{ "cells": [ { "cell_type": "markdown", "metadata": {}, "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 autocorrelation\n", "### Performing and visualizing exploratory spatial data analysis\n", "\n", "**Author: James D. Gaboardi** ****\n", "\n", "**This notebook is an advanced walk-through for:**\n", "\n", "1. Demonstrating spatial autocorrelation with [pysal/esda](https://pysal.org/esda/)\n", "2. Calculating [Moran's *I*](https://pysal.org/esda/generated/esda.Moran.html#esda.Moran) on a segmented network\n", "3. Visualizing spatial autocorrelation with [pysal/splot](https://splot.readthedocs.io/en/latest/) for empirical and synthetic data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:14.824409Z", "start_time": "2022-11-02T03:12:14.816505Z" } }, "outputs": [], "source": [ "%config InlineBackend.figure_format = \"retina\"" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:14.856118Z", "start_time": "2022-11-02T03:12:14.826776Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: 2022-11-01T23:12:14.846009-04:00\n", "\n", "Python implementation: CPython\n", "Python version : 3.10.6\n", "IPython version : 8.6.0\n", "\n", "Compiler : Clang 13.0.1 \n", "OS : Darwin\n", "Release : 22.1.0\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": 3, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:16.857988Z", "start_time": "2022-11-02T03:12:14.860279Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Watermark: 2.3.1\n", "\n", "json : 2.0.9\n", "matplotlib_scalebar: 0.8.0\n", "splot : 1.1.5.post1\n", "numpy : 1.23.4\n", "spaghetti : 1.6.8\n", "matplotlib : 3.6.1\n", "libpysal : 4.6.2\n", "esda : 2.4.3\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/the-gaboardi/miniconda3/envs/py310_spgh_dev/lib/python3.10/site-packages/spaghetti/network.py:39: FutureWarning: The next major release of pysal/spaghetti (2.0.0) will drop support for all ``libpysal.cg`` geometries. This change is a first step in refactoring ``spaghetti`` that is expected to result in dramatically reduced runtimes for network instantiation and operations. Users currently requiring network and point pattern input as ``libpysal.cg`` geometries should prepare for this simply by converting to ``shapely`` geometries.\n", " warnings.warn(f\"{dep_msg}\", FutureWarning)\n" ] } ], "source": [ "import esda\n", "import libpysal\n", "import matplotlib\n", "import matplotlib_scalebar\n", "from matplotlib_scalebar.scalebar import ScaleBar\n", "import numpy\n", "import spaghetti\n", "import splot\n", "\n", "%matplotlib inline\n", "%watermark -w\n", "%watermark -iv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----------------\n", "\n", "### Instantiating a `spaghetti.Network` object and a point pattern\n", "#### Instantiate the network from a `.shp` file" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:16.917744Z", "start_time": "2022-11-02T03:12:16.863298Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ntw = spaghetti.Network(in_data=libpysal.examples.get_path(\"streets.shp\"))\n", "ntw" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Extract network arcs as a `geopandas.GeoDataFrame`" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:17.100583Z", "start_time": "2022-11-02T03:12:16.923389Z" } }, "outputs": [ { "data": { "text/html": [ "
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See the** [esda documentation](https://pysal.org/esda/) **for in-depth descriptions and tutorials.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Moran's *I* using the network representation's *W*" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:17.272560Z", "start_time": "2022-11-02T03:12:17.245170Z" } }, "outputs": [ { "data": { "text/plain": [ "0.005192687496078421" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "moran_ntwwn, yaxis_ntwwn = ntw.Moran(pp_name)\n", "moran_ntwwn.I" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Moran's *I* using the graph representation's *W*" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:17.301097Z", "start_time": "2022-11-02T03:12:17.277614Z" } }, "outputs": [ { "data": { "text/plain": [ "0.004777863137379377" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "moran_ntwwg, yaxis_ntwwg = ntw.Moran(pp_name, graph=True)\n", "moran_ntwwg.I" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Interpretation:**\n", "\n", "* **Although both the network and graph representations (**``moran_ntwwn`` **and** ``moran_ntwwg``**, respectively) display minimal postive spatial autocorrelation, a slighly lower value is observed in the graph represention. This is likely due to more direct connectivity in the graph representation; a direct result of eliminating** [degree-2 vertices](https://en.wikipedia.org/wiki/Degree_(graph_theory))**. The Moran's *I* for both the network and graph representations suggest that network arcs/graph edges attributed with associated crime counts are nearly randomly distributed.