{ "cells": [ { "cell_type": "markdown", "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 0, "height": 4, "hidden": false, "row": 0, "width": 12 }, "report_default": {} } } } }, "source": [ "---------------\n", "\n", "**If any part of this notebook is used in your research, please cite with the reference found in** **[README.md](https://github.com/pysal/spaghetti#bibtex-citation).**\n", "\n", "\n", "----------------\n", "\n", "## Network-constrained spatial dependence\n", "### Demonstrating cluster detection along networks with the Global Auto *K* function\n", "\n", "**Author: James D. Gaboardi** ****\n", "\n", "**This notebook is an advanced walk-through for:**\n", "\n", "1. Understanding the global auto *K* function with an elementary geometric object\n", "2. Basic examples with synthetic data \n", "3. Empirical examples" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:21.820972Z", "start_time": "2021-06-05T16:21:21.785261Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: 2021-06-05T12:21:21.802556-04:00\n", "\n", "Python implementation: CPython\n", "Python version : 3.9.2\n", "IPython version : 7.22.0\n", "\n", "Compiler : Clang 11.0.1 \n", "OS : Darwin\n", "Release : 20.5.0\n", "Machine : x86_64\n", "Processor : i386\n", "CPU cores : 8\n", "Architecture: 64bit\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:23.185004Z", "start_time": "2021-06-05T16:21:21.823999Z" }, "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "hidden": true }, "report_default": {} } } } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Watermark: 2.1.0\n", "\n", "numpy : 1.19.5\n", "json : 2.0.9\n", "matplotlib_scalebar: 0.6.2\n", "geopandas : 0.9.0\n", "libpysal : 4.3.0\n", "matplotlib : 3.3.3\n", "spaghetti : 1.6.0\n", "\n" ] } ], "source": [ "import geopandas\n", "import libpysal\n", "import matplotlib\n", "import matplotlib_scalebar\n", "from matplotlib_scalebar.scalebar import ScaleBar\n", "import numpy\n", "import spaghetti\n", "\n", "%matplotlib inline\n", "%watermark -w\n", "%watermark -iv" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:23.190951Z", "start_time": "2021-06-05T16:21:23.188049Z" } }, "outputs": [], "source": [ "try:\n", " from IPython.display import set_matplotlib_formats\n", " set_matplotlib_formats(\"retina\")\n", "except ImportError:\n", " pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**The** [*K* function](https://en.wikipedia.org/wiki/Spatial_descriptive_statistics#Ripley's_K_and_L_functions) **considers all pairwise distances of nearest neighbors to determine the existence of clustering, or lack thereof, over a delineated range of distances. For further description see O’Sullivan and Unwin (2010) and Okabe and Sugihara (2012).**\n", "\n", "* **D. O’Sullivan and D. J. Unwin.** *Point Pattern Analysis*, chapter 5, pages 121–156. John Wiley & Sons, Ltd, 2010. doi:10.1002/9780470549094.ch5.\n", "\n", "* **Atsuyki Okabe and Kokichi Sugihara.** *Network K Function Methods*, chapter 6, pages 119–136. John Wiley & Sons, Ltd, 2012. doi:10.1002/9781119967101.ch6.\n", "\n", "\n", "---------------------\n", "\n", "### 1. A demonstration of clustering\n", "\n", "#### Results plotting helper function" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:23.246167Z", "start_time": "2021-06-05T16:21:23.192761Z" } }, "outputs": [], "source": [ "def plot_k(k, _arcs, df1, df2, obs, scale=True, wr=[1, 1.2], size=(14, 7)):\n", " \"\"\"Plot a Global Auto K-function and spatial context.\"\"\"\n", " def function_plot(f, ax):\n", " \"\"\"Plot a Global Auto K-function.\"\"\"\n", " ax.plot(k.xaxis, k.observed, \"b-\", linewidth=1.5, label=\"Observed\")\n", " ax.plot(k.xaxis, k.upperenvelope, \"r--\", label=\"Upper\")\n", " ax.plot(k.xaxis, k.lowerenvelope, \"k--\", label=\"Lower\")\n", " ax.legend(loc=\"best\", fontsize=\"x-large\")\n", " title_text = \"Global Auto $K$ Function: %s\\n\" % obs\n", " title_text += \"%s steps, %s permutations,\" % (k.nsteps, k.permutations)\n", " title_text += \" %s distribution\" % k.distribution\n", " f.suptitle(title_text, fontsize=25, y=1.1)\n", " ax.set_xlabel(\"Distance $(r)$\", fontsize=\"x-large\")\n", " ax.set_ylabel(\"$K(r)$\", fontsize=\"x-large\")\n", " \n", " def spatial_plot(ax):\n", " \"\"\"Plot spatial context.\"\"\"\n", " base = _arcs.plot(ax=ax, color=\"k\", alpha=0.25)\n", " df1.plot(ax=base, color=\"g\", markersize=30, alpha=0.25)\n", " df2.plot(ax=base, color=\"g\", marker=\"x\", markersize=100, alpha=0.5)\n", " carto_elements(base, scale)\n", " \n", " sub_args = {\"gridspec_kw\":{\"width_ratios\": wr}, \"figsize\":size}\n", " fig, arr = matplotlib.pyplot.subplots(1, 2, **sub_args)\n", " function_plot(fig, arr[0])\n", " spatial_plot(arr[1])\n", " fig.tight_layout()\n", " \n", "def carto_elements(b, scale):\n", " \"\"\"Add/adjust cartographic elements.\"\"\"\n", " if scale:\n", " kw = {\"units\":\"ft\", \"dimension\":\"imperial-length\", \"fixed_value\":1000}\n", " b.add_artist(ScaleBar(1, **kw))\n", " b.set(xticklabels=[], xticks=[], yticklabels=[], yticks=[]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Equilateral triangle" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:23.254061Z", "start_time": "2021-06-05T16:21:23.248350Z" } }, "outputs": [], "source": [ "def equilateral_triangle(x1, y1, x2, mids=True):\n", " \"\"\"Return an equilateral triangle and its side midpoints.\"\"\"\n", " x3 = (x1+x2)/2.\n", " y3 = numpy.sqrt((x1-x2)**2 - (x3-x1)**2) + y1\n", " p1, p2, p3 = (x1, y1), (x2, y1), (x3, y3)\n", " eqitri = libpysal.cg.Chain([p1, p2, p3, p1])\n", " if mids:\n", " eqvs = eqitri.vertices[:-1]\n", " eqimps, vcount = [], len(eqvs), \n", " for i in range(vcount):\n", " for j in range(i+1, vcount):\n", " (_x1, _y1), (_x2, _y2) = eqvs[i], eqvs[j]\n", " mp = libpysal.cg.Point(((_x1+_x2)/2., (_y1+_y2)/2.))\n", " eqimps.append(mp)\n", " return eqitri, eqimps" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:23.263190Z", "start_time": "2021-06-05T16:21:23.256555Z" } }, "outputs": [], "source": [ "eqtri_sides, eqtri_midps = equilateral_triangle(0., 0., 6., 1)\n", "ntw = spaghetti.Network(eqtri_sides)\n", "ntw.snapobservations(eqtri_midps, \"eqtri_midps\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:23.292961Z", "start_time": "2021-06-05T16:21:23.266999Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " id geometry comp_label\n", "0 0 POINT (3.00000 0.00000) 0\n", "1 1 POINT (1.50000 2.59808) 0\n", "2 2 POINT (4.50000 2.59808) 0" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vertices_df, arcs_df = spaghetti.element_as_gdf(\n", " ntw, vertices=ntw.vertex_coords, arcs=ntw.arcs\n", ")\n", "eqv = spaghetti.element_as_gdf(ntw, pp_name=\"eqtri_midps\")\n", "eqv_snapped = spaghetti.element_as_gdf(ntw, pp_name=\"eqtri_midps\", snapped=True)\n", "eqv_snapped" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:24.016431Z", "start_time": "2021-06-05T16:21:23.295927Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 556, "width": 912 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "numpy.random.seed(0)\n", "kres = ntw.GlobalAutoK(\n", " ntw.pointpatterns[\"eqtri_midps\"],\n", " nsteps=100,\n", " permutations=100)\n", "plot_k(kres, arcs_df, eqv, eqv_snapped, \"eqtri_mps\", wr=[1, 1.8], scale=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Interpretation:**\n", "\n", "* **This example demonstrates a complete lack of clustering with a strong indication of dispersion when approaching 5 units of distance.**\n", "\n", "--------------------------------\n", " \n", "### 2. Synthetic examples\n", " \n", "#### Regular lattice — distinguishing visual clustering from statistical clustering" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:24.023967Z", "start_time": "2021-06-05T16:21:24.018385Z" } }, "outputs": [], "source": [ "bounds = (0,0,3,3)\n", "h, v = 2, 2\n", "lattice = spaghetti.regular_lattice(bounds, h, nv=v, exterior=True)\n", "ntw = spaghetti.Network(in_data=lattice)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Network arc midpoints: statistical clustering" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:24.045170Z", "start_time": "2021-06-05T16:21:24.025556Z" } }, "outputs": [], "source": [ "midpoints = []\n", "for chain in lattice:\n", " (v1x, v1y), (v2x, v2y) = chain.vertices\n", " mp = libpysal.cg.Point(((v1x+v2x)/2., (v1y+v2y)/2.))\n", " midpoints.append(mp)\n", "ntw.snapobservations(midpoints, \"midpoints\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### All observations on two network arcs: visual clustering" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:24.082199Z", "start_time": "2021-06-05T16:21:24.046708Z" } }, "outputs": [], "source": [ "npts = len(midpoints) * 2\n", "xs = [0.0] * npts + [2.0] * npts\n", "ys = list(numpy.linspace(0.4,0.6, npts)) + list(numpy.linspace(2.1,2.9, npts))\n", "pclusters = [libpysal.cg.Point(xy) for xy in zip(xs,ys)]\n", "ntw.snapobservations(pclusters, \"pclusters\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:24.111067Z", "start_time": "2021-06-05T16:21:24.084221Z" } }, "outputs": [], "source": [ "vertices_df, arcs_df = spaghetti.element_as_gdf(ntw, vertices=True, arcs=True)\n", "midpoints = spaghetti.element_as_gdf(ntw, pp_name=\"midpoints\", snapped=True)\n", "pclusters = spaghetti.element_as_gdf(ntw, pp_name=\"pclusters\", snapped=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Visual clustering" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:26.469454Z", "start_time": "2021-06-05T16:21:24.113035Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 556, "width": 876 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "numpy.random.seed(0)\n", "kres = ntw.GlobalAutoK(ntw.pointpatterns[\"pclusters\"], nsteps=100, permutations=100)\n", "plot_k(kres, arcs_df, pclusters, pclusters, \"pclusters\", wr=[1, 1.8], scale=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Interpretation:** \n", "\n", " * **This example exhibits a high degree of clustering within 1 unit of distance followed by a complete lack of clustering, then a strong indication of clustering around 3.5 units of distance and above. Both colloquilly and statistically, this pattern is clustered.**\n", "\n", "\n", "#### Statistical clustering" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:27.240699Z", "start_time": "2021-06-05T16:21:26.471502Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 556, "width": 876 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "numpy.random.seed(0)\n", "kres = ntw.GlobalAutoK(ntw.pointpatterns[\"midpoints\"], nsteps=100, permutations=100)\n", "plot_k(kres, arcs_df, midpoints, midpoints, \"midpoints\", wr=[1, 1.8], scale=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Interpretation:** \n", "\n", " * **This example exhibits no clustering within 1 unit of distance followed by large increases in clustering at each 1-unit increment. After 3 units of distance, this pattern is highly clustered. Statistically speaking, this pattern is clustered, but not colloquilly.**\n", " \n", "\n", "--------------------------\n", "\n", "### 3. Empircal examples\n", "#### Instantiate the network from a `.shp` file" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:27.581791Z", "start_time": "2021-06-05T16:21:27.242920Z" } }, "outputs": [], "source": [ "ntw = spaghetti.Network(in_data=libpysal.examples.get_path(\"streets.shp\"))\n", "vertices_df, arcs_df = spaghetti.element_as_gdf(\n", " ntw, vertices=ntw.vertex_coords, arcs=ntw.arcs\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Associate the network with point patterns" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:27.863786Z", "start_time": "2021-06-05T16:21:27.583820Z" } }, "outputs": [ { "data": { "text/plain": [ "{'crimes': ,\n", " 'schools': }" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for pp_name in [\"crimes\", \"schools\"]:\n", " pp_shp = libpysal.examples.get_path(\"%s.shp\" % pp_name)\n", " ntw.snapobservations(pp_shp, pp_name, attribute=True)\n", "ntw.pointpatterns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Empircal — schools" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:27.875962Z", "start_time": "2021-06-05T16:21:27.865752Z" } }, "outputs": [], "source": [ "schools = spaghetti.element_as_gdf(ntw, pp_name=\"schools\")\n", "schools_snapped = spaghetti.element_as_gdf(ntw, pp_name=\"schools\", snapped=True)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:28.691692Z", "start_time": "2021-06-05T16:21:27.877596Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 556, "width": 941 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "numpy.random.seed(0)\n", "kres = ntw.GlobalAutoK(\n", " ntw.pointpatterns[\"schools\"],\n", " nsteps=100,\n", " permutations=100)\n", "plot_k(kres, arcs_df, schools, schools_snapped, \"schools\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Interpretation:** \n", "\n", " * **Schools exhibit no clustering until roughly 1,000 feet then display more clustering up to approximately 3,000 feet, followed by high clustering up to 6,000 feet.**\n", " \n", "#### Empircal — crimes" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:28.715705Z", "start_time": "2021-06-05T16:21:28.693717Z" } }, "outputs": [], "source": [ "crimes = spaghetti.element_as_gdf(ntw, pp_name=\"crimes\")\n", "crimes_snapped = spaghetti.element_as_gdf(ntw, pp_name=\"crimes\", snapped=True)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2021-06-05T16:21:43.313009Z", "start_time": "2021-06-05T16:21:28.717943Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 556, "width": 941 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "numpy.random.seed(0)\n", "kres = ntw.GlobalAutoK(\n", " ntw.pointpatterns[\"crimes\"],\n", " nsteps=100,\n", " permutations=100)\n", "plot_k(kres, arcs_df, crimes, crimes_snapped, \"crimes\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Interpretation:** \n", "\n", " * **There is strong evidence to suggest crimes are clustered at all distances along the network, but more so within several feet of each other and at 10,000 feet.**" ] }, { "cell_type": "markdown", "metadata": { "extensions": { "jupyter_dashboards": { "version": 1, "views": { "grid_default": { "col": 8, "height": 4, "hidden": false, "row": 48, "width": 4 }, "report_default": {} } } } }, "source": [ "-----------" ] } ], "metadata": { "_draft": { "nbviewer_url": "" }, "anaconda-cloud": {}, "extensions": { "jupyter_dashboards": { "activeView": "grid_default", "version": 1, "views": { "grid_default": { "cellMargin": 10, "defaultCellHeight": 20, "maxColumns": 12, "name": "grid", "type": "grid" }, "report_default": { "name": "report", "type": "report" } } } }, "gist": { "data": { "description": "", "public": true }, "id": "2697ff11933bb0ea8b94c4326a540453" }, "kernelspec": { "display_name": "Python [conda env:py39_spgh_dev]", "language": "python", "name": "conda-env-py39_spgh_dev-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.2" } }, "nbformat": 4, "nbformat_minor": 1 }