364TrueCalle de Mejía LequericaresidentialFalse1.550LINESTRING (440776.640 4475353.246, 440775.324...219907293144095503NaNNaNNaNNaNNaNNaN
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" ], "text/plain": [ " osmid oneway name \\\n", "u v key \n", "21990706 21990729 0 390868364 True Calle de Mejía Lequerica \n", "21990729 25906107 0 163743121 True Calle de la Beneficencia \n", " 3144095503 0 390868364 True Calle de Mejía Lequerica \n", "\n", " highway reversed length \\\n", "u v key \n", "21990706 21990729 0 residential False 60.664 \n", "21990729 25906107 0 residential False 65.736 \n", " 3144095503 0 residential False 1.550 \n", "\n", " geometry \\\n", "u v key \n", "21990706 21990729 0 LINESTRING (440818.925 4475309.730, 440776.640... \n", "21990729 25906107 0 LINESTRING (440776.640 4475353.246, 440825.335... \n", " 3144095503 0 LINESTRING (440776.640 4475353.246, 440775.324... \n", "\n", " from to maxspeed lanes bridge access \\\n", "u v key \n", "21990706 21990729 0 21990706 21990729 NaN NaN NaN NaN \n", "21990729 25906107 0 21990729 25906107 NaN NaN NaN NaN \n", " 3144095503 0 21990729 3144095503 NaN NaN NaN NaN \n", "\n", " tunnel junction \n", "u v key \n", "21990706 21990729 0 NaN NaN \n", "21990729 25906107 0 NaN NaN \n", " 3144095503 0 NaN NaN " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "place = \"Chamberi, Madrid\"\n", "\n", "G = ox.graph_from_place(place, network_type=\"drive\", simplify=True, buffer_dist=200)\n", "G_projected = ox.project_graph(G)\n", "\n", "edges = ox.graph_to_gdfs(\n", " ox.get_undirected(G_projected), # prevents some (semi)duplicate geometries\n", " nodes=False,\n", " edges=True,\n", " node_geometry=False,\n", " fill_edge_geometry=True,\n", ")\n", "\n", "edges.head(3)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = edges.plot(figsize=(8, 12), color=\"red\")\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Default behavior" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/gregoriomaya/mambaforge/envs/test/lib/python3.10/site-packages/pandas/core/dtypes/cast.py:122: ShapelyDeprecationWarning: The array interface is deprecated and will no longer work in Shapely 2.0. Convert the '.coords' to a numpy array instead.\n", " arr = construct_1d_object_array_from_listlike(values)\n" ] } ], "source": [ "edges_output = mm.roundabout_simplification(edges)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = edges.plot(figsize=(8, 12), color=\"red\")\n", "edges_output.plot(ax=ax, figsize=(8, 12), color=\"black\")\n", "\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the output column `'simplification_group'` we can count the number of roundabouts that were simplified:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "7" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "edges_output.simplification_group.nunique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In total **7** roundabouts were simplified, and most of their incoming edges were also considered during the process. \n", "\n", "Let's look at them individually." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "simplification_groups = edges_output.simplification_group.unique()[1:]\n", "\n", "fig, axs = plt.subplots(1, len(simplification_groups), figsize=(25, 7))\n", "axs = axs.flatten()\n", "\n", "for i in simplification_groups:\n", " mask = edges_output.simplification_group == i\n", " minx, miny, maxx, maxy = edges_output[mask].geometry.total_bounds\n", "\n", " edges.plot(ax=axs[i], color=\"red\")\n", " edges_output.plot(ax=axs[i], color=\"black\")\n", "\n", " axs[i].set_xlim(minx, maxx)\n", " axs[i].set_ylim(miny, maxy)\n", " axs[i].set_axis_off()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's worth investigating why some roundabouts are still missing from simplification. Since the selection of roundabouts is based on the resulting polygons after polygonizing the road network let's use the circular compactness (measurable as `momepy.CircularCompactness`) parameter of the resulting polygons as the main selection attribute." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from shapely.ops import polygonize\n", "\n", "polys = gpd.GeoDataFrame(\n", " geometry=[g for g in polygonize(edges.geometry)], crs=edges.crs\n", ")\n", "circom_serie = mm.CircularCompactness(polys).series\n", "polys.loc[:, \"circom\"] = circom_serie" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `circom_threshold` parameter (default = 0.7) establishes the limit at which roundabouts should be selected." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "circom_threshold = 0.7\n", "mask = circom_serie > circom_threshold\n", "colors = [\"green\" if m == True else \"#dbdada\" for m in mask]\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(20, 8))\n", "\n", "polys.plot(ax=axs[0], column=\"circom\", cmap=\"PiYG\")\n", "axs[0].set_axis_off()\n", "axs[0].title.set_text(\"Circular Compactness values\")\n", "\n", "polys.plot(ax=axs[1], color=colors)\n", "axs[1].set_axis_off()\n", "axs[1].title.set_text(\"Polygons above 'circom_threshold' \")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see the following two **false negatives**:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "false_negatives = [[312,314,304], 162]\n", "\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(20, 6))\n", "\n", "\n", "edges.plot(ax= axs[0], color= \"black\")\n", "polys.plot(ax= axs[0], column=\"circom\", cmap=\"PiYG\")\n", "minx, miny, maxx, maxy = polys.loc[false_negatives[0]].geometry.total_bounds\n", "axs[0].set_xlim(minx-75, maxx+75)\n", "axs[0].set_ylim(miny-75, maxy+75)\n", "axs[0].set_axis_off()\n", "axs[0].title.set_text(\"Roundabout indexes:\\n\" + str(false_negatives[0]))\n", "\n", "edges.plot(ax= axs[1], color= \"black\")\n", "polys.plot(ax= axs[1], column=\"circom\", cmap=\"PiYG\")\n", "minx, miny, maxx, maxy = polys.loc[false_negatives[1]].geometry.bounds\n", "label_str = str(round(polys.loc[false_negatives[1]].circom,3))\n", "\n", "axs[1].set_xlim(minx-75, maxx+75)\n", "axs[1].set_ylim(miny-75, maxy+75)\n", "axs[1].set_axis_off()\n", "axs[1].title.set_text(\"Roundabout index: 162\\n 'circom': \"+ label_str)\n" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "The above helps to exemplify two main reasons why some roundabouts are not being selected:\n", "1. They are crossed by other roads; which breaks them into multiple polygons\n", " - eg. `index`: `[314, 312, 304]`\n", "1. They don't meet the `circom_threshold`\n", " - eg. `index`: `[162]` --> (0.676) \n", " \n", "## Adapting parameters\n", "Finally, let's also explore what the outcome would look like if we lower the `circom_threshold` and `include_adjacent` is set to `False` " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/gregoriomaya/mambaforge/envs/test/lib/python3.10/site-packages/pandas/core/dtypes/cast.py:122: ShapelyDeprecationWarning: The array interface is deprecated and will no longer work in Shapely 2.0. Convert the '.coords' to a numpy array instead.\n", " arr = construct_1d_object_array_from_listlike(values)\n" ] }, { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "edges_output_65 = mm.roundabout_simplification(\n", " edges, circom_threshold=0.65, include_adjacent=False\n", ")\n", "\n", "m = edges.explore(color = \"black\", tiles = \"CartoDB positron\")\n", "edges_output.explore(m=m, color=\"red\")\n", "edges_output_65.explore(m=m, color=\"blue\")\n", "m" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "13" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "edges_output_65.simplification_group.nunique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Even though we have been able to simplify **13** supposedly polygons, this sample now contains some false positives. So it is up to the user to decide the right balance to make the most of this simplification.\n", "\n", "Note that this is a work in progress and some upcoming enhancements are expected to complement this simplification." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.4" }, "vscode": { "interpreter": { "hash": "97745ffaa1ab87b28fdd4191cb000eaf07b9906834f9ce3343bc78c1c86b8b3b" } } }, "nbformat": 4, "nbformat_minor": 4 }