{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "`momepy` is using `libpysal` to handle spatial weights, but also builds on top of it. This notebook will show how to use different weights." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import momepy\n", "import geopandas as gpd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will again use `osmnx` to get the data for our example and after preprocessing of building layer will generate tessellation layer. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [ "hide_output" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loop 1 out of 2.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Identifying changes: 100%|██████████| 2932/2932 [00:00<00:00, 4477.92it/s]\n", "Changing geometry: 100%|██████████| 31/31 [00:00<00:00, 92.22it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loop 2 out of 2.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Identifying changes: 100%|██████████| 2520/2520 [00:00<00:00, 4584.18it/s]\n", "Changing geometry: 100%|██████████| 2/2 [00:00<00:00, 79.96it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Inward offset...\n", "Discretization...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 1%|▏ | 37/2521 [00:00<00:06, 368.07it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Generating input point array...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 2521/2521 [00:03<00:00, 673.26it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Generating Voronoi diagram...\n", "Generating GeoDataFrame...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Vertices to Polygons: 100%|██████████| 267595/267595 [00:07<00:00, 35524.41it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Dissolving Voronoi polygons...\n", "Preparing limit for edge resolving...\n", "Building R-tree...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 8%|▊ | 30/371 [00:00<00:01, 291.05it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Identifying edge cells...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 371/371 [00:01<00:00, 319.53it/s]\n", " 18%|█▊ | 44/238 [00:00<00:00, 439.99it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Cutting...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 238/238 [00:00<00:00, 466.78it/s]\n" ] } ], "source": [ "import osmnx as ox\n", "\n", "gdf = ox.footprints.footprints_from_place(place='Kahla, Germany')\n", "gdf_projected = ox.project_gdf(gdf)\n", "\n", "buildings = momepy.preprocess(gdf_projected, size=30,\n", " compactness=True, islands=True)\n", "buildings['uID'] = momepy.unique_id(buildings)\n", "limit = momepy.buffered_limit(buildings)\n", "tessellation = momepy.Tessellation(buildings, unique_id='uID', limit=limit).tessellation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Queen contiguity\n", "\n", "Morphological tessellation allows using contiguity-based weights matrix. While `libpysal.weights.contiguity.Queen` will do the standard Queen contiguity matrix of the first order; it might not be enough to capture proper context. For that reason, we can use `momepy.sw_high` to capture all neighbours within set topological distance `k`. It generates spatial weights of higher orders under the hood and joins them together." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "sw3 = momepy.sw_high(k=3, gdf=tessellation, ids='uID')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Queen contiguity of morphological tessellation can capture the comparable level of information across the study area - the number of the neighbour is relatively similar and depends on the morphology of urban form. We can visualize it by counting the number of neighbours (as captured by `sw3`)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 2518/2518 [00:00<00:00, 10165.11it/s]\n" ] } ], "source": [ "tessellation['neighbours'] = momepy.Neighbors(tessellation, sw3,'uID').series" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [ "hide_input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(10, 10))\n", "tessellation.plot(ax=ax, column='neighbours', legend=True, cmap='Spectral_r')\n", "buildings.plot(ax=ax, color=\"white\", alpha=0.4)\n", "ax.set_axis_off()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Distance\n", "\n", "Often we want to define the neighbours based on metric distance. We will look at two options - distance band and k-nearest neighbour.\n", "\n", "### Distance band\n", "\n", "We can imagine distance band as a buffer of a set radius around each object, for example, 400 meters. For that, we can use `libpysal.weights.DistanceBand`:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [ "hide_output" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/martin/anaconda3/envs/momepy_guide/lib/python3.7/site-packages/libpysal/weights/weights.py:165: UserWarning: The weights matrix is not fully connected: \n", " There are 2 disconnected components.\n", " There is 1 island with id: 324.\n", " warnings.warn(message)\n" ] } ], "source": [ "import libpysal\n", "dist400 = libpysal.weights.DistanceBand.from_dataframe(buildings, 400,\n", " ids='uID')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because we have defined spatial weights using uID, we can use `dist400` generated on buildings and use it on tessellation:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 2518/2518 [00:00<00:00, 9934.71it/s]\n" ] } ], "source": [ "tessellation['neighbours400'] = momepy.Neighbors(tessellation, dist400, 'uID').series" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [ "hide_input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(10, 10))\n", "tessellation.plot(ax=ax, column='neighbours400', legend=True, cmap='Spectral_r')\n", "buildings.plot(ax=ax, color=\"white\", alpha=0.4)\n", "ax.set_axis_off()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### K nearest neighbor\n", "\n", "If we want fixed number of neighbours, we can use `libpysal.weights.KNN`:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 2518/2518 [00:00<00:00, 10159.05it/s]\n" ] } ], "source": [ "knn = libpysal.weights.KNN.from_dataframe(buildings, k=200, ids='uID')\n", "tessellation['neighboursKNN'] = momepy.Neighbors(tessellation, knn,'uID').series" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "popout" ] }, "source": [ "**Note**: As all tessellation cells have the same number of neighbours (due to KNN), they all have the same colour." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "tags": [ "hide_input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(figsize=(10, 10))\n", "tessellation.plot(ax=ax, column='neighboursKNN', legend=True, cmap='Spectral_r')\n", "buildings.plot(ax=ax, color=\"white\", alpha=0.4)\n", "ax.set_axis_off()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All of them can be used within morphometric analysis. Theoretical and practical differences are discussed in Fleischmann, Romice and Porta (2019).\n", "\n", "For the other options on generating spatial weights see [lipysal API](https://pysal.org/libpysal/api.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### References\n", "- Fleischmann M, Romice O and Porta S (2019) Applicability of morphological tessellation and its topological derivatives in the quantitative analysis of urban form. XXVI International Seminar on Urban Form: Cities as Assemblages. In: Nicosia." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Tags", "kernelspec": { "display_name": "Python (momepy_guide)", "language": "python", "name": "mmp_guide" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }