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synth-cluster-spatial-autocorrelation
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{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"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## Synthetic cluster — Network-constrained spatial autocorrelation\n### Performing and visualizing exploratory spatial data analysis\n\n**Author: James D. Gaboardi** **<jgaboardi@gmail.com>**"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-10-13T03:24:57.284692Z",
"end_time": "2020-10-13T03:24:57.426687Z"
},
"trusted": true
},
"cell_type": "code",
"source": "%load_ext watermark\n%watermark",
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": "2020-10-12T23:24:57-04:00\n\nCPython 3.8.5\nIPython 7.18.1\n\ncompiler : Clang 10.0.1 \nsystem : Darwin\nrelease : 19.6.0\nmachine : x86_64\nprocessor : i386\nCPU cores : 8\ninterpreter: 64bit\n",
"name": "stdout"
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-10-13T03:24:57.428568Z",
"end_time": "2020-10-13T03:24:58.681409Z"
},
"trusted": true
},
"cell_type": "code",
"source": "import esda\nimport libpysal\nimport matplotlib\nimport matplotlib_scalebar\nfrom matplotlib_scalebar.scalebar import ScaleBar\nimport numpy\nimport spaghetti\nimport splot\n\n%matplotlib inline\n%watermark -w\n%watermark -iv",
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": "watermark 2.0.2\nmatplotlib_scalebar 0.6.2\nmatplotlib 3.3.2\nlibpysal 4.3.0\nnumpy 1.19.1\nsplot 1.1.3\nspaghetti 1.5.0\nesda 2.3.1\n\n",
"name": "stdout"
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-10-13T03:24:58.683697Z",
"end_time": "2020-10-13T03:24:58.685835Z"
},
"trusted": true
},
"cell_type": "code",
"source": "import warnings\nwarnings.filterwarnings(\n \"ignore\", category=matplotlib.MatplotlibDeprecationWarning\n)",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-10-13T03:24:58.688066Z",
"end_time": "2020-10-13T03:24:58.690471Z"
},
"trusted": true
},
"cell_type": "code",
"source": "try:\n from IPython.display import set_matplotlib_formats\n set_matplotlib_formats(\"retina\")\nexcept ImportError:\n pass",
"execution_count": 4,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "----------------\n\n### Instantiating a `spaghetti.Network` object and a point pattern\n#### Instantiate the network from a `.shp` file"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-10-13T03:24:58.692046Z",
"end_time": "2020-10-13T03:24:58.783308Z"
},
"trusted": true
},
"cell_type": "code",
"source": "ntw = spaghetti.Network(in_data=libpysal.examples.get_path(\"streets.shp\"))\nntw",
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 5,
"data": {
"text/plain": "<spaghetti.network.Network at 0x7f89992923a0>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### Extract network arcs as a `geopandas.GeoDataFrame`"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-10-13T03:24:58.784735Z",
"end_time": "2020-10-13T03:24:58.938673Z"
},
"trusted": true
},
"cell_type": "code",
"source": "_, arc_df = spaghetti.element_as_gdf(ntw, vertices=True, arcs=True)\narc_df.head()",
"execution_count": 6,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 6,
"data": {
"text/plain": " id geometry comp_label\n0 (0, 1) LINESTRING (728368.048 877125.895, 728368.139 ... 0\n1 (0, 2) LINESTRING (728368.048 877125.895, 728367.458 ... 0\n2 (1, 110) LINESTRING (728368.139 877023.272, 728612.255 ... 0\n3 (1, 127) LINESTRING (728368.139 877023.272, 727708.140 ... 0\n4 (1, 213) LINESTRING (728368.139 877023.272, 728368.729 ... 0",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>id</th>\n <th>geometry</th>\n <th>comp_label</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>(0, 1)</td>\n <td>LINESTRING (728368.048 877125.895, 728368.139 ...</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>(0, 2)</td>\n <td>LINESTRING (728368.048 877125.895, 728367.458 ...</td>\n <td>0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>(1, 110)</td>\n <td>LINESTRING (728368.139 877023.272, 728612.255 ...</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>(1, 127)</td>\n <td>LINESTRING (728368.139 877023.272, 727708.140 ...</td>\n <td>0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>(1, 213)</td>\n <td>LINESTRING (728368.139 877023.272, 728368.729 ...</td>\n <td>0</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### Associate the network with a point pattern — very large synthetic cluster"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-10-13T03:24:58.940058Z",
"end_time": "2020-10-13T03:24:58.954260Z"
},
"trusted": true
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"cell_type": "code",
"source": "\ncluster_crimes = []\nnumpy.random.seed(0)\nncrimes = 1000\nminx, miny, maxx, maxy = [725400, 877400, 727100, 879100]\nfor c in range(ncrimes):\n x = numpy.random.uniform(minx+1000, maxx+1000)\n y = numpy.random.uniform(miny+1000, maxy+1000)\n cluster_crimes.append(libpysal.cg.Point((x,y)))\nfor c in range(ncrimes):\n x = numpy.random.uniform(minx-2000, maxx-2000)\n y = numpy.random.uniform(miny-2000, maxy-2000)\n cluster_crimes.append(libpysal.cg.Point((x,y)))",
"execution_count": 7,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-10-13T03:24:58.957451Z",
"end_time": "2020-10-13T03:24:59.622736Z"
},
"trusted": true
},
"cell_type": "code",
"source": "pp_name = \"crimes\"\nntw.snapobservations(cluster_crimes, pp_name, attribute=True)\npp_df = spaghetti.element_as_gdf(ntw, pp_name=pp_name)\npp_df.head()",
"execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 8,
"data": {
"text/plain": " id geometry comp_label\n0 0 POINT (727332.983 879615.822) 0\n1 1 POINT (727424.698 879326.301) 0\n2 2 POINT (727120.213 879498.020) 0\n3 3 POINT (727143.898 879916.014) 0\n4 4 POINT (728038.227 879051.851) 0",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>id</th>\n <th>geometry</th>\n <th>comp_label</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>0</td>\n <td>POINT (727332.983 879615.822)</td>\n <td>0</td>\n </tr>\n <tr>\n <th>1</th>\n <td>1</td>\n <td>POINT (727424.698 879326.301)</td>\n <td>0</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2</td>\n <td>POINT (727120.213 879498.020)</td>\n <td>0</td>\n </tr>\n <tr>\n <th>3</th>\n <td>3</td>\n <td>POINT (727143.898 879916.014)</td>\n <td>0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>4</td>\n <td>POINT (728038.227 879051.851)</td>\n <td>0</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "--------------------------\n\n### ESDA — Exploratory Spatial Data Analysis with [pysal/esda](https://esda.readthedocs.io/en/latest/)\n\n**The Moran's *I* test statistic allows for the inference of how clustered (or dispersed) a dataset is while considering both attribute values and spatial relationships. A value of closer to +1 indicates absolute clustering while a value of closer to -1 indicates absolute dispersion. Complete spatial randomness takes the value of 0. See the** [esda documentation](https://pysal.org/esda/) **for in-depth descriptions and tutorials.**"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-10-13T03:24:59.625406Z",
"end_time": "2020-10-13T03:24:59.628810Z"
},
"trusted": true
},
"cell_type": "code",
"source": "def calc_moran(net, pp_name, w):\n \"\"\"Calculate a Moran's I statistic based on network arcs.\"\"\"\n # Compute the counts\n pointpat = net.pointpatterns[pp_name]\n counts = net.count_per_link(pointpat.obs_to_arc, graph=False)\n # Build the y vector\n arcs = w.neighbors.keys()\n y = [counts[a] if a in counts.keys() else 0. for i, a in enumerate(arcs)]\n # Moran's I\n moran = esda.moran.Moran(y, w, permutations=9999)\n return moran, y",
"execution_count": 9,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### Moran's *I* using the network representation's *W*"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-10-13T03:24:59.630507Z",
"end_time": "2020-10-13T03:24:59.804834Z"
},
"trusted": true
},
"cell_type": "code",
"source": "moran_ntwwn, yaxis_ntwwn = calc_moran(ntw, pp_name, ntw.w_network)\nmoran_ntwwn.I",
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 10,
"data": {
"text/plain": "0.5196229692819812"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### Moran's *I* using the graph representation's *W*"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-10-13T03:24:59.806242Z",
"end_time": "2020-10-13T03:24:59.953999Z"
},
"trusted": true
},
"cell_type": "code",
"source": "moran_ntwwg, yaxis_ntwwg = calc_moran(ntw, pp_name, ntw.w_graph)\nmoran_ntwwg.I",
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 11,
"data": {
"text/plain": "0.4491419390564282"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "\n---------------------------\n\n### 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.**"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-10-13T03:24:59.955419Z",
"end_time": "2020-10-13T03:25:00.022453Z"
},
"trusted": true
},