**\n", "\n", "--------------------------------\n", "\n", "### 2. Moran's *I* on a segmented network\n", "#### Moran's *I* on a network split into 200-foot segments" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:17.544930Z", "start_time": "2022-11-02T03:12:17.303459Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n200 = ntw.split_arcs(200.0)\n", "n200" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:17.580887Z", "start_time": "2022-11-02T03:12:17.546963Z" } }, "outputs": [ { "data": { "text/plain": [ "0.008782712541437603" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "moran_n200, yaxis_n200 = n200.Moran(pp_name)\n", "moran_n200.I" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Moran's *I* on a network split into 50-foot segments" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:18.989727Z", "start_time": "2022-11-02T03:12:17.582826Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n50 = ntw.split_arcs(50.0)\n", "n50" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:19.058584Z", "start_time": "2022-11-02T03:12:18.992041Z" } }, "outputs": [ { "data": { "text/plain": [ "0.004821223431200421" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "moran_n50, yaxis_n50 = n50.Moran(pp_name)\n", "moran_n50.I" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Interpretation:**\n", "\n", "* **Contrary to above, both the 200-foot and 50-foot segmented networks (**``moran_n200`` **and** ``moran_n50``**, respectively) display minimal positive spatial autocorrelation, with slighly higher values being observed in the 200-foot representation. However, similar to above the Moran's *I* for both the these representations suggest that network arcs attributed with associated crime counts are nearly randomly distributed.**\n", "\n", "---------------------------\n", "\n", "### 3. Visualizing ESDA with `splot`\n", "\n", "**Here we are demonstrating** [spatial lag](https://pysal.org/esda/notebooks/spatialautocorrelation.html#Attribute-Similarity)**, which refers to attribute similarity. See the** [splot documentation](https://splot.readthedocs.io/en/latest/) **for in-depth descriptions and tutorials. In this first section empirical data is utilized followed by a highly-clusterd synthetic example.**" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:19.190702Z", "start_time": "2022-11-02T03:12:19.061251Z" } }, "outputs": [], "source": [ "from splot.esda import moran_scatterplot, lisa_cluster, plot_moran" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Moran scatterplot\n", "\n", "**Plotted with equal aspect**" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:19.470607Z", "start_time": "2022-11-02T03:12:19.193297Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 335, "width": 1065 } }, "output_type": "display_data" } ], "source": [ "figsize = (12,6)\n", "fig, ax = matplotlib.pyplot.subplots(figsize=figsize)\n", "fitline_kwds = {\"color\":\"r\", \"lw\": 4, \"alpha\":.7}\n", "scatter_kwds = {\"s\":20, \"edgecolors\":\"k\", \"alpha\":.35}\n", "pltkwds = {\"fitline_kwds\": fitline_kwds, \"scatter_kwds\": scatter_kwds}\n", "moran_scatterplot(moran_ntwwn, aspect_equal=True, ax=ax, **pltkwds);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Plotted without equal aspect**" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:19.772683Z", "start_time": "2022-11-02T03:12:19.473123Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 569, "width": 1065 } }, "output_type": "display_data" } ], "source": [ "fig, ax = matplotlib.pyplot.subplots(figsize=figsize)\n", "moran_scatterplot(moran_ntwwn, aspect_equal=False, ax=ax, **pltkwds);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**This scatterplot demostrates the attribute values and associated attribute similarities in space (spatial lag) for the network representation's *W* (**``moran_ntwwn``**).**\n", "\n", "#### Reference distribution and Moran scatterplot" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:20.225869Z", "start_time": "2022-11-02T03:12:19.775686Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/the-gaboardi/miniconda3/envs/py310_spgh_dev/lib/python3.10/site-packages/splot/_viz_esda_mpl.py:354: FutureWarning: \n", "\n", "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n", "This will become an error in seaborn v0.14.0; please update your code.\n", "\n", " sbn.kdeplot(moran.sim, shade=shade, color=color, ax=ax, **kwargs)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 569, "width": 1025 } }, "output_type": "display_data" } ], "source": [ "plot_moran(moran_ntwwn, zstandard=True, figsize=figsize, **pltkwds);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**This figure incorporates the reference distribution of Moran's *I* values into the above scatterplot of the network representation's *W* (**``moran_ntwwn``**).**\n", "\n", "#### Local Moran's *l*\n", "\n", "**The demonstrations above considered the dataset as a whole, providing a global measure. The following demostrates the consideration of** [local spatial autocorrelation](https://pysal.org/esda/notebooks/spatialautocorrelation.html#Local-Autocorrelation:-Hot-Spots,-Cold-Spots,-and-Spatial-Outliers)**, providing a measure for each observation. This is best interpreted visually, here with another scatterplot colored to indicate** [relationship type](https://nbviewer.jupyter.org/github/pysal/splot/blob/master/notebooks/esda_morans_viz.ipynb#Visualizing-Local-Autocorrelation-with-splot---Hot-Spots,-Cold-Spots-and-Spatial-Outliers)**.**\n", "\n", "**Plotted with equal aspect**" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:23.252924Z", "start_time": "2022-11-02T03:12:20.228147Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 90, "width": 1063 } }, "output_type": "display_data" } ], "source": [ "p = 0.05\n", "moran_loc_ntwwn = esda.moran.Moran_Local(yaxis_ntwwn, ntw.w_network)\n", "fig, ax = matplotlib.pyplot.subplots(figsize=figsize)\n", "moran_scatterplot(moran_loc_ntwwn, p=p, aspect_equal=True, ax=ax)\n", "ax.set(xlabel=\"Crimes\", ylabel=\"Spatial Lag of Crimes\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Plotted without equal aspect**" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:23.571671Z", "start_time": "2022-11-02T03:12:23.255467Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 569, "width": 1074 } }, "output_type": "display_data" } ], "source": [ "fig, ax = matplotlib.pyplot.subplots(figsize=figsize)\n", "moran_scatterplot(moran_loc_ntwwn, p=p, aspect_equal=False, ax=ax)\n", "ax.set(xlabel=\"Crimes\", ylabel=\"Spatial Lag of Crimes\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Interpretation:**\n", "\n", "* **The majority of observations (network arcs) display no significant local spatial autocorrelation (shown in gray).**\n", "\n", "#### Plotting Local Indicators of Spatial Autocorrelation ([LISA](https://onlinelibrary.wiley.com/doi/epdf/10.1111/j.1538-4632.1995.tb00338.x)) " ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:24.132880Z", "start_time": "2022-11-02T03:12:23.574078Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 1003, "width": 941 } }, "output_type": "display_data" } ], "source": [ "lisa_args = moran_loc_ntwwn, arc_df.copy()\n", "lisa_kwds = {\"p\":p, \"figsize\":(12,12), \"lw\":5, \"zorder\":0}\n", "f, ax = lisa_cluster(*lisa_args, **lisa_kwds)\n", "pp_df.plot(ax=ax, alpha=.25, color=\"g\", markersize=30, zorder=1)\n", "suptitle = \"LISA for Crime-weighted Networks Arcs\"\n", "matplotlib.pyplot.suptitle(suptitle, fontsize=20, x=.51, y=.93)\n", "subtitle = \"Crimes ($n=%s$) are represented as semi-opaque green circles\"\n", "matplotlib.pyplot.title(subtitle % pp_df.shape[0], fontsize=15)\n", "sbkw = {\"units\":\"ft\", \"dimension\":\"imperial-length\", \"fixed_value\":1000}\n", "sbkw.update({\"location\":\"lower left\", \"box_alpha\":.75})\n", "ax.add_artist(matplotlib_scalebar.scalebar.ScaleBar(1, **sbkw));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "------------------------------\n", "#### A highly-clustered synthetic example" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:24.139506Z", "start_time": "2022-11-02T03:12:24.135053Z" } }, "outputs": [], "source": [ "ncrimes, cluster_crimes = 30, []; numpy.random.seed(0)\n", "minx, miny, maxx, maxy = [725400, 877400, 727100, 879100]\n", "for c in range(ncrimes):\n", " for plus_minus in [1000, -2000]:\n", " x = numpy.random.uniform(minx+plus_minus, maxx+plus_minus)\n", " y = numpy.random.uniform(miny+plus_minus, maxy+plus_minus)\n", " cluster_crimes.append(libpysal.cg.Point((x,y)))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:24.216531Z", "start_time": "2022-11-02T03:12:24.141304Z" } }, "outputs": [], "source": [ "ntw.snapobservations(cluster_crimes, pp_name, attribute=True)\n", "moran_ntwwn, yaxis_ntwwn = ntw.Moran(pp_name)\n", "moran_loc_ntwwn = esda.moran.Moran_Local(yaxis_ntwwn, ntw.w_network)\n", "pp_df = spaghetti.element_as_gdf(ntw, pp_name=pp_name)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2022-11-02T03:12:24.610500Z", "start_time": "2022-11-02T03:12:24.219111Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 1003, "width": 843 } }, "output_type": "display_data" } ], "source": [ "lisa_args = moran_loc_ntwwn, arc_df\n", "f, ax = lisa_cluster(*lisa_args, **lisa_kwds)\n", "pp_df.plot(ax=ax, zorder=1, alpha=.25, color=\"g\", markersize=30)\n", "matplotlib.pyplot.suptitle(suptitle, fontsize=20, x=.51, y=.93)\n", "matplotlib.pyplot.title(subtitle % pp_df.shape[0], fontsize=15)\n", "ax.add_artist(matplotlib_scalebar.scalebar.ScaleBar(1, **sbkw));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "-----------------" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:py310_spgh_dev]", "language": "python", "name": "conda-env-py310_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": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 4 }