"cell_type": "code",
"source": "from splot.esda import moran_scatterplot, lisa_cluster, plot_moran",
"execution_count": 12,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### Moran scatterplot\n\n**Plotted with equal aspect**"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-10-13T03:25:00.024774Z",
"end_time": "2020-10-13T03:25:00.274182Z"
},
"trusted": true
},
"cell_type": "code",
"source": "moran_scatterplot(moran_ntwwn, aspect_equal=True);",
"execution_count": 13,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 504x504 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 451,
"height": 384
},
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "**Plotted without equal aspect**"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-10-13T03:25:00.276686Z",
"end_time": "2020-10-13T03:25:00.466253Z"
},
"trusted": true
},
"cell_type": "code",
"source": "moran_scatterplot(moran_ntwwn, aspect_equal=False);",
"execution_count": 14,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 504x504 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 451,
"height": 459
},
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"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"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-10-13T03:25:00.468502Z",
"end_time": "2020-10-13T03:25:00.781735Z"
},
"trusted": true
},
"cell_type": "code",
"source": "plot_moran(moran_ntwwn, zstandard=True, figsize=(10,4));",
"execution_count": 15,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 720x288 with 2 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 618,
"height": 288
},
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"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**"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-10-13T03:25:00.783865Z",
"end_time": "2020-10-13T03:25:03.127842Z"
},
"trusted": true
},
"cell_type": "code",
"source": "p = 0.05\nmoran_loc_ntwwn = esda.moran.Moran_Local(yaxis_ntwwn, ntw.w_network)\nfig, ax = moran_scatterplot(moran_loc_ntwwn, p=p, aspect_equal=True)\nax.set(xlabel=\"Crimes\", ylabel=\"Spatial Lag of Crimes\");",
"execution_count": 16,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 504x504 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 451,
"height": 330
},
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "**Plotted without equal aspect**"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-10-13T03:25:03.129823Z",
"end_time": "2020-10-13T03:25:03.319403Z"
},
"trusted": true
},
"cell_type": "code",
"source": "fig, ax = moran_scatterplot(moran_loc_ntwwn, aspect_equal=False, p=p)\nax.set(xlabel=\"Crimes\", ylabel=\"Spatial Lag of Crimes\");",
"execution_count": 17,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 504x504 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 451,
"height": 459
},
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### Plotting Local Indicators of Spatial Autocorrelation ([LISA](https://onlinelibrary.wiley.com/doi/epdf/10.1111/j.1538-4632.1995.tb00338.x)) "
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2020-10-13T03:25:03.321167Z",
"end_time": "2020-10-13T03:25:03.920446Z"
},
"trusted": true
},
"cell_type": "code",
"source": "f, ax = lisa_cluster(moran_loc_ntwwn, arc_df, p=p, figsize=(12,12), lw=5, zorder=2)\npp_df.plot(ax=ax, zorder=1, alpha=.25, color=\"g\", markersize=30)\nsuptitle = \"LISA for Crime-weighted Networks Arcs\"\nmatplotlib.pyplot.suptitle(suptitle, fontsize=20, x=.51, y=.93)\nsubtitle = \"Crimes ($n=%s$) are represented as semi-opaque green circles\"\nmatplotlib.pyplot.title(subtitle % pp_df.shape[0], fontsize=15)\nkw = {\"units\":\"ft\", \"dimension\":\"imperial-length\", \"fixed_value\":1000}\nax.add_artist(ScaleBar(1, location=\"lower left\", box_alpha=.75, **kw));",
"execution_count": 18,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 864x864 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 596,
"height": 709
},
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "-----------------"
}
],
"metadata": {
"kernelspec": {
"name": "conda-env-py3_spgh_dev-py",
"display_name": "Python [conda env:py3_spgh_dev]",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.8.5",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"gist": {
"id": "",
"data": {
"description": "synth-cluster-spatial-autocorrelation",
"public": true
}
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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